{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Adding topography to geological models\n", "***\n", "This chapter shows how to make geological models look more realistic by incorporating topography data:\n", "The data can either be stored in a raster file that can be conveniently loaded into gempy.\n", "For demonstration purposes GemPy also provides a tool to create a random hilly landscape to limit the models on the surface.\n", "\n", "***" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "pycharm": { "is_executing": false } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\elisa\\Anaconda3\\envs\\gempy_n\\lib\\site-packages\\dask\\config.py:168: YAMLLoadWarning: calling yaml.load() without Loader=... is deprecated, as the default Loader is unsafe. Please read https://msg.pyyaml.org/load for full details.\n", " data = yaml.load(f.read()) or {}\n", "WARNING (theano.configdefaults): g++ not available, if using conda: `conda install m2w64-toolchain`\n", "C:\\Users\\elisa\\Anaconda3\\envs\\gempy_n\\lib\\site-packages\\theano\\configdefaults.py:560: UserWarning: DeprecationWarning: there is no c++ compiler.This is deprecated and with Theano 0.11 a c++ compiler will be mandatory\n", " warnings.warn(\"DeprecationWarning: there is no c++ compiler.\"\n", "WARNING (theano.configdefaults): g++ not detected ! Theano will be unable to execute optimized C-implementations (for both CPU and GPU) and will default to Python implementations. Performance will be severely degraded. To remove this warning, set Theano flags cxx to an empty string.\n", "WARNING (theano.tensor.blas): Using NumPy C-API based implementation for BLAS functions.\n" ] } ], "source": [ "import sys\n", "sys.path.append(\"../../..\")\n", "\n", "import gempy as gp\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import os" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1. The common procedure to set up a model:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "pycharm": { "is_executing": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Active grids: ['regular']\n" ] }, { "data": { "text/plain": [ "Single_layer_topo 2019-12-03 20:01" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "geo_model = gp.create_model('Single_layer_topo')\n", "data_path= '../..'\n", "gp.init_data(geo_model, extent=[450000, 460000, 70000,80000,-1000,500],resolution = (50,50,50),\n", " path_i = data_path+\"/data/input_data/tut-ch1-7/onelayer_interfaces.csv\",\n", " path_o = data_path+\"/data/input_data/tut-ch1-7/onelayer_orient.csv\")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "pycharm": { "is_executing": false } }, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
surface series order_surfaces isBasement color id
0layer1Default series1False#ff80001
1basementBasement1True#88cc602
" ], "text/plain": [ " surface series order_surfaces isBasement color vertices edges id\n", "0 layer1 Default series 1 False #ff8000 NaN NaN 1\n", "1 basement Basement 1 True #88cc60 NaN NaN 2" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# use happy spring colors! \n", "geo_model.surfaces.colors.change_colors({'layer1':'#ff8000','basement':'#88cc60'})" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "pycharm": { "is_executing": false }, "scrolled": false }, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
surface series order_surfaces isBasement color id
0layer1series1False#ff80001
1basementseries2True#88cc602
" ], "text/plain": [ " surface series order_surfaces isBasement color vertices edges id\n", "0 layer1 series 1 False #ff8000 NaN NaN 1\n", "1 basement series 2 True #88cc60 NaN NaN 2" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%matplotlib inline\n", "gp.map_series_to_surfaces(geo_model, {'series':('layer1','basement')})" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
startstopresolutiondist
s1[450000, 75000][460000, 75500][100, 100]10012.492197
" ], "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "s = {'s1': ([450000,75000],[460000,75500],[100,100])}\n", "geo_model.grid.create_section_grid(s)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2. Adding topography" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 2 a. Load from raster file" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "pycharm": { "is_executing": false }, "tags": [ "nbval-skip" ] }, "outputs": [], "source": [ "fp = data_path+\"/data/input_data/tut-ch1-7/bogota.tif\"" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "pycharm": { "is_executing": false }, "scrolled": false, "tags": [ "nbval-skip" ] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Cropped raster to geo_model.grid.extent.\n", "depending on the size of the raster, this can take a while...\n", "storing converted file...\n", "Active grids: ['regular' 'topography' 'sections']\n" ] }, { "data": { "text/plain": [ "Grid Object. Values: \n", "array([[450100. , 70100. , -985. ],\n", " [450100. , 70100. , -955. ],\n", " [450100. , 70100. , -925. ],\n", " ...,\n", " [460000. , 75500. , 469.6969697 ],\n", " [460000. , 75500. , 484.84848485],\n", " [460000. , 75500. , 500. ]])" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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XcOjQIXbutKsGLF26FJ/Pp7//8Y9/kJyczDvvvAPAuHF2TlQ4HKa8vNw19qFD7WoC06dPZ+LEiZSUlOBEz552ufmioiKmTZvGsGHDmDbNLk6ZmppKU1MTs2fPBmDChAnU1taye7fNPvr9fsaOHUtTU5MKer/fT1ZWlgrblJQUPB6P650RAQ62ll9fX092drYK36amJnJzc3Ws48aN0+PJvTp8+DAFBQX6XDweDxs2bKB79+4A/PKXv+T1119Xq666uppAIKATS0ZGBjt27CAvL49Dhw7ps0pJSdH3JDn5RIzlY+Oss87SSepk9jlBdAGWWJYldY8+Msb8BTtLOQs7ea01HM+v96XjdAr094DHjTG3YodfDcUORRwO5EXXTcKunncjcGV0v1eA/47W5G6PnR14v2PdfcaYldiTw8+w06Jl3e+MMW9ilx19BHjVUWTqCyMhIUEFhpjWx9KUW4NsE6tRb9myRX9fcMEFrU4CTuEZe66mpiYV4GBTKqJ9Obevr7eNnp49e+Lz+UhLSwNsoTF06FD9yH/2M7ta69ixY9Vsz87Opr6+3qVRJiQk6Ng7dOjgEtCiiTs1NIDu3burMDqWQHdOUl27dgWa73d9fT1PPPEEvXv31v2mTJni2mfdunXce++9un7t2rVKX4EtBJ3368c//jHDhg3T+5Genk5FRQWzZs3i0ksvBeDAgQNkZWVx9912ufTHHnuMqqoqpTreffdd7rnnHpx44okneOCBB3jgAbv68NSpUykpKVFqB2DhwoUqJEeMGKH3rLKyUseyd+9eneTlGclzEaEtz9bn87F7927y8/P1ngnOO+881z3weDyArX03Njbqc/L7/ZSXl1NQUKAaOsCYMWNYtGgRYFsGOTk5rom1Y8eONDY20qVLF6B5YpDztGnzxRLV27Rpc9LHONHtLcsqwhbOgGrsl2BTKKOABmPMHmzH7hvAQ1HH7jH9eq0UZ/uX43Q6RbdGhfIvsetH78futLIpKsh/h12hLojdRUa07oeB3wA7sE2YZx3dWZ7HdppuxNb+XwF+HT3fn40x52H3p0yL/i90zwlBNPRjwalpBgIB/RA/D7EauQjnUChERUWFajlAq+cPBoPHHZdToO/YsYNQKKQ+gEOHDlFQUIDH41ENqbq6mtzcXP3ghdqRcwSDQRWszrGLhim/6+vrdewpKSktLIfY6y0pKaGgoMClxTuFupxP9nNOlnPn2uXWly9fzoYNG1i2bJke46mnnuLVV23FatmyZbzyyist7tGBAwcYNWoUYFstmzdvpkePHrpPWVmZ8LvccsstBINB5syZo2NtaGjgpZdeUu09FApRX1/PvHl2aZYbbriBI0eOqMDdvHkz4XCYqqoqhg8fDti+iqKiIhXokUiEiRMnuia8YDBIU1OTWgYLFy5k+PDhKtBzc3MpKipSKkg09g0bNugx+vbtS0JCgh5XxiSCtbKykqysLNc+QofJ9o2NjUQiEWbOnAmgwlveleTkZJKTk/H77SKTXbt2paGhgdTUVNdEIRQSoHz8qeJL1tAVxph22FF1f4/+/33s+j6/x5Y/87FLTjzI8f16XyhL+ERwWhOLLMv6M/YNiV0ewK4g19o+YeAH0X+x6z7FFvgPH2Pf6diJTHHEEccZiFMR0CeDqFK4GCgDvhe18K92bLLbGPMYtiP0QY7j1/tSBxpFPPX/CyAhIUG1TY/H0yrFEsshO/8H21SWY2RkZJCamqoa1LE0/qSkJNcxnJpzMBhk7969ui4vL4+8vDw9x/bt29m0aZOa5gB9+vTB7/erJpWQkEBJSYlqfYmJiRQUFLB3717VyJyaqoxpz549us+QIUMIBoOqFVZWVuLxeFwUTUFBAaFQyLXMCXGKytiFfxUKAGDAgAEsW7bMdT0DBw50aeyCJ554ArDpgQULFmi0xcUXX8ydd96p9Mlbb73FiBEjXHRRIBCguLhYOfEdO3bQu3dvLrzQ7osRCASYN2+eWihr1qzh0UcfZcECu7fHBx98wMCBA4k2OgJsqmvIkCF6D+U5iqUkz/iFF17g6aefBmya4xvf+IYeo6mpifPPP18pmWAwyK5du/Q8AwcOJDk5mfr6evWZiA9CrDh5Rn372r3EPR4PgUCAX/zCLqSZk5PD1q1bGTdunPpV3n33Xfr376/PQaxZuRaJoHIePxgMEgwG2bRpE8DnBhp8Hr5sDd0Y04/mYm0/tSzrsyj18v8Bj1iW9XF00ySate/j+fW+dMQF+gmgNY5ahHlsBIoIn2M5RWOP5fF4lN/euHEjGRkZGvXQ2gThFJJOyLbykQq3WVZWxuTJk9XBdeWVV7J3714aGxtVcCxdupTc3Fw1l3fu3ElhYSF9+vQBmp2beXl5yqH6fL4W0ScdOnRwOd6cDl+5Juf1NzU1EYlEXJOC8/pkWyfVUlpayrx585g1axZgC6xnn32Wl156ScfSu3dvBg+2y5pfc801XHLJJS5BcujQIX784x+rU7e+vp5AIMBHH32kzyQhIcElJGUykucbCATo37+/Xt/7779PRUUFN9xwAwBXX301Pp+P1atXAzZfHQwGWbhwoQrFYDDYYjJz+keqqqq46KKLCIfDrFu3DrAnAecE3tDQQCgUUgG6evVqunfvrs5LoT6Sk5N1n5SUFJKTk13Ul9NJLo5UoYYyMzO5/PLL2bdvn96jgQMHEgwGXeGRMn45hkTbSHhoOBwmLS1N7/v27U6q+eTRpk0bTjbT/UQ5dGNMJrYwn2ZZ1pOOVXXYEXttjDEPYjtPHwJeiK4/nl/vS0dcoJ8AjhWp0prAdQrbWCef/I7l0CUuuWvXri6tRcITnecR4RobBilOMb/fT2pqqgo0+SgFe/fuxefzkZKSwqpVqwCbQ//d737H2rV2LtWLL76I1+tVAT9kyBBWrFhBQUGBOgoFTgvk8OHDquXLdrHap/P6m5qaSEtLc1kXKSkpOtHIMUTwNDU1sX37dubNm6cT16pVq8jJyVFNGWwNfOXKlfp77dq1jBs3Tie13/zmN6SkpOg9/Oijj+jZs6fLJ9LQ0NBi4pTQPTlHSkqKOh+Tk5OZM2eOxu5Pnz6d6upqnRSLi4tJTU1l7Nix6rvweDzU1ta2mMAef/xxwI4Pl2OJs7GhocE1NhHWYpXV1NTQvXt3nVhl++LiYn23RGCHw3YYtWVZrFy5UqNrPvnkE4YNG6bRR3l5eTrpC1atWsX48eNVoWlsbKRDhw6uaJm6ujo8Ho+Gbvbs2dPlzBefxaniyxTo2Dx5B+Dn0SxzwbPYVTmnY8emh7G59Gej64/p1zsdiAv0U4CEKzodTc7lYGsqThNUaJJYDd0pWJzHlX2cMedOAR+r1cqHJMk6Elkggl4SYUTARyIRrrrKDqMNBAIsX76ct96yE2urq6upqalh6lS71PncuXPp3r27xqc7IWMrKSmhQ4cOaoLHmtOxE9Ox7pHzmGBTNXKsd955hy1btrjCJQ8cOKDauuAXv/iFCrQXX3yRhQsXcs0119CvXz+gmQ6QiTQ1NZUdO3bQsWNHwA4TDYVCqrEKXZSdna2JVd27d9cQSrCjS374wx+6Iklmzpypk+aQIUNUSy4tLQXsSKFbbrlFk4luuukmunTpomMvKyvTEEp5r8RCclotTU1Nus+VV17pei937NihjnEJSy0vLyccDnPkiF0leNSoURhjuOOOOwDYtWsXXq9XHaDp6emMHTuWgwcPajjoqlWrXMI7IyMDj8ej45AQxurqaqWhnNSZbPNF8GVSLpZlCS9+LIw4xn7H9et92YgL9DjiiOMridMV5fJVQlygHweNjY2tZnIKf97a8mNlPTq3ORZinZ2yfawG29TUpJqaZPTJNuKUFM1ctCCJ0/7ggw8IhUJcfPHFysvu37+fYcOGaYx1JBLB4/Fw4403HnOscj653oMHD9KhQwdXbHOsNVJVVeVKh5fQuNjwSMGkSZNIT0/XUECfz8fmzZsZN24cEyZMAGwqQ5y6ggkTJigVMnv2bF566SU8Ho86KMG2WMTk79WrF16vl4EDB+o4A4GAaqANDQ2aYXvwoJ2lnpOTQ2pqqt7DoqIi8vPzNQRRHNEjR44EbKpLsjwl0aZnz54sXLiQ5cvtnhx9+/Zl2rRpSn1s2bJF7688R4/HQ0VFhT7/vXv34vU2B1V06dKFlJQUvR+PPvoo1157LdXV1WqZXHXVVa7s0x07dnDo0CHmz7ejgcPhMD169NB3JhwOc/DgQXV0g005RSIR9Y0UFxeTkpKi1E9SUpLSU7JPenq6q3zEe++9xxfFmS6gTxZxgX4cVFVVcdZZZxGJRKiqqmLIkCFAs8Mv1ikoy4+F2CzO0tJS9u3bp1yxMaaF87WpqUlNVHl5V69erXTAoUOH8Hq9+vu8887TKAWwo0CcySCJiYkcOnSIhoYGpRjAFkjiBKyqqiIjI8PFgwu1E5sJK4J95MiRLTjopqYmnVjANstra2tVCASDQUKhkAqB119/3cV9G2OYN2+eCqKsrCymTJnCjBkzWLJkCWALm82bN3PLLbe4nsXhw4cBuPPOO5kzZw7hcFipmzlz5jBr1iwV4I899pjyxdBcHsHpAH7//fdJTk5WTjwtLY2KigrefPNNAPbt26d+C2imbQR1dXWkpKTwox/9iCeftH1sCQkJbNu2TY+5Z88e0tPTlUJyTuTOzNDCwkLWrFmjY125cqVSXTk5OfTo0YNu3boBMGPGDCzLomfPnvosnnnmGdLT05WXD4VCJCcn6z2IHfu6detIT09nzpw5/O///i+ATo7y7Lp27UpKSoqOU6KmkpKStL6LjL+srAyw35mXXz51f+GpJCZ90WSm/+uIt6BrBdLSbMWKFVqfxKltivOuNeF7PIEu28l+77zzDl6v18UlhkIhzbasqKigpqZGQ/A6derE/PnzVSiDrSllZGRo9IFg0CC7Wb0IJyd/uW7dOvbv3+/KZFy9erU6r4wxpKWlqSYtIW5SqAyaa3kIWuPBm5qadLkkrXi9XnXGZWZmsnfvXuVdX375ZXr37q3C6amnnqJTp04cOHCgxX2Uglq1tbV07NhReWmwC4c5M0ElpV/OC3DHHXfoRCkTjXPs27Zt03uclpZGYmIi2dnZes0JCQnceuutus9dd93VokRDKBRyJfGkpqa2yJ4NBoM6cUjUxwcffADYE811113HyJEjNYpn8+bNgF2+AOyQxoaGBhWsb775pusdlMSnyy67jBUrVuh98Hq9WvArOTmZRx55RIV0dnZ2i8lYkoIEGRkZlJSUqMXi9XopKCjQberr62lsbOS8885TX4VYJFIuobGxUTj58yzL2ssJQr7PI0eOnHQtlzZt2nDuueee9Dm/Kohr6HHEEcdXEnEOvSXiAv04cHLoznCrWO0cjs+NC+RYTmrC7/e7Sqbu37+f0aNHA7ZZe+655yrX261bN9q1a0dDQ4PSIWVlZSQmJmooXMeOHUlMTGTXrl1As0YsPGvXrl3xer34fD5NtJk9e7arhG/sGCU0rra2tkXFRwnTk1j62OgL+T1s2DA9riyT4k1XX20n3p1//vn8/e9/Vy0UaFU7B1SLF57XWS5h27ZtSh/07NmTLVu2cN5557mKQTkrRwKu8MnKykoOHTqkkUL79u3T6BPZ5+tf/zoDBw7U5JvCwkKl3eR4fr9f75eEYzrfk0gkwo033sivfvUrAK677joWL17MU089BdgRLS+88AKXXXYZY8aMAWwK6eqrr1YeWgpzScLTtddey69//Wsde2ZmJu+88w6WZbkKqwWDQd2mrq6O3/72t8p519fX8/bbb6uVs2TJEiZOnOiqB5OSkqJlf4EWJaClkFokElGrpqKigkGDBrlKDnwRxAV6S8QF+nHg9/s5evQoDQ0N1NfXs379esA212NjpFsT8rHx4gIxQQVCBYRCIcaOHat1SPLz83nwwQf1Yx05ciQfffQRubm5ukxilYWH9fv91NbW6vgaGxvJzMxU+qC6upobb7yR1157jREj7Mirn/zkJy1im6Flyd+UlBSXoG9qanIV/XKa+oFAQCkGuU9SQlaqGM6aNYuysjLuusvuV7Jt27ZWMzxlQnvyySd54YUXGDt2rCbsyGTlzBTt3r27JhFt2rSJ669x+3AVAAAgAElEQVS/vkV4qUxSTshY16xZQ3Jysu5TU1PDsGHDKC0tVUfx2LFjefHFF13O4djQzH379ukxUlJS9B2Rd+H1119n3LhxruzbSy+9VGvPCL01dOhQLrjgAsB24Ho8Ho2pl4JlQo/079+f1157zUWPFBYW0qVLF63quGDBAkaPHq0COzc3l65du+o7U1JSwtVXX62T1/jx48nPz3dx+ZKxK8JaarYIfdSzZ0927NjRQjmA5gJicYH+r0dcoB8HoqELNypxzFIqNxgMtppAAy0zJQW1tbXqsDtw4AAXX3yxZtlt3bqV8vJyjZTYv38/1157LZMmTdL9X3zxRX7yk5/oRCLammjkaWlpruzDhoYGfD6fRn0sWrSIFStWkJqa6qr33dTU5ErgcTp9RQA6rRSJUImtFCmT1eHDh7nwwgt1vQizu+++W62FSy65hClTpqhjLDs7m7feekvXL1iwgIaGBnXwWZbFsGHDKC4u1nuyZMkSxo4d69IQCwsLVcB5PJ4WyViBQIDk5GRXfH9SUpKLh09PT9dJ4eqrryYhIYG6ujq+973v6TmcUTlNTU2u9PoNGzZw2WWXqQXjvMe///3vAbvaomjLss3evXu56aab9LfEw8v7tWrVKnw+n5a+7du3L7t379ZszKuuukqzRwVXXHEFtbW1qqFffvnl5Obm6vUuWrSIAQMG6LO74IIL2LJli/LjUgZh//79