{ "metadata": { "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.5-final" }, "orig_nbformat": 2, "kernelspec": { "name": "python3", "display_name": "Python 3.8.5 64-bit (conda)", "metadata": { "interpreter": { "hash": "97ae724bfa85b9b34df7982b8bb8c7216f435b92902d749e4263f71162bea840" } } } }, "nbformat": 4, "nbformat_minor": 2, "cells": [ { "source": [ "# 3. Even More How-To Recipes" ], "cell_type": "markdown", "metadata": {} }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import hotstepper as hs\n", "import hotstepper.samples as samples" ] }, { "source": [ "## Quick Complete Summary and Plots" ], "cell_type": "markdown", "metadata": {} }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
", "image/svg+xml": "\r\n\r\n\r\n\r\n \r\n \r\n \r\n \r\n 2021-03-20T06:32:23.367786\r\n image/svg+xml\r\n \r\n \r\n Matplotlib v3.3.3, https://matplotlib.org/\r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n 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Wdz0vERF57utBwKYHAL0OqC8ANt5jOV3XDux+Adj2uBhuOOT6uY2IqLs68i2w5SHR317jeL7amCYs3njUNHzvXcOhVjuOJCXER+HJx8aYhhcuOo4TcXUBC/wc/kZ0rcvgJb8BR773bt3tdcD6O4FvhgCrbgC+G6tMmz9U6T/4PlD4ueWy5WsiLxDFwBO55MgC23HxuaJbsT6waSHv6A1vNI1OBUbeBWROEMOHPhFdbZMyb81OIP8NoHQ5sPVRZXxXGWXlZuDAO8Dhr2wz2lBSu1sElToblHHbHgf2/kf07/uvOFnkv+nddtbcBOx8Bmg65t16iIjIucZCYPeLortwkjJek2g5n/HCqmIdcPxn0Z/ULyBJJCIKOUsvUfo76x3Pt63HYej14kJg6qQMzDqpR5frnjo5E3NPyTYNL8/ZBzlAURdVlOVwylAgIU/0737Ru3VXrAf2vQY0FAAFH4mb9kb1B5X+1TcBK64G0kZZLt9S5t32ww0DT+Q+Q1A7a7rlMIWXeZuBaf8H5JwCpA5XHqFUGd6AmmRea1YGOpychKzpO5R+XYuXCfUjvc7+eG2z1Qgvz42NR3yzHiIico0sKzcV0sfYXnwYqWNEV1IBMZmBSRsRUaia8BQgGfLLeduAm2TxOX0R0KbuxN7046Z5b71pMCQX22C57+7hiIoS85Yk1GDziRM+T7s9sdlA9kzRnzQQuHQ/cMUxIPc079ftypMMSQOU/rgsIDYLmPG2cQWiIsCIO71PSzhg4IkoUnkTMOwqgBImARZH58pIq/pKRNTtuJiPm/J73kQjIhIc5Id70o+hU6207TRtSobLq+zXJxFXX6Hc1f6+8KCp5lS3ZvUVI7mtZAaeyH0R/IfpFgKQx4dN4MbRsWyV/rD5PkRE5B7zwBPzeiIiu2RZxu5MpW2na6/s73JtJ6NbbxyEuDg1AOB4UyOWrSz3aRoDzoVzBl9goWDgiSjSuHp319l01nhyT5jsDyKiiGPInyP5LjQRkTl7+eHBkjrUxIqGYOPj1TjnrFy315uWFo0rL+trGv7fOwUBa+vJL9xNuoyIrsDBwBNRhPJrITtcziEu1ngKm+9DRESCJ4/aMa8nIrJryXalbaczTs1BfJyDhvO6cMO1AxGlFyGIffvrsWqtg9dtdxddPGqngx6HG+sClpxgYuCJ3Ma7guHN5RsLkfA7uxp4IiKi7ok1noiILFnlhx2deqzcXWoavvD8PI9XnZkRg7F1fUzD77x/yON1BZu7lbWs51+/rQLv9lqJF3evR2Vlm+8SFqIYeCKKND5oSLWrjDZcas26/KhdmHwfIiJyExsXJyKyYF0+3rS5Co2tnQCA5M44TJrgeqPi9kypGQi1YSPbdtRi6/Yar9YXNG628WR81K62pQ0/9NuCO/+xCTXRzWjX6fDSq/n+SmXIYOCJKFLxUTtIjnLAMEk/ERHZ58kNkHC5aUJEFEhLlp0w9Q9p7AmVyruLiCRtHGbkKLWm3v0gfGs9dcmicXEZO+OO464vV6IgTdmnceoojByeEt7tXbmAgSdyH+8KhjcX8zSnjx10kxpPjo5l6/R7+33CZn8QEUUYmTWeiIgsmeWHOp2MZSvMA0853q9eAs7uM9B0rbFyTQUOHGzwer2B5k75vlXdgTeLtuCH5B1oau80jR/dmIdnJs3BtVcNcPstgeGGgSeiCMXGxcE2noiIIp15G0/M+4mILGzfWYPqmg4AQEJnDPLa0nyy3p7xiTh9bk/T8HsfFfpkvSFHBkoSavDJsFXYWV9uGp3SHo/Xn56G86rGISU6JogJDBy/B54kSXpfkqQKSZL2mI17QpKkEkmSdhg+5/g7HUQk+KJx8S7XESaFd4fBN7bxREQU3tx8q53DR6+JiCKNWfl4yVKlttOgup6+qZVjWMVNNwwyjfr5t1IcL2nxft2B1NUTIJCxNu4Qvhq8Ho3RSuPhZ4/qh+v3n4wpYzP9nMDQEojT7IcAzrIz/hVZlscZPosDkA7yle5dC7D742MFigA9akdERCFKb+jynEhEZEkGVqxWaukMqu/puycmZGD0yFRMmyKCLzqdjA8+DrNaT06uDzpVWvzQfwuWJu6HLIkZ49UaXN4wCbfMGgWNPipAiQwdfg88ybK8CkCYNlVPRsechAbrDwQuHeQ75icOWQYOfwNseRjY+rjtvCuvBSo3KMM1O5yv2zxQU7rU8zS2nAB2Pg9o/fCGUVkGdr9of9qel4CyVUDVFsvxpUuBLY8AzaX2lzM6vAAoWWI7vq3C9fRpW4CdzwLNJa4vQ0QUacpWiI+1LX9X+rVObqLr2pX+8jXA0Z98lTIiCgZZBva+ClTvCHZKwpexBujx8mYcOy4y0NhoNXo3ZfgkSC9rgeM/A9+NBUZuGWgaP3/BMZSXtTtZ0jvWNVsr1jm/uazrANbfCay93fJc0ZVGTSu+HLweh1KVoF1Ocyqu3jkLQ9qUxwu3/B3oqHN9veEumBWL/yJJ0i7Do3h2HxaVJOlWSZK2SJK0pbKyMtDpIzPmwaWoONGNSRfd9trAp4c8Zy+D1TaJ7s5ngVJDwEQVbbaMzrbg3lHveBuaJKW/zou3g+54GtjykJImX2otBw6843j64tmAbLwTbthnG+8Ddv4LOPy183UvuxT45QxlONbw1tnKLfbnt6dkiQgE7njG9WWIiCLN4jniY+3oj0p/g9kLk7JOsr+ezEniQnXLQz5NHhEFWFsVsOEuYOmlwU5J+DCVdwGkjQRG3wfEZQM7S5Tr74kjMxGbqMLgG7zfnq5dXB/U7AJStmYiuyUFANCp1+PdVw97vwErcVlAQh4w4Z/KOON1TUuZ4+WqtwP7XgP2/w84scp2ur1rqvK4enw+dA0q4pULpQkV/XH5wZOQ3BkPfQeQMgTQJAKHPhHTkwZ48KXCULACT28CGAhgHIAyAC/Zm0mW5bdlWZ4ky/KkHj16BDB5ZM08CKEy1AzUJACxWcowhQk7j9qNsVPQTsizHI5JB3JPB6b+n2E1eptFTFQapT/Wi79uq+GxcnfuMrjKPP1nLwUyJoh+YxewPO4BQN9hu6wrMiYa1qd2fRnjd25jzJ2IyCUX7wXmfmM7PrGv0n/+WuCUz23nOWsJ0O8S9/N3Igoxhv9wY5g9tRUKJvwT6HcRMPBK4KoTwMbdSlX9uWf2wHUNwPRXvd9OQh+lX4KEKeVKrafvVx1BU1OnnaU8p0kGrjgmvpfRkBsNPU7yfPPzgd5ekqwCT1VTT2DBuHVo0ohCvAoSTj86Go/+YyQyRoiwy6RngZzZwNz5Zmm5weWvEtaCEniSZblclmWdLMt6AO8AmBKMdJAb2MZN99NFVVmvnuE2P166Q7sZQTz+u/mbVYmIQgLzWiIiRUeHDhs3V5uGZ0z3XyWQQXU5SGtLAAA0t2rx1YKjftuWNVfbcXU2nwwZW7IK8XHHFrS26QAASYlRuDV9CsZU93W8YIQJSuBJkqQcs8GLAOxxNC8R+ZiHQRR3Gtg2nzdsCvOhFlwNtfQQEYWDcDnnEBGFsG07ak1BlD6949Gnd4LftqWChEkVSq2njz4rQnu7zm/bA+Cbc4UM6KDHkt67sbJXvqno3jsvHp9/OAPDzB/74LnJ/4EnSZK+ALAewFBJko5LknQTgBckSdotSdIuAHMA3OPvdJCXeBHcbZheHe1BBujyMt2sxpPXb7XzYHnZziORRETkJ8xriYhM1qxTHrOb6cfaTkYjanohoTMGAFBV1Y4ffjru9216q7G1A98O2oTdmUoNrQnj0vDFRzMwcECSkyUjk99b55Fl+Uo7o9/z93aJqAtdFbJ9VQgPs8J8yNXQCrX0EBEREVG3tm5jlal/xvQsv28vSlZjYsUArOol3kr03keFuHheH6jV/ikIm8r7rt4ctprvSHET7vt4M44nNZvGjVf3wntvjkFMjKFRV5bhLQTzrXZEFAye1t5xZ7nuVkMuGN+nu+1DIqIA8PTmQcjddCAiCpKGxk4cONgAAFCpgMkT0wOy3TFVfZAYJ95QdPRYC5Ysc/LKuSBat6ESV1y3FsdrlKDTSWVDcLlmnBJ0ssJzDANP5CKvHzWikNNlBmhvuouZZjgeLy6lOQjfiycqIiIiIgqU7TtqTOXiEcNSkJiocb6Aj8ToNbjwZKUx7rffPwS93r+Fb/fasJXxyReHcdtfN6GhUbzmLkqvwjlHxmP6iSGQrArtLMNbYuCJKMIEJCgUhoEnEzsniaAE0sJ5HxIRERFRWNqyrcbUP3FCRkC3ffHs/oiJESGK/Qca8PNvpf7ZkJtBobZ2HR57cheefXEvdDpRSE9PjMHlBSdheG2vrrfBIBQDT+QiXgR3H542Wu3hW+0IbFyciChQPMkzmc8SEZls2VZt6p80ITCP2RmlJcXg2iv7m4ZfeW2//99w14Wq2Abc+fZqfLvwmGncmFGpeOXaWejZkhq8hIUZBp6IIlUXBW171UM9eqtduHCW5iB+H1bTJSIiIqJAaGnVYm9+vWl44rjABp4A4JYbByE1VTzeV1rWio8/P+z7jbjQuLheL2N75mF8NnQNjlY2mcZfcG4vfPTOdKQnxrq2DQLAwBO5iDVYuhE+auecvZMEH7UjIuq2GOAnIhJ27KqFVisKoUMGJSE1NTrgaUhK0uCOW4eYht985yBKSlsCmobCokbc+co6LOu9F1qVHgAQG6vCU4+PwbNPGhoRd6OszvMMA09EEccYRHQ3A2TwMbD4qB0RkQeYZxIReWyrWftOgX7MztwfLumLoYOTAABtbXo8+exuyD68GJEc1HhqbOzEy6/l4+IrV2NvUa1pfL+sJHz96SxccmEfUyPiXSWHwSZLDDyRBW0bUPCR6LpC1gIH3wc6Gv2brlBXsgRoqwp2KiyVrweO/2Y7vqHA0ONmZtjZYLlMwceArLc/b91+pb9yA9Ba4d62AEDXARxZIPqbj7u/fFeaXKi1a9yu9YmlbDnQUAj8dj5weAHQeBjY/iSw/Epg2R9s19NQKLoFHwOVW4DCL4HGYmDvq0B7je385vQdwOqbgZXXi/kjOQAoyyJ/Ojw/2CkholDgs/zQ7NxWt0+cf4goPB3/Venf/3bw0hHq8t8EFp0MbH4I2HC3Mt68fSd/NSyub3c8bcM9QNU2QKNR4YlHxpiCN6vXVuKrBUfRWgEsmgkc+R5orwP2vgY0l9hflywDzUedp0WWxbVs9QE9Pvm8CGfOW4Z3PyhEZ6e4yFHJEqaVDcafdDORf00SCj4Bjv4E7HgGWHmN9cqshs3OLf64lgk3UcFOAIWWgg+BdbcD+k5g6M1mEwx/pLyzLOePThEXzscXAwMuD1QqQ4uuA/jlDCBjPHDhtmCnRrHoJNG9ySoTbDFkzlEJyrjEvrDRYypw7Cfb8Un9AEjAxruBnFOAjLG285T+bjlc8BEw5n7X0m1UsUHprz/o3rKuOPSp0q+KBkbeCay+SRz3VZvF+Kh4Q8DNQG14lLt8DbDpPuDYIvEZcSew71XH24qKF92KdcAPk0X/gCuAoi8BlQYYfrudhQy/2+FvzNL8MdDnfCCpv535I0BLCbDqBtF/QxugjglqcogoyBqtbiDE9gB0rbbzDbzKctj6nJc0wNBjyHfL1wK5c3ySRCIKsPV/VfrX3gYMvp7lBWvaVmDdn0V/+WplfHRvHXYurjMN+6vGU2u542lVm4GfTwOurQHGjknDtVf2N7Xx9MLLe3HsT6lIr05B+Vpg5rvAhjuBhoPA9Nds19VkCDp11NtOM6rJ1+PN+0uwuV8BamTLx/lymlNx+tEx6NGWjMoTYlzFesfrShpoOdxjKlD8nTjnGG80G88/8YYX4WmSAHWc43V2J6zxRBaM0diWMttpw/4EnGEViDhjsejqtf5NV0gzFFRr9wY3Ga5SxYhCdpRZe3h9zgOubxVBEAAYdC0w/jEx7ibZMuDYdx5wqqHGiezgd1fHiIz1+lbn8zkjdyr90cnuL98VySz3S+wDDPmj+K7DbhUBtazpgNr4WLvhNzbuH1U00K7UvrX7/dJGK/0xabbTOwwBLXf/O5H8XzP/7o5q2xFR5LDOe+N6AJkTRWA6fYwYN/AaYNK/LOfLPgm4sQP4ox64rgm4ZJ8YP/Ju++slovAhWV3dsrxgS3bwkrjWsXXo6BA7rF/fBPTI7KLxbA8Nuk7pv7ED6HuR5fQOszL2PX8dhsGDlEfuvum5GU1R4tEcY17d6eDJG+O1RL+Lbae1a3XYlnkY17+4DL/23WkRdEppj8e5h8fjyoMzcNajzi9C5nwpvsP1LcDsjy2njX1QnI/yzlDG9TpNdNNHiWnX1Jhdb3RzDDyRJUftyshinHVmLqkDkKZQZ9hX4XRis/e7RcUqv68xwGIMThlr+hi/q3G6MypN+D7bLHXx/az/Bx7p6hGRCH6kjojIG+oYQDLU6XdUoDeeozQJgMowr/GcFcmPNBOFO5+U0bo5R3ncliC076TSAFFOavzExKjxyvMTkZQoMuqm6DYsGLTRFHxyV21tB956rwC3vL8Uy3vvRWWDsp6UFA0euncEbsifjWF1vSBBUq6BnKTf+B3sXfc4q22njlHOP5Eggr4qucPeHydcgwj+5qhxum4lwn57SRInZeOJ2aOLEC+PB174EBEFWCScz4mIHNi2XQk8TRzvn/adAPdv1g/on4hXXpyI2/6yCTqdjKq4Rnw5ZB2GVU8CkOxSmTn/QD0++/IIfvqlBO3tlgmI64zG1KYBeH5lXyQlafCeddtN5BMMPJElB39cXgQ7EYY1nhxyEGCK2KCjF8d9l/8Z/qeIiPzGo/NWpJ7riCiy2CmDypCxa0+daXjCODvtRPiK9TWTC3nvSVN74F//HIuHHtkJWZJRH9OC+79djYk5A9FTOwCAbfXW0ooWbM4qw3eflqDo5Qab6UkdcbjmggHQPNcHiWlqJCV59nXINQw8kQWnr3Bngcy57hBIkKy61pMj5RiQYPl7+uG3ZWCKiMiPvDlfMf8loghTG9OMhkbRKFJ6WjTyesX7bVue3qw//5w8rL9Sg0X9t0Kr0kOrl7Gx5yFsyj+ET65LxYD+iYiJUaOqug0HDjbieEkL0AuA1du1Rw5Pwel9+wPP5uKMp1RYamhSxq5IufYJAAaeyJKhsBUxAQZyTSQeD7KXNf144UJEFFZY9iGiSFWWoLToPWZUKiQ/Zog2gSc3NjWwIRvX7D8Zv/TdgRMJdWJ9AHbtqbOosWVNo1HhtDk9ce2V/TF2TCoKP5Ow0rgwBQQDT2SfvcbFqduTJKApqg3rqiux838tqKxsR3y8Gi31CUiMyURvJAY7iQFh026XN209OcIaT0RE/uPFNRObFyCibs1OHlcWX2fqHzPaj4/ZwfvmSTLaE3HlwRnAfaX48ofDOJFQZ7fYHBOtQs+qDMy7LBdXPdwTyUm2bw/qKr/nDQnfYeCJLDj78/GP170VFDbiu9wDOJh4AigG8LbVDCOAXhXJaFs0AKP1vdCtq0EZGhf3KuDExsWJiMJLNz6tERE5Y17jaayfA082bTx5QAUJMwb1gupgL/S8ogPxf6pFTW072tp0SE+LQV5ePHJUyVg4QoXZo4Bk6/abrG4y8zrX/xh4IksO2njiRXD3pdfLeO+jQrz6xgHokpz/0CXaBjz0+A70zy7E9PgxAPx3YgqFY86faQiF70dE1F15dRHB/JmIujHrMminSovKuEYAIu8cPTLFv9u3Cjx5G/RJiIrGKbOzbcbXH3QlMd5tm1zHwBPZZTcDYCS422lt1eFvD27FyjWWre4NTcrA7MvSkJ0Vi8YmLZZ9UIt9jZXQqsSZ4nB5I44MWYf4n4bgrnGDoFZ3s4PD2Li41aN27vA6sMQTIRFRQBnLPrwxQESRpDyuHrIkMr6BA5KQmGj7SJovBfpN4Paua23GsXFxv2PgiSyxsBUxmpu1uP2uTdiyrcY0rldrGuYUj8Ksq1Iw6y/KvIN+BfYt6EDhjMNY1VmE1jYdZEnGu98fwN6yarzywkS7z02HNX//F/hfIyLyH08uFniBQUQRqMzQSDcAjB2d6vft+Tzw5EWZmjcaAkcV7ARQaJEdPGrHi+TuRQc97r5/q0XQ6cZrB+Cq49OR3Wq/em2cLhrnpAzFD/NnY0Qf5RG79RurcPWNa1FS2uL3dAeKo8bF3cI2noiIwhPzXyLqzqzyOOs32vl981681c7nusrvu0gby+uuY+CJLJSvFd2aXaJbdwAoXQZ01MHpH6+l1N8pC10tZUr/+ruA7U8DHQ3BS09rOVD4hTJ85DslU5T1QNEXwI8t+7B2Q6VpnvvuHo777xkBSesgSzD77XvlxuPFG6Zj2onBpnGFRU245KK1+PD0BtTlA4fnW55Utv8TKPkdKPgEKP4BqMvv+nt0Nin9u54HylY6nleWgdLlzjP/9lrg8DeArl0MN5c42bgEtFYqaShbARz8EGg9IYZbTwAnzNKT/4btKsz/E9U7bKfX7RXdjfcABz8A9r8FHPlefAddO7D5AftJ2/EUcOxnsS/rC5x8hzDXXiuO4+qdwM5nxT4qXapMb6t0vCwRRQZdh+NpHt1RD/DFz4k14pxNRN6r3CzKW+01luOLvgQ6m4OSpJAl68z6IaM0kA2LAy41Lr72T7blZ73OcrjoK9Ftq1SuXc2dWOVkA4b8/sC7yjoOvAdsfazrtFlg4MllfNSOTBoOAZUbRH/hp8ApnwALhinT42zbbEN0quhWbfV78kLWj9OV/n2vim57DTDt5eCkZ+tjwIF3lOGlFwMX7wXSRgDV24FdGcXYnnXENP32Wwbjj9cNBADo2sS4jlpYaD4qusaTeWyaCjPKhmLCeQl4a9Mu6FR6NHS249Xy9SidOA3ZHSmIzQQkQw6jawd+OV1ZX3QKcG2d8++x/HLL4cWnADc5yNwPvgesuQU45XNg4JX259n+FLD3FeDUb4F+FwFas0KIJtly3rieQPMiy3GrbxRdGTKao9rRFtUBnSRDo1cjoTMGMXrLRw3NT+rNx2zTYwxYyjpg9R+V8ZceECfajjr73+PQJ+IDAL3OAM761f584W7vq8D2JxxP3/c6MOX5gCWHiEJQg1nDsWmjLadVbRZdbasHKw7QhcRPs4DcU4Gzfw/M9oi6sx+m2B9vLGMNuTFwaQl1O59T+hs1bWjWiLuy8fFqDBxg/fo33+t/OXD8FyAhTwzH9bSdZ/9b4mNe9q+2ut4sWy66Jb8B3/1me52w5hbHaTBe15aa5b9rbradL3U4lLZfnaynK/0vB47/7Nq83RUDT2TSXud4WvJgYOzfbcfH9QCi0wBNgt+SFfJa7NScqdsX+HQYmd/pic0E2qqUWj5FxY1YnrfXNP3M03Nwx21DTMNJ/YHGw0C/Sy3XqTfcVR56q+hmThTdWQPzUP15HL4buBkdai3aojrxzaD1uOzQdFz7WwpUavtp7Kjv+nsYt9nvEuDIAufzNhSKbtMRx/MYayAZ90VUPJAyDLhggwiEmZvxptj+oY/FcH10CwpSy1CYXI6q5Aa0yVqb9cd3xmDc9GRMHp+JtHVZaF+cCPPb56PvB/b/D+gULw3B8DvEibLBqtaSrt3+/jlriWXwDgC03efpRhvaJvvjU0eK2mJ2fgIiijAqQ7z/9EVA7lzLaZJaBPaH2rmQcCQYr9M2r8lJRL5xZZkoS2lbgIUTlLIfCfX7RTd9LJD9WB3wjBgeNSI1IC8MGnID0HceEGW4fpz8LDD8zyKIs+52oOBD+8sZf8chNwMH33Vjg3a+Uu5cYO58YNmlttOMrqkBYtKAqysAvdZwXVUJbH9SlOkHXg30nOVaEk75TLnBH6kYeCITZwWuhDzH0yM56BTqYrNF4AkAOjr1eObD7aY30w0ZlIR/PTEOKpXywxpPAJKjJ+7sBJLymjNw2aFpWDBwI9qiOtEepcWCgRtx2YnpGJzi/V2TqHivV2GfDKhjbYNOAKCKAqKTgcrYBmzoWYCDqWXKScvBHY8WTTvWbanEui2VAPKR2iseDW/l4eJ5vSGp4qCOEScsY+ApJh2Iz7UNPDkSkyHS6krQrjuLywaai4OdCiIKJfE9gag4y3EqDaDTOT6fOcM2O4jCmzoWSO0JtJwIdkpCkzGPU0UBhSeUguWoEfbbefWHGLMn+iQVkNRX9Cf26XrZtFG+SYO9awBzxjTGZirj4nOAhN6i39h1hUoNqCL8mpltPJGCb3Pp1t546yAKjovGp9R6FV7813jExTmokmSti2OjZ0sqLjs0DTFacfu5VdOBW/66AcdLQqhKjp0LCUfB1NZWHb48vBcfD1uFg2llNt8/WheFjNZEZLUlI6U9HlF626y0LqoFr791EGecvwyLe2/H8cbGLtPj0jQCwAtDIvKDLm4w+BLzMCIKBfv2K4GnEcMDF3gKZzYvISKXsMYTUQQoOt6A9z8uNA2fXDoMgwclO1nCigtByazWFFxSOAXfDNqATrUOFVXt+OOfNuAczXQkdcZ1vQIHfF047+pRivwD9bj7/q04Vtpi8b37NmRiaG0upk/ugcZfYyFBQlS8qMYtQ0ZLVjPy3q7FqjXlWLWiCm068SyYTidjX3oJ/r6qBCPic3BS9HCkdHRRjcuNIFlE4r4gIn8IZN7CCxYiChJjmVKWZezLNws8DWPgySUsh3qEgSdS8E/ULcmQ8fKne6DVilJuXmM6xlf298u2clrScGHRZHw7cBN0Kj2Ol7Rg/sCNuLzgJMTrov2yTXPuBKnszbtkaRkeemwHWtuUlsH7NmRiVulwZLeKk3GqGrBufkiChHRtIi6el4iL5/XGij/psOTncpScWYxNW6pN8+2LLsOB4eWYWDEAQzsHwVEWzDvhLuA+IiI/CUQezHyeiILFmP80oh3VNaJR1fh4Nfr0jvBnwdzEfNw9fNSOTFijonvak34MuwpEi+NqlYTTjo+G5GaU0Z1jo09TJs4/PBFRhsYJa+Ka8O3AjWhXdbq1TRNfZer21mP2vRZ8fxT3PLjVFHSKVUfhzOKxuKRwqino5Gx5cxqVGiNac/Hh29PxxYczMKheeeWFTqXHpp6H8MjqVSjUVttfgRvbIiIi32A5iIgiSQmU2k7Dh6ZYtPvarfj6a3XT3eRvDDyRgn+ibqcZHVjVK980fPlpA5HR5v/XpA5syMazT4w3FeLLE+qxcMAWdEo65wt6ya2LBrNA1BdfH8FjT+6CXrS7jr59EvDImBkYVdPbaZDOle2NHZOGC49MxuMnzUCuVglgVba24H8t67G8117oJL3DtLmzrYjBfUFE/hSIu9i8U05EQVYKPmbnFebjbmHgiezjhV238Lt6P9qiRE2jXrlxuPaswZ6tyIPj4azTcvHEI6NNw8eSqrGo/zbooHeylB1ePj7njCSJx+uefn6PadzwYcn47IOTkBtvP0DnMADUxT4anJaGm5tm4szisaZG2AFgW9ZhfDV4HRo0raZxrLrrAu4jIvI1tvFERBGkVGbD4p7gzWDPMPBEJvwTdS+VsQ3YqjpqGn7kgVGIjXbxLXY+ctnFfTGrZJhpuCilHL/23QnZjRK3r4Iw1uuRZaBYrsEDj243TRszKhUfvjUd6Wkxrq3Uzf+MChJG1fTGDfmzMbZHlml8WUIdPh26GiUJNYbEeb+t7ox5FRH5Fdt4IqIIUGJR48mNlw6RwHzcLQw8kcLsYo4XduFNhoyVvfZBNvyOU0b1wCknZztfyBlPjgfjtisGYXL5QNPo/PQSLO+1F7KrpW43MnV3jtsKbRM+ljejvV3UwOrTOx5v/GcykpI0XSzpvURtLO4ZPxnnxQyHZPiRWjUd+GbQBqzcUub37RMRkS3lTU/BTQcReYfXMV1riWpHPdoAADExKvTvlxjkFPmPz48Hnis8wsATKSQH/RR2jiRXoji5CgAgycCfLxvu1fq8zbBnlQ7DmKo+puHtWUfw+lsHXVrWPFPvKoN39QRQXdOOt2s2oQXiMcS01Gi89dpU12s6GXmxXyRJwuyYgfhDwTTEdYo3/ulUejz6361YvPewT7fVHfFkT0Q+x0ftiChCVMQ1mPqHDk5GVBTDAq5iYNMzPMLIRGLgqVvQyXqszN1nGh5d3QcD8oJbfVaChFOPjcaQ2hzTuDfeLsDHnxUFLhGGQn5bhxZ/vnszqnUtAIDYWBXe+M9k9O0T4FfIGtKT15yBqw7OQFqb2L4sA+9v2IvNWYWBTU84Yf5ERP7ER+2IqJsrj2f7Tl5jPu4WBp6CqPEw0HQs2KkQOuqBoz8qw7IW0He6vnzTUaC+wPfpClclvwKVmz1fvukYULIEOLEa6GwGjv0MtNfYn7e1Eij+ATj6E9DRCCwtOIbquCYAQLSsxkllQ3H4K6CxGKja4mGCHFzoly1zfRUqSDineDz6NfQwjXvupX149eEilC4HZLM2x5uPmy1olqmX/ArUH3R8rFVvBXTtjtOgh4ynP96O3XvqAIiv9e9nJ2Ds6DTXv4gZZ3c82iqBA+8Chxco30120K56akcCrjg4AznNqaZxq3rlWwSf7G2rfA2w60WRl4SDE2uAA++J41TbKn7Hqm1AWzWg6wCO/yryofYaoL226/W1lgP73waqdyjjaveFz/4gIu+Ur/XxCg357O6XgF0viHOrr8iyyAM7GoDqnV6cj4nIpLkUqMvver6GQ5FbNmgsBo7/Znld11QMVMSFxxvtCj4BtC1A5RZR7nPmyLfity5fK/Jbv+ENUI9EBTsBkey7cUB0MnBFCASf1twKHP7actz+t5V+R0EPAIhOBUp/B5acD1y63y/JC1mdzUp/jylA5SZl+IepwDU1QEyq++v9aZY4KQDAgCuBoi+AYbcDM96wnXfJBUDlBtE/9OFO/C4fME07LXEQErQx2PU8cPxnoGaX8+2mDgdq94jf1GL8MKBinTJeZWgGqeQ3976XWlbhgqJJmD9oA0oTRWThf7/sw573dXhqwWBkzxDzrb5JWSZrmnJs/nq2Mv4ms4CUMV1HvgUKPweG3Gi77agkGcvy9mBntXLWmntsFObO7mk3rcZ1JvW3LKxom4HMyUDVZqDvRUDBh2L8wKuUeToMQZM1t5h991ggtofyuyYNNFyIrDRsqy4alx2ahm8HbMLxJPGHW9UrHzG6KIyp7ovoFCBzClC6xDKdmx8Qn5tC/K5LQ5E4rgGgfLUINh1bJIZz5gJDbwJWXC2Gh93uuHBhGi8D6/4sfnNA+f7fjgQ0ScB1DXYXJ6Ju4vACYNfzot/6nAUA2TOA0qWW07Zur8EPi47j6PFmJCdpMGVSBi6a1xvxcaI4HG249qrcoJxXLysAkgd5n966fJEHDrgCKPrScpquA1BHe78NokizeLYINDgqA0XFi+6el8Qn1MtK/rDkPFG2n/s10P8yMa5uL1A+IjQDT9b5+arrgMZDwPYnlXHx9ovuWHqJa+vsanxXUkeIbuZEz5aPVKzxFESdDVY1O4Ko3CwqPPZh0W2rUsYNv93xsucsB/qcL6LRkUbfIbr9LwfOWwdctNNsogzondS+ccYYnABEzRlABDzsMRaOAWBh/iG0akSistJj8cQPA0zTjDVIBt8AXO9gXSd/BFy8F+h1huX4k94Q43ufI4bVMUDvc0V/TAZw9lLgknzgPDt3n69rAqa/pgxrZDUuPTYFE8YptYzW5B7AO9/tNzU4rm0Rmfl5a4FR9wApQ+2n1yhjrNLv6Dhc0V6InT2UHTu5fCDGVfVzuM7xj4vf85L9wIXbgThD2+xjHhTf9w+HgZnviO990S5g6ivKsr3Ps13f8NuBs34V67okHxh6MzDpGXFRc3mx+B9p9FG4uGgK8hrTTcst67cHuV+XIyEPOO074OI9wLxtzvdHKDL/XSo2itprRmXLlOmSCtC1AHHKS/9w2vdAYj/RnzMbpjtNHQ6CS52NPko0EYWsOuWJciQPtJ1+2kLg0gNAxjigo1OPBx/djmtvWodvvjuKjZursWTZCTzzwl6cNW85Nm4WBZ7E3rbr8VXZxrieivW202Stb7ZBFGkaDjmfHp0MJPRxPk93Z7zWNM/L4sd3oD5GjIiKkjBoYOg0LD7iTqvrKdhWgDBegwDA5Ufh1PTXbK9rjHpMEuX8eVtFOfz6FuCi3V2nMe8s4A9HROUAch0DT2Qj1dgOtdldgSgn+VFsJhCT6dckhS7DPsqaDqjUQPqY4CWlQdOCX48qVXP+ds8wxCWobebLmKDcAbIWFQekjbB9rEsdYzs+IU9000cDuXNFrajsk2zXqUmwDRzFR2vw9utT0acpwzTu82WH8PRze6DViufRNCnK+pLsXFSY66qtjAXfH8VX+5XqeENrczGrdJjTZVQa8Xuqo8WFS2J/MV4dD0QnAUn9AFWU+N7po8Xvb2TvzrWkBmLSxbpSh4l9qYoSd9Kjk4F0Q/BMo4/CRUVTkNUi2uXS6WU8+so27N5bB00CkDYSyBzv/PuGA8nR2Uey/T2zZ4gaY4BZXhSBdy2JSOEwDzHQJAApQ4C2Nh3uuncLflxcYne+qqp23PznjVi4SFydRYfOjX8i8oE4L17q3C3YeSysTFLu3A0elIToaNvrhWAxXk8lD3ZtfvMblfakjXbeNEbqUCBzApBzirgOSh/V9TYlCUjqy0bG3cXAE9nin8htoZDxrMk9AK1eBG36JaXgvLN7BTlFzsXHReGiI1MwLEo5Y3zxTTHuuGcz2mTLBsa82b+/Lz+BfzytPGOY15iOs4rHQgrhAz1aH4WLC6cgJysOANDapsOf79qEE+WtQU6ZD3m4+0Phv0ZEwddV4Mnon//ajZVrKkzD55yZi9dfmYy/3zcCGemGN4rqZDz6z51Ys67C0WqIKEyx3GCrFKH5mB11bww8kWOsURA2TsTXIT9duZt7+cARUKlC/0yrkdW4Pm4ShtbmmsatXluJ11rXoEznfSM9P/9Wir89uBWGeByyWpNxYdFkRMlBuLPj5s+RoI3Ffx6fipQU0aBWdU0H7rp/K9rbdX5IXBA42h8S7OY9poKjxEIkEcGlEuziX0tMNZkA4NY/DsKL/xqPObOzce1VAzD/81kYOjgJgAg+3f3AVlRrmvyVYiKikFAiM/BEgcfAE9ngRZ3rQuF1yDJkrOilNHYxuCkbQ1MznCwRWqIkFc49Mh5XzVVab62Um/Fqwxp89GkRdDq566CNnd/hm2+Lcf/D26DVionZ8fG45PBUxOg1Pky9f/XtlYhX/z0JarXYAbv31OHp5/eY2sIKZ47yGVfzn26wC4jIC13VeGpo7MRTz+0xDV9wbi/c/ZdhkMwymeysOLz136no2VM8y9vSosOiHjugh4NXkBJR+OF1jY1SKDd3QzbwxHJet8PAEznECzs3BPGkdijlBEoSRat7aknCnOrhXSwRGOYBhK6OJQkSbjxzGJ5/ehziYkVtpE7o8fzL+3DVjWtR2ul67ad2rQ6PPbkT/3h6t6mm04B+ifj7lOlI0MW4+zWCSpKAyRMz8MA9ym+64Ptj+HZhCLwK01tO/jN2jxfD/AyMExHQdeDp7fcKUF8vHtvOzYnDow/ab7gjq0cs/vvyZERFicylNLYOm7OLfJpWIgowlhUcam7RogqiZqdKBQwZnBzkFFGkYOCJbBkzawaeuhbkfdTRqceq3HzT8Jy8vkjvDJ03U5i4uJ/OPycPX34yEz2lJNO43Xvq8GLFKizuux2VsY4DUDJkHEo5gfu/X4UF3yuBmeHDkvHxe9ORHhfncfJ9wpNCkGGZa67sj/PPUdrs+tcLe1EdE96vbnPWuLjT40UCC5RE5DQfKC1rxadfHjEN33vncCQmOq7tOmJYCv586xDT8PqeB1EX7eD1r0QUXlhmsHDgYIOpmDWgfxLi4kKnYXHq3qKCnQAKQcyg3RasWhhfzS9GXax4HWqMNgrz+g9ByfLgpMUpNwJ0gwcm4c64WVilL8RSXQE6O/WQAeSnlyA/vQQ9WpPQryEL6T8kIiMjBtXV7dj+eyN+H3ECdTEtMGsvEeeenYsnHh6DhIQoFIVhIFUy1fKR8MQjY7Bvfz0Ki5rQ2qbDT/234aoDM4PTXpUvuPufsZ4/DH9PIvIdZzWe3v+4EB0dosrr6FGpOOuMnC7Xd/MNA7F85Qns3lsPnUqPlb32Yd7hyb5KLhEFCWtKW9q337x9J9Z2osBh4Ikc4qN2XQvmPqpv6MAbbx80DU8tH4yk6OjgJcgJd/dTlKTCaXGDccc7PfHCK/uwem2laVplXCMq4xqx+QmrhcyeoktMjML9dw/HpRf1sWjPQ5LCN14RF6fGS89OwB+uXYOODj0q4xqxKjcfc0tceO9rCHLaxhMbFyeiLjgKPNU3dOA7s8eR7/rzUIvzgCNRUSo88uAoXHHdWgDAodRyFCdWAcj0RXKJiELCvvzwaFic16HdDx+1Ixu8qPNAEPbZ628dNLVfkdweh/GV/QKfCD8bOCAJb702Ffdkz8DQ2lyo9c6zrFitBuePGoCfv5+Dyy7u69LFRqB4lBSrZYYMTsYD94wwDW/POoLC5HLvEhYsHv40IfSTElEQOQo8ffPtUbS2ibd/DhmUhOlTXQ8cjRmVhlGNeabhFXl7odPz6ocorLHcYCF/f3gEnpzibxqWWOOJHGNZK2QdONiAz786Yho+uXS4/UeuQuU39DId/WLScN6RNHSotChOqkR5fD3Srm1GY6MWyckapHckoPH9ZPRryMLJt6mRkW4nCaGyL9xh58R65R/6Yu2GSixfKQJOv/XZievzTwEQmrXdHHJUaJCcNy5uFJa/JxH5jp3Ak1arx2dmbTtdf80At29AnFIzDAfiy9Cp1qEqrhFLN5TginF5XS9IRBTi2tt1OFTUZBoeNpSP2lHgsMYT2WIU2XVBuPiVZRlPPbfH9Ma2Po0ZGFJnv/0KOUTeCO1tkMB43RCtj8Lg+hzMLBuGl5+fiHfemIqXnpuAa+cOxeD6HGi6au8ozI5te9dLkiThmX+MRUKneLawRdOBpb13Qw6zSExXb6RyvCDC7nckIt+zl4esXV+J8oo2AEBGejTOPSvX7fUm6WIxsWKAafjd7w6iszNETqZE5DbWlFYcPNQInU6UF3uoE5y+dIHI1xh4CgG1e/237vZaoGIj0NTF29e1dl7eUn/QdpwzLaXuzd8dtBqfcnJwUqvcDHQ0in3Z2WR/Hmt6neVwR53oNh0R3R8Xl2DbjhoAgFotYe6xUZAMCTgyH+g0e9mZeeCpuYtjwF1uxTms5u1sAIp/AGStMq7hkOjqdUD5Gstp9vZvzW7bfQUAunb7SWg9Aeg73Eizr/mw4JOaGo0zjo4xDR9MK8MP80tRfxCoLwDa68TvU3cAaDwMNJfYrqPlBFC2wuwYtqO+ACheKNah1wFVW8V+94jZsVi/H2ivtpxsTKOuDajaDBxZYH81xgJkSylQ+rsyvnw9ULbKeRI6GkT6wyxGR0R26Dttx33343FT/7zz8hAd7dnLFyZVDECsVlyQlVa24LsffHcCbSq2HXd0keNzF3U/9QfFubWlLNgpCV/ttUDtPmW4YoPjec3zispNgF7reN7uqKNWdI/+CGz6TXnMLk8TPo/ZVW4JdgrIFxh4CgHfjgIaj/hn3Z+mAz9OA77q43y+DkM+lNBbBAUAEcQwikpwvnxnPSDrgKajnqc13LTXAN+NcT7PkvPF/p8/FFh6qWvr3fa45XCVIbM9sQqoqejEv/+Tb5o2vrQ/MtqTTMONh0VXbyjAquw8TOurOz/HfhLd+gOW41OGGXrMcpdoO+e23+eJbly26K77szgOD7wthk+YBRHS7LSf/d0Y4MA7hgGzQELNDvvpLfxMdHNPV8aljrQ/rz2ZE0VX08V/Aej6/2KPys6Tcuo4x/NPH5uN0VW9TcP/fGoPPhzZhvlDgJ/nAnX5wIJhwNcDgC/tPCXyRQ6weA6w0MFLm7QtwPwhwO8XinUsnCQ+340Bqra5990AUdhzZvsTSn/DISVPAgBVjBKABQBNInB0oeXyi04CFs92vo3fLzSkf7MLCSaikHb8Z8vhuroO0yPIAHDhBb3hib4XATF6DSaXDzSNe/OdArS327nT4SPLLwc23OW31VOImT9UnI8WzQp2SsLX4lOAb83KcD9Ot5yuMqvIY17++GEqkP+mX5MWUur2K/1HFgBLXlEKV7lyaAeeep2m9FfaCSwaa71KXdxf0CR6tn1nZXDyDANPIcIY7AmWfpeI7nlrxAUnAOTMBc78FThnBdDnPOfL550tuua1bbq79jql3zyYc1UFcNUJZbjOcEem5FfX1ms+36z3gTN/UYIl//7PPlRViahSVo8YTD8xRMz3ATDSrNA68CrRVccAfzgMjL5fmdb3QtfS0ZWsqaI74k7L8eeuAC7eA6jMTgTZM4DzNwAX7gBmvWc5/8kfAIOvF/3aFqCtynZb4x4Ry8/bCiT1V8Y32wl0xjhoRzYmA+h5MjD3a7Ge89YBZ/9uf157prwg0pAxoet5e50JnLsKOOs319evSQAu2gnM+B8w423g/PVATKrj+c/4CbjvrhHokSDOjG1RnVjSZxdkyKjebhm4ccZRTTjru+/mAb26fLjNWAgcdpv7y0YnAdGphgEJOGuJsr5xj9nOH5tlfz3Gwqer+4aIQlfKEMvhn34pMT0SN3pUKgYNSLKzVNdOeh04eylw18v9kagTjzSXV7Thm+98f2dtzENKf/V2n6+eQlx7TbBTEL5qdtkfP+k5UdaMshM0mPaq6Ab7miuQjN/VWC4qj1MKQFPODu3A0/TXxDWoeT5p7tICw/VGFHBZobiGjU6znKfHFNfK7dauOgFcGYFP8vgbA08EQESNU4YBiX1geiQobQSQdwaQM9t+zRlz9mq0dHeOag7F9RC1eJIHe7f+3ucCQ24E8s4Eep8NHEmqxPc/K1GCRx4YhWi9+GGG3AD0mKYsa17jJqkfEG/WzIW9mjWe0BjK9MYaS0Zx2UCaVU0iSSUCVRljgTiz5qjSxwBR8UCW1Z0qa+oYsXzmBKDXWV0kzMFjVJJa/CYxqWI92dOB+J5drMtMVLxIgys1xlRqoOcsoNfpXc9rLn2MCMwMuwXImuZ83ugkYPK9Grzw8ljTuKKUCuxJ9/EzlfZ48ajakD8q/dYFhHj7TZUBAGLM5k0eCKQMFf39LwX6XGA5ryu10oioe1m4SHnM7qLzPW8MPCoeyJ0LjLhajXP7DzKNf/v9Q2hr822tp+wZluduiixdla3JNcYaLwm9gbEPirKmPcP/JLqR+Lh9rzMAHfSoilNqCIwI8YbFVRpxDdr7HPvTkwco1xvJA0R+mmkVZMqa7tmTHnHZzm/+kmcYeCIT6z9mJGbMbpEc9PtBW6cWS3ort3fOOC0Hp59qdZXu6u/l67SGQKON4XCs+qtxy6mTMzGpVqkGtjxvL+qjW/zamKbP9rcb6zFt0/p7efA9w+F4ISLXlZa1Ys8+cSc/KkrC2We636i4PSf36IMkQ62nqqp2fDXfTgNN3mBeROQ9YzmA/yenquMaoVOJWqHJ7XFIig+ztyF7gOW90MLAEwGw/GPy7Q+u8fitXB74bHs+GmJaAQApKRo8+qCdRo9czFzD/fftMv0ReJKZXT0MaW2imk+nWodf+uyAXu/HHRHEfWz8/Z0VJhxOi8BjgygSLF+pPN8+dVImUpJ9c0GlUakxo0mpvvzuh4fQ0hphLRMTdRcRHqAyf8wuuzVCHlWJ0N86VDHwRArrC3r+WZ0LUADn9+Un8OsB5S7r3+8bicyMGJv5ZFff9uyjdPMuQujQyGqcXTwOkix+3ONJNViw/HCQU+UCL96MCEc1oJysl8csUfe0fJXSqPjcU7KdzOm+cS290bNnLACguqYDX3x1xGfrZp5E5D1XbkiJGf2elJBWEa8EnrJaIiTwRCGFgScSzDPrCM+YXWVe88ZftYhKSlvw6BM7TcOnzMjG+ef0sjuvqwVYX6c14DWougg0hGxB3s/7KaclDVNPmLVHsnA/qmP91Nq/j/axW7+VdaDJMOzR8ReqxwgRua1d1YlNW6pNw3Nm+zbwFAU1/nSTUuvpvY8L0dzMWk9EYStCywDlcUqr6uFe48nlsl+E/tahioEnUrCNJ/f4OZCgk/W47+/b0NDYCQBI6ojDPx8YC8lRbhvgGk/MzEPPtPLBprtYnVo9FvfdAZ3LB4brgtHGk4n1nU07xzPzLqLIcTi5Alqt+NOPHJ6Cntm+fwf2RRf0Rl6veABAXV0nPvnCRzVKmVcRec/FR+hcrhnVDellGZURWOMpEn/rUMbAEwn2ajzxz+qcnxsXX9SwHzt31wEAVJKE8w5PcNpuhcuZa5g3Ls42nhxTyyqcXTwOar3I2ivi67GhZ4HvNxSEfWxzfLPGExEBOJSqPGbn69pORhqNCn+6Wan19OEnRWg03BTyBi+KiHyI/yeHytuboDU0LJ4aHYMErW2THUT+xsATARCFH+MFXLg3Ph0o/tpPsgzsST+G5c1FpnFXjh+K3JY0J0vB5RpPvkq33wrMHjyjb5GWUC14BOh/ldmWhJmlw0zDG3seQll8rW83EowaT9aBJg/aeArZY4OIPKKT9DiSVGEanntKT79t64Jze6F3nqj11NDYiY8/D4N29IgigMvl2gi+sX60Tant1DcpMmo7AYjI3zqUMfBECjYu7h4/1XgqlKuwpM8u0/DsmVk4f8TALpeLlBpP1LWJlf0xdnA6AECWZPzcdwdaW3U+W7+vgo4ercf6eOPxRxSxjidWoz1KtLeUmxOHoYOT/LatqCgV7rh1iGn4o8+KUFff4d1KWc4i8l4EP0LnqmORGniikOL3wJMkSe9LklQhSdIes3HpkiQtkSSpwNDtoioH+Z2dR+069Dps2lKFbxcew8rV5T6pVt6dSH7492zbUYNPsBl6SfwgQwcn4cV/jYfKlds5wQo8BVoX6WfBA5Ag4aHrxkGjUwMAamOb8eL/7fPdBoJQ48n6d3X6O3exXh4jRN3DoRTLt9k5bAPRR849uxf690sAADQ1afHRp0VdLEFEocKmxnQEOdZqFnhKjJzAE8t7oSUQNZ4+BHCW1biHACyVZXkwgKWGYQoyY4bcrtVhc1YhHtqxFDfcugGP/nMnbr9rM2ac+huefn6PqbHriOfj8u3W7TW49S8b0QFRMyVZFYM3/jMFiYkal5aXA/yoXSSeuL0R6EdYczLiMef4SNPwl98U45clpT5ZdzBP5NYFR3v71WH6eMwSdRuyLKPQLPA052T/PWZnpFZLuOM2pdbTJ18cRnVNu+crZJ5E5L0IDii5QoaMY23KG+0iqsYTj4mQ4vfAkyzLqwDUWI2eB+AjQ/9HAC70dzpCSdNRoLnEclxrhf15vWF98dV4WIzT64CGQ6Jr1FImumUnWvH379dgVa98NGotq5BrtTI+/+oILr92DYqPNtvdZke93dFB0Vrh3wtkbZPS72pQobUS6LDzhvtNW6pw6x0b0dIifpT4zmjcnjkNOT0t386jbQUai4HavUC79b8qSDWefBlQqS8AdG2ub6+lFNB1wPK7y0DzcaDpmNkoGWgt8106w0HzMWBUTW8Mqc0xjXv0iV3Yv6nZ9tixx8nx1HzUsN9dJOuBunw74622oXf2NKCjGk92jr/OBttx9rZHRO7TtgLalmCnAigsa0BjdCsAIDlJg0kT0v2yHfP8RNYDs0blYtBA8UhfS4sOr791UEyTRblD1y7yMn2nKGuZbgp1kf+01wKd9otWAaFtc/0GFnnO/L8TCv+jYOtsEmW/tirv1+XqOT6SygLaNqAuugVtevFIclxnNOR9sUFOFUWqYLXxlC3LsvEy8AQA/7yGJER91Rf4Ms9y3C+nA2UrfLudoi8th78eABz6GNh0P/DNYGDzg2L8scVA5Ubg4MFGXHXDWhTXKJGRHpkxOOfMXIt2E4qPNuPG29aj7ESraZzakIf9fKpvv4OnqrYDn2cDu17w3zYWz1H67V2Ex/awHfd5FvB1f8tx8787iptv34jWNmPQKQZ/ODQdw0Yq+9y4/i9ygK/7Ad+OAj7NsFxPYl+lX211TjEfVkU5+EJuShslugm93VvOPC2Zky3HLZ4N7HzWMG1S18sXfAT8do7l9LIVwJe9ga/6AKXLDPN9KArUvvru7jB+D388mmlk/XsDwLI/iEfuzjg6BintokHcllYt/nTdNnyYaRnhMQ/SGe1/y/H2djwNrLnZ9fTt/jew63nRr0lWxidZ/RfkBC12ZRzFj/224v3hy/HuiGX4eOgqPP7UThRFV0KGDLUhFps1VXSjk4HoVMv1dDYCzc4qd0VQoZPI1346Gfh+QnDToNcBy1crtZ1mzewBjcb3may2SQQHjPnJlkeAr/Mk3HS28gKHb749ikNFjdj1vCh3fBgLLDkPWPcXUdba8bSYr3yN7frjsoGM8aK/oQD4ea7Pv4LLPooD1twWvO1Hil/NyizaZhEYiGQfJwHzhwCf9QBaTri2jLbVclhnGDa/IWzO3XJqd7LpXvGGY6Os1hScWCHu2NkrO4Yi83SmjxNdSW1/3kSrcmXKUL8kiTwUhMswS7Isy5Ik2b0MkCTpVgC3AkCfPn0Cmq5A6TEVSBoAFH3hm2i/OfP1jX8C2P6EGNduGG/sNh8HGjQtmD9oA5orRJVxtUrCvX8djquu7IvoaDVkWcZPv5TisSd3or1djxPlbbjnga34+L2TEK1RodeZQPJgUasqFLQZyqNly4GxD/pnGx1md0F72AmSnPIpcOgzID7H8iK9vVp0a2s78MIr+7Bw0XHTtITOGFxWMA0Z7UkY9TdlmZxTHKdjoqFQm3cWcMZPACTbjHbQtSLjTuwLqH30BtUxDwA9ZwPZ091brucspX/qS6Lb/zJg1Q2W882xCpwajb5fCWIAQOlSYPgdynBbpVl/leW4MX46Fpw5bSHQWASoXHti0iNnLAZqd4tC29ZHLKfF6DU47/AEfDFkLfQqGRXx9VjSZxfOKh4HyVBdqL0GSLQqmBnvvJ/0JrDudmX8sNuAkt/cy6/Mf5PUYcDZy0RttZzZovbnt9N12JR9CHtyj6Ap1fZR3vnfNQA4hqHnpGL6KWMAJGPmu8Coe8WF2+TngT7nAXE9gQPvigB7Ry2QkOt6GonINVVbgp0CQNYBhSnKVerc2f55zC7rJKDwcyU/KV8txk/IzcK0KZnYsKkKOp2MZ1/ci4v3T4WxCubxX4C+F4l5jXmlKlp0+8wDRt8H6NvF+tNGAwm9xE3AVhcvvP3l4LvArHeCm4buzng+zD0dKF0ianlHhUkAwN866oB4F/7KOrPAU8oQoNdZwL5Xgd7n2Z//3JVAqzFOLSGibj6pNEBFghJ4yotS7v45u7YIJZkTRVk6PldcUzUWOb6WmfI80HOmCEypY4E+5wc2reRcsGo8lUuSlAMAhq7dB81kWX5bluVJsixP6tHDTvWRbmD6q8DYh/2/HfMghpGxqmlrhxbfDtyMZo0IOsXHq/HWf6fghusHIDpahJQlScJ5Z/fC6/83GVFRomC1a08dXv+fqGKujgb6zhPdSGFee0YdZzs9qT8w/lFg6E2W42XI+P7HYzj3kuUWQaceLcm46sBMZLSLmk5R8coymkTH6TA/cfQ+B+h9tu3jb5oEYMgNQO4c+Iykcj/oBFjut2jDY+bm39UozkE9yNgMOyO7aNPHeKw7Wqc/JeSKk6A/9ZgMDPkjMM5BXtKzNRWnlIwwDe9LL8GWrK4bxZXUwPA/iQAjIGorzfgfEJPpXXpz5wCDrgYS8oDyxDp8NHwlNuQUoKnFeftxB8rqcPWf1uDLb44gKg7INNS6iO8pgpc9Z4kAlEMRVNgk6s5OnGhFRby4+xMVJWHWSf4pI8Zl2R8vSRIe+NsIqAyl6PUbq7C9s8T+zFZmviPOCbmninN1dDIw7hFxE5J5VASQgH6XiPIaAP7m5jzYF5lTREACABL72Z8nqT+QNU30S1JkPWoHAHW9lMDT6PFK+07+vCHqS5IK6HuBuMmf0MvyBra1mHRg8PXAoGuA/pf67mY7+UawAk8/ALje0H89gIVBSkdkk0XjnG+v3o3qOPF4nUajwuuvTMZJ0+wX4k6a2gP3/FWpYv7BJ4U4VGSn0SKyqzamCfMHbcDD/9iJujrlIvuMmbm4suAkJHfaiWCRe5wVKML9jX5eGFfVD6OqlGpNq3LzUZRc7mQJ//vm22Jc88d1qI9RGrronReP++4ejm8+nYmfv5+Dj96Zjqv+0BfR0eJ01dGhx5PP7sFrbx6A7GHpMdIKnUTdjfljdlMnZbr8Eg5fGjYkGddcoTzX8UPrPrSq3Wj8jiJbBJdHfC2S31bXFb1exnGt2RvtEiKoYXEKOX4PPEmS9AWA9QCGSpJ0XJKkmwA8B+B0SZIKAJxmGKYg+HbhMawsUO7SPfHIaEyd7Lw6ww3XDMCEcaIRT61WxtPP7fH4AjBS6CQ9NmQX4KNhq3A0qdo0PjcnDm++OhlP3j0BGn3Qn3ylbkyChNOOj0avpnTjCCzqtw0n4uoCnhatVo9/PLUL/3h6Nzo7RWu2MdooPPnYGPz8/Rz88bqBGDkiFX37JGDyxAw8+tBoLPh8FoYNVaqIv/lOAT79IkSe7SWigFq+yuwxu1OC10zoX28fip7Z4jmpJrkDq3P3e7yuSKyJQWCwxIxHx7/soN+RCHvUrh5taJHFje6kxChkxth5xIAoQALxVrsrZVnOkWVZI8tynizL78myXC3L8qmyLA+WZfk0WZZdeccS+Vh5WzOeeWGPaXhkdR4uuqDrFvgkScLjfx8FtVrcYti0pRq/LwtywwRWQqnwtnV7DT4eugprcw9ApxIX2Wq1hBuuHYAf5s/G7JkR1ba+X5j/3nb7Q+h4CCa1rMIFhyciqUPUrOtU6/DtwE0oLnPQIqcftLfrcNf9W/HNd0dN43q0JuGaA7Nw6UV9oFLZvw08cEASPnt/BmbNUGpjPv/yPqxa6/orQUMpXyAizzQ2dmLzduUGzpzZwTuHJiRE4eEHRpmGd2cexfEEFmmpa758I3BEk8HaY06U6JXaTsOHpZja9iQKhmA9akdBJkPGZ6U70dYmAiEZrYk49dhol5cfMjgZV1/ezzT86psHoA/Bq7pgntibmjrxj6d24dqb1qEmTrmwz25OwVefzMQD94xAfJyhlpO9XRfp5wZ/fP9I36cA4rUxuKRwCmK14tGUVk0H/vbvDTh6zP/v8W5XdeLWv2zE8pXKYzLnnp2LKw/MRGpHQpfLx8Wp8eq/J2HcmDQAgF4P3PvQNhS6+7hv6GVVROSiNesqodWKP3H/tBT0zA7uI+qnzelpUetqSZ9d6JR0TpZwIMJqYpAQgkXn4PFyX7i0LyPsf2YdeOLxRsHEwFOE2pVxFAUt4q6cSpJwdvF4aGQH76Z04LabBiM+XixTWNSELRVlPk9nuNq2owYXXbHKolaHRqfGnOMjcdXBmRgxjM9Y+429atc80VrIaEvCxYVToNGJ/29FTRuuu3kdig77r+ZTS1Q7vh68AZu3KrUBbrp+IF542r28JyZGjVdfmoScnuJis7lZiwcf3WF6ZM8pHgdEYW/ZSqWG9cReoVFj+JEHRiEaIh+riW3Cyl773F4Ha8BEGP7ePiHL/O84UyLXmfpHDEtmOYiCioGnCFTT0YpVvfJNwxeOHYjsVvcDIWlp0bjuqgGm4Z+PFkKO8BxNp5Px2psHcN3N61BSqrzvdWBdNm7IPwUTKvtDxdKG77l42LFwoshpScO8w5MQpRengYrKdlx/yzrs3F3r821Vtrbgi8FrURGv3Hm7985huPeu4ZA8+FEyM2Lwxv9NNjU4vm9/Pd798JDP0ktEoamzU49Va5THayfluvDu9QDI6RmH86NHmoZ39ijGrmb3myBgbYQIxN/cxOPj343GxSOpLTVZllEiK+WukcNTebxRUDHwFGFkWcYXZbvRodYCAPr3S8Cl4wZ7vL6rr+hnuvg73FCP43Eh0rZBEDLW5mYt/vq3zXjznQLoDZUvkpM0eOnZCbjw8GTnb6zjicBnZDs1niKlkOGuvo09cHHhFMTFiDv11TUduO7m9Vjw/dEulnTdwYIGPLNlLepixZvrVCrgn4+Oxk03DPJqvUOHJOOvtw81Db/5TgHyD9Q7WcIMjweisLR5WzUam0T5Jbk9Dn3TkoKcIsUUdW8Mqc0xDX9evRONmlYnS1iJsEeAIp3xngvLJ15y0MYnAeUVbWiCeNNmfLwa/fomcB9RUDHwFGHWHinFnkZxt1AC8NTjYxEd5d4jduYy0mMw79w80/CmtCJvk+hbAarhUt/UgRtuXY8Vq5U7sZMnpuPbL0/G2WfmBiYRJDg7qbLGk43eTZl46d6pSE4WbT51durx2JO78OGe3dBJLjy+5sS6jZW47ub1qOtoBwCo9Sq88vxEXHZxX6/TDYg3bI4fK9p70mplPPmv3c7bmmOBiyismbcPN7A+G5KDlxEEgyRJOP3YaCR1iLfcteg7sbjvduhk7/JR6qZC59ANHd7WeHJ13ggpC+zNN2vfaWiKw5e3EAUKA08RpCWqHR9uVd5id3JqP0wYl+71eq+/Rnnc7lBSOQ4fCdwbskJBc1Q7/vrseosM/qbrB+L9/01Hbk5wGz2NGBFSiPCX0YPT8c2nMzFkkFJ7YNnRYnw+cC327qtze316vYx3PzyEW+/YiIZG8RrfaF0ULimcgtNPzeliadep1RKeeWIsNBpxKtu5uw7L95R0uRzv+BGFH1mWsWyFeeApNB6zM5JlIFYXjXOOjIdkyGOOJ9Vg/uH9rq0ggi6IyQx/c6/Yq+VOwr5888fsDE2qcB9REDHwFEGW5e1FY7u4CEzqiMMFPYaJCV5mQgP6J2LOyUoDnx99FmK1nvyoTd2B+YM2oOi4eKuWJInHiO69azjUat5ZCAp71a55ou1S77wEfP7RDJx9hlJDrzy+Hpdftwbft+5Bc1S7S+spLGrEdTevw8uv7jc9cpoaHYPLC6ajd1Omz9Pdr28ibjALfn+wPB8dKq3Pt0NEwbX/YAPKTohH15ISNchrSg+tdvsM55m85gycVKY8BvxbaRF++qXrgDhFmFA6dkOFJ2U1NxsXj6Q2nswDTyMMgadI+e4Umhh4CiGdPqoopGsXGYtsdu21cm05DqSVmobPODoaMVKUbzYI4IZrlQu/RT+XoLlZC32nz1bvVEej44xU2+L5erVmTTNo2wBZD7TXAu11hu126rCw/xZUxYmgk1ot4fmnx7v0GJHe6k3Lel4ne6Wz2ay/UenXd4h9bTwOQuoiJQTFx0Xh38+OxwN/GwGNSpwe9HpgbecRvDNyKRZmbcPqtRXo1Oug71CW02r1WLehEg88sh3z/rAS23YoDZRPGJeGx8fPQpYHLzBw1a03DUJWjxgAQG1zOzb0LDDlCdo2Q7dV/IcBpeuIXgt0NFiOk/Wwm6fpO1mQo8DSuRYDDsi2Zb34r3T1H/BFms1rO82Y3APqABZhOxrEf11nyE+6+j5TywdhVLRyQ+6xJ3fiSFWDkyUMF8Q6QNfhdDaXyXqRzo7Gruc1Z8wzjfRaUfaxTpfWjearSCHrrEcEJRlhzboM7U7j4pAAXav983l3s5c1nijEMPAUBJqeOnQa7shLGkAlmlbB6huBshXerbujHvgwFtjyd2DbP8S4dlUnnnllt2meEdV56NeYBciiILH+L95tEwAmTUhHbnwiAKClRYdPXirBh7FA+Vrv1+1M0dfAJ8nAxr8BWx4F3rO6k3FiJdDQxcuuPs0AFp1sOW7vq8BH8UD5OqDlBPBRHPC+Gvg0Hfg0DXhHkvF96nYcT1IaU//XP8fivLN72d+IVcDjt3Mth388yc4iZk1vGY8Re5xNC2VJA5xPl5zkTtYx09U3Kv3mQYXVfwQ+iAJ2/sv99IWrtNHuL3P4a6VfkiSckTsA1+6ejb4NSg0lnUqP/KRS3PbXTXhC9wv+VbICV92wFpdetRrTTvkVN/95Ixb9XGKq5RQVJeH2Wwbj/bemo+R/os0TR795ylD7412VEB+Fe+8abhre3uMwlv69FcU/iP9u/v/E/9lo6UXO17doBvBJClDwsTJuyTzgW7N9u++/Ir/5IFrkt0Teqtoqjiln582D74tzfPWOgCXLpPBzsW2jjgZg/jDxX9n8gOPlanaL5Q686932zdt3inrf8Jidn28mSIbz66KTxH+9aqsY/n0e0GxWiem7cUDFerPlIOGUzeOQ1pYAAGhr0+NfP25Bq7oDKif3/FrKgC/zHE93x9JLxH7/JBk48r3zeUuXKf1f9FRu5rSUAR9oRNnnswxxfB76FMh/U+Sp5stR1xaMAOr3iwAmb4TZcvUmjvl/JHkQENtD9Ce48N9RaYB9rwE/THU/feGkorINVdUiQq7Rq9Gvr7hGS+wXxERRxGPgKcCamjqxZM5m/DZtK6a8oUfGWCBlCDDuMTG92cva2MbaOLtfAmIyRP/xe/ajolLcwkpENOZWjDDNb14jaO58z7crSRIuPVep6fPd78XQ62WLgpg/NB8T3fr9ZsEF2TIw0dLFG43ba4Dy1ZbjjAHAlhKgrdJ2mdW5+ShIU1Z8313Dcf45js948zYDJ38IjDYUzpuKLad3GCqIJA0Apv4fcOq3QLTZy3qSBwMz3wF6zgYmPQvMeBuY/jow630gY4Lz7xeKzvwZOPMXy3EXbAQGXQf0Phc47XsgyknzWJcfFvtg6K1A/8tsp4992MGCEVDQO+07YMq/xfFxxk/AhTuAcY8q04feqvSft0Z0rWsAHfkWSOtIwCWFU/HfVyZh+IBUi+l6SUZ1XBN27KrFvv31aGmxvP04c3oPfP3pLPz19qGI1qgQZQj6nPmz/TSf8ZPjaa4696xeGDVC3NHTqvT4ufYgag3x9tLf3VtXfYHoGvMXADi2CKg/oAzve13p3/W8BwkmslLym+geXeR4nqM/im7jYf+nx9rxXy2HO+qABsN/xZh2e5qOiG7xQs+3XXaiFfv2i7v3akjo19DD85W5Ie8MYMZbQIyhOczsGcq0VuVdIqjZabtsjF6DeUWTESOLAkmNvgU/9duGqGQHV9eG85O9Mocnir9X+s3zMnuajyv9HfVAp6FyVt0+ZbyxVv7B94CKDa6tlyzV5YuuOkYZxxqzZlzcF8Ya13lnAWMeBPpfCsz+FBh2e9fLzp0PZM8Emnz38t6QtHefUtspqyXF1PzH2IeAsY94X+Yi8oTvnrWiLrW363DDrRtMhadPju/EcxgHlSRh0LXAjqd8uz1JBeguqsb3y5QoxwXqUUhQR0ML2GTwmRO92968eXl446t8aFV6HGtqQFl8HWQ5zbuVesAnJ3En6ziYWoot2Uo7Vtdd1R83Xue8+k7mRGX/Nh0GavfYny9tJDDqLtvxkgQMvVl8uoO8s2zH9ZgCzJ7i2vIJecCwWwDcAhT/ABz+BtAkKgXjQddFVi0nc8kDgdH3Wo6LzwF2PC36R94FHHhb9GfPAFTRtusw3omVIGHu7J6YO7snDhY04Lsfj2Pl6nIUFzfb/EWys2Jxxqk5OPfsXIwZZfm/V2nEdlOGOE5z8kD3vqc1lUrCPX8djptuF1dEG1uOoaRhAIAkt6uWqwy1DZ3lJbxbTeQmL87NS1coN3oGajIRozdURfLz/zAqHhh2K7DrOXGTKmOi8xppqmggazpQvkY8UtUrKREXt4/DF7FbAADFyVX4v//ut6ihaRJCeYop77Nze5qBEu8l9EVI/d7BFNdT/Fc8CbgO/wsQnSz6B13t2jJ5ZwBHf1CCgN3V3vw6U392i9LUgSoKmPR0EBJEBAaeAiomRo05s7NNgadFP5cgMzMGD9wzooslPdOGTnxcssM0PDI6G6PlHNQZhmU3G+TrSmKCBkNre2FvhrgFtiuzGPMCGHgKRIOB1TGN+KWPcmtz6tAsPPC3EZB8tSNZEPEYC8P+NWRwMh782wg8+LcRWPcPLZa/2IQzV+uh0UjIy4tHelq07/4HHpo+NRMnTcvEug1VkAF8s+8gZsGDiLorX4P1hYlMnOa/PsgWfl+mBJ7GRIfW2+zMmbJAs/0xXNcTt98yGG++I6qHvfdRIUYMS8HZZ+bariBUGNJvN0u39wIP8hz3oSmPcPd44g0gx8wbFjcPPBEFE4vOAfbnWwfj8kuVR9I+/KQI739c6JdtLY7bg5pO0fpjcrIGlySNgmRdApQc9HtCBsZW9TENHkgrRVOHj1rJdDMdXq/Czjo6VFr8MGArOtXisaLU9njcf8l4qFQ88wWTvYKHw8JIpP5U7n7vLuaP00ShZ2sqJoxJx9gxachIjwl60Mnonr8MM/VvKilDeVy95xdHzmo88exJ/tJNL0Q9/R/W1LZjy7ZqACJvHxWjBJ5CJNtxzJC+O24bglEJWabRj/5zJ/YftGxsPCS/i4MaTyGZ1jDDfajwdF/wPOyYecPi2X58uQuRO/iXDTBJkvDog6Nw+lyl4PTv/8vHz6uOO1nKfftTSrErWmkw6olHRiMtKs6y4CfDtxfiMtCzJRVZLaLeq1alx6rDvv1eTpnfafRxwV2GjF/77ERNrHiWK0qvwvmHJyExLkxb9u6OuunFWlB0kS+EcoF55IhUjICSv67LOeD+seHCG3JCeR8QBZwfazwtW1FuemnBhHHpSFLFOF8gmBzU3FCpJFyfMx4ZetHYeGubDnfeuwV1dUG4OecKF2s8kfcivtaY+bWIp+dqslBZ2YbKKkPD4jo10toSg5wiIoGBpyBQqyW88Mx4TJqQbhr3zP924nByhZOlXFcT04Tfeu0yDc87Lw9nnZ5rm0FbZfDeXkjJsmgTZmyVUqPr90NHIQfqrOrjIJq5rVlFOJhWZho+/egYZLUm+3CDBjyJ+oaD/RipwQJ3v7er84dqgfk0DDEdAkUpFTjcXmszj9ftN/HsSf7SXfMpD/OLJcvMzr1zrR6zC7V9ZZ0es+F4tQZXtk1CfLxoRO54SQseeGQ79HrZ/rKhoKvAU4ieA8JCKP7eQeJx2Yz70C7z2k49WpOh4o6iEMGic5DExKjx31cmY+hg8eoynU7GD/224kCZ7QWSO5paOrFwwBZ0qLUAgAxNHB6+f6Qyg4+DTRYM6x5W2wuxatF8WGljEzZvrfbhRlxIho8LQtvyq7Aqd79peFxlX4yo9dH7jsl7HrYNQE50lS+EeBmmp5SM8XFK+yk/1R2wmcf6TX72sHFxCihP7/qHAH/9VxobO7F+Y5Vp+NQ5odu+E2C/jSdzWXISnntynGl4zfpKfOCn5ha8ITup8ST7urZ8pAvD/7vfuNvGE69i7drL9p0oRPEvG0TJSRq89d+pyM0R743XqnV48ttNKDrc5NH6Ojv1eOzl7crjYLIKt/aehKQk+29/sSk8+KCNJwCI1kdhRm4v0+gvvil2sIBv+SOIVtXYin+8sQ2yJEbkNKXhlJKRThakUMA2nqz4uI0nkxAuMJ+VNMR0HBxsq8KxxCrLGbx8NIgFXvK5EP4/+YQH32/F6nJotWLBkcNT0Cs33nKGEM/T7Z2LTpubg5tvUF7j+Z83DmDnrtrQCmY7eatdtz9OAyWUfu8g8iaQGVL/mRBi0bB4a2rwEkJkhUXnIMvqEYt335iK1CTxTvPGtk5cf+t65B+o72JJSzqdjIf/sQPrtiqP613QOga946wi3QEqMMztrTxut3T5CVRUtgVmw4DP2njSSjo8++1W1DaINhjiO6Nx/pEJUMv++9vwJOoB7jOf6+o4DIfjNEuTiJP79TYNr805CNksY3ClxpPTfIRnTyLXeJFfLP6l1NR/mvVjdqHIxe/619uHYuzoVACAVivj3r9vQ4u20zQ9VGrwOqzxZBoIWFK6L+5Dz2uu8zxs1978OlM/azxRKOFfNgT065uIfz80GRqdeO6/urod1928Hus2Vrq0fHu7Dvc/vA0/mRXQplUMwphOy8fBbAoQPn4zifkJIy8pGb2aRBtWWq2M+d8d9d2GHPHhd9HrZSzL24P9pXVi1bKE845MQFJnnO82Qr7FwptD/goUhcrFkSOXjBwMlV58+ZLEGhQnmeWpXj4aFA7BNwoz4XxMuZAXuJtfVFW3Y8165T977lm9bOYJtf+hq+nRaFT497MTkGyokV5a1oqPDu+0CI4Hk+m3ctTGU4jt93AUasduMHn8VjvuQxuVVW2oqBQNi0fp1Ehnw+IUQhh4ChEjB6Xh4sIpSIgRbSM1N2txy5834rU3D6CjQ+dwucKiRlx/y3r8skRpfHNsZV/MKB9qd37zgp919VavM3CzdUuSaAvJ6Jtvj0KrdaWKgfd8cTG8rvkodmceMw2fXDIcvZsyvV8xBQYbF/eOq208hcY1kkNZifEYXd3HNLwm54Dpwo41nogCo6t2jxxZ/EsJdDqx0MTx6cjrFd/FEiHASePi1nrlxuOpx8eYhrfVnsDuDEO5I0Ty1q7eahfqNx/CQcTvQ2/easfzsI19bFicQhj/siEkrzkDz15+ErJ6iFcFyzLw5jsFOO+Slfh24THU1LYbxssoPtqMl1/Lx8VXrsauPXWmdVx2Tj+cenwUJHsZjQTbTN1PNZ4AYHB9DpJjxCOE5RVtWLGq3Hcbs8PTwq21rdtrsKB+j2n4jOm9MLGyv3crdRXPD27z1e/erfn6rXbhcpxKwNTyQdAYTnXlCfUoTDHkQ17W0GAbT0RmvGwzzZ4ffiox9c87z8ELPcIlL3Lg9FNzcOVlyk265b32oiamKfjBCCdtPMk+ri0fsVh2UbDGk8+YXxPmtKQGLR1E9kQFOwFkqV+PZHzz6Sw88Mh2bNwi3gZ3vKQFj/5zJwAgIz0anZ0yGho7LZaLipJw753DcdHM/vjmGVffhW417MMaT5AAtazCnH59sPDAIQDA518X47S5OV5uxL+OHG3Cnfdugd7wZQb2TMGDfxyDxW/w7BZW+HNZisDGxY2SOuMwI7EfVjQVAQDW5hzAwPpsyHrvDhIWeInc404wpeBQA/btF3fuo6NVOPM0+2WHkPsfWqXHlfTdf88IbNpajcKiJmjVOvzcdzvu1M5AjDqI0W0nb7ULh3w/HITcsRsK3D22zPZhYVEjfvipBAWHGhAbq8aokamYd14eMtJjfJrEULdrd52pvycDTxRieM82RBjvnq+8BkhLiMW7b07Dww+MREqKxmK+6poOm6BTTnMq3n9qFq6/ZgBqd4pcWNYCjUWA3mxWSQKqtwPaZjF89AfgI7MmiyS1d99BHav07/yX6J42qC9Uhu+2YVMVDhxscGldRxcB70nis3CSMl7bKsZ9niO6m+4T44//AuhEhTB8FA/8erayzE+zlHX9dp7ldtbcpvRX17Tjtr9sQm2daEw8rjMaF5dOwporHe8YlQf7rPEwUJcv0tN42LIwHh/acbnQZCh4mB/rKobULRj/2/E5tjV1JBWw63nlP/K+Gtj9ovP1HftRdE+sAr4eJJbZ+pj9eZdeCnTUe5+/uENSAccWAZsfEMPD1w80taFXFdeIA6ll0HfYX7ZyC9BifHLZ8N/sMHvXw3uSmF6+1nK5L/sAWi/eodBeC3ySBuz5j+fr8MbxX4H3NcDhBUDFBvGbrv9rcNISypZfBXw/0Xa88f/zcQpQd8B2emsF8EkqcPADMfzDVDHcXqfMY8zDdj0PrLzedh3NpUDx96J/6cXAvv96/j2cKV8HvKcCNt1vOb7oC8vhr5SKOqZz2he5ymOsVVvFuF/PEsPW58vfzgc+zQS0LbZpMK/tNHd2tvJ2XgAV65T5ApWvGNNofp5ZOEH53Y30HYBs1jqCpAbqD4p5ir4U/dZiY9V44ZnxUBsiEScS6vGn/gfxvhpYdLLjNFVuUra/wOplu7us8vANdzpeT9V2YJXV8fb1AKDoa/v7t2oLcPB90b/mZqDwC9t5yNY3g5V+lVrZt1/1Bb4bDyycYjl/R73IIzbcHagUBs63Y4BVN4pjt63StszWUqYc2yfWiHE/TAcWz7H8D2oSxRu9X34tHxdcthLvfHAIK1ZX4JclZfj3/+XjjPOWYcH3RyFbRb0lFdBeLdZ/9Cc/f1kfqMsHPk4GPk4Cqnc6nk+vl7F7b51pOKc51e9pI3IHA08hImkAkD5W9LfXAmq1hGuu6I9fFs7BrJJhyGlKg0aj/FzRuigMqM/C+Ycn4IqDM6DZlgwA6Gy0XG+PyWYDTu6upI4E4rK9/A79gCE3WY4bMDbOopbTux8dcmldNWYZa81upb/V8JRM6wnP0njM6gRTa1h3u6oTt9+5CceOi9KlRqXChUWTkR4dh/YaMU/eOUCUVRMT2bPcT4P5hX/TMcu2Zqb82/31kSBFAZceAM7+HUjobTmt3yXA7E+Ck65QEJ0EzHwHOH0RkDIEmPqy2E8AMOt9QJOgzDv2YaV/1gf212cMupSvAxoLxTFcu9f+vDW7RHfYn7z7Du6Y/Dww7lFlOF4bgwlmj8uuyzmA9lb7jTw1HbYd12b1noeWUiD3VGU4bRTQfAzodC2ubldrBdBRpwTtA612t7hhUbFe3LSQ9bb5JYngS/U2x9M7G4BmO+/SaD0hLiR3vySGKzeJYfNjSxWt9NfugY0W5f0hiIoHave5l3ZXNRQCkMUNHXM9Z3e9bEuZcmHYWGQ5LXOS5fCxReLir73WcrxOJ+PHxcdNw9aP2eXMEd0J/xR5eyAYb6yp1CJfTB1hf77JzwNDb1GGRz/g2vqHD03BZUOHmYY3ZR9C4/gaUxnFngaz/VtndSzUWeXHzgJ0xjwvoQ+Qe7oyfuezQJTh3DDgCmDsI/aXL1nieN2kaDAr/g67DehzvjJcswOo2mw5f1ulyCP2BulmhD/V7gYKPlSGR/xFdI3xIfO848gC0a3cAJStUILAkhrQDOzE9besx7sfFNqtUdnapsNjT+7CS//Jtxg//A6lPxzOc03F4vquswloOuJ4vuKjzabKCWmp0UjpEBctMRkBSCSRCxh4ChGSZJYRmmWeKcnRmFIxCFcVzMDmNWfh25dPxZ92n447dp2Ji4qmYEhdLlSQHFZhTxttO27YbbbjJj7tm2q/s961CmBJwM03DDQN/vJbGUpK7dzedMbqET5rJ3/keFFjMM8hSQSdvh+zEXv2iWoNKhVw+6gJyG1JgySJOzHDbgPO/Am4vhnobag1NelZywt2V6WNsT9+wpNAFF+a57H0MSKoknuqOJaNv/28bcCp84FB1wQ3fcE29GYgc4IIfI66RwmcDLwS0CQr8018SunvO8/77UoqoP/lQMrgruf1ldy5lt8DAKa3D0BSoritWhvbjF+Wl9hZ0pKjfFWWLffZsNs9Tan5Sq26FLY8bZ/H1XbDTv8RiArAi4qsv4e9mqSZk23HOVw+2v581tZuqDS9lSkjPRonTethMV1SAenjgPGPA3FZrq3TW9kzRDexHzDkBuCCjZbTjd+t36VA9kxlfJdlEDOXnzUAfRrFFaIsAfM129GGzi6W6lr/P7i278/40eo8aRab732eCPSR9+Z+AyQPAmLSg52S0JEyrOt5rI17Toe/3LMZO3YpkespkzLw72fH4/G/j8KAfkom+f7HRfhqfrFpOHWoEozpTo88mrfvNHpUqqm933Q714JEwcDAUwjpKvOL1qjQIzUOCdoYm7cUuPSGpmBkrjIwakQqpk4WObxOJ+ODT4q6WMgxX58gmuUOzB+0EcelOtO4x/8+GuMze/p2Q+Q3DhsX70aFiZAVRkGSOH00brh2gGn4nc8L0NHp4zdterM/wmhfUogI9WPGOn0upvezL5Vqh+edk2dR27s7U0kSzioeh1iteKywur0Vv2XaqfrmT2bnTZfKlUS+ZMwjXCi/vbV+F7ZsqzEN3/PXYXj/f9Nwzpm9cMVl/fD1ZzMx52TlTvjTz+/B+o1VHm0rXOzarQThxoxKNfUH/WUFRAaRcTYPM84yCIfTQjVTMaTrlhsHmUYt+P4oqmvaXV+F2Xfz5ZukjhQ34fX2NTiRUGca9/jDo/GHS/o6XojCT6j+NyiwJODaK/sjKUZc1JWcaMG3C485Xybc8lsKDZ4eH6F2XAUhPUeONmH1WvH8oSTB4o1v4cjdm2VJnXE47ZhSPWFvUgl++qXr2pn+wMATBYq7/5P9qaVYfVj5X9x713DccuMgqFTKiuLjovDis+MxYlgKAHHj+5EndqCpSdQiNF5bdKcaT+btO5kHnohCBQNPocSVzM+LC6FgZq7Tp2aaMv/2dj3eeq/A6fwOA2w++g5r1lXgyhvWoloWj/1JMvCPh0fjiksNhdxQuwAgxwzHhPUx050KE6Eq3O6iJSZqcOE4JQj++v8OoLHR+0dZJAfHoDvCbV9ScEkSQv48ZX1Mu3KMf/blEVP/yTOy0Ke3B8+zh7mhdbkYWa20a/Xkv3a730SBhyTrGk8hfoxR92LKI5yU3yqq2rC0t9L42YXn5+GP1w2wO298XBTe+M9kpKeJZ01PlLfh1TcNb38wbqubXAm3t+uw3+wFTqMZeKIQ1E3+bt2MsxO9ozZHQvTOlHJHQcIdtw0xjf/ym2IcO97sZEEH/V6+Fl4r6fDcv/fi1r9sQn29uOCM0qtwpW4iLr80vO+skgMsOBOUC6qzR/ZDYodoKbi6pgOvv2XnNVNGrPFEnvDw+Ai54KO36XFz+eqadiz4XmmZ/eor+nmZgBDg4Q2QucdHoUesaBi4sUmLvz++AzpdgA8Qs3Ilb+SQX7lxfL385j60RYnye25OHB6+fyQkJwdoVo9YPPyA8trHL78pxtFjzabrpu5ybOfvb4BWK/KIfn0TkJLsYqN6RAHEwFMIcSXz8+pRuyBnrqecnIUJ49IAAFqtjP/7r513Ths5CDx5c4IoSajBZ0PX4OPPlfYjkhCDywtOwnB9jsW8IXcBQF1z0MYTf0s/CsN9GxOlxiklyiupPvvqCAoKG+3O6/Kx44u8NQz3JdnncZ7jznKS//M2n6+/i/V99FkR2trE1eCIYSmYMb2H8wW6sWh9FG4ZPh6SLDKXLdtq8P7HhZ6tzJ38iW08UTB18fhbSUINflmmvN7zmSfGIjFR0+Vqzz4jFxPHi9bctVoZr75xoNu18bRrj9K+0+iRqcFLCJETDDyFIKeFPSdvWepKUKL6FkEjCX+7c7hp+OffSrF2faWdhXz7qF1TVBt+7rsdXw5Zh6o45QJz9sws3B17Mnq2pLq/UgodDo6J7nIXi3zE7HgYUpeDSWOUFx786/k9kN24yvZHW3sMkFK348YxXV3Tjs+/OmIavvWmQU5rMYQLb77CoJQ0nFSjPBr82psHsGdfnfeJcsLmUTuiQHDlxjtkLO+11zQ8vW8Opk7OdG31koR7za4/Fv9ainKNeCzNl23HBpP5G+3YvhOFqm7yd+smvCighGoBwfpiasK4dJx7Vq5p+OF/7EBtbYftgmbfx9PGxVui2vEL9uG9EcuxL11phDAmRoVHHxyFN/4zGYlSjIOEu74dCnH8Lf0nTPetBAn33z4KarXIdDduqcbPv5Xazuji9+sG18fkSwGo8RSQY87L/7dNMNXJ+v77v4NoadEBAAYNTMJpc/hmWUkCZtQMxtjRqQBETY0HHtmOllZtQLYfquVK6sac1EI6lHIC5Qn1AAC1XoWrJwy3ncmJcWPTLPKVzalFDrcVjiwCT6PTLCeGaVmNuh8GnkKRBzWewuFRO6MH7x1pauivsqodjz2106a2gTc1npqj2rEydx/eGbEMq6UiaNU607TBtT2xaMEpuOryfpZ3U4OZKfOE4BWHDTuHyPFOoWlg3yRcfXk/0/C/XtiLmloX37bpRc1Td9dJkcPt46ebHDOFxY345tti0/C9dw2zeDtVJJNkFZ5/ejzi49UAgCPFzXjh5X1+3KDSK+tZE5MCo6sXdMiyjA09lZcSja/sh6zEeLe3c9MNA039+5JL0BTV1i1uHNXUtuN4iXgBQXS0CkOHJAc5RUT2MfAUSvzdxpOzTfsr47WTrsyMGDzzxFjT8LIV5fjos8OWM3nQxlN1bCN+670T74xcii3ZlgGnHi3JuLRgGi44Mgm9cl04WQWjsNUNTn4hiQVnvwmnixJ7