{ "cells": [ { "cell_type": "markdown", "id": "42391765-1b6b-4722-a55e-68bf462696f7", "metadata": {}, "source": [ "(lecture_07)=\n", "# Fitting Over & Under\n", "\n", ":::{post} Jan 7, 2024\n", ":tags: statistical rethinking, bayesian inference, model fitting\n", ":category: intermediate\n", ":author: Dustin Stansbury\n", ":::\n", "\n", "This notebook is part of the PyMC port of the [Statistical Rethinking 2023](https://github.com/rmcelreath/stat_rethinking_2023) lecture series by Richard McElreath.\n", "\n", "[Video - Lecture 07 - Fitting Over & Under](https://youtu.be/1VgYIsANQck)# [Lecture 07 - Fitting Over & Under](https://youtu.be/1VgYIsANQck?si=dXg7iajUYQJMU-Ye)" ] }, { "cell_type": "code", "execution_count": 1, "id": "7bfa3833", "metadata": {}, "outputs": [], "source": [ "# Ignore warnings\n", "import warnings\n", "\n", "import arviz as az\n", "import numpy as np\n", "import pandas as pd\n", "import pymc as pm\n", "import statsmodels.formula.api as smf\n", "import utils as utils\n", "import xarray as xr\n", "\n", "from matplotlib import pyplot as plt\n", "from matplotlib import style\n", "from scipy import stats as stats\n", "\n", "warnings.filterwarnings(\"ignore\")\n", "\n", "# Set matplotlib style\n", "STYLE = \"statistical-rethinking-2023.mplstyle\"\n", "style.use(STYLE)" ] }, { "cell_type": "markdown", "id": "8601bf6d-139a-4fc1-a04d-ab6c5705012b", "metadata": {}, "source": [ "# Infinite causes, finite data\n", "\n", "- There are an infinite number of estimators that could explain a given sample.\n", "- Often there is a tradeoff between simplicity (parsimony) and accuracy\n", "\n", "## Two simultaneous struggles\n", "1. Causation: using logic and causal assumptions to design estimators; comparing and contrast alternative models\n", "2. Finite Data: how to make estimators work\n", " - the existence of an estimator is not enough, and having estimator doesn't mean that it's practical or possible to estimate\n", " - we need to think about the engineering considerations around estimation\n" ] }, { "cell_type": "markdown", "id": "a1c656c8-8050-40b3-a29d-78d66afe0970", "metadata": {}, "source": [ "## Problems of prediction" ] }, { "cell_type": "markdown", "id": "a44d875e-e7b2-4e43-bd11-8cb104c9385a", "metadata": {}, "source": [ "#### Create Toy Brain Volumes Dataset " ] }, { "cell_type": "code", "execution_count": 2, "id": "176878fc", "metadata": {}, "outputs": [], "source": [ "species = [\"afarensis\", \"africanus\", \"habilis\", \"boisei\", \"rudolfensis\", \"ergaster\", \"sapiens\"]\n", "brain_volume_cc = [438, 452, 612, 521, 752, 871, 1350]\n", "mass_kg = [37.0, 35.5, 34.5, 41.5, 55.5, 61.0, 53.5]\n", "\n", "BRAIN_MASS_TOY = pd.DataFrame({\"species\": species, \"brain\": brain_volume_cc, \"mass\": mass_kg})" ] }, { "cell_type": "code", "execution_count": 3, "id": "99abaa25", "metadata": {}, "outputs": [ { "data": { "image/png": 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hIQGCIGDixImYMmWKtr8LERHpqEZPEKiursa+ffvwww8/4OrVq6LBJmNjY9TU1MhfC4KA1q1bY8yYMXjzzTfx0ksvaT5yMhi6NIhJqjFX+kWX8qXWbLTMzEwkJSXh/PnzuHfvHoqLi2Fubg57e3t4e3ujb9++6N+/P5eroUbRpR8EqcZc6RddyhenPlOL06UfBKnGXOkXXcoXpz4TEZHWsdgQEZHWsdgQEZHWsdgQEZHWsdgQEZHWsdgQEZHWNWoFgeYWGxuLc+fO4fLly8jMzERVVRWWLVuGCRMmKO1fVlaGNWvW4OjRoygqKoKTkxNCQkIwf/58WFlZKX3PwYMHsW3bNty4cQOmpqbo2bMnFixYgO7duyvtn52djcjISCQnJ0Mmk6FDhw6YNGkSpk6dCiMj1mwiIlWaXGxu3LiBW7duQSaTITw8XAMhAatWrcLt27fRpk0bODs74/bt2/X2lclkmD59OtLT0zFw4ECMHj0aGRkZ2Lp1K5KTk7Fr1y6Fh0s3bNiAyMhIuLq6YvLkyZDJZDh06BCmTJmCzZs3IzAwUOE7Tp48GeXl5Rg1ahRcXFwQFxeHpUuX4tq1a1i6dKlGvjcRkcES1HTx4kUhLCxM8PX1lf+nztmzZ4UePXoIx48fV+vcCQkJQn5+viAIgrBx40bB29tb+Omnn5T2XbVqleDt7S0sX75cafuqVatE7VlZWUKXLl2EkJAQQSqVytszMzMFPz8/ITg4WKiqqhK9Z9q0aYK3t7dw6tQpeVtlZaXw1ltvCd7e3kJSUpJa35OeqK2tFR4+fCjU1ta2dCjUAOZKv+hSvtS6/3P9+nW89dZbyM/Px4wZMzB48GDR8T59+qBNmzY4cuSIWgVwwIABcHNza7CfIAiIjo6GpaUl5s6dKzo2a9Ys2NraYu/evfLtqgFg3759qK6uxuzZs2FtbS1v9/Lywrhx45Cbm4szZ87I27OyspCSkoLAwEAMGTJE3m5qaoqFCxcCAKKjo9X6nkRELwq1is2aNWsAPPmHe/HixQrjHBKJBD179sQff/zR9AhVyM7ORmFhIfz9/RVulZmZmaFPnz4oKChATk6OvP3s2bMAgIEDByqcLygoCACQkpKi0H/QoEEK/Xv06AEbGxt5HyIiUk6tMZuzZ89i5MiR6NChQ7192rVrh/j4eLUDa4y6IuLp6an0eF18OTk58j7Z2dmwtLSEk5NTvf2zs7PlbXX/Xdl3lUgk8PDwwOXLl/H48WNYWFgojUPg8nMq1f19+HfSfcyVfmmufDVm3TW1is2jR49gb2+vsk9lZSVqa2vVOX2jlZaWAkC9M87q2uv6AU9mrtUXe13/srIyUX8Aoltu9X1GfcWmpKSEP85GKCkpaekQqJGYK/2i7Xy1adOmwT5qFZt27drh+vXrKvtcuXIF7u7u6pze4Nja2rZ0CDpNEASUlJTA1ta2xVemJdWYK/2iS/lSq9gMHToU33//PZKSktC/f3+F47/88gsuXLiAOXPmNDlAVequNp6+EnmasqsSKysr0ZWOsv5PXykpuzpq6D3Paukk6wuJRMK/lZ5grvSLLuRLrWLz3nvv4ddff8W7776L8ePHo6ioCACwc+dOXLhwAYcOHYKbmxvefvttjQb7LGVjLE+rG9N5erzF09MT58+flz/8qaz/02NAdf/96UkGdQRBQG5uLpydnblRHBGRCmrNRrO3t8f333+Pbt26ITo6GqdOnYIgCFi6dCkOHjyI7t27Y9u2bfWOc2iKp6cnnJ2dkZaWBplMJjpWUVGB1NRUODs7i4pN3759AQAJCQkK56ub0FDXBwACAgIAAL///rtC/0uXLkEqlcr7EBGRcmqvs+Lu7o4ffvgBMTEx+Oyzz/DBBx/g008/xY8//og9e/agffv2moxTKYlEgoiICMhkMqxbt050bOPGjSgpKUFERITo8nHChAkwMTHB+vXrRbfGrl+/jtjYWHh4eKBfv37y9o4dO6Jv375ITk7G6dOn5e1VVVVYuXIlACAiIkJL35CIyDDo5LbQ0dHROHfuHAAgMzMTV65cgb+/v/wKJTg4GMHBwQCeLFczdepU+XI1Xbt2RUZGBuLi4tC5c2ely9WsX78eK1euhKurK0aOHClfrqaiogJRUVGiYgOIl6t59dVX4ezsjPj4eFy7dg0RERH417/+1Qx/FcMl6NDWtaQac6VfdClfOllslixZgpiYmHqPz5s3D/Pnz5e/Li0txdq1a/Hrr7/i/v37cHR0xMiRIzFv3rx6b+UdOHBA6UKcPXr0UNo/KytL6UKc06ZN40KcTaRLPwhSjbnSL7qUL7WLzaNHj7B3715kZGSgsLAQVVVViieXSLBt27YmB0mGTZd+EKQac6VfdClfas1Gu3z5MmbOnNngw4ot/eWIiEg3qFVs/vWvf0EqleJ//ud/MGbMGDg5OcHY2FjTsRERkYFQq9hcvXoVoaGhmDlzpqbjISIiA6TWyLadnV2Da6MRERHVUavYhISE4MyZM1pfaJOIiAyDWsVm4cKFaNWqFRYtWoSCggJNx0RERAZG7anPV69exYwZM1BaWgobGxulC1FKJBIcP368yUGSYdOl6ZmkGnOlX3QpX2pd2SQlJWHKlCmQSqUwNjaGubk5BEFQ+A9vsxEREaDmbLSvv/4agiBgxYoVGDVqFJ+gJyIildQqNjdv3kRYWBhCQ0M1HQ8RERkgtbcYMDc313QsRERkoNQqNmPHjkVcXBzKy8s1HQ8RERkgtYrNvHnz4OXlhb/85S9ITU3Fo0ePNB0XEREZELXGbPz8/AA8mVb3xhtv1NtPIpHg6tWr6kVGREQGQ61i06dPH03HQUREBkytYrNjxw5Nx0FERAaMD8gQEZHWsdgQEZHWqXUb7c0332xUP24LTUREgJrF5uzZsyqPSyQSCILQ4gu/ERGRblCr2GRkZChtLysrw5UrVxAZGQlnZ2dERkY2KTgiIjIMGh2zsbKyQmBgIKKionD58mWsX79ek6cnIiI9pZUJAlZWVggKCsK+ffu0cXoiItIzWpuNZmRkhKKiIm2dnoiI9IhWik1eXh6OHDkCV1dXbZyeiIj0jFoTBP73f/9XaXtNTQ0KCgpw7tw5VFdXY968eU0KjoiIDINaxSYmJkblcU9PT7z99tuYNGmSWkEREZH2CYKAW7duIT8/HxUVFbCwsICHhwc8PDw0/uiKWsXmt99+U9puZGQEa2trWFlZNSkoIiLSnurqasTHx+PkyZMoKChQOO7h4YFhw4ahX79+MDLSzGiLRBAEQSNnIlKTIAgoLi6GnZ0dHwTWccyVflGWL6lUijVr1iA3N7fB9/v6+uK9996DhYVFk2Ph2mhERC8ImUyGFStWNKrQAE8e4F+zZg2qqqqa/NmNuo22f/9+tT8gPDxc7fcSEZHmREdH4+7duwrtDg4OcHFxwZ07d1BcXCw6dvPmTRw6dKjJ/5Y3qtgsWbLkuS+Z69ZGY7EhImp5UqkUycnJojZHR0dMnz4dvr6+kEgkqK2txYULF7Br1y6UlpbK+50+fRqjR4+Gqamp2p/fqGKzbNkytT+AiIhaXkJCAmpqauSvTUxMsHDhQjg6OsrbjIyM4O/vD3t7e9G/+zKZDCkpKRgwYIDan9+oYjN+/Hi1P4CIiFre1atXRa/79u0rKjRP8/T0ROfOnZGeni5vS09Pb1Kx4QQBIqIXQFlZmei1r6+vyv7PHn/2/c9Lreds6shkMvz2229IT09HWVkZWrdujc6dOyM4OBiWlpZNCoyIiDTH2NhY9Prx48cq+5eXl6t8//NSu9gcP34cn3zyCaRSKZ5+VEcikcDGxgZLly5FSEhIk4IjIiLNcHBwQF5envx1amoqhg0bprSvIAhITU0Vtdnb2zfp89W6jXb+/Hl88MEHePz4MV5//XWsWLEC27dvx4oVKzBp0iSUl5fjww8/xPnz55sUHBERaUbfvn1Fr2/cuFHvrsvHjh1TWLU/ICCgSZ+v1pXNhg0bYGpqij179sDb21t0LDQ0FFOnTsWkSZOwceNGbNiwoUkBEhFR0/Xs2RM2NjaQSqXytu+++w7p6ekICgpC27ZtkZeXh1OnTiEtLU30Xjc3N7z00ktN+ny1is2FCxcQGhqqUGjqeHt749VXX613DTUiImpeJiYmGDNmDHbt2iVvEwQBiYmJSExMVPnesLCwJi9PpNZttMePH8PBwUFlHwcHhwYHoIiIqPkMHjwYQ4cOfa73jBs3Dj179mzyZ6tVbNzc3JCQkKCyT1JSEtzc3NQKioiINE8ikWDy5MkYN25cg6s5m5qaYtq0aQgNDdXIZ6tVbEJDQ3HlyhUsXrxYYXnqwsJCLFmyBFeuXNFYkEREpBkSiQShoaFYtmwZxo4dizZt2oiOOzs7Y+LEifj3v/+NwYMHa+5z1dlioLy8HG+99RYuXrwIU1NTdOjQAQ4ODnjw4AFycnJQVVWFHj16YPv27TA3N9dYsGSYuGy9/mCu9Etj8iUIAh4/fizfPE1b/2arvZ9NZWUlvv32W8TExCA/P1/e7u7ujvDwcLz77rto1aqVxgIlw8V/wPQHc6VfdClfGtk8raysDI8ePULr1q25Syc9N136QZBqzJV+0aV8qTX1uaKiAmZmZvLXVlZWLDJERFQvtSYIDBgwAB9//DHOnDmj6XiIiMgAqXVl4+joiH379iEmJgYuLi4YO3YswsLC4OXlpen4iIjIAKg9ZnPp0iXExsbi8OHDePjwISQSCTp37oywsDCMHj0aTk5Omo6VDJQu3Vcm1Zgr/aJL+WryBIGamhrExcXhwIEDOHnyJMrLy2FsbIx+/fph3LhxCAsL01SsZKB06QdBqjFX+kWX8qWR2Wh1Hj16hKNHjyI2Nla+muizu8MRPUuXfhCkGnOlX3QpXxrdqVMikUAikciXQdBgHSMiIj3WpJ06gSe30eLj43Hw4EGcOHEC5eXlkEgk6NevX7PdQhMEAceOHcOOHTuQlZWF0tJStG3bFoGBgXj33Xfh7u4u6l9WVoY1a9bg6NGjKCoqgpOTE0JCQjB//vx6p3AfPHgQ27Ztw40bN2BqaoqePXtiwYIF6N69e3N8RSIivab2bbSLFy/iwIEDOHz4MP78808IggAfHx+EhYVh7NixcHZ21nSs9frqq6+wZcsWODk5YcSIEbCyskJGRgYSEhJgaWmJH374Qb4dgkwmw9SpU5Geno6BAweiS5cuyMjIQHx8PDp37oxdu3YpbGm9YcMGREZGwtXVFSNHjoRMJsOhQ4dQUVGBzZs3IzAwsNm+qyHSpUt9Uo250i86lS9BDSEhIYKvr6/g4+MjBAUFCf/+97+FjIwMdU7VZIWFhYKvr68wbNgwobS0VHRsy5Ytgre3t7BkyRJ526pVqwRvb29h+fLlor517atWrRK1Z2VlCV26dBFCQkIEqVQqb8/MzBT8/PyE4OBgoaqqSgvf7MVRW1srPHz4UKitrW3pUKgBzJV+0aV8qTVmU1hYiHHjxmHLli04ffo0/va3v8HHx0fTdbBRbt++jdraWvj7+yvcAqvbt+Hhw4cAnlT56OhoWFpaYu7cuaK+s2bNgq2tLfbu3Ssaa9q3bx+qq6sxe/ZsWFtby9u9vLwwbtw45Obm8uFWIqIGqFVskpKS8NVXX6F///4tfmnWoUMHmJqaIi0tDWVlZaJjp0+fBgD069cPAJCdnY3CwkL4+/sr3CozMzNDnz59UFBQgJycHHl73ay6gQMHKnx2UFAQACAlJUVzX4iIyACpNUFAl7YNaNOmDRYuXIjly5cjNDQUw4cPR+vWrZGZmYmkpCRMmjQJ06dPBwB5EfH09FR6rg4dOsj71fXJzs6GpaWl0odU6/pnZ2erjFHgrDyV6v4+/DvpPuZKvzRXvhpz0dHk2Wi64C9/+QucnZ3x97//Hbt375a39+rVC2FhYTA1NQUAlJaWAkC9M87q2uv6AU9mrtnb26vs/+wV1bNKSkr442yEkpKSlg6BGom50i/aztezG7ApYxDF5ptvvsE333yDefPmITw8HDY2NkhPT8dXX32FN998EytXrkRISEiLxWdra9tin60PBEFASUkJbG1tW/y2LKnGXOkXXcqX3hebpKQkrFq1CjNmzMB7770nb+/duzc2btyIESNGYNmyZQgJCZEP8Nd3JVLX/vREACsrK9GVjrL+DW2v0NJJ1hd1DwWT7mOu9Isu5EujKwi0hLpJAMqedbG3t4ePjw/u3LmDhw8fNjjGUjemU9cPeDK+I5PJUFRUVG//+saAiIjoCb0vNlVVVQD+O735WXXtrVq1gqenJ5ydnZGWlgaZTCbqV1FRgdTUVDg7O4uKTd++fQEACQkJCueOj48X9SEiIuX0vtj4+/sDALZu3apwuysmJgY5OTno2rUrrKysIJFIEBERAZlMhnXr1on6bty4ESUlJYiIiBBdbk6YMAEmJiZYv3696PzXr19HbGwsPDw85FOriYhIuSat+nzp0iX88ccfkEqlqKmpUTy5RKLw8KSm1dTUYMaMGTh79izs7e0xfPhw2NjY4Nq1a0hISECrVq2wZcsW9OnTB4DicjVdu3ZFRkYG4uLi6l2uZv369Vi5cqXS5WqioqJYbJpI0KUlNUgl5kq/6FK+1Co2xcXFmDt3LtLS0lRO6ZVIJEhPT29SgI1RWVmJbdu24fDhw7h16xaqqqrg4OCAvn37YtasWfJ10eqUlpZi7dq1+PXXX3H//n04Ojpi5MiRmDdvnmhywNMOHDigdCHOHj16aP37GTpd+kGQasyVftGlfKlVbJYsWYL9+/cjICAA48ePR9u2bWFsbKy0b0BAQJODJMOmSz8IUu1FyFVRURESExORn5+PyspKmJubw9PTE/3794ednV1Lh/dcdClfahWbwMBAdOjQAXv27GnxL0D6T5d+EKSaIefqzp072Lt3L65cuaL0uJGREfz9/TFx4sR6H/TWNbqUL7Wes6msrESfPn1aPHgiIk1IT0/H+vXrUVFRUW+f2tpapKamIjMzEwsWLFDYJ4tUU2s2WufOnXH79m1Nx0JE1Ozy8vIaLDRPk0qlWL16db2PW5ByahWb+fPn48SJE7hw4YKGwyEial67du1SKDSWlpYYPHgwIiIi0L9/f7Rq1Up0XCqVYt++fc0Zpt5T6zZaQUEBhg0bhunTp2Ps2LHo0qVLvbO4wsPDmxIfEZHW5Obm4tatW6I2f39/vPXWW6LV7SdOnIiNGzfi+vXr8rZz587h9ddfh42NTbPFq8/UmiDg6+sLiUQimvb87PiNIAjNNvWZ9JsuDWKSaoaWq127dsmXvAKeLJr7xRdfyFeKf5pUKsXHH38sX7UEAMaPH49Ro0Y1S6zq0KV8qXVls2zZMk3HQUTU7J7eKBF4skmiskIDADY2NvD390dycnK976f6qVVsxo8fr+k4iIiaXXl5uei1m5ubyv7t27cXFZtn30/10/u10YiI1GVmZiZ6XVBQoLL/vXv3VL6f6sdiQ0QvrGevZBISElBbW6u0r0wmw7lz50Rt7du311pshqZRt9F8fX1hZGSEQ4cOoWPHjvIJAg2RSCS4evVqk4MkItKGQYMGITExUf76wYMH2LVrF6ZMmSJagquiogJbtmwR3TaTSCTo379/s8arzxpVbOr2a7GwsBC9JiLSZ506dUL79u2Rn58vb4uPj8eVK1cwYMAAuLi4IC8vD0lJSQpbmPTo0QMODg7NHbLeatIWA0SaoEvTM0k1Q8zVjRs3sGLFCqXbpNTH3NwcH3/8MVxcXLQYWdPpUr44ZkNEL7SXX34Zf/nLX+pduf5Z5ubmmDt3rs4XGl2j1tRnIiJD0rt3b9jZ2WH37t3Iy8urt5+3tzemTJkCV1fXZozOMDTpNtr58+eRmJiIwsJCVFZWKp5cIsGXX37ZpADJ8OnSpT6pZui5EgQBWVlZ8v1sKioq5PvZBAUF6V2R0aV8qVVsqqur8eGHH+LYsWPyZWmeXbqGy9VQY+nSD4JUY670iy7lS60xm++++w5Hjx7FhAkT8NNPP0EQBLz11lvYs2cPFi1aBBsbG4waNQrHjh3TdLxERKSH1BqzOXjwILy8vPDFF1/I26ytreHn5wc/Pz8MGTIEERER6NevHyZPnqyxYImISD+pdWWTm5uLwMBA+WuJRILq6mr5ay8vLwwbNgy7d+9ueoRERKT31Co2pqamor0eLC0tFXatc3V15YqoREQEQM1i065dO9y9e1f+ulOnTkhJSRFNErh48SJsbW2bHiEREek9tYpN3759kZqaKi8uoaGhyMrKwqxZs7Bz5058+OGHOHfuHIKCgjQaLBER6Se1JghMnDgRNTU1uHfvHtq1a4fp06cjOTkZp06dQlxcHIAn6wb9z//8j0aDJSIi/aTRtdH++OMP5OXlwdXVFT169ICREVfDoYbp0rMApBpzpV90KV9qXdns378fDg4OCrfJunfvju7du2skMCIiMhxqXXp88skn+P333zUdCxERGSi1io2TkxOqqqo0HQsRERkotYpNcHAwEhISlC6+SURE9Cy1is3777+P1q1bY+7cubh+/bqmYyIiIgOj1gSB8PBwVFZWIj09Hb///jvMzMxgb2+vMNtBIpHg+PHjGgmUiIj0l1rFRhAEmJqaol27dgrtql4TEdGLSa1ic+LECU3HQUREBoxPXRIRkdapdWXztOrqamRnZ6O0tBTW1tbw9PSEiUmTT0tERAZE7arw8OFDrFixAocOHUJ5ebm83dzcHGPGjMHChQthb2+vkSCJiEi/qbU2WkFBAaZMmYI7d+7A3t4eXbt2haOjI+7fv48rV67g4cOHcHV1xe7du+Hi4qKNuMmA6NL6TaQac6VfdClfal3ZLF++HHfu3MH8+fMxc+ZMmJmZyY9VVFTg22+/xdq1a/H111/jP//5j8aCJSIi/aRWsfn9998RFBSEuXPnKhwzMzPDvHnzcP78ecTHxzc5QCIi0n9qzUarrKxEly5dVPbp1q0bl7MhIiIAahabbt26ISsrS2WfW7duoVu3bmoFRUREhkXttdFOnjyJffv2KT2+d+9enD59Gu+//36TgiMiIsPQqDGbtWvXKrQFBgbik08+QVRUFPz9/eHg4IAHDx4gLS0NWVlZGDhwIJKTk9GnTx+NB01ERPqlUVOffX191Tu5RIL09HS13ksvDl2ankmqMVf6RZfy1agrm+3bt2s7DiIiMmCNKjYBAQHajoOIiAwYF+IkIiKt44qZOqSqqgppaWlITU3Fw4cPUVtbC2tra3Tp0gUDBw6EtbV1S4dIRKQWtdZGI80SBAG//fYbDh8+jLKyMqV9TExM0L9/f7z22mswNzdv5gi1S5cGMUk15kq/6FK+eGXTwgRBwPbt25GYmKiyX3V1NeLj45GVlYWFCxfCysqqmSIkImo6jtm0sNjY2AYLzdPy8/Oxbt061NTUaDEqIiLN4pVNCyoqKsKRI0cU2n19feHv7w8zMzNcvXoVqampouJy69YtnDlzBgMHDmzOcImI1MZi04Li4uLw9JCZkZER/vrXv6JXr17ytn79+mH06NGIjIzEn3/+KW8/efIkBgwY0OL3YYmIGoO30VqIIAgKt8+GDBkiKjR1XFxcMHnyZFFbXl4e8vPztRojEZGmGNSVzbFjx7Br1y5cvXoVjx8/hqOjI3r27ImPPvoI7dq1k/crKyvDmjVrcPToURQVFcHJyQkhISGYP39+vQPvBw8exLZt23Djxg2YmpqiZ8+eWLBgAbp3765WrCUlJQozzwYPHlxv/x49esDGxgZSqVTedvv2bbi7u6v1+UREzckgio0gCPjss8+wZ88eeHh4IDQ0FK1bt0ZhYSFSUlJw+/ZtebGRyWSYPn060tPTMXDgQIwePRoZGRnYunUrkpOTsWvXLlhaWorOv2HDBkRGRsLV1RWTJ0+GTCbDoUOHMGXKFGzevBmBgYHPHXNFRYVCm7Ozc739jYyM4OzsLCo25eXlz/25REQtwSCKzY4dO7Bnzx5MmzYNn3zyCYyNjUXHq6ur5f89KioK6enpmDlzJj766CN5++rVq7Fu3TpERUVhwYIF8vbs7GysWbMGnp6e2Lt3r/zByjfeeAMRERH49NNPcfjwYZiYPN+f0sLCQqEtPz8fnp6eSvtXV1fjzp07DZ6DiEgX6f2YTXl5OdatWwd3d3d8/PHHCoUGgLwQCIKA6OhoWFpaKmxpPWvWLNja2mLv3r2iQft9+/ahuroas2fPFj3B7+XlhXHjxiE3Nxdnzpx57ritra1hZ2cnajt16lS9/VNTUyGTyURtHTp0eO7PJSJqCXpfbBISElBcXIzg4GDU1tbi6NGj2LRpE3bv3o2cnBxR3+zsbBQWFsLf31/hVpmZmRn69OmDgoIC0fvOnj0LAEqnGQcFBQEAUlJSnjtuiUQif3+dpKQknDx5Es8u6nD9+nXs2bNH1Obl5YW2bds+9+cSEbUEvb+NdvnyZQCAsbExwsLCRNtVGxkZYcaMGVi8eDEAyItIfbeq6q4UcnJy5H2ys7NhaWkJJyenevtnZ2erjLG+FYEGDhyIX375RXSbb/fu3Thx4oToOZvMzEyF9w4ZMqTe8+qbuu9hKN/HkDFX+qW58tWYRzD0vtg8ePAAALBlyxZ06dIF0dHReOmll5Ceno7/9//+H7777ju4u7tj6tSpKC0tBYB6Z5zVtdf1A57MXLO3t1fZv771zOqUlJTUm+xXXnkFsbGxora8vDzk5eXVe76uXbvipZdeQnFxscrP1TclJSUtHQI1EnOlX7SdrzZt2jTYR++LTd0/4qampli3bh1cXFwAAH369MHq1asRFhaGLVu2YOrUqS0Wo62tbb3Hxo0bB4lEgl9++aVR5+rcuTNmz54NMzMzTYXX4gRBQElJCWxtbfmQqo5jrvSLLuVL74tN3dVFt27d5IWmjpeXF9zd3ZGTkwOpVCof4K/vSqSu/emJAFZWVqIrHWX9G1oUU1WSJRIJwsPD0b59e/z888+4e/eu0n5WVlYYNmwYRo0a9dwz3/SFRCJp8R8ENQ5zpV90IV96/69Wp06dAKDevV7q2svLyxscY6kb03l6lpenpyfOnz8vf/hTWf/6xoCeR58+fdC7d29cv34dKSkp+PPPP1FbWwsrKyt07doVvXv3NtgiQ0SGT+//9ap7oPLWrVsKx6qqqpCbmwtLS0vY29vDyckJzs7OSEtLg0wmE81Iq6ioQGpqKpydnUXFpm/fvjh//jwSEhIQHh4uOn98fLy8jyZIJBJ4e3vD29tbI+cjItIVej/12cPDA4MGDUJOTg6io6NFxzZt2gSpVIrg4GCYmJhAIpEgIiICMpkM69atE/XduHEjSkpKEBERIbrcnDBhAkxMTLB+/XrR7bTr168jNjYWHh4e6Nevn3a/JBGRnjOInTpzc3MxefJkPHjwAEOHDkWnTp1w9epVnDlzBm5ubtizZ4/8FphMJsPUqVPly9V07doVGRkZiIuLQ+fOnZUuV7N+/XqsXLkSrq6uGDlypHy5moqKCkRFRbHYNJEu7SZIqjFX+kWX8mUQxQYA7t69i9WrVyM+Ph7FxcVwdHTE8OHDMXfuXDg4OIj6lpaWYu3atfj1119x//59ODo6YuTIkZg3b169Yz8HDhxQuhBnjx49muPrGTRd+kGQasyVftGlfBlMsSH9pUs/CFKNudIvupQvvR+zISIi3cdiQ0REWsdiQ0REWsdiQ0REWsdiQ0REWsdiQ0REWsdiQ0REWsdiQ0REWsdiQ0REWqf3qz7Tiys/Px9nz55FUVERqqurYWVlBR8fH/Tu3RumpqYtHR4RPYXL1VCLe94lNTIzM7F//37cvHlT6fHWrVtj8ODBCA0NRatWrTQd7gtNl5Y/oYbpUr54ZUN6JT4+Hjt37oSq/4/06NEjHD58GBkZGZg/fz5at27djBESkTIcsyG9kZaWhu+//15loXlaVlYW1q1bh+rqai1HRkQNYbEhvVBZWYnvv/9eod3GxgbDhg3D2LFj4evrq3D85s2b8h1Viajl8DYa6YWUlBQ8evRI1BYSEoJx48bBxOS//zPOycnBN998g+LiYnnbyZMnMXTo0Ba/Z030IuOVDemFZ69OvL295Vt2P61Dhw548803RW0FBQW4fv261mMkovqx2JDOEwQBOTk5orZhw4bVe6XSpUsXODs7i9qysrK0Fh8RNYzFhnReZWUlamtrRW0eHh719pdIJHB3dxe1lZeXayU2ImocFhvSecoe0CwqKlL5nsLCQtFrPm9D1LJYbEjnGRkZoV27dqK233//vd7+ubm5yMvLE7W5ublpJTYiahwWG9ILAwYMEL1OTU1FYmKiQj+pVIpt27aJ2mxsbNC1a1etxkdEqnHqM+mFgQMH4sCBA6iqqpK3bdu2DQkJCQgICIC1tTUyMzORmJiIiooK0XsHDx4MY2Pj5g6ZiJ7CYkN6oXXr1ggPD0d0dLSo/caNG7hx40a973N2dkZwcLC2wyOiBvA2GumNESNGPFfhaNOmDebPnw8LCwstRkVEjcErG9IbEokEr732Gtq2bYsDBw5AKpXW28/Pzw9TpkyBnZ1d8wZJREpxiwFqceosg15dXY0LFy4gOTlZvp9N69at4ePjg8GDB8PR0VHLUb+YdGnJemqYLuWLxYZanC79IEg15kq/6FK+OGZDRERax2JDRERax2JDRERax2JDRERax2JDRERax+ds9FxNTQ1kMhmMjY1hYWHR4jNOiIiUYbHRQ7W1tbh06RJOnTqFa9euyfd6MTc3R+/evTFkyBB06NChhaMkIvovPmejZ/Lz87Fp0yYUFBSo7Ofn54e3335bL5Zq0aVnAUg15kq/6FK+OGajR7Kzs/H11183WGgA4OLFi/jPf/4DmUzWDJEREanGYqMnysrKsHbt2ufa3jg/Px+bN28GL16JqKVxzEZPnDx5EqWlpaK2du3aISQkBJ07d0ZFRQXOnTuHY8eO4fHjx/I+ly9fRlZWFjp16qRwztraWuTn58sXtLSzs4Obm1uLX24TkeFhsdEDNTU1iIuLE7V5eXnh/fffh6mpqbxt9OjRCAwMxBdffCG6fXbq1ClRsSktLUV8fDzi4uLw559/is7r7OyMIUOGYODAgXox3kNE+oG30fRAZmamwnL6kydPFhWaOo6Ojhg1apSoLS0tDdXV1QCAq1ev4u9//ztiY2MVCg0AFBYWIjo6Gn//+9+RlZWlwW9BRC8yFhs9cP/+fdHrtm3bon379vX2DwgIEL2uqqqCVCrF1atXsWbNmkZNGpBKpVixYgWys7PVipmI6GksNnqgpqZG9NrS0lJlf2W3v4qLi7Fx40b5MzlPs7a2VnrOyspKrF+/HhUVFc8ZMRGRGMds9ICVlZXodW5uLmQyWb1F59q1awptaWlpCjPZunXrhrCwMHTo0AGCIODGjRuIiYnBzZs35X2Ki4uRnJyMwYMHa+CbENGLilc2esDb2xtGRv9NVXV1NX777TelfWtra3HkyBFRm7u7O1JSUkRt3bp1w7x58+QrDUgkEnh5eeHDDz9Ex44dRX1PnTrF6dNE1CQsNnrAxsYG/v7+orZDhw7hl19+EV2tPHjwAJs2bcKtW7dEfX19fVFcXCxqCw8PVzrF2cTEBGPHjhW13b59Gw8fPmzityCiFxlvo+mJESNGIDU1Vf5aEATExsbiyJEj6NixIyorK5GVlaVwBWJjYwMPDw9Rm52dHdzd3ev9rC5dusDIyEg0vlNSUgIHBwcNfRsietHwykZPdOrUCWPGjFFor6ioQEZGBm7duqVQaExMTPDuu++iVatWovaGbonxlhkRaRqLjR4ZM2aM0oKjjJmZGebMmQNvb2/Y2dmJjpWUlCAnJ6fe9165ckVh1tqz5yAieh4sNnpEIpFg7NixWLRoEfz8/JSOuZibm2PYsGH47LPP0LVrVwCAh4cH2rRpI+oXExOjdBp0VVUVDhw4IGpzd3dXeD8R0fPgmI0e8vLygpeXFx4+fIiMjAyUlpbC2NgYbdq0Qbdu3WBmZibqb2RkhMGDByM2Nlbelp6ejsjISISFheHll18G8GR1gdjYWOTm5oreP3ToUK6XRkRNwv1sXhClpaX47LPP8OjRI4VjZmZmqK2tRVVVlcIxe3t7fP755wrjPpqkS3tukGrMlX7RpXzxNtoLwtraGu+99x5MTBQvZisqKpQWGnNzc8ydO1erhYaIXgwsNi8Qb29vfPDBBworEijTpk0bLFq0SOUabEREjWWQt9G+/fZb/Oc//wEA7NmzBz179lToU1ZWhjVr1uDo0aMoKiqCk5MTQkJCMH/+/Hr/MT548CC2bduGGzduwNTUFD179sSCBQvQvXt3bX4djZPJZEhMTMTp06dRWFgoOubm5oahQ4ciMDBQYexHW3TpUp9UY670iy7ly+CKzc2bNxEeHg4TExPIZDKlxUYmk2Hq1KlIT0/HwIED0aVLF2RkZCA+Ph6dO3fGrl27FNYd27BhAyIjI+Hq6oqRI0dCJpPh0KFDqKiowObNmxEYGNiM31IzBEFAQUEBpFIpJBIJbG1t4eTk1Oz/o9SlHwSpxlzpF13Kl0HNRqupqcHixYvh6+sLT09PhSm8daKiopCeno6ZM2fio48+krevXr0a69atQ1RUFBYsWCBvz87Oxpo1a+Dp6Ym9e/fC2toaAPDGG28gIiICn376KQ4fPqx0PESXSSQStG3bFm3btm3pUIjIwBnUmM23336LjIwMfPnllzA2NlbaRxAEREdHw9LSEnPnzhUdmzVrFmxtbbF3717RU/T79u1DdXU1Zs+eLS80wJMpyOPGjUNubi7OnDmjnS9FRGQADKbYZGZmYu3atZg9eza8vLzq7ZednY3CwkL4+/sr3CozMzNDnz59UFBQIHrC/uzZswCAgQMHKpwvKCgIABRWVSYiov/Sr/s+9aiursaSJUvw0ksv4a9//avKvnVFxNPTU+nxuiX3c3Jy5H2ys7NhaWkJJyenevur2tHSwIbFNK7u78O/k+5jrvRLc+WrMeNBBlFsNmzYgGvXruHHH3+Eqampyr6lpaUAFDckq1PXXtcPeDJzzd7eXmX/srKyej+zpKSEP85GKCkpaekQqJGYK/2i7Xw1ZjkrvS82GRkZ2LBhA9555x35WmC6xtbWtqVD0GmCIKCkpAS2trYtPmOGVGOu9Isu5Uvvi83ixYvh7u6O+fPnN6p/3QB/fVcide1PTwSwsrISXeko66/qQcmWTrK+kEgk/FvpCeZKv+hCvvS+2GRkZABAvQ9WTpo0CQCwbt06BAcHNzjGUjemU9cPeDK+c/78efnDn8r61zcGRA2TSCRcVVpPMFf6RZfypffF5rXXXlPanpqaiuzsbAwfPhz29vZwc3MD8KQoODs7Iy0tDTKZTDQjraKiAqmpqXB2dhYVm759++L8+fNISEhAeHi46HPi4+PlfYiIqB6CgVq8eLHg7e0tnD9/XuHYqlWrBG9vb2H58uVK21etWiVqv3XrltClSxchJCREkEql8vbMzEzBz89PCA4OFqqqqrTyPYiIDIHeX9moY+bMmThx4oR8JYGuXbsiIyMDcXFx6Ny5M2bOnCnq37FjR8ybNw8rV65EWFiYaLma6upqLF26VO9WDyAiak4v5L+QlpaW2LFjB9auXYtff/0VZ8+ehaOjI2bMmIF58+YpPOwJALNnz4abmxu2bduG3bt3w9TUFL169cKCBQvQo0ePFvgWRET6w+AW4iQiIt3zQl7ZUMvR1vYPpBnDhw/H7du3lR6bNGkS/vnPf4ramKuWd+zYMezatQtXr17F48eP4ejoiJ49e+Kjjz5Cu3bt5P1aOlcsNtRsbt68idWrV8PS0hIymUxpH5lMhunTp8u3fxg9ejQyMjKwdetWJCcnK93+gTTL2toab731lkJ7t27dRK+Zq5YlCAI+++wz7NmzBx4eHggNDUXr1q1RWFiIlJQU3L59W15sdCJXLTxBgV4Q1dXVwsSJE4XXXntNWLRokcZmCpJmDRs2TBg2bFij+jJXLWvbtm2Ct7e38PnnnwvV1dUKx5+eIasLueKYDTWLDRs2YO3atYiJicHmzZsRExOjcBtNEAQMHjwYZWVlSEhIUHgGKigoCObm5jh9+nSLPw1tqIYPHw4AOHHihMp+zFXLKi8vx5AhQ2BtbY0jR46onA2rK7kymC0GSHdpc/sH0rzKykrExMRgw4YN2LVrl3yVjqcxVy0rISEBxcXFCA4ORm1tLY4ePYpNmzZh9+7dCn9zXckVx2xIq7S9/QNpXlFREZYsWSJqCwoKwvLly+WrnzNXLevy5csAAGNjY4SFhSErK0t+zMjICDNmzMDixYsB6E6ueGVDWlW3/cOXX36ple0fSLMmTJiAHTt2ICkpCefOncOPP/6IwYMHIz4+HnPmzJFvlcFctawHDx4AALZs2QIrKytER0cjLS0NO3fuhKenJ7777jvs2rULgO7kisWGtEYftn8gsXnz5iEgIAD29vawsrKCn58fNm7ciN69e+P8+fM4ffp0S4dI+O9maKampli3bh169OiB1q1bo0+fPli9ejWMjIywZcuWFo5SjMWGtKY5tn8g7TMyMsKECRMAAGlpaQCYq5ZWdzXSrVs3uLi4iI55eXnB3d0dubm5kEqlOpMrjtmQ1jTH9g/UPOqWqX/8+DGAhrdDZ660q1OnTgDqLxB17eXl5TqTKxYb0prm2P6BmselS5cAgLnSEYGBgQCAW7duKRyrqqpCbm4uLC0tYW9vDycnJ53IFW+jkdZ88cUXSv/Tq1cvAMCsWbPwxRdfoHPnzgCebPQUEREBmUyGdevWic61ceNGlJSUICIigs9taMmNGzcglUoV2lNTU7Flyxa0atUKISEhAJirlubh4YFBgwYhJycH0dHRomObNm2CVCpFcHAwTExMdCZXfKiTmt2SJUuUPtQJPFlWY+rUqfJlNZ7d/oFLoGjPmjVrEBUVhf79+8PNzQ2tWrVCZmYmEhISYGRkhM8//xwRERHy/sxVy8rNzcXkyZPx4MEDDB06FJ06dcLVq1dx5swZuLm5Yc+ePfKdhXUhVyw21OxUFRvgyRTMuu0f7t+/D0dHR4wcORLz5s3jgLMWnT17Vr6g4/3791FZWQkHBwf07t0bM2bMULqVBnPVsu7evYvVq1cjPj4excXFcHR0xPDhwzF37lw4ODiI+rZ0rlhsiIhI6zhmQ0REWsdiQ0REWsdiQ0REWsdiQ0REWsdiQ0REWsdiQ0REWsdiQ0REWsdiQ0REWsdiQ0REWsdiQ0SYNWsWxowZg9raWnnbkiVL4OPjg/z8fI1/XnV1NV555RW8//77Gj836SYWG6IXXFJSEk6dOoW5c+fCyKh5/kkwMTHBe++9hyNHjsg3ZCPDxmJD9IJbtWoV3NzcMGrUqGb93HHjxsHR0RGrV69u1s+llsFiQ/QCu3btGs6fP4+wsLBm33vGxMQEoaGhOHPmTL27SJLhYLEhUiI5ORk+Pj5Ys2YN0tLS8MYbb6BXr17o168f/vGPf6C8vBwAEBcXh8mTJ6Nnz54YMGAAvv76a9TU1IjOVVpaik2bNmH69OkYNGgQunXrhkGDBuFvf/sbcnNzFT67oqIC3333HcLCwtC7d2/06tULwcHB+PDDD3Ht2jV5v9raWkRHR+O1115DQEAA/Pz8MHz4cMyZMwcpKSmN+p4xMTEA8FxXNUlJSfD398eIESPkWwoDT7aMXr58OYYMGYLu3btjzJgx+PHHH0V/y2e9+uqrEARBHgcZLm4LTaTCxYsX8e2332LQoEGYPHkykpOTsXv3bpSVlWHEiBFYsmQJhg8fDj8/P5w6dQpRUVGwsrLC7Nmz5ee4efMmVq9ejcDAQLzyyiuwsLDArVu38PPPP+P06dPYt2+ffLtlAFi8eDEOHz4MHx8fTJgwAa1atcLdu3eRnJyMQYMGwcfHBwDwf//3f4iKioKHhwfGjBmD1q1bo6CgAKmpqThz5gz69u3b4PdLSkqCpaUlvL29G/X3OHLkCD766CN07NgRUVFRcHZ2BgDU1NRg1qxZSE5Ohq+vL8aMGYOSkhJ89dVXCAgIqPd83bp1g6mpKc6cOdOozyc9JhCRgjNnzgje3t6Ct7e3cOzYMXl7ZWWlMHbsWMHHx0cIDAwULl68KD9WWloq9O/fXwgICBCqqqrk7VKpVPjzzz8VPiMpKUnw9fUVPvnkE1FfHx8fYcKECUJ1dbWof3V1tVBSUiJ/HRAQIAQFBQkymUzUr7a2VunnPausrEzw9fUVJk+erPT44sWLBW9vbyEvL08QBEHYuXOn4OvrK0ybNk2QSqWivj/++KPg7e0tvPfee0JNTY28/caNG0L37t0Fb29vYfXq1Uo/Jzw8XOjatatQUVHRYMykv3gbjUiFgIAABAcHy1+bmppi5MiREAQBw4YNE+1eaWVlhaFDh6K4uBj37t2Tt1tbW8POzk7h3P369cPLL7+MxMREeZtEIoEgCGjVqhWMjY1F/Y2NjWFjYyNqMzU1VegnkUiUft6zCgsLUVtbC0dHxwb7rl27Fp9//jmGDRuGzZs3K+zseODAAQDA+++/L5rR9tJLLyE8PFzluR0cHFBVVYUHDx40GAfpLxYbIhW6dOmi0FZ366hz584Kx+r2fC8oKBC1JycnY86cORg0aBC6du0KHx8f+Pj4IDMzE4WFhfJ+VlZWCAoKQlpaGsaPH48NGzYgNTUVlZWVCp81atQo5OfnY+zYsVi5ciUSExMhk8ka/d2Ki4sBQKGAPeuLL77AmjVr8Nprr2HNmjUwMzNT6HPt2jVYWlrC19dX4Zi/v7/K89va2gIA/vzzz0ZGTvqIYzZEKlhZWSm01V1JKDtmYvLkJ1VdXS1vO3z4MBYuXAhLS0sMGjQIbm5usLCwgEQiQUxMDG7fvi06x+rVq7Fx40b8/PPPiIyMBAC0bt0aEydOxIcffggLCwsAwKeffgp3d3fExMRg/fr1WL9+PczMzPDqq69i8eLFsLe3V/ndzM3NAUA+2aE+586dg0QiwbBhwxSuouqUlZWhbdu2So85ODioPH9FRYUoHjJMLDZEWrZ27VqYmZlh37598PT0FB07dOiQQn9LS0ssXLgQCxcuRF5eHpKTk/HDDz9g+/btqKiowD//+U8AT26hzZw5EzNnzkRBQQFSUlKwb98+7N+/H/fv38fmzZtVxlVXjEpKShqMf8mSJfjggw+wcuVK0W3FOlZWVvVemTR0e6zu8xsqjqTfeBuNSMtyc3Px0ksvKRSagoIC5OXlqXyvu7s7XnvtNXz//fewtLTEiRMnlPZzcXHBmDFjEBUVBU9PTyQmJjZ4xeLs7Aw7OzvR9GVlXF1dsWPHDri4uOCDDz7A8ePHFfr4+PhAJpMhIyND4VhDKwRkZWXJYyHDxWJDpGWurq7IycnB/fv35W0VFRX4xz/+IbrdBgAPHz7EpUuXFM5RUlKCqqoq+XhJZWUlkpKSIAiCqJ9MJsOjR49gYmLS4NIzEokEffr0QW5urnz8pj5ubm7YsWMH2rZtiw8++ADHjh0THQ8LCwPwZDWCp9dXu3nzJvbv31/vee/cuYOioiKV06PJMPA2GpGWvfHGG1i6dCnCw8MxatQoVFdXIzExEYIgwNfXV3Q1UFBQgIiICHh5eaFLly5wcXFBcXExfvvtN1RVVWHmzJkAnoyzzJgxA+7u7vDz80O7du0gk8lw6tQpFBUV4d1330WrVq0ajC04OBjHjx9HYmIiQkNDVfatu8J54403sHDhQqxYsQIhISEAgAkTJiA2NhYnTpzAhAkTMGjQIJSUlODQoUMYMGAATp48qXSFgoSEBADAiBEjGv33JP3EKxsiLZs2bRo+//xz2NnZ4ccff8Tx48fRt29f/PDDDwozwdzc3DB//nzY2dkhMTERW7ZswalTp9ClSxds3rwZU6ZMAQBYWFhg0aJF6NChA1JTU7F161b8+uuvcHNzQ2RkJBYtWtSo2F599VXY2NjIpy43pF27dvj+++/Rrl07LFy4EL/++iuAJ5MmNm3ahHfeeQcPHjzAtm3bkJaWhiVLlmD8+PEAlE+oOHDgABwcHJSOA5FhkQjPXocT0QtlxYoV+O6773D8+PF6Z5Q1RWRkJDZs2IBNmzZhyJAh8vacnByMGjUKc+fOxbx58zT+uaRbeGVD9IL761//CisrK2zYsKFJ53n6eaE6N27cwI4dO2BjY6MwLvPNN9/AwcEB77zzTpM+l/QDx2yIXnBWVlb4+uuvcfXqVdTW1qq9p80//vEP3L59Gz169ICNjQ3y8vJw4sQJVFdX44svvpA/HwQ8eQ6pQ4cOCA8Ph6Wlpaa+Cukw3kYjIo04cOAAfvjhB9y8eRNlZWWwtLRE9+7d8fbbbyMoKKilw6MWxmJDRERaxzEbIiLSOhYbIiLSOhYbIiLSOhYbIiLSOhYbIiLSOhYbIiLSOhYbIiLSOhYbIiLSuv8P4EJvG1aybP8AAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_brain_mass_data(ax=None, data=BRAIN_MASS_TOY):\n", " if ax is not None:\n", " plt.sca(ax)\n", " utils.plot_scatter(data.mass, data.brain, color=\"k\")\n", " plt.xlabel(\"mass (kg)\")\n", " plt.ylabel(\"brain volume (cc)\")\n", "\n", "\n", "_, ax = plt.subplots(figsize=(4, 4))\n", "plot_brain_mass_data(ax)" ] }, { "cell_type": "markdown", "id": "e4ecb5e5-c90b-48fa-91a8-0304ff932759", "metadata": {}, "source": [ "### Considerations\n", "- what possible functions **describe** these points\n", " - **curve fitting & compression**\n", "- what possible functions **explain** these points\n", " - this is the goal of **causal inference**\n", "- what would happen if we changed one of the points mass?\n", " - **intervention**'\n", "- given a new mass, what's the **expected value** of corresponding volume\n", " - **prediction**" ] }, { "cell_type": "markdown", "id": "862263e6-ea4a-485e-bc25-04798163b294", "metadata": {}, "source": [ "## Leave-one-out Cross Validation (LOCCV)\n", "Process for determining the ability for a model function to generalize -- i.e. accurately predicting **out-of-sample** data points.\n", "\n", "1. Drop one data point\n", "2. Fit the model function's parameters with the data point missing\n", "3. Predict the value of the dropped point, record the error\n", "4. Repeat 1-3 for all data points\n", "5. The LOCCV score is the sum of errors on all the dropped points" ] }, { "cell_type": "code", "execution_count": 4, "id": "0401fed2-1c1a-463a-ad2e-fde30bcd7244", "metadata": {}, "outputs": [], "source": [ "def fit_polynomial_cross_validated(order, data):\n", " n_data_points = len(data)\n", " data_idx = np.arange(n_data_points)\n", " params = []\n", " for ii in range(n_data_points):\n", " shift = n_data_points - 1 - ii\n", " cross_val_idx = sorted(np.roll(data_idx, shift)[: n_data_points - 1])\n", "\n", " cross_val_x = data.mass[cross_val_idx]\n", " cross_val_y = data.brain[cross_val_idx]\n", " cross_val_params = np.polyfit(cross_val_x, cross_val_y, order)\n", " params.append(cross_val_params)\n", " return np.array(params)\n", "\n", "\n", "def estimate_n_degree_model_crossvalidated(order, data, ylims=(300, 1400)):\n", " cross_val_params = fit_polynomial_cross_validated(order, data)\n", " insample_model = np.poly1d(np.polyfit(data.mass, data.brain, order))\n", "\n", " ca = plt.gca()\n", " plot_brain_mass_data(ax=ca, data=data)\n", "\n", " out_of_sample_error = 0\n", " insample_error = 0\n", "\n", " xs = np.linspace(data.mass.min(), data.mass.max(), 100)\n", " for holdout_idx, params in enumerate(cross_val_params):\n", "\n", " model = np.poly1d(params)\n", " ys = model(xs)\n", " utils.plot_line(xs, ys, color=\"gray\", label=None, alpha=0.25)\n", "\n", " holdout_x = data.loc[holdout_idx, \"mass\"]\n", " holdout_y = data.loc[holdout_idx, \"brain\"]\n", "\n", " holdout_prediction = model(holdout_x)\n", " insample_prediction = insample_model(holdout_x)\n", "\n", " # Here we use absolute error\n", " holdout_error = np.abs(holdout_prediction - holdout_y)\n", " insample_error_ = np.abs(insample_prediction - holdout_y)\n", "\n", " out_of_sample_error += holdout_error\n", " insample_error += insample_error_\n", "\n", " ys = insample_model(xs)\n", " utils.plot_line(xs, ys, color=\"C1\", linewidth=6, label=\"Average Model\")\n", " plt.ylim(ylims)\n", " plt.title(\n", " f\"Polynomial Terms: {order}\\nIn-sample: {insample_error:1,.0f}\\nOut-of-sample: {out_of_sample_error:1,.0f}\"\n", " )\n", "\n", " return insample_error, out_of_sample_error" ] }, { "cell_type": "code", "execution_count": 5, "id": "d210f19f-d1e8-4349-9412-1cf5ed1fdf75", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.subplots(figsize=(5, 5))\n", "insample_error, outsample_error = estimate_n_degree_model_crossvalidated(1, data=BRAIN_MASS_TOY)" ] }, { "cell_type": "markdown", "id": "abd8bc9f-00a5-4718-a886-dcdd79c0ce57", "metadata": {}, "source": [ "## Comparing Polynomial Models with LO0CV" ] }, { "cell_type": "code", "execution_count": 6, "id": "e6bf902c", "metadata": {}, "outputs": [], "source": [ "def simulate_n_degree_polynomial_overfitting(data, ylims=(300, 1200)):\n", "\n", " fig, axs = plt.subplots(3, 2, figsize=(10, 12))\n", " insample_errors = []\n", " outsample_errors = []\n", " for ii in range(1, 6):\n", " row = (ii - 1) // 2\n", " col = (ii - 1) % 2\n", " plt.sca(axs[row, col])\n", " insample_error, outsample_error = estimate_n_degree_model_crossvalidated(\n", " ii, data=data, ylims=ylims\n", " )\n", " insample_errors.append(insample_error)\n", " outsample_errors.append(outsample_error)\n", "\n", " # rescale errors\n", " insample_errors = np.array(insample_errors)\n", " relative_insample_errors = insample_errors / insample_errors.sum()\n", " outsample_errors = np.array(outsample_errors)\n", " relative_outsample_errors = outsample_errors / outsample_errors.sum()\n", "\n", " plt.sca(axs[-1, -1])\n", " xs = np.arange(1, 6)\n", "\n", " utils.plot_line(xs, relative_insample_errors, color=\"C1\", label=\"in-sample\", alpha=1)\n", " utils.plot_scatter(\n", " xs, relative_insample_errors, color=\"C1\", label=None, zorder=100, alpha=1, facecolors=\"w\"\n", " )\n", "\n", " utils.plot_line(xs, relative_outsample_errors, color=\"C0\", label=\"out-of-sample\", alpha=1)\n", " utils.plot_scatter(\n", " xs, relative_outsample_errors, color=\"C0\", label=None, zorder=100, alpha=1, facecolors=\"w\"\n", " )\n", " plt.xlabel(\"polynomial terms\")\n", " plt.ylabel(\"relative error\")\n", " plt.legend()\n", "\n", " return outsample_errors, insample_errors" ] }, { "cell_type": "code", "execution_count": 7, "id": "1738a668", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "outsample_error, insample_error = simulate_n_degree_polynomial_overfitting(data=BRAIN_MASS_TOY);" ] }, { "cell_type": "markdown", "id": "fdccb648-2140-4533-8ff6-105d5dfbd031", "metadata": {}, "source": [ "As we increase the polynomial order\n", "- The in-sample error reduces\n", "- The out-of-sample error SKYROCKETS\n", "- (at least for simple models) There's a tradeoff between model simplicity and complexity that is mirrored by the amount of in-sample and out-of-sample error\n", "- There will be a \"sweet spot\" in model complexity that is just complex enough to fit the data, but not too complex to overfit to noise.\n", "- This is known as the bias-variance tradeoff\n", "\n", "\n", "**NOTE** this is all applicable to the goal of **prediction**, not causal inference.\n" ] }, { "cell_type": "code", "execution_count": 8, "id": "ab67bac4-4bf5-4a95-8b1b-dd047feea04f", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "np.random.seed(1234)\n", "n_samples = 15\n", "# Run simulation with more data points\n", "PRIMATE_DATA = utils.load_data(\"Primates301\")[[\"brain\", \"body\"]].dropna()\n", "\n", "# preprocess the data a little\n", "PRIMATE_DATA.loc[:, \"brain\"] = PRIMATE_DATA.brain * 10\n", "PRIMATE_DATA.loc[:, \"mass\"] = PRIMATE_DATA.body / 100\n", "PRIMATE_DATA = PRIMATE_DATA[PRIMATE_DATA.mass >= 30]\n", "PRIMATE_DATA = PRIMATE_DATA[PRIMATE_DATA.mass <= 65]\n", "PRIMATE_DATA = PRIMATE_DATA[PRIMATE_DATA.mass <= 900]\n", "\n", "PRIMATE_DATA = PRIMATE_DATA.sample(n=n_samples).reset_index(drop=True)\n", "\n", "np.random.seed(1234)\n", "outsample_error, insample_error = simulate_n_degree_polynomial_overfitting(\n", " data=PRIMATE_DATA, ylims=(250, 900)\n", ")" ] }, { "cell_type": "code", "execution_count": 9, "id": "2f8b8a77-29a8-4f43-9ce0-297a599727f8", "metadata": {}, "outputs": [ { "data": { "image/png": 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gAXbs2IHp06fjwoULMDc3x+nTp9GpUyesWrWKdc6vX79WSa5FHxjiYuIKMwDQ0dGBoqIinJ2dMXbsWLFtLCxojgCpHCn7ziDz/F1WTKunPeqvm4ZTM1Yg4+EraHKU8JXhoe+MCTCf6gy1pg1klC2pKBcXFzg7OyMjI0Pmnx8GBgZQVFQs93E6OjrgcDilvr9WBmnei0v2qb6+PgDg119/RZs2bcSew9DQsFx5GRgYCBdJkLT0f9Hjbt++HWZmZuU6PyHlFRcXhz/++IMVa9++PfT19ZGeng49PT20bdsWkyZNEhltUlFUrMgxRQUODDUUZf5hIwtlmYyloaGBnj17oqCgAO7u7oiKioK5uTk4HI7IUsmRkZF48uQJ6tevX+m5vn37FpGRkaw/zr///huampoSL3+qq6vDwcEBL1++hK2tLS3tTKpMzrN3+LR8PyumaKSLBgHzwRhoYWx4EBjm2/y4xIVnoVbKr7mkZij6Vb6mfn5oaGjAzs4OFy9exMKFC4VDwbKzs3Ht2rXvHF12lfFe3K5dO+jo6CAqKkpk525p9ejRA3v27EFISAhmz54ttk23bt2gpKSEuLg49O9Pq/WRqrVhwwYUFBQIb6uqquLMmTOoV6+esFipqvcbKlZIjeLt7Q1VVVXY29vD1NQUycnJ2Lt3L7S1tdG6dWsAhXNNdu3ahe3bt6Njx46Ijo7Grl27YGFhUeFlNMUxMTHBzJkz4eHhAWNjY5w+fRr//vsv5s+fL3FyPQAsW7YMY8eOxbhx4zBmzBiYm5vj69eviIuLw9WrV8u8/DEhkvCzuIidvA5MPnsfCMtdv0C5ngGSk5NZhQoh8mT27NmYMmUKfv75Z0yaNAl8Ph/79u2Durq6xCG20qjoe7Gmpia8vb2xePFiZGRkoH///jA0NERqaioiIyORmpoqcqX/ezp06ABnZ2cEBAQgJSUFvXr1goqKCl6+fAl1dXWMHz8eFhYW8PLygp+fH+Lj49GjRw/o6OggOTkZz58/h7q6eqlD0wgpq4SEBOzfz/7Ra9q0aahfv361fIZQsUJqlA4dOiAsLAznz59HZmYm9PX10b59e2zYsEG4AsyMGTOQk5ODY8eOYf/+/WjcuDFWrlyJy5cvV8mEw+bNm2P48OHYsWMHYmJiYGJigiVLlmDixImlHte4cWOEhYVh165d8PPzQ2pqKrS1tWFlZYWePXtWep6k7vm4KAD579gLQhh7joB23w4AQIUKkWs//PAD/P394efnhzlz5sDY2BhjxoxBXl6eVPNgJKmM92JnZ2eYmZlh//79WLFiBb5+/QoDAwM0b94cw4YNkyqv9evXo0WLFjh+/DjCwsKgpqaGxo0bY/r0b6vzTZ8+HY0aNcKhQ4dw9uxZ5Ofnw9jYGK1atcKYMWOkelxCStq4cSNraL6KigoWLlxYbY/PYejTSqZyc3MRHR0NGxsbqKmpCeMMw4DP5wuX5yXfyFPf9OnTB02aNMGePXtkmkeR6u4bSa9fecQwTJVfqpYnaX9dQfysLayYerumaHRuExRUCheLEDcePjExsdRJvUR+0OdH+VHffFPy9VPX3iPLoy73zadPn9CwYUPh4g8AMHPmTOzatQtA9fQNLRVBCCG1TF7UByQs8GfFFLQ1YLl/kbBQIYQQQr5n8+bNrEJFWVkZixcvrtYcqFghhJBaRJBXgNjJ6yH4msuKW/h6QtW68heYIIQQUjslJiayNscGgIkTJ8LS0rJa86A5K4RUwNWrV2WdAiEsn1YcQO5z9n5CBuP7Q2943ZgHderUKTx8+BAvXrzAmzdvUFBQgHXr1mH48OGsdgUFBbh69SquXbuGp0+f4tOnT+BwOGjcuDGGDh0KV1dXiUvunjlzBoGBgYiKioKysjLs7e3h5eUlXOSjpJiYGPj6+uLevXvgcrmwsrLC6NGjMXbsWNoLgxAit7Zs2YKcnBzhbUVFRSxZsqTa86BihRBCaomM83eRsvc0K6batAHM1k2XcETts23bNiQkJEBfXx8mJiaszWWLi4uLg5eXFzQ1NdG5c2f06dMHWVlZuHbtGn777TfcvHkTAQEBImOwd+/eDV9fX5iZmcHV1RVcLhdnz57FmDFjcODAATg4OLDaR0VFwdXVFbm5uRgwYABMTU0RHh4OHx8fvH79Gj4+PlXWF4QQIq3k5GT4+7OHE0+YMAE2NjbVngsVK4QQUgvkf0jCBw9fVoyjpgLL3xdDQUO+Fz+oTKtXr4aVlRXMzc2xd+9ebNmyRWw7LS0trFixAsOGDWMtMc7lcjF+/Hhcu3YN//zzDwYOHCi8LyYmBjt27IC1tTWOHTsGbW1tAMD48ePh4uICb29vnD9/HkpK3z5aV65ciaysLOzdu1e4stScOXMwdepUHD16FD/99BM6d+5cFV1BCCFS8/X1ZW2mraCggKVLl8okF7r+TAghNRzD4yN++kbw07JYcbO106Deovp/BZOlrl27wtzc/LvtTE1NMXbsWJG9kDQ0NPDzzz8DACIiIlj3hYWFgcfjYebMmcJCBQCaNGkCZ2dnxMXF4e7du8J4dHQ0IiIi4ODgwFoCV1lZGXPnzgUAhIaGlv9JlkCLehJp0OuGSJKamoodO3awYuPGjUPjxo1lko/cFSuZmZlYvXo1Ro8ejR9++AGtWrVC9+7dMWHCBFy4cEHsH1d2djbWrVuH3r17o1WrVujduzfWrVuH7OxsiY9z5swZjBw5Evb29ujYsSOmTp2K58+fS2wfExOD2bNno3PnzrCzs8PgwYMRHBwMgUBQKc+bEEKk9WVTCL7e+Y8V0x3SDQb/GyjhCFKaoisjJeesFO3T9MMPP4gc0717dwDsAqeofbdu3UTa29nZQUdHp0J7PykrK4PD4bB+/SSkrLhcLoDC1xEhxW3btg1ZWd9+/OJwOFi2bJnM8pG7YWBpaWk4fvw42rRpA0dHR+jp6SElJQXXrl2Dl5cXRo0axRrjy+Vy4ebmhlevXuGHH37ATz/9hMjISBw8eBD37t3Dn3/+CQ0NDdZj0JhjQkhtkX3zKRI3h7Biyg1MYLHNq87tB1BZjh8/DkC0yIiJiYGGhobYfWisrKyEbYq3L35fcRwOB5aWlnjx4gVycnJErvAUKe3XbwUFBejo6CApKQl5eXnQ1taGkpISOByOcC8RIqqu9w3DMOByuUhKSoKuri4UFBTAMIzwtUZXXETVpb7JyMjAtm3bWDFXV1fY2tqKff4V7ZuyfE7JXbFiYWGBiIgI1phfoPDqyejRo3H06FFMmDABTZo0AQDs378fr169wpQpU7BgwQJh++3bt8Pf3x/79++Hl5eXME5jjgkhtQUvOQNxMzYDxT8kFBVguX8xFHW1ZJdYDXbkyBGEh4ejc+fOIruXZ2dnw8DAQOxxWlpawjbF2wNgDRkTd0xWVpbEYiUjI6PULwFqamoQCATIyMhAWloaFaikTBiGgYaGBtTU1JCens66LyMjQzZJ1QC1uW84HA50dXWxY8cO1vMsuqqSn59f6lVcaftGX1//u23krliR9GuHlpYWunXrhqioKMTGxqJJkyZgGAahoaHQ0NCAu7s7q/306dMRHByMY8eOwdPTU/gG/r0xx3/99Rfu3r0r/EXte2OO79y5g9DQUCpWCCHVimEYxLtvBe9TCitez/t/0OzYTEZZ1WzXr1+Hj48PzM3NsWnTJlmnAwDQ1dX9bht9fX2YmZmBz+eDx+OBYRhkZWVBW1ubipcSqG8KKSsri3zfYhgGGRkZ0NXVrdN9I05d6ZusrCz4+rIXahk5ciRatmwJhmGgp6cnckx19I3cFSuS5OXl4e7du8J18IHCqySJiYno1q2byFAvVVVVdOjQAVeuXEFsbCysra0BfH/M8V9//YWIiAhhsVLVY45J+Rw+fBhqampwdnaukvP7+vri1KlTSExMhIaGBh48eFAljyMrixcvxv3792l/mFogOeAksi6xJ4Br9WoLY88RMsqoZrt58yY8PT1haGiIwMBAmJiYiLTR0tJijeMurugqStHVkuL/Ls8xJZX1w5/D4UBBQQHKyspgGAZ5eXlQV1ev1V+spEF9830cDof6RoLa3jf+/v5IS0tjxby9vQF8/72oKvtGbouVzMxMBAYGQiAQICUlBeHh4fj06RM8PDyEhUdsbCwACG+XVDROuHixIm9jjouP9ZPUri6MkSyrkJAQ6OnpCYuVyuybK1euYPfu3ZgxYwZ69Ogh/NCvqSSNLS3ttSbtY1TmOatKbRpznPPkLT6v+oMVUzLRR4Pd8wEOp8zPsbTXSHnU9A/v8PBweHh4QF9fH4cOHUKDBg3EtrO2tsbjx4+RlJQk8hki7vOo5GdVcQzDIC4uDiYmJiI/thFCSHXLzs4WWep92LBhsLOzk1FG38h1sbJz507hbWVlZSxcuBCTJk0Sxop+rZL0q5S4X7Xkbcxxfn4+BAIB+Hw++Hy+yP3iYnVZ8X6s7L55/fo1AGDs2LEwNDSskseoLpLyLuq/ynpefD4fAoEAmZmZyM3NrZRzVrWaPOZYQ0MDSnl8xE3ZAKaAx7qvQcAvUDTS/e4ch+LE9UVGRka5Vwcqy5hjeRUeHg53d3fo6uri0KFDYn+YKtKxY0c8fvwY//77L4YOHcq67+bNm8I2RTp16gQAuHXrFqZNm8Zq/+zZM2RmZqJHjx6V9EwIIUR6AQEBSElhDyv+9ddfZZQNm9wWKxYWFnj9+jX4fD4+ffqEc+fOwdfXF48fP4afn5/IBHx5VtqY49zcXKSmpkJRUVFk/CgvPx/IzKnq9L5LUV8LnAqsnPLw4UPs2LEDz549g0AgQLNmzTBjxgz06tULALBjxw74+/sjMjKSdVxYWBiWLl2Ky5cvw8LCAn369MHHjx8BAC1btgQAmJmZfXdIk0AgwO+//47jx4/jw4cP0NbWRvfu3TF37lzUq1cPAFjnLvry4O7uDk9PT7HnjI+Ph6+vLyIiIpCeng4dHR00adIEixYtQvPmzQEA586dw7Fjx/D27VtkZmbC3Nwcjo6OmDlzJuuX1MWLF+PixYs4duwY1qxZg0ePHkFLSwvjx4/HtGnT8OTJE2zcuBGvXr2CiYkJZsyYgWHDhon004EDB/D333/jypUrKCgogIODA5YtW8b6lbjoF/DirzWGYRASEoKjR48iOjoaqqqq6Ny5MxYsWCDxF+YiioqKwhWJ1NTke+PB2jLmON5jI/KjP7FixnNcoNWrLYCyzXEoUlBQIBLT1dUVOy65NipZqEi6Sl9k+PDh+P333xEQEABHR0fhj1hv377FqVOnYGlpyZq/aGNjg44dO+LevXu4ceOGcN5jQUEB/Pz8AAAuLi5V8twIIaSsuFyuyDy9wYMHo23btjLKiE3uv/ErKirCwsIC06ZNg4KCAjZt2oSjR49i7Nixwg8KSfupiLsqIm9jjovuKznWL/1kOBIWBoCfLPtfgZWM9WC2YSb0hnYv97H379/HpEmT0LRpU6xZswYqKioICQnBzJkzsXXrVjg5ObH6oLiSfePv7w8vLy9oa2vD29sbCgoKUFVV/e4Xz1WrVuHIkSNwc3NDr169kJCQgG3btuH+/fsICwuDgYEB/P39cfjwYRw7dgz79++HtrY26tWrJ/Hc06ZNg0AgwIIFC2BmZoa0tDQ8fvwYWVlZwmNiY2PRs2dPTJw4Eerq6nj//j327duHZ8+e4dChQ6znWVBQAE9PT7i6umLKlCk4c+YMtm7diq9fv+LChQuYOnUq6tWrh+DgYCxZsgRNmzZFq1atWP3k7e2Nrl27YuPGjUhMTMS2bdswYcIEnD59Gjo6Oqy+LP68li9fjhMnTmD8+PGYP38+MjIy4O/vjzFjxuDUqVMwMjKS2LeSXr/yrCblWlLq4YtIP36DFdPo0Az1loyX6jmJO6Ym9w9QuMniw4cPAQBv3rwRxormFvbt2xd9+/bFu3fv4O7ujvz8fHTq1Alnz54VOZe5uTmGDx8uvG1jYwMPDw/4+flhyJAh6N+/v3Dpex6PBx8fH5Ef0lauXAlXV1e4u7tj4MCBMDExwc2bN/H69Wu4uLjQ4iyEEJnbs2cPkpKSWDF5uaoC1IBipbhu3bph06ZNuH//PsaOHSt2jklxReOEi1/Wryljjj/M2QFBpnxs9MVLSseHOdulKla2bNkCHR0dBAUFQVNTEwDQu3dvDB06FBs2bMDAgWXftK5FixZQU1ODpqYm2rRpA0VFxe9+qXr37h2OHDmCsWPHsv7wWrRoARcXFwQGBmLu3Llo0aKF8CpLy5YtJQ4VBAr3AoqOjsbSpUtZE/379evHajdr1izhvxmGQbt27dCoUSO4ubkhMjISzZp9W7GpoKAAc+bMEZ6jU6dOuH79Ovbs2YMTJ06gRYsWAIBWrVqha9eu+Pvvv4XFSpFWrVphzZo1wj0EmjRpgjFjxuDw4cOYOXOm2Ofy5MkTHD16FIsXLxbu2g0AHTp0QP/+/fHHH3+wlgQnspP7Og4JiwJYMQUdTVjuXwSOco16K69SDx8+xIkTJ1ixR48e4dGjRwAKC5C+ffsiOTkZ+fn5ACC2UAEK/w6LFysAMHPmTJibmyMwMBAhISFQVlZG27Zt4eXlJXZsd+PGjREaGgpfX1+Eh4eDy+XCysoK3t7eGDduXGU8ZUIIkVpOTg42btzIig0cOJA1pFXWatQn3JcvXwB8G8JibW0NExMTPHr0CFwul1Uw5OXl4cGDBzAxMWEVKzTmuPpwuVw8ffoUY8aMERYqQOH/f0OGDMHmzZvx/v37SnksPp/PGqevoKAABQUF3Lt3DwBYw6aAwpXcGjVqhDt37mDu3Lliz8kwjMjcDiUlJejp6cHS0hIHDhyAQCCAg4MDmjVrBgUFBVbb+Ph4+Pn54e7du0hJSWHl9/79e1axwuFwWEtjKykpwcrKCoqKisJCBQD09PRgYGAgHLJW3ODBg1m327VrB3Nzc9y7d09isXLt2jVwOBwMGTIEPN63ORBGRkZo1qwZrXQnJwQ5eYXzVLh5rLjFttlQsTSVUVbyaf369Vi/fv132zk4OAjnqZXXkCFDMGTIkDK3t7Gxwfbt26V6LEIIqUr79+/H58+fWTF5uqoCAArfb1K9Xr16JXbIVXp6unDt56LigMPhwMXFBVwuF/7+/qz2e/bsQUZGBlxcXFi/vg8fPhxKSkoICAhgPU5ZxxwXqeoxxxZ+nlA0KvvY86qkZKwHCz+v7zcsITMzEwzDiF15rWhZ0JKbUUnrxx9/RMuWLYX/Fb0eis4vbhlSExOTUh//xIkTrHMWzZPhcDg4ePAgunXrhv3792PYsGHo0qULVq9eLRwW+PXrV4wdOxZPnz7FnDlzEBQUhGPHjgkXjSg5GV1dXR2qqqqsmLKysti5AyoqKsjLyxOJixuuZWRkVOpzLCqiunbtKvJcnzx5IrKEIZGNT8v3I/e/aFbM4Gcn6DmLLqlOCCGElEVubq7Ijzs//vgjunTpIqOMxJO7KythYWE4duwYHBwcYGZmBnV1dXz8+BHXr18Hl8tF//79Wb8gT5kyBVevXhXuZN+yZUtERkYiPDwczZs3x5QpU1jnryljjnWdu0NzoAOQmSPz8ePSTrDX0dGBgoKCyDhIAEhMTARQuIpQ0Zf0/Px8qKioCNuU54tyQECAcEgH8K04Kfqyn5iYKBzmVTyH0lYx6t27N44dOyb2PnNzc6xduxZA4cah58+fx86dO5Gfn4/ffvsNd+/eRWJiIoKCgoRX5wDJc58qQ3JystiYpaWlxGP09fXB4XBw+PBhVt8XERcj1Svj79tIOcAepqTW3Apmq6fKKCNCCCG1wR9//CEyUmPFihUyykYyuStW+vfvj+zsbDx58gQRERHIzc2Frq4u2rdvj6FDh+Knn35ifXnX0NBAUFAQdu7ciQsXLuD+/fswMjLCxIkT4eHhIXYuSU0Zc8xRVISiUc1duUhDQwNt2rTBpUuXsGjRIuFqUQKBAKdPn0a9evVgY2MDc3NzAEBkZCSr/69duyZyTklXFWxtbcXmUFRInj59mnXuZ8+e4d27d5gxY4bE/PX19cu0JKuNjQ1mzZqFixcv4uXLlwC+TVwu+WX/r7/++u75pHXmzBnWvJlHjx4hISEBI0eOlHhMr169sHfvXnz58gVOTk5VlhuRTn78F3zw9GPFOOqqsDywBArqquIPIoQQQr4jPz8f69atY8X69OkjdtN0WZO7YqVDhw7o0KFDuY7R1tbGkiVLsGTJkjIfQ2OOq8e8efMwadIkTJgwAZMmTYKysjL+/PNPvH37Flu3bhXO1dDT08OyZcswe/ZsKCoq4sSJE/j06ZPI+Zo2bYqzZ8/i/PnzsLKygqqqqsRCBQAaNmyI0aNHIzg4GAoKCujRo4dwNbD69etj4sSJ5X5OkZGR8PHxwYABA2BlZQVlZWXcvXsXr1+/Fs5ratu2LXR1dbFixQp4eHhASUkJZ86ckXqMfFm8ePEC3t7e+PHHH5GYmAg/Pz+Ymppi7NixEo9p3749Ro8ejaVLl+LFixfo2LEj1NXVkZSUhIcPH6Jp06alHk+qDsPjI27qRvAz2Ksdmq+fAbVmkq+WEUIIId8TGBiI+Ph4Vmz58uUyyqZ0cleskNqlU6dOOHjwIHbs2IElS5YI91kJCAhA7969ARQu+7xv3z6sXbsWCxYsgLa2NlxcXNC9e3d4e3uzzufp6YnExESsWLECX79+hbm5+Xf3WVm5ciUaNGiAY8eO4c8//4SWlha6d++OX375RarN7IyNjWFpaYk///xTOCmtQYMGWLRoEcaPHw+g8KrMnj17sGHDBixYsADq6upwdHSEr6+vyGT/yrJmzRqcOnUKCxYsQH5+vnCfle/tmfHbb7+hTZs2OHLkCEJCQiAQCGBiYoJ27drJxc61ddWXDcHg3n/FiukO7wl9t34SjiCEEEK+r6CgQDiUvUiPHj1YC/3IEw5T1q2OSZXIzc1FdHQ0bGxsWJvqFa1EVZbleesa6hu2sLAwLFmyBMeOHUOrVq2qtW8kvX7lEcMwSE9Ph56enty/brJuPEH08GVAsbdnFet6aHJ9BxR1NEs5snySkpJEFp9ITEwUuygGqTlq0mu9ulHfSEZ9I1lt65s//vgDkyZNYsUuX74MR0fHcp+rOvpG7lYDI4SQuoyXlI74GZtYhQqUFGG5f3GlFiqEEELqHh6PhzVr1rBiXbt2RZ8+fWSU0fdRsUIIIXKCEQgQP2sLeF/YK+HVX/4zNNo1lVFWhBBCaouQkBC8e/eOFVu+fLlcXzGiOSuE1HDDhw8X7rJNozprtmT/E8i68pAV0+7bAUazhsomIUIIIbUGn8/H6tWrWbFOnTqxVhKVR3RlhRBC5AD34Wt88jnIiinVM0AD/3ngKNBbNSGEkIo5evQo3rx5w4rJ+1UVgIoVQgiROX7mV8RN2QDw+N+CHA4sd8+HkrGezPIihBBSOwgEAvj4+LBi7dq1qxF7rFGxQgghMsQwDD7M2Y782M+suMm80dDqYS+bpAghhNQqx44dw6tX7OXwa8JVFYCKFUIIkanUoAvIOHmTFdNwaAHTReNklBEhhJDaRNxVlTZt2pRrc3RZomKFEEJkJPdVLD4u2cOKKeppwXLfQnCUFGWUFSGEkNrk5MmTePHiBSv266+/1oirKgAVK4QQIhOCnDzETl4PJiePFbfYPgcqFiYSjiKEEELKjmEY/Pbbb6xYy5YtMWzYMBllVH5UrBBCiAx8XLYXeZGxrJjhlEHQHdRVRhkRQgipbc6cOYOnT5+yYr/++isUatAqkzUnU0IIqSXST95E6sHzrJhaSxvU/22KjDIihBBS24i7qtKsWTOMHDlSRhlJh4oVIhM7duyAra2t8HafPn2wePFiVpuXL1/Czc0N7du3h62tLQ4ePAgAuHPnDkaNGoW2bdvC1tYWly9frs7UCamQ/NjP+DBnOyvG0VCF5YHFUFBTkVFWhBBCapvz58/j4UP2RsPe3t5QVKxZcyJpB3siF3bu3AktLS1WbOnSpcjJycHWrVuhq6sLc3NzMAyDOXPmwNraGrt27YKGhgZsbGxklDUh5cMU8BA3ZQMEmV9ZcfONs6DWtIGMsiKEEFLbiLuq0qRJE4wePVpGGUmPihU5xufzkZqaKvPVGgwMDKq8Cm/RooVI7O3bt3BxcUHPnj2FsS9fviAjIwOOjo7o0qVLpfRNQUEBOBwOlJToz4FUrc9rg8B9+JoV03PpDf0xfWWUESGEkNro0qVLuHfvHiu2bNmyGvldp+ZlXEeEhobC09MTiYmJsk4FJiYm2LlzJ1xcXKQ6/vr16/D19cW7d+9gYmKCceNE94/o06cPOnXqhPXr1yMsLAxLliwBAISEhCAkJAQA4OHhgZ07dwIAtm7diq1bt8Lc3BxXr14FAMTExGDHjh24ffs2srKy0KBBA7i5ubEe7969e5gwYQI2bNiAyMhInD17FklJSTh79iwaNWqE27dvY8+ePXj+/Dn4fD6aN2+O2bNno0uXLsJz7NixAzt37sTff/+NgIAA3LhxA6qqqujZsyeWLl0KbW1tYVuBQIDDhw/j2LFjiI6OhoqKCho2bIjp06fD0dFR2O7cuXMIDAzE69evweFw0K5dO/zyyy9iizhSM2VdfYSkbaGsmEpDM5hvdpf5DxKEEEJqD4ZhsGrVKlasYcOGGDt2rIwyqhgqVuTUtGnTkJGRIes0AACJiYmYOnWqVMXKnTt3MGvWLNjb28PX1xd8Ph/79+9HSkqKxGN69eqFI0eOYPTo0ejfvz8mTZoEAKhXrx6aNWsGDw8PjBs3DoMHD4aqqioAICoqCq6urqhfvz4WLVoEY2Nj3Lp1C6tXr0ZaWho8PDxYj7F161bY29tj1apVUFBQgKGhIU6dOoVFixbB0dERGzZsgJKSEo4cOYLJkyfjwIEDrIIFADw9PeHk5ISRI0fizZs32LJlCwBg3bp1wjaLFy/G6dOnMXLkSHh5eUFZWRkvX75EQkKCsM3u3bvh5+eH4cOHY+bMmSgoKMCBAwcwbtw4hIaGonHjxuXudyJfCr6kIn7mZlaMo6wEy/2LoKitIaOsCCGE1EbXrl3D7du3WbGlS5dCWVlZRhlVDBUrpEr5+vrC0NAQf/zxh7Cw6NatG+uqQkkGBgYwMDAAABgZGcHe3l54H4/HAwDUr18f9vb2wl+k161bB01NTYSEhAjnvvzwww/Iz8/H3r17MX78eOjq6grPY2lpie3bv01yzsnJwdq1a9GrVy/4+/sL4z179sSwYcOwdetWhIayfxUfOXIkpkwpXL2pa9euiI2NxfHjx7F27VpwOBw8ePAAp06dwowZMzB37lzhcT169BD++9OnT9ixYwfc3Nzg7e0tjHft2hX9+/fHzp074efnV0oPE3nHCASIn7EZvKR0VrzeyknQsG8im6RkbO3atRg1ahQV4oQQUgVKzlWxsrLC+PHjZZRNxdFqYHJq7969MDGRj43hTExMsG/fvnIfx+Vy8fz5c/Tr109YqACAlpYWevfuXWn55eXl4e7du/jxxx+hpqYGHo8n/K9Hjx7Iy8vDkydPWMf069ePdfvx48dIT0/HsGHDWMcLBAJ0794dz58/B5fLZR3Tp08f1m1bW1vk5eUJrxqFh4cDgNhhb0Vu3boFHo8HZ2dn1uOqqqqiY8eOuH//vrTdQuRE0vZjyL7xhBXT7t8JRjOcZZOQHDh06BAGDx4MV1dXhIWFIScnR9YpEUJIrXDjxg3cuHGDFVuyZAlUVGruapN0ZUVOubi4wNnZGRkZGTIfzy7tBPvMzEwIBAIYGRmJ3CcuJq309HTweDwEBQUhKChIbJu0tDTWbWNjY9bt5ORkAICXl5fEx8nIyICGxrchO3p6eqz7i94IcnNzAQCpqalQVFQUeSxxjytpzfOatGkTEfX1/it8XnOIFVOqb4gGO+fK/O9alvbs2YPQ0FBcv34dT58+xZo1azBo0CC4uLigVatWsk6PEEJqLB8fH9ZtCwsLTJw4UTbJVBIqVuRY0RfdmvqlRkdHBxwOR/iFvDhxsYo8jqKiIpydnSVOHrOwsGDdLtmn+vr6AAp3dW3Tpo3YcxgaGpYrLwMDA/D5fCQlJUm8Slb0uNu3b4eZmVm5zk/kGy89C3FTNwB8wbegggIs9y6EkqGu5APrgJ49e6Jnz55ITU1FWFgYjh8/jiNHjuDo0aOwtbXFqFGjMGTIEJHlzAkhhEj277//4sqVK6zY4sWLWaNbaiIqVkiV0dDQgJ2dHS5evIiFCxcK/1iys7Nx7dq1SnscdXV1ODg44OXLl7C1tZXqUme7du2go6ODqKgouLm5VUpePXr0wJ49exASEoLZs2eLbdOtWzcoKSkhLi4O/fv3r5THJbLHMAwSZm9HQTx7NT+T+a7Q+qG1jLKSPwYGBpgyZQqmTJmCBw8e4NixY7hw4QJ8fHywceNGDBgwAC4uLmjfvr2sUyWEELlX8qpK/fr1MXnyZBllU3moWCFVavbs2ZgyZQp+/vlnTJo0CXw+H/v27YO6ujrS09Mr7XGWLVuGsWPHYty4cRgzZgzMzc3x9etXxMXF4erVqzh06FCpx2tqasLb2xuLFy9GRkYG+vfvD0NDQ6SmpiIyMhKpqakiywB+T4cOHeDs7IyAgACkpKSgV69eUFFRwcuXL6Guro7x48fDwsICXl5e8PPzQ3x8PHr06AEdHR0kJyfj+fPnUFdXL3VoGpFPqQfPIePMv6yYZtdWMJ0/RkYZyb8OHTqgQ4cOGDFiBH755RckJibi5MmTOHXqFBo3bgx3d3cMGDBA1mkSQohcunfvHi5cuMCKLVq0CGpqajLKqPJQsUKq1A8//AB/f3/4+flhzpw5MDY2xpgxY5CXlyfcM6UyNG7cGGFhYdi1axf8/PyQmpoKbW1tWFlZsTaVLI2zszPMzMywf/9+rFixAl+/foWBgQGaN2+OYcOGSZXX+vXr0aJFCxw/fhxhYWFQU1ND48aNMX36dGGb6dOno1GjRjh06BDOnj2L/Px8GBsbo1WrVhgzhr7c1jQ5/0Xj49K9rJiivjYa7FkIjlLVbq5aU2VnZ+PMmTMIDQ3Fq1evwDAM2rZti2HDhuHly5c4deoU5s6di/j4eEydOlXW6RJCiNwpeVXF1NS01rxfchiGYWSdRF2Wm5uL6Oho2NjYsKpfhmHA5/OhqKhYY+esVBXqG8mqu28kvX7lEcMwSE9Ph56eXpX1jeBrLt46zkbem3hW3PrPFdAZ4FAlj1kR4uZTJSYmlrooRGUqPvQrJycHOjo6GDJkCEaPHo0mTb4t65yamoqJEyciIyNDZJUbIqo6Xus1FfWNZNQ3ksl73zx8+BAdOnRgxTZv3oxffvmlyh+7OvqGrqwQQkglSViyW6RQMZruLJeFiiz9/vvvCA0NRUxMDBiGgb29PUaPHg0nJyexE0ENDAyE+w4RQghhK3lVxcjICDNmzJBRNpWPihVCCKkEacevIy34IiumZtcI9VZOklFG8mvjxo3Q1tbG2LFjMXr0aDRt2vS7x7Rq1QpDhw6t+uQIIaQGefLkCU6dOsWKzZ8/H5qamjLKqPJRsUIIIRWUF/0JCXN3sGIKWuqwOrAYCqrKMspKfq1duxZOTk7lGjpYtNwxIYSQb1avXs26bWBggFmzZskom6pBO84RQkgFCPILEDdlPQTZ7F3YzTe7Q7WRuYyykm8KCgqIiYkptc2bN29w8uTJasmHEEJqohcvXuD48eOs2Lx586CtrS2jjKoGFStygtY5IDURvW6Bzz6ByHn8lhXTH9MX+qP6yCgj+bdkyRJcvny51DbXr1/HkiVLqikjQgipeUpeVdHT04OHh4eMsqk6VKzImKJi4VKmBQUFMs6EkPLj8XgAACWlujmiNPNSBJL9w1gxlcbmMNswU0YZ1QxlKXIFAgEUFOgjihBCxHn16hWOHj3Kis2ZMwe6uroyyqjq0CeBjCkrK0NVVRUZGRn0KzWpcTIzM6GoqCgsuuuSgk8piJ+1hRXjqCjB6sBiKGqpyyir2uPly5e18kOXEEIqw5o1a1jfG3V0dGrtJtJ18+dQOWNkZISEhAR8+PABurq6UFYunJBLe4mIR/usSFZdfcMwDL5+/YrMzEzUr1+/zv3/wPD5iJuxCfyUTFa8vs9UqLduJKOs5NuECRNYt0+cOIH79++LtBMIBPj8+TMSEhIwcODA6kqPEEJqjDdv3iAkJIQV8/Lygr6+vowyqlpyV6x8+fIF58+fR3h4ON6/f4/k5GTo6uqiXbt2mDJlCtq0aSNyTExMDPbs2YOHDx/i8+fP0NXVRePGjeHm5gZHR0exj3PmzBkEBgYiKioKysrKsLe3h5eXF1q3bi22fUxMDHx9fXHv3j1wuVxYWVlh9OjRGDt2bIWHKujo6AAAkpOTkZCQIIzTMAjJqG8kq66+4XA40NPTq5O/fif6HsXXm89YMR2nzjCcMkhGGcm/4oUJh8NBQkIC6/2uiIKCAnR1dTFgwAAsXbq0OlMkhJAaYe3atRAIBMLbWlpamDNnjuwSqmJyt4P95s2bsW/fPlhaWqJjx44wNDREbGwsLl++DIZhsGXLFjg5OQnbP336FBMmTACPx0OfPn1gZWWFlJQUXLp0CVlZWfD09BSZbLR79274+vrCzMwM/fv3B5fLxdmzZ5GXl4cDBw7AwYG9gVtUVBRcXV2Rm5uLAQMGwNTUFOHh4Xjz5g1GjRolshlPRRQUFIDP54NhGGRmZkJHR6fO/Wr9PdQ3klVn3ygrK9eo4V+Vtcvu1zsv8G7wYqDYB4WyuTGahO+Ekn7NWoFFVjvYN2vWDB4eHrVyIqg8kPfdtmWJ+kYy6hvJ5Klv3r17B1tbW/D5fGFs8eLFWLdunUzyqY6+kbti5eLFizAwMECHDh1Y8QcPHmDixInQ1NTEzZs3oaKiAgCYOnUqwsPDsWvXLtZVlI8fP2Lw4MHg8XiIiIgQto+JicFPP/0ECwsLHDt2TLi829u3b+Hi4gJjY2OcP3+eNWHYzc0NERER2Lt3r3Cd/4KCAkydOhV37txBYGAgOnfuXKn9IE9/GPKG+kYy6hvJKqNveGlZeNvDAwUJSd+CCgpo9PcGaHZuWUmZVh9ZFSv379+Hubk5zM1paeeqQO8DklHfSEZ9I5k89c2UKVNw4MAB4W1NTU3ExMTAyMhIJvlUR9/I3Tiafv36iRQqANChQwc4ODggPT0dr1+/Fsbj4+PB4XDQvXt3VnszMzM0adIEubm5yM7OFsbDwsLA4/Ewc+ZM1jrUTZo0gbOzM+Li4nD37l1hPDo6GhEREXBwcGBtSKasrIy5c+cCAEJDQyv+xAkhco1hGHzw8mMXKgBMF4+rkYWKLHXq1IkKFUIIKaeYmBgEBgayYrNmzZJZoVJd5G7OSmmKrnYUv+rRpEkTREdH499//0Xv3r2F8U+fPuHt27do2rQpDAwMhPGicdM//PCDyPm7d++Ov/76CxEREejWrRurfdHt4uzs7KCjoyN2kmhx0ly8KjpGzi58yQXqG8mobySraN+kHPgbmWfvsGKa3exgMndUje1vcXkzDFPu5/O9X9Mqsrnj0KFDpT6WEEJqk/Xr1wu3DAAAdXV1/PLLLzLMqHrUmGLl48ePuH37NoyNjdG0aVNhfPbs2Xj48CE8PT2Fc1ZSU1Nx6dIlmJmZwc/Pj3WemJgYaGhoiB3mYGVlJWxTvH3x+4rjcDiwtLTEixcvkJOTA3V18cuVVmRZ4oyMDKmOqwuobySjvpGsvH2jo6OD/Jcx+OS9jxVXNNSB5Z4F4AkEyM7MlHC0fBPXFxkZGcIVCcvqeyvQLF68mFXQFL0fllbkMAwDDodDxQohhKBwJNHvv//Ois2YMQOmpqYyyqj61IhipaCgAAsXLkR+fj7mz5/PmtTbuHFjHDlyBLNnz8aFCxeEcV1dXYwYMQLW1tasc2VnZ7OutBSnpaUlbFO8PQDWkDFxx2RlZUksVqRZLYlhGGRkZEBXV1fm4yPlDfWNZNQ3kknbN4KvuYibsgFMPo8Vb+A/D0r1Ct9L9PT0KjPVaiNuM1pdXd1Kfz6ymvhJCCG1xYYNG1jv2aqqqliwYIEMM6o+cl+sCAQCLF26FBERERg1apTIr2zPnz/HrFmz0KRJE4SFhaFhw4ZITk7Gn3/+iXXr1uHBgwfYuXOnbJL/fxX50sjhcOhLpwTUN5JR30hW3r75uCgAeW8/sGJGs4ZBp1+nyk6t2onrh6p47QwbNqxSz0cIIXVJQkIC9u1jX92fNm0a6tevL6OMqpdcFysMw8Db2xunT5/GkCFDsGrVKtb9BQUFmDt3LjgcDvz9/YVXNho0aIBFixbh8+fPOHfuHO7evStcrUtLSwtZWVliH6/oKkrR1ZLi/y7PMYSQ2iHt6FWkhVxmxdTtG6Pe8omySYgQQkids2nTJuTn5wtvq6ioYOHChTLMqHrJ3WpgRYquqBw/fhyDBg3C+vXrRTa6e//+PeLj49GmTRuxQ7CKCpT//vtPGLO2tgaXy0VSUpJI+9jYWGGb4u2L31ccwzCIi4uDiYkJNDQ0yv0cCSHyK+9dAhLm+7NiClrqsNy/GAoq5ZvTQQghhEjj8+fP2LNnDys2efJkWFhYyCij6ieXV1YEAgGWLVuGsLAwODk5YePGjWI3nysau5eamir2PEXxoj1WAKBjx454/Pgx/v33X5EhZTdv3hS2KdKpU+FQj1u3bmHatGms9s+ePUNmZiZ69OhRzmdICJFngrwCxE3ZAEF2Ditu7usJ1YZmMsqqdvn06RMCAgJw+/ZtJCYmip0/w+Fw8PLlSxlkRwgh8mHz5s3Izc0V3lZWVsbixYtlmFH1k7srK8ULlQEDBmDTpk0Sd8lu2rQptLW18ejRI9y6dYt135cvX/Dnn38C+FZwAMDw4cOhpKSEgIAA1tCut2/f4tSpU7C0tGRt8GhjY4OOHTvi3r17uHHjhjBeUFAgXGnMxcWlws+bECI/Pq/6AzlPo1gx/XH9oD+il2wSqmXi4+MxbNgwHDt2DBoaGsjPz0f9+vVhbW0NRUVFMAwDW1tbtG/fXtapEkKIzCQmJiIgIIAVmzhxIiwtLWWUkWzI3ZUVf39/hIWFQUNDA9bW1iL/JwFA37590bx5c6ioqGDRokXw9vbG1KlT0bNnTzRq1AgpKSm4dOkSsrOzMW7cONja2gqPtbGxgYeHB/z8/DBkyBD0798fXC4XZ8+eBY/Hg4+PD2sfFwBYuXIlXF1d4e7ujoEDB8LExAQ3b97E69ev4eLiUum71xNCZCfzn3tI3n2SFVNt0gDm62fIJqFaaOfOncjOzsbBgwfRqVMnNGvWDMOHD4eHhwe+fPmClStX4v379yLLdBJCSF2ydetWcLlc4W1FRUUsWbJEhhnJhtwVKwkJCQAALpeL3bt3i21jbm6O5s2bAyi8qmFhYYHAwEA8ffoU4eHhUFdXR7NmzeDi4iJ2jf6ZM2fC3NwcgYGBCAkJgbKyMtq2bQsvLy/Y2dmJtG/cuDFCQ0Ph6+uL8PBwcLlcWFlZwdvbG+PGjau8J08Ikan8hGTEe/iyYhxVZVj+vhgKmmoyyqr2uX37Nnr06MG66l3E1NQU27Ztw+DBg+Hn54fffvtNBhkSQohsJScni6xmO2HCBNjY2MgoI9mRqliZMGEC2rdvj9mzZ1d2Pli/fj3Wr19frmO6dOmCLl26lOuYIUOGYMiQIWVub2Njg+3bt5frMQghNQfD5yN++kbwU9kbPJqtmQb1lnXvw6EqpaWloWHDhsLbSkpKyMn5Nj9IRUUFXbt2xeXLl8UdTgghtZ6fnx++fv0qvK2goIClS5fKMCPZkWrOyrNnz8Dn8ys7F0IIkZnEzX/h6+0XrJjOoK4w+NlJRhnVXvr6+qziRE9PT3hVvYiioqLEJeMJIaQ2S0tLE/mBfNy4cWjcuLGMMpItqYqVhg0binywEEJITZX973N82RTCiilbGMNi+2zaXLMKWFtbIy4uTnjbzs4Ot27dQnx8PIDClRwvXLiABg0ayCpFQgiRmW3btrF+rOFwOFi2bJkMM5ItqYqV8ePH4+rVq4iKivp+Y0IIkWO8lAzET9sICATfgooKsNy3CEp62rJLrBbr3r077t27h8zMwiF3//vf//D161cMGTIEI0aMQP/+/ZGcnIzx48eX+9ynTp3C8uXLMXz4cLRq1Qq2trYICwuT2D47Oxvr1q1D79690apVK/Tu3Rvr1q0TbvgrzpkzZzBy5EjY29ujY8eOmDp1Kp4/fy6xfUxMDGbPno3OnTvDzs4OgwcPRnBwMATFX3OEEAIgPT1duNpsEVdXV9ZiUXWNVHNWLCws0KlTJ4waNQqjR49G69atYWRkJPYXyOJ7lhBCiDxhGAbxHr4o+JTCitdbOh6aDi1klFXtN3bsWDg4OAg3+nVwcMDWrVuxc+dOvH37FmZmZpgzZw5GjRpV7nNv27YNCQkJ0NfXh4mJSamjALhcLtzc3PDq1Sv88MMP+OmnnxAZGYmDBw/i3r17+PPPP0U2/N29ezd8fX1hZmYGV1dX4WqSY8aMwYEDB+Dg4MBqHxUVBVdXV+Tm5mLAgAEwNTVFeHg4fHx88Pr1a/j4+JT7ORJCaq8dO3YgIyNDeLuuX1UBAA7DMEx5D2rWrBk4HA6KDi1tmMSrV6+kz64OYxgG6enp0NPTo2EoJVDfSEZ9I5m4vknefRIfl+5ltdPqaQ+b46vBUZC7bagqXVJSEkxMTFixxMREGBsbyyijirt9+zasrKxgbm6OvXv3YsuWLVi3bh2GDx8u0nb79u3w9/fHlClTsGDBApG4u7s7vLy8hPGYmBj89NNPsLCwwLFjx6CtXXjl7e3bt3BxcYGxsTHOnz/PWv7ezc0NERER2Lt3L3r27AmgcJ+uqVOn4s6dOwgMDKz05e/pfUAy6hvJqG8kq66+yczMhLW1NdLS0oQxFxcXHD16tMoes6Kqo2+kurLi7u5OL2RCSI3GffIWn1aw9/FQMtZDg93z60ShUlt17dq1TO0YhkFoaCg0NDTg7u7Oum/69OkIDg7GsWPH4OnpKfy8CwsLA4/Hw8yZM4WFCgA0adIEzs7O+Ouvv3D37l1069YNABAdHY2IiAg4ODgICxWgcAfquXPn4s6dOwgNDaW9ugghAAr3GixeqACAt7e3jLKRH1IVK56enpWdByGEVIncN/FIDb6InGdRKMjMRqqOFtSaWSHz3B0wBTxW2wa7foGyqYGMMq17eDweoqOjkZmZKXH+RlUNJY6JiUFiYiK6desmMtRLVVUVHTp0wJUrVxAbGwtra2sAwP379wEAP/zwg8j5unfvjr/++gsRERHCYqWofdHt4uzs7KCjoyNsQwip27Kzs7FlyxZWbNiwYWL3/6tr5G5TSEIIqQy5L2PwcdleZN94wornA/ga/lSkvbHXSGg7tq+e5Oo4hmGwbds2BAcHs/YREKeqhhLHxsYCgLAQKcnKykrYrqhNTEwMNDQ0xA6TK2ofExMjjBX9u+i+4jgcDiwtLfHixQvk5ORAXV1dbB5SjNQWHiPNsbUd9Y1k1DeSVUffBAQEICWFPX/y119/lfv/PyraN2UZqVWhYoXL5eLKlSt49eoVsrOzoampiebNm6Nv374iv1QRQkh1yQ5/ghg3Hwiyc77fGIBqEwvUWzahirMiRfz9/bF7927o6Ohg6NChMDU1Zc3zqA5Fy4JqaWmJvb8oXnz50OzsbBgYiL/yVtS++CpiRf8uPmRM0mNIKlYyMjKk/hJQfJIuYaO+kYz6RrKq6Bs1NTUwDINNmzax4oMHD0bbtm2RlZUFHo8n4Wj5IW3f6Ovrf7eN1J8Oly9fxrJly5CZmcl6I+VwONDR0YGPjw/69esn7ekJIUQquS9jylWoAEBBQhLy3n6AWgvrqkuMCIWFhcHMzAzHjx8v0wdVXaarq1vuYxiGQUZGBnR1dWl+aQnUN5JR30hW1X3j5+eHpKQkVqzoqoqkH1TkRXW8bqQqVh4/fow5c+ZAQUEBo0aNgoODA4yMjJCcnIz79+/jxIkTmDdvHoKCgtC2bdvKzpkQQiT6uGyvSKGiaKADfZfeUG1mhbzIWKSFXgM/NVN4v4Cbh4/L9qLhibXVnW6dlJycDFdXV5kWKkVXOyTtpyLuqoiWlhbrSou49sW/WIi7OvO9Y0qqyIc/h8OhL50SUN9IRn0jWVX0TU5ODjZu3MiKDRw4sMZt/VGVrxupipXdu3dDWVkZR44cQdOmTVn3OTk5YezYsRg9ejT27NmD3bt3V0qihBDyPbmv40TmqOg4dUaD3QugqPVtmI3psgmIn7EJmefuCmPZN54g90081JrSrulVzcLCotRNF6uDuDkmxRXNaSk+38Ta2hqPHz9GUlKSyLwVcXNgiv5ddF9xDMMgLi4OJiYmNGyakDps//79+Pz5Myv266+/yigb+STV+pxPnjyBk5OTSKFSpGnTphg4cCAeP35coeQIIaQ8Ug9fYt1WNNARKVQAQFFLvTCuz55LkHb4YpXnSIBx48bh+vXrIpNJq5O1tTVMTEzw6NEjcLlc1n15eXl48OABTExMWMVK0S+d//77r8j5bt68yWoDAJ06dQIA3Lp1S6T9s2fPkJmZKWxDCKl7cnNzsX79elbsxx9/RJcuXWSUkXySqljJycmBoaFhqW0MDQ2Rk1P2MeOEEFJRuc/fsW7ru/QWKVSKKGqpQ8+lNyuW8+yd2LakcvXu3RsdO3aEq6srTp48idevX+Pjx49i/6sqHA4HLi4u4HK58Pf3Z923Z88eZGRkwMXFhTWsYfjw4VBSUkJAQABraNfbt29x6tQpWFpasvZMsbGxQceOHXHv3j3cuHFDGC8oKICfnx+Awg3fCCF10x9//CHyPrd8+XIZZSO/pBoGZm5ujn///Rfz5s2T2ObOnTswNzeXOjFCCCmvknNVVJuJLhlbnFpz61KPJ1WjT58+4HA4YBgGS5YskdiOw+Hg5cuX5Tp3aGgoHj58CAB48+aNMFa0n0nfvn3Rt29fAMCUKVNw9epV7N+/H69evULLli0RGRmJ8PBwNG/eHFOmTGGd28bGBh4eHvDz88OQIUPQv39/cLlcnD17FjweDz4+PiKrmq1cuRKurq5wd3fHwIEDYWJigps3b+L169dwcXGhDSEJqaPy8/Oxbt06Vqx3795i92Wq66QqVpycnODv749FixZh3rx5MDU1Fd6XmJiIrVu34r///sOsWbMqLVFCCPkehRJXUfIiRecKFJf7KqbU40nVGDp0aJVNxHz48CFOnDjBij169AiPHj0CUPhjW1GxoqGhgaCgIOzcuRMXLlzA/fv3YWRkhIkTJ8LDw0PsXJKZM2fC3NwcgYGBCAkJgbKyMtq2bQsvLy+xm7c1btwYoaGh8PX1RXh4OLhcLqysrODt7Y1x48ZVQQ8QQmqCwMBAxMfHs2J0VUU8DiPFAu65ubn43//+h6dPn0JZWRlWVlYwNDRESkoKYmNjUVBQADs7Oxw6dAhqampVkXetxzAM0tPToaenR6tylEB9I1ld75uPyw8geedx4W1FfW00e3pQ7FAwfhYXkfY/g5/2bTiPsecI1F81uVpylQdJSUkwMTFhxRITE8Vuekhqjrr+PlAa6hvJqG8kq+y+KSgoQNOmTVkLfHTv3h03btyocX1fHa8bqeasqKmpISgoCJ6enjA1NUVUVBTu3buHqKgo1KtXD56enggODqZChRBSrfRH9GTd5qdlIX7GJvBLDO/iZ+cgfuZmVqECAPpu/as8R0IIIXVbcHCwyEqEy5cvr3GFSnWRelNIFRUVuLu7w93dHdnZ2fj69Ss0NTXlfvMaQkjtxEvPQsKiAJF45rm7iGwzEXouvaHW3Bq5r2KQHnpNpFDR6mkPtSYW1ZUuQeGVnYsXLyI6OhpcLhdr1xbuc5OamooPHz6gadOm9KMXIaRW4fF4WLNmDSvWpUsXODo6yigj+SdVsdK8eXM4OTlhy5YtAAo3tKIihRAiKwWfUxE90hu5L2PE3s9Py0LK3tMSj1fQUofZ2ulVlB0R5/Dhw9iwYQPy8/MBFE6mLypWUlJSMHr0aKxatQqjRo2SZZqEEFKpQkJC8O4de+VJuqpSOqmGgWlpaaF+/fqVnQshhJRbXswnvHOaL7FQ+R4FLXVYB/8KtealrxxGKs/Vq1fh4+ODpk2bIiAgAGPGjGHd36RJE9ja2uLy5csyypAQQiofn8/H6tWrWbGOHTuif38aglwaqYoVOzs7REZGVnYuhBBSLrkvY/DOaQHyY9i7/yrVN4RVkDe0etqXerxWT3s0/mcLtHqU3o5UrgMHDsDMzAyHDh1C7969xe7b1bRpU0RFRckgO0IIqRpHjx4VLqlehK6qfJ9Uw8A8PT3h5uaGEydOYNiwYZWdEyGEfNfXiEjEjF4Ofno2K65iUx8Nw9ZAxaoedH/qik93n2Jjn9FopqgDTY4SvjI89J0xAeZTnaHWtIGMsq/bXr16BWdnZ7FLAxcxNTWV6Q73hBBSmQQCAXx8fFixtm3b4qeffpJRRjWHVMXKrVu34ODggKVLlyIoKAh2dnYwMjISacfhcODu7l7hJOuS3DfxSA2+iJxnUSjIzEaqjhbU7RrDwK0ffbEi5P9lXXuEmPE+YLh5rLhaSxvYHPOBsqmBMKbUyAx+Oa9Z7RIXnoUaLc8rMwzDiGyeWFJqaipUVFSqKSNCCKlax48fx6tXr1gxuqpSNlIVKzt37hT+++XLlxJ3GKZipexyX8bg47K9yL7xhBXPB/A1/CmSdx6HVk97mK2ZBrUW1rJIkRC5kH7qFuKnbQRTwGPFNRxawOavlVDUpcU+5J2NjY1wl3lxeDweIiIi0LRp02rMihBCqoa4qyp2dnYYMmSIjDKqWaQqVg4dOlTZedRp2eFPEOPmA0GJvSBE2t14gqgBv8A6+FcaY0/qpJTAf5Dwy05AIGDFtft2gNXBpVDQoGVua4LBgwdjw4YN2LVrF2bNmsW6j8/nY8OGDYiPj8fUqVNllCEhhFSeU6dO4fnz56zY8uXLoaAg1dTxOkeqYoXD4UBLSwvNmzev7HzqnNyXMWUqVIoIsnMQ4+aDxv9soSsspE5J3BaKz6v+EInrDu+JBrvmQUFFWQZZEWm4ubnh6tWr2LFjB06dOiUc7jV79my8ePECCQkJ+OGHHzBy5EgZZ0oIIRXDMAx+++03Vqxly5Y057scpCrpJkyYgKNHj1Z2LnXSx2V7RQoVRQMdGE13hrmvF4ymO0PRQId1vyA7Bx+X7a3ONAmRGYZh8GnFAbGFiuGkn2C5Zz4VKjWMsrIyDhw4gGnTpiE9PR1v374FwzC4cOECMjIyMHXqVAQEBNBYbkJIjff333/jyZMnrNivv/5KV1XKQaorK4aGhlBWpi8HFZX7Ok5kjoqOU2c02L0AilrqwpjpsgmIn7EJmefuCmPZN54g9008TbontRrD5+PD3B1IC74ocp/JL64wXTqevtDWUCoqKpg7dy7mzJmD9+/fIyMjA1paWmjUqBEUFRVlnR4hhFSYuKsqzZo1o6vG5SRVWdetWzdERESAYZjKzqdOST18iXVb0UBHpFABAEUt9cK4vjYrnnZY9AscIbWFIK8AcZPWiy1U6q+einrLJlChUgtwOBw0atQI7dq1Q9OmTalQIYTUGv/88w8ePHjAinl7e9P7XDlJVazMnTsX6enp+PXXX5Genl7JKdUduc/fsW7ru/QWKVSKKGqpQ8+lNyuW8+yd2LaE1HT87BzEuK5Axpl/2XcoKsBi51wYz6KxvrXFo0ePcPjwYezZsweHDx/Go0ePZJ0SIYRUGMMwWLVqFSvWpEkTjB49WkYZ1VxSDQNbsGABtLW1cfz4cZw+fRoWFhYwNDQU+ZWTw+EgMDCwUhKtjUrOVVFtZlVqe7Xm1qUeT0htwEvNRMzoFeA+ZO+NwlFVhuWBxdB16iKjzEhlioiIgLe3N+Li4gAUfrAXfYZYWVlh9erV6NChgyxTJIQQqV2+fBn37t1jxZYtW/bdPaaIKKl67P79+8J/5+fn4/3793j//r1IOxqiUTqFEldR8iJjS22f+yqm1OMJqekKPibj/Qhv5L2OY8UVtNRhfXg5tLq3kVFmpDI9fvwYkyZNAo/HQ8+ePdG+fXsYGRkhOTkZDx48QHh4OCZNmoRDhw7B3t5e1ukSQki5iLuq0rBhQ4wdO1ZGGdVsUhUrkZGRlZ2H0JcvX3D+/HmEh4fj/fv3SE5Ohq6uLtq1a4cpU6agTRvxX1bi4+OxZ88e/Pvvv0hKSoKOjg4aNWqEsWPHYuDAgSLtz5w5g8DAQERFRUFZWRn29vbw8vJC69atxZ4/JiYGvr6+uHfvHrhcLqysrDB69GiMHTtW6hUd1Fo3Yk2wTzt6FabLJogdCsbP4iI99Borpm7XSKrHJUQe5b3/iPfDl6Eg7gsrrmigA5vQ36DRljYIrC22bt0KDoeDoKAgkasnU6dOxf379zF58mRs3bqV9vUihNQ4169fx7//socxL126lBankpLcrZsWFBSEdevWIT4+Hl27dsXPP/+M9u3b48qVK3B1dcW5c+dEjvn3338xePBg/P3337C3t8ekSZPw448/oqCgAHfu3BFpv3v3bsyfPx8pKSlwdXXFwIED8ejRI4wZM0bkkh0AREVFYeTIkbhy5Qq6deuG8ePHAwB8fHywYsUKqZ+rgVs/1m1+WhbiZ2wCv8TwLn52DuJnbgY/LYsV13frL/VjEyJPcl68xzunBSKFirKZERqd3UiFSi3z4sULODk5SRzm1alTJzg5OYlsokYIITVByRXArKyshN8dSflVeODc169fERMTg5ycnEoZX2xnZ4fDhw+LnOvBgweYOHEiVq1ahb59+wo3Efv06RO8vLxgamqKP/74A2ZmZqzjeDwe63ZMTAx27NgBa2trHDt2DNrahStsjR8/Hi4uLvD29sb58+dZYwpXrlyJrKws7N27Fz179gQAzJkzB1OnTsXRo0fx008/oXPnzuV+rmpNG0Crpz3r6krmubuIbDMRei69odbcGrmvYpAeek2kUFFvbwu1JhblfkxC5M3Xu/8h2nUlBJlfWXGVxuZoGLYGKhYmMsqMVBUVFRWYmpqW2sbU1FT4Pk8IITVFeHg4rl+/zootWbKE3s8qQOorKx8+fMDMmTPRqVMnjBw5EhMmTBDe9/DhQzg5OYm9SvE9/fr1E1v0dOjQAQ4ODkhPT8fr198m3u7evRvZ2dlYuXKlSKECQGQiU1hYGHg8HmbOnCksVIDCFRqcnZ0RFxeHu3e/7WcSHR2NiIgIODg4CAsVoHBTs7lz5wIAQkNDy/08i5itmSYy94SfloWUvaeRMHc7UvaeFilUACA/9jPyPyRJ/biEyIPMSxF4P8JbpFBRs2uExmc3UaFSS3Xp0oX1PivO3bt30bVr12rKiBBCKoePjw/rtoWFBSZOnCibZGoJqYqVjx8/YvTo0QgPD4ejoyPs7e1Ze660adMGaWlpOHv2bKUlCnwrPIr+l2EY/PPPP9DT00OXLl3w4sUL/PHHHzhw4ABu374NgUAgco6ixQF++OEHkfu6d+8OoHCVmpLtu3XrJtLezs4OOjo6rAUHykuthTWsg38t92R5fnIGYlxXgF/iSx4hNUXa8euIGfcbmJw8Vlyzays0Or0eSsZ6skmMVLnFixcjMTERS5YswZcv7KF/X758weLFi5GcnIxFixbJKENCCCm/27dv4/Lly6zY4sWLoaqqKqOMagephoHt2LEDGRkZCAoKQrt27bBz5048efLk20mVlNChQ4dKXS//48ePuH37NoyNjdG0aeH49Q8fPiA9PR2tW7fGihUr8Ndff7GOadGiBQICAlCvXj1hLCYmBhoaGjA2NhZ5DCsrK2Gb4u2L31cch8OBpaUlXrx4gZycHKiriy84vrd5pmb3Nmj0z2Z8WrZPZEf74hR0NSHI+Fac5L6MQez/1sDm6G+AUt3ZYKioP2lTUlE1oW84HA5Sfj+LhAW7gBJ5avfvBKvfl4CjplJpz0HceRiGkes+qi6V1TflXflx4cKF0NXVxcmTJ3HmzBmYmZnBwMAAqamp+PjxI/h8PmxtbbFw4UKRx6Hl8Akh8qrkVZX69etj8uTJMsqm9pCqWLl58yZ+/PFHtGvXTmKb+vXrf/cyf1kVFBRg4cKFyM/Px/z584U7f6akpAAAXr58iXfv3mHdunVwdHREVlYW9uzZg6NHj8LLywtHjx4Vnis7OxsGBgZiH0dLS0vYpnh7AKwhY+KOycrKklisZGRkfP/Dv74e9H9fgIIH/2G38xQ0U9SBJkcJXxkeuv88CpYzRkCtvhHeDfgFeW8/fMvvxhN8mLMdFjvnIicnB3l5eaU8SO2SkZEh6xTkljz2jZqaGtTU1PBly1/4skZ0hSe9Ub3RYMdcFDACfK3EzWbF9UVGRgatyoLK6xt9ff1ytS9+NZrH4yEuLk6430oRcatO0nL4hBB5df/+ffzzzz+s2KJFi6CmpiajjGoPqYqVjIwMmJubf7ddfn6+NKdnEQgEWLp0KSIiIjBq1CgMHTqUdR8A8Pl8zJ49G8OHDwcA6OrqwsfHB69fv8bTp0/x4MEDmW4upqurW+a2BW2awi+HvRneF++/ofn/V4Ksj6xCVL954Cd/+5KRFnIZKlb1YLpwrMSCqTZhGAYZGRnQ1dWlLy8lyHXfMAw+ee9DcsBJkbsMpw2B2dppAIcDZShCT0+v0h62oKBAJKarq1upj1FTyapvqnL5e0IIkYWSV1VMTU0xdepUGWVTu0hVrBgZGYn8ClbS27dvUb9+famSKsIwDLy9vXH69GkMGTJEZIOd4lc7HB0dRY7v3bs3nj59ihcvXgiLFS0tLWRliU5YB75dRSm6WlL83+U5pqTyfGkU15bD4Qjjqtb1YROyEu+GLGaN9f+yPhjKDUxgMKZvmR+rpiveL4RN3vqG4fHxYfY2pIVcFrnPdLEbTBaMqbJ8v/c3VZdR3xBCSMU9evQIf//9Nyu2YMECaGhoyCij2kWqCfZdu3bF1atX8ebNG7H3P3jwAHfu3GGtnlVeRVdUjh8/jkGDBmH9+vUimy9aWVkJh4SJG6alo6MDAKyhUdbW1uByuUhKEl1JKzY2VtimePvi9xXHMAzi4uJgYmJSrS9Ijfa2sNy3ECjxheLD7G3IKmXOCyGyIMjNR+zPa8UWKmYbZsJ04Vj6clzHffz4kbWwCSGE1CQlr6oYGRlhxowZMsqm9pGqWJk5cybU1NQwduxY7N69W/hF/saNG/Dz88OUKVOgr68v9aQigUCAZcuWISwsDE5OTti4caOwKClORUUFbdu2BVC4cWNJRbHiQ9Y6duwIACI7iwKFc3GKtwEKNycDgFu3bom0f/bsGTIzM4VtqpOuUxeYrZvODvL4iJ2wGrkvY6o9H0LE4WdyET16OTLPlticVVEBDfYsgNHUwbJJjMiVsLAw1vL3hBBSUzx9+hQnT55kxebPnw9NTU3ZJFQLSVWsWFhY4MCBA9DR0YGfnx/+/vtvMAyDGTNmYPfu3TAwMMDevXthYlL+PRKKFyoDBgzApk2bxBYqRcaMGQMA2LlzJ2uOzLt373DixAloamoKlyQGgOHDh0NJSQkBAQGsoV1v377FqVOnYGlpydrg0cbGBh07dsS9e/dw48YNYbygoAB+fn4AABcXl3I/z8pgNG0IjGYOZcUEWVxEj16Bgk8pMsmJkCK85Ay8H7oYX28+Y8U5aiqwDv4V+i69ZZQZIYQQUjlWr17Num1gYIBZs2bJKJvaSeod7Nu0aYOLFy/i2rVrePr0KTIyMqClpQU7Ozs4OjpKvVOnv78/wsLCoKGhAWtrawQEBIi06du3L5o3bw4A+Omnn3Dx4kVcuHABQ4YMQbdu3ZCdnY0LFy4gLy8PGzZsYE1wt7GxgYeHB/z8/DBkyBD0798fXC4XZ8+eBY/Hg4+Pj8hGkitXroSrqyvc3d0xcOBAmJiY4ObNm3j9+jVcXFyk2r2+stT3mYL8+ERk/n1bGCtISEL0mJVodGYDFLVpvCSpfvkfkhA9wht5b+NZcQVtDViHrIBW19YyyowQQgipHC9evMCxY8dYsXnz5klcQZZIR+piBSjcT+XHH3/Ejz/+WFn5ICEhAQDA5XKxe/dusW3Mzc2FxQqHw8HWrVsRHByMY8eO4ciRI1BRUUG7du0wffp0sUO0Zs6cCXNzcwQGBiIkJATKyspo27YtvLy8YGdnJ9K+cePGCA0Nha+vL8LDw8HlcmFlZQVvb2+MGzeu0p67NDgKCrDcswDvnZeA++DbCju5z94hbtI6WIesBKcO7cFCZC/37QdED1+GggT2vDBFI100PLYa6naNZJQZIYQQUnlKXlXR09ODh4eHjLKpvTgM7YwmV5KSkkSGzyUmJordxLI4XnIGovrPQ370J1bc4H8DYb7Vo1ZNYGYYBunp6dDT06tVz6syyLpvuE+jEO3yK2tpbQBQtjBGw7A1UG1sUe05Sfs3VRfIS98cPHgQhw4dwtWrV6v1cWsrWb8PyDPqG8mobyQT1zevXr1Cy5YtWfvorVy5EitWrJBVmjJRHa8bqeasEPmjZKQLm6O/QdFAhxVPDTyPpG2hMsqK1CXZ/z7H+8GLRAoV1SYN0Oj8FpkUKqRmmDhxIhUqhJAaZc2aNaxCRUdHB15eXjLMqPaiYqUWUW1kDuvDy8FRZe8+/fm3g0g7dk1GWZG6IPOfe4h2+RWC7BxWXL1tEzQ6txEq5kYyyozUBOnp6fj06dP3GxJCiBx48+YNQkJCWDEvLy/o6+vLKKPajYqVWkbToQUa7F4gugeLhy+ybz+XUVakNks7ehUx433A5Oaz4lo92qDhyXVQMtSVcCSpy7KysrB69Wp07doVXbp0YW3s+/TpU0ydOhUvXryQYYaEECLe2rVrIRAIhLe1tLQwZ84c2SVUy1GxUgvpOXdD/VXsPW6YfB5ix/kg93WcjLIitVHynlOIn7EZ4AtYcZ2fusD6r1W0Gh0RKz09HS4uLggODka9evXQqFEj1nAKW1tbPHr0CGfOnJFhloQQIurdu3cIDg5mxTw8PGBoaCijjGo/KlZqKSP3YTAsseEePyO7cA+WxDQZZUVqC4Zh8Hl9MD4u2SNyn/7YH2H1x1IoqEm3fDmp/Xbu3ImYmBhs3bpVuKdWcWpqaujYsSPu3r0rowwJIYRNQaHwK/O6devA5/OFcQ0NDcybN09WadUJFVq6mMgvDocDs7XTUPAhCZnnv33gF8R9QcyYlWh0egMUNNVkmCGpqRiBAB+X7kXK3tMi9xm5D0f93ybTSjKkVFevXkWvXr3g5OQksY25uTkeP35cjVkRQghbZGQkDhw4gMePHyMrKwvKysq4ffs2q82sWbNodckqVqFi5dmzZ3j+/DkyMzNZVWYRDocDd3f3ijwEqQCOoiIs9y7EuyGLkPP4rTCe8/gtYqdugHWQNziKtAcLKTumgId4T1+kHxVdsKHer/+D8ZxRVKiQ70pMTCy1UAEAFRUV5OTklNqGEEKqwosXLzBnzhxcuXKl1HYqKiqYP39+NWVVd0lVrKSnp8Pd3R2PHj1Cadu0ULEiewqaarAOWYmofvNQEPdFGM/65x4+LtkDsw0z6cslKRNBTh5iJ61D1oX77Ds4HJhvngXDn3+STWKkxtHT0/vu6l/R0dH0ayUhpNpdvXoVzs7OyM7O/m5bhmHw33//wdTUtBoyq7ukKlbWr1+Phw8folOnThg2bBjq1asHRfqFXm4pm+jD5sgqvBs4H/z0b398Kfv/hoplPRh7DJdhdqQm4Gd+RczYVfh6u8TqTEqKsNw9H3rDe8omMVIjdezYEVevXsWXL1/EfshHRUXh5s2bGD6c3psIIdXnxYsXZS5UAKCgoADOzs64c+cOWrVqVcXZ1V1SFSvXrl2DnZ0dAgMD6Vf5GkLN1hJWwb8ievgyMPk8YfzT8v1QbmACPeduMsyOyDNeUjreu/yK3GfvWHGOuiqsA5dBu28HGWVGaqoZM2bgypUrGDNmDObOnYu0tMJFP969e4dHjx7Bz88PKioqmDx58nfORAghlWfOnDkihYqhoSHc3NzQsmVL/PfffwgODkZKSorw/uzsbMydOxeXLl2q7nTrDKmKlfz8fHTo0IEKlRpGq2trWPjPQ/zUjax4/IxNUK5nAE2HFjLKjMir/PgveD/CG/lRCay4oq4WrENWQLNzSxllRmoyW1tb+Pr6YtGiRVi4cCGAwuEUgwYNAsMw0NTUhJ+fH6ytrWWbKCGkznj16pXIHBVnZ2cEBwdDS0tLGFu9ejXc3Nxw6tQpYezy5cuIjIxEs2bNqi3fukSqYqV58+ZISEj4fkMid/RH9EJBfCI+/3ZQGGPyChAz7jc0vrAFqo3MZZcckSu5r+MQPcIbBR+TWXElE33YHF8N9ZY2MsqM1AaOjo64fPkyTp48iadPnyIjIwNaWlqws7PD8OHDYWBgIOsUCSF1yO+//866bWhoKFKoAIUbQAYHB8PKygqpqams4zduZP8YTCqHVMWKp6cnpk2bhidPnsDe3r6SUyJVzXi2C/JjvyA18Lwwxk/NRPSo5Wh8YSuUjGjH8bqO++gNokctBz81kxVXsaoHm7A1ULWpL6PMSG2ip6eHiRMnyjoNQggRWSrdzc1NpFApoqWlBTc3N2zfvl3i8aTySFWsfPnyBb1794abmxsGDx6MFi1aQFtbW2zboUOHViQ/UgU4HA7MN81CQUISsi4/EMbzoz8hZuwqNDy1DgrqqjLMkMhSdvgTxLj5QJDNXjZWtZkVGh5fDeX6tEsvIYSQ2qXkXJWWLUsf5lxyQn1WVlal50QKSVWsLF68GBwOBwzD4MSJEzhx4oTI/BWGYcDhcKhYkVMcJUVYHliMd4MXsSZOcx9EIm76Jlj9sYT2YKmDMs7eRtzk9axFGABAo0MzWB9ZBSV98T9KEFKaiIgIqY/t2LFjJWZCCCHilbyK8t9//5Xa/sUL9uqYkn60JxUnVbGybt26ys6DyICitgZsivZgSUgSxjP/vo1Pyw/AbM00GWZHqlvq4Yv4MHs7IBCw4lq92sLqkDcUtdRllBmp6caPHy/1giyvXr2q5GwIIURU27ZtWRPsg4KCsHr1arFDwbKyshAcHCxyPKkaUhUrw4YNq+w8iIwo1zeEzZFViBo4H4IsrjCeHHASKpamMJruLMPsSHVJ8g/Dp1/3i8R1nbuhwe4FUFBVlkFWpLZwd3en1SMJIXJt8uTJ2Lx5s/B2amoq3NzcRCbZZ2dnY/z48azJ9UXHk6ohVbFCahe1FtawDvJGtMtyMAXfhv98XLoXyhbG0P2pqwyzI1WJYRh8WXsIiVuOiNxnMGEAzLe403BAUmGenp6yToEQQkrVrFkzdO7cGXfv3hXGTp06BSsrK7i5uaFVq1Z48eIFgoODRQqVvn37wtbWtrpTrjMqVKwkJCTgzJkzePXqFbKzs6GpqYnmzZtj8ODBsLCwqKwcSTXQ6mEPi22zET9ry7cgwyBu2iY0Or0eGu3pj7C2Yfh8JCwMQOof50TuM57jgnq/TqRfwwkhhNQJHz9+RExMjEg8NTWVtepXSdra2vDz86u6xIj0xUpwcDA2bNgAHo8HhmGE8YsXL8Lf3x8LFizA//73v0pJklQPfVdH5Md9wZf138ZhMjl5iB6zEo0vboWqNS1XW1sI8gsQP3MLMk6Ei9xXb+UkmHiNlEFWpC569OiR8AcvLS0tNG/eHO3atZN1WoSQOiQzMxNOTk74/PlzuY7T0tLCyZMnv7tyGKkYqYqVGzduYPXq1TA0NMT//vc/ODg4wMjICCkpKbh37x4OHjyI9evXw8rKCr169arklElVMlkwBvmxn5EWclkY4ydnIGb0CjQ6vxlKBjoyzI5UBgE3F7H/W4OsKw/ZdygowHyrBwwnDJBNYqROiYiIgLe3N+Li4gB8W0ESAKysrLB69Wp06NBBlikSQuqA/Px8jBgxAk+fPmXFdXV1kZGRIfG4vn37wtfXV2QJY1L5pCpWDhw4AD09PYSFhcHU1FQYNzc3h52dHYYMGQJnZ2f88ccfVKzUMBwOBxZ+Xij4lILs6982OMp7+wExbj5oGLYGCmoqMsyQVAQvPQsxrivBvc9eYYmjogTLvQuhO6SbjDIjdcnjx48xadIk8Hg89OzZE+3bt4eRkRGSk5Px4MEDhIeHY9KkSTh06BBtPEwIqTIMw2Dq1Km4fPkyK96kSRPcvn0bycnJ+P333/H48WOkpaVBX18fbdu2xaRJk9CsWTMZZV33SFWsvHz5EoMHD2YVKsWZmppi4MCBOHPmTIWSI7LBUVaC1cFleOc0H7kvY4Rx7t3/EO++FZb7FoKjoCC7BIlUCr6kInrkr8j9L5oVV9BUg1XQr9DuRcsukuqxdetWcDgcBAUFiVw9mTp1Ku7fv4/Jkydj69atOHTokIyyJITUdsuXLxd5jzE2Nsb58+dhZGQEIyMjbNy4EQzDID09HXp6ejSXUwak+sZZUFAAdfXS91xQV1dHQUGBVEkR2VPU0YD1kd+gVGK38owT4fjsEyijrIi08mM/453TApFCRVFPCw1PrKVChVSrFy9ewMnJSeIwr06dOsHJyQnPnz+v5swIIXXF3r17sXr1alZMQ0MDZ8+eRaNGjWSUFRFHqisr1tbWuHbtGubNmwclJdFT8Hg8XL9+HdbW1hXNj8iQirkRbI6swjunBRBk5wjjSdtCoWJpAsOff5JhdqS43DfxSA2+iJxnUSjIzEaqjhbU7RrDwK0fwOPj/Uhv8D6zl1pUqm+IhsdWQ625lYyyJnWVioqKxCvzRUxNTaGiUvVDThmGwaVLlxAUFITo6GhkZWWhXr16cHBwwNSpU9GgQQNW++zsbOzYsQMXL15EUlISjI2N0a9fP3h6eordPA4Azpw5g8DAQERFRUFZWRn29vbw8vJC69atq/z5EUJE/f3335g5cyYrpqCggCNHjqBjx44yyopIItWVlWHDhiE6OhqTJ0/GixcvWPc9f/4cU6dORXR0NG0eWQuot2oIqz+WAorsl0rCggBkXrwvo6xIkdyXMXg/bCnedJ6O5J3H8TX8KfKfvMPX8KdI3nkcbzpPx5teniKFiopNfTQ+t4kKFSITXbp0Ye1lIM7du3fRtWvV7/G0YcMGeHp6Ijo6Go6OjnBzc4OFhQWOHj0KZ2dnvHnzRtiWy+XCzc0NBw8ehI2NDSZOnIhGjRrh4MGDcHNzA5fLFTn/7t27MX/+fKSkpMDV1RUDBw7Eo0ePMGbMGNy7d6/Knx8hhC0iIgKjR4+GQCBgxXft2oVBgwbJKCtSGg5TfN3hMuLz+ZgzZw4uXboEDocDNTU1GBoaIiUlBbm5uWAYBo6OjtixYwcUaG5DuSQlJcHExIQVS0xMhLGxsYwyKpQadAEfZm9jxRQ01dDwzAZo2Dep1lxo7Gih7PAniHHzYV31Kgu1ljawOeYDZVODKspMvsjr35Q8kFXffP78GWPGjEHnzp0xZ84c1lWWL1++wNfXF/fv38eff/6JevXqVVkeSUlJ6NGjB+rXr4/Tp0+zrowcPHgQ69atw/Dhw7Fu3ToAwPbt2+Hv748pU6ZgwYIFwrZFcXd3d3h5eQnjMTEx+Omnn2BhYYFjx45BW1sbAPD27Vu4uLgIx8aLG6FQEfQeKRn1jWR1oW/evXuHLl26ICkpiRVftmyZyJCw4upC30irOvpGqndIRUVF7NixAydPnsSJEycQGRmJT58+QUtLC23atMHQoUMxdOjQSk6VyJLB+P7Ij/uCxC1/CWOCr7mI+f89WFQalD6kg1Su3Jcx0hUqrRui0en1UNQVP1yFkOqwcOFC6Orq4uTJkzhz5gzMzMxgYGCA1NRUfPz4EXw+H7a2tli4cCHrOA6Hg8DAypszl5CQAIFAgHbt2okM4erVqxfWrVsn3KmaYRiEhoZCQ0MD7u7urLbTp09HcHAwjh07Bk9PT+EHdlhYGHg8HmbOnCksVIDClYacnZ3x119/4e7du+jWjVbhI6SqJScnY+DAgSKFyoQJE+Dj4yOjrEhZVOjnHCpK6hbTpeORH/8F6UevCWO8L2mIHrUCjf/ZTF+Aq9HHZXtFChVFAx3ou/SGajMr5EXGIi30Gvipmew2elr0/xORufv3vw0h5fF4iIuLE+63UiQyMlLkuMr+1c7KygrKysp49OiRcFPKIjdu3AAAdO7cGUDhVZLExER069YNGhoarPOoqqqiQ4cOuHLlCmJjY4XzNYue5w8//CDy2N27d8dff/2FiIgIKlYIqWJcLheDBw/G27dvWfG+ffti3759dLVEzlXutWdSq3E4HFhsn4OCjyn4euuZMJ73Og4xE1bDJtQHCirKMsywbsh9HYfsG09YMR2nzmiwewEUtb6t0me6bALiZ2xC5rlvcwO+3nyG3DfxUGvKnjRMSHUSV4jIgr6+PubOnYuNGzfCyckJffr0gaamJt68eYM7d+5g9OjRcHNzAwDExsYCgMSFY6ysrITtitrExMRAQ0ND7LC6ovYxMTGl5ijFSG3hMdIcW9tR30hWW/tGIBBg3LhxIvPk7OzscPz4cSgrK3/3OdfWvqkMFe2bshSKVKyQclFQUYbVoWV4N3AB8l5/+yX0681n+ODlhwYB8+kXiiqWevgS67aigY5IoQIAilrqaLB7ASLbTAQ/LUsYTzt8EfVXTa6WXAmRd5MnT4aJiQmWL1+OkJAQYbxt27YYMmQIlJULf4DJyir8G5K04ldRvKgdULhymIGB+LlhRe2zs7NLzS8jI0PqLwGl7b5d11HfSFZb+kZVVRXq6uqYPXs2Tp48ybqvQYMGOHfuHDQ0NJCenl7mc9aWvqkK0vaNvr7+d9uUqVhp1qwZFBQUcPbsWdjY2KBZs2Zl+kLK4XDw8uXLsjwEqUGU9LRhc3QVovrNA+9LmjCefvQaVBqYot6yCTLMrvbLff6OdVvfpbdIoVJEUUsdei69kbL3tDCW8+yd2LaE1EW7du3Crl274OHhgaFDh0JHRwevXr3C+vXrMWHCBPj5+aFfv34yy09XV7fcxzAMg4yMDOjq6tKPRyVQ30hWG/tm8+bN8Pf3Z8V0dXVx/vx5mJmZAQD09PS+e57a2DeVpTr6pkzFStGa00UbQdIa1ESlgSmsQ1bi3aCFYLh5wnjilr+gYlWvcH8PUiV4xa6SAIBqs9KXH1Zrbs26Xd5J+YRUBYZhcOXKFURGRiIxMVHsJsIcDgdr166tshzu3LmDbdu2YeLEiZgxY4Yw3r59e+zZsweOjo5Yt24d+vXrJ5wgL+lKSFG8+ER6LS0t1pUWce0lXakpUpEPfw6HQ1+sJKC+kay29E1ISIjIIh0qKio4efIkWrZsKdU5a0vfVIWq7JsyFStBQUGl3q5MX758wfnz5xEeHo73798jOTkZurq6aNeuHaZMmYI2bdqUenx8fDyGDBkCLpeL0aNH47fffhPbrrybdMXExMDX1xf37t0Dl8uFlZUVRo8ejbFjx9bZ5Zk17JvA6sBixIzzAYqtV/5h7nYo1zeEtmN7GWZX++S8jEbyzjCRKyt5kbGlHpf7KoZ1W0HCVRhCqktcXBxmzJiB6OjoUoc4VXWxUjSJ3sHBQeQ+AwMD2Nra4vHjx0hNTf3uHJOiOS1F7YDC+S2PHz8Wbh4prj1tnkxI5bt27Rr+97//icQDAwPRq1ev6k+IVIjczVkJCgrCvn37YGlpia5du8LQ0BCxsbG4fPkyLl++jC1btsDJyUnssQzDYOnSpd99jN27d8PX1xdmZmZwdXUFl8vF2bNnMWbMGBw4cEDkgysqKgqurq7Izc3FgAEDYGpqivDwcPj4+OD169d1esk7nf4OMN80Ewm/FLvMyhcg9ue1aHRuE9RbNZRdcrUAwzD4eusZknYcR9blB2LbpB29CtNlE8QOBeNncZEeeo0VU7drVCW5ElJWq1atwvv37zFmzBj89NNPMDExgaKiYrXnUXQ1p2h54pKK4ioqKrC2toaJiQkePXoELpfLWhEsLy8PDx48gImJCatY6dixIx4/fox///1XZOXMmzdvCtsQQirPixcvMGzYMJGrtZs2bYKrq6uMsiIVIdUlAUdHRxw6dKjUNiEhIXB0dCz3ue3s7HD48GFcunQJa9euxS+//ILt27fj0KFDUFRUxKpVq5Cfny/22KCgIDx69AizZ8+WeP6YmBjs2LED1tbWOH36NBYvXozffvsNf/31F5SUlODt7Q0ej8c6ZuXKlcjKyoK/vz82b96MBQsWICwsDF26dMHRo0e/uxNzbWf4808w9hrJigmycxAzegXyE5JllFXNxvD4SA+7gSjH2XjvvERioQIA/LQsxM/YBH6J4V387BzEz9zMmlwPAPpu/askZ0LK6uHDh+jTpw9WrFiBDh06wNLSEubm5mL/q0rt2rUDULgBZMnhWidOnEBsbCxatmwJLS0tcDgcuLi4gMvlioyB37NnDzIyMuDi4sIaBjF8+HAoKSkhICCAdf63b9/i1KlTsLS0FC6NTAipuISEBAwcOFBksrenpyd++eUXGWVFKkqqKysJCQnIzMwstU1WVhY+fvxY7nNLmsjYoUMHODg44NatW3j9+rXIcK3Y2Fhs3boVU6ZMQfPmzSWev7ybdEVHRyMiIgIODg7o2bOnsL2ysjLmzp2LO3fuIDQ0tM5/4NRbPhH58YnIOBEujBV8SkHM6OVodG4TFHU0ZZhdzSH4movU4AtICjiJgrgvkhsqcADBt+EzmefuIrLNROi59IZac2vkvopBeug1kUJFq6c91JpYVFX6hJSJhoYG6wqErAwYMAB//fUX7t+/j379+qFPnz7Q0dHB69ev8e+//0JFRYV1tX7KlCm4evUq9u/fj1evXqFly5aIjIxEeHg4mjdvjilTprDOb2NjAw8PD/j5+WHIkCHo37+/8Eo+j8eDj49Ppe9eT0hdlZGRAScnJ3z48IEVHzZsGHx9fWmuSQ1WZe+S2dnZUFFRqdRzFr2pl3xzFwgEWLJkCczMzODu7o7Hjx9LPEd5N+kqai9u0y47Ozvo6OiwNjirqzgKCmjgPw8Fn1LAvfufMJ77MgaxE9fC5sgqcJTpQ1mSgsQ0pOw7jZQDZ8FPl7yUqaKBDgynDIJWD3vEuK5gTZbnp2WxVv0qSUFLHWZrp1dq3oRIo3v37qW+T1cXRUVFHDhwAIGBgTh//jzOnj2LgoICGBoaYtCgQZg+fTqaNm0qbK+hoYGgoCDs3LkTFy5cwP3792FkZISJEyfCw8NDZLNIAJg5cybMzc0RGBiIkJAQKCsro23btvDy8oKdnV11Pl1Caq38/HyMGDECz549Y8W7dOmCw4cPy2SYKak8Zf72GBERwbqdkJAgEgMAPp+Pz58/49SpU5U6cfDjx4+4ffs2jI2NWR8eQOGEqcePH+PPP//8boFU3k26iv4t7ldADocDS0tLvHjxAjk5OcLV0koqzxr54toyDFMjNiLiqCrDOvhXRA34BflRCcJ49vXH+DB3Byx2zKmUx6ktmzNxOBzkvv2AZP8wpB25AiZPdDWkIio29WE0axgMxvQFR10VAGAV9Cti3Xwg+Pr91b0UNNVhFfQrVJtZ1vh+K6+a/DdV1Sqrb8r7i+WCBQswatQobNiwAbNnz4aamlq5jq9MKioqmDp1KqZOnVqm9tra2liyZAmWLFlS5scYMmQIhgwZIm2KhJBSMAyDyZMn48qVK6x406ZNcebMGYnfzUjNUeZiZfz48cIPJA6Hg5MnT4psslOEYRhwOBzMnTu3UpIsKCjAwoULkZ+fj/nz57Mq5OjoaPj5+WHChAlo27btd89V3k26xC1HKe6YrKwsiX8Q5dnUS9ymOhkZGcKNyeQZh8OBtq42bI7+hqh+88BP/vZc0v68BBUrU5guGIvs7Gyxy5SWV03bnElFRQVqampQVFTE17v/IWnncWSevweU8tpQb9cUxp4joTuoCxgOB3l5ecgrej3ZWcE4dAXS1wQj798XEs+h+kMr6C1zA8+2Qbk2v6otavLfVFWrrL4py6ZexRkZGWH//v1wdXXF0aNHYWVlJXYJXw6Hg8DAwHKdmxBSt3h7eyM4OJgVMzExwT///ANDQ0MZZUUqU5mLFXd3d3A4HDAMA39/f3Ts2FHsco8KCgrQ1dVF586d0ahRxVcdEggEWLp0KSIiIjBq1CjWiipFw79MTEwwZ86cCj9WVSnPpl7ivsTr6uqWadMieaFiVQ82f67AO+clYHK+7cHyZV0wVBqYQm90nwqdv8ZuzsQwyDx3F0k7joMb8arUptr9O8HYcwQ0u7QSxjgA1NTU2L9CO+jB5PQGfLr3FJv6uKKZog40OUr4yvDQd8Z4mE1xhlrTBlX0hGqG2vA3VVVk1TcvX77Ezz//LJz7KGnz4Br1900IqXa7d+8WWd5cU1NTuIk5qR3KXKx4enoK/33//n2MGDFCZCnGysYwDLy9vXH69GkMGTIEq1atYt1/6NAhPHnyBIGBgWW+zFfeTbqKXzkp6zEllecDV1zbmrgJkUaHZrDctxCx41ezrhzEe/lB2cwQWj3sK/wYNaVfBLn5SPvrCpJ2hbGGx5XEUVGCnksfGLsPh1ozy3I9hnIjc/jlvGbFEheehbqY4Y51TW35m6oKsuqbtWvXIisrC7/88gsGDx4MY2NjGlNOCCmX06dPw93dnRVTVFTE0aNH0aFDBxllRaqCVDOeq3JTyCICgQDLli1DWFgYBg0ahPXr14tsvhgZGQmGYTBhwgSx5zhy5AiOHDkCR0dH7Nq1C0D5N+kq+nfRfcUxDIO4uDiYmJiInVhZ1+k6dYHZ2mn4uGTPtyCPj5gJa9D4/GaoNZf9akBViZeaiZTfzyJl3xnwktIltlPQ0YThJCcYTXOGcj3xQxQJqU3+++8/DBw4sMzzRAghpLh79+7B1dUVgmIbUgOFV1ok7cVHai6pipVHjx7hwoULmDJlitiJ6klJSdi/fz8GDhwIe3v7cp+/eKHi5OSEjRs3iv3VrWPHjmLjSUlJuHHjBho2bIh27dqhRYsWrGPKs0lXp06dAAC3bt3CtGnTWO2fPXuGzMxM9OjRo9zPsa4wmu6M/LgvSA44KYwJMr8ietRyNL64Fcr1a9940vzYz0gKOInU4AtguHkS2ymbG8No5lAYjO8PRW0qdkndoampCSMjI1mnQQipgaKiojBo0CDk5LAXl1m+fLnI8uGkdpCqWPnjjz/w+vVriauhGBsb4/r16/jy5Qv8/PzKde7ihcqAAQOwadMmicMDRowYgREjRojE7927hxs3bqBjx4747bffWPcNHz4cv//+OwICAuDo6CicOC9pky4bGxt07NhReM6ivVYKCgqEz83FxaVcz7Guqe8zBfnxicj8+7YwVpCQhOgxK9Ho741id16vibiP3yBpx3FknP4XKPFrT3FqrRrC2HME9IZ2p+WcSZ3k6OiIu3fvQiAQiFwxJ4QQSZKSkjBgwAAkJ7M3nJ44cSJWrlwpm6RIlZPqm9Lz58/RpUuXUtt06NABt2/fLrWNOP7+/ggLC4OGhgasra0REBAg0qZv376lbvxYGmk26Vq5ciVcXV3h7u6OgQMHwsTEBDdv3sTr16/h4uJS5zeE/B6OggIs9yzAe+cl4D6IFMZzn71D3OT1sD68HBylmjlenWEYZF1+gKQdx/H11rNS22r1agtjzxHQ6tWW5kuQOm3BggX4+eefMX/+fCxcuBD16tWTdUqEEDnH5XIxaNAgvHv3jhXv168f9u7dS5+rtZhUxUpKSgpMTExKbWNkZISUlJRynzshoXACMpfLxe7du8W2MTc3l7pYAcq/SVfjxo0RGhoKX19fhIeHg8vlwsrKCt7e3hg3bpzUedQlCuqqsP5zBaL6z0N+9CdhPOtSBBIW7IL5Vo8a9UYjyC9A+rHrSNoZhrxI0flMQooK0BveE8Yew6HeuuKr4xFSGzg7O6OgoAAvXrzA+fPnoaOjI3Hp4suXL8sgQ0KIPOHxeHB1dRXZhNve3h7Hjh2jpehrOamKFR0dHXz69KnUNh8/fpRq0vn69euxfv16adIScnBwwOvXr0ttU95NumxsbLB9+/YK5VXXKRnpwubIKkQNmA9+aqYwnhp4HipWpjCZM0qG2ZUNP/MrUg6eQ/Ke0+B9klyMK2ipw2B8fxjNHAoVi9ILe0LqGoZhoKSkhPr167Ni4toRQuo2hmHg5eWFM2fOsOKWlpY4d+6cxH3wSO0hVbFib2+PS5cu4dOnT6wPmyIfP37E5cuXaXgUEaHa2ALWh5fj/dAlrB3bP/92EMoNTKA/opfskitFfkIykvecQurBcxBkS94xXslUH0bTnWH4sxMUdSUvZ01IXXb16lVZp0AIqSE2bNggMiVAT08P//zzj9jvoKT2kWpm488//4zc3FyMGTMGJ0+eRGJiIgAgMTERJ06cwJgxY5CXl4dJkyZVarKkdtB0aIEGAfNF4h/ctyL79nMZZCRZzstoxM/agsi2PyN553GJhYpq0waw2D4HzZ4chMmcUVSoEEIIIRUUHBwsspiTiooKTp8+XaHpAKRmkerKSocOHeDt7Y21a9cKX0RFu9sDhbvYL1u2jLUEMCHF6Q3tjoIPSfi0fL8wxuTzEOvmg0b/bJHprusMwyA7/CmSdx5H1pWHpbbV7NoKxp4joP1jR3BoVSNCCCGkUly5ckXsj97BwcHo3r27DDIisiL1uqnjxo1Dx44dERISgufPnyMrKwva2tqws7ODq6srmjZtWpl5klrIyH0Y8uM+I2X/38IYPz372x4sJvrVmg/D4yP91E0k7wxDztMoyQ0VFKA7qCuMPUdAo71t9SVISC3z+PFj3L59G4mJicjPzxe5n8PhYO3atTLIjBAiS8+ePcPw4cNRUFDAim/dupW2i6iDKrTJQ9OmTbFixYrKyoXUMRwOB2brpiP/QxKy/rknjBfEfUHM2FVodGo9FDTVqjwPfnYO0oIvICngJAriEyXnq64Kg7F9YTRrOFRtaJwsIdLi8XiYN28eLl26BIZhWFfmgW9X6qlYIaTuiY+Ph5OTEzIzM1nxOXPmYO7cuTLKisgSjVshMsVRVITVvkVQb9uEFc959AZx0zaC4fOr7LELvqTi8+pARNr9Dx+X7pVYqCga6sB00Tg0f3YQ5pvcqVAhpIJ+//13XLx4EcOHD8fx48fBMAz+97//4ciRI5g/fz50dHQwYMAAXLp0SdapEkKqUXp6OgYOHCjcxqLIyJEjsWXLFhllRWStTFdWPn78CAAwNTWFoqKi8HZZmJmZSZcZqTMUNNVgHbISUf3moSDuizCeef4uPi7dC7P1Myp1D5bctx+QvPM40o5eZa1IVpKKTX0Yuw+HvqsjFDSq/goPIXXFmTNn0KRJE6xZs0YY09bWRps2bdCmTRv07NlTuOGuq6urDDMlhFSXvLw8DBs2DP/99x8r3q1bNwQFBUGB5oXWWWUqVvr06QMOh4Nz587BxsZGePt7OBwOXr58WeEkSe2nbKIPmyOr8G7AfPAzsoXxlH1noGJpCmP34RV+jK93/0PSjuPIPH+31HYa7W1h7DkCOj91AUdRscKPSwhhi4uLY40753A44PF4wttNmjRB7969ERISQsUKIXWAQCDAzz//jOvXr7PizZo1w6lTp6CmRj8Y1mVlKlaGDh0KDocj3Hin6DYhlUnN1hJWh39F9PBlYPK/fXH5tPwAlC1MoNbcCqnBF5HzLAoFmdlI1dGCul1jGLj1k7h6GMPnI/P8PSTtOA5uxKtSH197gANMPEdAo3NLen0TUoWUlZVZXz40NDSQmprKamNmZoZr165Vd2qEEBlYunQpQkJCWLF69erh/PnzMDAwkFFWRF6UqVgpuaN8RXeYJ0QSra6tYeE/D/FTN34LMgziJq0DSuxmnQ/g6/8vMazV0x5ma6ZBrYU1AECQk4e0I1eQ5B+G/HeShy1yVJSgN6oPjN2HQ83WsgqeESGkpPr16+PTp0/C2w0bNkRERIRwUj0APH36FLq6urJKkRBSTfz9/bFhwwZWTFNTE2fPnoW1tbVskiJypUKrgRFSFfRH9EJB3Bd89gn8FixRqJSUfeMJogb8ggYBvyD3ZQyS950BPzlDYntFXS0YTHKC0dQhUK5Hv9oQUp06duyIK1euCIsTJycnbNiwAdOnT0fPnj3x8OFDPHz4ECNGjJB1qoSQKnTy5El4enqyYoqKijh27BjatWsno6yIvKFihcgl4zmjwH0Shcwz/5b5GEF2DmLHry61jbKFMYxmDoOBWz8oamtUNE1CiBRGjBgBPp+Pz58/o379+nBzc8O9e/dw/fp1hIeHAwDs7Ozwyy+/yDhTQkhVuXPnDsaMGcNathwA9u7diwEDBsgoKyKPylSsTJgwQaqTczgcBAYGfr8hISVwOBzw07NF4ooGOtB36Q3VZlbIi4xFWug18FMzxZyBTa11Qxh7joCec3dwlKlGJ0SWWrZsiVWrVglvKysrY/fu3Xj+/Dni4+NhZmYGOzs7Wv2HkFrqzZs3GDx4MHJzc1nxlStXit21ntRtZfrWdv/+fbHxkht5lYzTJGUirdzXcfh68ykrpuPUGQ12L4CilrowZrpsAuJnbELmOfErfGn1bgdjzxHQ6mlPr0dC5Fzr1q3RunVrWadBCKlCiYmJGDhwIFJSUljxSZMmYfny5TLKisizMhUrkZGRrNv5+fnw8vJCbGwsZs6ciQ4dOsDIyAjJycmIiIjA7t27YWVlhe3bt1dJ0qT2Sz3M3gxO0UBHpFABAEUtdTTYvQCRbSaCn5YljKvaNoDlvkVQb9WwWvIlhFTc48ePcf36daiqqmLEiBEwNTWVdUqEkEr09etXDBo0CO/fv2fFBwwYgN27d9OPikQsqa6xb9++HW/evMGxY8cwZMgQmJmZQUVFBWZmZnB2dkZoaCjevHlDxQqRWu7zd6zb+i69RQqVIopa6tBz6c2KKdczpEKFEDm1YcMGtG7dGunp6cLYP//8g3HjxmHPnj3Yvn07hg8fji9fvkg+CSGkRuHxeBg9ejQiIiJY8Xbt2iE0NBTKysoyyozIO6mKlb///hv9+/eHpqam2Pu1tLTQr18/nD17tkLJ1UXRGQLoDF4Gw5l/wmj2KRjO/BNbH/EQlSp5p/XaSJCdw7qt2syq1PZqza1LPZ4QIj/u3bsHBwcH6OnpCWPbtm2DtrY2NmzYgAULFiA9PR2///677JIkhFQahmEwa9Yske+F1tbWOHv2LLS0tGSUGakJpJppnJqaioKC0r8883g8kfGIRLLI5AKsuJGOW/EF0Oozg3XfoVd8HHr1Bd0aqGJVTz00M6r9vz4olLiKkhcZW2r73Ff/1959xzV1vX8A/wQISzaCVRRwgQpFUYYDqiKC4qbixOpX7bDi6lJb+2utVlu1lTqq1tGq1IXiqgoKVsGBoKAtCirViEUFJRDAMBJyf3/QBK5JEAIkAZ736+Wr5NxzkyengZPn3jN4NZ5PCNEeT548YS1LyuPx8PDhQ4SFhWHMmDEAgOvXr+PixYtYunSppsIkhDSQVatWYfv27awyKysrREdH44033tBQVKSpUOnOir29PaKjo5Gfn6/wOJ/PR3R0NBwcar4aTipdelyK0Qdzcelx2Wvqlf1Xr7TGes2B4ZudWY/zD51HhZK7JRVFQhREsne6NnLrrLAuIUTzhEIhjI2rlg6/ceMGOBwO3nrrLVlZly5daBgYIc3A7t27sWzZMlaZgYEBTpw4AWdnZw1FRZoSlZKV6dOn48WLFwgODsbu3buRlpaGp0+fIi0tDb/99huCg4ORl5eH6dOnN3S8zU7GCxFmnsjDS1HNmx5KvRQxmHkiDxkvmvewMKvQANbjivwiPP5grVzCUlFcgsdz1rEm1wOAZWhgo8dICFGNjY0NHj58KHuckJAAY2NjuLi4yMqKi4uhr6+vifAIIQ3k3LlzmD17NquMw+Hg999/x4ABAzQUFWlqVBoGFhISgtzcXGzZsgXfffcd6xjDMNDV1UVYWBjGjx/fIEE2Z19dLJBLVCwNdRDczRjO1nq4mydGVIYQ+aUS2fGXIgZfxxfgQLCNusNVG0OnDjAZ2AvFF2/KygpPJyKj5wxYhAyGYXdHlKbzUBD5p1yiYjKwFwy7tldzxISQ2vLy8sIff/yB33//Hfr6+oiNjYWfnx90dXVldbKysmg1MEKasJs3b+Ltt9+GWCxmlYeHh+Ptt9/WUFSkKVJ5d7y5c+di1KhROHHiBO7du4eioiKYmprC2dkZo0aNgr29fUPG2Szd54vkhn4FdjLExmFWaKVfddNrcX8zzIvmI+ZB1fCvhKwyZPJF6GLVfOevtPv2PWQO+5g1Wb4ivwh5v5xQeo6OiRHarXpfHeERQlT0wQcfIDY2FitXrgTDMDAyMkJYWJjsOJ/Px7Vr1+iCFyFNVFZWFoKCglBUxL6Y+PHHH2P+/Pkaioo0VfXaytve3p7VwZC6OXD7JeuxpaGOXKICAK30K8u9dj1DQbU7LAduv8QyXwt1hKoRhj0c4RjxJXihK2q1upeOiREcI76EYXeaK0WINnNwcMCpU6dw9uxZAMCgQYPQvn3V3dDs7GxMmTIFI0eO1FSIhBAV5efnY/jw4Xj69CmrfMKECVizZo2GoiJNWb2SFamCggKUlJSgbdu2DfF0LUZaLnveSXA3Y7lERaqVvg7e7maMnTeLq85/3rznrQCAyVu90CX6Bzz54hfWkDC5egN7od2378Gwh6PaYiOEqM7W1hahoaEKj9FO9oQ0TWVlZRg7dizu3LnDKn/rrbewe/du6OioNFWatHAqf2qKioqwcuVK9O/fH/369cOQIUNkx27duoV3330XaWlpDRJkc/XqXBVn65pzx1ePF5fXblJ+U2fYwxGdjq6CzenV+LX0Aa6KXuAvcQGuil6g1awgOCVuQ6ejqyhRIaSJysjIwLFjxzQdBiGkHiQSCaZPn474+HhWeffu3XHs2DEYGhpqKDLS1Kl0Z6WgoACTJk0Cj8dDjx49YGVlhX/+qdpx3NnZGSkpKTh58iRcXV0bLNjmphWXw3p8N0+spKbi4yb6HCU1mye9zu0QXnKXVZb72SkY2jTfhQYIaQliY2OxefNmjB07VtOhEEJUtHjxYhw8eJBV1rZtW5w5cwaWlpYaioo0ByrdWdm0aRN4PB5+/PFHREVFYdiwYazjhoaG8PT0RGJiYoME2Vy52rInxx/JEOJluURh3eJyCY5kCNnn2zTfyfWEEEIIaRo2bNiAdevWscpMTExw+vRp2nOP1JtKycr58+cxaNAgBAUFKa1jZ2eHZ8+eqRxYSzDZpRXrcUGpBPOi+XIJy8tyCeZH81mT6wFg0ivnE0IIIYSoU1RUFBYuXMgq09PTw5EjR9CrVy+NxESaF5WGgeXm5taYqACAvr4+Skpev4JTS9bFigufDgas5YtjHpTCa9czvF1tn5UjGUK5RMXX3qBZL1tMCCGEEO12+fJlTJ06FQzDnkO7Y8cOBAQEKDmLkLpR6c6KhYWF3JJ0r3r48CFsaC7Bay0faCE3d6WgVIKdN4vxWVwBdt4slktUdDjAFwPM1RkmIYSobOnSpYiLi5M9fvLkCYqLq1Y2tLOzg4eHhyZCI4So6O7duxg9ejRKS0tZ5StWrMD06dM1FBVpjlRKVjw9PXH+/Hnk5OQoPJ6ZmYmEhAT079+/XsG1BN1ac7FrtLVcwlITCQNEpgtfX5EQQrTA0aNHkZ6eLns8ZMgQ7N69W/Z43Lhx2Lt3ryZCI4So4NmzZxg2bBj4fD6r/N1338UXX3yhoahIc6VSsvLBBx+goqICkydPxsmTJ5Gfnw8A+OeffxAZGYnp06dDX18fs2bNatBgmyufDoY4MdEWvvYGtT5n581inMmkYXaEEO1nYmKCly+rNsFlGEZu2AghpGkoLi7GyJEjwePxWOVBQUH4+eefweG0rJVKSeNTac6Ks7Mz1q9fj8WLF+Ozzz4DUNn5jBw5EgzDoFWrVggPD4ejo2NDxtqsdWvNxYFgG2TyRThw+yXSckUQlIhgbsSFqy0Xnu0M8OHpPJRWVJ3z0Vk+XGzawN68Qfb2JISQRtG5c2ecOnUKbm5uaN26NYDKXeqTk5Nfe66np2djh0cIqSWxWIwJEybgxo0brHIPDw8cPHgQenr0fYQ0PA5Tj8tbBQUFOHbsGG7dugWBQAATExO4ubkhODgYVlZWKj1nTk4Ozpw5g/j4eDx48AAvXryAubk5evfujdmzZ6Nnz56yuiKRCOfPn8eff/6JW7du4enTp+BwOOjSpQvGjh2LSZMmQVdXV+HrnDx5Ert370ZmZia4XC569eqF+fPnK901mcfjYf369bh27RqEQiEcHBwwceJETJkypVF2ZGUYBgUFBbCwsJBdpfj978p5LNX1asPF0Qm20Ndt/lcynj9/DltbW1ZZbm4uzY0CtU1NqG2UU1fbxMfHIywsDCKRCEDl37faXn2tPnyM1I6i/oNUorZR7nVtwzAM3nvvPezYsYNV3rFjR1y9ehVt2rRRV6hqR58b5dTRNiqlwMeOHYO1tTV8fX0xY8aMBg1o79692L59O+zt7dG/f39YW1vj0aNHiI2NRWxsLH744QfZSmRZWVmYP38+WrVqhb59+8LPzw9FRUX4888/8c033yAhIQFbtmyRa7ytW7di/fr1aNeuHSZNmgShUIhTp05h8uTJ2LlzJ7y9vVn1MzMzMWnSJJSWlmLYsGFo06YN4uPjsWLFCty9excrVqxo0DZQZoprK1z9twxH71YN/7qZI8K3lwRYPtBCLTEQQkhdvfXWWzh9+jSuXr2KnJwcbNq0CZ6envDy8tJ0aISQWlq5cqVcomJtbY3o6OhmnagQLcCooEePHsyqVatUOfW1YmJimOTkZLny5ORkxsXFhfHy8mLKysoYhmGYZ8+eMb///jsjFApZdV++fMkEBwczTk5OzOnTp1nHHj58yPTo0YMJCAhgCgsLZeX37t1jevbsyfj7+zMikYh1ztSpUxknJyfmwoULsrLy8nJm+vTpjJOTE3P16tV6v+9XSSQShs/nMxKJhFVeVFbB+Pz2lGm3/jHrX3SmUMkzNR+5ubkMANa/3NxcTYelFahtlKO2UU5TbePs7Mxs3Lix0V+npVLWfxBqm5rU1Da//vqr3N8KQ0ND5vLlyxqIVP3oc6OcOtpGpfFLNjY2stv5DS0gIEDhEpYeHh7w9vZGQUEB7t69CwBo06YNpkyZAiMjI1ZdY2Nj/O9//wMAuTHRUVFREIvFmDNnDkxNTWXlXbt2xZgxY5CVlYXExERZ+cOHD5GcnAxvb28MHDhQVs7lcrFo0SIAQGRkZD3fde2Z6Otga5AVDF4Z3bboLB+PBWK1xUEIIaqKi4ujpU0JaSJiYmLw7rvvsso4HA727dtHq74StVApWfH398fly5dRXl7e0PHUSDpxqzYTuKR1Xp2zkpSUBAAYMGCA3Dm+vr4A2AmOtL6Pj49cfTc3N5iZmcnqqIuLjb7csC9BGYM5Z/gor6AVdggh2s3Ozk52sUgsFiMzMxOpqam4f/8+xGK66EKItkhJScH48ePlfi83bNiAcePGaSgq0tKoNGdlwYIFSElJwdy5c/HZZ5+ha9euDR2XnCdPnuDKlSuwsbGBk5PTa+sfOXIEgHySwePxYGxsrHACqYODg6xO9frVj1XH4XBgb2+PtLQ0lJSUyN3hkWJUWMNAeo6yc0PfbIUr/5bhxL2q+Supz8rx3WUB/u8ti2a5LKii98TQEqgAqG1qQm2jXEO1jSqTKgUCAdatW4c//viDtamcoaEhRo4ciY8++giWlpZ1fl5CSN1kZGRg586dSE1NlU2Udnd3x7BhwxAaGsrawBUAPv30U4SFhWkoWtISqZSsjB07FuXl5UhPT8elS5dgYGAAKysruQ6Lw+EgNja23kGKRCJ89tlnKC8vxyeffKJ0hS+pgwcPIj4+Hn379mUN3QIq1wdXtlKZiYmJrE71+gBYQ8YUnVNUVKQ0WREIBCp/MRIIBArLjY2NsWaIJf7KFYFXUHXFY1tKMfq2N4C/owEKCwub1RcyRW0hEAjA5XI1EI12obZRjtpGuYZqm7omFQKBABMnTgSPx4OFhQX69OkDGxsbvHjxAmlpaYiMjERSUhIOHjwICwuLOj03IaR20tLSsHDhQsTFxckdi4uLw7p16+TKJ02ahO+++04d4REio1KywjAMuFwu2rZtK1de02NVSCQSfP7550hOTsaECRMwduzYGutfuHABK1asgJ2dHdauXVvv128I5ubmdT6HYRgIBAKYm5srvWqpD2BbkBVGHcxFebX9VxbF8HF2ahu0U+F1tZmieVLm5ub0ZQbUNjWhtlFOU23z888/g8fj4f3338cHH3zAutBTWlqKrVu3YuvWrdiyZQuWLl3aqLEQ0hKdP38eY8aMkbtrUpOBAwfit99+a5TtGgipiUrJyvnz5xs6DoUYhsGyZctw4sQJjB49GsuXL6+xfkJCAubNmwdra2vs3r1bbv8AoPJOSFFRkcLzpb+00rsl1X+uyzmvqs+60xwOp8bzXW318fVbFvj8zwJZWcF/81eOjLcBtxntv6KoHV7XPi0FtY1y1DbKaaptYmNj4e3tLVukpDpDQ0MsXLgQN2/eRGxsLCUrhDSwtLS0OicqOjo6WLVqFQwMDBoxMkIU09r0WHpH5ciRIxg5ciS+++67GrP5+Ph4zJ07F5aWltizZw86dOigsJ6joyOEQiGeP38ud+zRo0eyOtXrVz9WHcMwyMrKgq2tLYyNjevw7hrWO26tMLIrewjajafl+P6K4iFkhBCiSbm5uejVq1eNdXr27Inc3Fz1BERIC7Jw4UK5RMXa2hoLFizAL7/8ggULFsDa2pp1XCKR4KuvvlJnmITI1DtZqb6SS2ZmZoOs5CKRSPDFF18gKioKQUFBWLNmTY3zVKSJipmZGfbs2aNwMryUp6cnAODy5ctyxxISElh1AMg2Lbt06ZJc/b/++guFhYUa39iMw+Fgrb8lHMzZbbTlRjFiH5YoOYsQQjTD1NQU2dnZNdbJzs5WOleQEKKa9PR0uTkqY8aMAY/HQ3h4ON59912Eh4eDx+NhzJgxrHqxsbHIyMhQZ7iEAKhHssLn87Fs2TJ4enpi1KhRmDJlCkaNGgVPT098+eWX4PP5Kj1v9URl2LBhWLt2ba0SFXNzc+zZs4d1V0SR4OBg6OnpYcuWLayhXffv38fx48dhb2+Pvn37yso7duwIT09PXLt2DRcvXpSVi0QihIeHAwBCQkJUeq8NycxAB1uDrKH/SlMtiMlHdhEtBUoI0R5eXl6Ijo7GlStXFB6/evUqoqOjNX4hiJDmZteuXazH1tbWiIiIkBvKbmJigoiICLkFiV49nxB1UGnOSk5ODiZPnownT57AysoKHh4eaN26NV68eIHbt28jMjISly9fxv79+9GmTZs6PffmzZsRFRUFY2NjODo6YsuWLXJ1/P390b17d/zzzz+YO3cuysvL4eXlhVOnTsnVtbOzQ3BwsOxxx44dERYWhvDwcIwePRqBgYEQCoU4deoUxGIxVqxYIbePy9dff41JkyZh7ty5GD58OGxtbZGQkIC7d+8iJCSEldxoklsbffyfrwWWXSiQlRWUSvDhaT4ON7P5K4SQpissLAwXL17ErFmzMHDgQHh6esLa2hp5eXlISkpCfHw8DA0NMXfuXE2HSkizkpqaynocGhqqdM6tiYkJQkNDsWHDBqXnE6IOKiUra9aswZMnTzBv3jzMnj2bNeGqrKwM27dvx6ZNm7B27VqFS9/VRDo0QCgUYuvWrQrr2NnZoXv37njx4oVsY0pFiQpQeQWverICAHPmzIGdnR12796N/fv3g8vlwt3dHfPnz4ebm5vcc3Tp0gWRkZFYv3494uPjIRQK4eDggGXLlmHq1Kl1en+NbUbPyv1XTmdWDf+6/rQca68W4nOf5rU6GCGkaerSpQt27tyJpUuX4sKFC7hw4QI4HI5sBUl7e3usXr1aLXt4SZ07dw779u3DnTt3UFJSgtatW6NXr1749NNPWStfFhcXY+PGjTh79iyeP38OGxsbBAQEYN68eUq/9J08eRK7d+9GZmYmuFwuevXqhfnz5+PNN99U19sjBADk5qq4uLjUWN/V1ZX1WNliQ4Q0JpWSlUuXLsHX11fhVS8DAwOEhYUhNTVVNgekLr777rtar+Ht7e2Nu3fv1vk1AGD06NEYPXp0ret37NiRdXVBW3E4HPww1BJpueXIKqxaz3jz9SL0tdOHX0fFe8EQQog69e7dG9HR0bhx4wbS09NRXFwMExMTdO/eHX369FHbam0Mw+Crr77CwYMHYW9vj6CgILRq1Qq5ublITk5Gdna2LFkRCoUIDQ1Feno6BgwYgBEjRiAjIwO//fYbrl27hn379skttrJ161asX78e7dq1w6RJk2R38idPnoydO3fC29tbLe+TEEB+5dLbt2/XWD8tLY31mOaREU1QKVkpLy9Hjx49aqzj6uqKlJQUlYIi9WNmoIOtI6wx5mAuRJKq8gVn8xEzhYt2pir9byeEkAbF4XDg4eEBDw8PjcWwd+9eHDx4EFOnTsUXX3whN0ey+qIxO3bsQHp6OmbPno1PP/1UVr5hwwZs3rwZO3bswPz582XlPB4PGzduhKOjIw4fPiz7ojdt2jSEhIRg2bJlOHPmjNzQY0Iai7u7O2uC/d69e7Fy5UqFdwWLiooQEREhdz4h6qbSBHtXV1c8fPiwxjoPHjyQu31I1KdnG3186cse9sUvkWDuGT7Ekuazqz0hhKiqtLQUmzdvRocOHfD5558rXMxFmkgwDIPIyEgYGxvLjSp4//33YW5ujsOHD7M2Q46KioJYLMacOXNYV6S7du2KMWPGICsrC4mJiY307giRN2PGDNZjPp+P0NBQueFhxcXFmDZtmtxiSbNmzWrsEAmRo1KysmDBAvz555+IiopSePzw4cO4ePEiFixYUK/gSP3M7GWC4Z0NWWVJT8qx7mqhhiIihBB5mzZteu3d+sZw+fJlFBQUwN/fHxKJBGfPnsUvv/yC/fv3y+2txePxkJubi969e8sN9TIwMICHhwdycnJY5yUlJQEABgwYIPfavr6+AIDk5OSGfluEKCQSifDtt9/KlR8/fhwODg5YsGABtm/fjgULFsDBwQHHjx9n1fP394ezs7O6wiVERqV7z4mJifD29sYXX3yBHTt2oHfv3rKVXFJSUvDw4UMMGDAAiYmJrKtGHA6HVndRIw6Hg3VDrZD2PAePq81f2ZhchL52BhjkaFjD2YQQoj7V70ioi3Q8vq6uLkaPHs0aMaCjo4MZM2Zg8eLFABRvGlyddH+vR48eyerweDwYGxvDxsZGaX0ej1djjKq0i/QcTbSptmupbVNWVoaJEyfixIkTCo/z+fwa5+Wamppi/fr1La7dpFrq56Y26ts2tZmfqFKysmnTJtnPDx48wIMHD+TqXLp0SW4jRUpW1M/CUAdbgqwx7hB7/sq8GD7OTm2DtibK97AhhJDmLC8vDwDw66+/okePHoiMjETnzp2Rnp6OL7/8Ert27UKHDh0wZcoU2SpINS3zCrBXSyouLpbbp+LV+q8Ov3mVQCBQ+UuAQCBQ6byWoKW0jYmJCcrKyjB27Fi5zSDr8hx79+6FnZ0dCgoKGjbAJqalfG5UoWrbWFpavraOSsnKnj17VDmNaIj7G/r4wsccX8dXfZD4JRKEncnDwbdtoKdD+68QQloeaRLA5XKxefNm2b5gHh4e2LBhA0aPHo1ff/0VU6ZM0ViM5uZ1X3KeYRgIBAKYm5urbVW1pqKltY1AIMCIESPkNmA1MjJCeHg4IiMjERsbq/R8f39//Pjjjy1+DnJL+9zUhTraRqVkhXYVbnpmu5vg6r9liHlQKitLzC7Hj4mF+Kw/7b9CCNEchmE0MrxCenfD1dVVbgPjrl27okOHDnj06BEKCwtlE+SV3QmRllefSG9iYqJ0XwppfWV3aqTq0/lzOBz6YqVES2ib58+fIzAwUG4jRzMzM5w6dQo+Pj547733kJGRgV27diE1NRX5+fmwtLSEu7s7Zs6ciW7dumkoeu3UEj43qmrMtqH1ElsIDoeDHwKskPZ7DrKLquavbEiqnL/ylgPNXyGEaMaMGTPkNu9Vh06dOgFQvneEtLy0tPS1c0ykc1qk9YDK+S2pqamyzSMV1Vc2B4aQ+sjOzsbQoUORnp7OKre2tkZMTAz69OkjK+vWrRvWrFkDhmFQUFAACwsL+kJOtIpKq4GRpsnSUAdbgqygV+3/OgMgLJqPnJcVSs8jhJCGdOzYMWRkZMgem5qaws7OjlXn3r17OHbsWKPGId2QUdG8S5FIhKysLBgbG8PKygqOjo6wtbVFSkoKhEIhq25ZWRmuX78OW1tbVrLi6ekJoHLVsVdJN02W1iGkoTx8+BC+vr5yicobb7yBixcvshIVQpoCSlZamD5tDbB0AHvYV95/+69U0P4rhBA1WLJkSY3j5AHgwoULWLp0aaPGYW9vDx8fHzx69AiRkZGsY7/88gsKCwvh7+8PPT09cDgchISEQCgUYvPmzay627Ztg0AgQEhICOuKdHBwMPT09LBlyxbWcLD79+/j+PHjsLe3R9++fRv1PZKWJSMjA76+vnJ74Tk4OCAhIQEuLi4aiowQ1dEwsBbo/d4mSMwuw7lq81eu/luG9dcK8Uk/mr9CCNE8iUQCHZ3Gv5721VdfYdKkSVi2bBliY2PRqVMn3LlzB4mJibCzs8Nnn30mqzt79mycP39etpO9i4sLMjIyEB8fj+7du2P27Nms5+7YsSPCwsIQHh6O0aNHIzAwEEKhEKdOnYJYLMaKFSto93rSYG7evImAgAA8f/6cVe7k5ITY2Fh06NBBQ5ERUj90Z6UF4nA4WB9ghXam7GWLw68VISGrVMlZhBCiPnfu3FFpJay6sre3x5EjRxAcHIzbt29j7969ePToEaZOnYrIyEjWXBNjY2Ps3bsXM2bMwIMHD/Drr7/i/v37mDFjBvbu3Su3WSQAzJkzB2vXroWVlRX279+P06dPw93dHfv27aO7KqTBXL16FYMHD5ZLVNzc3BAfH0+JCmnSOAztcKOV1DHRLflJGd6OfI6Kap8AG2MdnJ3aBrattG//lefPn8PW1pZVlpubq3DDtZaG2kY5ahvl1Nk277zzjuznpKQk2NnZyc1TASrvqDx79gzZ2dkYPnw4fvzxxwaPpbmjidLKNce2OX/+PEaPHo2XL1+yyr28vHDmzBmle/28qjm2TUOhtlFOHW1D959bMM92lfNXVl6q2n/luVCCsGg+9o9rDV3af4UQ0kCSkpJkP3M4HGRnZyM7O1uuno6ODszNzTFs2DB8/vnn6gyRkCbnjz/+wPjx41FWVsYqHzRoEE6cOKF0pTtCmhJKVlq49/uY4Mq/ZTjPqxr+dflxGTYkFWFRXzMNRkYIaU6qr/7VrVs3hIWFISwsTIMREdK0HTx4EKGhoRCLxazy4cOH48iRIzAyMtJQZIQ0LJqz0sLpcDj4KdASbU3Yw75+SCzE5cc0f4UQ0vD27NmDcePGaToMQpqsnTt3YvLkyXKJyvjx43Hs2DFKVEizQskKgZWRLrYEWUG32qgvBkDYGT6e0/4rhJAG5uXlpXC+CiHk9X766SfMnj0br045njFjBvbv3w99fX0NRUZI46BhYARA5fyVxf3NsOpyoawsVyjBvBg+fh9L81cIIQ1n06ZNtarH4XAwd+7cRo6GkKaBYRisWrUKy5YtkzsWFhaGn376SS3LfROibpSsEJk5HqZIzC5nzV9JyCrDxuQiLPSm+SuEkIbxumSFw+GAYRhKVgj5D8MwWLp0Kb7//nu5Y0uXLsW3335Lq1SRZouSFSKjw+EgPMASAb/n4NlLiaz8h8RCeNsZoF97Aw1GRwhpLvbs2aOwvKioCHfu3MHevXvRr18/TJ06Vc2REaJ9JBIJ5s2bh59//lnu2KpVq7B06VINREWI+lCyQlisjXXxc5A1xh9+Dsl/w2ElDDD3TB7OTm2D1sbat/8KIaRp8fLyUnpsyJAhGDVqFMaNG4fAwEA1RkWI9hGLxZg1a5bCBH/jxo20oh5pEWhwI5HjbWeAT/uxh33lvJRgfjQfEtpDlBDSyBwdHTF06FD88ssvmg6FEI0pKyvDxIkT5RIVHR0d/Prrr5SokBaDkhWiUJinKQbas4d9Xcwqw6bkIg1FRAhpSaytrfHw4UNNh0GIRgiFQowdOxZRUVGscj09PRw4cAAzZszQTGCEaAAlK0QhHQ4HG4ZZoU0r9kdk7dVCXMsuU3IWIYTUX3l5ORISEmj3bdIiFRYWYvjw4YiOjmaVGxoa4vjx4wgJCdFQZIRoBs1ZIUq1NtbF5uHWmHCEPX/lw9OV81esaf4KIUQFx44dU1guFouRk5OD06dP48GDBwgNDVVvYIRoGJ/Px7Bhw5CcnMwqNzExwcmTJzFo0CDNBEaIBlGyQmrUr70BPu5rhrVXq/ZfefZSggUxfOwZ2xo6tFQiIaSOlixZonCZVekmdxwOB0FBQfjkk0/UHRohGvPs2TMMHToUaWlprHILCwtER0fD29tbQ5ERolmUrJDXmudpisTsMiRkVQ3/+vNRGbZcL8JcT9p/hRBSN6tXr1ZYzuFwYG5ujh49eqBNmzZqjooQzcnKyoK/vz/u37/PKre1tcW5c+fg5uamocgI0TxKVshr6epwsDHQCgG/5yBXWLX/yvdXCuHZzgBedrT/CiGk9saNG6fpEAjRGvfv34e/vz+ysrJY5e3bt0dsbCycnZ01FBkh2oGSFVIrNq10sWm4FSZFvZDNX6lggA/P8HF2qi2sjGj+CiGkblJSUnD06FGkp6ejqKgIJiYm6NGjB8aMGQMPDw9Nh0dIo/v7778xdOhQ5OTksMo7d+6M2NhYODo6aiYwQrQIJSuk1gZ0MMQibzP8kFg1f+VpcQUWxORj9xhrmr9CCKm177//Hr/99ptsnoqOjg4kEglu376Nw4cP45133qGduUmzlpycjGHDhoHP57PKXVxccO7cObRt21ZDkRGiXWjpYlInC7xMMaADe9jXeV4ptt0o1lBEhJCm5tixY/j111/RsWNH/Pjjj7h06RLu3LmDy5cv48cff0SnTp2wZ88epauGEdLUxcfHY8iQIXKJSu/evXHhwgVKVAiphpIVUie6OhxsGmYFG2P2R2f1ZQGSn9D+K4SQ19u/fz/atm2LQ4cOISgoCK1btwZQuRFkUFAQDh48iDfeeAP79u3TcKSENLyYmBgMGzYMRUXsTZYHDBiA8+fPy34fCCGVKFkhdWbbShcbh1mh+qAv6fwVfkmFxuIihDQN9+7dQ0BAAExMTBQeNzExwdChQ+VWRiKkqYuKisKoUaNQUlLCKh86dChiYmJgbm6uocgI0V6UrBCV+NobYqE3e3fpJ0UVWHQ2XzYGnRBClHnd3wlF+7AQ0pTt3bsXEyZMgEgkYpWPHTsWJ0+eRKtWrTQUGSHaTeuSlZycHPz222+YOXMmBg0aBFdXVwwYMADz5s3DrVu3FJ5TXFyM1atXY/DgwXB1dcXgwYOxevVqFBcrn0dx8uRJjB8/Hr169YKnpyfeffdd/P3330rr83g8LFiwAH379oWbmxtGjRqFiIgISCQSpec0d4u8zdCvPXv+SuzDUmxLofkrhBDlnJyccPbsWbx8+VLh8eLiYpw9exZdu3ZVc2SENI4tW7bgnXfeQUUFe/TB1KlTcejQIRgY0BYAhCijdcnK3r17sXr1ajx+/Bj9+/fH//73P/Tp0wdxcXGYNGkSTp8+zaovFAoRGhqK3377DR07dsSMGTPQuXNn/PbbbwgNDYVQKJR7ja1bt+KTTz5BXl4eJk2ahOHDhyMlJQWTJ0/GtWvX5OpnZmZi/PjxiIuLg4+PD6ZNmwYAWLFiBb766qvGaYgmQFeHg83DrdBawfyVG09p/gohRLFJkybh2bNnmDRpEmJiYmSTjPl8PqKjozF58mQ8e/YMkydP1nCkhNTf2rVr8eGHH8qVv//++9izZw+4XK4GoiKkCWG0TExMDJOcnCxXnpyczLi4uDBeXl5MWVmZrPynn35inJycmDVr1rDqS8t/+uknVvnDhw+ZHj16MAEBAUxhYaGs/N69e0zPnj0Zf39/RiQSsc6ZOnUq4+TkxFy4cEFWVl5ezkyfPp1xcnJirl69Wq/3rIhEImH4fD4jkUga/Lkb2kVeCWO3/jHTrto/zx1PGH5JRYO+Tm5uLgOA9S83N7dBX6OporZRjtpGOU22zbfffss4Ozsz3bp1Y7p168b06NFD9rOzszOzYsUKtcTRHDWl/kPd1Nk2EomEWbZsmdzvGADm448/1rr/P/S5UY7aRjl1tI3W3VkJCAhQuBmYh4cHvL29UVBQgLt37wKoHPMcGRkJY2NjzJ07l1X//fffh7m5OQ4fPswaGx0VFQWxWIw5c+bA1LRqzkXXrl0xZswYZGVlITExUVb+8OFDJCcnw9vbGwMHDpSVc7lcLFq0CAAQGRnZMG++iXrLwRDzvdjzV7KLKvDRWT7NXyGEKPT5558jIiIC48aNQ/fu3WFnZ4fu3bsjODgYERERWLZsmaZDJERlDMNg0aJFWLlypdyx5cuXY+3atTQvi5BaalKbQurp6bH+y+PxkJubCx8fHxgbG7PqGhgYwMPDA3FxcXj06JFsF9ikpCQAlUsEvsrX1xcHDhxAcnIyfHx8WPWlj6tzc3ODmZmZrE5L9lFfM1zLLkNidrms7OyDUmxPLcZ7vU1rOJMQ0lJ5eHjQTvWk2amoqMD777+PnTt3yh378ccfZRc6CSG102SSlSdPnuDKlSuwsbGBk5MTAODRo0cAIEtEXuXg4CCrJ63D4/FgbGwMGxsbpfV5PJ6sTPqz9Fh1HA4H9vb2SEtLQ0lJCYyMjBTGocrdBek5TeXOhC4H2DzcGgG/5yCvpGrRgVWXBPBsZ4Bebeo/JldRWzAM02TaqDFR2yhHbaNcQ7UNXSEmpJJIJMI777yDAwcOsMo5HA62bduGd999V0OREdJ0NYlkRSQS4bPPPkN5eTk++eQT6OrqAoBsQ6Wa1uqvXg+oXGXGysqqxvrVVxGT/lx9yJiy11CWrAgEApW/GAkEApXOUzcOhwNbMzNsCLTC1GMvZOUiCTDndB6ip7SBsY5Y6eo/taGoLQQCAU1OBLVNTahtlGuotrG0tGyokAhpskpLSzFhwgScPHmSVa6rq4u9e/fSghGEqEjrkxWJRILPP/8cycnJmDBhAsaOHavpkOpMlU2eGIaBQCCAubl5k7pqOdDBAGGeptiUXJUgPi6swMfn+Ngx0hoWFhYqP/era9MDlW1bn+dsLqhtlKO2UY7ahpCGUVxcjLFjxyIuLo5Vrq+vj0OHDmHMmDEaioyQpk+rkxWGYbBs2TKcOHECo0ePxvLly1nHpXc7lO2nouiuiImJCetOi6L61e/UKLo787pzXlWfZIPD4TSpZAUAPu1nhqTsMiQ9qZq/Ev1PKXbdLMYsd9Xnryhqh6bYPo2B2kY5ahvlqG0Iqb+CggIEBQXh6tWrrHJjY2McO3YMQ4cO1VBkhDQPWrcamJT0jsqRI0cwcuRIfPfdd9DRYYeraI5JddI5LdXnmzg6OkIoFOL58+dK61efAyP9WXqsOoZhkJWVBVtbW7kJ/i2Z3n/7r1gasv9/rUgQ4OazciVnEUIIIU3L8+fPMXjwYLlExczMDGfPnqVEhZAGoJXJikQiwRdffIGoqCgEBQVhzZo1snkq1Tk6OsLW1hYpKSlymz+WlZXh+vXrsLW1ZSUrnp6eAIDLly/LPV9CQgKrDgB4eXkBAC5duiRX/6+//kJhYaGsDqnSzlQPGwLZ49il81cEpRIlZxFCCCFNQ3Z2Nt566y3cvHmTVW5tbY0///xT4aqjhJC607pkpXqiMmzYMKxdu1ZhogJUDlcICQmBUCjE5s2bWce2bdsGgUCAkJAQ1pCG4OBg6OnpYcuWLayhXffv38fx48dhb2+Pvn37yso7duwIT09PXLt2DRcvXpSVi0QihIeHAwBCQkIa4q03O34djTDXgz3sK6uwAp/E5tNKTIQQQpqshw8fwtfXFxkZGazytm3bIj4+Hr1799ZQZIQ0P1o3Z2Xz5s2IioqCsbExHB0dsWXLFrk6/v7+6N69OwBg9uzZOH/+PHbs2IH09HS4uLggIyMD8fHx6N69O2bPns06t2PHjggLC0N4eDhGjx6NwMBACIVCnDp1CmKxGCtWrJDt4yL19ddfY9KkSZg7dy6GDx8OW1tbJCQk4O7duwgJCWElN4Tt036V+69cf1o1/Ot0Zgl+u/US/+ulfJ4PIYQQoo3S09Ph7++PJ0+esModHR0RFxeHTp06aSgyQponrUtWsrOzAQBCoRBbt25VWEe60zFQOYFt79692LRpE2JiYpCUlITWrVtjxowZCAsLUziXZM6cObCzs8Pu3buxf/9+cLlcuLu7Y/78+XBzc5Or36VLF0RGRmL9+vWIj4+HUCiEg4MDli1bhqlTpzbgu29+uLoc/BxkhYDfc1FQbfjXNwkF6NNWH25t9DUYHSGEEFJ7qampCAgIwIsXL1jlzs7OiI2NRfv27TUUGSHNF4eh8ThaiWEYFBQUwMLColmszBP7sATTj+exyhzMdRE9pQ3MDGo3GvH58+ewtbVlleXm5irc4LOlobZRjtpGOWqb5qm59R8NqT5tc/XqVQwfPlxuf6KePXvi7Nmzcr9LTQ19bpSjtlFOHW2jdXNWSPPk39EIc/qwh309ElTgU5q/QgghRMvFxcVh6NChcolK37598eeffzb5RIUQbUbJClGbxf3N0acte9jXH/dLsPsv1Xe1J4QQQhrTyZMnMWLECLx8ye6rBg8ejHPnzsHS0lLJmYSQhkDJClEbri4HW4ZbwcKAfZtweXwB0nJp/xVCCCHa5cCBAwgODkZZWRmrfMSIETh16lSNG0ITQhoGJStErezM9LA+0IpVVl4BvH+aj6Iy2n+FEEKIdtixYwemTJkCsVjMKp8wYQKioqJgZGSkocgIaVkoWSFqF9DJCO/1Zl+N4hWI8VkczV8hhBCieeHh4Xj33Xfl+qSZM2di37590NenlSwJURdKVohGLB1gDvc32H/sT9wrQcTfNH+FEEKIZjAMg5UrV2LRokVyx+bPn4/t27cr3aiaENI4KFkhGqH/3/wV81fmr3x1keavEEIIUT+GYbBkyRJ8+eWXcse++OILhIeHQ0eHvjYRom70W0c0poO5HtYHsOevlFUAH5zmo7ic5q8QQghRD4lEgrlz52LNmjVyx7777jusXLmS9tcgREO0bgd70rIEdjbCbHcT7EgtlpU9LBBjcVw+Ng2zos6BEEJIvWVkZGDnzp1ITU2VbWDn7u6OWbNmoUuXLpg5cyb27t0rd97mzZvx4YcfaiBiQogUJStE477wMcf1J2W4mSOSlR27W4L+7V9i6pu0LCQhhBDVpKWlYeHChYiLi5M7FhcXh3Xr1sHGxgbPnz9nHdPR0cGvv/6Kd955R12hEkKUoGFgROP0dTnYEmQNM332XZT/u1CAO89p/gohhJC6O3/+PPr166cwUanu1USFy+Xi0KFDlKgQoiUoWSFawd5cDz++Mn+l9L/5Ky9p/gohhJA6SEtLw5gxY1BcXPz6ytXo6+vjxIkTePvttxspMkJIXVGyQrTG8C5GmNWLPezrn3wxlpwvAMMwMDAw0FBkhBBCmpKFCxfKJSrW1tZYsGABfvnlFyxYsADW1tZy57355psYNmyYusIkhNQCJStEq3zhYw43Wy6rLCpDiAO3hTA1NUWPHj00FBkhhJCmID09XW7o15gxY8Dj8WSbPYaHh4PH42HMmDGsejdu3EBGRoY6wyWEvAYlK0SrGOhxsHWENUxfmb+y7M98nH1QCv+VJ2Az9yBaLzgO6zn78GOKGJl8kZJnI4QQ0tLs2rWL9dja2hoREREwMWHfuTcxMUFERASsrNhDkF89nxCiWZSsEK3jYK6HdUMtWWWlFcDMk3k4/MgA3C79oe/YGwZOvtiTXoGBe3Iw8chzZLygpIUQQlq61NRU1uPQ0FC5REXKxMQEoaGhNZ5PCNEsSlaIVhrZ1Rgzeraqdf1Lj8sw+mAuLj0ubcSoCCGEaKOKigokJiZi+fLluHbtGuuYi4tLjee6urqyHhcVFTV4fIQQ1dE+K0RrTejRCnv+egkJU7v6L0UMZp7Iw4mJtujWmvv6E0iL8FAggdmoL8Bt7wKOfisw5S/xY4oYszxF6GJFnxNCmqp///0XMTExiImJQWxsLPLz8xXWu337do3Pk5aWxnpsamraYDESQuqPkhWitVZdEsglKpaGOgjuZgxnaz3czRMjKkOI/NKqpY1fihh8HV+AA8E2ao6WaJuMFyJ8dbEAlx6LYOL3AevYnvQK7EnPgU8HAywfaEHJLSFNQElJCeLj42UJyp07d2p13t69e7Fy5UqFQ8GKiooQERHBKnN3d2+QeAkhDYOSFaKV7vNFuPS4jFUW2MkQG4dZoZV+1ejFxf3NMC+aj5gHVcO/ErLKkMmnq+Yt2aXHpZh5Ig8vRTXflpMOH9w12ho+HQzVFB0hpDYYhsGdO3dkyUl8fDxKS+s+1JfP5yM0NFRukn1xcTGmTZsGPp/Pqj9r1qx6x04IaTiUrBCtdOD2S9ZjS0MduUQFAFrpV5Z77XqGgmp3WA7cfollvhbqCJVomYwXololKlItefggDZGTt337dqxbtw4AcPDgQfTq1UuuTnFxMTZu3IizZ8/i+fPnsLGxQUBAAObNm6d0IvfJkyexe/duZGZmgsvlolevXpg/fz7efPPNxnw7TU5+fj5iY2NlCcq///5bp/N79OiBwMBA/Pnnn7h586as/Pjx43BwcEBoaChcXV2RlpaGiIgIuUTF398fzs7ODfFWCCENhJIVopXSctkrewV3M5ZLVKRa6evg7W7G2HmzagOwcw9KEdSlDN1t9GGkx1F4HmmevrpYIJeo0PBBNhoip9g///yDDRs2wNjYGEKhUGEdoVCI0NBQpKenY8CAARgxYgQyMjLw22+/4dq1a9i3bx+MjY1Z52zduhXr169Hu3btMGnSJAiFQpw6dQqTJ0/Gzp074e3trY63p5XEYjGSk5NlyUlSUhIkEsnrT/yPpaUl/P39ERgYiICAAHTo0AFA5TyUfv36sTaG5PP52LBhg9LnMjU1RXh4uMrvhRDSOChZIVrp1S+bztY1f1RfPZ6ZL8aog8+hywG6WunB1VYfb9py8aatPlxsuDBRkviQpo2GD74eDZFTrKKiAosXL0a3bt3g6OiIEydOKKy3Y8cOpKenY/bs2fj0009l5Rs2bMDmzZuxY8cOzJ8/X1bO4/GwceNGODo64vDhw7LJ29OmTUNISAiWLVuGM2fOQE+v5XTHjx8/Zk2MLygoqPW5Ojo68Pb2RmBgIAIDA+Hp6QldXV25eq6urjh+/DjGjBkjt5O9IiYmJjh27NhrVw4jhKhfy/nrSJqUVlz23ZC7eeIa6ys7XsEAGXliZOSJcTi9sowDoKOlHt60qUxeXG25cLXVh6UhJTBNXX2HD34TX4CJLq1gqMdR+M+o2s86nKZ3x46GyCm3fft2ZGRk4OjRo9i5c6fCOgzDIDIyEsbGxpg7dy7r2Pvvv4+IiAgcPnwY8+bNA+e/z0dUVBTEYjHmzJnDWmWqa9euGDNmDA4cOIDExET4+Pg03pvTsJKSEly8eFGWoKSnp9fp/A4dOsiSkyFDhsDS0vL1JwHw8/PD1atXsWjRIsTGxiqt5+/vj/Xr18stYUwI0Q6UrBCt5GrLZV0hP5IhxOL+ZgqHghWXS3AkQ/GQDUUYAA/yxXiQL8bxeyWy8g5murLkRZrI2LSSv2JHtEtRmQQPCsR4mC/G6fslrGN1HT4YxytDHK9MYf1X6esChrocGHEVJDa6ipOd1/0zUvKzoR4Hejr1T45oiJxi9+7dw6ZNmzBnzhx07dpVaT0ej4fc3Fz4+PjIDfUyMDCAh4cH4uLi8OjRIzg6OgIAkpKSAAADBgyQez5fX18cOHAAycnJzSpZkU6Mj46Olk2MLyur3e8VABgaGmLQoEGyBKVbt26y5K+uXF1dce7cOWRkZGDXrl1ITU1Ffn4+LC0t4e7ujpkzZ6Jbt24qPTchRD0oWSFaabJLK2y9UfUlsqBUgnnRfLmr5C/LJZgfzWddHQcAB3NdZAkqUMstWgAAjwsr8LiwBKczq77wvtFKhzWEzNWWi3Ymuip3nEQ1ZWIGjwSVCeaDAjEe5Iv++68Yz4XKx7fXdfhgXZRXAOUVDArL6/IpU52eDlROhoz0OCgsk9AQOQXEYjGWLFmCzp0747333qux7qNHjwBAloi8ysHBQVZPWofH48HY2Bg2NvLJnrQ+j8dT+poMU/fPl/QcVc5VBYfDAZ/PZ02Mz87OrtNzuLi4yJITX19fGBkZseKv73txdnbG999/D4ZhIBAIYG5uLvs7rq520nbq/tw0JdQ2ytW3bWrzfYqSFaKVulhx4dPBgPXlKuZBKbx2PcPb1a4CH8kQyiUqvvYGOBBsg5flEtx5IUJargh/55bj71wR7vFFENd+7iaevZTg2cNSxD6s+uJmZaTDGkL2pq0+HMwpgamvCgmDJ0UVsiRElpTki/FvUUWtNwetTtXhg9pILAGKyxkUN1ByRCvsVdq6dSvu3r2LQ4cOgcutORmT7myubMUvaXn1HdCLi4thZWVVY/2a5lQIBAKVvwQIBAKVzlNET08PXC4XXC4Xurq6EIvFSEpKkiUnycnJdZ4YP3ToUNnE+Pbt24NhGIjFYohEIggEgjo9X101ZNs0N9Q2ylHbKKdq29RmWCclK0RrLR9ogdEHc1nDVgpKJaxhO68y0edg+UALAJVfujzbGcCznYHseKmYwd28quQlLbcc6S9EKKuofVz8EgkuZpXhYlZVImWmz4FLtTswb9py0clCD7oNMHSnOWEYBi+EEllC8rDaXRJegbhO/x9qo67DB62NdGBuqIMSEYNScdW/5ngtra5D5NKeixTWbcoyMjKwdetWzJw5U2snVpubm9f5HEV3D+qLw+EgKytLlpzExcXVeWJ83759ZXdPPDw8oKurK3dVVk9PD3p6ejAyMmqQuF/VGG3TXFDbKEdto5w62oaSFaK1urXmYtdo61pPCG7F5WDnKGs4Wyu/Omqox0HPNvro2UZfViaqYHCfL6pMXp5XJjJpuSKUiGv/FbWwnMHVf8tw9d+qBMZIjwMXGy5rCJmTFRdc3Yb/Zda2/TKKyiT/JSLyw7aKGmHYlA6ncs5Rm1Y6SHpS9aW6rsMHo0Js5NqLYRiUV1QmuqUV7CRG0b8SVY9Xe+663P1TVV2HyDXUHR1tsnjxYnTo0AHz5s2rVX3pBHlld0Kk5dUn0puYmLDutCiqr+xODVC7IRJSGRkZ2LlzJ1JTU1FQUAALCwu4u7tj1qxZKs3LEAqFrInxGRkZdTrf3t6eNTHewsJCro6mvvhxOBz60qkEtY1y1DbKNWbbULJCtJpPB0OcmGiLr+MLkJClfIKmr70Bvn5LtT0huLoc9LDRRw8bfUz8r6xCwuBhgRh/57LvwtRlfkKJmMH1p+W4/rQcQOUqVQa6lUmYq03VXZhurbkwVHEvGE3ul1EmZpBVKJYtVlB92FZuDfNI6qNNKx10stBDJ0suOlnqoaOFHjpZ6sHeTA8G/7XhxCPPVR4+qCix43A4MNADDPQ4qPs1btWIJaolQqUVjNxdIem/1JxyFJZVfX7rOkTORL/5ddDSL9/KNmacOLHyL8LmzZvh7+//2jkm0jkt0npA5fyW1NRU2eaRiuormwNTW2lpaVi4cCHi4uLkjsXFxWHdunUYMmQIwsPDa1zximEYpKWlyZKThISEOk2MNzIywsCBAxEYGIhhw4bB2dmZvtgRQuqNkhWi9bq15uJAsA0y+SIcuP0SabkiCEpEMDfiwtWWi0kurRr87oGuDgddrLjoYsXFuG6Vq/4wDIOswgr8lVNeNQ/muQj8ktp/MS+rAG7liHArp+rqv54O0NWKyxpC1qM1V+kQHSl17Jfx6jyS6sO2HheqNo/kdUz1Oehs+V9C8l8yIk1MarM/Tn2HD2oDPR0OTPQ5MNF/fd3aWpFQwFq0oq5D5Fxtmt/k+vHjxyssv379Ong8Hvz8/GBlZQU7OzsAlUmFra0tUlJSIBQKWSuClZWV4fr167C1tWUlK56enkhNTcXly5cxduxY1uskJCTI6qjq/PnztdpLJC4uDv369cPx48fh5+cnK8/Ly8O5c+cQExODs2fP4smTJ3V6fVdXV9bEeEPD5r8nDyFEvTgMLW2glRiGkd3GpytTbNrUNgzD4ElxBWsSf1puOZ69rN+dBQ6AzpZ6ePO/PWDetK28G2P+314wGS9Ecl/IX6cVl6NwvwyGYZBXIql2d6Rx55EAlXeYHC30WHdJpImJtZFOvf+/1jaRAyrbpSVsfJjJF2HgnhxWmaLVwF6WS+RWAwOAi++0aZargSmyZMkSHD16FAcPHkSvXr1Yx6SbPyrbFHLu3LmsTSEfPnyIkSNHon379qxNIe/fv4+QkBDY2NiovCmkol3aX8fExAQ///wz7t+/L5sYX5evAVZWVqyJ8dJErqnQpv5D21DbKEdto5w62oaSFS1FvxjKNYW2yX1ZgbT/7rxIE5nHhfX/1u9grgtXW32k5ZbjkYD9fK/bLwMA3N/g4l13U7lhW42x/C4HlfNIOr16l8RCD+1MdRt98YGMF6JGHT7YFL06RA4ALAx1ar3CXktRU7IiFAoxZcoUpKenY8CAAXBxcUFGRgbi4+PRvXt37Nu3T24Pli1btiA8PBzt2rVDYGAghEIhTp06hbKyMuzYsQN9+/ZVKU5/f3+5oV/W1tYIDQ2Fi4sLbt++jYiICOTl5an0/ACgq6vLmhjfp08fhTvGNxVNof/QFGob5ahtlGuxycrx48dx48YNpKWl4d69exCJRFi9ejWCg4MV1ufxeNi2bRtu3LiBZ8+ewdzcHF26dEFoaCiGDBmi8JyTJ09i9+7dyMzMBJfLRa9evTB//nylY5d5PB7Wr1+Pa9euQSgUwsHBARMnTsSUKVOgo9PwO5/TL4ZyTbVt8kslSMtlDyF7kN8wS+fW5Qp5Q7M11pFPSF6ZR6JJ6hw+qO1UuSNnol95R66mhSuam5qSFaByaeJNmzYhJiYGL168QOvWrREYGIiwsDDW5PrqTpw4obDPcXNzUynG9PR09OjRg1U2ZswYREREsCbsFxcXIzQ0FMePH6/1c0snxg8bNgx+fn4KJ8Y3VU21/1AHahvlqG2Ua7HJip+fH7Kzs2FpaQljY2NkZ2crTVZu3bqFd955B2KxGH5+fnBwcJCNwS0qKsK8efMQFhbGOmfr1q1Yv369wqtcO3fuhLe3N6t+ZmYmJk2ahNLSUgwbNgxt2rRBfHw87t27hwkTJmDFihUN3gb0i6Fcc2qborLKvWCqDyG7xxfXaS6IpaEOrs18Q+Hcg5flErn9MlRhqs+pNlSrKinpaKEHU4OGT9YbQ3P63NQHDZFrHj799FOsW7dO9tja2ho8Hk/hymLFxcVwcHAAn89X+FxGRkasHeOb88R4+jugHLWNctQ2yqmjbbRygv3KlSvh4OAAOzs7/PLLL/jhhx+U1t20aRNKS0vx888/s+6izJs3D6NGjcL27dvx3nvvQV+/cqYqj8fDxo0b4ejoyBo/PG3aNISEhGDZsmVy44e//vprFBUV4ZdffsHAgQMBAAsXLsS7776LQ4cOYcSIESrfxictm6mBDrztDOBtV7UXTIlIgvQX7KWUM16IIFKSb9R1vwxl9HUBR3M9dlLy38+tjes/j4RoB3WssEcaX2pqKutxaGhojZtVhoaGYsOGDayyDz74AIGBgfDx8aGJ8YQQraWVyUr//v1rXffx48fgcDjw9fVllbdr1w5du3ZFamoqawfhqKgoiMVizJkzh3W7vmvXrhgzZgwOHDiAxMRE+Pj4AKicHJmcnAxvb29ZogIAXC4XixYtwtWrVxEZGUnJCmkwRlwd9G5rgN5tqxKY8goG9/IqE5jvrgjwotrSwHXdL0NfF+hnZyA3dMtODfNIiHbQxAp7pGG9Oqn+dZtavrpksYuLC9auXdvgcRFCSEPTymSlLrp27YqHDx/i8uXLGDx4sKz86dOnuH//PpycnGSJCgAkJSUBAAYMGCD3XL6+vjhw4ACSk5NlyYq0vvRxdW5ubjAzM5PVIaSx6Oty4GqrD1dbfRy7K8QlYdUV8brul+FtZ4B9LWiyNFGuixUXy3wtaIhDE/TqXZTbt2/XWD8tLY31WNncGkII0TZNPllZsGABbty4gXnz5snmrPD5fJw7dw7t2rVDeHg4qz6Px4OxsbHc5lwAFG74Jf25+rr5UhwOB/b29khLS0NJSQmMjIwUxqjKtCDpOVo4pUjjWnrbuNhwWSs61XW/DBcbbotsu5b+ualJfduGEhz1c3d3Z60EtnfvXqxcuVLhULCioiJERETInU8IIU1Bk09WunTpgoMHD2LBggWIiYmRlZubm+Ptt9+W2xm4+pCwV0n/yFe/vS79WdlVKOk5RUVFSpMVgUCg8pcAgUCg0nktQUttmxH2EmxLqXpcUFq56pei1cDmR/PlJteP6FCBgoICNUWrfVrq56Y2VG0bS0vLBo6EvM6sWbNYE+z5fD5CQ0MVrgY2bdo0ucn1s2bNUlushBBSH00+Wfn777/x4YcfomvXroiKikKnTp3w4sUL7Nu3D6tXr8b169exadMmjcZobm5e53MYhoFAIIC5uTldtXxFS2+b3haAT4cXrLsrMQ9K4bXr2ev3y+hgAHcHxcl6c9fSPzc1obZperp164YhQ4aw7q4cP34cDg4OCA0NhaurK9LS0hARESGXqPj7+8PZ2VndIRNCiEqadLIiEomwaNEicDgcbN68WXZno0OHDli8eDGePXuG06dPIzExUTYB3sTEBEVFRQqfT3oXpfpVqep3Tmp7zqvq0/lzOBz68qBES26b5QMt5PbLKCiV1Ljql4k+B8sH0ZyElvy5eR1qm6YlPDxcbgd7Pp/PWvXrVaampnLDowkhRJs1jQ0SlHjw4AEeP36Mnj17KhyCJU1Qqk88dHR0hFAoxPPnz+XqP3r0SFanev3qx6pjGAZZWVmwtbWV27GYkMbUrTUXu0ZboxW3dl8sW3E52DnKukVt7EdIc+fq6orjx4/XeLGsOhMTExw7duy1K4cRQog2adLJikgkAgClG11Jy6V7rACAp6cnAODy5cty9RMSElh1AMDLywsAcOnSJbn6f/31FwoLC2V1CFEn6X4ZvvYGNdbztTfAiYm2tLEfIc2Qn58frl69Cn9//xrr+fv74+rVq/Dz81NTZIQQ0jCa9DAwJycnmJqaIiUlBZcuXWItL5yTk4N9+/YBACuZCA4Oxq5du7BlyxYMGTJENnH+/v37OH78OOzt7Vl7pnTs2BGenp64du0aLl68KNtrRSQSyW6lh4SENPZbJUQh2i+DEOLq6opz584hIyMDu3btQmpqKvLz82FpaQl3d3fMnDkT3bp103SYhBCiEg6jhet4RkZG4saNGwCAe/fu4fbt2+jdu7ds+WB/f3/ZVaTIyEgsW7YMOjo6GDhwIDp37oy8vDycO3cOxcXFmDp1Kv7v//6P9fxbtmxBeHg42rVrh8DAQAiFQpw6dQplZWXYsWOH3AaPmZmZmDRpEkpLSzF8+HDY2toiISEBd+/eRUhICFauXNngbUD7HihHbaMctY1y1DbKUds0L/T/UzlqG+WobZSjtlFOHW2jlXdWbty4gaNHj7LKUlJSkJJSuV6rnZ2dLFkJCQlB+/btsXv3bty6dQvx8fEwMjJCt27dEBISgrFjx8o9/5w5c2BnZ4fdu3dj//794HK5cHd3x/z58+Hm5iZXv0uXLoiMjMT69esRHx8PoVAIBwcHLFu2DFOnTm34BiCEEEIIIYRo550VQll8TahtlKO2UY7aRjlqm+aF/n8qR22jHLWNctQ2yqmjbZr0BHtCCCGEEEJI80XJCiGEEEIIIUQrUbJCCCGEEEII0UqUrBBCCCGEEEK0Ek2wJ4QQQgghhGglurNCCCGEEEII0UqUrBBCCCGEEEK0EiUrhBBCCCGEEK1EyQohhBBCCCFEK1GyQgghhBBCCNFKepoOgFQ5fvw4bty4gbS0NNy7dw8ikQirV69GcHCwpkPTqJycHJw5cwbx8fF48OABXrx4AXNzc/Tu3RuzZ89Gz549NR2iRhUWFmLDhg34+++/8e+//0IgEMDS0hIdO3bE1KlTERAQAA6Ho+kwtcL27duxbt06AMDBgwfRq1cvzQakYX5+fsjOzlZ4bOLEifjmm2/UHBFRFfUfilH/UTPqP2qP+g82dfYflKxokZ9++gnZ2dmwtLSEra2t0g9BS7N3715s374d9vb26N+/P6ytrfHo0SPExsYiNjYWP/zwA4KCgjQdpsbk5+fjyJEj6NmzJ4YMGQILCwvk5eXhzz//xPz58zFhwgSsWLFC02Fq3D///IMNGzbA2NgYQqFQ0+FoDVNTU0yfPl2u3NXVVQPREFVR/6EY9R81o/6jdqj/UExd/Qfts6JFrly5AgcHB9jZ2eGXX37BDz/8QFfGAJw9exZWVlbw8PBglV+/fh0zZsxAq1atkJCQAH19fQ1FqFkVFRVgGAZ6euxrD8XFxZg4cSIyMzPxxx9/oGvXrhqKUPMqKiowceJEcDgcODo64sSJE3RlDJVXxgDg/PnzGo6E1Bf1H4pR/1Ez6j9ej/oPxdTZf9CcFS3Sv39/2NnZaToMrRMQECDX0QCAh4cHvL29UVBQgLt372ogMu2gq6sr19EAgImJCXx8fAAAjx49UndYWmX79u3IyMjAqlWroKurq+lwCGlw1H8oRv1Hzaj/eD3qPzSPhoGRJk36R1bRH9uWrqysDImJieBwOOjSpYumw9GYe/fuYdOmTZgzZ06LvjqoTHl5OY4ePYqcnByYmZmhd+/e6Natm6bDIqTRUf+hHPUflaj/qJm6+g/6DSVN1pMnT3DlyhXY2NjAyclJ0+FoXGFhIXbv3g2JRIK8vDzEx8fj6dOnCAsLg6Ojo6bD0wixWIwlS5agc+fOeO+99zQdjlZ6/vw5lixZwirz9fXFmjVrYGVlpaGoCGlc1H+wUf8hj/qP11NX/0HJCmmSRCIRPvvsM5SXl+OTTz6hW7Oo7Gw2bdoke8zlcvHZZ59h5syZGoxKs7Zu3Yq7d+/i0KFD4HK5mg5H6wQHB8PLywtdunSBvr4+/vnnH2zatAnx8fH48MMPsX//floJiDQ71H/Io/5DHvUfNVNn/0HJCmlyJBIJPv/8cyQnJ2PChAkYO3aspkPSCu3bt8fdu3dRUVGBp0+f4vTp01i/fj1SU1MRHh7e4oY6ZGRkYOvWrZg5cyZcXFw0HY5WCgsLYz3u2bMntm3bhtDQUNy4cQMXL17EoEGDNBMcIY2A+g/FqP9go/7j9dTZf9AEe9KkMAyDZcuW4cSJExg9ejSWL1+u6ZC0jq6uLtq3b4/33nsPCxcuxLlz53Do0CFNh6V2ixcvRocOHTBv3jxNh9Kk6OjoyFaQSklJ0XA0hDQc6j9ej/qPStR/qKax+g9KVkiTIb0iduTIEYwcORLfffcddHToI1wT6WouSUlJGo5E/TIyMvDgwQO8+eabcHZ2lv07evQogMpNq5ydnREbG6vhSLWPpaUlAKCkpETDkRDSMKj/qDvqP6j/UEVj9B8t674eabIkEgm++OILREVFISgoCGvWrKFxxrWQk5MDAC2yrcaPH6+w/Pr16+DxePDz84OVlRUt96rAX3/9BQDUNqRZoP5DNdR/yKP+4/Uao/+gZIVoveodzbBhw7B27doW+cdTmfT0dLRv3x6mpqas8oKCAqxfvx4A8NZbb2kiNI369ttvFZYvWbIEPB4P77//fove1CszMxO2trYwMzNjlV+/fh2//vor9PX1ERAQoKHoCGkY1H/UjPoPxaj/qJm6+w9KVrRIZGQkbty4AaBybW9pmfQWrL+/P/z9/TUWn6Zs3rwZUVFRMDY2hqOjI7Zs2SJXx9/fH927d9dAdJoXFRWFw4cPw9vbG+3atYORkRGePHmCCxcuQCgUIjAwEKNGjdJ0mETLnDlzBjt27EC/fv1gZ2cHfX193Lt3D5cvX4aOjg6WL1+Odu3aaTpMUkvUfyhG/UfNqP8gqlB3/0HJiha5ceOGbDykVEpKimySkp2dXYvsbLKzswEAQqEQW7duVVjHzs6uxXY2gYGBKC4uxs2bN5GcnIzS0lKYm5ujT58+GDt2LEaMGEHLzxI53t7e+Oeff3Dnzh0kJSWhvLwc1tbWCAoKwowZM+Dm5qbpEEkdUP+hGPUfNaP+g6hC3f0Hh2EYpkGfkRBCCCGEEEIaAC2FQQghhBBCCNFKlKwQQgghhBBCtBIlK4QQQgghhBCtRMkKIYQQQgghRCtRskIIIYQQQgjRSpSsEEIIIYQQQrQSJSuEEEIIIYQQrUTJCiGEEEIIIUQrUbJCCCGEEEII0UqUrJAWYdq0aXB2dtZ0GGqzZMkSODs7499//1X5Oa5duwZnZ2ds3LixASMjhJCmhfqPuqP+gzQkSlYIIQ2ipXXohBBCGgb1H6QmlKwQ0gx99NFHOH36NNq0aaPpUAghhDQh1H8QbaOn6QAIIQ3P1tYWtra2mg6DEEJIE0P9B9E2dGeFaFz1sa3JyckIDQ2Fu7s7vLy88PHHH+PZs2cKz7t//z4WLlyIfv36wdXVFX5+fli1ahUKCgpe+5pHjhyBs7MzduzYofD4xYsX4ezsjJUrV8rK/Pz84OfnB6FQiNWrV8PX1xeurq4YNWoUoqOjFT5Pfn4+Vq1aBT8/P7i6uqJfv35YuHAhMjMz5epKxwk/fvwYO3fuRGBgINzc3BAUFIRTp04BAEQiEX766Sf4+fnhzTffxKhRo5CQkKD0uaqPOS4vL8fevXsxa9YsDBw4UBZPWFgY7ty589o2q4mzszOSkpJkP0v/LVmyhFUvIyMDixYtgo+PD1xdXTF48GCsWLEC+fn5rHr//vuv7Px//vkHYWFh8Pb2lr2nqKgoODs7IyoqCufPn0dISAh69uwJX19fhIeHQyKRAABOnDiBsWPHws3NDYMGDcLOnTvlYi8rK8OuXbswevRo9OnTB+7u7vD398dHH32Eu3fv1qtdCCGNi/qPStR/VKH+o/mhOytEa9y8eRPbtm3DoEGDMG3aNNy+fRt//PEHbty4gcOHD6N169ayuikpKZg1axbKy8sRGBgIOzs73Lx5E7t378bFixdx4MABWFpaKn2toKAgrF69GpGRkZg9e7bc8cjISABASEgIq1wkEmHmzJkQCAQICAhASUkJTp8+jYULF2LHjh3w8fGR1c3Pz8fEiRPx6NEjeHl5YcSIEcjOzkZMTAwuXryIXbt2wd3dXe61V69ejb/++guDBw+Gjo4OTp8+jY8//hhmZmb4/fffcf/+fQwcOBBlZWX4448/MGfOHJw5cwYdOnSosX0FAgFWrVoFDw8PDBw4EGZmZnj8+DHOnz+P+Ph4REREwM3NrcbnUCYsLAxHjx5FdnY2wsLCZOXdu3eX/RwXF4eFCxdCV1cXfn5+eOONN/DPP/8gIiICly5dwqFDh2Bubs563kePHmHixIno0qULxo0bB4FAAC6XKzt+7tw5XL58Gf7+/ujduzcuXLiALVu2gGEYmJubY/PmzRgyZAg8PDxw9uxZrFmzBjY2Nhg9erTsORYvXowzZ87A2dkZwcHB0NfXx9OnT3Ht2jX4+PjQOGpCmgDqPypR/1GF+o9mhCFEwxITExknJyfGycmJOXToEOvYxo0bGScnJ2bp0qWysoqKCiYgIIBxcnJi4uPjWfV/+OEHxsnJifn8889Z5aGhoYyTkxOrbPny5YyTkxOTlJTEKn/x4gXj4uLChISEsMoHDx7MODk5MXPmzGHKyspk5VeuXGGcnJyYmTNnsuovXbqUcXJyYn744QdWeXx8POPk5MQEBAQwFRUVsvLFixfLyvPy8mTlN2/eZJycnBgPDw9m8uTJzMuXL2XHTp06xTg5OTErVqxgvYb0uR4/fiwrKysrY549e8a86t69e0yvXr2YGTNmsMql/182bNggd44iitpYis/nM71792beeustJjs7m3Xs5MmTjJOTE/PNN9/Iyh4/fiz7TISHh8s935EjRxgnJyfGxcWFuXXrlqy8qKiI6devH9OzZ09mwIABTFZWluzYkydPGBcXF2bUqFGyssLCQsbZ2ZkJDg5mxGIx6zXEYjEjEAhq9d4JIZpB/Ucl6j+o/2jOaBgY0RodO3bE+PHjWWWzZ8+GlZUVTp06hfLycgCVV8V4PB7eeust+Pr6sup/8MEHsLCwwB9//CGrr8zEiRMBVF0Fkzp69ChEIpHcVTGppUuXQl9fX/a4X79+sLOzQ1pamqysvLwcp06dgoWFBebMmcM639fXFz4+PuDxeEhJSZF7/g8++ABWVlayxz179kSHDh1QWFiIRYsWwdjYWHYsMDAQXC63Vreb9fX1FU6Y7Nq1K7y9vZGcnAyRSPTa51HF8ePHUVxcjI8++gjt2rVjHRs5ciRcXFxkQxWqs7GxkWu/6kaNGsW6mmdiYoJBgwahpKQEkyZNYl0tbNu2Lfr06YPMzEyIxWIAAIfDAcMw0NfXh66uLuu5dXV1YWZmptL7JYSoF/UfVe+B+o9K1H80HzQMjGiN3r17g8PhsMoMDQ3h4uKChIQE8Hg8ODk5ycbHenl5yT2HsbExXF1dcenSJVl9ZZydneHu7o6YmBh8+eWXMDU1BVA5HtnY2BhBQUFy55iZmSm8Xd6mTRvcvHlT9vjBgwcoLS2Fl5cXjIyM5Op7e3vj0qVLyMjIgIeHB+tY9VvfUjY2Nnj8+LHcMV1dXVhZWSEnJ0fp+6wuPT0dO3bswI0bN/DixQu5ziU/P79RJlZK2+bWrVvIysqSO15WVob8/Hzw+XxWR+vs7Mzq2F+lrK1qOlZRUYG8vDy0adMGJiYm8PX1RUJCAsaNG4fAwEB4eHjAzc2txtclhGgX6j8qUf9B/UdzRMkK0RrW1tYKy6VjjYuKigAAxcXFrPJXSf/YSOvXZMKECVi6dClOnDiBqVOn4vr163jw4AEmTJiAVq1aydWXdkiv0tPTk03Kq02Mr76n6kxMTBQ+f03HpFd6apKSkoLp06cDAAYMGABHR0cYGxuDw+EgNjYWGRkZr72aqCqBQAAA+P3332usV1JSwnqsrP2kVGkrAKxOdsOGDdi2bRv++OMPrF+/HgDQqlUrvP322/joo48UflkghGgX6j8qUf9RhfqP5oOSFaI18vLyFJa/ePECQNUfeukfEWm5svqK/ti8SjpR8vDhw5g6dSoOHz4MQH5iZF01ZIwNZevWrSgvL8e+ffvQp08f1rHqV/Uag/R9njx5ssarla969UppYzA2NsaiRYuwaNEiPH78GNeuXcOBAwewZ88elJWV4Ztvvmn0GAgh9UP9R+Oi/kMx6j/Ug+asEK2RkpIChmFYZaWlpbh9+zYMDQ3h6OgIAOjRowcAyJY6rK6kpARpaWkwNDREx44dX/uahoaGGD16NO7cuYOkpCRER0fD2dlZ5VVNpDp16gQDAwP8/fffcld7ACA5ORmA4lvNjSUrKwsWFhZyHU1JSUm9l54EAB2dyj8nFRUVcsek7dnYnVp9dejQAePHj0dERASMjY1x/vx5TYdECKkF6j8aF/Ufr0f9R+OhZIVojYcPH8quTEnt2LEDfD4fI0aMkI0B7d27N+zt7REfH48rV66w6m/btg35+fms+q8jnSj58ccfo6SkBBMmTKj3e9HX18eIESOQn5+Pbdu2sY5duXIF8fHxcHBwQO/evev9WrVlZ2cHgUCA+/fvy8oqKirw/fffg8/n1/v5pctGKtrX4O2330arVq2wfv161utLlZSUaKQj4vP5+Ouvv+TKBQIBRCIRDAwM1B4TIaTuqP9oXNR/yKP+Q31oGBjRGj4+Pli+fDkuXryITp064fbt27h06RLatm2Ljz76SFZPR0cHq1evxuzZs/Hee+/J1sm/desWEhMTYW9vj08++aTWr+vk5AR3d3ekpqbCwMCAtYZ6fXz66adITk7Gli1bkJqaip49e8rWyTcyMsKqVatkV5PUITQ0FJcuXcKUKVMwfPhw6OvrIykpCTk5OfDy8lJ4pbEu+vbti5iYGCxYsAADBw6EgYEBnJycMGjQIFhZWeHHH3/EggULMGbMGPj6+qJTp04oKyvDkydPkJSUBHd3d4WbbjWmnJwchISEoGvXrujRowfatGmDgoICxMXFQSQSKdxDgRCifaj/aFzUf8ij/kN9KFkhWqNXr1744IMPEB4ejj179oDL5WLEiBH49NNP5SbKeXh44ODBg9i8eTMuX76M4uJi2NraYtq0afjwww9ZK4LUxrhx45CamorAwMAGW27QysoKhw4dws8//4zz58/jxo0bMDExgZ+fH8LCwuo09rYhDB48WDYZ8MSJEzA0NETfvn2xefNmbN68ud7PP2HCBGRnZ+P06dPYunUrxGIxxo0bh0GDBgEABg0ahKNHj2Lnzp24evUqLl++DGNjY7Rp0wbBwcEN1snXhZ2dHebNm4fExERcuXIFBQUFsLS0RI8ePTBjxgzWJm2EEO1F/Ufjov5DHvUf6sNhXh3kSYiaXbt2De+88w7CwsIwb948jcTw9ddfY//+/YiIiICnp6dGYiCEEFI31H8Q0vzRnBXS4vH5fBw/fhydO3emjoYQQkitUf9BSOOjYWCkxbpw4QJu376NmJgYCIVChIWFaTokQgghTQD1H4SoDyUrpMWKjo7G0aNHYWtri48++kjhjsOEEELIq6j/IER9aM4KIYQQQgghRCvRnBVCCCGEEEKIVqJkhRBCCCGEEKKVKFkhhBBCCCGEaCVKVgghhBBCCCFaiZIVQgghhBBCiFaiZIUQQgghhBCilShZIYQQQgghhGglSlYIIYQQQgghWun/AQEPP2Shij3dAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_out_of_sample_penalty(outsample_error, insample_error):\n", " penalty = outsample_error - insample_error\n", " n_terms = len(penalty)\n", " xs = np.arange(1, n_terms + 1)\n", "\n", " _, axs = plt.subplots(1, 2, figsize=(8, 4))\n", " plt.sca(axs[0])\n", " utils.plot_scatter(\n", " xs, insample_error, color=\"C1\", label=None, zorder=100, alpha=1, facecolors=\"w\"\n", " )\n", " utils.plot_line(xs, insample_error, color=\"C1\", label=\"in-sample\", alpha=1)\n", "\n", " utils.plot_scatter(\n", " xs, outsample_error, color=\"C0\", label=None, zorder=100, alpha=1, facecolors=\"w\"\n", " )\n", " utils.plot_line(xs, outsample_error, color=\"C0\", label=\"out-of-sample\", alpha=1)\n", "\n", " for ii, (out, inn) in enumerate(zip(outsample_error, insample_error)):\n", " label = \"difference\" if not ii else None\n", " plt.plot((ii + 1, ii + 1), (out, inn), color=\"k\", lw=3, label=label)\n", "\n", " plt.ylabel(\"prediction error\")\n", " plt.xlabel(\"polynomial terms\")\n", " plt.legend()\n", "\n", " plt.sca(axs[1])\n", " utils.plot_scatter(xs, penalty, color=\"black\", label=None, zorder=100, alpha=1, facecolors=\"w\")\n", " utils.plot_line(xs, penalty, color=\"black\", label=\"difference\", alpha=1)\n", " plt.xlabel(\"polynomial terms\")\n", " plt.xticks(xs)\n", " plt.ylabel(\"out-of-sample-penalty\")\n", " plt.legend()\n", "\n", "\n", "plot_out_of_sample_penalty(outsample_error, insample_error)" ] }, { "cell_type": "markdown", "id": "f1f7ebb7", "metadata": {}, "source": [ "\n", "## Regularization\n", "\n", "- There will be a tradeoff between model flexibility and accuracy. Having a model that's too flexible can lead to overeighting the contribution of noise.\n", "- Do no want your estimator to get too excited about rare outlier events. You want it to find **regular features**.\n", "- Bayesian modeling uses tighter priors (in terms of variance) in order to be skeptical of unlikely events, tampering down the estimator's dendency to \"get excited\" about outlier events, thus reducing the model's flexibility to model those outliers.\n", " - Good priors are often tigher than one thinks\n", "- The goal isn't signal compression (i.e. memorizing all features of the data), it is generalization in predictions.\n", " \n", "> Cross validation is not regularization: CV can be used to compare models, but not to reduce flexibility (though we could average models)\n", "\n", "\n", "### Regularizing Priors\n", "- Use science: there's no replacement for domain knowledge\n", "- Can tune priors with using CV\n", "- Many tasks are a mix of inference and prediction, so weight the ability to predict and make actionable inferences" ] }, { "cell_type": "markdown", "id": "0638570f", "metadata": {}, "source": [ "If we define the out-of-sample-penalty (OOSP) as the difference between the out-of-sample and in-sample error, we can see that as model complexity increases, so does the OOSP. We can use this metric for comparing models of different form and complexity by providing a signal for overfitting.\n", "\n", "> McElreath goes on to show that Bayesian cross-validation metrics WAIC and PSIS closely track the OOSP returned by brute-force LOOCV (via the proxy lppd). It would be nice to replicate that chart in Python/PyMC, however, that's a lot of extra coding and model estimation for one plot, so I'm going to skip that one for now. That said, I'll show in the section on Robust Regression an example of using WAIC and PSIS returned from the PyMC.\n", "\n", "## Penalty Prediction & Model (Mis-) Selection\n", "\n", "For the simple example above, runing cross-validation to obtain in- and out-of-sample penality is no big deal. However, for more complex models that may take a long time to train, retraining multiple times can be prohibitive. Luckily there are some approximations to the CV procedure that allow us to obtain similar metrics directly from Bayesian models without having to explicitly run CV. These metrics include\n", "\n", "- Pareto-smoothed Importance Sampling (PSIS)\n", "- Waikake's Information Criterion (WAIC)\n", "\n", "> When directly addressing causal inference problems, **do not use CV Penalties for selecting causal models**, this can result in selecting a confounded model. **Confounds often aid with prediction in the absence of intervention** by milking all association signals. However, there are many associations that we do not want to include when addressing causal problems." ] }, { "cell_type": "markdown", "id": "f634d88e", "metadata": {}, "source": [ "### Example: Simulated Fungus Growth\n", "The following is a translation of R code 6.13 from McElreath's v2 textbook that's used to simulate fungus growth on plants." ] }, { "cell_type": "code", "execution_count": 10, "id": "5eebabe1", "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "H0\n", "\n", "Initial Height, H0\n", "\n", "\n", "\n", "H1\n", "\n", "Final Height, H1\n", "\n", "\n", "\n", "H0->H1\n", "\n", "\n", "\n", "\n", "\n", "T\n", "\n", "Treatment, T\n", "\n", "\n", "\n", "T->H1\n", "\n", "\n", "\n", "\n", "\n", "F\n", "\n", "Fungus, F\n", "\n", "\n", "\n", "T->F\n", "\n", "\n", "\n", "\n", "\n", "F->H1\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "utils.draw_causal_graph(\n", " edge_list=[(\"H0\", \"H1\"), (\"T\", \"H1\"), (\"T\", \"F\"), (\"F\", \"H1\")],\n", " node_props={\n", " \"T\": {\"label\": \"Treatment, T\", \"color\": \"red\"},\n", " \"F\": {\"label\": \"Fungus, F\"},\n", " \"H0\": {\"label\": \"Initial Height, H0\"},\n", " \"H1\": {\"label\": \"Final Height, H1\"},\n", " },\n", " edge_props={\n", " (\"T\", \"F\"): {\"color\": \"red\"},\n", " (\"F\", \"H1\"): {\"color\": \"red\"},\n", " (\"T\", \"H1\"): {\"color\": \"red\"},\n", " },\n", ")" ] }, { "cell_type": "markdown", "id": "0c508146", "metadata": {}, "source": [ "### Simulate the plant growth experiment" ] }, { "cell_type": "code", "execution_count": 11, "id": "84ac97af", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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countmeanstdmin25%50%75%max
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" ], "text/plain": [ " count mean std min 25% 50% \\\n", "H0 100.0 9.711385 2.102440 3.705167 8.522114 9.779218 \n", "treatment 100.0 0.550000 0.500000 0.000000 0.000000 1.000000 \n", "fungus 100.0 0.250000 0.435194 0.000000 0.000000 0.000000 \n", "H1 100.0 14.040887 2.587388 8.749880 12.286543 13.830425 \n", "growth 100.0 4.329502 1.719949 -0.604996 3.259297 4.824692 \n", "\n", " 75% max \n", "H0 11.008820 15.743639 \n", "treatment 1.000000 1.000000 \n", "fungus 0.250000 1.000000 \n", "H1 15.764303 20.348779 \n", "growth 5.532195 7.533324 " ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.random.seed(12)\n", "\n", "n_plants = 100\n", "\n", "# Simulate initial heights\n", "H0 = stats.norm.rvs(10, 2, size=n_plants)\n", "\n", "\n", "# Treatment aids plant growth indirectly by reducing fungus,\n", "# which has a negative effect on plant growth\n", "\n", "# Simulate treatment\n", "treatment = stats.bernoulli.rvs(p=0.5, size=n_plants)\n", "\n", "# Simulate fungus growth conditioned on treatment\n", "p_star = 0.5 - (treatment * 0.4) # fungus is random when untreated, otherwise 10% chance\n", "fungus = stats.bernoulli.rvs(p=p_star)\n", "\n", "# Simulate final heights based on fungus\n", "BETA_F = -3 # fungus hurts growth\n", "ALPHA = 5\n", "SIGMA = 1\n", "\n", "mu = ALPHA + BETA_F * fungus\n", "H1 = H0 + stats.norm.rvs(mu, SIGMA)\n", "\n", "plants = pd.DataFrame(\n", " {\"H0\": H0, \"treatment\": treatment, \"fungus\": fungus, \"H1\": H1, \"growth\": H1 - H0}\n", ")\n", "plants.describe().T" ] }, { "cell_type": "markdown", "id": "0c3b83ae", "metadata": {}, "source": [ "If we are focusing on the total causal affect of Treatment, $T$ on final height $H1$\n", "\n", "#### Incorrect adjustment set (stratifying by $F$)\n", "\n", "$$\n", "\\begin{align*}\n", "H_1 &\\sim \\mathcal{N}(\\mu_i, \\sigma) \\\\\n", "\\mu_i &= H_0 \\times g_i \\\\\n", "g_i &= \\alpha + \\beta_T T_i + \\beta_F F_i\n", "\\end{align*}\n", "$$\n", "\n", "- incorporates treatment $T$ _and_ fungus, $F$, which is a post-treatment variable (bad for causal inference)\n", "- $F$ would not have been found using backdoor criterion\n", "- However, provides more accurate predictions than not incorporating $F$\n" ] }, { "cell_type": "code", "execution_count": 12, "id": "0a625127", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [sigma, alpha, beta_T, beta_F]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "92a850fcc19f4d5482284b0883644247", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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     "text": [
      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 1 seconds.\n"
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     "execution_count": 12,
     "metadata": {},
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   ],
   "source": [
    "with pm.Model() as biased_model:\n",
    "    # Priors\n",
    "    sigma = pm.Exponential(\"sigma\", 1)\n",
    "    alpha = pm.LogNormal(\"alpha\", 0.2)\n",
    "    beta_T = pm.Normal(\"beta_T\", 0, 0.5)\n",
    "    beta_F = pm.Normal(\"beta_F\", 0, 0.5)\n",
    "\n",
    "    H0 = plants.H0.values\n",
    "    H1 = plants.H1.values\n",
    "\n",
    "    T = pm.Data(\"T\", treatment.astype(float))\n",
    "    F = pm.Data(\"F\", fungus.astype(float))\n",
    "\n",
    "    # proportional amount of growth\n",
    "    g = alpha + beta_T * T + beta_F * F\n",
    "    mu = g * H0\n",
    "\n",
    "    # Likelihood\n",
    "    pm.Normal(\"H1\", mu, sigma, observed=H1)\n",
    "\n",
    "    biased_inference = pm.sample(target_accept=0.95)\n",
    "    pm.compute_log_likelihood(biased_inference)\n",
    "\n",
    "pm.model_to_graphviz(biased_model)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "09e7e6a3",
   "metadata": {},
   "source": [
    "#### Correct adjustment set (not stratifying by $F$)\n",
    "\n",
    "$$\n",
    "\\begin{align*}\n",
    "H_1 &\\sim \\mathcal{N}(\\mu_i, \\sigma) \\\\\n",
    "\\mu_i &= H_0 \\times g_i \\\\\n",
    "g_i &= \\alpha + \\beta_T T_i\n",
    "\\end{align*}\n",
    "$$\n",
    "\n",
    "- includes only treatment T\n",
    "- less accurate predictions, despite being the correct causal model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "99be845b",
   "metadata": {},
   "outputs": [
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      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "NUTS: [sigma, alpha, beta_T]\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 1 seconds.\n"
     ]
    },
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     },
     "execution_count": 13,
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   ],
   "source": [
    "with pm.Model() as unbiased_model:\n",
    "    # Priors\n",
    "    sigma = pm.Exponential(\"sigma\", 1.0)\n",
    "    alpha = pm.LogNormal(\"alpha\", 0.2)\n",
    "    beta_T = pm.Normal(\"beta_T\", 0, 0.5)\n",
    "\n",
    "    H0 = plants.H0.values\n",
    "    H1 = plants.H1.values\n",
    "\n",
    "    T = pm.Data(\"T\", treatment.astype(float))\n",
    "    F = pm.Data(\"F\", fungus.astype(float))\n",
    "\n",
    "    # proportional amount of growth\n",
    "    g = alpha + beta_T * T\n",
    "    mu = g * H0\n",
    "\n",
    "    # Likelihood\n",
    "    pm.Normal(\"H1\", mu, sigma, observed=H1)\n",
    "\n",
    "    unbiased_inference = pm.sample(target_accept=0.95)\n",
    "    pm.compute_log_likelihood(unbiased_inference)\n",
    "\n",
    "pm.model_to_graphviz(unbiased_model)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3a24ce7d",
   "metadata": {},
   "source": [
    "#### Biased model provides better _predictions_ of the data\n",
    "We can see that by comparing LOO Cross validation scores, the biased model is ranked higher:\n",
    "- biased model weight = 1\n",
    "- ELPD (deviance) is lower (indicating better predictions out of sample)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "e9e0bdda",
   "metadata": {},
   "outputs": [
    {
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H1 ~ H0 + T + F0343.5731354.1864770.0000001.000000e+0015.4260430.0000Falsedeviance
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\n", "
" ], "text/plain": [ " rank elpd_loo p_loo elpd_diff weight \\\n", "H1 ~ H0 + T + F 0 343.573135 4.186477 0.000000 1.000000e+00 \n", "H1 ~ H0 + T 1 425.412309 3.566714 81.839174 1.335820e-12 \n", "\n", " se dse warning scale \n", "H1 ~ H0 + T + F 15.426043 0.0000 False deviance \n", "H1 ~ H0 + T 17.616036 16.9891 False deviance " ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "comparison = az.compare(\n", " {\"H1 ~ H0 + T + F\": biased_inference, \"H1 ~ H0 + T\": unbiased_inference}, scale=\"deviance\"\n", ")\n", "comparison" ] }, { "cell_type": "code", "execution_count": 15, "id": "2fe23fd6", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_compare(comparison, insample_dev=False);" ] }, { "cell_type": "markdown", "id": "824dde77", "metadata": {}, "source": [ "#### However, the unbiased model recovers the correct causal effect" ] }, { "cell_type": "code", "execution_count": 16, "id": "86d0b990", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
alpha1.5390.0261.4901.5890.0010.0001833.02070.01.0
beta_F-0.3620.033-0.421-0.2990.0010.0012089.02454.01.0
beta_T-0.0340.030-0.0860.0220.0010.0001895.02390.01.0
sigma1.3190.0951.1401.4890.0020.0012539.02584.01.0
\n", "
" ], "text/plain": [ " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk ess_tail \\\n", "alpha 1.539 0.026 1.490 1.589 0.001 0.000 1833.0 2070.0 \n", "beta_F -0.362 0.033 -0.421 -0.299 0.001 0.001 2089.0 2454.0 \n", "beta_T -0.034 0.030 -0.086 0.022 0.001 0.000 1895.0 2390.0 \n", "sigma 1.319 0.095 1.140 1.489 0.002 0.001 2539.0 2584.0 \n", "\n", " r_hat \n", "alpha 1.0 \n", "beta_F 1.0 \n", "beta_T 1.0 \n", "sigma 1.0 " ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "az.summary(biased_inference)" ] }, { "cell_type": "code", "execution_count": 17, "id": "bb41256e", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