OkF99NFHBAKBYzZnqa6uJjs7Wyd2J5yZsF8UZ7qAPlnEBXocccTxlUTbtm1POlP0TJ8A4gL9OOjVq5fLHHZqY4FAgMWLF6vWE2tuS6y6aEoZGRk0NTW5ijP17t2bhoYG1YQADekCW5McNmyYmt5vvfUWZWVlLFq0iOuvvx6w6ZvExEQtrBSJRFxNFoqKiujUqZNaF9dff71SH8eKyIlttOGsp+Lcx/l3UVER9fX1qrElJiZSWVnpKhUQDAY5cuSIRl74/X6WLFmiIXh33XUX1dXVyos3NDQwatQovYcXX3wxN954I1dffbVGZAwaNEjrijghdEpVVZWOQawlybx0Ukx+v18zI8GODhEaKyEhgdLSUg4ePMh3vvMdwNbgYzODnZZRTk6O6xxy/lWrVinVIdE3EqE0YMAAzj//fNd937NnD8uWLVOr5dZbb3Vdp1y3cOzBYJCqqioXBRUMBtmwYYM2A8nPz6eqqkotz5/+9KeubNOFCxfSrVs3peTkfZdGGWBTLBkZGTpWqdki9eojkYiGdooFCu4a7LFlJE4WpyKc4wL9PxjSV1FqTDspiPT0dK666qrjFuFyduyREMVwOKyFkyTFun///kBzDXH5SA4cOIDf79eP+ZprruHpp58mPT1dP8bKykoXpSKdg8ScLS8v57vf/a5+aM7xOdPUg8Ggq0Kec4KSmHJnjWyhkyScrlOnTvTt29eVCu/84MH2Ebz44os61oyMDLp166b8sLSTk3T5yZMn06FDBxUiFRUVrFu3znVM4XRjJycnfSKUkQjX1qiwhQsX6kRijFGaAlCn6ogRI/jb3/6mzyo1NdU1yce215M687JeIE5g8UnIZCvUj0zIEyZMYMyYMYwePVonF3k/xOkryVrOmvrQHB8uvpa+ffvqvXr//ffJy8vT+xpbBE3CCp1j3rFjBz179mTjxo0ArFy5Eq/Xq7HsPp/PRa2IE9jn86kD++DBg1x44YXKnTuDAU4FcYHeEnGBfhx06tSp1RKfwp07MzvlY5aPwFnIH5qr0zmb5koctgjBUChEKBTSeiu33nqrq83X+vXrufDCC1mwYAEffvghYNf/6Nu3r0YOlJaW4vF4VID/+te/dmWbQrPwkw/L4/HQuXNn3UYSTZwQIegUYIsXL1bhlJGRQVFRkTpf8/PzW2R+RiIRFY5gR1fU1tZq8438/HwSEhK00FZpaSmRSETHK38nJCToPZMmG7EZqbJPbm6ucuZi6Sxfvhyfz6f89tatW0lPT9fooqFDh7omu4EDB9LU1MQbb7zhqgdTX1+v9ynWgpGIIGdUSEpKCmPGjHE9CyfvnpKSwpo1azS5KjMzk3A4zNChQ10FzZzOaY/HQygUUu26tLS0hf9DInokwadnz56u/q/C48sx5G95T//+978zYMAAbr75ZrWMnn3WrkUlykZsXoK8j4FAQO9B//79Wbx4sU5O/4ryuadjn68S4gL9OJAXXQSifCRSlzu2cuDf/vY3DQWTzDxniJZ81M4IBIkGEBQXF6vGPn/+fIwxWowqFArx1ltvkZmZqUkhS5YsoXv37i7TPhKJ6CTQWvSFaJPO5sTO6AspE+usKin3QBxnknIv1yeFnyT7MjZsMSEhgaysLNLS0rS2N8CDDz6okRFVVVXs2rVLo4kKCwsZOXKkCoT09HRqa2uJRCIatnfBBRe0cM6KI1TGIU5FaaUnfUydFQlvuOEG1WaDwSCBQKBFR/uhQ4e6nODp6ektSiA4n4FQFdBcJTN28klOTtbnP23aNLp166YZp7fddlsLDV/eOWekVGwJ3vT0dFcZ40AgQENDg+vdlN6kgoqKChddItcItiN21qxZdOzYUUNKU1NT2bVrl0ZoSY312Pe9qqpKqZ60tDSGDBmigt/Zn/VUEBfoLREX6HHEEcdXFme6gD5ZxAX6cbBz506OHDlChw4dmD9/vjrE8vLySEpK4o033lAe0Ov10qVLF9XyHnjgAd577z2N/ZUQLnCnyX/00UdKW7z//vssWrRITdL27dtTXV2tRbNmzpzJJZdcwksvvaShfLNmzaJPnz56DNHOYmu2t8bxO51SVVVVLpPZSSc5E2aE/5ZQNrkWaRjtPJ+EuoGtoWZkZPD000/rfRg9ejQ333yzprGHw2E6deqkGuoVV1yh3YLA1kQlvFCcxzk5OS76AGztMDb2eenSpUo5fPLJJ9rUGOzwQck1ALumimj+MnaPx0NWVpaOpTXHqpPHz8jIoKqqymUpyfpt27YBdlislCgGO42/vLxcE3aEWnFaWHKdUh5g7NixrpBSn89HRUWFy4KR5ymWnlCGzvuanZ2tfhcZu/Dx48ePJysri9LSUj3GE088wahRo9Sh7+xKJAgGg3Tt2lU1cWkQHuvAPlW0bdv2X3KcMwlxgX4cOJvgSqd2waxZs0hOTnbVJZkzZ45+JN/85jcJBAL6ETuzH8UEraurY9CgQRrlkJ6ezttvv60fzYIFC+jdu7d+AHfddReLFi3iW9/6lprUGzZsYNeuXXrenj17tjD/nb+lGYZTeDc1NZGcnNyi4JZzvZjUTtqpqqpKBYff79eJCJpb4YnzNiEhgVmzZjF79mz+67/+C7DpoilTpmihrZ///Oct6q2LEJBxBINB6urq1HHn8/lcE47cVxGKMmlJHW+wM26dzlZnkwqwW+M5eehgMEhubq52rQdcWbNyfbHNKvbs2aP3WaiSFStW6JjOO+88li5dqtx+MBikrKxM8xAqKyupqqoiNzdXxyjt5kSRkIlXqj76/X5uvPHGFlRQXl6ey9+TlpbmmrCnTZumwr9bt27aHlCwYsUK+vbtq5mxo0ePpqyszOVTcFJfQo058yokPv5fJdDj2nlLxAX6cSAvX2xiSkNDAyNHjuTVV1/V5JOOHTty5MgRhg0bBsDvfvc7fvCDH/Duu+8CtqNNKiM6ozw8Hs8xnUO33HKLKz09Ozub66+/Ho/Ho46z6dOn4/V6Vfv0eDwuHl6Ehwia2tpakpOTXRplaxx7rCNVtFQR0A0NDUQiERWc7dq1a9G4Iz8/XwXKj370I7xeL9OnT1etPT8/n8TERB599FE9r/M+C3cuHLOUb5UsSdnHWS4W0EJash7sJh0isBsbG11hfRkZGezevVu549ikKafmLcucfhBZ7uzTKeNwYtu2ba4yvU8++SRTp07VQmNgZ/zK+cTacjaOKC0tJT8/39XSr7S0VHl0uUdO57wkUcUmv0kRuOeee47HH39co2uee+45ampquP3223VcRUVFjBw5UsNjAX72s5+5kqKckFLBBQUFrnUZGRn6HMSBfqqIC/SWiAv0OOKI4yuJuEBvibhAPw7atm2rmo0kCoHNN3fr1o3bbruNTz75BLC1zZkzZ0ppTo0oEHPz0KFDGn/u1A6lxyfY6dLO5A3hRqVUANiasFM7lIJRUtt8/vz5FBYWqkZeVVXF4sWLNREpGAySnZ3dais50XLFfHZCND2nKS9RO7K/UzNct24diYmJGtFSUFBASUkJL7zwgmp+/fv3JysrqwW/L/c5LS3N1Uh5//79dO7cmXXr1qmpL+d3WjnOYwovfNVVVzF37lzADvV0ctqxnerlGpzjEjpFrKvOnTu30Eol8gVsbdxJ2+zYsYPGxkZyc3O1Hvq2bdv4y1/+olaOPHeJIZeyE6FQSK0Uv99PXV2davm7d+8mNze3RUSSQO4hNMfmz549m9LSUgYMGADAQw89xFNPPaX04fnnn084HFbK5a233mLBggXcf//9+g4PHz6chIQEpaDEnyJafk5ODllZWUq9QHPzbRmHfCunilOp5XKmlwuP10NvBVJv+fHHH8fn89GvXz8XZzpr1izeeecdkpKSWLp0qe53//33q8OrpqaGAQMGqIPvG9/4Bk1NTa4uQDk5OeTn52vm4IEDB2jfvr3+zszMpLCwUAWt0/knH+nSpUvZuXOnCpLy8nKmTJmiVNCbb77J+eefr5yr3++nsLCQMWPG6HGlzoqTM5VO9+AWdE5h11p8uzP+WULXwBZS27dvZ8SIEXrc2GJf8tvZNHvNmjVKXUjzDmfPTGfYqHMczqJpa9asIRAIKA3lpCvAnkirq6tdfH+s30Hq9whis08lcSmWgpA68AsWLOAXv/gFr776qgo0r9fLokWL9P6+9tprroYnjY2NWmNFQgpra2sJBAKud6Jr1646Nsl1kNo+mZmZLFq0iEAgoPkNQ4YM0e5BAFOmTGHUqFFa2bJ9+/b4fD5eeEEa2dvLJk2apOOILTQWm9glY3YWipOCXuIj2r9/P9/+9rfhFOuht2nT5pQEerSG+hlZDz0u0FuBvDAzZswgIyND27qJYJk5cyY5OTmEw2HlTNesWcM555yjzs9Ro0Zxzz33aLx4+/btWblyJenp6aoJeb1eV0Yj2OUALr/8csAWPM4qjpK85PxIJHZbcODAAXr37q0VG+U8EtFRXl7OHXfc4XJiSjkCSfhJTk52JRc5uxXFljdwRrmIsJV1CQkJ/P3vfwdQJ1skElEBJtvKPRBrwxlJUVJSwvjx4wE0Kefzmog4MzbFkeoUtj6fz3UdEr3hPG5sElWsNt5a02unhfLMM88AzZU0L7jgApYtW0ZNTY1OrpIJK89vyZIlrjZ2YCsCYEdAgR1d1NTUpFpvJBLR6pDQ3ERaJmdjDAUFBfh8Ps3yXLJkCbNmzXLx/a+++qqrBDM0V/IcOXIk1dXVWlFRrtVpoUmZXJmMPR4PPp9PC4wBGrcv92jfvn1cd911cIoCPSEh4ZQEevT8Z6RAj1MuccQRx1cSp0K5nOmIC/Tj4Gtf+5pqJeXl5doibM2aNdx1112Ul5erhvrkk0+yfv16NecHDBjA+vXrXW3PFi1aRGZmphan2rp1Kzk5Oaop5efnU1paqhqa9AYVDjkpKYm9e/eyb98+Pe6YMWPIzs5W3lW4akljX79+vcsSGDdunGrnQhdVV1dTWFiotI2kyjtjrIWLdfLOUjJWIE0doJkeEi1PrJx+/fq1iLYQjbyiooJ3331Xyxpce+21PPzwwy5NWLja2Pj62IYcAmm/J/XY5RjQzK+L5nisZtVOmslJ5TjPJdaLhKAOHjxYs2fBtnoef/xxsrKyXPs4SzBPnDiR2bNn6z0bN26c5gtcddVVej7n2CSDVayepKQkV8RPWloaJSUl3H777bzxxhuATWXdcccdqm2XlJRoM2uwM1RHjx6tFM3u3btJTEzk8OHDaumJdi5jr62tVStN1osFJ5p/ZWWlltWV834RnHXWWSfdI/RkW9Z91RAX6MfB2WefjcfjoaSkhKKiIq1bcd999+Hz+QgEApx//vkAGkYojqb09HR8Pp8mgAwfPhyv18vUqVNdqdBOgZ+cnOzquXn48GESExP1A925cyfFxcU8/PDDKuRFOAj/KwJAhEIgEHCFUw4YMID6+noef/xx/TiTk5Pp2rWrxjL36dNHiytBs9AMhUK6TDrTy2Q0ZMgQmpqaXKnqTU1N6oyFZgEqgrO6ulqFBUCHDh2YMGECd999t+s5xPYrjS2uFevArays1DDOmpoacnNz1YkqEK5ZINUwgVYdxrGx7iKIY2kZuR/V1dUtiqIFg0EaGhr0HpaUlPDss89q/fNQKMS4ceP0HRKB6JxIxRktE8uaNWsoLS3lyJEjgD0JVldXqxDt1asXjY2NvPHGG66+s3369NFaPt27d+eDDz7QOPS9e/dqWCqgDbYlucp5PTJpHTp0iLS0NKXtNmzYwBVXXOHyzUjph2Px7ieLeIOLlogL9ONAtNQuXboQDoeVa/7www+ZNGkS4XBYtdpBgwZRXV3N2rVrdf/+/fvrJGBZFuXl5YwaNUoLHN10002Ew+EWHLLwoB07duSdd95xce5FRUVUVFTw+uuv6xidDZEzMzNJTEzk4osvBmwhEQ6HVdvasmULCxcupHv37srvi0UgCT4Sy+x0/Pn9fjZt2uRKHkpMTHQVdILmuiKxkSLSbs65LiUlhZ49e7q4+tbi4U/kw3daCk7HYvfu3encuXMLRyc0T0pDhgz5XG5efAoi5CRhSK5bqiTKs+vdu7er4NnGjRtZsGABRUVFGgHV0NDATTfdpJNgv379SEpKUkErXH+shbJu3TqXFj569Gh9zxITExkxYoTLwS1Fz2SiEGHtnHwjkQgLFy4EmqstytgzMzNJT093ZeCKY1oyo6U9nUxoEq/e1NTk4t2dk7EUYTtVxAV6S8QFehxxxPGVRNu2bU+acokL9P9gSKZoXV0dRUVFGiUANtXg9XpVm9m+fTulpaWaxdijRw8OHDigmpNg2bJljBo1CrDjjnfv3q2a08qVK5kwYYJqX8K1S92SnTt3Mnz4cOrr61WrrqmpcdVkkZoqQhtMmDCBpUuXasp2t27dSE9PZ9y4capdSjPfG264Qa9NtCqwNauSkhJGjBih1kTXrl1bNM5+++23lT6orq52UQOpqamaQi/XJ5RFbAiiQLTq2GiSWDQ0NLgqVkqsNKDauRzPCdEuRQuO5cqd1EtsbXfR5uXeL1q0CMuyNCJHtF/Rtv1+P6WlpQwfPlxpKImscYY+grvGu9w/Gfvq1asJh8Nay6e6upqamhrtxSq1YZztBeU5yHlEi5aIrJqaGrp166a0lNTTF8tQIm2c8e7Osr8yPp/Px/LlywG75rv4IpzP1xkZJX6fU0WbNm1OWqCf6YgL9OPg6NGjRCIRtm7dSllZmcshVlRURFlZmTr7/vKXvwDNSUOhUMhVHvTIkSPK64qADgaDDB8+XH936dKFuXPnavyvUDzy8YZCIWpqali5cqV+bN27d+fgwYNKhRw+fFhDxsA29Q8cOMBFF10E2HTRQw89xIYNG1xmekFBgfK9TU1N7N+/Xz98v9/PgQMH+NGPfqSTjDgnpcHBk08+yQMPPKANoPv27cszzzyjVE+/fv1UsDgbaUBLjvxYiBWysiy29rzf71deXopjOc8j1xgLJx8ee57Y8cn+kneQl5fHiBEjWtSdEXTr1o0XXniBkpISnUhk/AJJ63dOpgkJCWzZskWvxxn2CHbClJNueuaZZ7j33nt1Apd8iLKyMr3+srIyNm/erJOvJPiIQK+rq3P5bpzJdYIdO3YwdOhQ1/iTkpI01t9JvTlzJ6Q2O8DHH3/c4h6fLM50jftkERfox8HmzZtJS0tTASRa8cCBA9m1axeTJ09WgT569GhXBugTTzzB7bffrpzq6tWrWbt2rYvvBtsxJgL9k08+4YorrmDOnDm6fvDgwSrY5UPIycnRySIUCmFZluvczqiXQCDAd77zHf2YO3fuzOuvv87w4cP1g73yyitd3ZWkCJUkJ73wwgvk5+dz88036z4FBQXk5eWpAC8sLGT69OlqsezYsYPhw4frJCGJOU6nmHzgTkHZWgSLwClkncJ5z5492uVI7plYSk6N0Bmh46x3LmgtQzQWzrHW1tbq829sbHQlSknSmUz0OTk5eL1e7rnnHtf5nJZBz549qa+vd9VcT0hIoEOHDvp8nZOBYO7cufo+3HzzzUQiEa699loAnZhLSkpcBeK8Xq9uA7a/RiaSdu3aUVdXp0lwfr+fSCRCenq6Xr/UzHdWWdy/f7/6ScQnIcXgwI7IEQsScDlYTwWnoqGf6Xk3p02gG2PGA7+PWZwMzAL+O7ruYqABeAl4yLKsz4wxZwGPAbdFxzsX+LFlWZ9Gj3svcB/wNeBt4A7Lsj6JrrsBeBTIAFYB37cs64QrAr3wwgu0adOGgoICrr32WvXoizPx4MGDPPLII4BdSMsZoTJy5EhWrlypGuq5555Leno6Bw4c0HKx4kB94oknANi0aRNer9eV0FFUVKSCfNCgQWzZsoWtW7dqu7RAIEAgENDz9u3bV9PMwf6gpTEGwJw5c7jqqquorKxUWiASiVBUVKQm9K5du0hLS9OP8/bbb2fJkiWsX79eJ7W0tDSWL1+uAiYrK4tvfOMbLcrJioBzhj460dDQ4DLBReN3wkk7xHYGCgQCNDY2KtUBLTvhxGr+9fX1ruiT1pqAtAanttnQ0EBlZaVqznJfnKn+/fr1025Mcm+dAlz+l+gTv99Pv379WjSsyM7OdkWGSNs5gL/97W/k5ubSo0cPvfYPPvhAC35deumlDBs2jAsvvFAnuaSkJHJyctRx2qtXL1ehrMbGRs2OhuYQxcrKSn0W0pJRthGazvn8JepHJpJhw4a5rIlXXnnluPf78xB3irbEaSOgLMt61bKsFPkHfAeoBB4BZgClQAfgIuB7wE3RXe8CRgN9gK8D3wDuBDDGXIUtzL8JdALSo8fDGNMH+B1wQ/S4lcDzX/qFxhFHHKcFItBP9t+ZjH8L5WKMSQH+CNxpWZbfGNMDqKB5gvkMkADtm4FnLMs6GN33cWyNfkZ03R8sy9oZXfdzYIUx5n5gPPAny7I2RNc9ABwyxmRYllV1IuO8/fbbSUtLY9myZVRXV6szc+vWrXi9Xt58800tzrV27Vo6d+7sChcbNGiQlootKipixowZbNmyhaeeegqwtenNmzcrD9uxY0e2bt2qMeNr167lmmuuUU2mqKiI//mf/+HgwYNqgks5ATHTKyoq2Lt3r6ZvT506lSuvvNJVgwPsEgBSZ2TixIn4fD6lh7xeL7W1tar1r1y5krvuuot58+a5WpuNHDnSlYzj5I2dFAu4KRJnKrhTYz3//PMJBoOu9c7tnbyss5Z3RkaGjh3cGrpYCs59nA7D2ON9HmJL6opFIccSSqquro527dop9RUKhRgxYkSL86xYsULDGIWucqKpqYnq6mp1NkrbtxkzZgB2owvLstRiKy4uJjk5menTp+t5O3fuzLZt2zRnorCwkHA4rD6UefPmMXbsWC34BW5/hWjbubm5rlo1sW0ZnaUfhCt3WmR79+6lqqpKrZrRo0czf/78E7jrraNt27bxJhcx+Hdx6PcDWy3LWhT9/RTwIvBDoC3wR8uy5En3BLY79rWAXlEqpifwVsy6dkBOdN16XWFZNcaY2ujyExLo69evJykpiYsuugi/369US2lpKa+++ir9+/fnnHPOAeyuLs4ohxkzZigdAna0iTSAlizOoqIiLrzwQv2wZs2axejRo5UP7d+/v9ZmAVvQlpWV0a1bNzV1CwsLCYVCWrFv165dvPnmm0yePBmwCy8B3HnnnUBzs4pVq1Zx66236rJNmzZptuDChQvZsmWLjr13797s3buX4cOHu+p/OOtyhEIhV9QD4Iq+cW4nURyxXXiET4/N/ow9rjSTALTpttOH4IQzIccpbJy/T1SYOykXacbsRDAY1Gc3a9YsGhoa9DlIzH5VVZXWO8nPz6egoOCY9fBFYM6aNUuXif9EaLtly5aRm5urnYPy8vLYvn27TiyFhYV4vV4mTZqkx+jTpw8LFixQmmbKlClEIhEX/19SUqKJRlI/yOfz6X13Pluw8yGcxcsikQibN28mMzNTJ6y6ujpXtJDkAZwq4pmiLXHaBXpUO58CjHIsFp78aSAP+LMx5g7Lsn4PnAOEHNuGsDX5xGOsA5ubj10n65M5QXTp0oWvfe1r+Hw+Bg4cqAWvRHs9dOiQRqAIfy6NiMEuS/rXv/4VsIWicOPSBHn8+PEMHTqUmTNnAjbfuWHDBtWkRo8ejWVZqinfeuut5OXl8corryg3P3/+fC38BfaHde655+q5xowZw6FDh1QolpaWsm/fPm1rB3bFxl69eqmWu2XLFsLhsAonKSjWqVMn7fwTWy61Q4cOLTjUqqoqV9kCaC7fK2gtoSdW65dzDBw4UAWxOIqNMQQCAZdQdApep+PRuSz2nCeipSckJKi/Q0oliCNx/vz56kQG1CKSZJ3hw4dTWFhIRkaG3hNnOYJj3Y/p06eTnp7uKtjVuXNnfYdyc3NJTk7WCe3QoUMuK3H9+vV0796dUCikzv2dO3dqWCE0N9V2TqTt2rXTiae+vl45dgkJ9fv9pKena8eqxMREUlNT9blAc2cuuUfnnXceFRUV+i7KhHGq+LI5dGPMxcA0bCWwGnjKsqzfG2POBWYDw4E6YKplWX+I7pOITe1eAxwFpluW9ehJDfIL4N8RxDkG2GdZ1gcAxpiO2Fz3k5ZlhSzL2g48CUi7lBDgDOZOBposy2o4xjqAYCvrZP2/pv9VHHHE8W/Fl8mhR4X228B04Fzgu8DjxpgR2GxCEMgExgFPRX12YAdhdAHOww7yuM0Y8+1/5XUfD/8OyuXbwBuO3x0BTzFRIF8AACAASURBVPRfY3TZ0eg/gH8ABtgQ/W2iy5zrcKyrw+bjXeuMMT5sp+k/OEFI2Fj79u1dsd5//etf6dGjBzt37mTMmDFAc8y4xPT26dOH3Nxcbd4ciUSora0lMzNTqQ7RjISC8Xq9pKWl8dxzz+kYnHHUUtipR48eLF68WJf3799fowd27tzJ6NGj1cz1eDw0Njaqdpqfn688poRHdurUCZ/Pp5qwRNqMHTsWgIsvvpg//elP9OrVi+LiYsCOWY5EIq4mxHLP5LczwUkaHaSnp7eI8nDy7osXL1ZtMzExkfvuu48JEyYAdvTFggUL8Hq9us1zzz3HRRdd5IqOGTJkiP59rNK3TsSGD8auF0vj+eefd+UW9OjRQyOfSktL+eSTT7Q+Tvfu3enUqROXXXZZq+cCO7qlqKhIyyU3NDTQ2Nio9NnixYtZvnw5+fn5anFJmv9DDz0E2O9dcXGx1vIZOHAgXbp00eewZs0afD4f69ev1+cZiUTweDyuxhPOiKTS0lKys7Ndbe+khIK8d3l5eQQCAaVZCgoKCAaDyo/n5+fj9/vp2bOnUivr1q1z+RGcYZSnglMJWzyJ7bsASyzLkjrUHxlj/gIMwVZKe0SVyo3GmNeASdjMw03AjZZl1QF1xpjnsJXTP5/UQE8R/w6BPghbIxeUAH7gaWPM3dgC/qfY4YwArwD3GWNWYgv5nwEvO9b9zhjzJnAAO8Ll1Wi44zxgtTFmNrAJeBxYZllWzYkOdMiQIfh8PhITE+nevbvykt26daOsrIxRo0bphwbw3nvvccsttwA2xTJz5kzlnIcPH651qeXD2bBhgwoosAXprbfeqgkfBQUFLFy4UJ1V0jQ4NTVVlx08eJA1a9ao4O/fv7+rl6fTaQWoc6u4uFiF4LBhw1xOy/Lycnr37q3X29DQwKWXXuoK95OGH7HJOrH10J1CO1ZwSK10cc527tyZ9PR0pSSmTZvG2rVrdZw1NTUUFRVp0wawG2cbY1yVDV9++WUVcN/97nd1YpFOQV6vl8svv7xFQ4tjUS4ZGRlMnz6dtWvXKvUg+0ro6RVXXMHIkSNbUD+tTR7PP28HW91zzz106tTJRW0FAgFXs5KRI0dSWFjIzp07AZtCueGGG/S51tTU8NJLL2lxrg8//JBhw4Yp7XL99deTmppKx44dXbXLY6tPOscqjajFoQ82xXL48GGt99O7d28KCwuVVolEIuoIBttXkpWV5WpQIhOtUHvC+58q2rRpc9JO0RPl0C3LKsIOugBUY78EKAaOWpbldABYwNjoNpm09PnddVKD/AI4rQLdGNMWyAX0SVqW1WiMuRJ4Jrr8Y2xh/mx0k+exb9JGbN78FeDX0X3/bIw5D1gCpEX/vy+6rsgYMwmb68oC1gK3nsx4PR4PiYmJ6tCSVnBdu3Zlw4YNbN68WYXxgAED6Natm36cU6dOZeTIkfpxCve4Y8cO5cxzcnJIT09XrhJs7V8Ka4mTTT4SyTQNh8MqwIwxGrUAtgPRyREnJCS4ikRJca709HS++93vAs2CR3h4aU4sSVA+n4/y8nJX7LY0L3AK7NayK1esWAHYgic5OZk+ffqoNdHY2EggEFB+OBwOk5qaqoko5eXljBs3Ti2jBx54gC5durB27VpefPFFwLYuMjMz1WENdvNiaRrh9/vx+/2sX7/eldT1pz/9SZ/V6NGjCYfDKnBSU1NJSEhwpchLtrBYXMYYvF4vL79s6xaSph+bqi/3R/IHQqGQlk+46aabqKmp0XeotLSUgQMHaox5OBzmww8/dOUZdO/enZkzZ+rznDRpEr/97W/1uqTNnbx3CQkJWipCNHJnpJL873RGixAWpUESzRYvXsxvfvMbwBbYTgdnUlISnTt3djnNLctiwIABrvP4/X59j1tLkjoZnK44dGNMO2wN++/AX4B7YjYR39w5jt+x604LTqtAjyYDtZhSo7z55cfZ5+Hov9bWT8fmuVpb9wZueieOOOI4Q3A6BHpUYVwMlGHnx3ydY/vmRJB7gfqYdacF8dT/46Br165kZ2dTWVmJZVmaon/BBRewdetWqqurNSxw48aNrFq1SmtoBINB1q5dq2GMUgBr7969GoZYXl5Oenq69h0FOxbd2dYtHA7z7rvvAs2lcleuXKlavUSriKm/a9cuCgoKtHlFbm4uubm5qrEWFRWRk5NDYWGhRh9II2nRFMvLyxk8eLBqrHv27GHr1q0YY1wldZ2Fl6TOt3Ds4XCYcDis8fBSK7uiokKtB5/PR2pqKrNnzwZsWio/P19LA+fn5xMOhzU6Y/z48YwePZqioiINuUtNTSUpKYlBgwa5np1kRW7atEmtDdF8pba9PJutW7dy9dVXa8RGhw4dSElJYdq0aYBNc0jjbdFAQ6EQPXv21ByBuXPnkpmZqbVMAoEAFRUVWtDtnHPOISsriw0bNij14/f7mTp1qt6zQCDAwoULlesuLCxk8ODBvPLKK6xevRqwo5aEigGbDnJSbNXV1S1qvTublTjhrE0kUUlyT53HlGbQd999t6uAmJR9ADuiJTU1Va0vidSqrq5WakesOCmt+0VruXzJHDrGmH7AcmxW4KdRKncXcLYxprNlWcJJGWC7ZVkBY0xV9Pch57qTGuQXQFygHwdSbTErKwuPx6MV7QoLC6msrGT8+PEaPijJQoIJEybg8/nUWVpdXY3P53OFjw0cONBVg2TJkiXMmDFDhXVeXp7y3YDSBu+99x7f+973ALvQ0qBBg/RD6tKlC9XV1RpO2a5dOw4fPuwKcysuLlZHI9gfpzFGt/nmN7+ptAvAr371KyZOnAjQohmx8OxCTQn/XVdXR1pamjoJZSLYvn27FpcqKCggKSlJC34lJiZSVVXF3LlzATTuXbjciRMnMm3aNCZNmqQTWHFxMSNGjHDVB6+qqlLBa1mWnk+aIE+YMIH6+npN+hk+fLgrAWbXrl0sWbJEaY7MzEyOHDnC4MGDlbt/55136NOnj3LKTzzxBB9++KHSKb1798br9WqIptfrJTc3l/bt2yu/XVZWxuTJk3nwwQcBuPfeeykuLtbrlZDVUaNG6eQiPVmdoY07duzQapNSrkEmJ6k5HtuRSRyWgpSUFB1XawXQROiLQBdFwYkdO3aobwFsytLj8bhoKKm4KdfyRfBlaujGmExsYT7NsqwnZbllWR8bY/6EHfEyCSgAbgSujG7yCvDfxphxQHtgMnbezWlBXKAfB9KxKBAIsGvXLhXe4XCY3/72tzz99NOuehT333+/8rQ7d+50VcYT7bB9+/Yq5KX5hHDE/fv3p7q6WjVnqY8hWl/Hjh1p164dt9xyiwqOcDhMr169VKBv2rTJdd5OnToRDofVsbh//37uvPNOV9nW4uJiV+bgzp076datm2awer1eNm3a5HJoJiUlkZWVpYJ0w4YN6tSUsUsEENgavdSPEUG5adMmQqGQ1jvZvn27OtDAtnpee+01LUH7/PPPq0brbPrx/vvvuxx4nTt35vvf/z5gJ80Ivy5Cvr6+XgthQXN1RnFwP/LII4wZM0Yno/z8fJ566ilNIgO7kNqGDRtcQnHy5Mk6/k2bNrF161bloXv06MH69euZPHmyTuLdunVj2LBhOpG2b99eLQ95VsYYOnbs6OomtXHjRj3PwoULGT16tFpCEiUTW6vGOQFUVVWRl5enz1LWyzsaCoVczlxnsxMRwn6/n6ysLFfGrnMikOftbJco71ddXR3QstPUyeJL1tC/j10y5OfRDHTBs9gRLb/DDuYIAvdJRjo2NfwbYAfwT+BZR5Lkl464QI8jjji+kjiVKJdPP/30hLazLOsx7GTHY+G6Y+wXBn4Q/XfaERfox0FKSoo2iU5LS9MKhqJxpKWlKR8+bNgwl9nfo0cPQqGQauyiJTqjMXw+Hz169FBNUbQo0dCFFhDNRkLEysvLNeQrJyeH7du3a+9Sr9fLBRdc4IqUcGYO3nnnnRqmJ+Fjfr+f5ORkjTbp2LGjxsyDrdlOmjSJjz/+2GW2L1261GWBXHrpparJSf9MsQKqqqrYtWuX6/r79evHX//6V22+3b59e/bu3ast+iSMT8L87rzzTnbt2kVeXp7SJXl5eaxZs8YVXeGMoQfbSqmurlbrQSgLMf0zMjJ4++23lerZvn07CQkJan317t2bwYMHs379eqXWAoEABQUFGrYoEU9Cp02fPt1VGyU1NZVwOExZWRlXXHGFnqd9+/Ya1VRVVYXf71d/QHp6Ojt37tT2d/JOBAIBfaZjx45l2bJlaoGtX7+eqVOnumLv5XnHVkp0tpNzavESdy/bp6Wl6fbOejr79+93tZcTzVvOAfY7K99NLJwWz6kgXm2xJeIC/Tjw+/0cPXqUhoYGcnJyNPEmFArRsWNHevfurULQ6/Wya9cu5WmnTp2qJWvBFlbhcJidO3eqgF6/fj2DBw/WiSA5OdklfEOhkIvqSU1Nxe/3k5OTo3SA0ASyjQhBoQJef/11Ro0apQlATlN6zZo1/P/svXt8U+eVLvykdWVJVWVFFr7Isi1ftwv4RhyMCSXEZQoEmvBRmh/N7TQ5aTIl7Uy+Ju3p9PY1/SZJM7mc9DL5kpZpOymhdCbJECYcQj9CsBvskBAwBlNv8EXYsmzLsiLraHSr2p4/ttfy+24Zc2uTQLV+P35G2lv7vte73mc961mAhu8Hg0Ge7o+OjmJoaEjidre1tSEajfI1SCQSOHr0KBdJrVq1igWb6Ng7OjoY0wU0fF9VVXY+drsdq1evlhwN/QM0yuOuXbsYY4/H41wwRdeQHLuYWB4eHuZrGgwGYTab0dfXh/vuuw8AWPtdTApff/31TEmk5XQ9QqEQTCYT7rnnHtx44428TiAQ4HL/7u5umEwmdvhDQ0P41Kc+xfuYmJjApk2bJGnjiooKjI6OsiMsLy/H4sWLOZFaXl7OzbfJfD4fVqxYwXmVl156Ca2trfzcffvb3561UUhWVhZDV4Rzizo34j4IOhG1zvW9XSORCOx2O9+73t5eNDU18fmazWb4fD6cOHGCB07K3xCESMd8oZZx6Ol2xeUu+H4hpiiKG8Dg3XffjZycHCxbtgxTU1OMff76179GQUEBrr32Wo7WqWE0cZtjsRjWrl0rYbuEe5Mzqq+vh8vlYm0L4nvTC5+XlweDwcCJtVQqhQMHDkgY+eTkJBYtWiR1uRc72gCQBKC8Xi8CgQDC4TBjty0tLfjpT3/KKo/PPfcctm3bxop+JpMJ1dXVuOGGG/D4448D0BLD69at432QM//qV78KQHOC/f39zGABtAHpzTff5GiTcF/Cg8PhsNSizuv1Ijc3V9IPCQaDqKurY8cxMDCAvLw8ZmgAmjokReybN2/G9u3bcdddd3H0TEqQYlIuLy9P4tQT/gtoyeuxsTEUFBTwdru7u2G32xmrJpGwvXv3AtBmH1T5CWi8dSq2okHI5XJJuDM1WaYiMUoi6qNpn8/HvyPO/GwROZ0r3Ru9yqW4TfE3Q0NDKC8vl8S2RK0XMnFGCmgDMs2Cjh8/jvb2dqmCNzs7Gzk5OXyv3n77berOVaaqqgfnaPR+KooidXc6F0smk5TDOq99XiqWidDnsGuvvRYFBQUYGRnBF7/4RWYMUMny4sWL2YETFZASiVdffTU6OzuZFfHoo4+ir68PdrudH/JoNCopMo6Pj6O0tJRfClKwI2gkmUxyH1NytvX19XjjjTeYlhgMBnHvvfcypYwiSqrGHB0dhclkwvDwsJRYdTqd7Gg3btyIkZERaRawadMmWCwWfOtbWjmAfhpvNBrx7LPPsoyB3W5PU0mcmJjA8uXLuRS8v78f8+fP55mCoihSyXl5eTkOHTrE0ejzzz+P8vJyuN1u/OpXv+Lzj8VikihUS0sLD7QFBQVoaWmRGBmRSATd3d3cy5XUGymC7e3tRVdXF/9G7BglVvW++OKLzD6x2WwIhUIMl5CjJ+dls9kQj8fh8Xh4uyJ8RffX6XSyo6XGEtQxCNCcqNVqZYeul1yg70XnSw5b3zhD/G0qleKBRr8Ni8UCv98vFdLRIExFb/oeqoAmB+xwONjp+nw+9Pb28vP86U9/mtstXohlIvR0yzj0jGUsY5ekZRx6umUc+hzW3d0Nr9eLXbt2IRAISLrUgDa1/9u/1ZLZhAdSpORwOPDb3/6WEz8vvvgiKioq0NPTI9G4xMixtrYWFotFggICgYAUSeXl5WFkZISTflu2bJG4v83NzVISioTEaBZA0e+pU6c4AtcfR0NDA2OztM14PI4dO3bwtD03NxelpaUsD9zU1MTl8MBMBEcwx5YtW9Da2oqRkRHeV3Z2Njwej5RkJpiBfmMymfjYy8vLUV9fjyeeeIJ59vPnz+ekKpnJZGL4KB6P45prrpGi3Oeeew5f//rXORnd29uLXbt28X6uu+465qoD2sxpeHgYx44dw3XXXQcAWLlyJe6++26+NwMDA1LPTT2NLxKJ4MCBA2hubk7jeZ/pM0X0fr9fukZut/uMv9Hrx4gNPs7UjJtmWyTWds8996C9vZ31Y7xeL9avXy9RW8vKylifB9Bmmz6fj5896kva09PDyXWr1QqTycS5CirUu1C7ED30jEP/KzbCHWtra1FbW8sNfqnKUGwMHY1G8YMf/ICd61133YUvf/nLjBPb7XZUV1dLjQPohSHmBz3g5AytVqs0vSaHQ9rTgDYIEJQDgMXEqII0Ozsb7e3trOjncrnwxS9+kXuc0nZbWlokAai1a9fycSQSCeTk5KCwsJCTwGNjY4jH45zgSiQS/LIDGgQlVla2trbCarXC4XCww87Ozobb7eZBoqysDB0dHfwbcuaEobe1tWHHjh2IxWK4+uqreb8iCwSQ8XBqmkHQBQB897vflRgbVqtV6hZEzo+clcPhQGlpKZqamniAIh0TgrLKysp4f/TsdHV18aBgtVrxyU9+Mk35kTTfgRlohIx+m5eXx4nTnJwcJJPJMwqJnUlkTNy2fp1UKoW2tjbcc889ALRApqamhgde0jByu92c5DYajfD5fPy8U7KcjDTVxUbaXq8XJpOJi55+97tzFj6d1TIRerplHPoctnjxYsbQH3/8cW5BB2jOprCwkBsY+Hw+7N+/n0uyt23bJjm4rq4ubN26FYsXL2YHRiwKckbDw8NwuVzs2CmxJjqFZDKJ8fFxdhzLly+XWt/Z7XaMj4/zIPHMM88gPz+fK0MPHz6MhQsXIjc3l3F3u92Orq4uxtSXLFmCWCwmRfUFBQVSIQklCEWhLVVVeeAQlf3o2AEtkhUHCpFWuXPnTtTW1uLJJ58EoM0UKisr2WlSkvI73/kOU/3i8TjMZrNEUwyHw7N2IyJnTE5U38FIL+tL53Dw4EF0dnZi/fr1ePDBBwFoAmATExNSVx+j0ciDBg1aIm6tTz5mZWUhGo1KQlrATDUuVX++8MILvM59992X1i1IPGb9Z7FphdgO8JVXXmEsu7q6GiaTiQcwaixOz2VnZyfuuOMO+P1+aVCorKzkZyaRSEg5E3ouGhsbsXPnTgCaDHM8HudBgdQ2L9T+0qX/l6JlHHrGMpaxS9IyEXq6ZRz6HHbllVfC4XDg1Vdfhc1mk5oqAzM0M0CLHteuXcuUM5qeUqTW2dmJxYsXw+VyMUzhdDoxODjI03WKkGiqSxQ/kgYAwJGy2JxAFEVqb2+X2pUpioKNGzeyiNj999/PxSx0HFS8RL+bnJyEzWZjzjdx2kOhEEegfr8fLpeLZwrj4+NYt24dR5KkuU3n1Nvbi8LCQni9Xj4/kkcgptCdd96JHTt2MKe8qKgIb7/9NtM2165dixUrVmD37t2M3RNPXywjN5vNEk48G886Ho/zvbNarYjH43xNBwcHkZ2dzdj81q1bkZubizvvvBPf+c53AABPPfUUWltb+ZpFIhEJdigtLZVa0hGXHkiX1qW/wWCQrxug5WhMJhMefnimYJFkekUMnRqx0HJxH+I5E+OqpqYGJpNJkhMmSiigFa7pJXsJoqLZ1ODgIEKhEMNhRqMRU1NTnJdxOBwYGBiA0Wjk2VRBQQG6u7v5/FauXIkf/OAHuFDLOPR0yzj0OaytrU3SBRd5ueSUxGbN7777Ljtf4kZTV/Oenh6Ul5dzVSagTVOLiop4ap2dnY1EIsEOdMmSJcjLy+NprcfjQTQalYqPCJe8915NQ5/glmeeeYZ/E4/HuWlGOBzm6laiC5aUlEhdbvLz81FZWSkVlhAPmTBT+kvOyOVyIZVKSZWiAFhozG634+DBgzCbzQy5UCUtVU6Gw2GsWbOGIaeTJ0/i1ltv5QKn3Nxc5OTkYGRkhKmfbW1taV2B9I016PjJYadSKckh+nw+TExMSEm6119/XTrXrq4u/M3f/A1f+8rKStjtdjzyyCMANPrk/PnzuQGGwWDAxo0bZ4VHyGjAO3r0KADteaDKUEDLqTzyyCNMGxSPXWzWPFu3Jfocj8dhsVjQ0dHB+Rwq0KJrMDAwIHXfMplMyM/P53OJxWI8UJDTz8nJQU5ODlNK3W439u/fz7mbnJwcZGdnY2pqijswBYNBLF26lJ9nsUbjQiyTFE23TGHRLEaFC7fddhusVivWrVsndUU/ceIEqyaKVZ8ul4sx9J6eHuzatYuZItSst6mpiV8OwoQpEvb7/Th58qQUOZlMJsZhT58+jfz8fN4/AD4G2sbhw4eRm5vLjuT6669Hf38/c6mPHTuGz3/+88yXBzSnHwgE+NgJa9YXp4iCXlSYoo+ExTZmYgI0Ho/j0KFDUjEKOWXCcjdu3IhIJIKbb76Zr8vVV1/NBUynTp3CtddeC5/Px1IHw8PDaGhokBxnWVlZGudaH6WHw2FmdVDHI7qXiqIgGo1ype8nPvEJ9PX14ZZbbmGm03XXXYfc3Fz+XF5ejg0bNkgR6mwVm8DMYJdKpRAMBtkpBgIBqVqYBgSR759MJqWkL90L0cGLRgqJ1CwF0OSBnU4nD7a0PZF/Ho/HpeUHDhzgDlrADJtKVKSkAAXQcgyf+cxnpGOhAYVkK6LRKOUkLqiwqLGx8YzX+EwWj8epjiRTWJSxjGUsYx8Uy0Au6ZZx6HPYTTfdBKfTiVQqBVVVJWlXMYoGZsrjxVJku90utXVrbW2VKgH9fr8kc1pQUACXyyVFl6FQiLdJOifXX3+9hKEnk0meCldUVCAUCnEFX2lpKQ4ePMg8+bvuuov1REjKoKGhAdXV1QwjEQtEnGZHIhHpuGYrBQfA0aXVakV7ezt/puYc1Fyb1n399dfxD//wDwC0yDCZTOKxxx4DAOzevRsPPvggT9G/9a1vIR6Po7u7m6NngrREDN3n8/E1E6EVOp+DBw/i2LFjjNXTtaMZw/DwMLq7u/GJT3wCgFaifuWVV+LYsWMcgd5www04fPgwN9Kw2+146aWXWNuGIKjZOOH03d69e1FYWMjXqKmpCYlEIq3xtghNUD5Bf+3FyFyM3olemEwmOVfj8/kQDocleEjULTcajejt7eX9G41GhmiILaWqKmpqavjaWSwWHDp0iCmKa9asQWFhofTOHDp0CMXFxXw+lPe5UMs49HTLOPQ5jKbpkUiECyUASA0liKo1PDwMq9XKWh6kdU7Nezdv3iw5c0BzJOIDT1ijmHgk7jZ9HwwGWRcd0LSly8rKuCvM6dOnUVVVxY7uO9/5jlTMsWfPHgwPD6O4uFhqvrxy5UrG8qemphAKhdhJzJs3TxKyAmZ4x6LzOX78ODscg8HAUAoZYeaUQzCbzdyjkraRTCZ5Sh6LxfDoo4/y+lS4Eo1GuZfnbKbXAifHSpIDpCFOzSlIU4dgKUVRcOrUKU54ms1mTE5Ocu4BAL7xjW/AbrezkFZRUREXQgHa/ab+rnRulNCka2e32xEKhXD99VpvBI/Hg6uuukpyrPR7SrafSUNczBmQDAEA7N+/H3a7XcrdkEMlNchDhw6xaiWgwUVms5lzOUNDQ5w0pmOj3A9BLrt27eIGHYCW0Cedexo42tra8KUvfYmv65+jsCjj0GXLOPQ5rKurC8PDw8jPz4fT6WSHHg6H4XA40NPTww8rvewUfa5ZswZer5crFknyVS8mJPJ3w+EwN44A0qM8q9XKAwBthwYBirbr6urgdDo5UqQXkCIpatZMTp0sEokwPziVSnFUDGgDycmTJ9Hd3c1JX+LQU2u0qqoqhMNhPheDwZBWORoKhTA8PMwytT/84Q8l1ktfXx+2b98uVa2KEsRGoxFOp5M1dchmw/LJKGHY19eHw4cPA9CKnH75y19KDlpUtSwtLYXJZGIuPyWejx07xudNgyw5tGAwiC9/+ctcqxCJRGC1WjnhSYVWqqpKzZfFhGZlZSWOHz8uKVRSgdOZqjwpbyEOHI8++igLtBH3W9TQaWpqQjKZ5DqEpUuXctcqQGPXrF27lvdpt9sRDofh8/n42ES5YkALcp577jm+Hg8//DB3n6JZamtrK0KhEOd7fv/73+NiLOPQ0y3j0Ocwo9EIk8kEq9WK3t5ejvwCgQAGBgZgs9mkSDkcDksStC0tLbjmmmt4ezU1NVKEVlhYiEQiwdF+dnY2nE4nR4qhUAiTk5McXVNhkSjBGovFkJ+fzy8avXxkTqcTHo+HoYclS5agu7sbS5YswSuvvAJAK06y2+0cUVssFlRWVnKUR9rhq1evZkemZ1O0tbWhqqqKZxcul0uSBohGoxxlirRKYEaFcnx8HCaTiR2+2CYP0CApilr1VY9i5CpWRZKzs1gsLJzl9Xpx//33M8Vy79692LBhA8MnoVCI+6oCWsHTAw88AL0FAgGGYADgc5/7HEe1gUAAvb29+PGPfwwAeOSRRzA2NgZFUXiW09HRAbvdLgldiTIOdG7JZDKN4iiaWATk8Xjw2c9+liE5opcGAgF2tmJik86vuLiYS/S//e1vS+qVR44cwb59+3jAA7QBTaTTEgRH94H059evX8+CbnoI6mKLfC7lwiJFUcxnMJJPkwAAIABJREFUXyvdVFWNzrU849AzlrGMXbJ2CUfcF9Ih+084i8/OOPQ5rKKiAoWFhTx9pgg2kUjA5XJJIlrz5s1Dd3c3Fi1aBCA94ZlKpbBnzx6pY8+SJUtw6tQpjgxHRkZw5MgRnpLm5OSgqqqKoQLitlODDUCL6h0OB0fOVApPUa/BYJAKkSKRCAoLC6Uo3u12I5lMMoyTTCZhNBp5m2LJv2jxeJwhl87OTqxevZrhka1bt8JqtfLnqqoqnDp1Cm1tbVw+PzExwbMfQJvqj46OShH85OQkb4MofKJR8lZs8iyei1jcRJF/Q0ODBOusXLmSmzgAGqYcj8c5Yn311VcZPyaqKcEWIg3TaDSyBG1vby/27dvH1L0tW7Zg8+bNrIFD1506YtGxRqNRhq0ITrFYLFKj5VQqJSWbAVnQS/xLy7xeLz9XRD+k5ihNTU3cPAXQ8iOKovAzY7PZ8NBDD82quy5qqotUx3A4DJvNhoULF0pUV7E/Kc0YLtQuccjlCgCfARA824rTlgvgrL1JMw59DotGo4hEIpiYmEB2drZUFXns2DE4HA6etmdnZ6OwsJBx9lgsBpvNxi/J4cOHEQgEJDXEiYkJNDY2SsUaZWVlLF4EzHB2aZv5+flYtGgRT4m9Xi9DM4CmPmi1WqXCH70zpgImctjATKMEYMYZkKNduHAhAFlBMB6P4+jRo8yeeeutt/D973+fuc4kXkWVhBMTE/yCU+L01KlTyM7OZoyVinXI2U5OTkJRFB7w9GJXZJTMIxMrVqlhiKgUGI1G8dRTT3H15qJFizA4OMgiVCaTCU888QQ7y+3bt2PZsmU4fPgwn+8XvvAFmEwmPPqo1hB++fLlcLlcPPhSNWZjYyMADQobHBxEIpFgttDU1BROnTrF67jdbm6+Acw4QJGBQk5WVFck3XxAg0KSySTnYTweD4LBIOuo028VReH9+nw+7Nu3jwdOr9eLl156icW6qDkH7Q/QBi9qVUfPBg0EgJaY1hc7ZWVlMWMKkAv1LsQucYd+AMDrqqqe00VQFOVKAB1nWy/j0M/BiOJHFY2AlhSkRB+gOZjx8XGO6pqbm9HX18dJ0+XLlyOZTCKZTLLTnzdvnhTlA+CXHtAST11dXYzldnV1pXVGqq+vR1VVFTv09vZ2yXmVlJTA7XbzcdhsNhQVFSGZTDJ2q+8pSd8RLi9GYaLt37+f97N48WL09fXx9aAiKHKSoVAIDz30EB577DGO6vPz8+FwOHjwoaYaIg4/NDTEBU8Gg4FLysk5PffccwgGg1JpvahGmJOTg8OHD+OZZ57h62gymVBXVyfJw86fP5/Pn5zSgQMHePnU1BTmz5/PzI1Vq1YhHA7zsVZWVsLv97NqYyQSYcwf0BKPY2NjsNls7PRdLhcURZGqa3t7e6UInpZRFJ+VlSU5UmCmQAmA1AwF0Bzvyy+/jEOHDvFAeeLECSxatIi36XQ6UVxczJi6qqqYP38+LxcpkaI8sNlslmYC9fX1aW3qxL+BQABWq5VzSH/NSVFVVT+h/05RlCwAaS2YVFWNqqr6LoC03+gt49AzlrGMXZJ2KTt00RRF+SSApwFUQINiyK6Ahpt/+Fy3lXHoc9jg4CDC4TCLJFF/zLVr13JkRvQwwk4puvZ4PDhx4gRuuukmADPT51QqJemQGwwGjtj3798vNY1+/fXX0dzcLOHuYgs02j/14gRmIjSCU6LRKPbs2cMaG3R83d3dXFIvlucD4OIXfRMFYIaHPjg4yCXytL/Z2CDENR4eHsZXvvIVJBIJhmH27dvHEgqABinRDISOneR4gZlemMlkkvFwWn/p0qW8nkjjIzmF22+/nY9106ZNEn00mUxi+/btHF1TtEtso1gshscffxy33HILz1rEXpmzGbFxRInaLVu2YNGiRcyEASDBckRPpNmHzWaTsHParpibofMleIiYUHQvifVyxx13cNReU1MjCbrl5eXhmmuu4fu9YMEC9PX1pckIpFIp5rDTbImuczQahcFgkBp+hMNhhMNhvp4kzkZQz8Vi6Jcyy0Vn/x+AHgB/D+CiLkrGoc9hRUVFyM/PR1VVFRwOh1SxR45cTPC43W5+SebNm8fOHAAnssxmc1pHInKyLS0tyMvL4xf6hhtugN/vZ9hC1PkgCuDk5CSGh4cZlqirq0MwGJT0yMXu9LW1tRgZGcG6deukAhaxCIgGo5UrVwLQXl46T1FYLBqN8nUYHh7GsmXLePm+ffu4zyqg8fO7urrQ2trKdMmGhgYJtqLrSoPVvn37YLfbmctN4l5tbW2MwxcVFeH2228/o9BTdnY2WltbEYvFGIs/cuQIrrnmGk4c19TU4M4775T0UB5//HEeWOrr67F27VqpCQbdUxFTFpOGtIyw7Ndff53zI9u3b+fzFzXzq6qqUFNTI+HVYmXpmYwaR9O9ysvL498sXLiQ/y/eb1J2BDRIiSA8umaiOJt4vuJvIpEIByNFRUVSx6KioiKMj4+jqqqKoa0VK1YgmUzydaUE84Xa5RKhA3ACWKeq6smL3VDGoc9hIyMjiMfj8Hq9iEaj7JxisRiGh4eZcw5oEbPH4+FIUSwGAcBd5sVGu8FgEG63W+rQQ1WaZG63W2pEAUBqiJybmwuv18sOm5KK4qCRSCSkIqJQKIShoSEeKIqKiqSO9m63GzU1NXz81OAYmKkQzc7O5gpKYKb4ho7xc5/7HMbHxyWslzoQEUbtcrng9Xo5UnO5XOjs7GSs2263o6OjQ6psPHjwICYnJ/HNb36TjzUcDvN+6XjFpDEVL9E12bVrF4aHh3lwJEyZtuH1emG32yUHTiwQkYcvJpypslbk7mdlZUkDzRNPPIGqqip+bgKBACYnJ3HLLbfw+QPphVGzmThweDwePna73Y5IJMLnX1JSgt7e3jTcXWQ+jYyMYN68eRyM1NTUpBUwibMeWmdwcJDrMJLJpMScogHi1KlTHGx4PB5pwPrDH/4w67mdj31AHfT52ksArgeQcegZy1jG/jrtMorQvwGgW1GUWwF4APxRXKiq6k2z/Wg2yzj0Oay6uhoFBQUwmUwc6QEzLdoowgQ03DGZTDJcQuJGNK0krJdK74EZWIIiVGoFRhF8OBzG/v37OcorKSmB3W7HihUruNnG5OQkYrEYQyaBQEDS1HY4HKioqGD2zfj4OBobG2E2m6VmFPF4nD/rpXIpEu3o6ODzDQQCKCkp4XOx2+2SXIDH42Edc3G5yWTidnGBQEDSGAkGg7jxxht5Gt/c3Izdu3dj8+bNvDwYDHKLOkCj3JWUlEjRo9frZSrjyZMnEYvFpMrYuro6SVP+5MmTCAQCnFMwGAxSdJ5IJOB0Orn8ndYRaZ9E46P7H4/H8eyzzzIzqr+/Hy0tLRJ+bjAYpObVgAaLzFbef6Z+oN///vexefNmpromk0lYLBaOlsfGxgBA2i8AKUeiKAqCwSCvo6+8FUW66BkxGAwoKyuTzlecAdBvRPYU5S1o2wTFXKhdRg59CzQn3g9gzkrQs1nGoc9hwWCQXx6z2czFPDQlJyEiQHs4q6ur+YFvaGhAKBTiJBo5g0WLFjGGCmhl70TbM5vN6OrqYkjCZrOhqamJnQ+VU2dnZ3NZ/FNPPYWqqipeR1EUxGIxhmWGh4fZ+QJgKQN9kwdxSp1KpSRxrlAohEgkIul3kIY4QTmKoqChoYGduKIouP322zl5WV1dzdg9ObA9e/aguLiYf0PJSuLeBwIBtLa2kn41YrEYqqurpVyFwWBAX18fDwKA5oDFQaK1tRXd3d3spA8dOsQCVLROX18fO/zm5mYUFRXh1VdfBQDuiHTkyBEeGMnB0zZIxI36Z7a1teHWW29lKIzOk+QegBndHXrGaEDQQy76hs4dHR144YUXAAC33HIL1wsAM9RPyjH4fD5YrVapYM1gMCAYDLJjDYfDXDcAzJTxi/slfjw58EAgAIfDwWQAl8sFi8UiPUPxeByqqrI8QkFBgTRQfPzjH8fF2GWUFF0OYLmqqofOuuZZLOPQ57BAIIA//elPHDFTVExOkx5qQHthFy1alBZJ0cvmdDq56IOcfn9/PyoqKthRDg0NcfEQMMOcocQjoHHRHQ4HR6Dr16/Hjh07GH+lpsvkaEWdD0DjfhP+q9cHETnGYoKPmjB0dnZK2iWi+BagDXTESunt7UV3dzcvDwQCqK+vZ6EvQBtcXC4XR+wejwfJZJJ/U11dLQ1w1Kw4HA5zgi8cDqOmpoavFaAl22ggraurg8lkwoIFC1icSqw+BTRn5HK5+F6Ojo6iubkZn//85wFoUa7FYsGqVatm1VIBgF/84hfo7u5mdU2n0ykNeLt27UJRURGys7P5fLKysmA0GtnJUYUu4d9iXoDM4/Hg5MmT3AbR4/HA7XbzIDE6OorR0VHO5VCORtTZAbTnhBy81WpFSUkJP7u0Hg3oFGWLyXZy3mLkLwYFO3fuZH0cMXAQu1qJ7K0LscsoQj8JIPusa52DZRx6xjKWsUvSLqMI/R8B/KuiKD8CMAhAihpUVf1f57qh98yhK4pyC4BndV+boeFHXwLwBIDPQSPT/weAzaqqJhVFuQLAwwDumj7e5wB8RVXVP0xv9z4AXwXwMQA7Adyjqup/TS/7HICHAOQB2A/gv6uqOn6ux0y0RdJPIdgC0Di1oi45oEUfIqcYgCSF2tHRga6uLo7Ir7zySinCHRkZQSwWw549ewAAN954IwwGA0fFhI92dHQw48btdmPNmjUS5e7YsWMSRgyAlQb1ODn9X2+ihO7LL7+M3NxcFBUV8bFTswdiM6xduxaBQICjzWg0iqNHjzJjhSiOsVgMmzZtAqBFeQMDA9i6dSsAbZYjXo99+/bB5XJxuX1LSwsMBoNE/Txx4gQOHTrEsydAq9ok5gigzWry8/P53phMJqiqyrmLhoYGqbqWFDIpYhXZJyIMQcwlQINlVq9ezTMnopwSjLNx40auJhY1ciKRCFeOZmdnIxAIMATX19eHmpqatPvT1NTEcgzEGqEZC1UfE0wFzOjoEG2TNGnovPT0RD3bJhgMMoRHz7XZbIbf7+d1bDYbAoEAb+umm26SjguYwc7pNzSruBj7gEbc52v/Nv33f86y7INZWKSq6vMAnqfP09VRvwTwPQCPAFgAgHiAuwA8AM2R3wtgLYA6aCf3CoDNAH6kKMo6aM78OgDjAH41vb37FUWpA/AMgE8B6AbwI2jVWHKjwzlscnISV1xxBdMWX3/9dQCaU9ywYYNEL8zJyUEwGJSwXGDmZeno6ICqqmhtbWXHQo6KaGzEtyaIhaRP9d2Jli5dKmmol5WVSaJIk5OT7EhPnjwpac4AMw0OxJfNYDBIgk/UGAHQHO3WrVuxePFidoKVlZUIBoM82ESjUTQ3N7PEQEVFhUQNBDSd8crKSqlj0yuvvMKDU3Z2Ng4ePMiQBPHHCWOvra2F3W7Hz372M3aKr7/+Oux2u6TnsnbtWok2V19fD6vVioqKCgCadsvp06f5+pMzFwcTMcEpSvaK8rB6SyaTzN2nHpx0LoRRm0wmifro9Xq5UEiPXbtcLoRCIQn+crlcOHDgAB+b1+tFdnY2BxbkcAlOocYU1157rQTt6KEQ0UizR1+6L0pV+P1+KaHb3d0t6euQCJfY0Frf5epM8NW52uUCuaiq+mebNrwvkIuiKBYA/wrNMY8DuBtAs6qqwenlnwHwkenVbwPwlKqqo9PLHgHwXWgO+jYA/0KEfEVRvg3gNUVRvgbgFgAvq6p6cHrZ/wAwrihKnqqqM2LPc1g8HmeGRHd3N+uFqKqK0dFRSWO6v7+fX2YAHBFRAnRkZIRb0pGzqaysRG5uruQciAkDAL/85S+hqio7haKiItjtdoldQQ2hSZclFovhs5/9rJSwLSws5Gg8HA6jpKREKiwhFUN6wV977TWpaXIsFmNnShG6XlMmNzcXo6OjPAjk5OTgnnvukUSk9Nj99u3boSgKO4Lx8XGUlJTwNVVVFQ6HQ2puTCqQNPg1NzfDbDZLVYdNTU34p3/6J76eK1euRDKZ5KrV66+/HhaLhXMVACS1QfpLxxUKhaCqKkKhEDo7OwFog83SpUvR0aHpJdXV1WFsbIxzJiaTCYFAgKtiT506hVgshqVLl0osFj37RLRUKoWxsbG0Ah5RI0fUvaFjHh8fZ4dOevt+v58HxnXr1knKlXRvxGrUSCTCjjwvL4+DCUpGJxIJqdsWdd+iZ0rMc4gVyNSlCbh0tFwURVkMYIeqqs7pz1cDeBNyVefDqqo+fDZEQdjmYQCfnNZoOZdjsAPYq6rqornWe78w9K8BOKaq6g5FUeZPH0ezoigvQ4NhtkHjZgJADYATwm9VAPOnL1wNNHhGXJYDoGh6WScvUNVJRVFC09+fk0Mn2uLAwAB3HAK0CJaiXHpJ1qxZg8HBQe7bSGXbogNctWoVTpw4kZbsEp2RuCwej2Pjxo28jf7+fsRiMQSDQSnZaDab0dTUxPsNh8PMyDGZTGhubuaX12q18gsmSu7abDZs27aN9y2WtgcCAdTW1uL555/nhhXLli3DkiVL0ipmySiCF5PEkUgE3d3dnBSlwiSCAsbHx6UkrsPhQCAQkBpTvPLKK3A4HHzNaJ21a9fyvolZQtfWarXC4/Gw0+vu7uZWfoAGH9XW1vJ1rqurQzKZ5EGjv78fubm5UFUV69evBzCTbCQbGxvD1NQUH1dpaSlL39JxuN3utPsrJkXp/zTbslgsLH8snpvJZOLZxQ033CBJBFNilaA+cs4WiwWLFy/m7+ieiMdC9yoQCLCQHKAVky1YsECiJdKAInY1omOme0UdrGjWtmDBAuma6WHB87W/NIY+7WPuAPAkZFy7AcBuVVXXzfKzMyIKuvUaAKxWFGUK52Y2APVnW+k9d+jT0fmXAayZ/soOTWHs0wCuhoaFvwJgClqy4KOQuZlRAB+ClhWebRmgDQr6ZbT8gjqFZCxjGftg2XsQoX8DwE3Q8nD/Q/i+EUDXrL+YG1HQ2/OzfDeX/elsK7wfEfp6AKdVVX1z+nMCmoP+1rQ2cEhRlCehOf1/hOaETcLvzQBSqqrGFUWZbRkARGb5HS2P4ByNIkyXy4WJiQmOekwmE/Lz8+HxeKQCFGpyDGh48OnTpznSXbp0KQwGg8SRpr6VNG2ur6/H7t27uS/l1VdfjWAwyNsQS+UJd8/NzcXw8DAnUouLi7FkyRKO2BRFkZo3iEVDIl1xy5YtHLEHAgEEAgHebyAQwOjoKCorKzlhF4vFMH/+fI6GDx48iA0bNnCkTiJTNL2ORCLYsmUL1qxZw1S+yclJLF++nCEnmu0Q/k+zD7peXq8XL7zwAm6//XapVVs0GpXw787OTv5cVFSEo0ePIicnR4owY7EYJ1IpqqbfUMRLDSAcDgdsNhtTBYGZhC4Z9VClQp54PI5EIsHR9mxFO4FAAAaDge+VeE/oOMrLyxGJRPDyyy8D0HjnAwMDfE127tyJjRs38v0VIS7x+oiaMDRbEmdVpFUOgKm1BJnQbFPUHaL+APrkPyVPy8vLMTAwgEQiwbOJ/Px8CW4S6bQXYu+BQ/8ZNPjkWt33jQDiiqIMQktY/huAb6qqmsAciIKqquyQ/5y4uWjvh0P/NGayugBwClqVlDhn/zBmZCR/B0ABQDQGZfo7cRmEZVMAfPpliqI4oM0GfodzNHpoJyYmpIRQVVUVksmk1PmHkl70siYSCVxzzTX8AAeDQYyNjTEXmdax2WycrNu9ezecTqcEOZSUlPBLEgwGudpQnIaLL0pvby/efPNN3iZ1kRdf9GAwKDW0GBoaknjZXq8XO3fuZB42CZOJx9LS0gKPx8MDC1XOis0ZXnrpJX6Zi4uL4XK50N/fz+dXUVGBgYEBCXJSFIUhmeLiYkxOTkqVso899hjKysr4XrS3t6OkpETiWIsJzrvvvhvxeBxjY2Ocz6iurobZbObchMlkQigUkvq/ZmVl4dZbbwUgQxQiV5tgB0DDyKuqqiSs+9VXX2UojApvIpGIVFFbU1PDTp+KgUQlyIGBARgMBgkCW7x4saQuKTKW6F6Lglw0kJGTJ/YMGcEtVG2qKAo8Ho8ElUQiETidTj7WRCLB7wZdj7y8PG5aPjAwgK6uLpSUlLCWC7FgaCAUi4wuxP7SDl2IsvWLJqCx5p4FkA+tk9CDAL6OuRGFizvhc7D3w6EvgcY+AQCoqhpSFGUHgIcVRVkP7YL83wC2Tq+yFcBXFUXZB+D3AP4BGjuGlj2jKMqLAIahMVyeV1X1j4qi/ApAm6IoPwNwCBqTZreqqudczdDT04ORkRGuAiW8WOwyRLjsv//7v+Ozn/0s/3ZiYoIbIwBa8s5gMGBsbIyx+MLCQqnbEBXaiGwTk8mEG2+8EYDmrFVVxa5du3DbbbcBgIRRAjNiVcQ+oZdVFI2i6Gv//v0ANIeuKIok+nXVVVdxxL5792584QtfSCtMAcAVi08++SS8Xi9XV4rXSzSz2czNhYmhQdvKzc1FYWGhJGglUh/Xr1/PDo4cC3Vv0rNO7r33Xj5/VVWxf/9+vmfRaFSagWRnZ0sJvqysLEnwSxS2opkQJavpmjU0NLBTA7SBZvXq1VLjbXK2tN9QKCRV8UYiEaiqyseycOFCBINBDA4OcvOJZ599FjfeeKOEkYvMEb2yIpnf7+fvqBmHuE44HGamDAmg0cBLTVmmpqbYYVO3KXrOenp6pIGorq6OlTTpGtAgQYPtxz72MVysvR+sFVVVbxA+DiiK8jC0SP7rmANReC+O7T1l2SuK8mEALgCjukWfh1YtdQIaxfD/h8ZLBzSq4csA3ppefgBakgKqqv4ngEeh0RyHAISg0RihqmoXgC9Amzb5oUlU3vEXObGMZSxj77l9+MMfvqB/F2OKolypKMpjiqKIo5ERM9H3bKjBOaMCF2vvaYQ+Td1Ju6Kqqv5vaNTFM/3mW9P/Zlv+QwA/PMOyf4MM71ywUZQOgCVwvV4v645QYwqKPu12uyRwRdKrfr+fIz/iXBMsYTKZ0N3dzVFPcXExXnzxRcbUV65cCbfbjRtvvFHSkh4eHuZo2mg0shwsMHt7OaLDieJZqqpy5Lhv3z7E43Eu+Fm9ejVisRjMZrPEb6+trWV2STweZ40UOl+xeYXb7UZ7e7u0z3379mHz5s0c9QFatEx5iXA4jDvuuIPx8t7eXlgsFhiNRi6soahbhBDMZrOkj3Ls2DEUFxcz/ZGOSWy8IOqyt7e3o6KigiGInJwc7Ny5E9XV1XyvqKcsbSMYDEqzhPnz52NgYIChEZLwFWEbm80Go9EoQTBFRUU86/P7/fD5fFAUhSGze++9F9FolGdCS5culXID4XBY4q1TMZrZbJaEtIAZiCcejyMcDvP3paWlsNlsTPMk3SJqJk7r2O12/kxMJcqpDA0NYcOGDdK9JR0iemculuXyPvHQpwBsAPAhRVG+DqAUwDcB/GR6+VyIwl/cMqX/c1gsFoPBYGD+Nb3MgUCAcTWivgEzuCKgOU2fz8cv4sjICHp6eiTO+PLly+HxeKRtjYyMcJXjgw8+iKuvvpox5UWLFiEcDsNoNHJCq7+/X3oxTp8+zVV6dBxiso0KQjo7O9lxRKNRqYBnzZo12L9/P44fPw5AgxM6OztRXFzMcIjD4cDo6CgPYH6/H01NTdK0mzoMARoEUFlZyQk5QBugiFYHzFAuyUGJiU/xs0ixCwaD0iBJ57N3716+V6RvQ+uQtgvlIcgBUkJzyZIlUsFPT08PmpqaYDQaGXYqKiri4im6d0NDQ9i1axcATQ9e1PahqtBoNCpR9woKCqTerSKXXRTLIqdvsVhgsVh4oDhy5AhsNhvq6zVGm8/ng8/nY2dtt9sRj8cRCoX43pAmCw1A9FyKSWC6r4AGlVAtAx0bbZfgvqqqKkxMTEgqnyMjI+jv7+c+rOLAA0DKQVyIvR8OfRrO/TS0IDIAjYv+LIAfTK/yNDRc/S1ouPlWTCMKZ7NpBMMAuQ0dVFU955Ev49DnsMHBQXz0ox9lR0CYMDVzoGIaQHMi9OACM2Xh5FiAmfJ7cvI+nw92u11KCra2tnL0RQMJOd6HHnoI999/P6ampnhQoGXkFBwOh5RsooKRl156SVrfZDLxy/fb3/4WRqORnQCte+21WnI/GAwiFoshNzeXz4HOg6I+MSoEIM0IxHMWudn65tOKokgSxHTser60xWJhx2q329Hb2yvhwW+++SbjvyUlJYhGo1i0aBGX2NtsNo6WxetEDj4ej8NgMPB9WL16NQYGBrBjxw6pBWAoFOLBeHR0FCMjI7jjjjv4fEWOeVZWFjvzn//85wCADRs2zNq1R0wkU7Nx2o7BYJAYKQsWLEAgEODkPF070XkDSCtOoqYWdD3EquehoSFmYAEzz0w8HpfUQ0VBtDfffBOLFi3imSFx7HNzc9npl5aWsvAYnd/F2Hvl0FVV3Q/AIXw+AWDlGdadE1GYzaYLlZ6Bxk2fzT54pf8Zy1jGMvbntMul9B9atP9f0Cjd4bOsO6dlHPocVlBQAKvVypQ8surqanR2dkpT5/r6ejgcDo42abpJcgDU2zMcDnNEPjw8jNraWv5MNEZRY0TknAPAjh070NrayvgmVVYSLuxyuSRWBtHkCLaJRqOM01O0abPZUFtby9ugCkmKcmtqalBTU4OpqSmpV6nZbE5rZEBR72yNGsjoGlEEPhstkD4Dcuk4QTSEh5eVlWHFihWS1MHy5cul4xwcHMTU1BRuvvlm3p6+pZrRaGTIhTRIiHLY3t6OQCCAlpYWjlpPnjwp5S5WrFjBVaR07MRQAbR8SXNzM0ZHRxkeIRE1ivJJioCYM42NjcjKypLyA/prtHPnTixatEiiE+bk5OCpp54CoM34XC4X8+LJ5s2bx5BHWVkZgsEgN2/2+XwYHx+XGrG0tLRIFcqNjY2IRCJSkxRicdH19Pv9sNlsPBOgWQPdm9/85jcARsrmAAAgAElEQVS4WPuAOujztVoALaqqHrvYDWUc+hx2+vRpmEwm1NXVpSUrxW5FgAbHGAwGvPPOOwC0qTAligBtKkwPMtEFV69ejWQyyXQxmqbW1tYCmBk4yBk7nU64XK60BFxxcTEnp+glo6mtz+fDP//zP0s6NJWVlWlFHWazmbnrRC2kl1V0vDQ11/Pu9Q0z9D03qaBGdPIiJEHnL/Yvpc96ESmj0cj3wmAwSGXtdM70m0gkgrKyMqmBg8jZps+pVIqvKeHd4iBJRVR03R544AHpXPR0we3bt6OpqYmd6IYNG3Do0CHuOEXrit2KkskkKisrJc45NYoQ93Pw4EGG+lwuFw4fPszHTtryFIBkZ2czHEM5ARoMCTPPyclBb28vb6O2thbNzc18fitXrkwrWMrKyoLBYOB1qPhIzHu43W6pZwAA6f9ikHQhdhnJ56oACgFkHPpf0hobGzlittvtEq+6s7OTGzQDWredSCQiNS8Q/wJaZEIOH5jp+kIvHFXekR5MMplEXl4eRzIUybvdbo6UVFVFaWmplHBKpVIsn9rZ2ckcZkBz1k8//TQ2b97MA8emTZsk53rVVVdJx06OmDoXicv0zlY8b300KUbwoolFUQ0NDWeU9aXtHT9+nB2H3uEBkJw3iZDNpqGix+Yph0BGmHpBQQFee+01xrQBLY9CCXO6DmNjY6z66HA4JMcMpDswSmzrOePiNabjpPN57rnnuBUhoM0UiouLeTCORCKIx+NSDcGmTZswNTUlVQ9nZWXxTOGtt96SmoI3NDRIM6x4PJ7WZFrsaEX3QUxwA9rz63K5+DvaBj0TYs7pQuwyglz+J4CfKIryYwB9AJLiwg+kHnrGMpaxjP057TJy6M9N//2nWZZ9MPXQL0UbGBjgyr5AIIBTp04B0HBomrbS35dffhn33nsvQx1OpxNHjx5liKKxsREdHR3o7OxkSdWamhpWxyOjBha03O/3S02V29vbWfMcmMG5idZmtVqRTCYZh29oaEBhYaHExnnggQdwww0zxW4Eh4hURwASnTAUCkka2dFoVFJuFFX9xG2QiRKt4rRd3A9ppYvHIX4WKymJoTM4OMgRp3gNRQ1us9mMvr4+iWFhtVqZy66HeijaFLdJzZ7JPB4PTp8+zRE7MVEItrjzzjulyJpar4kU0tlyCHrdHZoJEF1ww4YNiEQifC6Tk5Oorq6W8HGHw8Gfa2pqGDokPD+RSEiNshcvXpxWq2CxWJjGKs6ayPTRON1XUbufInpxNpeVlcV4v5iDuhC7XCCXS14P/VIxm80Gq9UKVVVRXFzM01yxIQKVmFdWViIrK4un7VlZWbjqqqukF1pVVUnv/Oc//znq6+slKiAww22Px+MszgRoToj6mdIUG9BeFNFZnThxgl9WKuagY29qauJ+kHqtcn0/VBHfpe4z4gsr0ufELvL0WYRCRCcmOnvSlQHSqY6iswM0hx4KhSTphUQigWAwyPiwePy0zXA4DIPBwFTPUCiEmpoaTuC1t7djyZIlaV3r6bqLZfv0HSWKKYE8OjqKrq4u3HXXXbOeP5mYR6BrKl53i8Ui/Y4gFHKuLpcLBoOB4ZtVq1YhHA5LzvHw4cNMHyRJX1GwbNWqVRLlkO4p3T+Px8M9cAENCnO73Whra+NtBINBKVk7NTUlNdZetmwZb0fs/wrMSO2KRWYXYpdRhA4AUBSlEcDHoVXw/05V1XfO8pM0yzj0Oay8vJzbplHxDQDO9jc0NDBOqo9qCbell3Xnzp0czbe2tgLQIu6jR49y0rOhoQFut1uqrtMnzRYsWICRkRFJ4ItU+Wj/FRUVHLmTs6SXjwpCROdLn0VWSVZWlpQ4Je434bAGgwGpVIrX0Scc9dE4YfBiJJxMJhEMBtP04Wl5X19fmi47ORT6TUFBgRRJi/eC/h8MBuF2u1kzpa+vD729vXw/KyoqMDExwawPyoPoI1ZxoAgEAnC5XByh+/1+rFixIg1XpuKsyspKaQZDpo/Qx8bGGLsfGxvjakxqvr1v3z5OcAPaTFBstELNqGk/fr8fNTU1qKur4xkmnZsYBIyPj/M26urqMDg4KHHTqdkLGUX+4vkmk0ksW7aM1x8fH+eiJEBL0IpdvcTtX6h9kB30udp084pfAfgbAO9Cg1isiqIcALBOVdVz1UzPOPS5jB44Eo0iI6ogRUHAjBPUJwXFphj6yIQifYqufvKTn2Dx4sUcfVF1IhXEkJCTyWRi2AaQnb7FYsHTTz/Ng0Y4HJaOk9YhCIVMhAf0CUNaZrFYpH1RIwTapjiAiR2KyIgJIZrYc5WuIUW9CxYskJwoOQeaHdB+9aaHe9xut+T0Kysr0dvbKw0kiqLwfSCnqt9HMBjkKL6goECKtvPy8hCJRKRB0WKxSKwPir71NE26JqlUSkqcOhwOpFIpGAwGdpw33HADsrKy0NPTA0CjH546dYoHug0bNuDYsWOcnCUIiAqsAI0e+cYbb3AEbrVa09oFRqNR/lxcXIxEIpHWQzcWizG0ZzabuVEIMNMv1GQysUwxtSikY9VXjp6vXS6QC7QqUweA+aqq9gKAoigLoGHrj+EMsiiz2Qfy7DKWsYxl7GxGkMv5/vsA2joAXyRnDgCqqvZA63S04Xw2dMYIXVGUQtID/ms1SooGg0FUVlZy4rGurg433XSTFJHpKXpZWVloa2uTcEKSCxD1QMRGy2KPTgDcx5RgDUVRMDk5iaVLl3JkPDIygkQiwZHg008/je9973t8LNFoVJo5iHrZ+nVETJ0ShfTZaDRKOC3xkEVd9mAwyMc6mygYGX2XTCaldbKysuD3+/l60Hekn034v7gNOh9x+i7CR6I2jFiGv379eo6MDx8+LDU5TiQSsNvtPLuqrKzkdnD6hK64TXG/RqMRXV1dklSu1+tFIBDgWQnNWMTf6FvQEQWT8GeDwSCJeU1MTEh9Z/Py8lhHHgBr2A8NDfGxOJ1OqSmIx+OB2WyWSvE7OztZeC07Oxv9/f1SM5JEIiE1vKbvidtOBXOlpaW8H/qNKJd8MXYZYei/h9boR28JaNou52xzQS4nFEX5mqqqPz2fDV5ORlNMUtkjGGP9+vVpXGZyYORwSFmQXpLdu3fj2muvRTQalToBHTt2THLo+qpUsTrPZDJxMpSm1NFoFKtXr2ZmzO233y4VxZCT0vPHxaSdvkiIYAC9MzabzdL56lkuIv+bti9+pn/08s9WWCJ28KFtEPZNkIweDiIGCVkoFOLzpPP3er18b/RNsZcvXy7h3aFQCHv37mWoarYCotlMP6jX1NTwfaqpqYHL5WKFRVpf/3tRRIwcvNhw2WKxIBwO87VLJpNYt24dHnnkEQDaM1RVVcVY9uHDh6EoitTR6ciRI1i+fLnEjAFm6hzsdjtr89O1M5vNUrBB6xMss3r1aoyMjDCbKhQKIT8/X2IC6fMqNOhcqF1GDn0vgCcURfmcqqoTAKAoSh6Ax6FJiZ+zzeXQfwTgh4qi3AzgC6qq9s2x7mVpV155Jex2O4aGhpCbm8sKdwMDA1wgIUbo3d3dUsd6ag9H2/J6vWhpaZEctKi+F4vFuNgD0F4ssdKOWrb19vZydEMyrSLbxGazSREkfQfMODuRDkjrieuQuBQZsTHoBTYajQgEAhyhB4NB9Pb2SslZv9/PyduioiI4HA4YjUapWlA0or1RlE9MEzoOEYMWKZWigiN9J9IW6X6JGLGYjNVXsJpMJtx88808GBG7x2w2S45Vfw31ZjQaWQqYFA/peOl8/X6/lGgWxcnIent7JSmH7OxsvPmm1sHx6NGjaG1txUMPPcTndfr0aU48VlRUYP/+/TCZTHxdqYKVRNjWrl0LVVV54MzOzkZDQwMnifft2wdAC3B2794NAPwcU7JdbE8HzEgDLFy4MK1ATTz/i7HLyKHfD+B1AMOKopyGxj13A+gB8N/OZ0NnxNBVVf0OtM7VSQDdiqJ8fVreMWMZy1jG3nf70Ic+dN7NLT6ISdFpaHshgM8C+BdoEryfBtCkqurIXL/V25wsF1VVTwFYpSjKZ6BVMd2kKMo/Qtcb73xKUy8le/fdd/HHP/6Rp6wU4QSDQYRCITgcDmag7Nq1C1VVVZzRLyoqQiwWY8hlZGQEIyMjzGwBNBZHaWkpbwOYYdAAGsuhoqKCo00qRBLN4/HA7Xbz9Hi2AhERp6XoXORU0/dks7Fc9FAHyc2KsE0ymWT2BaDNOERdbX0TZPF7QIvgSORJPH7xN4SJ6xsc62cb9JkKcrxeL0eT8XgceXl5TNujEnWRV71nzx4WyxofH8c111wDr9fLM5KBgQE4nU7G2e12u9RYg66h+Fn/XSqVQjgcZkyduP9iBKuqKlwuF4uPDQ0NwWw2M6TicrmQl5fHkFs0GsWSJUt4phSPx5GTkyNx0+lZIYmHsbEx6dxptkeMFrvdztE7zWpImIzuFfVMFSE4s9mcRpEVz/8Pf/gDLsYu5QhdURQz6ZwrikL84Nem/5GZptsc/nn10FVVfVFRFAuAnwJ4Qbf4vEpTLyUjJz45OckqhgC4GXJbWxs3NDCZTCguLmauL73gRMEjXLKzs5Mxc3LuBJ9Qlxh68QwGAyYmJhjGicfjrIVOL+zAwACsVisnzYCZLjW0TZEaJzpIvUa5KFYlqhGKtEWy2WCbgoKCNFxcpOSR6Z26uF9RsZLWpfV9Ph/Ky8ul/eqrW+k7saFHeXm5lLylc6aB0+fzSTTFSCSC0tJSvPHGGwA0fHjv3r1YvXo138+cnBz4fD6GNmj7Z0qSAxqUNTY2JnUMcjqdXODkcrmYqkjnQQ2xKQigxDhBLAsXLoTJZMLtt98OAAzZUCJ5YmICiqLg5ptvTsv3iLCVeM30dEJ69pPJJDZt2gQALMwl6r2INjAwwIOAeF+ysrKYFCA+sxdil7JDB/C/p4knfgARaH5Ub1fgz136Py2+/mMA9dA4kf/ve9Xw9P02YrlQ+zWKNnt6enDs2DFMTk5yxELRt1h85HA4+EUkdUaxoUVXVxdisRgnSUtLS6WBg14s2i9hrMCME1y8eLFUsUll7tQ4IRaLobCwUBINi8fjaWX6Io6sL4Un06+jj9ppW+J+9AVMkUiEo2v99vW8bH2pPCVdZ8Ot9cdBTpKceVZWloSri/upqalJm6FQEhMADhw4IDlzQHPgIkOJzosYKMSKInkBOh/RodHMgDBzj8cjlcxT8Y/dbscnP/lJ6R7cdNNNfJ31508FSXT++oR4KpXi4ipAC0ZWrVo1a0EWnZvIuKFj01soFGLpXyqOE++xxWLBnj17uHHKxdol7tBbARBt7Lo/10bnoi1eCeD7AP47gA4AjaqqvmfNTjOWsYxlbC67lAuLVFVtEz5eC+BxPbSiKIoVwPcAiOvOaXNF6FQnfLeqqj871w1eTjZ//nxmmtTU1DBeevDgQTgcDpjNZmYbFBUVobOzk6mNnZ2dMJvNEvWLWspR9ESNKUT8UsRLSbtFpLkRU0LU+9ZDFE6nk3FZo9EIn8/Hx04NEE6fPs167USl01eK0pSYsGERq9ZHarNJ0s6mzSJi3+FwWJIXIEEsfdMMimgLCgo4YtdH6eLnaDTKsxyKzvUwjV5nRo93i7TGVatWoaurCzk5ObzdgwcPSs0b7HY7+vr6mMHj9/vR0NDAUTAJj1ksFgmWEgW9KDoXI2mqihXzHcFgkDFzt9uNPXv28KwvFothw4YNkmQyiXyRtbe3w2w28zNCswja78DAAAwGA8M25eXlPGvQz4Ro1kMsIJqxUFMNQK7mbWxsZJ69yKe/ELuUI3RFUeoA0IPw/wA4pSiKvsR/PoAvALjvXLc7l0N/BcD9qqpeHFn0ErYTJ04w5NLU1CSV8ZvNZp5eAhqNS1VVpniRYyeHVV1djWg0ik996lP8kpOcACWWCE4heqTVak2DIMjxii+4/mXPy8vjF5iog8QPttvteOONN9Da2sod2gOBAJYtWyblCKiUn0x08PRZj1uLfwGkOVGxqAnQEpa0L9om/Q6Y0Y8RlxMnW6RHUkGSaDRI0gCiP3axWYdI89SfDx0PwWJiQ2eR7089WQk+CQQCCIVCfA2p6EqEuqiIiATdXn31Vaxbt06638lkEn6/nymEo6OjUFUVLS0tADQc/u///u+lQUBPDVRVFf39/ZICZ3NzszS4igVNlKeg4xDzA/rggc7l+PHjaGhokKihdBx0LKR4SVTWi7UrrrjivCPuD4pDB2CD5mPJnp9lnQg0Lvo52xV/+tNsWPxftymK4gYw+Itf/AL5+fkswUoPZjKZlES4ALDOicgp7ujoYOecTCa5YYVYGQjIuDMpA9Jy8aWh6FzffECMgLq6uuB2uyU2jL7pAB2r2NBBjKaJh64/TlH/Ra9do2fXiNowdG7EHz9w4AAAYOvWrfjMZz4jNR6uq6uTNFQikQgPTjU1NTh48CCuuuqqNC6zuO+hoSE+ThrcqAEFoA1YYpQuOjZxm+Kx6y0UCqVJ7M71G3Gw0l8nsnA4DJ/Px4MHnbdYXUrnqp8ZiTOmeDwuJW8tFotUVyA+U+L5kFksFgwNDfFnGjz11+Wdd96RcjP666GftY2NjUmDp6qqlAsoU1XVk34VZzd6Pzdv3px2785moVAITz/99Hnv8y9piqIMArhaVdXAWVc+i2XEueawvLw8OJ1Oju7oJRgbG0srLNIXwQBan0nR4euTU+FwGHa7Pa30W6+wSEZOSHxJCJKg9UiulCJHmraTMyMIggYPABw5itscGhpKi4LFgh46BrFsX580FV/wVCqFrq4u/OpXv+JE8ZVXXinNcoaGhmC1WlnGIB6PS5WTfr8fzc3NGBgYkORyI5EInx/dN9FhGQwGCerSQzvi+c12LmTiIKVXX6Tl4mdy+rRPusb66lk6doPBgEQiIQ00fr9fYsLU1NRIUa9el5ykJghO098D+k5/Xh6Ph6/7K6+8ApPJxIlYcT2ChyKRCOrr63nWqle9pO5WDodD+k1PTw/DQzQjuFC7lDF00VRVLTvTMkVRKlRV7T/XbWUcesYylrFL0i5lDF00RVFqobWhW4AZiuIVALIBfBSZjkV/HotEIgiHw4xlU+REUYfD4eCpqsPhSCusECMWErMSvyO8lb7zer2Mm5KZzWbeByUFxd9kZWXB4XCkTblFmMTj8UjUOAA4dOiQJHXa1dXFHOOvfvWruO222ziCdzgcUhER7VcvDaAvAgJm8PDe3l6cOHFConZWVlbit7/9La/b0tKCRCIhFfwQXABoOLS+sTJF8aKcgBjBipRO+kuRusjHp4QzMDumTusTXETUOzpWShyLUbBY5h+Px5mCSL8pKSlBVtaMKJrFYpH0cajhd1aWrE2vl5zo6+vD+Pg4gJnIXKRo2my2NC0bMb8xNDQkJf1Xr14tXR8xEU7XuaCgQKJH0oyNeuaGQiGYTCYkk0kmDrhcLqbRAhcfoV8uDh1aZeiHoSVHfwBNCsAN4EsAPn8+G8o49DnsIx/5CAwGA3eRJ2y7p6cHRUVFs1ZT6j9Tkogci9VqlZytzWZjR0NFNfqpsah6qH/J9MlJfVWnzWZDZWWlBCcMDAxg2bJl2L59OwCtg31NTQ0na5ubm6VmBtREg8SlgBkHrmfGiAPNO++8w8lYGgDfffddZlW8/fbbADRoCgCvS9W2GzZswEsvvcQt+MgMBgM7LKPRiMHBQUmhUWRYkECY2AR5NmctOtZ4PI7e3l6GIMjhezweZo+IUAowU7NANtv1IDxfbHAtHg/dS7rG9PyIxyauR9fV7XbzcdAzKnaBokFQHICNRiPfbxqs6bj6+vqkZDWZ/n6Lg6jRaER7ezvvl54fkckUDAYRCAR4EGhsbEy7D+djl5FDvwrANaqqHlEU5b8B6FFV9WlFUQYA3AXgl+e6oYxDn8Oi0SgikQgLO4kl0RQV64tgxJ6iemocsQVEzDOVSknMiIKCAl4uYuHATPQ9W6WkeMwAZnUutD+KDO+7T2ND7d27F0NDQ2kdlYixU11dDZfLBZfLJUW1epx5YGAAr7yiJe6DwSCqq6v5ZTabzTCZTFizZg2zLSoqKmC327F//34AGj3Q4XBg/fr1AIBt27bhU5/6FDup9vZ2/i3di6KiIpZsJbvtttskNcLZimDoWgDpiWVqW7d3714AWsRK+Q69iVWfs+UQxPX8fj/cbnea5ILo0PVVvdQlSjxWMf9hMBgQiUQ4aUrVtKJ5vV7J6QPazIKeR/qeomuxiYX+ehHV0OFwcJUyMNPQgo7L7XbD6XTC5/NJYnSi6uNHPvKRWfdzrkZaLuf7mw+g/REzRUYqgEZo3PPdAB4+nw19IM8uYxnLWMbOZpdRg4u3ofHNAeAogNXT//84gPMSvMlE6HOY1WqFzWZjwSyKCimjTxgnMCOqRZFeIBCQOMeEhesjMkCGVkSNDX1EqG/fRiZCLtQ/U1ymL/bRF3ysWLECqqoy/ppKaVLAFOVef/31LIcrdnIX+1L6fD783d/9HfOj6+vrcfLkSf4MAC+88ALj9nR+d955p1QkFY1GGXKhY6TzDgQCOHToEBYsWMCRXkNDA1599VWp1VswGOQ+rcXFxWhsbITH45EKuMTrpqePplIpLF++XNovyS6IWLb+t6JsL+VcRCaR0+mUKIP6Ii36jqCQ8fFxlJaWpmHmdO3oXJPJJLZu3QoAuPXWW6X1gBmaJpkeejp69ChycnL42KknqV77BQBTXYPBIDesBsCzBHHmSAwruu6UjxJzBBdjlxHk8nUA/0tRlHcB/AzA16bhlnwAW85nQxmHPoeRM6SHlhxlIBBAVpbWqIFeaLfbjUAgIE3dRYhCX3Ahbl/sBGQwGKSXlXpV0u9oWi7i8OLLSqJJ4rQdkF+e2So6r7rqKsnBLF26lLW8adpP9DPaz5YtM8/ayMgISktLGTs9evQo6uvrpf6p1113HU6ePMkDxbJly9DX18fJOBoUiQO9bt063j+gYfukQEl4OwDcfffdEv2RdOYB8Pd6vFakXI6NjbFWu3itRB12EtUSVS3FHqN6TvuZ+OHiAEv6L+IAf/z4cd5vaWkpCgoKJLiPjodsYGAAsViMHbl+cCKoSF98FQwGJQjR5XJJqo/iX/H/NNjEYjGpGlW8LmRDQ0NcaQ3MBEJ0jATpXahdLg5dVdWDiqKUAvioqqrvKopyFbTWc5MA/u18tpVx6HPYRz/6USkRRH/JwRPnG5h54PUOVHSkpKQnvuRi2za9k0gmkxJeTr9NJpMc+ZEMLB0T8dr1uKy+G72IG4sR2GxGzk5M6G7btk2SAjaZTCwZDGgRutls5sITVVWxdetWjI2N4YUXXpCuFUV9hAcThk4OUCxrp2slzl7cbreEzebn5/Nv3G43wuEwjhw5wswUmiWdqbBI5IyTiWwdOvZkMslOkapJ9TUF+kGDltFxiM8HYd20TbGCmFQdy8rKcOTIEZ5NWa1WLFq0iO83OW3aLtUgRCIR3l5eXl6a5IL+OROfCXGgp2eTAhhy5KTGSEZOfGJiAmVlGs06GAxicHCQ5RIu1i4XHrqiKC9AqxTdBQCqqo5BY76ct2UcesYylrFL0i7x0n/R3gXwEwBZiqL8BzTnvk9V1fMu43/PHLqiKLcAeFb3tRnAFlVV755e50PQBN7fUVX1genvsqGNVv8XtGaqP1RV9aHpZVdAywLfBe1cngPwFVVV/zC9/D4AXwXwMQA7Adyjqup/nesxi1V7IkOgr68PZrMZyWRSihTFaJ6muHoNcdFSqZQUKemx1ZGREakCj0rvxahepO8B6bK2Z+JTz4apinYmat+2bdsAaBHY2rVrGQ4ZHh5GMBhkzHzfvn1obW3l62MymfDkk0/C7/dLOtn62YFetjeVSnH0bbVaceLECYRCIY7Am5qa0N7eLjUcNhqNWLlyJV+fRCIBl8vF0I7L5ZIqUOkaiHAFRcu0zOFwSBi5wWBI46uLQmk0C6BImWY5Yok93QeRjx0MBnnGEggEkEwmMTIywq0J33rrLZZ/ALRIORqN8nYJ5iP2icicEfM9wIzOEB33XHo2AwMDLBoHAL/5zW+kxtImkymtdd74+DhsNhsGBwcBaK3tEokE9wwQr8WF2GUEuXxBUZS/BbASWteiXwNIKoryawDbVFV9+1y39Z45dFVVn4cgQKMoyieh8Su/J6x2P4DlAN4RvnsIQCmAMgB5AH6jKEq3qqr/CeBeAGuhtcr7EzSxm80AfqQoyjpozvw6AOMAfjW9r/vP9ZgpyRmJRKQXXtRrEaepotY3oMECNA2lh12c2kajUVitVinhpS+cEROrNGBQoRMwkxTTO0F94wE9bq/XatHrjIvnS5zlw4cPszMIBoPwer1MIxwZGcG7776Lzs5OANoLTn1VAQ3/9vv9qKurkyAFkWNNUBAd1+HDh2G1WiXIZeXKlejo6ODil61bt8Lr9TJMA0BqZhGJRFBWVoZgMMi8+1gsBrvdznAQYfVkRqMRdrtdSh7TMYrQlohrAxo0otd6p3uZlZXFUgDioP/OO+8wTZAoqWTUzUgssbdarXA6ndKAnkwmJapiKjUjpEbPV2VlpQTDAHJeRw8tijUUwWAQU1NT0v3U5zJMJhMXN9Hn/Px8WK1WvgZ2ux2JRILFuSorK/Hoo4/iQu1ygVwAYDoI3QNgz7Rz/zKABwH8HT7olaLT3Y/+FcBmVVW909/VAbgDwH/oVr8VwM2qqk4BmFIU5ccA7gbwnwBuA/DUdE8+KIryCIDvQmtwfRuAf1FV9eT0sm8DeE1RlK9RBH82owidEqDkKOgBFQW7yES8kcS4ABlLFyNxveMUnfm8efOQTCYlR0sVqPTyUdJUrFjV4+OzsSTmqvrUR2rbtm3DyZMnpVZkXq8XJ0+eRHV1NQCNTTI8PMzCUpQMbWvTpJzJOejb6Hk8HnZWK1aswNjYGOPAYnETAC7CcrvdeOuttwBonPmJiYm0qlXCcMVZ1po1awBoOBkQTNUAACAASURBVLTVauXI+LXXXkNXVxduueUWvj9iMxHx+lGUm5WVNSsLia673++X8GJq9GyxWKR6hFAoxA7uxIkTWLlypRTR6qtb6bhFJpS+AEh8ViORiHQ9AC1nkUwm+TuHw4G+vj7pN/pnd968eVixYgUXcNGgQIOivhqVqpPFWWwkEkFOTs6s9RgXYu9VhK4oymIAO1RVdU5/vhIaG6UVwBSAB1VV/ZfpZWdEFM5hP00ANk7/y4cWoM6mwnhGe7+Gq68BOKb+H/bePjquszoXf2jV+Yo6UkajzxlZn/YR/pBlRbEl23EU4WU7OLVTE7qcOmQFbihdoekPSuA2hbsoLO4PWgo/Cg2lkDq9jX1DIaRJwHGSa0zi2FaUGFmWLaMjS/ZIGsnSaDSMhsmMZlC5vz+On633PXJEnM86nb2Wlzxzzpzvs9/9PvvZzzbNxwG5CP8Ky1HLXb504UoBnFV+a8LSPACAhsssW34JirncsgIAAeQsZzm76u2t5qEbhvEewzA+AuBZAA5l0fdg+alSWM73by8FpICOKGwEcLdhGH/wW/bz1UuKi8cBrIIlAVBmmubtpmn+ZLHf2u1tj9AvRef3ArhZ+frLAJ4xTfOoYRh3K99fc+mv2skjBQt753L7st/BvKiNfRmU3/5WU6NbFbe8HC5OGENlTtgVDBntq8wYFZdVKZI0VW6Xv6UuunoM6rHZIzY762Ux2VfVnnnmGQDWTISRN3U4TNNEZWWlTMHdbjdaW1tFt7utrQ2dnZ34sz/7MwDAc889h6amJpSUlAhTJBKJYO3atcIhz8vLw/DwsMAW4XAYdXV1gtMXFhbC4XCgv79f8O1sNgun06lR8nw+n1yfRCKBmpoarUZAXQ+wmpE0NTXhyJEjAIDW1lb4fD6JUNX6AUb1vC/qTEiF27LZLAKBgET5JSUlsj9WZGYyGaxbt07WYdNlRr3ZbBZPPvkk7rrrLnmuQqGQ9JUF5vVgaJwlkPpJ2G/lypWaqiP/8dh6enoWMLN43Tlj8fl8sg027OA6pmmipqZGjoUSziosqbKk1P28XnsbIvS/AvBHsJz0fwfEf90KYNmlVpwvGYbxv2EVBt2LxRGFV7NWAH8L4AdvtP/EOwG53Apg2DTNFwHAMIwOWFOXtZdZl07YDYAdCjyYj+JTl5ZBWTZnmuasYRiXWwblt7/VKDDk8/mQSCTkxXM4HMKZZpd7TuNV+pjag3Fubg6pVEp44vzOXsZPOhzNLslrd0rEnFXc+HJJ0cuJZqnwkF2n46c//alwuJcsWQKfzwen04mDBw8CsHBVle/t8Xi0xgW1tbVoaGgQyOCDH/wgpqam0N/fLxS8YDCIU6dOSdl4Q0OD0B8BaxBQk8aBQECKj9RrwqSnes3o4Iktqzxs6tlzYGlraxPON9dVC3zU7k+qhrw6kNqpj+qzAuj5FLW0fmJiQq7H6tWrMT4+LmJWqVQK09PTGBkZke3Mzs6ipqZGBpYzZ84gk8lovU3Lyspk8GBDkbm5OZF24IChNoNWNfTLysoQCoXkvE3TxMWLF1FeXi7JWeZueFw1NTVaYxW1KYYK86k5hDdqb0Pp/15YpAu1CepSAL82TfO88p0JYNciiMLHF9uJaZo3AIBhGBWGYdwE4EUAXtM0Jxf73eXsnXDofwCdLL8bQB2AyKUHzQPgN4ZhNJimeYthGBEABqzEJi79nxfsF5c+dynLfmFbBmXZDIDXLPFWWFgIn88nHF61UpQaL3w56HhVFoSKbfOzXeMF0J2uGrFzmf2F4LrAvPiRGgnaWSz8LTAvNKUmTmnEso8ePSpMBMBy1j09PRgbG5NKz7GxMRiGIVg5OzrRwfMciIOPjIzgzjvvRG9vrziSRCIhfGrAYg+l02nppNTU1ITCwkK5xtyvWqEIWM7E3sRj7dr5+CAUColyJmBFipFIRGYbTqdTa87d29urNYleTJ9FxcwZ6QJWtK3uk8dl73RfX18v+33++ee1QbKlpQUnTpzA1NSUxt1WsXs+h9zG7OwsYrGYzJTUa0OnPzExgWAwKPdoYmICZWVlWpFUQ0ODDBqGYWD16tXaAJbNZuH3++WZKSkpQTwel/vCPE8oFJLrSAYTryEH8tdrb3WEruTm1K+vAZC2rUrU4LchCpc1wzA8sAaPP4Kl67IMwNcNwygCsMs0zanXeszvhENvBfAdfrhEWfwTfjYM418ARElbBLAPwF8bhnEbgCJYkpKfUZZ92jCMw7ASEPdjXplsH4DvGIbxIwCjsBgu+03T/M1rPVC1kvNyzJNIJCIRpP1hZWKKvyNtTK0mVZNowMIkKROi6gBw5swZET0CIMUq3M/lKhSB+aRkKpWS7kkUWpqcnERpaam8YKlUCoFAQM5tetqaBW7fvl0SaaZpYnp6Wh72vXv34rbbbpPqP1IN6US2bNkC0zQRDAY1WV7VJicnYZqmJF43bNgAl8uFM2fOyDoFBQV49tlnpbS/paVFizQBnYHCNnfAvAM5d+4cRkdH5fze//73IxwOi1PcvHkzwuGwXJ9MJiMOTU0uq1Q/DqQ8J6pLqoyoZDKpOXDAgjU4s+np6YFhGEIFzGQyWLVqFbq6unDPPfcAmB/8VaaQGgC4XC44HA4ZAMbHx+FyuTAzMyPfkfFil7Kw0wjV4rW5ubkFzy4VOIH5AY3bYNekFStWLGgx+GbZO0RbtM/8gXnU4LchCq9mX4XVX7QB8wy/+2HlFf8/WDDOa7K3NSlqGMbvwjrwi79tXcU+B2AAQD+AowC+Z5rmDy8t+zaAJwC8BCtqPwbg6wBwidb4N7Cqr0YAxGHRGHOWs5y9C+wdEuc6B+D3DMNYonxnADhrmmYMABEFbdlv2eZOAJ8kIw8ATNP8BYA/xbxQ12uytzVCv0QXXBT0Mk3zLtvnNKwT+9NX2d7nLv273La+CeCbr/Nw8ctf/hJOpxOJRAIVFRWaEBEAjavMMn5GytFoFNFoVLi5nZ2dwn0mzOBwONDV1SURMAAsX75cE5pSo0CXy4WVK1eKrjr3U11dvaBZBv92dXWhq6tLojG32422tjY4nU6RnT137hxWr14tCU42wWZUzyjc5/NJ5P0Xf/EXGBkZkWWtra3aX7vM7RNPPIH29nbk5+dLBB6LxZBKpYSml06nMTg4KLzwwcFBZDIZwZyrq6tx7733wu12i8TvI488gqVLlwovnb8bHh6W6/6JT3xCJHoBKxL+xCc+oRVsMUELWJHk8PAwSktLAViwhb0c3q6Hw/Mhlk5RNzXBy2MjDk8oj+e3bt06FBQUoLu7W67H4cOHsX37dtnXxMSE1mOU21Bpiap2P+V61STo4OCg1qwiFAotwLYrKirkOOfm5kTLRtWMZ1MXXg8eDz9fd911CxKfKmT1H/9xRUKCC+yd4KGbpvkrwzCeAPBlwzA+Cotx98cA3n9plcUQhVczL+YjetV+A+CKNIZzpf+LGBtcTE5Oorq6WjL87FxOjQp+l0gkcPasNRgHg0H09PRoVZGApTPCF+vkyZN48MEHsXXrVgAW1KHqcLOvox3DVRkY4XAYTz31lFYpWVVVJQm9kZERDA4OCnywbds2dHZ24syZM7j22msBWI6aODlgOfDy8nIMDQ3JNgzDwMDAgGDrHBhodXV12L9/v3C5o9Eo1q1bJ9tYvny5qO7ROTGprBanbN++XbZZUVEBr9crU/+nn34aN910E1588UUZWNra2gRGUo1iXFu3bkUkEsG2bdu0jjyqA6PWO89/cnIS69atu2zzaHszERq18e15FhUK4+BEuMzr9WpJ8OHhYRQUFMi9pDNfunSpxp4i55vbraio0IremN+g+f1+rfm4w+HQVA+Z3FSVQtXq1cnJSRmgGWwQTiJ8FIvFEIlEtIbSl8vTqNfwzYBg3qHKz4/Cgo3DsOCUT5umyTze52DBJP2wih3/XkEUXs2eBfA/DMO469Ln/2sYRjGAvwPwf67kwHIOfRH78Y9/DK/Xi1gshn379knE4na7cffddyMWi+HZZ58FMF9GzagnHA5jyZIlEuUGg0Hs2LFDe5Gmp6exZ8+eBUkwfl6yZAmOHz8uGKtaZUc8OBwOIxqNYvny5QCsJhCFhYVCW2PLN0awlD1duXKlsB7S6TQ6OzvFQbvdbnR1ddmTQfB4POJwmeysqqoCYCVSW1tb5fj8fr84c2C+IEZNZubn56Orq0vD0ltaWgSXPX/+PL7//e/LoHj48GE0NjYiEAgIA8cwDHR2dkqpPwCNSQTMszns8rmqzc7OSielpqYmRCIRGRS5TRUjzs/PRzQaFZYTBxCeH2drHIxcLpfIDXM2FQ6H0dDQIL9Zt24dnnvuOUnW7tq1C/F4XGR3uV86c/XYVIVOwzAk+FApnOrsTe0kRFlbGj/zeXe5XDIw8tm053+YjOW1PnLkCL7whS/ANM0FtFv+TmVFvR57uzB00zSfA+BXPsdgJTAvt+6rIgqL2L2wCiqnYWHuhwBUwIJq7rySY8059JzlLGdXpb2LtFwuAmi9ROF+Lyy//AsA/+dKBbpyDn0Rc7vdgiePjY1h6dKlAOYpaUePHpV1PR6P4OaAhUt3dHQI6+Mzn/mM6GowukylUhgYGJCinUwmg8rKSlne2NiI3t5e+czj4fYBKyKrr6/HAw88AGCeVUJ8PBAIoL6+Xiujr6ysRDgcxi9/+UsA89i4Wgq+bt06iaCWLl0qOC2jPcJOxKo9Hg+CwaAUI8ViMaxevVqi7XA4jObmZq2BR1dXFzwej0zn9+zZg2AwiPPnLYpvb28vDMOQ5cTNVX3w0dFR3H///QvkgRcrnCJ0Ze+xqZpKDfR4PIhEIuju7pZrcv78eTidTk22V43g2axELTyKx+MoKyuTBh5VVVUaLOPz+VBdXS2zr+LiYhQXF2t4PSEObpda54STVq5cqXHsCc+ptEzCK/xcXV2Nrq4umWWsXbtWw9OHh4dRX18v0syAFaGfP39e7q/f74fX6xXIhfmhy2Ho3Aafv9drV7NDv0RVtNuLl/7R3IZhwDTN1GXWvazlHPoiVlNTA7/fj87OTu3FbWlpQV9fH1paWiTpeeDAAXR0dGjO98CBA/jIRz4CAFqvUBrpaXSk69evx0MPPSSY+tTUlCRTAQgmTcoe9+N2u+UFbGtrw9DQkBzv0NAQrr32WsE+0+k0enp64Ha7BUN3u92a1vjIyIiW8CQvfNmyZVozilQqJbx0boP479jYGKLRqHxmghGwsHAaBz7AchKPP/64pgrY0NAgg5HP55MBkg79vvssduurFauweIuJP8ByNrW1tQswcDX5DOiFN+FwGI2NjbLs+eefR0lJicAl4+PjQv8EINW8dn58NpuVwKC3txc+n0/rf+r1eoVDnkgkRGNdHaDGxsYkkerz+RAOh+W4mCshvMQ6Cip18vwBaEVSS5cu1Spj1RzDmjVrkEwmtSIoXh/CP+vXr8fg4OACOGhwcFBrAqMSB95oT9Gr2aHDwt5/W/T9nkvr/OcW57pabHZ2Ful0GpWVlYjFYuKAT5w4oXWRp/X09GgNlj/zmc/IwxuLxeTlJrYcjUalKxBgJUnVgeP06dNwu93YuXMnAAj7YdmyZTh16hQAK0nl8XhEeAoAmpubZbnP58PY2JimWMgkKB02cVEOLLt27cKJEyck6mUjCyYNASsi83g8MhPYsWMHYrGYMHYaGy1pC37esGEDuru7cfjwYcGdb7jhBrS1tUnjiZdeekkGE8DCx48ePSoCYOFwWCQFmHwFFkrwzs3NaeqE586dw/T0tDBw1ApewBpgGhsbxdHZo2tW4rpcLhEF4yDK33i9XtTX10uErnLNASuiHh8f19oD0pmrCV2VV/6+971Pzo+OMplMwjAMeZY4CKvsKpfLJQM4ZwBTU1NyvzkY8jdqM2r1WNXlFy5cwLp16zTZikQiIYMR80lbtmyRc4nFYjL7BOYF67gN9Vl/PXaVO/Sb3oqN5hx6znKWs6vSrmb5XNM0n7d/ZxhGBSze+lVV+n/V2ejoKNra2rSpv8/nw6FDhyTCZuUhIynCBoQIVq1aBcMw0NvbK4yUEydO4MSJE9i4cSMAK5r1eDwSXfr9fvj9fsGpN23ahLGxMQwNDcn2GaER2qiqqsLw8LBM66enp6WXJ2Dh0J2dnRqDZf9+S6GT8MWRI0dQV1cn0feyZcvgdDqxadMmYW08/PDDWLVqlRaRsekBYMFJhw8fxq5duwBYMMb69evR3NysRb7JZFIaHE9PT6OoqEhmQjw/lXNPiV5i2YyECVMA0BpgMD+wY8cOjZWhyjKwApJUvWg0ikQiIbOM/Px8uFwuhEKhBcwMlZY4NTUlNQbhcBhlZWWaZnpFRQVM09RkEZqbm+Uzcwc0tXyeUAfxdd5/Vmgy6mW9BGc5ZMDk5+fLc8VtkC7a2dmJXbt2aWX9ats7VQZB1e5xOBySu3G73ViyZInMfBKJBNauXatBTvF4HNFoVKAetS/sf2UzDOMaAP+Mq7T0/6oxvmiVlZWIRqMCH+zcuROxWAx1dXXyElZWVmp4d1NTE/x+P3bv3g1gfoqq0sOmp6eRTqdlGt7d3Y3p6WmNxqcWzESjURw8eBA+n0/jnXd1dQnUc+7cORQWFgqWS148YYt0Oo2bb74Z//AP/yAwTXl5OVpbWzUHt3z5ckm8MuE5NDQkL/aHPvQhDS9lEo5dbVKplJasZFccNSnGoqm7775brnc2m8XJkycBWNCHvXFCZWWlBo+QY22/b5zOp9NprFixAnl5eaKmyO9VXD8Wi2lNoScnJ4X6xyTqzMyMiFMlEgkpiOJndkICLEdqmqaU23OwDwQCUr+QzWbR19cnn9nRhzkUwBr0ZmZmNAVGFb7Lz89HKpWSwYq0WFI9z5w5I88cz6+iogLHjx8XnH3z5s2Ix+OaymIwGBScnj1r8/PztcEVgEBfJ06cENotYGnbh0Ih+Hw+7TeE6oA3DrkA/6kglDdif4s3qfQ/59AXsbNnz+Kaa65BIBDA2NgYbr/9dgDWA97c3KzhsF6vF8FgUJx+c3Ozpn0RiUQwNTWFeDyuVYY2NTWJM/zZz36GD33oQ/IC8IXjfvr6+tDU1ATTNIVD3tbWhttuu02ca2lpKfx+v+DURUVFSKfTErE1NTWhq6sLLpdLovb6+nqMjo6Ks163bh0eeeQRGST27duH66+/XsNDY7EYRkdHZbbB7/ibW265RWO0sPOTik2Tk6xyrPPy8gRTD4VCyM/Px2OPPQbA0oNh7kIttlK74gB6go/4+qlTp4SBEY1GpQIYsAY7NZp++umn0dLSIvdl/fr18Hg8GB4eltxEQUEBiouLZWbgdDq1Cs2pqSmsXr1a9sH70d3dLYPx0qVLEQgE5DenT5/Gjh075DzoSFXMnPLIatVyIpGQIIDXkvebpnLVef1VhUqHwyEKibxXXM6k7JkzZ2Q/rD7l+fl8Pskt0RoaGhCPx2Xmk8lk4Pf7ZTB4o4VFVzmGrtpOAH9omuaA0lT9F5c6Fz1zJRvKOfSc5SxnV6W9ixx6rvT/7bDm5mb4fD6Ypgm32601TTh27BhGR0cF73300UcBALfddhuA+YbOpDECVoSiUvvq6uoQj8cFUti+fTuCwaBEkmSVPP744wCsiIr749Q/Go2isrJSi7YefPBBgVhYgk9zOp1oampCOp2WiJTHxM+pVAptbW2y/2uvvVZ0RWgdHR1ob28XPLakpAS7d++W47BXEgLzHGS1p6a9FR4wPyOprq5GIpEQ2Mre8o3b5LWhUSETsOiErLAlPNbc3IxDhw5J/9NPfepTeOqppyQf4vf7MTk5ifXr1wOw2EcsuSfPH4BWLk8YhDMDwiiEZYaGhpBKpbBt2zaNGRONRuVYW1paEIvFNCokoR4Vu49GozKLo866WoGr4vZf+9rX8NnPfhYANOXP6upqLf9QXFys0RpVzjmvaUVFhZwP4Rjef6/XC6/Xq7F4yGrh7JH697yGV0ul6NtgudL/t9Mukfs1+KSqqgrpdFrgk0AgAJ/PJ0mxbDaLRx99VHjaBQUFeO9734sbbrhBoAvy1lUoI5vNyotWX1+P7u5uzZG53W5s3bpVElyABbMQM/3Sl76EtrY2HDhwQJYvWbJEXrRMJoPa2lpNIyWdTmN0dFRKzuPxuODXXM5BiOfLpCht06ZNmqgYG2bY4RU7xVBdZ25uDuFwWHB3lqcTl1Yla7kNVahM3SYdq8PhkO0xR9Dd3Y3q6mpx2IDl5Onwy8vLcd1118k+SktL0dTUJDILwHzyUZWzVXtqOhwOhEIhcXyEpphw5DUB5vnuFRUVyMvLE4dM3nZBQYEMcqoIF7c3MzOjOXS1s9AXvvAFhMNhzcl3dnbi9OnT+PznPw8AWLFiBeLxuGDb+fn56OnpEfgkFApJj1U6cCZjeX79/f1oaGhYIFGgDnIOhwNOp1Puhwo9vh67mlkuNsuV/r+dRpVEvoherxfd3d0IBoNal3tgHp8MhULYuHGjfO7r68MNN9wAwzA0Maq2tjaJYFpbWzVxrmAwiIGBAWFs7N69G08++aTmSD0eD1wuF37yk/nWg6Ojo/Kbm266CeXl5TIAkJeuRkdsqkCsevXq1SgtLZUXzu12Y9myZQiHw3Ks1EZvaWkBYGHz9q71r6ZOqOLBdtVCuyCWWtHJ36ldferq6uB0OrUiGRVPZ8MQRtgANO4/raSkRBMPU1Uum5qahKFBi8ViKCsrk2Ovrq7WZgl9fX0oLi6WQfPs2bNobW1Ffn6+ONeZmRkEAgGtoEl1rKlUSvRe1EEgPz9fS5wXFBRojZgBiMbQli1bEAwGsXbtWu0Z2LVrlwQfLpcLfr9fjiMcDiORSMi9fOKJJ9DW1obGxkZhXJWWlopTB6y6AzUaZ26DomQ0FkoBOjPp9di7JULPlf6/TeZyubRMPF+qxx9/HLfeeisSiYRAHwA02IKNBpj1j0ajaGtrQywWkxeps7MTHR0dEv2++OKLCAaDUgADWC8XHev4+DgqKyuRyWS06FmlqfHF5rS2qKgIQ0NDkszbvn074vG4Bp+wmQWpjps3b0YsFpPfANYg5vF4NAmBjo4OeaHt1YxqpMljr66u1hwl11M7MqnKifn5+RgcHNR6jr700kvaMTDJzOsMWEwYMli8Xq9WMMP9qMdgHzCYqFUHp+eeew7r16/XVAhDoZA4yZaWFo2St3r1avT398tnv98vRTW8R/zLbS5ZskRz+OPj46itrdU6IQHW4KH+prq6Wo6V7fcIs83MzGD//v34yEc+oiXb1f6enLkQHiwoKEBjY6Ncj61bt4qiI6+ry+VCIpEQamNBQQFmZmYEamIVqcvlktkh5Q/IhLJXlf5XN9M0DwM4/FtXXMRyDj1nOcvZVWnvlgj9zbScQ1/E/H6/pufB6SY1TUZGRmR6HA6Hcffdd0t0+eyzz+KFF17AK6+8AgD4kz/5E3g8HvzsZz+ThCU1uBmR3XzzzXA6nTIV5VSVFMUjR46gqakJsVhMIrZgMKi1S7vnnnvw0EMPSQRfWFgopfuANSsYGxtDIBCQBOvAwADuvHMeqvvXf/1XAPMRpGEYorFCWuKNN96oRduzs7MaTXNubk7gIGC+3F6NjBmRq1F+MpmU84/H41i3bp38Jj8/X8O91e1crnk2ANEkmZ2dlWvEdVV4jNeRvyV+zfVYZGRvm0eYJplMitQyYEFhr9YqkM8Mm13Yk738TX19PfLz8xGPxyXKpSSvSltUt8miN1IuOzs7sX37do0uWFJSIlK+3GYymZTo2uFwoLe3VyL6RCKBTCYDwzA0aGtmZkbD1Gtra7XipGQyqc1y2DOASX81wfx67d3uoK/Ucg59EQuHw0ilUqJYR4ceDAbhdDrx3e9+V/Bsn88Hv98vwlNPP/00brzxRnnByZSpr68XiCUcDsMwDElgFhQUoL6+Xn7z0EMPaVWTu3fvxqFDhxCNRmVQ8Hg8cDqd4hS+//3vI51Oy8uSyWTwox/9CNdff71shw6emO/o6Ch6e3uFl+7xeLBx40aZThuGgc2bNyOVSonjmJ2d1RotBINBlJWVidMMBoOak1VhFXKyAQuaYDJyamoKmUxG6xykNkSwwzXAfAJXNXtjBeLwaoPtSCSiDRR5eXlyf6lZwoFF1RrnNcvLy0NhYeGC41FzBmxGAli8cCoj0pFOTk7C5XJp22SzcW7j/PnzyGazmoCXyiDis8JiLOrTc6CJxWJwu904f/68XNfZ2Vktb+FwONDQ0CD3oba2Fo2NjbJtslvy8vIkYDl58iTWrFmj5QPIkec+kskk/H6/rMOCJd6vJ598Em/E3kVJ0TfNcg59ETt79izy8/MleUn8kBHL2rVrJfLds2cPQqGQYNMsjmHTCCocAhCs2u12o7OzUzDi4eFhHD16VFgdlZWV8Hg8gqmTMqYyPzjgMHJ++OGHEQgEpLLw0UcfxcqVK8XRdnR04PTp09LUgvtpbGyUFx6Yj2wBvcMQrbCw8LJNghlJ0hkxolObK6g0SrXQqKSkRJN1jcViGg1ONbWDDzCPf9PUmYK9LZ/L5dIGG7YP3LBhg/yWORAA0nTC6XTKdeRylcXDyJf7YiEVz40DCY0FUOqxqFWfIyMjcDgcmJqakoHhwoULWhL4+PHjaGxslLxMNBqVBh2Ahber0TmPTc1vqOwWnkteXp58zmazcDqdiEQichyU/uU1CgQCmvBWKBSSFnXcVzAY1LocvZpC5mu1HOSy0HIOPWc5y9lVaTmHvtByDn0Rm5mZQTabRSAQwOc+9zmtRdutt94KAKK7MTY2hgcffFAYA42NjVqzCkY2RUVFEtWUlJSgvb1dKIRHjhyB3+8XOKWnpwcej0fw13g8joGBAdFAByyWA5stAxZcMD09LZEro3VGSQcOHBDKIS0YDF4WylAjWpbb26MqfmbDbP5mbm5Ojo1mx4oJHai4azgcFqhnxYoVCxpPcNv2PqvqempklB/pqwAAIABJREFUfLkIXd03vyccou6Dkev69eul4IcwDHXLSUusqKiQBhbq9VOvRzabhc/nkwYXpaWlgierx0VYIxgMIh6Po6CgQK4RMWvut7q6WutLSglfFYenXozaQ9Tj8cg1SqVSIjPAY1AtHA7D6/Vq12h2dhYzMzOiVQNY0A1/m0gk0NDQIBx27le9hnV1dXgjlnPoCy3n0Bexs2fP4nd/19KWr6qqEozxhhtuwNmzZ5FOp4W2NjIyglWrVgmcwCkoKYcvvvgiGhsbsXHjRtnO9773Pdxxxx1CwzMMA263W7Bs9oekUW9F7fKTSqVQV1cnL9aSJUs0Z1VTU4P+/n7pBVpbWytOR7VkMqkp6dmdG5s1qI5UpRzSefF3XJeJtVAoJJQ9NSmpFgFxW3ToKgTAfdgdvL1fJr+zHwePmX9VDRmeh/036uBFp8ncBPFiHhsdMemjiURiwTbobAndNTU1afeK/G8a4Re1GCkYDEp1KLepauYAFgzFYjXmaUgVpMViMUkwszJUFSNjQ2vAKrqKRCIiDMZrrMJh2WxWYCYAopUzOzsrz1s2m8X4+LgkX+16M1dqOYe+0HIOfRHbs2cPCgsLpXyeDyKjH1VIifxpRsaMyNi8mH+z2awUfVx77bWYnp6WaNnj8WDZsmUSobNbEmcD6XQaDQ0N6O/vl6YXVPijU+QLxRcvmUyiublZi6zsokjEkFUGgyqAxfNRS/XVBCMwX8avLle53Ez2UuQJgPDSaXSK6iCmYuyXs8slRdVtFhYWLjgXrq9KEMzNzcnsKplMao6WTSN8Pp8241BL7pPJpCZbTJyey8PhsDwT6nVmMRG3pyZSx8fHBYfmbMFe9ORyuTAyMiKRPmWB1SYWfX190iwDsBQY0+m0VmE7Pj4u+RDKVvCakV9/6tQpOdbS0lIZAFSj866vr5diN+aIGBTwXN5ox6KcLbScQ89ZznJ2Vdp73vOeK2at5CL0/8LW3t6OiooKydQzsqiurpbpNCMlYsgqbKFGcHl5eejr64NhGML5Nk0TBw8elP35/X5hAgDWVLehoUEiHGplqCXmgI5dAlYESiZBRUWFFpEzGlXhgNnZWTl+YB7qUKPwZDIpzBZuR/3LyFGFN+wyAB6PB/F4XHICjPC4P5bpq2bH9u3Rtl06QD1HdR1gvpfp+vXrNR2W/v5+aXoNWHCZ2jtT5ZPzWFkqr1aXkmcNWJBLf3+/5Drcbrc8D4yMibMTtuNxMrr2+/3yLKgzoXg8Lt+nUimB2YB5mWaVU+5wOLTZEis+1RkK+e78jbpPrrN69WqZTTocDhw/flzTCFKfSzKUKAnB7al1HfaZ1ZVaDnJZaDmH/hqM9CyVcsZpsfoSUsAImO/ows+EElQHVVxcjHvuuUc+E7tWHaFa1v1qneyJRQPWC65i15eDSlTnwL8TExOaI1fpg6TWqfCHfVqu4uzcxuWOV8XvJyYmNFEpQhLqNu1JzVdLktrxbv6G5/Dtb38bjzzyCAArd0HKJgCRF2DSOxqNoqamRtPuuXDhAg4dOqTpv9sH0traWnF4sVgM0WhUgoDly5cjmUxqzvdyQmWqMSnKZCowz+XmeVGUTb1XKhWSz+7s7CyeeuopAFZiXnWmTACr9EX1mrLBuYrlj42Noby8XJK0NTU1mJub0yBHUldVzXi1Fy+L7l6v5Rz6Qss59EXs17/+tcYIUJsIswOR+hKGQiFNcRCYj7aYeFIxX0Zs9iiXZsdL+R2g65Kox3C5aEytLKSpke7IyAhmZmYk2uI+VIyVztWehLRL4ap4t91h2bFwJhbVCE69Hvy9OnPgZ26LkbC9gTVnSoDlBJ988klNlOvMmTPCsojH49i6deuC5Cmv2alTp3Dw4EG0tbXJ7MLezIFNpGmcTfE4mKNQr2EikdAGBL/fjxMnTkiyMh6P4/z585o4l8/nk5kej5UqlQCkDZy63fPnz2tMqFQqhaVLl2oqlKlUSs6X22QBGGcualPo1atXY25uTnj5yWRSmw3GYjHJIfBeeTwenDp1SmYPv/71r/FGLOfQF1rOoS9iv/d7v6c5Qv5fjUTtxgeaL2B3dzcAS+GPSVOuE4lENMU+RrVqhKrCOqTn2TXF1ReLEJFdp5sR3uUGh0QiodHauE1GfWSmqGwKDjSqE1QdNp2CKn1rd+h0KPYo386cUR2lCpMAFiOmp6dH5BEAq/MP2ShDQ0O4/vrrUVdXJxTScDiMH/3oR2hvbwdgJe0mJyfleLq6uvDnf/7n+OY3vwnAKs767Gc/C7fbLedQXl6OSCQig14sFkM2m9UGAxYBAfOt4VQbHx8XGV5adXW1RMr9/f0IBoO4cOGCOPBkMrmgZD4/Px/Nzc1y3VOplCh2tra2ymyB92LLli2oqKhYwB4irFRbW4uenh6Jvlm0pDKDRkZGkJ+fL0EA98FzYRclh8MhQc3x48exbds22cYbbUGXc+gL7d1dB5uznOUsZ/+FLBehL2JTU1P4nd/5HZSVlWm6JWqCVG1woJaUM+HHsn3CNGqhRW1trUaDYzOGV+u5qUauquRrKpUSKhzhIRXqsBeE2HF6SruquLvL5dLodTxne4Svzi7UY+RnXjOVomjvhGM/P5q9mIn/T6VSeOKJJwBYhVL5+fmaRjwFqmjpdBqvvPIK/vRP/xSABTkwOgesLlOqPvySJUvw13/91xgaGgJgySWk02mhJAJWElCFpIhzU59k1apVCAQCUnNQX18v152RMTnkKvXR7/fLbCsWi6G2tlbT4iftUb3/6myRMN6uXbsAAI899hhSqRT8fr9ARMwxqM9EIpHQqK9er3eBPrwK76lUSmC+0IlRPYuhVPrn5s2bL6vH83otp+Wy0HIOfRErLCyEz+eThBCn5KlUagG+rTbhBaBBHsC8syLrAICGiwLzEINawadCECrGrjq/bDZ7WSEsYF5jRMXceXyqhrqajOSLaMeUVYYKj1fdp4oP81jtMIt6DoRl1GNToR5WX9Ki0ajonjOBWVlZiVQqpXW/GRwcFG0bYuvbtm2ThOZf/dVfIRAIyCBARgaTprFYDDfddJMU5xw4cABNTU3w+XzCSEmn0xgYGJBthEIhRKNRaUE4MTGBvr4+EcviuavNN9g0gwMnE6qEMdgMws6mUu8NczKEU1TIA7AG+E2bNmkBSTKZRCwW0/I7586dE2gFgJa8NU1TCoVUdckLFy4I/FNRUYFYLCbtFC9evAifz6flLeLxOObm5uQacuDK2ZtnOYe+iB07dgyFhYVobW297EszNzffu5LURjveq9K05uasvowq9UsdKBjN8Tfs63i5Ih7VyasdiFauXLkAq1XX5wARi8VkP5drOmGvvORMQU3K2qmB9v2q0adq6npqPoDFPfzNSy+9pLV9e+GFF3DgwAF85Stfkd8vX74cjzzyiDhwwKKbsitUe3s7HnzwQdx2220yGDBxTVx6zZo1cDgcgiGziIb31ufzoaGhAc8995x2HtPT03LdGxoaMDMzIzh9TU2NVubO/qgqplxfX49kMin7nZycxNatWzU6KfMm9vvBa19WVoaRkREZFBKJhFYA1d7eLlRHJjRdLpfGakomk1izZo0cB4uV1MHH7/drMzY2sKDTZ/KTAxgDnEgkog0cbOLyZlgOQ19oOYees5zl7Kq1d7uDvlLLOfRFbMOGDSgvL8fJkyc1LrAqKqVCCuT7AvNwCiMr8rbZCAKwIkFyfPk5kUgsgFhUjRGVY839ZDIZmS4zGlebFatRMFk2dnqgvUDHjrGqAlqX+40dm2dJO6/Z5XDyubk5TExMyG8mJycxPT0tevGPPvooTNOU6PuVV15BQ0ODaN4AVkTa0dGh4dvhcFiWX7x4Edu3b8eGDRuwd+9eABa7YunSpbJOMplEIpEQyePp6Wmk02mJ5JuamqRhyQ033ADAilh37typ9YylRgswLw9BPRTAkr6tqakRSIlRLGckK1euXPBMEXJS4S81crbPgJhDIb7PGgM+BzxfyhkAC2eX+fn5iEajAq/xWR8eHpZzJCuI50IOPn/Dwit1FptIJFBXVyc4++///u/jjVguQl9ob5tDNwxjD4B/sn3tAfAggC8C+AcANwD4NYAfArjPNM2MYRjvAfD/Arj70vH+K4C/ME3zPy5t9xMAPg3g9wE8CeBjpmm+cmnZ7QD+J4ASAM8B+G+maU6+1mPOz8+H1+tFVVWVpkan8tFVmqK9sMjeHxPQcWev14uJiQmtyENNPCYSCS3xZlcU5H7VhB7Xs3O37ZRCO0fcLrRlx+t5rnZ8Xr1WqsohMVyVCkk9bSaMH3vsMXg8HsF2ly1bhu985zuSvPz5z38OYJ7edvDgQdx8883o7OzESy+9BADYtWsXli1btkB8ioPm9PQ09uzZozXV4HUm5ES+9Llz5wBYlaJqlyeKp91www1SyKOeM2CJt83MzMi9sENQ4+PjcDqd8Hg80v2I11S9zurvxsfHFzw//KwW66jXG7Dw/FtuuQWAheVns1mcOHFCy/HYG0+rOjQOhwOZTEZLxAKWfgsxclb18hpFo1FMTk4KLKPed/ugw2NWC/Vej+Uc+kJ72xy6aZr7AeznZ8Mw3gfgYVjOfB+AMwACAAoBPA7gfwD4HICPA9gOoBHA/wXwEwD3APiWYRi3wHLmNwGYBPDIpe19yjCMRgDfAbAFQC+AbwH4NoAPvNZjzmQyUhZfVlamRUY0leUCYIFyoF1UaW5uTpJe7PqzGBatFgCpeDqdYllZ2QKZWXU9Ou/LOedXq0DlcV7OwfO7559/HkuXLhVHWl5ejng8Ls6PzkNtmuH1ejEyMiLOaHBwUGv43NfXh7a2NvzsZz8DMO8w/+3f/g2A5djJqd+2bRuA+dZuqhxwKpWS7brdbkSjUWGsAFZjiR07dkhO5MKFC3jwwQclwTk2NgafzycYe2lpKVKpFFKplBT9HD9+XOP3J5NJFBcXy6BQVVWFTCYj96GiogK1tbWaA7ezmIB5PjswHySoeRi1gxYAUUFUFQ0bGhrk+ejr6xMFUKp4dnR04MKFC5r0bVVVldwXh8MBwzC0nIHP54PX65Xgo6CgACtWrJBrqFbV0ljwxOfM6/ViZmZGm7W8EXurHbphGJ+GFRCqL/7NsHzVXgAdAGYAfME0zX++ogN5i+wd4fAYhpEP4H/BcswRAK8A+JJpmrOmaU7AcvxsHvkhAN8wTfPipWVfBvAnyrJ/Nk1zwDTNGViDwH8zDON3AewB8IRpml2maaYB/HcAOw3DmH87cpaznOXs1a0JwF+Zppmv/HsBwPcAJAGUArgNwN9eCiDfcXunMPTPADhtmubjlz5vty3/AwCnLv2/AcBZZZkJYPklKKYBwL/blhXAivQbAIhgh2ma04ZhxC99f0VzPa/Xq0W9gDWtLSsr03jk+fn5ErGQXqZGv6SYqTCNyiknJq1S1CYmJmQfS5YsQTweh8vlkoiMolkqdq3u0w6FEOderMrTbqoWOqGOw4cPaw2uKdzEis1AIIBdu3bJ+j09PUin0zAMA1/84hcBWBWIFRUVwu4pLCxEIBDA6dOnAVgslP3794uWezQaxTe/+U2cPXtWKiOfffZZ7N+/X6PckdIIWHDJ2bNnMTo6Kv1Zm5ubcejQIYmuiZe//PLLcr5ut1s056uqqhAMBhGLxXD8+HEAkKpR+/3ncZw/fx7Nzc0LtGd4v7g+MD+7i8Vi0qAasJ6PkpISbWbEilNi6729vaiurpaInOfEiLmnpwc9PT1ob28XGea5uTn4fD6ZXbF3rjpDcTqdAg1ls1lEIhFkMhkp2y8pKdF0WgKBADKZjMyUxsbGRPudmDnX4zqvVm39Wu1tgFzWAHhI/eJSMHorgGWmac4CeMkwjP8N4KMA7r2ig3kL7G136JcuyL2wpi72Ze8B8PewnO4dl76+BkBKWS0Fa2bhfJVlgIXN25dxuQev0ajlwheK5dSEFwBIY2E2XeaUu7S0FF6vV4Ng7PCKw+HQXniVb0xTpQHUAg8VW7XDLdwW7XKCVqSycRvqeq+mIaM2JCAkwQbXdtuyZQtOnDghNL69e/eitLQUbrdbnN61116L1atXixMaGxsTpwpYA2B7e7vAJffddx8ymQxOnTolUJZhGHj00UdRXl4uv+vp6ZHEamVlpeC85KE7HA6Ul5cLpMB1PvvZzwKwBglV+4TKi6lUSpz8xz72MUxMTMjAyoKxF198EYBVUGa/hvZCqWg0qkFFdNZ0+PZiMJqKPbvdbg0/93g8iEaj8nzs3LkTw8PDKC4uFgfa19cnPHHAapyiatDv379fmrEAEMhRVcPs6upCcXGxwDbRaBTXXXedPCM1NTXSuJrGzkfE4dV79nrsrXTohmF4ACwD8P8YhrEPwC8BfBXASQC/Nk3zvLK6CWDXFR3IW2TvRIR+K4Bh0zRfVL80DMMNC1NfBeBG0zT51KYAqKIPHgBzpmnOGoZxuWWANR2yL+Py1xwW0KF/+9vfRjqdxr33WgMwucRPPPGEpkcRi8XkJTly5Aiampok4ccmE6oeihpZA/PRtYpt25kjZJyoEboa9dkTazR1n9ym3dHbo3i1WUZvb68meGU3Ntr4m7/5GwDAM888g1QqJdzva665Btu3b8fLL7+MlStXArAw9FOnTsk1ZIUnE2unT59GfX29sE02bdqEvXv3or6+Xppxszjll7/8pRwLZwKAlRRtbm7WCnwcDgeGhoa0SD4YDIrjTqfTUkgEWEm84uJihMNhKTbKy8vTZmherxe9vb344z/+YwALZX6B+cSlGpl6vV5xvg6HQxP8YjJbvZeJRALnzp2TQqrW1laEw2HtdydOnJDoempqClVVVZo87mOPPYalS5fKYNvW1gan0ymt8VjdfPToUQBAS0uLNJ5mgnNoaAg1NTXSuNwwDI27nkwmJVFMa2hoQCwWkwGdjV5er73FEXopgGMA/hFW3m0dgB8D+BqAtG3dKwoU30p7Jxz6HwD4gfqFYRg+AE/DcrZtpmnGlMW/AGAA6OLql75Tl0FZNgNg3L7MMAw/AJ/y25zlLGdXsb2VDt00zQsAblS+esEwjIcBbMIbDBTfSnsnHHorLPYJAIFZHgMwAeADpmnaNTX3Afi0YRiHYVEa74cVyXPZdwzD+BGAUVgMl/2maf7GMIxHADxvGMZeACdgJVMPmqY5jddojz/+uHBlP/axjwmjIhQKobu7G0VFRRIpkVWhRrE9PT0S0XV3d6OxsRGxWEyob8TY7dotdnqivYpT5fsSZ7W3hqMRl7fDKfacAPU8uE0VCnjkkUfg8/nQ1NQkMwFW+910000AgIcffhjf+ta3pNT+wIEDaGxsREtLCwCrnd+BAwdw7bXXCpYdi8VEcRCANL9WsW1VlyWRSGD79u04cOCAVIJec801KCoqwvXXX6+dtyoVOzw8jMLCQmFXjI2NYfPmzcIVJzbMzzxPYr8ulwtTU1OIRqMSvZJfTYhNbRzO5Wo+hGwUNsJWr6Ha4IPVsrwPZ86c0So0PR6PNtv4xje+gS9+8Yty/2OxGEzTFL331atXo6ioCP39/XIdb7/9doE9+BueNz8fPnwYH/nIRwBYTCLmORihb968WVOTJJefx0o5iu7ubjlPXl8e6xttEg28dTREwzCaAWwxTfMrytcuACMAfs8wjCWmaRKDNKDn+d4xe1sd+iX2SRDAReXrNlgj4SyAXypYXrdpmptgUQ1LAbwECzffB+DrAGCa5o8Nw6gBcAAW3fEALBojTNPsMQzjo7DoRWUAXgDw4Ss53snJSSlcCYfD0iORD77qvN1uN5qamqS3Y35+vkxhAWtq3dXVhaqqKq0JhGpMYKrO164XHolE4HK5RA+DzQ7UAh47dksuMo3aLUxYxmIxKV0HrGIct9stg1RbWxtSqRRKS0s1vFalHN5///3Yt2+fJNo+8YlPoKKiQroEHT58WJwzX/AXX3wRK1eulEQqHTphFG5/y5YtACwIgEVDHFgIGxDGAaxydybvstmsbJ/XkQ28SbGjjrc6YJumKfe5v79fBlE68MLCQgwNDQlW39jYqGndk+ZIU6mIPH+Wy6sJ6TNnzmgFPpSg5e+PHTsG0zQlKPjiF7+IiYkJkRN2u93YunUrzp61/IvH44FpmrjzzjvlmXjyySeRSqXkXLgejzcajSIQCGidlBwOh3bvWVjEQU/V+Oexx2IxvP/975d75Pf7tUDBXhtwpfYWQy5JAJ83DGMQVsB5E4DdsHxVIYAvX/IvKwD8MYD3X9GBvEX2tjr0S8VAv2v77jiAV73Kl37zuUv/Lrf8mwC++SrLfgAbvHMlRgdQXl6OixcvCp/39OnTSKVS8Hg84nTYUFpNer7vfe/TGAyFhYWYmZmR7YZCIbS3t2vRtb29WiQSkcRqPB6XbvJ04BR4UgW/1HZyjAzprJ1OJ6ampvDYY49JBWYqlcLRo0clmi4vL1/AFWbhDWcky5cvRzgclubXx48fx44dO3DXXXcBsCK2ffv2aU4DsAZDlaueTqdF4MntdmPJkiXadQbmE8/T09Pw+XwYHBxckNBV9dAPHjwon1etWoV169ahuLhYGBnBYHBBUZWaM2hoaNByIxT/SqVSWiNlNam5Zs0aeL1emaFUV1drnHJi6jMzM1i9ejWA+QH7mWeeAWDx4zOZjOQMwuGwnB/ZNWw5x+ObmJjAQw89JEyggYEBlJaWSgJ4cnIS6XQaeXl5OHbsmGyjsrJS7iX/z9lHOBzGwMCAJC05oLhcLhk4yMRhRB6PxzVePjBfk8H7S6XIhx6yiCO/+tWv8J/VTNMcMAzjj2Dx0P8XgDCAD5um2X3JkX/n0ndJAJ82TbPr1bf29lmu9H8Ru/nmm1FUVIRMJgOfz4fHHnsMgPXiMWG3Z88eWd9eLg/MF1p4PB5pv8VIp76+XlqMAfPyuXQ2VHvkFJ0JxpaWFhkoWKhBZ+T3+wXKoLlcLolYPR4PDh06hNWrVwtjI5VKwTAMibYuXryoycPyeNXIMBQKoaioSAaSW2+9VZNy/ad/+ifEYjEt4WkYBgoLC8VRB4NB+P1+cQ6MCLm8srJSmwXEYjGpZqSzsQ8KNO53bGxMWBt33HGH3Bt78dWpU6eE9cLInFZUVITNmzcLfRWwHNiGDRtkYKEgllpYo0a07EbU0tIiz0goFMLs7KycEwuGGCl3d3dLYxQOHIy4d+7cCcAa7NRnZNmyZchkMlrk/OEPfxiRSESTJgAgEsLXXXcdfvCDH2iyziUlJVqF5+zsLCYnJzX4i0lOmrp+NptFb2+vVhTlcDjw7W9/Wz5fe+21eCP2VtMWTdP8MaxEqP37GIA/uqIdv02Wc+g5y1nOrkrLlf4vtJxDX8RaWlpQUVGBVCqFkydPylSZRRibNm3SGlpks1mZ1hcUFCA/P1+ibzVxqUYywWBQolpGZmorNKfTKXhoNBrFkiVLEI1GJRKsqamBx+PRtMxVXeqlS5dqzX2Jlw8PD+PUKat2i+fFyLilpQVnz54VrndnZyc6OjrQ1NQkEZnb7caaNWvkPCiTSngkFouJJgpgRYOEcYizt7a2ak2DgXlMnNfDDtH4/X7s2bMHf/d3fyffATqe39TUhH379gGwsHW324077rhjAbTFaDGdTqOoqEi20dnZKVQ+wJIvsCeRmWzmvaIcrVrYQ/wbsBKC5eXlmhgbG4+rQlp5eXmyfPny5RgbG0Mmk5Fno6urC7fddpvQVh966CG43W5JMGYyGRw8eFAStNXV1ejq6oLb7daojepMIplMoqioSGCqoaEhgRQBK3l58eJFVFdXy7PY3NwsGjCA9ZyVlJTIDCYWiyEYDCKRSGht6l566SV8/etfl2P97ne/i9drOYe+0HIOfREjU8HhcODGG2/UKtwaGhoQj8cl8VlVVYXe3l6Z6nd1deGWW24R57V+/XrBIvmSkxtMR0H98yNHjgCACEQRtw0Gg6itrZWXmRaLxeRFeu6555BKpSRZx2PicdXW1qKvr09zgKdOnUJHR4e8wF6vVyAiwHIKoVBIw5XdbreWSPN6vbhw4YJsl878wx/W89Bf+tKXxOk1NzdjdnZW4IGRkRENLqqrq0NPT49wyouKitDQ0IAnnnhCuMx08qrGdk9Pjzi4trY2bNq0SVMx/OlPfwrTNPHCCy8AsCpW/X6/3MsPfehDiMViguXT0ar3CoAGa1VUVGg1A0xmc31CD+rgNTU1hZKSEi2hrQqpJRIJZDIZHD58WLuuVVVV+MY3vgHAGoyDwaBcw4GBAa3YqKurC4WFhVLJy2NVufBdXV0oLS0VyKu5uRn9/f0CyWSzWRQXF6O3t1eekeHhYaxYsULgovz8fEQiEYF+vF6vVgHN87njjjuEf55rEv3mW86hL2JsQcdGBHTEalk/JVfn5ua0Igo6c0Ynx48fR3t7u5Y4isfjWuIMsKI2RoZOpxNOp1Ow88rKSvj9fq30my8/ndHIyAhefvllfOADlgYZHS4dIJ15KpXSCmv27duHr33tawCsAaK8vFwaXAeDQXR2dmo4NRtHc/v2ZhSxWAz33HOP1l7tk5/8JLZu3SrJV7sRu+ZxtbS0IJlMynFUVlYiEomgra1NCovS6TSi0ajWDs3j8chMgvIE5eXl2L9ftOHQ2toqUrhscMzS93Q6Le3SAGhR8/PPPw/Aqq7csWOH5oxVJ/mTn/xkQcI7FotJIQ4wL/5G46DBXA1gyT20tbXJTMAwDC1wCAaDGBgYECpoOByGz+cT2mJlZSXWrFmDubk5fOtb3wJgDQKtra1S1XrvvfciFovh5put4m22z1MbU0xNTaG9vV2cfigUwvnz5+VZDYfD8rwCVhCQTCYxOzurNQ4BILNHNZH9eizn0Bfau7vBXs5ylrOc/ReyXIS+iE1PT+M973mPQByqDjopZep08rrrrpMobWJiQmtEzEbMqh44jVE224mplMGZmRmJaOvr66Wsn5zpRCKBWCwmjBUeYn+dAAAgAElEQVS/34+VK1dKpEwcmqZqWpNit2zZMnzgAx+QY1enzoAVfbW1taGzs1Miw4aGBvT09GgQRFFRkRzH3XffLTMZAHj66adRW1srnH7AitRU8SZ+z2N/+umn4fF4ZJvLly9HKBTCgQMHhNpHKELVmTEMQyh5bIZx+vRpkQe4/vrrcerUKYELlixZgp6eHtx5550AoPVgpeXl5eGBBx4QKGv37t2axLBdl6W8vBx5eXkyuwiHw/B4PPD5fCJju3HjRkQiEYm+e3p68Mwzz2Dr1q0ArAh+aGhIyvgBazaharU3NDTA6XTK7InQCWdOo6OjIl9x++23A7Ceo2PHjslx/Pu//ztisZi2nx/+8IcC21RXV2PdunUIh8NyvxsbG5FIJCRi5/EQWpqYmIDP50Mmk9FkeVUoJhehv/mWc+iLWHl5OUpLS5GXl4dUKiWJJGqnsFk0YOGMqmphWVmZ1oiZsEokEpFp6YoVK7Rk2+XgF2Be81vdn30dO4xBCKK8vByrV6+Wqf2JEycEBuJLePjwYbS1tcmLV1JSAqfTKdWYIyMjaGpqwu233y4veX9/v0AZwPzgwKk/rxOn7eFwGB0dHTh37pys29TUhLNnz4r+OWBBOYRcTNPU8gHcT319vWyX0IB9HX6m0+7s7MRHP/pRAJYzMk1TU2i0QyxqlWc8HkcoFEJlZaWoPObl5aGvr0/ooCdOnNCgn+XLlyMSici5cpCprq4WaCcSiaCxsVHEtkKhkDb4xuNxwf8J59Fxs4HF+Pi4pnIYCoXwh3/4hzIIUlBr9+7dEphEIhGtw9PDDz+Mj3/84/L5hz/8Ib7whS9IgdfHP/5xue9qM5WCggJ5hliJy+MsLi5Gf3+/5sDZEFvNPbxRe7c76Cu1nEN/DUZnrjZaBvSONWVlZQvwUDaFBuarPIPBoPYdAKnY5MNvL5bh51AoJMwJ7pcKdnzh0um0JDkBi2M8OzurNTxOJBIYGBiQoh9i6jQ6GDrraDSKdDqNcDgsBSuAlWBlApeJyw0bNsg1GhwclAgVsIpvqFgJWInk0dFRwaHJM+cg2NTUhOnpadlnIpGQBK/aTWjZsmXa/Vq2bJkkdFmNqTosl8uFdevWaRW4qpywnXV0/PhxpFIpNDc3y8xgZGQENTU1Gutnenoau3fvlt8eP35cHDRnEi6XS64ZqzdV7H3dunVa1MtAQZUtAOYDhIqKCmQyGRmkM5kM9u/fL88MWx+qz4zP58M3vvENGTg///nPa8Vpf/mXf4n9+/dLoRET+4y4AWvQn5mZkZmQXWiOCV+7+FwsFpNjpZzA67VchL7Qcg49ZznL2VVpOYe+0HIOfRErKSlBRUWFVHeqVXHUQyH+yahSxdlVfFltFabKqJ47d06it4aGBiSTSYm+MpkMnE6nfK6vr8fg4CAymYzGOPH7/ZrYksqKGBwcxMzMjERW3Ben/YCVK/B4PDKdjsfjGB0dlciXFZupVEqO3ev1YmxsTKANNoFQtbrLysoEp7355pvl+rG61uFwSIQHWBHpM888I+wTipuR+7x8+XK0t7cjk8lotMvp6WmRIOB2VT0cuw45v6eRU65SDpPJpEAD1dXVSCQSqK+vx5kzZ+Q3aj1BOp3Gzp07BaaYnJxEKpWSWQ6ZMxcuXJDZDBt+k7GUSqUwMTEhx87KTDXvUlBQAKfTqbGHiouLhb9PfXKynlasWCHPFCG14uJi7N27VxMT8/v9Iv179913w+PxyPrl5eVSOcznrL+/H+Xl5XL/T58+jXPnzklNQzAYRHd3N+rq6uSZIUWTz4EKk+XszbGcQ1/EhoaG8Ktf/Uocyvvfb+nvxGIx6S5DgSG3243a2lpxpPF4HJFIRKa+J0+exNKlS7XyeIfDoWlGqwMGoHN5AYgwV3V1teC7Xq9XS8YBenFOcXExnE6nNInYtGkTotEoEomEOFP23eR2VGcPWFBJf3+/JuDl9/tFWx2Yb8agNglWueuGYeCpp55Cc3Ozppnd3t6u9a4MBAKaONfg4CBuu+02AJYTzWQymu58Op2Gx+PRaIvhcFigkcs1/LB/V1hYqKlacvDlubBQ68yZMzIwkpvPvEp5eTl8Pp/olGzduhVVVVWifcLB2ul0Cr8dmE+EAvP5BzprFoV5vV6Brpqbm+H1ehckbdXEIzBPU6XqoSrwVVdXp8FUhYWF6O7ulqTw9PS01nyCRUUul0vkA7xeL8LhsDxDGzdu1PRhOjs7UVlZKV2LACvBr4qRvVEtl1yEvtByDn0RO336NAoKCrBt2zbNefEFicViEn00NjZiYmJCnCJxbb5ogBXVu1wuTZEvFosJPmqPcOk8GSn6/X6JcNQCDlUzhGqFZNi8+OKLiEajEhVms1kkEglp4gDMd1fisTJiZHTd2dkJwzAkWcrt2AWu5ubm5Fh7e3u1RstdXV1obW1FSUmJnOPMzIzorNBSqZRE8ENDQzh16pR0RaJjZ6UrYDlEapXQyIEGrEFAlRsG5vMZxIaJt3MbwWAQU1NTcq6ZTEZmIDznZDKpqQcahoGuri588IMfBGA52MnJSXGMZWVlyMvL06opJyYmcOTIEYlU6+rqkJ+fr7Wo6+/vRzKZxKZNm2S/auKcDpv3rKCgQGNJqdXK733ve+X7W2+9VZ6bY8eOYcWKFRJQTE9P4+LFi9IQe2hoCIlEAmfPntXyGSxAA6yBRC08a2trQ09PD4LBoBaU8Hj5m5y9uZZz6DnLWc6uSstF6Ast59AXsc2bN6O8vByxWEyb4jI6z8/Plyn3xMSE0NAAK2JVo/PS0lLREOE0nMZtp1IpjbtNyVdGuYRrfD6fqB6eOXNGw5MBK5IlNJBKpTA2NibsC1Yqqv0hVd0W2sjIiOxjenp6AYVw5cqVWq/LWCymaWZT94MRXSaTQTabxbFjx+R4f/SjH+H666+XSDmdTmPdunWiKeP3+9HR0SHUv87OTmmFxii2vb1da4LB66Qa16WRZ88I9MKFCygoKNDUJZ1Op1Zj4PP5kEqlFkSV/E02m8WGDRtk5pTJZITxQ7NTTs+fP4/du3fLtedysmvU9XlOs7OzWsML6vSw6QWhFUblfr8foVBI2snRfD6fHLvT6cTY2JjMNiorK9HQ0CA9QZcvX45MJoO6ujphqFDbn1E5WS20kpISUZ9Ur1kikZDPaq3D67GcQ19oOYe+iMXjcTidTlRXV2sYbCgUQiKRQElJibz07AfJaWs2m9WcAjHUSCQiU/tYLKbxxzlIkJoWCARQXFysNQ1gEo3UNuLsKgQBzCc/P/axjwnsQEun05o4EzVZ6FhaWloEI+b6Y2NjSKfTuO+++wBYjkUtQLLDFJOTk1pCLBwOo66uDul0WiCOf/zHf8ShQ4cE+hkYGMD09LR8prMgvS6dTsM0TU27pbm5WeOM8zqpjbUBa4ClpjhgOTGeLzvRE5ahzANpnYQjmJTm/SbswN+oA0ljY+OCAYD1DNxvSUkJxsfHBe/PZrPawMrjUCE1u4NkIwn1+SRVk+dfVlaGcDiMv//7vwdgQYnt7e3inE3TRE1NjQQBwWBQBihuY2JiArOzszL4EhcnVu9wOODxeLRet9SY4fHy+chBLW+d5Rz6IlZeXi6FEPaCiHQ6rQlLsau6im2ruC2j4fHxcXF6dOZ04HzYuZyqiiqG3tfXh8LCQonan3rqKQwMDEiSyx5pJ5NJhEIhTbHxlltuQSKRkOKSqakprFixQo6dAwjx35GREQSDQdx1113iIMfHx/HlL38Zn/rUp+Q38XhcIsXCwkI4nU7NSQQCAa27fCQSwf79+/HKK68AsFgPdXV14sipR6ImVqmpzuvpcrk04S1gYYPmRCKB7u7uBa3fyIkvLy9HcXGxDHqZTAYFBQXirJjIGxkZ0ZgwKlY/NjYmype838lkUpxmIpFAXl6e5szo/NTBSL3+/H8oFJLZRDabldmQaqq2u2rhcBgOhwO33nqrRPZbtmzR8gGBQAAXLlyQCPvcuXNYsWKFxtjZsGEDHnjgAa2KdeXKlbINtX0hYD13O3bswMmTJzXuOtlhwBtvQZeL0BdazqG/BstmsyI1S2OJNSPiO++8E4lEAmvXrgVgKRg6HA5xxkxGJhIJaVN3/vx5eL1ezXGoDS9mZmZEcY924403wuVyiXNKpVLo6OjQxKoCgYDAJRTjIvTxzDPPYGpqCsXFxRKBTk9Pa4k0bptR/qZNm5BIJPDzn/9c2DKjo6P46le/Ksd68uRJjdUxMjKileDX1dWhr69PaHSA1cDB5XLJwGYYhiSKAWDnzp1aL0y1sEmt8gQWsljUpKjD4dAGPQ40HDDuv/9+7by9Xi9mZ2dlv2oyXO3/qko40CmqlEQKqdHYok6tLs5ms7Id+0xwbGwM8XgcPp9PoLJAIKANXpQsJrOpqakJDQ0N8rwGAgER0eJ1ZfJdpaAC0MTlHA6HJsH8wAMPaCqOXq8XP//5z+W5GR4e1mQcVqxYgXg8jjVr1sggF4lEpLIVgDxLOXvzLOfQc5aznF2VlovQF1rOoS9iFy9exG9+8xscPXpU0ygBLBiguroa27Ztk++oiQ1YEqVq6X8ymZTiDEIsDQ0N8Hq98htOj9UoLZPJSLEI8VQV+qmsrEQsFltQJKLCOJOTkwK5sHUZmy0DVrSt6pBQgpWQEaVin3zySdnH1q1bkc1mJRJOp9NahPfyyy9j3bp1Ejk2NzeLdg1/Mzo6qskS7N+/H7W1tYKZHz16FKlUSmYf27dvRyaTQU1NjUAOc3NzGhWO11qFLSYmJtDb2ysROqGhe++9F4AVKasd7CmvwH0Q91YLlnjfGF07HA4YhqHBJyq2T7hFLSRispYQEK8NoR+n0yliaioMx2MEIC3siHcPDg5idnZWZgoTExOSv+CMg0lXlWcfCASkoXdLSwsuXLggfPnnnnsOe/fuxe233y6zGM6U+KyS+kojFTKZTMrsoqCgAH6/X6AmOzz0euzd7qCv1HIOfRE7ceKEPITAvNDTT37yE0nMEWJgsYfqSPr6+gRTZiKUTg2wXvL+/n5tGutyuWR/KkwDWNP48fFxLTFWVVWlObNoNIojR44IPvn444/j5ptvxqOPPgrAehFdLpcmstTU1IQVK1aIs+jo6EBFRYUc5+DgIGKxmDaosdCEL6vb7RZHBUB04ulYiCVHIhE88cQTsl3i54CF1dbW1orDWbZsGQ4fPiy6NKOjoygtLdUcK4/5X/7lX2Q7LS0tAhdUVVWhu7sb9fX1Goaudg4aHx9HcXGxdp15fwAsqDKlzc7OajUFak9ZKjGqz4PH49GYK0ya8nx5b9XesV6vV4p4AAtCUYuEXC4Xzp07J5/VojPAwul37dqlJVY9Ho9WCct9EvqiyiOfke9+97sYGBhAW1ubQGgs8lKx+6mpKYFgCgsLkc1mRSed17WwsFCqqu3so5y9ccs59EXswoULuOaaa7Bs2TKk02l5KcjCaGxslOgykUggm82K42aCiVErhYpSqZT2Iq1cuVKivMLCQhw7dkxrXuD3+8XBkGkxNzcn+yUrhlF8KBSCx+MRpUS2Uvv85z8PwHKA3d3dOHXqlHSKLy0tlS5MgOVYZmdnxeFVV1dLBx5aXl7eAtW8dDqtKTkWFBRIKfjzzz+PqqoqfP/738fevXsBWFGmWtDCFndUNJyZmYHP55OEICNcnge/u3DhgjZTSiaT0h5vfHxcBjEePymXqkPx+/2Sd6BqpsqUsTf/tlfIOhwOzM3NiXMm00RlPXm9XoRCIYmUk8kkKioqtARuMpkUx+pyuTA1NYVMJiP3hvdEFXDr7OyUwIGYPAd89S9ZS5QyUFk95eXlmtNfvny5iIgVFRWJ+BgDhZmZGXnmeF0ymYz2/J87d04rNlLZWkCuUvStsFyDi5zlLGc5e5dYLkJfxNavX4+ioiI4nU6tZB2AiGYx2iIcwqkxmzGrZc6c5jIyoggUo6i8vDysWLFC8G9OV1Uhru7ubgwMDGDjxo0ALMrhxYsXJSJXZVQBCy9WI68TJ07g3Llz2L59u6ZVHo1GNalXlS9OqqS6XcAq7ye1kZK2xOo3bdqEsrIyacTs9/thmiaGhobk/Ddu3IjGxkbhNhNaIaY8PDyMLVu2CDbb398vlEKaw+FAQUGBFm2rMg3ZbBbf+ta3sGvXLlx33XUAFsrl8jv1/7Ozswu0XtR+n7Ozs5eVPrDTRlV6ITnhauNwNWLnd2pBGiUF1O3ZcwT33XefNjOYnZ3V+taGQiHU19fLvYvFYnC5XCJf6/V6EQgEZJvZbBYzMzPYsmWLrP+Vr3xF69taU1ODkydPynXnPeGzFolEUFVVpcFD2WwWhw4dEiE1NXrP2ZtjOYe+iAUCAU1YiDS3oqIiVFZWwuFwCFwyOzsLr9crySI6QxWmsHfCYTKOU1diqMQcCwoKMDs7q01V165dqxUwARbWykGAeCsphzx+Oi8604aGBtx1113auRLvZgEPE5pMUqpCS08++SRaW1s15zMwMIAdO3bIcfz0pz+VQYJiTS6XSwaj1tZWHDx4UKbxHIw++clPArCSoOr1qq+vl0bMvCZ0oPakKC0ajWL79u2XpTnymkQiEa1ITO1ExPPOy8vTksDAPCccmNc2IWzDfpp2jrkdZ1d52dlsFidPnhRH53Q6EQqFUFhYKFWbhFY4CLCxOB34xMSEdMfiZz4TKpbt8XikGI2FZryXTDozOLn11lvh9XrF0QMWHDk9PS3PAyEXOn2Hw6ENGLTGxsYF3PXXaznIZaHlHPoixqRoR0cHCgoKxOGtX78e4+PjIocLWNV2DodDqv4SiYQWranNMFRjkovrqBENAK3hBZtsqOqC5C6zc05/f7/WrJfiXZxd0PmfPHkS11xzjexj1apV4khKS0vR2Ngo+2WFpc/n08rO1SQY8P+3d/bRVVVXAv+lIZ+GfLyEjyIoRMKhIg6sdgpLaQfFmY51tMiyI611OtpaWz+m0+miHWb1w3a07UzHqVNdraPorMrQTsvUtmMRpTMMsvCjCFMgqNmgCCEBEkgIISavScD549x9cu4FAkkMCS/ntxaLvHfefXe/+7HvPnvvs7e19PU3dnZ2IiJOoc+fP5+HHnqIsrIy57ufPXs2ixYtigWJ0+m08/dr05CkUszPz3cPUn+lpj++efNmwOY6X3TRRSdY4/n5+S6Iq4XGkufHzz7S8+yP+UHwSy65xFnx/rbJ70q+l8zQ8fP0VUnqimGVNZVKOX+4Wt16vidMmBCrRrlv3z6KiopiyvPNN9+MLQJLp9PU1dW5h1NJSQm5ubluvUR9fb1T7vr/3r17+dCHPuSO/86dOxk3blysRK