{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Exercise 1.1 \n", "\n", "## Import Libraries\n", "Python requires importing libraries and functions you need to access specific tools like science (scipy), linear algebra (numpy), and graphics (matplotlib). These libraries can be installed using the ```pip``` command line tool. Alternatively you can install an python distribution like [Anaconda](https://www.continuum.io/downloads) or [Canopy](https://www.enthought.com/products/canopy/) which have these and many other standard package pre-installed." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt # plotting\n", "from skimage.io import imread # read in images\n", "import numpy as np # linear algebra / matrices\n", "# make the notebook interactive\n", "from ipywidgets import interact, interactive, fixed \n", "import ipywidgets as widgets #add new widgets\n", "from IPython.display import display\n", "class idict(dict):\n", " def __init__(self,*args,**kwargs) : dict.__init__(self,*args,**kwargs) \n", " def __str__(self): return 'ImageDictionary'\n", " def __repr__(self): return 'ImageDictionary'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load Images\n", "Make sure you extract the ```matlab.zip``` file to the same directory as this notebook so there is a ```data/``` directory (or fix the paths after the ```imread``` command" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "a=imread('data/scroll.tif')\n", "b=imread('data/wood.tif')\n", "c=imread('data/asphalt_gray.tif')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Showing images" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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RURF9fX0olUoaGxtZvXo1SqUSJ6cfqi88PT1RKBS4u7szMjKCq6srDQ0N2NjYMDw8TH19PUVFRYyMjODk5MSNGzc4d+4cg4OD6OrqIhaLiYmJobu7m9dee427d+/S3t7OkiVL8PHxwdvbm6SkJMRiMTKZDKVSyWeffUZraytff/01Q0ND+Pr6IpFIKCoqQldXF5FIRHV1NVVVVcLqboL/d8Svvvrq/R7D/8gHH3zwamBg4P0exi/CT1W7169f59atWzz55JO0t7dz7NgxQkND6ezsREdHh/j4eAICAgS/hqGhIWq1GmdnZ2pqaqiuriYwMJDAwEBu3LhBRkYGL774IufPn8fExAQtLS3EYjFpaWno6OhgampKbW0tDQ0NTJ48mblz55KTk4O5uTmjo6MkJibS3NyMvr4+vr6+eHl58cILL1BQUMDw8DBOTk4oFAouX75MRUUFhYWFeHl5cfPmTcbGxrh79y5aWlr09/fj6uqKTCZjy5Ytgv9Ho9Ewf/58zM3N2bx5M9u3b6ejowMDAwPu3r3Ltm3bmD17Nrdv3+bRRx9FLBZTU1NDTEwMR48eRSaTUVpayp///GdUKhUAzs7OREVFYW1tTWdnJ1ZWVty4cQOAvLw8/P39kUqltLa2UlhYyOOPP86yZctISEjggw8+QF9fnylTprBlyxbEYjHNzc24ubkhkUjYtWsXJiYm/Jar3rOzs9teffXVXT/HuSYMyn2gra0NHR0dlEolUVFR1NfXc+3aNUxMTAgODiY3NxcPDw/i4+MxMTHh0qVLuLq6kpeXR09PDzY2Nuzdu5eRkRFmz57N5cuXuXjxIlOmTMHR0RGlUom9vT1OTk6kpaUxMjLC4sWLSU5OxtHRESsrK65fv05rayuXLl1i27ZtWFhYMGXKFE6dOkVFRQXTp08nOzsbd3d3ysrKyM3Npa2tjezsbKRSKebm5kJmqqWlJW1tbbi7u6NSqViwYAFSqZS2tjY2bNjAM888g1KpRFdXl6ysLIaHhyktLSUrKwuVSkVgYCB9fX0oFAqioqLIz8+noaGBLVu2YGRkhKenJ6amplRUVDB37lzu3LlDTEwMERERHD58mKKiIkJCQkhJSWFgYIDQ0FDmzJnDrl27MDMzo62tjcbGRmbMmMGKFSvQ0tLixIkTdHZ2Ymtri1qt5saNG3R1dWFra0tmZiYSiYTCwkIWLVrEyMiIEF37LTJhUP5NsbCwoLy8nDVr1pCRkYGLiwu9vb0kJCSQkpIiOBunT5+OoaEhjY2NuLm5UV1djba2NiYmJkRFRdHf38/Ro0d5/vnn6evro7KykujoaDo7OwXfw+DgIF5eXpSXl+Pk5MTIyAiAkGA2Z84c6uvrCQwMRCaTERoaSmNjI/b29nh5eXH9+nWWLVuGubk5paWlREZGkpeXx/j4OCdOnOD3v/89ZWVlPPLII1y/fp0pU6bQ09ODl5cXf//731GpVLi6utLU1ISJiQllZWV4eXmxZMkSioqKUKvVnDhxAj09PZqbm3F1dcXBwYGzZ89ibm5OSUkJ0dHRxMXF0drayt27d3FycqKurg4nJyfq6+spLy8Xrv/AAw/Q3t5OUlISYWFhfPzxxyxcuBAvLy8UCgXLly/n6aefBkAqlZKQkEBbWxv6+vosWrQIExMTcnNz6e/vZ+7cuURGRlJZWflfEvKsra0ZHh6+n1PoF2HCoPyb4eDgQG5uLsXFxUJ0wtvbG7lcjouLC3l5eRQVFWFlZcWMGTMYHBxk9+7dLFu2DKVSydjYGF9++SXh4eEMDw+TnJyMlZUVo6Oj6OjoYGhoiLe3NwYGBkilUk6cOIGhoSEVFRXMmzeP69evI5VKMTAwICgoiPz8fF555RUef/xxGhsb6ezsxMPDA19fX3bt2kVcXBxyuZz9+/ezcOFC2tvbGR8fZ3R0FHt7e5YtW4ahoSHvvPMOGo0GQ0NDYmJiePnll9HR0cHLy4t58+YxNjaGtbU1AI888oiggTIwMICFhQUnTpwgICCA7OxsrK2tOX78OAqFgvHxcby9vamtreX27dtcvXoVS0tLVq1ahVqtxtbWFl1dXcrKyvD09CQyMpJ33nkHQ0NDdu/ejUQiobGxEV9fX/r7+3F0dGR8fBxPT0/a2tq4e/cujY2NuLi4kJubS1FRERERERQUFGBgYMD58+dJT0/HysoKkUhEXV0d1dXVqFQqTE1NSUxMFEoWfgv8nAZlwin7C9PX18fw8DD+/v7MmjWLrq4uYmNjsbS0BKCyshJzc3M2bdqElpYWcXFx/O1vf+OLL77gzJkzGBgYEBwcTGVlJQ4ODnz77bcYGRkxa9YspFIpdnZ2NDc3I5fLSU9PRyKRCD4CHR0dPvzwQ8LDw0lLS6Ojo4OUlBQAXnrpJZ599lnc3d1pa2sjNzeX3bt3s3btWs6ePYtSqeSRRx7h66+/Ji4uDltbW+7evUthYSFxcXEEBgZiamqKvb09CxcuRCQSsWzZMoaHh1m+fDk1NTWsWbOG3t5erl27xsjICN9++y1paWmsX78elUqFRqOhsbFR8A9ZWVkRGBjI0aNHyc3NxdPTk76+Pj777DMCAgJ4+eWXGRsbY2xsTLh3zz77LC0tLbi4uGBqasrLL79MVVUVzs7OlJeXc+rUKerr6xGLxdjZ2XHy5EmioqL45ptvBAf30NAQdXV1dHd34+LiwkMPPcSDDz6Im5sb5ubmvPfeezzwwANIJBJUKhX79u2js7OT69ev37d59WtlIlP2FyIkJITy8nJaWlqQy+VCha6joyM1NTU0Njbi7OyMlpYWLi4uSCQS3n77bXx8fFCpVFhbWzNz5kxKS0vR1tamqKiIJ554QijcU6lUyGQyZs+ezZ49e4iNjUUikSASicjPz8fNzQ25XM6ePXtYunSpkGVaVlaGm5sbVVVVxMfH097ejre3N9nZ2RgZGeHn54eBgQEZGRlYWFjQ3d3N0NAQQ0NDPP7444yNjQnVwHv37hUyWL/44guio6NZuHAh165dw9nZGY1Gg7e3NwcOHGDFihVcuXIFY2Njpk6dSkdHBw888ADR0dG88MILdHR0sGDBAv7+978TFBSESqWiu7ub0dFRzMzM6OrqwsXFhYiICFJSUlCr1URFRXHnzh2Ki4uRSCSYmZmhr6/P2NgYXV1drFy5koyMDABmzJjBli1bePLJJzl//jwBAQHExsaybt06nnnmGXJzc1m5ciUHDx5k48aNKJVKcnJysLe3p6Ojg5CQEOrq6gSf0U8O8oqKCpRKJWZmZvd5xv3z/JyZshNbnl+Azs5OIQPV29sb+EGYSK1W4+TkRFVVFQ899BBisRhXV1cGBgbIzMzE0tISBwcHwVno4eGBubk5+fn5VFZW0tLSQmJiorCfLywspKOjg+eee46UlBR0dHTQ0tLCy8uL+Ph4amtr8fT0FOQBdHV12bVrF4aGhvj4+NDQ0CA4I4OCgigvL2dkZARdXV2qq6vJzMzk0KFDTJ48WQgX6+vrc+fOHcHgtbW14eTkhKOjo1DHY2JigqmpKV5eXohEIoKDgxkaGsLCwgKZTEZFRQU6Ojr09PTg4+NDY2MjixYtwtLSkmnTpiGXywVDUFJSgkQiwdHREfgh1KxSqcjLy6O1tZX8/HyCgoJob28XhKK8vLx47LHHWLduHfPmzcPZ2ZnOzk5CQkL4/PPPWb9+PQ0NDRgaGqJQKNDX16e5uZm5c+diZGREVlYWGo0Gd3d3NBoNrq6uXLhwAWdnZ9zc3Lhz5w4DAwPMmzcPhUJBbm4uYWFhDAwM3Lc5968wseX5lTIyMoKfnx86OjpERkZSVVUlRHRMTEyElHRLS0tSUlIoKCjg9OnTVFRUIJVKMTU1Zdq0acL/3k1NTRw5cgSJRCJsl/bt28fo6CgAy5cvx87OjuvXr7Ny5UoaGhowMTHhwoUL7Nq1C1NTUx544AFMTEzo7OxELBYzd+5ciouLBRFpDw8Ppk2bRmpqKtHR0fT09LBv3z6cnJyIjo4W6l1iYmJoaGjgpZdeEhLcqqqq2LBhA42Njejr6+Po6Eh0dDRqtZrGxkaam5s5ffo02dnZvPnmm1RWVjJz5kwCAgJob2/HxcWFkJAQioqK6O3tpaSkhNLSUgYHB1m7di07d+7E39+fxx57DLlcjo6ODs899xy1tbUsWLAAX19fPDw8iIqK4oEHHuCbb76hra2N1tZWampqWLZsGS+++CIXL15ES0sLPT093nzzTZqbm7lx4wZFRUU88sgjaDQaTE1N0dHR4csvv0RPTw+RSERhYSE3b96kra2NJUuWYGZmRlZWFrGxsejr61NaWkpLSwuPP/44e/fupaen5z++qnlihfIzMTw8jIuLC99//z1WVlZYWVmh0WgYGxsjKSmJw4cPs2HDBq5cuUJDQwOenp60t7fj5+eHnZ0dLi4uFBUV0dPTA8ChQ4eQyWR4e3sjEono6+tj0qRJJCYmkpubK2TDdnV10dfXx7lz5xgZGUFLS4uamhpMTEw4c+aMIB0gkUgYGhrC3t6esrIyKioq+OMf/0hgYCBXr15l8eLFnD9/nrGxMczNzdHS0kJbW5ubN2/S3NxMdnY2QUFBGBkZYW1tTWpqKnPnzuWLL75g9erVmJqakpOTw9WrV4mPjyc/Px9tbW2qqqoICwtDJpOxePFi6urqsLGxQS6X4+zsjFKpxNbWlq6uLuRyOY6OjjQ3N/PSSy+hq6tLX18f+/btQ1tbm9jYWOrq6mhvbycyMpLTp08LhluhUFBaWoqlpSXDw8N89913LFmyRKgT+il/Jz09HVtbW6ZPn86cOXO4c+cOTk5O6OrqkpaWRkJCgqBCl5eXh66uLr///e+5dOkSw8PDDA8P4+joiEgkQqFQsH//fry9vfHw8CAoKIiRkRE6OzsRif47PfZfJxNRnl8ZxsbGZGZmMjAwgJGRETo6OpSXl3PlyhVksh+6hoyMjJCfn49EIiEoKAhXV1fS0tLQ09Pj22+/FUKqP+mJzJw5k4ceeoi1a9fS3t7OunXrkEgkVFZW0tHRweDgIAUFBUydOpWDBw+yaNEivL296e/vJzw8nLGxMXR1dVm9ejXbt2+nvr4eLy8vbt++jZaWFn/4wx+or6/nww8/xM/Pj88++wwXFxdSU1MxMDCgpaWFiooKXFxccHZ2pqGhgUmTJpGQkICbmxsdHR309vYK4eOUlBQcHR3JzMzE19cXa2tr4uPj6e7uxt3dXRCzVigUQkXxT3ksIyMjFBYW8s4777B9+3amT59OS0sLrq6uWFpasmLFCmxsbJDJZGhpaTFlyhR2797NpEmTuHTpEnZ2dgwODjI+Po6hoSHx8fEcO3aM8PBwZDIZ165dw9zcnE8//ZQNGzbQ29tLeHg4x44dw9/fn/T0dAIDA1GpVKxYsYK8vDyeeeYZFi5cSHh4ONra2jQ1NSEWiwkKCqKrqwuJREJHRwfBwcF0dXXR2trK2NgYly9fxs/PD4lE8m+TaTux5fmVMHv2bGJiYkhPTycrK4t169bh4uJCeXk5arWaLVu2sG7dOuRyOUVFRZiZmREWFkZmZiaNjY18//33pKamsnXrVq5cucKnn37KuXPnEIvFHD9+nKtXryIWi5FIJERFRXHq1Cnc3NyYNm0aHh4ezJgxg/T0dB544AHy8/MpKipCKpVSVlZGY2MjfX19bNu2jUmTJvHmm28yNDREU1MT8fHxfP3117z//vssWrSIAwcOsH79erKzs9HW1mb27NkMDg7y9ddf09jYyNjYGH5+fgQGBpKZmUlKSoqgn/KXv/wFR0dHnJ2dMTMzE7ZAP233/P39cXR0FLRlHRwc2L17NwEBAXh5eWFoaMjZs2cJDw/H39+fpKQkLl++LPT98ff35/Lly5SWljJnzhwGBga4ffs2ISEhhISEMGvWLCZPnkxSUpJQX6RQKAgNDeXQoUOEhobi4uKClpYWixcvRi6XEx4ejlqtZmRkRNhCvvzyyxw4cIDU1FSsra15/fXXcXJy4tKlSxQUFCCRSJg6dSrd3d309vbS1tbG8PAwIpFICNenp6ezZMkSvvvuOwoKClCpVFRUVNzvaXpPmVih/JOUlJTg7e3N+Pg4urq6JCUl8e6771JUVISOjg7GxsaSlMyJAAAgAElEQVR0dHTg4OAg+Fb8/f2pqanB398fbW1tYUvz05dk0qRJPPHEE4yNjWFra0tDQwOZmZkMDg4ikUjIz89n3bp1lJaW4uzsjLa2NhKJhDt37uDn54exsTHJyckEBQXR0tJCSEgICoUClUpFf38/FRUVrF27lps3bzJv3jxsbGywsLCgsrKSadOmERERwfLly6mqqqKwsJCmpiaSkpI4f/48GzduZMeOHRQWFjI6OkpFRYWQ1+Lr60t+fj47d+5k06ZNNDc3s2rVKubOncvrr7+ORqOhr6+P27dvc/nyZT755BPc3d0pKioSUv5nz57N7Nmzkcvl1NXVYWdnR39/P8ePH0cikRAZGUlaWhoBAQEYGRkJEpE2NjYcPHiQp556irS0NJ566inWrFkj5JAoFApcXV2Jiori7NmzdHV1oaOjg0gkQltbG0tLSzw9PdmyZQuRkZEYGRmRmpqKiYnJf+lFpKWlxccff0xQUBClpaU0NTVhamqKVCpFW1ubyMhIbGxsOHfuHCtWrKC6upqIiAjWrl3LyMiIUMj5a+TnXKFMhI3/CfT09NDT0yMqKgoLCwsOHjxIRkYGenp6zJ8/X8j5SEpKoq6ujtmzZ9Pc3Iy7uzt/+tOfUKlUzJgxQ9A86e3txc7OjvDwcHp7e2ls/KHv0iOPPMK2bduElO/ly5eTnJxMeXm54Hc4duwYf/7znzl16hS/+93vMDY2FmpzpFIp27dv59ixY1y5coWysjL8/PxwcHDA3NycCxcukJeXR1xcHFKpFJFIhLOzM729vdjb26NUKtHS0qK1tRWpVIpSqWTy5MkkJyfT29tLYGAgg4OD1NfXY25ujre3NyYmJtjY2JCWlsbkyZNpaGjg+++/JykpCaVSiY+PD+vWrePcuXPo6OhQUlJCY2MjBQUFKJVKPv74Y/70pz/h6+vLqlWrMDAw4NVXX2X16tX09/fT0NCAkZERPT09DA8Po1QqCQsLIy8vD3d3d2JiYnB3dyclJYWWlhYeeughLl++zIULF1iyZAnNzc1CTdJPolJ5eXlCtuykSZN47bXXhNWZnp4eVVVVVFVVYWFhwdWrV3F0dOSNN94QijfLysoICQmhvb1dKH2YM2cOZWVlfPfdd3R2djJ9+nTUavV9nLX/MxNh4/vIwMAA165dIygoCLlcTlVVlaAH8sEHH9Db24uzszPFxcW4uroyNjaGiYkJBgYGlJaWMmnSJOLj4wUR6PT0dEJCQrCxseHIkSO0tbVRUFDA9OnTsbCwECZpdna2cN6tW7cyMjJCbW0tH3zwARcuXGDr1q3o6OhQW1tLQEAA8fHxJCcnU1lZyYIFC7C3t8fW1lYwcr29vahUKlavXi0kgfn6+mJsbExpaSn6+vpoaWnR0tKCkZERe/bsAaCrq4ukpCT8/f0JDg5GJBIhFotZv349d+7cYfr06Xz55ZdMnjwZHx8fDA0NGRoaQq1Ws3XrVnbu3ElJSQknTpygtraWjIwM3N3dmT59uqDaL5PJGB4eFnRRAMbGxoQVm42NjVCT1NPTw9jYGFpaWgwPD1NZWcnu3bupqKhgfHycmJgYtLW1SU9Px9zcHGdnZz799FOkUinfffcdgYGBODk5ERAQwK5duygtLSUpKQm1Ws2mTZuws7OjuLhY+Kw/GZ2UlBQuXbrE8uXLSU1NRaFQMGvWLLq7uzEzMyM1NZXa2lpcXFywt7fn6aefJisr635O3f+RX4UPRSQSOYlEousikahcJBKVikSip388LhWJRFdEIlH1j/+a/3hcJBKJPhGJRDUikahIJBKF/hwf4F4yPj7OrVu30NbWZnBwUMiX6OrqwtnZmffff5+cnBzGx8dxdHQkIyODlpYW6urqKCwsxMfHBysrK6qrq5FIJAwMDAirhdbWVrS1tbl7966gMHbu3DlaWlr46quv2LJlCx0dHdy4cYPi4mJ0dXV5+OGHWbhwIRKJhFu3bjE6OsrQ0BAXLlwgIyODpKQkXn/9dby9vYWy/6lTp+Lv74+uri7R0dHs2bMHmUyGvr4+RkZGpKSkEBsbi6enJydOnEAqleLg4MALL7xAdHQ02trawufq6OigubmZW7duUVdXR2xsLPv27UOj0RAYGEhrayuDg4NkZmbi7u5OXl4eZmZmdHZ2smrVKnR0dFi6dCmOjo7s3r2bqqoqbG1tmT9/PitXriQrK4v33nsPPz8/UlJS8PDwYMOGDVRWVtLc3ExCQgJZWVnExcVRWlrK+Pg4ISEh5OTk4Obmhru7Ozdu3CA5ORmxWMzY2BipqamsXr0akUiEtbU1Pj4+3Lp1ix07dqCtrS3kzNy5c4cXX3wRExMTEhMTaWxsxMbGBldXV/T09Pjb3/6GkZERR44cwdfXF5VKRVZWFkePHuXpp5/Gzc2NTZs2YWJiIqjZHTt2DIVCcb+n8S/Kv+KUHQWe0Wg0vkAk8KRIJPIDXgCuaTQaT+Daj68B5gOeP/48BnzxL1z7nqOlpcWdO3cwMTFh0aJF2NjY0NDQgFwuZ+nSpfT09BAVFYW+vj6HDx/G2tpaCIsGBwdjZmaGlpYWhYWFhISEcO7cOdzc3HjooYcQiURIpVIhcqFSqRgaGsLT05OOjg5mz57Nvn37OHHiBG1tbWg0GmQyGfX19VhYWBATE4Ozs7MQmbCysmJgYICamhqSk5O5du0a1dXViEQiXn/9dd5++22am5uF+qGIiAgaGho4cuQIRkZGnD9/no6ODh577DFWrVqFkZERJSUlGBsbU1FRga+vLzk5OchkMmxsbJg/fz5RUVHIZDIMDQ2xtrZm//79XLlyhXfeeYdXXnmF4eFhTp06hY6ODp2dnXh5eREaGkpTUxP6+vp4e3sL2rNlZWV8+umnLFu2jMcee4yMjAykUikREREcP36c5557DmdnZz777DOsrKzYvXs3MTExjI2Noaenx4EDB2hsbBS2hkNDQ3h5eWFkZIStrS1z5sxhw4YNLF++HJVKxTPPPMNbb70lhOh/qp+KjY3FzMyM9vZ24uPjycnJEaQg3n77bUxMTDAxMWF0dBQvLy9CQkLYuHEjs2fPxtXVlZSUFEpKSuju7iYvL4+NGzdiZWWFgYHB/Z7Ovxj/tEHRaDRtGo0m/8ffB/mhE6ADsAjY/+Pb9gOLf/x9EXBA8wNZgJlIJLL7p0d+DykpKWHfvn2EhIQITkexWMyZM2fo7++np6eH5557jsOHD9PV1cXcuXNxdHREW1ubtWvX8u2335KTk8P+/fsJDAwUGlV98803NDU10d7ejoGBAbGxsYJvZPny5Tz++ONs3LiRyZMn4+3tjZubG88++ywdHR0MDw+TlpbG999/z8yZM4mLi+PEiROIxWLBGZmamkpERARjY2NERERw9epVjIyMWL16NQMDA0yfPh2ZTMaBAwfYvHkzhoaGAIJea2ZmJh988IEgpZifn093dzcODg64u7sLuRnNzc3s3btX0ExRKpUYGhpiYWHBvn37UCqVtLa2Cuns06ZN49ChQzQ3NxMZGYlCoaCvr48DBw5w9OhR9PX1GRoaoqysjPLycmbPno2Ojg7Xr19HJBIJztWfxKk9PT3x9vbG3d1dyAaOiorCzs6O7777jjNnzmBhYSEUY+bm5vKnP/2JyZMnU1RUhFwup6GhAVtb2/+StaxQKGhvb+fatWtcv36dkZERBgcHmTZtGra2toKDVqlUUlRUxPDwMPr6+sybN4+qqiqKi4vJzMykvLwcOzs7Ll68SGRkJFpaWpSW/jYbZv4sYWORSOQChADZgI1Go2mDH4wOYP3j2xwA2T/8WfOPx37VODs7U19fT0JCApWVlVy8eBFjY2PUajX79+8nNjaWnJwcoqKimDFjhhCR6OrqIjg4mG3bthEaGkpSUhKNjY3MmTOHtLQ0XF1deeKJJ6isrOTzzz/H1NQUNzc3nJ2dWbZsGS4uLixevJjTp08LuRqenp4AHDhwAIVCgYeHB3PmzBHeo6Ojw7Zt24iKiiIgIEDQji0oKMDc3JwVK1aQk5NDcnIyurq6bNu2jR07dgBQVlaGUqmkra2N5cuXM2fOHKysrLh48SLHjh2jtbWVkJAQvvrqKz766CMCAwNRKBQUFBQQEhKCq6srnp6eTJkyBScnJ7S0tDA1NWX37t20tbUxMDDAwoULmT59OmNjY0ID9MuXLwvyAqOjoxw6dIji4mJBciEgIIDU1FQWLFjAJ598wtKlS4mKihLKGKKjo1m5ciXffvstZmZmfP/990yZMoWysjLCwsIoKipi4cKFgu+ntraWsrIyCgoKuHXrFvr6+nz00Uc4OTlhbGxMdXU1q1atoq6uDlNTU4qLizE0NGTv3r0YGxsL+T3z589n3759hIeHY2RkhKWlJdu3bycrK4uamhoMDAzQ1dVl+fLlSCQS5HI5cXFx7Nu3j/z8fFauXClkPP+W+JcNikgkMgJOAls0Gs3/qZjhv0sd/P+EmEQi0WMikShXJBLl3u/EIEtLSwoLC1myZAlaWlo8/fTTODk5kZ6ejpaWFpmZmVRXVzNz5kwOHDjA+Pg42tra1NbWcvXqVUZGRti0aRMymQwjIyPWrFnDhg0biI2NxdfXl5KSEsrLy3n66adpbGzEx8eHkZERsrOzef/991Gr1dTU1FBfX09zczM5OTl0dnYKAkb+/v4sW7aMuLg4Ojo66Ovr4/r163R3d/P000/T0NDAnTt3MDc35/z582g0Gvz8/EhMTERfX59z584JztHS0lI2b94siDe/9tpr9PX14ePjI0gR/FR46OHhwUcffST0O87JyRGam4tEItrb29HT00MsFrNkyRKio6OZP38+J06coLS0lPT0dCZPnsz06dOZMWMGrq6uFBcX4+Pjw+bNm5k1axaGhobExsbi7e2NjY0NpqamLF68mG3bttHU1IRCocDT0xO5XM7p06cxNjamsrIShUJBYWEhra2tpKenEx4ezoYNG5g/fz579uyhq6sLhUKBi4sLenp6mJubc+TIEU6ePIlarSYuLo6SkhLWrFnDihUr8PHxYdu2bfzlL39BKpUSFhZGX18f8fHxvPTSS+jp6WFjY0NiYiJTp05l//79tLW14eXlRUtLC83NzUKVtkQiQaPR4OTkRHZ2NoaGhkLV+W+Ff8mgiEQiHX4wJt9qNJpTPx7u+Gkr8+O/nT8ebwac/uHPHYHW//2cGo1ml0ajCdNoNGESieRfGd6/xJo1azh//jzPPfcc2dnZLFiwgD179pCamipsFX7K+GxtbWXXrl18+eWXeHt74+DggLW1NXK5HIVCwdjYGN9++y03btxgYGBACKWq1Wr++Mc/cvPmTZRKJVKplMrKSry8vFi8eDGBgYG8++67ZGZmAhAfHy8UAFpYWLBlyxYSEhJobW2lt7eXt956S2ik9fHHHwtp8k1NTQwPD9PV1UVqaqqg4fqTJq2Ojg6Ojo689dZbgpLcokWLyMjIIDw8nMHBQaqrqykpKeGzzz6jvr5eaDeqVCpJTEyku7sbS0tLwRkcHBxMcHAwx48fp6ioiO7ubvT09Jg0aZIQGWlvb0dbW1vYKgwMDPD5559TW1uLs7MzGRkZwj0bGxujp6cHqVTKK6+8gqOjI2NjY8jlcgYHBxkeHkZLS0toyB4TE4OjoyOGhobU1tZSUlJCSEgItbW1zJo1i2nTpuHq6opYLObmzZs89thjgk6Kubk5Dz30ENu3byctLY309HRMTU0Ri8VcuHABIyMjNmzYQE9PD1evXuXNN9/km2++wcLCgo0bN1JeXs6ePXuEqNtPDmR3d3dcXV1Rq9WYmJiwYsUKysrKflNG5Z/OQxH9UKywH+jRaDRb/uH4+4Bco9G8IxKJXgCkGo1mm0gkWgg8BSwAIoBPNBrN/7GN2/3KQ5FKpVy8eJHVq1dTVVVFe3s7np6eeHh4cOTIEWbPnk1YWBh37txh9+7dxMfH09rayqRJk2hraxOU0x5++GH09PSwtLTk008/5dFHHyUgIEBoVLV06VJ+97vfUVlZybJly7h9+zaOjo7Y2trS39/P3bt3qa+vx9fXl+XLl/Puu+/S2dnJtGnT8Pb2ZnBwkObmZqZOncqjjz7K2rVr8fb2ZnR0FGdnZ8RiMbW1tSiVSgwMDITcjJ/ah/7hD3/gwoULgsF5+umn2blzJ7a2tkilUsLDwzl06BBisZi+vj6ampqYPn06Go2GgIAAHBwcOH36NB4eHkilUjZv3syGDRtwdnYWRKdnzpzJmTNnqKmpIT4+np6eHvLy8ggODuby5ct4enqyefNmmpqa2LVrl9Bn2dramoKCApYuXUpOTg5TpkwhIyNDUPv39PTE0tISkUjE559/zoMPPkhOTg52dnaEhYWhUCjQ1dWloaGB7Oxs5syZQ0dHB0qlEl9fX3p6ejh48CCvvfYaAwMD1NbWYmBggJubG2+++SarVq2iuroaQ0NDdHR0GBwcpKqqisjISPT19XnyySfZvn27IMkwbdo0tLW1qaioIDIyEm9vb86ePQv8sNKVSqVMnjyZ48ePY2xsTH9/P319faSmpvLss8/S2Ngo+LDuNb+WRl/RwFpgpkgkKvjxZwHwDpAgEomqgYQfXwNcAOqAGuBr4Il/4dq/GD992XV1damvr2fq1KksWrSItLQ0oWdwcXExL730EgcPHmTGjBlcvnyZqKgoNBoNMTExhIeH88gjjzBlyhRu375NUVERKpWKLVu28NFHH/HVV19RX1+Pn58fsbGxGBsb8/333zN16lT6+voAyMzMpKGhgalTpyKXy/nzn//MwMAAy5cv5+zZs3z00UeIxWKUSiUVFRWsW7cOtVqNgYEBKpWKo0ePsmPHDsrLy6moqODvf/87AFOmTCE1NRVfX1+WLl3K7du3CQgIoKenh+zsbI4dO8a5c+eoqanhww8/pK2tjStXrmBlZYWtrS0pKSloNBq++eYbNBoNp06dIjAwkJMnT5KQkCBoxGpra9PS0kJmZiaXL1+mt7eX5uZmZDIZf/3rX8nMzCQpKYk//vGP7Ny5kzNnzjAwMCD4ksrLy+ns7KSmpgZbW1uqqqq4dOkSgYGBQtvV8+fPo62tjYuLCy4uLjg4OODq6srq1av56quvaGlpAcDKyoqMjAzMzc2JiIggNzeXu3fvsmLFCt555x0iIiLo6ekhISGBhx9+mNdee43JkyfzxBNPCApxcrlckJyIjIwkOTlZaNCemJjI3bt3KSgoIC4uDi0tLc6cOYOnpydeXl44Ozvj5+dHbm4uixcvJi8vD319fXR0dHjrrbfIz8/n7NmzODj86l2K/1cmMmX/AXd3d0QiETY2NoyPj1NVVUV9fT2hoaHcuHEDpVKJn58fSqUSGxsbEhIS+Nvf/sbcuXMpKCjA19eXSZMm8corrzBr1ixWr15Nb28vO3bsYMGCBZiZmXH8+HFeeeUV8vLy2Lx5M6GhoUIVrpOTE2q1mry8PGbNmsXOnTsJDQ0VNEDi4+ORSqUcOnQIT09PSkpK+O6779i6dStTpkyhra2NtrY2Dh8+zB/+8Afq6uqYOnUqly9fRqlUUlVVxYcffigkZenr67N48WJKS0uZNm0ajY2NQsi0uLiYqqoqtm7dilwuJzc3l6ioKKEbn1qtRl9fn5ycHCIjI1m/fj3PPPMM77//viC6tHPnTlJTU9HT0yMxMZH09HTGx8e5ceMG9vb2zJgxg9raWnR0dKisrGT69OlERETwxRdf4O/vj56eHrW1tRQUFAifd+rUqfT392NoaMiDDz7Iu+++y507d/Dy8sLKyoro6GguXrxITEwMMTExnDhxgqeeeopFixaxZMkSrl69ilKpRKlUEh0djbm5Obm5uejq6jJv3jzBeDY3NzM6OkpwcDBXr17F2dmZhIQEZDIZW7duZeHChfj6+tLd3U14eDjz58/nm2++oaysDLVajUajYc6cOf8l58jDw4Nbt27R0NDAwoULhedz69YtZs2aJbQM0dXVvWdzHn49K5TfFEZGRshkMsbGxvj888+5du2aoD96+/Zt2traWLBgAbdu3WL37t3I5XJBFd3c3JympiZ6e3u5efMmf/nLX+js7GTPnj00NDTQ399PU1MTQ0NDGBsbs23bNl544QXOnDnDQw89BMCCBQvQ1dWlq6sLfX19Fi5cyJNPPomvry9NTU1YWlqyceNGZsyYgbm5uVAntH79eiwtLbl69Sp6enpCaPrSpUu0trby5ptv4ufnx6xZs1i4cCHHjx+nsrJSUJCrr6+noaGB8vJylEol6enpeHh4MDIywv79+7l79y7x8fFCoePQ0JDwhfD29mblypU88cQPi83p06czPj7O6dOnuXTpEh9++CGhoaEsWrRI6NFsZmYmtBo9duwYJ0+eRCKRCHU5WVlZDA0Ncfr0aW7evImRkRH29vbCPTA1NcXGxgZjY2PWrl2Ljo4OmzZt4q9//SsjIyMsX76cqKgoOjo62LFjB7m5uYhEIiIiIqivrxdasAYHB1NTU8OlS5c4fPgwYrFY8HlJJBJMTU2ZP38+n332GRqNhqGhIQwNDdHW1ub555/n/PnzlJaWsn//fk6ePMl7771HVlYWhw8fZsqUKUyePJnt27ejVquprq7mzJkz6OnpYWpqSklJCXp6egwNDVFRUYGxsTGmpqaC01ZL69/3azmRes8PGbA/JYqVl5ezfPlyCgoKqK2txdfXl/HxcYKDg5HJZKhUKv4Xe+8ZVfW1tv3+FnXR66I3AekISBcFFESxYO8mbjUaTTTRJKbsbNN2TGISTbYmGncsibHHKLEEURERUUCaNOm9914WZZ0PO87xPGec87x77+Q573veN/cnFmsNBg6Z8z/nfV/X71q0aBEHDhwQVLbe3l5CQkJITU3lhRdeYPfu3UyfPp3BwUH27NnDhg0biI2NpbGxERcXF2pqanBycuLBgwdCg9Hf38/9+/fJzc0lODiY69ev4+npKURQHR0dhIeHs337doqKimhoaODBgwds3LiRL7/8EnV1dWpra3F0dERdXZ309HRMTU2xtbWlq6uL06dPY2Jigq2tLa2trfT09PDgwQNKS0sJDg5m3bp1FBYWoqGhgaqqKi4uLmJDbW5uJi8vj4KCAtrb21m0aBENDQ0CUJ2Tk0NVVRV2dnacP3+eZcuWoVAoxJO+uLiYwMBA5HK50F/Mnz8fc3NzkZN88uRJ9PX1uXfvHioqKgK8nZCQwNSpU0lNTaW6uppJkyZx/fp1JBIJZmZm2NnZUVVVxYwZM9i/fz8nTpygvLxcZACdPHmSQ4cOUV9fT0FBAR9++CHPPfccL730ksBAmJqaEhwczMDAAAkJCXR1deHr68srr7xCQEAANjY29PT0kJ+fz/j4OMXFxRw5coScnBw+/PBDHB0dkUqlrFq1SmQnT5gwAR8fH4aGhsjJyWHLli189dVX9PX1YWxsjJWVFXl5eUydOlWAob777jucnZ0Fze7/KwHcHzyU37EkEgn37t1j6tSpfPjhhxQWFopEuYkTJ1JbW8v4+DjGxsYCYvzw4UPCwsIICwvj/v37aGpq0tvby8KFC9myZQu7du2isrKSrKwsFi9eTGJiIlOnThUQZmtra4KCgjA2NmZ8fJywsDCampoYGhrCw8ODr776SkwxTpw4ga+vL4sWLcLCwkLI/7ds2SL8JU85HtbW1pSXlzNhwgSCgoIYHR3F3t6esrIyvLy8CAoKEiPMwsJCbG1tMTExEePYDz/8EC0tLdTU1PDw8BD9iq6uLpqamvD19aWgoIAFCxZw584dsrOzASgqKkJJSUmcemQyGWlpaZSXl6OlpcXevXtpbGxEIpHw/PPPs3HjRmxsbOju7mblypU4Ojpib28vJmRP3dtKSkokJSUhlUoFhqC4uBgvLy98fX0ZHh6mrq6OtWvXirHvxIkTUVJS4saNG9jY2DBx4kTq6+uFijctLQ1HR0eqq6sxMTGhu7sbb29vEhMTOXr0KCYmJsybN0/EjlhbWws7hLu7uwgpS05OZurUqXz00UccPXqUZ599lpSUFNrb2/H29iYuLg6Av/3tbwLVoKOjg6enJ0ZGRujp6eHv709WVhYSiYQ5c+YQGRkpfFuTJ08WlLr/7vpjQ/mdqquri02bNhEbG8uyZcv46aefBGnL09OT69ev4+fnh5+fHxKJBJlMhp6eHkZGRlhYWHDlyhXeeOMNTp06JbJnoqKimDBhAklJSaioqDB16lSampoYHBxEU1MTY2NjATyWSqUiu+aps3dgYIDw8HDU1NTw8/PDw8OD9vZ2ampqyM3Npbm5WWhQLl26RFJSEhs2bGD9+vXIZDI6Ozv58ssvWb58OQ8ePOD+/fuYmpri4+ODsbEx165dIzQ0lMDAQJSVlZFKpWzbtk3EeG7evJl9+/bh5ubG6Ogo2dnZqKurM2vWLL7++ms0NDRITExk//79LFq0iJKSEnbs2EFjYyN1dXWi35Oens6cOXOora0Veg0XFxdeffVVZsyYQVVVFQMDA2RnZ5OWloa+vj6xsbHY29uL3J38/Hw+/fRTEYJuZmYm6HUjIyMUFxezatUqHjx4QHNzMxEREfT09BAZGUlSUhLGxsZiguXo6Ii/vz9WVlYoKSlhb2/PzZs38fX1ZWhoiGnTpjE6OiqQkD///LO4pu7YsYOcnBwxnp8yZQopKSnCt/U0oeAptc7R0ZGmpiaWLFmCg4MDenp6qKuro6qqyvj4uODmXrlyhb6+PubPn4+WlhaXL18WSMnr16+LsDVDQ8P/tjUA/4uYA/93qJiYGC5cuMDChQvJyMggOTmZ9PR01NTUaG9v59q1axQVFQmn6NNGZWNjI++99x6rVq3izTffZNasWfzlL38BEAY4qVRKWFgYOTk5REVFMXnyZHp6eujq6uLIkSPCM2NsbIyqqip9fX1MmjQJqVRKcnIyGRkZogn59ddfC59KcnIyvb29/PLLLyLCtKysjHGqlTsAACAASURBVAULFiCVShkeHmbXrl0UFBTQ39/P+++/T0xMDG1tbUilUubPn49cLkdNTY3169fz448/0t7eTmRkJDo6Ouzfv5933nlHyOyfUvqfoiYXLlzI9u3b2bZtG7NnzyYhIYHPPvsMFRUVrl+/jkwmo6ysjHfffZedO3dSXV3N/v37efToERUVFeKkpaKigq+vL6GhoXh6epKRkUFbWxsWFhYkJiby1Vdf4eDgIBbZnTt3ePjwIUuXLhV0/8WLF4snuImJCVKplMbGRi5dusSzzz6LiooKrq6ubN++HT8/P1JTU/H29sbQ0JDHjx8TGhpKUlISf//731FSUmLOnDmcPn0adXV1GhsbmTt3LhYWFsjlcrGRNDU18eWXX3Lu3Dk6OzspLS3l6NGj+Pj40NnZKTYzNzc3bty4wZUrV9DT0+PGjRsoKyvj6+tLdXU1nZ2d9PX1sXbtWurq6vjuu+9Ys2YNSkpKfPPNN9jZ2ZGfn4+3t/f/zCXyL9f/sRuKjo4OycnJqKqqYm5ujq6uLoGBgYSFhaGqqsqdO3d47733qKqqYsOGDWRkZGBkZISxsTFmZmacPHmSx48fM3fuXJKTk/noo48wNjbGy8uLN954g5UrV+Lm5oapqSlJSUmYmpoyOjpKRkYG5ubm3Lt3Dy8vL1asWMH58+exsbEhOzsbuVyOl5cXgYGBaGpqcubMGdTU1Ojv76eoqIjo6Gj6+vro6urC2dmZJ0+ecPXqVTo6Onj06BGWlpY4Oztz69YtvLy8OHnyJDKZDFdXV6RSqbjmLFiwgLGxMXbs2EFFRQUymQwDAwM0NTUpLi5GT0+PBQsW0NPTw5w5c1BVVcXIyIiRkRGOHTvGokWLeO6553j99ddZtWoVV65c4ZVXXuH06dNIJBJOnTrFnTt30NPTY2RkhJCQECZPnsyjR4+ws7MTUygVFRX8/PwICAhgdHRUxJQODAzQ1taGqqoq1dXVPH78mMmTJ5OTk4NCoUAqlXLp0iX6+vro7OzE1taWu3fv4uvri5+fnwgLk0qlxMbGIpFIaGxsFCzeF154gejoaNTV1Vm8eDFXr15laGiItLQ0JBIJwcHBzJkzh7KyMhITEzExMcHV1ZWEhARCQkL485//zPTp01m6dCkymYwffviBt956C6lUir29Pd7e3nh5eTE4OMjg4CAvvPACGhoaKCsr09PTg5KSEgsWLODu3btIpVLa29tRUVFh+/bttLa2YmVlRW9vryDm/f+l/o+88tja2qKjo8P777/Pc889R3l5OU+ePBGisPLycpqbmzExMWF8fBx/f3+GhoZwcHDg559/Jjg4mLi4OLq6uuju7iYkJITCwkJWrVpFZWUl0dHRIl7i6dNqaGiIoqIiHB0dhUVeoVCwatUqFAqF6OMYGBhQVFREY2MjKioqYqqhUChobGzEwsKC/v5+QkND6e/vp7e3V8Q/mJiYIJFI2Lt3L/b29uzdu5fW1laBTJg+fTq//PILmpqajIyMUFBQIPoSpqamtLW1YWNjw+PHj+np6SE4OJgff/wRFRUVPDw8BAdXU1OT559/ni+++AJNTU1UVVWJi4sTJLTBwUEMDAzIzMyktbWVqVOnkpubi6amJjdu3ODdd98VgsAffviBzMxMrKysUFZWpra2lunTp9PZ2YmGhoZAU86YMYPs7GxCQ0PR1NSkqKhITK8eP36MiYkJg4OD3L59m7NnzzJ9+nS6urpITU3F2tqanp4e5s+fLwyTcrmcvLw8duzYgbe3NwUFBQKEVFZWRm9vLwYGBiKA3d3dnZMnT4p+j7a2NsPDwyJ3OjExkYGBAXR0dHBxcWFwcJCkpCQ2b94sANk+Pj4MDg4Ke0RJSQnx8fFs3boVT09Pjh8/zujoKJmZmSgrKwvaXktLCxYWFv9tG8sfPZTfUDo6OpiZmXHixAneeustduzYQVRUFLNnz+a7774TT4vXXnuNvLw8RkdHBWHt22+/xdXVleHhYQwNDZk4cSK9vb20tbWxbds2vvzySyFJHx4epqCgAG1tbZ577jnOnDnDq6++yoEDB9DR0WF8fJz6+nqRx9va2kpFRQX5+fl4eXkxf/58QkJCKCsrw8fHBxsbG2QymSC0h4WFMTo6Sk5ODoaGhpiZmaGpqYmpqSkzZswQvYbBwUHy8/Px9PSkrq6OOXPmcP/+fXp7eykvL2f37t0cOHAAX19ftLW16e3tpb+/n/DwcFJSUgRzJCgoiM7OTkpKSrC2tubx48cYGBgwNDSEqqoqCxcuZHx8HIlEwpIlSwgICCAzMxMdHR06OjpobW1l27Zt5OTkkJOTQ0dHBx0dHWJcHxYWhoGBAV1dXaxbt07ofu7du4e5ubkw+f34449kZmby7LPP0tzcDEBTUxOmpqYsXboUfX19wsLCxKYYHh7OvXv3MDExwcvLi46ODoF0DAwMpKCggF9++YWNGzdSVVVFT0+PiHnV1NSkrKwMS0tLVFVVkcvlREVFUVZWRmFhIZGRkdy/f59Zs2bh6OiIRCJhZGSER48e4eDggL6+PpWVlYSHh3PmzBkePXpETU0NZmZmtLS00NzczO7du8XV2srKCh0dHXbv3s3FixdxcHDAxsYGdXV1wsLCRErk711/bCi/oSIiInjw4AGenp4oFAqUlZVpa2sjLCyMiooKwsPDAYT8e3x8XDzlzc3NsbCwYGRkBLlcTlpaGgEBAejq6oqJhqurK6dOnSI0NJTLly8TFRXF999/L8LGraysuHTpkqC2bdiwgbt376KiokJ2djaTJ09GIpFQXV2NpaUldnZ2uLu7U1xcLPooT6X59fX13Lt3j8jISN555x1xlE5ISGDu3LmC3zo2NkZpaSl1dXV4eXmhoaFBQUEBXl5eJCQkiOCvp6bH0NBQCgoKmDlzJiUlJSxZsoSsrCzkcjnq6uqMjo4SExPDrFmz8PLywtHRkZqaGpSUlHj22WdJTU0lNzdXjKzNzc0ZGBggNDSUuLg4vLy8SElJwdnZmZGRETw8PDh69CiPHz9mYGCA4uJiqqqqmDx5MnFxcRgbG7N8+XLhXJ4yZQonT57EyMiIgYEBuru70dfX56uvvhJ4iO7uburq6hgbG8PLyws3NzfS09NZu3Yt+/bto7Ozk2+++QapVEpkZCQeHh6UlJRgamrK3bt3mTFjBnfu3EFfX5/c3Fx0dHTECdbHx4ewsDDu3btHV1cX2traVFVVERAQICj5XV1dVFdX09jYKJr4oaGhtLW1CaHb/Pnz8fDw4O7du3h6eors6KenvKGhIVpaWggNDaWlpYXa2loxffo9648N5d8sbW1tDh48yNjYGCoqKmhra1NeXo6amhqWlpaMjIyQlpaGnZ0dCoWCuLg4kRnc1dXF4cOHmTdvHnV1dZibm6OkpISlpSWFhYX09PSI65KysjKTJk1CU1OTffv2YWhoSHZ2NkpKSri7u9PV1YWamhq1tbU0NjaSl5dHXl4eTk5OmJqaIpPJUFNT4/bt29jb2xMXFyfk2qOjo2RlZREQECAiOV977TVCQ0NRVlamsrJS8FHd3Ny4e/cudXV1BAYGChbIkSNHsLW1pa2tjaKiItLT01m2bBkVFRW0t7ejr69PWloaRkZGTJgwgbNnz5KcnMzkyZOJj4/n7t27KBQK4uPjSUxMJCsri7GxMRISEvj222/Zt28fAwMDWFtbc+XKFRISEnj48CF3797F1tYWZ2dnjIyMmDVrFt3d3aSkpODg4CDybnx8fDh69Ci+vr4UFxejpaXFn//8ZywtLWlsbKSkpAQfHx/Gx8f5+eefxVXi2LFjfPLJJ7z//vsEBgZiYGBAbm4u7u7u7Nmzh8HBQVJTUzE3N8fAwICoqCjU1dUFp7agoICffvqJd955BzU1NZ48eYKlpSWTJk1i4sSJXLp0CSUlJW7dusWFCxdE9rJMJhM2iKGhIeRyOV1dXXR0dODt7c3Dhw+pq6vjzp07ZGVl4e/vL4LZv//+e1avXo2dnR0pKSkiqMzCwoLR0VHmzJnDV199JaJdp0+fTllZ2e+2JuCPDeXfqra2Njo6OoiOjsbFxYWhoSGGh4fR19cnKiqKzMxMurq6SElJYdu2bbz11lu8/PLL+Pr6IpPJmDdvnjDjWVhY0NDQwPTp00lMTOT1119HT0+PpqYmjI2NcXBwICMjA2tra1pbW9m0aRNOTk4AVFRUMHfuXB4+fCio9G1tbSxcuJCmpibq6+uxtrZGW1ubixcv4uLigrKyMq+++io9PT309/fj6ekpLPxPmSmffvop6urq4th869YtdHV16evrIy4uDhsbGy5evMjHH39MamoqhoaGIh7jxRdfJDY2FmdnZ44ePYqysjL6+voiU3hgYABLS0ucnJxITk7G0tJSkM0qKiqQy+XMnz8fgHnz5rF27VqxWAMCAtDS0iI6OhpnZ2cKCwtpampCT09P8F3DwsJwd3cnKSmJadOmkZCQwNtvv82jR48wNzdHJpMRGhrKlClTWLRoEcnJyejq6hIREUFDQwM9PT3ExMSgpaVFcnIyK1asYHR0FEtLS9ra2kSY+6JFi4RSVlNTEwMDA+Af/iYtLS0GBwfFZ55GljY2NvLo0SOxAUycOBFLS0v6+vqorq6moqKCoKAggfxcsGABDQ0NzJgxg97eXqqqqvD29qa3t5fe3l5cXFzo6+sTeEonJyeOHz9OS0sLERERWFlZYWxsTGdnJ9evX6ejowMPDw8SExMZGRkRnF91dfXfZV3AHxvKv1WDg4MC0PzgwQMGBwcZHh4mJCSEnJwcMjMzUVFRYd26dYIfCpCcnMzIyAhOTk60t7dTV1eHmZkZ6enp4imenp5OdXU1/v7+XL58meDgYCwtLamrq2PXrl3k5eVx+fJlMjIyyMrKwtramqioKOrr6zEzM8PT05P79+9jaWnJyy+/TFJSEtnZ2SxdupQ7d+5QV1eHmpoaZ8+e5dSpU1y/fp2qqiqsrKyorq6mtraWlStXsm3bNg4fPkxbWxs7d+7E2NgYfX19JBIJvb292Nvb4+fnJ9zNbW1tPPvss3z44Yfk5eVhamrKn/70J0pKSujr6+PixYtMnz4dqVRKZmYmGhoaqKioUFBQwMSJEyktLSUoKIiRkREsLS15/Pjxf7Iw5OTk8NlnnxEUFMTSpUvZs2cPpqam7Ny5U3BodXV1heGwoqKCmJgYAgICCA4OZtmyZRQWFjJ//nzBbZ04cSKampooFAouXLjAkiVLuH79OhkZGZSXl1NZWcn27du5desW1tbWeHp6cujQIdFMLS4upqioiPz8fAwNDWlraxMhYmlpaYyOjqKjo4OXlxchISFcuHCBkZERxsbG0NDQQElJiTNnzrB48WJGR0eZPXs2ra2tODg4UFZWRkdHB83NzSQkJLBmzRoqKio4c+YMW7ZsQSKR4OzszPHjx3F3d8fV1ZW//vWvGBoacv78eebNm0dzczPHjh3Dx8cHX19f4uLiWL58OUZGRkRERFBbW8vv7b/7Y0P5F8vQ0JD+/n4qKiqwsbGhpKSEVatWUVJSwt27dyksLBQCtYKCAnR0dMjIyCAzM5ORkREqKyupqakhPz8fNzc3Ojs7sbe3x8nJSVxdwsLCOHv2LK+++ipnzpzh0qVLuLm5kZKSgru7O6ampmLSoaOjQ39/P/fu3SM6OlooOFtaWujp6WHx4sVCydrb24ulpSXnzp0TTJanRPnY2Fj09fVxdHQUIrG2tjaWLVvG3//+j7+P/Px8cTqxtLQkNjYWDw8PPvnkE6ZNmybs9k1NTZSWlhITE0N7ezsRERFMnjyZJ0+ecPjwYaKjoyksLKSlpYXNmzcjkUgICAjAzs6O7OxsMjMzsbOzIzExUYxjp02bxowZM0Si4MaNG+nu7qavrw8VFRVWrVpFXl4er7zyCt9//z2rVq1CWVmZ0dFRTE1NiYmJoaqqipaWFszNzdHQ0ODw4cOUlpayYMECent7xTVw3rx5tLS0iJSBp1lEEomEhIQEdHR0mD59Otra2nz88ccYGxtTVFTEyMgI0dHRJCQkMGPGDAoKChgaGqKwsJAff/xRuM2nTp2KsrIycXFxrFy5ktzcXOEi7uvrE830/Px8zMzMRD6Ti4sLTk5OtLa2cv78eQESnzZtGjdu3ODgwYMUFxcTEBDA3bt3ATA3N0dHRwe5XI6VlRU//vgjCoUCDQ0NXFxceOedd1BRUREPvd9af2wo/0I9HWv29fUxefJk1NXVmTRpEuXl5UgkEtzc3Ni1axfvvPMOZ8+eRUVFBZlMRmJiIuvXrycpKYm33nqL2bNnY2Njw6FDhzA2NiYvL49169ZRXl6Ou7s7RkZGrFu3jrNnz1JeXs7UqVOJjo5GKpXS1dVFZWUlKioqvPDCC2hra5ORkYGdnR1yuRwlJSWcnZ2Jjo6mtLSUrq4unn32WVpbW7lx4wYREREMDw/z0Ucf0dPTg5qamtCOlJSUiPBudXV1/P39AcjLyyM0NJSgoCBiYmKwtbXlypUr9PT0sGLFCrS0tPjll18ICQnh1q1brFq1ivT0dJKTkxkbG+PcuXO0t7dz+vRpvL29Wb58OX19faSkpAgqm7OzM1ZWVsybNw87OztMTEwoKyvjmWeeobGxkYqKCsrKyhgfH8fNzY3BwUGRqnj58mWGh4fx9PSksrKSsLAwdHV1iY+PF1lFSUlJGBoaoq2tzcKFCykpKWHbtm2YmZkJd7GBgQG2tra4uLgIfMOTJ0/o7u7G1NQUNzc3uru7sbGxobW1FS0tLXR0dIiKimLKlCmCkldTU8P58+fR09MjMDCQq1ev4uPjg4GBAfX19TQ0NODn54enpyfNzc2EhIQwd+5c4uLi+PzzzzEyMmLevHli3BsSEiKmPS+99BJ79uyhu7ubuXPnMmfOHHR0dKisrGT16tXAP6QM69evp7W1ldDQUKqqqpBKpbS2tjI8PIxEImHy5Mm0trair6/PlClTxIb5W+uPDeVfqKamJuRyuRjVDQ0NUVlZyaNHj+ju7mbSpEkkJCTg6urKoUOH6OnpQSKREBkZiYuLCzk5Obi4uJCYmEhzczNWVlbCMGhra0tubi6dnZ28++673L9/X4RwDw0NsXXrVmbNmkVubi7W1taUlJQwPj5Obm4u5ubmGBkZUV5eTlFREQMDA1hYWJCdnY2ysjJWVlYcOXKEd999l+LiYiQSCfHx8WRnZ6Ovr09wcDBJSUksWbKEwsJCQkJCxH2+qamJCRMmUFRURHZ2NiUlJYyNjQluSHNzM1FRUWhqauLj40NOTg729vbcunULX19fbt26xfr16+nr62P79u00NjYydepUJk2aJIyUoaGh4nfKz8/HysqKEydOCAGZmZkZP//8MxMmTKCuro6srCxqampwcHAgLi6ON998E2VlZRwdHVEoFAwPDxMbG0toaChDQ0PU19czb948hoaGsLW1JTU19T8Fvf/1r38lNDSU+Ph4VFVVqaysRFtbGzc3N7y8vOjv7+fw4cMkJycTGRnJ+Pg4o6OjqKqqUlRUhJqaGvX19ejo6LB3716MjY0JCQmhv7+f5uZm9PX1eeONN4S36fLly9ja2pKRkYGuri4aGhrU1dVx5coVNDQ02LlzJwcPHmTy5MkMDQ2hrq4umLZFRUX09/djZmaGiYmJsGZUVlZiZ2fH0NAQGhoaXL9+ndTUVFRVVUlKSkJVVZXp06fj6+vLpUuX0NTUpKOjQwSeqaqq/i6ogz+k9/9kWVhYkJeXR0NDA93d3aioqPDFF19QWFjIxIkTBf29oaGB0NBQVq5cSVhYGBoaGmzfvp33338fZWVl8vPz0dDQYNasWUK2PTAwwIULF5BKpejr63P48GGmT59OU1MTFy5cwMTEBBUVFR4+fEhHRwcpKSlUVlYyY8YM2tvbBQxofHwcDQ0NMjIyKC4uxsrKip9++ong4GAREeHo6Mhnn31GT08P9vb2XLhwgRMnTjBp0iQUCgUhISGYmZmxceNGWltbUVdXR1NTk9LSUp577jm8vb3Jzc2lq6uLX375hba2Nnp7e+nr6yMxMRE1NTWamppQVlYWztvi4mJaWlqorq4mOzubmzdv8sknn4hEwo6ODqKiogDQ19fn22+/xczMDIAlS5bQ398vdDI+Pj5ERUVhYWGBqakpZ8+e5aeffqKwsJC3336b3t5ejh49yqZNm3jy5IkIHnsq5uvo6MDBwYGGhgYsLS2pqqpi9+7dgqaXkpLC4sWLSU1Npa6ujh9//BFnZ2fGxsb44IMPqKmpAeD48eM0NTXh4eGBqqoq+vr6mJqa0tvbi7GxMbm5ubi6ulJcXIylpSWffPIJ2traZGVl4eXlRUZGBsbGxoJaX1payurVq5FKpdy6dYvQ0FCampooKSmhqqqKlJQU7OzsqK+vF/T/3NxcPvjgA5ydnYmMjKS+vl7ocnR0dNi+fTs1NTXMnDkTOzs7GhsbuXHjBtOnT6e/vx9DQ0NaW1sB0NLSori4+H/O4vp/qf+tTyjt7e1oaWlRVFTESy+9RF5eHuvXrwf+4SKNjIwkPz9fsDZKS0vJzc2lpqaGVatW4e/vj52dHa2trcjlcvbv34+vry8WFhaUlZWhrKyMTCbjzJkzWFpakpiYiLa2tmjUjY2N8eqrrwrXcGdnJ0FBQVRWVqKqqsrVq1fFtMDDw0OI1qKionB3d6e2tlboZC5cuICLiwu1tbVs27ZN4Ar9/PzIyMigvr4ec3Nz7ty5wxdffCHCw9LT01m8eDE9PT1IpVKWLVuGkZERP//8M/r6+qirq9PT00N6ejrPPPMM+fn5SKVSNDQ08PLyoqGhAWNjYzZt2oS3tzc6OjrU1dXR1taGoaEhjx49Qi6XExAQICDZEydO5Pjx48yZMwepVIqWlhZKSkpUV1cLmPSGDRtoaGhAKpViY2NDW1ubOOHMmDEDJSUlUlJSWLduHSdPnmTLli1cu3aN/v5+ESBmYmLCpEmT6OzsJD8/n2XLluHm5oZcLufu3bts376dK1euEBkZycDAgPi/7uvrIzQ0lLy8PHR1dZk5cyaVlZVYWlpy/fp1tm7dyo0bNwRkq6mpiU2bNgmFbnh4OOXl5URHR7Njxw6mTJnC6OgogYGBPHjwgNjYWCoqKgTDdmRkBGNjY1xcXACwtLREXV2dpqYmZDKZ2CQqKipEH2jatGl89tlnzJs3DwBHR0fkcjnW1takpqYKWYCysvJv5qf8ceX5J0oikVBfX4+BgQFr1qxh5cqVLFiwgKqqKkZGRnB1deXYsWNYWFjg5+cnslmGh4d59dVXOXLkCCtWrODw4cPC4/LCCy9QUFAgAp5WrFhBT08PRkZGQjT2+PFj1q5dy9WrV7GwsBD36KdM0Z6eHlRUVFBTU6Onp4fW1lbWrl0rdB0GBgYMDAygoqLC/PnzefjwIfHx8bz++uvo6Ojg5OSEhoYGfX19PHjwAGNjYxEbcfr0aZqamnB1dcXExITZs2djaGiIXC6nvLyc4OBgioqKaGlpIT09nWnTpvHdd98xceJEpk2bJgLZnxoHf/rpJ6RSKZs2bSI+Pp5r165RU1NDe3s7hoaGODg4kJqaioeHB4ODgygrK4sIkMDAQJSUlPjoo48IDw+nuLhYhG/5+flx8uRJPDw8BPrhafC6kZERZmZmZGZmsn79es6dOyca5gYGBpiamjJnzhx8fHyEWjclJQU/Pz/y8vLYv38/a9asQSKRMHfuXPbv34+ZmRmOjo40Nzfj5OSEtbU1cXFxpKenM336dMzMzHBwcMDU1JRZs2YJteyFCxewtrYmODiYe/fuoaWlJbAHTz05T60QOTk5VFdXo1Ao8PLyYv369SIbubGxkdTUVHR0dJg9ezbm5ubEx8ejrKwsok56e3sZHBxEW1sbc3Nzzp8/z44dOygtLRV6qczMTFpaWrCzs6O8vJwFCxYIUd9vSST8Y0P5H1R7ezsWFha0tbXx1ltvERsbyxtvvEFxcbFoZg0PD5Oeno6mpiZpaWmMjY0JuXxNTQ12dnbU1NTg7u5OTU0N4+PjNDc3U1paioGBARoaGlRUVAjPj5GREVZWVixatIiffvqJ9PR0IiIiOHr0qBgNDw0NiSD00dFRdu3ahZeXF9XV1VRVVQlx3VPuxvvvv09XVxeTJk1CSUmJPXv24O7ujo+PD3p6eri7uwP/UPXW1dWxc+dO+vr6UFJSQlVVlXv37uHr60t9fb1YLE+l5NbW1ri5uaGiokJfXx+WlpZcvHiRkZERNmzYwOHDh5k/fz5lZWWkp6ejr6/P22+/TWFhofANJScnI5PJyMjIoLKykk8++YQLFy6wfPlyCgsLRQh8eHg4UqmUqVOnUlRURE5ODn19fTg6OhIREUFaWhrLly/n9u3b+Pj4UFtbi46ODpaWlmK8a2dnh66urojHAMQ1zs/PT+A5g4KCuHz5Mjt27CAhIYHAwEAkEgmVlZWYmZmRmJiIkpKSeLr39fXR2toqGtDd3d20trYSFRUlel7FxcXIZDImTZpEQUEBs2fP5ujRo1hbW6OpqUl+fj4ymUzwVaZNm0ZlZSVOTk7k5+ejpqbG/PnzOXz4MFKplP7+fgG+bmlp4ZdffmFsbIxjx47R0dGBkpISVlZWIivaw8MDdXV1wsPDWbp0KV1dXQQFBZGVlUV3dzcBAQEYGBjQ1NT0b62zPzaU/0E9DecKCAigvLycuLg4Hjx4gL+/v2iqFRUVMWvWLJYvX462trYwxj1lkri5ufHkyRNKSkpwcnJCVVWV+Ph4li1bRkJCAmVlZUJSbWBggJ6eHm1tbTQ3N6Otrc306dMxNzdnzpw5NDQ0IJfLuXr1Kpqamujp6REQEEBRURH79u0TZsK//OUvpKWl4ebmRm1tLe7u7ly8eFHczVesWIGOjg4aGhriif/48WP6+/v59ttvKS8vJyMjAycnJyZNmoSZmRkNDQ00NDRw7NgxnJ2dBaryagERCAAAIABJREFU6VPTwMCAO3fuIJPJWLZsGeXl5QwODtLX18fzzz/P6OgojY2NrF69mtdee43nnntO9DH09fV5/vnnMTExwd/fX1DiHj9+TG9vLzo6Ori5uREbGyvwik/Dr6RSKVKplPz8fMzNzcnOzsbDw4O2tjZaW1vJzc3l8ePHWFlZsWzZMj7//HP09PQIDw8nLS1NgJO6u7tRVVXl9u3bAJw5c4agoCCuXLnC7NmziYuLw9TUlIsXL1JYWMj69euF5sfExITm5mb6+/tFI9fS0pKTJ08ya9YsGhsbiY6OxtbWFktLS8bGxsQp82nSoJqaGt3d3cyZMwd1dXXq6urIyMhg6dKlJCYmolAo6O/vJysri82bNxMTE8PNmzd58OABKSkpZGRkMDIygp2dHQ4ODtTW1tLZ2cnw8DBdXV1CcPd0Q7eysmJoaIiRkREOHTokcp8MDQ3/bZ/PHxvKf1EODg6CZVFYWEhDQwP29vbo6OjQ29srrisNDQ00Njby8ccfY21tzddff01jYyNbtmwhNjaWvr4+XFxcuH37NsuXL0cmkzEwMCCcp/r6+pSWljJ16lTa29tpa2tjdHQUc3Nz0tLSCAoK4tatWwQEBCCRSBgfHyciIgJtbW2UlZXFsfuLL74QjVctLS1mzpzJuXPnCAsL48aNG/zpT3/C29sbJycnIZA6dOgQCxcuJDk5mfb2duRyOS+99BK2trZiEtLY2Iiurq6g1evq6pKXl0diYiJvv/02Z8+eZcGCBbi5udHQ0EBwcDBXrlzBwsKC2tpa3nzzTb799lvs7OyIjIxk48aNNDY2MjAwwNdffy3Cws6ePSuuZiMjI4SGhqJQKJg0aZJ4Qru7u9PY2IiysjJDQ0O0tbURHx9PZGQk/f39Qs0bHBwselMSiYTCwkICAgLYv38/fn5+tLS0cPXqVezs7Ojt7WVsbIwFCxYwMjJCTEwMqampvPnmm8yYMYPGxkbOnz+PkpIS165dIyIiQpj8rK2tMTExQaFQoFAouHv3LoaGhlRVVQm3sa2tLXPnzkVLS4sPP/wQFxcX4uLixAnz9ddfJzk5GXd3d6FdOn/+PAYGBgINERsbi5eXF3Z2dlhZWWFtbc3y5cvx8fFh1apVDA8PU19fj7KyMvb29shkMrKysnBzc6OoqAh/f39GR0cpLCzk008/RU9PD4VCQX19PdnZ2fj7+3P//n36+vqE2fOp+vdfqT82lP+iAgMDGRwcJCUlBV1dXRobG5k2bZqY6zc0NHD8+HEsLCywtbWlvr6emTNnsn79egoLC1FTU8PU1BRvb28GBwdpbGwkJCSETz75hIiICHR1dRkaGhLU8tLSUpKTk9mxYwcjIyMiMyYnJ4eQkBCuXLnCDz/8wIIFCzAxMeHmzZtMmDCB+/fvCz/OvHnz/lNs6NMIiqKiIi5fvkxkZCTffvstvr6+yOVy/vSnPwm4tIaGBtnZ2SK4vbS0FC8vL9TV1ZFKpVRWViKXyzEwMGDGjBmC6mZkZERrayunT58WfZnt27dz+vRpjI2NqaiooLa2lkePHmFgYEBVVRVbtmzh008/JSYmBplMRktLC6qqqtTV1eHr60ttba2Q+WdmZgqrQmBgICdOnODJkyfk5+eTlJTEiRMn+Pnnnzlz5gz6+vosWrSIlJQULCwsMDExwdPTU/QawsPDycrKwsfHh0WLFhEWFkZ6ejoymYyqqirkcjn+/v7Ex8ejp6dHYmIixcXFqKurY2NjI3pPQUFB4roFkJCQwJtvvklNTQ2zZs3i/Pnz+Pv7M3HiRFpaWigsLBSnkKd5P0lJSdy5c4cpU6Zw5coVnnvuOXEafmpHeLpZWVpacvDgQWxtbSkrK6OzsxNfX1+UlZVJSUlhfHyctLQ0li1bxpkzZ3B2dubmzZtcuXKFxMRE5s+fj76+Pn19fbi7u6OpqUl0dDQmJiZER0eTnJyMgYEBHh4eaGlpYWZmxsDAwL+8zn7PDeU3x2hIJBJlIAOoVygU8yQSyQTgHGAIZAHPKBQKuUQiUQdOAr5AO7BCoVBU/Vc/+1+N0XjmmWf46quvqK6uRltbG7lcLnZ+Ozs7BgcHKSwsJDw8XOTQHjp0iG+++YaoqCgkEgl+fn5COl5XV4dUKsXExAR1dXWePHkiTi1z5szh3r17GBsbY2BgwO3bt9HV1WXNmjWUlpbS2tqKo6Mju3fvZs6cOTg4OGBhYSFQACYmJqSlpYkFdO7cOYaGhnjxxRc5dOiQSCI0Nzenvr4eqVRKTU0N3t7e9PT00N3dze7du/nxxx8pLS1l165d/PDDD6xevZonT55QVlaGqampUG6qq6sL7UVFRQWrV69mdHSU9vZ2kYHz9IpgZGRESkoKhoaGgvdiYGDA+Pg4qqqqyGQyXFxc6Onpoaenh9LSUpSVlfn222/ZsmULt27dYuLEifj4+PDdd9/x6aefEhsbS3h4OO+99x4xMTFisaenp5OTk8PMmTMZGRlhdHSUlpYW1NXVeeutt7hw4QJpaWl4eHjQ09PD4OAgly5dYvPmzYKz4u7uzg8//ICvry8BAQG4uLhw8OBBLC0tBd/2/Pnz7N69W6A95XI5dXV1TJ48GXNzcx4/fkxtbS0ymQwjIyOef/55PvroI6ysrBgYGKCnpwdlZWVWrFjB/v37mT17NqOjoyQmJopgeC8vL9577z1Bv8vIyGD16tXcvn0biUSCmpqa4P8ODw+zbt06nJ2d+fLLLzly5AgaGhp0dXUJv9DHH3+MkZERqqqq1NbWYm1tzeTJk/H19eXKlSuYmJgIFIeXlxejo6P/Vgrh/2oxGi8DT/7D673AFwqFYiLQCWz89fsbgU6FQuEIfPHr537XOnjwIK6urujr64ux6uHDh8nOzuabb76hqqqKR48e0d7ejrm5OW+++SY///wzGhoaLF++nNHRUcbHx0VE5tMmaUFBARKJhOTkZGHWKi8vRyaTcenSJRISEvD19eX+/fu0trbi7++PpqYmly9f5siRI0yYMIHc3FyhFr1586ZwoHp4eJCfn09kZCTu7u5kZWUxY8YMPvjgAyQSCV5eXlhZWaGrqyuYJ085Gd988w2qqqrk5eUxNjZGbm4uFy9epLq6GgcHB9H5nzJlCuPj48jlcvr7+/nyyy+ZMmUKSkpKPHr0SDhmS0pKiIiIYOnSpQQFBXH69GnOnDmDk5MT165dIzExkfr6ejZv3syZM2fo6uqioaFBmAfnzp1LTk4OmzZtwsLCgp6eHv72t7/x8OFDAgMDKSsr44svvqCyshKFQkF0dDRGRkbi6hUWFkZmZiYvvPACZWVllJWVUVtby7Rp0xgYGEBLS4tjx47x0Ucf0d7ezpEjR8jMzOTSpUuMjY1hZWWFo6MjO3fupLGxkfLyclJTUxkYGGD16tWUlpZy6tQpBgcHMTc3x9HRkba2NtLS0vD09MTX1xeAx48fs3XrVrZu3UplZSUAXl5e6Ojo8Msvv/Dee++hoaEhGtSampo0Nzfz5MkT0SCtrKzEw8OD1157jZMnTyKRSEhKSkJbW5v29nZefPFFZs+ezfr169m6dSvNzc3i7+fJkydcu3aNF198EXt7e7Zv346FhQWBgYFoa2uzb98+PDw8cHFxYceOHURERNDf3y+Yxf8z67dmG1sBc4Gjv76WADOAi79+5Htg4a9fL/j1Nb++HyH5PXTDv9aXX37J+Pg46urquLm50djYiJKSEvv370dbWxsbGxuR+3L16lVkMhn3798XBrADBw7Q399PWVkZXV1dnDhxggcPHlBQUEBOTg6FhYVMmzYNU1NTLly4gK+vL01NTRw/flz4gwoKCqitreX8+fPEx8fj7e0t0utWrFjBgQMHWLhwIaGhochkMrZu3cpPP/1EcXGxGDG7ublx584dzM3NcXNzE2PZpKQknJ2dgX/AtXV1dTE1NUVbW5v9+/fz+eefExQUhEQi4fPPPyc/Px+JRMKmTZtIT0/Hzs6OoqIipkyZwueff86BAwe4d+8ec+bMITAwECMjI6RSKffv3ycxMZGxsTF27twJwKNHj8S9PyYmhs7OTkE8c3V1JSwsjK6uLt59912cnJxQUVERPaSEhATy8/N59OgRn332GUNDQ0RFRbFw4UJSU1PFRpaamsqZM2d47bXXxIajoaHB6OgoycnJVFdXs2zZMs6dO8fDhw8xNjYmICCAK1euoKSkhL6+PqdOneL111/H3NwcPT09zM3NKS4uZvny5WzduhUvLy9cXV3p7OwUlojOzk5aW1u5efOmcC5nZmaKUC6FQkFNTQ1yuZyHDx+ir6/PpUuXaG1t5fbt20J9a2RkxJQpU1i/fj2Dg4PI5XL09PQE4X9sbIzx8XGCgoI4duwYurq6ZGRkcPv2bWQyGT4+PsyaNQsTExP6+vrw8vLi888/R19fn9u3b+Pn54eOjg6lpaUYGRlRXFzMhQsXePHFF0WkyOTJk1FTU8PKyur3Wlb/cv3WE8qXwOvA+K+vjYAuhUIx+uvrOuBpvqIlUAvw6/vdv37+d6m9e/fS3d3NtWvXKC4u5pVXXsHa2pqOjg7Gx8dxcXHhm2++QUlJCQcHB6ZNm8b9+/cpKysjKiqKiIgIDA0N0dHRoaqqioMHD4qj7PLly5HL5Xh4eKCsrCwS6AIDA7lx4waWlpYsXryYCRMmcPz4cQIDA4WMPi0tDQ0NDaGF0NDQIDc3FwsLCyorK5HJZAQFBZGUlMTLL79MV1cXK1euZN68eURGRlJWVkZLSwtRUVFkZWWRnp6Og4MDvb29bNq0iZaWFvbu3cuGDRtwdHRkw4YNPPvss1hYWGBhYUFmZiYHDhzgxIkTzJo1i6qqKmbOnImNjQ1Tp04lNDSUBw8esHz5cpqbmyksLGTt2rU4ODgQExPD9evX8fX1JTAwkI8//pikpCQRYKWkpERcXByXL19m4sSJxMfHU1FRweeff46BgYFAXz7zzDPo6uri6+vLiRMncHV1FT0iBwcHFi5cyMaNG/Hz8xOISmNjYz766CNUVFREmNfLL7/M+Pg49vb26Orq8uTJE06cOIFUKhXBZ1KpVPQUpkyZQlJSEp2dnURERHDjxg3xb+3o6MDZ2VloUCwtLWlpacHKyorNmzfj5eUFIJr6qqqq+Pj4YGJiwscff8zIyAjh4eEoFApsbW2pqqoC4MGDB/j5+WFtbU1dXR2dnZ2sWLGCgoICRkdHuX79utjAbW1t2bx5MzNmzKC8vBxjY2OUlZXx8/PDwMCAXbt2ce/ePTo7O6mpqSE5OZlJkybh6OiImpoaW7ZsEX0uOzs7Vq9ezdjYGNra2r/XsvqX69/eUCQSyTygRaFQZP7Hb/8/fFTxT7z3H3/uZolEkiGRSDIGBwf/qd/F2tqa2NhYhoaG8Pf3JygoiDt37tDf349CoaCzs5PKykrWrVvHxYsX0dLS4rvvvmPVqlVERkayf/9+ATRqbW1l+/btjI+Pk5yczGuvvUZzczNNTU3Cp1JWVoaJiQkODg5IpVKKi4uRy+VUV1ezYsUKMVL09/fnmWeewcLCgu+++46bN29y8+ZNYmJiKCkpEdyM3NxcVq9ezc2bN+nq6sLV1ZXy8nKysrJwdXWlsbGR6dOns3r1amQyGcPDw8hkMjZs2IC5uTkTJkzg4sWLFBQUEBMTQ0hICNevX+f27dtoaGjwwQcfsHLlSkZGRoRLdWBggPb2dr7//nsWLlyIsbExrq6uHD58mIcPH/Lw4UOOHTtGW1sbb775JhKJhJdffpng4GDGxsbEH/7atWtZsmQJp06doqSkBIlEQlBQEBcvXhQJfgcOHKCnp4etW7eyZMkS0tLSqK2tJTw8nO+//15svE+pccPDw6ioqODj44NCoSA8PJyamhq8vLxoaWnh2rVrDA8PC0B4V1cXsbGxKBQKdHR0OHLkCF1dXZw5cwZHR0eePHnCvn37UFNTQ0lJiZqaGtE0zsnJYe3atWzYsIHo6GjBfykvLychIYFp06YRERFBS0sLFy5cYN++fZw9e5bOzk5UVFRYuXIlt2/fxtHRkcuXL5OXl0dfX59Ii6ytrWXv3r2oq6vj6emJv78/RUVFvPLKK2zatImUlBSuXbuGs7Mzp0+fJjs7m8uXL1NVVcXt27dpa2vDwMAAX19fdu3aRWxsLBoaGty7d4/U1FTefvttDAwMuHr1Knv27CExMZGbN29iZ2f3T62d37t+a1h6jEQiqeIfTdgZ/OPEoi+RSFR+/YwV0PDr13WANcCv7+sBHf/3H6pQKP6uUCj8FAqFn4aGxj/1ixQUFKChocGuXbtYtmwZzc3NaGlpoaysTHJyMlOmTEFVVRV1dXUxuty8eTNGRkZkZGRw4sQJJk6ciK+vL5MnT2bPnj1s3LiRadOmcfDgQdHQfOGFF8TT5amqMT8/HyMjI86fPy8WytMGrIWFBc3NzQICPWXKFMrKysjIyKCnpwdVVVUKCwtJSEhg586d7Ny5E4VCQVNTEzY2Npw7d47Hjx+LK1VOTg5WVlZicXl7e6OhocH8+fMZHR0lNjaWxMRE4uLiWLBgAYGBgdTX13Pq1CnRdLSxseH27dscPHgQZ2dnMjIyMDMz4/Lly1y9epVvvvmGJ0+esHHjRnx9fenq6uKVV14hKSkJ+Acf5mlD9NGjRxQXFwuXtrW1Nbq6unh5eSGVSjl8+DC9vb24uroyYcIEmpubKSsro7i4mPj4eKFPUVZW5tKlS1y7do29e/eSlJTEqlWrhHQ9MTGRvr4+bGxskMvlfPDBB5SXl1NWVsaGDRvQ1dVl9erVuLi40NHRgVQqpaWlheLiYtasWUNDQ4NAT9rZ2bFv3z4UCoXgxBQWFhIfH8/NmzcJDg5GX18fc3NzOjo6BN5gfHycTZs2sWbNGp5//nmWLFmCvb09R44cwdraWiiyZ86ciYmJCRYWFnh6epKcnMwzzzyDn58fxsbG/PnPf8bFxYW7d++SkpIiolfr6+uJiorC29ubPXv2UFhYyJo1a7hw4QLz58/nb3/7G5cvX+b/Yu+9o6o+13Xta9J7733SJl0EAUFAsaAi2HuJJcUkmhijSdRkubLT40mydCcak6gxlqixF7CgCEgRFKR3pPc2qROknT/W4h3fPufs75xx9tn7+87I/o3hUKcT54A53+f3vs9z3/e1YcMGqqurWblyJW5ubvz+++9UVFQwd+5curq6CA0NRVtbm9WrV//vrut/0/W/XVDGx8f3jo+P24yPjzsAq4GE8fHxdcBDYPk/nrYRuP6PP9/4x9/5x78njP8fSIqZOXPmv4BCLV++nIKCAtauXYuSkhJqamoMDw/T399PZWUl//zP/ywyWufPn09CQgLPnz/n6dOnaGpq8v3333P27FkA0WSb6LqvXLmSGzduEBAQIPAKK1asYGRkhObmZm7evImvry+ZmZk0NDTQ0tLC1atXcXR0JDc3l3Xr1qGiooKDgwN1dXWkpqYSGBhIaGgoNjY2/P7770gkEoyNjVm7di1BQUHs3bsXU1NTRkdH0dbWxtDQkMTERHJzcykuLhYQsOrqavbu3cvBgwexsbHB2NhYgN79/f2xtLTEyMiI2NhY7OzsCAoKIiUlBSsrK9544w0KCwtxdXXFyMiIb775hi+++ILg4GBUVVUZGhoSaNLm5mbu37+PVCqlo6OD9PR05syZQ0ZGBr/99hsWFhYieWzz5s1CJi+VSnF2dubatWvY2tpib2/PwMAAr732GikpKaxatQpXV1fi4+PZvn07165dQy6XA/Duu++irq6OsbExfn5+nD9/nuPHj2NoaMjZs2dF7szXX3+Nt7e3GPP6+fmhqqoqgGoNDQ309/fj6enJpEmTRF/jm2++QV1dHV9fX3JycmhqaiI5OZmlS5fS3t7O+vXrSUpKEt//qlWrBGbV29ubyMhIurq6RGxlcXGxKLbr168nPT2d7OxsOjo62L9/v+hBOTg4sGXLFuzs7MR4uKCggNOnTxMVFcXevXvZtm0bN2/eJDIykvr6epKSkpg8eTK9vb0CyRIREQH8nS09PDyMs7MzX3zxhfgc/0de/x5u4w+AdyUSSQV/75Ec/8fjxwHjfzz+LrDn/8SL1dTUoKqqyuzZswkLC2PNmjVoaGjwl7/8haqqKqKiomhpacHCwgIlJSV6e3uJjY1FTU2Ne/fucejQIaZNm0ZQUBBdXV04ODhw+/ZtIiIiePvtt2lubhaLanBwEIVCwYULF3BxceHatWs0NjaK49UEN8fS0lIkvEkkEhGyU1NTw+rVq4Vqd+7cudy+fZuqqipGR0eRyWQCfD5v3jyUlZVJT08nNTWV7Oxs2traaG5uJiwsjPr6ejESzc7O5s0332R4eJjbt29TVlbGs2fPMDExEdL90tJS4uLiiI+P55dffuHNN98UbuOQkBD09PRQKBTo6enh6OjI+vXruXXrFkVFRcjlcgGpmjlzJl999RUFBQUsX76c9PR0qqurcXJyQi6XC+dtVlYWly5dwtbWlpaWFk6ePMnXX3+Np6cnT548YWBggMbGRj777DNsbGy4du0a169fx93dnfnz5+Pu7k5SUhLz5s3jxo0b1NbW0traSl9fHyEhIcTGxhIbG4u1tTXj4+M4ODgwa9Ys7O3tcXR0pLW1FSMjI7Ky/n4iT05Oxs/Pj3nz5rF8+XKuXr2Kvr4+kZGR2Nvbc+fOHdLT05k6dSp2dnb09/cLuJeVlRUWFhbs378fCwsLPDw8CA0NxcPDQ2QOx8XFMT4+TnZ2No8ePSIgIAAVFRVqamp49dVXAejv78fGxoampiays7P55ZdfOHr0KE1NTaSmpgqBm4ODA/Hx8Tg4OPD++++Tnp5ObGwsIyMjGBkZUVBQIFTXFy9epKqqCoVCQVZWFvHx8RgbGwuV9n/09W/Wofx7Xv8rOpQXL17w/PlzZs2axV/+8hc++eQTLl68yAcffEBaWhptbW1ER0fzww8/YGpqipWVlbgTtra24uTkxOTJk3n48CHd3d3s2bOHffv2iclFSUkJBw8eJDExkQsXLjBnzhzU1NSQSqX87W9/w93dnba2NrS0tPDz86O5uRktLS26urowNzcX6WympqaMj48LeNOqVavYtGkTn376KQkJCYSGhmJsbExCQgKTJk0iKiqK9PR0xsfHRcpXSkoKERERODs7C/CYrq4ucrlcgMPU1dUZHBykp6cHqVQqpP+JiYlUVFQwZ84cWlpa0NDQwMbGhvb2doqKilBSUkJbW5uOjg5KSkowMjJi+vTp6OvrU19fj1Qq5fbt2xw+fJiff/6ZhoYG9uzZQ2NjIxcuXGD+/PlCQ6KlpcWsWbNYv369yHkxMjKisbERLS0t3nnnHTIzM9HW1ubhw4e4urpiZ2cnqIETvYW4uDjRU6qqqsLMzIygoCAR7B0YGEhpaSk6OjrExMTwzTffYGtryyuvvMLPP/+MtbU1g4ODAiPS39/P/PnzuXXrFsrKyiJtb2Jatn79erKyslBTU+PIkSMoKysTEhIiXMsTU0ALCwusra05d+4cxsbGvP7667i4uLBq1SoOHDggfv6ff/45wcHB6Ovrc/78eXbt2sU//dM/MWfOHBYuXMgPP/yAlpYW0dHRNDc309fXR15eHi9evKCtrY358+dTXFzMtGnTaG1tJTY2lpCQEOLi4kQ8xqpVqzh58iQhISEUFRURGhqKvr4+WVlZIs/2f3b9/02H8v/Z9dJLL9Hb28vy5X8/YZ04cYLe3l7kcjmnT5/m2LFjfPDBB8TGxuLu7o5CoSA2NhYjIyORy9nX14eRkRHOzs7ExMRw/Phx3nvvPbFQly5dSkJCAhkZGfz4449ERkaioaGBhYUFCoUCb29v9uzZg4eHBzY2NpSXl+Pk5ISZmRl5eXncv39fBOsYGxvz5MkTVFRUOHLkCF988QU7d+5keHiYgIAAhoaGmDp1KuHh4QC4uLigoaHBxo0bMTAwYNWqVQwPDwu8x+joqDDY7dixAxsbG7S1tXFwcBDQ8AnO8PDwMMrKysDfuc2enp6UlJSgqalJb28vZWVlwlynpaXF0qVL6ejoYHx8HCcnJzo7O/nggw/YvHkzL168YMaMGRw/fpxPPvmE1NRU+vv7RXJ/dnY2Z86c4ZtvvkFVVZWVK1cikUjYtWsXr7zyioheLC8v57XXXhO5uDk5OSgpKXHy5EmhcA0NDUVHR4dff/0VS0tLkpKSSE9PF0LFCdbzhHDt5Zdf5uLFi4SHhxMWFkZHRwfGxsb8+OOPyOVy1q1bh5ubG5MmTaKwsJCoqCj8/f2RyWSYmZnR2dlJeno6e/bsobm5mf7+flavXo2fnx+lpaWimWxpacm5c+d4//338fLy4vTp0xw4cABNTU0Rd2FsbCyO2oGBgcTHxzNnzhwGBgYYGRlh2bJlIv3v66+/prW1lWXLlhEQEMCnn35Ke3u76LdJJBIWLVqEgYEBFhYWTJ06laioKGJjYzEwMMDQ0BBfX1/U1NR49uwZAwMDYijwH3n9Xy+9z8jIoLi4GEtLSxQKBQkJCaxfv57nz58zadIkQkNDyc3NFTwTT09PWlpaKCsrE/keg4ODAouZmJiIVColMTERX19fQbOLjo7m6dOnIhcjNTWVlStX0tvbK5p8qqqqSKVSGhsbsbGxQUtLC3t7e5qamqipqeHhw4dERkbS0dFBQUEBOTk57Ny5kx9++IG8vDykUilPnjwRzcva2lpUVFTIzs5GR0eH0tJScnNzhXHx+vXrxMTEcOfOHdGINjIy4t69e/j6+gpeTFBQELdu3eLp06fIZDLMzc2F6/ePP/5g586dNDc3Y2FhQVNTk9jxmJqaCj9UaGgoJiYmbNmyhfr6ehFD2NXVxeLFi4mMjCQxMZGqqiq++OIL4YQuLi6mvb2dKVOmCGB8XFyc0LxMICgsLS1F/KRMJuPFixdoampiaWlJY2Mj58+fF1jWvXv34u/vz+PHj5k3bx5ntTYEAAAgAElEQVSPHz+mubmZwsJCEhMTqa6uRk1NjTt37uDj44Ofnx9lZWVkZWWJpLy8vDxcXFxQVlbmb3/7Gz4+PqxatYqBgQGys7MJCQnB2dmZuro6XFxcqK6upri4mKysLJFf8s0339DZ2cm9e/fw8vKira0NExMTPDw8RG5LR0cHDg4OSKVSvvvuOwYGBrCzsxOJa/fu3UNFRUXkzEzoourq6hgZGWHu3Ln09fVRWlrK2bNnRc5vc3Mz2tradHd34+7uzvj4OG5ubmhqanL//n18fX1JS0vD3Nyc1tbW/9ka+k8vzyeffMK8efN46aWXmD59OmlpadTW1rJ//376+/uFSevx48dERkZy7949Vq1aha+vL3/9619xcnLC29sbbW1trK2t8fDw4N69e7z88svU1NTg7OyMm5sb8fHxDA4O8ujRI5FfUVFRweLFi4VKdOPGjQwNDfH48WOioqLw9PSkuLhY6FH6+/tFL6akpAQtLS327dtHRUUFq1atoqqqirKyMm7evMlrr73G0NAQGhoajI6OCr2HhoYG9fX12NvbC/fsoUOHRN9BJpMJu/sEruLWrVs0NDRgY2PDtGnTCAwMZPr06SQkJNDY2EhAQADLly8XrGBLS0sxDs7IyEAqlfLJJ5+QkpLCmjVr+OWXX+jt7RXJbAqFQuSknjx5koCAAEHu09PTQyKRYG9vT0ZGBi9evODo0aNUVlZy7do1fH19sbCwEBiRM2fO8NJLL4kpTHR0tDA/ymQybG1tuX79Oh9//DFffPGFMCBWVFTg7u6OsrIy1dXVqKioYGVlxd27d5k+fbq4ocybN4+wsDAWL15MX1+f4ChPnjwZX19fVq9ezYwZMwT1cevWrXz00Uf8+OOPdHZ2UlpaKsKYlJSUGB4extvbW3CdBgcHyczMJC8vTxQSf39/tm/fzrfffsvSpUtZv349OTk57Nu3j7q6OuE1Cw4OxsfHBx0dHbq6utDV1eX58+eMj48THR3N77//zo0bN4iMjKSzs5NVq1YRFRWFTCajoaEBMzMzVqxYwaeffkpYWBhSqRQvLy8xjNDU1Px/BYT9Z0EBgTA4c+YMFRUVmJiYoKury9GjR2lpaSEzM5POzk5u3rwpODNDQ0PcunWLzz//XKBAXVxc6O7uJjw8nMePHyOTyZgxYwYffPABurq61NTUsG3bNlRUVEhLSyM8PBwTExPmzJmDtrY2DQ0NaGpqMm/ePGHPP3HiBJs3bxbncIlEwrvvvktHRwd6enqMjY2hpqYm1JIdHR1EREQQFBTEDz/8gI+PD46OjixevJjKykrMzMy4efMm/f39hIWFCau/ubk56urqfPbZZyxdupTQ0FBKS0tJS0sTH8rJkyfT0dFBZWUlN2/eFAFL3d3drFu3joqKCnbv3s2SJUv48ssvCQgIIDg4mMjISMF83rNnD/v37xcak4newddff83WrVu5ceMG2dnZRERE8NVXXwkhV1xcHO+//z5OTk6kpaWxY8cOIZF3dXWlqamJmJgYysrKmD17Nvn5+TQ0NPDOO+9w7Ngx3n77bQYGBrh79y7Z2dliVNvZ2Snuzvr6+iQmJnLq1Cm2bt2KiYkJu3btwtjYmMDAQE6dOoWysjKdnZ0oFArKyspISUkRatoZM2bg5+dHQUEB9fX15OTkiJ3I0qVLRSjUwoULxaIsLy/Hx8eH5uZm3njjDSQSCU5OTgwNDfHqq69y9OhRmpubUVdX58CBA7z55puiNzJ9+nRWrVpFQEAAx48fRyqVMjo6SkNDA3p6ehgYGNDe3i5c342NjTg5OeHv74+Hhwfj4+N4enpy/fp17t+/L0bksbGxrFq1ivLycgAePnzI5MmTyc/PR0dHh+Hh4X91nf1nQQESEhJQUVER0XohISHiTTE3N6esrIzx8XEOHDhASUkJSkpKNDU1oa2tLTJVVVVVCQwMxMrKiq+//lo0Fqurq1FSUmLHjh0MDAxw+/Zt3nzzTUZHR6msrKSoqIjc3FxxPHF2duaDDz7Ax8eH48ePk5qaSmxsLMrKyoSHh3PlyhV+++03TExMhEdFWVmZNWvWUFNTQ2hoKCkpKQwODmJlZYWTkxMHDhygoaEBExMTmpqaWLp0KUNDQ1RXV7NkyRIePHiATCZjfHwcbW1tETR97949tm7dio6ODvr6+lRUVLBy5UpKSkqIjIxELpeTn5/PqlWrqKioEErPWbNmUVtbS1NTExcvXuTJkyfs3LmT6dOnc/LkSRoaGnB2dha85gsXLrB582YGBgbQ09NDSUmJ6upqxsfHxS7MysqKEydO8Ntvv7Fr1y6SkpKYP38+L168QCKRCM50aGgox44dw8PDg48++ohHjx5RXV0tJiXW1tZcvHiRFy9ekJOTIxrK/v7+3LlzB4VCwRtvvMG2bdtYuXIlGRkZmJmZUVdXh0QiEbuy5cuXU1tbS0xMDHl5echkMlJSUqitrUVLS4ukpCTWrl2LlZUVUqmUgoICdHV1GRkZQaFQCAuCXC7n559/RiqVolAouHXrFg8ePBDZvBPSgJKSEiwtLQkNDcXQ0JCKigqamppYsWIFN2/exNXVFS0tLUGhnEjss7Ozw9PTEz8/PyorK5k7dy6dnZ3U1dVhYmLC1atXxXu6adMm1NXVBee5ra2NrKwsAgMDaWtro6mpiRcvXqChofGvrrM/fUFZs2YNg4OD3LhxAy0tLdTV1dHT08Pa2pqWlhY++ugjIRoyNTUV05Lw8HCKiopYvXo1IyMjnD17VpDwJkJrJgJuVFRUGBn5u4PA1tYWJSUlOjo6GBoaIjAwkJGREcLDw1mxYgUFBQVUVFQQHR0tOvrTp08X8noDAwPs7OwYGRlhZGQEU1NTtm3bxtjYGF5eXrzzzjtER0ejoqKCoaEhhoaGdHV1YWpqyowZM4QtPzs7W0w5lixZwueff46joyM+Pj4UFxczNjbG2NgYKSkpIvDnypUrwN8xrK+//jp79+7FwsICY2NjWltbsbe35+eff2b79u3cvn2bqKgozMzMiIyMxMLCgrfeektk2zY0NNDe3k5XVxdRUVE8fPiQrq4uLl26JPjGKSkpVFVVCRGak5MT06ZNQ0VFhdTUVHp6elBXV8fQ0FC8N3V1dUKiP2vWLNLT09m7dy/j4+PExsaK6IWenh6Ki4sxMzMjKSmJ7Oxs7OzsmDNnDvHx8ezbt4++vj5aW1txdXWlq6sLQ0NDNDQ0SE5Opru7m7y8PPr7++no6KCjo4PS0lLa2tqE/+jUqVPU1tZibm6Om5ubmPTZ2NgglUp5/vw5fn5+Yteza9cuwsPDcXZ2xtzcnKysLKysrNDX12fKlCnCi9PZ2cnjx4/Jzs6mv78fFRUVent7kclkGBoakpuby8yZM0lKSmLatGnk5+fj7OwsClZtbS2VlZUsWLCA7u5uampqCA4O5v333yc6OhpPT09qamq4c+eOYCHr6uqyYsUKwSkaHBz8H66zP31BuXTpEubm5qKJ1tLSIrb1E2fQ+fPni/O5hoYGCQkJ9PX1CYDSl19+SWhoKIODg6Snpwvo+QSNztXVlZycHJ48ecKkSZOIj48XOMsJt+rY2N8tTPv27WPLli3C0dvb24uNjQ3q6urk5uZSWloqwoamTJnCrl27yM/PJy4ujvT0dLy9vcnIyBB9lvHxcdzd3fH29mZsbIyhoSFSUlKYOXMm6enpmJmZkZycLPQYE7zl9PR0NDU18fDwIDc3l9zcXAICAujr6yM/Px+pVMqUKVPIzc2lra2NgoIChoaGqKur49GjRxw/fpxffvmFSZMmUVVVJXYQpqammJqaMjIywoIFC9DV1RW7n9LSUuFFmT59Ok5OTkgkEsbHx+np6aGhoYFjx46Jr+/o6EAqlSKXy6mrq8PAwIDGxkbBYX733Xeprq5GKpViYmJCQ0MDY2Nj3L9/Hy8vL9auXYuysjIuLi6Eh4eL5PolS5ZQV1eHj48PP/30Ez4+Ppw8eRILCwssLS2xt7cnJycHExMT4Uo2NjbG3d2d27dvExoaKtTHAQEBImfFy8sLGxsbysrKxM7j6tWrPHv2jJiYGBYsWICfnx8RERGUlpYyefJkDAwM6O3t5cGDBwwODgpxW2dnJ8uWLSMvL4+srCzOnTvH6dOnOXjwoAjFcnBwQE1NDS0tLeLj48nJySEuLo61a9fi6OhIcnIyo6OjTJ48mUuXLhEUFER/fz/h4eFkZGQI06qdnR05OTk4OzszNjZGX1/fv5qV8qcvKGpqauTn5wt4944dO0hNTeXFixdYW1szMDDAjRs3sLGxwdTUFBcXF9TV1YmOjubatWt0dnbi7+8vRrATDT07OzsqKiqIiooSEnhfX1+ysrKIiIhAS0uLy5cvU1NTg6GhISoqKrz11lucO3eOkydPUlVVJdi0ZWVlok8yAdg2NTVFT09P5G4MDAzw4YcfoqOjg729PcPDwygUCiwsLDh69CgXLlxg+vTpnDhxAi8vLxGA7O7ujqmpKSUlJbi6utLe3i5ya3t7e3FwcMDNzQ09PT3Ky8sJCwvDy8sLgJycHMzNzXny5AkNDQ14eHggk8kwNTUVKtqAgAAaGxvF8xwcHEQxtra25qeffiIvL49XX30ViURCWVmZoCM+fvwYLS0tIiMjRaBTWFgYqampxMTE8Pz5c8FGkkql9PT0oKmpiUwmIyYmhuvXr9PT08N7773HkSNH8PX1RUtLi6ioKLS1tent7eXJkydIpVKRU5KamsqNGzcICQnh1KlTrFmzhrt372Jvb09SUhJ+fn40NDTg6OhIaGgo165dIzo6mqamJurr69HV1RUFfuI4qaKigqurq9CSWFtbc/r0aTw9PXFwcCA6Olpod3bs2MHkyZPFdO/KlSvMnj2bnJwcSkpKRHPf399fTF2ePXtGWloalpaW6OjosH//fpYvXy7S3woKCnB3d2d0dJRXXnmFR48e0dXVha+vL4sWLRI7oKqqKszNzQWOY3h4GF1dXYyNjf+FatfNzY2Ojo7/4Tr7UxeUjIwMli5dKgqImZkZpqamYmTr4ODAgwcPCAgIoLS0FC8vL2pra9HQ0CApKQldXV1sbW1JTU3F3t4eExMThoaGhA194k2dSCO7fPkyLS0tBAUFiQZrTk4O2trapKSksHXrVgoKCti8eTPt7e0MDAwgl8uZMWMGcrlcbDUn2MITQChVVVWsrKzo6OjgyZMnlJWV8cknn1BXV4dcLmfhwoV4eXkxODhIeHg4fX19BAQE8PXXX7N582aamprIy8vDzc2NwsJClJSUyMzMJCsri0WLFvHpp59y/PhxQkNDRUO5oaGBRYsWcefOHV577TX6+/vFUWnq1KkoKSkxOjpKS0sL7u7uJCcniwjCFStWcPnyZY4dO8bevXuprq4WDB8zMzORUmZpaYmNjQ19fX2CeXz//n22bNlCcHAwn3/+OePj45w4cYLa2lrU1NQIDw/n/PnzIswqKCiIgwcPUlhYiLu7Ox0dHXh7e5OYmEhiYiK7d+8mLy+PpUuXkp+fz+HDh/niiy949uwZd+/eZePGjYyPjxMQEMCOHTu4ePEiEomEgwcPYmBgIMR9BgYGFBUVMWvWLMrLy4mIiODp06ekp6fj5OQkxrAtLS309vayZMkSLl26hJmZGdbW1nR3d3Pt2jXee+895syZQ0lJCe3t7SIAXFNTk5KSEqETmXid+/fvs2jRIpycnGhoaGDhwoUoKSmRnZ1Nfn4+hYWFODs7ExkZSUlJCcbGxujr62NgYICDgwMpKSkCaxoeHs7Y2BgdHR3Y2dnh7OzM8+fPsbKyEpOs/Px8MemZ0CL9N2vqz1tQJkJ8amtrhdt06dKlJCUlUVtbK5SrE0laRUVFtLS0oKuri6mpKR999BFyuZzr16/zxhtvCMre9u3buXXrFlOmTKG3t5e2tjaMjY0xNzfHzMyMBw8e0NfXJ1LglJWVmTVrFhUVFTg6OnLo0CFGRkaQyWQidzYhIQF9fX36+vrQ0NBg5syZhIWFERISQl9fH01NTUyePFnAwdPT06mtrWX16tX8/vvvODg4YGdnx507d0RMweHDhwHEohwZGSEqKoonT54IWffx48eZO3cumzdvpre3l59//pkTJ05QXl5OZmYmLS0tuLm5iVT64OBgWlpaSExMJDg4mP7+fpKSkkTy/9DQEImJiXh6etLd3c3Tp09ZsmQJ1dXV1NTUMDY2RlNTk4CGFRYW0tbWJhCgE+lvR44cITQ0lNdff52zZ8/S1NTE4sWLGR4epru7W4x4ExISmDlzJra2tqSnp6Ourk5hYSHd3d189913bN26FX19fUZGRpDL5axYsYJ58+Yxd+5c2tvbSU9Px9HRUUDcJoh7E2C3vr4+wdzx8vKiqqqKFStW0NjYSEVFBS4uLgQHB3PlyhVMTEwYHh4WGFMTExMiIyOJjY3F1dWV4OBgNm3ahJqaGhs2bOC9997DyspKJNA7ODhQWlrK2rVraWhoYPLkyTx79kwcqUtKSnBwcODo0aNMmjSJtLQ0NDQ0RGj2zJkzRV/Hw8MDOzs7ES+ZlZUlDKMTCJTKyko0NDTo6OigqKgIdXV1Jk2ahI6ODrW1tWhra/936+xPTQ5sa2ujt7dXfMh9fX2prq7Gzc0NGxsb9PX1hQFt+vTpdHR0oK+vT2FhIdHR0Zw5c4adO3eyatUqsRAmvBGXL1+msrKS3NxcTE1NCQkJobOzk5UrV2JhYSGqvYqKChoaGjx+/BhbW1uSk5PR1NSkurqaadOmiQxTVVVVYYN3dXWlrq6OHTt2YGtry5IlS5g2bRq+vr4kJSVx+/Ztbty4gZ+fH2fPnsXR0ZHvv/+e5uZmEhISUFVVJSYmhoaGBo4cOUJqaioLFiwgJCSElJQUbGxsePToEWFhYXz44YfIZDKqqqo4ceIEs2fP5tixY8jlcvz9/Vm6dKlIdP/uu++oqanBwMCAHTt2iJHzRJC3iYkJPT09HDhwQDw+ATVfvHgxra2tpKamcvXqVSorKxkYGMDc3JzAwECcnZ25ffs2np6exMXFMXnyZBFUdPjwYebPn8+ZM2fYvn27UCu3tbWJiMOhoSFh8hsaGmL+/Pls2LCBkZERQVs8c+YM7733nlBEr1ixgvHxcdLS0lBRUSEyMlIgT9vb28nMzMTHxwcVFRXeeecdAXOrra2lqqpKNDNLS0spLS2ls7OTpqYmhoeHhRTh7NmzyGQyNDQ0+PDDD7lx4wZyuRxdXV3Onj3L+fPniYmJoaWlBRUVFZYuXcpvv/2Gr68vZ86c4c033yQsLIz4+HhmzJhBWFgYqqqqPH/+nNmzZxMUFMTz589JS0vj/v37zJw5k8DAQFpbW7l06RJGRkY4OjoyMDDA559/jrq6Onfu3GHKlCnipubn54efnx8hISE8f/4cXV1dnJyc/t3X5/9VO5QdO3YI3cbEOV8mkyGVSgXDt7y8HGdnZyEuGhsbw9TUFCcnJ3R0dES618DAAPHx8SLX1NbWlg0bNpCVlYVcLicsLIxvv/2WW7duIZVKxShuosNva2srzHp5eXmYmpry/vvvc/XqVQoKCkhISGDTpk38/vvvTJkyhaGhIXx8fJBKpWJMaWBgQHJyMo2NjVhaWmJoaEhtbS1RUVEMDg7+izAhdXV1EZdw+/ZtwsLCyM/PF7m3hoaGPHr0iP3791NfX8/AwAA6OjpMmjQJJSUlnj59Snt7u2DRyGQycnJy8Pf3Z2BggIcPH1JdXS1+TeSO5OTkoFAoOHToEDKZjPT0dGbMmEF1dbWQ9L/22msiTV5bW5vIyEh0dHQYHR2lvb1dyMUnvDO6urrMmjWLy5cvY2JigqWlJTKZDAcHB+bMmUNWVhZaWlooKSmJhLUJnYeJiQmvvfYao6Oj6OvrU1ZWxr59+7C3t+fy5ct4e3vT1tYm8nMnvse6ujrU1NRQKBSCgDA6OkpHRwfq6upcunQJCwsLXnnlFT777DPef/99jh07xpQpUygtLRXaoL6+PtLT05k7dy75+fmMjY0JvnNbWxvJycloaGgwNDREUlISFhYWAjinqqrKyMgIN2/eFKHfz54948GDBwQGBuLv7y98OmNjY+jp6TE0NER9fT3Dw8PiZ9jR0YGJiQlZWVnY2NhQUFAgjugTze+UlBTc3NyorKwUMglTU1MePXqEpaXlv1hnf9ojT3l5OUNDQ3R3dzNjxgw6OjoE6GnLli3MnTuXmpoaKisrcXNzw8jIiL1791JXV0dDQwMFBQXizcvMzMTT0xNHR0cUCgVGRkbY2tqioqLClStXGB8fZ+XKlcybN4+CggLWr19PXFwcT548obe3V8QBdnd34+rqSn19PUZGRvT19Ynw4EuXLomUdnt7ex49ekRwcDDq6uooFAoGBgZEYJKqqirTpk0jIiKCb7/9lrS0NKKjo4mLi0NVVRU9PT0MDQ2Fh2iiV6GmpkZCQgJr165leHhYxCKePHkSQ0NDJBIJOjo6TJ06lTlz5nDnzh2+++47fvrpJ7Kzs7GysiIgIABbW1siIyMFyOrWrVsoKSkRERGBh4cHn3zyCQ0NDWzfvp3vv/+e8PBwoqKiqKysREVFhdbWVtatW8eDBw/o7+/n5s2bqKqqYmFhQW5uruDLxMfH4+bmRnFxMXK5nN27dyOVSoW+5s6dOwwPDxMREYGJiYng3vT19dHS0sKJEycwMzMTLmdPT0+uXr2KlZUVUVFRZGVlsWLFCtLT03F3d6e1tZWKigr09fXF1K+zsxN3d3fi4uLYsmULSUlJaGpqMj4+zqFDh9i4cSNZWVkEBATg6+tLUFAQzc3N1NTUIJfLMTAwQC6XI5VKxRHD3Nyc5uZmtm7dKlzbRkZG2NnZ0dbWJo4xWlpaItPY3Nyc1NRUZs+eDUB1dTVRUVHk5eXh7+8vCoeysrIQNV65coWpU6eye/duvv32W2JjY+nq6mL16tX8+uuvwpE8efJkwWSeYEd1dHRga2sr5BAT15+2oDg5OVFRUUF4eDhNTU2Mj4+Tnp6Os7MzZmZmAoIVHR1Neno6urq6JCcni7yTgoICtm/fLrb3mZmZ1NfXi8X64MEDcnJy8PLywtraWqAk7OzsOHfuHC4uLuzevZvAwEB6e3vx8PBgaGiItrY2rK2tsbGxITc3F01NTRobGxkZGRFQbWtra+bPn09paSmqqqrcuXOH1atXk5+fz8DAAFOmTOHAgQNMnTpVQKj6+vrQ0dERRenGjRu0t7djY2MjQOwFBQVs2LCBc+fO4e3tzalTp8jNzWXr1q1YW1tjZ2dHY2Mjjx8/prCwkOXLl3Pw4EEGBgZYtGgRtbW1uLi4UFxcTFtbG9u3b+frr79m9uzZIlLR0dGR5uZm1NTUaG9vF8e3CTjaxI5gYsF1dnYyMjJCREQENTU16OvrU15ezqZNm6itrWX27Nk0NjaKZueEJiM1NRVLS0sWL15Mfn4+EokEOzs7tLW1CQ0N5dKlS1hbW/Pqq68yPj7Os2fPUFdXZ8qUKSxZsoSCggJee+01kpKSxERoQkVtZGQkOEpXrlzB1NSU4OBgUXDPnDkjuEkTVoHy8nJUVFTw9/cnMTGRadOmce7cOV566SUSEhLw9vZGJpOhrq5OTk4OpqamLFq0iOTkZHx8fLCxsaGiogIVFRUxLevt7RUS+wkYOsDt27fZs2cPP/30Ezt37iQxMREbGxuGhobo6elBX18fZ2dnMRmaeB01NTXefvttEhIS8PX1FbiRmpoaIiIiyMnJYWxsjPLycmxtbQH+Oz3Kn7agKCkpCW3CRENzwYIFtLe34+TkxKRJk8jMzKSgoICNGzeSm5vLpEmTUFVVZcqUKaSmprJixQpu375Nd3c3QUFB9PX1kZqaipmZGXPnzhULa+7cuSKB3snJiezsbBYsWMA333xDQ0ODUEX6+/uTn5+PkpISUqkUAwMD4uLikMlkeHp64uzsTHBwME+ePOHYsWMcPXqUlJQUjIyMBCDsyZMnBAUFER4ejq+vr5Cif/rpp/j7+6OkpERDQwN1dXX4+fnh5OQk+D3r1q3j1KlTfPvtt/zxxx+4uLjg5OTE4OAgixcvFkrJ0tJSXFxcmDRpEsPDw0yaNElApl68eIGnpydRUVEsXrwYAwMDrl+/LhzL7u7uAFhZWTE8PExNTQ3e3t7o6OiQmZlJcHAw9fX1FBQUsGfPHpYtW4aHhwdffvklZmZm+Pr6MjIywv3794XeJCoqiu7ubnR1dTl//jwymYzIyEiOHDkiZPk9PT3CB6WlpUV7e7vg5ejq6uLv709lZaVQwebl5fHs2TNycnK4evUqAQEBrFmzhjt37jBr1ixCQ0MZGRlh8eLF6OnpiZDqCdnA6OgowcHB/O1vf2PNmjU4OTlhYWHBlClTBC2xq6uLdevW0dHRIQKuKysr8fPz46OPPsLDwwNDQ0Pmzp1LcnIyK1euFDtMExMToXAuLCzk8ePHjI+P8+TJE7Hj7ujoID8/H39/f/r7+9HW1iY3N5fq6mquX79OREQEenp6lJaWEhoaioGBAaWlpWRlZYmib2dnx8aNG4mLi8Pa2pp79+5haWkp8ln+2yTEP2VBkUql3L17V4C73377bX788Ue0tLQoLS3l+++/R0dHh8HBQezt7Xn27BkLFizAw8MDuVxOeHg4Xl5evHjxgoGBAR4/foxcLic9PR2pVIqtrS01NTXExMTQ2NiIra0tCoWCwcFBurq6AESmrL29vTBpJSQkiLySmpoaampq+OCDD7hx4wa6uro4ODjQ2dlJQEAAbm5uNDc34+fnx6NHj0hOTubzzz+nsrKSuro63N3d2bNnD7dv32bq1Kl0d3djbGxMcXGxSJlTV1ensrISOzs77OzsePbsGcbGxri4uPDpp5+yfv16mpqaUFFRYXBwkKtXr+Lt7Y2DgwMeHh6kpKSgoaFBRkYGq1atwsjICAMDA2pqanj//feZM2cOCQkJbO/jaqQAACAASURBVNmyhfDwcM6cOcPcuXOpr6+ntbWVqVOnUlpairOzMyUlJXR2duLr64uvry+5ubmcOnWK/Px8kpOTmT59Oj09PdTW1vL666/j6elJSkoKZmZmaGtr8/HHH7NhwwbOnz9PY2Mje/fuRSaToaenh7a2NomJieLub2ZmhpubG21tbejo6NDc3Ex7ezszZ85ES0uLO3fuIJfLefbsGdOmTaOoqIjJkyezd+9efv75Z8rLy2loaOD69evo6+vzww8/4O7uzr1791BTUyMiIgJfX19qampYuXIlV65cwdHRERMTE3bv3k1SUpJwBefl5dHb28uCBQuIjY1l9erVHD9+nLVr11JSUiKEhw0NDcjlcnp7e3F1dSUlJYXg4GCUlJSYO3euENqpqqqioqLCt99+y+bNm3n8+DGamprU19dz9epV5s2bJwSDdXV1Qsbf3NxMbGys8KLV1NQQHh5Od3c3V65coa6ujpiYGOzs7HB3dyc3NxctLS2ho5q4/pQFxdHRERUVFXbt2sWHH37Ir7/+ipubG/fu3cPNzQ1vb2+Cg4NJSUlh9uzZNDQ0kJ+fT2pqKvX19ZSUlLBq1Sp0dHQwMjJCLpeL87CxsTF9fX2Mj49jY2PD8+fPCQkJYWhoCG1tbaGuffz4MX5+fiJcWVtbG21tbdTU1ASwe8qUKSL4aELn4O3tTWFhoUhi19bWJjo6mtDQUC5evMi2bdvEseONN95AS0tLBB+3t7dz7949MjMz8fPzIzMzk7CwMDQ1Nfn444/x8PCgp6eHoaEhDhw4QFxcHFOnTmXNmjXs3r2bqKgo0VQuKChAR0eH1tZW/Pz8aGlpQU1NjbS0NHp7e+np6cHCwoI333wTLS0tjh49yrFjx/gv/+W/sHnzZoaHh3F0dKS7uxsTExMyMjIETN7ExAQNDQ127drF5MmTGR0d5cWLF+jq6tLa2sqxY8dobm5GWVlZ6HC++uorfvjhBzQ1NXn55ZcxMzPDw8ODS5cuoaamRnV1NbW1tWzdupWAgACuX7+Ok5OTkAU4OzszNDRERESEEOLJZDIcHR0ZHh5mbGyMnTt38umnn4qkNxUVFfr7+5ky5e95QnZ2dmRkZODj48Ovv/6KQqEQbt1Tp04xNDTEokWL2Lp1K1lZWTQ1NQkxYnFxMVpaWnh5ebFt2zbi4+NFuLaVlRXOzs5ERESQlZVFUFAQABYWFgwPD/P5558zf/58pFIp/f39XLhwgaioKKHAncgqnjFjBurq6ri4uDA8PExMTAwbNmzg4MGD7Ny5k5ycHOEWt7a2FjcTY2Njvv32W44dO4arqytyuRxVVVVGR0dZsGABdXV1Yp39KQvKRFq9k5OTwGx2dXXR3t6OTCZjdHRUcGYOHDjAW2+9RVlZmSDSqaur88UXX2Bubk56ejpGRkYMDw+zYMECSkpKmDFjBo8ePcLFxYWBgQFx5y8rK6OiokL4UfLz83F0dBRiJWNjY5FJsnTpUuLj44VOZfHixQwMDFBcXExmZiZubm6kpqYyPDxMbW0tp0+fpq6ujtraWgoKCqiqqhJS/aCgIMrLy6msrMTb25upU6eioqLC+Pi4UEAqFAqWLVtGZWUljY2NNDc3I5fLWbt2LatXr0ZZWZno6Giqqqqwt7cXCWS5ubmsXr2atrY2nj59iomJCU5OTlRVVfHDDz+IaUZISAhPnz5l6dKlVFdXi2nTRMK9hYUF/v7+pKen09HRQUZGBkNDQ+Tm5tLZ2cmZM2eIjo5GLpfT1tbGsmXLePbsGXl5eQQFBaGrq0tZWRkbNmygtrYWHR0dKisrcXd3JycnB5lMJnpAN2/exMLCArlcTkdHByEhISQmJmJlZUVxcTFTpkyhsLCQ+fPn8/vvv/PixQtxrGtsbGTjxo2cOXMGa2trurq6KCoqYtq0aSQmJhIYGEhhYSEbNmzAwsKCmpoaLly4QGVlJS+99JLwNM2bNw9jY2OysrIwNjamvb2d7u5uLl68SHd3Nzk5Oejo6DA+Pk5cXBxGRkYcOnSI1atXC8aPsrIyAQEBIry8qKiI3t5erK2txXTv119/ZevWreTk5ODt7c3AwAADAwM8efKEtLQ0FAoFXV1dAk6vo6ODpaUlampqqKur09TURHV1NTdv3kShUNDa2ipElnp6eri6ugpXMvxJC8rg4CDBwcEoKyvzl7/8hSNHjnDt2jXy8vLw9fUlPj6eyspKrK2tUVZWZu7cuXh6evLrr79iYWEhzqlJSUm4u7vT29tLXl4emzZtYmBggIKCAkxMTASTuKqqCldXV9LS0gTTpaysjJ6eHgwMDHj+/DnNzc0YGRnx6quvinPy06dP0dHRISEhATU1NVHspk6dyvDwMD4+Pujp6ZGcnMyyZcsIDw9HS0uL3Nxc9u3bx61bt1i/fj3Xrl0TBEBjY2NmzpyJubm5AENNnTqVBw8e4OLiwpo1a3B1deXHH39k1qxZnD9/ns2bNzNnzhxycnJobGwkMDAQR0dHjh8/Tnx8PNHR0RgZGdHb20tBQQEymYyMjAxu3LhBT08Pjx8/prW1VUyUysrK0NfXx9jYmIKCAhwcHETAd2hoqOjpHDt2jNTUVLZt24arqyvXrl3j6tWryGQy1NTUCAoKQiaT0d/fT3l5OVu2bEGhUODu7o6NjQ35+fm8++67Ii1/AhxuZmZGXFwcTU1NLF++HEdHRyG+8/PzY2RkBDc3Ny5cuCDCxJubm0lJScHFxYWgoCAhKsvMzBTUAjMzM54+fco777yDQqGgv7+fgoICgoODiYmJEZGPlpaWjI6OkpaWhra2Np2dnaioqIjimJaWxowZMzAxMaGmpoYvvviCBw8e8Nlnn/HHH39QUVHB6tWrKSgooKOjg99//539+/fj5ubGlStXmDFjBj09PbS2tjJ9+nTBJ2pqasLa2prHjx+jpKSEuro65eXlNDU1sXDhQhFNoKyszMOHD3n06BEWFhaEhIQwffp0zM3N0dbWZubMmTQ0NAit0P+zMfunKyh9fX1iq2tlZcWXX37JgwcPsLe3R0VFBblcjpubG62trSgpKWFpacnRo0d5/vw5BQUFLFy4kLGxMQwMDDh9+jSOjo4MDQ3h7u7OrVu3WLhwIZmZmaxbt46WlhaampqIi4vjxYsXqKqqEh4eztOnT3FxcRE28rCwMNzc3DA1NaW9vR0zMzPc3d2pr69HoVCgrq6Og4MD//RP/8TGjRsxNTUlLS2NsbExkpKSqKysRCqVCvDT3bt32bRpE/n5+eTk5LBy5UqKioqEArK2tla4a2NjY3n27Blr1qwRjd3p06dz7Ngxamtrxd1TX18fe3t7Ojo6UFJS4vz582hpafHVV1+RmZnJtWvXuHPnDteuXWPp0qXo6upSWFhIcHAwcrkcHR0d2tvb8fDwYGRkhNTUVNLS0oiMjERJSUlMm2xsbGhsbMTFxYWamhpmzJhBV1eXCKuWyWTk5+fT1tYmjiITk4iJI8gEG0lZWZn4+HhWrlwpyAKWlpa88cYbjI6OkpiYiIuLC319fbz00ks8fPiQoKAgSktLUSgUbNiwgaamJrq6uoiJiSEgIID8/HyuXbsmwGpOTk64u7tjYWGBra0td+/eRVtbW5j5mpqaUCgUSCQSVFVVcXZ2pqysDBMTE6ZOnSrG/FpaWsTExHD69Gl8fHy4e/euMOMpFAru3r1LeXk5ISEhmJmZoaqqSnl5OUpKf9eTTtghHj58iKGhIY2Njbz88svcuHGDZcuWUVRURE5OjmgaTySznT9/npKSEqRSKampqbS0tIgYD0dHRzw9Pens7ERfX5/x8XHKyso4duwYc+fOFTvJkZER9PX1gT9hQdHQ0MDV1RUzMzMKCwtpbGxEoVBQVVUlog5bW1uZM2cObW1tZGdno6uri5+fH4sXL+by5ctMmjSJoaEhOjo6+OqrrwgMDBRp9kpKSgwNDQk7uZWVFRoaGshkMgICAgSUq6qqiiNHjnD79m26urpQV1cH4JVXXhEkuonilp6ejo6OjoBLlZSUsHDhQiwtLXF3d2fdunUoFApRiKRSKefOnSMrK4vKykrCwsIAUFVV5aWXXmLjxo3CF/Tuu+8ilUqFkG8ibS0mJobCwkJGR0eJi4sTugxNTU18fX1xcXFBRUWFw4cPo62tjZKSEgsWLEAul+Pg4IBMJmPfvn24uroyc+ZM+vr6BJp18uTJ+Pn5cfLkSZSVldm4cSOtra3CRq9QKFAoFGLU6ejoSEZGBr/88gsjIyN88MEHIu0tMjKSn376ifDwcAoLC9mxYwcymQyFQkFdXR1z5syht7eXl19+mdHRUe7evcvQ0BBjY2OCenjkyBHCw8MFD9rDw4O2tjbMzMw4fPgwb775JsnJyfj7+wuRnL6+Pp2dnejo6JCamsqmTZvw8PDAyMiImpoaXn75ZVGgCwsLUSgUfPLJJ5iYmODl5UVycjKbNm3i0aNHwjjZ09ODtbU1Pj4+VFdXc+7cOWbPnk1paSlvvfWWsHB0d3eLhS6RSIT3p6ioCBcXF6ZMmYKLiwuHDx9mcHBQ5PpM4GBiYmIYGhoSUoKioiKeP38uCAsTupmKigq8vLy4d+8eFhYWVFdXk5qayoMHD7h9+zbNzc2sXr0aLS0t4T7+0xWUCWC3k5MTs2bN4uDBg8TExCCRSETYzsyZM8VZc3R0VHBptLS0CAgIICEhgYaGBry9vSkvLxeelN7eXoyNjYmOjubIkSOC9TI4OCh8Prm5ubi7uxMYGCgStB4/foyysjIxMTGC5DZz5kwkEgl//etf8fPz48cffxQLKygoiJ6eHgIDA7l7964ocnK5nPLycoyMjFBWVhYYzaCgIEZHR5FIJGhqavLLL79QUFCAoaEhmZmZZGRkiDCgsrIynJ2d+eOPP3jllVe4f/8+mzdvJiMjA2VlZaHGnNBsTAj59u/fj0wmw8jIiJUrV3Lu3DleeeUVMbWasA9oaGiI/3///v20trbS3t5ORUUFlpaWjIyMcPfuXR4+fMjw8DCqqqoMDg7i4OBAR0cHly5dIi8vD09PT7S1tYmNjcXHx4e1a9dy9epVGhsbuXjxIlu2bEEikXD58mWCgoLIzc2lvr6eqqoqxsbGMDQ0JD8/n+HhYUEl7OnpwdjYmPr6epSVlYX3aNKkSTQ1NREdHU1JSQnV1dV4eXnR3t6Ojo4OAwMD4kZVXl5OUVERPT09+Pr6UlxczF//+lcKCgqYPHkyT58+ZXR0FENDQ5SUlIQZ09vbW4gbnZ2dCQwMFH22TZs28d133xEdHc3Vq1eFkG7btm0iGmLfvn18/vnnIqe2qalJHDNHR0dpbW1FR0eHkpISwsLCUFNT4+rVq6SkpDAwMICfnx9KSkoYGRkJm4eenh6pqanY2NgwMDCAra0tnp6elJWV4ePjQ1lZGUZGRqSlpf277FD+rbB0A4lEckkikZRIJJJiiUQSLJFIjCQSSbxEIin/x++G/3iuRCKR/LNEIqmQSCR5EonE73/1dRYtWsSzZ8+orq7m8OHDrFy5kkOHDtHa2kpCQgIXL17kjz/+oKamRvBqJ5K4Hj58yMmTJxkdHcXFxQVVVVUcHR3Jy8v7F9OYwcFB3njjDTEOdHJyYuvWrfz222+MjY2hq6tLY2MjWVlZfPzxx7z77rv4+Pjw5MkTbt26hb+/P5cvXxZmRB8fHw4dOkRtbS0rVqzA39+fpqYmdu/eTXNzMwYGBmRmZmJlZYWOjg7KysocO3aMu3fvUl1dTVHRfyXvvaOqvPP939em9957lY5IkyaoYFDU2E00iUaNOtGYGRNjyjGJnsTMZKIpJhkTW9RYiagYERQUUFE60nuvG5AO0vf9I9nfdc6955zfXWfuumvWyvMPuhcCsvbzfT7l/X69y/jkk08oKCigqamJ1157TRwerq6ueHt7o6+vz/fffy+GtmVlZfT09FBWVsaPP/4oKhVdXV1CQkJobGwkJSVF0MlWrlyJmZmZUJu++uqrjI+P4+3tjbu7O48fP6a1tZV58+YJiX96errAMIaFhZGZmclf//pXJicnCQgIQFNTE2NjYxQUFMTBvW3bNhwcHMTMRO6TWb9+PV1dXZiamhIQEMCNGzcAWLBgAfv27RNs3StXrvDGG28gkUh46aWXuHnzJsXFxXh5eVFRUcHKlSuFX0tXV5dNmzZx7tw5rKysuHXrFr/88gsmJibExcUJin9ISIhwGI+OjoqIlbfeegtDQ0Pi4+MZHx9nenqavXv3ivCw2NhYXn31VaysrNDX1yc5OZmxsTEuXbpEU1OToP///PPPSCQSwVfR09PD09OTHTt2MD4+ztOnTwXHZvv27eTk5AhQdUREBHZ2dvj5+VFfX09PTw8//fSTiBJ5773fIq16enq4cuWKAC5NTU0RExPDsmXLUFZWpq+vj+zsbDo7O0lPT+f7779HT0+PS5cuoaen98/c+v/t9U/l8kgkkjPAA5lMdkIikagAGsAHQI9MJvubRCJ5D9CXyWTvSiSSGGAXEAPMBr6RyWSz/6evL8/lkbtO5dGY169f58qVK9y8eZOqqirhrZFT2uVzjRkzZpCVlUVxcTFmZmasWrWK0tJSVFRUkEqlmJub09/fz9TUFJs3b+abb74hNjaWY8eOiQ1BbGwsLi4uQhF58uRJ3NzcGB4eJigoSOgfqqurmTlzJiMjIyxZsoTm5mZKS0uxsLAgJCQEMzMzzp8/j7+/P8bGxtTV1YkndnV1NVVVVVhbWzM8PIyNjY2gssXHxws0g1wZ2tvbi6urKy0tLWJzMj09zejoqIiCkA/zTE1NhX+muroaDw8PJBIJDQ0NZGVl0dTUxLZt26ioqGDHjh289957Qrdx+/ZtzM3NuXXrFt7e3gBs2bKFPXv2sG3bNg4fPixmIL6+voyPj2Nvb8+aNWtYsWIF4eHhHDt2jG+//ZZ79+4xOjqKk5MTmZmZWFpaEhkZSUdHB1VVVezatUts2o4ePSpuQHlMqru7OwC9vb2kp6cTEBBAQEAA7e3tFBYWilbA398fHR0dmpqa6Ovr48MPPxSzGEtLS1RVVQXVXs6f0dPT49y5c7z44ouoqqpSWVlJY2Mjg4ODLFmyhMHBQfT19ZmamiIhIYFFixbR2toq3mtLly7l5s2bREVFkZubi5qaGj/99BPLly8HYNWqVdy5c0ccUJqamsL1vH79eg4cOICPjw8FBQXY2tpiaWnJ2NgYHR0dok28du0agYGBzJkzh/v37zM2NkZnZyehoaFMTExw9epVXn/9derq6lBTUxMPrdjYWAGVcnV1xc3NjczMTAABCPuXyOWRSCQ6QDi/JwPKZLJxmUzWBywDzvz+aWeA5b//eRlwVvbblclvGcjm/L+47t+/z9DQEEZGRujp6REaGsqtW7c4cOCAKPXOnTtHZmammAV4eHjQ3t7Oe++9x2uvvSbANuPj49y6dYvi4mJMTU1RUVHBycmJzs5OjI2NMTAw4N69e2IIqKysLDJsjh07JsRhOjo6XLx4ERMTE44ePcrq1auZM2eOkJT7+vry9ttvY2trS1dXF8PDwyJmVEtLi6GhIQHKAbCysuL+/fsoKipy7do17O3t+frrrxkcHGTVqlWiJZLT0/Ly8njhhRdIS0tjenpaDGCPHj1KTU0Nvr6+2NrakpKSgpeXF4aGhkIVe/fuXUpKSlBSUhJ8j48++og///nPbNu2jbfeekuU0goKChgaGhIREUFraytXr14lLCxMxI7K1cJxcXEUFRVx4cIF4uPjMTc3Jz4+nm+//Zaamhq0tLSwsLDA3d2defPmYWJiAsDp06cJDg6murqa4uJi7ty5w/r16wkPD6erq0tAqRITExkZGSE4OJiVK1cyMjJCTU0Nampq9PT0YGxsjL6+PvPmzWNoaIihoSGWL1/OiRMn2L17N6dPn6asrAwdHR1WrVqFTCYjLy+PuXPnkpeXJ4Rm+/fvZ2xsjGfPnlFXVyfYL0+ePCEvL48333yTnJwcvL292bFjB3V1dcIykJiYyL179xgcHOSVV15BIpFgYGBAVlYWOTk5REZGoquri7W1tfDnJCcno6amhqOjI8bGxgKtcefOHSoqKli9erWgEzo7O1NUVCSc7evXr+fs2bMoKCjg5OTExx9/zPj4OPr6+oSEhNDX18fatWuxtbWloqKCxMRE/Pz8sLa2ZtasWf/bW/9/vP7XFYpEIvEBjgFlwEwgD/gz0CqTyfT+w+f1ymQyfYlEchP4m0wme/j763eBd2UyWe5/9z1MTU1lBw4c4ODBg7i6uuLk5ERUVBTnz59namqKlStXkpWVRVdXF1euXGHTpk1MTk4SFhaGs7MzNTU1PH78WIjT5s+fT15eHi0tLTx69Ah3d3fc3d0FYc3BwYHm5mbs7e1xcXHh6NGjpKSkCEFRRESEUCaamZmxfv16rly5wmuvvcbp06dFjsysWbM4cuQIL774Ij4+PhQXF2NlZcXNmzdFkpt8GCyVShkeHubTTz/lH//4B+rq6pw9e5Zdu3bh6urKyZMn8fT0pKamhjlz5mBoaIiJiQk3b95kfHxcgHcKCwtFZIerqyuamprcu3ePOXPm8M0337BkyRLs7OzIzMwUkvGNGzeSn59PWloa+vr6fP311+zatYs9e/aQlJTEjBkz6Onpoampib/+9a+UlJRw7NgxVFVVyc7O5p133uH69esUFhbi4eGBrq6u8MecO3cOXV1dBgYGCA4OZmpqinv37hEdHS3yfxISElBWVubVV18lPDycvr4+bG1tuXr1KrW1tTg4OHDu3DmioqJYvny5cPNmZGTg6elJVFSUqLaGh4eF10uOcHz06BEFBQUEBQXR29vLRx99hJWVFfv27UNbWxtVVVUaGxvZtGkTdnZ2vPfee4yPjxMUFMTU1BRKSkrU19dTWlpKWFgYOjo6Qjujr68vIlAVFBTQ19fn2rVrIkf55MmTREREEB4ejr29Pe7u7nzzzTcYGBjw7NkzysvLUVdXZ/bs2YyNjaGtrU1CQgKamppUVFSgq6uLm5sbOTk5Ajg+NTXFsmXLGBsbQ0NDg76+PlRVVdm6dStRUVHMmDGDx48fI5FI8PX1FZEgL774Ij/++CPPP/88UqmUjz/+WJghFy5c+K9RoQBKgC9wVCaTzQKG+Z/ziiX/xWv/j9NMIpFsk0gkuRKJJPfZs2ecOXOGzZs3o6qqKkRVjo6OyGQyzp07h6mpKbt27RLbBCsrK/T09IRBLTo6moiICKytrSkvL6ehoQFjY2N2794tNhdKSkqCm1JfX8/AwABxcXGi1Ny8eTNjY2O4uLigrq7O3r176ejo4PLly3h4eAgDWkBAAMePH6e0tJQPP/yQp0+fEh8fj5aWFnfu3BH5xCoqKsKL5OvrS39/P6+//jqKioqYmppy+PBhjh49SlFREYcPHxYxC0VFRaSmpvL06VMWL14s8H4PHjxgy5YtXL9+neeff55Hjx7x7rvv4uLiwvXr18WK28LCgq+//lqI+TIyMlBQUMDf35+lS5dy/vx53n33XQFHqq+vx87Oju7ubj799FMyMjIYGhpCSUkJTU1NTp06RUNDA3PmzMHc3BxLS0ucnJyQSqUsWLCAwsJCIiIixIzigw8+QCKRcObMGdLS0nBwcOCNN97g6tWrPHz4kK+++oqMjAx6enqwt7fHwMBAMGkePXrEr7/+ioWFBe3t7Tg4ODBr1iwSEhIEUjMtLQ1zc3P09PR49dVX0dTU5Pjx4wQHBzN37lyuXbvGzp07cXFxYWJigvr6esLCwmhpaeHf//3fCQ8Pp62tDRsbG06dOoWpqSkNDQ24uLhw6NAhIiIiGBsbQ1dXl4qKCpycnLC0tBQiSbm+SF51mZqa8uzZM7777jsBqJIHsu3Zswc1NTUGBwd5+PAhN27cQEdHh/nz57N8+XLU1NQEVVA+6DUyMqK6upqkpCRKS0sFpGvTpk289NJL9Pb24uTkhIaGBhKJhNzcXHp6ejhz5gwymUxEb8ydO5e9e/cSFBT0T9z+//X1zxwoLUCLTCbL+v3vV/jtgJHKW5nfP3b+h8+3/g//3gpo+79/UZlMdkwmk/nLZDJ/dXV1vvjiCxYsWCCyX9XU1FBWVmbWrFnMnz+frKws0tLSSE9PJzw8nIGBAX755Rfu3r1LVVUVly9f5vz58zx69EhEXjY0NAjBVXx8vEisV1BQwMPDQ4SAFRQUkJSUhIODAzKZjF9++QVdXV0OHz5MeHg4ISEhdHZ2Cl9JY2MjGzduREVFhcrKSgGl7urqwt3dnd27dzM8PIybmxuenp4C2DNjxgwMDAwwNDSkrKxMKD8fP35McnIyzc3NPH36lM7OThYuXMivv/7K2rVrGRsbY8uWLSxbtox9+/ahp6fHO++8Q3d3N4sWLeKXX34hJiYGLS0t1NTU+Oijj7C2tubRo0c4OTnR29vL2rVr6e3tFTqSvr4+kpOT2bBhAxUVFWRmZuLk5ARAaWkpampq4smmp6dHRkYGT548wd/fH0VFRbKzs5HJZKL9dHJyErDtuLg4enp6CA0NxcrKCgMDA8rKyoiJiaGhoYEPPvhA8F/Ly8vFdmn27NlkZ2fz+uuv097eztDQkGCAyKsJbW1tQkJC6Ojo4O7du3z++edIpVKuXr3K9PQ03377Lc3NzWzZsgVXV1fmz5/PggULqKmpQUVFhd7eXqytrYmOjiY3N5djx45x7949nJycUFVVJTQ0lHPnzlFRUSFmbnl5eezdu5eCggKKi4tZtmwZH374IVFRUdTW1vLkyRPq6upYvXq1GOAPDQ0xe/ZsUlJSxLB//vz5ODg4oKmpyfT0NAUFBaioqDB37lw6OjqwtbWlrq5OLA/kFL6mpiaqqqooKCgQD6OOjg5cXV2RyWSCVDg9PY2NjY1g+VRWVqKoqMjAwMA/cfv/19f/+kCRyWQdQLNEInH5/aVIfmt/bgAbf39tIxD/+59vQ6bReQAAIABJREFUABt+3/YEAf0ymaz9//R95syZI7Ym69ev59KlS9TX11NQUMDY2Bj+/v4MDw+zfPlyUlJSKC0tpaOjg/LycrS0tHB1dRVqVDU1NebMmSMQeWvXrhXDVgsLC65du0ZoaCiHDh3C39+fqKgoMjIyCAkJYXh4mM7OTjIzMwWrorq6WqxWg4KC6Onpoba2loqKCjFMm56eRl1dHSsrKwYHB2loaCAxMZE7d+7Q0NCAs7MzN27c4ODBgxgZGZGQkMDp06fJz89n37591NTUYGBgwOrVq9mxYweFhYUYGBgIf8jFixfJzc0lKCiIkJAQwTK1sLAgLCyMzz77THBEV6xYwZYtWwTgOyQkhPPnz7Ny5UoKCwvJzc0lJSWFwMBAvL29kUgkREZGkpWVhZeXF99++y0AVVVVnDlzhtTUVJYuXcquXbu4efMm5ubmFBYWihaxt7eX8vJywe1wdXWlra2N1tZWzMzMBMkMQE9PD6lUyqVLl9i4cSMdHR2cOHGCU6dO0dbWxpEjRygvL2d4eJiAgABBtHN3d8fX1xddXV2ePn1Kc3MzJSUleHt7o6ioKLxW+/fvZ86cOdy5c0cM36uqqigsLKSiogJNTU0uX76MnZ0dVlZW1NbW4u/vz6+//oqRkRGxsbHCgPf666+TlpbGmjVreOGFFwTvtr6+nvb2dkZGRggJCWHnzp3MnTuXnp4erl69Knw/g4ODaGtr8/LLLwsER0FBgcAm3Lx5k+joaOzs7Fi6dCktLS34+Pjw1Vdfce3aNZycnERkrKGhIe7u7hQVFfH48WO2b98uYFX+/v4oKSnR0dHB1NQU/f397NmzhwULFvDll18SEBDwv739/9vrn93y+AAnABWgDtjEb4dULGADNAFrZDJZj0QikQDfAQuBEWDT/zQ/gd9mKBoaGrz99ttUVlbS0dGBsbExv/76K2FhYdTU1ODj4yOeZAUFBYyPjwO/wZief/55nj17xsTEBLW1taLEy8zMxMHBAWNjYyYmJoQ3w8PDg3nz5lFfX8/KlSu5cOECJ0+eZPPmzWRlZaGsrEx3dzempqasXr2aL7/8El1dXdEWyK3hy5Ytw8bGhl9++YUDBw5w6dIlcnJyWLFiBfn5+SLVzcPDg/DwcPbv34+Pj4/AFMhDvVpbW3n69CnZ2dnExMQwMjJCR0cHbm5uFBcXM3fuXJqamoQGxtXVlYGBASorK0X6nNzUqKmpSUFBATY2NhgZGWFsbMz4+DiamppUVVWxdu1aBgYGGBgYQElJibt374oI07y8PHFzVldXk5aWxs8//0xubu5/UocODAzg6OjI4OAghYWFGBkZ0dfXh5WVFSdPnkRXV5eysjJ27tzJ4sWLKSkpISoqCgMDA5KTk4VSNyAgQChx5QK869evo6mpiYODA19//TVWVlZ4eHigo6MjlMLGxsZ89913NDU14eDgwOLFi5kzZw6nT58mPj5e3OgnT57kyJEjlJWVMW/ePIyNjXn69CkjIyMMDg6SmpoqCHnd3d1MTU0RFRVFSEgIGhoaot1pamri3r17mJiYEBgYSFVVFd3d3Zw5cwZzc3NOnDjBkSNHiIyMpKioiJqaGmxsbDAxMWHjxo1Ch3L69GkyMzPp7+9neHiYwMBAJiYmsLGxIT8/n7a2NgYGBpg/fz4PHjwQUR2NjY1oamqyefNmdu7cKfK0JRIJfX19PHv2jB07dojfbXV1tXCHKyoqcvPmTSIiIv5lZijIZLInv7cn3jKZbLlMJuuVyWRPZTJZpEwmc/79Y8/vnyuTyWQ7ZTKZo0wm8/o/HSby66OPPuLRo0c8ePAAZWVlLly4wJo1a7h9+7YQtSkqKgqhjnxi7unpiZOTE+7u7kxNTbFkyRKSkpIoLi7m2bNnYhqupaWFoaEhwcHBdHR0kJqaSk5ODu+//z5tbW34+PhgbW3NkSNHePz4MTo6OsTHx3P//n3RIjQ0NDA9Pc2uXbswMzPj0KFDnD17FmNjYz777DMkEgkffvihKJ0/++wzZsyYQW5uLpmZmZw4cYLp6WlcXV3x8PBgx44dDAwM8MILL2BmZsbp06cpLS1FKpXyzTffiMPi9ddfx9raWiTQPXr0iLa2NkpLS5k9ezbx8fE8e/YMW1tb/Pz8BHR7586dbNiwQRgZv/zyS7Kysnjw4AE///yzMBUuXLiQsbExsTFTVlYWvzt5S6Cnp0deXh5dXV2MjY1x9+5dbty4gZGREQDm5uYMDAwQERFBR0cH33zzDa+//joZGRk0NzeTmZlJY2Mj3d3dSKVSdHR0sLOzY2JigqSkJNLT00lNTWVkZIRFixZx+fJlbGxsWLVqlag+5cmCGRkZaGlpERUVhaurKz4+Pnh4eHDu3DkWLVqEr68vmzdv5oMPPqC/v58dO3Zw4cIF7t69S0REBC0tLVRWVvLdd98RGBgohpoTExN89dVXHD58WARu/fDDD9y9e5d58+YJJ/j9+/dRUFAgNDQUW1tbxsbGqKurQ1dXF0dHR2pra4UL+/r161hYWCCRSASWYOvWrWK+8/jxYwYHB4mPj2f27NmkpqZiYWHB9PQ0fX19DA0N4ebmRkhICAcOHGDevHn09vYyOjpKYWEhpaWl6OnpcffuXRobG4UoUlFRER8fH4aGhli1atU/c/v/l9e/vFJWS0uL3NxcNm3ahLa2tjh9VVRUWLZsGfn5+Tx58oTFixdz//59fHx8hKOyvr6euro6BgcHqa+vRyKRsHTpUgwNDXF1daWgoIDExESee+454uPjMTU1FeYwuQkrIiKCwsJCHB0dcXBwIDg4mMLCQk6dOkVERASampqEhoaKqI6BgQHMzc2ZPXs2kZGRDAwM4Orqyt27d3nzzTdZtWoVBw4cYPHixZiamnLr1i0+/fRTVqxYISTxCxYsoKioiJSUFACePn0qCPKRkZGkpaUxOjqKl5cXkZGRSKVSHj16hJ+fn3A1d3V1ERISgq6uLsbGxjx8+BCA6OhoKioqCA0NxdfXl6qqKpE9I/+ZJBIJbW1tjI+PU1BQIJSzY2NjmJiYCCK9VCrl8ePHIoZD7oGZP38+v/76K4aGhqipqdHd3U1fXx8fffQRDx8+RCKRCKl8b28vT548Yd68efT19Yk5QEJCAsHBwSJaNCwsjK+++gpXV1dUVVW5efMmycnJKCoq0tLSItrbmTNnMjU1RWlpKe7u7kxMTODv74+6uroIgZs3bx63b99GXV0dNzc3nJ2diY2NpaOjg9DQUO7du0d+fj4BAQGkpqayefNmtm7dSm5urkgYbGxsZNWqVQL/EBsbS3R0NAcOHGDr1q1oa2tTWFhIUFAQqampzJw5k/Pnz+Pl5UV4eLhIIFBSUuLzzz9HXV2dgYEBbt++TXBwMN3d3aKVf/LkiQBvyauo4uJiIiIiROzr1NQUDQ0NzJo1C3d3d2xtbTE0NCQ5ORl9fX0mJycFAOvatWtMTU3h6Ogo9/b8ayhl//+41q1bh6+vL0eOHCExMRFdXV10dXWxsLBAU1MTb29vdHV1GR0d5U9/+hPr1q0TLI/k5GRGR0cxNDREX18fJycn7t27R2RkpKB+yR2jCxcuZMuWLbS3twvSmnz7c+7cOfT09CguLubq1avMmjWLjz76iIMHD7JixQquX7+OgoIChYWF5OXlAaCrq8u3337LzZs3GRkZwdDQkAsXLuDo6EhMTAxlZWUAuLi4CFOgvr4+Hh4e5OXlYW5uzpIlS+jq6uLgwYNYWFhgYGCAlZUV3t7eKCsr8/rrr1NRUUFubi6LFy/m559/ZseOHcTExFBeXk5jYyN3794VnqHm5mays7MxMTGhsbGR77//XmANFBQUSEtLIzc3l/z8fJqbm3F2duZvf/sbWVlZjI6OMjU1hYKCAidOnEBRUVFI0z/77DMGBgaYNWsW4eHhjIyMcPjwYVRVVWlqagJg+fLlHD58mPnz59PS0oK5uTk7duxg9erVREVFYWFhQV9fHxMTEzQ0NGBhYSEU0SkpKZw4cYLQ0FAeP37MkydPsLOz48MPP2RkZITQ0FB0dHSoqqqit7eX9evXo6WlxfXr13n27Bk9PT3cvXsXLy8vpqamxP+3oKCA/Px8Tp06JaqF7u5uNm3axKNHj0RukLe3N0VFRXz++efC3qGlpcUnn3yCoqKigEIZGBjwyiuv8Omnn3Lz5k0sLS3F0P2rr75i9+7dvPvuu6iqqiKRSHBwcGBwcJCwsDCWLFlCamoqO3fuJCsrS5AGOzo6WLNmDUpKSqirq7N06VLCw8OJjIxERUWFqqoqNDU12b59O1988QUTExPcuHGDlpYWNDQ0xEEvD6aXJyo0Nzdz7Nj/J2fIf7r+pSuUTz75ZP/g4KDYjHR0dGBkZISpqSnT09NkZ2fj7OyMiooKWVlZLFy4kLNnz4oQppqaGuzs7MjNzWXOnDmYmZkxPj7OuXPneP755wkMDKSkpETAmRMSElBVVWV6epq2tjbs7Oz4xz/+wenTp9m7dy8vvvgiLi4u3Lx5Ezc3NxE4FhgYyIMHD8STUiqV4uXlxaJFi4Q3Q1VVlba2Nmpra8nNzaW6upqdO3dSW1vL4cOH2bZtG+bm5jg6OmJgYICZmZmQt8vp/aWlpRgZGbF582ampqa4fPkywcHBeHt7k56ejr+/P+fPn6e1tZVXXnmFxsZGtm7dytDQELGxsejq6jJnzhxmzJhBTk4ONjY2qKuro6GhIbgbM2fOJC4ujpdeeompqSl+/PFHPD09UVFRwc7OjtjYWEJCQuju7iYoKIiCggLa29s5fPgwWVlZtLe3ExwczK1bt8TN8ODBA7FhkceM5ufnU1paytKlS3nw4IGAPsk3PvLNmbm5Oerq6jz//POUl5ezfPlyenp6MDExEU91efi6HHlQUFBAQUGBECvKQ+FHR0cxMzNDTU0NVVVVBgYGBF9EVVWVnTt30t7eTmJioqDjt7a20tTUJBIG3dzc+PXXXykpKeHLL7/khx9+oLm5mbVr1wrGzXvvvSdIfPHx8UIXNDg4yJMnT5g/fz69vb3CwrB582by8/M5e/YsSkpKREVF4eLiQktLiyCrjY2NiYxrc3Nz+vr6cHNzo7+/X7R8qqqqjI2NYWFhwa1bt/Dz80MmkxEcHMyMGTMoKChg+fLlAlgtd2LX1NT8McyBR44c2e/t7Y2NjQ2jo6PU1dWJXtTU1BQjIyMMDQ3R09Pj5s2bYo6Sl5dHaGgofn5+uLu7C62AlpYWiYmJ7Nq1i87OTrKysnjy5AmlpaXY2toyY8YMKioq0NfXF5uknTt3cv78efT09MjPzyciIgIdHR0aGxvp7e3Fz8+PjIwMHBwcBLx5aGgIS0tL+vr6hMT/yZMnqKioiDmJg4MDSUlJyGQywfuIiIjg5MmTqKiokJ2dze7du3n8+DHj4+PU1NRgbGxMdXU1RUVFlJeX88EHH3Do0CH6+/tpbW3FycmJGTNm0NTUhK6uLt7e3mzevJlNmzaJeAYFBQXOnz+Pj48PysrK2NjYcP/+fXJzc3n27BlJSUkEBgYKWf6XX36Jl5cX7e3taGlp4ebmhpubG0pKSiJJ0dDQkKdPn4qhpFQqpba2lqioKCYmJnBxccHLy4s7d+5gampKcXExjx49oqKiAlVVVRG76e/vz8GDB3n++ecJDQ3l9OnTNDQ0EBYWhoeHB3FxcZSXl7Nx40ZmzZolbvTKykpeeeUVDAwMqK+vF5nXOTk5vPrqq5iYmFBYWEhkZCQ9PT08fPiQzz77TMR/TkxMsHbtWuFk7+7uxtPTUxDY5DOk8fFxfvrpJ9ra2jh16pQANlVWVoohqLwNP3bsGCtWrBDplnKhnL+/P+fOnUNZWZnTp08zY8YMkpOTuXr1KqtWrRI2EVtbW2JjYxkYGEAqlWJtbY21tTW9vb1YWFjQ3d0NwODgIFKpFAMDA5SUlMjOzsbKygr4basnRyhoamqSk5NDfX29uBfCw8Pp7u7+47iNv//++/3yxL/R0VFUVFTQ1tZmZGQEb29vsrKyxBNnaGiIpUuXUlVVhaqqKpqammRnZxMWFoatrS3t7e1kZmYSFhaGVCpFX1+fzs5OdHV1RcRmTU0NdXV1+Pr6EhQUhJGREeXl5axduxapVEpnZyfe3t6cP38eV1dXAgIC+Oqrr3jhhRdobGzEzs6Ox48fs379emEt3717twAs9/X1UVRUhKmpKVKplOeee46WlhbGx8fZvn07APn5+YyOjvLw4UPy8/N57733CA4OxsfHB6lUSkZGBlu2bBH4xa6uLqytrUUyYnNzM7NmzaK0tJTk5GTBJ21ra+PKlSusWbOGDRs2UFpaKmJTnZ2dWbBgAW1tbTg4OGBoaMjatWsZHR1FW1ubhoYGwdzQ0dGhuLiYjRs3CvVrfn4+169fJzg4mNTUVBHt6uzsjI6OjtgoaGpq4uzsTF1dHfPmzWPt2rVCht7U1IRMJhP+GltbW06fPs3+/fspLCzkk08+wdXVFXd3d7788kvs7e3529/+Jox7CQkJ1NbWoq6uTkpKCnp6ety5cwddXV1SU1NxdXWlqKiIF154AQBFRUUUFRXFrKyoqIiXXnqJhIQEEZHS1NQkws2Cg4NZsGABhw8f5vjx46SmpuLv74+mpiadnZ34+/uLRL+mpia2bt3K4cOHMTc3R0NDg6KiInp6egR9v66uDkVFRfz9/RkfH8fMzIyIiAgx6xseHqahoUHAooaGhnj27Bn+/v6iKvuP5k85XV+O5WhtbSUrK4vly5dTUlKCTCbjwIEDODg4cOHCBUHB/z0b+o9xoHz99df7lZWVmTlzJqOjo5w5c0YgATs6Onj69CmzZ88WodVyx6mmpibu7u40Njby8OFDioqKKCoqws7OTjxltmzZwocffkhAQABz587F0dGRc+fOMTQ0hLq6OsnJyZibm2NiYiIUlV1dXdjY2NDX10dYWBiNjY0CCzg0NCSqD3Nzc+bOnUt/fz9aWlrcvXuX3NxcbG1thT4iPz+fvr4+oqKi2LdvHzo6OkxNTaGqqkpRURHBwcHMnj2bbdu2sXTpUu7duyciPVpbW7GwsKC+vp7JyUm0tLREddTV1YWbmxuffPIJq1ev5uDBg7z//vvExMSwePFirK2tOX/+PMXFxTg7OyORSMjLy+PixYsYGBigra0t1renTp3CwcEBd3d3wsLCGB4extzcHHNzcy5evChymFesWEFjY6NgvHR0dBAYGEhxcTHl5eV4e3tjbm4uZla5ubmMj48zPj6OkZERq1evFh4oJycnvL29GRgYYGpqitraWurr63F1dcXOzo6Ojg5WrlzJ9PQ0s2fPJi0tTcxvnjx5QkdHBwEBASxZskRI2h0cHITYTz7AvHPnDkFBQSgqKnL58mVcXFyoqqoSw11LS0smJiaEL8bf35+zZ8+yfft2MjIyGBgYwMrKir179yKTyXB2dsbW1pZTp07h4+ODg4MDWlpaFBYWAr8Nw9va2vDz86OlpYXp6Wm2bNnCo0ePSEhIYNmyZTx48ABPT09hWfDx8cHMzIyTJ0/i4OCAhYUFqqqqwhHf2NiIRCIRRP2ioiJu3bolyPly/5WJiYl4z8gFjFZWViQmJrJu3TrOnz//xzhQPvnkk/3h4eFoaWnh7e3N+Pg4MpmM0NBQZs6cKbwV8vS2wMBAent7UVBQ4OHDh3z99ddIJBKSkpLw9fVFVVVVUO4BkVIfGBjI0aNHefXVV4VrNigoiAcPHuDh4UFhYSGxsbG4ubkxOTnJxo0bGRwcxNramqGhIb788kuUlZWFGtfMzAwnJyd6enqYnp7GysoKc3NzCgoKWLZsGTk5Odjb2+Ps7ExLS4uQ1q9Zs4bm5mbGx8dZs2YNwcHBxMXFCSIa/IbClAuxoqKiyMzMJC8vD3t7e8bHxyksLKSkpISdO3eira3NiRMnWLNmDZ9//jnR0dEMDw+zb98+DAwMSEhIQENDA1tbW9GKvPTSS7S3t9PT04ORkRHa2tqYmJiIWUlHRwcLFy5kZGREaGVMTEzw9vZGQUFBMEx1dHTw8vJicnKSJ0+eEBAQwD/+8Q90dHQwNjbmzTffxNvbm7i4OKqrq2lqakJdXZ3W1lbk2qienh6mpqbYvn07SUlJYk3f0tLCmjVryMnJQUdHh7KyMjZs2ICpqangpkokEsbGxqivrycqKor169eTn59PdXU1JSUlODo68uzZM3x9fQkLC2N8fJzi4mKio6NF2l5lZSU2NjZ0dnZia2srRGeGhobIZDJUVFTEwHR4eBhlZWUuXrxISUkJpaWlzJs3j9DQUEZGRvDy8uLGjRt0dnYSHR3N3LlzuXfvHnv37qWlpYWEhAQsLCy4evUq9vb2YmXd2dnJmjVrGBkZwc7Ojr6+Pjw9PUlLS2NsbIwVK1YwNDQkco3mzZuHpaUl69ato6amhv7+fmQyGcbGxkIEqaGhgVQqJTs7m9bWVqqqqv4YB8q+ffv2e3l5ERISQlxcHJs2bcLCwoLi4mKuXbsmsI62trYoKysjlUrR09MjNzeXVatW0drayvnz51m+fDlJSUkiwsDT05PS0lJqamoEoFhePp4+fRoNDQ0UFRXFG1YmkzFv3jySkpJ47rnnaGpqIiEhgYGBAUxMTDA2NiYlJYVt27YRHh5Oeno6U1NTYs6ioqLCX//6VxYuXCik7D/99BMdHR2C0eLo6Ii+vj4aGhpcunSJf/u3f+Pjjz8mJiaGa9euIZVK6evrw8HBAXV1dYyMjPDz8+Pvf/87tra2REREEBMTA0BnZyd1dXXk5OQwZ84c6uvrSUxM5MUXX2RiYoLi4mKqqqoYHh7G3t6esrIyWlpaiImJITs7W0jA5e5luTw8KysLc3NzUlJSGB8fx8fHh9deew07OzuOHj3K4cOH0dTUZM2aNQwMDAjNipGREY8fP+bvf/87PT09wmBXVlaGg4MDU1NT2NraCrLaoUOHMDIywt3dndTUVMrKyvDx8eHEiRNoamoyMjKCi4sLrq6uopU0MTFhdHSUzs5OrKysRJs2MjLCa6+9Rk1NjTjcFRUViYiIYGhoiJ6eHqqrq/H19cXf31+AuGJiYrC2tkYikVBXV8fGjRuF7sTOzo6xsTEsLS05f/487u7uFBYWoqWlxfLly5menhaZyiYmJhQVFZGdnc3evXs5c+YMysrK5OTkoKioSFpaGpOTk2hoaKChoYGSkhLj4+MMDg4yPT2NkZERN2/exM7ODg0NDVpaWsjLy+PcuXNIJBI8PDxoaGhAQUFByBR0dHREWy/PO4bfkiNmzpxJUVERurq6REZGoqmpSWZm5h/jQPn+++/36+jo4OvrK/paExMTQUj39/cX/aZcz6CgoMDg4CCNjY2EhIRgZGREV1eXiPSUD00rKyv505/+xOHDh+np6UFdXR1tbW0RTeDo6Ii1tTVWVlZ8/vnn6Ojo4OnpiYODA11dXejq6qKpqYmfnx8XLlxgyZIlIn/n6dOnGBgY0NHRgaGhIZGRkfj4+PD06VOio6PF5H3x4sW89dZbqKio8MEHH/DnP/8ZPz8/4ddxdnbm119/ZefOnaxYsYIffviBuXPn4uDgQE5Ojqgm5NGXmZmZDA0NYWxsLCIzYmJiGB4eprm5mR07dtDU1ERWVhYTExNoa2vT09ODl5cXtra2GBgYoKuri5mZmXjay3GJK1asYM2aNVhaWjI0NISFhQUpKSnMnDmTN998k5KSEiwtLfHx8eHnn3/Gw8OD7777jsjISJSUlIQ+5/Tp07zxxhuoqKgwODiIvb093d3ddHV1UVFRQXd3N2ZmZoyMjHD//n02bdpEeno6np6ebNy4ES8vL6HY7e3tpbi4WMRjyGQyNDQ0SE1NxdjYGH9/f4KCgnB1df1PGz95guClS5cIDAwUsgOpVIqpqakYCDs6OtLR0UFbW5tIUezo6BAPAKlUKoajra2tmJubc+bMGWJiYrhx4wbXrl3j5ZdfJjMzk3feeYfS0lKWLVvG7du3MTIy4v79+4J9K88LUldXZ+PGjUJfIzeCZmZmkpOTw7x58wgJCSEsLIzg4GDS0tJEK97d3U1rayvKyspi9X7o0CH09fXFqnh0dBSZTIanpyfNzc3ExsYyMjLyxzhQDh48uD8oKIi6ujqsrKywsbEhPT2d4uJijI2NCQ8PR0FBgfv37zNjxgwmJiZwd3envb2dxYsXc+zYMZydnamsrOSFF17g5MmTREdHo6+vz8TEBH5+fuTm5iKRSPDy8uLll1/m9u3b2NraEhgYyNDQED4+PkRGRhIaGkpDQwP5+fksXbqUvLw8Nm/ezA8//MBf/vIX4uPjsba2prW1FVNTU+rq6rC2tiY1NZXq6mp+/vlnent7sbS0RElJiampKdrb2/H09KStrY2ioiKqq6tRV1dncnISHR0dEaPQ1tZGeno6k5OTglqupKSEs7Mzzc3NGBoaIpVKcXR0ZGpqCqlUSnFxMc899xxVVVU8e/aMwMBAZDKZiFg4evQok5OTNDc3I5VKcXZ2prOzU8CnIiIiqKmpQSKRMDExweDgoHA2y6scAwMDDAwMaGpqwsLCgoyMDAoLC1m+fDnGxsY4Ozvj4+NDe3s75ubmtLe3Y2Vlhbq6OoODg0RFRQlKe1RUFDo6OtTW1uLn5yf4tGlpaUxMTLBnzx6mp6dJSEiguroaPz8/UlJSKC8vF+bDuro6Fi1aRGFhIf7+/ly+fFmkHC5YsAArKyveeustLly4wLJly8TKPDk5WfhlYmJiaGpqIiUlBR0dHdLT01m0aBFtbW1UVlaSnp7Ojh07yMvLIzg4mKamJlatWiXyiquqqkS1JU8RlMd6aGhocOrUKd5//336+vpIS0sTuEdbW1s6OjqwsrISERe1tbVoamqSmpoqRIKjo6O0tLRQW1srsJ5z586lrKyMiooKUTXPmjWLtrY2FBQUmJqaYmpqSrSh3t7ewgXv4uJCQUHBH+MxqF0FAAAgAElEQVRAOXz48H45REbehpw5c4bnn3+egoIC1NTUqKqqEmwMNTU1ampqUFRUpKqqitmzZwvvxtjYGNHR0Whra2Nubi4iIcvKyrC3t8fU1JTMzEyCgoKwsLAgNjaWM2fOoKqqSllZGZmZmZibm1NaWipCyrW0tMTaLi8vj4MHD1JUVIREIsHe3l6QxdevXy/ame7ubioqKsRwTu4HCQwM5KWXXqKlpUU8SfT19fHx8eHx48fCw3Px4kWR0ZOVlcWOHTu4d+8ed+7c4S9/+QsjIyPU1tbS39/PxMQErq6uTE5O0tDQQENDA/r6+qirq1NVVSV4u3KfTl1dHa2traJdSE1NxcjIiKdPn1JZWYmdnR2amppYWFgIYr2HhwfHjx/n448/xs3Njdu3bzM8PMzSpUu5desWHh4e3Lhxg66uLgGwXrBgAceOHSM9PZ0lS5bQ3d3N4OCgqALj4uJQUFDg5Zdf5tmzZxQXF6OhocHx48d59913AVBXV8fExIQ9e/bw4MEDFixYgLGxseD0Dg4OMjQ0RFxcHDNmzMDe3p6Ojg5eeukl3nnnHTo7OyksLCQgIABLS0vKysowNTWlpaWFlpYWent7iYiIoL29HalUKkygCxcuFDnOk5OTVFVV0d/fj46OjqiEpqenBQNXHsfywgsvoKCgQH9/P4mJiURGRjJz5kwqKipYtWoVGRkZREdH4+rqyrVr12hqasLNzQ1lZWVmz57N9PS0CBGzsrIiKyuL6elpkZzo4eFBbW0tVlZW4r3l5uZGbW0t8+fPFwhTTU1NkpOTaWtrIygoiJSUFKRS6R/jQPnb3/62f/Hixejp6aGoqEh4eDg9PT1YWloik8nIzs7Gy8sLVVVVsSbV1tbm7NmzvPLKK6SmpqKsrIyRkRFSqVS0Q52dnairq9PX18eGDRtwcnIiKSmJxMRENDU1mZiYwNjYmGfPnrF+/XpUVFQwMzNDWVlZVDfNzc0kJSVhaGhIXV0dgOB4yDcYy5Yto6KiQjhp5RuqnTt38u233zJ37lyRGLhy5UquX7/O+Pg4fn5+YkhoaGiIrq4u3d3dODk5cfz4cfbt28ejR4/Q1tbmyJEjODk5sWbNGn788UdmzpxJVlYWb7/9NqOjo2LT1NLSgoeHBxkZGVhYWGBnZ0d9fT2+vr4kJCTg6OhIbm4uk5OTbNiwgadPn7J06VIhUX/uuee4evWqeIKXlZWJakNVVZWkpCRqa2tJS0sTZXdaWhr29va4ubkxOjrK1atXWbduHcrKylhYWPDkyRNqamp45ZVXuHr1qkgfXLt2Lenp6Vy5coXAwECRVKikpISOjg69vb1ER0cLAdr58+exsLCgqamJGzdu8Oabb/KXv/wFGxsbbt26Jfw4ampqqKioiEhRObdEKpUSFhYm2piEhAQmJiaYNWsWIyMj9Pf309bWhr6+Pvb29uzevZu2tjbWrl3LrVu3UFVVFemM8qAvR0dHQWHLyMigvb1dPLwePnyIkpISZWVlfPjhh9y5cwdjY2OKioqIi4vDzs6OhoYGxsbG2LVrFwkJCSgpKQHw+PFjwUyWC9jk72stLS309fVFEqKbm5toga9evYqzszMmJiZIpVJUVVVZsGABlZWVfxxh28GDB/fLs4m7urrw9fXF1dVVsCRee+01+vv7aW5uFkpECwsLAgIC8PX1xdDQEDMzMxES7e/vL2BIsbGx+Pv709DQIOIXVq1aRWVlJYGBgfz9739nx44dqKiooKKiQn19Pbdu3aK5uZnW1lYWLVqEnZ0d2traJCUlYWRkxLJly/jxxx8xMTERFnN5xTIxMUFfXx+RkZH88MMP2NjYUFVVxYMHD/jTn/7E1atXxXzC2tqa2bNnk5CQQGhoKHZ2dujr65OQkMDbb79NX18f2travPrqq2LNXVhYyNatW8nKysLd3Z34+HgsLS2xs7Ojrq6O4uJivL29GR0dZd++fQwNDaGpqUlJSQkNDQ3MnDmT27dvs2LFCt577z1CQ0Pp6+vj+PHj7Nmzh/r6etatW0dKSooI/bK1taWoqEggIDw9PTl06BAASUlJbNmyRWy00tLSWLhwIdPT04yMjAjgU0REBNevX6e/v5+6ujo0NDQ4d+6cGChfvHgRV1dXenp6WLBgAQYGBuJnUFJSEvoZOQHe2dkZdXV1gc10d3cnKioKIyMj2tvbcXFxoaamhk2bNpGfny8qm8nJST766CNWrFiBgoIC7e3t6OjosHDhQqRSKT4+Pujp6ZGUlMSePXvo7OwkMDBQSAaMjIxITU3l/v37BAcHc/HiRWJiYtDW1mZwcJC+vj5iYmK4f/8+27Ztw9HREQ8PD0xNTdm0aRNaWlps3boVc3NzioqKWLJkCfn5+WzdupXy8nLBnJFT8+URLo6Ojrz55pvEx8eLVfDixYuFY1o+pJYrsB8/fszIyAhhYWE0NDSwceNGfvrppz/GgXLkyJH9U1NT6OrqYmVlhba2NleuXGHPnj20t7dTUlJCd3c3MTExjI+PMzAwQEVFBebm5uTk5DBz5kwqKytRV1dnaGiIBQsWCJt9REQEFhYWFBQU0NrayrZt2zAwMMDBwYHk5GRmz55NVVUVMTExfPfdd9ja2rJw4UIWL14selArKytyc3NFGJRUKmXhwoUMDAyIYeb27dtJTk4WvFgXFxcyMjKEByU6OprPPvsMZ2dnLCwshIy6s7MTIyMjxsfHcXd3p7a2lqSkJNTU1DA0NOTatWsip7mkpAQ/Pz/09PRQUlLCz8+P9PR0ZDIZT58+pbe3Fy0tLebOnSvUxnFxcdy4cYPp6WkWL17M7du3WbdundDryOHR33//PZcuXaKsrAwNDQ1yc3OZMWOGCCDbsGEDqqqq5Obm0t/fT1xcnNiApKSk4OjoiI6ODuPj47i5uTEyMoK6ujpJSUkiy7eiogJ/f3/WrVtHZWUlEomEJUuWCGL7G2+8Ifw7JSUleHp6kp6eLhAIRkZG4neVmppKYmKiwCPeuHEDLS0trKysGB0dRUtLi6KiItauXUtDQwOZmZlIJBIaGxsZGhri9u3bLF26lMTERFRUVOjv78fExITq6mq8vb2ZOXMmqampQqx2//59zM3Nqa2tJSwsDF1dXcrLywUqs66ujpGREebMmSNwlPfu3WNoaEi0MXINUVFRkYjrqKurQ1VVlUWLFtHf309vby+BgYGkpKSgpKQkIN63bt0SG8fm5mZcXFxEmLq+vj7j4+MoKiqKCFe5ZqWgoABlZWXGx8dJTEz8YxwoX3zxxf6AgADc3Nyoq6vD1NSUuLg4DA0Nqa2tJTMzk61bt5KXl0d2djaWlpZoaGjw4MEDNm3aRF9fH1VVVURGRpKdnS0CqTQ0NJgxYwYNDQ3C56Orq0tTUxOVlZWCn1JTU0N9fT27d++mrKxMUNhaWloYGxtjxowZVFVVYWFhQVBQEG1tbUxOTgqi+caNGykqKkIqlbJjxw7hnfDz82NwcFAEXV2+fJl169YJUZncT7R7925RjaWnp2NiYiIOmM7OTsbGxsTMp7S0VLQxhw4d4o033mBqakq4YW1tbcnKyiIjI0NshQ4fPkxDQwOqqqpCTbtixQqamppYvnw5VVVVNDc3Y2JiQmdnpyjlZ8+ezdDQEEFBQdjZ2ZGUlMT27duZmprCxsaGsbExUdU1NDSwYcMGoqOjCQ4O5vjx46irq7N+/XqysrJwcHBg9+7ddHR08P7771NYWMgXX3xBXl4ejY2NzJw5k4cPH7Js2TLRShYUFDBnzhyuXLnCzJkzWbJkicAhvPjii1RXV1NdXY2joyPa2tpi5lVSUiKEf+Xl5djZ2WFra0tjYyP19fXo6ekxPT2Nt7e3QFBqa2tjZGSEr68vRUVFAphkZmaGuro6ERERXLt2DVtbW/Lz81FWVqalpYXh4WFiY2PR1tZmeHgYQLyHR0dHuXPnDmNjYzx8+FDM8MzMzEhLS0NZWZmamhpiYmKIj48nNjZWLCTkD7rQ0FBaWloYGRkhOTmZrVu30tHRwcTEBL29vdTU1IjwNTs7O7q6ulBQUEBPT4+Ojg6xKS0vL6eiouKP4TaWe1T8/PwYGxsjNzeXr7/+WkBnnnvuOUZGRoiKisLW1hZ5e7R582a6urrEmi03NxdTU1NOnjyJgoIC+/fvFyKwpUuX0t3dzc8//0xNTQ0tLS2Ehoaiq6uLpaUlixYtkp/ijI6OYm1tzdKlS6murmbWrFnCJ3Hx4kXGx8epqqoiKCiI1atXMzw8zMjICO+++y4PHz7kwIEDWFlZkZ+fzy+//MKdO3cIDg7G3NwcY2NjzM3NKS8vZ+7cuULC7+TkxNmzZ4mMjGR6elqIsp577jkGBgYYHh7mp59+Ijg4mO+++w4/Pz+2b9/OgwcPGBgYoL6+ntdee42bN2/S1NTEli1bkEqlWFlZ8dlnn5Gbm0tGRgZeXl40NTUJpXF2djZTU1NoaGjQ29tLXFwcJSUlFBcXC8ZGUVERiYmJKCsrk52dTUtLCx0dHUxOTv5f5L13VJTXGrd9UYbOwNA7SEeaVLGhYgM12Fss0RQTW5qactKLyTGaxJOcmMQUE2OJih1EFKWI0pFepUgvQxEYOsz3RzJ7rfO95XvXd8671lkrz1/g4Jjo8+zZ+75/93Xxyy+/CIaJhoYGX3zxBZ999hmq5HNbWxvh4eE8fvyY0tJS3nrrLfz9/bl27RoHDx4UsCd9fX1mzpxJQUEB2traNDQ0kJiYKHgov/zyCxcuXOD27dtoaWkhlUp5+umnaWlpEdPRZWVlQtbe2tpKY2MjN27cAOD48eM8fPiQsLAwHBwc+PDDD4XnycXFhcePHzM2NkZ3dzczZszg22+/pbOzU7BJdHR0REdJU1OT7u5u3NzchDVATU2NiYkJXFxcmDRpEgkJCRgYGDB37lyCg4N5/vnnycjIwMPDQ6AjrKys2LZtG6Wlpfz888+89dZbSKVSrKysKC0tpampib6+PlJSUujt7WXFihUiULh8+XLKysqYNWsWvb294uivVCoxNDSkpqZGSMqeeOKJ/7if5796h/Ldd9+9r7ohx8bGePToEenp6WhpabFo0SIh1SooKECpVHLp0iU2b95MQUEB9fX1Yo6ks7OTkpISNm7cSGlpKfPnz6e4uJiIiAhsbW2xsrLCwMCAsbExjI2Nyc/PF0cXDQ0NTp48yZQpU/D09BTdEg8PD2pqaujv72doaIjJkyczMDBAe3s7H3zwAVZWVhQXFyORSPjhhx9EwvfkyZPMmTNHEMLy8vJYvXo16urq9Pf3k5KSgkwmw93dnfnz55OVlcXkyZPZsGEDfX197Nu3j0uXLvHNN9/Q2dnJ9OnTCQoKoqKigt27d+Ph4cGdO3cwNzcXxyZVnmZ8fBy5XE53dzcaGhrs2rWL4uJi/vnPf+Lv709vby/Z2dkEBweLFqUK7ahUKnn33XcpKCigpqYGU1NTAbI6f/68UMDOmzePmJgYnJycgD+cNNXV1UxMTAhlbGVlJTU1Ndy6dYvVq1dz5coVTExMWLJkCfHx8YyMjJCeno62tjZBQUECJK4qaLu6utLT08O0adOIiooSbBJ1dXXu3btHamqqsEe++uqr3L17F6lUKlSty5cvJyUlBS8vL+zt7dHX10ehUBAUFMRvv/2GRCLB3t6eO3fusHbtWpH1aGtrIzU1lenTp1NbW0tnZyfp6emYmpoikUiwsLCgr6+Pqqoqnn32WTQ0NBgeHkZTU5O2tjZu3brFyy+/TFZWFr29vXR3d3P79m1kMhnV1dV89tlnAlzd3NzM5MmT8ff3p6amBk1NTYaHhykuLmbDhg3k5+cTFRXFxx9/jJubG5MnT+bFF1+kurpaFPr37NlDbm6uUPOqlLt5eXkC8enk5MTVq1f/Gkeer7766n1vb2/S0tKE6Hrq1KkCNB0SEiK0GSdOnODpp5+muLiYdevWERYWRkpKCgEBAUJXaWtrKzoM6enpFBcXMzg4KIDRjY2N9PT0sGHDBu7fv8/4+Dg9PT1IpVIUCgXl5eVIJBJxBDMwMKCnpwdzc3N6e3uJjIzEyMgIiUSCp6enGKh7/fXXaW1txdnZGU9PT06ePMmSJUvYuXMnM2fO5PTp0+Tm5rJq1Sru379Pfn4+pqamrF+/Hk1NTSorK6moqKCzs5NHjx4hk8lYtWqVEIWpmK+xsbHk5OTg6+vLnTt3WL58OWlpaRgZGeHr68vQ0BBDQ0OsWLGCtrY26uvrCQ8Px9ramoGBATQ0NLCxsUFXVxdLS0vhEFK1IbW0tNDV1SUwMFCE9h4+fIihoSHBwcFMnTqVKVOm4ODgwKRJk9DX18fR0RFra2tGR0epqKhg4cKFKBQKMbfS1tZGXl4e06ZNY2JiQgxJdnZ2CrOjUqlkw4YNfPXVV9jb2+Po6EhtbS2ZmZnExMSIrI1UKqWlpUV0Y9TU1KiqquLOnTuEh4eTlJREUFAQurq6XLx4kYiICAGMbm5uRk1Njd7eXhobGzE3NxdHNxMTEzIyMjA3N6eiooI5c+agoaGBs7Mz9+7do7q6GgMDA2bNmkVjYyPR0dEUFxfj7+/Po0ePgD8A33PmzBEBxL/97W98+umnTJ8+nby8PFxdXVm2bBlDQ0OcO3cOqVRKX1+f2Cmq7rlFixZRUVGBt7c3IyMjeHp6Mjw8jJubG+fPn2fDhg1kZWVRU1NDbW0tK1asoLOzk87OTvr7+3F0dERbW1tMJOvq6nL58uW/xpFncHAQLS0txsbG6OvrY8GCBVRVVeHl5cXVq1dxcHDAxMSEV199lR07dtDf38/+/fvJy8vj2WefJSIiQsy8pKSkCN6syk/j4ODATz/9RGtrK01NTbz00ksCjHTs2DExLq4iYUVHRxMcHIyfnx9tbW3U1dXh5ORES0sLU6dO5ejRozg7OzNv3jzq6uoIDg4mLS2NF198kenTp3Pr1i2ioqJQKBRoaWnx448/8uOPP+Ls7IyjoyPp6ekitOTh4SEwi46Ojjx48IBr166hpaWFjo4Oly5dora2lvz8fCQSicg+zJ49m5ycHKKionj33Xfx8fGhqqqKlJQU0fr89ddfCQkJEVKp77//HjMzM8GBKSgoQC6XExcXx+uvv05CQgJ79uyhubmZ0NBQMW9SV1eHo6OjKIZXVlYya9YsMjIyBHbz3LlzFBUVMTAwgJ2dHY8fPyYkJIQzZ86wYcMGTE1NRcG0rKyMLVu2cO7cOTHp7OPjw40bN4iOjiYsLIyEhAQiIiK4ffs227Zt48MPP8Ta2hozMzP6+vqwsLAQE9aqjs/GjRvp7+/HxcWF0dFRBgYG2LdvHzt37uTrr7/GysoKZ2dn0YKdMmUKkydPJjw8nOXLlzNr1iw++eQTXFxcMDMz4/jx42KBnDZtGtOnT2dsbExMj6sWkp6eHgoKCpDJZOjo6Ah4tkqC9tRTT9HT00NZWRkPHz4kMzOT8fFxXn75Zfbv309FRQURERHU1dVRUlIiRiZUBV3V/6+2tjYODg54eHhw5coV4uLikMvlTJs2jYaGBrS0tOjp6RGJXxW8WrWY/Sev/+odyuHDh9/funWrOKdqaGiIPvzKlSt58OABo6Oj+Pn5kZubi6amJh9//DHLly9HX1+flJQUqqqqRJX97Nmz4hhQXFyMp6cn5ubmhIaGUl9fz+zZsyksLKSmpoaff/6ZmJgYrKyssLGxwdjYmK+//lq08ZKSkoRATNUZuX79upjeXb16NRYWFuTl5REQEEBlZSUODg709/djYmIiBvKuXbvGqlWrOHbsGNXV1bzyyit4eXmRn58vBtDGx8epr68Xgqp79+6xe/dulEolt2/fxt7eHrlcTldXF83NzdjZ2QkfcnV1NVu2bKGvr4/GxkaWL1/OwMAAjo6OIpJvbm7OlClTKCkpwd7eHk1NTc6cOcOkSZME0EnVSVCJ0G/duiVMgPDH/FBPTw+fffaZwFLW1tYSEBDAqVOnsLKyEqQ9LS0t9PT0WLlyJf7+/ri7u9PS0iJCfaqFd+rUqWRnZzM4OMjChQuxtbXlhRdeQEdHR3BocnNzyc3Nxc7OjqamJs6cOSOsed9++y3m5ubCZNDT08Ps2bO5desWmZmZrFixgsLCQqyt/xBYRkRE0NfXJ/gzlpaWnDhxgvHxcVGj6e/vZ2xsDDMzMyGzz8nJ4YknnuDYsWM4OzuzcuVKioqKyMvLIy0tjbVr16JQKLC3tycuLo6JiQlmzJhBQUEBlpaWbNmyhbS0NAwMDNDX16erq4vY2FgmJibo7+/H0NCQ8fFx3N3dMTQ0FAnavr4+zpw5Q1RUFFu3bmVwcJCEhAScnJwE0T4+Pp6ZM2dib2+PhYWFINjZ2dnxj3/8AzMzs78WAlLVNairq+PcuXOsWrUKW1tbysrK8Pf3F+QulV8mMjJSVNpnzJjB6tWrmTp1KgqFAgsLC8LDw1EoFGKc29DQkNOnT2NnZ8eBAwdEND8lJYV9+/ahUCjw9vbmypUrLFq0iMrKSlJTU1m9ejVSqVSgA+RyucDzqQRUycnJuLi4kJycLAqRM2fORKlU8tVXX6GtrY2npycffPABixYtwtraGl9fX1E0VLFZ1NXVWbVqFV1dXWzZsoVDhw6xZ88eamtrxcCfrq4uNTU1TJo0iUOHDgly/MWLFzl37hxKpRJnZ2cyMjKYP38+33zzDYsXL8bIyEgUgS0tLblx4waJiYk88cQTPH78mHfeeYecnBy2b9/O0qVLqaqqYuXKlbzyyitERUURFxeHpaUlzz//PNu2baOoqIj9+/ezYMECEQrT1tams7OTjIwMtLW1iYiIICcnh/j4eNTV1cnNzRVCq/Xr17Njxw6MjIzw9vbG19eXvr4+HB0diYuL47fffhNHDfhjy/7qq68yZcoURkdHASgsLGRiYoK//e1vvP3221y9epW9e/cyMjIiCqwvvPACampqdHZ2MjY2hoWFBd3d3Rw/fhx7e3ux8KnE5apP9tLSUkxNTbG2tkYul+Pg4MCSJUu4cOECc+fOZXR0lNjYWIE0WLlyJbNnz0ZTU5NffvlFsIADAgIwMDCgurpa1MOsrKwwMTHB29sbKysr3njjDWbNmoWGhgY1NTU4OTnx4MEDvvzyS/Ly8igrK2PKlClcunSJqVOn0tzczNatW5k1axbh4eHEx8cza9Ysrl27JpoUDQ0NNDQ0oFAoWLt27X/8ef2v36EAZGZm0t7ezrJly8jIyEAqlXLo0CFRmB0bG0NdXZ3e3l5SU1NF3FwqlXLz5k0xgCaRSCgpKRFj8NOmTRODcT09Pejo6DA+Ps7Vq1fp6uqioKCA6dOni7TrnDlzqK2tRVNTE0tLS7S1tbG1tSUwMJCioiI0NDT4+eefCQ0NRU9PT0zDLly4ED09PdLS0vjuu+8wNzfH09OTuLg4lixZQkdHB2fOnOGDDz4gJSWFF154gZycHMzMzEQY7PDhwzg4OBAeHs4bb7xBVlYWWVlZnDp1iujoaG7dusXMmTNF10uhUHDp0iVcXFyYM2cOmZmZWFhYMDY2xtmzZwkJCeGFF15g8eLF9PX1iZCcqo6ir6/P+Pg49vb2ZGRkMGnSJAICArh48SKmpqZoamry+PFjEc5SDR2qDIIqt0xCQoJQxq5ZswYHBwc+++wzkpOTcXNzIy4ujsjISDIzM6mpqWFwcBAjIyNu377N0NAQxsbG7Ny5U8xY9fb20tHRQXt7OyUlJZw+fZoDBw5QVlaGUqkkJCSExYsXMzExweDgIPCHG1s1wauqlah2tW+//baQyI2NjSGTyVi0aBHDw8MAgnty6dIlgoKCaG1tFR8soaGhKBQKzp8/z8TEBHPmzGFsbAxdXV0yMjJEp2ViYoKysjIOHTok5rHc3d25cuUKhw4dYv369TQ2NjJt2jTa29tpb2/HwMCA3t5edHV12bRpE5WVlVRVVeHm5kZVVRXXr19n9+7dYtFXcXECAwO5e/cuhYWF+Pr6ioR1UlISc+bMITU1ldmzZzMxMSGOhv/JHcq/6+V5BXiWP5SiRfzh5bEGfgdMgDxgs1KpHFFTU9MGTgBBQCewTqlU1v3v3t/S0lIZFhZGWFgY7u7u7Nu3j2nTpomiqra2Nubm5sycOZO9e/eK1pu9vT0tLS34+flx5MgRVq9eTWlpKT4+PmLhaWpqQkdHh5CQECZPnszNmzeZPHkyCoWCyspKenp6WLduHXK5HG1tbVxdXcnOzubw4cO8/PLL9Pf34+Pjg6enJ1VVVaSmpmJpaYm6ujpKpVIgKv38/EhLS8PT05Pk5GSKioo4ePAg58+fZ/78+YyPjxMTE4OXlxcjIyOMjo5iYGDA/fv32bdvH+7u7kLPWVJSQmBgIM3NzSLyruoKTZ8+nczMTObNm8cnn3wiCqlz585FLpcTHR0tchG7d++mqamJ2NhYMfq+cOFCjh49yvbt29HU1OTNN98UQ5GqQcWSkhI6OzuJioqiuLiY8PBwrl+/jq+vLzNmzKCkpARtbW1CQ0P5/PPP8fLyYv78+bz//vvs37+fgwcPsnHjRpGjSE5OJiMjQ2QjnJycMDY2pqenh/r6euzs7AgODhYKEaVSiaenJ8HBwcLtq6enR0NDg3hA7ty5w/Xr1/9lZsXLy0sE8ezt7RkdHSU7O5vw8HDGx8fJyMjAzMxMQKX7+vqYNm2agBSpHuLc3Fzc3d1RU1NDX1+f7u5uzpw5Q2trK6tXrxbcVlUdpaioSMyQPfHEE3zwwQf09PTg6upKREQEV65cobm5mblz5/L48WM6OjqYmJhATU2N9vZ2oX41MDBg3759gsWipaVFamoq/v7+LFu2jJiYGObMmSN2xG1tbYyNjYluzsqVK4mJiaGiooLIyEgUCgUKhYK8vDxmzJjx3+HlUVNTswVeBIKVSqUPoAGsBw4CXyqVSjegG3jmz9/yDNCtVCpdgS///Ln/z0sikQhq9xdffCFuPktLSywsLPtSqk8AACAASURBVLC1tRUZD2dnZwBhClTNpXh5eREZGSlStREREaxatYq5c+fi7OxMb28vISEhTExMCPfMV199RU1NDfn5+QDExMTg6OjIiy++SFxcHK6urmRkZCCRSKitrUVXVxd1dXXy8/PFdvbXX38lPT0dV1dX7OzssLW15eDBg+zZs4d169Zx4MABkpOT8fX1JT09XXQevvvuO2FCTExMJD8/n3PnzlFaWipQACUlJZSUlNDe3i46Eyo41ObNm4V3xdPTE1NTU4qLi3nmmWeIjIzk0qVLrFmzhpdeeomuri62b9/Oo0ePWLx4sVCNhoSEMHv2bDo7O/nhhx9oampi7dq1+Pv709zcLIbLFAoFSUlJ9PT0ANDd3c1PP/2Eqakpjo6O+Pj4sGXLFiYmJoiMjASgqKiIuLg4lEol4eHhDA0N4eTkxK5du5g6dSpLly4lMDCQgwcPCg7ru+++y9q1aykrK6OmpobGxkbkcjk1NTUMDw/z0ksvsWjRIo4ePcpbb71FUlIS3d3duLu7C1SlVCoVLN/Vq1eTmJhIR0cHs2bNYsGCBXR0dGBra0tQUBDm5uZYWVkhl8uxsLAgJyeHgYEBDA0Nxd93Y2MjJiYmLFy4EKlUypkzZ9i7dy+Ojo40NDQAiNGGkydP8tZbbxESEsKMGTNISEhAU1NTHN9UBVOJRMLw8LDAFqg8zSrAUkJCAn5+fqxYsYKZM2dSVVUlKP+2trb4+/uL2IEq9Jifn09XVxcDAwNkZWXh4eHBE088gbr6f77i8e++oyagq6ampgnoAS1ABH94jgF+BZb/+fWyP7/nz9fn/WkT/N9eKudLeXk5CQkJ5OXlUV5ejpWVFYaGhri5ubFixQqeffZZRkZG6Ozs5NixY+jr66OhoYGPjw8WFhb09vZiZmbGTz/9xO3bt+nt7UUul/P7779TXFyMg4MDFRUVJCQk4O3tzfXr16mqqiIsLAw1NTWys7PJyMhAS0sLS0tLmpub6ejoYOvWrfT19eHp6UlWVhZhYWEMDAygo6PDunXrKCkpoaKiQgwqHjhwgJ07d2JpaSnqIgqFgtWrV+Pq6sqpU6f4/PPPcXFxYWBgQLQfZTIZL7/8Mj09PRQXF7Nx40a8vb3p6uoiKCiIjIwMCgoKxKdwRkYGaWlpeHl5oVQq0dTUpKOjQ4jSn3vuOc6fP4+NjQ3PPfccfX19bNq0CQ0NDeLi4mhvbycnJ4eioiKGhobYsWMHN2/eFMZCFcIhOjqaV155BblcLrpptra2KBQKrly5wsmTJyktLWV4eJjY2FhKSkqIjo4WuExVZDwkJISsrCwSEhIYHh5mZGQES0tLDAwMePDgAV1dXYyNjfH+++8jk8nw9/dnbGxM7F7CwsLo6Ojg5s2brFixAmNjY5RKJUZGRhgaGhIQEMDo6ChxcXFER0ezbNkyZDIZxsbGYj4mJCSEiIgITE1NRYHW3t6eiooKrly5QmhoKOXl5aLDd/fuXebPn8+UKVOwsbHB39+ft956i2XLlrFw4UJ8fHx4//33RR3l+vXrlJSUcPfuXTIzM/n6668FT7avr4+Wlha+/PJLHB0d8fb2pr29nY6ODiFTc3BwENxbZ2dnJBIJSqWSO3fucO7cOWQyGQcOHMDHxwcPDw+8vb0xMTGhsLCQjo4O+vr6OHz4MPfu3SMhIYFt27b9m4///3j9u0eel4ADwCBwE3gJyPhzF4Kampo9EK9UKn3U1NSKgUilUtn452vVwFSlUin/X72/paWl8uOPP0ZDQ4Nr166RmZnJSy+9RFFRkTjXWlhY4O/vj6GhIRkZGYyNjeHr64u7uzuampqkpqair6+Pt7c327dv56WXXkIikbBlyxZOnz6NhYWF0F84Ojpy69YtJBIJ7u7u3L17F3Nzc+bNm8fY2BgTExPcvHmT4OBgrK2t+f3331mzZg1JSUnMnj2bjIwMGhoaCA0NFX7l4uJiTp48SUZGBm5ubgDo6+sTEBBAU1OT0FpmZmayZ88efvnlF8FFdXZ2FuE91dEkODhYIBalUqmY75k1axYmJibExsYyOjqKuro6s2bNEpBkVVbl/v37ODs7s3TpUuLi4sRC9dxzz7F+/XoSExNZt26dGNiTSCR0dHSwcuVK8vLyuHXrFvPnz8fOzo7W1lasrKw4cuQITz31FDk5OcyYMYMff/yRLVu2kJSURF9fH76+vtTV1SGVSoWJoLKykt7eXgwNDYXCddWqVVhYWHDmzBmSkpIIDAwEEMN6KSkprF27FhcXF65cuUJbWxtz585leHhYjPsPDQ0RFhZGbm4u69ato6CggIqKCvz8/DAwMBAp06SkJIaGhggKCkJHR4fU1FRefPFF7ty5I8YihoeHaW1tFR4eFZDawsKCn376ScwPZWdns2vXLkH3k8vleHl50dTUxNKlS0lLSyMqKorff/8dHx8fAYEaHBxETU2NoaEh3N3dOXbsGB4eHgwPD+Pj44NCoRDNgd9//x2ZTEZvb68IPIaHh6Ovr8/du3dFDcvOzo6AgACBi1TBvmJjY1m+fLmYZ6qoqBDu7f+WI4+MP3YdkwAbQB+I+p/8qGrF+p/tRv6H1UxNTW27mppajpqaWs7g4CBpaWmkp6fz+PFj1q9fz+3btzExMaGgoIDdu3cTHBxMZ2cnCoWCDRs20NraSlRUFBcuXADAwMAADQ0NMjIyuHTpEtra2nh4eNDb20tKSgp5eXlIpVL09PREoW/58uUsXrwYDw8PDhw4wLfffkt2djZ1dXWsXLlSeJFlMhn29vYCmjw6OoqNjQ0aGhqcP3+e5cuXc/LkSQwNDXnxxRfJz8/HxsYGiURCd3c3LS0tQve5aNEiYmJixEyNjY0NAAqFgqVLlxIWFsasWbOYNm0aWlpaPHjwgOnTp/PMM88wadIkmpqa6OnpQSaTMW/ePGQymXDRJCUl0dDQgFKppLW1lb6+PmJiYkRi9sCBA+L9/P39OXr0KM3NzZw4cYL+/n4CAwNpaWmhvr6e06dPc+vWLdrb2zE2NhYqTJXqYWxsjAULFmBsbMyqVatwcnLCxsaGNWvWsGbNGpRKJbm5uchkMgYHB0UQzd3dnTNnzuDi4sI777zDm2++yaJFiwgLC+P27dtMmjSJJ598Ejs7O9LS0vD39yckJIRvv/2W9957T7h7V69eTWdnJwUFBRw/fhyAM2fOUFFRwalTpzh27Bh9fX1ER0fj5+dHT0+PYOzU19dz+/ZtPv74Y8bGxtDR0cHDw4PW1lZkMpnAYgYFBbF69WpMTEwoKytj8+bNAoOQm5uLjY0NdXV1DA0NERcXh7u7Ozdu3MDJyYnu7m5aW1vp6ekhPT2d7u5url+/TkBAAEZGRri7uxMcHIxCoeDFF19k48aNPHr0CHV1dUEWLC0tRV9fH0BkoSwsLHjyyScFDV9XVxdHR0fxbKxatUpAxY8dO0ZgYKAIt/0nr3/nyDMfqFUqlR1KpXIUuAhMB4z/PAIB2AHNf37dCNgD/Pm6EdD1/35TpVJ57E9fcrCuri4ymYzJkycjlUrF8J+JiQkbN26kpKQEmUzG3LlzMTMzo7W1FXV1dY4dO0ZFRQW5ubniaKKqRxgbG5OUlERbWxtLly5FKpVSV1eHm5sbpaWlzJgxQ3RbBgYGOHz4MFOmTGHhwoViwTp69CilpaUsXrxYCJ4SExOJjIxk1qxZqKmpsXbtWuRyObq6ugwODhITE4O2tjbz588nMzOTkZERFi9ejKOjIyEhIfzzn/8U/l99fX1qa2s5c+YMNjY27Nq1i+3bt2NhYSGEXiEhIQwODnL06FGR4tXQ0MDd3R0nJydWrVrFjRs3KC0t5cUXX0QqlYqUq8qJ29/fT05OjmhjHzp0iLVr11JYWIiJiQlBQUG88cYbolZjbGzM77//jr6+vtjdLV++nA8//BAdHR2qqqqws7Ojq6uLe/fuUV5eLtq9x44do7i4mIqKCoaHhykvL0dHR0fAw+Pi4igtLWXdunXs3LmTDz/8kEmTJtHY2Mgbb7whtvFffPEF/v7+lJSUIJfLeeaZZ/joo4+wsrJCW1ubyspKDh06RGRkpABBf/rpp5ibm7Nq1SqOHDlCWloajY2NVFVVcf78eT766CMcHR3R0dHh6aefpqenB19fXywsLDAzMyM+Pp6MjAzu379PR0cHly5dorq6mtzcXGbPng38kYS1trZmypQpxMbG0tnZyfr16/H29kZdXZ3y8nIuXbqEXC4X3TRVJycqKorDhw/zySefoKenh6mpKcePH+fmzZt4eHiQk5NDZ2cn4+Pjok3f2dlJTU0Nzc3NgkZXWFjI8PAwM2fOJD4+nsTERPz8/MjOzhazUcnJyezbtw+lUimsjv/J699ZUOqBMDU1Nb0/ayHzgFIgCVj95888BVz58+urf37Pn6/fUf4fnrcaGhooKCgQnIza2loyMjIYGhpCT0+P+vp61NXV0dHRYcWKFWRmZrJo0SJu3bolMHyenp5kZGSIf1AdHR2OHj1Kbm4uUqkUuVyOXC7nypUrLF68WJDHpFIpvb293L17l08++QQ7OzsiIiI4deoUcXFxwn2s8q3Y29sjk8n4+9//LlqGFRUVdHV18eGHH3Ljxg0cHR3x9fXlm2++ISYmhsOHD7No0SIuXbrErFmzCAoKYsqUKQQFBQnvSkpKCunp6chkMoqKiqipqUGpVDJ16lRsbGxIS0vjnXfeQU1NjWvXrlFQUMD27dvJzs7m9u3bWFtb09nZyeDgIMePH0dXVxenP6XkampqnDhxgm+++YZVq1bx6aefUlZWhp2dHTU1NaIrZm5uTnx8PMHBwezevZvk5GTefvttZs+ezf3797GzsyMmJoaRkRFCQkIEud3e3l7sCidNmiTSnVKplLfffpvOzk4CAwPFwiWXy2lsbCQtLY3PP/+cwcFBrl27hrGxMQcOHCAnJ4fXX3+dpKQk0tPT6enp4caNG/j7+5ORkUFgYCD9/f0iL3L58mWKiorEIOXixYvR1NTE2tpajEd4eXlx4sQJpFIpRkZGnDt3joyMDMGq8fHxITQ0lImJCRwcHOjo6GDhwoXi71U18FdaWsr69euxtLRk/fr1VFZWkpKSwieffMLx48cFprG8vBxzc3PKysq4dOkSCoWCCxcuoFAouHXrFr/88gslJSXcv3+f8PBwIiMj8fHxwcfHhy+//JKysjIUCgXZ2dl8//335OTkYGtrK7CeTz75JCYmJpw/f57w8HAaGxt5+umneeWVV8Rs0v+N6//3gqJUKjP5o7iaxx8tY3XgGPA68KqamtpDwBT46c/f8hNg+uevvwq88X/6Z42PjzNt2jTy8/MFI9bOzg4rKyv279+PsbExAwMDDA4O8ujRI3799VdmzpyJTCajvLwcTU1NwsPDefjwIT4+PkyePJlTp07x5Zdf8vTTT2NlZUVKSgpvvvkmmzdvFruJDRs2iF3IkiVLBB9UVfizsLAQdZFHjx4JaldNTQ1///vfOX36NBcuXMDS0hIvLy/a29uZOXMmzs7O4liTm5uLoaEh+vr62Nvbo6urS3t7O6+//jrFxcXs27cPOzs7vv76ayQSCXl5eQwPDyORSLh58yZ+fn7o6Ojw2muviTmYhoYGmpubKSkpEVPKJ06cwNzcnKVLl+Lo6EhOTg7V1dWYmJggkUgEI6ajo4Nff/2VHTt2YG9vT0dHB/7+/kybNg1XV1dmzJghFrf09HQ6Ojqorq7mhRdewMPDg4GBAaytrXn99dfp7OwkODiYmJgYHjx4gJ6eHtra2rS0tODg4EBDQwNlZWVMmjQJU1NTnn76abG7Wrx4MT/++CN///vfuXfvHmvXruXnn3/mzJkzyOVyTp06JXYAJiYmXLt2TbRLTU1NSU1N5ZNPPhFBOtX9YW1tzaNHj6isrOT555+ntbWVjIwM3n33XX777TeamppITU3FxMSE/Px8Pv74Y9LS0jA2NubixYvo6+szNDSEq6srSqWS0tJSnnnmGUHl8/HxYerUqWRlZQl0aUREBM899xznzp1j9+7d1NXVoa+vj76+Pps2bcLHx0eI4quqqoiOjhbT1ba2tqILVFhYiJ6eHm5ubvT29mJjY8P27duRSCTo6OhgZWXF1atXUVdX5+DBg+L+LCoq4vz588TFxREbGyt2/P83rn+ry6NUKt9TKpWeSqXSR6lUblYqlcNKpbJGqVSGKpVKV6VSuUapVA7/+bNDf37v+ufrNf+nf46Xlxdz585lxYoVIlOhKl6pug16enq0tLTg4uJCZmYmTU1NPHz4EICKigri4uL45ZdfqKysFAOFn3/+ORcvXkQmk7Fz506Kioq4evUqH3zwAa+//jrNzc1cv35dUNWGhoZwc3MjNDQUgGnTpokb7JlnnuHUqVP09PTg5OSErq4uc+bMwcvLi+TkZCorK6mtreX06dM8ePCAoqIiIcRSKBR4enpy/vx5jh49Ks7Fc+fO5cyZM2RkZLBw4UIR2BoZGcHOzo7q6mqKiorYuXMn8fHx9PX1cenSJbFrkslkYicQFBREaWkpOTk5Il6vUrkWFxfj7u5OaWkpO3bs4NGjRwIbmZ6eLgT1iYmJLFiwgHXr1vHkk08SHR2NtrY2Ojo6osZiZ2cn5F3R0dG0trayd+9ekWTOyclh27ZtlJSUMH/+fN555x3Ky8uxsbEhISEBT09PsavS1NQUrJa7d+8SFBTEjz/+iKamJnl5eQwODmJmZoaWlpZgBD/77LNMmzYNKysrcSyOiYnh999/p6GhAS8vL7q6uoSb+Ntvv2Xt2rW4urpy6NAhzM3Nqa2tpbq6munTp/PGG29gYGCAmpoaGzduZGJigtOnT6OlpYW9vT07duygq6uLoaEhhoeH6evrIzk5GUNDQ4qKioiOjuann35i9uzZJCcno1AoRLJZoVAQHR3N+vXr0dHRQVdXl23btpGeno6Tk5OYPu/r6+Mf//iH6Dp99NFHLFu2jKqqKr788kuuXr2KVCplYmKCn3/+maamJry9vamvrxfhxAsXLhAeHk5wcDDm5uYYGRn9O4/+//L6r0/K+vr6YmZmxu3bt4mIiMDHx4f8/HxxflW1+1SaAFNTU+7cuUNiYqKYw3B1dcXY2JjBwUH6+voYHx9HIpEgkUhYuHChuBGMjIwYHBwkJydHMFZV/Nm1a9eKmyAsLIyxsTFGR0dZsmQJlZWVtLe3s2TJEt5//31Bg4+IiOD8+fOsWbOG4OBgJiYm6OzsZM2aNbi4uKCrq8uhQ4eIiorixIkTbNy4UeAGOzs7RTvys88+o6WlhYqKCnx8fKitrRXw4tbWVh4/fkxbWxuTJk1i8+bNxMbGoqmpyXPPPcekSZO4cuUK8+fPF5rK4uJiJk+ezE8//cTIyIhw3K5evRo9PT3i4uKEb8bb25uhoSHkcjmDg4M0NjaKkX5PT0+qq6spLi5m9erV1NfX4+DgQFhYmEjyqhKnoaGhaGhocPv2bYyMjPD392diYoKqqir6+vq4evUq7733Hrm5uYyPj7NhwwYmTZrEhQsXuHv3LuvXr+eHH35gxowZtLW14efnh5+fH0ZGRuTn5wu8ogqJ0NHRwejoKCEhIURGRhIYGIhcLicoKIjm5mYiIyN54oknKCsro6enh5KSEgH/zsvLE3WO6dOn4+rqys2bN0UmatmyZWhpaWFjY8OxY8eora3Fzc2Nrq4u6urqMDAwICQkBIlEgp+fH6WlpWRnZzNjxgxGR0fR1tbGy8sLW1tbDh8+zJdffsmuXbuIj49n/vz5GBkZYW5ujlKpJC0tDTs7O7Zs2YKnpydpaWkiAlFTU4O/vz8GBgZMmTJFeKAkEgmPHj1CqVSyadMmEhMT+eGHH5gyZYpAZz58+FBgJP8ybmPVgtLQ0EB2djaVlZXY2tqipqbG5MmTBaF9dHSUEydO4OHhIchre/fu5fbt2xgbG1NVVcW0adPo7Ozkxo0bzJw5E4lEwujoqHAL9/f3C6Oat7e3QBDo6emhr6+PXC6ntLSU3Nxcpk6dilQq5bvvvkNTU5Pa2lrGx8eJjo4mKCgIKysr7ty5Q2RkJJGRkWhra6OhoUFXVxeenp4CQK3abWVlZYmFSaXNVPlbVA9ufHy8OJYYGhoikUi4cOEC8+fP58svvxQ1i3v37nH06FEGBgZwcHAQ0XfVp59qYvbrr79m9+7dSKVSEX8/deoUeXl57NixA6lUio2NDU1NTWK+SOUTsrGxYd26dUJxsXHjRoyNjVFTU6OtrY2JiQna2towNzdHR0dHTObq6upy8OBB4Y2+desWra2t7Nq1S8ixfH19uXHjhgihqWj/jx8/Zs6cOWzbto3MzEyWLFkiWrheXl4cOXKEuXPnMnfuXNHaP3fuHF1dXdjb23PlyhUGBwc5cuQIZmZmeHt7o6GhQW1tLWVlZURFRZGdnS0mpENCQrC2tqa4uJhFixaJSHxtbS0HDhwgNTWVAwcO4OvrS0hICOnp6bi5uaGvr49MJiM/Px+FQsHjx49RV1dnYGCA3377jbq6OpydnUlNTSU+Ph5jY2NcXV2ZNGkSDx8+RKlUcu/ePSorK9HQ0BDUuMHBQX788UeCgoIoKCjA3NwcV1dXDAwMmDx5Ml5eXuJYqaGhwYoVK1AoFNy7d4/Nmzezfv16YYr09PQU/13wF1xQJBIJGzduRCaTCRmThoYGTU1NTExM4OrqqgLF8NRTT3Hx4kUcHBzIzs7GyMiIsLAwjh49yrJly/Dw8EAikdDX10dOTg61tbXY29sLrkRdXR3u7u4olUqSkpLEzIcq0fnEE09w6dIlAAIDA+nu7sbLyws7OzuuXLmCjo6OCGK5ublx584dWlpaCAgIQF1dXYS1Pv74YxQKBcPDw6Snp4vuyBtvvMHZs2cpKyvD2NiY8PBwsrOzBdnt/PnzaGpqCvdQcnKyyDZs27aNU6dO8f7777No0SIuX76Mubk5jY2NWFhYMD4+TldXlzAHmJubi06Kubk5Dx8+pL+/n0WLFgkeSWFhIfX19bi4uJCXl0dfX5+Yjzpz5gxKpZL+/n4AkTkxMTHh6tWr2NnZiaPlF198wZEjR3j11VdJTk7GwMAAdXV1li9fzo8//iiSsqpj1bJly0hNTSUkJITffvtNuH9VdQIVJnNwcJCUlBR8fX3R0tJiYmIC+GP+S2VCNDMzQyaTkZaWhlQqZePGjRgYGIjJdQ0NDXEcOnv2LFFRUbi6unLt2jWam5t5/PixQDoMDw8jk8lwcnJi3bp1HDlyhMDAQNzc3CguLubatWsYGBgwMTHBtm3bKC8vF4ZLVadO5dOxsrJCS0uLoaEhWltb2bRpE9evX8fAwICtW7cyMjJCYWEhO3bsoLy8nKeeekq4klQ7k87OTlEP6+7upqGhga1bt9LW1kZ2djbbtm0jMTGR8vJy4A9J/MyZM6murhbP2V9uQQEEx9XQ0JC6ujqMjY3x9/cXOL7ExEQ+/vhjSktLBdWtr68PNzc34ayprKwUIqwjR46wbt06wWhVyajKy8u5c+cO9+/fZ+/evSQnJ2NnZyc+gUtKStizZw+ZmZmUlJQIlYKenh7h4eGigKcq9Ko8tKGhoZw9e1a4WLy8vAgLCyM0NJTQ0FAyMzMxNTUlJSUFdXV17OzsyMjIYHR0lLa2Nq5du4aLiwvNzc0MDQ2Rk5ODjY0Nfn5+3Lt3T9DkPDw8xDyMincyPDyMjo6OaNcqFArc3d3p6ekRdPcZM2aIsXZdXV0ePXpEfn4+Q0NDBAQEiHmoxsZG2traCA4O5vLly4SGhnL58mXs7e0FiOjTTz/Fzs5OuGuio6O5f/8+8AcN/+DBg1RVVeHu7k5cXBydnZ3MnDmT8vJyNm7cSGFhIadPn2ZwcJCCggJBlFcxVVpaWkQuKSUlhenTpwv1ydmzZwXsWSKRMH/+fOFzcnZ2ZseOHZw8eZKKigqxC/rpp5+YmJhAT08PW1tbCgoKmDFjBhMTE+zZswc/Pz+KiooE1yQ0NJTAwEASEhJobGwUYKaysjKWLFlCY2Mjq1evpqqqirKyMrq6uggPDxdx+4GBAWxtbXFwcODTTz/F2tqawMBAQRzU19enoqJCBBwPHTqEp6cnly9fxtHRkaioKO7duycWTBV9rru7W3QzVQI0e3t7dHR0yMrKQiaT8eDBA3GcU11/yQVFVedQGdb8/f1F12diYoKlS5eSlJSEra0t7u7uBAQEoKmpiUQiwdvbm/j4eMrLy7GwsKCkpIRFixYBfwjTBwYGGBoaoqCggBdeeIGOjg7efvttPvjgA7S1tXnw4AGAmIuoqKhg06ZNAuWnGpu/f/8+xsbGjI2Nce/ePfr6+njuuecIDw/n4sWLIty2efNmTp8+TX19PTk5OaSnp7Ns2TKysrLw9vYmICCAvLw8NDU1qaurIzIyEjMzM4yMjGhsbGT27NlYWVlRWVkpppn7+vrYsmULFy9epLCwkOzsbPLz88WRTSaTcfz4cd577z2eeuqpf6F9qampYWNjQ0FBAeXl5QwMDDB58mTa2tqwsLDAxsYGuVyOi4sLY2NjhIeHk5GRwcaNG8nNzWXz5s28/vrrQgAml8t58sknBV3srbfeYsmSJSxcuFBMEJ84cYLa2lrWrVuHsbExNTU1TJ06VeAq1NXVyczMxMbGBnNzc/T19bGwsCArK4uioiJ27dpFVVWVACs9evRI2PwUCoVIxaqIcKp5FiMjI1577TXkcjn+/v7ExMTQ3t7Ohg0bxDHD2dmZ+vp6LCws+Oc//ynQAari5qpVq2hvb8fc3By5XI6lpSVJSUl4e3szNjbG4OAgSqWS2tpaHBwcaGtrIzMzE01NTT7//HOWLFmCUqnE3d2diIgIoqKiuHv3LgYGBkRFRVFVVSVmlUpKSoTGValUUlJSgoaGBnK5nLa2Ni5cuEBQUBB5eXno6uoyOjoq9C7Ozs7ExsYyMjLC1KlTxQebpaWlmMSGHe9UqAAAIABJREFUv+iCEhsby9KlS4mPj2fSpEk0NDQI/GBJSQmampo0NTUxMjJCcnKyaNH6+Phw+/Zt5s2bR2dnJ2ZmZnh4eGBvb8/9+/dxcXFBTU2NKVOmoK2tjVwuJzQ0lFu3bgkKuoqY5uTkRFtbGzY2NkilUkESV02IqtitWlpaWFhYIJVKuXv3LvPmzaOvr4/R0VGRCVAJt21sbLCysmLFihXk5+fz0ksv8f3337N161ZaW1vR1NQUUfrly5cLREBPTw9r164VUnfV0JxUKmXBggUEBQWRnJzM1q1bMTExoa+vDw0NDaqqqpDJZPT09DAxMUFqaioWFhbExsZiYWGBQqHA2tqakZERbGxsKCsrQyqVYmhoyNGjR8VskCpkZWdnR0JCAsuXLyc0NBSpVEpXVxeBgYFcv36dwMBApk6dSm1tLbW1tXR0dCCRSJg3bx5aWlpiQRgYGKCjowNdXV1++OEH3nrrLWH2c3Z2FpoOc3NzDh06hKmpqfAhqQq/U6dOZc2aNSQnJws5l5ubm3DphIWFMT4+TmZmpuDG7Ny5Ex8fHwExys3NpbS0VAjQFAoFdXV13L9/n9LSUrZu3SqKqvX19fT29vLee+9x9OhR8vLy0NPTw8bGRmASZDIZubm5WFtbo6GhQWhoKPb29kKgLpfLqaqqYs6cOWK2Sk1NDS0tLXp7exkYGKClpQVXV1dsbGwwMzOjoqICfX19Ojs7sbe3x8fHh6KiIu7fv4+DgwOFhYWMjY0RGxuLt7c3MTExVFdXs2vXLh4+fCjuAdX1l1xQPD09AbC0tCQ0NJTY2Fg2b97M7du3mTFjBnfu3CEsLAxdXV3hLbGzs+Ptt99m7969grGpo6NDcnIySqWS2bNnc/PmTfz9/fn1118xNTVFJpNhaWlJaWmp+KTy8vKisbGR/v5+oqKiyMrKAiApKYnly5dz48YNAgMDsbKyorCwEFtbWzZu3Cgg2Sq1xtdffy3G7lU7LA8PD7q7u0lJScHMzIzPP/9cgJ2bm5tZs2YN+/fvx8jICDc3N3x9fcXx5ezZsyIn8vzzz1NaWsrIyAj37t0jICCARYsWkZubK6DT9vb25ObmikKppqYmRkZGovZRWlqKt7c35ubmQsv54MEDwaMNDg4WfI2Ojg4UCgUZGRm4u7vj5+cnkqCqgnlAQAAPHz6koaEBT09PXF1dcXBwoLu7m/7+fuLj43FxceHJJ5/k4cOHPHz4UNQXfv31V1599VVaW1sxMjLil19+QV1dHQ8PD+7evUt1dbUQv42OjtLa2oqjo6No996/f5+dO3dy8eJF3N3dWbVqlTgaSSQSzp49y549ezAzM6O8vJyamhpGR0exsrJCXV0dTU1NUQyurq5m1qxZZGdnI5PJcHR0pLi4GF1dXVxcXHj66acpKChg5cqVtLa20t7eLtgqQ0ND6OvrY2BggFwup76+nq+//pqoqChu3LjBkSNHSE1NJS4uThSMjxw5gp6eHuXl5WzZskWgNnR1dZmYmCAxMRErKyu8vLwoLCzE2NgYR0dHnn/+eRITE9m5cyf29vY8fvyY559/HiMjI1xcXOjv70dbWxsDA4N/ec7+kgsK/DEkpvIJq1wzS5YsYWRkRASRJk+ejK6uLllZWeKT8OHDh5SUlFBeXs67777LjRs30NXVRS6XMzo6ioeHB4DoGqhsd6ampqirq9PW1sb+/ftxcXEhNzeXHTt2iLj+gwcPWLJkCUZGRsItW1JSIoA/K1asoLa2lpkzZwovclNTE8XFxYSGhtLQ0IC1tTUVFRWYm5ujpqbGwMAA5eXlLFy4UAwHrlu3jsHBQQwNDTEwMKCoqIjS0lI2btyImZkZ8If35eWXXyYoKIgDBw4QGhrKli1b+OqrrxgbG2Py5Mli26yvr8/169f54IMPyM3NZXh4WLSyR0dHKSsrY3h4mNdee02Q6M3MzGhoaEAul4t/h3fffReJRMKvv/7Kli1bCAoKoqqqioSEBLS1tYmPj8fX15fZs2ejpqZGcnIyAQEB6OrqkpqaSlNTE/Hx8QKMpampia2tLQsXLuTSpUsYGxvT1NREREQECxcupKSkRAjR16xZw9atW4mMjBQOHtUOdeHChUJu/tprr5GRkUFCQgJTpkwhLy+P9957j2vXrjE2NiYKnB4eHty4cYO9e/dy/vx5Dh8+LFxOra2tBAYGipawjY0No6Oj6Ovrizb4/v370dfXx9bWlurqavz8/GhvbyczMxMnJycsLS0pKCjg22+/Ze/evWhoaHD9+nVxFBwcHKSjo4NHjx5haGgofNsKhYKhoSG8vLzYvn07P//8Mx4eHsL91NraikQiEeMRExMTVFdXY29vz9y5cxkZGSE/P5/W1lbKy8uxtLT8l+fsL7ugXLt2DR0dHTH4lp2dTU1NjUia+vv78+2333Ly5EnxIDc3NxMcHCymequqqrC2tkYmk9HQ0EBVVZWotagGrlpaWsjNzSUtLY329nYBHS4oKCAuLo6uri7y8vJYv3499fX1nDhxQoS/VDkBVdHro48+oqWlha6uLjo6OqipqWHt2rXEx8dz8OBBVq5ciUwm4+DBg8yaNUvwXjZt2iTsb25ubiJsdvjwYTZt2sT333/P+vXrqauro6ysTPB133zzTS5evMhzzz1HYmIi9+/fp7CwEDMzM2GQq6ysZNOmTXR3d3PkyBFsbGywt7cXKtCmpiZBpK+pqaG1tZW5c+diZ2dHQ0MDvb29mJiY0Nrayvvvvy84Hnfu3OHWrVsCAqRK0NbV1QFw4MAB5s+fz+Dg4L/I2MLCwlBXV2dsbEx062bOnClczGZmZkKbqgqerVu3joGBAeRyOYaGhgAolUquXbvGk08+KUKMr7zyCmfPnuWtt97iypUrBAQEcObMGbKzs8XxRKWXsLW1FV0idXV16uvrRS6oqamJlStXCsGXaldTW1srfDlZWVm4uLgQEhKClZUVW7ZsERmkzz77TICZvvnmG9auXcuCBQuEWaCjo4OlS5fy0UcfERoair6+vtgtLV26VHRpmpqaGBwcRCKRUFpayuXLl0WHy8LCgocPH3LlyhVWrFjB3LlzhSHTxsaGrq4uVq5cSUtLy788Z3/ZBcXNzY3W1lYSExMJDg5meHiYBQsWoKamRmVlJWlpaSxYsAD44+aSSqXU1NRQUFBARkYGMpmM4OBgenp6OHfuHEuWLBH6C9XQoCr6nZSUxObNmxkdHSU0NBQjIyMyMjKws7PD29ubhIQEIiMjCQgI4N69e3z11VfcuHGDoKAgHj16xP79+7l8+TJHjx5FTU2N2NhYnnnmGRGOWr9+Perq6ri6uooWqEwmw9nZmdOnTyOTycS4ellZGbt372bHjh04OTkRFhZGfHw