alpha1.3690.0321.3081.4260.0010.0011776.01806.01.0
beta_T0.0910.0410.0150.1710.0010.0011824.02052.01.0
sigma1.9850.1401.7212.2340.0030.0022366.02417.01.0
\n", "
" ], "text/plain": [ " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk ess_tail \\\n", "alpha 1.369 0.032 1.308 1.426 0.001 0.001 1776.0 1806.0 \n", "beta_T 0.091 0.041 0.015 0.171 0.001 0.001 1824.0 2052.0 \n", "sigma 1.985 0.140 1.721 2.234 0.003 0.002 2366.0 2417.0 \n", "\n", " r_hat \n", "alpha 1.0 \n", "beta_T 1.0 \n", "sigma 1.0 " ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "az.summary(unbiased_inference)" ] }, { "cell_type": "markdown", "id": "7537b27a", "metadata": {}, "source": [ "Plotting the posteriors of each model provide different results. The biased model suggests that there is no, or even negative effect of the treatment on plant growth. We know this is not true because the simulation either has 0 effect for the untreated, or a positive effect (indirectly by reducting fungus) on plant growth." ] }, { "cell_type": "code", "execution_count": 18, "id": "2f071ebe", "metadata": {}, "outputs": [ { "data": { "image/png": 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Zgs1mc+tSxf/G19eXvn37AjBhwgRLMoiIiIj7qVkRkRwzDIPnnnsOgPvuu486depYlqVfv34AzJ49m8TERMtyiIiIiPuoWRGRHJs+fTpr164lKCgoeyUwqzRo0IBKlSqRlJTE7NmzLc1yJYmJiRQtWpQqVaqooRIRkXxtzpw5/PTTT6YfV82KiORIWloaL774IgDPPvsspUqVsjSPzWbLvroyfvx4S7P8mzNnznD27FmrY4iIiFyXuXPnMmbMGNOPq2ZFRHLk66+/Zv/+/RQrVoznn3/e6jjA/4aCLVq0iHPnzlmcRkRExDxOp5P09PTL3pecnGxyGvfxsTqAiHi+mJgY3nzzTQDeeustQkNDLU6UqWbNmtSpU4ft27czffp0HnjgAasjiYhIHjEMAyMp1eoY2IL8r+v5Wcv9r1+/nri4OIoUKULDhg0ZNmwYfn5+7Nmzh08//ZRNmzaRkpJCxYoVuffee+nZs2f2a2zYsIF77rmH999/n127djFv3jyio6OZN28e3333HYsWLWLixIm8//77bN26lapVqzJp0iTS0tIYNWoUs2fP5ujRo4SEhNCyZUuef/55ChUqdFHOOXPm8PPPP7Nnzx4gc1+zAQMGcMcdd3D33XezceNGAKpVq5b9nN27d19XbXJCzYqIXNU777zDuXPnqFGjBvfff7/VcS5y5513sn37dmbMmKFmRUTESxiGwf6Oz5G0cafVUQhqVJOK865t9ctdu3bRr18/IiMjeeKJJyhXrhzR0dEsW7aMtLQ0jh49St++fSlcuDCvvPIKkZGRzJ49myFDhnDmzJnsfcWyfPLJJ9StW5c333wTu91O4cKFgcyrLI8++ih9+/blwQcfJCMjA5fLxX/+8x82b97MoEGDqFevHseOHWPEiBFs376dadOmERAQAMDw4cP58ssvadeuHffddx+hoaHs3buX48ePA/D6668zdOhQjhw5whdffHEd1cw9NSsi8q8OHTrE559/DsCHH36Ij49n/dro0aMHr776KkuXLiU+Pt5jrvqIiMh1stmsTnDd3n33XXx8fJg6depFVzK6desGwGuvvYbT6WTMmDGUKFECgObNmxMXF8fIkSPp27fvRX/XypYtm/03+UJOp5PHHnuM22+/Pfu2efPmsXr1akaMGHHRnmjVq1end+/eTJ8+nf79+3PkyBG++eYbunbtykcffZT9uCZNmmR/XblyZcLCwvDz86Nu3brXX5hc8Kx3HSLicV555RVSU1Np1aoVnTp1sjrOJWrWrEnlypXZt28fixYtonfv3lZHEhGR62Sz2ag0/8N8PQwsOTmZ3377jd69e18y5CrL+vXrufXWW7MblSw9e/Zk1apVbN26lWbNmmXf/m8bMbdv3/6i/798+XLCwsJo2bLlRXNbatSoQVRUFBs3bqR///6sXbuWjIwM7rrrrmv5Nt1OzYqIXNGmTZuyV9r68MMPsXngp1w2m43u3bvz8ccfM2vWLI9qVux2O/Xr1ycjIwO7XeuZiIjkhs1mwxYcYHUMIHNYWm7FxcWRkZFBsWLFrviYmJgYoqKiLrm9aNGi2fdf6HKPBQgMDCQkJOSi286ePUtcXBy1a9e+7HPOnz8PkL1ATfHixa+Y00pqVkTksi7cAPLuu++mXr16Fie6sh49evDxxx8zd+5cnE4nvr6+VkcCMv94bNy4kZiYGAIDA62OIyIiJgoPD8fhcHDq1KkrPiYiIoLo6OhLbj99+jQAkZGRF91+pQ8NL3d7ZGQkERERjBo16rLPCQ4OBsi+6nPy5MlLrvB4An3UJyKXNWfOHFauXElAQADDhg2zOs6/uvXWW4mKiiImJoZVq1ZZHUdERISAgAAaNGjAwoULr7i8/q233sr69esvaWhmzZpFYGDgdc0PadGiBTExMbhcLm644YZL/lexYkUgc26Kw+FgwoQJ//p6fn5+pKSkXHOea6VmRUQu4XQ6eeGFFwB46qmnKFu2rMWJ/p3D4aBr165A5i94ERERT/DSSy/hdDq58847mTx5MuvXr2fevHk8++yzJCQk8Nhjj+Hj48M999zD7NmzWblyJc899xwrVqxg8ODB17VoTOfOnWnWrBkPPfQQX3zxBatWrWLdunXMmDGDIUOGsGTJEgBKly7Nww8/zKxZs3jiiSdYvHgx69atY+zYsRdN5q9atSpnz55l/PjxbN++nT/++OO665MTuR4GNmvWLDZv3syff/7Jnj17cDqdvPvuu/Tq1euixzmdTpYtW8by5cv5/fffOXHiBDabjcqVK9OjRw/69u2Lw+HIs29ERPLOqFGj2L17N0WKFGHIkCFWx8mR7t2788MPPzBv3jyGDx/uEfNrkpKSqFmzJi6Xi507d2ZfchcRkYKhevXqTJ06lc8//5yPP/6YxMREoqKiuOWWW/Dz86NixYpMnDiRTz75hLfeeouUlBQqVap02ffWueVwOPjqq68YM2YMs2bN4ttvv8XhcFC8eHEaNGhA1apVsx/75JNPUq5cOX7++Weee+45HA4H5cuX5+67785+zD333MPevXv59NNPiY+PxzAMU/ZZsRm5nDHUqlUrjh07RmRkJEFBQRw7duyyBd2/fz+dOnUiODiYW265hQoVKhAfH8/y5cs5ffo0LVu25KuvvvKINxRZDMMgJiaGiIgIj8rlzVRzc+Wk3vHx8VSuXJnTp08zYsQIBg8ebHLKa5OQkEDhwoVJS0tj165dF21aZZXExMTsCY/x8fGXTH4U99DvFXOp3ubzppqnpKRw8OBBKlSokL3nhycyDIOMjAwcDke+r7kZ8vLfNddXVoYNG0a5cuUoVaoU3377LR9//PFlHxcSEsLrr79Oz549L5pYmpSUxN13383y5ctZuHAhHTt2vPb0IpLnPvjgA06fPk3lypV56KGHrI6TYyEhITRv3pwlS5Ywf/58j2hWRERE5Prkes5K48aNKVWq1FUfV6xYMfr373/JCjhBQUHcd999APz222+5PbyIuNGxY8eyP4B477338PPzszhR7mTtAzN//nyLk4iIiEhesGSCfdYO2JqzIuJZXn/9dZKTk2ncuPF1j5W1QtaV2lWrVpGQkGBxGhEREbleluyzMm3aNACaNm161cdeyyY81yrrWGYes6BTzc31b/Xes2cPP/74I5A5FOxKj/NkVapUoWLFihw4cIClS5fSrVs3S/NcWD/DMPJdPfMr/V4xl+ptPm+q+YXfS375fvJLTivl9N81J/N/TG9WJk2axKpVq7jlllto3rz5VR8fGxtr+kkRGxtr6vFENTfb5eo9dOhQXC4X7dq1o2bNmpfsmptftG7dmgMHDjBz5kyaNWtmaZbExMTsr2NjY0lPT7cwTcGj3yvmUr3N5w01T0tLw+VykZGRQUZGhtVxrio/ZPQEGRkZuFwu4uLi/nVvlv+/6eXlmNqsrFixgrfffptSpUrx4Ycf5ug54eHhbk71P4ZhEBsbS3h4uFZ6MIlqbq4r1fuvv/5i6tSpALzzzjtERERYlPD69ejRg++++46lS5dafl75+flRs2ZNMjIyiIiI0NLFJtHvFXOp3ubzppqnpKRw7tw57Ha7x08PyFoNTK7Obrdjt9sJCwszfzWwa7V69Woef/xxChcuzOjRoylatGiOnmfFD6HNZsv3P/z5jWpurv9f77feegvDMOjRowc333yzhcmuX8uWLQkICODIkSP89ddf1K5d27IswcHB/Pnnn8TExBAcHKxz3GT6vWIu1dt83lDzrIVckpOTCQoKsjjNlV04yie/19wMycnJQOa/7/XWy5RmZdWqVQwePJjIyEjGjBlDmTJlzDisiOTArl27mDx5MgBvvvmmxWmuX2BgIC1btmTBggUsWLDA0mZFRET+ncPhICIigtOnTwOZq8Z6YjOgfVZyxjAMkpKSOH36NBEREXlyJcrtzcqqVat47LHHCA8PZ8yYMZQrV87dhxSRXPjkk0+AzB3g69SpY3GavNGpUycWLFjA/Pnzef75562OIyIi/6J48eIA2Q2Lp3K5XNjtliykm+9ERERk/7teL7c2K/+/USlfvrw7DyciuXT69GnGjBkDwHPPPWdxmrzToUMHANasWUNCQoJlO8cnJSXRoEEDMjIy2Lx5s+asiIhchs1mo0SJEhQtWhSn02l1nMsyDIO4uDjCwsJ0ZeUqfH1983RuT66blSlTprB582Ygc6nTrNs2btwIQJs2bWjTpg379+/nscceIy0tjYYNGzJv3rxLXqtUqVL5ci8HEW/x5ZdfkpqaSsOGDWnSpInVcfJM5cqVs5cwXr58OV27drUkh2EY/PXXX9lfi4jIlTkcDo+dwG4YBikpKQQEBKhZMVmum5XNmzczY8aMi27bsmULW7ZsATIbkDZt2nDmzBnS0tIALtuoADRs2FDNiohFkpOTGTlyJADPPvus1/3ybd++PV999RWLFi2yrFkRERGR62Mz9HFfNsMwiImJISIiwuveuHkq1dxcF9b7hx9+4IEHHqB8+fLs3bsXHx9L9oh1m1mzZtGjRw8qV67M3r17LcmQmJiYPQQtPj7esuFoBY1+r5hL9Tafam4+1dw6miUkUkB9++23APznP//xukYFMpcw9vHxYd++fRw4cMDqOCIiInIN1KyIFEDbt29n48aN+Pr6MnDgQKvjuEVYWBiNGzcGYNGiRRanERERkWuhZkWkAPruu++AzOWKc7pBa37Uvn17ABYuXGhxEhEREbkWalZECpjk5GTGjRsHwIMPPmhxGvfKWsJ42bJl2Qt+mMlms1GuXDnKlCmjMc4iIiLXQM2KSAEze/ZsYmJiKF++PG3atLE6jlvVrVuXqKgoEhISWLdunenHDwoK4uDBg/z+++8EBQWZfnwREZH8Ts2KSAEzYcIEAO6//36v34nXbrfTrl07QPNWRERE8iPvfqciIhc5ceIEq1evBmDAgAEWpzFH1rwVNSsiIiL5j5oVkQJkypQpGIZBo0aNqFChgtVxTJF1ZWXLli2cPn3a1GMnJyfTsGFDWrduTXJysqnHFhER8QZqVkQKkEmTJgHQt29fi5OYp1ixYtStWxeAJUuWmHpsl8vFpk2b2Lp1Ky6Xy9Rji4iIeAM1KyIFxKFDh1i3bh02m40777zT6jim0lAwERGR/EnNikgBkXVVpWnTppQoUcLiNObKalYWL16sKxwiIiL5iJoVkQJi4sSJAPTq1cviJOZr0qQJwcHBnDp1it9//93qOCIiIpJDalZECoCDBw+ybds2HA4HXbt2tTqO6fz8/GjVqhWgoWAiIiL5iZoVkQJg1qxZANx2220UKlTI4jTW0LwVERGR/MfH6gAi4n5ZzUq3bt0sTmKdrGZlzZo1JCQkEBISYspxixQpgmEYphxLRETE2+jKioiXO3v2LKtWrQKge/fuFqexTuXKlalYsSJOp5Ply5ebcszg4GBOnz7N3r17CQ4ONuWYIiIi3kTNioiXmzdvHi6Xizp16hSYjSCvREPBRERE8hc1KyJeLmsIWI8ePawN4gHUrIiIiOQvalZEvFhycjILFy4ECvYQsCwtW7bEx8eHffv2ceDAAbcfLzk5mZYtW9K1a1eSk5PdfjwRERFvo2ZFxIutXLmSpKQkSpcuzU033WR1HMuFhYXRuHFjwJyrKy6Xi5UrV7JmzRptRikiInIN1KyIeLGsqyodO3bEZrNZnMYzaCiYiIhI/qFmRcSLZTUrHTp0sDiJ58iqxdKlS0lLS7M4jYiIiPwbNSsiXurgwYPs3r0bh8NB69atrY7jMerWrUtUVBQJCQmsW7fO6jgiIiLyL9SsiHiprGFOjRs3Jjw83OI0nsNut9OuXTtAQ8FEREQ8nZoVES+lIWBXpnkrIiIi+YOaFREvlJaWxtKlSwE1K5eTdWVly5YtnD592q3HCgoKIigoyK3HEBER8VZqVkS80Nq1a0lISKBo0aLUrVvX6jgep1ixYtl1WbJkiduOExwcTEJCAkePHiU4ONhtxxEREfFWalZEvFDWG/B27dpht+vH/HI0FExERMTz6V2MiBfKGgKmVcCuLKtZWbx4sTZsFBER8VBqVkS8TGxsLL/99hsArVq1sjiN52rSpAnBwcGcOnWK7du3u+UYKSkpdOnShT59+pCSkuKWY4iIiHgzNSsiXmb16tW4XC4qV65M2bJlrY7jsfz8/LKbuayV0/JaRkYG8+fPZ8mSJWRkZLjlGCIiIt5MzYqIl8kaAqarKleneSsiIiKeTc2KiJdZtmwZoPkqOZHVrKxZs4aEhASL04iIiMj/p2ZFxItER0dnz79o0aKFtWHygcqVK1OxYkWcTmf2FSkRERHxHLluVmbNmsVrr71Gr169qF27NtWqVWP69OlXfHxCQgLvvvsuLVu2pHbt2rRs2ZJ3331Xn2KKuMGKFSsAuOGGGyhatKi1YfKJzp07AzB37lyLk4iIiMj/l+tmZfjw4UyaNInjx49f9c1QUlISAwYM4KeffqJChQrce++9VKpUiZ9++okBAwaQlJR0zcFF5FKar5J7Xbt2BWDOnDlawlhERMTD5LpZGTZsGMuWLWP9+vX07dv3Xx87atQodu7cyQMPPMAPP/zAc889x6hRo3jsscfYuXMno0aNuubgInIpzVfJvebNmxMaGsqpU6fYtGmT1XFERETkArluVho3bkypUqWu+jjDMJgyZQpBQUE89thjF9338MMPEx4eztSpUzEMI7cRROQyjhw5wt69e7Hb7TRr1szqOPmGn59f9kT7OXPm5OlrBwcH43K5OHfuHMHBwXn62iIiIgWB2ybYHzp0iNOnT1OvXj2CgoIuus/f35/69etz6tQpDh8+7K4IIgXK8uXLAahfvz7h4eEWp8lfLhwKJiIiIp7Dx10vnNWElC9f/rL3lytXLvtxV3oMYOqVl6xj6WqPeVTzvHPhfJUr1VP1vryOHTtit9v5/fffOXz4cJ5upqmam081N5fqbT7V3HyquXvYbLarPsZtzUp8fDwAISEhl70/6/asx11JbGys6SdGbGysqccT1fx6GYbBL7/8AkDDhg2JiYn518er3hfz8fGhQYMGbNiwgSlTpjBo0KA8ed2UlBQeeeQRAL7++msCAgLy5HUlZ3Sem0v1Np9qbj7VPG9FRkZe9TFua1byipnDWQzDIDY2lvDw8Bx1enL9VPO8sXfvXo4fP46fnx/t2rW7ZOhlFtX7ynr27MmGDRtYunQpzz77bJ68ZmJiIrNnzwbg559/vuKHN5K3dJ6bS/U2n2puPtXcOm5rVkJDQwGuuJ9K1u1Zj7sSK04Im82mE9Fkqvn1yVoF7NZbb83RRG7V+1LdunVjyJAhLFu2jISEhKv+bsqJC2usmptPNTeX6m0+1dx8qrn53DbBPmtOyqFDhy57f9aclqzHici105LF16969epUqlSJtLQ0lixZYnUcERERwY3NSvny5SlatChbtmy5ZPPH1NRUNm3aRNGiRdWsiFwnl8uVvRKYNoO8djabTauCiYiIeBi3NSs2m4077riDpKQkRo4cedF933zzDbGxsdxxxx26lCZynf7880/OnDlDcHAwDRo0sDpOvpbVrMybN4+MjAyL04iIiEiu56xMmTKFzZs3A7Bnz57s2zZu3AhAmzZtaNOmDQAPPPAAy5Yty97JvlatWuzatYtVq1ZRo0YNHnjggbz6PkQKrKwli5s1a4afn5/FafK32267jYiICKKjo1m/fj1NmjSxOpKIiEiBlutmZfPmzcyYMeOi27Zs2cKWLVsAKFWqVHazEhQUxNixY/niiy9YtGgRGzdupEiRItx7770MHjz4iisWiUjOZc1XadmypcVJ8j9fX186d+7MuHHjmDFjhpoVERERi9kM7W6TzTAMYmJiiIiI0PA0k6jm1yc9PZ1ChQoRHx/P5s2bqVev3r8+XvW+uqlTp3LHHXdQqVIl9u7de111MgyDxMREYmJiKFmyJHa720beygV0nptL9Tafam4+1dw6+sspko/99ttvxMfHU6hQIerWrWt1HK/QoUMH/P392b9/Pzt27Liu17LZbAQHBxMcHKw/biIiItdAzYpIPpY1X6Vly5b61D6PhISE0LZtW4BLhryK5BeGYeBKTCHt6GmS/9hP0ra9JG/fT+rBE2TEJaFBFSKSX3j8DvYicmVZzYr2V8lbPXr0YO7cucycOZOhQ4de8+ukpqby8MMPk5aWxg8//EBAQEAephT5n4y4JBJWbyNh5TaSt+0jZechXIkpV3y8zd8X3zJFCaxRnoBaFQi8sRLBt9TCER5iYmoRkavTnJULaDyi+VTza5eUlERkZCRpaWns3r2bqlWrXvU5qnfOREdHU7x4cVwuF4cPH6Zs2bLX9DqJiYmEhGS++YuPj8/+WtyroJznRnoGcUt+4/z4JcQv/g3DmX7JY2y+PjgiQ7H5ODKvtsQlXrmJsdkIuKEiIc3qEtHjNgJvqpKj+hWUensS1dx8qrl1dGVFJJ9au3YtaWlplCpViipVqlgdx6tERUXRpEkTVq9ezaxZs3j88cetjiSSzUjPIGbaCk59PJG0fceyb/erVJLQ1vUJblCDgNoV8C0VhT044JI3Vq7EFNLPxJC6/zgpfx0i5a+DJG7aRdq+Y6Rs30/K9v2c+WIafuWLE3F7cwoNaI9fueJmf5siIoCaFZF868IhYPqUJ+/16NGD1atXM2PGDDUr4jFi563lxBs/kLb/OACOyFAi72pHob6tCahZPkevYQ8OwC+4OH7lihPa6n8rCDpPnCVh7R/ELdhA3ML1pB06yemPJ3H6k8mEtr6ZqCd6E9zkBv2+ERFTqVkRyac0X8W9evTowbPPPsuqVas4e/YshQsXtjqSFGDOE2c59uJXxM1dC4CjUBhRg3tReFAXHKF5s2eZb4nCRN7egsjbW+BKTCFu4QbOjV9CwvItxP+yifhfNhHUsAZFn+lDaNsGalpExBRaPkgkH4qJiWHz5s2AmhV3qVixInXq1CEjI4N58+ZZHUcKsPhlW9jT7LHMRsXHQdTTd1J96w8UferOPGtU/j97cAARtzen4rRhVNs0isKDOmPz9yVp404O9X2DA11fJPmP/W45tojIhdSsiORDK1aswOVyUa1aNUqVKmV1HK/Vo0cPQEsYizUMw+DUh+M5eMdQMs7GEXBDRaqs+JwSQ+91W5NyOf4VS1Lqw8eovu1Hoh6/HVugP4lr/2Rvyyc5+swI0s/EmpZFRAoeNSsi+ZCGgJkjq1lZtGgRSUlJ1oaRAsVwpnP08c849e7PYBgUurcjlRd9QmDNCpZl8i1WiBJvDqLahm8I79kMXC7O/bSA3Q0fJGHcLxgul2XZRMR7qVkRyYfUrJijbt26lCtXjuTkZJYsWZLr5wcFBXHq1Cn27NlDUJB5n4RL/pYRn8TBfm9yfvwSsNsp9fFjlP7kcewBflZHA8CvdFHKfT+ESvM+IOCGirhiEzn/2o8c6PIiKbv+tjqeiHgZNSsi+czx48fZuXMnNpuNFi1aWB3Hq9lstusaCmaz2YiKiqJIkSKajCw5khGXyIEeL5GwbDO2IH/KjxtK4fs6Wx3rsoJvrU2VZcMp8e7D2IIDSNrwF3ubD+bkez/jSnVaHU9EvISaFZF8ZtmyZQDcdNNNFCpUyOI03i+rWZkzZw7p6ZduuieSVzISkjl452skb92Lo3AYlea8T1j7RlbH+lc2h4MiD3Wj+MIPCG3fEMOZzukPxrO3+WASN+60Op6IeAE1KyL5TNZwpDZt2licpGBo2rQphQsX5ty5c6xevTpXz01NTeWxxx7j+eefJzU11U0JxRu4Up0cHvAWSRt34ggPoeKMdwi6qarVsXLMp2Rhyo17jbI/vIRP0UhS9xxhf8fnOP7SN7gSU6yOJyL5mJoVkXzE5XKxaNEiADp06GBxmoLBx8eHbt26ATBz5sxcPTc9PZ2vvvqK77//Xldl5IoMw+DoE5+RsOp37CGBVJj6NoG1K1odK9dsNhsRPW6j6rqviezXBgyDM9/MYneTR4lfsdXqeCKST6lZEclHtm/fzqlTpwgODqZJkyZWxykwsoaCzZw5E8MwrA0jXufUO2OImbIcHHbK/fQKQTdXszrSdfGJDKXMyGeoMOVtfEtH4fz7FAd7vcKRxz8jIzbB6ngiks+oWRHJRxYuXAhAq1at8PPzjJWBCoK2bdsSFBTE33//zZYtW6yOI14kZtpKTn88CYDSnz5BaKt6FifKO6Gtb6bqmq8o/GBXsNk4P24xu299hNh5a62OJiL5iJoVkXwkq1lp3769xUkKlsDAwOxhd7kdCiZyJcl/HuDIE58BEPVEbwoNaGdtIDdwhAZR6v1HqTTvA/yrlCb95DkO3z2Mw/e9g/P0eavjiUg+oGZFJJ+Ij49nzZo1gOarWKFnz56AdrOXvJF+Lo5DA97GSE4lpGU9ig8daHUktwq+pRZVVn5B0Wf6gMNO7Kxf2XPLw5wbv0SbSYrIv1KzIpJPLFu2jPT0dCpVqkSlSpWsjlPgdO7cGR8fH3bs2MHevXutjiP5mJGRwd8PvI/z71P4lS9O2VEvYnM4rI7ldvYAP4q/OpAqy4YTUKcSGTEJHB38KfvaPk3iuj+tjiciHkrNikg+oVXArBUZGZm9CaeGgsn1iB4xjYQVW7EF+VNu7FB8IkOtjmSqwBsqUWXJpxR/437sIYEkb93L/s4vcHjgf0k9dMLqeCLiYdSsiOQDhmFovooHuHBVsJwIDAzkwIEDbNu2jcDAQPcFk3wjaeseTr4zFoBS7z9KYK0KFieyhs3Xh6JP9KbaplEUurcj2O3EzlnDnlse5sTr35MRl2h1RBHxEGpWRPKBffv2cfDgQXx9fWnZsqXVcQqs7t27A7Bu3TpOnjx51cfb7XbKly9P2bJlsdv167agcyWm8PfDH0J6BuHdmhLZv63VkSznWzSS0p88TpVVIwhpcRNGWjrRI6ax6+ZBnBu7SPNZRETNikh+kHVVpWnTpoSEhFicpuAqXbo0DRo0wDAMZs+ebXUcyWeOv/odafuO4VuiMKU+fRybzWZ1JI8RWLMCFaYNo/ykN/GvUoaMs3EcfXI4+9o9Q9LWPVbHExELqVkRyQfmzJkDQMeOHS1OIrlZFSwtLY3nn3+e1157jbS0NHdHEw8Wt+Q3zo1eADYbZb5+rsDNU8kJm81GWNsGVP11JCXefiBzPsuWPexr8zTHX/seV4p+hkQKIpuh7ZizGYZBTEwMERER+sTLJKr51cXGxhIVFYXT6WT37t1UrVr1ml9L9b5+u3btokaNGvj6+nLmzBnCwsKu+NjExMTsK2Hx8fG6KmYSTzvPM+KS2NP4EZzHz1Dk0R6U/O9DVkfKU+6qt/PkOU68/j0xU5YD4F+9HGW/fo7AOloN0dPO8YJANbeOrqyIeLiFCxfidDqpVq3adTUqkjeqV69OtWrVcDqdzJ8/3+o4kg+cfOtHnMfP4Fe+OMVfucfqOPmGb/FClP3mecr9PBSfqAhSdx1mb5unOPvDPKujiYiJ1KyIeLisuRFZk7vFetogUnIqYc0f2W+uSw9/EntQgMWJ8p/wTrdSdc1XhHVpDOkZHHtuJMde+BLDmW51NBExgZoVEQ924af33bp1sziNZMlawnjBggWaiyJX5EpO5eiTwwEodE8HQm670eJE+ZdPkXDKjX6F4kMHAnB21FwO3/8urlSnxclExN3UrIh4sF9//ZWYmBiKFCnCLbfcYnUc+UeDBg0oVqwY8fHxrFq1yuo44qFOvT+OtAPH8SlRmBJvDbI6Tr5ns9ko+nQfyo15FZu/L3Hz1nH47rdxJadaHU1E3EjNiogHmzVrFgBdunTB4XBYnEay2O12OnfuDPxvpTaRCyX9vo/oL6YDUPrjwTjCgi1O5D3CuzSm/IQ3sAX6E//LJv5+8H2MjAyrY4mIm6hZEfFQhmFkz4nQEDDP07VrVyCzWdGiinIhw+Xi+AtfgctFeM9mhHVoZHUkrxPa4iYqTH4r8wrL/PUcf+kb/RyKeCk1KyIeauPGjfz9998EBwfToUMHq+PI/9O2bVv8/f05ePAgf/3112UfExgYyB9//MGaNWsIDAw0OaFY5fykZST9thN7SCAlhz1odRyvFdLkBsp8/TzYbJwdNZczX8+yOpKIuIGaFREPNWXKFCBzCJje6Hqe4OBgWrVqBVx5KJjdbqdWrVrUqFEDu12/bguCjLhETr7xAwBFn+uHb4nCFifybhHdm2bPBzrx+vck/rbL4kQiktdM+etpGAaLFy/m7rvvpmnTptx44420b9+e1157jSNHjpgRQSRfMQyDqVOnAnDHHXdYnEau5MKhYCKQOak+PToG/yqlKfKIlhs3Q5H/9CS8x22QnsHfD7xHeky81ZFEJA+Z0qy8//77PP744xw8eJDWrVszYMAASpcuzeTJk+nevTt79uwxI4ZIvvHbb79x+PBhgoOD6dixo9Vx5Aq6dOkCwLp164iOjr7k/rS0NN544w3ee+89LXFcAKTsPMyZbzP3RSr57iPY/XwtTlQw2Gw2Sn/2JH4VSuA8cppjT4+wOpKI5CG3NyvR0dGMHj2aUqVKsXDhQt58802ef/55vv/+e4YMGUJiYiI//viju2OI5CsXDgELCgqyOI1cSZkyZahbty6GYVx2N3un08lbb73FBx98gNOp/SC8mWEYHH/pa8hwEdalMaGt6lkdqUBxhAVR9vsh4LATO+tXYueutTqSiOQRtzcrx44dw+VyUa9ePUJCQi66r0WLFgCcO3fO3TFE8g3DMLKbFQ0B83waCiYAsbPXkLDqd2wBfppUb5GgulUo+mTm78xjz4/UcDARL+H2ZqVcuXL4+vqyZcsWEhISLrpv5cqVANrsTuQCmzZt4vDhwwQFBWkIWD6Q1awsWrSI1FRtTlcQuVKdnHwzc1J91BO98StbzOJEBVfR5/rhX6UM6afOc/L1H6yOIyJ5wMfdB4iMjOTpp5/mgw8+oFOnTrRq1Yrg4GD27NnDunXr6NOnDwMGDLji881cNz3rWFqr3Tyq+aUmT54M/G8VsLysjeqd9+rVq0fx4sU5efIkK1asoF27dtn3XVhnwzBUd5OYfZ6f/X4OaYdO4lOsEFGDby9w/86e9HvF5u9LqeFPcKDT85z7eTGF7u1IYN0qVsfKc55U84JCNXcPm8121ce4vVkBGDRoEEWLFuW1115jwoQJ2bffdNNNdOvWDV/fK09CjI2NNf3EiI2NNfV4oppncblcTJw4EYCOHTsSExPjluOo3nmrbdu2jB07lmnTptGwYcPs2xMTE7O/jo2NJT093Yp4BZYZ53lGTAKnPsz8uxb69O3EOVMgJsXtx/VEHvN7pVpJgro3IWnWGv5+4UuKTnotR2+I8iOPqXkBoprnrcjIyKs+xmaY0Al8+eWXfPnllwwePJgePXoQFhbGzp07ee+999ixYwefffbZRZ9GXsjsKyuxsbGEh4d77S82T6OaX2zVqlW0aNGCsLAwTpw4kef7q6je7jFz5kx69epFpUqV2Lt3b/btiYmJhIaGAhAXF3fJvD1xDzPP8xNDR3HmyxkE1CxP5RWfY3M43Ho8T+SJv1fSjkWzp9HDGMmplBn1IhE9m1kdKU95Ys29nWruHh5xZWXdunUMHz6ce++9l0ceeST79ptvvplvvvmG1q1b8+67716xWbHihLDZbDoRTaaaZxo3bhwAvXv3dusqYKp33mrTpg2+vr7s37+fffv2UaVK5rCTC2usmpvP3TVPPXSCs99lLqxQ4s1B2H1MGazgsTzpHPcvXZSiT/Tm1PvjOPnWT4R3aeyVS0l7Us0LCtXcfG6fYJ81ib5Ro0aX3FeoUCGqVavG8ePHtSKYFHgpKSnZ81Xuvvtui9NIboSGhnLbbbcBXLSEcUBAABs2bOCXX34hICDAqnjiJiff+gnDmU5Iy3qEtr7Z6jjy/0QNvh2fopE4/z7F+fG/WB1HRK6R25uVrL0FrtSMZN3u5+fn7igiHm3evHnExsZSunRpmjXzriELBUHWym0LFizIvs3hcNCgQQPq1auHowAOD/Jmib/tInbmarDZKPHWIKvjyGXYgwOI+mcp49MfT8SVqr2ORPIjtzcr9eplboz1008/ER9/8ZrnM2bM4PDhw9SqVUtjuaXA+/nnnwG46667sNvd/qMpeSyrWVmxYgVJSUkWpxF3MgyDE69/D0BkvzYE1qpgcSK5ksL3dcKnRGGcx6I59/Miq+OIyDVw+zuiDh060LBhQ/bu3Uu7du145ZVXeP/997n//vsZMmQIfn5+vPzyy+6OIeLRzp07x7x58wD+dSlv8Vw1a9akbNmypKamsnz5cgDS0tL48MMP+fzzz0lLS7M4oeSV+F82kbR+B7YAP4q9pCGbnswe4EfRZ/oAEP3JJFxpuroikt+4vVlxOBx8//33PPfcc5QoUYJ58+YxZswY9u3bR5cuXZg2bRr169d3dwwRjzZ58mScTid169aldu3aVseRa2Cz2S4ZCuZ0OnnxxRd54403sofESv5muFycfOsnAIo82BW/UkWsDSRXVWhAe3yKF8J54iwx01ZaHUdEcsmUpUv8/Px48MEHefDBB804nEi+kzUETFdV8reOHTvyzTffsGDBAm0c5qVipq8kZcdB7GHBRD11p9VxJAfs/r4UeaQ7J9/4kegR04js0wqbhtqK5Bv6aRWx2IEDB1izZg02m41+/fpZHUeuQ+vWrfH19eXAgQPs2bPH6jiSx1xpTk69MxaAok/0xicy1OJEklOF7+2EPTSI1F2HiV/ym9VxRCQX1KyIWGz8+PFA5hvdkiVLWpxGrkdISEj2Sm4Xrgom3uHcmIWkHTqJT9FIijzc3eo4kguOsGAK39cJgOjPp1qcRkRyQ82KiIUMw2Ds2MxParW3ine43BLGkv9lJCRz+qOJABR9vh/2YO2bk98Uebg7Nl8fEtftIHn7fqvjiEgOqVkRsdCmTZvYs2cPgYGB9OzZ0+o4kgc6dcr89HbFihUkJiZanEbyyplvZpF++jx+FUpQ+J4OVseRa+BbojDh3ZoAcOa7ORanEZGcUrMiYqGsifU9evQgNFTj371B9erVKVeuHGlpaaxatcrqOJIHMmITOPPFdACKvTQAm68pa9OIGxR+sBsAMdNWkH4uzuI0IpITalZELOJ0OpkwYQKgVcC8yYVLGC9dupRly5Yxe/ZsAgI0bCi/iv5qJhmxCfhXK0tEz2ZWx5HrENSgOoE3VsZISePcWG0SKZIfqFkRsciSJUuIjo4mKiqKtm3bWh1H8lDWULCFCxfSvHlzmjZtisPhsDiVXIv0mHjOfDUTgGIv3oVN/475ms1mo/CDXQE4+/1cjIwMixOJyNWoWRGxSNYQsH79+uHr62txGslLrVq1ws/Pj0OHDrF7926r48h1OPPlTFzxSQTULJ8930Hyt4iezXAUCsN5NJq4hRusjiMiV6FmRcQC8fHxzJw5E9AQMG8UHBycvYTxK6+8wqhRo7SDfT6Ufj6eM1/PBKDYC/21kaCXsAf6U+ie9gCc1UR7EY+n37wiFpgxYwbJyclUrVqV+vXrWx1H3CBr3sqMGTN44YUXSEtLsziR5NaZkdNxJSQTULsiYV0aWx1H8lDh+zuD3U7Cqt9J2XvU6jgi8i/UrIhYIGsI2IABA7DZbBanEXfIalYkf0o/G8uZb2cDUOxFXVXxNn6lixLa5mYAzo9bbHEaEfk3+u0rYrKTJ0+ydOlSAPr3729xGnGX6tWrU7ZsWatjyDWKzrqqUqcSYZ1utTqOuEGhAZlDwc5PXIrhTLc4jYhciZoVEZNNnDgRl8vFLbfcQqVKlayOI25is9lo166d1THkGqSfic2ey1B8iK5+equw9g3xiYog/fR54hZvtDqOiFyBmhURk40bNw6Au+66y+Ik4m4XNiuGYViYRHIjesRUXIkpBN5UhdD2Da2OI25i8/Uhsm9rAM79rKFgIp5KzYqIifbs2cOmTZtwOBzceeedVscRN2vevHn213v27LEwieRUenQMZ76fC/yzr4quqni1yH+GgsUv2YTz+BmL04jI5ahZETFR1lWVdu3aUbRoUYvTiLsFBwdnf714sT65zQ9Ofz4VIymVwHpVCW3bwOo44mYBVUoTdEstcLk4P3Gp1XFE5DLUrIiYxDAMDQErYPz9/bn//vsBshdVEM/lPHWOsz/MAzRXpSApdHfm1ZVzPy/CcLksTiMi/5+aFRGTbNy4kf379xMUFET37t2tjiMm8PHx4dlnnwVg9erVJCYmWpxI/k308KkYyakE1a9OSOubrY4jJono1hR7SCBph06SuG6H1XFE5P9RsyJikqyrKj169CAkJMTiNGKW6tWrU6ZMGdLS0li+fLnVceQKnCfOcvan+QAUe0lXVQoSe3AA4T1uA9BQMBEPpGZFxATp6elMmjQJ0BCwgsTpdDJ69GjKlSsHwIIFCyxOJFdyevgUjJQ0ghrVJKTFTVbHEZMV6tcGgNhZq3ElpVicRkQupGZFxARLly7l9OnTFClShLZt21odR0ySlpbG/fffz6+//gpkNitawtjzOI+f4dzozEaymOaqFEhBjWriV644roRkYuevszqOiFxAzYqICbKuqtxxxx34+vpanEas4Ovry8GDB7WEsQc6PXwKRqqT4FtrEdLsRqvjiAVsdjsRfVoBcH6ChoKJeBI1KyJulpaWxowZMwDo06ePxWnEKk2bNgU0FMzT6KqKZInsk7lBZMLKbdpzRcSDqFkRcbPFixcTExNDiRIlst+wSsHTpk3mmHg1K57l9PApGGnpBDeuTXDTOlbHEQv5VyhBUKOamXuuTNViGCKeQs2KiJtdOATM4XBYnEas0q5dOwBWrlxJUlKSxWkEIO3YBVdVtFu9AJF9Mz9UOD9hqeaXiXgINSsibpSSksKsWbMAuPPOOy1OI1aqVq0a5cqVIzU1VUsYe4jo4ZMzr6o0uYGQ2zRXRSCiR1Ns/r6k7v6b5N/3WR1HRFCzIuJWCxcuJD4+ntKlS3PrrbdaHUcsZLPZ6NixIwDz58+3OI2kHY3m3JiFQOZVFREAR3gIYZ0yf1drzxURz6BmRcSNsoaA3Xnnndjt+nEraPz9/Zk0aRI//PAD/v7+2c2KljC23kVXVTRXRS4Q2Tdzon3MtBW40pwWpxERvXsScZOkpCTmzJkDaBWwgsrHx4c77riDHj164OPjQ6tWrfDz8+PgwYPs3r3b6ngFVtrRaM6NXQToqopcKrRlPXyKRpJxNo74pZutjiNS4KlZEXGTefPmkZiYSPny5WnQoIHVccQDhISE0KJFC4DsRlbMF/3ZP1dVmtbRVRW5hM3HQUTvFgCcn/CLtWFERM2KiLtMnjwZyBwCplWGCqb09HSmTJnCzJkzSU9PB6B79+4AzJ4928poBZauqkhORPbLXBUsftFG0s/HW5xGpGBTsyLiBgkJCcybNw/QELCCLDU1lT59+nD//feTmpoKQNeuXQFYu3Yt0dHRVsYrkKI/m4zhTCf4tjqENLnB6jjioQJrVSCgdkUMZzox01daHUekQFOzIuIGc+bMITk5mcqVK3PTTTdZHUc8SJkyZbjppptwuVzZDa2YI+3o6f9dVXlBV1Xk30X2aQVAzKRlFicRKdjUrIi4QdYqYH369NEQMLlEt27dAA0FM9vpT3VVRXIuoncLsNtJ2rSL1P3HrI4jUmCZ2qwsWbKE++67j0aNGlGnTh1atWrFM888w4kTJ8yMIeJWsbGxLFiQuSu2hoDJ5WQ1K4sWLSIlJcXiNAVD2tHTnP95MaC5KpIzvsUKEdoy88r4eV1dEbGMKc2KYRi89tprDB48mKNHj9KpUyfuuece6tevz9atWzl2TJ9YiPeYNWsWaWlp1KhRg9q1a1sdRzzQTTfdROnSpUlKSmLZMr0JMsPpTyZhONMJaXYjIY11VUVyJuKfPVfOT16G4XJZnEakYPIx4yBjx45l0qRJ3HXXXbzyyis4HI6L7s9aJUfEG1y4EaSGgMnl2Gw2unXrxpdffsns2bPp1KmT1ZG8WtqRU5wftwTQVRXJnfCOt3AsJBDn36dIXL9Dja6IBdx+ZSUlJYWRI0dSpkwZXn755UsaFcjcOE3EG5w7d47FizOHmmgImPybC+etuPSJrVudem9c5lWV5nUJvlVXOyXn7EEBhHe/DdBEexGruL1ZWbNmDTExMbRp0waXy8XixYv59ttvmTBhAocPH3b34UVMNWPGDNLT07nhhhuoUaOG1XHEYn5+fvzwww988cUX+Pn5XXRfixYtCAkJ4cSJE/z2228WJfR+Kbv/zp5vUPyVeyxOI/lR9qpgM1fjSk61OI1IweP2Sxp//vknAA6Hg27dunHw4MHs++x2O/feey8vvvjiFZ9vGIa7I15yLDOPWdB5W80v3AjSE78nb6u3p/Px8WHgwIHExsbi4+NzUd39/Pzo0qULEydOZMqUKTRs2NDCpN7lwvP85DtjweUirNOtBN5cTee+G3j775WgW2vhWzoK59FoYhesJ6JnM6sjeX3NPZFq7h45GS7v9mbl7NmzAPz444/UrFmTKVOmUKlSJXbu3MnQoUP54YcfKFOmDP3797/s82NjY00/MWJjY009nnhHzc+cOcPSpUsB6NixIzExMdYG+hfeUO/85nI179ixIxMnTmTy5Mm8/PLLmuOUx6JXbyVuzhqw2Qgc3N2jfya9gTf/Xgns1hjnl7OIHrcIWtaxOk42b665p1LN81ZkZORVH2Mz3NwJDB06lMmTJxMQEMDixYspVqxY9n179+6lW7dulC5dmiVLllz2+WZfWYmNjSU8PFxvGkziTTX/5ptvePTRR6lXrx6bNm2yOs5leVO984P09HQWLlxIUlISPXv2xNfX96L7k5OTKVq0KImJiWzYsIEGDRpYlNS7ZJ3n5wZ9ROKKrUTc2YoyXz1rdSyvVRB+r6TuPcqeWx4Gh53qf47Bt+jV32C5U0GouadRzd3DI66shISEAFC7du2LGhWAKlWqUKZMGQ4fPkxcXBxhYWGXPN+KE8Jms+lENJk31DxrCFh+2AjSG+qdH6SlpWVPpI+Pj79k3kpQUBCdO3dm8uTJTJs2TUPB8lDKuh0krtiKzdeH4i8N0PluAm/+vRJQtQyB9aqSvGUPsdNXEfVoD6sjAd5dc0+lmpvP7RPsK1asCEBoaOhl78+6XRujSX528uRJVq5cCWTOVxHJqTvuuAOAKVOmaCx0HjEMg9iPMpcQLzSwA37lilucSLxB5D97rsRM1qpgImZye7PSqFEjAA4cOHDJfU6nk7///pugoCAKFSrk7igibjN16lRcLheNGjWifPnyVseRfKRTp04EBQVx8OBBtmzZYnUcrxA3fz1p2/ZjC/Sn6DN9rY4jXiKiZzPwcZD8+z5S/jpkdRyRAsPtzUrZsmVp2rQphw8fZsqUKRfd9+233xIXF0ebNm2014rkaxMmTAC0t4rkXlBQUPamkFOnTrU4Tf7nSnNy8s0fACjycHd8i+uDMMkbPoXDCWuXOa/svK6uiJjG7c0KwOuvv07hwoV59dVXefjhh3n//fcZOHAgn3/+OaVKleKFF14wI4aIWxw4cIC1a9dis9nUrMg10VCwvHPuh3mk7T+OvXAYUU/eYXUc8TKRff4ZCjZlOUZGhsVpRAoGU5qVsmXLMm3aNHr16sWOHTsYO3Yshw8f5q677mLKlClERUWZEUPELcaPHw9A69atKVmypMVpJD/q3LkzgYGB7N+/X0PBrkP6+XhOfZD58xj+9B04woIsTiTeJrRdQxwRIThPnCVh1e9WxxEpEEwbe1WiRAneffddsw4nYgrDMBg3bhwAd911l8VpJL8KDg6ma9euTJ48mfHjx3PzzTdbHSlfOv3hBDJiEgioWZ7gO1tYHUe8kN3fl/CezTj343zOT1xKaMt6VkcS8XqmXFkR8VZbt25l165dBAQE0KtXL6vjiIfx8/NjxIgRfPDBB5csW/z/ZTW7EyZMIEPDS3Itdf8xzoyaA0Dxtx7A5tCfN3GPQv3bAhA7Zw0ZsQkWpxHxfvptLnIdsq6qdO3a9bL7BEnB5uvry2OPPcYDDzxwyYaQ/1+HDh0oVKgQJ06cYMWKFeYE9BKGYXD85W8hPYPQNvUJbXmT1ZHEiwXWq0pAjXIYKWmcn7rC6jgiXk/Nisg1ysjIyF4FTEPA5Hr5+fllT7T/+eefLU6Tv8Qt3ED8kt+w+fpQ4r8PWR1HvJzNZiNyQHsAzv+82OI0It5PzYrINVqxYgUnTpygUKFCdOzY0eo44oEyMjJYsWIFv/76a46GdmU1vdOmTSM5Odnd8byCKymF40O+BqDI4F4EVCltcSIpCCLvbInN14fk3/eR/Md+q+OIeDU1KyLXaMyYMUDmsrNXm48gBVNKSgqtWrWiW7dupKSkXPXxTZo0oWzZssTHxzN37lwTEuZ/pz+bgvPIaXxLRVFMG0CKSXwKhxPW8RYAzo1bYnEaEe+mZkXkGsTExGRvcjpw4ECL04i3sNvt9O/fH/jffCi5stQDx4n+PPPnsOQ7D2EPDrA4kRQkhQa0AyBm8jJcKWkWpxHxXmpWRK7BuHHjSE5Opnbt2txyyy1WxxEvMmDAAADmz5/PuXPnLE7juQzD4PiQrzHS0glpWY+wLo2tjiQFTEjLm/AtFUVGTAJx89dZHUfEa6lZEcklwzD45ptvAHjooYew2WwWJxJvUqtWLerWrYvT6cxewEEuFTdvHfG/bMLm60Op9x/Rz6GYzuZwENmvDQDnNNFexG3UrIjk0saNG/njjz8ICAjI/hRcJC/de++9APz444/WBvFQ6efiOPb8SACiHr8d/8qaVC/WiOyf2awkrNxG2pFTFqcR8U5qVkRy6bvvvgMyJ9ZHRkZanEa80V133YWvry+bN29m+/btVsfxOMde+Ir0U+fxr1qGos/1szqOFGD+5UsQ0uxGMAxNtBdxEzUrIrkQFxeXPTTnoYe0n4O4R5EiRejWrRugqyv/X8yMVcROXwkOO2W+fBZ7gFbiE2tF3v3PnitjF2GkX32JchHJHTUrIrkwfvx4kpKSqFGjBk2aNLE6jng4X19f3n//fd54442r7mD//913331A5gaRaWlaaQjAeeocx57/EoCiT/chqF5VixOJQHiXJjiKhOM8cZa4hRusjiPiddSsiOTCt99+C8CDDz6oCb1yVX5+fjz//PM88cQTud6Lp3379pQoUYIzZ85ozxUyF7Y4+tTnZJyLI6BOJYo+pz1VxDPY/X0p9M/VlbPf62dVJK+pWRHJoc2bN7N161b8/Py45557rI4jXs7Hxyf7PNNQMDg/4RfiF23E5udDmS+fwe6XuytVIu5UeGBHsNlIWLmN1H1HrY4j4lXUrIjkUNZVld69e1O4cGGL00h+kJGRwW+//caWLVvIyMj9WPasoWDz58/nxIkTeR0v30g7eprjL2UuF17spbsJrFnB4kQiF/MrW4zQdg0AOPvjfIvTiHgXNSsiOZCQkMD48eOBzCFgIjmRkpJCo0aNaNOmDSkpKbl+frVq1WjcuDEul4uxY8e6IaHnM1wujj7+Ga74JILqVydqcC+rI4lcVuH7OwNwfvwvuJJy//MuIpenZkUkByZOnEhCQgJVqlShefPmVseRAiTr6soPP/yAYRgWpzHf2R/nk7ByG7ZAf8p8+Qw2h8PqSCKXFdr6ZvzKFScjNoGY6ausjiPiNdSsiORA1hAw7VgvZrvzzjsJCgpi9+7drF+/3uo4pko9cJwTr38PQInX79Pmj+LRbHY7he7rCMDZH+dZnEbEe6hZEbmKrVu38ttvv+Hr68vAgQOtjiMFTFhYGL179wYyr64UFEZGBkce+wQjKZXg2+pQ+IEuVkcSuapCd7XD5u9L8ta9JG3ZY3UcEa+gZkXkKrJ2rO/ZsydRUVEWp5GCKGso2KRJk0hMTLQ4jTmiR84gacNf2EMCKfPF09js+nMlns+ncDjh3ZsCWsZYJK/ot7/Iv0hMTGTcuHGAdqwX6zRr1oyKFSsSHx/P9OnTrY7jdik7D3PqnTEAlHznYfzKFLM4kUjOFR7UFYCYaStwnjpncRqR/E/Nisi/mDx5MnFxcVSsWJGWLVtaHUcKKLvdzr333gt4/54rhjOdI//5GCMtndB2DYi8q63VkURyJbhBdYLqV8dIS+fs95q7InK91KyI/IsLd6y3axiK5JKvry+vvfYaL7zwAr6+17eJ4cCBA7HZbCxfvpwDBw7kUULPc/qTSST/vg9HRAilP3tSC1pIvlTkscwlts/+ME/LGItcJ737ErmCP/74g/Xr1+Pj45P9qbZIbvj5+fHGG28wZMgQ/Pz8ruu1ypYtS+vWrQEYPXp0XsTzOEnb9nLq44kAlPrwMXyLF7I4kci1Ce98K75li5FxLo7zk5dZHUckX1OzInIFWRPru3fvTvHixS1OI/K/ifajR4/G5XJZnCZvuVLSOPKfTyA9g/DuTQnv1czqSCLXzObjIOqR7gBEfzkDw8t+XkXMpGZF5DKSk5OzdwzXjvVyrVwuFzt27GDnzp150lz07NmT8PBwDh8+zPLly/Mgoec49d7PpO46jE/RSEp99JiGf0m+F3lXO+xhwaTtO0b8kt+sjiOSb6lZEbmMqVOnEhMTQ7ly5WjbVhN85dokJydzww030KRJE5KTk6/79QIDA+nXrx/gXRPtE9fvIHrENABKffo4PoXDLU4kcv0coUEUHtgBgOgvvH8VPxF3UbMichmaWC+eKmso2LRp04iJibE2TB5wJaZwZPCnYBhE9mtDeMdbrI4kkmcKP9Qdm68PiWv+IHHjTqvjiORLehcm8v/89ddf/Prrrzgcjuw3hiKeokGDBtSsWZOUlBQmTZpkdZzrduLtn0g7cBzfkkUo+e7DVscRyVN+pYoQcWcrAE5/NtniNCL5k5oVkf8na2J9ly5dKFmypMVpRC5ms9mym+j8PhQsYe0fnP12NgClhz+JIyzY4kQiea/ok73BZiN+4QaSdxy0Oo5IvqNmReQCKSkpjBmTuXO2dqwXT3X33XfjcDjYsGEDf/31l9VxrokrMYWjj38GQKG72xPa+mZrA4m4iX/l0oR3bwpAtK6uiOSamhWRC8yYMYNz585RunRp2rdvb3UckcsqVqwYnTt3BvLv1ZUTb/9E2sET+JYsQom3H7A6johbFX36TgBiZqwm9cBxi9OI5C9qVkQuMGrUKAAGDRqEw+GwOI3IlWUNBRs7dixOp9PiNLmj4V9S0ATeUInQtg3A5SJ6+BSr44jkK2pWRP5x4MABli1bdtGcAJHr4evry7PPPsvgwYPx9fXN09fu3LkzUVFRnDp1ioULF+bpa7uTKymFo4M/BTT8SwqWrKsr5ycuJe3wSYvTiOQfpjcr3333HdWqVaNatWps27bN7MOLXNEPP/wAQNu2bSlXrpzFacQb+Pn58eGHH/LWW2/h5+eXp6/t6+vLgAEDgPw1FOzURxNIO3RSw7+kwAm+pRYhzetiONM59eEEq+OI5BumNiv79+/n888/JygoyMzDilxVenp69hu+Bx7QGyjJH+6//34A5syZQ3R0tMVpri5l5+HszfFKfvgfDf+SAqf4K/cAmVdXUvYetTiNSP5gWrOSkZHBiy++SPXq1WnTpo1ZhxXJkYULF3L8+HGKFClCt27drI4jXsLlcnHo0CH+/vtvXC5Xnr9+7dq1qV+/Punp6fz88895/vp5yTAMjj33BaRnENbpFm3+KAVSUP3qhHZoBC4Xp94fZ3UckXzBtGblu+++Y9euXbzzzjuauCweJ2ti/T333IO/v7/FacRbJCcnU7FiRerWrUtycrJbjnHvvfcCmRPtPdn5Cb+QuG4HtiB/Sr73iNVxRCxT/OW7AYidvlL7rojkgCnNyp49e/jiiy949NFHqVKlihmHFMmxkydPMnfuXCBzFTCR/KRv3774+vqydetW/vjjD6vjXFb6uThOvPY9AMVfHIBf6aIWJxKxTmDtioT3uA2AU+949ocMIp7Ax90HSE9PZ8iQIVSqVOmaNtkzDMMNqf79WGYes6DzhJr/9NNPZGRk0LhxY2rUqOHV//6eUO+C5MI6G4bhlroXKlSILl26MGPGDEaPHs2HH36Y58e4Xife+IGMc3EE1CxP4Ye7uf3803luLtU794q+eBexs9cQt2A9Cet3ENyoZq6er5qbTzV3D5vNdtXHuL1Z+frrr9m9ezeTJ0++pqU7Y2NjTT8xYmNjTT2eWFdzwzCyh4D169ePmJgYS3KYTee4ORITE7O/jo2NJT093S3H6dWrFzNmzODnn3/mxRdfxMfH7b/acyx18x7O/7wYgLA3BhKbmGDasXWem0v1zoWioQTf0ZzEScs5+tLXFJ36BjZ77ge7qObmU83zVmRk5FUf49a/aLt27eLrr7/m/vvvp1atWtf0GuHh4Xmc6soMwyA2Npbw8PAcdXpy/ayu+YYNG9i/fz/BwcEMHDiQkJAQ0zOYyep6FzQXfkATHh7utvPrjjvu4Mknn+TUqVNs3ryZ9u3bu+U4uWW4XOx/ZzwAkQPaUax1Q3OOq/PcVKr3tQl+/X72zF1P2u/7sS3bTkTvFjl+rmpuPtXcOm5tVl588UXKlCnD448/fs2vYcUJYbPZdCKazKqajxuXuRpLz549CQ0NNf34VtE5bo4La+zOmvv7+9OvXz9GjhzJ2LFj6dChg1uOk1sxU1aQvG0v9pBAir860PRzTue5uVTv3PErXpiop+7g1H/HcPLtnwjv0hh7YO4WeFHNzaeam8+tE+x37drFgQMHuOGGG7I3gqxWrRozZswAoE+fPlSrVo1ffvnFnTFELsvpdDJx4kSA7M31RPKre+7J3L9hxowZxMXFWZwGMhKSOfH2TwAUfa4vvkWvfqlfpKCJ+k9PfEtF4TwazZmvZ1odR8QjufXKSu/evS97+6ZNmzh06BCtWrWiUKFClCpVyp0xRC5r8eLFnDlzhmLFitG6dWur44gX8vHx4dFHHyUtLc3t80gaNGhAtWrV2L17N9OmTeO+++5z6/GuJnr4FNJPnMWvfHGKPNzD0iwinsoe6E/xoQM58shHnP50MpH92uJbvJDVsUQ8ilv/ev73v/+97O1Dhgzh0KFDPPzww9StW9edEUSuKGsTvX79+nnUhGTxHv7+/owcOZKYmBi3799js9kYOHAgL7/8MmPGjLG0WUk7corokZk71Zd4cxB2/9wvriJSUET0bsGZb2eTvGUPJ4Z+R9nvXrQ6kohHMW1TSBFPEhcXx8yZMwENARPvcdddd2Gz2VixYgWHDx+2LMeJN37ESEkjuGkdwro0tiyHSH5gs9sp9dFjYLMRM20l8Su3WR1JxKOoWZECacaMGaSkpFCtWjXq1atndRzxUoZhEB0dzZkzZ0xZgr1s2bK0bNkS+N+VQ7Mlrt9B7IxVYLNR8r8PaiKqSA4E1a1C4UGdATj2/EhcqU6LE4l4Dkualffee4/du3drCJhYJuuN3IABA/RmStwmKSmJYsWKUbVqVZKSkkw5ZtZE+zFjxpi+R5XhcnH8lW8BKDSgHYE3VDL1+CL5WfFX7sGnaCRp+44RPWKq1XFEPIaurEiBc/z4cZYuXQpA//79LU4jkrd69epFUFAQe/bsYePGjaYe+/ykZSRvzVyquNgr95h6bJH8zhEeQolhDwBw+pNJpB44bnEiEc+gZkUKnAkTJmAYBk2aNKFixYpWxxHJU6GhofTq1QuA0aNHm3bcjIRkTmqpYpHrEnF7C0Ka18VISePI4E8xXC6rI4lYTs2KFDgXDgET8UZZQ8EmTpxIamqqKceMHj6F9JPntFSxyHWw2WyUHv4k9pBAktbv4Mw3s62OJGI5NStSoPz5559s27YNX19f7rjjDqvjiLhFq1atKFmyJOfPn2fevHluP17a0dNaqlgkj/iVLUaJtwYBcPLtn0jdd9TiRCLWUrMiBcq4ceMA6NSpE4ULF7Y4jYh7OByO7CuHY8aMcfvxTr71U+ZSxU1u0FLFInmg0MCOFw8Hy8iwOpKIZdSsSIHhcrkYP348oCFg4v2yhoLNmzePM2fOuO04SZt2ETN1BdhslBimpYpF8oLNZqP05/8MB9u4k9OfTbE6kohl1KxIgfHrr7/y999/ExYWRpcuXayOIwWAj48PAwcOpF+/fvj4+Jh67Fq1anHzzTeTnp7OxIkT3XIMwzA4/sp3AET2bU3QjZXdchyRgsivTDFKvvcIAKfe+5nE9TssTiRiDTUrUmBkTazv3bs3AQEBFqeRgsDf358ff/yRkSNH4u/vb/rxL9xzxR1ip68i6bed2IL8Kf7qQLccQ6Qgi+zXhojeLSDDxd8PfUB6TLzVkURMp2ZFCoSUlBQmT54MaAiYFBx9+/bFx8eH3377jZ07d+bpa7uSUznx5g8AFH3iDnxLaA6YSF6z2WyU+ngwfhVL4jwazdEnhpu+2auI1dSsSIEwf/58YmNjKV26NM2bN7c6jhQQhmGQmJhIYmKiJW8wihYtSseOHQEYO3Zsnr72ma9n4jwajW/JIkQN7pWnry0i/+MIDaLsqBex+foQN3ctZ7+ZZXUkEVOpWZECIWsIWP/+/bHbddqLOZKSkggNDaVMmTIkJSVZkiFrKNjYsWNx5dEGc85T5zj9aeaVyuKv3Ys9SMMqRdwpqG6V7OWMjw8dRcKq3y1OJGIevWsTr3fu3LnsvSY0BEwKmi5duhAREcHRo0dZsWJFnrzmqXfG4kpIJrBe1czx9CLidoUf6kZEn1aZ81fuf5f0I6etjiRiCjUr4vWmTp1KWloaderU4YYbbrA6joipAgIC6NOnD5A3E+2T/zzAuZ8XA1By2IPYdKVSxBQ2m43SnzxO4E1VyDgfz5lHPsWVmGJ1LBG3018Z8XpZQ8B0VUUKqoEDM1fqmjp1KgkJCdf8OoZhcPylb8AwCO9xG8G31MqriCKSA/ZAf8qNGYpP0Qicu/7m74c+0IaR4vXUrIhXO3ToEKtXr8Zms9GvXz+r44hY4pZbbqFy5cokJiYyY8aMa36dmGkrSFzzB7ZAf0q8cX8eJhSRnPIrVYSyo18BP1/iF27g+JCvtUKYeDU1K+LVsnasb9GiBaVLl7Y4jYg1bDbbde+5khGXxImhowAo+kwf/MoWy7N8IpI7wQ1rUvjT/4DNxtnv5xE9YqrVkUTcRs2KeC3DMDQETOQfWT8DS5cu5ejRo7l+/qn3fib91Hn8KpUkavDteR1PRHIpqENDSgx7AICTb/zI+cnLLE4k4h5qVsRrbdmyhZ07d+Lv78/tt+vNlZjP4XDQu3dvunXrhsPhsDRLhQoVaNasGYZhMG7cuFw9N3nHQc58NxuAUu89it3f1x0RRSSXijzSgyKP9gDgyGOfEDtvrbWBRNxAzYp4razhLj169CA8PNziNFIQBQQEMHnyZH766ScCAqzfi+TCoWA5HeNuGAbHnv8SMlyEd21CaOub3RlRRHKpxNsPENm3deaSxoPeI375FqsjieQpNSvilZxOZ/Z8law3aCIFXe/evQkICOCvv/5iy5acvaGJmbSMpPU7sAX5U+K/D7k5oYjkls1up/TnTxHetQlGWjqHBrxN4vodVscSyTNqVsQrLVy4kDNnzlCsWDHatWtndRwRjxAeHk6PHj2AnE20Tz8by/Gh3wFQ7Pn++JWOcmc8EblGNh8HZb57gdDWN2Mkp3Kwz+skbd1jdSyRPKFmRbxS1huxu+66Cx8fH4vTSEGVmJiI3W6nUKFCJCYmWh0H+N+VxvHjx+N0Ov/1scdf+oaMs3EE1CyfPS5eRDyT3c+XcqNfIbjJDbjikzh4+6skbdtrdSyR66ZmRbzOuXPnmD07czKwhoCJXKxt27YUL16cM2fOMG/evCs+Lm7RBmKmroB/hpjY/TSpXsTT2YMCKD/+dYIa1iAjJoGDPV/RFRbJ99SsiNeZPHkyaWlp1KlThxtvvNHqOCIexcfHJ7uJ//bbby/7mIy4RI498wUARf7Tk6B6VU3LJyLXxxEaRIUpbxPUqCYZsQkc6PkKSZt3Wx1L5JqpWRGvkzUETFdVRC7vwQcfBDLndh06dOiS+0+8/gPOE2fxq1iS4kPuMjmdiFwvR2gQFSa/RdAttXDFJXKg1yskbdpldSyRa6JmRbzK3r17WbduHXa7nf79+1sdR8QjVa5cmbZt22IYBt99991F98Ut2sC50QsAKP3ZE9iDrF9yWURyL6thCW5cG1d8Egd6vULixp1WxxLJNTUr4lXGjh0LQLt27ShRooTFaUQ818MPPwzA999/nz3R3nn6PEce/wzI3GwupGkdq+KJSB5whARSYdJbBDetgyshmYO9XyVxw19WxxLJFTUr4jUyMjIYPXo0oCFgIlfTrVs3ihcvzqlTp5g1axaGYXD08c/IOBNLQM3yFH/tXqsjikgesAcHUGHCGwTf9k/DcsdQ7cMi+YqaFfEav/zyC3///TeRkZH07NnT6jgiOBwOOnXqRNu2bXE4HFbHuYivry+DBg0C4Ouvv+bsD/OIX/IbNn9fynz7PPYAP4sTikheyWpYQprd+L+GZd2fVscSyRE1K+I1Ro0aBcCAAQMICNA4e7FeQEAAc+fOZdKkSR55Tj744IPYbDaOrtjI8Vcz566UeP0+AmtWsDiZiOS1rGWNQ5rXxZWYwoE7hpKw9g+rY4lclZoV8QqnT59m1qxZADzwwAMWpxHJH8qVK0fPth34KPgmSHUS2rYBhR/qZnUsEXGT7IalxU0YSakc6vO6GhbxeGpWxCuMGTMGp9NJw4YNqVNHk4JFcsIwDF6kEmUdwZwwUoj48GFsdv1ZEPFm9kB/yo97jZAWN+FKTFHDIh5Pf5Uk3zMMI3sImK6qiCdJTEwkJCSE0qVLk5iYaHWcS0SPmEbAb/txYvBM/GbGzJhidSQRMcHlGhbNYRFPpWZF8r1ly5axe/duQkJC6Nu3r9VxRC6SlJREUlKS1TEuEb98Cyff/gmAv7vfyF8ZcXz++edkZGRYG0xETPH/G5aDd76mhkU8kpoVyfc+//xzAO69915CQ0MtTiPi+VL2HuXwfe9ChovIfm1oO+JVIiMjOXDgAPPmzbM6noiYRA2L5Adub1ZOnTrFTz/9xP3330+LFi2oXbs2TZo04fHHH+f333939+HFyx04cIA5c+YAMHjwYIvTiHi+9PPxHOr/Bq64RIIa1qDUJ48TEhLCgw8+CMDw4cMtTigiZlLDIp7O7c3K2LFjeffddzly5AiNGzfmvvvu4+abb2bp0qX07duX+fPnuzuCeLEvv/wSwzBo37491apVszqOiEcznOn8fd87pO0/jm/pKMqPHYrd3xeAxx57DIfDwbJly9i+fbvFSUXETJdtWLRxpHgItzcrderUYdy4cSxZsoR33nmHZ599ls8//5wxY8bgcDh48803SUtLc3cM8UKJiYl8//33ADz++OMWpxHxbIbLxZHHPyVh1e/YgwMoP+ENfKIisu8vW7Yst99+OwAffPCBRSlFxCqXa1iSNu2yOpaI+5uVdu3aUb9+/Utur1+/Po0aNSImJobdu3e7O4Z4oZ9//pmYmBgqVapEx44drY4j4tFOvPEjMZOXg8NO2R9eIrDWpRs/DhkyBIAJEyZw4MABsyOKiMXsgf6U/3kowbfVwZWQzIHeQ0nattfqWFLA+Vh6cB+fi/57OYZhmBUn+1hmHrOgu9aaG4bBiBEjgMzhKzabTf9uOaBz3Fw2m43mzZuTnp5u6Tka/cU0znwxDYDSnz9FaJv6l81St25dOnbsyIIFC3j//ff5+uuvzY6aJ3Sem0v1Np87a24L9Kf8uNc52Oc1ktbt4GCvV6gw610Ca1fM82PlJzrP3cNms139MYZFVT9+/Djt27cnPDyclStX4nA4Lvu4mJgYnRhyiUWLFtGvXz9CQkL4888/CQsLszqSiEdKnLGac89lNh3hL/Ql7OGu//r49evX06lTJ/z8/Ni6dSslSpQwI6aIeBhXQjLR975P2ta92AuFEvXzK/hVK2N1LPEykZGRV32MJVdWnE4nL7zwAmlpaTz33HNXbFQAwsPDTctlGAaxsbGEh4fnqNOT63ctNTcMI3vFokceeYSyZcu6M6JX0TluPitrHrdoI+eGfAdA4Ud7UOKFAVfN0KFDB2677TZWr17N999/z0cffWRG1Dyl89xcqrf5TKl5RATh0//LwZ6vkLxtL2cHvkeFWe8SUK1g/s3VeW4d06+suFwuXnzxRWbPns2dd97J22+/bebh/5VhGMTExBAREaET0STXUvPly5fTqlUr/P39OXToEMWLF3dzSu+hc9x8VtU8fvkWDvV7AyMtnYjeLSjz9XPY7Dmbprhw4UI6duxIcHAwhw8fpnDhwm5Om7d0nptL9TafmTVPj4nnQPeXSPnjAD7FIqk05338K5d26zE9kc5z65i6KaRhGLz66qvMnj2bbt268eabb5p5ePES77zzDgCDBg1SoyIeLTExkaJFi1KlShUSExNNO27Cmj84NOBtjLR0wro0pszIZ3LcqAC0b9+em266icTExHx5ZUVE8o5PRCgVp/+XgJrlST91ngPdXyL14AmrY0kBYlqz4nK5ePnll5k2bRpdunThvffew56LP54ikDme/pdffsHHx4cXXnjB6jgiV3XmzBnOnj1r2vES1+/gUN/XMZJTCW3bgLLfvYjNN3cjfm02G2+88QaQuUnkiRN6YyJSkPkUDqfijHfwr1YW54mzHOg+hLQjp6yOJQWEKd2Cy+XilVdeYfr06XTq1IkPPvjgX+epiFyOYRjZS6vefffdlCtXzuJEIp4lYdU2DvR+FVdiCiHN61Ju9CvZmz7mVteuXbn11ltJTk5m2LBheZxURPIbn6gIKs58B7/KpXAejeZAt5dIO3bG6lhSALi9WbmwUenQoQMffvihGhW5JgsXLmTlypX4+/trCKHI/xP/yyYO9n0DIymVkJb1KD/uNewBftf8ejabLXvI5bfffqt9V0QE32KFqDTzXfwqlCDt8EkO9BiC84R5V46lYHL7amAjR45k+vTpBAUFUb58eb766qtLHtOmTRtq1Kjh7iiSj7lcLl566SUABg8eTJkyWj5RJEvs7F/5+8EPMJzphHZoRLkfX77mKyoXatGiBe3atWPx4sW8/vrrjB07Ng/Sikh+5luyCBVnvcv+Li+Stv84B3q8TMU57+Fb9OpL0IpcC7c3K8eOHQMgKSnpihuMlSpVSs2K/Kvx48fz+++/ExYWlt20iAic+W4Ox4d8DYZBeLemlPn2eex+19+oZHnnnXdYvHgx48aN44UXXuCGG27Is9cWkfzJr3RRKv3TsKTuPcKBHi9TafZ7+BQxb7sJKTgs2xTSE2lZOvPlpOYJCQlUq1aN48eP884776hZuQ46x82VmJhISEgIAPHx8dlf5wXDMDj59k9EfzYFgEL3daLUB49ic8Mw2zvvvJMpU6bQqlUrfvnlF48/d3Sem0v1Np+n1Dz1wHH2d32R9BNnCahdkYqz3sUnMtSyPO7kKTUviLQcl3i8YcOGcfz4cSpVqsTTTz9tdRyRHLPb7dSvX5+bbropT1c/dKU5OfKfj7MblWKv3EOpjx5zS6MC8P777xMQEMCyZcuYNm2aW44hIvmPf8WSVJz5Lj5FI0n58wAHb3+FjNgEq2OJl1GzIh5t9+7dfPLJJwB89tlnBAQEWJxIJOcCAwPZuHEjS5cuJTAwME9eM/1MLAd7DyVm0jJw2Cn9xdMUe7avWz/pq1ChQvZS4c8++yxJSUluO5aI5C8BVUpTcea7OIqEk7xtHwd7DyUjTr8jJO+oWRGPZRgGgwcPxul00rlzZ7p06WJ1JBFLJf2+j72tniDx1+3YQwIpP/51CvVva8qxX3zxRcqWLcvff//Nu+++a8oxRSR/CKhelooz3sERGUrS5t0cvP0V0s/HWx1LvISaFfFYX3/9Nb/88guBgYF89tlnVscRsYxhGJwbv4T9HZ/DeTQav0olqbz4U8LaNjAtQ1BQUPZVzvfee4/t27ebdmwR8XyBtSpQYfp/sxuWA11e0LLGkifUrIhH2r9/P8899xyQ+caocuXKFicSyb2kpCQqVKjAjTfeeM1DpzJiE/j7gfc5OvhTjJQ0Qts1oMovnxFQvWwep726Xr160aNHD9LT0xk0aBDp6emmZxARzxV0Y2Uqzf0AnxKFSdl5mP2dnif14AmrY0k+p2ZFPE56ejr33nsvSUlJtGjRgsGDB1sdSeSaGIbB4cOHOXLkCNey8GLC2j/Yc9tjxM5YBQ47xV8dSPnxr+MIz7tVxXLDZrMxcuRIwsPD2bRpk654isglAmqUo/L8D7M3jtzf6TmS/zpodSzJx9SsiMd57bXX+PXXXwkJCeHHH3/M01WURPKDjLhEjj03kgNdXswc9lW+OJUXfETRZ/pgs/jnoWTJktnDwV599VV+//13S/OIiOfxK1ecSvM/JKBWBdJPnWd/x+eJ/2WT1bEkn9K7QPEoc+bMyZ68O2rUKMqXL29tIBETGYZB7Ny17Ln1Ec7+MA+AyAHtqLLiC4LqV7c43f/cd999dOnShdTUVPr06UNiYqLVkUTEw/gWK0TFOe8RfGstXPFJHOz7Bme+nX1NV5mlYFOzIh5j37593HPPPQA8/vjj9OnTx+JEIuZJ/vMAB3q8xOF7huE8cRa/iiWpOOtdynz+FI6wIKvjXcRms/Hjjz9SsmRJdu/ezeOPP251JBHxQD4RoVSY/g6R/duCy8XxIV9z/PkvMZya7yY5p2ZFPMLp06fp0KEDMTExNGrUiI8++sjqSCKmcJ4+z9GnPmdv88dJXL0dm78vRZ/pQ9XVIwm57Uar411RkSJFGD9+PHa7nR9//JHx48dbHUlEPJDd35fSI56i+Bv3g83G2R/mcaD3qzhPnbM6muQTalbEcomJiXTt2pX9+/dTvnx5Zs6ciZ+fn9WxRNwqIy6Rk++MZXf9Bzg3ZiEYBuE9m1Ftw7cUf3Ug9kB/qyNeVfPmzRk6dCgADz74IFu3brU4kYh4IpvNRtEnelPu56HYgwNIXL2dvc0GE798i9XRJB9QsyKWyloC9bfffqNw4cIsXLiQ4sWLWx1LJE/YbDZq1qxJtWrVsneYdyWmcHr4FHbVvY/TH03AlZBMYL2qVJr/IeW+H4Jf2WIWp86dV199lbZt25KUlETXrl05fvy41ZFExEOFd7yFyr98RkDN8qRHx3Cw91BOvPkjrlSn1dHEg9kMzXTKZhgGMTExREREZL+xEPdxOp3cddddTJkyhYCAAJYtW8att95qdSyvpnPcfFk1DwsM5vzYRZz+eCLpp88D4F+tLMVfvpuwLo3z9b9HTEwMt956K7t27aJ+/fosX76ckBBrllcGnedmU73Nl99r7kpO5fir33Hux/kA+FctQ+nhTxLcqKbFya4sv9c8P9OVFbFEWloaffv2ZcqUKfj6+jJ58mQ1KuKVjIwMEqetYk+jhzj+4leknz6PX7nilPnqWar+OpLwrk3y/R++iIgI5s6dS+HChdm0aRPdu3cnJSXF6lgi4qHsgf6U/ngw5Ua/gk/RSFL3HGF/p+c59sKXpMfEWx1PPIyaFTFdQkICPXr0YPr06fj5+fHzzz/TpUsXq2OJ5CnDMIhbtIG9zR/n3Avf4DxyGp/ihSj10WNU3fANkX1aY3M4rI6ZZypVqsS8efMICQlh2bJl3HnnnTidGtohIlcW3rUJVdd9TWS/NmAYnB01l931BhH91Uxcafr9IZk0DOwCusTnfqdOnaJz585s3ryZwMBApk2bxi233KKam0TnuDkSN+7k5Js/cGbtdvrHrcXmsPHLsJGUHXwH9qAAq+O51YoVK+jYsSMpKSl0796dSZMm4e9v7mIBOs/NpXqbzxtrHr9yGyde/oaUnYcB8KtQgqLP9CHijpbY/XwtTuedNc8v1KxcQCeie+3Zs4eOHTty4MABihQpwpw5c2jUqJFqbiKd4+6Vuv8YJ974gbh56wBI9rNzy6nMzR3j4+MtncdhpgULFtCzZ09SU1Np374906dPJyjIvL1idJ6bS/U2n7fW3EjP4Ny4JZx6d2z23D7fUlFEDe5FZP+2OEKt23PKW2ueH2gYmJhi1apVNGnShAMHDlCxYkXWrl3LLbfcYnUskTzhSkrh5H9Hs6fJo5mNit1O5IB2VF090upolujYsSPz5s0jKCiIRYsW0bZtW86cOWN1LBHxcDYfB4UHdqDaplGUeHMQPsUicR6L5vhL37Cz5gCOPvU5Sdv2os/ZCxZdWbmAuua8ZxgGI0aM4NlnnyU9PZ369eszd+5cihUrln2/am4e1TtvGYZB3Ny1HH/lW5xHowEIaXUzJf/7IAHVypKYmJh9NaUgXVnJsmbNGrp06UJMTAyVK1dm/vz5VKlSxe3H1XluLtXbfAWl5q6UNM6NW8zZb2eTuvdo9u3+VcsQ0as5Eb2a4V+5tClZCkrNPZGalQvoRMxbSUlJPPLII4wdOxaA/v3789133100HEQ1N5fqnXdS9x3l2JBvSFi2GQDf0lGUfOdhwjrfml3bgt6sAOzcuZNOnTpx6NAhChcuzPTp02nWrJlbj6nz3Fyqt/kKWs0NwyBx7Z+cG72A2DlrMC7YlyXwxsqEdb6VsPYNCahd0W31KGg19yRqVi6gEzHvHDp0iF69erF161YcDgcfffQRTz755CV1Vc3NpXpfP1diCqc/nUT0F9Mw0tKx+fkQ9fjtFH26zyWT59WsZDp16hRdu3blt99+w+Fw8OGHH/LUU0/pTYWXUL3NV5BrnhGXSOy8dcROX0n8iq2Q4cq+z7dkEULbNSCsfUNCbrsxTxc0Kcg1t5qalQvoRMwbixcvpn///pw9e5aoqCgmT55MixYtLvtY1dxcqve1MwyDuDlrOP7KdziPZQ75Cm1Tn5LvPox/pVKXfY6alf9JSkrigQceYMKECQDccccdfP/994SGhub5sXSem0v1Np9qnin9bCyxc9cRv3gj8Su2YiSnZt9nC/AjpNmNhLVvSGjbhviVjrquY6nm1lGzcgGdiNcnPT2d119/nXfffRfDMKhfvz7Tp0+nTJkyV3yOam4u1fvapOw5wvEhX5OwYisAvmWKUvLdhwnreMu/1jEpKYmaNWvicrnYuXMnwcHBZkX2SIZhMHLkSJ5++mnS09OpWLEiP/30E7fddlueH0fnuXlUb/Op5pdyJaeS8Ot24hdvJG7hxuwPlbIE1K5IWPsGhLZrRFC9Krne50o1t46alQvoRLx2R44coV+/fqxZswaARx55hE8//ZSAgH+/BKuam0v1zp2MhGROfzSBM1/NxHBmDfnqTdGn78zx8ALV/FLr1q2jb9++/P3339hsNp566in++9//EhgYmCevr5qbS/U2n2r+7wzDIOWvQ8Qv2kjc4o0k/bYLLni76ygSTlib+oS2a0hoq3o4wq7+QZJqbh01KxfQiXhtpk2bxkMPPcS5c+cIDQ1l1KhR3HnnnTl6rmpuLtU7ZwyXi5gZqzj52vc4T5wFILRdA0q+8zD+FUvm7rVU88uKi4vjmWee4fvvvwegWrVqfPnll7Rq1eq6X1s1N5fqbT7VPHfSz8QSv3QTcYs2Er90M674pP/d6eMgpHFtQts1JKxdgyuuLqaaW0fNygV0IubOuXPnGDx4cPYY9JtvvplJkyZRqVKlHL+Gam4u1fvq4pdv4cSbP5KyfT8AfuWLZw75at/oml5PNf938+fP58EHH+T48eMAdO3alQ8//JBq1apd82uq5uZSvc2nml87w5lO4oa/MhuXxRsvWhIZwK9SScLaNSSs4y0EN6qJzdcn83mquWXUrFxAJ2LOzZ07lwcffJCTJ09it9sZMmQIr732Gv7+/rl6HdXcXKr3lSVt3cPJt34iYeU2AOwhgUQ90ZuowbdjD/C7ptdMTk6mWbNmZGRk8Ouvv5q6i3t+cv78eV5//XW+/PJLMjIy8PHxYcCAAbzwwgvUqFEj16+n89xcqrf5VPO8k3rgeOY8l0UbSVz7J4YzPfs+R3gIoW3rE9ahESGtbybe5VTNLaBm5QL64b+6v//+m2eeeYZp06YBUL16dUaPHk3Dhg2v6fVUc3Op3hczDIOEFVuJ/nxqdpNi8/Wh8KAuFH2mDz5Fwq/r9bUaWO7s2rWL559/nrlz52bf1r17dx599FHatGmDI4cTYnWem0v1Np9q7h4ZcUkkrNhC3D9zXTLOxv3vTh8H/g2rU6hLU8I7NsKvXHHrghYwalYuoB/+K0tKSmL48OEMGzaMpKQkHA4HTz31FG+//fZ1TYpVzc2lemfKiEsiZtpyzv64gJQ/D2Te6LAT0bsFxYcMyLM/QmpWrs2GDRt4//33mTlzJll/okqUKEHPnj1p3749LVu2/Nclj3Wem0v1Np9q7n5GRgZJv+0ibuEG4hZsIHXvkYvuD6hRjrCOtxDWoRGB9apis9stSur91KxcQD/8l0pNTWXUqFH897//5cSJEwDcdtttjBw5khtuuOG6X181N1dBrrfhTCdh9XZipq8kZuYqjKTM9fhtQf4UvrsDRf7TA78yxfL0mGpWrs+uXbsYOXIkEyZM4OzZs9m3+/r60rhxY2655RZuuukm6tWrR6VKlbD/82ahIJ/nVlC9zaeamy9l31FOz1yJc+V2EtfvuGgzSp+ikZmbUXa8hdDmdfN0M0pRs3IR/fD/T2xsLKNGjWL48OEcOZL5aUL58uV5++23ueuuu/KsPqq5uQpavdPPxJKwahvxy7YQt2A9Gefjs+/zr1KGQvd2JLJva3wi835jQlCzklfS0tJYtGgRCxYsYNGiRRw4cOCSx4SEhFC1alWqV69O1apVKV26NPXq1aNatWqaK+RmBe33iidQzc13Yc0zYhKI/2UTcQvWE//LJlwJydmPswX4EdLkBkJa3ERIi5sIqFle/0bXSc3KBQr6D79hGGzZsoWffvqJn376iYSEBCBz+MWrr77KAw88gJ/ftU00/rdjFuSam83b651+Lo6kzbtJWLmNhFW//2+I1z8cRcIJ79KYiN4tCL61tttroGbFPfbt28eyZcvYsmULW7ZsYfv27aSmpl7x8WXLlqVatWpUq1aN6tWrZ39dunRpr/w5MJu3/17xRKq5+a5Uc1eak8S1f/4zXGw9ziOnL3qeT9FIQprXJaR5XUJb3IRvySJmR8/31KxcoCD+8BuGwR9//MHs2bMZP348O3fuzL6vVq1aPPXUU9x11115tlnb5Y5f0GpuJW+qd/qZWJK37SXp930k/76P5G17cR6NvuRxAbUqENLsRsLaNyS48Q3YfHK3a/H1ULNiDqfTyb59+9i9eze7d+9m165d7Nixg/3793Pu3LkrPi8oKIiqVatSrVo1ypcvT7ly5ShXrhzly5enRIkShIeHZw8tkyvzpt8r+YVqbr6c1NwwDFJ2HiJh+VYSVmwlYe2fGMkXf5DiV7kUwQ1qENSgOkENahBQvSy2HC4eUlCpWblAQfjhNwyD/fv3s3btWn799VcWLlyYPcwLICAggO7duzNo0CDatGnj9joUhJp7kvxYb8PlIu3vU6TsOEjKjkMk/7Gf5G37cB67tDGBzDXyQxrfQEizuoQ0uxGfqAhzA18gMTGR8uXLYxgGhw4dUrNikgvP87Nnz7Jr167sRiarmTlw4ADp6en/+jo2m42IiAhCQkIoXrw4Y8eOva79X7xVfvy9kt+p5ua7lpq7Up0k/baThBVbiV+xleRt+8Dluugx9pBAgupVJaBWBQJvqERA7Qr4Vy2D3c/XHd9GvmRas7J9+3ZGjBjBtm3bcDqdVK5cmYEDB9K1a1czDp8j3vLDn5SUxJkzZzhz5gxHjx696A/1zp07L/mkMTAwkNatW9OzZ09uv/12wsOvb7nW3PCWmucXnl7vjNgEUv46RPI/jUnKX4dI2XnoovHAF/KrXIqgGysTeGMVAutWJrBOJRxhwSan/neeXnNvlJOaO51ODhw4wO7du9m7dy+HDx/m0KFDHD58mMOHDxMbG3vJc2bOnEn37t3dHT/f0TluPtXcfHlR8/SYeJJ+20XSxp0k/baTpC17Lvv3zebrg3+V0vhXKoVfxZL4VyyJX6WS+FcoiU/RiAJ3JcbHjINs2LCBQYMG4evrS+fOnQkNDWXx4sU899xzHDt2jEceecSMGNcsIyODv/76C6fTiWEYuFyu7P9e+PWVbsvIyMDpdJKWlnbZ//7bfVf6b2pqKikpKRf9Nzk5mfPnz5OUlPSv34+fnx8333wzjRs3pmXLlrRq1cptw7xE/j/DMEg/eY7UfUdJ3X+M1L1HSd13jJSdhy47jAvA5u+Lf7WyBNaqQEDN8gTWrULgDZVwhGnitFwbX1/f7Lkrl5OWlsb58+c5e/YsiYmJhIaGUr16dZNTiog38YkIJaxtA8LaNgAyl0dO2XmY5G37SP7zACl/HiD5z4O44hIzP6z769BlXsSBb7FC+JYojG/JIviWKIxPicL4FArDER6MIzwYe3jIP1+HYA/0x+bnk6+XVnb7lZX09HQ6duzIyZMnmTRpEjVr1gQgISGBvn37cvDgQebNm0f58uXdGSNHrtQ133vvvYwePdrCZLnn6+tLVFQUxYsXzx6TnfW/WrVq5XqneXfRp0Pmcne9jYwMMmISSD8XT8bZWJzHzpB2LBrn8TM4j0XjPBpN6v5jV7xSAuBbOirzcvg/jUlArQr4Vypl6lyTvKRz3HyqublUb/Op5uYzq+aGYeA8epqUXX+Ttv8YqQeOk3rgBGkHjpH29+lLhpHlmMOOzc8Xm68PIc1upNzoV/LNueP2Kyvr16/n77//plevXtmNCmQuM/mf//yHp59+munTp/PMM8+4O8o1a9iwIcuWLcPlcmG327HZbLn6r91ux8/PD19f3zz7r7+/PwEBAfj7+1/0dWRkJFFRUYSGhuabk1ByL3XfUc5PWoqRlk72xw2G8b//ARiZt130eYTLRWpqKol+/tgwwOB/9xtG9nOyXsO48DYymxEjOQ1XSiqu5NTMr5NTcSWlkHEunozYhJx9A3Y7fuWK4V+5NP6VS2Ve7q5ahsBaFXCEe8+8juTkZDp27Eh6ejqLFy/WEroiIvKvbDYbfmWKZe779c8VmCxGegbOU+dJP3EG54mzmR8EnjiL88RZMmISyIhNICM2kYy4RDJiE7L3EwMgw4WRnIqRnEry7//Mncknw8nc3qxs3LgRgKZNm15yX5MmTS56zOWYOf/fuPAN2gUeffRRHn30UdNy5JX8sHbClWou/+7URxOJmbzM6hhXZA8LxqdQKD4lCuNbKgq/kkXwLR2V+XX5EvhVKIHd//KTB73pXMjIyGDlypXZX3vT9+bJ9HvFXKq3+VRz83lEzR12fEsWxrdkYXIyeN+V5sRIcWI4nZkfbjoz/+dbsgjY7R5x/uTkg3W3NyuHDh0CoFy5cpfcFx4eTmRkJIcPH77i82NjY00v5uUmVop7qea5EzCoA6ERQRgZGdiwQdYPu43Mr222zK/55/9j++c/tv/dZuOyj8t8ucs9zgZ2O7YAX2wBftj8/bAH+mV+HeiPPSIk83/hwdh8L/+rxQWkACnJiXDlkWBeIzExMfvr2NjYq64+JXlLv1fMpXqbTzU3X76suQMIdGT+D3+SU5Mh1TP+CEdGRl71MW5vVrI2FgwNvfwO0SEhIZw8efKKzzd7ZarY2FjCw8M1hMokqvk1qh9BVP1auX6a6m0uX9//XT0KDw/X0sUm0XluLtXbfKq5+VRz65iyGtj1sOKEsNlsOhFNppqbS/U2x4U1Vs3Np5qbS/U2n2puPtXcfG5fx+zC3ZsvJyEh4YpXXUREREREpOBye7OStSTx5ealxMbGcv78+cvOZxERERERkYLN7c1KgwaZy679+uuvl9y3Zs0aIHNpYBERbxQUFKQli0VERK6R25uVW2+9lTJlyjB37lx27tyZfXtCQgJffvklPj4+9OzZ090xRERMFxwcTEJCAkePHiU4ONjqOCIiIvmO2yfY+/j4MGzYMB544AH69+9Ply5dCAkJYfHixRw9epSnnnqKChUquDuGiIiIiIjkM6asBnbLLbcwfvx4Pv/8cxYsWIDT6aRy5co8+eSTdOvWzYwIIiIiIiKSz5i2dHGdOnUYNWqUWYcTEbFcSkoKt99+O06nk1mzZhEYmJM9h0VERCSLx++zIiKSX2VkZDB//vzsr0VERCR33D7BXkRERERE5FqoWREREREREY+kZkVERERERDySmhUREREREfFIalZERERERMQjqVkRERERERGPZDMMw7A6hIiIiIiIyP+nKysiIiIiIuKR1KyIiIiIiIhHUrMiIiIiIiIeSc2KiIiIiIh4JDUrIiIiIiLikdSsiIiIiIiIR/KxOoC7RUdH89lnn7Fy5UpiY2MpWbIkXbt25aGHHsLPzy/HrzN27Fj++usv/vzzT/bv309GRgZjxoyhUaNGl338kCFDmDFjxmXvq1ChAgsXLrym7yc/sKrmeXns/CYvv+/Vq1fz7bffsmPHDgzDoHbt2jz00EPcdtttlzzW28/z7du3M2LECLZt24bT6aRy5coMHDiQrl275vg1XC4X48ePZ9KkSRw+fJigoCAaNWrE008/Tfny5d123PzIinq3atWKY8eOXfa1+vTpw1tvvXWt306+cL01P3v2LFOnTmXHjh38+eef2bXcvXu3W4+bn1lR84J8nl9vvTdt2sQvv/zCxo0bOXbsGElJSZQqVYrWrVvz8MMPExYW5pbjyv94dbMSHR3NnXfeyYkTJ2jTpg3ly5dn8+bN2SfPt99+i92es4tLw4YNAyAqKopChQoRHR2do+fdc889l5zIkZGRuftG8hEra56Xx85P8vL7nj17Ns8//zyRkZH07NkTm83GggULeOCBB/jwww/p1q3bZZ/njef5hg0bGDRoEL6+vnTu3JnQ0FAWL17Mc889x7Fjx3jkkUdy9Dqvv/46kydPpnLlygwYMICzZ88yf/581qxZw8SJE6lcubJbjpvfWFVvgNDQUAYOHHjJ7bVr177u78uT5UXN9+3bxyeffILNZqNcuXIEBgaSnJzs9uPmV1bVHArmeZ4X9X7yySc5f/48N998M927d8dms7Fx40ZGjRrF4sWLmThxIoULF87z48oFDC/2wgsvGFWrVjXGjRuXfZvL5TJefPFFo2rVqsbUqVNz/FrLly83Tp8+bRiGYQwdOtSoWrWqsX79+is+PusYR44cufZvIB+ysuZ5eez8JK++75iYGKN+/fpGo0aNjOPHj2fffurUKaNJkyZG/fr1jZiYmIue463nudPpNNq0aWPUrl3b2LFjR/bt8fHxRufOnY2aNWsaB/+vvTsLiaoN4wD+n7GUZFLMBUosKxkjIdNy1BrLiWwxKTQzKtEIMRIl68IiipabQsikqbAFiowWpSIIbbkocV9TiQzJcq1Gy0pHQ0vPd+E3k+O4ZWfmLPP87nrPeJ55/+eB5p05y4cPE+6nuLiYkcvlzM6dO5m+vj79eFFREePp6cns2rXLJHWFhqu8GYZhVCoVo1KpWJmHkLCVeUdHB1NWVsZ0d3czDMMw69evZ+RyucnrChFXmTOMZfY5W3lfvnyZ0Wg0BmODg4PM8ePHGblczpw4ccIkdckf4vua+X9arRY5OTlwc3PDjh079OMSiQQHDx6EVCpFdnb2pPcXHBwMZ2dnU7xV0eAyc7ZrCwWb837y5Am6uroQHR2N2bNn68ddXFwQExODrq4uwZ/WNVklJSVobm5GWFgYFi9erB+XyWRISEjA79+/8eDBgwn3o8s+OTnZ4HS8wMBAKJVKlJeX48OHD6zXFRqu8rZkbGXu5OQEPz8/yGQys9YVIq4yt1Rs5R0fHw8XFxeDMYlEgoSEBABAeXm5SeqSP0R7Glh1dTX6+/uxYsUKSCQSg20uLi6Qy+WoqalBX18fbGxsTPY+8vLy0NPTA2tra3h6ekKhUMDKyspk9bjEZeZ8Od7mxua8y8rKAABKpdJoW1BQEM6ePYuysjJs377daLvY+ny8LFauXGnwmvGUlpbC1tYWvr6+RtuUSiXy8/NRXl6O+fPns1pXaLjKW6e/vx8PHz6ERqOBnZ0dfH19sWjRoqlMRTC46jVL7XGA+7lbWp+bOu9p04Y+Qo/8v47r4yxGol2sNDU1AcCYF7DOmzcPb9++RUtLy6jnMLNl5EVr7u7uSEtLg5eXl8lqcoXLzPlyvM2NzXk3Njbq/2a0/QyvN5LY+ny8LOzt7eHg4DBmFjq9vb3o6OiAXC4fdeGmO2a6WmzVFSKu8tbp6OjA4cOHDcaCgoKQmpqKWbNmTW4SAsNVr1lqjwPcz93S+tzUed+/fx/AnwWIuepaItGeBtbd3Q1g6IKy0eh+PtW9jm1+fn5Qq9XIy8tDbW0tcnJyEBsbi5aWFuzZswcajcYkdbnEZeZcH2+usDlvrVY75r5sbW1hZWVltB+x9vl4WQBDuU6UqW77WKdq6MZ1tdiqK0Rc5Q0AERERyMzMRHFxMSorK5GVlYVVq1YhPz8fCQkJYBjmr+YiFFz1mqX2OMDt3C2xz02Zd11dHS5evAhHR0fExcWZra6l4v0vK/7+/vj+/fukXz/RrW3NZevWrQb/XrhwIY4cOYIZM2YgIyMDN27cwKFDhzh6d+MTauZCJtTMhdznhABAYmKiwb+9vb1x+fJlREdHo7KyEnl5eQgODubmzRHCEupz9rS0tGDv3r0YGBhAWlqaKH+V4hveL1bCwsLQ09Mz6dc7OTkB+LOiHWv1OtHK11QiIyORkZGBV69embXu3xBi5nw93pPFh8yH/woz8rbDvb29GBgYmHR+Qujz8Uz0i5RWq50wC932kd/kD9/H8Fps1RUirvIei1QqRUREBCorK1FVVSXKD3Fc9Zql9jjAv7mLvc9NkXdbWxtiY2PR2dkJtVqNgIAAs9S1dLxfrBw7dmxKf6c7V3C085OBoXPvpVIp3NzcpvrWpkT3IXAy90TnihAz5+vxniw+ZO7u7o7Xr1+jqanJaLGiO792tHNwRyOEPh+P7vqGpqYmo2cQ/PjxA9++fYOPj8+4+7C1tYWzszNaW1sxMDBgdB2F7pgNv96IjbpCxFXe4xF6D0+Eq16z1B4H+Dl3Mfc523m3trYiJiYG7e3tSE9Ph0qlMktdIuJrVpYuXQpra2sUFRUZnYvZ3t6O+vp6eHt7m/3OUDU1NQAAV1dXs9Y1By4z5+vxNjU25+3n5wcAKCgoMNqWn58PAFAoFJN6X0Lv8/GyKCwsBDC5LBQKBXp7e1FVVWW0TbdvXS026woNV3mPp7a2FoBwe3giXPWapfY4wM+5i7nP2cx7+ELl3LlzWLt2rVnqkiGiXazIZDKEhoaipaUFd+7c0Y8zDIO0tDQMDg5i27ZtBn/z8+dPNDQ04OPHj/9Uu6OjA83NzUbjGo1G/1T2sLCwf6rBR1xmPpXaYsBm5hs3bsTMmTNx69YtfPr0ST/e3t6Omzdvws7ODhs2bNCPi7nPAwMD4ebmhsePH6Ourk4/rtVqcenSJUybNg3h4eH68c7OTjQ0NKCzs9NgP1FRUQCA9PR09Pf368eLi4tRUFAAPz8/g9vo/m1dseAq73fv3qGrq8vo/VRUVOD69euwtrbGunXrWJsnn7CVuanriglXmVtqn7OVt26hotFokJaWhpCQEFbrkolJGDHeAuJ/7e3tiIqKwufPnxESEgJ3d3dUVFSgqqoKSqUSV69ehVT6Z71WWlqKmJgYKBQKZGZmGuzrypUreP/+PQDg1atXaGxshFKp1D+0MDIyEsuXL9fvJzY2FsuWLcOCBQtgb2+PtrY2vHz5Er29vQgPD8fp06eNnoshBlxlPpXaYsFm5o8ePUJKSgocHBywadMmSCQS5Obm4suXL0hNTcWWLVsM9iPmPi8pKUFcXBymT5+OsLAwyGQyPHv2DK2trUhOTsa+ffv0r1Wr1bhw4QISExORlJRksJ+jR48iOzsbHh4eWL16Nb5+/YqcnBzY2Njg7t27RreU/pu6YsJF3mq1GteuXUNgYCBcXV1hbW2N+vp6FBYWQiqV4uTJk6L8kkOHrcyH3w73+fPn0Gq1Bh/GUlJSDC5CttQeB7jJ3JL7nI2816xZg7a2NixdunTUZ6cAMDo+ltzjpsD7a1b+hYuLC7KyspCeno68vDy8ePECc+bMQVJSEuLj4//qg2t+fr7RQ3yG/8SnUCj0H5znzp2LyMhI1NbW4unTp+jp6YFMJoOPjw8iIyMRGhrKzgR5iKvM2a4tJGzOe8uWLXBwcMCVK1f0T9j18vLCmTNnEBQUZPBasfd5QEAAbt++jfPnzyM3Nxe/fv2Ch4cH9u/fj82bN096P6dOnYKnpyfu3buHzMxM2NraQqVS4cCBA0YPJ2SzrtBwkbe/vz8aGhrw5s0blJWVob+/H46OjggNDcXu3buxZMkStqfJK2xl/vDhw3HHEhMTDRYrltrjADeZW3Kfs5F3W1sbgKGHMFdXV4/6mpGLFUvucVMQ9S8rhBBCCCGEEOES51fNhBBCCCGEEMGjxQohhBBCCCGEl2ixQgghhBBCCOElWqwQQgghhBBCeIkWK4QQQgghhBBeosUKIYQQQgghhJdosUIIIYQQQgjhJVqsEEIIIYQQQniJFiuEEEIIIYQQXqLFCiGEEEIIIYSXaLFCCCGEEEII4SVarBBCCCGEEEJ46T8ziddiEaV7/AAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_, ax = plt.subplots(figsize=(8, 4))\n", "az.plot_dist(biased_inference.posterior[\"beta_T\"], ax=ax, color=\"black\", label=\"biased\")\n", "az.plot_dist(unbiased_inference.posterior[\"beta_T\"], ax=ax, color=\"C0\", label=\"correct\")\n", "plt.axvline(0, linestyle=\"dashed\", color=\"k\");" ] }, { "cell_type": "markdown", "id": "3c11dc67-f91f-4fe1-9929-2fc1cf3aa9e5", "metadata": {}, "source": [ "### Why does the wrong model win at prediction?\n", "- Fungus is a better _predictor_ of growth than treatment.\n", " - there is a clear (negative) linear relationship between fungus and growth (left plot below)\n", " - i.e. the marginals are better separated when separating by fungus\n", " - control / treatment provides a much less \n", " - i.e. the marginals are highly overalping when splitting by treatment\n", " - there are fewer fungus points in the treatment group (see right plot below). This provides less predictive signal in the training set for assessing the predictive association between treatment and growth." ] }, { "cell_type": "code", "execution_count": 19, "id": "e3685640", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_, axs = plt.subplots(1, 2, figsize=(8, 4))\n", "\n", "plt.sca(axs[0])\n", "for treat, label in enumerate([\"control\", \"treatment\"]):\n", " plot_data = plants[plants.treatment == treat]\n", " jitter = 0.5 * (np.random.rand(len(plot_data)) - 0.5)\n", " color = f\"C{np.abs(treat - 1)}\"\n", " utils.plot_scatter(plot_data.fungus + jitter, plot_data.growth, color=color, label=label)\n", "\n", "plt.xticks([0, 1], labels=[\"no fungus\", \"yo fungus\"])\n", "plt.legend()\n", "plt.ylabel(\"growth\")\n", "\n", "plt.sca(axs[1])\n", "for fungus, label in enumerate([\"no fungus\", \"fungus\"]):\n", " plot_data = plants[plants.fungus == fungus]\n", " jitter = 0.5 * (np.random.rand(len(plot_data)) - 0.5)\n", " color = f\"C{np.abs(fungus - 1)}\"\n", " utils.plot_scatter(plot_data.treatment + jitter, plot_data.growth, color=color, label=label)\n", "\n", "plt.xticks([0, 1], labels=[\"control\", \"treatment\"])\n", "plt.ylabel(\"growth\")\n", "\n", "plt.legend();" ] }, { "cell_type": "markdown", "id": "4809eb7f-c51c-453d-b15b-8d8dac0fd7ab", "metadata": {}, "source": [ "### Model Mis-selection\n", "- **NEVER use predictive tools (WAIC, PSIS, CV / OOSPS) to choose a causal estimate**\n", "- Most analyses are a mix of prediction and inference.\n", "- Accurate functional descriptions create simpler, more parsimonious models that are less prone to overfitting, so **use science where possible**" ] }, { "cell_type": "markdown", "id": "866cf98a", "metadata": {}, "source": [ "## Outliers and Robust Regression\n", "- Outliers are more influential on the posterior than \"normal\" points\n", " - You can quantify this using CV -- this is related to Importance Sampling\n", "- Do not drop outliers, they are still signal\n", " - The model is wrong, not the data\n", " - e.g. Mixture models & robust regression\n" ] }, { "cell_type": "markdown", "id": "01a0d9a9", "metadata": {}, "source": [ "### Example: Divorce Rate\n", "- Maine & Idaho both unusual\n", "- Maine: High divorce rate for average marriage age\n", "- Idaho: Low divorce rate and less-than-average marriage age\n", "\n", "What is the influence of outlier points like Idaho and Maine?" ] }, { "cell_type": "code", "execution_count": 20, "id": "e332c26d", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "divorce = utils.load_data(\"WaffleDivorce\")[[\"Location\", \"Divorce\", \"MedianAgeMarriage\"]]\n", "\n", "inliers_idx = divorce.query(\"Location not in ('Idaho', 'Maine')\").index.tolist()\n", "outliers_idx = divorce.query(\"Location in ('Idaho', 'Maine')\").index.tolist()\n", "\n", "\n", "std_age = utils.standardize(divorce.MedianAgeMarriage)\n", "std_divorce = utils.standardize(divorce.Divorce)\n", "\n", "utils.plot_scatter(std_age[inliers_idx], std_divorce[inliers_idx], color=\"k\", label=None)\n", "utils.plot_scatter(std_age[outliers_idx], std_divorce[outliers_idx], color=\"C0\", label=None)\n", "\n", "for oi in outliers_idx:\n", " plt.annotate(divorce.loc[oi, \"Location\"], (std_age[oi] + 0.1, std_divorce[oi]), fontsize=14)\n", "\n", "plt.xlabel(\"Age at mariage (standardized)\")\n", "plt.ylabel(\"Divorce rate (standardized)\")\n", "plt.axis(\"square\");" ] }, { "cell_type": "markdown", "id": "079554de-dd82-499c-ae44-39177aed98f8", "metadata": {}, "source": [ "### Fit Least Square Model" ] }, { "cell_type": "code", "execution_count": 21, "id": "07cee26e", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [sigma, alpha, beta_A]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "4e6c75a5ed794f3bb84616e43f56b359", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 1 seconds.\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "75dd78b1f66649adb550ae51397d8514",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "
\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with pm.Model() as lstsq_model:\n",
    "    # Priors\n",
    "    sigma = pm.Exponential(\"sigma\", 1)\n",
    "    alpha = pm.Normal(\"alpha\", 0, 0.5)\n",
    "    beta_A = pm.Normal(\"beta_A\", 0, 0.5)\n",
    "\n",
    "    # Likelihood\n",
    "    mu = alpha + beta_A * std_age.values\n",
    "    pm.Normal(\"divorce\", mu, sigma, observed=std_divorce.values)\n",
    "    lstsq_inference = pm.sample()\n",
    "\n",
    "    # required for LOOCV score\n",
    "    pm.compute_log_likelihood(lstsq_inference)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "c60cd46d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Calculate Pointwise LOOCV scores\n", "def plot_loocv(inference, title=None):\n", " plt.subplots(figsize=(6, 3))\n", " pareto_k = az.loo(inference, pointwise=True).pareto_k\n", " waic = -az.waic(inference, pointwise=True).waic_i\n", "\n", " utils.plot_scatter(pareto_k, waic, color=\"C0\", label=None)\n", " for oi in outliers_idx:\n", " plt.annotate(divorce.loc[oi, \"Location\"], (pareto_k[oi] + 0.01, waic[oi]), fontsize=14)\n", " plt.xlabel(\"PSIS Pareto K\")\n", " plt.ylabel(\"WAIC\")\n", " plt.title(title)\n", "\n", "\n", "plot_loocv(lstsq_inference, title=\"Gaussian Likelihood Posterior\\nAffected by Outliers\")" ] }, { "cell_type": "markdown", "id": "6dbc835c-933a-475f-b1e7-07ebccba4e56", "metadata": {}, "source": [ "Here we can see that the two outliers have large effect on the the Normal Likelihood model posterior. This is because the outliers have very low probability under the Normal distribution, and thus are very \"surprising\" or \"salient\"." ] }, { "cell_type": "markdown", "id": "add1220b", "metadata": {}, "source": [ "## Mixing Gaussians -- the Student-T\n", "- Adding Gaussians of differing variances results in a distribution with fatter tails\n", "- Implicilty captures unobserved heterogeneity in the population\n", " - Multiple overlapping processes could have different variances." ] }, { "cell_type": "code", "execution_count": 23, "id": "6b68f30e", "metadata": {}, "outputs": [ { "data": { "image/png": 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CCIkeV0UdTBt/4rWlLZ4Ln0QUVKq1bd4jy7IQCoXQaDQwmUxcu9FoxKArZqHu2Y/gbToZqNevXIf8V+6IzZMgpAcYDAYcPXq0SxUrWJaFz+eDQCCISlAnkUhQVFTElb8jvVdEOduEEEISj+EfGwDvyZFpgVKG1OvOh9Fo5NUGFggEIRcES0lJ4W0bjcb/nYOf+2ha/yNcVfVR7j0hPef3339PmNJwLpcrqOoG6Z0o2CaEkCTmaTCj6YPNvLaURbMh0quD6tJqtVpu5bm2Amf522w2OBwOpF1/Phi5tM3FvGj4x8bodZ4QQvoACrYJISSJNbzxGVi782SDSIi0Ja2luAKD7cARbD+VSgWxWMxrMxqNEKVqkbJoFq+98f3/wNMmtYSQZFJcXJww63hIJBIUFxd36xxHjhzBfffdh7POOgujRo3CqFGj8Kc//QkPPfQQb+Jzotq+fTu3pHxvRjnbhBCSpLxWOxrf4K8UqV8wA5LcdNjtdtjtdv5jASPYfgzDQKfTwWAwcG1GoxH9+vVD+pJ5aPznJi5NhbU50fjGZ8i8+/IoPxtCYi89PR1paWm9YoLkv/71Lzz++OMoKCjAlVdeiaKiIgDA8ePHsWnTJixYsABff/018vPzOzlT/AwfPhxr165FYWFh5zsnMQq2CSEkSTW9/xW8JiuvLX3ZAgDBo9pisRhKpbLdc6WkpAQF2yzLQpKfCd386TB9/D33WMMbnyF96UUQKKNTUo2QnuRfeTBSLMtCIBAkROm/3bt349FHH8X06dPx8ssv80brp06dissvvxxffvklpFJpB2eJP5VKhTFjxsS7GzFHaSSEEJKEWLcHDav5+dPqWZMgG9ofQOgUko4ChMBRb7fbDau1NZBPv2UB7zFvUzOa1vDzxAkhPee1116DUCjEY4891m5azDnnnIPMzEwAwP79+3Hbbbdh5syZGDVqFGbOnInly5ejurqad8zKlStDprZs2LABxcXFqKqq4tp++eUXLFq0CJMnT8aoUaMwY8YMLFu2jPeN2ocffoi5c+di7NixGDt2LGbPns1bQCdUGkm4ffX3adu2bXjssccwZcoUTJ48GUuXLkVdXR1v33D6Gks0sk0IIUnItP5HuKsNvLaMv7auvMuybFCw3V4KiZ9MJoNcLuf98TEajVCr1ZAPL4D67ImwfL2Te8zwjw1IveZcMGL6M0JIT/J6vdi+fTtGjBgR9tLk1dXVKCgowJw5c6DVamEwGPDRRx9hwYIF+Pzzz9udz9Geqqoq3HDDDZgwYQKeeOIJaDQa1NXV4eeff4bb7YZcLsfnn3+ORx99FIsWLcLdd98NgUCA8vJyHDt2LKp9ffDBB3H66afjueeeQ21tLZ599lnceeedeO+998Lua6zRuyQhhCQZ1udD/cvreG2KycOgnDIcAGCxWIJyUjsLtoHW0e+2o0dGo5HL90z/6wJesO2urIfp3z9Df/EZXX4ehJDIGY1GOBwOZGdnBz3m9Xp55T79KS+zZ8/G7NmzefvNmDED06ZNw6ZNm3DllVdG1IeDBw/C6XTirrvuwpAhQ7j2888/n/v/PXv2QKPR4IEHHuDapk6d2um5I+3raaedhvvuu497rmazGc8++ywMBgPS09PD6musURoJIYQkGcvXO+E8Us5r849qA8EpJAqFIqzczcCA3Gw2w+v1AgCUU0dAMWEI73HDSx+DFiEmJHHMnz8fw4cP5/699dZbAICWlhY8++yzOPvsszFs2DAMGzYMY8eOhc1mQ0lJScTXGTp0KMRiMR588EFs3LgRlZWVQfuMHDkSzc3NWL58Ob755hs0NTWFde5I+3rGGfwP/P40mBMnToTd11ijkW1CCEkyDa9+wtuWFudD/aeJ3Ha4Jf8C+ZcI9wfQPp8PZrOZy/dO/+sClC9awe3vOFQG60+/QT19TBefCSEkUnq9HjKZjAsm2/r73/8Ou90Og8GAm266iWu//fbbsW3bNixZsgQjR46EUqkEwzBYvHgxnE5n0Hk6k5+fj3feeQdvvvkmHnvsMdhsNuTl5WHRokW46qqrAAAXXnghvF4vPv74Y9xyyy3w+XwYOXIkbr31VkybNq3dc0faV51Ox9v257A7HI6w+xprFGwTQkgScdc2wfrTb7y29FsWgPnfYjVerxdms5n3eDgpJEBrKTK1Wo3m5pN1tI1GIxesa86ZAmlRHpxHT44Mmdb/QME2IT1IKBRiypQp2Lp1K+rr63l52/4Sem0nMlosFvzwww9YunQpFi9ezLW7XK6g9wr/N2Aul4s38TLwAzwATJgwARMmTIDX68WBAwfw/vvv48knn0RaWhrmzJkDALjoootw0UUXwWazYefOnVi5ciVuuOEGfPXVV8jJyQk6ZyR9jUQ4fY0lSiMhhJAkYv7kZ6DtEuwqOXQXnsZtm0wmXmqHv4Z2uEIt3c6dSyBAyhV/4j3e/Nl/4XO5wz4/IaT7Fi9eDK/Xi4cffhhud8e/f/5vqwKrlnz88cdcmpifPwA+cuQIr/37779He4RCIUaPHo2HH34YQGs+dyCFQoHp06fjxhtvhNvtbneSZCR97Ypw+hoLNLJNCCFJxLThJ962Zs5UCNosqR44AqXRaCAUCsM+v16vR1lZGbdttVp5o1zaeaeh5uF/co97zVZYv98DzazJkTwNQkg3jB8/Hg899BBWrFiB+fPn45JLLkFhYSEEAgEMBgM2b24tzalSqaBSqTBx4kT885//hF6vR05ODnbs2IF169ZBo9Hwzjt9+nTodDrcf//9+Otf/wqhUIiNGzeipqaGt99HH32Ebdu2YcaMGejXrx+cTifWr18PADjllFMAAA888ABkMhnGjRuH9PR0GAwGvP7661Cr1Rg5cmTI5xVJX8MVTl9jjYJtQghJEq6KOth2Hua16eZP5213NV/bzx+ctx1FMhqNXL1eSW4GFJOHwbb9EPe4acNPFGwT0sMuu+wyjB07Fu+++y7eeecd1NfXg2EYZGVlYezYsXjnnXe46h9///vf8cQTT+DZZ5+Fx+PBuHHj8Pbbb+OGG27gnVOlUuGNN97Ak08+iTvvvBNqtRoXX3wxTjvtNF5VkaFDh2Lr1q1YuXIlDAYDFAoFBg8ejFdeeQWnnnoqgNbUjQ0bNuDLL7+E2WyGXq/H+PHj8fTTT3f4vhRuX8MVTl9jjWFpKnlEWJaFyWTiJhKRxED3JTHRfYmu+pc/Ru0jb3PbQr0aQw9/AIGkdTU8p9OJX375hXfMuHHjQo4IdXRv9u/fj8bGRm47KyuLVzKr4Y3PcOLuV7htgUqOYUfWQKCgFSW7i35nosPhcKC0tBQFBQWQyaLzcxnt5dpJdMTqvkTzZ4hytgkhJEkEppBoz5/GBdpA8Ki2f8JjpDrK2wYA7dxpgODknw+f1Y7mr3dFfB1CCOkLKNgmhJAk4DhaBcc+fo1Z3fzTeduBs/W7OjoaWL3E6XTyVpYUZ6ZAddoo/rU3/BjxdQghpC+gYJsQQpKAeSN/VFuUoYdyGn+Skc1m421rtdouXUuhUEAsFvPags49jx/oN3+9E95m/j6EEEIo2CaEkITHsixM6/kjx9oLTwMTUGWk7egz0Bo0d5VcLu/w3NrzpwGik9dnHS40/2dbl69HCCG9FQXbhBCS4ByHyngLyQCALmBk2ePxwOVy8doCA+ZIdBZsi/RqqGeO47WZKJWEEEKCULBNCCEJLjCIFeemQzFxCK8tMBhmGKZbM+gDR8UD00iA4LKDlu/2wGO0dPmahBDSG1GwTQghCYxlWZgDqpDo5p3OLc/uFxgMy2QyCARdf4vvbGQbADSzp4CRtVnpzeOF+bOtXb4mIYT0RhRsE0JIArPv+QOu8lpemzZgRBkIDoa7k0ICBI9sOxwO+Hw+XptQo4Dm7Im8tsCJnIQQ0tdRsE0IIQksMIVEMigb8lGDgvYLHNnuzuRIIHSwHmp0OzDwt/68D+66pm5dmxBCehMKtgkhJEGxPh9M//6Z16abNz1k7exoj2wLhUJIpVJeW6i8bc3ZEyBQtbmWzwfzp5RKQgghfhRsE0JIgmrZdhCemkZeW+CkRL9olv3zCydvW6CQQXPOFF4bVSUhhJCTKNgmhJAEFTgxUjZsAGRD8oP2c7lc8Hg8vLbujmyHOkeoYBsIXsnStv0QXFX13b4+ISTYhg0bUFxcjOLiYmzfvj3ocZZlcfbZZ6O4uBiLFi3iPVZcXIyVK1dGfM09e/Zg5cqVaG5u7nK/E8GhQ4dwxRVXYPz48SguLsY777zTI9elYJsQQhIQ6/XC9OkWXlu4o9oCgSAoBaQrwin/BwCqM8ZBqFXx2sz/3hJyX0JIdCiVSqxbty6ofceOHaioqIBSqQx6bO3atbj44osjvtavv/6KVatWJX2wfd9998FgMOD555/H2rVrMWfOnB65LgXbhBCSgGy7foe3wcxrC1winds3IAiWy+Uh87ojFe7ItkAihub8U3htzV8Fj7gRQqLn3HPPxebNm2G1Wnnt69atw9ixY5GdnR10zJgxY5CVldVTXeyUw+EAy7I9dr2jR49i6tSpmD59OsaMGYP09PQeuS4F24QQkoCaN+/gbcuGDYC0oF/IfaM9OdIvcGQ7VLqKn3bOVN52y7aD8JhogRtCYsU/Krtp0yauzWKxYPPmzbjoootCHtM2jYRlWVx//fWYPHkyTpw4we1jt9sxZ84cnHPOObDZbFi5ciWeeeYZAMCZZ54ZlMLSXmrKzJkzcc8993Db/vSXLVu24N5778WUKVMwevRobuXbL774An/+858xZswYjB07Ftdeey0OHToU1mtx9OhRLFmyBBMnTsTIkSNxwQUXYOPGjUHX9ng8+Oijj7jn0FMo2CaEkARk+YofbKtnTWp332iX/fOTyWRBI+TtjW6rThvNX+DG64P12z1R6QchJJhKpcKsWbOwfv16rm3Tpk0QCAQ455xzOj2eYRg888wzkMlkuPXWW+F2uwEAjz76KKqqqvDiiy9CoVDg4osv5nK/V61ahbVr12Lt2rUYPnx4l/p93333QSwW45lnnsHLL78MkUiEV199FcuXL8egQYPw4osv4plnnkFLSwsuv/xyHDt2rMPzHT9+nNvv/vvvx6pVq1BYWIh77rkHb7zxBgBgxowZWLt2LQBg1qxZ3HPoKaIeuxIhhJCwuCrr4DhUxmsLXDymrViNbAsEAshkMt757XY71Gp18L4KGVSnjYbl651cW/PmHdBdFDrPnBDSfRdddBGuvPJKHD16FEVFRVi/fj1mz54NlUrV+cEA9Ho9nn/+eVx55ZV49tlnUVxcjI0bN2LFihXcyG9WVhb69Wv9Vm3o0KHIzc3tVp+nTp2Kxx57jNuuqanBypUrccUVV+CBBx7g2k855RTMmjULq1atwosvvtju+VatWgW32413332XS52ZPn06mpub8Y9//AOXXnopUlJSkJKSAgBIS0vDmDFjuvUcIkUj24QQkmCaN+/kbQv1aigmDgm5L8uyMQu2Q52rvUmSAKAJGH23fLMLrMcbtb4QQvgmTZqE/Px8rF+/Hr///jv279/fbgpJe8aPH49bb70V7777Lh555BHMnTu3S5Mow/WnP/2Jt71lyxZ4PB5ccMEF8Hg83D+pVIqJEydix44d7Zyp1fbt2zFlyhTuA4HfvHnzYLfb8euvv0b9OUSKRrYJISTBBKWQnD0BjFAYcl+n0xm0jHq00kiA8CdJAoD6T/zRd6/RAtuuI1BO6drXzYSQjjEMg/nz5+P999+H0+nEgAEDMGHChIjPM3fuXLz00ktwuVy49tprY9DTkwInJTY0NAAAFixYEHJ/gaDjcWGTyRRyomNGRgb3eLxRsE0IIQnE1+KA9effeG2aP7Wfrx0Y/AqFQkgkknb2jly45f8AQJKbAdnwAjgOlnJtzZt3ULBNSAzNnz8fL7/8Mv71r3/htttui/h4r9eLO+64A1qtFhKJBPfffz8++uijsN9HJBIJN8mxLaPRGHL/wHkger0eAPDyyy+HrKDSGZ1OB4PBENReX1/PO388dSnY3rdvH1auXIm9e/fC7XajsLAQV111Fc4///ywjl+0aFGnXws8/fTTuPDCC7vSPUIISVrWn38D63SfbBAKoD5zfLv7x2pypF8kI9tAaypJ22Db8tUO9Hvomqj2iRByUmZmJq699locP368S3HTyy+/jF27duGtt96CXC7HFVdcgWeeeYaXP+0PvJ1OZ9DxOTk5+P3333ltv/zyS4cfzNs69dRTIRKJUFFRgVmzZkXc/ylTpuCbb75BXV0dr6zhJ598Arlc3uP52aFEHGxv374d1157LcRiMebMmQO1Wo3NmzfjjjvuQHV1NW688cZOzzFv3jxMmhQ8UuPxePDaa69BIBBg6tSpIY4khJDerTkghUQ5ZXjQgjFtxTJfGwgO3j0eD1wuV7ujXuqzJ6L++ZOz/B2Hy+GqqIMkPzOq/SKEnHTHHXd06bitW7fi9ddfx5IlS7i4a/ny5Xj66acxefJknH322QCAwYMHAwDeffddzJs3DyKRCAUFBVCpVLjgggvw0ksv4aWXXsKkSZNw7NgxfPDBByEnUoeSm5uLW265BS+++CIqKytx+umnQ6PRoKGhAfv374dcLsctt9zS7vE333wzfvjhB1x11VW4+eabodVq8dlnn+GHH37AnXfeGXY/YimiYNvj8eCBBx4AwzBYs2YNhg0bBqD1iV566aVYuXIlZs+ejQEDBnR4nvnz54ds/+qrr8CyLE4//XRkZtIbMyGkb2FZNqi+dkcpJEDsR7alUikEAgEvL9xut7cbbCsmFEOYooG36eRKc82bdyDtuvC++SSE9Iz6+nrceeedmDRpEm6++Wau/ZprrsGOHTtw3333cdVHJk+ejBtuuAEbN27Exx9/DJ/Ph/feew+TJ0/GtddeC6vVio0bN+Ktt97CqFGj8NJLL2HJkiVh9+WGG27AoEGD8N577+Hzzz+Hy+VCeno6RowYgcsuu6zDYwcOHIg1a9bgpZdewmOPPQaHw4FBgwbhqaeeajfe7GkMG8HSPVu2bMG1116L+fPn46mnnuI99sUXX+C2227DDTfcgOXLl3epM9dddx1+/vln/OMf/8BZZ53VpXPEGsuyMJlM0Ol0UVmhjUQH3ZfERPclMvZ9JTg6YxmvbfC21yAbnNfuMdu3b+eNbg8dOjSswYpI7s3OnTvR0tLCbQ8ZMqTDVegqbnoOprXfcdvqM8ej4OPHO+0Tod+ZaHE4HCgtLUVBQQFkMhnvMdbrhddobefI9rEsC6/XC6FQGJV7I9Sr2p34TMIX7fvi19HPUKQiGtn251mfeuqpQY9NmzaNt0+kamtrsXXrVqSnp2PGjBldOgchhCSzwCXOJQX9IC1qv6atz+eDw+HgtUU7jcR/zrbBdme5mJo/TeIF29Yt++BrcUCg7N4fLEK6y/Tvn3Hi7lfgMZji3RWI0nXIfvom6C48Ld5dITEWUbBdVlYGAOjfv3/QY1qtFnq9HuXl5V3qyPr16+Hz+bhcoM5EMCAfVf7rxuv6JDS6L4mJ7kv4GIaBJaC+tj+FpL3Xz263B5X9k8vlYb3ekdwbmUzG289ms3V4nHrmOEAkBP5XY5t1umH5aS80syd3eq2+jn5noqPt69j2tay69WX4mlvaO6xHeQwmVN36MrQXBA9gkq6J5u9Nez9DgcIZTY8o2LZaW792aS/ZXKVSoba2NpJTAmh9Ihs2bADQfp3FQGazOa5vRmazOW7XJu2j+5KY6L50TCaTQWRxwLbnD167etYkeDwe7r23LYFAAKPRyEshEYvFcDgc8Hq9Yb8/dnZvhEJh0MI5DQ0NsFqt8Hg8IffXaDVQTh2Olp/3ce2Wr3ZAM3ty3N+7kwX9znSPy+WCz+eD1+uF15vYCyslev+SRbRfR6/XC5/Ph+bm5qBvENsKp7RgQtTZ3rZtG6qqqjBp0qSQo+ahaLXaGPcqNJZlYTabodVqKZ8ugdB9SUx0X8Jn3LgFaBOEClRyKE8ZAUYkgk6nC3mM2WzmpY1otdqwl2mO5N54vV5UVVVx2wzDQKlUtnscy7LQnD2JF2w3b96BHMTvvTtZ0O9MdDgcDjQ1NUEoFELYJi8698VlOHH3qwmURnIjr3+ka/w529EkFAohEAig0Wh6Nmfb/yZusVhCPm61WrtUYuXjjz8GEP6oNhDesH0sMQwT9z6QYHRfEhPdl84FrhqpmjEWAom4w2McDgfvdVUoFBG/zuHcm8DAmmVZuFyuDv8AqWdNQs1Db3Lbntom2PeVQDG6MKL+9VX0O9M9/tcu8HXUXXg6tOdP6zUTJI8cOYL33nsPO3bs4BZxycrKwpQpU3DxxRdj5MiR3e5nLG3fvh1XXnklV9mkK9p+UxbN35n2foa6IqJg21/Sr7y8HCNGjOA9ZjabYTQaMXbs2Ig6YDab8fXXX0Oj0XSpmDkhhCQ7n8sNy/d7eG2aWR2X/AOCa2xHu+yfn0QigVAo5H1Na7fbOwy2pYU5kAzMhuv4Ca7N8tUOCrZJ3DFCIURpkX/DwrIsmBhUveiqf/3rX3j88cdRUFCAK6+8EkVFRQCA48ePY9OmTViwYAG+/vpr5Ofnx7mn7Rs+fDjWrl2LwsLe/b7Q8YLzASZOnAigtQRgoK1btwJAyMVqOvLpp5/C5XLh/PPP7/YwPSGEJKOW/x6Az8oPnNVnT+z0uMCqILGoROIXGMh3tpIkwzBBNcIDa4gTQrpm9+7dePTRR3Haaadhw4YNuPLKKzF16lRMnToVl19+OT766CO8+OKLkEql8e5qh1QqFcaMGRN2+luyiijYnjp1KvLy8rBp0yYcPnyYa7darVi9ejVEIhHmzZvHtTc1NaGkpARNTU3tnnPdunUAIkshIYSQ3iSwCol83GCIMzqedOP1eoOWTo5lsB147nCWYlYHjM7b9/wBd70xqv0ipC967bXXIBQK8dhjj7W7wNQ555zD1dzfv38/brvtNsycOROjRo3CzJkzsXz5clRXV/OOWblyJYqLi4POtWHDBhQXF/Pmbvzyyy9YtGgRJk+ejFGjRmHGjBlYtmwZ74P4hx9+iLlz52Ls2LEYO3YsZs+ejeeff557fPv27SguLsb27SfLnobbV3+ftm3bhsceewxTpkzB5MmTsXTpUtTV1UXwasZeRGkkIpEIK1aswHXXXYeFCxfivPPOg0qlwubNm1FVVYVbb70VBQUF3P5r1qzBqlWrsHTpUixbtizofAcOHMCRI0cwfPhwbjVKQgjpS1iWDaqv3dmqkUDokeWeDLY7G9kGAOXU4RCo5LxRe8vXO5Fy+Z+i3j9C+gqv14vt27djxIgRyMjICOuY6upqFBQUYM6cOdBqtTAYDPjoo4+wYMECfP7550hJSYmoD1VVVbjhhhswYcIEPPHEE9BoNKirq8PPP/8Mt9sNuVyOzz//HI8++igWLVqEu+++GwKBAOXl5Th27FhU+/rggw/i9NNPx3PPPYfa2lo8++yzuPPOO/Hee+9F9JxiKeJqJFOmTMGHH36Il19+GV9++SXcbjcKCwvx17/+FXPnzo3oXDSqTQjp65zHquEqreG1BY4IhxIY7Eql0phWNQhMIwlnZFsgEUN9xjiYP9vKtTV/tYOCbUK6wWg0wuFwIDs7O+ixwLKf/vzy2bNnY/bs2bz9ZsyYgWnTpmHTpk248sorI+rDwYMH4XQ6cdddd2HIkCFc+/nnn8/9/549e6DRaPDAAw9wbVOnTu303JH29bTTTsN9993HPVez2Yxnn30WBoMB6enpET2vWOlS6b9Ro0bhzTff7HS/ZcuWhRzR9nvkkUfwyCOPdKULhBDSK1i/3cXbFmWlQD5qUKfHBQa7sZoc6Rc4su1wOFonjHUyUUw9axIv2Lb+uBes2wNGnBCVZwnpVebPn48jR45w23fddReuvfZatLS0YPXq1di8eTOqq6t5k51LSkoivs7QoUMhFovx4IMPYuHChZgwYQLy8vJ4+4wcORIffPABli9fjnPPPRfjxo0LawQ90r6eccYZvG1/GsyJEyeSO9gmhBASHZZvd/O21WdOCKvSQeDIdixTSEKd37/QTWdBvnrmeN62z2KDbdcRKKeOaOcIQkhH9Ho9ZDIZTpw4EfTY3//+d9jtdhgMBtx0001c++23345t27ZhyZIlGDlyJFfOc/HixUFzP8KRn5+Pd955B2+++SYee+wx2Gw25OXlYdGiRbjqqqsAABdeeCG8Xi8+/vhj3HLLLfD5fBg5ciRuvfVWTJs2rd1zR9rXwHUI/DnsHS1E09Mo2CaEkDjx2Z2wbt3Pa1OfOb6dvfl6quyfn1gshlgshtvt5vWhs+uKs1IgGzkQjv3HuTbLt7sp2Caki4RCIaZMmYKtW7eivr6el7ftL6HXdiKjxWLBDz/8gKVLl2Lx4sVcu8vlClqp1F+9xOVy8SZeGo3BE5snTJiACRMmwOv14sCBA3j//ffx5JNPIi0tDXPmzAEAXHTRRbjoootgs9mwc+dOrFy5EjfccAO++uor5OTkBJ0zkr4mk4iqkRBCCImelv8eAOtwnWwQCKCaMSasY3uy7F971whnkiQQ/AEicDSfEBKZxYsXw+v14uGHH+Z9AA6FYRiwLBtUteTjjz8OWuLcHwC3TUUBgO+//77d8wuFQowePRoPP/wwgNZ87kAKhQLTp0/HjTfeCLfb3e4kyUj6mkxoZJsQQuIkMOhUjC+GSNf5KrwejyfoD2xPBNsKhQLNzc3cdjiTJIHWVBLDix9z2/bfjsFdb+y0vCEhJLTx48fjoYcewooVKzB//nxccsklKCwshEAggMFgwObNmwG01rFWqVSYOHEi/vnPf0Kv1yMnJwc7duzAunXroNFoeOedPn06dDod7r//fvz1r3+FUCjExo0bUVPDn8T90UcfYdu2bZgxYwb69esHp9OJ9evXAwBOOeUUAMADDzwAmUyGcePGIT09HQaDAa+//jrUanW7K1tG0tdkQsE2IYTEieW7wHzt8FJIAoNchmESemRbMWloUAlA6w+/Qn/JzKj2j5C+5LLLLsPYsWPx7rvv4p133kF9fT0YhkFWVhbGjh2Ld955h6v+8fe//x1PPPEEnn32WXg8HowbNw5vv/02brjhBt45VSoV3njjDTz55JO48847oVarcfHFF+O0007jVRUZOnQotm7dipUrV8JgMEChUGDw4MF45ZVXcOqppwJoTTPZsGEDvvzyS5jNZuj1eowfPx5PP/10hxMlw+1rMmHYtjViSKdYloXJZIJOp0uI5VpJK7oviYnuS/tclXU4MvoaXlvh1y9AMT54QYlAdXV1vIXF5HI5Jk+eHNH1u3JvDAYD7ytiqVQaVikvACi74jE0f7GN29ZdfAbyX7szoj73BfQ7Ex0OhwOlpaUoKCiI2urULMvCm0DLtZNWsbov0fwZopxtQgiJA8u3e3jbwhQN5GMKwzq2p8v++QWObDudzrDzKIPytr/bDdbni1rfCCEkUVGwTQghcRCUQnLGWDBhLkrT02X/OrpO2JMkA0oAehubYf+t45XkCCGkN6BgmxBCehjr9sD6w6+8NvWZE8I+vqfL/vkJhUKuNFh7fWmPpH8WpEW5vDaqSkII6Qso2CaEkB7WsvMwb7IgAKjOGBv28YGLNUQrJzUcoVaSDFfg6DYF24SQvoCCbUII6WGBQaZs1CCIMztfxhgAvF5vUNm/wNHmWAq8ViSrzwXmbdt2HoHHZIlKvwghJFFRsE0IIT0seIn28Er+AaGD254c2e5OsK2cNhKMrM1iFT4frD/+Fq2uERKECq6Rrormzw4F24QQ0oPc9UY49pXw2roTbItEIgjDnFgZDd0JtgVyKZSn8BezsH5HqSQk+sRiMYDwF14iJJD/Z8f/s9QdtKgNIYT0IOv3/JJ/ApUcyolDwz4+MLjtyRQSIHgUPZKcbQBQzxzHC7At3+4Gy7JUt5hElVAohE6nQ319PYDWScTd/RmjOtuJKdr3hWVZ2Gw21NfXQ6fTRWUwg4JtQgjpQYEpJKrpY8CIw38rDgy2ezKFBAgO7l0uF3w+HwSC8L4oVZ85HjUPvMFtu080wHmkArKh/aPaT0KysrIAgAu4oyGSn3XSc2JxX3Q6Hfcz1F0UbBNCSA9hvV5YvuOPbEeSQgIEjyT39Mh2qOu5XK6wg37p4DyIc9PhrjJwbZZvd1OwTaKOYRj069cPGRkZQZOKu4JlWTQ3N0Oj0dDIdgKJxX0Ri8VRTc+jYJsQQnqI/bcSeJuaeW2B5fA6E+80Ev8fobYrRzqdzrCDbYZhoD5zApre/ZJrs3y7C+lL50e9r4QArSkl0QicWJaFw+GATCajYDuBJMN9oe9CCCGkh1i+3cXblhblQZKfGdE54h1sh7pmxHnbAaP5Lb8cgK8lsnMQQkiyoGCbEEJ6SHdK/vnFO2cb6F5FEgBQnT4aEJ0caWRdHli37otK3wghJNFQsE0IIT3AY7LAtut3XlukwbbH44HH4+G1JcLIdqTBtlCjhHISvwJLYC47IYT0FhRsE0JID7D+sBfw+bhtRiaB8pQREZ0jVFAbj2C7u+X/gOAPGpZvdrWzJyGEJDcKtgkhpAcEppAoTxkJgTyyQDkw2BaLxXEpQ9bdkW0AUJ85gbftOn4CzuMnutUvQghJRBRsE0JIjLEsC0vASomasyLP1w4cQY5HvjYQnWBbNqIAogw9ry3wAwkhhPQGFGwTQkiMOQ6WwlPTyGtTnzWhnb3blwiVSEJd1+1280oBhoMRCCiVhBDSJ1CwTQghMRYYREr6Z0EyKCfi8yRKsB1qRL1LqSQBNcatW/bB53B1uV+EEJKIKNgmhJAYCwy21WeN79LiC4lQ9g9oXSREJOKvidaVYFs1cxzQJuectTvRsnV/t/tHCCGJhIJtQgiJIW9zC1p2HOa1dSWFBIj/Uu0dXbsrwbZIr4ZifDGvjfK2CSG9DQXbhBASQ9Yf9wKek/nMjEQE1amju3SuREkjAYJH1bsSbAOto/xtBa6ySQghyY6CbUIIiaHAFBLlKSMhUEae/uF2u+FrU6cbSKyR7a7U2gaCR/mdR6vgKq/tcr8IISTRULBNCCExwrJscL52F5ZoB4JHjhmGSahgu6sj2/LRhRCmaXltzVSVhBDSi1CwTQghMeI4XAZ3FEr+AcEjxxKJpEuTLKMlWsE2IxBAPXMcr41KABJCehMKtgkhJEYs3/An+4nzMiAdnNelcyVSvjYQnSXb/QI/gFh//g0+p7vL5yOEkERCwTYhhMRI4GQ/9VkTujwanWjBduD1vV4vPB5Pl86lPmMc0OZ1YW1OtPxyoFv9I4SQREHBNiGExIDXYoNt2yFeW1fztYHEWardL1Sw39VUElGqFvKxRbw2SiUhhPQWFGwTQkgMWH/aC9Z9cqSXEYugOq1rJf+AxBvZFggEkEgkvLauBttAcCoJBduEkN6Cgm1CCImBwHxt5dThEKoVXT5fogXbofrQnbxtTWAJwD8q4aqs6/L5CCEkUXQp2N63bx+uv/56TJw4EWPGjMGCBQvw2WefRXweq9WKl19+Geeddx5Gjx6NCRMmYN68eVi1alVXukUIIQmBZdngfO0zu1aFxH++RFmqva1oVSQBAPnYIghTNLw2Wk2SENIbRBxsb9++HQsXLsSuXbswa9YsXHbZZTAajbjjjjvw6quvhn2eEydOYN68eVi9ejUyMjJwxRVXYN68ecjIyMBXX30VabcIISRhOH+vhLvKwGvrask/AHC5XGBZlteWiCPb3Qm2GaGQSgASQnolUSQ7ezwePPDAA2AYBmvWrMGwYcMAADfffDMuvfRSrFy5ErNnz8aAAQM6PI/X68Utt9yC+vp6vPPOO5gyZUrQdQghJFkFBoni7DRIh+R3+XyhFrQRi8VdPl+0RGvJdj/1meNhWvcDt2396Tf4XG4IJPF/roQQ0lURjWxv27YNFRUVOO+887hAGwBUKhWWLFkCj8eDDRs2dHqer776Cvv378df/vKXoEAbAESiiD4DEEJIQolmyT8gdL52PBe0aduPtrqTsw0A6pn8ai0+qx22bQe7dU5CCIm3iKLaHTt2AABOPfXUoMemTZvG26cjX3zxBQBg9uzZqKmpwQ8//ACLxYK8vDycfvrpUCqVnZ4j8CvVnuK/bryuT0Kj+5KY+uJ98bU4gmpEq8+a0K3XwOFw8I6XSqXdfk2jcW8kEgnv+MB+RkqUroN8bBHsvx7l2pq/2Q1lN6q4JJu++DuTLOjeJKZ435dwBj4iCrbLysoAAP379w96TKvVQq/Xo7y8vNPzHDjQ+odo9+7deOqpp+ByubjHUlJS8OKLL2Ly5MkdnsNsNsf1B95sNsft2qR9dF8SU1+5LyqVCvYt+8C62qTCiYRQnT4GDoejSyO/IpEIjY2NsNvtXJtarYbVao1Kyl1X741AIIDb7eb1CwCMRiOEQiF8Pl/E59RqtVCfOYEXbFu/3QXmsWthsVj6VIphX/mdSUZ0bxJTvO6LXq/vdJ+Igm2r1Qqg9Y0+FJVKhdra2k7P09jYCABYsWIF/vKXv+CKK66ARCLB559/jqeffho333wzvvjiC2RkZLR7Dq1WG0nXo4ZlWZjNZmi12oT4Gpe0ovuSmPrifQnM11ZOHgahRgEZy3a5gohIJIJcLue29Xo9VCpVt/oZjXvDsiwUCgVv4EMkErX7NyIc6jPHo/65j7htx+FyuKrqocpJ7/I5k0lf/J1JFnRvElMy3Je4JEf735hnzJiBO+64g2tftGgR6urq8MYbb2DdunVYsmRJu+eI9wvKMEzc+0CC0X1JTH3lvrAsi+av+Kl0/iok3Xn+LpeLd7xMJova69mde8MwDKRSKS+nPLCvkVJMKIZQp4LXZOXaLJt3IvUvc7p8zmTUV35nkhHdm8SUyPclogmS/pEUi8US8nGr1RrWiIb/PDNnzgx67IwzzgBwMtWEEEKShePAcbir+SX/NLM6TokL67wJtlR7W9Es/wf8rwTg2RN5bc3/2d6tcxJCSDxFFGz7S/qFyss2m80wGo0h87kDFRQUAAA0Gk3QY/627r5hE0JITwsMCiUDsiAtzuvWOX0+H29eC5AYNbb9ol3+DwA0sybxtq0//wZfS/cqnRBCSLxEFGxPnNg62rBly5agx7Zu3QoAmDRpUtBjgfzl/o4dOxb0mL8tJycnkq4RQkjcBaaQaGZN7vbXmoGBNpBYwXa0y/8B/0u9EQm5bdbphuWHPd0+LyGExENEwfbUqVORl5eHTZs24fDhw1y71WrF6tWrIRKJMG/ePK69qakJJSUlaGpq4p1n/vz5kEgk+OCDD1BXV8c7z2uvvQYAOOecc7r0hAghJB7cNY2w7/mD16ae3f0UksCRYqFQmBAL2vhFO40EAIQaJVSnjOC1NX9JqSSEkOQUUbAtEomwYsUKsCyLhQsX4sEHH8TTTz+NCy64AEePHsXSpUu5FBEAWLNmDc4991ysWbOGd568vDzcddddaGxsxNy5c/HAAw/gsccew9y5c3H48GH8+c9/xtSpU6PzDAkhpAc0b97J2xaoFVBOHd7t8waOFCfSqDYQm2AbANQBue6Wr3eC7UI5QUIIibeIq5FMmTIFH374IV5++WV8+eWXcLvdKCwsxF//+lfMnTs37PMsWrQIOTk5+Oc//4nPP/8cXq8XhYWFuPHGG3HJJZdE2i1CCImr5q/4I6/qM8dHZZnxUKtHJpJQOdssy3Y7fUYzezJq7n+d2/YYTLDt/gPKiUO6dV5CCOlpXSr9N2rUKLz55pud7rds2TIsW7as3cdnzpwZsiIJIYQkE5/dCeuPe3ltmiikkACJH2wH9odlWbhcrm73U1rQD9LBeXD+Ucm1Wb7aTsE2ISTpRJRGQgghJJj1p71g7W2CYoGAq6/dXYHBdiKV/QMAsVgcNIodrVSSwA8sVAKQEJKMKNgmhJBuav4PvwqJcvJQiFKCS5t2RaLnbPsXtmkrVsG241AZXJV17exNCCGJiYJtQgjpBpZl0bw5YNXIKCxk45foaSRA8Gh7NMr/AYBi4hAIAz60BH6wIYSQREfBNiGEdIP9t2Pw1DTy2qKVr+31euF2u3ltiRhsx2pku3U1SX46DqWSEEKSDQXbhBDSDUGrRg7MhrQoNyrnDhW0JlrONhC7YBsIXu6+Zes+eC22qJ2fEEJijYJtQgjpBkvQqpGTul32zi8waBWJRBAKhe3sHT+xWLLdTz1zPBjxycJZrMsD6/e0miQhJHlQsE0IIV3kPtEA+2/HeG3RSiEBkiNfG4jNku1+Qo0CysDVJL+ivG1CSPKgYJsQQroocGKkQKOEckr3V430S/Syf36BwbbL5YIviqs9BpUA3LwDrNcbtfMTQkgsUbBNCCFdFJivrT5rAi/lobsSveyfX6h+uVyuqJ0/MNj2NjbDtuv3qJ2fEEJiiYJtQgjpAp/NAetPv/HaNLMnRfUayZJGIhaLg3LJo5m3LemfBemQ/ry25q+oKgkhJDlQsE0IIV1g+XEvWEeb0Vth9FaN9EuWYBuIbd42AGjOCVxNkvK2CSHJgYJtQgjpAktAColy6giIdOqoXiNZcraB2Jb/A4JLADqPlMNVXhvVaxBCSCxQsE0IIRFivd6gihiaWdFNIfF4PPB4PLy2ZBrZjnawrRg/GMI0La/N/PkvUb0GIYTEAgXbhBASoZbth+CpN/LaNOdMieo1Qk0w7MvBNiMUQvMn/gca82dbo3oNQgiJBQq2CSEkQuZP+UGebMRASAdmR/UaoRa0EQgS9y07VPm/aNNecCpv27b9ENwnGqJ+HUIIiabEfecmhJAExPp8QSOq2rnTon6dZJocCcR+ZBsAVKePgUCj5LVRKgkhJNFRsE0IIRGw7TwCT00jr00799R29u66wJHhRA+2JRIJb9vlcoFl2aheQyAVB1UlMX+6JarXIISQaKNgmxBCIhAY3EmH9IdscF7Ur9MTI9sMw0TtXIH9Y1k2NqkkAR9sWv57AO6A/HlCCEkkFGwTQkiYWJYNyteORQoJEBxsB44cR0PgQjTdIRaLg4L3WATb6jPGQaCSn2xgWTR//t+oX4cQQqIleusKE0JIL2ff8wfc1QZemy4GKSRA9NNIKioqUFtbC6/XC6D1g4PNZoNCoQDDMFAoFCgqKoJCoejS+RmGgUQi4X1IcDqdUKujW3tcIJNAM2sSTOt/5NrMn25F6jVzonodQgiJFhrZJoSQMAWlkBTlQjq0fzt7d08000jKy8tx/Phx2Gw2OJ1O7p/L5eL+32g0Yu/evd2a2NgTkySB4FQS65Z98DSYY3ItQgjpLgq2CSEkDO2lkEQz77nttQJHtruaRmIwGFBaWhrWvi6XC/v37+dGvyPVE+X/AEB95ngwijbX8vpg/oKqkhBCEhMF24QQEgbH/uNBy4PHogoJELqSR1dGtpubm3H48OGIjrFarTh8+HCXKon01Mi2QCGD5uyJvLZmWuCGEJKgKGebEELCEJhCIhmQBdmIgTG5VuCIMMMwEIvFEZ3D4XDgwIED8Pl8vPb+/ftDq9WCZVlYrVYolUqUlJTAbrdz+zQ0NOD48eMYNGhQRNcMHH2PVbANANrzp8H8ycl7YvlxLzwmC0S66OaIE0JId9HINiGEdIJlWZg++ZnXpp17akxSSIDQlUgiuZbX68WBAweCgvbs7GwUFBQgJSUFKSkp0Ol0SE1NxahRoyAS8cdeKisrUVNTE1G/eyqNBADUZ08EI2sT3Hu8aP5ye8yuRwghXUXBNiGEdMJxuAyukhO8tlilkADdmxzJsiwOHToEq9XKa9fr9SgqKuK1+Ue95XI5RowYERTQ//HHHzAaw69h3VNpJAAgVCugPnM8r40WuCGEJCIKtgkhpBPmT/j5wOLcdMjHFrWzd/d1p+xfSUkJGhv5K1wqFAoMHz68w9FxnU6H4uJiXhvLsjh48CBsNltY1w5MI/F4PF2ebBmOoKok3++Bt7klZtcjhJCuoGCbEEI6EThiGssUEqDrC9oYDAZUVVXx2sRiMUaOHBmUJhJKVlYW8vPzeW0ejwcHDx4Ma8JkqA8FsUwl0cyaBEZy8nmxLg+av9oRs+sRQkhXULBNCCEdcBypgPP3Cl5bLFNIgK6nkZSXl/O2GYbBiBEjIJfL2zkiWEFBAdLS0nhtLS0tMBgM7RxxklAoDArqY5pKolFCdcY4XhulkhBCEg0F24QQ0gHzZ/zgTdwvFYoJxe3sHR1dSSMxmUxBedqDBw+GVquN6NoMw2Do0KFQKpW89sAR8/b0ZEUSIPiDj+WbXfBawkt7IYSQnkDBNiGEdCBwIRvN+dPACGL71tmVke3KykretlwuR1ZWVpeuLxQK0b8/f2XM5uZmNDc3d3psT06SBADNOZMBkZDbZp1uWL7eGdNrEkJIJCjYJoSQdjiOVMBxkL/6ou6C2KaQeL1eeDweXltnOdt2uz1oUmRubm638srT09ODAudwRrd7svwfAIh0aqinj+G1mTb8GNNrEkJIJCjYJoSQdhj/71vetigrBYpJQ2N6zVDBaWcj24FBsEgk6vKoth/DMMjNzeW1GQwGOByODo/r6TQSANBeeBpv2/L1LniaOh+FJ4SQnkDBNiGEhMD6fDB9/AOvTbfgDDBCYegDoiQwOBWJRBB2cE2Px4PaWv4y8v369evwmHAFnodlWVRXV3d4TE+nkQCA9vxTeQvcsG4PzP/+uYMjCCGk51CwTQghIbT89wDc1fwKHPo/z4z5dSMt+1dTU8OrZc0wDHJycqLSl1Aj5IHXC9TTaSQAINQooDlnCq/NuPa7mF+XEELCQcE2IYSEEBisyYYNgHx4QcyvG8nkSJZlg1JI0tPTIZPJotafwFSSUCPpbYVKIwmnRnd36S85g7dt23kYzuMn2tmbEEJ6TpeC7X379uH666/HxIkTMWbMGCxYsACfffZZ2Mdv374dxcXF7f7bu3dvV7pFCCFR4bM7g+o16y6J/ag2EFnZP4PBEBScBwbH3SWXy5Gamsprq6qqajeADuwvy7Jwu91R7VMo6pnjIUzjlzk0/h+NbhNC4q/zJcUCbN++Hddeey3EYjHmzJkDtVqNzZs344477kB1dTVuvPHGsM81adIkTJo0Kai9uxN7CCGkO5r/sx2+trWaGQb6BTN65NqRpJEEjmprNBpoNJqo9ykvL49X7cRut6OpqSkoCAda+8swDC8Yd7lcYa+C2VWMWATd/OlofP1Trs308ffIvPvymK72SQghnYko2PZ4PHjggQfAMAzWrFmDYcOGAQBuvvlmXHrppVi5ciVmz56NAQMGhHW+SZMmYdmyZRF3mhBCYilwRFR1+miIs9Pa2Tu6wk0jCVX3Otqj2n46nQ4qlYq3aE5lZWXIYJthGEgkEt7zcDqdUKlUMelbW/pLZvKCbVdpDWw7j0AZ4woyhBDSkYjSSLZt24aKigqcd955XKANACqVCkuWLIHH48GGDRui3klCCOkpngYzLN/u5rX1VAoJEH4aSeCotlQqRXp6esz6FRjIh1qx0i8e5f8AQD62CJJC/uRQE6WSEELiLKKR7R07dgAATj01eFGHadOm8fYJR1lZGd577z04HA5kZ2fjlFNOQUpKSljH9sSEm46uG6/rk9DoviSmZLwvpg0/Ap421T3kUmjPO6VHngPLsnA4HLxricXioGs7HA7U19fz2v0VSMLtZ6T3Jj09HSUlJbwPA5WVlRgyZEjQvhKJhHfenpokCbSObtc9+T63bdr4E/o9uRiMOOKsybhIxt+ZvoLuTWKK930JJ00tonefsrIyAAhaxhcAtFot9Ho9ysvLwz7fpk2bsGnTJm5bJpNh2bJluO666zo91mw2x/UH3mw2x+3apH10XxJTMtwXkUgEtVodlEKinTMVQrUCZrMZPp8vZtcXCATweDyw2Wy8drfbjebmZu7aIpEIpaWlvP2EQiHUajVvv3CFe29EIhG0Wi0qKiq4tvLycmRkZEAkEvH65/F4YLfbuf2MRiPS0tKCVsaMNoVCERRse40WWL7ZBeWfJsJiscT0+tGUDL8zfRXdm8QUr/ui1+s73SeiYNv/laFarQ75uEql6rAklF9KSgruuusuzJgxA9nZ2Whubsb27dvx3HPP4dlnn4VKpcKll17a4Tm0Wm2Hj8cKy7Iwm83QarU06SaB0H1JTMl2XxxHq2Df8wevTX/JTLAsG5OJh4GsVivkcjm3zTAMUlJSeK8dy7KwWCy8/XJycqDT6SK6VlfuTVFRERobG3kBvd1uD6rrrdfrYTKZuG2hUNgjOdsAwORnQjl1OFp+Oci1mdZ+B+25UyN+jeIh2X5n+hK6N4kpGe5LXL5XKyoqQlFREbctl8sxd+5cDBkyBPPnz8fKlStxySWXQCBoP6U83i8owzBx7wMJRvclMSXLfQnM7xVl6KGaMbbH+u5yuXjXkkqlQe+DFosFbrebt19OTk6X+xjJvZFKpcjIyEBdXR3X1tjYGJTPLZPJeOcMfF6xprt4Ji/Ybv5qOzwmC0S60ANFiShZfmf6Iro3iSmR70tEEyT9IxPtfRVntVrbHfUOx+DBgzF69Gg0NDRElI5CCCHdxfp8MH78Pa9NN386GFFsl2dvK5yyfw0NDbxthUIBpVIZ0361FTgJ02QyBdXRjscqkm1pLzwVjOTkWBLr8sD87y0dHEEIIbETUbDtL+kXKhA2m80wGo0h87kj4c99cTgc3ToPIYREwrbjMNwVdbw2XQ8sz95WOJVIAoPttLSeKUnop9freaPtLMvyanADwR8S3G53TPPdA4l0amhmTea1mT6mqiSEkPiIKNieOHEiAGDLluARgq1btwJAyEVqwuXxeHDo0CEwDIN+/fp1+TyEEBKpwOXZpcX5kI8a1KN96KzGts1mC5pA2dPBtlAoDKoaFfgBINSHhJ4q/+cX+EGp5ZeDcAV8mCKEkJ4QUbA9depU5OXlYdOmTTh8+DDXbrVasXr1aohEIsybN49rb2pqQklJCZqamnjn+fXXX4MqiXg8HjzzzDOorq7GqaeemhQTWQghvYPP6Yb53z/z2vSXnNHj+X+dpZGECmq7k7rXVYEBflNTE7zek+USRSIRhEJ++k1Pp5Koz5oAoZ7/2tDy7YSQeIhogqRIJMKKFStw3XXXYeHChTjvvPOgUqmwefNmVFVV4dZbb0VBQQG3/5o1a7Bq1SosXbqUt1Lk7bffDgAYO3YsMjMzYbFYsHPnTpSWliI7OxuPPvpolJ4eIYR0rnnTf+E18xdo0V18Ro/3o7ORbYPBwNtOS0uLy4Sg1NRU3pLsPp+PK+/nJ5FIeOX/enpkWyARQzfvdDS+9TnXZvzwa2Qs/zOYDibfE0JItEX8jjNlyhR8+OGHGD9+PL788kt8+OGH0Ol0ePbZZ3HTTTeFdY5LL70UOTk52LFjB9577z189tlnkEgkuPHGG/Hvf/87qIwUIYTEUuO7X/K2laeNgiQ3o8f70VHOttPpDJqc3tMpJH5isTio/GpnqSQ9HWwDgO7PZ/K2XWW1sP64t8f7QQjp27pU+m/UqFF48803O91v2bJlvBFtv8WLF2Px4sVduTQhhESV42gVWrbs47WlXnlOj/fD5/MFVfVom0YSGMyKRKK4ptulpaXxamk3NjaCZVlupD3eFUkAQDGhGLJhA+A4VMa1Nb3zJdRnjOvxvhBC+i76Lo0Q0qc1BYxqC1M10Jx3So/3I9TIb9uANTDY9qdyxEvgqLrb7eat4JYII9sMwyDlav4HJ/OX2+Cua2rnCEIIiT4KtgkhfZbP4YLxo294bSkLz4ZAKu7xvgSO/AqFQohErV8+ejwe3igyEL8UEj+ZTBY0ObNtTnng5M54BNtA6wqgjKJN4O/xwrjm67j0hRDSN1GwTQjps8yfbYXXyM+DTrlydlz60lElEn+Khp9AIAgqvxcPgQF/29H3RBjZBgChRgndvOm8tsb3/gO2B+t+E0L6Ngq2CSF9VtM7X/C2VaePhnRQfCZod1SJJDCFRK/XB5XWi4fAYLvtJM5EyNn2S72K/wHKXVEH63d74tQbQkhfQ8E2IaRPchypQMsvB3ltKVf1/MRIv/Yqkfh8vqC1CuKdQuKnVCohl8t5bf4PBoFpJKEmgPYU+fhiyEYM5LUFVqAhhJBYoWCbENInBU6MFKXroJkzNU69aT+NJHDBGIZhEibYBtpPJQkMtoH4pZIwDIPUgImSzf/ZDndNYztHEEJI9FCwTQjpc3x2J4z/+pbXpl94NgSSnp8Y6ddeGklgColWq4VYHL9+BgoMtltaWmC32yEQCIIC7nimkugWnAGBUnaywetD0wdfxa0/hJC+g4JtQkifY/5kS9CKkfGaGOkXKo2EZVk0NvJHXxNpVBsANBpNu8vKJ0pFEgAQahTQzedPlGx67yuwbb41IISQWKBgmxDS5zQGToycMRbSgn5x6k2rUCPbZrM5KM850YJthmGQmprKa/MH24lSkcQvsOa2u9oAy7e749QbQkhfQcE2IaRPcRwqg23HYV5bYD5vT3O73fAFlKKTSCRBKSQqlQoymQyJJj09nbdtNpvhcrkSqiIJACjGDoZ8dCGvrfEdmihJCIktCrYJIX1KYBUKUYYemnOmxKk3rUKN+IYKthNtVNtPp9MFlSJsaGhIqDQSv8CKM5bNO+GqMrSzNyGEdB8F24SQPsNnc8C49jtem/7ys8GIRXHqUavAEV+JRAKHwwGHw8FrT9RgWyAQBKWSGI3GhEsjAQDdRdMhULUpV+jzwbhmc/w6RAjp9SjYJoT0GaYNP8HX3HKygWGQGueJkUDosn+By7NLJBKoVKoe7FVkAle0NBqNCVWNxE+oVkB30QxeW9N7/wHr9sSnQ4SQXo+CbUJIn8CyLBpe2chrU50xDpL+WXHq0UmhJkcajUZem16v78kuRUyn0/G2PR4PPB5+AOtyuYJy0+MhaKJkTSNMn26JU28IIb0dBduEkD7B+sOvcBwu57WlLT4/Tr3hC5VGEjiynejBtkwmC1pNsqWlJWi/RBjdVowuhGLSUF5bw+qNYFk2Tj0ihPRmFGwTQvqEhtX8UW1pUS7UZ02IU2/4Ake2PR5PUMm/wJHjRBT4gcBqtUIg4P+ZSYS8bQBIXzKPt23/9Shs2w7GqTeEkN6Mgm1CSK/nOFweVE857aYLwQgS4y0wMAC12+28bblcnpAl/wIFfiAwm80JmbcNAJo5U4NSiAwBH8gIISQaEuMvDSGExFDDq//mbQtTNNBfMjM+nQkhMAANrEKSDKPaQHA/vV5v0HNLlJFtRihE2g1zeW3NX2yD8/iJOPWIENJbUbBNCOnVPAYTjP/HL/eXes25ECgSY6TY5/PxAlKWZYNynRM9X9tPIpFAqVTy2hI12AYA/eV/gkCtONnAsmh47ZP4dYgQ0itRsE0I6dUa3/ocrPNk/jMjESH1uvPi2CO+wGDUZrMFLRCTLCPbQPAHg8CUmERJIwFaywAGLnLTtGYzPCZLnHpECOmNKNgmhPRaPocLDf/cxGvTXTQD4syUdo7oeYEjvS0tLRCJTi6yo1Qqg/KeE1lgsO10Onnl/hJpZBv4X0Ua4ck/hazNiaZ3/xPHHhFCehsKtgkhvZbp4+/hbTDz2tICqlDEW2dpFsmSQuKn1WrBMAy3LRQKeWkxiRZsS3IzoL3gNF5bw+ufwudyt3MEIYREhoJtQkivxLJsUHUJ1fQxkA8viFOPQmsbfAbmbwPJlUICACKRCGq1mtsWi8WwWE6mZSRasA0A6TddyNv21DTC/AktckMIiQ4KtgkhvZL1uz1w/l7Ba0u0UW2AH3wGppAwDJN0wTbA/4AgkUhgtVq5bZ/PF1RDPN4U44uhmDKc10aL3BBCooWCbUJIr2R45d+8bengPKjPHB+fznSgbbBttVohFou5bbVazQu+k0Xb1BeRSASbzQav18u1JeToduAiN78dQ8svB+LUG0JIb0LBNiGk13EcKoP1u8BFbOYlzCI2bbUNPC0WCy/YTsZRbaA1b9u/cqRAIIBIJOKNbidisK05ZzIkA/iL3ASuOkoIIV2ReH95CCGkmwz/2MDbFqZqoL/kjDj1pmP+wNPr9cJms/EqjyTb5Eg/gUAAjUbDbYvF4oQPthmhEGk3Xshra/5yOxwBqUiEEBIpCrYJIb2Ks6wmxCI2cyCQS+PUo/axLMsFnv5g1D+yHRiwJpu2HxQkEknCT5IEAP3CsyHUqk42sCzqX1gbvw4RQnoFCrYJIb2K4YX/A7wn6zozCinSFs/t4Ij4cbvd3CQ8f7Dtz9HWaDRBi9skk7YpMGKxGA6Hg5sYmajBtlAlD1rwyLTuRzhLquPUI0JIb0DBNiGk13BV1cP4r295banXzIEoTRunHnUscHIkcHJkO1nztf3afljwPyf/c0zUYBsA0m66EAKV/GSDz4f6F/4vfh0ihCQ9CrYJIb2G4aWPwbo93DYjkyB96fw49qhj/qDT4/HAbrdDLBZzC8Ika762X9uyhckUbItSNEj9yxxem/H/voOrvDZOPSKEJDsKtgkhvYL7RAOa3v+K15Zy5eyEWpo9UHv52kKhkLcwTLLyB9v+SZ/+vO3AhXsSTfrN88G0zfH3eFH/4sfx6xAhJKlRsE0I6RUMK9eDdbUZ1ZaIkHHLgjj2qHP+YNsfhPqD7bal85KZf3Te/7xcLhdcLhc8Hg88Hk9Hh8aVKF2H1KvP4bUZP/waripDnHpECElmyf9uTgjp89x1TWh890tem/7yP0GcnRanHoUncGTbPwLcUykksZ6AqVQqIRaLebXD/c814Ue3ly0AIz3Zb9btgeFlGt0mhESOgm1CSNIz/GMjWEeb4E0kRMatF8evQ2FyOp1wuVxc0B3LyZEulwv19fWoqanh/tXV1XH/bzabo748uT9vWyAQcIG9fxQ/kfO2AUCclYKUK2fz2pre/wrumsY49YgQkqy6tA7wvn37sHLlSuzduxdutxuFhYW46qqrcP7553epE263GwsWLMCRI0dQUFCA//znP106DyGk7/E0mNH41iZem/7SMyHJy4xTj8LndDrR0tLCbYvFYohEIqhUqg6Oiozb7UZFRQWqq6vh850siciyLOx2O+RyOTcpU6VSoaCgAKmpqVG7vk6ng8FggEQigd1u555vogfbQOvodtM7X3KTblmnG4aV65H95OI494wQkkwiHtnevn07Fi5ciF27dmHWrFm47LLLYDQacccdd+DVV1/tUidWr16NigpapYsQEjnDKxvB2toEbkIBMm77c/w6FIFQwbZWq+WC3+7weDwoLS3Ftm3bUFlZyQu022O1WrF//37s2bMHRqOx230AEFSRxJ+3nQzBtiQ3HfqFZ/PaGt/9Eu766Lw2hJC+IaJg2+Px4IEHHgDDMFizZg1WrFiBu+++G5988gmKioqwcuVKlJWVRdSBgwcP4vXXX8fy5csjOo4QQjxGCxrf+IzXpr/4DEgL+sWpR+Fzu93w+Xy8YFsikUCr7V5NcK/Xi/Lycmzbtg3l5eXwer0Rn6O5uRm//fYb9u7dC7PZ3K3+KBQKiEQiXt52S0tLUgTbAJBx2yWA6GRuO2t3ouEfG+LYI0JIsoko2N62bRsqKipw3nnnYdiwYVy7SqXCkiVL4PF4sGFD+G9CLpcL99xzD0aPHo0rrrgikq4QQggaXv0EPqv9ZAPDID2JRrW9Xi/s9pP9F4lE3Qq2rVYrduzYgdLS0pDVPhiGgUaj4f6p1WpoNBrIZLKQ5zOZTPj111/xxx9/dDmfm2EYaLXapA22JfmZ0F8yk9fW+Nbn8DR270MIIaTviChne8eOHQCAU089NeixadOm8fYJx6pVq1BeXo5PPvkkKl+bEkL6Dk+DGQ2vbOS1aeedDllRbpx6FJnAFBKRSASRSNTl+totLS347bffuCXRA2VmZmLAgAGQy1tXR2RZFlarlcsPr6+vR1lZGS/49ztx4gRYlsXgwYO79F6t1Wq5Siv+viZLsA0AGcv/3Loy6f9ScXwtDtS/+DGyH78uzj0jhCSDiIJtf4pI//79gx7TarXQ6/UoLy8P61z79u3Dm2++idtuuw0FBQWRdAMAoj5rPtLrxuv6JDS6L4kplvel/vm1QaPamcv/nDQ/Aw6HA1arleuvWCyGSqUCwzARP4eWlhZuwnqg9PR0DBgwAEqlEgD/nng8HrAsC4ZhkJGRgfT0dNTW1qKsrCwoGO5OwK3RaCASibhr2+123nNPdNKB2dAtmA7T/33PtTW++RnSbpgLcU56VK9F72WJi+5NYor3fQnn/TCiYNtfH7W9kReVSoXa2s6XtHW5XLj33nsxdOhQ/OUvf4mkC5xYlKmK9Pok8dB9SUzRvC9KpRKoMwZVINFdPAOyYQPQ3NzcpTzlniQUCmE2m2E0GrkAmWVZSKVSWK3WsBd8EQqFsNls2L9/f1CgrVarUVhYCJVKBZ/PB5PJFPIcbe8NwzBQqVQYPnw4ampqUFpaynufPX78OGw2GwoLC8GybFiTLhmG4RboadtHg8EAq9UKr9eb8MGLUqlE5t1XwLThJ8DT+rPFOt2o+9sa5K26LSY/c/Relrjo3iSmeN2XcNZF6FLpv+568cUXUV5ejvXr13d5UYXuTiLqKpZlYTabo1YxgEQH3ZfEFIv7wjAMKp/6gL9apFiErHsXgWXZpFnmnGVZuN1uLpdZqVQiMzMzorJ/LS0tKCkp4VJQ/LRaLUaNGtXh+2tn90aj0SAtLQ0HDhzgBcNmsxk1NTUoKiqK6J5mZWWhpKSE23a73RAKhVEtcxhTA7KQevU5aHzz5Ic847++RfrSi6AuzovaZei9LHHRvUlMyXBfIgq2/W+K/kUJAlmt1k7/0B08eBDvvPMOlixZguLi4kguzxPvF5RhmLj3gQSj+5KYonlf7IdKYVz7Ha8t5ZpzIemfFZXz9xT/SLP/dZFIJNDpdGG/TjabDfv27YPb7eYdE06g3VZH9yYtLQ0jRozAwYMHeQF3TU0NGIbB4MGDw7qG/1xCoZAbDbfZbHC5XFAoFGGfI94y7rgMxo++ga/F0drg86F2xTsY8MFDUb8WvZclLro3iSmR70tE1UgGDBgAACHzsv1fiYbK527r999/h9frxcqVK1FcXMz7BwClpaUoLi7GhAkTIukaIaSPqH38XaBN4CdQyZF5+6Vx7FHXNDU18ba1Wi1vdLojNpsNe/fuDVryPNJAOxxpaWkYPnx40B+xEydO4OjRo2GfJ1RFklCTMROZOEOPtJvm8dqav9iGlu2H4tQjQkgyiGhke+LEiXjttdewZcsWzJkzh/fY1q1bAQCTJk3q8BwDBgzAggULQj62bt06qNVqzJo1i5sxTwghfi3bDsLyFb/iUfrN8yFK18WnQ90QGGynpaWFdZzP58OhQ4eCAm2NRoORI0dGNdBu27dhw4bh0KFDvBHu6upqaDQaZGZ2vlqnRqOBWCzmJl6yLIumpib065f4NdHbSl96ERrf/hzexmaurfaxtzFw0zMJO6pGCImviILtqVOnIi8vD5s2bcKVV16JoUOHAmhNH1m9ejVEIhHmzTv5qb+pqQlGoxF6vR4pKSkAgHHjxmHcuHEhz79u3TqkpaXhiSee6OrzIYT0UizLouaRt3htwjQt0pbMa+eIxOV2u9Hc3MxrCzfYLisr4yar+2k0GowaNSrskfGuSE9PDxlwHz16FDqdDlKptMPj/atjtu17Y2NjzPobK0KNAhnLL0XN/a9zbS2/HITl653Q/KnjwSZCSN8UURqJSCTCihUrwLIsFi5ciAcffBBPP/00LrjgAhw9ehRLly7llfFbs2YNzj33XKxZsybqHSeE9C2Wr3bAtuMwry3zjssgVCdPzq+f2WwOql6RkZER1nGVlZW8NqVSGfNA2y89PR1DhgzhtXk8Hhw5ciSsiiL+QRe/ZAy2ASD1L3MgzuPfr9rH3gEbRnUWQkjfE1GwDQBTpkzBhx9+iPHjx+PLL7/Ehx9+CJ1Oh2effRY33XRTLPpICOnjWK8XNY+9w2uT9M9CytXnxKdD3WQwGHjbcrm804mCXq83KKhlGAZDhw7tkUDbLzMzMyhtxGg04sSJE50eGzh6H5hKkywEUjGy7l3Ea3McKoNp3Q/x6RAhJKF16R161KhRePPNNzvdb9myZVi2bFnY5/3999+70h1CSC9n/L/v4TzCn5ided8iCCTido5IbA0NDbztcOq0lpSUBE0oLCgoiEvpvKKiIphMJt7CNyUlJdDr9R1+aAgMtu12O2w2W1JVJPHTXTwDhpXr4Dh88uey9sn3ob3gNAikyflzSQiJjYhHtgkhpCf5bA7UPfU+r002YiB0F02PU4+6LzB9IjC9IlBTU1PQyLFWq0VeXvTqO0dCJBIFpZP4fD4cPny4w3SSwIokHo8HRqMxZv2MJUYoRNZDV/Pa3BV1aPznptAHEEL6LAq2CSEJzbBqA9xV/LSLrAevAiNIzrcvl8sVtFZBampqu/u73W4cOXKE1yYUCjFkyJC4Vr/Q6/XIycnhtVksFlRUVLR7jFQq5ZaN9wsc5U8m6j9NgmLKcF5b3TMfwtNAKwwSQk5Kzr9WhJA+wVVVj/qXPua1qU4fDfVZyVuH32w285YtFwqFHaaRHD16NKjM36BBgxKiPOrAgQODUkDKysraXfhMLBYHLXyWzME2wzDo9+i1vDZfcwtqn3gvTj0ihCQiCrYJIQmr5uG3wNpP5gVDIEC/JxcndT3jwGBboVBAJpOF3Le+vh719fW8tpSUFGRnZ8e0j+EKNcLOsiwOHz7MrRQZKDBlprm5OejDRDJRThwC3SVn8Nqa3vsP7PtK2jmCENLXULBNCElI1v/uh3njT7y21GvOgXxYQTtHJAez2cwLLpVKZcga1R6PJ2iFRpFIxK22myg0Gk3QysE2m63ddBKdTgdBmxQgt9sNszm50y76PXQNBMo2H5hYFtX3vBpWOURCSO9HwTYhJOGwXi9O3Psar02oUyEzoNxasvF6vWhububV2FapVCGD7crKSt4IOAAMHjy408Vj4qF///5B6SGVlZUhR6xlMhkv9aQ3BNvi7DRk3PZnXptt28GgD4uEkL6Jgm1CSMJpen8zHPuP89oy71sEUYomTj2KjlApE3K5PCiAdjqdqKqq4rWlpqaGtfBNPDAMEzTi7vV6UV5eHrSvVCrllSt0uVxJH2wDQNqSeZD0z+K11Tz8Fnw2R5x6RAhJFBRsE0ISisdkQe0T7/LaZEP7I/Xqc+PUo+gJla8tkUggFAp5+5WVlfFGvxmGwaBBg3qsn12hUqmQlcUPNk+cOBFUGzywIonb7YbVag1aUTPZCGQS9Hv8Ol6bu9qA+pfWxalHhJBEQcE2ISSh1D/9IbyNzby27KduACMStnNE8ggnX9tms6G2tpbX1q9fv6RY+KWgoICXj82yLI4f539DIZVKg9JIWJZFczP/nicjzZypUE0fw2szrFwHV2VdfDpECEkIFGwTQhKG40gFGt78jNemOe8UqE4fE58ORZE/oGw7sh0qX/v48eO8iXVCoRADBgzoqW52i1QqRW5uLq/NYDDwAmmpVAqhUMiVLvQH270hlYRhGGQ/sRgQtvnA4XCh5qF/xrFXhJB4o2CbEJIQWJbFiftfB7wnS8YxUjGyA76aT1b+VIm2wXbgyLbZbA6qO52bmwuJRNJj/eyu/Px83iqRQOtS7n7+59s2b7s3TJL0kw0bgNS/zOG1mT/ZAuuWfXHqESEk3ijYJoQkBPOnW2H9fg+vLX3p/KBJZ8nKH0z6g22pVAqRSMQLttsGpUDrIjDxWpK9q0QiUVApwLYfIsRiMRiG4eVtezweNDc395pSeZn3XAFhwGTe6jtXw+dyt3MEIaQ3o2CbEBJ33uYWnLj3VV6buF8qMm79cztHJB9/sO3P2fYHm/5gOzDdAgAGDBgAkUjUg72Mjuzs7KCFevzpMQzDhJwk6fV60dLS0tNdjQmRXo2s+/hlKp2/V8Cwcn2cekQIiScKtgkhcVf7+Dvw1Dbx2vo9fh1/oZAk5w+k/SPbbYPtUBMJ5XI5+vXr17OdjBKBQICCAv7iQ20nfkqlUojFYi49xv8BpDdMkvRLuWo25KMLeW31z30E5/ETceoRISReKNgmhMRVy47DaHzrC16b+qwJ0M47PU49ij6n0wmn0wmfzwePxwOAH2yHKpE3cOBAXmWPZJORkcHLywaA0tJSeL1ebjTf/xr4P4D0lrxtAGCEQuS8sAxoW53F6Ub17at6TboMISQ8yftOTghJeqzbg+rlK4E2wQejkCLnuZvBMEwcexZd/iDSH2gLhUIu4BSJREGLv2g0GqSnp/dsJ6MsVG1wl8uFqqqqdoPt3jSyDQCKMUVIWzyX12b9cS9MH38fpx4RQuKBgm1CSNwYVm+E41AZry3r7isgyc+MT4dixB9Ets3XZhgGAoEADQ0NQatKDhw4sMf7GAt6vR4pKSm8tqqqKi4PPTDYttvtIZd4T2aZ9y2COIf/wenE/a/D09S7PlgQQtpHwTYhJC6cZTWoe+ZDXptsxECk3XhBnHoUO4GVSPyLukgkElRWVvL2TUlJgU6n69H+xVLgB4e2Zf5kMhkEAgEvwO5to9tClRzZz9zEa/M2NlPtbUL6EAq2CSE9jmVZVN+xGqzdebKRYZD7wjIw4uSrvtERr9cLq9UK4GSw7c9ltlqtcDqdvP0Dy+YlO5VKFTS6bTAYuMokCoWCV3u8N+Vt+2nPmQLNeafw2owffk21twnpIyjYJoT0ONOGH2H9bjevLfW686AYXxynHsWOxWLhJsT5g0q5XA6WZdHUxK/AotVqodVqe7yPsZafn8/b9nq9MBqNAFqDcZZluXz23jay7ZfztxshUMl5bdW3r4LPSbW3CentKNgmhPQoj8mCmvte57WJ+qUi6/6r4tSj2GobPLpcLsjlcgiFQjQ3N3MBpl9gUNpb6HQ6aDQnF3kRi8UwGAwATqbU+D+IWCwW+Hy+4JMkOXF2GrIevJrX5jxahfoX1sanQ4SQHkPBNiGkR5249zV4DCZeW87fboRQo4hPh2KsbVqE2+3mJgXW1dXxljVXKpVB6Ra9SdsPEgzDcLnb/tfDn7ft8/m4tJveJvUv50I+bjCvzfDC/8F+4Hg7RxBCegMKtgkhPcb8xS8wrf2O16YJkc/am7Qd2fYH21arFTabjVvUBWgNRntTucNAqamp3Cg20Dq6XV9fD6FQCJlM1uvztoHW2tu5LywDhG1qb7s9qFzyPC3lTkgvRsE2IaRHeBrNqL5tJa9NoFEi+5klvTbItNlsXBDJsiwXbNfX1wMAN7Itk8mQkZERt372BIZheKPbEokELS0tsFqtUCqVvGC7t+ZtA4B85CCk37KA1+Y4cBz1z/0rTj0ihMQaBduEkJgSi8VgGAbVd64OSh/JfuoGSHLS4tOxHhA4qi0Wi+H1erl2f7Cdm5sblw8c/nrXPSUjI4Nb0Mb/3A0GQ1Cw3VtHtv0y77ocsmEDeG31L6yF7dc/4tMhQkhM9a4aW4SQhKNQKGDa+BPM//6Z166ePRn6S8+MU696Rtug0ePxQKFQcKPaQGuwKxaL0a9fv5j1wev1wmQywWg08iYfsiwLm80GhUIBhmEglUqh0+mQkpLCS/eIJoFAgLy8PBw7dowLts1mM1JSUni1tl0uFxwOB2QyWUz6EW8CqRi5/1iOY2ffBni8rY1eHyqXPI+iH1ZCLpd3fAJCSFKhYJsQElPeBjOq71zNaxPqVMh9flmvTR/xCxzZlkgkXBUOiUQChmGQk5MDoVAYtWuyLAuLxQKj0Qij0Qiz2cyVHgzcz263w+v1gmEYWCwWNDQ0AACkUin0ej33r21ueXf169cPZWVlvMmhofpoNpt7bbANAIrRhchY/mfUt1nYyfl7Ber+9gGyHro6fh0jhEQdBduEkJiqvn0VvAFLU2c/uwTirN5beQNoHcluaWnhtl0uF29bLBZDKBQiJycnKtdjWRb19fUoKyuD3W7v1rmcTidqa2tRW1sLhmGQkZGBAQMGRGXEVSgUIjc3FyaTiWtramriqpL4NTc3IzMzs9vXS2SZt1+K5v9sh2NfCddmWLkemnOnQjGh99WcJ6SvopxtQkjMmD7+Hs2f/8Jr054/Dbr50+PUo54TOMnP4XDAZrNx2/70kbYjvF3V2NiIXbt24fDhw90OtAOxLIu6ujrs2LEDR48e5aV7dFVOTk7QqLXNZuPVHe/tedsAwIhFyFu9nL9qqs+Hypv/zl9dlRCS1GhkmxASE+6aRpy4+1VemzBVg5znbu716SNAcLAYWDtaKpUiNze3W9cwmUwoLS3tNDBlGAYajQZ6vZ4LclmWRUtLC5RKJViWRXNzM4xGY9Dy8X4sy6K6uhq1tbXIzc1FXl5elydYisVi5Ofn48CBA1ybw+GA3W6HWq0GALS0tMDr9UY1xSYRyYcVIPPuy1G74l2uzXWsGrUr3kP2k4vj2DNCSLRQsE0IiTrW50Plkr/Da+YHmLl/XwpRui4+nephbUe2/cGsvxIHAGRnZ3c5J9npdOKPP/5AY2Nju/soFAro9XqkpKRAp9MFBa3+3G61Wg2GYZCdnQ2gdYS5qakJRqMRJpMJXq+Xd5zX60V5eTmqq6sxcOBA7rhI5efnQyKRcCPlIpEI9fX1XLDtf830en2Xzp9M0m9ZAPMXv8C+52Q1koZX/w31nyZCPWNsHHtGCIkGSiMhhESdYdUGWH/cy2vTXTQd2rmnxqdDPcwfKPqZzeagJcgHDBjQpXMbjUbs2rWr3UBbqVRi5MiRmDRpEoqKipCamtru6HBgIA20Bum5ubkYOXIkpkyZgry8PAgEwX8qPB4P/vjjDxw6dCjkeTojk8l4OdlCoTBoomRvrrfdFiMSIu8fy8FI+SlFlTc9B09D70+nIaS3o2CbEBJVtl//4H0lDgCifqnIfvqmOPWo5/lTIPxqa2uDlmZPT0+P6Jwsy6K8vBz79u3j1aT2k8lkGDp0KCZMmIDU1NSud74NsViMQYMGYfLkyejXr1/I9J/6+nrs3r2bl48erry8PN62f7Tdry/kbfvJivOR9eDVvDZPnRGVS58PWU2GEJI8KNgmhESN12JDxfXPnKwdDAAMg/xX74AoRRO/jvWwtkGi3W6Hw+Hg5TenpaVFlELi8Xhw4MABlJaWBgVeEokERUVFmDRpEjIzM2OSDy+VSlFcXIyJEyeG/JBgs9mwe/durqxhuDIyMnivg1Ao5MoPAq0j230p0Ey78QKozxzPa7Ns3onGNz6LU48IIdFAwTYhJGpO3PMqXMdP8NoybrsEylNHxalH8dE2/cFgMPBGtUUiEdLT00OmZoRitVqxe/fukGkjaWlpmDRpEnJycsI+X3coFAoMHz4cI0eODJoc6fV6cfDgQRw7dizsAFkmkyEt7eQKokKhEM3NzdwkTY/H06UR82TFCATI/cdyiDL4eeo1D/8T9oOlceoVIaS7KNgmhESFcd33MH70Da9NMb4YmXdfHqcexY9/ZNvj8cBoNAaNaoe7QmN9fT327NkTVM6PYRgMHDgQw4cP7/El1wEgNTUV48ePh0qlCnqsqqoKe/fu5ZXxa49MJoNer+dyylmWhVgsDhrd7ktE6Trk/WM5r411ulFx7d/gszni1CtCSHd0Kdjet28frr/+ekycOBFjxozBggUL8Nln4X/NtX37dtx+++0455xzMGHCBIwePRqzZs3Cvffei+PHj3elS4SQOHKW1aB6+Spem0AlR94bd8Hb+6v88fiXGgdaF2thWZYXEKekpISVQlJXV4fDhw8HTawUi8UYNWoU8vPz41pCUS6XY9y4ccjKygp6zGw247fffus04JbJZBAKhUhJaV3gyOfzQSqVoqmpict570t5237qM8cjbck8Xpvzj0qcuP+NOPWIENIdEQfb27dvx8KFC7Fr1y7MmjULl112GYxGI+644w68+uqrnZ8AwH//+1/s3r0bRUVFmDdvHi6//HIUFBTgk08+wQUXXIBt27ZF/EQIIfHBuj2ovP4Z+Kz80dec55dC0j+Lt2piX+APDlmWRUNDAwQCAZfiodPpIJFIOg226+rqcOTIkaB0DI1GgwkTJiRMOTyBQIAhQ4aguLg4KI3FYrF0GnBLpVIwDMNLJZFIJPB6vdwKk31tZBtorTme9eDVkI0axGtvevdLmD/bGqdeEUK6imEjmH3i8XhwzjnnoLa2FmvXrsWwYcMAtOYUXnrppSgtLcXnn3/eaUkrp9PJqzfr98svv+Dqq6/GiBEjsH79+sieSQ9hWRYmkwk6na5PLMyRLOi+xE/N4+/A8ML/8dr0l52FvH8s75P3paSkBJWVlTCbzSgtLYVKpYLX64XdbkdhYSFUKhUGDx7cbn3q9gLt7OxsFBYWRi03O9r3xmKx4MCBA0GL4qjVaowePbrddJdt27bB4XDg+PHj3BLtdXV1kMlkGDJkCABg2rRpUVlpMxm0vS+ukmocPeMW+FpOpo8ItSoU/bQSkrzevZR9IuqL72fJIBnuS0Tv2tu2bUNFRQXOO+88LtAGAJVKhSVLlsDj8WDDhg2dnidUoA0AU6dOhVarRUVFRSTdIoTESfN/tgcF2pKB2cj+241x6lH8+Ue2/XnHKpUKLpcLcrmcy3Fub2S7vUA7NzcXgwcP7pFJkF2lVqsxZsyYoPf3zka4/a+Ff3RbIBCAYRg4HA5u1c2+OLoNANLC3KDfJa/ZivKrn4TPGVz+kRCSmCJ6596xYwcA4NRTgxemmDZtGm+frvj1119hNptRVFTU5XMQQnqGs6wGFTc+x28UCZH/xl0QqsObANjb+Hw+WCwWOBwOrl60VCqF1+vlpUqECrY7CrQLCwtj2/EokcvlEQfc/tdCrVZDIpHA7XZDqVQCAFdKsC/mbfvpF54N7fzpvDb7r0dx4r7X4tQjQkikIprGXlZWBgDo379/0GNarRZ6vR7l5eVhn2/79u3YsWMHXC4XysvL8f3330Ov1+Pee+/t9Nh41V71X7cv1X5NBnRfehbrcKH8qifga+bnY2c/fh3kY4qC7kdfuS/Nzc3w+XwwGAxgWRYMw0AsFkMoFEKn03Gvg1Qq5b0m9fX1OHz4cMhAe9CgQTF5/WJ1b2QyGUaPHo29e/fyUkqam5uxd+/eoJSStq9FWloaLBYLFAoFLBYLzGYznE4nTCZTn/kZCnVfcp9fCvtvR+EqOVlWs+ntL6CcOBS6P8/s8T72VX3t/SxZxPu+hJO6ElGw7f9KT61Wh3xcpVKhtrY27PPt2LEDq1adrGDQv39/PP/88xgxYkSnxwYu69vT+vJISyKj+xJbEokESqUSVXe9Asd+fuUg7bzTkbp4Lmw2G1wuF++xvnBfhEIhampqYLPZUFdXB5/PB7lcDrvdDpVKBbfbDZ/PB4lEApvNBq/XC4FAAJPJhIMHD4bM0c7KyuIC+FiJxb0RCoUoLCzEvn37eD8LdrsdO3bswMiRI7kPI/58doZhoFQqUV9fD61Wy62SWVNTA4ZhuAVu+kqg0/a+aDQa9H/3fhw7ezlY+8kPMFW3r4Js5EBIhuT32VSbeOgL72fJKF73JZwJ6z1foLWNZcuWYdmyZbDZbDh27BhWr16Nyy67DE8++STOP//8Do/VarU91Es+lmVhNpuh1WoTNhG/L6L70nOa3v8KxjWbeW3SwXnIfemvAFoXPvHXke5r98XtdqOlpQVCoZAbzQZaA2eJRAKgNXDy527bbDaUl5cHpZX0ROpIrO+NWq3GKaecEjTC7XK5UFNTg8GDBwNoXQxHLpdzj+v1euh0Om5CpMVigVAoBMuycXvf70nt3RfZ0AHIfWEZKtukbrF2J8qvegJF373E/ayR2Olr72fJIhnuS0TBtv8PhD8XMZDVam131LsjCoUCo0aNwqpVq3DRRRfhoYcewrRp07jaq6HE+wVlGCbufSDB6L7Elm3vUVTftZrXJlDJ0f/d+yFUyds5qm/cF5Zl0dzcjKamJu65qlQqyGQyXg6zXC4HwzDweDw4ePAgvF4v77Xp6RztWN4bhUKBsWPH4tdff+WNcNfU1ECpVCI3N5d7Pfz87/tyuRwOhwNerxfNzc2wWCx9KqAMdV/0l8yEbcdhNL71OdfmOn4ClTc/j/7vPdDrf8cSRV94P0tGiXxfIpog6S/pFyov22w2w2g0hsznDpdIJMLkyZNhs9mwf//+Lp+HEBJ9HqMF5Vc/CTagCkLuS3+FrDg/Tr1KHDabDSaTiVvQBgCUSmXQaKxMJgPLsjh48GDQUuRpaWkYNIhfWznZyeVyjBw5MqiSSklJCZqamrha2233l8vl3CRJAGhsbKSv7v+n3xOLIR83mNfW/PkvMKxcF6ceEUI6E1GwPXHiRADAli1bgh7burW10P6kSZO61aH6+noAiMsSxISQ0FivF5U3PAt3RR2vPe3GC6Gbd3qcepVY/KPafmKxGFqtlksf8ZPJZDh69CiMRiOvXaVSYejQoQk7MtMdarUaQ4cO5bW1/cARWL1Er9fzgm2r1Yq6Ov7PXl8lkIrR/537IEzR8NprH3sX1p/2xqdThJAORRRsT506FXl5edi0aRMOHz7MtVutVqxevRoikQjz5p1cYrapqYkbvWhr586dISe5bNmyBd988w3UajXGjh0b6XMhhMRI7WPvwPLNLl6bYvIw9Hv0L3HqUeJpbGzkBdBKpRL9+vULWuSlqakJJ06c4LVJJBKMHDkSQqGwR/oaD+np6SgoKOC1eb1e7N+/P+h5K5XKoJSR2traoG8C+ipJbgbyX78LaPvBzOdD+TVPwVlaE7+OEUJCimj4WCQSYcWKFbjuuuuwcOFCnHfeeVCpVNi8eTOqqqpw66238t5M16xZg1WrVmHp0qVYtmwZ137TTTdBr9dj5MiRyMrKgtPpxO+//46dO3dCLBZjxYoV3AQrQkh8Gf/1LQwr+Su6itJ16P/Pe8CI6Rsov9LSUt4ggkqlQlpaGo4fP1m1pbm5OWgFXYFAgBEjRrS72Fdv0r9/f7S0tHDfYAKtS5M3NTVBp9NxqSYulwv9+/fHoUOHuNrcTU1NMBqN9Lfhf9QzxyHznstR99QHXJvXaEHZZY+gcPMLEGrodSIkUUS8HNmUKVPw4YcfYvz48fjyyy/x4YcfQqfT4dlnn8VNN90U1jmWLVuG/v37Y/fu3Xj//ffx8ccfw2Aw4OKLL8bGjRsxe/bsiJ8IIST6WnYeQdWtL/EbRULkv30vxNlpoQ/qg1wuF6qrq3ltAwYM4AXfTqcT5eXlQcuODxkyBBoNPyWgNwv1fF0uF6qqqrhth8OB7OxsXiqJ1+vl1nogrTJuvxSac6fw2px/VKJi8dNgvd449YoQEohh+0rR0ihhWRYmkwk6na5X5lYmK7ov0eeqMuDYWbfCU8/PLc554RakXhXeB+K+cl9KSkrw2WefcdsCgQBXXHEFWJbF/v374fP5cPToUbjdbt46AgMGDOAmnve0eN4bl8uF3bt3cyk2TU1NqKioQH5+PlJSUqBUKjFx4kRs3rwZhw4d4o5LTU3FokWLerSvPS3S++K12FAy+3Y4DvMLF6TfsgD9HqE0r2jqK+9nySYZ7kvEI9uEkN7PZ3OgfNHjQYF26uK5YQfafcmxY8d42ykpKdDr9VxlkpqaGtjtdt5kyYyMjLgF2n7xyhEPzFH3vy5VVVVwOp3c6xZYArGxsREmk6lH+5rohGoFBnz4MISp/G8LDC+vg/Ff38apV4SQtijYJoTwsCyLyqUvwP4bP4BUzRiL7BXXx6lXicvtdqOyspLXNnDgQDAMA4fDAbPZDIPBAOBkUKlQKFBcXNwj/WNZlsuLrq6uRlVVFffvxIkT3P/X1dXBYrFwOdKxplKpuIVt/K+Lz+dDWVkZ3G433G43+vfvH1TN5Y8//uiR/iUTSf8s9H/3fkDE//BUdetLaNl5JE69IoT40ewmQghP/XMfwfzvn3ltkkHZyH/rHjCi3lsto6tOnDgBq9XKbTMMw43Ims1mVFRUcI9JJBIIBAIMHz48JqPK/q9TzWYzbDYb9y/Ucu8sy8JutwctKgMAUqmUWwlUqVQiJSUlaJXLaMjMzITJZOJVZ7Hb7aipqYHD4YBarUZ+fj7vm4PS0lJMmDAhqG53X6c6ZSRynr0Z1be9zLWxLg/KFz2Owm9ehCQ3PY69I6Rvo2CbEMIxrvueV90AAAQaJQaseRgiXeSrw/YFgSkkOp0OqampYFkWhw8fhrfNRDWJRILCwkLexL/u8nq9aGpqQkNDAxobG6MyMu10OuF0OnmlDNVqNdLS0pCWlhbV/hcWFsJsNkMikXCrTBoMBlRXV2PIkCEYNGgQ7zVubm6GwWBAZmZm1PrQW6ReNRuOw2VofP1Trs1Tb0TZZY9g0OfPUoUSQuKEgm1CCADAumUfqm5+gd8oEKD/m3dDNjgvPp1KcCaTiUsR8cvPz4dQKERpaWnQGgPZ2dnIzs7u9nV9Ph/q6+thMBhgNBpDjlxHm8VigcViQWlpKeRyOdLS0pCVldXtwFsoFGL48OHYv38/b0n3gwcPYsCAAcjMzIRKpeK+PbDZbKiqqqJgux3ZK66H8/cKWH/cy7U5Dpai/OonULD2USrXSUgc0PdwhBA4Dpej7IrHwbr5o6L9HrsW6rMmxKlXia+mpoa30IpUKkVubi6MRiOOHz8eNKrdthJJV3g8HlRUVGDbtm04cuQIGhsbww60RSIRNBoN9Ho990+n03H/HyqdpD12ux2VlZXYuXMn9u/f3+1Ji0qlEkVFRUHXOHz4MDei7seyLGpqatDS0tKta/ZWzP9Kc0oKc3jt1h9+RdWtL4dcUI4QElv0EZeQPs5d04jSSx6Cr5kfvKQunou0my6MT6eSgNvtRn19PS/oS01NhVwux+HDh3mjtEDrgi4qlapL13I6ndyERm8Y9ZPVajU0Gg2USiWXex040ZBlWVitVqhUKi7I9vl8sNvtXK53S0sLmpqaOkxNaWxsRGNjI5dfnZaW1qXyW/n5+SgpKYHZbAbQWh7QbDajqqoKOTk5qKqq4vrR0tKCEydOBAXopJVIp0bB2sdwbNZyeBvMXLvxo28gzstA1j1XxLF3hPQ9FGwT0od5LTaUXvow3NX8VAjNnKnIfuL6hK1Zmgj8y4f7g1+GYZCSkoL6+nq4XC5esJ2dnQ29Xh/xpD6Hw4GysjLU1dV1OCLJMAx0Oh2XUx3uapSBQbRAIIBSqeSlhrAsC7PZjIaGBjQ0NHBl+QJZLBYcPHgQcrkc+fn5yMrKiujnRyaTIT8/H7///jvv9SsvL4dareZeW6A1laSurg4DBw7s1Uvcd4e0oB8KPnoEJXPvAWt3cu31z3wISW4GUq74Uxx7R0jfQsE2IX0U6/ag/Jqn4Nh/nNeumDAE+a/dCYaCmA4FpjLodDo4nU40NzcDABcsqtVqpKenR1TNw+fzobKyEuXl5R2mieh0OvTr1w+pqakQiWLzdu4P5HU6HQoLC2G1WmEwGHDixAm43e6g/e12O37//Xdu5Dnc1TFlMhmEQiH69++Po0eP8j6s1NfXQ6/Xc8G21WqFx+OBwWBAVlZWdJ5oL6QYX4z8N+9G+aIVQJufo6rbXoa4XyrUZ46PY+8I6TsoZ5uQPohlWVTdvgrW73bz2iUDszHgw4chUES/zFtvYjKZuDQLP41Gw5sQ6XK5IBKJ0L9/fzAME3aw3djYiJ07d6K0tDRkoM0wDDIyMjB+/HiMGTMGmZmZMQu0Q1GpVCgoKMCUKVNQVFTU7vOyWCzYs2cPfv/995BBeSD/eZRKJfr16wefz8eNvAuFQjQ1NUGtbq2I4/V64XA4UFNTE6Vn1Xtpz5mC7Kdv5Dd6fSi/5knY95XEp1OE9DEUbBPSB9U98R6MH2zmtQlTNSj4v8cgStPGqVfJwx/k+YNtqVSKpqYmXuDpcrmQl5fHBcJyubzDczocDhw4cAD79++H3W4PelwgECAnJweTJk3CsGHDuMAzXoRCIXJycjB58uQO+1NTU4Pt27fjxIkTHabCSKVSLu0kIyMDCoWCG92WSCQwmUy817elpQVms5kmSoYh7drzkH7LAl6bz2pH6SUPwXn8RDtHEUKihYJtQvoYw8r1qH9+La+NkUsx4MNHIB3Y/bJ0vZ0/fcHtdnPBoEAggMVi4U2AVKlU0GpPfnBpbwSYZVlUVFRgx44daGhoCHqcYRjk5ORg6tSpKCoq6jRo72ltR9pHjRoFhSK4lrPH48Eff/yBPXv2tBscMwzD5ZozDIP8/HxeTrlSqYTRaOTy3v3nodHt8GQ9dDW086fz2jz1Rhyfdx/cJ4J/7ggh0UPBNiF9SON7/0HNw//kNwoEyH/9TignDolPp5JMXV0dfD4fF+y53W7YbDYIhUIuoJZIJEhP56/YFyrYdjqd2LdvH44fPx4yZUSr1WL8+PEoKiqCWCyOwbOJrpSUFEyYMAGDBg0KOXHRYrFg9+7dvBUj22r7GslkMl4+tlKphMfj4VJS/K+//36QjjECAfL+sRzKaSN57e7Kehyffz88jeZ2jiSEdBcF24T0EaZ//4zq21YGtee+sAzaOafEoUfJyR8otrS0gGVZ2Gw2MAwDhULBpUEMGjQo6LjAYLuxsRG7du3irdLoJxaLMWTIEIwZM6bL5QLjRSAQIC8vD5MmTUJGRkbQ4z6fD3/88QcOHjwYVA0l8DXS6XTctwP+Cilerxc2mw1Op5MLvkN9I0CCCaRiDFjzEOSjC3ntzj8qUXrJQ/A229o5khDSHRRsE9IHWL7djcobngUCcmb7PXYdUhbNilOvkk9zczM3omq1WmE2m7kRZ38w2N6qiv4UCZ/Ph2PHjmH//v0hJw7686AjLZ2XaKRSKYYNG4bRo0eHTC0xGAzYuXMnV1cbCA62nU4nhgwZAqFQCLlcDoFAAIlEAovFAq/XS6kkXSDUKFHw8eOQFuXy2u2/HkXZFY/B53C1cyQhpKso2Cakl2vZfghlV60IWh0yY/mfkb50fpx6lZz8QZ3X64XZbEZzczOXQ61UKiGVSlFYWBhUi1oqlUIgEMBms2HPnj2oqqoKOrdUKsWYMWNQVFTUo9VFYk2v12PChAnIyckJeszpdGLv3r0oKysDy7JBwbbD4YBcLsfAgQO5bw+A1smmjY2N3BLuRqMx5KRSEpooTYuC9SsgzuGnOrVs2YeKa/8W9F5BCOkeCrYJ6cXs+0tQ+ueHwdqcvPbUa+cg8/4r49Sr5OT1erk6zy0tLTAYDLzVFxUKBYYMGQKRSBQUbMtkMjQ0NGD37t1cgNhWWloaJkyYAJ1OF/PnEQ8CgQBFRUUYMWJEUO45y7IoKyvD/v37gz5k+F9H/6JA/pQalUoFq9WKuro6bl8a3Y6MJDcDAzc+AWFA9aHmL7ehctkLYMNYqZQQEh4KtgnppewHS3F83v1By7DrFsxA9tM3JXWKQjzU1dVxq0VWVlbCbrdz5e6USiXy8vKg1+sBICjYNhqNOHDgQNBS6wKBAIMHDw4ZhPZGHX2oaGpqwuHDh+F0nvxg6PV64Xa7wTAMiouLuQVyBAIB1Go1KioquIowtbW1HZYWJMGkhbkYuG4FBGp+mo/p/75H1S0vgaWJp4REBQXbhPRCjkNlOH7hvfA2NfPa1X+aiLx/LAcT4bLh5OTIqdvtRnl5OZRKJRcgp6am8iZF+oNtn8+HiooK3gisn1KpxPjx45Gd3bfKLUqlUowePRoFBQVBH/g8Hg+OHj3KG/33v5YymQyjRo3ijtFoNPB4PDh+vHUFVJfLhcbGxh56Fr2HfNQgFPzrETAyCa/d+NE3qLr1ZQq4CYkC+otLSC/jOFyOkgvvhbeRH2grTx2F/m/fB0bce/KBe4rVaoXFYgHQOqpts9l4i7iMGTOGV+rO4XDA4/GgpKQETU1NkEj4gUxmZibGjx8fciJlX8AwDPr3748xY8bwXhuGYSAQCHDs2DEucG77LUFOTg4yMzMBtAbtMpkMVVVVsNlaq2i0V1KQdEw5dQT6v3s/GAn/vcH4wWZUL19FATch3UTBNiG9iONIReuIdgO/Zq7ylBEo+OgRCOTSOPUsuflHtc1mM2pqaiAUCrlAWa/Xo3///rz9jUYj/vjjD65aRtuAcuDAgRg6dCi3OEs8xXsiplarxbhx43gfOvyvVWVlJaqrq3kTHxmGwejRo3mj2zabDZWVlWBZFk1NTUEpPCQ8mrMntgbcAR/Gm977D6rvXE0pOoR0Aw1xEdJLOP6oxPEL74XHYOK1K6YMx4B/PQqBMvQKhqRjXq+Xy9euqqqCw+GAVqsFwzAQCoVcaTq/hoYGHDlyhJefLZFIIBQKMXToUKSlpcW0vyzLwm63w+Vywel08v7rcrm4oMlfI9xfH1wkEkEikUAikUAqlXL/9f9/rMhkMowbNw6HDh1CY2Mj71oGgwH79+9Hbm4u9+GkX79+yMzMRG1tLZRKJRoaGmC1WmEwGJCRkYHa2loMGDAgZv3tzTSzJiP/nftQcfWTvIokTW9/AUbAIPuZJTTXg5AuoGCbkF7AeayqNdCu5y+Qopg8DAVrH4VQlVhLfCcTg8EAj8eDmpoauN1u2O12LpUhJyeHt1Kkf6GawImQKpUKo0ePjvoCNT6fDzabDRaLhfvX0tIS1oqK/qDcPwGxI1KpFCqVCmq1mvsXzQBcKBRixIgROH78OGpra3mP1dXVYd++fRg5ciSEQiE0Gg2ysrJgMpngcDigUqlgt9tRU1MDrVaLmpoa9O/fn4LCLtKeMwX5b92D8mueAjwnf44b//k5IBQi+6kb6LUlJEIUbBOS5ByHylqXWw4MtCcORcHaxyBUBy8oQsJXU1ODlpYWNDQ0wOv1QiAQQCwWQ6VSISUlhausUVdXhyNHjvCqaQCtqyBOnDgxasGp1WpFY2MjmpqaYLFYemSpcqfTCafTyZuAKJVKodPpkJqaipSUlG6npDAMg0GDBsFqtfICbpfLBZPJhL1792LUqFEQi8XQarXIy8vD0aNHodVq0dzcDJVKhcrKShQWFqKpqQmpqand6k9fpp1zCvq/eTfKr/0b4D3589X4+qdgXW7kPHczTbImJAIUbBOSxGx7j6L0ogfgNVp47YrxxSj4+DEINRRod0dLSwtMJhMqKysBtAadGo0GDMMgLy8PDMNAq9WiuroaR48eBQCuFB3QmpM8cuTIbgXaXq8XJpMJjY2NaGxsDArm48XpdKKurg51dXXc65CamorU1NSQK0aGq3///igsLERpaSm8Xi/3elosFi7g1ul0MJvNSEtL4y3VbrVa0dTUhJqaGgq2u0k791Tkv3E3Kq5/mhdwN73zJXx2J/JW3gZGJOzgDIQQPwq2CUlSLdsOovTPD8NnsfHa5eMGo2D9Cgg1fbPSRTTV1NSgrq6Om3Tndru5NAapVAq1Wo2qqiqUlpZyx/iDw5SUFOTl5XU58DSZTKipqYHBYOjS6LU/B7tt/rVEIuFyn1mWRUtLCzc50ePxhMzzDmdiHMuyMJlMMJlMKCkpgVKpRFZWFjIzMyP+oCGTyaBSqVBYWIhjx47B6/XC4/FAJBKhpaUFv/76K/Lz8wG05m+bzWZIJBJ4vV4IhUJUV1dDq9WiqKgIUilNCO4O3YWnAT4fKm54lhdwm9Z+B9bmRN4bd0Eg6f314QnpLgq2CUlClh/3ouzyR4NWhlRMGY6Cfz1CgXYU+Hw+lJeX82pki8ViKBQKZGRkAAC3ZHtbLpcL6enp3PLkgUuQd8Q/WlxTUxPR8uNyuRxqtZqXV91ZWgfLsrBYLFCr1e3m4Przuv354P4SiIE56YFaWlpQUlKC48ePIy0tDVlZWUhJSQkr11cqlYJhGMjlchQVFaGkpAROp5N7Pg6HAyUlJXA4HJDJZMjNzYXD4YDL5YJcLofX60V1dTVqa2uDqsSQyOnmTwcjFqHiuqd5kybNn22Fb9EK9H/nPqpyREgnKNgmJMk0f7Ud5Vc/Cdbp5rWrZozFgPcfpKojUWIwGFBWVsaN7Pp8PkilUi59pLKyEhqNBlotf7nrlJQUXptc3vnkVKPRiKqqKjQ1NYU1kiyTybiUDY1G0+V86c6CZoZhoFAooFAouEmh/gDcaDSisbERJpOp3ZF3lmVhMBhgMBgglUqRlZWFnJycDke7/YG2zWaDTCZDUVFRUD+9Xi9OnDiBfv36QavVIiUlBU1NTdzjTU1N+OOPP5Cfn0+T+aJAe/40DFjzEMquXAHWcTJNyvL1TpRe+jAGrHmYJmET0gEKtglJIqaNP7V+pevhBx+ac6Yg/5/3QCCLXYm2vubAgQPcQjZA66h2SkoKFAoFqqqq0NjYGLT646BBg3D8+HFewNxeGgnLsmhoaEBFRQXvOqG0zYlOSUmJ62I4bQPwnJwceL1eGI1GNDU1dZhT7nQ6UV5ejsrKSvTr1w95eXntjvorFApuoRqJRIKsrCxYrVbeypJyuRzHjh1DYWEhcnNzYbPZ4Haf/AB67NgxjBkzhlcthnSd+qwJKPj4cZRd9gh81pPfurT8vA+lFz2AAWsfgUin7uAMhPRdNJ2YkCTR8MZnqLju6aBAWzvv9NavcinQjhqz2YzDhw/z2lQqFbKyslBdXY2GhgbI5XKuvjbDMBg6dChSU1ODRqYDg22fz4eamhrs3LkTBw8e7DDQVigUGDRoEKZOnYoxY8YgLy8v4VadFAqFSEtLw+DBgzFlyhSMGTMGmZmZ7S7a4/P5UF1dje3bt+Pw4cPcwj9tBb5mHo8HY8aM4X1joFKp4PV6cezYMXg8HmRmZvJytJ1OJ/bu3RudJ0kAAKppI1Gw/gkItfwSlradh1Fy7l1wVTe0cyQhfRsF24QkOJZlUfvEuzhx9ytAQCCnX3g28l+/k5Zgj7Jdu3bB4zmZnyoSidC/f3/U1tbCYDAAAFczm2EYDBs2DJmZmdxorJ9EIuFSPNoGmb///nvQvn5CoRD9+vXDuHHjMGnSJOTl5cV0UZloYhgGOp0OQ4cOxSmnnILBgwfzlrVvi2VZ1NXVYefOnThw4ABv1Dow2LbZbBCJRBg1ahT0ej1vH3/ArVAogiqQHD58GCaTKYrPkCgnDsHAT5+CMFXDa3ceKUfJ7Nvh+L0iTj0jJHFRsE1IAmM9XlT99SXU/31t0GOp15+P3Jf/CkZI5beiyWw249ChQ7y2AQMGoK6ujgu0gdZg2x9o+1MVAgNof0BoMBiwc+dOHD16tN00C7lcjsGDB+OUU05BcXExNBpNyP2ShUgkQnZ2NsaPH48JEyYgKyur3fzphoYG7Nq1i6tTHhhs2+12sCzLLX6j0+kgFAp5Affx48eRl5fHW83T5/Nh27ZtsXuSfZR85CAM2vQMRP34H27c1QaUnHsnWnYcbudIQvomCrYJSVA+mwNlV66A8YPNQY9l3rcI2X+7kRaWiDKWZbFt2zbehDyGYaBSqXhVSQBArVZj6NChvJzgwGDb6/Viz549OHjwYLvVRVQqFYYNG4ZJkyYhOzubFyz2FiqVCkOGDMGUKVOQm5vb7nOsra3F9u3bUVdXx7sH/kmZ/8/ee4dJcp3l4m91zjlOzpt3tbsKq2AsJ5xlGwzYXGwBTtjYGIOvf8TL5WKSMdhYtgFjMJdrHMAZWwaBjGRJlnZX2l1tnhx7pqdzzt31+2P4jk5Vd890z87uzOz2+zz1TE91dXV1nao67/nO+70fsBb5P3ToEKxWq6QiZ6VSwfj4OLMFJExPTyMUCl2HX3VrQ7enDyP/9nFoR3sk66vxNGbe9FtI/fvJbTqyDjrYeej01B10sANRiacx8xO/jfS/yToshQLdn/wVeD/81o7LwnXA8vIyFhak0+BWq7WuhLher8eBAweYBSCB9MeFQgGzs7OYmZmpswYk2Gw2HD58GLfffjs8Hs8t0Z5arRYjIyM4ceIEBgYGGrqokNxmcnIS4XCYaeD5gYxSqcThw4frElQTiQTUarXEHaVcLuPMmTMbOq900D40vV4MP/xnMBzfI1kv5ouY+7k/QOyf6gMFHXRwK6JDtjvoYIehNB/E9Ks/jJxsKlbQadD/j78N59tftU1HdnOjVCrh8uXLkoS9bDYLi8Ui0RMDwJEjR5gVHo90Oo2VlRVcvXoVyWSyYVEVi8WCo0eP4rbbboPD4dj6H9IGtovgq9VqDAwM4O6778bAwEDDSLdKpUIgEMD4+DgymUzdrIFSqcTdd99dlzBarVahUqkkmvuVlRVJ4aEOtg4qpxVD3/pjmF9xh/SNag1LH/gkVj/2pZbsLDvo4GZGh2x30MEOQvbUFUy+4kMoTixK1iutJgx94w9hfc3d23RkNz+mpqYkcoNkMgm1Wg2r1Soh4H19fRgZGan7/MrKCi5fviyRm/DWdhQNP3bsWJ0393ZhuyUrSqUSAwMDuOuuu9DV1SUh/zRQKRQKmJqawqVLlyTWfrTNkSNHJBrvTCaDrq4uJBIJFs1OJpOYnZ2tGzR1sDVQGHUY+OLvwv7Wl9e9t/onX8Ti+/4cNVldgA46uJWwKQuD8+fP46GHHsK5c+dQLpcxMjKCBx98EK9//etb+vyzzz6L//zP/8SpU6cQCASQy+XQ3d2Nl73sZXjPe96z6xODOuhgM0h843Es/vJf1BWrUfudGPzaR6Hb16mGd70Qj8cRDAZZYZRMJoNCoYDR0VGWnAcAvb29dUVrisUipqenMT09zUq1A4BCoYBarWZRXL/f39QO71ohiiKKxSLy+TwKhQIKhQIqlQrK5TIqlYrkNf+ZfD4PvV4PQRCgUCigUqmgVquhUqnYa7VaDb1eD51OB71ev+kCOutBo9FgbGwMPT09mJmZQSQSqfPgXlxcxKlTpzA8PAyfz8fWO51ODA8PY2pqCvl8HplMBkNDQ7Db7VhZWUFXVxcUCgWi0SgmJiZw9OjRW0Kyc6MhqFXo+fSHoPLaEf7kv0jeS3z1BygvhtD/j78DlaPTv3dw66Htp+bJkyfxjne8A2q1Gq997WthNpvxyCOP4MMf/jACgQB+6Zd+acN9fPCDH0Q8Hsfx48fxhje8AYIg4NSpU/j85z+PRx55BF/5ylfqLJw66OBmhSiKCH/inxH86P+te0+3rx8DX/19aHo8DT7ZwVagVqthcnKSRUKz2SxCoRD6+vrgdDoRj8cBAF1dXXA6nTCZTFCr1RBFEcvLy5idnUWlUkGhUJDsV6fTob+/H319fVtGUEVRRC6XY2XTc7kcI9jtTtWLoohyuQyVSsXIZzOnFB4qlQp6vR56vZ6Vh6dzcq0wGAw4ePAgkskknn32WQQCAfZesVhEuVzG1atXEQwGMTY2BoPBwJxJhoaGMDU1hVwuB0EQ4Ha7kUwmsbKyAr/fj2g0imQyiWAwCL/ff83H2kE9BEGA/3/9AtQ+J5Z/63MAp53P/ugipl75axj8yu9DO9y9jUfZQQc3Hm31AJVKBb/zO78DQRDwT//0T9i/fz8A4Jd/+Zfxlre8BQ899BBe9apXYWBgYN39PPjgg3jjG98oSS4SRRG///u/jy9/+cv49Kc/jd/7vd9r/9d00MEuQ61URuBDDyH+5f+se8/00uPo//vfhNLSuAJhB1uDxcVF5HI5RKNR5PN5BINBuFwu2O12aLVaZDIZeDwe9ryy2WzI5/NMl03giarRaMSxY8cwNDR0TcdWLBaRSCSQTqeRTqeRyWS2PdGvUqmw4+FlNzqdDmazGWazGVarFWazedORfKvVinvuuQexWAwrKyuo1WqoVqsol8tQq9VIJBJ49tlnMTQ0BK/XC0EQoFarMTw8jMnJSeRyObhcLkQiEaRSKayursLn8yGVSmF6ehoul2tLBgcdNIbr3Q9A0+/Fwjv/FLXsC4PQ0vQypn7819D//34HpnsObeMRdtDBjUVbT8JnnnkGCwsLeN3rXseINrBm6/S+970PlUoF3/jGNzbcz7vf/e66LH5BEPC+970PAHD69Ol2DquDDnYlKrEUZt/8uw2JtuMXXoPBr/zvDtG+zigUCpifn0c+n2fETqPRwGKxwOl0olarwWAwSFwvCoUCnn32WQnRpvVKpRK9vb0YGRmBy+Vq+3gqlQoikQgmJydx6tQpPP3007hy5QqWlpaQTCa3nWivh0KhgHA4jJmZGZw9exZPPfUUzp8/j8XFRWQymbYj7zqdDl6vF3v37mWyHX5AU6vVmJabiLNGo8Hw8DAKhQIMBgOMRiM8Hg+brYhEIqhUKpiZmdm6H95BQ1heeReGv/dndV7c1Xgas2/6bcQaPPc66OBmRVuR7VOnTgEA7rvvvrr37r33Xsk2mzqY/55q3e6knQ46uN7IX5rF/M/9AUrzUks5CAL8f/BOuN77xo6u9AZgcnIStVoNy8vLWF5eRq1Wg9vtZomRer2eSQ5KpRIWFxdRqVQaykKMRqPEzk5emKUZcrkcwuEwotEo0un0NTk3KJVKpq+m6pVyHTZdV6IoIpPJsOI81Wq1Tt9dqVSYFrxYLLZ1bNVqFbFYjOng1Wo1HA4HXC4XHA7Hhs95QRBgMBhQq9UwODiIZDLZ8PsTiQSCwSDUajWcTid0Oh2MRiMEQYDT6UQ+n4fJZEI6nWaFb1ZWVuDz+XZMourNCv3hYYz+xycw+7O/j8L5abZeLFew9Mt/gcKFGfj/zzsgqDp9fgc3N9oi23NzcwCA/v76RC2r1Qq73Y75+flNH8zXv/51AC8Q9/WwXVZC9L0dK6Odhd3SLoIgIPHtJ7H4y38OMSfVxwoGLfo+9xFYXn0CwM7/La1gJ7dLJBJBJBJBsVjExYsXUalUYLVaodVq4XA44HQ6YTAYsLi4iGg0ikAgAK1WC6VSKfk9Op0Oo6Ojdb9Vr9c3/d2ZTAbhcBjhcLhp2fb1oNVqmVbaYDCw5MV2pBGiKEKhUMBsNrc0sKvVapIkzGw2y6QtvK91M5RKJQSDQQSDQSgUCjgcDrjdbjidzqaadr1ej3Q6DWDNMtHv90OpVGJpaaluu5mZGcTjcfT29kKr1eLAgQMol8sIBAJwOBzIZDJIJBK4evUqDh06hPHxcdx+++07blC7k++ZzUDld2L4ux/Dwrs/Vlc3IPLX30Lhyhz6/u43oLSbt+kIW8fN1jY3C7a7XVp5hrRFtsk2yWxufFOYTKa64g+t4sqVK/jMZz4Dp9OJd77znRtu3yzKcaMgn0LuYGdgp7aL0WiEWqVC8I/+H0J//pW691U+Bwa+9HvQHxlBJpORuEbcDNhJ7aJQKCCKIi5evIh8Po8zZ84gn89DqVTCarWiUqmgp6cHw8PDOH36NCYmJtjxWywWFItFRi59Ph+Gh4eRz+clFSIpUkxEURAE5PN5VvJdnky5HlQqFSwWCyPXJpMJGo0GgLSTyefzyOVybT8XW2kb6kwEQYBKpYLZbGbkVxRFZLNZZDIZZDIZpFIpiVViM2SzWSwuLkIQBNjtdng8HjidTigUCtRqNdZO/HlNJBI4fPgwdDodJiYmUCwWIQgCNBoNKpUKYrEYEokEent7MTw8jLGxMczOzqJUKsFqtSIajeLq1atwu92w2+2YmJhAd3f3jrzfdtI9c60wGo0Y+H+/g5Xf/TtE/vpbkvcyj5/D1Mt/FQNf/F/Q7utHNputs3jcabiZ2uZmwna1i91u33Cbrfdw2gQWFxfxnve8B9VqFX/xF3/RUqGH7Zr+E0URyWQSVqt1x0VEbmXs9HappfOYf++fIPX9Z+reM9y+F/3/97eh8q1d93wJ6t2OndouMzMzEEURKysriEQiUCqV8Hg80Gg08Pl8uPvuu5FIJHDp0iWUSiUWMXY6ndBqtdBoNNi7dy97VpGFHkGv18NisaBarSIUCiEYDLKOQBAEybZyKBQKWK1W2Gw22O32liPP7WIr20YegCmXy4jH44jH40gkEk1L1RPy+Tzm5+cRCATg9Xrh8/lgMpngdrsRDoclx6zX69HT0wOfz4fp6WmsrKwAWOvwaHCzvLyMS5cu4RWveAXuv/9+fPvb32aSkmKxiKmpKRw5cgShUAgDAwM76p7bqffMVqDrj94N3YEBBH790xBLLwxwSnNBTL3y19D72V+H5XX3bOMRro+buW12M3ZDu7RFtumBRA80OTKZTNOodzMEAgE8+OCDiMVieOihh3DixImWPrfdJ1QQhG0/hg7qsRPbpTC5hPm3/UFdoRoAsP/sK9D95++HQntzOyPspHbJZrNYWlrC0tISQqEQKpUKDAYDrFYrNBoN7r//fgSDQTz77LMol8vsuBUKBYxGI3w+H0ZGRiSSjXw+L/l9tVoN4+PjCIfDLKlxvd+v0WjgdrvhcrlgtVqvmx93I1yPttFoNPB6vazKZqFQQDQaRSQSQSKRaBp9r1arTD9vNBphNptZRUgAbFZBqVRCrVZj7969cLvdGB8fr6v0Sa4j+/fvx759+1hEOxAIIJFIYG5uDqOjo5iZmZEk/O8U7KR7Zivh+B8/Du1YH+bf/georMbZ+lq2gPkH/xCeX38LvL/xPyDs4Nytm7Vtdjt2cru0RbbJ0m9+fh4HDx6UvJdMJhGPx3H06NGW97e0tIS3v/3tCIVC+OQnP4mXvOQl7RxOBx3seCS+9QSWfuWTqGVkkT2lAl1/+G443/X6HftwuFkxOTmJ5eVlJjkAALfbDaVSiT179iAcDiMWiyGVSkk+Z7PZcOjQIbjd7rp95nI51Go1JBIJhMNhmEwmSYGbRtDpdHC73XC73dcter1ToNPp0N3dje7ubpTLZUSjUYTDYcTj8aZ6b9KEX7p0CXa7HW63G3q9niU8EpxOJ+644w6o1WosLy+z9eVyGZFIBM899xx6enrYd5rNZuZRPj09DYVCAZ/P19KMagdbA+MdezH66F9i7u0fRf7MhOS90J9/BbnnxtH3tx+BytlJYO3g5kBb4ZM77rgDAPDkk0/WvffUU08BAO68886W9sUT7U984hN4+cvry7x20MFuRa1UxvJv/g0WfvGP64i20mHB0Nc/Cte7H7ipCdZOxOrqKqamprC6uopyuYxsNgubzQatVgu32410Oo1YLAZRFCUzeEajEffee29Dol0sFjE5OYlLly5hYWEB+Xy+rvohQa1Wo6enB8ePH8eJEycwPDwMi8WybdfBdjg/qdVq+Hw+HDp0CPfccw/27dvXVPNIVThjsRjGx8cxNTWFhYWFusi4Wq3GHXfcgeHhYcm5TKfTqFarCIfDEAQBFosFLpcLCoUCyWQSlUoF09PTuHLlSktJnh1sHdRdLgx/92MNS7xnHjuLyRd/ANnTV7fhyDroYOvRVmT77rvvRm9vL7773e/i7W9/O/bt2wdgTT7y2c9+FiqVCm9605vY9rFYDPF4HHa7XRI1IKK9urqKT3ziE3jFK16xRT+ngw62H6VABAu/+MfInb5S957uwCAGvvi70PT7Gnyyg+uJSqWCZ599ljlZpFIpqFQq2O12GAwGhEIhHDhwAABYuXMATEPMe20Da8+9hYUFhEIhzM/PSwigVqtlrwVBgMPhgN/vh8PhuCESkWq1ypZKpcJe12o1SVJlNptlEhiFQgGlUlm38HaBWw2VSsXkJoVCgbmV8AmkWq2WzRJkMhk8//zzSKVS6OnpYe4khLGxMahUKszPz6NQKCCVSsHtdrPfVygUoNPp4HQ6EQ6H4XK5UCqVcOnSJZbs2sGNg0KnQc+nPwT9oSEs/+7ngeoLA57ycgQzr/sI/H/wzs4MYAe7Hm2RbZVKhY9+9KN45zvfiZ/92Z/F6173OphMJjzyyCNYWlrCr/7qr2JwcJBt/0//9E/49Kc/jfe///34wAc+wNa//e1vRyAQwG233Ybx8XGMj4/XfRe/fQcd7BakHzuLhXf9KarRVN179re+HN1/9j4oDI2jnh1cX5w/fx5TU1MA1jTVqVSKBQGy2SycTicjbkTE+/v7YTabWXlyYE0yNz8/z/yjG/lPkxVfV1cXvF4vcw/ZCpRKJeZ+UigUUCqV6pZWorTk9KHX6zckMmq1GhqNRrJotVr2O/V6/TUPInQ6HQYGBtDf38/KrIdCIeh0OsksQ6FQQKFQwNTUFObn59HT04Pu7m42cNLr9RgdHWVSIXI2cTqdzC1Lr9dDq9UilUrBbrcjl8vhiSeegM/ng9FovKbf0UF7EAQBrl96I/RHRjD/jj9BJRhj74nlCpZ/46+RPXkZPZ/8FSjNnSJfHexOtO1GcuLECXzpS1/Cpz71KXz/+99HuVzGyMgIPvjBD+KBBx5oaR+BQAAAcO7cOZw7d67hNh2y3cFuglipYvXjX0boz74MyIiXoFWj60/eC8fbX9mJzmwTVldX8dRTTzFSnM1mJZFcAJKKj4IgYO/evSwxz+FwIBaLYX5+vmHlSB42mw1Hjx6Fw+HYdHuLoohCocDs9HK5HCPY21FFslwuM9lNM2i1WhgMBuj1ehiNRphMJhiNxqYe2s0gCAJsNhtsNhuGh4dx7tw5xONxNtPAV5Esl8uYnZ3FwsICuru7Wel2quRpNptRLBaZB7nNZkMikYAgCNBqtUgmk7DZbGv+94kEHn300Zb7sQ62Fsa7D2L0vz6FhXd9DNknz0veS37zhyhcnEHf3/0G9AeHtukIO+hg8xDEjjt7WxBFEYlEgj2gO9gZ2M52KS2FsfiejyH79KW69zT9PvT9w2/BcGTkhh7TTsFOuF9KpRK+9KUvsWRIAJiYmIDZbGbVIY1GI0ZHRyEIAvr6+iTFuZLJJEwmU1N9M1n72e12uFwu+Hy+thLFRVFELpdDKpVi5DqTyVx3Ut1OZPtaoNPpmD+42WyG1Wpti4Ank0k899xzLPm0UCjg8OHDDY9ZoVAgFout+dr/t1uM2+1GPp9n55VmN8gCsKenR2Il++IXv7it9ttq7IR7ZjshVqoI/tE/IvzJf6l7T9Cq4f8/74Tzna/blnNzq7fNTsVuaJcd4bPdQQe7FcmHn8bSBz6JarzeDtP8qrvQ+9lfg8q28yuj3ayo1Wp49NFHGdGm0uy1Wg0+3wu6eZfLBbVajf379zMJRjqdxsrKCnK5HA4dOtRw/2q1Gi6XSyJB2ahMOxW7SSaTSCaTSKVS17WoCkV6aeHLtVNJdEEQUKvVJFrvrQLJPiKRCFtnNBphsVhgtVphtVrX9R03GAys4iRVgjSZTA2j7LVaDYVCAfPz83C73fB4PMjlcjh+/DgmJiYQDAaZo4lWq0V/fz+mpqawZ88edgxPPfUUvF5vnUa/gxsDQaWE/3/9Agx37MPie/8ctdQL7SwWy1j+//4KmcfPouehD0G1C6pOdtAB0CHbHXSwKdQKJaz83t8h+rf/Wv+mUgHfb78d7l95M4Qb6JfcgRSiKOL555/H5OQkgLUEyWAwiFQqhT179jDSqVKp0Nvbi0OHDkGr1eLMmTOYmppins2NotparRa9vb3w+/04f/68RFoiJ9vkbEIJ46lU6pqr3yoUCqaX5jXU9FqtVkOlUkGpVDbVUouiyIirPBokiiIj3+VyuU4TXiwWWen2jSwOGyGbzSKbzbKCNBqNhiXS2+12icZdrVZDrVazqoImkwlDQ0PQarUsQZUHVTIOhUKIRqNwu93Yv38/9u7dC6vVilgshoWFBbatz+fD/Pw8/H4/qyD62GOP4bWvfe22FU/rALC++gR0j30KC7/wx8g/PyV5L/XwM5g898vo/dz/hOmexgPhDjrYSeiQ7Q46aBOF8QUsvPNPUbg0W/eeuteDvs99BMa7dl6RjFsN09PTOHfuHIt2BoNB1Go19Pf3S8jz/v37cezYMeRyOUxMTOCZZ56REEi+UJder0dfXx+8Xi8jsblcTvK9BoMBhUIBsViMeXlvNnKtVquZBIMSESm5byumS5sdFx8N12g06yYNVqtVpienkvGZTAbZbLblQUWpVMLq6ipWV1cBrEW+iXjbbDYYDAbJgCaXy8HpdGL//v0YGBjA4uIigsEgRFGE0WiEUqlkEfpgMIhHH30UR48eRXd3N1760pfiq1/9KqtqSTMc4XAYxWIRLpcLoVAIJ0+exH333bfhTEUH1w/aAT+G/+3PEfw/X0Dkr74lea+8HMHMA78Jz4ffAu+H3wpBtXOL4HTQQYdsd9BBixBrNUT/9l+x8vtfgFioj+ZZH7gPPX/5K1Bad07p51sVS0tLuHTpEpNpkM9yT08Pi5qSPvv2229nEoNisVgXqSU3koGBAXg8HgnJpcRBAEx3rVKpNkWudTodLBYLI9cmk2lLXUyuF5RKJTteHrVajRHvTCaDdDqNdDrdklMKRb4XFxehVCqRTCZRKpVgtVqhVColAxyDwYA9e/agv78f8/PzCAaDMJlMEnIei8UwPT2NQCCAwcFBvOhFL8LTTz/NXE6oXVOpFEqlEnw+H2ZnZ2E2m3H8+PFd0Q43KxRaNbr+8N0w3X8Ui+/7c6nTU62G0Me+hMwPzqD3r34d2uHu7TvQDjpYBx2y3UEHLaAUiGDp/X+BzOPn6t4TdBp0/dF74HjwVTs2OeNWQiQSwfj4OJaWlhAOhxnp6unpgV6vR7VahUajQV9fH9RqNYt+A5BYzAFrkezbbrsNfr+/odRieXkZS0tLSCaTrLQ7OWKsB0EQYDKZYLVamXaZ9+a+Ubie16tCoagj4bVaDZlMRqJX30iGUq1WkcvlWHVIk8mEQqGAgYEByTnT6XTYs2cP+vr6IAgCzpw5w95Lp9PM4eXKlStQq9XweDzQ6/UIhUJQKBTo6+vD7OwscrkclpaW4PP5sLS0BI1Gg9tuu21bCgB18AIsr7gDYz/8DBbf+3Fkfvi85L3cs1cx8eL3o+uj74LjwVd3nsMd7Dh0yHYHHWyAxNcfR+DDn0E1mal7T7evH32f/w3o9vVvw5F1IEcqlcLly5cRCAQwNzfHpAIejwcejwfJZBJGoxFmsxlzc3N1hI3INhVb2b9/f12iXDKZRCgUQjgcxsrKiiTxbz15h9FoZLpkitDeSJAOm/8fWCOzgiCwwi/XEwqFAhaLBRaLBb29vQDWZgTi8Tji8XhTyQ3fRplMBpOTk9DpdLDZbPB4PHC73cx9RK/X484770Q2m0UwGEQymWRSF5KElMtlRrJ9Ph9CoRBEUUR/fz+mp6dRKpUQCARQqVRgtVpx5coVHDhwoEPithlqvxODX/8own/5NQT/+P9JiuCIuSICv/ZppL5/Ej2f+iDUXsc6e+qggxuLDtnuoIMmqCTSCHz4s0h+4/GG7zvf/QD8v/cLUOhvfESyg3rk83lcuHAB0WgUZ8+eZfIOh8OBrq4uVCoVGAwGliip1+slUVeqqOjz+eB2u6FUKuF0OgGsEbxQKIRQKCTx1ZZ7bPOkUK1WM92x3W7fksh1rVaTJCiSjKVSqaBSqUheU8VISnSU66ebWf9RUiUtSqWSJVzSX3pNSZlarZaR3XZhMBhgMBjQ3d0NURSRSqUQj8cRi8WQSq1JBnQ6aSEoqoyZSCSQSCQwOTkJu90Oj8cDl8vFqkTq9XoWFU+lUhL9tcfjwfT0NJLJJMxmM9OBd3V1YWlpiV0nZ8+ehVqtxtTUFEZHRzf1GzvYOghKJTy/9jMwvugIFt/7cZRmliXvp//jNCbufR96PvEBWF9/7zYdZQcdSNEh2x100ACpfzuJpV//NCor0br31H4nej7zazDfv31evB1IUS6Xcf78eUQiETz99NOMaJvNZjgcDpjNZuZ8QfB4POy1IAgwm83Ys2cPI42VSgW5XA7PPvsscyaRgy+wAqwVtOnt7YXL5YLFYmk7EkrJnHyFyHw+LyHX1xubtf5TKBQNK0vyrikbQRAEZgc4MDCAUqmEaDSKcDiMiYkJyXEVCgU2WBJFkSWkKhQKNlgSRREGgwEjIyPsNem9zWYzdDodCoUCm9Gg8u61Wg1LS0uo1WpYXFyETqdDrVaDTqdjEfkOthfGO/Zi7PFPY/l/fR6xLzwsea8aS2H+wT+E7c33o+tPfgkqh2WbjrKDDtbQIdsddMChEkth+Tf/Bol/+a+G79t+8sXo+rP3dbyzdxBqtRouXryIhYUFXL58mZEpvV4Pl8sFjUaDeDwu+QxVEwQAp9OJoaEhhEIhpFIpJJNJxGIxlEqlDYuvFAoF6PV6RhCPHTsGr9e74TGTDpkSAem1PFK+m0ADhUKhUFdlE1iLmBsMBhiNRhiNRvZaHrXmodFo4Pf74ff7kcvlsLq6ikQigVQqhWKxWJeUScexurqKZDKJQCDA/Lm1Wi2OHj2KUCiEubk5lMtleDweZgMIrM2OkPOK3+9n1Y5nZmagUqlQrVah0+ngdruv9XR1sAVQGHXo+fP3w/Kqu7D0K59EZVV6nye+9hgyj59D95+9D9YH7tumo+yggw7Z7qADhuS/PoXA//wsKqF43XtKmwndH/9l2H7ixdtwZB00gyiKuHz5Mi5cuIDV1VWmn9ZoNDCZTEgkEhgbG8P09LTkc263G2azGcPDw7Db7SgUCjh//jwWFxeZZpiPfMthMBjgcrlQKBQkZLGRTVy5XJa4cWQyGaYlv5VAxXzkSahKpZLp6GmhQjs8zGYzCoUCrFYrarUazGYzjEYjIpFIQ4cTk8mEcrmMYDDIHEq8Xi/Gxsbg9XoZyV5eXmZtTsV9nE4npqam4HQ6EY1GUa1WWTGkSqWC++67DxZLJ1q6U2B5xR0Ye/KzCPzap5H816ck71XCCcz//B/B+sB96P6z90Hltm3PQXZwS6NDtju45VEJJxD4yGeR/PaTDd83v+w4ev7yg1B3uW7wkXWwEcgXO5PJIBwOQxRFpk3O5/O4++67me6XoNFocOLECfT09CAWi+H8+fMIhUKYnZX6pvP+2sCabpgSLU0mEzKZjCQqSttQdDyVSiGdTl+XaLVCoWB6abmemv6S3prXXysUCkkFSb6ojSiKEp03X1GS14PTX77IzbWgWq0ilUpJ2kmhUDDiTW4t/ECGivrs378f1WoV0WgUq6uriMVirP2JxJMEKJPJ4PTp04jFYvD7/ejq6oLf70epVMLly5fZvuPxOPbv349cLofp6WmoVCqUy2Ukk0mYTCZMTEygUqngFa94xbqVLzu4sVA5rej7h99C4p9/gOXf+Ju6hPbkd55E5snz6PrTX4LtJ17cSXbt4IaiQ7Y7uGUhiiLiX3kUK7/7eVRjqbr3lVYT/H/4Ltjf+vLOg3kHYmpqCo8++ihKpRIropLJZFhy3MjICEwmE+bn59lnXC4XDh06BFEUcfLkSaa5lhNyhUIBo9HI9L8+nw82m01yHeRyOVQqFSYFKZVKUCgULflIbwS1Wt1Q86zVaqHVajeUt7QCURRRKpWg0+mu6fqm/ZCunCpL8przditm1mo1Zg9IyGazCIfDMBqNknLtSqWSDYJKpRJCoRBWVlaQzWZhsVgkenuSn8zPz2NhYQEOhwOHDx9GsVjE0tISux4ikQj27NmDYrGI5eVlZLNZaDQahMNh9PT0YGZmBg8//DBe//rXdzy4dxAEQYD9Z14G04uPIvDhTyP18DOS96uxFBbf9TEkvvYYuj/2Xmh6N5Z8ddDBVqBDtju4JVGcWsLSr38a2SfON3zf/Kq70PPn74fa77zBR9ZBK5iamsL3v/99FnldXFxENBqF3W5Hb28vbDYburq6EI1GUavVYDKZYLfbkc1mEQqF6jTciURC8r/P58PevXvh8XgkxLZSqSCZTCKRSODSpUuYmZlh75nN5raJtl6vl2iYDQYD9Hr9lpDpVrAVg0hBENggoBFEUWQEXK5Rb6f4jyAIzH0EeEED7nQ6YbPZYDQaodFo0NPTg56eHqTTaczOzmJ1dZUlVpbLZeRyORiNRoiiiGg0img0ikKhAKfTCVEUWZl3r9fLPLuVSiUWFhaQy+Wg1+vhdruxuLiIb33rW3jjG9/YIdw7DGqfA/3/73eR+MbjWP7//roumJL+91OYePI8vL/xc3C95w2d6pMdXHd0yHYHtxRqpTLCf/kvCP3FVyEW650dlHbz2jTjT97fiWbvUIyPj+Pf//3fmX52fHwckUgETqcTw8PD0Ol06O7uhlKpRDweh81mQ7lcxuLiIqxWa51FHWmJlUolS6ajREdRFFnCZDweZ8VRgLWqhDzWS/SjAi9ms5kVejEYDFvitU3yD5J70Otarca8tfnX/Oey2SxSqRTz2SavbZKb0GuVSsXKt5NEpVUIggCdTgedTge73S55r1gsIpvNSvTszWQ3cjJfrVYRCARYO2g0GthsNuZlbjabcfjwYWb9F41Gkc1mkUgk6srPm81mXL16lfmAVyoVxGIxuN1uxONxdHV1Qa1WY3Jykm3ndDqxvLyMb37zm3jDG96wbvt3cOMhCALsP3k/TC86guWP/BWS35HKBGvZAlZ+9/NrUe5PfACG2zq2jh1cP3TIdge3DLLPXMLSr34KxYnFhu9bH7gPXR97L9Qee8P3O9heiKKIS5cu4b/+679QrVaRTCaxvLzMiPbevXuhUqlY0ZR0Oo1SqSRJRmyU9Fir1dDT0wObzQalUolyuYxSqYRLly4hHo83jb7Kbf94Mmg0GtlxUCJfq4M3URRRLpdZ6Xj6S57a/ELkejNo5rPdCgRBYPrwRgtJXuhvs0EFRcQdjhcKkJTLZUa+Sf9eqVSY3zdvf0huMACYhCQUCgFYS5B0OBzQ6/WMgOfzeWQyGSiVSsl50+l0sFgsSKVSLHIuiiIcDgd6e3sxMTHBZjkuX76MiYkJ9PX1we12Y2VlBd/+9rfxmte8pk7n38H2Q+2xo/8ffguJbz+J5f/vr+oS4PPPT2Hq5R+C690PwPubPweluT7JuYMOrhUdst3BTY9yKI7g738B8S//Z8P31d1udH/8fbC88q4bfGQdtIpKpYLnn38eJ0+eRC6XQygUQj6fRywWg9PpxL59+6BUKplLRaVSwcrKioRQkdUcsBZp9nq96OrqwsLCAqsomEqlGIlcD7VajZF4QRBgNBoxOjqKnp4eWK3WdWUgtVoNxWKR2eSRtrlQKDBi3a7G+UaDBgSt+n6rVCpoNBoW4aaFNOn8+aZiQETARVFELpdjGu5AIMCSMvP5fF20nJDJZJDJZJDL5TA1NQWz2Qyr1Qq73c4i3oFAgGm6PR6PRLtPEXe1Wg2DwYBsNguHw4GDBw/i4sWLCIfDKBQKsNvtqNVq+Pd//3e8+MUv7tgC7lDY3nAfTC8+guDv/wNi//f70jdrNUT++ltIfvsJ+P/gnbC+6cc6M5sdbCk6ZLuDmxZipYro330XwT/+ImqpbP0GCgVc73kA3t98G5SmjqvATkWhUMDzzz+Ps2fPYnl5mUUe0+k0HA4H9u7di3K5jFgshv7+frhcLmSz2Tp7PY/HA61Wi66uLvh8PmSzWQQCAfzwhz+URKl7enrWPR5BEKDRaODz+SRykIMHD0oiuKRTzuVybCFivdPJ9FaDqlqSB7ocKpUKer1eolun15SsajQacfjwYVitVpYUS3px+SwDD4PBAJVKJUm4LJVKOHz4MA4cOMCSI4E1DT1/3YTDYYyOjqKvrw+nTp1CrVaDxWLBoUOHcPnyZeh0OsRiMaTTaRSLRSiVShw/fhx9fX1bePY62CqobGb0fOIDsP/MS7H0oYdQHJe6CZVXolh455/C9I//hq4/eS90ezvt2MHWoEO2O7hpwOtIs09fROAjf4XCpdmG2+pvG0H3J34FhiMjN+rwOtgEUqkULly4gLNnz2J6eppFUkulEoxGI3p6ehAMBqFUKtHb24vR0VEIgsCkBAS73Y4777wTKpUKkUgEp06dYlIUOVGzWq11x0GSBLvdDovFgpWVFSYvIX306uoqc0VpN/lvK0Eaa7numl4TRFGERqNhntak6ZbrvEkDfj0HCJVKpaEHN7BGgE0mE4xGI0qlEgqFApOeKJVKnDhxAoVCAfF4nC3yc2+1WhEOh9n/CwsLMBgMmJqagtFohNvtht/vh16vZ9cGANaWRqMRt912G86fP49AIACj0YixsTEsLCzAbDajXC6zKLlCoUAul8PY2Fhb2vYObhyMJw5g9PGHEH7o6wh9/Mt1+TuZHz6PiR/7Zbje8wZ4P/KzHWlJB9cMQbzVQizXCFEUkUgk6mzAOthe0GVcCcaw8n++gMRXf9BwO4VJD+9vvg2ud72+k4F+A3At90soFMLFixdx+vRpLC6+oLMXBAGFQoFJQrxeLwwGA8bGxlhkcnx8HMALJbl9Ph80Gk2dvnlhYUGS6GgymTAyMgKVSsV0vlR9EACLqJ45cwaLi4vI5/MolUpwOBxbHs2kCDrvpy1fVCoVS16kv+1ow4lItvIZIt2UiEme240WksNs9YCjXC7j0qVLEASBRb/vvvtudg0oFAqIoohUKoVYLIZoNMrkJFNTU5J97d27ty6pUafTYWFhAcVikWn+qfgRsHa9hMNhxGIxpFIpNjDhSbVarcZdd92FvXv34sCBAxtKkuTo9DE3FsWZZQQ+/BlkHjvb8H2VzwH//3kHbD95PwBIvOk72BnYDfdMJ7LdwU0BsVBC+DPfQPgv/wW1bGM3A9tPvwT+//0OqH2Ohu93sHMwPz+PM2fO4MKFCyxKTVHWUqkEtVoNs9kMu93O9NeUKBcMBqHRaKBUKplm1+fz1RFtchohaLVa7N27F4cOHYLFYkGtVkM6ncbq6iorUENR8ImJCUkxl0aVIzeCSqWq0y5TwqBWq4Vard6yjoOPWvPrKMmSdyOhRQ5yI2kH1F7kvy3XqReLxbYi5pR8WSqVmDTn3LlzcDqdTG5ChXC8Xi8GBwdRKpUQjUaRSCQQjUbZ9yWTyTqyXSgUIAgCotEo05jT9xgMBnR3dyOdTrMKpKFQCJFIhLU/FcB5+umnkUqlkMlkcOzYsU1dHx3cGGiHujD49Y8i9a9PYfm3/xblQFjyfiUYw+K7/wzRz/0r/H/4bpjv2HvLycA6uHZ0ItttYjeMoG4liKKI5Dd+iJXf/3uUl8INt9EdGET3x94L490Hb/DRddDu/VKr1XDhwgU899xzWFxcZFUhc7kcyuUy9Ho9tFotent7WbRZr9djdHQUxWIR1WoVk5OTku/y+/3weuuLV6TTaQSDQVahEFiLdhaLRaRSKeRyuYadaqVSwcWLFyXr9uzZ07CaoEKhaKhD3shLu1arNXUeoagyb/NHUhb+byOCzWM9NxK5FSBVoiTCTa8pss5H1+UuJSqVqmnbkwc3r2mn18102HNzcxJfdKfTid7e3obb8u40oVAIiUQC+XyeOZwMDQ3VfaZareLKlSuSqLzZbEZPTw8EQUA+n2fVRun6Js13oVCAyWRig4K+vj4MDAzg/vvvh81ma3iMjc5Jp4/ZHtSyBYQ++VWEH/o6xFLjWRnbm++H73/9AjQ9nUTYnYLdcM90Itsd7Frknr2K5d/+W+ROX2n4vsJsgO+33w7nL762IxnZBSiVSnjsscdw9epVpFIphEIh5HI5pNNpaLVa2O12Ju2gB2qhUIDD4UAqlYLZbMbi4qLkYatUKuFyudj/giDAZrPB5XJhaWkJhUKBlXqnSOZGoMqFBIVCISlOQ/pio9EIrVYrOR6SWCSTSVbqnCQXtJTL5U3b+W0V+LL31Wq1ZdeRRhAEQWIJSAvJYzQaDfR6PWw2m0SOUa1WkcvlJDr4bDYLg8EgIdvNki4BML9sSmKcnp5mGnCShxSLRYTDYUbulUols/QjpNNp5lFOMwFkR2i322E0GlnuQCQSgVarhdlsxtLSEmq1GiKRCF760pc2JPcd7BwojDr4fvtB2N/yciz/5t8g/Z/P1m2T+NpjSH7vabjf/5Pw/MqboTB2/NU72BidyHab2A0jqJsdxbkVrP7hPyLx9ccbbyAIcPzcj8P722/veGZvM1q9X8LhMB5++GHE43Fks1lMTU0hnU6jWq3CarXC6/XC7/cDeMGHuVgsYnBwEHv27GE67qtXr0r26/P54Pf7YbPZmKaXCpucP39eEr1sFgGXIxQKIZlMski11+vF3XffDYVCgXK5LClVzksnKPK+U3AtPtvXC7w9oFarlUhsdDodFAoFIpEInn76aRYBLxQKGBsb21DiIooiLl68KGmD7u5u9Pf3M7vGUqmEZDKJbDaLy5cvS7a1Wq0YHBwEsDbgOnXqFIrFInOkoWtreXkZoVAIlUqF5Qv09fVBoVDg2LFjuPfee9dNnOz0MTsDoigi9W8nsfK7n0dpZrnhNiq/E97/73/A8bOv6AR0thG74Z7pkO02sRsa9WZFJZLE6se/jNgXHoZYbjzFZ3zRYXR99F3QHxq+wUfXQSNsdL+IoogLFy7ghz/8IdPWTkxMMBLsdrvR19cHr9eLlZUVRsAdDgdcLhcj2sCazpsvw67RaHD77bdDpVIhl8tJiHWjhLl9+/bVVSkUBAEmk0lSoObKlSsIBoOMSNvtdrjdbhQKhW1zINkMdiLZXg9k86fRaHDp0iWmbdfpdDh+/DhUKhXT1tPMgRzyhFjyR+dhNBqhUqmwsLCAubk5iQyHlwslk0lMTEwgkUiwRFOPxwNBELC0tITFxUVWDdPlcrHqpn6/H69+9athsVga/s5OH7OzUCuVEf38d7H6sS81tpAFoB3rhe9//Twsrz7RabNtwG64Zzpku03shka92VDLFhD+q28i/KmvoZbJN9xGM+iH/w/e2XnY7TCsd79kMhk88cQTuHLlClKpFCKRCILBIKrVKhQKBQYGBlgCZDQaBQA4HA7mQsITn2KxiAsXLkAURaaFpqh2IwQCAYkVnE6nw969e6HRaGC1WmGxWFgktVAoIJvNskjqc889J4l49vf3Ny2scq3gKzXy+mheJy3XUdNfXnPdKPlRTrZJOkI6b/7/ZrpwXj/OL9dbCjM+Pi7xw6YINRUuIsJcLpeRyWSQTCaRTqeRSCSY3prQzDGkWq2y6DYtHo8HAwMDbBsa4FWrVSQSCSQSCXg8HnbuZmdnWRKu2WyG3++Hw+GAzWbD/fffj9HR0bood6eP2ZmoRJNY/ZMvIvoP3weqtYbbGO7aD////kUY79p/g4/u1sZuuGc6mu0OdixqpTLi//QIVv/sy6gEYw23UViM8H74rXC+6/UQVR1P292AWq2Gubk5PPXUU5ienkYikUCxWEQkEkG1WoVGo0F3dzdqtRqSySSsViucTqfE0cHn80Gr1TJ7tmAwiFqtBo1GA2BNR71eJT8iQFqtFnq9HgMDA+jr60O1WkU2m2VVJeVoJAUh8t8O5LplXr8sTy7kyW6jhd4vl8vMH7sRYeZ12EA92W62kE83v1BFSJ7s84tKpZJUmSyXyxJdurwUfbvE3GAwSMg2uc7kcjlEIhG2niwCjUYj7HY7uru7kclk2ACKrjFe108gvf/q6iobvCwvL0Ov10OtVsNkMjF3EmAtUdNmsyGVSkGtVmN1dRUulwsajQahUAjpdJpJTWKxGHMqOX78eNModwc7ByqnFV0fex+cv/g6LP/u55H5wXN12+ROXsb0qz8My2vvhu+33g7dvv5tONIOdiI6ZLuDHQexUkX8X/4LoY99CaX5YMNtBI0Kznc9AM+Hfhoqh2XNleS/R7Yd7FykUimcP38eJ0+exOLiInPUiEQiyGaz0Ov1cDgcKJVKsNvt2Lt3ryQCTRHTQqHAnEQoMZKINrBGfBq5fZBtnFqthlarRblcZg4VCwsLddvLIU+OJNLJQxCEOjs/nU7HyCnwQtIhv5DUhSLD9Pp6TT5ebxmJ3K2EBg9EVPlBhUKhQK1WQ6VSqdO65/P5uoGPwWBgsx0A6qqF8r+RSDiBzjX9bnK5KRaLLAmS4Ha7EQ6HmZe2wWBAsViEy+VCPB5HPp9n8hWdTscSJnU6HdxuNy5dugSNRgO73Y5QKIRYLMbO9ezsLMLhMFZXV3HHHXdgYGCgbWvFDm48lCNdGPraHyD92Fms/O+/R+H8dN02qe89jdTDz8D25vvh/cjPQjvcvQ1H2sFOQodsd7BjINZqSH7rCaz+6T+hOLnUeCNBgO2nXwLfb70Nmt6Nk9k62H6oVCpUq1XMzs7i9OnTOHfuHCM/pVIJgUAAuVwOXq8XLpcLer0ePp8P+/fvx/T0NPL5PJNxqNVqHD16FB6Ph02/8wVvgDWy6/F4WORXo9EwKUWpVMLy8rKENJMbRivgSZ1Wq4XH40FPTw+r2Mh/DxHGVCrFXEZuJdUenf/1SqnLoVQqJY4lZrMZLpcLSqVSUt3SYrEgFouhUCgwL+9yudxSARmbzcZ01sBaVNztdrPBkCiKbKCjVqvhcrkkFUljsRi7VoG12Y5sNoulpSWo1WoYDAZUKhX09PTg3nvvxaVLl6BQKKBWq7G4uIi5uTn4/X7Y7XZkMhk8+eSTWFxcxB133IHbbrsNVqu1U3lyByOTycBms8F8/1GYfvCXSHzzh1j96D/WB4ZEEYl/+S8kvvE47G99Obwf+Vloejzbc9AdbDs6ZLuDbYcoikh9/xms/vEXm5ZXBwDzy47D93u/AP3Bjn3WbkIqlcITTzyBy5cvY2FhAdVqlRHoSCQCpVKJ/v5+uN1upsn2+Xw4c+YMm8K3WCzo6upi2xFKpRJisRhEUWSEy+12o1QqQaVSsYRHPmLJF7IBsO5sCEUzSR8dDodht9sZIVMqlVheXq6LiO4W7DR9I10bzSLVBJq1MJlMrGqkXq+HxWJBpVJhRXQawWw2M406IZVKweF4odgVSWUKhQKrSlqtVqHT6aBSqbC6usoqhmq1Wtx2223Q6XRIJpNIpVIIh8NYWVnBoUOHMDQ0hGg0imQyCY1Gg5WVFSwvLyOdTsNqtcJoNGJ+fh7RaBQzMzM4fvw4cz3pYGdDUChg/8n7YX3dvYh94XtY/fhXUI2lpBtVa4h/8REk/vkHcDz4anh+9aeh9ju354A72DZ0EiTbxG4Q4u8WiLUaUt97Gqsf/zIKF2aabme4Yx98v/N2mF50pPm+Ou2y41Aul3Hq1Ck899xziMViCAaDLEJdq9WQz+eh0WgwMDAAt9vN5CEkI8nlcjCbzSzqbDKZMDw8zDyOs9kspqenEY/HoVAomHRj//79ddIOAl/KnTA2NsYkAHyyoSAIqNVqrMohFdzhH5nDw8Mwm83X7yTKIAhCnT66kaaaj7LT/UAEk0+QLBQK0Ol0deRTrvdutsj14zcSU1NTyGQy7H/eHpIvpkOVRymhUxAESeIiILX1a4RAIICVlRVWXKlWq+HAgQNMMiIIgsThplqtMm24y+VCOp1GuVyGTqdDsVjE/Pw8wuEwO06NRgOj0Qir1Yquri54vV689KUvRU9Pz3U6ex1sBhv1M9VUFuHPfhORz36zaTK/oFXD8bZXwv0rP9UpjLNF2A39f4dst4nd0Kg7HWK1iuR3nkLo419G4cp80+30R0bg/a23wfzy2zc815122VkYHx/Hk08+iXg8jvn5eYRCoTorNq1Wi66uLgiCgGKxCEEQMDY2BrfbjWBQOiVbrVbR1dXFisJQUmEgEJDoXNerJgisWb8FAgHm8qHRaHDw4Fpl0Y2m7nO5HCYmJiTrDh06tCmdLWmVeWLPO4cQGpVOb1YpkpdZ8GR5vQqSPNnmwRN0PklS/rqR+0mj75UfDx3vtTiXkJ81wWQyYWRkZMPPVatVxGIxLCwssHOoUChw2223NR2klctlXL58mf0mURRhMBhgtVqRzWYhiiKMRiMymQxLhOSPS6fT4erVq0gkEmxgGI/HEQ6HmUQGWLsGTSYTc+LZs2cPXvSiF8FkMrV9fjrYerTaz1RiKYQf+join/sOxHzjGRZBrYL9f7wCnl/9aWj6OpLIa8Fu6P87MpIObhjEShWJb/4QoT//CooTi0230+7th+83fw6W192zY2+cDhojGAziiSeewNzcHOLxOGZnZ5HNZuvs51QqFex2O0qlEhQKBex2Ow4fPgyXy4XJyUkUi0VJcRiK8JEriSAImJubqyO6VJSmVCohn8+z/dP3h8NhaLVaRoacTmfL+lh5cqRWq5V8PyXRrRdZ5iOthUJh2+Un6xFx/u/1ilpTwqSc5PIDB/p+ek3nk3enAdZmLfjIfTMolUo4HA4sLy9DFEWo1WpUKhUsLS3B4XAwAq5UKlmCq1qthtPpZE4nVLa9r68PPp8PlUoFqVSKJe6S5ESv16NarcLtduMlL3kJLly4wHIUtFotXC4XotEoK6gDrMmczp49y5xTpqenceedd647GOhgZ0HlsMD/e78A1y+9AaFP/DNi//BwXfl3sVxB7B++j9gXH4H9Z14Gz4d+Gtqhrm064g6uNzqR7TaxG0ZQOw21fBGxL/0HIp/+RlN3EQDQjvbC8z/fAtubfgxCm9HCTrtsLxKJBE6fPs0kI8lkEtFolFm+VSoVGAwG5sphsVhgMBhgsVhgNBrR1dUFhUKBubk5VuKaLNt6enrqIpYUZabkOKrkR4mTWq0WBoMBer2ekelkMlnnscx7dTcDRV/n5+eRTCZZdNdut6O/v58RaIru7hasF9neqSDSTxp9ijYTMR8dHYXZbGYJq+thbm5OUvadvNYJJGXK5XLsOltYWGC5AGq1GhaLBcPD0gJa+Xwezz//PNLpNLLZLKskeeDAAVgsFoTDYaRSKbYUi0XE43EIgsCOh+QlJpMJTqcTVqsVvb29uO+++zAyMtJSImgHW4/N9jOlpTBCn/gq4l98pGlBNigUsL7hPng++FPQH+4UZWsHu6H/75DtNrEbGnWnoJrMIPr330Pkr7+NSjjRdDvt3n54P/wWWN9wX9skm9Bpl+1BKpXCxYsX8eSTT2J5eRmVSgW5XA6rq6uMBGs0GkamVSoVPB4P9Ho9KpUK8vk8LBYLTCYTSqUS4vE4jEYj9Ho9c6bYs2cPFAoFc/cg3XUikYBarYZOp4PBYMDRo0eh0+maHqtcp2swGDA8PCzxgAZQJ+cgm0CKuBO6u7vX9fLeaZA/6kVRRLFYhFarlUTfdxMuXboksQXs6elh11Ij2QpJh9RqNQqFAmZmpLkiY2NjdRFzgiiKmJ+fx/z8PLMlVCgUGBkZYS46dN1Go1HmkkNuJaIossh5OBxmg0JRFJFKpRAKhZil4erqKlQqFXQ6HUwmE9xuN5RKJUwmEw4ePIj77ruPueB0cONwrf1MaSmM8ENfQ+wf/w1isd7Hn2B66XF4fvWnYLz30K67J7cDu6H/75DtNrEbGnW7UV6OIPK57yD6999rmiQCALoDg/D+z7euyUWu0eqq0y43FplMhvllz87OMllEJBJBPB5HrVaDWq2G1+uF3W5n0+parVbiZ+z3+9Hf3w+j0YhAIMB8pYmo+3w+NmVPetZarYZQKCQhiX6/n0lIeNRqNZRKJWSzWVy8eJH5VysUCvj9frjdblb2Wy4L4VGtVnHhwgXJuvWI2XqQV2Kk1wSe6FN0tpmmGkBd0uN617/8c3KyTeS02f6brWukz+Zf8+toMCOvfLmZ+1Y+gHK5XE2TCqnIDg3aSqUSJicn2SBLpVLB6/ViYGCAEXI5qtUqrly5gkplLTpJCZc+n48l/5KVZCQSQalUglarZaTY4XAwQj0+Ps6+m2wHU6kUlEolisUigsGgpPiS1+uFxWKBSqWCxWLB4cOHcdddd6Gvr6/jz32DsFX9THklivBDX0f0Hx6GWCg13c5wfA/cv/JmWF5zYtOBqFsBu6H/75DtNrEbGnW7kL8wjfBnvoHEN34IVJprPPXHxuD50E+vlVbfIj/ZTrvcGKRSKZw5cwbnz5/H3NwcUqkUs/EjP2mlUgmr1Qq73c4id1TgBACbHh8dHUVfXx/y+TyuXr2KaDTKSJAoivB6vejv74fJZILRaGT7Gh8fR6FQYMekVCoxNDQksXyjSo9UYCaTySAej0Oj0TAbvwMHDrRMUtLpNKanpcUr9u3bJylbTn+JiMrLo/MEWl5qfTskKNslI1mvEqb8+HjdNl+dkv5Go1FJkqRer8eePXtaPpZgMMg01jQQGxgYYLMdAFgyLi2ZTAYrKyuSc9bX1weHw8GsC6lEPBFzkp5otVrs3bsXHo8HlUoFzz//PGKxmCQfoFgsQqFQsFmicDjMrncq4kRRdK/Xi7GxMdx+++0YGRnp+HNfZ2x1P1NejSHy2W8i+oWH1w1MaQb9cP3SG2F/68uhNLVWE+BWwm7o/zdFts+fP4+HHnoI586dQ7lcxsjICB588EG8/vWvb+nz0WgUX/va13Dp0iVcvHgRgUAAAOosuXYidkOj3kiItRrS//kswp/5BrJPnF93W9NLjq1Njd13eMvPXaddri9isRhOnz6NK1euYGlpCcFgEPl8njlKJJNJVgTE6XTCYrFAr9ezio16vR4mkwkajQaiKMJsNsNoNCKXyyEajSIWi0GtVjMS4Xa7sWfPHknEtVQqYWVlBXNzc4wMlctlOJ1OeDwe6HQ6ttB3E65cuSKRgDgcDuaTTCCyTKSLXDLK5TKCwSAikQgjz3q9HqOjo5Ky6rTslijjbtJs84Vm+DaKx+OYm5sDsDaLIQgC9uzZwwZVfNVKah/+t5LumwcRZwCsKA/Jl+jv7OwsS67UaDQwGAw4ePAgDAaDpP3T6TQuXbrEkn1phqanpwdGoxEqlYoNFmq1GnK5HDKZDEu2pVmZaDSKdDqNWq3GBp+CILD8h76+PvT29uLYsWNtDSI7aA/Xq5+pJNKI/f3DCP/1t1CNJJtup7SZ4Pj5V8P1rgc6Xt0cdkP/3zbZPnnyJN7xjndArVbjta99LcxmMx555BEsLS3hQx/6EH7pl36ppX28/e1vhyAI6O/vx+rqakP/252I3dCoNwLVTB6Jf/4BIn/zHRQnmzuLQBBgfcN9cH/wp2A4srEt12bRaZethyiKWF5exrPPPovLly8jEolgaWmJRZ4rlQqzOlMqlXC73fD5fCzh0Gq1sigdSRZqtRpsNhtcLheTL4TDYej1eqhUKuZC0dvbi1qtJindXalUsLy8DIVCwaKNNpsNBw8eXDeil0qlMD4+zohatVpFd3c3c6Ggyo589UK+lLhGo8Hi4iLS6TTbp9vtRnf39SnBLLfwa2TpR9FeWkftJZdsyP/yoAGMRqNpKFORR+Tl0Xp+ofPP2wM2+rvVaCTvGRoaglqtRrlcZgtp8vm2JgJOA0ci4xaLBfv27Vv3e2OxGK5evcrkTsViERaLBTabjWmtSTaVSqUQj8ehUqnYfSAIApxOJ3K5HIrFIpNQ0bVHA1c67mq1imQyiUAggEwmIykLT+fe4XCgu7sbfr8fx48fx+HDh9fNYeigfVzvfobMBMIPfR3lhdWm2wlqFaxvehFc734DDMfGtvw4dht2Q//fFtmuVCp49atfjWAwiK9+9avYv38/gDX95lve8hbMzs7ie9/7HgYGBtbdTyQSwezsLPbt2weTyYRXvepVmJ2d7ZDtXYDi7Aqin/9XxP7pP1BLZZtuJ+g0sL/lZXD/8k9AO3x9SAmPW71dthLkvPHUU09hYmICqVQK0WgUmUxGQlwoQcxut6Orq4vJRDQaDSuJTTZ3NO3f3d2NkZERGAwGFItFXL58GblcTkKGuru7WWSaIt16vR7pdJpZrxGGhoag1+vZZ/m/9DoQCCCbzbIIp8lkwr59+yTEeqNI4MWLF5lOF5BGPxsVd5F7Ycv12bwvNlBPaElWwuuZmxHY9RZ+3/LXjch2M29s+p9I/nqDAf630W9tNgjgbRJ5/Ta/rtHCk/erV69KZEUbJa7SQJGuEeqPiJhXKhWWR8CXjucHXxqNBjMzM5KiOoIgYGhoiNlO0lKtVrGysoJCoSDZX3d3N/r6+lAulxGLxXD58mVkMhnJPUMVK1OpFNOHJxIJrK6uIpPJsEEnHZ9Wq4XdbofD4YDL5cLtt9+Oo0ePSqpjdrB53Kh+hmxyw5/5Bgrnp9fd1nD7Xjjf/XpYH7gPCs2t6VKzG/r/tsj2k08+iXe84x34iZ/4CfzxH/+x5L2HH34YH/rQh/Ce97wHv/Zrv9bWQXTI9s6GWKsh89g5RD73baT/41lgnUtG5bHD+c7XwfkLr4HKab1xx3gLtstWg6a8n3nmGczPzzN3kGg0imKxyMgmaZJpCttkMrFonsFggMlkQiwWY24L5ABhs9lgt9uRz+dZNI/KcpOmta+vD319fSzSDayR/2w2i0uXLjECTZE/j8fDiBuRDV5jq1KpMDExIYl8d3V1wePx1P1+vsog/SXHlPHxcQlx7u/vh0KhYAVR5Fpi/m8josgTyu1CowTJG/39jQYl8oXaQ942dB7D4TAymQz73263o6+vTyLr4V/Lf2utVsPly5cl17fdbofL5ZLkAFAUmwYclUoFKysrEpkKJfxqNBo2o1MoFJDJZHDp0iVWVZLg8/lgtVqh1+shCAJWVlbYd9GgUaPRsHsqn8+zJM90Oo1MJsNyE4A1wq9Wq2E2m+F2u6HT6eBwOHDgwAGcOHEC3d3dHQeTa8CN7mdEUUT2qQsIf/abSP/byXW3VXntcDz4ajh//jVQ+26twdVu6P/buutOnToFALjvvvvq3rv33nsl23Sw+1GJpRD/0n8i+n8fRml6ed1tdfv64Xrfm2B780ug0N6ao+vdiFqthvn5eTz//PM4f/48lpeXGTmIxWIsSYwqFWq1WtRqNWi1Wng8HpjNZubaQFrSaDQKrVYLACgUCiiXy7Db7QDW/LhVKhWKxSL0ej1sNhvTcet0OrjdbqRSKUQiEUY6yCotmUxCoVCwCOPo6ChsNhsj2PLotCiKCAaDTHtNJM1ut2NhYYGRdlrPV/HjCVQ+n5fIDjQaDUZHRxtqgLeyXXjJiFwi0mih30x/5XGURv/LI9uNfkujSDn/v9w9hZeWyLeV75cGIJsBtanZbMb8/Dwj7LlcjsmOeH03gcg3zWioVCqWd0DHE4vF0N3d3bByIz+zU6vVEIlEkMlkUKlUEIlEkEqlJFFwuj5HRkawtLQElUol0YLbbDYWIVer1QiFQiiXy9BoNNDpdIyw+3w+hEIhNnNgMpmY+48gCMwLnBx4otEorFYr4vE4lpeXcfLkSQwPD+P222/H/v37YTabN3XeO7hxEAQBpvsOw3TfYRQmlxD5628h/uX/bOhgUlmNI/SxLyH0F1+F9XX3wPkLr7ku+VEdbA5tkW1KROnv7697j9wH5uebl9/eSmyXicp6GsibBbmTlxH9h4eR/PaT63qBQhBgfuWdcL3r9TDdf5St3o5zcyu0y1YikUjg4sWLuHjxIiYnJxEKhZgTSD6fRzqdlrhrUBEaYK3qotFoZESmVqvB6/VCqVSyMuvkfSwIAvx+PwYGBpi1HmlPy+UyS6xUqVTo7e1lydLkn20ymSCKIvL5PNPD0vG43W6Uy2UmbyFSRRKBarWKhYUFlhgpCAJsNhtKpRLbP59AR4s82ry8vCxJrjSbzWzQQd9DBKiRbKTZwhNpvux6o2u4kUa6mWSkmd6a/wu8YIWnVqvrrP/oNb9tM0lJo4FBs+NvVvKdX9dIWtJMaqJUKiWVHQm8rImOlyffdK1QBJm8sXkLxmw2C4vFIkmC5f9qNBqMjY2xAVetVmPn0+fzsXwDssIE1gaf5LFN+00kEhgdHQWwNoCw2Wy4evWqZDYJWLun3G43IpEII/oej4eto4TlZDKJYrHIqlKmUilYrVZEo1EEAgGcO3cO3d3dOHToEA4cOICRkZFOQmWL2M5+RjvSje6P/zJ8v/U2xP7x3xD9u++hvByp37BSRfJbTyD5rSegGemG8+dfA/tbXw6V3XzT9o/b3f+3MqBpS0byi7/4i3jqqafwyCOPNCTcL3/5yxEMBnHx4sW2DnQzMhLSg3awefBaxEoijcS/PIbYPzyMwpX1B0xKqwn2n/txON/xWmgH/KhUKiyC2cHOAkVpBUFAuVzGzMwMzp8/j4mJCYRCIUQiEUY8CoUCs+8D1givzWaDw+Fg0+fkoEBkVavVwufzoVgsIhQK1REku93OCC7JFpaXlxn5IPkIRamJzBCRLZfLmJqaQjqdZlHoWq2G3t5eCUGg6XNeu0pkm5cQDA0NsWhlI3mCXL4giiLm5uaYlrZWq8FqtcJqbSyR4qO1zfTHjUilvMS7XKfdLDq8E7Gejnu9QQfNLvCyEhqI0NIIVHmU17v39vbCYrFIznsjWQ8NNARBYNcZtb1er4ff70exWJTkA/AEWBAERCIRliRM19rAwAAcDge7ngEwa8qZmRnmwU19mMlkYj7xdI3QgJTOU6VSgVarRVdXF+LxOJLJJIuwk899Pp+H0WhkWnSqfqlUKmEwGNhMlFKphNFohM/ng9/vx8GDB3H48GG4XC7JOe/0sTsLJM3TarVAtYbUw08j8rf/iuxTF9b9nKBVw/amH4Pjba+E4cQBNqvFy6I62Dxo5nY97FrxVrPO7npDFEUkk0lYrdZd0/k1hSgi++R5rHzxEST/9an1o9hYq/ToevfrYf+pl0IwaP97FyJ7cG8nbqp22UKQg8fp06dx6dIlRKNRRCIRJBIJRh7K5bLE35pItsVigSiuVbez2+2wWq1MMkLRaK/Xi2w2i3g8zoghkQObzQaTycR0wWq1GslkEjabTbKtw+FgriQ8kQHWSqyHw2EIggCVSgW9Xg+fz4fu7m5Jshnti7fsW1xcZL+NdK0Gg2FDIsETZqVSiWq1yioDKpVKDA4Owmq11hG4VjTYrTqNEPFsJBVp5kBCaBadlqNRZFt+HvjX8ug5/1q+Tu5OQu3Hr9uMY4lc280Pkki/THIKkmrwEqFGoAFpNptFOBxmbVkul9HV1QW73S7RftN7JCfxer0YHx9HPp9n0fKJiQn09fVJrgfKcyCPbbom+QGGxWJhgQuXy4Xl5WU2yCArwKWlJVbsKRwOw2w2Q6lUMutAGkBTdD2RSCCbzbLy8Xq9HlqtFtlsFrFYDPPz85iYmMDjjz+Onp4e3H777Thw4MC29bE7GTuqn1EqYHn9vbA+cB/yl2YR/dx3EP/aYxDzxbpNxWIZ8a88ivhXHoVmpBuOn/tx2H/mZbB6HTfFgGpHtUsTtEW2KSLEW2DxyGQyN0wHtt0ndDdFmuQoL0cQ+/J/Iv5Pj6A0F1x3W0GjgvUNL4LzF14Dw137d/xv3s3tslWoVqsIBAK4cOECzp8/j6WlJWQyGSQSCSbboOhVoVBALpdjERObzQabzQaj0chmKux2O0RRZNuRzZ/f70csFmNV7+i7lUolXC4XPB4PBEFg5G9mZoYlRBKIKJAumhwgSKaRTqdZxK9Wq7F953I55tBAdm48arUa5ubmJDpsj8cj8V/mddi8jlehUDACRLZtfBSWSs03kpA0itryEpGtwHqa6Ubvyz9LILJN/tS0jkcjDfh65H8rfptcarLRQmXMy+Uy+5xer8fg4KBkAMTr82lAxr8mGRR/jV69erWhkwd/7VBiZCgUkiRgqlQq+Hw+ltBIOQgAYDQasbS0JLkmMpkMenp6YLPZUKlUoFQqodVqmRSKfpsoigiFQujq6mJ69VQqxdrC5XKx4joOhwMWiwWpVAqxWAy5XI7ZENK9RgTdYDBgfn4e58+fh8PhwMjICI4fP46xsbGOvluGndbP6A8MoucvPwjf7/8iEl/9AaJfeBjFicaWvKWpAIL/+wsI/sH/heWVd8LxtlfC/LLbIah2v5Rop7ULj7bINln6zc/P4+DBg5L3kskk4vE4jh492uCTHWw3arkCkt97GvGvPIrM4+eADTp+zaAfjgdfDcfPvgIqVyfCsdNRrVZZhOrMmTOYn59HOp1m1ewogYsifxSZ02q1sFgssFqtEi1yIpGAVquF0WhknT7JUex2OzQaDebm5pDL5eoIksPhkEhHqtUq05Ty0gqDwYCBgQFGUEjzms1mkUwmsby8LKmsB6zZusXjcfY/FcKRF5dJJpPM/o0IyvDwMHMQoXNA0+xyyz4CJWYSNBoN06XzaKQrpigob1XHv5ZLR/jX8nNK38EPXlqNZjcjwutFttdLlOTf54m9PArPR+3pGm0kLZEPSOSvKdLfqH0IuVyurl1Im0/HuZ6VIDl+DA4OStpbrVajp6eHnSsaZBFJ551FyOqPEAqFmKyDEmsp74GSjBcXFyXR+qWlJTa7RPeF3+9HIBBAsVhk57ZYLGJqagoejwe9vb1IJpNMs03knu4DlUoFq9UKi8WCbDaLRCKBTCbDCDrd2/l8HolEguVKzM/P48knn4TH48G+fftw+PBhJvfqYGdCZTPD9Z43wPnuB5B9+iJiX3gYye88BbFcqd+4WkPq4WeQevgZqLx22N78Etjf8jLoDwze+AO/BdAW2b7jjjvwN3/zN3jyySfx2te+VvLeU089BQC48847t+7oOrgmiLUask9fQvwrjyL57SfWLQcLrBnlW15zAo63vQqm+2/bslLqHVwflEolzMzMsEqsy8vLzKavWCwim80im80ycsKTGqVSCYfDAZ1OB7PZzOQYFOElCQnvR6zVauH1eqFWq1m0ly+aIYoirFYrDAYDyuUyI4fUufMSE5VKBZvN1nSWLJ/Ps++k/dhsNnR1dUmm5nnZAHkak1aboojAWhnv1dXmRSLkDhW0JJNJOBwOFrn3+XzMNpCOg4hms2RHfj0vadis48hWYSMZyWawXtS9UVJno8HFer7i/PYUkefPOc3a0LVptVrrZCfr6VQLhUIdaS+Xy2wGhmZBtFotDAaDZEbAYDBgdnZWMtsRi8VY/gCfZEsgRxH+3K2ursLn87EZFlEUWRIoeW0TyEHFZDKhVCohkUigWq0yyZXJZGL3MABmqWkwGJDL5ZDL5di9RoNpin5rtVqYTCZEo1FMTk7iscceg8vlwujoKA4ePIi9e/fC7Xbv2EjirQxBEGC65xBM9xxC5Y8SiH35PxD74iMoTQUabl9ZjSPymW8g8plvQHdoCPa3vBz2N98Pldt2Yw/8JkbbRW1e9apXYXV1Ff/8z//MqmzxRW2++93vYnBwbWQUi8UQj8eZyX4zdHy2txaFqwtIfP2/EP+Xx9atQkXQ7u1f03D99Et3bRR7N7TLtUIURaTTaVy5cgUXL17E9PQ0VlZWJP67RDqJUNBCmlmtVsuq21ksFollHrk1UBSO/qrVaqbZLpfLkogzT4Y8Hg9LCiNkMhkEAoG6qGxPTw/0en0dAaMo9OzsLIvkAWtErb+/vyXXhFKphGAwKNl3d3c30/Px5I/AO4nQ61wuxyzliJz19vYyW8OtRKNkyGaOIzyBbSQZaRSBbgYi240gj5Q3k5E0k5VsFOneagSDQTaoEwQBJpOJ6ablyao8SeaPG4BE7lSr1aBWq9Hd3d00QZNHLBZDLBZj/ysUCni9XibFkp+ParWK1dVVpNNpyT2iVqslScC1Wg3FYhGLi4soFAqS80nf4XA4UK1WEQqFkMvlJBU0SRLGy6QqlQpyuRzS6TRLtKToPT+4oeRKKrBD/vputxu9vb3Yu3cvDh8+jJ6enqbX0s2C3dzPiKKI3DOXEPviI0h864mG2m4JlAqYX3Yctp96CayvOgGFcedWI90N7dJ2ufZnnnkG73znO6FWq/G6170OJpOJlWv/1V/9Vbz3ve9l2z700EP49Kc/jfe///34wAc+INnPb/zGb7DX//Ef/4FMJoM3velNbN1HPvKRHVn1aqc2amkpjMQ3Hkfia4+hcHFmw+0VJj3LTtYf37OjfstmsFPb5VpRLpextLSEq1ev4sKFC5ibm0MymUQqlWKdJEXsiGRTZ04V6Kh8ukKhgE6nY1pNiiKSJV+jiDFpQI1GIxQKBWKxGNs3EQFRFOFyuZiWmQq9EOklPSx14D09PQ39iwkk3eCJGRX/aBQZBSAhTwsLC8hms4xEqVQq9Pf3t31dRKNRJlkhTfvIyAj7PjnRlb8WRbHuPVonP5ZGEWz+9zeSiTSTjqy3To5GZLuRpGS9dc2If6P/5e0lP15+QCaPXjci9zxRTqVSCAQCkvM2ODjYtq1dOp2WzIIoFAp0d3fDYrFIjpeOTT5DMTc3h2KxKCH2fX196w5qFhcX2TVLgzuTyQS3283OBe2LPOjpHNIg2WKxQKfTMY9tyoOghWYAAEhK15O+mwg6rctms+x/GqxTciXJpPR6PZOgeb1e7NmzBwcOHMDo6GhLDg27DTdLP1NNZZH4xuOIffER5M9MbLi9YNDC+pq7Yfupl8B8/1EI6p3lrbEb2qVtsg0A58+fx6c+9SmcO3cO5XIZIyMjePDBB/HAAw9ItluPbO/Zs2fd73j00UfR09PT7qFdd+ykRi2H4kh990dIfONxZH/Ugt2iIMB0/1HY3/oyWF9zNxSGnTtSbRc7qV2uBaK4lvw0PT2Nixcv4urVq4hEIshms0ilUqxgBxFhilqRPpoStwwGA3OIEUWRVXekjpIWlUqFXC4HURSZ3pn0z+T8oVQqkcvlsLy8zMg9dcBKpRI+nw8mk0mim6ZBAm/ZJoprlfnMZjNzYuCjjEqlklWWpIidQqGA0WhEd3d3S+cvn88jEAhICJDX660j6sD6hBFYy02hqX+y/HM6nVvU0tsPkl1cr8I8Nxq1Wo3VeaDobVdXF0wmUx1hB+pJO0+YSYZE16hOp0Nvb29Lx0HXIN2jAGAwGFiiL/89fHLqysqK5PgUCgVsNhvcbrckmbNUKrFy7bQvikDbbDZ4PB5W4j0UCtUV96nVamzGip4bFGUnWQklaJJPNz1n6DlBsjP6XnpeGI1GGI1G2Gw29PT04MiRI9izZw8GBgYkkrPdipuln+FRuLqA+FcfReKff4DySnTD7ZUOC6xvuA+2N/0YjHcfgLADPNp3Q7tsimzfytjuRq1Ekkh+9ykkv/UEMk9e2DDREQC0Y72wv/XlsP/US6Duct2Ao7zx2O522SxEcc2yaHx8HBMTExgfH8fS0hLi8TjTUlLiFW8Hxxfm4JOvTCYT04iS5tloNDItMrDWiRMBIS0n78BBftpWqxUajQaVSgXxeFxicUfnmDp2Xo9cKpVYpTsCEQG/38+0r42iu0RweclBV1dXXWIhQU6YqQImrddqtZuKapdKJSwsLEiOze/3s4p+fPS10XHI1/HrG/0vj4Q3+0yjbRqtaxV0/bQKPvrMzybwx8r/z58n+Xp+W/m++ffk+5BHtflBG9/+wJom2ufztX1eUqkUVldXJUmcfr8fBoNhwyi7KIqIxWLIZrOSYyP3EDloQJrP51llUxqgCoLAEpj5BE+FQiHJhaB7hSpPkqNJPp9n+RXy2ShBEJgbCZFuGoCRS5EoitBoNExWlc1mJTUV+EJQtNCziPThJDkZHR3F6Ogo9u3bh56eHmg0mrbbZbuxW/uZViBWq8j88Pm1HK/v/mhjmQkAlccO6wP3wvrGF8F41/5tI967oV06ZLtNbEejlkNxpB5+BslvP4HMk+eB6sYEW+VzwPYTL4btzfdDf2Rkx16AW4XdcLMBL3TEU1NTuHr1KiYmJhAIBJg0hMpM8xpKmtalDrVSqbBOjQrLGI1GGAwG1lGq1WrmgsBrf+kzmUxG0gHzDhoejwd6vZ65kkQiEYlLhCAI0Ol08Pv9zH+aouLAWoSOKtwRkaBS7PKIHr8kEgmkUimJvtblcsHlcjWVAvBRwlwux9wcaHE4HDCZTKjVapLzwKOR/IOs0vgp9MHBQQl54kn/bgQN2rYyQfJGg5eM0PUaDodZ+yuVSqbb5gd/crJMnycIgsBmSOj60Ov16Onp2bD9ifTOzc1JitIAgN/vZ5/jv5uIKg1UKYJM94Hb7YbZbK6zL4zFYpLKl7Q9FZuiwWE0GpVIs/iiTaTF5qVXNOguFAps8KLT6VCpVJDNZpHL5SR2hrz7Dp0fCgKQ2wk9p0geMzQ0hH379mHPnj3o7u7eFZHv3dLPXCuqqRxSDz+N+NceQ+axsy0F9VQ+B6wP3Afr6++F8cSNJd67oV06ZLtN3KhGLS2FkPruj5D816eQfeYy0EIzKSxGWB+4F/Y33w/jvYd2xPTOjcJOvdkqlQqCwSBmZmZw8eJFzMzMYHV1FclkEplMhkWVqPMjLSURW/nUN0WNqIIjlRynKWC1Ws2qxBHBILmHxWJhpJSPQvL+0U6nkyVHJpNJFp0DXiClKpUKTqdTYqNHHTg5JvDJaFqtFr29vSwZkzpjfgCRy+UkelsiSl6vVxLBbBQ9pu8JhUKSqX+1Ws2sBdslxoFAQGLjRprU9dDIPYP/yxO0RsmPcplLo0RI+W+Xr2v1NbDW9lRwSB6V5rdptr5ZBLrZ/7wfd6PXfNvL/5f/bYZKpYK5uTnJOr/f31bRLfqeeDzOiC8RZq/XyyK9/LHI/yoUCuRyOcRiMck1oNfr0d3dXZesSQPqSqWCZDLJJCX8bBP53/ODUZJ4xeNxyawA5Uk4nU5WmCmdTiMWi0meCXTMNNtF2m0anFL7UFSb8kAoYZNfaIAtv1954k3PFtqPwWCAxWKBw+FAb28vI999fX07sqjOTu1nrifKoTiS33oCia89htyzV1v6jNJlhfU1d8P6untg/LEjUGiub+LsbmiXDtluE9erUUVRRPHqAlLffwbJ7/0I+bOTLX1OYdTB/Mq7YHvji2B++e1Q6Hbf1NxWYCfcbKIoIpvNYnp6GjMzM5icnMTk5CSi0Siy2SyKxSLTXMvLMPOOAdT58WWmSQut1WpZkhJVjSP/aoPBwBIRaVEqlczaLx6Ps0gtT/zIBtBoNLKoXCQSYR7CtC0VnfF6vXVEUhRF5oLAEyOFQsGs83g5gDxxixLSePLc29sLg8HA/l8PhUIBS0tLknUul4t5AsvLpK9XNr1Wq2FyclJyjoaGhthUPn+M/DnYbRBFEYVCATqdbtcdfyNbRfp/amqK6ZlrtRrsdju8Xq/EnYd3n5GTWn6Zn5+XuJAQWV4PPDlfXl5GOp1mx1irrVWJpLwFfvYHeGGAlclkmEMJf515vV7o9fq6gUcul8Pq6qrEj5zgcrlgMpnYtU3Jk40GNaS7TqVSEkcj2o5kbWq1Glqtls2O8FI3uT6cig3xs2ska6PfRonctFgsFnR3d2PPnj0YGhrCyMgIurq62pI8XQ/shH5mO1GcXUHymz9E4ltPtGTEAKwFAS2vvBOWV5+A+WXHoTQbtvy4dkO7dMh2m9jKRhUrVWSfvojU908i9W/PbFjNkSAYtLD8+J0vEOybKNFxs9iOmy2fz2NlZQXj4+OYnJzE/Pw8AoEAUqkUMpkMk4RQ8Qtec837/hIBJWmIWq2WuIXwkhGKCgFghSt0Oh0j3sALESW9Xg+z2cw6QrnlWa225kXscDjY91WrVcRiMUb8aX+k4yatN4GOLx6Po1gsSkgsFQRp5nhCWF5eRi6Xk6xzOBxMPiLXqsqlL0qlkrk58LrRAwcOsKntdhCLxSR6bYVCgYMHD9btpxHpbkTC14t0N/p/o4h3o/8b/ZW/lv8viiIymYwkgVAOfl2zSDb/er11G1kCNotkr/eaJ5WE1dVVrKyssP/VajX272+v+i19x+rqKqv0SMvg4CCLbssJM/+aCictLCygUpEWFenu7mYuQfLvpGcGL+Hif7vT6WR5Enz7VCoVifSJbyuLxQKTycTOcyaTqRt8A2BOQmTzmUql6gbPABjBpuRI+t0U5eafbZQ/QrN2fGSdnmf8/UMRcIqC03PH5XKhv78fg4OD2LNnD/r7++F2u2+onGs3kLobhcLkEpLffgLJbz2BwuW5lj4jaFQw3ncEllffBcurTkDTvTU5ZLuhXTpku01ca6NW4mmkH30W6UdOI/2fz6KayLT0OYVRB/Mr7oD19ffC8uN37mjPy+3A9b7Z8vk8FhcXMTs7i6mpKUxNTSEYDCKRSLCkISLU1MnyUSaeIPBRLIpWE8nmJQT8e/yULxHhRpFs+izZlFFnKSdnlLDIW/BRBTme5BOZ9Xg8sNlsdUQXWKuUJy9Oo1AomJc2kXp5wRilUol4PI5wOCwhqlarFaOjoy13ovl8XuLRT99N0/U8KW9E3OXR7vHxccTjcbbe5XLh0KFDdRHwnfpQbxWiuKZNt1gsu/q3yKPRmUwGp0+flgxsDx8+DIPBUEeQm/3l3X7Onz8v8Xy3WCwYGhpq+fjS6TTGx8clkXOFQsHqUfDknEhqoVCAQqFgkjMeCoWC5UvIyT3ZbWaz2bpoPSVO8r768XicDXTlgySqJJnJZNhgXT5gKpVKbJCtVqvZevoNpVKpTjJEhJzkcrVarU5WQ3/5qrAkRaEoOMlP+vv7MTIygqGhIQwMDMDtdrdt99gqdgOp2w4UxheQ/PaTSH73Ry1HvAFAf2QE5h+/E5YfvwP6o6ObLqS3G9qlQ7bbRLuNKooiCpdmkX7kNFL/cRq501dbSjYAAKXNBMurT8D6+nthuv/oLSsRaQVbdbOJooh4PI6FhQXMzMxgdnYW09PTrPAEWWNRZ0HRar4UOm91J9eY8oViKHmINJVkh0eFZ8ixQ6FQMNIAQFKCmpd4qNVq2Gw26PV6pNNpSSlpnmAaDAZ4PB4WEVcqlUilUkgmk3UElzp2s9nMolD0V6lUskIi8iTLPXv2sEiaXBdMyOVymJyclBBdnU6HQ4cOSaL4vJxGTtaVSiUmJiYQjUYlEfUTJ05sqsOtVqt46qmnJBHTvXv3bsrRYqdjN3RQm8WpU6cksyUUEd0MFhcXMT09LZGbHD16FHq9vo4kN/t/cXERCwsLEgJsMpkaknb+nhFFEXNzc4hEIpJBgCiuFYYi5yGSbxDhpueVfL9KpRIulwtqtZptH4/HEY1GJdI2fpbMYrGwqrFE4uXb0bHRvczPVPDJ3vQ+AEm0mywN6bfx0jFeEscnY9O9Ts9Rsjt1OBzo6enB0NAQhoaGMDg4yJyErhU38z2zVSjOrqzlm333R8idvtLy55QuKywvvx3mV9wB80uPQWltXotBjt3QLh2y3SZaadRKPI3MY2eR/sEZZH7wXEvelQR1t3ttiuU1d8N076EdZx6/U7GZmy2bzWJ5eRlzc3OYmZnB/Pw8FhcXEY1GmQyEsu2JWPPloIlk89EeQqPkIIrs8jIRchtRKpWSzH0+gkqdD0W4qbOiDkitVsNqtcLhcCCfzyOVSkmmZXnS6XK52DQ06R9XV1dRKBTqIr5GoxEjIyMwGOo1dqRn5Yk2dYT79u1j36FUKlEoFGC1Wtnvp0HE2bNnJSXVAeDIkSNtFcPI5XI4deqUZN3g4CD6+/tb3gePSCSCixdf8KwXBAH33HPPTVkZbzd0UJvFzMyMRApkNBpxxx13bGpf1WoVzzzzjERa5Xa7ceDAgZb3IYoizp8/z4ok0bqhoSF4vd46l5F0Og2NRsNmychvXx6F7+/vZ7NYPGq1GlZWVpjfN7/UajW43W5Wyp1sB4PBIEsK5gcW1WpVYicYDodZbgYFAPjnIT0T+fX0O+h5CoA9H4ho89IbkqLQscifrfIZKl6WQjkuWq2WkXCLxQK/34/e3l4MDg5ieHgYPT09cLvdbVtf3qz3zPVAeTmC5MNPI/X9k8g+eR5iubLxhwBAqYDhjn0wv+w4zC89tuaotk7Ueze0S4dstwnxv5PgjEbjC7q4ShW5MxNI/+A5ZH5wBrkzEy1Hr4G1qRTLq+6C5TUnoDs4tGMvlp2MRu1CyGQyWFlZwfz8PGZnZzE3N4elpSVEIhHmCEKdAN9ZUKSH71Aa6UWJ1PJWXXxiIxFpItzUKZGuWq/XswIRcmkDJRQ1kz5YrVa43W4Aa1pj0nHzUWalUgmr1Yr+/n4YDAZ2fnK5HObm5phzAR859nq9GB0dZeSfn84VBAHj4+NIJpOSc61QKHDgwAFJ4RdRXCsxbzabJdteuXJFUqUPAPr6+tqangeAy5cvIxQKsf9VKhVOnDix6USqq1evIhh8IXfCZrPhtttu29S+djp2Qwe1WaRSKZw5c0ay7q677qrTSbcKenbwuP3229ethCpHqVTC6dOnJaRdoVDg2LFjkv00umdqtRouXbqEaFQauBFFEXv37oXVamXPLj5BMRqNYnx8nBXC4iPudrsd3d3dLIJcra6Vjg8EAiw5kvfPr9XWHFHMZjPS6TTC4bCEJPMDgUaBCf79QqHAZggpQk1RcD64wUtN+O+h/TbKleAj4bRvPhJOM4dUfMfn86Gvr48N0nt7e5uS8JtFerUdqKZySD/6LFL/dhLpR06jmmxNQgsASqcF5pccg/mlx2F6yVGovdLq4rvhWdYh222CTldxcgmZx88h8/hZZJ44j1o6t8EnX4Cg18L0Y0dgecUdMP/4ndD0uK/X4d4yKJfLCIVCCAaDmJ+fx/z8PJaWlhAIBBCLxVikmn+Yy5N45IlIgFQKwicyEgHlrazkGkOy5tNqtQDAOjB60JPTBhFdXgYhnzaVSydcLhcrDLG6uopIJFI3zUr2WkNDQ+jq6pIc2+rqKhYWFuq0x4IgsKhPI1SrVVy4cAGJREKyXqlU4uDBg3VR6UYPwUAggMlJqduOxWLB0aNH23pQxuNxPP/885J11yIXEEURP/rRjyRkaGRkZEdWst0K7IYOarMQRRFPP/20ZOZkeHi45SqQclQqFTzzzDOSRMfNXLOxWAznz5+XrNPpdDh27Bgr8tKsXWq1Gq5cuYJwOCz5vCAI2LdvHzweT8PvLBaLuHTpElKplGR9rVaDXq/HyMgINBoNI7iZTAZTU1MIh8MSKQwRaLVaje7ubphMJoTDYWaT2UhCwxN1eYSdJC/k212tVlmRnEqlwuwEi8ViHfGmYIjcKpXAy1DoHMnzNnj5He8JTpFwn8+H7u5u9Pf3o7+/H319ffD5fHX5NR20D7FcQfaZS0g9chrpR06jOLnY1ud1+/phevFRmF58BMZ7DkFpNtTlJu00dMh2G8hfnkXkM99E5rGzbUlDAEDT74P5x++A5RV3wHjvISj02ut0lDcvqtUqkskkAoEAFhYWsLS0hPn5eSwvLyMU42lbbAAASEpJREFUCiGVSrFoCR+l5km1PMGnmaMBT6x5iQcRbL4iIxFbjUbDSLROp4NCoWBOJJS0aLFYJASd/lLEhZKn+Pd58uz1ejE4OAiLxYJoNMq8qYns8/B6vRgZGZFIIIrFIq5evSqZziaQg0czf9tKpYLz58/XddpKpRKHDx9u+Dk5cZDLNOj83X777W1pKmu1Gk6fPi3xwlapVLjrrrs2LflIJpM4e/asZN2JEyd2RbGNzeBmJtsAMD4+LnElsVqtOHr06Kb3Nzc3V+fhPTo6uqEVoBzT09NYXJSSC4vFgiNHjjC9c7N2EUURV69erZsVEgQBe/bsaZpbUKvVMD09jUAgUPeeQqFg1no8IpEIJicnUSxKKwkSUbZarejp6YFKpUIgEMDc3BxyuVzdc5de0/HzieT8Nrlcjnn7Ux0BhUIhKaTD75+XuhDx5mV/8iCJ/HzxyZi0jp8RJOkeJapTUR6bzYauri5GxHt7e9Hb2wuPx9NQctfBxijOrSD9H88i/cgpZJ48D7FY3vhDBJUShuN7YH3tPXC++/XX3dN7s+iQ7RZRmFjExH3vAyrVjTfGf0ev7zkI00vXNEfasd6bskPbahSLRUQiEUmEOhgMIhAIIBwOM/9XSrihh6p8ypJe82i2Xi7NoAc9OYHQQsmMfGKiRqNh5ZT1ej0rMEOk32w2w2azsSQjnlyrVCrmgU1etLxUg4fT6cTg4CBMJhOSySSmpqbqEqAIer0eY2NjdVHmcDiM8fHxOhsyYE0usX///qYllAuFAi5cuIBsNitZr1KpcOTIkYZlqAEpoUun0zh37lzd+T9w4ACTwrSK2dlZzM/PS9aNjY3VEYZ2ICdBJpMJt99++6b3t9Nxs5PtaDSKCxcuSNbdc889my4T3myAd8cdd7DZq1b3c+7cubpBq8vlYjrw9dpFFEVMTExIBhKEoaEh9PX1Nf3u1dVVjI+PNwwwOJ1O7NmzR3J+qtUqZmdn6zzsCYIgoLe3F/39/RAEAcvLy1hYWKjLxZBHxgVBYBVz+feoxHwikUAikUClUoHRaIRGo2HuJ+l0mtmr8onl1A/wM5jkC87LXRr1A0S4G8308ZpwOSHnHaN4Ik5kvLe3F319ffB6vbBarTflfbbVqGULyPzoAtKPPof0D55Daap+gNgM1je+CP1//5vX8eg2jw7ZbhGRz30Hy7/x1+tuo93bD/NLj8H8suMw3n2w4x7SAFRiOBAIYHl5GUtLS1hcXEQwGEQkEmGVFcntg0+6kZNpoL76HA95FFuupaYINT0wSfZB641GI/R6PfO0JYsqvV4Pu90Oh8MBi8XCHr75fB6ZTAZqtRoulwt2u53preXaZrvdDlEUkUwmWdSnEex2O4tk5/N5zM7OSjTKPBQKBfr6+lh5akK1WsXk5KREi8yD9IrNOoJUKoWLFy/WdaBqtRpHjhxZV7dK+lOVSoWzZ89KJBrA5pIZs9ksnn32Wcm08Wam9OU4efKkhEgNDAxgYGBg0/vb6bjZyXatVsNTTz0lub/27NkDv9+/6X02ki61mywJrOm3z5w5I3EMAoCenh4MDw8jmUxuSM6mpqYakmCfz4exsbGm1pmZTAZXrlypGzgDa7Nbe/fuhcMh1cSm02lMTk7WDRD4zw0ODsLn86FWqyEQCGBxcbHufudhMBhgMBhYxJoHPfdzuRwikQhisRizIlSpVCyJMhaLMZkguZmQBWG5XGbyQZphJPLNa8JJpiK3ZpRbqhLk9oS0jl946R/ZFVqtVlZgye/3o6+vjxFzn89Xl9fSwRpKC6tI/+C5NcOJx8+tK9lVmPQ4MP+1HXkeO2S7ReQvzWLqZR+EWHohKqj2O2G6/yhML74Nph+7DWqfY5093PwQ/7tYQigUwvLyMsuGD4VCCIVCiMViSCQSLNLQyItaHnngSTRPquUZ6gAaJiyq1WpWFY2s7igiYTAYWDVGijJbrVZWbY0qoqlUKubpypdMBtaSDKPRKCqVCotiN0vO0+l0sNlsKJVKrKBEMzidTuY0UC6XWcGcZp9xu90YHh6ukzwkEgmMj49LSCRBq9Vi3759rMpiI4RCIVy9erVuIKPVanHkyJENp03JSnFycrLuGPx+P/bs2bPu5xvt79y5cxLvYUEQcPvtt7dVkluOdDqN5557TrKu3QS43YabnWwDwKVLlyQaZ7vdjiNHjlzTPuVJtABw6NAhSWJwK8jlcjhz5kzdTNPw8DDzwN+oXeSuKwSr1YqDBw82lVStJysBgK6uLgwNDdU9y1ZXVzE9PV038CYYDAYMDQ3B5XKhWq1ieXkZi4uLTbcHwIpvke93s2cclaUndyO73c6kfFQEKBaLsQJbpElXKpUolUrM3pRkLETyaYaU5CgkWaHIOOnBSY7SjHzzkhQAkmI98kROCtBQYIckKg6HA263G263m2nG/X4//H4/nE7nTemK1A7EShW5s5NruXKPn0Pu1BWJw4nldfdg4B9/ZxuPsDk6ZLsN5M5MIP3os1DazTC9+Ci0I903bSclR61WQzqdRiQSwerqKkKhEJN7UOSBj0rLs9T5KTy51KMRsabvbBS15i31eFKt1WphMplgNptZVJo0d5QAw0ertVot7HY7rFYrtFotm74kjTWRb4vFIul0+GIQOp2ORbCbwel0wmAwsKpt64GqpFE556WlJSwsLDSNfpM9n1wyUqlUMD093XCqGQA8Hg/GxsbWde1opFEF1jrUQ4cOteTsUK1W8fTTTzOZDMHhcODQoUNt3z/Ly8uYmJiQrNuMi4kcFy9eRCQSYf/rdDqcOHHimva503ErkO3V1VVcuSL1+j1+/HhT2VMrKJfLOHXqlCRqq9Vqceedd7bt7Z5IJHD+/HnJ800URTar0kq7kA+4HHq9HocOHVp3QExuJY3IsFarxejoKFwuaZW/arXKHJ2a0Qer1Yrh4WFYLBZmQ7iwsFCn/+ZBM4IKhQKRSKTptjRbRm5I8uJcoigil8tJyDX5hVutVigUCvZeKpVCpVJBqVRiNRT4fJ9CoYBcLodsNstIOAVh5P0ZgSfecnLeiIDLiThJGXm5ilarZYMSh8MBh8MBr9cLl8sFr9cLj8fDbF1v1hyTRqhlC8g+fRG5MxNQWo1w/PxroNDuzAFJh2y3CSJ+N0MFOUD6YIpGo4jH44jFYiwSTf9TRJrPDKdoQKPKa3wGOn3PesRaHrXmXT9o9E86aqPRCLVazbLGiVyTBIR/2FF2O7AWgSAyTgVXEokEkskkisUi1Go1eyBTdJtAg41sNsse8OuRTY1Gw+yjIpFIwylbgiAIcLvd6O/vh9FoRK1WQzAYxNzcXNOIkEqlwsDAALq76wd84XAYk5OTDT+rVCoxNjYGr9fb9HhqtRquXr3aUK7icDiwf//+lqz1RFHE5cuXMT8/D71ez47TZDLhtttua9uer1Qq4dSpU5JIoF6vxx133NF0yrwVZLNZnD59WrJuI+3rzYBbgWxXq1WcPHlSci+4XC4cPHjwmvYbDAZx9epVybqenh6MjIy0vS/5gED876I2d999d9NkZTkikQiuXLlSNyhXqVTYv39/nSyER6lUwvj4eJ2tIMHtdmN0dLQuoJDL5TA1NYVYLNZ03y6XC4ODg5Ln2sLCQp18hodCoYDb7YZer0cqlVp3/9VqFalUCrlcDiqVCjabrU4/XyqVkEwmWTCIJ95GoxGFQgGZTEZSCKxWq7HoON830bbUZ/L1GKh/5JM0qT/kJSnyZ1UjAk7noZE8hY+OU6CJZJGUQ2S325nU0el0sgrATqeTDU42m7uwE7EbeFmHbLeJ3dJBVatVFItF9hCJx+Ms6YQIdDweRzKZRD6fZyN6vowuWTM1I9GNotQAGpLqRpcZP6KnkbvRaGQRZZ48E1EmX2pyBuF9aMvlMnsA0f6NRiMj2Hq9Htlslj14y+UyI+wWi6VhBCiXy7FERJPJtKFUgaQmVDa5UTIigaoz8mXNKTG0WVRHoVCgu7sbfX19dVOKxWIRk5OTkggtD6vVin379q0b+cjn87h8+XLD5Mvu7m6MjIy0dN1TEtfy8jLy+Twj21qtFseOHWsroYwglwQA7RfBaYRGXt133333dSv5vFOwW55l1wqqBstjKyRCzz//vGSmShAEHDt2bFNRc97HWxRF5PN5mM1mHDlypGHRmkbIZDK4cOFC3bNDEAQMDg6it3f9JP3l5WVMTU01TJ5UqVQYHh5uqHePx+OYmZlpmrANgAUTKMgRDoexuLi47meAtWeW0+lEpVLB6urqupFxcqsql8uMeMvvYSLnFBmvVqswmUywWq1MI099JunACVQbgXd/oj6SfMNzuRwKhQKTRPIJnel0Gvl8XuLG0uhcAy9IU/iEfGo7eaJmM1tDIuH8a77cvdFoZKTc6XQyaQ4l9FMQazfYHO6GZ1mHbLeJ7WxUSvqgKa9MJoNMJoNUKsWIcyqVQiKRQCqVQjabZc4d5FvKj7j5il2kS5NnbPMFBPjXBDmhpsgKb2tHUg6KTptMJkZcDQYDzGYzS2qh7xEEgUWyKdubfKzJHouy2OncVCoVWK1WFrk2Go2sCAEtoigyMk/fKwdNHfKe2Ou1tU6ng9frhVarRSwWQzQaXVePTT613d3drJjDRiQbALP9k5NlSkiiAjVyKJVK5rW93u9YXV3FxMRE3T4EQcDIyEjLFmeiKOLKlSsIhUKMOJB05+jRo5siOY2cJbxeL/bt29f2vng0qkB5sydGEnZDB7UV2IoKkI2Qz+dx+vRpyfPQZDLh+PHjmzqfZFUov2cOHTq0bl4Fj1KphAsXLjQksXa7Hfv27Vs3opnP5zExMdFU7maz2TAyMlJ3DxOBnpmZWTdqzZNuYE1Gs7CwsG70GliTtPj9fmg0mpaesZVKBel0miW1m83mOuLNz+qSbaxer2fSQYPBwMgy9bUkMeETICkSXSqVWL9EEW5KzuQJca1WY/13Pp9HOp1mUXXeO5y3TeSjto0SNAFIHLWayVN4aQoRceqreectct/S6/UwmUyw2+0sKGWz2VhxIwqOUR+9XQGK3fAs65DtNnE9GpVGwDRCphuboqoUiaXpMopE8+XEea9RfvpKXg2xUVSajoF3+5Dr0HhXDxpl001KTh56vZ4RZOoo+CQQ8p+mkTLvf81nbfNSENoP/xDjySDp2MgeSqfTSZJhMpkM28ZisTQlzlRcAQBzIlmvfRUKBZxOJ5xOJwqFAoLB4LqdDB1rT08PfD4flEolqtUqm1Zdj2Q7HA4MDQ01JKmRSATT09MNEyCBNb342NjYupHk9dxKWpmG5lGrSSvdEXEwGAw4fPhwy/vhUSwWcebMGck5UqvVuPPOO685YUheyfJaK1DuJuyGDmqr0KgC5B133HFNSbXN9rvZHAJRFHHhwgVEo1HJbFCjyqzrYT0ZWDO3ETmCwSCmp6ebuon4/X4MDg7WEfdarYbl5WXMz8+v60TC56YAa1H5paUlhEKhptFeYG3gT8/dUqmE1dXVOicTOYh48zOkjWRncltBvjaC2WxmSfOUgJnNZiUzl9TPEdEl9xMArGomzR7Lo9HUt/GRbz5pk9bzlTd561uicXKZSiPCzW/DE3Q+Ms4XWuPJOEXI6X9e2kmBNJLokJkAzS5TH309igLthmdZh2y3CYqUblSulY9C0w2WzWYZiaa/iUSCjWr5giw0MiZyycs6iFzzxHm9aohy3XSjqDWvJ6NpKr6YikajYVFoIsB0U9J5EEWRVU7kI9IqlYo9POj7aORMxBoA+w6VSiWxfuIfaAaDQRIZp0hBOp1GLBZjlczopicf60agwQ2w9tDhS5k3g9VqhcfjgVqtRigU2jDCAqyR5Z6eHtjtdgiCgFKpxKwP1+uQbDYbBgYGGka1MpkMpqenm0agNBoNRkZGmlaV4/dz+fLlhh2WwWDAgQMHWiYkjapLkv70+PHjbXtp0z7PnTtXF6nbu3dv0wIerSKfz+PUqVOS9ruWCpS7Dbuhg9oqNKoAuRUzI7VaDc8991xdTsa+ffvWzYtohmq1iosXLyIQCEjyHARh/SqRcoiiiPn5+YYJzgDQ29uLwcHBdXMdSqUSpqen6wroEJRKJfr7+9HT01O3n0qlwuz/1pPS2Ww29Pb2wuFwsGcjuVit52ACrM0o+nw+mEwmxONxhEKhdZ+ndFyUd0Myw0bnQBRFZLNZJv8oFAqsTyFSSYSagmPZbFby/QaDAVqtlu2fZkzpecNHwPk8JQog8PyBZJ7UVwMv2CMSL6BjILJOi5wL0Pc3i4QDUhmLXLYir2bMR8p5ztCoXgUF5Xj5JhFyIuVkbEBLK9FystHdyV7mHbLdJsrlMlKpFBQKBfPo5MkzZSzTFBEtNBKlzGca5cpL2xIp5W8OuZsHL7eQ66aBemkHgSfQNDKlm4IvuMLfHLwMBJAS9kZFX3hiTdsDqNNYKxQK5rNKshDSmNNn6WFINyFtC6xFO+lBmM1mGbl3Op3rRqWpiAJF01tx1OAf6qlUakPtILD2ICPrJtKC53I5LC4uYnV1dd3ozXoku1QqYW5ujk03N4LP58Pw8PC6UV9RFBEIBDAzM9PwWHw+H0ZHR1ueFiyXy7hw4UKdD69CocDAwMCGetFmx3j58uU6nfZW2LcB9RUGlUolTpw4ccvYa91KZBuoL4QkCALuvPPOlp4B6yGVSuHs2bOS+1GhUODIkSMtJzjyqFarjMDL26Vdn/BEIoErV640fF6ZzWbs27dvQ/vOWCyGiYmJpjN3Op0OQ0NDcLvddcfbKuk2GAzo7e2F1+uFQqFArVZDJBLB0tJSU29vHna7HR6PhzmZRCKRDYMg1WoVuVyOHbPBYGg6+KDoOCVsarVaJkWkoA8A1odRYI0fMBgMBhiNRtaXUgCObxsiziQ9oYVmJikYxwfxqtWqhDTXajWJowr/GeIR9DlerkKRdEBaQZmINqGRLKWZXIUn5cQn5JWTiYTzEXOaJSdtOUlOeWJOpJz4S7Va3XBGejvRIdstQhRFPPfccxgfH0c6nWZTO3xCIW+STxc7T6b58rTyyDSNQOX6Z7msg58u4m8IURQlFzdZ4fFRaHmCBT8S5ckyLxkhYion1aSdpoEBnSNRFNl+edBolh5o5GdKVcDouPibiX/4VSoVlrhCU4Jms5npsxUKBYrFIrRareRmE0WRJazQsbWSha3RaODxeGC325HP57G6urphMg+wptn0+/3wer3sXMbjcQQCgabZ/oSNSPbCwgKWl5ebEnWLxYKRkZENE6oymQy7juVQKpXYs2dPyxE0YK0DOH/+fMPqkgcPHoRSqWzJM1iORlUi9Xo9jh07ds2EuFAo4OTJk5IOube3F8PDw9e0392EW41sl8tlPPPMMxIZms/nw969e695340sKdVqNY4fP962FZv439Z2gUCgYVR5eHgYvb29Le+vXC7j6tWrDZ8/CkXjQlhy1Go1LC4urmtDajKZMDAwUGcVCLROujUaDbq6uuD3+xnBTKfTWF5eRigUWrcAGLD2/HK73XC5XCiVSgiHw0gkEhsSb5K7Ub/KB5jk25FLSTabZcEekirSzC/dTyRPpL6OH7CQHprK0pOMhLy/CUSeeQknACbz4CPgPKmWR61FUWSBPj7y3UhWSiSdtuX9xnkeIj+v6xFxap9GyZzEWXhyTryFpKpUwZmv3EmEXKvVwmw240UvetGmZpRuBDpku0XMzs7iC1/4AqLRKCNv/DQOT6TlUWm5VhpAw6kdnkTR1Awv7+AlHjRSJOJLWjH6LH+D0b5I4kHb85ZGdKy030bTOPSgo/3S9vLop06nkxSMoQcZRf/pd5LvNS06nY49SCjqQMkplUqFyUca2RYRqdbpdMy2SRAEluTYSoRWpVLB7XbD4XCgUqkw//CNbhGlUgmPxwO/38+IbrlcxsrKClZWVprqqQlOpxO9vb1NSfbi4iICgUBTkq3VajE8PLwhQd7IH9dsNmP//v1tRfoSiQQuX77ctLqk0WjcFKFr5I+sUqlw7NixDSNxrYCcUggKhQInTpy4qeywNsKtRraB+iIwgiDgrrvu2hJv4kYVHY1GI44ePdpWDgBJFc1mc9PCM16vF2NjY20lpAUCAUxPTzd8jhgMBoyNjW2YiFksFjE7O9u0Gi2wMemmysHryUQEQYDL5UJXVxe7PiuVCiuYlslk1j1OYK0fcrvdsNlsKBQKCIVCkmJYG/1OStQntyxA2s/w8kki00So+b6Kv7aq1Soj3zQLTu1B2mdyAKnVaox853I5yUCDZKp8kiQ/ayyXsdLCB+SIW1BOFx8kpAERvU/fTZyFou9kBdzIXEHOe/hg33oacl6ewvMe+SLXlJOv/Dve8Y6W2vhGo0O2W8R//dd/4XOf+xyy2WydQ4dc0gFIpRwE/lTzIzf5xcTfPLxlD2/1I9dK85FtPgmBpBt0M5BuGkBdBjL/4OaPgf8d8k5Zq9WyiDU/QucLANDnaDv+gULgM7TT6TRKpRKTj8gfWI1AySMajYY9HFshEFRIgQh2NBpFLBZbV+ZBMJvN8Pv98Hg8rDNNJpNYXl5GOBxedx8KhQJerxc9PT0NNdHlcpmR7GbRHKVSib6+PvT09GzY6UajUUxOTjadCm5Fw8lDFEUsLCxgbm6ujrjz1SU3Q+iSySSef/55yfkTBAGHDx++Zps/YK0jPXnypGT/m/VI3s24Fcl2qVTCM888I2n7rq4ujI2NXfO+KcFR7qzRbgEnebs0muEB2s+pANbP0QBak6ABa9Hmqampdcmr2WzGwMBAw8TOWq2GUCiExcXFdWsQAGsR4O7ubni9XnZc6XQaKysrWF1d3TDaTftwu92wWCwoFAoIh8MtE2+asSbiSftr1p4UKCLyXS6XJRa0/ICeAlE8+aZBCM308vITkq1S3yr/7URq6TnOHzN9H2+kQBFrAGxGmj4rN10gyQkAST8hdy+j80Uac37mWy6JbWSByHMPPipO50QeNed14729vfjUpz7VUrveaHTIdov40Y9+hD/8wz9EKpViI15aeLLLr6doMj89AkglII2mTfhRG4EuZvoeItL8wo9oiVSTNpki4ERGCfzokr5HrvUm8BFrvV4PtVrNEjvpQUE3LiU70sNCr9fX3aAUDaDEEj75cSNyTdo2AEweUq1WWyLZGo0GLpcLNpsN1Wq1LYKt0Wjg9Xrh8/lYJ1coFLC6utpSZrxKpWK2f42iqNlsFktLS+vqugVBgM/nw8DAwIZ+1fl8HtPT0029t1uNaPEol8u4cuVKQ7suvV6PI0eOsPZrl9AVCgU899xzdYlOY2Nj6OrqavkY14M8AqlQKHDXXXdtyvt7N+NWJNvA9W3/SqWCs2fP1hHIdgZzjdqlkVc40FqRKjk2muFSq9UYHByE3+/f8LoIh8OYm5tblzAbjUb09PQwPbYcsVgMi4uLG1bXJQcor9cLp9PJHK2i0SiCweC6pd55EPE2m80oFouIRCJIJpMtfbZWqyGVSkkcs1rpq5r1dfIZXWDt+crngeXz+broN/Wt5JDSLAIOgHEAPiAjiqJEzkP/8yScQAE8noTzBJzXevMkn08ElctpKXoul8XKCTtv/MCTdvoe4lH0Gw8fPoyHHnpow3bcDnTIdos4d+4cPvWpTyEYDLLpG756E19Ihc/2lUs5eE01yUQASIgVEV5+//xCU2r8qJQuNiLUcmsdPsuZ/x7+gue3bUas+VE1PwKnm58SGuTTprx2LZvNolarSSyBNuroaEqNv5n5hxxFCJpFHAwGA1wuFwwGA8rlMqLRaMsPWIVCAZfLBZ/PxxxFqtUqwuEwgsGgxH2jGUwmE7q6uuD1ehtGoWOxGJaWltb1myWS3d/fv+EDvlgsYm5uDsFgsOFvbFWrKUcqlcLly5cbRsidTif27t0ruc7aIXSFQgHnz5+vG7BsZdT5ekY2dxtuVbLdaGaju7sbo6OjW7L/ZgPGwcFB9Pf3b/j5Zu0SiURw9erVhprnrq4ujIyMtHUvZzIZTExMNE1A1Ov1GBgYgMfj2dB5i0j3esEGtVqNrq6upoGGTCaD5eXllqLVarUaXq8XXq+X2QcWi0WEQiEEg8ENo+UEjUbDCrrUajVW7K3Z98tlJJRsyEskNpKi8bO4lERJOU3yXCX+O8mAgcg1sNYn8PlQFNSiIBhfsE4OvholfQ9JSnjwLmgU4afvJr5B54In4Lw1oXzGnp+V5x3XiJDz50o+q86Tcd760GAw4Pbbb8fv/M7vrHv+twsdst0iJiYm8Hd/93fMXoiPPPPkmtdHE7nmwY/eqtVqU0JNPsykoeK/R6FQNLXFofcoyk3gp4B4qNVqRqgpA5huVt7Tm25WchHhb3A5UaaHCe/OQt7VjSQkjUDkGnjhJqNjawQ52RYEgVXEUqlUKBQKiMViLT+EBUGAw+GAx+OB0+mESqVCtVpFLBZDOBxGNBrdsENQKNbKDnd1dTV0JSANYiAQ2LCcu9frRX9//4Z66nK5jIWFhXU13na7HaOjo21pnylBqpFsRBCaV6hrldCl02lcuHChrlNodwp+o9/w/PPPS6aPt1Kzu9twq5JtAJicnKzTQh88eLChzngzaCSFAtb8qcfGxjYkr83aJZ/P49KlSw01yyaTCXv27GmrgqUoilheXsbs7GzTxEWTyYTBwcENfb5FUUQoFMLc3Ny6eSoKhQIejwddXV0Nk7mpWuTy8nJLz2uDwQCPxwO3281mGzOZDMLhMEKh0IY5MwSlUskqKAqCgGw2i2g0KnEL2SioQ4RUoVjzzqZ+ej00kpJQUjkRcPk+qtVqXUSbjlOhUEj6dLLTpQRM8uzO5/MNn+XEH+TRafmzWS5Joc9TcJH/7Y1IOBFl4lJytQAASVCRFnk0nMg2abbf//73r9/Q24QO2W4R8/Pz+PznP49oNMp8onmNE38aeX008II2mrbnCTVNpzS6kGnUyEfACfKpHfpMo30BL0SreUsdnU6HcrnMbjz6S8dN1nj8TdvM7YNueJrGWm+k3gjV6prpPz+K1ev1LScA0SDG7/czEknVNFvR9NF3koWUy+ViBDsajSIcDiMWi7WsD/T7/fD7/Q0HFYlEAisrKxvqutsl2ZTt3+wY1Wo1RkZG2s7WjsfjmJycbBi10mg02L9/f1MZSiuELhKJ4PLly3XnYjPJZetBbvUHrJGfPXv2bMn+dxtuZbJdKBRw6tQpyTWnVCpx7Nixay50Q2iU5AusDXYPHDjQ9LreqF1qtRqmpqYkCb48uru7MTg42NZ9UywWMT093bAQDsFqtWJgYGDDvAlRFLG6utqSHttoNMLn88Hr9TYkpYlEAsvLy4hEIi3J/AwGA9xuN9xuNysClk6nEQqFEA6HNyw8Jt+Xw+GARqNBtbpWCj6RSCCfz9dJP5qBryBZrVaZ7/RGoJlgCliVy2XWpzabPSatOE/C+YGCPKim0+lYv8v3/434Ax+x54OMFNmXg49y87JbfgaeeA0FAuVEnIKRfK4aHxGnKDxFwwVBwIkTJ/C2t71tw/O7HeiQ7RYxOzuL73znO2ykK3fwkBNpek2SDz7JApBGw3l5iBw82eZ1Tc1INckr+IWIGiUR8jcXnywpJ9Z8wRkAzOWDbmi6mUlyQsS6FUcHGmXzGdS8j3YroOg1addSqRSrqtkqFAoFHA4HXC4XnE4n1Go1isUiotEootEo4vF4Sw95lUoFj8cDr9fbMIpdLBYRDAYRDAY3jLRsNN3KI5fLYWlpCcFgsOlxKhQK9PT0oK+vb0s7YJvNhv379697jBsRh6WlJUxNTdWtNxqNOHTo0JZFnAOBACYnJyXrtFotjh8/fks5kPC4lck20Pja0+l0OH78+JZ5rW/m+m61XVZXVzExMdFwcK1WqzE8PAyv19tW2yYSCczMzKzrbb2RBptHK/I44IXKkH6/nxW44UGzgKurqy0nNur1elZt0mq1sj4iEokgGo22PMsJrD1DqQBLsViEQqFAMplsq68BIOmfRFFk/e5G/R7vTEIknH4j32fLr1s+As5Htanfp8IzfABOpVKxIBy/NCoYxM+k8+4moihKZK7yY+LzyvhINsldiWQTb+LJOF/HgxQEZIqwd+9e/MzP/ExbbXKj0CHbLWJ5eRlf/epXmS80WeiR3IOvkEgXEPDCDSXXaPPgiTl/4dHIrdEFy5Nq8tOmi56qUpEPOBVyIdCNxY9y5TdppVKRjHZpX0SsaYTdygifKkHygw1KoGxHYwiATa3RbEI6nWZVueSWTM2gVqvhdDrhcrlgt9vZQ5gSJVuxlQJekJp4vV64XK6631IsFhEOh1vOfJcXdlgPrWq8u7q60N/f3xahFEURS0tLmJubaxol7+vrw+Dg4IbnuhlxEEURU1NTDW3NNor8tYt4PI7z589LZp8UCgWOHTvGol+3Im51sg0AV69erbOxs9lsOHLkyJadk2YzNxqNBocOHaqTfbTTLtlsFpcvX25KHK1WK0ZHR9u+ziORCGZnZ9clpGq1Gt3d3ejq6trw+dJK4je/X5fLBbfbzXJkeOTzeQSDQayurrYcqVYqlXA4HHA4HHA6ndBoNMjn86wATqsEnvoZg8EAm83GrGbL5TKrv9EOKIItn9FttV8l+QkRcZJTyGewG81Gywm4vPQ8WfcSz1CpVKyQDhFwsgtsBN5Bjb4XeEGS0oh68lyKtwskTsVLdOkc8OR73759+Kmf+qmWzv2NRodst4hAIIAf/OAHWFhYQKFQYORU7g7SbITK67flpLoZoabP8eXPiRiT1yURa7rw+QcZVWbibzq+fCzwgnyDyDndRCQFkUtINiKBVOyHJCGUREHWgO2CH0SIoiixRuKxkZbObDazh63FYkEul0M8HkcikUAikVi30AIPQRBgs9lY4QR5J9MuwaaITldXV8OOhUepVEIoFMLKysqGURmv14uBgYG2PLNrtRpWVlawuLjYtBOzWCwYHR1tWRfaiDgUCgVMTEw0HCj4fD6MjY21PQhrhnw+j+eee66ufQ8cOLCp8vE3Ezpke+2aP3fuXF0kd6uTZpvlJCgUCoyOjsLn80mIRTvtQvkU8/PzTYms2+1GX19f23ruUCiE2dnZdUkt5ab4fL4Nj5nKsbcywwdIibfNZquTTaZSKfa8bSfKbDQamT7bZrOhVqshHo8jFoshFos1Jc3N+hlBECTSDooot9qvEHgpCAXueOLbav9L5JtkofLZbp1OVzdzLQ+wERfgrykqlsdzEuIjci5CZegbgYg4P1tPC29PLD/3fGRbfp0ZDAYcOnQIr3zlK9s55TcMHbLdIsLhML7yla+wkVQzHTXvliEn1M1ONU2BEDmmSo58tjONIOUjUACsuA1fTUleyIUM6OlG4EelNJXEk+uNLPTo5mpGrNvRW/OgUSt9t3wA0Qzyh6BarWbk2m63o1QqMQ13IpFYt6CCHKTlJoIt9wenEr7tTE0aDAZWaXK9qFC1WkUkEsHq6uqG1laCIMDj8aCvr68t3SlVd1taWmraybRjB8ZDFEUkk0lYrVYWMZ+fn284uGzVraFVNLNh6+/vx+Dg4JZ9z25Fh2yvoVQq4bnnnqsja1tpNwmsDTIvXLjQ8BlhsVgwNjYGk8m06XYpFAqYmppqavMJrCUc9/X1tWX1WavVEAwGsbS0tKG1qVarZXK69aLp9FxoJXeFQAmM9FyXu1Gl02lGvNvRZguCAJPJBLvdzkqwF4tF9kxPp9PsubtRUIcHSUBJ20wF79oFL90kiQbNZhNvWA/NpCQAJLPjPIHmo9F8tWwi4vJ+WRAE9lniI3KXEp6ErzcD0MgmmRbenYQHSWv37NmDBx54oO1zfCPQIdstIhAI4OTJk2xELtdYN/OmJvCEmkaDgiCwrGW+2hNZ4fDgL2b5zcFXeORJNF3YtD9KkuSJNU0PNQORaj76TdF8ebZzOyDNO1/IZzMPIoJSqYROp4Pf74fZbEatVkMymUQqlUIqlWo7wqBSqdiUo8PhkBDsXC6HRCKxoU1Uo3263W5JpclGqFariMfjiEQiCIfDLdlg+f1+dHd3t+UVXCwWEQgEsLy8vO758fv9GBoa2pSOVRRFVthhamqqYWetUCiwd+/etkrEt/K9Fy9erCtR7XK5cODAgVuaXBI6ZPsFpNNpnD17to5AHDlypC1iuhEqlQouXbrU0FOaZF8DAwPI5/Mwm82bapdoNIqpqal1I8cWiwV9fX3Mr7oViKLI5GsbeWIDa9Fjktit53xEeuxgMLiuVrzR/imYYrVaJcGddDrN8m7S6XTL+yQYDAZYrVam0y6VSkgmk4jFYohEIi0nSMrBz15QMZd2n6tyGQhFkPmZ7I1IuPjflnt8BJtPjuQDePSaJ9AAGkpKGgUDaX88Ceej2hRQpP1tJMVp5OVN8pmRkRG89KUvbet83ih0yHaLiEaj+NrXvoZcLtc0sq1SqdjFxBeLISLJE+pm5IYuykbSERpl0oXJk3M+GYGK2PCknOQYjcDvl58KovKufMS73Yg1kfVyuSzJKqbEis1CrVaz5EiVSoVarYZIJMKmwjYDo9HIEmosFgu7mbPZLBKJBJLJJJLJZFtRcZVKJdEfNpsGLBQKrHNIJBItZ95TolKrbUL+4BQpXw8WiwUjIyPrDgw2AkXzMplM0wTgAwcONEwq3Szy+TyuXLlS13EbjUYcO3ZsUzMuNyM6ZFuKUCiEy5cvS9YpFAoMDg6ip6dny86RKIqYnJxs6iZCHtLDw8Ob/s5arYaFhYV13YmAtfuPItHtSEza0WADaxFUerbK5SA8qLpjOBxui3hTdNpqtcJms8FqtTISWyqVWJQ6Ho+3HXgB1vpUs9kMo9HIIss0W5rJZNYNtK0H0i9TX1OpVFhgrR0SzpNnItCUyMlzCVqaPQOJ+PIRbOICBDlx5v8nBy85l5BzFB5kN8g7tvG/i+qB0D6aRbar1SoOHjyIV73qVS2ftxuJDtluESsrK3jmmWcQi8UkZcFJS0zTJeQ52ey08hcWP1qk/cmj3PJyqTz4ffDkuhGJJfcS2hd/M5TLZea3zUe+Wy15DkCyz0qlIiHVrSZ8rAdeXqNUKlGr1VhiCNDe9B6/T163p9VqUSgUkE6nJctmouIbEWyKlCSTScTj8ZblJ0qlkhXYaZUkUURqdXW1JQutzUw1y5FKpViBimw227Bdurq6MDQ0tGWJkKK45hk8PT1d9xvVajWOHz9+S/ppN0OHbNdjZmYGCwsLdeutViv27t3bVg7ERojFYpicnKwLDtCzzOl0oru7Gz6fb9P3SCsSMYLBYGCFYlq9TyiPJBgMtpxYTnIQIsYmk6nh9bdZ4k0wGAwwm81sMZlMUCgUSKfTLF8nmUy2NaPKJ+KrVCpWAZJmaskMoNXZzkbgDQWIbIqiKIkyt5rTwktIeGcRAHWSD57wyvcvn+HmSTj/Wyl/jfYj3y/9Pvns+3oBSOAF60FSBPAmEnSOVCoVhoaG8JKXvKSt832j0CHbLSIcDuP73/8+S55o5iwCQHKB8bY4SqWSjV7lvpLrZfTy5LzRDUc3eSNyTgSbNNVyYt5q4gVfRYpfgBckLhT5lidetINGlj4KhaJp9jKhFbKt0+nYA95sNrOoNVXz2kw2OUGegCnP/s7n80ilUoxgb6R95EGacZqSbSUym8/nmcyl1QTQzSRR8ahWq6xID3W8jdrFbDZjbGxs09/TCIVCAVevXm1YzVOhUODw4cNbKge4GdAh2/UQRRGXLl1qqHtWKBQYHh5GV1fXlp2vRsmN8ntGqVSyIjCbvWdaSX7mQQmEDoejTqLRDNlsFqurq1hdXW0rWVGpVMJiscBqtTLNdKMKxJS8GI/HN/WcFgSBEXCyqdXr9SiVSojH40x2uB75bqWfoX6LJ+CVSqUhiW0Vct01X2Vazjea2QjzkFv7ybXUPGHmSTNvbUzfIQ/e8US60bnk7Y75/RE/ot/GBwibRcUJ4n/7d+/fvx8vf/nLN3WOrzc6ZLtFhEIhPProo+xG53VHfClShULBbi7ekqYZaMTWaKEbVr4/fvn/27v3oKiuOw7gXwQWhAXEgNg4EApkJVQT64DvGfMaWxWZmmnVmkxMotOxadJIY9T6GJtOah9Tp5FIo3ESJybSIOqkSY0dZJpOlapgomONXZMIYlHeILoisuze/kHP9uzl7pNd7up+PzM7i3vx3t+ye+/93XN/5xz19KbA4BZvuRRFayd0Nc2qnLyLmnO59VvdCdMb6qRdDOcjSkzkK2BfqIf+E7cVxVTzose0POXtUMTExCApKcmRYIu7CaLFXUzFKx6+tnSIMcRTUlIwZswYj/V3okW+q6sLXV1dPg2JlZaWhvT0dL9a7Ww2G65du4aOjg60trYOSurlk1N0dDSysrJ87mTpjt1uR0tLC77++mvNv/HIkSORm5sb0DKVuwWTbW12ux319fX4z3/+o7ncnxlYPZE7N7pL6BITEzFmzBgkJyf7NfmOGGGksbHR61pmMca0aEgwGo1uW9pF58fW1tZBMzB6KzY2Fkaj0dEibTQaHf1RRGdIkXhfv37d7zIOYOAYKGY2Fq3UIlm8efPmoBkkvR1iVma32x0DCYha7f7+fqfzvzdJskzuvCgnzn19fU4twXLCLM8F4ioXkFut1f2+ZCJJVq9Xa3g+demr3FjnSmRkpNO6RBWBiEMk5XL/L5PJhMcee8zrv+Fw8ivZPnv2LN544w2cOXMGVqsVOTk5WLZsGRYsWOD1Oux2O8rKylBeXo6GhgbExcVh6tSpKC4uRmZmpq8hBV1LSwuqqqrQ3t6Ovr4+ty3bMjEcoPiyiKRS/Cy3dMtXwd7cUlG3eovbQXLvZ5FIq3+WE3fxFRDrVfdMdlfjJbhatzz5jrx+kbQPpX5WHLDEnQZFUZwm1XFV3+WPkSNHOrWKjxgxYtAQSz09PT71glcTI6iITplaJzRx0BYt8Tdu3IDFYvGp1MXT+ODuiBOdSOq7u7s93nG4ffs2MjMzkZ2dHZDJQsSQXy0tLWhra3N5QTtu3DhkZWWxRtsFJtvudXd3w2w2u7wwT0xMRFpaGlJTUwM2MVJHRwcuXryI9vZ2jyVxMTExSE5Odjx8jaGnp8fREu3rcWvkyJFOJRruJjOzWCyO/ij+lIMIkZGRjtZo+VmMmS3KQq5fvz6kMg6ZutGrr68PN27ccJxrh1oC19fX59TRUYxYIiev6gTWU1Iu98GSOy6qE1y5hVm9fnWiKyaYUZd+eJM4jxgxwrEOreRZ7iwqTxbobkhkrfccHR0Nk8mEOXPmeP8BDCOfk+2TJ09i+fLliI6Oxvz585GQkIDKyko0NjaiuLgYK1eu9Go9mzZtwr59+5CTk4PZs2ejo6MDn3zyCWJiYvDBBx8gJyfHrzcULC0tLfj4448d43mKL46oS5Yf4jXRMdLXhE+sW36WE3QAji+k+uFpeCH5Klqu2RL10PKXXSTo6vXLFwZipxB163LSL5eqeJPwyBcJ8rblWaTUA9vLteW3b9/2qc5ci0ha5YsNkcjLV/mBIN8+TU5OdpSfiLsJosOLPAWvPPuXr0RyMGbMGK+SXqvVips3bw56eJvYi9FhjEaj5qxwvhCjmrS1taG1tdVtciBmEvM0rXS4Y7Ltmc1mQ11dnebkS4Jc5uVP0qsmhsjs7u5GR0eH1/u7mMZbPMSdPW8+2+7ubrS0tGjenfKWPAuxPOmZPGiA1WpFZ2enIzH2pZzOHXlQAIPB4HR3Vox3LQ/N6y9FURx3ZEUCK58HRQKrlazKQ9p5sw31xDHySB9a69falnjIya1c9qFOmN0lt+62IS5I3OUP/uRBoj5brs1Wt2jLww4/9NBDd0cHyf7+fsydOxfNzc0oLy9HXl4egIEr1yVLlqC+vh6HDh3y2DJ94sQJLFu2DPn5+di9e7fj4HT8+HE8++yzyM/Px/vvv+//uwqCxsZGfPzxx46aLrHTii+Q+DKoH/KXRCTLovREXYYij16iRaxH3p78uli/emeQ/611FSnvIJ6Ig5p6enpRVqO1Q8jbkbcl/yxvX07a5Ye7pF3c+vPmPcoPeXZP0Uk0UK1UchziNpeYfVO0yIgLCXlUmUC1xhsMBqeWL3EbVr6gUdfbycM5+TLqikxM0jN69GgAA8cHV52g1ESZkSj3sVgsjrp6bw5VY8eORU5OTsA6Xd7NmGx7r6urC2az2asLbYPB4JT0ivIEb8sERF+S+Ph4WK1WNDU14erVq35d5LsajUJumZXnNhB3jcSdq6GWaMjEeULdKtzb2+vYx3t7e50argJ1V0rUPKtLJQE4nR/lu8/yszhPi3VpfZZykiwfQ+UkWT73i3Wrk1b5vcu5gVwHLvfLkmubPX1W8rrlbYjcQ7w/dWOXXM4q1iNyFfnh6WJGKy8Q50nxsxha2NW61ctEzAaDAdnZ2Vi4cKEvX41h49MZ6cSJE7h8+TKeeOIJR6INDEyh/fzzz6O4uBgHDx7Ez372M7frqaioAACsWrXKKbGZPn06Zs2ahaNHj6K+vj6kJp4QdXxi8gOtL4K8U6hfl78Yck9a+d/iZzmJFuROluqWdHnbMnk9WjuhevtiHeqWdPV25GRQK1atf2u9H3UrgPys9bdQX2jIFzhyQqsmrnrlCwPxLK72tf5eWtt2dzElYpM7rsjDL3pKALXiUC/XilE8xGyjolVrxIgRaG5uxtWrV51KboZy8tSKKSIiAomJiUhMTERKSgpiYmJw+/ZtNDU1wW63w2KxIDY2dtCFmFZfAX8vNJKSkhzjBhMFWnJyMgoKCtDQ0IDm5ma3fXFE4qM1tKZWA4XWMfbWrVuOfdhgMCAzM9ORAMuTcskJ31AvmMTxWD7uK8rArL3i4re3t9epf5L4WX2O04pJ/l1XRKOJnKiKY5bWeVVOwNRxuIpN/lnUE6v7KnnTGU8dh6ttiyRZHN+0ykZd/c08/Vv9nsT5SK4Ll8+P4lyh9beQ1+nqe6U+72k1asnnKfVnrvWsfk2r4VJsQ+u8L/5fampqQOdqCDSfku2amhoAwKxZswYtmzlzptPvuHPy5EnExcVh8uTJg5aJZLu2tjakku2vvvoKH3zwgVPrgj8HN09fNndfQn9oXX26ewSC+gDk6jlQ5HVq3UIb6q1Dd9uVW4bU9WjBJO4wyB1go6KiYLFY3M4gFygxMTGOzlIiKRCdQWXuOnsNVXx8vGOMYA7pR8EWFRWF7OxsZGVlobOzE62trWhvb/epPlgkV+46aHvaZ+Lj4xEZGenUZyNQd8M8kTsPynfDAtX6rUVdXig/AlWb7WqbWndG/S2zcUddJqFuyHHVYOYPdcKs1bikfm0o2/H0s9azL9sQLly4AIvFgqefftrvmIPJp2T70qVLAKA5pbKoO21oaHC7jp6eHrS1tcFkMmm2QooSFLEtV4K5c2upqqpyXNGqrwz9efaWr8m51pX1UGit19UtnkAm7Op1a7Xiyw/5il0dgz/fFVe32+Qaene3OAPx/dQaIkk8tLYdjH0iIiLCafQZVxMkudq2vwdRV2JjY5GamjpoOujhPh7cDQL92YQTMQqRzWZDe3s7WlpavJ6MyhNvPhdxkZ2SkuJIzsVEJOI5GElhRMT/S/zkeOWhZ9WjZQXqWCgaGGRyCYLWQyTJQ9mm3L9F646nOkHWSpg9EY0zns4pWndVPT3U5POqJ94k4u6SZ1/zAW8Tca1lERERqK+v1+V45s379CnZFq1Wrsb6NBqNaG5udrsOMdyQfKJUr0PeliueRkEIpJEjRyIvLw8xMTGaBzBXt1zc3UJzl4T7kyxr3frxJ1HX+re35B3M3UWAt4m7t9RlLSIOV+U87pJ2df2a+r3JfD2Ia21HqyOLSOhdxeBPp1t3MblK6EV9pYhD3r6vQyf6OtpBVFSUo7bdaDQiLi7OMVuoiGE4jwF3s+7ubr1DuGNFRAyM3ZyVlQVFURz1x6IGWZRe+PM99XafEccxsY8I8pBrroaNDeT+I44XauoOc+JZ3X/H38RYvsMovyZT9xvylBx706Is30l1x98k2VXS7EuyrLV9b1qbPSW83nxvvF2HuyTa25+Bgb9LWloabDab18NaBoo3nfHv2F5Ewz1u7lNPPYW6ujocPXrUcRCUv+yukkOt33GVYKt/luvQxLOnJFrmKmF3lXDLy9Wva9XEyf/WSlCHeuHhqg5PXq6OxV0Nu9b78/a9e3rfnpJ5reTZ17+VNxcwri4itFrnRUy+XlR5+tup19nb2wuj0ajZAUg9xJU8FBUFl6IMjIeclJTk83eAtCUkJCA1NdXpNUVRNOcxEAmvutOYmEFQlEZpJUnyutWveUO+cNYadUquyZWfRbIo/q+rVk/1dnyJVd1xTisRdpW0iv/vql+RP39DdWJus9kQETF4FkOtz8lVQ9BQEkz14Ajqn9V9sTwlt75s39X6XH1H3SXuWjGol2s1Krn6//feey+Ki4sRGRkZkhOY+XRGE63Orq4aLBaLxxmuxHJXLdfidVct34IeJ4fNmzc7DgCekicaXooy0BN8KLNXUuApiuLTaCQ0/Py54CLvRUQMLr1wh/tM6OJ5JjTdCXmZT724RD21Vl12d3c3urq6NOu5ZXFxcUhNTUVjY6PmLSNRqx2KE9sIN2/e1DsE0jCUCWUoeIJRO0p0N+M+E7p4nglNw1064iufku2CggIAwLFjxwYtq66uBgBMmTLF43qmTJmCnp4efP7554OWiXWLbYWi4er5Tb7h50JERMHE8wz5w6dke/r06UhPT8df/vIX/Pvf/3a8brFY8Mc//hFRUVFOA4p3dnbi4sWL6OzsdFrPokWLAACvv/6608QZx48fx7Fjx1BQUBBSw/4REREREfnDp5rtqKgovPbaa1ixYgWWLl2KwsJCGI1Gx3Ttq1atckqS9+7di+3bt+OFF17Aiy++6Hh92rRp+MEPfoCKigosXLjQabp2o9GIX/ziFwF7g0REREREevG5y/+0adNQVlaGkpISHD58GFarFTk5OXjppZdQVFTk9Xp++ctfYvz48SgvL8d7772HuLg4PPLIIyguLmarNhERERHdFSIUX8cMCnOKouDatWsYNWpUyPZ6DUf8XEITP5fQxc8mNPFzCV38bELTnfC5BHdOaSIiIiKiMMZkm4iIiIgoSJhsExEREREFCZNtIiIiIqIgYbJNRERERBQkTLaJiIiIiIKEyTYRERERUZAw2SYiIiIiChIm20REREREQcJkm4iIiIgoSJhsExEREREFSYSiKIreQRARERER3Y3Ysk1EREREFCRMtomIiIiIgoTJNhERERFRkDDZJiIiIiIKEibbRERERERBwmSbiIiIiChIovQO4G5gNpuxa9cu1NTUoKurC6NGjUJubi5WrFiBadOm6R0eAThz5gx++MMfwm634+WXX8aPfvQjvUMKOz09PThy5Aj+9re/wWw2o6mpCQaDAbm5uViyZAkKCwv1DjEsnD17Fm+88QbOnDkDq9WKnJwcLFu2DAsWLNA7tLDU0tKCw4cP4x//+Afq6urQ3t6OpKQkTJ48GStWrMBDDz2kd4j0P7t27cLvf/97AEB5eTkmTZqkb0CEI0eOoKysDOfPn8etW7eQkpKCSZMm4ZVXXsE3vvENvcNzYLI9RB9++CHWr1+PhIQEPPzww0hLS0NXVxfOnTuH06dPM9kOAb29vVi3bh1iY2PR09Ojdzhh69SpU1izZg1GjRqF6dOnY86cOejo6MCRI0fw8ssv4/Tp09i0aZPeYd7VTp48ieXLlyM6Ohrz589HQkICKisrsXr1aly5cgUrV67UO8Sw895772HXrl3IyMjAjBkzcM8996ChoQFVVVWoqqrC1q1bMW/ePL3DDHsXL15ESUkJ4uLieB4JAYqiYPPmzSgvL0dGRgbmzZuH+Ph4tLa2ora2FleuXAmpZJuT2gzBuXPnsHjxYkycOBE7d+5EUlKS0/L+/n5ERfF6Rm+//vWvsX//fixfvhzbtm1jy7ZOzGYzvvrqK3z3u99FdHS04/X29nYsWrQIV65cQUVFBR588EEdo7x79ff3Y+7cuWhubkZ5eTny8vIAABaLBUuWLEF9fT0OHTqEzMxMfQMNM5WVlRg9ejTy8/OdXj916hSeeeYZxMfH4+jRozAYDDpFSDabDYsXL0ZERAQyMzPx0UcfsWVbZ3v27MGvfvUrPPnkk9iwYQMiIyOdloda/sWa7SF4/fXXYbPZ8Nvf/nZQog0gpD7ocPXZZ59hz549WLt2LcaOHat3OGEtNzcXCxYscEq0ASAlJQWLFy8GANTW1uoRWlg4ceIELl++jMLCQkeiDQBGoxHPP/88+vv7cfDgQR0jDE9z5swZlGgDQH5+PqZOnYpr167hwoULOkRGwq5du2A2m7Fly5ZBSR0Nv97eXpSWliI9PR3r16/X/ExCLf8KrWjuINevX0d1dTXy8vJw3333oaamBmfPnkVUVBQefPBBTJ48We8Qw96tW7fw85//HFOmTMGiRYuYSIQwcWDkiSx4ampqAACzZs0atGzmzJlOv0OhQewXoZY4hJMvv/wS27dvx49//GPcf//9eodDAKqrq3Ht2jUsXLgQdrsdlZWVuHTpEhISEjBjxgzcd999eoc4CPdgP33xxRew2+0YO3YsVq5ciU8//dRp+cyZM7Ft2zYkJCToFCFt3boVbW1tePvtt/UOhdyw2Wz48MMPERERgRkzZugdzl3r0qVLAKB5IkpKSkJycjIaGhqGOSpy5erVq/jnP/+J1NRUmEwmvcMJS/39/Vi3bh2ys7NZehhCzp07B2CgcaaoqAj19fWOZSNGjMAzzzyDtWvX6hWeJpaR+KmzsxMA8Pe//x3/+te/UFpais8++wyffPIJHn30UVRXV7Ozl45qamrw/vvvo7i4GOnp6XqHQ25s27YNX375JZ544gkmFUFksVgAwGUDgNFoxI0bN4YzJHLBarVizZo16Ovrw+rVq3nHRyc7duzAhQsXsGXLlkHlb6Sfjo4OAMDu3bthNBpRUVGBzz//HHv37kVmZibeeecdlJWV6Ryls7Bv2RY1cd7as2cPpk6dCrvdDmCgVe7VV1/F448/DmDghLVt2zZ85zvfwV//+lc0NTWFVI/YO4m/n01PTw/Wr1+PSZMm4amnngpegGHK389FS3l5OXbu3Im8vDxs2LAhQBES3bnsdjvWr1+P2tpaLFq0CN/73vf0Diksmc1m7NixA8899xy+9a1v6R0OScS4HtHR0SgtLUVaWhqAgX4OJSUlKCoqwu7du7F06VI9w3QS9sl2YWEhbt686fXvp6SkAPh/61BkZCRmz57t9DsGgwEzZ85ERUUFvvjiCybbfvL3s/nDH/6A1tZWvPXWWxgxgjdvAs3fz0XtwIED2Lx5M0wmE9555x3Ex8cHKkTSYDQaAcBl67XFYmHZm84URcHGjRvx0UcfoaioCK+++qreIYWttWvXIj09HS+++KLeoZCKOJZNmDDBkWgL999/P9LT09HQ0IDr168jMTFRjxAHCftk299Sj29+85sAgNjYWM3bS+Kk1dvb639wYc7fz8ZsNuP27duYO3eu5vKtW7di69atePrpp9ma6odAlEft378fmzZtQk5ODt59910kJycHIDJyRwzp19DQgAkTJjgt6+7uRldXF7797W/rEBkBAy3aGzZswMGDB1FYWIjf/OY3bCzQkdlsBgBMnDhRc7kYQam0tNRxZ5uGR1ZWFgDXJXFy/sVk+w6XkZGBe++9F1evXkVzc/OgYeUuXrwIABg3bpwe4YW12bNnIyMjY9DrDQ0NqK2txcSJEzF+/HgmFjrZv38/Nm7ciOzsbLz77rsYPXq03iGFhYKCAuzcuRPHjh3D/PnznZZVV1cDAKZMmaJHaGFPTrTnzZuH3/3ud6zT1tn3v/99zddPnTqFS5cu4dFHH8Xo0aN5jteBKEusq6sbtMxqteLy5cuIi4sLrXOLQn7bsWOHYjKZlFdeeUWx2WyO10+ePKmMHz9eeeSRRxSr1apjhCQ7cOCAYjKZlJ07d+odStjat2+fMn78eGXu3LlKW1ub3uGEFavVqjz22GPKhAkTlPPnzztev3HjhjJ//nwlLy9Pqaur0zHC8GSz2ZR169YpJpNJ+elPf8pzRohbu3atYjKZlNOnT+sdSlh77rnnFJPJpOzbt8/p9e3btysmk0lZvXq1TpFpY8v2EDz77LP49NNP8ec//xlff/01CgoK0NbWhsrKShgMBmzZsoXjoxL9z/Hjx7Fp0yYoioL8/Hz86U9/GvQ7DzzwAG/JBklUVBRee+01rFixAkuXLkVhYSGMRiMqKyvR2NiIVatWOcrjaPiUlpbi4MGDiIuLQ2ZmJt58881Bv/P444/jgQce0CE6otC0efNmLFmyBBs3bkRVVRWysrJw/vx5nDhxAuPGjcOaNWv0DtEJM8EhMBgM2L17N9566y0cOnQIe/fuRXx8PB5++GG88MILyM3N1TtEopDR1NTk6EVeXl6u+TsLFy5ksh1E06ZNQ1lZGUpKSnD48GFYrVbk5OTgpZdeQlFRkd7hhaUrV64AAHp6erBjxw7N3xk3bhyTbSJJRkYGDhw4gJKSEhw9ehTV1dVISUnBk08+iZ/85Ce455579A7RSYQizn5ERERERBRQ7OpMRERERBQkTLaJiIiIiIKEyTYRERERUZAw2SYiIiIiChIm20REREREQcJkm4iIiIgoSJhsExEREREFCZNtIiIiIqIgYbJNRERERBQkTLaJiIiIiIKEyTYRERERUZAw2SYiIiIiCpL/AgGikXMNgrPqAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xs = np.linspace(-6, 6, 100)\n", "pdfs = []\n", "n_gaussians = 20\n", "for variance in np.linspace(0.5, 5, n_gaussians):\n", " label = \"Individual\\nGaussians\" if variance == 0.5 else None\n", " pdf = stats.norm(0, variance).pdf(xs)\n", " pdfs.append(pdf)\n", " utils.plot_line(xs, pdf, color=\"k\", label=label, alpha=0.25)\n", "\n", "sum_of_pdfs = np.array(pdfs).sum(axis=0)\n", "sum_of_pdfs /= sum_of_pdfs.max()\n", "sum_of_pdfs *= 1 - n_gaussians / 100\n", "\n", "utils.plot_line(xs, sum_of_pdfs, color=\"C0\", label=\"Mixture of\\nGaussian\")\n", "plt.legend();" ] }, { "cell_type": "code", "execution_count": 24, "id": "8d75144f", "metadata": {}, "outputs": [ { "data": { "image/png": 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I5XJ4eXmhffv2+Pbbb0udSqO8uToas5ZDqk6ceSkPR0TtaXnUpoXu3r2L5s2bc7ohPvroI/zvf/8z6zwVac+0tDQEBgZCoVDoY+PHj8f27dvNeu6qyJnfn9VhOaTqztGWQ6KpLQghTu3rr7/mFGJisRiffPKJTZ7b19cXs2bN4sR27NiBmzdv2uT5CSFVAxVjhBCnFR8fz1miCChc+aO8M4tbwocffsgZj8KyLP7zn//Y7PkJIc6PijFCiNP68ssvodPp9NsSiQRz5861aQ7e3t6YM2cOJ7Z79278/fffNs2DEOK8qBgjhDil+/fvY+fOnZzYrFmz4Ovra/NcZs+ebTR5JC0gTggpLyrGCCFOad26dZx19Dw9PfHhhx/aJReZTIaPPvqIE9uzZw/S0tLskg8hxLlQMUYIcToFBQVG84q98cYbpd7ybm3vvfeefgZyoDDHTZs22S0fQojzoGKMEOJ09u/fb7Q+YPHlT+zBx8cHo0eP5sTWrl0Lmj2IEFIWKsYIIU7n559/5mx3794dwcHBlT5vZedvMpxY8u7duzh16lSlzkkIqfqoGCOEOJV79+7hjz/+4MQsMbs2wzCVnqC0e/fuaN68OSdmWDgSQoghWg6JEOJU1q1bx9n28vIy6h4sD21OHlLD90J5+6HRPp6bC7zG9YFHr3ZmnZNhGEybNg2zZ8/Wx/bu3YvU1FS7LC5NCHEOVIwRQpyGqYH7kydPNnspEnVKJhLGfg7ltfslHpMVcRJ1/m8afKcNM+vcEydOxLx586BSqQqfS63Gpk2b8PHHH5t1HkKs5e+//8batWtx8+ZNpKWlwdPTE/Xq1UPbtm3x6aefAihcZ9XNzQ0jR460+PNPnDgRALB161aLn7vI5cuXERMTg8mTJ5d7kfCDBw8iPT0dU6ZMsVpeJaFuSkKI0/j999+RmprKiZk7cF/1MBn3B80ttRAr8nT+z3i2ZItZg/C9vb0xduxYTmzt2rWcyWkJsZdTp05h3LhxUCgU+Pjjj7FhwwZ89tlnaNeuHQ4fPqw/7rfffsO+ffvsmGnlXLlyBeHh4cjOzi73Yw4dOoQtW7ZYMauS0ZUxQojTMBx/9corrxiN0SpN/o0HSBizCJrnmeV+TMryHdCkyeH/v+lg+PxyPWbatGmc//rv3buHkydPok+fPuV+XkKsYf369ahbty5++eUXCAQvSoDQ0FC6emtHVIwRQpzC3bt3ceLECU7MnKtiipjreDjhS+hy8jhxUYAfvMb3Bf4dt69+koaMLUc4x2RsjoImXY76az8Bz1VU5nN17doVwcHBuHXrlj62du1aKsaqAFarhTZTYfvnZVlotVqwfD4YhgHfS1Lufw6Ky8rKgpeXF6cQK8LjFXaW9e7dG0+ePAEANG3aFADg7++PEydOYO/evZg/fz7++OMP1K1bV//Y2NhYTJo0CVu2bEGnTp30Oa9fvx7bt29HWloagoKCOOMpi1MoFFi9ejWOHj2KlJQUeHl5YeDAgZgzZw7EYrH+uKZNm+K1115D69at8fPPP+Pp06cICAjAnDlz0KtXLwDAqlWrEB4eDgCcn7niuRmaOHEiLly4wPmeAeDOnTultKblUDFGCHEKhgP3fXx8MGrUqHI9NuePS3j4+ldgVWpO3LVlQwTu+gpCP2+wLAudTgc+nw+3No3xZO5qoFjXYvahs0h49XME7voaPBdhqc9XNJB/1qxZ+ti+ffuQkpJi00XMiWVl/X4aT+f9BE1qlr1TgaCGDHW+fQ+y4S+b9bg2bdogIiICixcvxpAhQxAcHAyhkPt+Dg8PxwcffAAPDw988cUXAACRqOx/QgyFh4cjPDwco0ePxoABA/Ds2TMsWrQIOp0OgYGB+uPy8/Px+uuv49mzZ3j33XfRtGlT3L17FytXrsQ///yDTZs2ce5yPnXqFK5fv44PPvgAYrEY69evx4wZM3DkyBHUq1cPY8aMgVwux9atWxEeHq6/eSYoKKjEXL/44gssWrQIjx8/1hdytkTFGCHE4alUqgoP3NfKFXj07jKjQsy9a0s02PY5+FKJPpadnQ2ZTAafKYMg8PHEo7e/BVug0e/PPX0NKd/thN/818t83qKB/EqlEkDhQP6NGzdi3rx5ZT6WOKak2Suhy861dxoAAE1qFpJmrzS7GPvoo4/w4MEDbN26FVu3boVQKETLli3Ru3dvvPbaa3B3d0dwcDBcXV0hkUjQpk2bCuWXnZ2NdevWoV+/fliyZIk+HhQUhPHjx3OKsa1bt+LOnTvYtWsXWrVqBQDo0qULatWqhQ8++AB//fUXevTooT++6PeBRFL4s9uiRQu8/PLLiIqKwjvvvAM/Pz/Url0bANC8eXPOFbySBAUFwdPTEyKRqMLfc2XQAH5CiMOLiooyWufx7bffLtdjny/dDm06dxCvZ2gXBEZ8zSnEDEmHdENgxNfgSdw48dRVu1GQlFLCo17w8vIyGsi/adMmmpGf2JWXlxe2b9+O3bt346OPPkLv3r3x8OFDLF++HEOGDEFGRoZFnufKlStQqVQYMmQIJ96uXTv4+/tzYidPnkTjxo3RvHlzaDQa/Uf37t3BMIy++7BIp06d9IUYAPj6+sLHx0fftVoanU7HeQ6tVluJ79JyqBgjhDi8HTt2cLZffvllNGvWrMzHKf95jLR1Bzkxj34hCNi4ADw3lxIe9YLk5ZfQcN83AO/Fr0pWWYDkLzaUK2/DgjE+Ph7Xr18v12OJ46m74gMIasjsnQaAwm7Kuis+qPDjW7VqhXfeeQcrV67E6dOnMWXKFDx58gTr16+3SH5ZWVkACgslQ4ax9PR03LlzBy1atOB8tGvXDizLIjOTe8ONTCYzOqdIJNJPJ1Oa1atXo0WLFmjZsiVeeukl9OvXr/zflBVRNyUhxKHl5ubi4EFuQTVhwoRyPTZ54TpA8+I/X0YkQJ1v3wUjKP/AZ3H7pvB5czDS1x/Sx+T7/kLu1DC4d2lZ6mO7du2K+vXr49GjR/rYjh070Lp163I/P3EcsuEvQzqkq10H8PMrOYDfFKFQiBkzZmDTpk24e/duqce6uBT+E1NQUMCJl1QwGV7RLooVvzrm5eUFFxcXfPPNNyaf08vLq8zvobzGjh2Lnj176seImjtHobVQMUYIcWgHDx5EXt6LOyD5fH65Bu5nH4tDzvGLnJjv+yPh0qC22TnU+vR1ZO0+BW3Wiz/CT+b/jMZ/rCj1DyKPx8Orr76KZcuW6WM7duzAkiVLKr0OJrEPhs+HwFdq8+dlWRZMsWKsokq6ieT+/cJ594r2iUQi/XjH4oqKqDt37qBhw4b6uOGdzm3atIGLiwsOHjyIAQMG6OOXL1/GkydPOMVYz5498fPPP0Mmk6FevXoV/t6KK7rhwPBqWa1atVCrVi1OcVv8Maa+Z1ugYowQ4tAMuyj79u1b5tJCugI1nn62lhMT+Hmj5uyxJTyidAJvT9SaPxFP5/2kjymv3UfGtmPwmTSw1MeOGzeOU4wlJCQgLi4OHTt2rFAuhFTGW2+9BT8/P/Tq1QsNGzYEy7K4ffs2NmzYALFYjEmTJgEAmjRpgsjISBw+fBh169aFi4sLmjZtilatWiEwMBBLly6FVquFp6cnjh8/jkuXLnGeRyqV4s0338RPP/2Ezz77DAMHDsSzZ8+watUqo5/fyZMnIzo6Gq+//jqmTJmCpk2bQqfTITk5GWfOnMGbb76Jl156yazvs0mTJgCAzZs3Y8SIERAIBAgMDOSMNTP1mOjoaGzfvh0tW7YEwzD6GwqsjYoxQojDksvliIqK4sTGjRtX5uPS1x5EwT3uYN7an78Bvoe4hEeUzeeNwUjfeBiq+ER97NnizZAN617qjQBt27ZF48aNOd0/O3fupGKM2MV7772HP/74A5s3b0ZKSgrUajVq1KiBrl27Ytq0aWjUqBEAYObMmUhNTcXChQuRm5urn2eMz+djzZo1+Prrr/HFF19AJBIhNDQUn3/+udG8f7NmzYJYLMb27duxf/9+NGzYEF9++SU2bOCOuRSLxdi2bRvWrl2LnTt3IikpCa6urqhduza6du1qNOC/PDp16oRp06Zh3759iIiIgE6nK3WeMQCYNGkS7t69i++//x45OTlgWdZm84wxLN3aYxLLssjKyoJMJqPuBAug9rS86tCmmzdv5qwTJxKJ8Pz5c5MDeIuoUzJxJ+RtzuSubu2aICj6OzC8ku9ZKk975py6goSRn3FivtNHoM7i0u/sXLRoERYvXqzf9vf3x6NHj/STbFZFzvz+VCqVSEhIQGBgoMOMKTIcM0YqxxLtacn3SdX9TUAIcXqGXZQDBw4stRADgOdLthjNsl/n/94ttRArL4+ebeE5uDMnlrb2AJR3k0p9nOHVvCdPniAmJqbS+RBCqgYqxgghDiktLQ3Hjh3jxMrqoixISkXGdu5jZK/2hntI2dNglFftr6aCERUb4aHRInXFrlIfU3QrfXGGhSYhpPqiYowQ4pD27t3LmZDRzc3NaAJJQxmbDgPaF0sYMWIX1F40xaJ5uTSsA993h3NiWXv/hCZdXurjDAvJ3bt3Q6PRlHA0IaQ6oWKMEOKQDK8chYWFlXonlE6lRrrBAt/e4/pCWMd40snK8p0+AozwxdUxVqVGxrboUh/z6quvcrZTUlJw6tQpi+dGCHE+VIwRQhxOcnKyUaFSVhelfP9paNO4V6d83gqzdGoAAGFNL0gN1gRM/yUSbClLqwQFBaF9+/acGHVVEkIAKsYIIQ4oIiKCs4ajh4cHBg0aVOpj0g2WPXJ/uTVcmwdYJT8A8JnK7TJVP05BdnRcqY8xLCj37NljNJM5cRw02QApjSXfH1SMEUIcjuEVo+HDh8PNza2Eo4G8K/8g7xJ3PiDfqaWPL6sscYemcGsTxIkVXzLJFMOFw7OyshAdXXr3JrE9oVAIAJyVHwgxVPT+KHq/VAZN+koIcSiJiYk4d+4cJ1ZWF6VhESSs4wvPQZ1LONoyGIaBz1thSJq5Qh9TnLwM5d0kuDaua/Ix9evXR7du3TjTWuzcuRNhYdbpTiUVw+fzIZPJkJKSAqBwUlJ7z+1F84xZVmXak2VZ5OXlISUlBTKZjLOkUkVRMUYIcSh79+7lbHt5eaFv374lHq9JlyNr75+cmPcbg81aDLyiZCN7IPnzX6DNzNHH0n85BP//vlviY1599VVOMbZ//36oVCr9AszEMfj5+QGAviBzBDqdrkpPFGxrlW1PmUymf59UFhVjhBCH8vvvv3O2hw8frl/015SMbdFgVWr9NiMSlLlepKXw3FzgPXEAUlfu1scyfzsOv4WTwZeY7lYdPXo0PvjgA/12Tk4OTp06xVlMmdgfwzCoXbs2atasCbVaXfYDrIxlWWRnZ8PT05OujFlAZdtTKBRa5IpYESrGCCEOIy0tDWfOnOHERowYUeLxrFaL9F8iOTHpsJchqCGzRnom+bwxGKmr9gD/DubV5eQhK+IEfN4INXl87dq10blzZ5w/f14f279/PxVjDorP51v0j25FsSwLpVIJV1dXKsYswNHak653EkIcRmRkJHS6F5O2isXiUrsos6PjoH7M7UYyvMvR2kQBfvAYwF30O23doVLvtBo2bBhn+8CBA3TnHiHVGBVjhBCHsX//fs52//79S72L0nDgvlubIIg7NLVKbqUxvHNTFZ+I3LM3SjzesBh78uQJLl26ZJXcCCGOj4oxQohDyM/Px9GjRzkxw6KlONXDZChOXubEfKYOsUuXg6RnG4iC/Dmx9I2HSzy+WbNmaNy4MSdmOFaOEFJ9UDFGCHEIx48f58zrxOPxSp3yIWv3Kc4238sDshGvWCu9UjE8Hnzf5I4Ry446D22O6XmqGIYxKjQNrwoSQqqPChVj165dw9tvv42QkBC0adMGo0ePxsGDB8t+4L9iY2Px0UcfYdCgQejQoQNeeuklDBgwAPPnz8eDBw8qkhIhxMkZFiPdu3eHr6/pdSVZlkVWxClOTDbiFfDc7Dc9hGx0L4D/4lcqm69C9uFzJR4/fPhwzvaNGzdw//59a6VHCHFgZhdjsbGxmDBhAi5evIgBAwZg/PjxyMzMxNy5c7FmzZpynePs2bO4dOkSGjdujBEjRuC1115DYGAg9u/fj2HDhnHuMiKEVH1arRYHDhzgxErrosy/dh+qu485MdnontZIrdwEvlJ49OauPZlpUDAW17lzZ9SoUYMTo6tjhFRPDGvGLTwajQaDBg3Cs2fPsHPnTgQHBwMAFAoFxo0bh4SEBERGRqJBgwalnqekCQ7PnTuHKVOmoGXLltizZ49534mFsSyLrKwsyGQyh7jt1dlRe1peVWrTmJgYdO/enRO7d+8eGjVqZPL4p4vWI231i8lhhfVrodmVDZVqB0u0Z+buk3j8zrIXAT4PzW9uhbCml8nj33rrLWzYsEG//corr+DPP/80eayzqUrvT0dA7WlZjtaeZl0ZO3/+PB49eoSwsDB9IQYAEokE06dPh0ajMZo925SSZpru0qULpFIpHj16ZE5ahBAnZ3hFqGXLliUWYqxWazTjvtfong7xC1U6qAt47q4vAlod5L+fLvF4w6t/Z86cQVpamrXSI4Q4KLOKsQsXLgCA0X+wANCtWzfOMRVx5coVyOVyo7uMCCFVF8uyRncSltZFmRtzHZrkdE5MNrqXNVIzG8/dFZ6Du3BiWREnSzy+X79+EIvF+m2dTofIyMgSjyeEVE1mzcD/8OFDAEBAQIDRPqlUCi8vLyQmJpb7fLGxsbhw4QIKCgqQmJiIkydPwsvLC/Pnzy/zsdaeILHo/DQRo2VQe1peVWnT+Ph43L17lxMbNmxYid+X4Tgs15YN4dqsfqXbwVLtKRvdk1OA5V26A9WDpxAF1jY61s3NDf379+cUo7///jsmT57s9K9rVXl/OgpqT8uyZXuW56q9WcWYQqEAAHh4eJjcL5FI8OzZs3Kf78KFCwgPD9dvBwQE4LvvvkPLli3LfKxcLrdJI8rlcqs/R3VC7Wl5ztymUqnUqIvS398f7du3R25uLmdNQBcXF7jyBJAf4C6XJBvdEzqdzmLtUJnziEQiePRsC76PJ7Tp2fp41u5TqDF3nNG5PT09MWzYME4xFh0djfz8fLAsC5VKVeFcHIUzvz8dEbWnZdmiPb28TI8ZLc6ua1POnDkTM2fORF5eHu7du4cff/wR48ePxzfffIMhQ0pf0kQqlVo1N5ZlIZfLIZVKHWIsirOj9rS8qtCmDMMYFWNDhw4FwzBwd3c3Oj77YAx0xefuYhjIRhWOF5PJZJXKxZLtKRvxCmd1gMzdJ1Hz4/EmcwwLCwOPx9MvA5WXl4fjx48jLCys1NUHHF1VeH86EmpPy3K09jSrGJNIJACAnJwck/sVCkWJV81KIxaL0bp1a4SHh2PUqFH4/PPP0a1bN3h7e5f4GFs1HsMwDvFCVRXUnpbnzG2anJyM2NhYTmzYsGElfj+ZBhO9undrBZG/6bnIKsoS7Skb3YtTjBXce4L8v+9B3MZ4PKyvry+6deuG06dfDPTfv39/mf+QOgtnfn86ImpPy3KU9jRrAH/RlBWmxoXJ5XJkZmaaHE9WXgKBAJ06dUJeXh6uX79e4fMQQpzDoUPcBbU9PT3Rq5fpwfhauQI50dwbhGSjelozvQoThzSDKMCPEyttIL/hBLAHDhzgLJhOCKnazCrGQkJCABTefm0oJiYGANCxY8dKJZSSkgKgsDAjhFRthw5xF/oeNGgQRCKRyWPlB2LAFmj024xIAOmwblbNr6IYhoFsdA9OLGvfX2C1WpPHG949mpqairi4OKvlRwhxLGYVY126dEG9evVw6NAh3L59Wx9XKBT48ccfIRAIMGLECH08IyMD9+/fR0ZGBuc8cXFxJgffnzlzBsePH4eHhwfatm1r7vdCCHEiKpUKx48f58RKW4syczf3ypJHvxAIZOYPi7AVw+k2NM8yoDh9zeSxjRo1QrNmzTixw4dLXmicEFK1mHX5SSAQYPHixZg6dSomTJiAsLAwSCQSREdHIykpCbNnz0ZgYKD++G3btiE8PBwzZszAzJkz9fH33nsPXl5eaNWqFfz8/KBSqXDnzh3ExcVBKBRi8eLFnLl3CCFVz59//slZGJxhGAwYMMDkseqnacg9wx264Chzi5XEtWl9uLZuBOW1F+tNZkWchEdP0/9ohoaGIj4+Xr8dGRmJL7/80up5EkLsz+y+wM6dO2P79u1YuXIloqKioFarERQUhFmzZmHo0KHlOsfMmTNx+vRpXLp0CRkZGWAYBrVr18aYMWMwefJkmvSVkGrAcHLTTp06Ga3VWER+MAYodjWd5yGGZ/8Qq+ZnCV6jeyG5WDGWffg8dAVq8ERCo2MHDx6M5cuX67cvXbqE5ORk1K5tPD8ZIaRqMWttyurE0datcnbUnpbnzG3KsiwaN26M+/dfFCpff/01Fi5caPL4+6EfI/fcTf227NXeqP/TXIvnZOn2LEhKRXzryZxY4K6v4NG3g/GxBQXw9fXl3K3+yy+/4M0337RILrbmzO9PR0TtaVmO1p5mjRkjhBBLuHv3LqcQAwq76UxRP89A7vlbnJhs2MtWy82SRHVrQNyBOxZMfjDG9LEiEfr378+J0bgxQqoHKsYIITZn2EVZu3ZttGnTxuSx2ZHnuF2UEjdIShh35YikQ7h3fMojz4HVmL6r0rAgjY6ORkFBgdVyI4Q4BirGCCE2Z1iMDR48uMSuAsPljzwHdATP1fT0F45IOpRbjGkzsqGIMT2P4qBBgzjbOTk5JqcSIoRULVSMEUJsKicnB3/99RcnVlIXpSZNDoXBXZTSod2tlps1iAL84NYmiBMzLDCL+Pn5oX379pyYYeFKCKl6qBgjhNjU8ePHOQuAC4VC9O3b1+Sx8shzQLGZ6BmxCzz6tDd5rCMzLCCzD50tcQJYw8KUxo0RUvVRMUYIsSnDKz2vvPJKiWvaGg529+wXAp7Y1Wq5WYvhuDFNahZyY2+ZPNawGIuPj8eDBw+slhshxP6oGCOE2AzLskZXekrsoszMgeKvq5yYYVHjLFwa+cO1RSAnJj9g+q7KDh06GM23Rl2VhFRtVIwRQmzmypUrSE5O5sRKKsayo84Dxe46ZFxF8Ojn+BO9lsRwIL/8YAxYE4uB83g8o4H8VIwRUrVRMUYIsRnDq2KNGjUqccUNw0HuHn3ag+/hvMukGY4b0ySnIy8u3uSxhgXqqVOnkJuba7XcCCH2RcUYIcRmDK/whIaGmpzSQpudC8XJK5yYs91Faci1aX24NK3PiZV0V2X//v3B5/P12yqVCidOnLBqfoQQ+6FijBBiE6mpqYiNjeXESuyiPBILVq3RbzMiATwHdLRqfrZgWFDKD8bA1Ip0MpkM3btzj6WuSkKqLirGCCE2ceTIEU7hIRaL8corr5g81vAuSkmvduB7uls1P1uQDuOOG1MnpSL/yl2Txw4ePJizHRkZabJwI4Q4PyrGCCE2YTherG/fvnB1NZ6mQpuTh5zjFzkxZ72L0pBr8wYQNarDiZXUVWl41TApKQk3btywWm6EEPuhYowQYnVarRbR0dGcmOGVnyI5x+LAql5MCgsBH56DOlszPZthGMa4q/LAGZNXvIKDgxEQEMCJRUVFWTU/Qoh9UDFGCLG6CxcuICMjgxMznL6hiPzQWc625OWXIPAyPSmsMzIsxgoePoPyZoLRcQzDYODAgZwYFWOEVE1UjBFCrM6wiAgODkb9+vWNjtPlq5BzLI4TqypdlEXcWjeCsH4tTqykCWANC9YzZ84gOzvbarkRQuyDijFCiNUZFmMlXRXLOXUFulzliwDDQBraxZqp2RzDMJCGdeXEDK8GFunduzeEQqF+W6PR4I8//rBqfoQQ26NijBBiVSkpKbh4kTsgv6TxYtkGRYl7lxYQ1JBZKzW7MSzGVPGJUN5NMjrOw8PD6I5T6qokpOqhYowQYlVHjx7lbEskEqM5tACAVWsKl0AqxrBoqSrEHZtDUMuLE8s+VL6uyqioKJrigpAqhooxQohVGV7J6dOnD0QikdFxijPXoM1ScGKeYVVrvFgRhseDNLR8XZWGxVhSUhJu3rxptdwIIbZHxRghxGq0Wq3RlbHy3kXp1q4JRHVrWC03e/M0uOqXf+UuCpJSjI5r3ry50c0O1FVJSNVCxRghxGri4uLKNaUFq9UiO/IcJ1bV7qI0JOnWCnyDKTvkB42vjjEMY7KrkhBSdVAxRgixmvJOaZEXFw9NSiYnVtXuojTECAXwHNiJEyvvuLEzZ84gJyfHarkRQmyLijFCiNWUd0oLw7UoXZsHwCWortXychSGV/9yz9+C2qAoBYynuFCr1TTFBSFVCBVjhBCrSE1NNZrSwmQXJcsajRfzrOJdlEUkPduCJ3F7EWBZZB8+b3Sch4cHXn75ZU6MuioJqTqoGCOEWMXRo0c5UzC4u7ubnNIi/+97UD/mDlyv6uPFivBcRfDoF8KJGV4lLEJTXBBSdVExRgixClNTWri4uBgdZzjRqyiwNlyDG1gzNYdiOJea4vTf0GQZjwczLMYeP36MW7duWTU3QohtUDFGCLE4s6a0MLiDUDqkGxiGsVpujsajXwgYlxfjwaDRIufoBaPjgoODUa9ePU6MuioJqRqoGCOEWNzFixeRnp7OiZkqxpTxj6C6+5gTq6qz7peEL3GDR+/2nJiprkqa4oKQqouKMUKIxRkWCc2bN0dAQIDRcfKDZzjbwto+cGvXxKq5OSLDCWBzTlyGNifP6DjDYuz06dM0xQUhVQAVY4QQiyv3lBb7ucWYZ1hXMLzq92vJc1AnQMDXb7PKAuRExxkd16dPH6MpLk6cOGGTHAkh1lP9fusRQqwqNTUVcXHcQsJkF+XdJChvPeTEpMOM77asDgQyD0heacOJyQ+cMTrO1BQXhw8ftmZqhBAboGKMEGJRpqa0MCwgAONiQ1DLC+6dgq2en6OSGRSi2ccvQperNDqOprggpOqhYowQYlGGV2r69u1rckoLwy5KaVhXMHy+0XHVhefgzgD/xa9kNl+F7GjjuyoHDx7M2X78+DFu3rxp9fwIIdZDxRghxGLKO6WF6v4TKG884MSkw4yvnlUnAh8pJC+/xImZ6qps3ry50fqedFclIc6NijFCiMVcuHABGRkZnJipYsyoi7KGDO5dWlg1N2dgWJBmH4uDLo/bVckwjNHVMRo3Rohzo2KMEGIxhldoWrRoYXQVBwDkB7jzaHlW8y7KItLQLtyuyjwVco5fNDrOsMA9c+YMsrOzrZ4fIcQ6qBgjhFiM4RUawys4AKB6mIz8v+9xYoaD16srga8Uku6tObGs/cZdlb1794ZIJNJvazQaHD9+3Or5EUKsg4oxQohFPH/+HJcuXeLETHZRGhQXfF8p3Lu2smpuzsRweo+c6AvQ5as4MYlEgldeeYUTo3FjhDgvKsYIIRZx5MgRzraHhwe6detmdJzheDFpaFcwAuqiLCIN7QoUm/hWl6tEzh+XjI4zNW6MprggxDlRMUYIsQhTU1oU70oDgILEZ8i/cpcTq64TvZZEUEMG924tOTH5/tNGxxledXz69CmuXbtm1dwIIdZBxRghpNI0Gg2io6M5MVPjxQzHP/G9PY3GSBFAOtRgAtijxl2VTZs2RWBgICdGXZWEOCcqxgghlXb+/HlkZWVxYgMHDjQ6zriLsgt1UZogDesKMIx+W6fIR87Jy5xjGIYxujpGU1wQ4pyoGCOEVJrhFZnWrVujbt26nFjB4+fIv/wPJ1bdJ3otibCWN9y7GnZVGt9VaXj18ezZs0ZFMSHE8VExRgipNMMrMqbvouTOLcb38oDkZeqiLIlRV2XUeeiUBZxYr169OEtNabVaHDt2zCb5EUIsh4oxQkilPH36FFevXuXETI4X23uKs+05qDMYocCKmTk36ZBuxl2Vx+I4x4jFYvTs2ZMTo3FjhDifChVj165dw9tvv42QkBC0adMGo0ePxsGDB8v9+IsXL+K///0vRo4ciU6dOqFVq1YYOHAgli1bRrNIE+JkDKe0kEql6NKlCyemupeE/KsGE72O6mH13JyZ0M8b7t24869l7fnT6DjDwjcqKgo6nc6quRFCLMvsYiw2NhYTJkzAxYsXMWDAAIwfPx6ZmZmYO3cu1qxZU65zzJo1C1u2bIG7uzuGDRuGCRMmwM3NDevXr8eoUaOQnp5u9jdCCLEPwysx/fr1g1Ao5MQMiwhBTS+jRbGJMdmonpzt7KOx0GbncWKGXcLPnj0zulJJCHFsZhVjGo0GCxcuBMMw2LZtGxYvXox58+Zh//79aNy4MVatWoWHDx+WeZ7Jkyfj1KlT2Lp1KxYsWID58+dj7969GD9+PB49eoTw8PCKfj+EEBsqKCjA0aNHOTHD4oBlWWTuOcWJSYe/THdRloN0aDdOVy6rUkMeeZZzTOPGjREUFMSJRUZG2iQ/QohlmFWMnT9/Ho8ePUJYWBiCg4P1cYlEgunTp0Oj0WDv3r1lnuedd95BzZo1OTGGYTB9+nQAQFxcnKmHEUIczOnTp5GTk8OJGXab5f99DwX3nnBihld8iGkCLw9I+rTnxLJ2nzI6LjQ0lLN96NAha6ZFCLEws4qxCxcuAAC6dzeeMbto2ZOiYypCICj8D5DPp/+YCXEGhn/0Q0JC4Ofnx4kZFg+iAD+IOzS1dmpVhpdB4ar48yrUKZmcWFhYGGf7woULeP78ubVTI4RYiFm3MhV1QQYEBBjtk0ql8PLyQmJiYoWT2bNnDwCYXM/OkLXXYCs6P631ZhnUnpbnCG1qeONOWFgYNx+dDln7/uIcIxtdOHDf0d4LjtCepngO7ASeuyt0ucrCgE4H+e+n4fP2EP0xr7zyCiQSCRQKhT52+PBhTJkyxcbZvuCo7emsqD0ty5btyRS7K7okZhVjRT/oHh4eJvdLJBI8e/bMnFPq3b59G6tXr4aPjw+mTp1a5vFyudwmjSiXy63+HNUJtafl2aNNxWIxHj58iPv373PiYWFhKCgoQF5eHiQSCVTnb0GTzL0hRzaql/4YR+RI71EejwepVArPwV2QFXFSH8/afQq+7wxFTk4OdDodpFIpBgwYoP+HFii8avnGG29ALpfb9e5KR2rPqoDa07Js0Z5eXl5lHuMQk/w8fvwY06ZNg1arxXfffQdvb+8yHyOVSq2aE8uykMvlkEql5apqSemoPS3P3m1q2EVZp04dtG3bFgD0C4Q/N+iidG3ZEK7N6oNlWaNFxO3N3u1ZEpZlIRvdk1OM5V2Mh+phMiQBfvpjwsLCOMVYdHQ0VCoVPD09bZ5zUU6O2J7OitrTshytPc0qxiQSCQAYDdgtolAoSrxqVpInT55g8uTJyMjIwKpVq9C5c+dyPc5WjccwjEO8UFUFtafl2atNDYux0NBQTh46lRryA9xZ94u6KB35PeCI71GPnm3B9/aENuPFPIxZe/5ErY/G6bcHDx4MhmH0PQYKhQJ//fUX+vXrZ/N8i3PE9nRm1J6W5SjtadYA/gYNGgCAyXFhcrkcmZmZJseTlSQpKQkTJ05ESkoKVqxYgV69epmTDiHETrKysnD69GlObMiQIZztnBOXoJUrODHZSJrotSIYoQCy4dx1PLN2n+IM1ahZsyY6derEOYbuqiTEOZhVjIWEhAAAzpwxXrA2JqbwP+COHTuW61xJSUmYNGkSUlJS8P3336Nv377mpEIIsaMjR45Aq9Xqt11dXdGnTx/OMYZ3Ubp3aQFRXe6UNqT8ZKN7crZVdx5BeeshJ2Z4V+XBgwdpwDchTsCsYqxLly6oV68eDh06hNu3b+vjCoUCP/74IwQCAUaMGKGPZ2Rk4P79+8jIyOCcp6gQe/78Ob777ju7X0YnhJjH8IpL7969IRaL9dvanDxkH4nlHGNYTBDziDs2h7BuDU7MsOA1LMYSEhIQHx9v7dQIIZVk1pgxgUCAxYsXY+rUqZgwYQLCwsIgkUgQHR2NpKQkzJ49G4GBgfrjt23bhvDwcMyYMQMzZ87UxydNmoQnT56gTZs2uHPnDu7cuWP0XMWPJ4Q4Do1GY7QEkmERkB11Hmy+6kVAwId0qPH8hKT8GB4PslE9kfpDhD6WtecU/BZNBsMr/L+6devWqFu3LpKSkvTHHDp0CM2bN7d5voSQ8jP7bsrOnTtj+/btWLlyJaKioqBWqxEUFIRZs2Zh6NCh5TrHkyeFs3FfvXq1xDXUqBgjxDGdP3/e6Gq34QzwmTtPcLY9ereDwMe6d0BXB7LR3GJMnZSK3LM3IOneGkDhYOSwsDDOOsGHDh3Cxx9/bPNcCSHlV6GpLVq3bo3169eXedzMmTNNFlWmroQRQpyDYRdl69atUb9+ff12QVIKFKeucI6hLkrLcA1uAJdmAVDFv7iJKnP7MX0xBsCoGIuJiUFGRka5pgwihNiHWWPGCCHEsBgz7KLM/O04UGzQOM/THdLQrjbJrapjGAbeE7hjbLP2n4E2+8UEur1794abm5t+W6vVGi3mTghxLFSMEULKLSEhATdv3uTEihdjrE6HzO3HOftlo3qA5+Zik/yqA9nYXoDgxfq9bL6Ks+SUm5ub0Z2tNMUFIY6NijFCSLlFRkZytn19fTnT2eTGXEdBIndJNO/X+tskt+pCWNMLngO4UwhlbovmbBterYyKioJGo7F6boSQiqFijBBSboYLg4eGhoLPf3GVJsOgKHBtHgC3to1tklt1Yljg5l2MhzL+kX7bqOs4MxNnz561SW6EEPNRMUYIKRe5XI6TJ09yYsX/6Guzc42WP/J6rb9DLDVS1Xj07QBBLe7iwxnbj+m/9vf3168TWmT//v02yY0QYj4qxggh5VI0lU0RkUiE/v1fXKHJ2vsnWGXBiwcI+PAa29uWKVYbjIAPr1cNVjzY+QdY9YuuSMOphvbt20ez8RPioKgYI4SUy759+zjbffr0gaenp34741duF6XnwE4Q+NLcYtbiZXBXpSY1C9nH4vTbw4cP5+xPSEjA9evXbZEaIcRMVIwRQsqkVCpx+PBhTqz40mfKWw+Rf/kfzn7v12ngvjW5NqkHcUfuzPqZ2150Vb700kto0KABZ79hQU0IcQxUjBFCynTixAkoFAr9NsMwnG6w4uOVAEDg5w2P3u1tll91ZTiQPzv6AtTPC1dHYBjG6OoYFWOEOCYqxgghZTL8I961a1fUqlULAKArUCNzF3f5I69X+4ApNhcWsQ7p8JfBiIvN4abVcZaiKn71EgD+/vtvJCQk2Co9Qkg5UTFGCCmVVqs1uhOv+B/5nOg4aNPknP2G45mIdfA9xJANe5kTy9x2TD9Qv1u3bvD19eXs//33322VHiGknKgYI4SU6ty5c0hNTeXEind/ZWzlLrUj7hQM18Z1bZEaAeD1GrfwVd19jLzYWwAAPp9v8q5KQohjoWKMEFIqwz/erVq1QqNGjQAAqoRk5By/yNlvuHYisS73Li0haliHE0tb/2L5I8OuyjNnziAlJcUmuRFCyoeKMUJIiViWNSrGiv9xT19/0GhRcNnIHjbLjxQO1PeZPIgTkx84A3VyOgCgb9++cHd31+9jWdZoJQVCiH1RMUYIKdH169eNBnwXdVHqcpXI2Ma9i9L7tX7gubvaKj3yL6/X+4Mpvhi7Rov0zVEAAFdXVwwaxC3WqKuSEMdCxRghpESGf7QDAgLQpk0bAEBmxAnosnNf7GQY+EwdYsPsSBGBlwe8RvfkxDI2R0FXULhigmFX5bFjx5CTk2Or9AghZaBijBBSIsNibPjw4WAYBizLIm0tt6vLo18HuATWtmV6pBift7mFsOZ5JuQHzgAABg8eDIFAoN9XUFCAqKgom+ZHCCkZFWOEEJMSEhLw999/c2JFV1hyY65DFZ/I2edLV8Xsyq1lQ7h3acGJpa8rHMgvk8nQuzd3nVCa4oIQx0HFGCHEJMM/1r6+vujWrRsAIG3tAc4+UaM6kPRuZ6vUSAl83uZOY5EXdxt5V+8CMO6qjIyMREFBAQgh9kfFGCHEJMMuyiFDhkAgEKAgKQXZh89z9vlOHQKGR79O7E0a2gXC2j6cWPq6wu5kw/nGsrOzceIEd+UEQoh90G9PQoiR5ORknDlzhhMrurKSviES0On0cZ67K7zG97VpfsQ0RiiA9xuDObGsvX9CkyZHnTp10LlzZ86+3bt32zI9QkgJqBgjhBjZvXu3fkkdAJBIJOjbty90ygJkbOHOuO81rg/4nu6GpyB24jN5EBjRi8H6rEqNjK1HAAAjR47kHLt3717qqiTEAVAxRggxsmPHDs728OHD4ebmhqy9f0Kbkc3ZR9NZOBZBDRmkI17hxNI3HAar0WLs2LGceGZmJo4d484VRwixPSrGCCEcjx49wtmzZzmxV199tXA6i5+5C4ZLerSBa9P6tkyPlIOvwUB+9ZNUyA/GICAgAF26dOHs27lzpy1TI4SYQMUYIYRj165dnG2ZTIb+/fsj5/hFKK8/4OwznNuKOAZxuyZwa9eEE0tZsQssy2LcuHGc+O+//w6lUmnL9AghBqgYI4RwGHZRjhw5EiKRCCnfc4s0UZA/PAd0tGVqxAw13ueOD1Nef4Cc4xcxevRoMAyjj+fk5NAEsITYGRVjhBC9e/fu4dKlS5zYuHHjkHvuBvLO3+TEa84aA4bPt2V6xAzSod0gCvLnxFK+34U6deqgRw/uYu6GBTghxLaoGCOE6BmOH6pRowZ69eqF58u5caF/DcjG9LJlasRMDJ+PmrPGcGJ5528i99wNo67KQ4cOITc3F4QQ+6BijBCiZ1iMjR49GgU3EqA4wb1aVmPmKPBEQlumRipANqYXhP41OLGU73Zi1KhR4Be7qpmXl4eDBw8aPpwQYiNUjBFCAAA3b97E9evXObFx48Yh1WCsGN9XCu/X+9syNVJBPJEQNWaO4sRy/rgEcVIm+vblTtRLd1USYj9UjBFCABj/Ma5Tpw461AyA/BB3mosa00eAJ3a1ZWqkErwnDoCghowTS/1+F1599VVO7PDhw5DL5TbMjBBShIoxQghYljUqxsaOHYv0lbuBYjPx8zzd4fNmqK3TI5XAc3OB73vDOTH5obMIa9URQuGLruaCggLs378fhBDbo2KMEIKrV6/in3/+4cTG9RyAzIiTnJjv22G09JET8nkzFLzirxvLQrnxKAYOHMg5ju6qJMQ+qBgjhBhdFQsICID/6fuA9sWC4IzYBb7vDrdxZsQS+J7u8DWYoDdz1wlM7BfGiR07dgzp6em2TI0QAirGCKn2THVRvhU6Epm/chcE95k0CAIfqS1TIxbk++4wMGKXFwGtDu1vZsHNzU0f0mg02LNnjx2yI6R6o2KMkGru9OnTePjwISc2JMUFbIFGv80IBfA1mNGdOBeBjxQ+kwZxYordf2FKD25s69attkyLEAIqxgip9jZu3MjZHtioNXh//M2J+bwZCpG/ry3TIlZQY/YY8CQvroRBp8PEfO7reubMGdy9e9fGmRFSvVExRkg1plAoEBERwYl9LG3J2eZ5iFFzLnfGduKchDW9jNasdL/2GL19AjmxTZs22TArQggVY4RUYxEREZxlcLqIasA3IZNzTM1ZY2isWBXi+/5ICGp6cWILvNtwtjdv3gytVmvDrAip3qgYI6QaK95FyQBYVLMDZ7/Azxu+04bZOCtiTXyJG2p9MoETq5GmRF+hn377yZMnOH78uK1TI6TaomKMkGrq3r17OH36tH57gLA2/A3Wiq4173Xw3Gm2/arGe+IAiBrV4cQ+lrWCAIx+23AsISHEeqgYI6SaKj4uSAgeZkmacfa7NK4H79f62TgrYguMUAC/hVM4MT+NACNd6um39+3bh4yMDBtnRkj1RMUYIdWQVqvF5s2b9dtjXOqhDrhXwPy+mAJGwLd1asRGpEO7wa1dE07sXbfGEKPwNS8oKMBvv/1mj9QIqXaoGCOkGvrjjz+QlJQEAJAxQrzjGsTZL+7YHJ6DOtsjNWIjDMOg9pdvcWI+jAhvuTbSb1NXJSG2QcUYIdVQ8T+ys92awosn4uyv/eVbYBjG8GGkipF0awWP/iGc2GTXQDTkSQAAly5dwvXr1+2RGiHVChVjhFQzmZmZ2LdvHwCgrcALI4qNEwIA6dDucO8UbI/UiB3U/s9bQLHuaCHDw2fiFvptujpGiPVVqBi7du0a3n77bYSEhKBNmzYYPXo0Dh48WO7Hp6en4+eff8YHH3yA3r17o2nTpmjatGlFUiGEmGnHjh1QqVQQgMEiscEErxI31PnmHTtlRuzBtVl91JjBnQi2g9Abw0T+AIBff/0VarXaHqkRUm2YXYzFxsZiwoQJuHjxIgYMGIDx48cjMzMTc+fOxZo1a8p1jnv37uG7775DdHQ0hEIhZ6FaQoh1bdiwAQAwyTUQjfgSzj6/BRMhrEPLHlU3teaOh7B+LU5sjlszyBghUlNTERkZaafMCKkezCrGNBoNFi5cCIZhsG3bNixevBjz5s3D/v370bhxY6xatcpowWFTGjVqhF9//RUXL17E0aNH4efnV+ZjCCGV9/fff+PixYvw57lhmsGgfbeXguDz9hA7ZUbsiSd2hf+y6ZyYF0+EOW6F052sW7fOHmkRUm2YVYydP38ejx49QlhYGIKDX4wpkUgkmD59OjQaDfbu3VvmeXx9fRESEgKJRFLmsYQQy1m1ahUAYIG4BVyZYtNWMAz8v5sBhk9TWVRXnv1CIB3anRMb7lIX7QReOHz4MC0eTogVmVWMXbhwAQDQvXt3o33dunXjHEMIcSxpaWnYtm0b+gn90F1Yg7PPZ2oYxG2blPBIUl3U+eYd8CTcYSMLxS0hAIPVq1fbKStCqj6BOQcXdUEGBAQY7ZNKpfDy8kJiYqJFEisLy7I2Ob+1n6e6oPa0PHPbdP369XBRafGJZ3NOXODnDb/PJlX714beo4Cgtg/8PpuEp/N/1sca8SV4y7URNmzYgK+//rrcPRrUnpZF7WlZtmzP8kwTZFYxplAoAAAeHh4m90skEjx79sycU1aYXC63SSPK5XKrP0d1Qu1peWW1qUgkgouLC1aHr8YX4paoyePOtF/nm2lgJG42+5lydNX5Peri4gKfqWHI3PkH8q/e08ffcW2Eszlp2Lx5M6ZPn25WG1Xn9rQGak/LskV7enl5lXmMWcWYI5FKpVY9P8uykMvlkEqlNPmlBVB7Wp45bbpnzx6EpAJ93Lk3y3j07QDpsMJhB9b+mXJ09B59wX/5DNzr/yGg1QEABAwP/+f+Ehb8EI7p06dDJpOVeQ5qT8ui9rQsR2tPs4qxosvTOTk5JvcrFIoSr5pZmq0aj2EYh3ihqgpqT8srT5v+tmwV5om53ZN8b0/U/WEWvR4G6D0KiNs2Qa254/H82236WD2+GKOfihAdHY2BAweW+1zUnpZF7WlZjtKeZg3gb9CgAQCYHBcml8uRmZlpcjwZIcR+rsRdxKjbargx3P+96v7wAYS1feyUFXF0NT8aB3FIM05smEtdnPxipZ0yIqTqMqsYCwkpXMPszJkzRvtiYmIAAB07drRAWoQQS7k481u0FMg4MdnE/pCGdrVPQsQpMAI+6q/9BBoXbhE/5I4ad07H2ikrQqoms4qxLl26oF69ejh06BBu376tjysUCvz4448QCAQYMWKEPp6RkYH79+8jIyPDchkTQsot6fBphNxRcGI5Xq6o+827dsqIOBNRgB/qLH2PE/PkCZHwzlKwWq2dsiKk6jFrzJhAIMDixYsxdepUTJgwAWFhYZBIJIiOjkZSUhJmz56NwMBA/fHbtm1DeHg4ZsyYgZkzZ3LO9emnn+q/Tk1NNYp98skn8Pb2rtA3RQgBNOlyJE3/DuJi4yHUrA4B6+aB5+5ayiMJeaHW6wMRu3ILAu+/uOuszvN8PP72V9RfMNmOmRFSdZh9N2Xnzp2xfft2rFy5ElFRUVCr1QgKCsKsWbMwdOjQcp9n3759pcZmzJhBxRghFcSqNXg4eQnE2SpO/FywB2b07mSnrIgzYhgGrTcswj8vv4/avBcTwmYu3wlZu2bwHEjvJ0Iqi2FpYiGTWJZFVlYWZDKZQ9xp4eyoPS2vtDZ98vFqpP/CXdw5Tp2ONn+Eo33HEFum6TToPVq62b2HY/IVFfjF2oYncUNQ9PdwbVbf6HhqT8ui9rQsR2tPs8aMEUIcX/qmw0aF2HOdEhHNBVSIkQob/vlsrMy/w4npFPl4+PpX0GSanu6IEFI+VIwRUoUozl7Hk09+4sSUrBazFZcw4/P5dsqKVAU9evRAfJtaiFQ94cQLHjzFozf/D6yGBvQTUlFUjBFSRRQ8fo7EyUsAgz+K/8m9Drc2jREaGmqnzEhVwDAMvvjPF/gy7wZuaLI4+xR/XkXy57/YJzFCqgAqxgipArTZeXj42tfQpmdz4huU9xGlTsbnn3/uEOMiiHMbMGAAXurYAXMUl5GqU3L2pa35HelbjtgpM0KcGxVjhDgxd3d3sPkqPJzwHyhvPODs+6sgBavy/0Hbtm0xZMgQO2VIqhKGYfDFF18ghVVhjuIKClgdZ/+TD8MhP2A8KTghpHRUjBHixARgkDjlG+SevcGJP9AqMD/3b+gAuipGLGrQoEHo0KEDrmuz8FUe930HnQ6P3l6KnOMXAQB8Pt8OGRLifKgYI8RZ6XR4PG2Z/g9fkXSdCrMUl6CABi+99BKGDRtmpwRJVVR0dQwADhY8wfr8+5z9RXPc5Z2/CYlEYo8UCXE6VIwR4oRYlkXSnFWQ7+d2CWXr1JimiMMjXR4AuipGrCM0NBTt27cHAKxS/oOdykTOfjZfhYRx/4Hy+gNTDyeEGKBijBAnw7IskheuQ+av0Zy4ktFhuuIi7moL53xq1aoVhg8fbocMSVXHMAw+//xz/fb/5d8ymvJCl5OHhFELobrz2NbpEeJ0qBgjxImwOh2efvIj0n76nRPXCXiYmX0R17VZ+tiiRYvA49GPOLGOIUOGoG3btgAAFsDneddxQcRdlF6bkY37Q+ch7+pdO2RIiPOg39SEOAldgRqP3llmNLs++Dx8zXuAC5p0fahFixYYNWqUjTMk1Ynh1TENWLz/PAbpDbw4x2nT5Hgw9FMozlyzdYqEOA0qxghxArpcJRJf+wryvX9ydzAMzveqj73Pb3PCixcvpqtixOqGDRuGTp1eLBReAB3G3YuEoE0jznE6RT4SxiyCPPKsrVMkxCnQb2tCHJwmMwcPRn6GnD8uceKMUADX/3sDHxzYwIn37duX7qAkNsEwDH744QdOLCVHjhV1siHp0YYTZ1VqJE7+BhnbuGMdCSFUjBHi0AoePcf90E+QF8e98sVzd0WDHf/Bp0e2Q6VS6eN8Ph8//PAD3UFJbKZTp06YMmUKJ7Zu2xakfRQG6ZBu3IN1OiTNXIGU73aCZVnbJUmIg6NijBAHpfjrKu72ngVVPHfaAL6XBxr+/n+I1WZg3759nH0zZsxAcHCwLdMkBP/3f/8HDw8PTmzmR3NQd/0n8J400Oj4Z4s349Fb/4UuV2m0j5DqiIoxQhwMy7JIXb0XD0YuhDaDu9aksLYPGkUug7B1Q8yaNYuzz9fXF//5z39smCkhhfz8/LBo0SJO7MKFC/h1+3b4fz8TNeaMNXqM/PfTuDfgQ6geJtsqTUIcFhVjhDgQXZ4Sj9/9H5IXrQd03HX/XJrUQ6Mj/4Nrs/r48ccfcevWLc7+JUuWQCaT2TBbQl6YNWsWGjduzInNmzcPOTk5qL1oCmovfhsw6D5X3nqIe71nIefEZVumSojDoWKMEAehupeEe4PmIivipNE+z8GdERT9PUT1aiElJUW/HE2Rtm3b4q233rJVqoQYEYlEWLFiBSf2/PlzfP311wCAGtNHoMGO/4Av5S6RpM1SIGHs53i+fAdYrdZW6RLiUKgYI8TOWJZF+oZI/NNjpsnlY2p9+joCtiwE31MMlmXx7rvvQi6Xc45ZuXIlLcpM7G7w4MEYPHgwJ/b999/j/PnzAADPfiEI+mMFXJoFcB+o0+H5ki24HzaPui1JtUTFGCF2pH6WgYevfoEnc1eDzVdx9vE8xGiw/QvU+mQCmH/nDNu0aZPRoP3x48eje/fuNsuZkNJ8//33EAqF+m2tVovXX38dCkXh7PwuDesg6Ohy4zstAeTF3sLdV2Yg49doutuSVCtUjBFiJ/KDMfin+3TkHL9otM+lcT0EHV8Bz4EvJtR88OABPvjgA85xPj4+WL58udVzJaS8mjRpgoULF3Ji9+/fx4cffqjf5nuIUX/TAvgtnAwYTE6sU+Qj6YMVSJy0GJo07hVgQqoqKsYIsbGCpFQ8nLQYiZOXGN0tCQA+U8PQ+OQPcG1cVx/TarWYNGmS/upCkXXr1sHPz8/qORNijgULFqBz586c2Lp163DgwAH9NsMwqPnhq2h06FuIGhi/h7Mjz+FO52nI2HoUrMHNLIRUNVSMEWIjugI1Un6IwJ3O7yD7kPGyMIJaXgjc9RX8l04HT+zK2fftt98iJiaGE3vzzTcxYsQIq+ZMSEUIBAJs3boV7u7unPjUqVPx/PlzTsy9cws0/jMcXq/3NzqPNiMbSbN+wP1BHyP/+n2r5kyIPTEsdcybxLIssrKyIJPJaDZzC6ju7ak4cw1P5q6G6p/HJvdLh3SD/3czIPCRGu27dOkSOnfuDI1Go481bNgQV69ehUgkgkgkqpZtamnV/T1qaSzL4pdffsHbb7/NiYeFheHAgQMm21h++BySZq+E1lT3JI8Hn6lh8FswEXxPd+P9VRy9Py3L0dqTrowRYkXK24l4+PpXeDD0U5OFGN/HE/V++gj1Ny0wWYjl5+fj9ddf5xRiPB4PW7duhUQiQV5enlXzJ6Qy3nrrLQwdOpQTO3ToENatW2fyeOngLmhy5kdIh5q4IUWnQ/raA4jvMBVpa36HTqW2RsqE2AUVY4RYQcGj53g8fTn+6T4d2YfPGx/AMPCeMghNL6yD16t9TP5nxrIs3nzzTcTHx3Pi8+fPR9euXa2VOiEWo1arsW7dOtSsWZMTnzVrFmJjY00+RljTCwGbFiAw4muIGtYx2q9Nk+PpgrW4EzIVGduP0dxkpEqgbsoSONolTGdXXdpT/TQNKSt3I2PjYbBqjclj3F4Kgv//3oe4fdNSz/X555/rJ8ws0qFDB5w9exZCobDatKmtUHtaFsuykMvlkEqlOHz4MMLCwjj7a9asidjYWDRo0KDEc+iUBUhdtRsp3+8CqywweYxLk3qoNX8ipGFdwFThufbo/WlZjtaeVIyVwNFeKGdX1dtTeecRUlftQVbEyRKLML63J2p9+hp83hhc5h+NLVu2YPLkyZyYh4cH4uLi0LRpYRFX1dvU1qg9LcuwPWfOnInw8HDOMcHBwTh79iykUuMu+uJUD5OR/Nk6ZEeZuMr8L1GQP2q8Pwpe4/qA5yIs8ThnRe9Py3K09qRirASO9kI5u6ranrkXbiN1ZYTprsh/8SRu8J0+AjWmjwTfU1zmOf/66y/07dsXavWLMTE8Hg+RkZEYOHCgPlZV29ReqD0ty7A91Wo1QkNDcezYMc5x/fr1Q2RkJGei2JLkxt7Cs683IffsjRKPEdTygu+7w+HzxuAqNdCf3p+W5WjtScVYCRzthXJ2Vak9dblKZO37C+mbDiP/8j8lHseIBPB5Mww1P3wVAt/S//MvcvfuXXTu3BkZGRmc+OrVqzF9+nROrCq1qSOg9rQsU+0pl8vRtWtXo0Xup02bhp9++qlc7c6yLBR/XELy15tMLh9WhOfuCtnoXvB5YzDcWjeq3DfjAOj9aVmO1p5UjJXA0V4oZ1cV2lN5OxHpm6OQueMP6LJzSzyOcRHCa0I/1Jw9BqJ6tcp9/rS0NHTt2hV3797lxGfPno3vv//e6Piq0KaOhNrTskpqz4cPH6JTp05ISUnhHL9s2TLMnTu3/OfX6SDffwYp3++C8kbJRRkAiNs3hfcbgyEb/rLRHH7Ogt6fluVo7UnFWAkc7YVyds7anprULGTt+wuZu06UehUMAPhSCXymhsLn7aEQ1vQy63mePn2Kfv36GV0xGDp0KPbu3WtyEXBnbVNHRe1pWaW1Z2xsLHr27AmlUsmJL126FB9//LHZz6M4eQWpKyOg+OvvUo/leYghHdodXmN7wb1bK/2ar86A3p+W5WjtScVYCRzthXJ2ztSeWkU+so+cR1bEKeScuARoS1+KRehfA77vDoP3pIHge5Q9JsxQQkIC+vbtiwcPuP/dt23bFn/99RckEonJxzlTmzoDak/LKqs9IyIiMHbsWKP4woUL8dVXX1XoNci78g9SV+6G/NDZsn9u6/hCNqoHZKN7wrVlQ4d/zen9aVmO1p5UjJXA0V4oZ+fo7alJkyP7SCzkkWehOHUFbFkTSjIMPPp2gM8bg+HRr0OFb6m/ffs2+vXrhydPnnDi9erVw7lz5+Dv71/iYx29TZ0Ntadllac9ly5dinnz5hnFZ86ciRUrVoBXwStX6qdpyPg1Ghmbo6BOTi/zeFEDP3gO7gJpWFeIQ5o55BQZ9P60LEdrTyrGSuBoL5Szc7T2ZFkWytsPofjjMrKPxiL3/C2gHIsRC2rI4PV6f/hMHgRR/fKPBzPl8uXLGDBgANLS0jjxxo0b4/jx46hfv36Z34Mjtamzo/a0rPK25/Lly02OFZsyZQrWrVsHgUBQ8Rw0WmRHX0D6hsNQnLwMlOPPnaCGDJ4DO8GjT3tIerQBX2r6yrSt0fvTshytPakYK4GjvVDOzhHaU5Muh+LPq8g5cRk5Jy9DU47/mAGAEbtAOrgLZGN6waNnWzDCiv9xKHL06FGMHTsW2dnZnHjr1q0RHR2NWrXKLvQcoU2rEmpPyzKnPdetW4dp06bB8M/RsGHDsHnz5jLnISuPgidpkO/9E5kRJ8sc8K/H50HcoRk8ereDR+/2cHspCIzAPlfN6P1pWY7WnlSMlcDRXihnZ4/2VKdkIvfsDeTGXIMi5gZU8Ynlf7CAD8krbeA1thc8B3cBX+JmkZw0Gg0WLVqE//73v0b7OnfujMOHD8PLq3yD/+k9alnUnpZlbnvu2LEDEydO5KzDCgCNGjXCzp070b59e4vlln8rAVkRp5C190+oH6eU/YB/8SRucO/cAu7dW0HStVVhcWaBf87Kg96fluVo7UnFWAkc7YVydtZuT1ajhfL2Q+TFxSPvYjxyL8aj4N6Tsh9YDCN2gWefDvAM6wrP/iEW7554/Pgxxo8fj5iYGKN9vXv3xv79+0scrG8KvUcti9rTsirSnpGRkRg9erTRXZYikQj/+9//MGPGDIu+NizLQnn9AeSHziL78Dkobz006/E8d1e4tW0CcUgziDs0g3uHZhDUkFksP8Nc6f1pOY7WnlSMlcDRXihnZ8n2ZDVaqO4mIf/aPeT/fR/5f99F/rX70OUqy36wAWH9WoVdEP1C4NGzLXhuLpXKrSSRkZGYNGmS0WSuADBy5Ehs27YNrq7mzX9E71HLova0rIq256lTpzBy5EhkZmYa7RsxYgR++eWXcl89NpfqwVNkR51HzonLyD17vewbeUwQBfjBrU0Q3F7696N1Iwh8Kt/NSu9Py3K09qRirASO9kI5u4q2pyZNDuWtBChvPUT+rYdQ3noI5e1EsPmqCuXBiF0g6dISHn07QNK7PVyC/K36+iYnJ2P+/PnYvHmz0T6hUIilS5di1qxZFcqB3qOWRe1pWZVpz8TERIwbNw7nzxsvM+bv74+lS5di/PjxVn2ddHlKKGKuQ3HiMnJOXIbq7uMKn0tYtwZcWwTCNbgBXJsHwDW4AVyC6oInKv8amvT+tCxHa08qxkrgaC+Us2NZFiqVCi4uLkbtyWq1UCelQnU3Ccp/HkN1Nwmqu4WfNalZlXpensQN7p2C4d6tFdy7toK4bWObjPFQKpVYsWIFlixZAoVCYbQ/MDAQO3fuREhISIWfg96jlkXtaVmVbU+1Wo2FCxdi6dKlJvd37doVK1eutOhYslLzeZ6B3JjryD17A4qY61DdeVS5Ewr4cGlYBy5N6sGlcV24Nq5X+HWjOiaHSLAsC6VSCVdXV3p/WoCj/bxTMVYCR3uhnJ1WkQ/1o+co+PdD9eApChKSoUp4CnXic7BqTdknKQdRYG2IOzQrHMPRvincWjWy6d1PLMviwIED+PDDD40mcS0yatQorF+/HjKZrNLPRe9Ry6H2tCxLtefhw4cxadIkpKcb3/3MMAzeeOMNLFmyBH5+fpVJ12ya1CzkXiwco5oXF4/8K/9UaKiEKXxvT7gE1oaoUR24BNaBKMAPooBaENarBWFtb4ecB83ZONrPOxVjJXC0F8qRsWoN1M8zoU5Oh/pJKtRJqVA/SUXBk38/P3oObXp22Scyk9C/BtxeaqQfmyFu17TcC3Jbmkqlwo4dO7BixQpcvXrV5DEeHh749ttv8e6771rkPUXvUcui9rQsS7ZnUlIS3nrrLURHR5vc7+rqiokTJ2L27NkIDg6u1HNVVNFNRPlX7xWOZ716D/k3E8AqCyz6PIxQAGHdGhDVqwmhfw39h8jfF0L/GhDU9gZfKqH3cBkc7eedirESONoLZWssy0KXnQtNmhya1Cyon2dCk5IJTUqG/mv1swxoktOhSZOXazLFimJcRXBtWr9wvEWzALi2CCwcFGunwqu4tLQ0rFmzBqtXr8azZ89MHsMwDN58800sWbKkXPOHlVd1f49aGrWnZVm6PVmWxcGDB/Hhhx/i/v37JR43cOBAzJkzB/369bP768hqtFD+8wjKG4XjXos+1E/Tyn5wJTBuLhD6eUPo5w2Bnw+ENb0gqOUFQU2vwq9rekHgKwXfV2rWuLWqxNF+3qkYK4GjvVCVwep00OXkQZOZA21mDrSZCmgzc6DJyoE2PRuajGxo0+XQFH2dmgVNmtxiXYflxfN0h+u/4yeKxlG4NK4Hl4a1HeqyvEKhwKFDhxAREYHDhw8b3YZfXLdu3fDDDz9YZVxLVXqPOgJqT8uyVnuqVCqsWLECixcvNjkes0jjxo0xduxYjBkzBq1bt3ao11QrV0B5OxGqe0+guvsYyn/HyRYkPCvXSiCWxJdKwPf1hMBXBoGPJ/jenhB4//vZxxN8Lw8IvDzAl3mAL5OA7+UBnqvIpjlag6P9vFMxVgKWZZGdnQ1PT0+7vlCsRgutIg86RT50OfnQ5hR+rc3Jgy4nD9rsXGizc6HLLv51LjRZCujkudBmKaDNzrXqlStzCGp5QVS/cPyDKLAOXBrVKfzcsDb43vZt69Kkpqbi+PHjiIiIQFRUVKkFGAAEBQXhq6++wrhx46z2PTnaLxNnR+1pWdZuz+TkZCxatAhbtmyBWl36FBSNGzfGmDFjMGzYMLRr165SSyxZk65ADfXjlMIxtQ+eQpWQjIIHTwvH2j5OqfBd5JbGuIrAl7oXFnJSSWGR5ikGz9MdfE93ztc8iRv4HmLwPMTgS9wKtyViMGLjm7lsiWVZyOVySKVSh/h5r1Axdu3aNaxatQpXr16FWq1GUFAQJk+ejCFDhpT7HDqdDtu3b8fOnTuRmJgIsViMTp06Yc6cOWjQoIG5KVkcy7JlvkAsy4It0IBVqqDLL4BOqQJb9FlZAF2eCrr8fz/yVGDzlf/GlNDlqqDLUxbuy82HLldZ+JFX+LmoAKvIPDf2wogEENbxhbBuTQj9fSHyrwGhf+G2KMAPono1rTaPl6UlJyfjr7/+wp9//ok///wTt27dKtfjevXqhTlz5iA0NLTCixyXFxUPlkXtaVm2as/k5GT8+OOP+Omnn0wO8jfk4eGBbt26oUePHujRowfat28Pkcjxr/SwLAtNahYKEp8X3gz175jcwo80FDxJhTZNbu80y4/HA8/dFTyJG3juruC7F37miV1ffBa7/PvZFYybS2HczaXwQ1z4mXF1Ac9NpP/Mc3UB4yoqjJWjR6U8f+ttwexiLDY2Fm+99RaEQiFCQ0Ph4eGB6OhoJCUlYc6cOXj33XfLdZ5FixZh165dCAoKQo8ePZCeno7Dhw/DxcUFO3bsQFBQUIW+IUvQpMuRunov8i7dAatUQ6cqAKssAFughk5Z+LVOpS4cmOkgV5ysiRG7QFjL+8V4g1peENSQQejnA2FtHwhqF37me3mU+KZmWRb5+flwc3NziDd+kZycHNy/fx/Xr1/HtWvX9B8ljf8yRSgUYvz48ZgzZw7atGljvWQNUPFgWdSelmXr9szPz8fWrVuxYsUK3L59u9yPEwqFaN68OVq3bo1WrVqhdevWCA4Ohr+/P/gONDyiPFNb6FRqaJ5nFN5M9e9H4VjfzBfjfp9nQJOebfPuULsQ8MFzFRUWZy4iMK7Cfz+LwHMRgu8jhdervSEN7WrvTM0rxjQaDQYNGoRnz55h586d+rtWFAoFxo0bh4SEBERGRpZ5Zev8+fOYPHkyOnTogI0bN+r/Kzl37hzeeOMNdOjQAb/++mvFv6tKejhpMbIPnbXb81sTIxSA7/2i/1/gKy0cE+Aj/XecgAcENWSF4wdqSCHwkYInNm9meFNYlkVBQQFEIpFNfjFrNBpkZmbi+fPnnI/k5GQkJCTg4cOHSEhIKNd/0qYIBAL06dMHY8aMwfDhw+Hj42Ph76BsVDxYFrWnZdmrPVmWRVxcHHbt2oXdu3cjMdGMNWmLEQqFqF+/Pho0aIDAwEDUr18ftWrV4nzUrFkTYrHYJt+fJX+Hsjpd4bjhVDk06fLCIi0jG9qMbGjSi33OzIY2UwFNZg502bkW+k4cDMMgKPo7iNs3tWsaZnWcnz9/Ho8ePcLIkSM5tw9LJBJMnz4dc+bMwd69e/Hhhx+Wep6IiAgAwOzZszmXh7t06YLu3bvj9OnTSEhIQGBgoDnpWYy565PZlJsLGIkrGHdXMGLXwq8lbmA8xGAkroDErXDbUwzG49+4x79fy9wLH//vD3JRHa7990NVLMayLKDOBZ7loni9Xny/4demPnQ6nf6zTqeDVqvVfzb80Gg0UKvV+g+NRoOCggKoVCoolUqoVCqoVCrk5+cjNzdX/5GXl4ecnBzI5XJkZWUhKysLOTk5Fm96d3d3vPLKKxg9ejSGDRtmlwKMEFI6hmHQsWNHdOzYEcuWLUNcXBwiIiJw8OBB3Llzp9znUavVuH//fql3bgKF/5jJZDL9h1Qqhbu7O9zd3SEWi/Vfu7i4wMXFBa6urvqvhUIhhEIhBAKB/ms+n8/5EAgE4PF44PF44PP5+q8ZhuF8FMWK2qD4R/G24XwtApg6EqCOxGg/798PUdHfC40WbE4+WLmi8HNOPtjsXP3XyM1/EVf8+5GnBBRKsHlKsIp8QOOAV+NYFsr4ROcqxi5cuAAA6N69u9G+bt26cY4pTWxsLMRiMdq1a2e0r6gYi4uLs1sxltkhAO4Pnlb48SpWCxWrgxJa5LNaKFktlCj8nP/v1/nFvs5jCz/yWU3hZxR+nctqkctqkPdvPA8a6IyXayNW4unpie7du+vHlrRr1w5CYfW8DZwQZ2RYmD1//pwzFvTGjRuVfg6NRoO0tDSkpVl3uoqqQAQe3BkBxAwfYkYAdxR+dmOKff435srw4MYI4AY+3JjCDxfw/43z4Qo+XJnCDxfwIGAqNkZXIQTcXm5t4e/UfGYVYw8fPgQABAQEGO2TSqXw8vIq85JwXl4eUlNT0aRJE5P98UVdnEXPVRJr3QTKMAzejYkAPycJTfkeKGB1KIAOBawOKuig/rfIUrG6wqILusKvodVvV/1RZFVPgwYN0Lp1a85HUFAQ+Hy+ySuDjoBzFZNUGrWnZTlie9asWROjR4/G6NGjwTAMsrKyjMaL3rhxo9QpM0jFFf4tLUCmFd4SAjBwAR8uDA+uDB8iFP/Mgwv4EDE8CMGDC8ODCHwoocU5dRpWxpzEuHrjLJ/Uv8rTrWxWMVb0BvXw8DC5XyKRlDnwuaj7SCIxXnureLysHwa5XG7xH3I+nw9PT08IREJc1mTiioYuQ1UF3t7enHEe9evXR2BgIAIDA9GgQQMEBATAzc0NADhdqEqlEhqNBjoHH+gqlzvRHVROgNrTshy1PQUCAVxcXNCpUyd07dpV383HsixSUlL040qLPpKTkznjT1Uqx5hmghTSgIUGGuSygLlXRIRCITQajdWKcC8vrzKPcczJVspBKrXO7OssyyI8PBxTpkzBP//8Y5XnqC6KxisUH+dQ9AvPcFxE0diIonETxT+Kj7Eo+rpoHEbRh0QiMRq3IZPJUKNGDaPb1k0V8UUxhmEgEAgcdh6i4hxtnhxnR+1pWc7YnkW/B2rWrImaNWuiY8eO+n3Fv4eieSjT09P141SLPrKzszljWovGtRaNeS0+BtZwnKxarTY5lrb4uNuifxiLj80lFePi4oIJEyZg5MiRYBim0usFV4ZZf3GKrlqVNDhaoVCUeNWsSNH+kirQonhJV86KWPOHu0uXLoiPj3e4S9WV/Z7L+/jig0BNPdZwkGjxr00NGnU0jpxbRTh6ezsbak/LqortyTAMpFKp1S4KmKuoWCv62lShVtKNWKb2l/VclcnTkYhEIri4OMbcl2YVY0XjuRITE9GyZUvOPrlcjszMTLRt27bUc4jFYtSoUQNJSUnQarVG48aKxoo5wsSvfD7f4ebFclYsyyI3Nxfu7u7UnoQQYiaWZZGXl2dyKo2i3gZSfkXtaavplspi1u0HISEhAIAzZ84Y7YuJiQEAzmXdknTs2BF5eXm4fPmy0b6icxc9lz3RmADLKmvJEkIIISUrKCiwdwpViiO1p1nFWJcuXVCvXj0cOnSIM8OxQqHAjz/+CIFAgBEjRujjGRkZuH//PjIyMjjnGTt2LABgxYoVnMY4d+4czpw5g5CQELtNa0EIIYQQYktmdVMKBAIsXrwYU6dOxYQJExAWFgaJRKJfDmn27NmcImrbtm0IDw/HjBkzMHPmTH28c+fOGDNmDCIiIjBixAjOckgSiQT/+c9/LPYNEkIIIYQ4MrNvGevcuTO2b9+OlStXIioqSr9Q+KxZszB06NByn+err75C06ZNsXPnTmzduhVisVi/yDJdFSOEEEJIdWH2QuHVBa1TZ1nUnpZHbWpZ1J6WRe1pWdSeluVo7Vmx9QMIIYQQQohFUDFGCCGEEGJHVIwRQgghhNgRjRkjhBBCCLEjujJGCCGEEGJHVIwRQgghhNgRFWOEEEIIIXZExRghhBBCiB1RMUYIIYQQYkdUjBFCCCGE2JHZa1NWd/Hx8Vi3bh0uXLiAzMxMyGQyNGvWDFOnTkXnzp3tnZ7Tunr1KsaPHw+dToePPvoI77zzjr1Tchp5eXk4duwYTpw4gfj4eCQnJ0MkEqFZs2YYN24cwsLC7J2iQ7t27RpWrVqFq1ev6tfanTx5MoYMGWLv1JzK8+fPERUVhb/++gsPHjxAWloapFIp2rVrh6lTp+Kll16yd4pOb926dfjf//4HANi5cyfatGlj34Sc2LFjx7B9+3bcunUL+fn58PX1RZs2bfDxxx+jdu3aNs+HijEz/P7771iwYAE8PDzQs2dP1KpVC5mZmbhx4wauXLlCxVgFKZVKfPrpp3B1dUVeXp6903E6Fy9exCeffAKZTIYuXbqgf//+SE9Px7Fjx/DRRx/hypUrWLRokb3TdEixsbF46623IBQKERoaCg8PD0RHR2Pu3Ll48uQJ3n33XXun6DS2bt2KdevWoX79+ujatSt8fHyQmJiI48eP4/jx41i+fDkGDx5s7zSd1v3797Fy5UqIxWL6PVkJLMviiy++wM6dO1G/fn0MHjwY7u7uSElJQVxcHJ48eWKXYgwsKZfr16+zwcHB7KuvvspmZWUZ7Ver1XbIqmr45ptv2Hbt2rGrV69mmzRpwv7888/2Tsmp3L59mz1w4ABbUFDAiaemprK9evVimzRpwv799992ys5xqdVqtm/fvmzLli3Zmzdv6uM5OTlsaGgoGxwczCYkJNgvQSdz9OhRNi4uzigeFxfHtmjRgu3YsSOrUqnskJnz02g07KhRo9jRo0ezc+fOZZs0acJeuXLF3mk5pc2bN7NNmjRhv/zyS1aj0Rjtt9ffchozVk4rVqyAVqvFt99+C6lUarRfIKCLjBVx6dIlbNmyBfPmzYOfn5+903FKzZo1w5AhQyAUCjlxX19fvPrqqwCAuLg4e6Tm0M6fP49Hjx4hLCwMwcHB+rhEIsH06dOh0Wiwd+9eO2boXPr3748OHToYxTt06IBOnTohKysLd+7csUNmzm/dunWIj4/HN998Az6fb+90nJZSqcTq1atRr149LFiwwGRb2utvOVUQ5ZCdnY2YmBgEBwcjICAAFy5cwLVr1yAQCNC6dWu0a9fO3ik6pfz8fMyfPx8dO3bE2LFj6Q+fFRT9YqFf4MYuXLgAAOjevbvRvm7dunGOIZVT9D6kf1rN988//yA8PBzvvfceGjdubO90nFpMTAyysrIwYsQI6HQ6REdH4+HDh/Dw8EDXrl0REBBgt9zoJ6Mcbt68CZ1OBz8/P7z77rs4efIkZ3+3bt3www8/wMPDw04ZOqfly5cjNTUVv/zyi71TqZK0Wi1+//13MAyDrl272jsdh/Pw4UMAMPkLWCqVwsvLC4mJiTbOqup5+vQpzp49ixo1aqBJkyb2TsepaDQafPrpp2jUqBHd1GQBN27cAFD4z+nQoUORkJCg38fj8TBlyhTMmzfPLrlRN2U5ZGRkAABOnTqF69evY/Xq1bh06RIOHz6M3r17IyYmhgZIm+nChQv49ddfMWfOHNSrV8/e6VRJP/zwA/755x+MHDmS/giaoFAoAKDEf6IkEglycnJsmVKVo1ar8cknn6CgoABz586lK7RmWrNmDe7cuYNvvvnGaBgCMV96ejoAYOPGjZBIJIiIiMDly5exbds2NGjQABs2bMD27dvtklu1ujJWNG6hvLZs2YJOnTpBp9MBKLzS8OWXX6Jv374ACn9Z//DDDxgwYACOHDmC5ORk+9yFYScVbc+8vDwsWLAAbdq0weuvv269BJ1MRdvTlJ07d+Lnn39GcHAwPvvsMwtlSEj56XQ6LFiwAHFxcRg7diyGDx9u75ScSnx8PNasWYM333wTLVq0sHc6VQLLsgAAoVCI1atXo1atWgAKxzWuXLkSQ4cOxcaNGzFhwgSb51atirGwsDDk5uaW+3hfX18AL/5z5vP56NGjB+cYkUiEbt26ISIiAjdv3qxWxVhF2/P7779HSkoK1q5dCx6PLs4WqWh7GtqzZw+++OILNGnSBBs2bIC7u7ulUqxSJBIJAJR49UuhUNDQgwpiWRYLFy7EgQMHMHToUHz55Zf2TsnpzJs3D/Xq1cPMmTPtnUqVUfQz37JlS30hVqRx48aoV68eEhMTkZ2dDU9PT5vmVq2KsYp2JQYGBgIAXF1dTV4qLvqFrVQqK56cE6poe8bHx0OlUmHQoEEm9y9fvhzLly/HpEmTqtVVHUt0de/evRuLFi1CUFAQNm/eDC8vLwtkVjU1aNAAAJCYmIiWLVty9snlcmRmZqJt27Z2yMy56XQ6fPbZZ9i7dy/CwsLw3//+l/7pqoD4+HgAQKtWrUzuL7pTevXq1freGlK6hg0bAih5aELxv+VUjDmg+vXro06dOnj69CmePXtmNAXD/fv3AQD+/v72SM/p9OjRA/Xr1zeKJyYmIi4uDq1atULTpk3pD6GZdu/ejYULF6JRo0bYvHkzvL297Z2SQwsJCcHPP/+MM2fOIDQ0lLMvJiYGANCxY0d7pOa0ihdigwcPxtKlS2mcWAWNHj3aZPzixYt4+PAhevfuDW9vb/q7Y4aiYR0PHjww2qdWq/Ho0SOIxWL7/O60y+xmTmjNmjVskyZN2I8//pjVarX6eGxsLNu0aVO2V69eNPFrJe3Zs4cmfa2gXbt2sU2bNmUHDRrEpqam2jsdp6BWq9k+ffqwLVu2ZG/duqWPF5/09cGDB3bM0LlotVr2008/ZZs0acJ+8MEH9PvQSubNm0eTvlbCm2++yTZp0oTdtWsXJx4eHs42adKEnTt3rl3yoitj5fTGG2/g5MmT2L9/P+7du4eQkBCkpqYiOjoaIpEI33zzDc2hQ+zi3LlzWLRoEViWRYcOHfDbb78ZHdO8eXPqyjAgEAiwePFiTJ06FRMmTEBYWBgkEgmio6ORlJSE2bNn64cokLKtXr0ae/fuhVgsRoMGDfDTTz8ZHdO3b180b97cDtkRUuiLL77AuHHjsHDhQhw/fhwNGzbErVu3cP78efj7++OTTz6xS15UPZSTSCTCxo0bsXbtWkRGRmLbtm1wd3dHz549MWPGDDRr1szeKZJqKjk5WX+X0M6dO00eM2LECCrGTOjcuTO2b9+OlStXIioqSr9Q+KxZszB06FB7p+dUnjx5AqBw4fo1a9aYPMbf35+KMWJX9evXx549e7By5UqcPn0aMTEx8PX1xWuvvYb3338fPj4+dsmLYYt+ixNCCCGEEJujW1wIIYQQQuyIijFCCCGEEDuiYowQQgghxI6oGCOEEEIIsSMqxgghhBBC7IiKMUIIIYQQO6JijBBCCCHEjqgYI4QQQgixIyrGCCGEEELsiIoxQgghhBA7omKMEEIIIcSOqBgjhBBCCLGj/wc0zteOCdDi2wAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.subplots(figsize=(6, 3))\n", "\n", "utils.plot_line(xs, stats.norm.pdf(xs), color=\"k\", label=\"Gaussian\")\n", "utils.plot_line(xs, stats.t(2).pdf(xs), color=\"C0\", label=\"Student-t\")\n", "plt.legend();" ] }, { "cell_type": "markdown", "id": "eea9ee82", "metadata": {}, "source": [ "## Robust Linear Regression Using the Student-t Likelihood" ] }, { "cell_type": "code", "execution_count": 25, "id": "dc482390", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [sigma, alpha, beta_A]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "7ecfebb8139743d78111b55d06f468f0", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 1 seconds.\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f6cea754f0704cb3aeb6336eda79573c",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "
\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with pm.Model() as studentt_model:\n",
    "    # Priors\n",
    "    sigma = pm.Exponential(\"sigma\", 1)\n",
    "    alpha = pm.Normal(\"alpha\", 0, 0.5)\n",
    "    beta_A = pm.Normal(\"beta_A\", 0, 0.5)\n",
    "\n",
    "    # Likelihood\n",
    "    mu = alpha + beta_A * std_age.values\n",
    "    # Replacing Gaussian with Student T -- note, we just \"choose\" 2 as our degrees of freedom\n",
    "    pm.StudentT(\"divorce\", nu=2, mu=mu, sigma=sigma, observed=std_divorce.values)\n",
    "    studentt_inference = pm.sample()\n",
    "    pm.compute_log_likelihood(studentt_inference)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "c8862bdb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.subplots(figsize=(6, 3))\n", "az.plot_dist(lstsq_inference.posterior[\"beta_A\"], color=\"k\", label=\"Gaussian Model\")\n", "az.plot_dist(studentt_inference.posterior[\"beta_A\"], color=\"C0\", label=\"Student-t Model\")\n", "plt.xlabel(\"$\\\\beta_A$ (effect of age on divorce)\")\n", "plt.ylabel(\"density\");" ] }, { "cell_type": "markdown", "id": "07a6452f", "metadata": {}, "source": [ "Here we can see how the outliers pull the posterior closer to zero in the vanilla Gaussian linear regression. The more robust student-t model is less affected by those outliers.\n", "\n", "#### Outliers have less effect on Student-t posterior\n", "We can see that using a likelihood more robust to outliers weighs those outliers less, as indicated by Maine and Idaho given less extreme posteior importance weights, particularly for PSIS." ] }, { "cell_type": "code", "execution_count": 27, "id": "448c17a3", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_loocv(studentt_inference, title=\"Student-t Likelihood Posterior\\nLess Affected by Outliers\")" ] }, { "cell_type": "markdown", "id": "a4e66792-2a47-47cb-bbe3-fce91918a1b2", "metadata": {}, "source": [ "## Review: Robust Regression\n", "- Mixture of Gaussians / Student-t implicilty captures unobserved heterogeneity in the population\n", "- This results in \"thick tailed\" distributions that are \"less surprised\" by outliers\n", "- We \"just set\" the degrees of freedom parameters in the Student-t. It turns out it is hard to accurately estimate degrees of freedom from the data because outlier values are rare.\n", "- Should we just use Robust Regression by default for under-theorized domains?\n", " - Probably a good idea\n", " - Example: The world is becoming more peacful since early 1900s.\n", " - Thick tailed-distributions would suggest that large-scale conflicts like those in early 1900s are not surprising, but are to be expected from processes like societal conflicts that can compound and \"run-away\" (which tend to be long-tailed)." ] }, { "cell_type": "markdown", "id": "540da747", "metadata": {}, "source": [ "## Authors\n", "* Ported to PyMC by Dustin Stansbury (2024)\n", "* Based on Statistical Rethinking (2023) lectures by Richard McElreath" ] }, { "cell_type": "code", "execution_count": 28, "id": "8be577e4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last updated: Tue Dec 17 2024\n", "\n", "Python implementation: CPython\n", "Python version : 3.12.5\n", "IPython version : 8.27.0\n", "\n", "pytensor: 2.26.4\n", "aeppl : not installed\n", "xarray : 2024.7.0\n", "\n", "statsmodels: 0.14.2\n", "scipy : 1.14.1\n", "xarray : 2024.7.0\n", "matplotlib : 3.9.2\n", "numpy : 1.26.4\n", "pandas : 2.2.2\n", "pymc : 5.19.1\n", "arviz : 0.19.0\n", "\n", "Watermark: 2.5.0\n", "\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -n -u -v -iv -w -p pytensor,aeppl,xarray" ] }, { "cell_type": "markdown", "id": "214ca27d", "metadata": {}, "source": [ ":::{include} ../page_footer.md\n", ":::" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.5" } }, "nbformat": 4, "nbformat_minor": 5 }