9/DSr+TDdZXbSvBIV+IsGHHggEAhlCsNB7wS/g7zdrzs3NddNatZRnzJjBqFGjnOWUSqViOcd+VorvVy0sLHTWY21tbWw14qFDh1zbLsAV5kouDV+xYoVzsRQUFDB//nznd9d67dpjsqOjgwsvvJB169Y5N4T6zDUzp6amxrk/wM5IcnNz2bZtm0vT3LJlC3PmzHEpiMYY5s6dG6v/PmfOHGfBp9Np7r///limirof1C2lxct8l4T/v7pJWltbY77sUaNGxeIb0FNqYevWrVx33XUxN4qWz1X0O/z0wenTp7tzqZa435xBW8epD1n98r3lobe1tblmGv758/9ev369y/LJz8936Zf6e6qqqpwPHHqsXz0eflwHrItNs2k0xRRsXEDPpcZB/NRSP3ZTXV3NvHnzWLNmjZul7tixg4qKCudWKSgocA1ZoMedUlJS4q6r119/PTar9eXsD8FCP5Gg0HuhuLiY0tLSE4oKFRUVOcXjd32fOHFibKqri1Egroz1IdDe3k5nZ6dTJAcPHoyleiWnrH7vTVVIy5cvJ5VKuW3q6+tZvXq1e11QUMAFF1zg9tnU1OQUuPo7d+7ciTHGKda1a9dy6623uuOgtUOmT58eexhVV1e73PTa2loWLlzIsmXLALvgyXfHqCsKiCns7u5upxRVsfq9W5OulO7u7hP6u77wwgsuvqH71gdYVVWVS7n0l9z7LrDJkyfT0tLiFI0GFlVJ6vlua2uL+exbWlpirhx/kZQ+qP366aq8fSXvu1wKCwtjgUdNrZwyZYrbVuv76GvtZuT3jPULfum109zc7K6n/Px8UqmUOz9+OQMd9wOrhYWF1NTU8MEPftA9YBYvXhwr+DZx4kTq6upitXuSiQJ6rNRd5q9BCLwzBIXeC62treTk5LjSt3rBq6WTl5fnbhjNQ/Zf19XVxZomaN62n5Hh+xHVr6nbrF69mlmzZrlmFars9uzZ4xTW+eefz7Rp01wzioKCAurr62PK37eUGxsbKS4uJpVKuTo0VVVVrtwtWOW7fv16F2i95ZZbnJWqHXnKy8tjD58rr7ySZcuWuaDr7NmzSaVSsUbMqkRVyfkVAfV/tdJ9/GClokqxra2Nyy67LOan3bRpkwvk+uWM/RzuAwcOxPL7tfgWWIWfm5vrLEtVzJotoucK4kFvzTVX/IeCrvDV8r+AOw9+3MEvQauzwJPFXlTZqkXux2smT54cK8VbX18fC1i2trbyu9/9zs3Qdu3aFduvbu+vCtXZil53et71My+++KJrD6hyaflcvzbRmDFj3DHR4l/9JVjoJxIUei+k02k6OjqYMGFC7KbS1Z5+3enOzk5qa2udIt29e3dsCuoXxEre9KqwNGNA3ScLFy50LdfAdh+6+OKLKS0tjbWPUwsfbEZKbW2tU6xbt26lurrauYuKi4udUtKg16FDh9i0aZO7OVVBqFLcs2cPGzZsoKKiIqbAKyoq3L4nTpxIR0cHCxYscL/LV2gtLS1OYftKMFkZMVlYy+/Go6mGvvvEt9qVxYsXxx4WWv7Vny2l0+kTAp2+2yJZOqCoqIhZs2ad0MXef0gks2N0X4Drdt/S0hKz4v2l/vqdfkVHvW789Fc/cK6zFT1GasH7hca0PLAGLEtKSlw7RLCBSj+rRf/2Fbqed72OGhoaqKqqitXi379/v8vu0geVv4BJ39c01YH2FA0K/URCUDQQCAQyhGCh98K8efNcTZMJEya4IJIf2FQrR6fR+n5DQ4OzuBXtLKNWvNZq0dc1NTXk5+e7dLI9e/Ywe/ZsZ31qcG/btm1uij1//vxYGVIRifULbW9vp66uLua3Vx+q30jjfe97n/OHb9myhfr6emeNrV+/3tUhV7eE9irVxsJFRUWuSw30NM3w0/iSKX3JIKL6uv1G25oe6B9rONEfq/nf0LMwSP/WGiK+9VxRUeFk1XOmlrKmZuo+/MCnv/T/ZB2FfPmS9V808Kr7a2lpYdeuXc6qBZybQr9TXWV+QNMvoZtOpzlw4EDM/9/c3OxcKBrIbWhocC6WQ4cOxVIZNYdet9HXfv9QLZ2rsmoHKl2rYIxxfVfBLoDzuzmBvUf8Am7+LKg/BAv9RM6aQjfG3AT8a+LtQmAZ8GXgceBK4AjwDRF5LNouD/gBcD3QBXxfRO6LxrKAbwGfxv6WJ4C/EZFj0fhfA0uA0cB/AbeLyBlHYrKzs92N293d7VwV6vvzVy2+//3vdzcKWLdMZ2dnLC9X84fVHwl2SqwPisrKSqdkwQYwkysNgZi/My8vj7lz57omwrt27WLVqlUsX74csP7wVCrlfJ9gqxgWFha6bIrOzs7Yg6SgoIDm5mYnp06Zq6ur3YNhx44d3HHHHbGsj+RKSd8NosfQz2JpbGyM+dm1I5P/2ldOqvD9zyj6oAGr3H23TU1NTaz5svrM9Vyp394PgvrNLEaNGuUya5JZLL7LxVfi6XQ6VtteYyy+n7yxsZHKysqYD11jHHrck807dF/+NlOnTnUPtkOHDtHQ0OBcJJqxosWyoCdXPVkEzG8Jp12LoOc6P3LkiLsex4wZw0svveSyXqqqqkilUu7e0N+wadMmZs6cCfTUM1I3pK/chyPGmNlYnTUD2Al8VkReGlqpeuesKXQRWQGs0NfGmAXAcuCbwKNAGzAOuBRYbYx5WUS2AfcBFwJTgLHAGmPMNhF5CrgTuCba5m3g18AdwIPGmD/DKvMrgAbgJ9G+vnimMh8+fNhdfP6NpeldSSvMtwJ1Sb9ur9ZMSUlJLCh28ODBmOIDYpkC0JMCtm/fPjZt2sRzzz3H1VdfDdgg1fbt27nrrrvcNrfffruz+rdt20ZHR4dT6O3t7c7/rn0mZ86cGWt1p233tDiTZjf41RYnTZrkgof6vf7DJ+nrPpVVDvGgaFtbW2xcm03otn5wFeCZZ55h0qRJrtSrvy/9zokTJ9LS0uL8zDrD8lNJ/W38NEp9rT5h/dy+ffsYO3ass4ybm5tj3+HHNZS2tjZeeeWV2MytoqLCKdKxY8dSWVkZ6/qjTVLUmNBrx89yaW5ujinr1tZWFySfNm1abIUo2IeLHz949tln3epn6KngqatTx40bx9SpU9m8eXOsXDDgyvY2Njby9NNPu2X9ubm5iIi7tsBei/5sJNkLtz8MlsVtjMkHnsLqn2XAzcCTxpjJIjKwqcUgMiQ+dGNMEfAjrPJtARYCXxeRtIhsBH4M3BZ9/BPAt0TkiIjsBB4CPhON3Qw8ICL7ReQA8O3E2GMiskNEjgBfBT5ljMk+Cz8xEAgMMupy6eu/M+QK4LiI/FBEukTkcaAJuHbQftA7wFD50L8EVIvIL6NpTZeI7PLGBVhkjCnDWu2vJsbujP6efpKxiyNXzHTgF4mxEuB8oJbeyQZrhXV1dVFSUkJ7e7ubxmoNjK6uLnJyctxGOTk5bhp59OhROjs7GT16NGCnl01NTbH2cVOmTIm5VXSRhm8hbty4MVbHO5VKcf3117N69WrApgfOmjWL3/zmN4B12/j10vPy8nj55ZedT72xsZGurq6Ya+SNN95gw4YNzk87fvx4UqmUs+i0SfSrr77qrNbKykry8/PdtL2srIzS0lK330mTJlFaWupmG5oGN3nyZLKze9lz1JYAAAnaSURBVJ6pHR0dzkJvamqK9SFVi/zYsWPut3R3d7Nx40aqq6sBePLJJ7niiitiFmdTU5P7jiNHjlBeXk53dzddXV3uM/7f6ibQc1VeXk5HR4dL6ywrK+PYsWN0dHS47QoLC2lpaXGWeHd3N3l5eU5WtT79/bz11luMHz/ezZY0A0Qt9oaGBhoaGlxZ2fLycgoLC8nKynJuua6uLo4ePercR42NjWzfvj2WoQM9MYWcnBwaGxsZPXq0ixGsW7eOjo4ODh8+DFj32aWXXuquiaysLBoaGlw5idbWVp5//nkAjh8/DtjZRHFxMWvWrAGs9X/55Ze7eM7+/fspKioiLy/P/d7CwkJWrVrlyiF75Zf7ZWT5LQAHYZukbgGrQ2YAP+/zjs8SZ12hR9b53cDV0VvnAcm5VzvWv36e9zo5ptsmx94F5J1iDG/b3ng3wJIlS87go0OLukVOh/rUM5GVK1eycuXKoRbjnCbZM3cweeSRR5JvvRvoS4PRVuDwTTfdVNZPEQ5H39EbSf0Bcd0zLBkKC30hsMcLLrQDyTqahVifuh7QAnpOgI6dbNtCoFtE0saYk43hbdsbLwMfAPYDx87g84FAoO9kY5X5y33ZSESajTFTgeLTfvjktIrI6SqD9aaXhi1DodCvBX7mvd4J5BhjLhARdYUY4NXoxDVGrxv8sejv16LXv/XGXkuM4Y0dAeJtdk6CiPwe2NCXHxUIBPpFXyxzR6SQB1ausXdeA+5KvGew8b1hy1Ao9LnAw/pCRI4aY34FfNsYcxvWR/Vx4MPRR/4duMcYcwNQjj3IX/LGlhhj1mJTGpdiM2d07GFjzM+BvdgMlxUicnwwf1wgEMgI1gJ5xpi7sfrqZmw879khleo0nNUslyjDZCLWleFzG5AD1GEDDktERK3urwA7gBqs1fyoiKjD9AfAr4CNWKv9eeCfAaK0xn8AVmGDoC3YNMZAIBDolWiWfjXwMexM4G7gur6sYxkKst5+++2hliEQCAQC7wChlksgEAhkCEGhBwKBQIYQFHogEAhkCEGhBwKBQIaQceVzjTHjgGrgVhH5tTHmo9jCXH55vttFZMVgVXI0xnwMW9RnLLAO+JSINJCgj7KWAv8C/Cn2QfwM8Fcicngg8hhjrgIewBY/+79obMdAj21iuyeAQhG5YZge2yzga8BnsYtJ1kbbtQzHY2uMGQ38EHstHMdmet0tIumzIe9JZC3B3kcfxt5Hy0Tk76LPDuk9NtLIRAv9MWy+ujILeFhEirx/qnD8So7zgE8bY7T4jl/J8T3A5dhiYiQqOU4CUtg8d4wxl2LzVj8GjAEOYC/ogcr6APbCrgKmYuvSPDgQeaIb80ls/n4Z8N9YJXIq+iIv0T5uAG5KfM9wO7Z3AR8F/hCYAGQB/zgQeQb52N6DLW8xCVtzZCbR2oyzJG9S1sej/88H3gvcaIz5ePTeUN9jI4qMUujGmM8Cb2EXEimzgS2n2GQwKjneBPxKRH4rIh3YWu8fMcaM9fbbH1mzgW+KSGu0z0eBywYozyJgi4g8FZUEvReoNMa8N7nzfsiLMWZCdNweTwwNt2N7J/AlEakTkXasxfhPA5RnMI/tNOz1oPfvcXrqIQ2qvElZo3N8DXCHiLSLyF5gAfC/0SZDdo+NRDJGoRtjqrC1zj+XGJoN3GCMqTfGvGGMWWqMyeqlkuOM6O/TVXJMjmklx9iYiDRhFzW5QtB9lTX6nptFxL/BrwO0olJ/5UmOHcMuxZ7hfVe/5I3+/zesK6M+sd2wObbGmPOwS7rfbYzZbow5AHyXnsVvw+7YYmdrC7D1jZqwCvZ7gy3vKWSdBewGPmeMqTXG7AZuFJH9Q3mPjVQyQqEbY0Zhl/p/3i+6Y4wpxK4y/TFwEdaPd3v0b7AqOfZapa2fsiZ/7xexLoKlvch6JvKctqLcAOS9G2gRkZNN24fTsdWKfZ8E/hirbCbRoyCH47HNwTZdKAcuwCq6vx9MeU8lK9YVMpUe98+HgbuNMZ9giO6xkUymBEW/ip0uPu2/GU2f/8h7a5sx5kHsDaIFwt7pSo6nq9LWH1kfBlc64XvAnwMLRKSmF1nPRJ4zqSjXZ3mNMc8Bn8f6pE/GcDq2Wtv6OyKyH8AYc2/0/qdPIeuZyDNYx/YxrG/7vVHQtsUY85XovaWDKO9JZQV+j1XCX47kftUY8yi2qqp+9mzfYyOWTFHoN2KnzDdGr4uB/zDG3Ie1XpaKiNY4yAfSMniVHGNjxpgKrBWj2/ZZ1uh78oH/xFpCc0Rkj7f//srzGtbS17FsrLXlT3X7I+8i7FR7l7E9J/OBdxnbOvBShtGxFZGDxphmoNTbZzY2MDoQeQbr2I6OZM3zvqcr+jeY8p5UVmzwOCt6rQo1G8gawntsxJKRtVwiP95d2GJebwLfAL6P9fc9jW32+ktjzP1Evkrs9HUNNji20tgqa5/BFujpwhb5+qmIfDeK0j8M/Ak2OPQTYLeI3GmMmQU8hw0UbcJmokwQkWsGKOuPsJkAC0TkaOI7+iWPMWY8dmr/l9h+rEuxN/VMT5H0S97ENvcAl0hP2uJwO7b3R7JchQ0u/hwQEfnccDy2xpgXgUPYLI8CYCWwVUQ+f7bkVVnFpi1ujra9FZgM/A/wBRH56XC4x0YSGeFDPxXRlPQaYDH26f4LbKaIKpx3vJJjFLi8DZvZ0YhNg7tlILJGmQR/gU3v2m+MaYv+7R6IPFFmwUeAr2ODa1cBi06lcM5U3tNtyzA6ttFHlkbyvIRVpHu9fQ7HY/tRrKtjNzYwvhX426GSF+s3z472txZ4UER+Go0Nm3tsJJCRFnogEAiMRDLaQg8EAoGRRFDogUAgkCEEhR4IBAIZQlDogUAgkCEEhR4IBAIZQlDogUAgkCFkykrRwAjDGDMD2AzcIyLfSYz9DFsDZa6IdJ1s+0AgEwkWeuCcRERewdbHvscY8x593xjzSeBa4OagzAMjjbCwKHDOElUAfAm7bPxybOXBrcDXReSBoZQtEBgKgkIPnNMYY2ZiXS9LsJZ5FnDVGS5ZDwQyiqDQA+c8xpivYcu7voUtJrX3NJsEAhlJ8KEHMoGnsAH+1zmxO1IgMGIICj1wTmOMycVW3dsA/AHwhaGVKBAYOoJCD5zrfANbg3sxtvTqvcaYaUMqUSAwRAQfeuCcxRhzGbAeuFVEnoi6Om3B1vP+gIgcH1IBA4GzTLDQA+ckxpjzgCeAp0XkCQARSWO75swluF4CI5Cg0APnKvcDZdgWZg4ReQHbkuxeEzU0DQRGCsHlEggEAhlCsNADgUAgQwgKPRAIBDKEoNADgUAgQwgKPRAIBDKEoNADgUAgQwgKPRAIBDKEoNADgUAgQwgKPRAIBDKE/wflU+L17LoqYgAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "geo_model.set_topography(source='gdal',filepath=fp)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 2 b. create fun topography" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If there is no topography file, but you think that your model with topography would look significantly cooler, you can use gempys function to generate a random topography based on a fractal grid:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "pycharm": { "is_executing": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[200. 500.]\n", "Active grids: ['regular' 'topography' 'sections']\n" ] }, { "data": { "text/plain": [ "Grid Object. Values: \n", "array([[450100. , 70100. , -985. ],\n", " [450100. , 70100. , -955. ],\n", " [450100. , 70100. , -925. ],\n", " ...,\n", " [460000. , 75500. , 469.6969697 ],\n", " [460000. , 75500. , 484.84848485],\n", " [460000. , 75500. , 500. ]])" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "geo_model.set_topography(source='random')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It has additional keywords to play around with:\n", "- fd: fractal dimension, defaults to 2.0. The higher (try 2.9), the rougher the landscape will be.\n", "- d_z: height difference. If none, last 20% of the model in z direction.\n", "- extent: extent in xy direction. If none, geo_model.grid.extent\n", "- resolution: resolution of the topography array. If none, geo_model.grid.resoution. Increasing the resolution leads to much nicer geological maps!" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "pycharm": { "is_executing": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Active grids: ['regular' 'topography' 'sections']\n" ] }, { "data": { "text/plain": [ "Grid Object. Values: \n", "array([[450100. , 70100. , -985. ],\n", " [450100. , 70100. , -955. ],\n", " [450100. , 70100. , -925. ],\n", " ...,\n", " [460000. , 75500. , 469.6969697 ],\n", " [460000. , 75500. , 484.84848485],\n", " [460000. , 75500. , 500. ]])" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "geo_model.set_topography(source='random',fd=1.9, d_z=np.array([0,250]), resolution=np.array([200,200]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that each time this function is called, a new random topography is created. If you particularly like the generated topography or if you have loaded a large file with gdal, you can save the topography object and load it again later:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "pycharm": { "is_executing": false }, "tags": [ "nbval-skip" ] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "saved\n" ] } ], "source": [ "#save\n", "geo_model.grid.topography.save('test_topo')" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "pycharm": { "is_executing": false }, "scrolled": false, "tags": [ "nbval-skip" ] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Active grids: ['regular' 'topography' 'sections']\n" ] }, { "data": { "text/plain": [ "Grid Object. Values: \n", "array([[450100. , 70100. , -985. ],\n", " [450100. , 70100. , -955. ],\n", " [450100. , 70100. , -925. ],\n", " ...,\n", " [460000. , 75500. , 469.6969697 ],\n", " [460000. , 75500. , 484.84848485],\n", " [460000. , 75500. , 500. ]])" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#load\n", "geo_model.set_topography(source='saved',filepath='test_topo.npy')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Compute model" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Compiling theano function...\n", "Level of Optimization: fast_compile\n", "Device: cpu\n", "Precision: float64\n", "Number of faults: 0\n", "Compilation Done!\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gp.set_interpolation_data(geo_model,\n", " compile_theano=True,\n", " theano_optimizer='fast_compile')" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "Lithology ids \n", " [2. 2. 2. ... 1. 1. 1.] " ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gp.compute_model(geo_model, compute_mesh=False, set_solutions=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Visualize:\n", "Now, the solutions object does also contain the computed geological map. It can be visualized using the plot_map function:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "gp.plot.plot_section(geo_model, cell_number=4, block=geo_model.solutions.lith_block,\n", " direction='y', show_data=True,show_faults=False)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "../../..\\gempy\\plot\\visualization_2d.py:208: UserWarning: the orientations are not converted to apparent dip.\n", " warnings.warn('the orientations are not converted to apparent dip.')\n" ] }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "gp.plot.plot_section_by_name(geo_model,'s1')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "celltoolbar": "Tags", "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" }, "pycharm": { "stem_cell": { "cell_type": "raw", "source": [], "metadata": { "collapsed": false } } } }, "nbformat": 4, "nbformat_minor": 2 }