8kZGRVFdX4+LiwuzZs4mOjqarq4vq6v+HvfeOrvo613Wfpd57A3XUUaWIIglJFNFBGCQwHYOJMabZ28QkcGJCsIMbMSb2cMEYhA0YZIpADSSBCqDee+9lqfeudf+I1xzZY2dvZ++TM869N5ljMLB/Y2FZwPx+c37f+z5vFStWrKCpqQkfHx98fHyorq5GKpXi4uKCo6MjmZmZPH/+HG9vb4yNjamvrxcB56+88grq6upUVFSwf/9+IfuWx1oODg6iqqqKkpIS77//PoqKikRHR3Pw4EG6u7upqqpi3rx5rF+/nu7ubtra2tDU1BTBXQ0NDZibm5Oeno6BgQH19fVIJBK0tbWZP38+8+bN4/vvv2dgYIDNmzdjbm7O0NAQAQEBPHz4kKGhITIyMvjtb3/L7373Ozo7O2lsbOT58+fY29uL6+KVK1fExM7T01MAmxYtWsSmTZtISkpiYmKC2tpawe7dvXs3NjY23Lx5k9OnT9Pc3Cyyi+TS+q6uLvr6+jh48KA4CRcWFrJjxw5BqB8aGiI4OJgdO3agqqrKmjVrGB4epqOjA3d3d5qamggLCxMnRh0dHWbNmkVQUBBqamqEhoby6aef4urqyvPnz9m5cyeXLl2irKyMiYkJXFxc8PX1xd7ensrKSgoKCti2bRsDAwOsXbtWnPSkUilKSkrCLmFiYvIf9tk/bUEBSEhIAEAikeDk5ERERAQqKiro6uoKUc+cOXNoamrC09OTr7/+mpCQEGbPnk1aWhp79+6lt7eX27dvc/jwYcLCwkScplyrIU+o9/b2xt3dnY8++ggXFxc+++wzrK2tcXJyYnx8XLyd1dTUhCVfbqJramrC3Nyc8+fPY2try4oVK7hy5YroKchDr9ra2qiqquLIkSN0d3fj5uYmokUnJycF61QqlTJ//nyioqJIT0/nxIkT3L17VyhTm5ub0dTUZM+ePYSHhxMdHc27777L06dPxQmlp6cHJSUlARBSU1NDSUkJe3t7rly5grKyMtXV1SQkJAiKnJxk5+7uTllZGXp6epSWlpKTk8O5c+eIj49HUVERKysr4uPjOXjwID09PdTV1YmCLr8SNDY2kpSUhJmZGc3NzSxZskSErcvpb0NDQzQ1NdHS0oKDg4OI75RT4u3s7MRECMDc3FzYCRQUFLC0tGTatGlUVFSgra1NU1MTISEhfPbZZ/yv//W/SExMpKGhgYmJCcrKyvD19UVVVZWnT5+irq7OnDlzmJycxMHBgdLSUpYuXYqSkhKFhYXi2vi73/0OIyMjioqK8PDwoK+vj8jISIyMjLCxsSE0NJR3330XLS0tjh8/Tl5enkgslEgkuLu709XVxSuvvEJlZaUo+rm5uTx8+FDAreSq2sePH6OoqMj69evJzMwUXBNTU1PhX5qYmKC5uRljY2Nu3LjB7NmzaWpq4sGDB7z66qtCyCbHYvz1+qcuKBoaGoLwnZOTw6lTp3jw4AGnT5/m1q1bQs5tZ2eHp6cnBw4coL6+nrt37+Lr60tmZiYA+vr6WFlZERwcTFNTkyBy2dvbMzAwIFyopqamuLq60tLSwtDQENXV1Xh4eACwe/duweDIzMwUztMZM2aIdL+srCxMTU3JyMhAUVGRffv24eTkRF5eHk5OTqxYsQI7OztOnDiBsbGxOPanpqaya9cugRGor68XsQptbW2Mj4+LADL4y8j6zp07zJkzR1y3SkpKmJqaoqioiGPHjtHY2MjatWt58eIFCQkJeHt7c//+fXR1dZHJZLx48YK9e/dibGxMeno6ixcvJjo6moqKCjo7O7G1tRUiQk9PTx4+fEhJSYm4GpiYmAi8hPwKZGFhQWJiInV1dXzwwQeEhoaKq1B1dTVOTk48fPgQJycnPv30U06ePElBQQHTp08nISGB+fPnY2pqSk5ODjKZjLa2NjZv3kxSUpJAW0ilUgwMDPD09OStt94iMTGRU6dOkZ2dLaZw5ubmDA8Pi17JwMCAHNBMXV0dwcHBIvv48ePH5OTkEBoaKrxfAKtXryY/Px9/f38uXbrEkSNHqK2txdLSEnt7eywtLampqSEiIoJPP/2UM2fOYGVlJUbKvb29WFlZYW1tTW1tLQUFBQLAJPcyyQtUZ2cnZWVlmJiY8PrrrzMxMUFOTg4rV65kaGgIfX19VFRUaGhoYGRkhPLyclavXs0PP/zAli1bUFdXF+Cn27dvo62tTUtLC+bm5v9hn/1TFxRtbW2sra0xNzfnxYsXIuYiKSkJNTU10cletGgRjx8/5vDhw4SGhlJTU0NxcTFOTk4kJiayevVqFBUVSU5Opr+/HxcXFyorKxkdHSUhIYGOjg7B+Lh27RohISGkpaXxq1/9iqqqKm7dusVPP/1EamoqxcXFNDQ00NnZiampKcbGxujo6DA0NISCggI2NjYYGRmhrq7OunXrRERGc3Mz69evJzo6mg0bNhAREUFaWhptbW20trYyOjoq0v7s7e3Jy8tjYGCAI0eOoK2tTWNjIxs3bqSiogJXV1d27drFyy+/THJyMpaWlqK3oKWlhUwmY8mSJUKm7+/vT3Z2Ns7OzkxOTqKjoyOyf+UZu8XFxSQnJ7N+/Xrmz5/PRx99hKWlJZ9//rmI2JQ3JXfv3s3ly5dpbW2luLiYkJAQZs6cyc2bN/Hw8ODMmTOYmpoyNjZGaGgoYWFh2Nvbc//+fQwNDSkrKyMiIoLY2FiWL1+OVCrFwcEBT09P0tLSxCSsrq6OjIwMli5dSlJSEsHBwcTHxwuhn729PefPn6e9vZ2CggLmzZtHdnY206ZNQ0VFBXt7e2pqarCwsKC0tBRPT0/27dvH3bt36enp4fHjx5w4cYJ58+YRHx+Pubk5Y2Nj6OrqoqCgQHp6Onfv3uXAgQO0tbVRVFTErVu30NXVZdeuXVhYWPDxxx+Tl5fHkiVLMDAwELGuZWVlQh+SmpqKkpISDg4OWFpail5dWloaurq6IpxLfmqrqKgQEHL59PHx48dcv36dbdu24e7ujqqqqvh/LSoqoqenh46ODvz8/Hjy5Anbtm37m9iCf+qCoqCgQHFxMZWVlfj5+TF9+nShqzA0NKShoQEPDw8uXrxITk4Os2fPRkNDA1NTU/bs2SPcuI2NjVhbW5Oeno6JiQmWlpZiPPrhhx9ib29PVFQUBgYG6OnpER4eLsjy+vr6eHt7i2gHJSUlgRF477332LdvnzBwaWhocPfuXZSUlNDX1+fXv/415ubmwjMiH69evfoX3O7atWsFvXz37t2oq6uzePFiQXKfM2eOoLkrKyuTlpYmQrm7urrQ09OjoKAAc3NzioqKGB8fx9fXl6amJkZHRxkeHmZgYID4+HhefvllJicn0dLSoqGhga6uLtra2lBVVWXdunVcv35dyNRzcnKYN28ejx49Em+7+fPnU1ZWRnt7O8nJyVhZWSGVSlm1ahW3bt3CzMyMkZERli9fzldffYWrqyt79+7lypUrPH/+nNmzZ6Ovr8/GjRvR1tYmNjYWOzs78vLyGB4epra2loqKCtTU1IRxMSAggNu3b7N06VLs7Ox455132LRpE4qKiqiqquLh4cH333/PjRs32L17N4ODgzg5OfHo0SMqKiowNDSkqKiIqakppFIpLS0tODs7o6Wlxeeff87x48eRSqVMnz4dVVVVCgoKhH3BxsaGXbt2cfPmTY4fP46ioiIXL14kPDycvLw8MjIyuHXrFkePHhWFo76+XhgTnZ2dhbv8nXfeYXx8HG1tbQoLC4W+yMnJScgb5BnOSkpKlJWVYWlpyaJFi1BXVyc+Ph4zMzMmJiaQyWR8//33jIyM0NfXh4KCAmfPnhWB8TKZDAMDA5qbm//WNvvnLijypaKigtw4GBgYyNjYGJqamigpKfHixQu0tLTw9PTE2dlZjB2fP38uEIqfffYZaWlphISEEBgYSHNzM6WlpWLMV1JSwt69e4WidObMmaipqXHp0iX27dvHt99+y7Rp06iurkZfXx8FBQWGh4dZuXIlr776KgAeHh48f/5cCOrS09Px9fVFJpOxdOlSTE1NRXNSPrFRVVXl0qVLREZGYmBgQEBAADdu3EBHRwcVFRW6u7vZtWuXENb19vaSkJDA6Ogoq1atYtOmTVhbWzM+Ps7Y2BjGxsbU1taSmJjIjBkz8PX1JSoqinPnzvHuu++ir68vxIFHjhyhpaUFFRUVMjIy2LhxI9OmTUNHRwc1NTUkEglKSkpMTU0JMdX8+fNRU1MjIyMDOzs7lJWVCQwMRFVVlerqanx9fTlz5gzbt2/n8uXLLFiwgO+//56dO3eir6+PsrKyENc9efIEW1tbli9fTkJCgmDHZGRkoKqqSnd3N1paWvj6+lJVVcXt27extrZm5syZVFRUoKury/j4OIODg9TV1VFRUUFFRQUdHR3o6+tz9OhRJicnyc/Px9TUlPHxcQIDA0VIvIeHB11dXSgqKnLt2jUOHDggJjxbtmyhrq6OuLg4XFxcMDIyorOzE09PT7q7u/H29iYiIkKAjwwNDSkpKcHe3p5bt24JDUpaWhoxMTEYGxsTFxfH4sWLmTdvHrm5uSxatIipqSny8/MxNDTExsaGb7/9lt7eXjZs2ICGhoY4rWZkZIiiMzo6irW1NZOTk+zevZv+/n7CwsLQ1NSkra1NAKH+M57ZP31BkcOPnj59Sk1NjfCdNDc34+bmJlShy5YtIzIykh07dnDlyhU8PDxEzOauXbvYu3cvBw8exM7Oju+//55du3aJ6AUFBQWkUinl5eVs27aNGzduYGNjw6xZs4iNjeXDDz8U/p6lS5eKJpqGhgbV1dUcOnSI5ORkVFRU2Lp1K2FhYdTX1/PixQt8fHwwNjZmfHyc8fFxjIyM8Pb2pqKiAj09PVJSUpgzZw79/f3cunVLfI+WlpYUFxdjbW0tBGbTpk2jsrKSqqoqrl+/Tl5eniCmycVvXl5eQqzX0tKCr68vUqkUQ0ND4C/M1QULFmBra0tycjK5ubmcPn2ajIwMwsPDMTAw4Nq1a2RkZDB79mzs7OxobGxESUkJb29v/Pz8GB8fR1dXFxsbGxHzoaenJyI75XjNtrY2cnJyOHjwILW1tcycOVMUPXmMp5yUX11djYmJCa+99ppANsTExDA2NoaysjI5OTnY2tri4+PD4OAgWVlZhIeHs3z5cszMzASRzdbWFi8vL0pLS7ly5QqbNm3C0tKSqqoq6uvrGRgY4N69ezx79gw9PT0Rj2FoaEhaWhoVFRXiGii3Oejq6mJhYcF3332HlZWVyGpqbGwkLy+PNWvW8Mc//hFbW1sUFRUZHh4WjWMrKys6Oztpb29naGiIwcFBli1bRnNzM9HR0UIdGxAQIAyiT58+xdXVFXt7e7Zu3SosCrq6uri5uaGpqYm3tzcdHR2UlZWxc+dOgVPQ1dVlaGjoP91n//QFBf7imlRQUBAh34sXL0ZPT4+oqCgUFRX59a9/zZdffomCggJ6enriXtnb24uZmRlBQUE8ePCAlStXMm/ePDZv3kx5eTltbW1cu3aNPXv24ObmRnFxMXfu3GHevHn09PSQk5ODubk5P/74I6Ojo/T09KCgoCDSCltaWvDx8cHc3Jzy8nLa29vZsWMHGhoavPHGGzg5OYl8FTm/oqqqCnNzc3x9fXFwcMDW1hY7OzvCwsIAqKysZNOmTUxNTbFq1SpUVFRITU1lamqKoKAgbt26xerVq4mLi0NNTQ0DAwNsbGwE2Xzz5s0kJiaydOlSrKysuHjxIjY2NjQ0NBAUFERCQgLBwcFcvHhRmAzlwOtFixZRUFCAj48P/v7+5Obm4uzszIMHD9DV1aWrq0v0nCwtLfnxxx85cOAAFRUVYqMoKiri7e1NdXU1ysrKrF69moaGBsbGxkhPT+fzzz/nN7/5Dffu3aOiooLt27czODjI0qVLSU5Oxs7OjufPn6OtrS1CrZYtW8abb75JYmIiJSUlREZG4uTkxLlz50SIl1xzVFxczPTp04mOjkZRURF/f3+srKxobW0VkaY7duxgz549BAYGMjU1hYuLCw8ePGDdunWoqqrS1tbG+vXrRZynvKnt7u6OVColKCiIyMhIXnvtNeGbcXV15ezZs6Snp5OZmYmBgQHTpk0jJSUFU1NTPDw8mJqaorCwkD/96U9s376d5ORkoau6ffu2aMgrKSmxcOFCvv/+exwdHVm5ciVmZmZkZGTQ3t6OoqIi4+PjtLS0oKqqiq6uLoODg2LIILcn/K31r4LCXyhsGzduFKDq6upqXrx4wejoKO+88w4PHjxgwYIFbNiwgbq6OkxMTLCzsyM3Nxc7OzssLCzo7OzE19eX+Ph4IiIimDlzJkVFRXzxxRecP38eDQ0Nqqqq2LJlC5GRkbi5udHc3Czs6aOjo5iYmKCoqEhiYiJVVVUEBwfz3nvvMXPmTDFalP9Bp6WlUVtbS2Njo1D9Ll68WEyB5BCj8vJyLCwsMDU1ZWRkRHiMPDw8SEhIYN26dVRWVpKdnY2ioiJqamoYGxuzaNEiysrKMDU1pb29ncnJSYqKihgeHmbdunXs37+f+fPnCyOZqqoqAwMDdHZ24u/vj6mpKbW1tRw8eBB9fX0++ugj1q9fj4KCAu3t7eKK8tVXXxEVFUVJSQkeHh4C+2hgYIC7uzu2trasWrWK1tZW8Rc9OTkZPT09bt++Ld7YAwMDWFpaMjU1haGhIQMDA+jq6pKRkcHk5KRw0MpzqVVUVPjyyy+xsLBAQUGBZ8+e8dZbbzF79my2bduGkpISZ8+e5Z133qGxsRFNTU18fHxwd3fH0NBQjNjLy8uJj48nISGBt956i4GBAXp6emhubkZbW5uUlBRkMhlOTk6kp6dz+PBhIayrra3Fzc1NhLrLCYERERFYWloKKLW3t7dglJiYmKCpqUlQUBDV1dU4OjqyYsUKXrx4gaKiIrGxsezfv5+EhARhhygtLeXjjz9m7ty5WFlZoaCgIL6nhQsXkpWVRUtLC0uWLKGurg43NzcqKysxNDSku7tb+KMaGhpIT0//m+Ni+fpXQeEvIdkuLi6kp6cLK3hDQwPq6upERkbS0tLCtm3bCA8Px9TUlK6uLsLDwzl06BClpaVkZmaSnp6Og4MDampq6OnpMT4+TlNTE+rq6iKPpquri7q6Og4fPix4IF1dXdjY2NDY2IilpSU6OjoCxPPw4UP8/f0xNjZGVVWVtWvX4unpyZ07dwRh3tDQkDlz5pCUlISVlZWIm5RIJBQWFgoXcHZ2Ng4ODigqKmJpacm6deu4f/8+QUFBqKiooKioKHJpKisryczMFNeAyclJXrx4gaGhIWZmZiLD5vLlyyxbtgx9fX02bdpEZGQkzc3N2Nra0tnZyRtvvMGTJ0/IysoSBjhjY2PCwsI4evQoExMTolnY0tJCXFycsP7LzWylpaX09PSQn59PamoqTk5O2NraYmFhIcDRcrGaHFFZU1MjcpZfeuklGhoaiI2NxdHRkZMnTxISEkJLSwuhoaGiV6asrExTUxMXLlxgxowZ4lTW1tbGs2fPCAwMJCsri4aGBkZHR7GwsEBVVVVMrgYGBlBRUUFJSYn4+Hg/cOfGAAAgAElEQVTWrVtHY2MjCxYsEAiB7OxsrKysKCwsJC8vDxMTEwwNDQVHdmxsjDNnznDq1Cmam5uxtLSkvr6emzdv0tjYSHd3N+Hh4djZ2VFZWUlMTAxKSkrCTJqWlsbIyAiHDh2ipaWFoKAgysrKcHFxQUVFhaioKAYHB2loaEBPT08U2crKSszNzZmcnGTGjBkYGBjQ3d2Nnp4eenp6WFlZCZKfo6Pjf7nP/lVQfl7y3/iYmBgiIyN58803uXr1KkZGRixYsEAEif/000+sWLFCjB7nz59PZWWl4KiUl5djb29Pbm4ufn5+SKVSQkJCyMnJ4eTJk0ilUsLDwxkcHMTCwoIdO3bQ0NAg3kQmJiZUV1djZWUlxn6Kioqi4BQUFIhpQmpqKkePHuXPf/4zS5YsITs7G09PT2JiYrCzs6OoqAiJRCKczX19fQL0rKqqipGREX19fejp6Ykw+A0bNpCUlMTZs2cxMDAgPT2dvXv3kpWVRUVFBcPDw2RkZLBhwwYKCgqQyWRUVVUJQd7BgwdpaGhg5syZ/OlPf6KlpQVLS0u0tLSEAXD//v189tlnxMfHU11dTX9/P35+fujq6hIREYG6ujrz5s0jKioKLy8v7ty5g52dHfX19YJQJpVKsbe3F9nHFhYWtLW18fXXX1NSUoKBgQHR0dG0tLSwceNGrl+/jpKSEm+++SZmZmZUVVXR0tJCX18fo6Ojop8klUq5desW3d3dBAcHMzo6SkBAgLBL9Pb2oqGhQUFBAW1tbRQUFNDf38+WLVvQ0NDg0aNHBAQEUFRUxJw5c0hOTsbJyQkLCwuCgoJ4/vw5LS0tIgVg3bp11NbWUltbK9CQNjY2+Pn58fXXXzMyMkJnZycymYzZs2dz4MABMjIyGB8fR09Pj/Xr13Pnzh2cnZ0xMjJCIpFQX19PfX09BgYGJCUlCUe5hoYGCxYsoKmpiaqqKvz8/Hjx4gXPnj0TzmJlZWUMDAyorKxkamqKwcFBjIyMhCfolwI6/1VQfl7Nzc3o6Ohw7949kdUqZ7caGBiQlZWFsbGxQAXU1NSgqKhIfX09Wlpa2NraIpPJmDlzJiMjI4SEhBAQEEBsbCzl5eXExMQwOTkpwDpqamoCmaipqYmfnx+tra18//33AAKhUFxczM2bN3n06BGXLl1i7969KCsrY2lpydatW+np6WHZsmUMDg6ipqZGTU0N+/fvJyYmhuTkZJYvX87U1BQjIyPAX/Kdg4KCOHHiBP7+/qiqqlJZWSloXXFxcbi6ugoTm4qKimC17tixAxcXF7G5DAwMqKmpQSaToaCggKGhITk5OeTn54uvKZfjj42NcfXqVXbs2MH06dOxsbEhICCAo0ePChd2T08Py5cvZ9GiRVy9epVly5YxZ84cYeEfHR2lubkZR0dHXn/9dSIjI/npp58E2Gn69Om89tpr/OEPfyApKYnFixczNTXFnTt3mJiYYMOGDXh6etLe3s69e/fo6+sTDcvZs2czNTWFiYkJrq6uaGpq8tJLLxEbGyuk/PX19Zw5c4aIiAhCQkKoqakhNzcXTU1NVFVV+fbbb+nq6mLPnj1IJBImJiZQVFSktLQUb29vPv30U1RVVXF3dxdQrHv37gkcZENDA7q6ukxMTPDVV1/h7u7OggULqKmpQUVFRXjEBgcHSU9PFyHqW7Zsoampic7OTvT09MjMzGTNmjUi0WFwcFDwVjo7O3FyciIlJYXi4mIGBwfp7+/HxsZGMGqmTZtGZmamSGGQyWQC4fBLQOp/FZSfl7a2ttA2WFtbk5GRwbRp08Qs3sLCAicnJ6KiolBQUMDR0RFzc3PBmujr6yM7O5uamhq2bt1KdnY2z58/F2AjDw8PHj16JBqTcjBwd3c3PT09KCoqUlVVxaZNm2hubqahoQFtbW2WL18umnABAQF0dHQINWplZSVNTU3IZDIBwxkaGuLZs2fC9+Lm5oaKigo2NjYsXLiQmJgYKisr2bx5M48fP6a3t5e4uDjWrl2LjY0N9+/fR1VVlfr6et5++23BDp09ezYSiYSoqChiY2PZsWMHXl5e9Pf3s3v3blRVVWlsbBSScy0tLerq6oRj+5tvvhGsEEdHR1pbW6mrq6OoqAhlZWWuXLki3LUdHR1YW1tz//593nzzTfLz8+ns7OTQoUMkJiYilUq5f/8+bm5uyGQy1NTU2LhxIxoaGsJFfeXKFa5evcrs2bPR0dHBwcGBS5cuYWFhgbW1NXv27CE9PV1I+Wtra4mMjBSTMy8vL5FJraqqSl1dHUuXLhWFW+5dOnnyJK2trdjY2ODk5CTYqgkJCQJ8Xl9fT0FBgVAzA9TU1AhMwo8//sj169dxc3NDQUGBJ0+eoKGhIU4Ls2bNEj0SHx8f7t+/z/Tp0wkKCkJXVxd1dXWys7OxtbXFxsaGp0+fYm1tzYMHD3B2dqaurg4bGxva29vx8PBgZGSEnp4e7OzssLS0xNbWFjMzMzGdvHnzJsbGxgwPD+Pm5kZ4eDheXl4oKyv/4j77V0H5q6WgoEB0dDRPnjzB2NiY0dFRDA0N0dbWZvr06QwNDTE5OSlCvBMSEvDy8qKiooLm5mZhxLp69SrOzs4sW7aMlpYWtmzZQmxsLFZWVvzwww8YGxujpaUl6GHj4+MkJSWxbNkyoqOjyczMZPbs2eTm5nLhwgWqqqpYsGABZ8+eZfXq1bS1tQlhkdyJKz+aPnnyhJkzZ3Ljxg1WrVolQFFyF3Bvby+GhoY8f/6cBQsW8MYbb1BUVEReXh4lJSVs27YNNTU1AgICyMrKIigoCCcnJwH1bmpqYuXKlTQ2NoqxdkVFBV5eXmhoaFBSUsK8efPo6OigpKSEjz/+GA8PD+FAXrlypUilc3d3586dO1hbWzN37lyKi4tFU1N+1w8LC6O/v5/AwEAiIyMJDg6mtbVVCLJCQkJYsmQJnZ2dTExM8NNPP1FRUcHbb7/N+vXrSUpKwtbWltWrV1NdXc3ChQt58uSJKO5aWlr09vYKYZypqSmqqqo8efIEMzMzDhw4QGtrK2lpaZSWlpKRkUFOTg7Hjx/HwMCAI0eOsGzZMr777juUlJSwsLAgISGBpUuXMjo6irq6OmNjY+zfv194tF68eCFORGFhYaxfv57R0VEmJyfx8vJCXV0dCwsLenp6GBoaIjExUTT+5X+eKioqmJqa0tvby48//igKhrGxMVu3bqW4uFgoeK9cucK5c+fw9/fn7t27GBgYiIRIZ2dn4fCur69n+vTposjKr7OamppYW1vT09Pzi/vsH1lQfjGXRyKRXJZIJNKfw87lzwwkEsljiURS8fPP+j8/l0gkks8kEkmlRCLJl0gks//q1+z++fMVEolk99/6Wv+T1djYiK2tLa6uroyNjYm+hY2NjYD8WllZYWJigp6eHioqKkybNo158+bh7u4umBO///3v6erq4sKFC5iZmXH06FFWr16NioqKsKwbGhoKx7OcS5uQkICpqSleXl4YGhri5OTErFmzGBwcZHJykhMnTqCmpsZ3330nsoXlUQZyk1pLSwvR0dEEBASIe3deXh4RERFcvHiRhw8fUlNTg62tLfHx8Vy8eFHkIWtoaIgeRVJSEoWFhVRWVvLixQva2tpQU1MjMDCQe/fu4ePjww8//MDQ0JBwFltZWZGens4XX3whPEnHjx8XERTj4+PcvXsXmUyGkZERKSkpeHl5MXv2bMFqWbZsGV1dXSxbtozNmzdz7do1Tpw4gYWFBfr6+iJ0bGJigtdff53GxkauXLlCREQE9fX1bNiwgYGBAaEeVVBQENk3hw8f5tSpU/j6+hISEkJsbCxRUVF0dnby7NkzQkJCSE1NZdWqVUgkEvLz8xkYGODGjRt4enqyc+dOLC0t2bZtm2C8nDt3joSEBHx9fZk7d64w7WVnZzMyMkJJSYkYn8szr21sbMjJyUFNTY3e3l6ysrLYt28fH330ET/88AOenp7MnDkTFRUVDAwMCA0NRVlZmYULF1JRUUFwcDDu7u6Eh4eLyNfbt29jZWUlRIU2NjaUlpby6quvsmHDBszNzbl//z5jY2N0dHSwYMECFi9eTGVlpfg7YGtrK+JIMzMzKSwsxNramoULF1JTU/OP2mZ/95L8UhqoRCLxBwaAMJlM5vbzsw+BLplMdk4ikZwA9GUy2TsSiWQ1cBhYDcwHLshksvkSicQAyATm8peA9Cxgjkwm6/6vvrapqals69atv/hNmJiYoK2tja2tLZ988gmGhob4+fmRn5+Pl5eXCAy3srIiOztb5J44OzuzevVqzp8/z5w5c7h69SorV67EyckJJSUl2traePLkCXPnzmX+/PmCXdrb24u+vj62trZcunRJeCgAUlNTWbhwoVA17tixg56eHqKiopiamhKniZKSEqKiovDz86OlpQU9PT0iIyN544036OnpEfL28vJyFi5ciLKyMmZmZtTX13P06FESExMBBJE/PT2dnTt38u2332JpaYmjoyONjY0UFhZia2srsAna2trk5+djYWHB1NQU3t7eXL9+nYGBAdasWSNodzNmzKCxsZG4uDhCQkIYHh5GQUGB/v5+ent7KSoqYnBwEB8fH9rb28UEa9OmTejp6XH37l2MjIyQSqWsWLGClJQUAWqW82sPHjwoHL8HDhzg4sWL3LhxQ/iMHjx4gKOjI4GBgRQUFBASEkJSUpJg7gKsWLGC+Ph4Ojs7efXVV8WVMDg4mM2bN3PmzBkA5s6dyzfffINUKsXX11dMm959913Wrl0rlLLp6ekcO3YMCwsLfvjhBzIyMggICKC2tpbLly+jqKjIwYMHmTZtGgMDA8TFxWFiYoK7uztff/01Cxcu5OHDh7z00ksUFxeLcbuhoaE4wSxZsoT4+HiUlZUpKSnht7/9LVVVVVRVVYnTmb+/P0VFRURERHD69GnCw8Px9vYmKysLb29vnJ2daW1tFbIJAwMDoYlSUFDAy8uL/Pz8X9w7ABcuXMiSyWRz/64P/8L6xYICIJFIbICHf1VQyoBAmUzWIpFIpgFPZTKZk0Qi+ernf77x15+T/5DJZK/9/Pzffe4/W39vQQFEKFZTUxNff/01s2bNwtnZGVdXVy5cuIC1tTVNTU04OzujoqJCbW0tz549Y+3atVhZWVFRUUFiYiLvvvsuX375pYiZ2Lt3r4DbxMTEsGfPHg4dOoS7uzuenp7MmzePrKwsJiYmcHV1ZWpqivj4eB4+fEhoaCgjIyN0d3ezfv16YmJicHd3Jz8/nyVLlgj/DICRkRE5OTmkpaXx+uuv4+DgIDKa5W/M0dFRurq6MDQ0ZHBwkL6+PvT19dHR0RFS89WrV5OXl8f4+DgWFhZkZWWxe/du7O3tefHiBd988w0WFhacOXOG3NxccnNziY6OFkI8AwMDvL29aW5u5unTp/z444+ib1JVVYWCggKLFi0SPZuffvoJIyMjdu/eTVxcHDY2Nrz77ruEhobi5OTEhQsX2L59OwCenp7U1NSwceNGHj58iLOzM5WVlZiYmBAbG8vcuXPZv38/LS0tIofp5Zdf5uuvv8bV1ZX29nb6+/sxMzMT2gxvb28uX74sGuyjo6P89re/5c6dOwwNDZGSksLChQvp6uqiqakJVVVVoY9xcHDAzc2N/Px8UlJScHR05MCBA8THx6OhoYFEIuHChQtYWFgQExPDvn376OjoQCKRkJaWxvDwMHZ2dqxYsUKMkHV1dQkPD0dJSYm1a9dy+fJlbGxs0NfX59mzZ7S0tODq6kpycjLnz5+nqakJRUVFSkpKmD59Om+//TavvfYaK1asoL6+nvLycjQ0NJicnGRychJ/f3+ePXsmvGttbW2Ym5sL/YmHhweRkZFCBf33rH9kQfmfRpGaymSyFoCff5ZTW8yBhr/6XOPPz/6z5/9hSSSSX0kkkkyJRJL512TuX1qpqamCiH/s2DHc3d0pLCykpKSEzZs309vbK1SsPT09+Pr6CphzW1sbX375JXv37qW+vp7u7m4BE05OTubWrVuEhoaKOAZPT0+MjY2Fw7isrIzo6GgqKytJTU1FWVkZPz8/Ojo66OnpYfHixcLQ9/HHH/P+++8TGRkp9CNyGb6joyNHjhwRgdlyPGJ1dTX79+8nPz9fmPEmJiaoqKgQYdpz5szBysqKZ8+e4evrKzacn58ft27d4tixY8ycOVPQ21NTU7l16xYDAwNs3LiR7du3c/DgQRobG8X16v79+4SHhxMXF0d6ejpZWVmsWLFCiNoGBgbYtWsXv/71r9HV1RUksEOHDuHj40NTUxOWlpa8/PLLGBkZoaenR0BAADY2NpiYmFBaWsratWsFuhEgOjqa27dv09PTQ3BwMKdOnUJPTw8vLy9CQkIwNjYWGpTR0VHWr19Pb2+vKHCFhYV8+OGHfPPNN/z000/IZDIhJlNXV/934ehTU1NER0fT2trKyMgITk5OfPXVVxw7dgxzc3MqKipYvnw5tra2rFu3DjU1NX744Qfs7e3JzMxky5YtvPbaaygoKFBbW8uNGzeIiYmhqKiIb7/9ljt37rBq1Sp0dXVZuXIlmzdvZvfu3WhpabFz506++OILQdHT0dEhIyOD0NBQEWA3MDAgiHsNDQ08e/YMiUSCr68vLi4utLe34+bmhlQqpa6uDkCE0//fWv9b2cZ/Y/2tgbfsv3j+Hx/KZF/LZLK5Mplsrrq6+t/9heVdfDlsuLW1FS0tLQYGBti5cycxMTFMTEyISANlZWUmJyfFG+/8+fPk5ubS39+PlpYW169fF3/ZTE1N2bp1K76+vjQ0NIgrxPTp0+nv70dZWRl/f3/GxsZISUkR8ZbynktFRQU9PT2sW7eOU6dOERMTg6OjI2ZmZkgkEhwdHamsrCQqKoqMjAyePXsmJOL9/f14e3szc+ZM6urqePbsGQUFBdy8eZOdO3eioqLCd999JyTxy5cvJywsDCMjI54+fcqDBw8YHx9namqK06dPi0gROcRbT09P5PDcvXsXc3NzmpubWbhwIWlpaQwNDREUFISLiwsKCgo8ffoUb29vJBIJg4ODlJSUCM3FqVOnUFdX5+2332bRokUEBwejoaFBamoqc+fOpb6+no8++ogLFy4glUoZGxujvr6eoqIi/P39cXNzQ0tLi5CQEEpLS6mtreW7775j586d1NfXc+LECVJTU/Hy8iImJoZLly5x5swZzM3NuX37Nvb29mzYsAELCwtOnz5NWVkZb7/9ttjs8qA2MzMztLS00NLSwsfHh5KSEj799FPMzMyQyWT84Q9/4OrVq4yNjfH48WOePHmChYUFf/zjH9m/fz+6urqcPHmSw4cP8+abb5Kbm0tSUhJjY2MUFxezd+9e7Ozs6OnpoaGhgcTERDIzM9HQ0BARpgoKCuzatUv4uywtLbGzs2NwcBB9fX18fX0pLy9n+vTpmJiYUFdXJ/6bLS0t6Ovrs3PnThobG9HT08Pd3R0zMzNqamr+S9/O/+n1/5srD0BsbCyffPIJly9fJjAwEDc3N95//30x2tu9ezfJycn4+/tz/vx5WltbaWpqYunSpdTW1tLS0iKOp9XV1QINKDe6OTg4cPz4cQ4fPszevXu5fv06Tk5ObN68mdjYWCIjI1FQUGDWrFmMjo5SV1fHrFmzBDYxKSkJFRUVFi5cKN5ygYGBmJmZce7cOdzc3Ni1a5fwtOzbt4/XX39dyLblZDlvb2+UlJQYGxtj0aJF9PT0CK6pkZERBQUFnDlzhqioKBoaGli+fDl37txhy5YtpKWlIZPJBMXf2tqalpYWBgYG0NHRYdmyZaSmppKUlMTOnTu5e/cu69evx8zMjOHhYSoqKrC2tmbp0qX85je/ITQ0FKlUSkNDAyoqKhQVFWFlZcWPP/7Ili1bWLlyJZ988gn+/v588cUXHDp0CENDQ6F5UVJSoq+vj/z8fBwdHf8dvvLmzZu4uroyf/586urq8Pf3p62tjfnz54teSXZ2NhUVFbz00kv4+flRU1PDwMAARkZGQoHc29tLZWUlc+bMIS0tDVVVVby9vYVqWUlJCalUyvXr13nvvffIyMggOzub8PBw3N3dcXV1ZXx8XETCTkxMiFOPnp4eAMXFxdjb2/P5558L35W1tTU6OjqUl5fj4+MjkgcdHR2FSvrTTz/l7bffxsDAQEgHFixYIK6xioqKFBUVceDAAUpLSzE3N8fBwYHExERGRkZoamoSuqampiYGBgYEF/fvXf9vuPJEAPJJzW7g/l893/XztGcB0PvzlSgWWC6RSPR/nggt//nZP3StWLGCnp4ekf1y9uxZrK2tsbW15dq1a4SFhVFXV0dZWRnz588XEuVXXnmFWbNm8cYbbwhj3rRp00RmzvLly5kxYwbW1tbC1NfT08O+ffuQSqX8+OOPFBUVsWHDBnR1dXF3d6eyslJgAHJzc/H29mZkZEQQxqysrFi1ahUDAwOcOnWKgwcP4uXlRX19PaqqqoyOjlJRUSGoX3JE4fLly5kzZw7379/nvffeIyYmhqqqKt577z00NDTQ0dFBR0eHvXv3iibszZs38fHxobGxUWAcPT09CQ0NJTY2Fnt7e2H7z8/PF6PjzMxMvLy8GBoaoq6uDjMzMwoLC9HU1GTv3r3MnTuXR48eUV9fz5UrVwRztra2lvXr16OlpcW1a9d47bXX+Oabbzhz5gxmZmbMnj2bFy9eAAhi3LFjxxgZGWHFihWUlpair6/Pv/3bvwlMxcTEBJmZmZSVlXHw4EFaWlrYvn07VlZWrFu3juzsbKEz2rp1K7W1taSlpYnxuZzQNjQ0RHNzM2NjY/T19XHu3DnOnz/P0NAQjY2NRERE8Kc//QlPT09mzZqFh4cHT58+5cmTJxQWFtLa2kpPTw/9/f3Y29vj4uLC2NgYe/fuJTAwkI8++ojTp08Lb5CLiwubNm0iLy8PBQUF8vLySElJITg4mGnTprF9+3YeP35MT08Pvb29vPrqq9TX15OUlISmpiYbN25k9uzZTJ8+naSkJLKzs7l16xZubm6Mjo6yZMkSwbkxMTH5bxeTf/T6e8bGN4AXgJNEImmUSCT7gHNAkEQiqQCCfv53gCigGqgEvgEOAshksi7gD0DGzz/O/PzsH77a29vJy8sjOzubjRs34uLiwpMnTwgICMDe3p7+/n7u3btHWVkZzs7OFBQUEBUVRUxMDIWFhQLZ5+LiwqpVqxgeHmZycpLjx49TV1dHQEAAAQEBpKSkCI6rtbU1EomE2tpajh07Rk1NDYcPH8be3p4FCxaQlpbG5OQkixYtEpsjODiYhIQE4uLisLe3F7qT7OxsGhoa0NfXFwS5t956i8DAQD777DPu378vGLFyxu3AwIDICpJIJMhkMpSUlNDS0sLPzw9VVVWBA9DR0aG1tZWCggKePn3Kpk2b2LhxI3/84x/JyckRLto//OEP2Nvbs2bNGmHLl4OsU1NT0dTURFNTk+3bt2NmZsarr75Kc3MzgYGBbNiwAW9vbyYmJpg/fz5TU1N89NFHTE1NERsby82bNxkZGWHGjBns3LmT3t5efvjhBwIDAwkLC8PT0xMdHR0eP37MwoULUVBQwNPTU2AlNDQ0sLa25u7du1RVVaGhocHXX3/N4cOHmT59OqdOnRIJeR0dHairq2NsbCzSADw8PDAzM6OoqIjz588LZeq6desoLCzk6NGjvPXWW/j6+vL8+XN+/etfs2TJEgoKChgZGeGLL74gMDCQsrIyfvOb32Btbc3Dhw9JTk5maGiIkydPMjw8zIYNG2hraxP5xo8ePRICtbGxMVpaWvD29sbQ0JCenh7Onj3L73//e4aGhjAwMOD27dtUVFRw7949YmJicHFx4c6dOxgaGooc5QcPHrB7927y8/OJj4//P7Gl/lvr77ry/N9a/90rj3zJc2Ht7OwwMTGhr6+P5uZmAgICKCwsFBOSb775hosXL9LR0YGSkhJz585FQUGBS5cu4ebmJuTyV69e5dVXX+XFixfs37+fjo4OvvrqK4KDg7G1teXkyZPs3bsXe3t7RkZGMDc3F3qAbdu2ifv8yMgIBgYG4vN5eXksX76ctWvXkpiYSFxcHLa2tkilUs6dO8cHH3wgTJCtra0ickFRURGZTEZ+fj5BQUEizbC2thY1NTW2bdtGS0sLJiYm1NfXU1tby+LFi8nNzaWiogILCwsAioqKBCoyNzeXyclJ5s2bh1QqRV9fH11dXdTU1JiamsLU1JTIyEjmzp2LiYkJ+vr6wtl8//59tm7dyqlTp1i7di0LFy6kurqa4OBg1qxZI6Zhvb29GBgYoKSkJMyH8mO7pqYmtbW1DA0N0dvbyyuvvMKVK1fYtm0bZWVlIjpTnioglUoJDAzk3LlzIptIIpGQmpqKmpqamCCZm5uzbNkyPvnkE/T09EhLS0NNTY1f/epXfPHFF4IOL3/jy1GQa9asISUlhRkzZjB//nwiIyNpaGjgxYsXLFmyhN/97nfExsZSW1vLyMgI06ZNIywsjB07drBgwQK+/fZb9PX1hfL15MmTZGZm4ubmRmxsLBEREdy+fZuDBw8Kt3RWVhZ2dnbcvHmTiYkJAgMDiY2NRU1NjZ6eHhwcHDhz5oywdlRXVzM5OcmsWbNQU1NDQ0Pjf7TP/pFXnv/PK2X/1pJ7eF555RXmz59PT08PBgYGLFiwACUlJWbPnk1SUpLwmtjZ2QnDlxxtMHfuXFRVVZFKpXh4eNDU1ARAeXk5T58+Zf/+/YyOjlJbW0tbWxseHh5kZGQwb948vvnmG8rLy3ny5Am3bt3i2rVrZGVlMWfOHKytrfniiy+wt7dn8+bNfPzxxwLq5OrqyksvvSSCvltbW6murmZsbAwzMzOsra2prKwUDbzq6mo2bdqEpqYmXV1d2NvbExcXB8D4+DjV1dXk5+ezYcMGnj59SlFRkRilT05OitOYiooKlpaWwrtiamoqmB+WlpZERkYK3mxHRyP3qQgAACAASURBVAfFxcXC6a2hocHy5cvFW7itrQ0bGxsGBgYoLy9n5syZIkmgoKAAAENDQ5qamjA0NMTIyAh9fX2uXLkiIifkNLpDhw6ho6MjsnnlfFV5VIjcSa2srEx0dDQSiURAvw0MDLCzs+PBgwe8++67rFixgtTUVGbMmIG3t7fg9sq1NfLfCxsbG3G109DQEIa+kZERCgoK6OrqYnJykra2NmbMmCGSIOXJAy4uLixbtgw9PT2kUinvv/8+UqmU1NRU4uLiBGNm1apVREREoKmpybFjx5BKpURFRWFjY0N3dzdmZmbCPOjl5cXmzZtxcHDg0aNH3L59W4yF3dzckEgkODs709fX9z/aZ/+S3v/Csre3Z2JiAm1tbWJiYjA1NUVJSYnY2Fimpqaora3l3LlzlJWVCaBRX18flZWVPHv2THw+OjqakJAQ4uLimJycJDAwEAUFBRYuXEhvby/t7e1MmzYNbW1tMjMz8ff358svv8TPz49Zs2ahra3N3LlzMTMzQ1FRkf7+fiYnJ1m9ejXwl1H3hQsXBK+isrKSwMBAcnJyWLBgAe3t7RgZGeHp6YmioiKVlZXs2bOH/Px87O3tSUxMJCoqioGBAd566y0AkpKSKC4uprm5GTs7O0pLSwkICCA3NxcXFxdUVVUZHx/nwoUL4s0WHh7OBx98QEtLixCKyWQyQkNDsbS0RF1dnaioKDo6OnBwcMDMzExEuqqoqJCdnS1winIKmkQiobGxkcHBQTGFWbx4MYaGhpiamtLU1ISWlhaurq7U1tbi4uLCrFmzUFFREZS0gYEB1NTU6OzsJDs7G319fdrb25mamsLPzw8dHR3CwsIEEMnBwYG8vDy0tbXR19fn5s2beHl5oaenJ8SBoaGh9PT0kJubK3xY58+fp7e3ly1btpCfn4+BgQGTk5M4OTnh6+tLQUEBDQ0N2NjY4OHhQWVlpfAjffzxx+zfv5+oqCjhcj916hTu7u6sXLmSe/fuiXB2d3d32tvbUVVVFcmSQUFBgl9SVFREd3c3jx494tSpUzQ2NiKVSkV/Jy8vD5lMxtjYGCEhIejo6LB8+XJhCv2frn8VlL9jSaVSlixZwqlTp1i1ahWjo6Po6OgI23t9fT3t7e2MjIwI/8bz58+ZNWsWWVlZPHr0SOT9eHp6ij6FoaEhPj4+QnaekpKCra2tIMjLg7rk15+SkhKx2e7evcvRo0e5ffu2iBxNSUlBV1eXnJwctLW1GRoawsHBgStXrrB06VJUVVWpqanBxcWF5uZm6uvrqa6uZsmSJfT19TFz5kxMTExIT09naGiI/v5+bG1tKS0tFSHjcjHX3LlzBTJwzZo1DA0NUVxcjJeXFy0tLSQmJqKiooKGhoagrsnl9rNmzUJLS0u4rI8cOYK/vz9nz57F09MTDQ0NlJSUWLduHV5eXiLrd3JyktTUVF555RVSUlL46aefmDFjBkpKSkRERAjVsYaGBnFxccyYMQNdXV2OHz9Od3c3eXl5vPHGG6SlpdHf34+np6cIgG9pacHKyoqTJ0/S29vL0NAQJSUlaGhoCDCTk5MTfn5+DA8PC8j4tGnTePz4MfPmzaOkpAQ/Pz9mzpzJrVu3OH36NNevX0cmk/HGG28QFhbG8PAwz54948SJEyQnJ2Nvb8/27dupq6tjaGiI3NxcjI2N8fT0pLi4mPz8fPT19UXfKTU1lZqaGlxdXQkNDeXatWsYGRlx+fJlfH19GRwcFMgEPz8/nJ2dKS8vZ2xsjLa2NmHwGxwcZN++fbS1tTEwMEBNTY3g9v7vyOz/VVD+jmVgYICZmRkvv/wyDx484OrVq0xMTDBjxgwGBwcJCgoiPz8fqVTKhx9+yAcffMCqVavw8vJCSUkJT09P8dns7Gx0dHSEeUw+Hm5tbRUnlCNHjlBXV8eTJ0/w8fFhz549Iv6hoqKCvr4+7ty5I3ilcqCRuro6gYGBAiAsTwt88uSJCLuytbXlz3/+M1u2bOHmzZsApKSksGbNGqqrq6msrMTW1pbi4mJee+01YT0YGxvjwYMHIiNZDv7R1tYmOjqaLVu20NDQQH9/Pzo6Ovj6+hIWFoaJiQnh4eHMmTOH7777jpdeeglTU1NGR0epr6+nsbERNzc31NXV2b17N4aGhgwNDQnf1KNHj2hqaiI8PBxdXV309fVFfo2LiwulpaVs2LABExMTSkpK0NPTo7q6Gmtra0pKStDU1KSjo4OJiQnmzJnDw4cPSUlJYcOGDVRUVPDnP/8ZK6v/h733jq6yzBe2r522d3rvdSchhQRCEkgICQECgRhqEAQBQaWqqCCKw0GR0WEERQdHRUAR6UiTjhAICYEQ0gjpvVeSvdN2etnvH5p7nfqdM5/OOO95/a3FWvBks4zkee7nvn/lupyoqqrC09OTtLQ0iouLSU9PF7M3ra2taGtrCx/P8DTu8DBjWloaMpmMGTNmEBsby6RJk9DS0kJHRwdnZ2fa2tro6+vDw8ODgoICZDIZ9vb2WFhY8MMPP6BSqbC0tKSyshKlUslHH32ESqXCyclJHPF8fHwICAigrq4OBwcHnJycOHfuHEqlUuRt1Go1ly5dYsSIETz//PMUFRUJRe6TJ0+E1ykkJES04g9DnoYZxiUlJb/oOft9QfkfRm1tLT/++KPoIRkcHKSurg5zc3OBy5PL5bz//vssW7YMTU1N9u3bR2NjI0VFRbz11ls0NjbS1tZGW1sbAwMDmJqakpOTg5+fH/39/VhbW2Nra8uFCxdIT09n7dq1mJmZUVpaysmTJ5k+fTpfffWVmOsZzgkMd0dWV1eTlpZGeXk5c+fOxcLCgtjYWCIjI9HQ0CA2NhYrKysCAgJEh+5w/8nDhw9JSUmhsLCQiRMnMjAwwNWrVzExMeHYsWOMGzcOuVwuyrS7du3iypUrXLp0CVdXV9G2P+yjaWlpETT64W7ijo4OYTgcVnJcuXKFjo4ODA0NsbCwwNnZWQxQ9vf34+bmhlwuRyaTIZfLsbS0xNDQkLfffhtvb29OnTqFkZERVlZW1NbW4uHhweXLl1m6dCkJCQmin6OtrU2Q693c3ABEHqq9vZ2enh6am5u5c+eOOFqFh4djYGCAiYkJ7u7unDt3DpVKhba2NkNDQzx48EBUu0JDQ0lNTRWdqY8ePUJHRwd9fX2+//57Dh06xPr163n99ddF/82lS5eoq6sjPDwchUIhKmk9PT3o6elx7949oqOjUSgUDA4OkpmZKQZQx48fj5mZGbW1tXR1dWFiYkJlZSWdnZ2sW7eOTz75BLVaja6uLk1NTTx58oTly5czbdo0Tp06RV9fH88//7zgtUybNu1XGQD8fUH5G6Kvrw8rKysuXrxIbW0tNjY2ODo6EhkZSUJCAjdv3uTo0aPs2rULPz8/8vPz8fT0ZPr06WzdupXOzk5eeuklGhoaSE9PJy8vj8DAQABycnJQqVRoamoKBOH9+/fp7OwkNzeXbdu28eOPP/Laa6+hUChYvHgxu3fvZt68eaKD0sjIiPXr19Pe3s6hQ4eIjIxErVZjZ2dHTk4Oc+fO5d69e5iamlJcXExYWBjFxcU0NjZSVVVFZGQk1tbWFBYWoqmpyXfffYeDgwN2dnYMDg7i6Ogo6HAFBQVoa2sLSty3335LT08PN27cYMqUKXh6enL79m3i4+PR1tamrq6OZcuWUVBQQEtLC+3t7YLoPzQ0xJw5c7h06RLZ2dloa2sLaLVEIiEwMJDq6mphH/Ty8uLgwYMif6NSqQgKCqK/v5/MzEwBGB9m/7q4uAjE4YIFC8jOzmbZsmXCh3zhwgUiIyMZGhpCQ0ODp59+mpqaGvLy8oCfDJOdnZ1cvXqV8vJy/P39GRwcRC6Xi8Y6d3d32tvbCQgIIC0tjY8++ohTp05hYWHB2LFjycrKory8XMCMZDIZlZWVeHl5oampyf79+3F2dubevXsEBARw7949lEolHR0d9PX1cfr0aUaMGEFrayuzZs3i1KlThIaGkpOTw+LFi6mrq0OtVmNoaEhZWRmurq48fPiQmJgYTExMUCgUjBo1CkdHR6HeUCqVuLm5CSxoWVnZL37Ofl9Q/oYwMjJCV1eXJUuWMHnyZAHVKSkpEZOZ+vr6aGhoCJixgYEBH330EVOnTuXtt98mOzub8vJyXFxciI6OFoDgYbDykydPqKiooKOjgw8++ICHDx+ipaWFSqVCLpeLyVMLCwvWrl3L9evXKS8v55lnnhHMCqlUytatW1mzZg1PPfUU33//PRs3bmRoaAhNTU3s7Ox4+PChyKMEBQWhUqlwdXXl1q1bLFmyhPv37/P0009jbGzMuHHjxFFm2AL44MEDYmJiBKmtsbGRCxcuiLK0Uqnk4cOHwoBnZWXFd999h729Pfb29ly9epUFCxZw+fJlGhsbKSkpIScnh/Xr14vuYFtbW77//ntRmv7iiy8YM2YMTk5OREdHU1NTw/PPP09tbS3FxcV0dXWhr6+Prq4u9fX1hIWF4ePjQ3V1NXp6eqKxbMmSJWJiua2tDfgpTzZ//nzRazMMuXrvvfdISEjg+PHjWFhYMHnyZKqqqnBycqKuro64uDj8/Py4efMmY8aMEZY+IyMjLl68iJ+fH/r6+rS0tGBsbIyHh4dQoba3t6OpqYmxsTHr1q0jOTmZHTt2kJKSQkVFhThW+fv7Y2VlRXd3t0hEh4SEcOvWLa5du8by5cvF0TEvLw+pVIqhoSEaGhpYWlpibW2Njo4ONTU1AmVqZWVFdHQ0dXV1nDlzhv7+/l/8jMHvC8rfHMOApfnz53PkyBHMzc355ptvePjwIYsXL+bevXssXLiQP/3pTxgYGAh+6TfffMMHH3xAbGwsKpUKW1tbrl27RkBAgIBj3759m2XLlpGQkICdnR0pKSk89dRTGBoaEhkZycDAAG+//baoZhgaGiKTySgqKmLu3Lk8evRI8F0HBgYoKChAIpEwbdo0AE6fPk13dzd6enoUFRUxbdo0Zs6ciVwuBxD+2ps3bzJ//nwKCwspLCykrq5OUNSGwdGrV6/mypUrFBcXs337dqRSKW+88QZ1dXVoamrS3NwsOno7Ozv55ptvqK2tZcqUKXz55ZcEBgZSU1Mj5kYGBgZYuHAhly9fJjk5maysLL777jsxgzQsnH/mmWcoLy+ntbVVgKRMTU3JyMigra1NMGcWL14sFuNht9JwUrK9vV14i6ZMmSLQBn5+ftTV1VFYWIiZmRkKhYLdu3cDP+XRNm7cSFJSEpMnTyYxMZHW1lbCw8O5ffs2UqkUJycn3NzceP/991m0aBHPPvss3d3dbNu2DX19feRyuWgWBAgKCkJLS0sQ17y8vEhNTUWtVnP27Flyc3MxMjLCyckJpVJJdnY2JSUlmJiYcOfOHaRSKSEhITQ3N7N9+3YmTJhAfX09QUFBnD59mjVr1lBeXk55eTl6enrY2dlhYWFBeXk5I0aMEGCt/w48/bfEPxSw9L8lnJ2deeeddzA2Nub69eu88sorLFiwgCdPnhAeHs7nn38uKh9Hjx4lJiaG/Px8AFxcXNi5cyfW1tZs27YNNzc3xo0bx0cffcTmzZtF09pw9SIhIYGioiJWrFhBfn6+MPPV19eLG7Oqqort27ezevVqamtr8fPzo6enBw8PDzFw6OPjI1SnmZmZhISEiCHC4SNTVFQUtbW15OfnI5FIhKLSz8+P69evY2VlxbZt2zAzM6OmpgZNTU20tLSEOCw+Pp7g4GCMjIxYunQpq1evFoL2SZMmYWZmhq6uLu+++y62trb4+Piwf/9+Tp48iUqlYuPGjTQ1NVFbW4uzs7OAJBUVFdHR0YGrqys7duxApVLR3d1NX18fI0aMEEOHw70brq6uJCYmMmnSJAwMDMQx1cDAAG9vbzFhDODt7Y2lpSUBAQEcPXoUtVpNYmIib7zxBn19fYIsp6GhIbAIR44cwdjYGJVKRXZ2Ns7OzowePZpbt24JjIODgwNXrlzBzMyMt956CyMjI/Ly8kQP0Mcff0xXV5eQqhkZGYlxhydPnhATEyNkcLa2tgwNDeHi4sLAwAAVFRUCsVBUVERqair79u0jPj5e5KRiYmKwsLDA0NCQ3t5ezp8/j6urK56engJbOnbsWMaMGfObPUf/Xfw/sUOBn0DPra2tuLi4kJycTGBgIIWFhRgYGNDY2MjQ0BBdXV0YGxvj5eUl/DsmJiaC4Xry5EmampowMzPj0aNHHDp0iJCQEHFDOzo6YmZmJnSiw5Cm6upqnn32WdH09e2332JlZYWVlRWnT5/GwcGBuro6YdUzNzfHzc2N8vJywUi1sLBg4sSJIg80rJ44fvw4bm5uwmanr69PV1cXZ8+exd3dXXA5mpqaxGJVXFzMzp07iY+PZ+LEieTm5opqz48//khUVBTHjh2joKAAX19fbG1tyc7OJi4u7t9AoJRKJZcvX2bZsmX4+/sLg2N6ejp+fn50dXUxfvx4zM3NefDgAVZWVpw7dw4zMzP6+vro6emhrKyMqVOnCnCTkZERo0eP5vr160ybNo22tjaR7A0MDOTs2bNkZWXR09NDfX09AwMDfPzxx1y/fh1TU1PBOTl+/Diurq4Cv+ju7i6OEMOe4mEBXEtLC01NTezZswdbW1tGjx6NRCIR3bfD7QHW1tYEBwfT1taGpaUl586dIzU1VZDTvvjiC2JiYgShvr6+ns8//5xDhw4xbdo0dHV1UavVAoR97NgxpFIpNjY2TJgwgYaGBvT09CgoKMDR0RE/Pz9ycnLo6uoSGtzQ0FDB5/m14vcjz//PsLS0pLi4mMjISNzd3SkqKsLT05P29nbGjx9PQUEBLi4uxMTE0NvbS1xcnJjFUSgUREREIJVKxVszJSUFDQ0N0UW5YcMGGhoaaGtrIzo6GrVaLdwv9vb2KBQKrl+/jpOTE2vXrhUQ4ylTpqBWq4UMfbgjdtgzbGFhITpOOzo6yMjIoKioSKAmx4wZI7garq6uNDQ0MG7cOFJTUzE3NxfqieDgYE6cOMHKlSsFqnK4x8XLy4usrCxyc3NRKBQYGxvz5MkTxo8fT1tbG5qamowcOZJ169Zx5swZHj16xIwZM5g9ezYTJ04UzN7Ro0cze/ZsLC0tRaVn2EXT2dmJi4uLEKG/8847eHp6ire1g4OD+PzwQ37+/HkxCDjsPFqzZg2HDx8mPT2dnJwcgoKC+POf/0xDQwOzZ88Ww3937twhOjqaXbt2CYjTK6+8Qk9PD6Wlpfj4+BAXFydYscPE/YKCAjo6Oujp6RHdqYaGhmzevJmcnByqqqqERGvr1q1ixkdDQ4MJEyZgZWXF8uXL+fbbb5FKpVhbW2NtbY2lpSXjx48nMTERW1tbKisrWbt2LTdu3EAqleLn50dycjJKpZKkpCSMjY15/PgxWVlZ2NjYMGrUqP9SeP5L4vcF5RfEhQsXeOedd/jTn/7EkiVLiI2NxdraGj09PVatWoWGhgbFxcW4uroik8nQ1NQkOTmZuro68cZMS0ujqKiI3t5eUYEwMjKio6ODgIAAurq6qKqqYsaMGfT29iKTyTh48CDz5s0Tbpy2tjZ8fHzw9fUlIyMDFxcXwS2pqqoSreZRUVE4OTlhaGjI/fv3cXZ2RiqVUlxcTG9vL5MnTxYNdzo6Oly+fJmnn36asrIywsLCBLVeU1OT7OxsZDIZ5ubm6OnpkZSUJBipNTU1Ag3Q3d1Nf38/9vb21NTUCNxjZWUlW7ZsYceOHURGRmJkZMSsWbPIzc3l3r17BAcHU1tbS2dnJ5qamowZM4bu7m5BSxscHGTnzp0iQV1dXc22bdsIDg7G09NTVCwkEgkxMTGMHj2aKVOmiJ2LRCIR+ZLhHYS/v78YLhxGHz58+BBra2vkcjllZWWsWrUKOzs7dHV1aW1txcrKisbGRpFvqaqqwsrKiurqagwMDDh79iwqlYqmpiby8vIwMzPj5ZdfpqGhgY6ODqERNTY2RktLCz09Pbq6uvD39+f+/ftIpVJGjhyJj48PmZmZ1NTUcPjwYeLj4zE1NSU4OJjy8nI8PDzo7e2lp6eH3NxcxowZw6hRowRs3cbGhv7+foKCgqivrxcvv187fl9QfkEEBASwb98+1q9fT2pqKikpKYwZM4ZJkyaxa9cuMUexbNkyTExMyM7OJiQkBFNTU8FtHZ71iI6OJjc3lwULFnDmzBmWLFlCd3c3CoUCV1dX5HI5OTk5GBoaMnnyZOzs7Lh3757oy3j48CFWVj/B7h48eEBnZyednZ2Ehoby6NEjDAwMuHTpEgkJCWzYsIGSkhK6u7sFhW4YjrRhwwZefvll3nnnHbS1tblz5w7V1dW0t7dz6dIl5syZI5w8J06c4IUXXqC0tFSAug8cOEBAQAB6enqUl5ejq6srSrfD+ZDAwEBsbGx4++23qaqqoqOjQyRB8/Ly8PPzIzY2FplMJsRWLS0tpKamUl9fz9NPP42HhwdOTk4sXLiQoaEhwbTt6+tjwoQJyGQyrK2t6ejoEJPXSUlJWFtbExsbi5mZGQcPHuTIkSMoFApKSkpob2/HwsIChUIhdqDd3d1oa2ujUqlEdWrEiBHU1dWJBG9bWxthYWGcO3eOoqIi5HI5WVlZ6Onp0dHRITS0w9S22tpazp8/LyaTW1pakEqlqNVqsVDn5uby3nvv8dVXX2FnZ0dSUhKrVq3C1NSUsLAw9PT0UKlUODg40N/fL5w+VlZWPP/888THx6NUKsnNzcXY2JglS5bw8OFDQkNDxff894jfF5RfGMPu3YqKCvr7+2lsbCQgIIDm5mYWL15MWVmZOEYkJCQwduxY4uLiMDAwwNTUlC+++AJ7e3tSUlJwcXEhJSWFkJAQbt++TUFBAVVVVejr64vWbIVCgVwux8rKSkzXVlZWYmtrS2RkJDdv3kQmk+Hs7CwUG3K5nPLyckpLS8nMzKSrqwsNDQ3s7OwwMjKisLCQiooKKisruXLlClu3bqWxsZGKigoxszJu3DhsbGzw9fUlMTERiUSCq6srRUVFuLm5cefOHYaGhpg6darohE1PT2fOnDk0NDRgamoq3EF9fX0cO3aML774glWrVrF3717S0tLEQORf/vIXtm/fTn5+vjh2DUOR5HI5dnZ27N27l6amJvT09JgwYQLd3d1MnDgRU1NT4uLimDJlCo2NjeTk5PDo0SNMTExQq9U0NjYilUoxMzOjp6eHx48f09XVRXt7O5mZmaKX49atW3h6emJvb092djZdXV0kJSUhl8tRqVSCv5qdnY2Dg4PIK9XV1VFRUSEASG5ubjQ2NhIUFISDgwPR0dHcvXsXHx8f7t27R3t7O+bm5hQVFeHi4sJzzz1HbW0toaGh6Ovrk5KSQmdnp2g0VKvVGBkZERERQVdXF7GxsWRkZBAbG4u2tjajRo2iqKhI7EiGucFFRUUUFBSQnJyMra3tr/4cDMfvC8qvEJmZmRQWFhIeHk55eTmJiYn09fXx4MEDXF1daWlpobm5WZSNra2t6erqwtHRkQcPHjBixAgiIiLIy8vD1NSU0tJSPD09GTduHFFRUcTFxfH666/T0tIipN03btwQb/QTJ05w+fJlzp07R3t7O1OmTMHMzAxTU1MMDAzIyMjAwMCAFStWYG9vT2ZmpqDNT5gwAR8fHy5dukRERARpaWkMDg5SVFQEwPz580XycurUqejr65OYmIi2tja2trai52Py5MmkpqZy4sQJenp6uHnzJhs2bCAjI0MQ71esWEFcXBwDAwNYWVnR1tbGypUrSU9Pp7Ozk76+Pjo6OoiMjOTx48dkZ2fz4MEDUVVKSUmhu7tb4Df9/f0pKSkRbe7DEq7hwcwRI0ZQVFTE/v37sbCwEHyb9evX88MPP7By5UqOHTuGmZkZXV1dhISEiLLr/PnzuXz5soA8WVpaYmRkhKmpKZ6entTU1BAXF4darWb9+vVcvnyZrKwsWlpacHZ2Zv78+dy5cwdtbW3kcjldXV0YGhpy/vx5MQ6wcOFCiouLqa2txdbWltLSUo4fPy4WkGPHjpGRkcHy5cvx9fXF2NhYDBtGRkbS0NBASEgIdXV1BAcHk56eTnNzMxERESiVSpFYHhoaoq+vD29vb8zMzP4uz8Bw/L6g/Erx8OFD8XaYOnUq1dU/cbRv377NypUrOXToEO7u7gwNDWFnZ0dfXx9jx47Fx8cHhUJBVlaWILt5eXlx4sQJkpOTGRgYoL+/n1u3bhEYGEh8fDzJycl0dnZiZ2dHeHg4MTExuLq64uDgQGFhochlODo68s0332BnZ8fQ0BDHjx/Hx8dH8E66u7vR0tJCoVAQExODQqGgsbERHR0dvLy8sLS05PDhw9y/fx8DAwPq6+spLS3FxMQEPT09PvvsM9zc3NDS0iIpKYne3l5RqXrllVe4cuUKVVVVjBs3TlSXlEolHh4eyGQyent70dDQEIlCY2NjSktL0dHRwdvbm0WLFvHkyRPBq7179y6jRo2iv79fbNuHvUjHjx+nv7+fnJwc0WXa3NxMf3+/EIorlUq2b99OTk4OAQEBZGdno6enh5ubG9nZ2URHR2NnZ8ehQ4cEbS8vLw8nJye8vb3Fz9bGxoZDhw6xdetWHj16hK2tLTo6OsyYMYPvv/+eWbNmkZOTI4b8VCoV165do6uri+XLl5Ofn097eztBQUFIJBLS0tIYOXIkLS0tvPXWWwQHB6OhoYFMJsPBwQFDQ0NxBMzNzRVQpXv37nH27Fn6+vqIi4vDzc2NiIgIMjMzMTY2xtrampqaGiEfy8/Px8nJ6e/2DPz8HPzeh/JrRFRUFF9//TUbNmygqKiIV155BQ8PDz766CO++OILSktLaW9vp6amhrq6OsFhbWtrIysri6eeeoqGhgaR6Jw8eTKjR4/GwcFBzORcunSJwcFBpk6dKqZw3dzcePbZZ+ns7BRDZOPGjaO1tZXU1FRx3q6urqagoICAgJ98aRMnTiQqKoqgoCCRXUhKYAAAIABJREFU7A0KCmLEiBGsXLmS7u5urly5wuuvv87333+Pr68vR44cwcfHhzlz5mBmZkZUVBQqlUqApU1MTOjs7MTHx4eUlBR8fX0JCgrCxcVF0MTy8vKIj49HLpdz/vx5fH19qa6uZvfu3dy5c4cZM2Zw+fJl4uLiOHDgAHZ2dvT393P27FkWLFjAypUr0dXVpbS0lNdee43z588Lo8Bwqf6DDz5g27ZtpKens3HjRgIDA/Hx8UGlUolFeZhO7+LiQnFxMRKJhPfff5/ExEQ2bNjA0NAQDg4OuLm54e/vj6mpKV9//TUJCQmkp6fz1VdfiRZ+bW1t/Pz82LFjBy+99BIVFRVoaGiQl5fHe++9R2VlJXPmzCEwMJBz587x8OFDwsLCRHl92Npnbm7OlStXsLKyEs1869evF/iHq1evYmpqyogRI1AoFISHh/PGG2+wY8cOXn/9dYHa0NLSoqqqivfeew8vLy+xSwoLC/uNn5K/Lf6f3qEAguw1LA03Njbmq6++Ej9sa2trHB0dKS8vx97eXpR0n3/+eQ4fPszChQtJSkqirq6OjIwMIiIiePLkCUZGRkIyJpPJMDY2pqSkhNdff53ly5cTHR2Nnp4eUVFRxMfHU1dXx+rVqzl79ixeXl5kZmYyduxY3NzcUCgUdHR0UFBQIITaeXl5tLW1kZ+fT0hICAsWLBCazlu3blFeXk5ERATe3t6o1Wq+++47bG1tUSgUQndpbW0tbHZvvvkmL7/8MpMmTeKjjz7iueeeY/HixRw9ehR9fX3q6+t59OgRMTExaGpq8ujRIw4cOMC4ceP47rvv+Pjjj3F0dBS4SB8fH3p7e7G2tubTTz9l6dKl6OnpcebMGcaNGyeMAuHh4dTU1AiObFlZGYcPHxaIgtraWsrKynBwcODUqVNUV1fT3d1NS0sLlpaWAOjr63Pjxg2MjIxwdXUVCIETJ06Qk5NDWFgYYWFhbNu2jZaWFlasWMG1a9e4dOkSu3btYv/+/ejr61NcXMzGjRvx8PAQvJSQkBAeP35MW1sb69atEz+rN954g7a2NkJCQnjw4IFo5DMxMREvn+bmZtauXUt7ezvJyckkJycTFRVFcnKyUOgOd1u7uroya9YsfH19KS0t5cGDB6Ib+u8dvx95fuUYnp8YFl319vZSVlZGV1cXdnZ2pKWl0d3dTVdXF729vXz99deMHTuWnp4eGhoauHr1Kq6urtTV1eHs7Ex3dzdr1qxh586dyGQycnJyeOedd9iyZQsKhQIvLy+hkHBzc+Pu3bsiIZiSksLSpUuJiIhAJpMRFxfHzJkzkUgkhISEcODAAQwNDRk5ciTOzs7s3LmT1atXo6WlxfTp0xkcHKS4uFiUNS9evIharSYjIwM3NzcMDQ3p6OjAy8tLgJSdnZ0pKytj//79xMXF8eGHH5KamsqBAwdoaWnB1dUVqVSKr6+vyC3t2rWLbdu2YWpqSmRkJDdu3BCicaVSKRq80tLSCA4O5s033+TJkydibqehoQEvLy8++eQTJkyYQEBAAImJiSKZGxAQwKNHj5g/fz6HDx8WTp/29nYmTZqEj48P6enpLF68GBsbG0pKStDV1cXIyIienh4yMjKYOHGicEpraGgwZ84cXFxcOHz4MMHBwTg4OLBlyxY++eQTAgMD2blzpzjuSKVSdHR0MDExITQ0FB0dHRoaGkSnr56eHs3NzWhra7N7927279+Pt7c3LS0t9PX1UVxcTH9/v8jf1NfXs3LlSk6dOkVubq7Y0djY2BAcHMzly5fF7tfQ0PDvnjf51/H7gvJ3iOEfZk9PD3PmzCEoKIjCwkLS09NxdXXl6aefpqCggMrKSjw9PVEqlQQGBtLe3s6aNWs4efKk0GZkZWWhpaVFdHQ0I0eOZPz48ahUKgICAnB1dWXy5MmcP3+eefPm8emnnzJz5kz09fUJDQ2lv78fY2NjbGxsOHXqFEuWLKG0tFRstWUyGVVVVfj7+wuJe3l5OWFhYZSWlhIfH4+joyN37tyhpaUFbW1ttm7diqWlJYsWLRI9LsPff1VVFVFRURgbG3P8+HHs7e2ZMmUKx48fR1NTk2nTplFYWCiGK7W0tLCxseHmzZuij6K9vR0zMzP27NlDUFAQS5cuZc2aNYSGhnLw4EFkMhmbN2+msbGRjo4OwT4ZFqgNDg5iZ2dHVlYWfn5+rF69mmPHjjF58mSRmNTS0qKpqUn0jxgYGODu7i66fJ2cnARXZcqUKahUKqqqqjA1NRXzTMMC97lz53LmzBlcXV1ZtGgRiYmJ6OvrY2lpSWZmJhUVFUgkEvz8/MjKyiI5OZmioiJ6enowMTHByMiIrKwsRo4ciUKhYOnSpVy/fp2enh7B4s3Ly0Mul/Pw4UPkcvm/6euZMmUKlpaWNDY2YmRkREZGBs8995zAa1pYWPxD7vnh+H1B+TuFsbExnp6ezJs3j4kTJzJ79mzxZk5OTsbS0pKBgQF6e3tpbW3FwMAAuVzOn//8Z3788Ueam5uFrnTbtm309vYikUgwNjbmxIkTaGhoMDAwwKVLl1i4cCHTpk3j7t27VFZWYmRkRF1dnSjRDuMUxo8fT3x8PG5ubiiVSlasWEFKSgq3b98mOjqaiIgI/Pz8aGxs5Pz587zzzjvI5XIMDAzw9PQEEF7lq1evis7dvr4+UlJSeO211zAwMOD+/fsEBwdTXV3NnTt3WLp0Ka2trbi5uVFcXMxTTz3FqVOnmDhxIocOHWLs2LGMHTuW2NhYbGxsaG1txdLSEhMTE7799lvUarXAb7q5uTFy5EhRzenp6aGmpoYRI0YQFRWFTCbj3LlzYq7n6NGjqFQqmpubSU5ORiqVMjg4SHd3N6NGjUIqlaKlpYWzszN/+ctfsLCwYMqUKVRUVODg4EBLSwuenp6izB4QEMDg4CBaWlpkZWWJl0JdXR0KhUIAnmtqarC3txfwq/7+flpaWti4cSMpKSk8efKE9vZ2SktLaWlpQUNDA6VSSVNTE62trbS0tAgkgVqtFh4gFxcX6urquHTpEtXV1XR1dZGamoqHhwe2traYm5sLOJSdnd0/7H4fjl9zQflfSb3/pfHo0SOhIs3Pz8fHx4c///nPnD59mqqqKjQ0NDhy5AguLi4CU6CtrU1mZiY+Pj5oaWkhk8mwtLREoVCwYsUK6uvrSU5OZs6cORw+fJiQkBCWLl3Ks88+i0wmw8LCgosXL1JTUyPmSSIiIkhJSSEgIEDMdDQ0NBAcHMy0adM4fPgw+fn5TJ06FQ0NDZKTk+nu7hZb9OE8TE5ODk1NTXz44Ye8/fbbODo64uvrS0lJifC9jBo1ioqKCszNzTE1NcXW1hZNTU2USqVwRjs4OAhc5dDQEKmpqXz55ZekpaVRUVFBX18fOjo65OfnM2HCBPr7+ykoKMDJyYmDBw+ydOlS7O3t0dLSEpPGU6ZMobOzk7S0NBYvXizmVLS1tXF3dyc2Nlb0YBw9elSgKXt7e0WvjLOzMyNGjBBdxv39/aIf5fTp0zQ3N7Nq1SqhqLCyskKtVhMQEEBVVRWTJk2ivr6erq4u8VCbmJhQVFREbGwsW7ZsobKykoSEBDw8PGhqasLZ2ZmFCxcSGhrK9OnTaW9vZ+rUqXh5eQltSmlpKb6+vty6dYuIiAh6enqYMGECu3fvJjAwkOeee46dO3cyfvx4GhoafjPj3z9Uli6RSL4FZgFP/pU58GNgNtAHlAIvqNXq1p+/tgVYCQwCr6nV6hs/X48CPgM0gW/UavXOf//f+vfxWy0o8BPyoLOzk5kzZxIbG0tfXx9Hjx5l4sSJeHp6oqmpSVtbG/r6+piamlJQUCAwjNOnT+fRo0ekpaXR19dHRESEyB04OjrS398vkqlJSUlCbK6trS1UEIGBgeTl5VFdXS3yJQqFQqAthx26fn5+TJs2DaVSia+vL7m5udy9e5eFCxdy+PBh1q1bx4ULF8RRqq6ujunTp3P16lUx27NlyxZ6enq4fv06Pj4+eHl5ERcXh6WlJSNHjkQqlWJpaUlnZycFBQU8efKE2tpaIiMjuX37NoODg6jValauXMndu3fJysrC1dWV5uZmCgsLWbNmDWfOnCEqKoqmpiahytDS0mJoaAgjIyOsra2Jj48XE8MeHh589tlnxMXFMW3aNPLz85k5cyatra1kZGSIbmNHR0fa2tqorq4WzBNvb29OnjyJv7+/oMMPd6gqFAqsra25e/eu2H2p1Wo2bNjAxYsXiYyMpKysjDt37mBvb09ISAjV1dXExsYSGhqKu7s7ly5dEtPMlZWVaGho4OHhgY6ODj4+PmzZsoXw8HCcnZ2Bn6qJ7733nrBQzpw5k2+//ZaRI0eioaGBpqYmf4t299eOf7Q58Dsg6t9diwV81Wr1aKAI2AIgkUhGAosBn5//zl6JRKIpkUg0gS+Bp4CRwLM/f/afNjQ1NZk/fz737t2jvLwchULB+vXrkclkXLlyhRdeeAEDAwO6u7u5e/cuarVayK5tbW2ZNWsWy5cvx9XVFS8vL8rKyvjyyy85ePAgubm5mJmZCbrXggUL0NLSQl9fn8bGRhYvXkx1dTWvvfYas2bNIiMjQwwBDjdRaWtrM3v2bNauXStYJJ988gmDg4NiNGD27Nns2bOHCxcu8Pzzz2Nqaoq5uTlXr14lIiICJycn/vCHP9DR0cGlS5cICgri+vXr3Lp1C39/f1G1GZZUFRQU8PXXXxMYGMjs2bOZNm0atra2hIaGUlVVRUxMDH19fRgaGoopY1NTU5566imMjIyEzW/YmGhmZkZYWBg2Nja0tLTw5ptvkpiYyLVr11i9ejU9PT3/BnNYVlZGYmIiADo6OpSVlVFWVoaFhQWDg4OMHz8eS0tLDAwMePXVVwkODmbGjBmC21JaWoqtrS0qlUr4gIdRlpmZmbi5uSGRSDhw4IBABty8eVN4erq6uoQgzsbGBgcHB3R0dNDS0hKT5ocOHWLdunUUFhaSnJzMn/70J3bv3i3a7of7URYvXkxfXx9z5sz5TReTXzv+2wVFrVbfBZT/7tpNtVo98PMfkwGHn38/FzilVqt71Wp1OT8ZBIN+/lWiVqvL1Gp1H3Dq58/+U8etW7fQ0dFhzJgxKJVK/Pz8cHFxITQ0lG+++UZoEwwMDPDy8sLFxYWLFy/S0NDAyZMnCQ0NpaGhgfj4eMaMGcPGjRtZtGgR/f39jBgxgtjYWOzt7QV4p729HS0tLV588UXKy8v5wx/+wJMnTwgICCAgIEDoTwcHB8nIyMDb25sffviBqqoq5s2bx0svvURcXJzY0g/T1999911WrVrF+PHjqa+vZ8yYMRQWFgKQkpKCn58fiYmJ4u09MDCARCIhIyMDbW1tDh8+jEwmY9++fbzxxhv89a9/5csvv+TChQvcuHGD7u5utm7dyp49e+jt7WXGjBl0dXVhYWHBpk2buH//PtHR0cyYMYOcnBxqa2txdHQkOTlZzCPZ2NiQmZnJ+PHjcXd3Z8+ePRgbG9PZ2UlISAje3t7IZDImTpzI66+/TmZmJtOnTxcOn8ePH3P+/HmWLFlCQ0MDKSkprF27lr179yKVSklJScHCwgJtbW2SkpLENPArr7zC2LFjKSwspK+vj/T0dGbNmoWJiQm2traMHDmSoaEhxo4dK9i3Dx48wNbWViRV/f39yc7OZvv27Tx+/Bg9PT0aGxvx9fXl0KFDjBw5ktGjR2NmZsbo0aOJjY1FX18fFxcX4uLifuO7/NeNX6Ox7UXg+s+/tweq/9XXan6+9l9d/w8hkUjWSCSSNIlEkjZsi/sto7e3l6amJqGplEqleHh44ObmhqOjI7W1tTg5OVFYWMjg4CChoaFIpVI2b97Mnj17+PDDD3nppZe4d++e4MTOnDkTtVpNREQErq6u9Pb2CqaGjo4Of/zjH0VFRktLCycnJyoqKrhx4wb5+fno6ury8ssvc/bsWeRyOTY2NtTW1nL37l3ef/99pFIpa9eupbKyEg8PDzo7O9m0aRMHDx7Ey8uL5uZmsrKyuHr1qjjzX716lWeeeYZZs2YRHR3NnTt3yM3NpaSkRAitNm3aREFBAR9++CHz588nIyODTz/9lKCgIBITEzl79iwdHR0sWrQILS0trly5QmFhIXp6epw6dYq4uDheffVV6urq6O/vR19fn7i4OJRKJcXFxUI0f+fOHV544QWkUikaGhoEBQUhk8m4e/cuJiYmKJVKTExMKCgoYOTIkdTU1HDhwgWmTp3K559/jp2dHTo6Onz++ecEBQWRmZlJQkKCYLWGhIRQXl7OK6+8Irg1Fy9epKmpSUxa19fX09HRIZzPxcXFHD16lOPHj7Nnzx4+++wzjIyMyM3NZd++fbi5ubFkyRJef/11Dh8+zKZNm4RgfhhEnpaWJqyMdXV1qFSq3/r2/tXjFy0oEolkKzAAHB++9J98TP3/cf0/XlSrD6jV6rFqtXrsP8tW0MjICENDQw4fPoyxsTEnT56ktLRUgHpqa2tRq9WYmZmhqalJd3c34eHh7N69WzBEx48fz7Fjx1i9ejU5OTnY2NhgaGhIamoq8JM0/Ouvv2by5Mm0tbXx+PFjnJ2dSUpKQqlU8uTJE+HkAf5NeXL58uX88Y9/xN/fn8TERGpqavj0009Ft2tHRwePHz/GxcUFU1NT5HI58+bNIyoqivv37zNlyhQqKyvZs2cPn3/+OV9++SWvvPIKgYGBKBQKVq5cSW9vL++++y66urp8+umn1NbWMmPGDDQ0NNDV1cXa2pq1a9eyYsUKcnNzaW5uZubMmWhoaLB//34A3NzcqK+vx83NDWNjY+bPn4+enh75+fkkJyfz9ddf4+HhwdixY4mIiBCqjk2bNvHyyy+zd+9eAI4fP05PTw9GRkY4ODjg7e1NeXk5vb29PPXUU2RmZhIcHMz9+/eRy+VivGDlypX09fVha2uLnp4e6enporS8YcMGJk6cSENDAwMDAygUCgICAnjy5ImQ02/dulUoRVtbW/n+++/x8/Nj9OjRdHZ2MjQ0xGeffcZ7770npG5ffPEFdnZ2uLq6YmZmhra2NqNHj6alpeW3uZn/zvE/qvJIJBIX4MpwUvbnayuAdcBUtVrd9fO1LQBqtfrDn/98A9j+81/ZrlarZ/xnn/uv4rdMyv5n0dvby4gRIygpKeGrr75i3bp12NvbixH/YVTjcIUnMjISqVSKqakpiYmJODs7c/36dVpaWvj444/ZuXMn8+fPp7Kykvj4eBobG4Xp7sGDB7z33nuUlpaSlpbGwMAA48ePx8XFhTVr1nDw4EHWr1+PhYUFYWFh3L59mx07dnD06FEhfR8mtQ0MDIhjzJkzZ5g2bRqmpqYCeBwfHy92ROfOnSMiIoLW1laSkpKYNm0a8fHxhISEiKrVsDnQ3t6euLg4AfB2d3cXMzOhoaHU1dURExPDpk2biIyMxNPTk6ysLIFMHJ5PsrW1RVtbGxsbG+An3evg4CD6+vpYWFiIfMTChQupqanBycmJwMBArl27hra2NkqlUpTcZTIZo0ePJjk5GUdHR3p6eoCfkJuGhoYUFhYyY8YMzM3NUSgU9Pb24ujoyIULFzAxMQF+QkmsWbOG3NxcoW2Ni4ujt7eXpKQkNm7cKCpiMTExJCcnY2NjQ0VFBVOnTuWTTz4hODiY3NxcdHR0kEqlzJs3j0OHDtHe3v5Ph3D8Rydl/0P8XLF5G5gzvJj8HJeAxRKJRCqRSOTACCAFSAVGSCQSuUQi0eGnxO2lX/at/+NDKpWSlpaGhoYGS5cuZWhoiP7+fqGCsLa2ZtGiRYSEhDB9+nS++eYb0b8y3M49b948NmzYwPXr1xkaGuLVV1/l1q1bzJ07l82bNzNhwgSUSqVo+BqWTPn5+bF3716RNB0cHCQsLIwtW7bQ19fHmTNn+Oqrr3BxcSEhIYEXX3yRa9eu8eTJE0aOHImtrS3W1taMHTtWSLauXLlCfn4+EydOFFT8iRMn0tnZiZeXF76+vkyYMAFzc3McHR2xt7cXzX/37t1DQ0ODixcvcu3aNQEFunr1KlZWVtjb2zNmzBiOHj3KvHnzUKlU3Lx5E4Dy8nKsra25ffs2AwMDREX9lPNvbm5maGgIXV1damtrsbCwEF2ze/fuJScnR8xJ3bx5k7a2NpRKJePGjRPgqYaGBn744QdkMpkoOb/44ovI5XJRFYuKisLd3R2FQoFEIqGiooLg4GDy8vIYHBwkPDycwsJCpk+fzp49eygsLEShULBq1So+/PBD4UR2c3MTjWudnZ2cPn2apqYmbGxs6OvrIzw8HKlUyrPPPsuZM2eESO5/c/y3C4pEIjkJPAA8JRJJjUQiWQl8ARgCsRKJJFMikewDUKvVucBpIA/4EXhFrVYP/pzAXQ/cAPKB0z9/9v+6sLKyEj6ZDRs2oKurK5B+VlZWtLa20tzczKZNm7C2tqa9vZ1du3Zx8OBBbG1tKSgo4MaNGzg5OQlx1rAkq7i4mNzcXJ5++mm6u7t5//33mT9/PlKplKtXr/Lss88KXu2wimLs2LGMGDGC/fv3s3z5cgDWrl2LkZER//Iv/0JYWBgXLlxAoVBw8+ZN5HI5//Iv/0JgYKCQX2loaODk5ISTkxOtra1Mnz4dTU1NDA0NuXHjBv7+/iiVSu7cuSPobxcuXBCdtOvWrfs307XDAKKPP/5YaD8MDQ3x8fFBU1OTuro6lEolYWFhmJiYcOHCBTQ0NHBwcODmzZtIJBJqa2t54403hNJz+/btPPvss+jr63Pu3DkaGxuFLOvIkSOEhoYyNDTE7NmzGTVqFGZmZjg4OHDo0CF+/PFH7t+/T35+Pg8ePODcuXN8+OGHTJ8+HZlMhpeXlzg6BQQEYG5uzqhRoyguLhYU/BdffJH09HQaGxtxdnbGx8dHsGMPHDiAt7e3AGwNM34HBgbw9PQU1cHhRPj/5vifVHmeVavVtmq1WlutVjuo1eqDarXaXa1WO6rV6jE//1r3rz6/Q61Wu6nVak+1Wn39X12/plarPX7+2o6/1//QPyIyMjLIyMjg22+/JSsrC3t7ewIDA/n+++8pKSlBJpPx7rvvinLo3LlzMTExoaGhgf379xMWFsaRI0cIDg7Gzs6O3NxcTp06RXt7O7q6upSVlZGfn4+fnx8//PADa9euxcHBAZVKhb6+Pi+99JIoO/7xj3+ko6MDqVRKR0cHV65cEbqPmzdvUlVVRXR0NK2trcybNw+FQoGtrS0nTpzAzs5O8F4AGhsbuX79OsePH0ehUFBXV4eRkRFnz54lMzMTTU1NUlNTaWpqwsfHh88++4y+vj709fVJS0vDy8sLDw8PysrKSEpKYvPmzfj5+TFhwgS+/fZbdu3aBcCIESOoqqpi7ty5yOVyFi1ahIuLC3K5nEmTJtHY2IiDgwOLFy/m/PnzBAcHU1NTg0QiQSKR8PTTT+Pm5kZgYCDm5ua88MILFBYW4uvri5aWFnv27BGCN1dXVwYHB5k0aRIvv/wyQ0NDAMTExNDd3c2JEyeoqanh3LlzrF27litXrpCQkEBNTQ21tbW8/PLLrFq1isbGRvFv1NbWJsq/8+fPx9bWloSEBKZPn05lZSXOzs5CyjXsmjYyMvptbtZ/cPw/jS/4JTFz5kykUikzZsygtbUVlUqFgYEBpaWlREREUFVVRWBgIG+99RadnZ3U1NRQXFzM+++/j5aWFtu3b2fs2LGo1Wrmzp3L/v37BRIwMzOT5ORknn/+eRYsWMDFixeZPHmy0HeWlZUxffp0nnvuOYaGhggPD+fQoUPk5uby0ksv4e3tjaamJpcuXcLJyYmsrCyUSiUWFhb4+fmhVqsZPXo0XV1dHDhwAH9/f5KSksQwXGtrK6WlpbS1tQm+x7179+jo6GDTpk0A2Nvb09HRQVRUFM7Ozrz22msCj7hz506mTJlCV1cXlpaWZGRkYGpqyo4dO0QlKyoqCh0dHc6ePcuxY8fYvXs3W7ZsITc3l2XLlmFvby/yIRcvXuTAgQPExcWRl5dHTk4OERERnD9/no6ODtRqNXK5nCtXrtDf38/EiRMZOXIkTU1NTJo0SdgOpFIpmZmZSCQStLW1uXLlClevXuXmzZuMHj2akpISVqxYwdSpUzl06BCWlpbs27ePgwcP4uHhQU1NDV5eXjQ0NIg+lg8++IBFixbR3NzMxo0bBU2vurpauLF9fHx+47v1Hxe/z/L8gujr66OhoUEAjiMiIggICODkyZOCbpaXl4eHh4eYxH333Xc5fvw4ra2tmJqaIpVKqa+vJzExER0dHQoKCnBzc2P27Nmkp6dTUVHB/fv3sbGxwcfHh3379olF5/Hjx5SVlZGZmcnWrVvFLmXv3r28+uqrtLa24u/vj5mZGX/961/x8PCgvLwcHR0dQaU/cuQIQ0NDREREUF5eTl1dHenp6ajVatLT08WE8bhx4wCwsLDAzc0NW1tbxowZIyj5dnZ26Ovro1QqycnJISUlRShAPD09cXd35/79+2RkZODq6kpWVhYVFRXo6upibm7O6tWr+eabb+jv78fQ0BBPT09Onz6Nu7s7DQ0NJCYmsnTpUiHTUigUFBYWEh0dTVlZGW1tbVy+fJnQ0FCWLFnCgQMHKCsrw9/fn4qKCo4dO0ZjYyPnzp3j7t27XLt2DV9fX06cOEFoaCgtLS3Ex8cTHh7O+++/z4cffoilpSUFBQUEBQWRl5cnvpfhf4O7d+9iaWnJ48eP8ff3F53NmpqaVFZWih3VP3v8Phz4TxZqtZrz58+LlvrKykqRiLx79y7FxcVkZ2cL7CCAubk5CQkJyOVyUVHx9/dn1qxZpKam0tjYiJmZGe7u7jQ1NZGdnc2oUaPo7Oykq6uLoKAgKisrMTMzw9fXF5lMxuPHj/H19RVHlerqaioqKrCxsRHJ1rlz52JgYMDt27eBn0q5/f399PT0IJfL8fLywsvLi+DgYGbPnk1vby8DAwMECZTkAAAfrUlEQVSiA7e+vh4bGxsGBwdpaGhg165dzJ07l8HBQa5fvy7mmsLDwwkMDCQkJARdXV3B1VWpVEyYMEFIwHx8fERTWUtLC8888wzx8fHU1NSwefNmAf0eP348X375JVFRURQVFeHr68vkyZOJi4tDoVAIgVltbS3V1dWoVCoiIyPp6+tDpVKJ8QV3d3eUSiX6+vr4+/vz448/olarmTp1Ku7u7pSUlAjz4759+8SCNAzk7ujooLa2ljt37giY03BfTFdXF0NDQ7S1tfF/w307HL8T2/4J48UXX8TOzo5nnnmGsLAwwQcdM2YMzs7ONDU1cfXqVerq6jA2Nubu3bs89dRTIkFZWVkphORaWlr09PSwfPlyMjIy6O7uRiqV8ujRIy5fvkxMTAxZWVns3LlT8EBUKhUSiQRNTU0GBwextLRk8+bNYqeTmJiIqakp3t7e3L9/HycnJ7y8vNDT0+PGjRuCtTJmzBhOnz7NzZs3yc3NJScnh5iYGNzd3dm9ezepqal0dXVx9+5dCgoKhByrvLyclpYW8vLy0NLSory8nEOHDnH//n3q6uqEinPp0qVUV1djbm4uGsb6+/spKSlh2bJlfPTRR7i7u2NoaMjFixdRqVSoVCoyMjJITExkxowZeHl5UVRUhIGBAc888wx9fX3o6elhbW0tZFrDkO+kpCTa2tooKirCzs6OtrY20TuTmZnJ119/TW9vLzk5OSQkJFBfXy8mk/X19WlrayM8PJySkhL09fXp6enB3t6eN998U6hAent7hS7E3t4eX1/f//6G+V8av+9QfsWQyWQoFAq8vb3R09NjzJgxnD17ltGjR2NhYYG9vT1Tp07lyJEjODg48PDhQ1566SWh9bCysuLOnTuYmZkRFBTE0NAQzc3NGBoaipZyd3d3NDQ0RFfojz/+iJ6eHkuWLKGqqoqjR49iYmKChYUFH3/8Md7e3iiVSjQ0NJg5cyaffPIJEokENzc39u7dy8aNG4WoLDMzEy0tLYKCgpg0aRIJCQm0tLSgUqlITExk/PjxNDY2smDBAhISErCxsaGyshJLS0sGBwfp7e1FrVYzadIkZDIZ3t7emJiYcO7cOeRyObW1tcTFxf2f9s48Oooqj/efS/alyd5JOqGzL2SBgAlJGDZZwiar4Ijigox4Bsfh6bzzzjDq05mRURl9yugwOi6ooBFZxhEEEyQkEghZIKtZzB4C2TCd7pC1013vj+6UjI/xCYaw2N9z6qTq3qJ+9au+9ePW/S1fUlJSaGlpoaGhgfnz56PX6xk/fjwNDQ2sXbuWTz/9lOjoaDw9PdHpdCQkJODo6Mi+fftobW2lpqYGhUJBZmYm69atQ6vV4uPjQ0VFBePHj0cIgV6vx8PDQ05CXL58OdbW1uzcuROj0UhRURE9PT20traybNkyjh07RlFREa6uriiVSjQaDUePHmXhwoWUlJTg6enJ0NAQCQkJDAwMoNFocHBwIDY2FicnJ6ytrXFzc8Pe3v56D8MrhuWT5waHVqvl1Vdflcmth1noiouLMRqNODk5oVKp5Gn0xIkTycnJQafTYTQa+ctf/sK+ffsoLCzk/PnzqFQqBgYGZDIxIQQeHh5Mnz4db29vNBoNaWlpLFiwgL6+PpKTk9m5cyfvvfcex44dQ5IkYmNjcXZ25uDBg/z617+mra2N1atXs2fPHtLT05k7dy5jx45Fq9XKM4a4uDi2bNnC9u3bWbFiBd7e3ixZsoRPP/2URx99lL1798qcwyUlJUydOlWuUdvU1IS9vT21tbWkpKTI9U9qa2upr69n7ty5qFQqJEmiqamJ4OBgAgICyMjIoLS0FD8/PzIzM1GpVMTExFBXV4dSqcTV1ZWioiLUajVlZWXU1dXJeTeAzLQoSRIVFRVydq+vry/Hjx8nPDxczhuys7OTY13GjBnDmjVrUKlUchFrhULBxIkTqa2t5dixY3h4eFBbWysX0M7NzZVLGtzMka8Wg3ITIC4uju7ubmbPns2KFSsoKirikUce4b333kMIwW9+8xu++OILKioqWLhwIRkZGUybNo3y8nLKy8tJSkqisbERg8GAEILjx4/j7u6OEAJra2s+/PBDGhsb0el0eHt7Y2VlJX/WNDY2olarKS0txdfXFzc3N7l8ZWNjI4WFhUycOJHU1FT6+/uZMGECjY2NNDc38/DDD3PPPffQ0dFBdnY2HR0dMql6YGAgdXV1dHd3y2sHw2sscXFxtLa2ysFn8fHxREVFcfToUdRqtRxZm5SUJNdvLS8v5+OPP2bmzJns37+fWbNmyTOHJ554grNnz6JSqThw4ACLFi2itrYWJycnpk2bRn5+PmvXrqWzs5MvvvhCDpAbHBykpqaGrKwshBDyuk9rays6nY7t27fj5ubGbbfdRllZGWCaWdra2nLs2DFcXV2JjIyktLQUnU7HgQMH5FnLhg0b+Oijj+SAtU8++YQlS5bI0bg3KyxrKDcRampqZM6f3NxcrKysmDZtGo8++ihTp07l9ttvJy8vj+XLl9PR0UFERASzZs1CCMHQ0BBPPfUUWq2W++67j5kzZ5Kfn49eryc6OprQ0FBiY2NpaWkhICCAxYsX09DQQGtrK7GxsTIRu5WVFWlpaWi1WjQaDUuWLEGhUNDV1SVHbkZGRvLLX/6Suro6srOzUSgU+Pn5yeTxKSkpHD9+XC7cff78ecaNG8f69esZGhqiuLiYjo4O+vv72bVrF729vQwODspu45CQEMrKyuS4HWdnZyZOnEhMTAxqtZpt27bR0NDAwoULCQ4OJj09nZ6eHt5++20MBgMKhYKCggIcHR1RKpUsXLiQpKQkXFxciI+PZ9GiRbz33nv4+fkRGRmJRqNhwYIFBAYG0tDQwNixY5kzZw5333033d3d1NTUMGnSJBYsWCATcR07dozW1la5ipuNjQ1eXl4olUq8vLzIzMxkzZo1ODg4UFNTIwcSWvAdLAZlFPDtt9+iVqtpbm4mKiqKkydPMmvWLAwGA3Z2dgghKC4u5tChQ0ydOpXy8nL0ej0DAwOUlpZiMBhwcHDgtddek9c8WlpaSEpKoq+vj/T0dPR6PVlZWSxcuJDGxkZaW1t5/PHHeeuttygsLGT27Nn4+/tz1113UV5eTmpqqlzr1MHBgfr6etra2igqKpLljxs3jldeeYX8/HwiIyPx9fXFaDRy/vx5ysvLiY6OlnmIIiIiiI6OlgswHz58mN/+9rfs2LGDM2fOcOHCBZqbm/nnP//JqVOnCA0NJTk5WU5MXLduHR4eHuTl5cnrFDY2NixfvpwpU6bw2WefsWnTJoqLi+nr66Orq4vnnnsOHx8fEhISKCoqwtbWlo6ODjkUf3BwkEmTJvHggw8yb948uru7mTNnjhxA5+Pjw8GDB7GyssLT05NNmzbJzADTp09Hr9djZ2dHUlISer2egoIC7O3tqaysxNHR8XoPqxsSlk+eUYSjoyPV1dUoFAqMRiOOjo44OTnh4+Mju1oPHTrE6tWr2bp1K/fff79MMp6UlIStrS2TJ0+muroaJycncnJyaG1tZerUqRQWFsrlCmxtbRFCUFJSwsaNG2lqasJgMNDW1oazszNeXl7odDpmzJhBeno6kiQRHBxMX18fq1evlstC+vv7M3HiRDQaDfX19ahUKtrb2+WiRYWFhRQWFhIdHU1iYiL5+fksWLBADnsHCAgIoL29HQ8PD3p7e4mJieHgwYPodDp8fX15/vnnSU5Oxt3dnSeeeEKeFQ2XnhzmYC4uLsbFxQVHR0eys7MJCAjAx8eH7u5u4uPjsba2Jjc3l/Hjx/PVV1/J+UHDPMH29vY8//zz2Nvby89GqVSydOlScnJyqK6uJigoCE9PT4xGI5WVleh0OtRqNQ4ODsTExMi0tbcaRvKTx3okLmLBj8eECRMACA0N5fTp0zI5eXJyMtXV1fT29soLf0NDQ5w8eRJJkvj3v/+NlZUVW7Zs4Xe/+x0vv/wyrq6uDAwMMH78eDIyMuQKaV5eXuzdu5fFixezb98+QkJCOHfuHImJiWRmZsr0ocOu0GG2vuG6poGBgTz22GNs27aNoKAgOaYiLy+PO+64AyEEAQEB+Pn5ERERIXMMBwYG4urqyrlz5wgNDWXKlCk0NTWxYcMGuehzZWUlTz75JBUVFRQUFDB9+nRqamoYGhqioaGBd955h4sXL1JVVYWHhwf19fW4u7szduxYuUobgK+vLwaDgZdeeomamhpWrVole9ViY2OpqKiQw9/BFO6vVqsJDQ3F1dWVlpYW2tvbee211wgLC5ON7LfffotCoaC+vp6HH36Y9PR0srOz5UxoC34YlhnKdUJnZyf29vao1WoMBgM2NjasWbOGjo4Ozp07JxNSDQ4OMmHCBBITE9m3bx+PPvoomzdvlnmQh3lyBgcHSU5OprKyktWrVxMZGclnn33GvHnz2L17N4sWLaK9vZ3Y2Fjy8vJISUlBr9ezefNmPDw8ZOJwBwcH8vLyOHHiBLfddhsuLi5s27aNlStXolQqsbOzY9euXRgMBnJycmTX7oULF7C2tpaZFvfu3Ut7ezuNjY2cO3eO5ORktm7dik6no7CwEBsbG06cOEF0dDQVFRU88cQTPP744xQVFcl5NNOmTaOtrQ0bGxsaGxvJyMiQi1FnZGTQ29uLWq1m8uTJZGZmytQeTU1N5ObmkpiYSE5ODgEBATg5OTFjxgx6e3vJzc0lKiqKuXPnkp+fLxflDg4Opru7m5iYGKZPn05LS4vMbnArw+LluYVgMBhwdHSUC+9UV1fT0NCAi4sL33zzjeyJ+Prrr7GysmJoaIg777yT8PBwsrKyUKlUPPLII5w8eZIZM2awa9cuAE6dOkVXV5d83crKSmxsbCguLmZoaAgXFxc0Gg1nz57lwoULssfGxsYGV1dXHnvsMXbv3i1nRJ8+fRpfX1927NhBc3Mznp6e/0GfodVqOXnyJAkJCbz66qv86U9/oqSkBBsbG/z9/Tlz5gwuLi60tLTQ09NDfX09jz/+OElJSaSnpzM4OIiDgwMRERHo9XpWrFhBdnY2dXV1xMbGynQYISEhnDp1CisrK9kr1NXVJZOySZKESqVCqVRyzz33yIY3KyuL6upqHBwcqKqq4o477qC0tJTz58+zePFimX86JCQEOzs7cnNzuXDhwvUcGqMGi0G5BWEwGOR6pHFxcQghsLW1xd/fn7CwMOzs7Lj99tvJzs4GoK+vD4VCQVtbG6dPn2blypXU1NQQGBhIQEAAkiTx17/+laKiInx9fenp6cHPz4+PPvqIVatWyWUnvb29mTZtGgUFBSxZsoTCwkLGjBlDe3s7xcXFODs7yyUUhulCJ0+ejL+/vxxnMsyxHBUVRVNTE0FBQahUKvbs2SMz/w2Hz3t4eBAcHExCQgJ5eXlUVlYSHx+Pm5sbbW1t1NbWsmHDBr788ksSEhIICgqira0NPz8/3n//fYqLi7n33nsB6O3tRQhBf38/ISEhpKamsmnTJlQqFd7e3vT29pKXl8ecOXPkKvltbW3y+kxmZiYJCQmUl5fLzJAKhYKOjo7rORRGHRa38S0MrVZLZWUlFy9eJDo6mhdeeIHMzEyOHDnCxo0bUalUhIaGsmvXLpydnUlKSkKhUNDf309jYyMNDQ2UlJQQFhbG008/TXJyMv7+/lRXV7N//36WLVtGREQE3t7eMhFWSUkJv/rVr+ju7qa5uZmkpCS6u7t5+umnUalUbN++XTYcw8yFbW1t/P3vf8dgMGBlZUVrayunT5+mtLSUoKAgMjMzuf/++0lLS+OFF16Qo1F37dpFd3c348ePlz0tzc3NBAQE4OnpSWlpqVzJvqCggNbWVvz8/Fi5cqVcHiEtLY3e3l6ZzmQ4yGz16tXyJ6CbmxuvvPIKY8eOZf369XIt2qioKMLCwhgcHCQqKoqamhrmzZuHj4/PzzpkfqRgMSg3KIbJsPz8/Dh58iSJiYl4enoyffp0/vGPf5CQkICDg4PMU1NWVsZXX31FcXExwcHBPPvss8TFxXHw4EE5o/ehhx7C29ubr7/+mrlz53Lq1Cl27NhBWVkZNTU17NmzhzvvvJPU1FRaWlp45pln0Gq19PX18e6771JXV0diYiK+vr4IIVi1ahVeXl7yYu6YMWOYMGECrq6u/OEPf6C3t5ekpCTKy8s5ceKEnHC3bNky6uvr6enpYebMmfT19XH48GGsra1Zs2YNLS0tDAwMEB4eztDQENnZ2WzdupX29nZ+8YtfkJCQgF6vR6fTkZycjI+Pj+wWH+YOGq5Un5eXx/79+9m+fTsXL16UiboyMzNlOpOsrKzr/XPfMrAYlBscK1asYPny5bzwwgscOHAArVaLl5cXJ06cwNfXVw78UqvVuLm5sWnTJjo6OpgxYwazZ8/GxcWFf/3rX8TFxWEwGLh48SJHjhyhsrKS2bNn8+KLL6JSqTAYDLi6uvLmm2/S29uLvb09dnZ2KJVKHB0dufvuu+WyARqNhtLSUrk6fFxcHHq9nrFjxzIwMEBJSQknTpygpaWFQ4cOUVVVxfPPPy+Tpp04cQK9Xk9VVRVHjx4lJiaG9evXy5Stc+fOBaCrqwulUklcXBwqlQq1Wk1RUZFcx/f1119HrVZz5MgRjh8/TmxsLBqNBqVSicFgYMyYMURFRfHBBx/Q398vF25au3YtgYGBhISEXOdf99aDhYr0JsOECRPIyMjgnnvuYceOHbS3t/PHP/6R1NRUOfLV3t4ejUZDc3Mzy5Ytk+uiPvzww3h5edHU1ERERIRc/qCrq4umpiY8PDzo6+vDaDTi7+8vz44aGhqIjo7GxcUFKysrdu7cyZw5c7Czs5O5f7dv3y57YO68804+//xzIiIi0Gg0nDlzhpaWFiorK4mJiWHBggU89dRTTJ06VY4OPnbsGGvWrEGv11NSUkJoaChhYWHk5eXJuUv9/f20trbi7u6OVqvF09MThUJBY2MjTk5OhIWFkZKSwrZt2wgPD8fd3Z2tW7eyefNmBgYG5KpzFvwnRrJItWVR9iZDW1sbjo6O1NbW4urqysyZMykoKMDDw0NO/JMkCaPRiK2tLX19fUiShKOjI/39/ahUKjw9Pfniiy+YP38+rq6uZGVloVAo0Gg02NjYsHv3btRqNTqdDq1Wi4uLCx0dHbi7uzMwMICPjw9arZbPP/+csLAwXn/9dby8vNBoNHh7e/P+++8zODiIs7Mz6enplJaWolarsbW1pa2tjfj4eNnbctddd8mepqamJjQaDXFxcZw8eZKcnBwkScLGxgYrKyvq6uqYOnUqfX19KJVK+vv7CQ4ORqVScerUKaqqqmhpaUGv12Nra8uYMWPkuJX29nbGjLFMyC8Hy6KsBQAYjUaqqqoYGBhg8uTJLFmyhEOHDtHb20tAQAA6nY78/HwefPBBnnnmGSIjI9mzZw+VlZWcP3+eLVu2UFxczODgID09PXJ289KlS1mxYgUqlYquri6OHz+OXq/nlVdeYWBggNraWqKiorjvvvuQJImEhAQMBgOenp5s2bKFzs5OJEni1KlTKBQKOQN43bp1xMTE8Oc//1kmF7e2tqagoABvb2+WL19Of38/YWFhrFu3jpCQEEJDQ7G3t6empoY5c+ag0WjQ6/XU1dXh7u7OBx98IHtlzpw5w4QJExg3bhydnZ3U1tZy2223Xedf6ecFS6TsLYIvv/wSKysrjEYj5eXltLe3y7VUOzo6KCkpIT8/n3Xr1rF9+3aeffZZjEYjqampBAcHExwcTEREhOy+/dvf/sby5cuJiorC1tYWX19f7rrrLnnxczi6denSpXK1e6VSycsvv0xVVZX8uRIZGcnQ0BBKpZLOzk46OzsJDg5m9erVNDU1UV1dLbP1abVaNm7cyPvvvw8g8+pMnDgRJycndDodhw8fZv369bS2ttLQ0MD48eO5cOEC4eHhhIeHU1BQcJ1/iZ83LDOUWxRKpVLO6xmm29TpdGRnZzNjxgz27NkjGyFXV1eam5vl0gbDXDVFRUXs27ePOXPmMDAwgKenJyUlJXKofn19PW+88QZ2dnZ0dXVhZWVFRkYG0dHRVFZW4u/vz+HDh2lsbKS3t5ddu3axaNEiAgICeO6559Dr9XIxqfj4eD755BOqq6sBUKlUGI1G5s6dKxcwOn/+PI888giHDh0iIyMDZ2dnHB0db4q6rT8X/BhenneFEO1CiLLL9P1PIYQkhPA0HwshxN+EEDVCiBIhxORLzn1ACFFt3h4YWTUs+CGEhITIrIRjx47Fx8eHefPmcfbsWRQKBVOmTKG5uZmOjg7eeustDhw4QHt7O9OmTSMiIoLc3FyMRiNlZWX09vaiVCpxc3MjICAArVZLZGQk48aNY+fOnaSlpfHuu+8iSRLNzc0EBQUxZswYHnroIaKiosjJySE+Ph5fX1/CwsLw8PBAoVBQWFiIs7MzWVlZzJ8/H39/fxwdHSktLeWdd97By8sLa2trSkpKCAwMvOUJs25W/H+9PEKIGcBF4IPvUZGOA94GIoHbJEm6IIRYBDwGLAISgW2SJCUKIdyBAiAeE6fxafO/+cEyVxYvz+iir6+Pc+fOYTQaiYyMpL+/XyYe8/b25vPPP2fKlCnU1taiVCrp6enhwIEDREVFyYWiLl68SEBAAN9++y0ZGRnMmjWL6dOns2fPHjo7O3nooYfYv38/APHx8djZ2VFRUYGvry/vvPMODzzwwM8m5P1GwahSkUqS9BXQeZmuV4D/xX+Sni/DZHgkSZJOAa5CCF9gPnBEkqROsxE5Aiz4yXdvwYjCwcGB0NBQwsPDZS/RpEmT5MjV8PBwiouLGTduHKdPnyYxMZFvvvmGsLAw1q5dy9DQECkpKaSlpcm1dT/++GOWLFmCWq1m5cqVtLS0yNzC9fX1VFZWIoSgtbWVxYsXW4zJTY6rIksXQizFRJK+SQjRAMSbZygHgRckSco2n3cUEwfyLMBekqTnzO1PA32SJL10GVkbgA3mwwjgW+B6jTJPi2yL7J+B7AhJkhQjcaEr9vIIIRyBJ4GUy3Vfpk36gfb/t1GS/gnIPnEhRMFITceuFBbZFtk/F9kjda2r8fKEAEFAsXl24g+cEUL4AM3AuEvO9QfO/0C7BRZYcAvhig2KJEmlkiQpJUkKlCQpEJOxmCxJUivwGXC/2duTBGglSWoB0oAUIYSbEMIN0+wmbeTUsMACC24E/Bi3cSqQA0QIIZqFEOt/4PRDQB1QA7wFbASQJKkT+DOQb97+ZG77MRiRkOCrhEW2RbZF9hXghk4OtMACC24uWCJlLbDAghGDxaBYYIEFI4Yb1qAIIRYIIarMYfy/vwbXHyeEOCaEqBBCfC2E2GRudxdCHDGnCBwxLyL/YFrBT7gHKyFEoTl+ByFEkBAi1yx7txDC1txuZz6uMfcH/kS5rkKIvUKISrP+yaOltxDicfPzLhNCpAoh7K+V3pdLG7kaPa8mbeS/yP6r+ZmXCCH+JYRwvaRvs1l2lRBi/iXtV/UeXE7+JX3XLmVGkqQbbgOsgFogGLAFioGoEZbhi8k7BaAAvgGigK3A783tvwdeNO8vAg5jiqlJAnJH4B6eAD7CFDQI8Alwt3n/DeDX5v2NwBvm/buB3T9R7vvAr8z7toDraOgN+AH1gMMl+j54rfQGZgCTgbJL2q5IT8Adk6PBHXAz77tdpewUwNq8/+IlsqPMY9wOU0hGrfkduOr34HLyze3jMHlYGwHPkdb9uhuP//IwkoG0S443A5uvscx/A/OAKsDX3OYLVJn33wTWXHK+fN5VyvMHjgKzgYPmH/PCJQNOfgbmAZBs3rc2nyeuUu5Y80stvtd+zfXGZFDOmgeotVnv+ddSbyDwey/1FekJrAHevKT9P867Etnf61sBfHi58T2s9099Dy4nH9gLTAQa+M6gjJjuN+onz/DAG0azue2awDyVngTkAt6SKXYG81/lNbqnVzHlQhnNxx5AlyRJQ5e5vizb3K81n381CAY6gB3mz623hRBOjILekiSdA14CmoAWTHqcZnT0HsaV6nmtxuJDmGYFoyZbmFJmzkmSVPy9rhGTf6MalB8dqv+TBQnhDOwD/ockSbrRuCchxB1AuyRJp3/k9UfyeVhjmgr/Q5KkSUAPpqn/f8NI6u2GKYE0CFABTsDCH7j+qI2DH5A14vcghHgSGAI+HC3Z4ruUmf99ue6Rkn+jGpRRCdUXQthgMiYfSpK039zcJkwZ0pj/tl+De/oFsFSYUhc+xvTZ8yqm7Ozh/KpLry/LNve7cPkM8B+DZqBZkqRc8/FeTAZmNPSeC9RLktQhSZIe2A9MZXT0HsaV6jmiY9G8sHkHcK9k/o4YJdmjkjJzoxqUfCDMvPpvi2lB7rORFCCEEMA7QIUkSf/nkq7PgOHV7Acwra0Mt18ureCKIUnSZkmS/CVT6sLdQIYkSfcCx4BV/0X28D2tMp9/Vf9TSaYUibNCiAhz0xygnFHQG9OnTpIQwtH8/IdlX3O9L8GV6jliaSNCiAWYsu+XSpLU+717utvs1QoCwoA8RvA9kEYrZeZqFtdGY8O08vwNplXuJ6/B9adhmr6VAEXmbRGmb/SjQLX5r7v5fAH83Xw/pZhKNozEfcziOy9PsHkg1QB7ADtzu735uMbcH/wTZcZhKnhVAnyKaQV/VPQG/ghUAmXATkyejWuiN5CKaa1Gb36B1l+NnpjWO2rM27qfILsG05rE8Hh745LznzTLrgIW/tT34HLyv9ffwHeLsiOmuyX03gILLBgx3KifPBZYYMFNCItBscACC0YMFoNigQUWjBgsBsUCCywYMVgMigUWWDBisBgUCyywYMRgMSgWWGDBiOH/AqAqW8iKCd/wAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "# setup the plotting environment\n", "plt.imshow(a, cmap = 'gray') # show a single image" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Subplots\n", "Here we show multiple subplots within a single figure" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "fig, (ax1, ax2, ax3) = plt.subplots(1, 3, figsize=(8.5,5))\n", "ax1.imshow(a, cmap = 'gray')\n", "ax2.imshow(b, cmap = 'gray')\n", "ax3.imshow(c, cmap = 'gray')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Compute SNR\n", "We can compute the SNR by looking at the ratio of the mean to the standard deviation in a region that is supposed to be constant\n", "\n", "$$ SNR = \\frac{\\mu_{img}}{\\sigma_{img}} $$\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "SNR for A_1 is 2.791208358022497\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Identify the region\n", "x1 = 0\n", "x2 = 200\n", "y1 = 800\n", "y2 = 1000\n", "\n", "# extract a sub image\n", "subA1=a[x1:x2,y1:y2];\n", "snrA1=np.mean(subA1)/np.std(subA1) # compute the snr\n", "print(\"SNR for A_1 is {}\".format(snrA1))\n", "plt.imshow(subA1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## __Tasks__\n", "1. Find a second region in a\n", "1. Repeat the procedure with images b and c" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Exercise 1.2\n", "## Load the phantom image\n", "The ```np.mean``` command with the argument 2 averages across the 2 dimension (0 is x, 1 is y, 2 is color) for these images" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "d=np.mean(imread('data/testpattern.png'),2)\n", "plt.imshow(d, cmap= 'gray')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Create noisy image\n", "Change the scale values so the plot is correct, you can either adjust the slider values below or call the function yourself" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "45a130721ce5422fb19be86c1f4122c5", "version_major": 2, "version_minor": 0 }, "text/html": [ "

Failed to display Jupyter Widget of type interactive.

\n", "

\n", " If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n", " that the widgets JavaScript is still loading. If this message persists, it\n", " likely means that the widgets JavaScript library is either not installed or\n", " not enabled. See the Jupyter\n", " Widgets Documentation for setup instructions.\n", "

\n", "

\n", " If you're reading this message in another frontend (for example, a static\n", " rendering on GitHub or NBViewer),\n", " it may mean that your frontend doesn't currently support widgets.\n", "

\n" ], "text/plain": [ "interactive(children=(FloatSlider(value=0.5, description='scale_100', max=1.0), FloatSlider(value=5.0, description='scale_10', max=10.0), FloatSlider(value=25.0, description='scale_5', max=50.0), FloatSlider(value=50.0, description='scale_2'), FloatSlider(value=100.0, description='scale_1', max=200.0), Output()), _dom_classes=('widget-interact',))" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from numpy.random import randn\n", "\n", "def show_noisy_images(scale_100, scale_10, scale_5, scale_2, scale_1):\n", " fig, ((ax1,ax2,ax3),(ax4,ax5,ax6)) = plt.subplots(2, 3, figsize=(8.5,5))\n", " ax1.imshow(d)\n", " ax1.set_title('Original')\n", "\n", " d_snr100=d+scale_100*randn(*d.shape);\n", " ax2.imshow(d_snr100)\n", " ax2.set_title('SNR 100')\n", "\n", "\n", " d_snr10=d+scale_10*randn(*d.shape);\n", " ax3.imshow(d_snr10)\n", " ax3.set_title('SNR 10')\n", "\n", " scale = 100 \n", " d_snr5=d+scale_5*randn(*d.shape);\n", " ax4.imshow(d_snr5)\n", " ax4.set_title('SNR 5')\n", "\n", " scale = 1000 \n", " d_snr2=d+scale_2*randn(*d.shape);\n", " ax5.imshow(d_snr100)\n", " ax5.set_title('SNR 2')\n", "\n", " scale = 5000 \n", " d_snr1=d+scale_1*randn(*d.shape);\n", " ax6.imshow(d_snr1)\n", " ax6.set_title('SNR 1')\n", " return idict({1: d_snr1, 2: d_snr2, 5: d_snr5, 10: d_snr10, 100: d_snr100})\n", "noisy_images = interactive(show_noisy_images, scale_100 = (0.0,1.0), scale_10 = (0.0,10.0), scale_5 = (0.0,50.0), scale_2 = (0.0,100.0), scale_1 = (0.0,200.0))\n", "display(noisy_images)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Filter the images\n", "You can read about the standard filters in scipy by looking at the documentation in http://docs.scipy.org/doc/scipy-0.14.0/reference/ndimage.html#module-scipy.ndimage.filters alternatively more (different) filters are available using OpenCV for the more advanced students\n", "\n", "## Uniform Filters\n", "The specific documentation on the filter is as below\n", "http://docs.scipy.org/doc/scipy-0.14.0/reference/generated/scipy.ndimage.filters.uniform_filter.html#scipy.ndimage.filters.uniform_filter\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "ename": "AttributeError", "evalue": "'idict' object has no attribute 'iteritems'", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mfilter_size\u001b[0m \u001b[0;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mN\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0mfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mall_axes\u001b[0m \u001b[0;34m=\u001b[0m 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from scipy.ndimage.filters import uniform_filter\n", "# Size of the filter window\n", "N=[3,5,7];\n", "# Images\n", "noisy_image_list = noisy_images.result\n", "for i,filter_size in enumerate(N):\n", " fig, all_axes = plt.subplots(5, 2, figsize=(6,22))\n", " for ((snr,img),(ax1,ax2)) in zip(noisy_image_list.items(),all_axes):\n", " ax1.imshow(img, cmap='gray')\n", " ax1.set_title(\"Raw, SNR:{}\".format(snr))\n", " ax2.imshow(uniform_filter(img,filter_size), cmap='gray')\n", " ax2.set_title(\"N:{}, SNR:{}\".format(filter_size,snr))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Median Filter\n", "The median filter function can be found here, complete the same exercise as before using this instead\n", "http://docs.scipy.org/doc/scipy-0.14.0/reference/generated/scipy.ndimage.filters.median_filter.html#scipy.ndimage.filters.median_filter" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# insert your code here" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The rest of the exercise as Matlab code, look at the functions in _scipy_ and _skimage_ to finish the execises \n", "\n", "```\n", "%% Exercise 3.1\n", "\n", "% Select different number of levels and wavelet types (eg coif, sym, db)\n", "wname = 'sym6'; lev =2;\n", "\n", "% Select different noise images or even experiment images\n", "[c,s] = wavedec2(d_snr10,lev,wname);\n", "\n", "% Estimate the noise standard deviation from the\n", "% detail coefficients at level 1.\n", "det1 = detcoef2('compact',c,s,1);\n", "sigma = median(abs(det1))/0.6745;\n", "\n", "% Use wbmpen for selecting global threshold \n", "% for image de-noising.\n", "alpha = 1.2;\n", "thr = wbmpen(c,1,sigma,alpha);\n", "\n", "% Use wdencmp for de-noising the image using the above\n", "% thresholds with soft thresholding and approximation kept.\n", "keepapp = 1;\n", "% Select threshold type 'h' or 's'\n", "tt='s';\n", "xd = wdencmp('gbl',c,s,wname,lev,thr,tt,keepapp);\n", "\n", "figure(5)\n", "\n", "ax5(1)=subplot(1,2,1); imagesc(d_snr10), axis image, title('Original')\n", "ax5(2)=subplot(1,2,2); imagesc(xd), axis image, title(['Wavelet filtered with ' num2str(lev) ' levels of ' wname ])\n", "\n", "linkaxes(ax5);\n", "\n", "%% Exercise 3.2 Diffusion filter\n", "\n", "addpath 'diffusion/'\n", "\n", "% Tune the filter parameters for the three experiment images\n", "lambda=1000;\n", "sigma=1;\n", "m=8;\n", "stepsize=0.25;\n", "steps=10;\n", "y=nldif(a,lambda,sigma,m,stepsize,steps);\n", "\n", "figure(6)\n", "\n", "ax6(1)=subplot(1,2,1); imagesc(a), axis image, title('Original')\n", "ax6(2)=subplot(1,2,2); imagesc(y), axis image, title('Nonlin diffusion')\n", "\n", "linkaxes(ax5);\n", "\n", "%% Exercise 4 Test run\n", "\n", "% in separate file exercise4.m\n", "```" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], 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