eccdtw1Bz2zR0HhNbQeeem6PxfSAfr9u1t5EJAun/4VTPm5c3N5+0UOPJ/+zA3pD7ZrpUzNx8owsLzccQrz5PxuW7dM7AQ/fP8o0+usFR7Fs5Qnv0uUK8xpPzJcogKzP16vWVKAiXjwaFxujwuSKgXaW6trY0WkYN0bUBtJLMnb2KO4WV8K7dteZ+ocPTUa0xupL8f9LIaIb/N26IX+91S6EMp7Zs7JxlVltgxde3mfxNhuH38fqO8iQsaO4EgsGbsSHw1did+Yx6FTKwjlIxgVFk3DtgVno2+TkWXAPXvtMIYY1ngIvzP8nSUkaPPnYGNPwr0vK8PuuY10ux9p15Bch1ri4t1x51G5j9iHsKxCPz2g0Kjx074hu0baTzxj22UUX5OGMU5XHhB775y7UNLX5fnts44mCwXjc2ckjZFnGm+8otZ0uOb8v4rUOmslwwfXX9Df178woRqde52Tu8LBzt1nD4vbadwrxcwVFDgaeQkhXVU2dTQvZAqiTdN1313CMH6s8h/zYk7vw3L/3or1d53A54z5qimrDpqxD+HD4Svzju404kmzZSHl2cwouKJqEOzALg+t7QuKVYffVxU8bsv8NCiwHx8nMk7JwyYW9TcNv/LobVbHizqrbjzazcXECuk0h39/HZGl8LTbkKBeUf719CAYP6maPiHhR9JDMgouSJOGJR8Ygq4e44K6t68BT325Gp0pp78nXvxcDTxQoNrFms+F9dVWm9ovUehWuv9yz2k5Gp57SE7k5cQCAVk0H1pUd92p9oWDbjhpT//ix6UFMCZFzDDyFEGOh4ZuBwPxhQFu17TzLLrG/7O4XgPV3ASuvtRxvnpmbGua2UxDSd7qdXIfilbbDcfxXx/PFxqrx5qtTMMzsWeSPPz+M885dha8WFKMlSmlv5W2VHs/HNeLeoYexYOBGvD3qd6zutR81sU3KCmVgUF1PXH5wOq4+OBOD63tCbaediPck8Vl3B1CxToyrywd+O1+Ztu9VMb5yE9BaDujMbiw624+uiElV+pddCpxY6dl6SDAe4zFW59qkAaKr6vpNuxHP1RqGRtEporvreWVc8XfK/2fnc8CWR0V//QFYPrIRJG2G2LTxeFk0EzDe6HzovpEY0C8RANCu1ePH/tvQodKiLl9MP/qj5boWzRDf18Swzs0P2d/2zueVffPNEKC1Elh1I/BpBnDEuB5D/t9Wocx75Dv76/OH6h2iu+clYMXVor/xsEjHiTXAgpFA+frApScUmV/Yf9kbWDBC+a3MLTkf2Pms5bi1t4tu3V7L+ecPUdax9VFlfPU2w7nodWVcneGFTrIegAQcfBf4LFtZfumlltus2QV8kWf4T5qlp3ytOPbaa2GX9Tkp/02xjuO/2M5btdl23IexwFf9gVXX2a7H6OixZnw/YDP0ktip48em4cZrXbugPLYYkANcSUFSG3usugYpQwyjJatylxvlBFWU5XDzcUDXCmy4RwynpkbjuafGQ2Uogxw6UY9F/bZDbyfSeWSB5Xp1rUDpUtttrrgGWGosV0qWL3BpPQEsGCb6nQWhCj4IzyBV/UHgyz7AjzMCHPh3ckx8mgl8EAOs/ytQs1sZ31wKfD1A/A8XTlHOXeGo4ZCdkYZ98tPJwDeDgW1PKJPmryky9Y+q7o1fB8VaLOOuqCgVrrlSqfX049YjeFeS8Z4ENDmo8NxWDXw9SOz/jxKBg+97tm1P7H0VWH6lMvz7hZbp7OjUY/feOtPwhHFp+G4csOqPyjzRVm2NEwULA08hRG/2crf6A6LQYa2lzHI4IU/pNwZLAGDIzcDo+4Ae05RxI/4KDLsdGHoLcPqPQOZEZVpng3dpNzfzXWCM4QKsq4v+5CQNXn10GgbUK206lNQ046eE3Xhz9BL8d+LPeH30r/jP2MX4aPhKLOu9F0eSKyGbnXDiYtUYV9kPf9w3B/MOT8LVb2VgxB0SxjwITHtNfOckO+XZ/DeAWLOmJI4tsp1HJdpAt8i0R98HjPgL0P+yLnaEA6P+Boy8Gxh8g7gYrtnl2XpI6DEVGP0AMPVly/FTXgQmPAVkjAtKssLK5OeA5EHArPfE8PTXgUnPWgZJzV1s2RQSRt5tObzl78DOZ5ThxP4IirPtXGj1Pk/8rxsLAa1oixMJ8VF45cWJiI0Vp8Sa2Cb82mcnYrLE1UhruZgvPsd2fReYXXgXfmo/HbvMLvobCoDmo+Livr1GBBgcsQ54+ZO972ZU8CFQtw/Y/6bjeSKBebCj+ThMgUmj5EFKf9FXltOaj8JlJ5nt50MfK/26DtvttFUo/dYBo7p8oMXwQtctDyvjtz8ljr2KDfa3rzZc1yX2E13rINqYh4DJLyjDs94HEvtalkeajpgtYDhfa0RsF4VFjbjxtg1o1YgvlBQTjeeeGmd6y2RX4rICH+gYeTcw4k6g38ViWJMgxqWNEvnl7E/E+Saup9gXSQOAvLOB9HHAwKvFjZEpLwLnOwne5p0NDLgCSB4MDLkJaDRcb+/9P2WeaVMy8ehDo03DRSnl+L33LsiQLWraxfYQwbKT3gSG3yHGVe+03WbhZ6IbnQakDgdy5yrTNElKf3QKoFIDU1+xn3Zf3rwMlPoCoPmYuAEZyOMpd47SP9twzkgxBPjaq8W1wL7/Ah3iCVRokoCmw+JGACCCvXoX34MRiuwFnnpMsZxetUX0V8c0odjwRIMkw6Jtp74XeZ6GS+b1Rky0ON9XxTWiPF7s7CPz7c/ffFyUGQBA2yxuSgdKxXpxfI76G5AxQYxrVGJxyN9fj7Y2cQDn9YpHdlYcanaKgDAA5MxVynZEwcbAUwiKyeh6njN/BW6SgSuOAZP+ZTt9xv9EISfarODQcyYw4w0gcwLQ5zxg3hZg8I2+S7dR5gRg8rNAfC/X5k9JisaFRZNx6rFRiNZZ3vJr1+vQFtVpEWgymjopA88+OQ6rfj8dfzptFNI6EjDrPWDQ1cBJ/xUX09nTxXf+wyFg0LW261CpbccZxaSLQiBgGbzoOQuY/hqQPMC172ctPgeY9gow5d+eLU+WNInAlOdtA0yJvYHxj1rewSX7Bl8PXFYADDHcIRvxZ2Csg9o7gLjAHPuIMjz6XiBzsuP5s6Y5nuZPuXOBeVstxyX0sp9nDh6YhMf/rlzQHUwrw3el+03D6hjg5I8sl5n4DNBjkvvpkmXYnH3t3nEPsUe2wrFWg08Zfo/hf7Y/ecbbTpaVLG9gJPQRNzCs3SQDw/9ktkk7x4CxxqFN8lw8Xky1cLqY3958sVni/D7mfmXckBuBy4+I8og9fygU519JBWzaUoWr/7gOZSdaAYhHZx6cOxm98xJcSzxEQMX8QjUQMicA0/8DJPVTxk17Bbh4t8gvM8YZzjeGWkN/KATOXAxExQKnfApcUy1uWjnLC2NSgTlfAJcdBGa963i+Ky7ti1M0ygX47sxj+K33Luj1Zj+USpRfhv8JSBvZ9fcb/w9RMyrWrCnMYbcp/cbxo+4GxhqCmOMfV/JSPircNU2iCB6Y184edLX4z1+aD5zjoPZ7bI/ApC8YUkcA/S4R+6bPPGW8Me/Z0UN58dDA+mykdCgvB0rq6/l2k5I0OO1k5fGM3RnizkAoHseyDMT3BKa+ZP+6wfwxuwnjbKs2zXofiHXhupIoEHhJFqa6VdubMiBBwriqfvhz0am4cvAI9FWnQW11eCZ1xGJgXTbmHhuFhe/MxQdvT8e88/KQEG8WrHK2X7rTPiMin7vw/N44ta9Smv2tvBCff3Wky+V8kh+HYIGXLJkuShz83k6PA3u/r5ft/3jMcGr16CLLw+O0WduBxXF7cONtG9DQIKrHaHRqXFg0CUMy+RyIXU5+47OihmFEjXJ3b0/mMfz9HzvQ2RmA6LDkoJ/IEw6OoXZVJ/amK49+jK/0bdXpC89U2nbcn1aKTknncrMAAX/jrZP/Gdt3onAS1fUsFDBuvtGmO4rRa3BmnwGYUD4AellGxsk6bH1OB40uChpZqZ6U29PJSogo8EI1cOJmXnntiFE4sqsNhSni+bqnn9+DG0eo0AN9fJfvurqvQm2fhlp6As3U0LMHi3q679xZzt0aT11cZHlbC0+GjNKEWrzyQRm+P3gMbTFa0/IZGTE4e+1kZLemur7CSOPkOJMg4czicZBkCXszxMX5op9LUF7RiheeGQ8gLjBpNIr0vMGfuvO+dfTdJGBvxjF0qsXzzRmtSejd5NtqO+NHpyOtLQG1sc3oUGtRmFKOk/S5XS8YaE5fOCVj+w6lsb4J4xl4otDGGk8hyJVCrc9qPIXwCU0lSYiLjkK8NsYi6ATAtkDmwvcI1VpioVi1lyhSqSDhvKMT0Ksz1TTug327sCO12PFC7uYtLl7QM28IUY5+7wDWePLFsp4cX10to5V0KEoux2+9d+F/o37Hl0PW4ctFh9GmV96+dtK0THzz6UxT0InHuftkvcirzjw6FnP79TGN37y1BhddsQoHosr9tm2JNZ7Ih+yVzWXI2JGpnHPHV/bz+dupJUnC8Fql1uD+tBLXHycPdJ7l4KsXH21GTa1oKy85WYOB/RMDmCgi97HGU7jy9cm+uxQewvh7hGpgjMglIXrx6Pb/SgY0UOOq+in4qvdGHG0VjY7+lrsbA1brkAAPG3frBiI9QODV9w9AjSeX23gy3nLsan4XA6StrTqsWF2O35aWYdnoClMtBWuZukQ8/n/DcOop2ZB4wuuS011kuECWIOGP40ejY10c1uUdgF4P1NV14ov4zSgp64sJjcMQiwC82jXC8wZ/6s75ruzgMbJj0TWojW0GAETrojCi1sVGY900rKYX1uUcBAAcTq5AU3sHgGi/bMtTsuw4L9i63ax9p7FpUNl5kzdRKGHgKVx1p7zF2UnVk7Y0iCjgukvh2FjIi0M07h44DR/IG7B7rwg+/e/HfZjQqxWzS0ZA5UUmbG9fhUPj4iGXnkDroo0nZ4eEvd83aOcxY42nru7uOzlOZVnGkaQq5Kcfx5unn0BLiyHYZFU5Ob4zGqefk43eB3OQvrMHTptjt3oDucn8eJIkCVPLB+Omhel46B/bUV7RBgBYVVuMs+eV4ZZrB6NT6gObH8cHJC9qz5GLInDf7ohX3lQwvKYXNHrfX65KEpDWkYCezak4kVAHvUrGhqNlmIGuWy0PlTaetvExOwozfNQuhLiTkUV84MXq+7u07yJ9nxFFIk/+94Zl4qM0ePeNaRicqjR+vC3rMH7sv1U0RGqcnY2LRwYv2ngyX97EhfU4PLfZW9bXNZ7s0Ml6zP/uKC64bCUWDNqIfeklStDJILU9HpPKB+CKgyfhtj2n45G/jMXIpCzHwVoe+/a5UOMJUI7HyRMy8N2XJ2PO7GzTtNq6Drzw2l68N3IZFu8vQmur/dpoHqeL5Sryhp2gSruqE/tiS03Do6p7w5+G1yrtOq07VuLXbXnESf64fScbFqfwwsBTKOKJ3MRRAd/d8UTkZ93l4lG27E9K0uCBidMwtCHHNPpQ6gl8OWQdqlpavd+Gs9lCbJ+GWnqCxldvtQsSycUaT+a/twwZh1JO4J28FXj8qV0oLGqymLd/vwTccdsQXJ8/G3/cNwezS0egV3M6VJB4XvYDR7UmU1Oj8d+XJ+GylglIi4o1TWvWtOOjLftw2rlL8b93C1Df0OHjBPl2daSItHx3f1optJLInHq0JCO7NcWv2xtSmwvJsI/3V9Wg7ISH53V/spOHVte040ixeBxRo1Fh1Aj/7iciX2DgKVx1o4Kc05OqL79nN9pnROQfpvYUzPKLaLUaFxyfgMtmK+07VcTX49Glq7Fla7XbeUtYPFZHNrq8AHTzUTuXjhsH27QbzHH1GDIu6+L85eoGzB+0EQsHbEGtpsU0PloXhfEV/TD/s1lYtOAU3HHbEGS2JbndCHCkXVi7ylnAziJoaDWfJEkYqc3FPwbNwcMPjESPzBjTtNq6Drz6xgGces5SvPjKPjRFtXmVLgYVySt22i/anXHU1D+qurfPGxU3Maw2URuL3o2ZxuTg599KHS9jFMA8y1EbT+btO40akYKYGN8/Skvkaww8hatIP9l78FY7IvKfUL149KRxcXv5qwQJt10wAqcdHQ2VLGZoaO/AH2/fgMW7jkD2MhMKi2BUqKUn0Lpq48mVZUOA8VG7rv6zTbp2/PNfu/F22iocTaoyjU9O0uDeO4fh1j2nYm7JKIwYnuK8sfCu9lcI7Zuw4UJ+Ea1S45or+mPRZ3Mx99go9EiIM01radHhg0+K8O7IZfg9bzfqW9u9Sw5/Q/+JoH1bEdeA8gTRpqJar7J465w/mW9n0c8h9ridgzLJxk1KnjxlUkbg0kPkBQaeQgnbeLLh8Ht68jprIqKumBfyrPJkSQLGVvfFZQXTEd8p3nyj1cp4e+Ue/NZnF7SSi+2nuJrXR9AFRzgwXlx79Ki3h42Lu3NB7/K8XTxqp9XrsaVHEZ5rWI6v5hfDEGeFJAMT6vri5+/n4KYbBiFG7+Lb0nhe9oyLNZ66Oo5iYtQYX9UP/zdvDp57chwGDlBeua5T6bGzRzHu/n4Fvl14DLK7EST+tuQF67fa7UlXajsNqu+JOF1g3jA3uK4n1HpxSbz/QAMKixqdLxDgGk/2bNxcbeqfMikzQKkh8g4DT6HIlRN5dzrZe5CBexJ4i5RgHVFQhGqQxIPH4CTJeX6R15yOqw/MwoA0pU2FPRnH8NXg9Z63DxGq+89cOKQxEDw4l8gyPNt/fmhc3FFgVZZlLF9Zjn/sWImVefvQBq1pWt+GTFy3/2ScXjEaaWm+vRhkbRn32QsadrUfo1QqXHBeHhZ+PRv/fWUSxo5ONU1r7ujEo//cifv+vh3tqk7nK/Lm2CP3Rci+1co65KcrtY1G+7lRcfNzfIxeg/4NWabhX38v8+u23WVdHqmub0PREdHOnkajwvixaXaWIgo9DDyFoM4G0S34EOhsVsa/54fn6tWGmteSH46ElhLg4Hsi3VXb7c+jbQMWz1GGdR3A7n8DJ1bC6StErUXFi66736PFybklJkNZrz//KZvu9d+6iQJFHedkYogWnFdc6WCCId85/I3Iv3Y9D+jagU6z9pSTO+Pw+Ckn4YJzlSr6JxLqcN7pq/HpXVX4YSrQeBhYezvQUW+5+kUzgMZC0b//bWDbP4Efp9smQ5aBunzg+wnAsis8+47bngAWjBTf4z0JWPVH23k6m0S+68jB95T0RLSuvr/ZeaJmJ1D4heWykvkbwfVA6wnXN63XAWtvdZ6WzkZg4SSgZjdw/BdguZ1jRpaBw1+J/uO/AL+eK46LpxJqce7E9bjjns0ob1MKHmltCbiwcDIuKZyKzLZkaJtt19kVY3ml8bDY1sLJ4mP+XU6sBhbNAlrLxX/mPQlYcqHhu2uB+cOVY7j5mP3v391okpV+43cv+kr8n+v2ms1o2L96Q7xI1yHyl2OLLde39xWgoxFYfLKElN974oOXZ+CiwslIbY83zfPzb6X4avB60fZTF+UvWQaqt4n+T1LEbxcuOpuA3+cpww0H/bu9kt8tzx+uWH2j6DYfB1ZcYznNIm9xto5bxHGzaJbl9URHI7BoJvDbecDSy4Aj37qXNk+VLgfW/VkZbqtU8od9rZVoixIHcXJHHPo0BrYWz1Czt9t98YrlxcH34yznDdS5sLUcOLoQqNllOf7DG5TaTuPHpiE2lu07UXhg4CmEyIanNLKmiW7TEXHCsZY8GEgfqwz3Pt92HpWLedCoe4AhNwN557iVVLettnOxAwCtZYZCJIBB1wGjzYIwUfFAnwuAqAQ7C1oViEbfBwy9Bcg723EaBl0L9L8MSBvtfF3D7wB6zgZmvCXSM/QWoLcf9k+M1ZtP+1zg+20Q+Uu/i5X++Fxg7teia0/KsMCkyS47F0+9zxXdYz/Zmd+scXGt0o4yBt8ogulGA64ABl2kxrNPjsPfbhphavepVdOBZ1dtwKLiQ9jxrIz9/3OePFUUsP0J+9MSegHVO4Dq7UqwwF3HFgHtShukKPjAdp7SZbbjxj5smydlTvQsDd2G4WIjPsd20uj7xP4ZahYc2vGU5Tz9LxPnqF5nAmMeBBqKDBMkIGUIMO5RZd5TDBeWyYNE13hDyrj90ffb/z2qtopgwN7/dP111HEy1q+qwncDNuGLoWtxBMqBEitHYfbxEbh+/2wMbMi228Dv9NeBeVssx2XPst1OXDYw+HqzNG4RH3O7ngfK14hj3fifObpQdFtKgfr9lvP3PLnr7xfuJj4tygm5pyvjCj4C6vYpw2f+ogQ0tIZuW6XodtSKriZJdPVaoKkYKF8L7HgaaCySMKAhG9flz8ZFZ/QxrbMyvgHfTVuH2NObkTQAyJ5pWW7qexEw8CpxDij8XBlfd8BHXzwAmo4qZW4AqN3j3+2dWCW6/f/geJ6MceI8Y4/eqhJaxTrXtnvwXdEtX6OUtQHlODj2E3BkPrD0EtfW563ytSIAbdRRp/QfyFZOsNOyeiG5v2WeM/Zh+PRpj+g0YNTfgAFXAqPuBQY0ZCHK8LhddVwjCgq7eNwuAIzHjVHmBNE9mqi07zR1svP2nRLyfJ0qIs8x8BRCYgx5R2w2kD7G8XyXHQQ0yiP6SB8F9DG7c3PRLttlHEkZDMx6B4jr4V5aXZHYz2zAhbsDuacZTiwGvc4A0kYAF+2wnde6xlfyIGDm20Csk/w35xRxcXzxLssLqvGPA6f/oAxPfxU4dwWQO8e19XpKkoAkw0uypv4fkG4dECMKYcYCECBqGib2Bq500CZnXHZg0uSq1GHA2EcAyU6A3tGdzHGPKhdwA64E5nwh8l5JknDzHQNwV950JHSKt0fJErAmdz/ePLSly8dWnNbS9NEZ2t2A0cCrgUnPAGMeshxvXgMjEpnaeFIBqcOV8UkDgSkvAupoYOZbyo0h8wtbWRZBxjMXA2f9Aoz4izLtnBXApQeACU/KKChsxI+Lj2NhRT5+Hr0F/z2xAbf8eSPuemQTfui/BYv7bsfLr+VjR+YRJL9UjsrYBnSotDY3jxwdx/L/s3ff8VHU+R/HX9/0QiABQg299xYBG4JdxIoNRfFEPfupp3deUex6np71/Hn2DnaxoSKKKALSEekl9A4BkpD+/f0xm91Nb7vZ3eT9fDz2sTvf+c7Md3ZnZ3c+8y3Wsi/mML+2WMd9y2fxfre5bGiy2z0/zBoG7unAl5+MInVPZ8KtcxD2vb30unrfUPrYGjOrdD4TBm1OKn7DrHihnKBIdbQeVXmeUNd8EIzfB2d8W/b8wQ9AymnOubcixkD3iWWf7wBGfx7OQ4/256F7BxAe7vy52p2Zxe1PzeWk+TmM+QkivW4ANhsAI99xAiWhbtA9zrPfa7C4avC3GFZ+lqjGMOJV6HBu6XktvGrE1odAwilfeE0YOHw4j1/XeqrM3fRyWy7a4Pl8Ens5v0lFge4m3WtfBmNg2BMw6l3ofTNEFUbQ+aDnz8o306swul0di3K17t+SULX+nQbeXfWKCCJ1IaLyLBIK6kP/RdXaB1/ub8l11YP3UiSY+KMpr99U0MS3oouTLrFNGb/qeL7otIhtjZyaI0vSd7Gpx8+cvXEIzbPLjtpUeMET4OZE9eF3xS9qOqpdqWHvnectuzN484lNfPPdDnbu8hrePgLIgtVzXdOJztPKN7xW4gqANdoVRUL3OBrnxrH6xyhyMyLJTY6k0FgKTCGZkdnMuzGLlWsOsa+XawQzrxp94DQ1OXZ7D5Jy42maWIN99IEG35wzgM47ux1JiVHc9teF5OQUsn3HEW77y0Je+b/hREaG0km8GuroHFet47oBnnenf7+T3Fyn47LkrMZ07ZxQYX5/nSd6pLdmTZLTzO7rb3dw4x+7lz1iZwDPUwejsjgY7Zy8oyPD6dc3MXCFEakmBZ6CSSUj5oS0YPsz6Yf+skSkHAH8jlX7++0KEFQ4Onw58xrlx3Dh2uH81HYlC1s47QkOxGTyTvfZnLqlf9lDQwfBubHK71EQlDWgarP/ZQSe9hRm8FmnVTzxcDU6eypHRmEuGfG57IhPZ/USV2LJmhFzSi8XURhGn33tGLynE01zGpXOUAeKOvSXwBs5oiVPPTaEG26dj7WwYNF+/vWfFfzzr30DXTT/qoMaTzrGy2Hgi2me6tLFfifr+MZwp4MtiSgIJz+8gA1pGaxdd5ju3YKrqu+WRp7aTn1SmhJVX4PCUi8p8BRE3BH8mpxY6+MPWkX75M8aTyLiU6H0h7u2F8HhhDFyWx9aZyYxvctScgoLyA8v4KuOi9kRd4ATtvd2N19yNlhRYWpeDp8Ioc+tTtTiN9r7uMrPL+S1tzbwTO4aChKLD0/WuHEkQwY2pXu3BPY9n0DLTlEM+Lsl64BlxmWF5Ibn0/3RI+zcmc32HUdYMTOLg1FZFIZV/WCJyY8kJaMZI1JbEf9RK6IKA/xXMNDHuRRzwvEt+dONPXnqOadjrXffS6N/n0TOHlMP2niVVFfnuGoMlhNKv5e+kJ6Xzbz5rj6LLPQ8ULqzyFI1nPx0zoi04XQ51JLVSU4zu6+n7yg78BTAc9bmBE//Tv07+KEfEBE/UuApmNTjGk9VqhZbjf2u7XtUbPlymj+IiI8E8oacLwP51fiz2SO9DYM7J/Ds8gUciHGGE1rcIo1dcQc5a+MQGuXHOKsMpYvuUCqrH9ja/Ea7Ljx37T7CbX9ZxJJlB4rNHnl8C8Zd1JGjhzUnIsL5wnz4HDSNh+OOgZwDsMU1OuLEazzLvWKgEEvj07NZ+XMWh6KyaDM+jy0L89iblkcYYYQXhhFbEMnYKfF0aBfPj90aYTD0PB1WFY97BV4DP8aCxTV/6MKKVQf51jWs/AP/Wk7qkGa0aV3R8KWhq07Ow/pvWaaFh7a73//2Gc1IyPM6xgLw/7zHgdZegaft3Hx999IFCRBrLVsaeQee6nbkP5HaUuCpnmhwwRIf7m9I9T8jEoJC6vxUdGfaBzUuW0UlcNnq4/imw1LWJjrNqbY3OsBbPX9iTNpg2mU0q/BCu86CUuXsT8nPLaSCZP5Uw8DTpoyD3HX5r+zek+NObpXZhEn39OOEyxLLXa4yYRiSImJplxELNGPEYFi/GraV6Oz/5FHOZ1hG/98BZatRG8SzkD9KIkWMMTx07wBWrznEps2ZZGbm89C/lvPck6ll93kToupqV9SctHy/pnuG7+65v4zm6FDq++7P36KOh1oQWRBOXngBaZsyWb32MFC81lOgfgs3pmWSEeX8fkTnR9ClZXA1AxSpjC65g0i9bmpXk5O0P/dJfTyJ1J0Q6+PJV+cEWwjRhZGctXEII7b1wrjOg1mROXzQdS6/tlhHYTBHc3RuLK4WH9X26AM8tnSOO+gUHm44LbIH49YcS/d2iWUuU53jsMa1sIJBZeXQcRgQ8XERPHSvZyjCH2bt4rvva98fWVCqo1HtqqQBHe/7og+zJfsQAFFRYXRPb11sfqnzWh28N5E2nC5eo9t9/W3wjG43e45nBNKUjGaEh+kyXkKLjthgUpvAUz0QNKPaiYhPhVKtworiQNWNEVlXMyaD4ajdXbhg3XBi86KcecbyU9tVTGn2K1kROeWsoHrb87tgK08dq2lTu99XpDOl7TyO5OcD0Dghkv89N5SToroRVsnfsGCOS/pDQ9vfYDd4YFMuGtvePf340yvJzQu29pm1oBpPAbWyqada5sjjWxBdGFl2xjrq46lIj3RPP1PTvt2ODZIfv5/n7HG/7nSoRQBLIlIzIXQ50ADUpv+IIP9B8/WfSX/28SQiPhZK3zEfNrWjxPVZ+4zmXL76eNpkJLnTNsTs4a0es9gav4+SAt3ULqQ+t7pQg5tDO3Ye4fpb55Mb7gSdEhMjef2lozlmWHLl6/Ge749aQcFxLVW92iBS5267uSdNmjgBgS1bs/jgo00BLpEfqMZTnbNYViV5ahONOaOMZnYB6oO146Fk4uOd3mi2bM1id+yh4hkCcO7MySlg/kLP/4SOh5PrvhAitaTAkwStCn9gfNnHUwP5kRcJlIB+x6q5bV/embZlVAxIyIvlorVHc9SuLu60jKgc3u82h7kt11IYNNGA0lQbxaWKx0cO+dx423z27nVqtMVHRPLaC0fTs3uJfjmCeWTDOlCT40rHYt1p0jiKa6/q6p5+4eW1ZGblB7BEPhSEo9o1FNvjD3AwOgtwaoGOOK78Gjx1NapdkQgbzokneJrbrU4KfHO7hYv3k53t/KlIyo6nSW5cgEskUn0BDTwZY9KMMb8ZY5YYYxYEsizBoDZ9PAV98MTHo9rVmmo8idSZUGpqB/hkVDsoO/AEEE4YI7b34vz1Q4ktKGp6B7PbrOajrvPILGp6F+CL66D/Xalr1fg8LJZPopewarVzpzzMGm7qP4QeXkGnSt9fPzc/D8rgTTCWSbj0oo60aumMxLlvfy5vvL0hwCXyLX9/F9TUrrSVSZ5mdqee3IqoqPDSmQLQx1OR00/xNLdbk7ijWHO7QJw7f/rF08yu4yHVdpLQFAyXA6OstQOttamBLkjA1aapXQPjy/dI77eIn4VQjaeiO9MVnReqes4oL/BUpNOhFkzcfjxtM5q60zYn7OXNnrNIS9hTwZK+VeVzYAMPClSnj6dlzTazIsLTEfMpO/rRq1k5Q1838BpPvuzQX/wjOjqcG//Y3T396pvrSU/PDWCJfKPOjrtq1HhqCN+F/IJC1iTucE+X2czOWx2Oalfk2KObk9DIaW53MDqLXbEH/b/RCsz26t9JzewkVAVD4EmKuH5swmOck+qmT+GjntVbNphEJXpep6+AnPTSeQ6uqeHKa7u/qvEkUneC8TtmwRZA9l5ncuE98IqBVS84f/yr/ce2jF/TzVMrXyx6bywXrR3O8J3d3H+usyJz+KjrPF6Ytpy593uatBSVae1b8OUJ8M0ZkLHFs64ZY519eMXA+52d570LS29z01SYdgrs+sWZTl9RTuFKfG7zboP9y2H6uXB4Y+X7Vp8seRgmFw24VOL4CCtxo35f9GFmpvzunj6pfQf67mpfqs+vCFdLifKOtfTfIe1jyDlQefm8L1YX3w/bvimd57fHnWOkyPbvKl+vL4WV029wXgZs+dJ5vW9x8XlfjoR1b5WxUEMIyJVh67TSaUUB7g97OuezrB2l8wBkbYNP+nmmPxtavW2fMyaFLp0bOevKKuCd99KKzd8xo3rrC5S1b8DXJ5dI9PHxdGAFvJkA08+B/Kza13hK95xOsAWw5lVnveVZ/Qqseb142qapMLkNfH+J8ztX15Y/CYvudl4vXLeHI5FO4DIpMobUwc3KXKboPXPfxHFNRzUuM7tPTT8lnB45rdzT3s3tNn/q/+0DzL3VeT4YlcW69YcBCC8Mo12G834tfQS+GgXfXwyFeU7eHTPrpmwiNRHowJMFvjXGLDTGXFtypjHmWmPMAmPMgj176u7ub6C0Gw0dx0KfWyn3R7DfHWWnd7rQ87pxl7Lz1LVjnoMmXoGz9JWl82Ru9bxuPgQiEzzT+ZnOc3w7Z//i20PrUdB9ohOcq41OF0LTgRDXGnpeB82GOOlRTWq33urq8ydocwq0GVW32xXxhZOnwtHPFk8b/ozznW1xDAz4B/S/K7BN7RI6QscLYPADxdOjXZWMDix3nte87JnX4xpoe4pnOjwa4lOg00XQ/SoY+njp7fS6oeJydDgXmg4ontZqhPMcRhjH7ujB9S2G0Sgsyj3/17g0/hs3k/WNdxVbLu0D2DkLtn5dPLCU9rHntXdgqPMlrt8Vl9+ecIIO2751Jbj+zEc3dc6xHV3BiSbdnXIf9S+Ic7U6WDzJCaite6fi/a1v1r7med2kB3T/AzTu6vxmDJrkmVdYaPmmzTLyw5wrpfbNE+jzWW8AvD5aAAbdCx3Og2YljouSdv3seR3dtPi8oU84n1evG6Hl8U7aYa9WUB3Oc57DY50AzqZPPPMOV9BaKqoxdJvgvG46ANqNcb7bp3xWcVkBUk53vi+D74dTv/SkD5rklLH5Ua4yRTvPh9Z58uz5tfi6dv0Ma18vvY1GHSovR31y3EvFp9ucBCmnOq8jnFgQeYec89kR1+nC+zvf4dzy1918cNXKEBERxnVXd3NPv/PeRkYv8gTGj+wqa6ngM+tKT3Cu2SD/bGP6GCeguvkzOLSeatV46nQhNO5WPC19JaQ+AsOfhkadnLRD68tfx89Xw09/KJ624C5nvze+5zn3N+lRtTL5wrzbPa9/2eppZnfy0LaEhTlvzpCH4FivoFjbU6HNydDzj8504y7O+zP8ad+WLb6N8z/BmwmDdqtau6fXJO6gw1iLCYewaN9uvzxZrljXzn6eL9fAjs3pPtapibV/iRNo2vg+ZLkq2G5xBafDY5xzsUgwiQjw9o+z1m4zxrQAphtjVllrZxXNtNa+CLwIkJqaWu/vb8W2gJM+dF53PN9zQQRwwlvQdXz5y3byOmFGBEl/cy2PhQtWwtZv4JvTqfSOUkIn5+5G/7/Csn950sOj4cT3fVu2zhc5jyKR8TAxAEdYn1uch0go6nB26bQ+NzuPYBEeDSd9UDq9+ZDi08ar1sqQB+Bwmueu8JXZnnnHv1L2dlqPcM4hU4+CvSV6LDx/OST1cV7PvR1+fxIG/A3yMp0AEkDqozDgr8mM23cCd9+3lB9/3g1Aus3m0y7z6XagFWP29KVlC1fU3eCcUys5bw1/2vnt6DoeOpzj3B0tqSggcsEaiPG68RzZCE52BSoad3VqyxQWXWfWoxHVq8I7eJrYy7lZ0P8vpfO9//Fmft/kVFEKKzTcceYgNk13Dq4Ww4vnbTEMTv645Boq5h3kAuh3O+C6oGvrqsUx7VTYPt05Vrtf5aR9d17ZgabIxnCFqwXJK8aTZsJgxOvOo0hVb5CcVkatHID2Y5yHt1eKjmMX71ohff7kBMuK0lqfCDu+BxMBYYH+91rHelzt7P8HrhuLZ3jVVkssJ3jQ5VLPa+/3vUn34rXN4zzX1pU67eTWPP3f1WzdlkV6eh4zVm9hou3Eu60qXzYYFQUw/d50q5qBp6KbyfuWwqcDoWl/GHCXkxbXFr7/peqbTn3UCTp5M8Y5nkbPcGrVrHmtzEX9IqZnPrPmegIpl97saWY38O/F8yYfBWdM90xHxPr+egCc2phl/U/YHpNMfEQkmfl5HIo+QvKkdGKbJ7HpU9+XoTyDJsHsnbvAFZQ/6/KWnDgW3mkJ2bvLXiY8Bq48UndlFKmqgNZ4stZucz3vBj4BqlnxV0JCMDazEREJsLKaXjRvFs3zTx/Fo/cPJCnRU0VmbdJOxoydyQsvryW7sBojSvnq/KvzeKX27MnmyWc8VXuP2t2FTi3qoE1IKCtxXHkHAEoGAxpC3zc1Ue2gSS3ex4iIMK4c39k9/dqbG8jPD+EotL+OqTKO64qO323bs3jr3Q3c+fdF3HjrfO78+yJef3sDO/dW0J7OV+r4e7UqfCdHsgsA6NY1odiAC8Em3IYxpKUnqvr19HLasfpRVl4eCxbtc0+PHNGygtwiwS1g94yMMfFAmLX2sOv1qcD9gSqP1IGq/jnSn0sRaQjKOdcZYzh7TArHH9uCfz+1gk8/d9okZ2bm88zzq4kP20Df1h3ov6cD2NiKN+Hr82m9r3tcc//6zwoOZzhBwZRWcQxb0q2SJQSo9jGlAFQJdfydPO/sdjz/4hr2H8hlx84jfP/jLqAa1aaCka/fw5LHaDk1ntLTc3nuhdW899FmCgqKF+LLr7cTZlbQpWMrzqQn0MjHhSxRvjqyNNzTzK7STsWDwNBWrZm1zelM8ZvvtnNMu17U5YXKst17yM93PqC+vZvQIrmWfY2IBFAgazy1BH42xizFqUD4pbX26wCWR/yk2n8SdWEjIg1BJefGpKQoHr5vIP84djhNsz0XHZmFecxruY6X+8zg7nfnMeWDNHbtLqdevY9rPAViGOlQsHTZAb76xtP57F8m9ifSljE8eA1V530PpcBMhR35l0wPof2qS3VZ4wkgNjaci8Z6OtmaXKKT8VDir+9KqfWWEXhateYQ54+bxbvvbyoVdCpSaJ3ars+G/chbkzdi/XECrsPvVWZEDuvDPH32nnl68AeeejVtTky+MzLCzp3ZbMxIr9PtL9rpGR111Amq7SShLWA1nqy1G4BKutSU+kQXLCIiHlW96OndojkTVo6g6cfbeOGVNWzb7gSZrIGFG/aw8JE93P/IcpJ6xdMyqwmtshJpmZVI8pEEMOUMJeansjZE1lr+/ZRnaMDTT2lNat/mbPLHxurgc6jTz7qsC/TqLtPQBeC/1UVj2/PSa+soKLDMW7CPgRGH6UBC5QsGKz/XeCrZ1G7FyoNMvGEuBw/mudOGDGrK6NPakJwcw9692Uz/fidz5jnDrhYYyyP//p158/dy3ZCBgG/O654C+nZ15VmdtB3reh9SBzelTeuKa+wGg4iwMLofasWypk6tpwX7tzOcpDrZdgGFLNntCdSNOiFEO1MTcWlg3TNKQFT3T6L+VIpIQ1CNc10YYZx3djvOOastT52xi+/S0ticsK9YngMxmRyIyWRVU0/Nm/enxNJ3XWN6dGtMy7zGHIxqQktqMQKFbiCUMmPmLhYtcToUj4gw3HpTT6iDrlnKFWq/oarxVDsBaKrYqmUsJ57QkunfO7UxFsankUq/2q+4rgWgxtP6DYe56rq5HDrsBJ0SGkXwwKQBnHJiK4zXgpdc2JE5Uw/yt78uY3ecMwLA9zN3sWnlHE6JGAb4Zmi1ugw0r0zyDGUdCs3sivQ42MYr8LSDYfSmLk5I2xrtJyvPOU5at4qlR7cQDu6KoMCT1KWq/jnShY2INAA1aYYcERHGgNjWNE1rzUGTRdhtu1h6cBcLFu1z9wPhbXfGEb6feYTvZxaNsQ7NMuNo37YFiekpDCaxioWtZlkbiPz8Qp581tOh+LgLO9K+XTzpqwNYqFBSUVM7qZJAvX/jLuroDjwti91GdkEvQvWywufvYTk1ng4dzuOm2xe4g06NG0fyyvPD6NM7sczVdGvfhHFrjmH+gFX8YjYCsH7XIfZ1m82Je4bTtDY3EUqUz9/2R2ewM94JoEVGhnHaKaHTL1i7jGYkREZxOC+X9LxstkQdAJr6fbtrEz2dmY86oWWxwKRIKAroqHbSMOg8KSJShqqeG8vJ1zgvjrOP6sSrLwzn11mnM271sYza0ofe+9uSfCSBMFv2gvtsFotbpHH3rJ8Ze+ks5qRtx1Yx4q8gQXFfTNvGxrRMwKm5cP016lC8Okr+P6jSqHY6Bour4z6eigw7qhmdOzl9z+WG5TNn79ZKlghC/jqmyqnx9OCjy9m02TlfxMaEVxh0KhJhwzmTPjxwT3/CXFdt6TFZ3PzIHLZt90HVyjr6j74yydOp+IjjkmnSOKqC3MEljDBSW3maua2M2V5Bbt8oKLCsSfT073TqSWpmJ6EvNG9NSEiq8gWLAlUi0hDUYuAFY1yTrrSYmHDaZCXRJisJnG5BKDCFtHswg7z+h1i19hDL5h1i2coD5IcXuNezctUhVq5aRMseTei3oi/Dji+77wpd9JeWn1/ICy+vdU//4YouJCYG/mIq5G726L9BrdR15+Lu1RjDuAs78NBjvwMwc/cm/mE7hFStjLrsXHxV7A6+mOYJvjx474BKg07exp7bniZNovjzXxaRV1DIrn1HuOq6ubzx0tG0alnLvpL8fF631rKqaWiNZlfSsNZt+GHLZgBWxu6goKAP4eH+O9YXLdlPVmQOAM2aRTNkULOqLajfaAliqvEk/qdR7URESqnqRU+Z+aowyly4DaNTcmPOHpPCX27rzb+vG86Nv53K1THD6LW/LZFhnr8Au+IOMvG22fznmZXk5hWWuz3xfB5ffbOdzVucGgeNEyK57OKOgStUqDJUvY8nKVsA36dzxqQQG+uM3rj9yGGWLksPXGFqw881ng7m5jAt8Tf39DljUjjj1DbVLtfJo1ox6aKjCC90zt1btmZx1XVz2bsvp+ZFrYNz+7Lf0kmPds6V0TaCkceH2OhsFnokNaVZU+fGQkZ4DouX7PfrJr+Z7qlVdcqJraoX5NLvtQQpBZ6k7uhPpIiIRzX/HNakmVvJi4oIG073iGRGbxrEM6eezFVXdCYy3PkrUFgIL7++nquvn0t6em45hah+GeqjggLL/17x1Ha64rJOJCT4eKSpmgqhi44yO2Gual5xBKBz8SKNGkUWC6B8NHWz71ZeF/x1TJVY79Stq8kKd86prVrG8Lc7+1RvdV7rG9Q5mbM2DiHCFYhI25TJH2+eR0ZGXjlLV87fTag//myL+3WfgtZER4f7d4N+EB4exqknefql+vIb/zW3y8sr5Ovpnv6dTjs5dPrDEqmIAk/ifxrVTkSklCpfAJaRzxdN3xKiorjj1t48ff5I2h/2VONfsGg/l0z4mbTNGRWWoSH75rvtxfp2Gj+uU4BLFLrKu+hVf2JVE+j3aey57dyvp327ncys/ACWpmZ8/R56n9s3bc/g572egNy9/+xP41oGqbscasl9Nwx29/m0ctUhbv7zAnJzCypesMzC1qoolTpypICvvII0gwraVZA7uJ1xmifI+tXX2zhypAbvdxX8MncP+w84gcqkmGhSB1exmZ1IkFPgSerMr3fCu61h1lWw+EHY+AHsX1I6X+6BOi+aiDRQ826HVwxk+qhfXFPJjVzr+p+atZNq/+Ff9pjzvHuuJy19JSx9FArKa2lRxjZ2/eQ8L74PZoyF9X+P44J1w7npqp7uPJu3ZHHlNXPcHeEW2fq187xoEuxZAJ8fA7/+teJyr58CW76qOE+wO7jG89pay+tvbXBPjx/XqdwLyaLPrDYW/B2+v7Dq+fMOl52+f1nptIIjpdMi4qu+rdoqzINt33imt07zvDZhUJjv9d4bzzLixStosvAemD6mkvw+DjQM7J9Eszynk/GsrAKevnC7z86nvmQtLLy7eJq/atEdWO55/cg9K90f0THDmzPi2BY+2UYf25rrT+jvnp43fx9/vXsJuUcqj6J5n8/AOQ+sf9cnxSpl+owdZGY6wcik7Hja55fdj2AwKsyFZY96freHDGpKi2jnBHk4I59vZ+yoYOma+/wrT39Yx7RtW6Vmdr/92/Nc1nldJBgo8BSkWh4PSf08081TK1+m3x3Q/Wr/lammin7Y986HIzth7Wuw6G74/iKwrq5E2o0B4+rqPsNVIzcs8H20ikg91aQntDga9i32SjRwymfOy9hW0PpEGHxf9dY78B/OepOHOtPNU6FRh9L5ts+AVid4plseU/46Wx7nPC9/3HmOauIJNC2+Dxb8DfYt8eRP6Az9/uIs13GsJ72JJ67klvax89y4i+G667ry9L+HEBPj/DXYvSeHP/xxDlu3ZZV5gfbZUbB7Dvz2GORnl1/+mePg2zPLnx9qlvy+n+UrnGHBo6PDuOySjqXyxKc4z943V1pU8BmX5dgXnOfCXNjxg/O6Kjdmclx5rFdXXc0GFc9TdCx4B3E6uYJbx79avXLWhi2jOzGAlsdCj6shzCue1/0qaNoful5RN2ULNnFtoPUoOOb54uktjobEXhCZAIfXe9Ibdy2eb8DfnHNCglflvJE+CDYYYzixq6cWy/drt7BzVu3X62v7l8KSB4unuf9n+qnW2Lb4/SzP2+Wevv3mXtVaPqkvtDkFjnvJk9ZsgPN8YAU0/6g9x23v4Z73zfQd3D9pebFRStuMgvZnQ3hM8XW3Kzonu87tMy+rVtGqzLuZXd997eh4fuhUn43xihG2GuEc62ce4znWP/zE901LMzLymDHTM5rdWWemlJmv41jn+Ci6Vlz3ts+LIuJzGtUuSLU9Gc4v4+5kRYb+2z9l8SsD0c3g1M+9kly/SU16lL2IiEhtxbWCs35xajsVmeh1ERwRA6NnVH+97c9yHuVpezKseMa5gE45FSZW4YKn9QjodSNsmOJMmzBoOsC5kHLzWs/YlRBeRuA+rpXzRzp7d+l5J38MYRFwykmtadIkkutu+ZXs7EJ27srmjzfP47HLjgUa7t2A8GhPsO/tjz21nc4enULTpOhS+SPjnQv93x53gie9boCYaraW6PlH55F7CN5q4qTFVWEwqKLf0EYdPWndJzq11AAu2Qrbv4dZVxQPQpz4fvXK5wvtz4HNU6FJdxj+NHxzBsQkw5ifnfn97nACq61HQacLnEdDFREDo78vIz0Wxq5wXq9+BX6+GuLbQ3SJiiWpDzvPa16HzZ9B21OhyzjflO2WV1L4+JRVFFjL9kYH2LIvgy408s3KfaSsIKfx0+33qCbQdYLlh8OrYImTdubpbejdq0m11hMeBWd8WzytcVeIiHNeWwtDd3Ul4aQcpq1MA+Dj7zZxTMtojt7VnZbHOjdBTpnqWb7oN6/f7dXfr+ravCWTXxfsA8BYQ+/9KRz1iP+36ytDH3fOk+D8XgNc+bcU3vh+NYXGsnDxfjamZdCpo++O9W++20FOjnOwNj+SwHHjG5eZ71ivAPTsGyDtQ58VQcRvVONJ/K+mNzfUv4OI1DNFFz+1buJRYnnvPkpqezE1NLU5/31yKFFRzoo2pmXyyHuLKNRJmfSoTH6c66nBcPllddu3U5WOm9CpUCD1RLOm0Qxq6Rmp7LvlQdjJeAXfC3/0k7Vk/y4WuUY+i4gw3HKDD++mGu+XhiuH9inWyfsvbdawrNmmqq3Kj+eLT7xqO3U6lEyj/JgKcoeG5OYx9CjwHOsfferbY/29Dz2fW5/9Zdd2EglVCjyJ/6lzcRERwOsCx9fnOe8LJx+s++hhzXn0gYHu6UXr9vJL69W1X3GIW5S80f0ZHn9sMl07J9RtAfT7KBUoCiIEYgTAE9p7Nbf7fSt5eeW0owyQMt8TP71PhRTy0cZV7ulLLuxAuxQfd55mPfsUZgyP3D+Ao4c1d8/+rt1v/JZfhT6I/PQe5OcX8unnns6++u4L3U7FSxqS79mXTz/fSk6ObzoZX74i3d2MOzIsjN716D0TAQWeRERE6o6PAk8VDUPvq+Yjp5/Shuuu7uaentdqHesa76xgifotOzyX5c08d/AnXNa57guhwJMEqf7JyTTKdZqdpmfl8uPPZbTpDaSKvjs+rvH0W8JWtmc5o4LGx0cUO4/6QllBtKiocJ55PJUenZzmfNbA5NzFzF+4z6fbrqoZM3eya7fT+V+zplF0PtSykiVCR9eCFiRFOLW39h/I5Ytp2ypZomre/8hT22lo29bEFTTc5u1SPynwJH5X0ztvgR4iWETE51znNV/XSCjW1M6H677xj905dniye/rrDks4EJVZwRL117Jmm8kLd+5sd+uaUKx2QV2pymcbiNouEiRMiec6FB4WRp/9nhoaH/u4CVJt1VWNp+zsAn5K8gwbd9UVncvsB662vM/5Ra/j4yN44s9DScp2alflU8iNt81n1ZpD5a7HX+eLtyenuV9fNLYD4bb+XHKGYTghydPM+vW3N2BredFy+HAeX07b7p4+uXMZo5KIhLj6cxaQekN/mkWkvvJZU7s6Ok+Ghxv+/fAgWibGApATkc9XHRdRQHA1o/G3AgpZnJzmnp5wWWdMIH6s9PsoQayPV9OgWbN3s3tPBcNd1rU6qvH09pSNHI5w1fRpFs2E8X6oGVlBgDGpSTRj1w8jPs8JdmVk5HPtTfPYui3L9+Uox8rVB1m42NO/1cUX1L8gyrFN2hMXFw7A+g0Z/PzLnlqt75PPtnAk27mx0aNbAt2aJlWyhEjoUeBJ/E9/lEVEHD6q8VRRUztfS0yM4u7xQwgrdDa6M/4g81qt898Gg9DqxjvIiHIuJpsmRnHm6W0qWcJP1Lm4VCTAn31SbjztDjvDNxYWFu9cOuDKeG98HTtOP5jLS696zo03/rE7cbF+GkDclvMaaJIbx/nrhxHjGrx8794crrlxHvv255Rejx+OmXempLlfn3pSa1okh36n4iXFhUdywbnt3dOvvbWhgtwVy80r5PV3PMtfcmHHwNzYEPEzBZ4keKmpnYjUN37qXNzfTZN7tEvk2B2eUZnmtlrLjrgD/t1okLDWsqCZ56LgwrM6Eh0dHpCy6FpEgl0/r1pPH326hcLC4PgzV9F3x1fnz5deXcfhjHwAWsbGM/YcP3UOXYVO5FscacyE6KPco5Nu2pzJ9bf8Sm5Yvn/K5LL/QE6xPo/GX1K3I3/Wpcsv7USY60p67q97WVDD/rS+nLaNnTs9/WGdM0aj2Un9pMCT+F21/yjrj7WI1FN+a2pXB9d2qbu70DajqbM5Y5nWYQl5fr6ICQaLlhxgZ6wz0lB4YRgXnhnAZiP6fZQKBHJUuyLd0lvTKCYSgK3bspg3PzCdW5fi5z6etu84wjvvpbmnx3bsQWSkHy+zqnDO7xLejH8/NMgdHFm+4iCfdVpAgfFqKu3jY+WNtzeSm+usv0+vJgzon+jbDQSRtm3iOPtMT5DoyedWVbuvp/T0XP7zzEr39OWXdiYmJjA3NkT8TYEnERGRuuKnzsX9HngyToeqZ2waSGSB86f4QEwmP7ZZWcmCoe+Ntz21nXrvb0tSou87Cq6qKh03Ck41XEHw2UfYcEb2auue/vCT4OhkvMLvjg/On8+9sNodcGmdnciQ5q1rv9JyVKep9Skntebuu/q5pzc13svX7Zf4pSbawUO5vPt+mnv66j90qfdNxm78Y3ciIpx9XLz0ADNnVW80x4f//Tv79ucC0CI5mnEX1r/+sESKKPAk/qdR7UREAP/VePL3+bLo2qFJbhwnbu3rTl+avIlNCbXrVDWYbd6SyYyZO93Tg/f4oaPg6qjf13DiKwE+Tk7t7+n75rsfdnLgQG4AS+Pixz6e1qw9xNQvtrqnT9zfy+8BF2up8ud88QUduOm67u7pVU238+gTv2Ot9elNkLcnp5GZ6dSC7dypEaec6L/gW7Bo2yaOS7yCRY8/vYLc3IIqLfvDj7uKNUu89x/9SUiI9HkZRYKFAk8SfPTHWkTqKz/18VSXfeL12Z9Cl/SW7ulv2i/lcEZe3RWgDr01eaM7qNfxUDLNsxMCW6AqHDf1vIKBVCRIPvtOyY3p1zcRgLy8Qj77cmvFC9QFP/bx9J9nV7nXMeK4FrTPbla7FVamBjcerr+mW7HaNG9PTuPl19f7rEh79mbz6pue9V37h66EhQXJAelnf5zYjfh4pyP3jWmZvPhq5YNvHDyUy70PLXNPnzW6LSNHtKxgCZHQp8CT+F8Fvzsr/wsFJUbb1Z9mEam3atHULmcfbPsODq4pvfy0k2pftAoZ75eGU7b0JybfuTN7OCqbhx/+vdQiG96Hd1qUXtWhdfB6DMy+Dvb8CofWwyeD4BUDK54rnvfIHph3h5Onrh08lMtHH3lG5Rqyu3q1nQrzoTAP8n04inl9/X20hZXnkdAx8zLo+Kun1tMbz2zm69Mt6asDV6adM8tIdH2f5v7JOf+sn1z99f4ydw+zfnaaVxkDN1zak9yD/j+mVzwDh70GUtv8OfxwKcw4v+z8xhj+/pe+dD/gqYX05LOrmLXVNyMPPvd/azhyxKnp061rAmee4TS33PwlrHnNJ5sIGrYQNk31TDdrGs2tN3oG33jh5bXMnlNxTeDH/rOSPXudUQabNYvmb3f2cc/Lz4ZFd1evTNl7YP9v1VtGpK4p8CR+l9AJmnQvf35+ZvHpPrdCUl9ITvVrsURE3FocUzfbaXMKxCRDv79Ub7moJs7zT1c5zx3Oh6b9S+eLbFTxelqPgthW0KZEoCq+ksGXGneFBFfcJTwW4vOjOWWLp9+QL2du5fsfdxZb5oeLnT/DJX3QDQpyYNX/YPXLsOE92L/EmTfn5uJ5t06D5U/Ab09UXD5/eP+jzWTnORdSzY8k0OFwc5oNgqjEqi3vfVHY/KialyMizmuiCoGnPrdCQhfnMysS3cw5Xpr2d14n9XE+8y7ja14uX2h5LEQ3dY7Lxt2c/wt9bvXMbzYIYluWPl6lbFUJTCb1dT77Thf6dtvNhhQ/VjuubUN0mNMf3M78DH79+QAb3/PtNqtj8+fFp7te4fkuW9cYCTMvrd468/IKefjfnqD7OWNSWPOHxgBs/66GBa2C3PTSaT9fAxsmOzcmirQ/p3ie8HDD7WcOpEcjT42sV5YtY33jXbUqz6o1h/hoqqcvrztv7UV4uHMwTh/j+d0KNUXnyZTTi6fnZUDBkeJpl1zYkcEDkwAoLIQ/37WItE0ZZa73p9m7+eQzT8Dvnrv6ktgkyj19wFMRClOFfsZbDHOeF99feV6RQFLgSfwurhVcsBomWjjje0966qPOc9/bi+dvfQKc/xvEazRREakjZ86qm+3EJsNlu6H5oOot18F1AWELIK41DPgrnLfUOa9Gu64hTvsarjhc8XpOnAKX7oAzvC6KJlqITqp4uUbt4aL1Tt4rs6D3zdA9vQ19stu480x68Lcy+3LpdJETCCmLtVTYTLCo1kCBD2sNVUVubgFvT97onk7d3ZnTpxnOXQThURUs6KXl8c5z75uh80U1L0tYBETEO6+rEljodgVctA4SOnrSImKc4+W8pc7r5oPhks0wJMAXKv3vhPH74LgXoXEXuGgDDPy7Z37KaXDpThj4j8CVMSRVcJwkpzqffY+rfbvJDmfDhEw45v+c6ajCCI5K8pwffmu2JaB9d5oIaDrAOYdNtHDCG853OXlozdc5+f00Nmx0ggvx8RHcdlNPd1Co5XG1L3OVWcgrce4fu9L5fpU04rlw3voqlZ49nABZobV82XUhB7rur9Gmc/MK+ds9Syh0nauPHZ7McceUUdUVuCrEajYWnSdPm1Y8vcc1lPqOhYcbnvzXEFq2iAHg0OE8rrvl11LBp9VrDvHP+5a6p08/pTWnnFS8Lyzv70mVzvkTIDwaCLH3VxoeBZ6kTtXXZgIiIn4VpOfO0Zl9ic9zRnnbty+H+x75rXrDSQfpIBJffr3d3QwiPi+angfaVrJEGXzZn5e/+gaT+iXIjo/jmnma261O3E5WXv3pC27f/hye+5+netH113QjOTnG/T83mAfIadQokv89O5R2KU4VtTxbyLvx81m95lC11/V/L65xLxcdHVasyVhDk5wcw7P/SSU62rm83rwli/MumcXjT61gygdp3H3/Ui4c/5P7tyUpMYp//LVvRasUqVcUeBIREQkVQXYxE0sUp272tPn79rsdTPt2ewBLVHvWWl5/29NObtCeToTb6v9dKqqtZXzwT8tnoyGK+Jn3DcaOcYl06+p0yJ8fXsDPW4Kgk3EfefLZVWRkOG30OnaIZ/y4Ts6Mov2vy3O1rX6gK7l5DC8+N4xmTZ0qnNlheUy4dg7z5u+t8jrmzd/LS695OtK+7aaedO5USXvveq5v70Qef2QwUVHOiT8np5BX39zA/Y8s56NPt5Cf73xQcXHhPPHoYJo1jQ5kcUXqlAJPUrf0p1lEpPqC9NxpwqDzoZac1MPTSdT9jyxnz57sCpYKbrPn7GHtOqfdSmRBOAP2umptVPcz8EONJ9UalooUHR/BcpwYY7j4fM9Iat9uSKOwMMii5zUwZ95ePp7q6aPnrjv6EBXpuqQKROCphtvr0D6e/z07jJgwZ0S2Q4fyuObGeXz06eZKloTfV6TzpzsWupvYDU1t5gm+NXAnjWzFu68fS++eTcqcP3hgU6a8eRzDhzav45KJBJYCTyIiIiEi2JpvFF3gThjWmzatYwHn4uXuB5Zhq3IlFGT7A/DaW57aTv32tSemoIqdOpVUFCzyxT8t1XiSEHX2mSlEFTiBjZ2ZmZWO9hXsDh7K5e+TlrinTx7VihHHevo0CoWmdt5692rCbV2G06jQqXmTn2+5+/5l3Pn3RezafaTMZX6avZuJ18/j0GGn6WTz5tE8+sBAwsJ0girSu2cT3nvrOP775FFcfEEHzhrdlltv6skr/zecN18+mq6dEwJdRJE6FxHoAkgDo98kEZFqC5YaDKW4yhUXFclD9w7gD3+cC8Csn3cT03QL/fa3r2Dh4LNy9UHmzHOamoSFweA9Nb+D725q54PPTk3tpEqC4fgoUYa4uAj67mvHohZOZ/3vvJfG8ceW3fl0KHjgkeXs2u3U6ExMjOTuu0r00ROAGk+VDdJQmQ7xiUw8cBzfHDOfVaud/pq+/Ho73/+4i0su6MCJI1sRGxPOnn3ZfPr5Vr6ZvsO9bOPGTn9RrVrG1nIv6p/wcMOoE1oy6oSWgS6KSFBQjScREZFQEWR30d21eSwMO6o548d1dM/7IeV30qMyA1KumnrxVU9/Jaee1JomuV7jw1fzot4dLPJhjaegDUBKcAjS42Pgno7uY3jWz7tJ21z2MPPB7v2PNvHVN54+7O7/Z3+Sk2OKZwpQU7va1LAyBhoXxPLWK8cw5gzPQApHjhTw2lsbuHziL1xw2U9cf8v8YkGnli1iePWF4fTqUXaTMhERbwo8SZ3Sn2YRkRoI1uYbJc7pt93Ui44d4gHICy/gi46LyCssKHfxYNqfNWsPFbuomjihS+1WqBpPEiiBPE7K2HZSbjydD3lqOb325obSmYLcoiX7efBfy93T553djpNPbF0qX0Ca2tV2W8ZZR3xcBI89NIjXXxzu7hS+PKee3JoP3z2+3H6MRERKUuBJ6pb+NIuIVF+Qnju9azwBxMaG868HBxER4RR4V/xBPtm7IjCFq6bnX/QMjT7qhJb06Z1Yq/X5NFikGk9SBcF8fKTu7ux+/ennW9kdQgMQrF5ziBtune8ekaxnj8b88699y84cQp2Lu5niyw9Nbc5H7x7P808dxblnpdCjWwI9ujdm8MAkxo/ryAdvH8dTjw3RiGwiUi3q40lERCRUBFENIaDMoEq/Pon8+ZZe/Os/TsBp1sFNJEY24SKCt7+nVWsO8e2Mne7pG//YvVSeal/Uq3NxCZBgDEClZDSja1Ii6w6kk5dXyBtvb+DO23oHuliV2rAxg4nXz+XQIacj7aTEKJ59IpXY2PAy8weixlNtt2VM6XVERIQxckRLRo5Q/0Qi4huq8SR1Khj/DImIBLtgPXcWBVVKXrRccVknuh/wNEP5IuY3Fi/dX3oFQRJIe/5/ntpOJ49q5ZPmI0Wdi/siWKSmdlIlQXB8lHeuMhjO6tbVPT3lw02kH8yto1LVzIqVB7nyj3PYf8ApZ0KjCF58biht28SVv1CAPoNaBZ+C4LgRkfpPgScREZFQESSBGrfyLjKN4bTNA0g+4vQTUmgst9yxkJ27yh6eO5CWr0jnux8qru1UI36o8RSsAUiRqhjUqiVduzjnhCNHCnjr3Y0BLlH5pn2zncuv/oW9e3MApxnx/54dVvUmuKHU1M4Xy4uIVEKBJ6lb+tMsIlJ9rnNn9l6ooK/uOpe5xXledA/Mvh42fwEL/gnr34WowgjO2XAU8WGRAOzbl8NNf1pAblh+sXUcLnHtmZ/lPBfkwG+POa93zy17+wW5sPRfsOH90vNyDsCyf8Oq/8GRPWUvb63l0cc9fVCdelIrenRvDMDql0tkru6odj7sXLymZZCGJRgCk+6afsCun2HXbM/0iv8Y/jDO02n/a69vYPeOnGqtvyAHlj8FOemwd6Hz/a7M2rdg81TI3Fp53oyMfO55YCl//tsijhxxTrbxUZH879mhtNibxLJ/w5KHYPOXsG9J8WXzs+BwUb/pdRjI2fY12Fr8LhgDR3Y5j5L2LoRdc5zXa9+A3MPO6/SVMP9vsOAfzvl572LPZ521AxbfD7t+qXmZgp6FpY84+7j0Uee43P8b7JjpzD680fk9LMue+aV/09JXw/cXO+/358OrX5yCHEj7uPrLidQl9fEkdSq+HUTEQ1xraDUCoptCu9GBLpWINFSpj8LaV31UK6WORJVoBdbtSlj5PDTqUL31DPwnrHqxZmVIdHXNknfIec5Nh1UvOA8A4+r+pEluHLePGMKDP8zDGsuKNQfJ6LyA89YfRYQNdy7OSlws75oNbU9x/oCnr3TSvC9mve1dCAvucl53vqj4vDWvwPy/OK/XvglnzaaUr6fvYNESpwlgWKHh1pt7As5F7c/XVPo2VKjThbD4Puh4Ye3WA9BtAmx4DxI61n5dUn8ldIGwKOg4NnBlyDvseZ1zAL46ofi8AaYtXTqvY/2GDLLzCnj4unU8NbVPldef9gnMuw1yD8Dql5wgR6eLITqx/GVmXeEqz77S85L6w55fwWJZ12QnZ523gl37PDUzE3PiOHfFUaQOTuCVMgJ7E70CTPP+7Hnd49oq71K1tTkJts/wTBcFO7zFVqNrpqLfjo0fQe8bis+bmuo8nzUXZl0JXabDyLdhzp9g+3Rn3pYvYf9S5/VE69wIWDTJedRHib0gLBIW/N2T1vJY+HKE83qihY96Q0F28eOjyGdDPfmKfH8BHFgOG71uosS1rVn5wmNrtpyIv4XQX22pDxq1gwkZcOFaaHk0jN/n/ICKiATCgL/CBauDo6ZARbzLN/Ld4vOGPQ5XZkFiz+qtc8gDcFkZd7iroucfK54fFgHNj4KUM2Dcf5pz59WeEaA2J+zlq46LKaTQnTcmGca47o4XBZm8g02xnpHYiysnIAWQe9DzOnNz6fmZmfk8/tRK9/SgvZ3o2L6Rs22vSlnhMeVvoyJJfZwLi6blDH5VHSNehyuPOBc8IuVpPhj+kAOpDweuDMarz+1wr0HPBj/gPIdhuPUmz8nq+62b2LQ5s8rrLwp2Z253gk5AheeByhz/EpyUlsHMC37ls84LiwWd+ua0Yfyq42mWk1CldXnXGGp9Qvn5auuM75xzS9Gjy3gnvZXXNqOTqr6+HkVB9grex/wM5zlru/Oc7bWvueklMpeznmD/na2qLuNg9A/F00reHCmo5qCNB5aXThtXhRp6RVJOd54j4p3/AyLBSIEnERGRYBfif9jPPbEDx27v4Z5em7iTb9ovo8AWllnrydfK6nj38adXsmOnc5EZkx/J8J3dPDO9y6P+lUR86sQTWtKjtRMZybeFPPSv5di6HAbOJetIPv95diVnX/gji9Z72uMmJUbxyP0DOT9zENGFkVVeX6DPEX7dvs5/IlJLCjyJiIiIfxkYtqsr56Z2dietaLaVlzYtIregwD8XTGUEj4rMmbeX9z7c5J4+cWtfYgo8F5je5QnA9bBIvWaM4dpRfdzfy5/n7OHbGTsqXqjUOmpXhh9+3MWYsTN5+bX15Oc7BTEWzjuxA199OpJzxqRgqruRhhCc0flQRGpIgScREZFgVw8uaAyGq0b1ot/edu60JYd28tza+aU6HPc5r4ulzMx87r5/qXt61HEt6XmgTcnClrmsiPhGt9aJDNzr6ZjukX//TkZGnt+3u2dPNrf+ZSE33jafnTs97aF6pSRx2erjue2yfjRpHAXUILgV6PN0HdR4UiBeRGpKgScRERHxL1P0ZDhlS38G7+7knrXy0F7eaTqX/YeqN7pVTVhreeix5Wzf4TSxa9Ikkn/e0Q9T8orNu8ZTYek0EakdY+DYHT1JcHUEtXtPDo94jTDpaxbL0mabOHPsTL79zlO7KikxigcnDeDxq46h5ZEm5a+gCgLd1M6f5yj3vinwJCI1pMCTiIhIkAv4BY0PGQwjt/XmmO3d3WnbotK57l8/sTM23S/bLLpL/9pbG/j0c0+Prf/4S1+aN6uk93BdaIn4noGYgkguaOEZ0e6Tz7bw0adljARQhurUvNkbc4gp3X7hu/a/kZHhqV157lkpfPHRSM4/px1hZZ1k69F5t9b0XohILSnwJCIiIn5V8m65wXD0ru5c3LqP+3pmT3o2U7r/whfzNvm+o2ELM2bu5ImnPaPYnTMmhTNPb1NmdvXxJOJnru/YkEZtGHOGZ9z4+x9ZzrLlB3yyiezsAp56bhVv9fyJ7Y086+zQPp5XXxjOw/cNJCkpyifbAgIenKmLGxQ6H4pITSnwJCIiEuzq6d3mE5p24qYuQ4lxjRxVEFbIM5/+xo23zq910zvvi7A1Ubu442+L3BdNgwc25b5/9iu/82D18SRSM1X8vngHo+/9Zz+6d00AIC+vkOtu+ZXVaw7Vqhi/zN3DuRf/yIuvrqPQOIUKKzRcd3U3Pn1vBMOHNq9CIau50Xp6ngY8+6bzoYjUkAJPIiIi4l8VdEzbJ6EFVx84jk5tEtxpM3/azYSHfmBJ8zQKa3ml83vTrXzYbAE5OU5nTe1S4nj2iVSiosIrLW+laSJSM17nhLjYCJ55IpXGjZ0AdHp6HlddN5flK9Krvdpt27P40x0LuPqGeWzekuVOb5ORxOWrR3DLDT2Ijq7gu18LAW8SHejti4hUQIEnERGRIBfwCxp/stDUxvN/dx5XrNPxzCP5zGi3nLd6zmJ5/k4KCqoXgMrMzeXbdkv5usMSd42HlLZxvPz8sEqb19Tr91skCJRsftu+XTwv/XcYjRpFAHAgPZdLr5zNm+9sqFLT2z17s3nm+dWcdcFMpn+/052e0CiCkzf345K1x9A8O6GCNVRQxiovUM38vhbo7YuIVECBJxERkWAX4hcU5Y6IZF0PA9FR4Yza1odHJw6jfbs4d5a9sYd5M3cBZ5z7A6+8sZ5du49UuK2Dh3J5/e0N3P79D/zWfIs7vUvnRrz1ytG0S4mvQoGrtFsiUlNlnBP69Unkpf8OI8EVfMrPtzz6xAouvXI23/+4k9y8wuIjTmLZ0mgff31wESeNnsELL68lO7vQPf+cMSl88fFIBuzrUHrkSn/sUj0+b2hUOxGprYhAF0BEREQaNu8LtsFdk5l69Qk888B63v58PXnhBQBs3ZbFE0+v5ImnV9KjWwID+ifRrLAR65o5zWaeeyGb5SsOMmfeXvLyCoutv3dmG954oz/x8VX721PmAFf1+KJSpM6V0/x2QL8kPnjneO742yKWrzgIwNLf0rnptgXExYXTtlECR7qGEbGykO39M8gNz4eZxdfRq2dj/vnXvgwa0NT/++GtPncuXkFzaRGRqlDgSUREJNiFWNCjIAf2zoeUM1wJ5Vy0rH/HeQ6P9qStfR3yj4QzcFl3YlZ0YEGLDSxP3syRsDx3ntVrD7N67WFnor3zNP3F0uVokhPHiO096ZbemjX/MTTqCIU5sO07OPpZiGoCmz715N/0GRxeD81Ta7jjIuKWd7h02uH1cHAtHFjmTO9fAmteh/wMaH4U7P4FOpwfz1M3HMvbv6zmnfc2klfgBJKzsgpYm5UOCUAWUKKrpv7dmzLmqA6c0L8NLdoZFvwd9i2pXpk3fwaH10H2Xji0zpO+8YOy8xfkQn4m7F0IW76o3rZ8rpa/E9u/h8I8SOwDbU8pfm7MTXeed/8CP06A/cs88zI2eV6vexvm3V67coSimZd5Xhfme16vnwLpK5z3M64t7Pm19LIK5klDocCTiIhIkIvxGoAptmXgyuEtuimkjIZNH0N+Vtl5GnUsPp1XzkBVBTkQ18p5vWGK8wCII5oLOvTi6LndWZ20nZVNt7I1fj+FYRX/U2+Z2YQ++9vRb187IqxzdbronuJ5Nn0C/f4MSx/xpM04D2whhMeUXmdMiwo3KSJAm5Ndz6fA9ume9GaDnOc9C+DXOz3phzfCT38ovg4ncBHG0PG9iFrakUXJG1mTuIND0aWb2cbmRTFqWGuu/WsH5g1rTM578G05Zet+dfnljmvrPC++t+z5319UdvrCu2HPXNg5y5PW9tTyt+MPCR2d58ResOsnSOpbveUj4iG6mXNO3PSJc24f+S7MON+TZ8tXntfr3ix/XT9eXnZ6z+urV6ZgF9uq+HTWNs/rpY96Xs8c5zwveaD0OjK3Q3wbyNxSel51Ff3WlvzNFQkmCjyJiIgEuZhmMMF1zRVRRlCkrhkDl+4EEwGFr4AtcC5Stn5dPN8x/y1awHkquhN81L9g9UvFaxQkdIIhD8LCfxZfx5jZsO6tcCIntKPv/nbkhuWzPX4/e2MPcyjyCHlhBVgD8XlRNM1pRNuMpiTmVt6PU2EuHE4rnmZdLfQKckrnb9K90lWKNHhN+8FEV1w495BzbgiLgsh4iGtdvfPXobWQkBfLCdt7M2J7LzIiszkYdYRCU4jB0DQ7nrj8aE6619CpG/x0oPx1DbwbBt9X/vzkVBjwt+KB6LK0HgWnfAZvuvopP7wBDvxePM9pX5dezp8G3w/97oTIBOfcaqo5aF9ELIzbDgVHYMHfYd1bkL2neJ6wyNLLDX3cqVG2/u2K1395OkQ2rl6Zgl3jLtDvL/DbY6XnHdlRtXUUuirxeteQKnLp7uqV55jn4ahHISKu8rwigaLAk4iISAgIhoCTt6ILkXDXAHGRTUrnKdXniOuCNCy67Iuj8Niy1xHhFUeKKoyg4+EWdDxc+ypI6rdJxH+iSgQbwioeTLI04/3SkJAXS0JeGSeJKgiLqPz7Hl6Fi/bIBIhs5JVgS6+3rs8rxnje6/Dqvsd4lguPcs7NzkorXyYi3glaVSYsqn6ea8vddx/sa1g1g4fGOE3HRYKZRrUTERGRWqvowiJoLzqCtVwi4tPzhs/60SlrZM56eB6p0ntf1fe0Hr4/FQna3zuRAFPgSURERGrPlxcqdUUXCCLBy5ffTx+de0oGsGw9DTyV2qcy3j91il2O+ng8iPiAAk8iIiLiX/ojLiKB5McaT/Wyhkso3kgIFvXxeBDxAQWeREREpNaqcvEVbHfI6+UFo0g9EYxN7dzrMV7T9fA84sumdg3tPOuT/W1g75k0DAo8iYiISO1V9Ec5WP9EB2u5RCQom9oVrcc7uFAvAysheCMhaNTH40HEBxR4EhERkdoLwaYZ9fKCUaS+CMIaT5So8aTOxauystqUJAQ1tP0VqSIFnkRERKTWqjSqXZAFnnSBIBK8gjowXM8DT/Vyn+pIUB+3IgGkwJOIiIjUXij+2Q7FMos0FEHY1K7MUe0aqKruuwIxNaD3TOqhgAaejDGnG2NWG2PWGWPuCmRZREREpOYqvLjw7og3iOiCSCR4+fT76a8+njSqnZRUH48HER8IWODJGBMO/Bc4A+gNjDPG9A5UeUREREREpP7RqHbV49M+nhqYehmIFPGBiABueyiwzlq7AcAYMwU4B1gRwDKJiIhITVShj6e9C+umKFW1c1Y5M3RBJeIXh9ZXPe/uuVXLt/NHyM+qJJOfajztng25B3207iBRmAtbviyelr6qdL4qB/MaWCBmz69Vy7fpY4huDtm7/VsekWARyMBTW2CL1/RWYJh3BmPMtcC1AO3bt6+7komIiEi1JHQpf15kAoRHw8b3nOnYZGh/Fvy2uni+2BbFp5P6Os8xyTUvV1xbyNpW9rxD6ypY0FDsYtWoV0yRWolJhl0/Vz1/QXbV8q14tvI8rUdWnie2CueZ9me71ncSbP2q/gWdYpOhIAfWvFo8ffv00nmb9ICc/ZWvs76eO8v7XSr3hkYJ824vf154TPXLIxLsjA1QhwvGmAuA0621V7umLweGWWtvKit/amqqXbBgQV0WUURERKrIWkhfCYk9ITcdTDhENfHMz97npIdFQqP2Tv4cV1pcG4iIc9Iyt3gu5hp3gwjXH/CsnU4tgyO7ITrJlbbDufjJ2gZh0WDznfSCXGc5ayG+HRRkOdv3vpCNiAWMU1Miuqlzl58wiGsFmVshshFENobDGyC6mZMuIjWXlwlHdoItgMI8J82EOYEOjPOdzD3knDcKcpzp/CwnT1ikKx9QmO8EqXMOOIGSvAwn3RY654DCfGfZnAPOtmJaQOPOlZfPWsjY5GynMBeiEp2yZO1w1hsWBU26ecqQvtI5b4FTzrBIiG0F0Yk+fNPqmLWQkea8l/lZzrkvItYJMIVHO+fW3APOfif2cvIdToOCIxDRyDnX5h12zt2ZW51zvffvQH1SdLzEtYGs7ZCfCVFJzntRdNxGNnaOi+y9rvfviPMeRjel2I2NwjxnPRmbID7F8xsnEmqMMQuttallzgtg4Olo4F5r7Wmu6b8BWGsfKSu/Ak8iIiIiIiIiIsGnosBTICs/zge6GWM6GWOigEuAzwJYHhERERERERER8aGA9fFkrc03xtwEfAOEA69aa38PVHlERERERERERMS3Atm5ONbar4CvAlkGERERERERERHxj3o6zoCIiIiIiIiIiASaAk8iIiIiIiIiIuIXCjyJiIiIiIiIiIhfKPAkIiIiIiIiIiJ+ocCTiIiIiIiIiIj4hQJPIiIiIiIiIiLiFwo8iYiIiIiIiIiIXyjwJCIiIiIiIiIifqHAk4iIiIiIiIiI+IUCTyIiIiIiIiIi4hcKPImIiIiIiIiIiF8Ya22gy1Alxpg9wKZAl8NHmgN7A10IkUroOJVQouNVQo2OWQlVOnYllOh4lVAS6sdrB2ttclkzQibwVJ8YYxZYa1MDXQ6Riug4lVCi41VCjY5ZCVU6diWU6HiVUFKfj1c1tRMREREREREREb9Q4ElERERERERERPxCgafAeDHQBRCpAh2nEkp0vEqo0TEroUrHroQSHa8SSurt8ao+nkRERERERERExC9U40lERERERERERPxCgacqMMa0M8b8YIxZYYz53RjzJ1d6U2PMdGPMWtdzkiv9MmPMMmPMb8aYX4wxA7zWdboxZrUxZp0x5q4KtjnBtd61xpgJXukPGWO2GGMy/LnPEnqC7Dj92hiz1FWOF4wx4f7cdwk9QXa8znQtv8T1aOHPfZfQFCzHrDEmwetYXWKM2WuMecrPuy8hLFiOXVf6xa51/26M+Zc/91tCU4CO16+NMenGmC9KpN/kWtYaY5r7a58ldPn4eH3VGLPbGLO8km2WeVwH/fFqrdWjkgfQGhjsep0ArAF6A48Bd7nS7wL+5Xp9DJDken0GMM/1OhxYD3QGooClQO8yttcU2OB6TnK9LlrfcFd5MgL9vugRXI8gO04bu54N8BFwSaDfHz2C6xFkx+tMIDXQ74kewf0IpmO2RL6FwIhAvz96BO8jWI5doBmwGUh25XsDOCnQ748ewfWo6+PVlfck4CzgixLpg4COQBrQPNDvjR7B9/DV8eqaHgEMBpZXsL1yj+tgP15V46kKrLU7rLWLXK8PAyuBtsA5OD+auJ7PdeX5xVp7wJU+F0hxvR4KrLPWbrDW5gJTXOso6TRgurV2v2s904HTXeuea63d4eNdlHogyI7TQ648ETgnRXUmJ8UE0/EqUhXBeMwaY7oDLYCffLKTUi8F0bHbGVhrrd3jyvcdMNZnOyr1QgCOV6y1M4DDZaQvttam+WC3pJ7y4fGKtXYWsL+STZZ7XAf78arAUzUZYzriRBPnAS29gkA7gZZlLDIRmOZ63RbY4jVvqyutpKrmEylTMBynxphvgN04P+QfVnsnpMEIhuMVeM3VbOluY4yp9k5IgxIkxyzAJcB71nWrU6QyAT521wE9jDEdjTEROBdi7Wq0I9Ig1NHxKuITtTxeqypkj+uIQBcglBhjGuE0G7rVWnvI+9rEWmuNMbZE/lE4B9RxdVpQadCC5Ti11p5mjIkB3gFOxLnjKVJMkByvl1lrtxljElxluRx404frl3okSI7ZIpfgHK8ilQr0sWutPWCMuR54DygEfgG6+GLdUv8E+ngVqQ4dr5VTjacqMsZE4hxM71hrP3Yl7zLGtHbNb41Tu6Mof3/gZeAca+0+V/I2it/ZSQG2GWOGGU8noWeXl88f+yX1S7Adp9babGAq5VRtloYtWI5Xa23R82HgXZxqzCKlBMsx61r3ACDCWrvQpzsp9VKwHLvW2s+ttcOstUcDq3H6QxEppo6PV5Fa8dHxWt6623kdr9cRynECGwQdTQX7A6eD5DeBp0qk/5vinYY95nrdHqc68TEl8kfgdLDYCU9nYH3K2F5TYCNOR4xJrtdNS+RR5+J6FHsEy3EKNAJae63rPeCmQL8/egTXI4iO1whcHTACkTjNQq8L9PujR/A9guWY9Zr/KHBfoN8XPYL/EUzHLtDC9ZwELAG6B/r90SO4HnV9vHrlH0mJzsW95qURhJ016xH4h6+OV6/lOlJx5+KVHtfBerwGvACh8MCpAmeBZa4fySXAaJzROWYAa3E6SCz6UX0ZOOCVd4HXukbj3N1ZD/yjgm1e5Too1wF/8Ep/DKctZ6Hr+d5Avz96BMcjWI5TnDbM813lWA48i3NXPuDvkR7B8wii4zUeZ1SwZcDvwNNAeKDfHz2C7xEsx6zXvA1Az0C/L3oE/yOYjl1gMrDC9dCIt3qUegToeP0J2AMcwbm+Os2VfotrOh/YDrwc6PdHj+B6+Ph4nQzsAPJcx93EcrZZ5nEd7MercRVSRERERERERETEp9THk4iIiIiIiIiI+IUCTyIiIiIiIiIi4hcKPImIiIiIiIiIiF8o8CQiIiIiIiIiIn6hwJOIiIiIiIiIiPiFAk8iIiIiIiIiIuIXCjyJiIiIiIiIiIhfKPAkIiIiIiIiIiJ+ocCTiIiIiIiIiIj4hQJPIiIiIiIiIiLiFwo8iYiIiIiIiIiIXyjwJCIiIiIiIiIifqHAkwSMMSbNGHNyoMvhD8aYy4wx31aSJ8MY07mW23ndGPNgLZZv7ypHeG3K4bW+F4wxd7tejzTGbPXFel3rO94Ys9pX6xMRERER8YVgvK7Rf2cJJgo81QPGmOOMMb8YYw4aY/YbY2YbY45yzbvSGPOzn7b7gjHmzTLSBxhjcowxTf2x3ZpyBUIKXYEW78fRvt6WtfYda+2pleRpZK3d4OttF3F99gVe+7nRGPOaMaa7Vxk2u8pRUIV1VXocWWuvs9Y+4KPyW2NMV691/2St7eGLdYuIiIhI8NF1TdWUd4PXGDPTGHM1VP2/szHmXmPM2/4op0gRBZ5CnDGmMfAF8CzQFGgL3Afk1MHm3wDON8bEl0i/HPjCWru/DspQXdtdgRbvx5y6LIAxJqIONzfHWtsIaAKcDBwBFhpj+vp6Q76qNSUiIiIiDY+ua+qfOr7ukSCmwFPo6w5grZ1srS2w1h6x1n5rrV1mjOkFvAAc7arxkg5gjIk2xjxujNlsjNnlivDHuuaNNMZsNcb83Riz11Vt9LKyNuwK2GwDxhaluYIPlwJvGmO6GGO+N8bsc63rHWNMYlnrKtlkrGQU3xjTxhjzkTFmj6vmzi1e84YaYxYYYw659uc/NXkjXXcIHnTdZckwxnxujGnmKvchY8x8Y0xHr/zWGHOLMWaDa//+bYwJc80rdkfGlfdGY8xaYK1XWlfX61hjzBPGmE2uOzw/e30mHxhjdrrSZxlj+lR331zHxnpr7Q3Aj8C9rnV3dJUjwqvcG4wxh13v82UVHEevG2P+zxjzlTEmExhV8nN05SvzWPK+I1PyPTPGzHIlL3Vt8+IyjolernWkG2N+N8ac7TXvdWPMf40xX7r2ZZ4xpkt13zcRERERqTO6rvHRdU052/2rMWab67/xamPMScaY04G/Axe73telXmX8zDi1ztYZY67xWk+sMeYNY8wBY8xKY8xfSmwnzbWtZUCmMSbCGHOXMWa9a9srjDHneeW/0jg12550/a/fYIw5xpW+xRiz2xgzoabvgwQHBZ5C3xqgwPXlP8MYk1Q0w1q7ErgOV60Xa22ia9ajOCf2gUBXnLsJ93itsxXQ3JU+AXjRGFNeNc03gSu8pk8GIoGvAAM8ArQBegHtcAU8qsM4wZzPgaWuMp0E3GqMOc2V5WngaWttY6AL8H51t+HlEpw7G21d65oDvIZz12UlMKlE/vOAVGAwcA5wVQXrPhcYBvQuY97jwBDgGNe2/gIUuuZNA7oBLYBFwDvV26VSPgaOL5lonDs8zwBnWGsTXGVZUsFxBM6P8UNAAlBW1efqHEtu1toRrpcDXNt8r0RZI3GOiW9x3pebgXdKrPsSnLtkScA6VzlFREREJDjpusa31zXe2+0B3AQc5fqffxqQZq39GngYeM/1vg5wLTIF2IqzvxcADxtjTnTNmwR0BDoDpwDjy9jkOOBMINFamw+sx7n+aILz//xtY0xrr/zDgGVAM+Bd1/aPwvlMxwPPGWMa1fZ9kMBR4CnEWWsPAccBFngJ2OOKTrcsK78xxgDXArdZa/dbaw/jnGwuKZH1bmttjrX2R+BL4KJyivAWcIIxJsU1fQXwrrU2z1q7zlo73bWePcB/gBNqsJtHAcnW2vuttbmufpFe8ipzHtDVGNPcWpthrZ1bwbrauCLp3g/vKrWvuWoGHcQJ+Ky31n7nOmF+AAwqsb5/ud7HzcBTOCfZ8jziynvEO9H1A3QV8Cdr7TbXHZ5frLU5ANbaV621h13T9wIDjDFNKthOZbbjBLfKUgj0NcbEWmt3WGt/r2RdU621s621hdba7HLyVPVYqo7hQCPgUdcx8T1O1Wzv9/8Ta+2vrs/uHZw/JCIiIiIShHRdA9Tyugbn/StLARAN9DbGRFpr06y168vKaIxpBxwL/NVam22tXQK8jCcodxHwsLX2gLV2K86N65KesdZuKbrusdZ+YK3d7rpmeA+nBchQr/wbrbWvufqdfQ8nsHe/6/3+FsjFCUJJiFLgqR6w1q601l5prU0B+uJEpp8qJ3syEIfTz0/RCeprV3qRA9baTK/pTa51lrXtzcAsYLwrCn0uzt0CjDEtjTFTXFU6DwFv49xxqK4OlDix4lQJLfoRmohzp2OVcZrDjalgXduttYklHt77usvr9ZEypktG2rd4vS73fSojr7fmQAzOnYBijDHhxphHXVVTDwFpXsvUVFugVDt11/twMc7dpB3GaabWs5J1lbdPRap8LFVTG2CLtbbQK20Tzr4V2en1OovSn52IiIiIBBFd19TuuoayWyBgrV0H3IpzE3u3a1/K+0/eBigK5BXx/p/dhuLXAGVdDxRLM8ZcYYxZ4rXPfSn+/pW85sJaW9l1mIQQBZ7qGWvtKuB1nC8zOHcMvO3F+eL28TpJNbFOB9RFkkrUAmqPU0umPG/gNE8bixOtXuhKf9i1/X6u6qLjcaqpliUT54ejSCuv11tc6/U+sSZYa0e79nmttXYcTpOrfwEfmtIdA/pLO6/Xlb1PJT+LInuBbJzqtCVditOE72ScqqkdXenlvY9VcR7wU5kFtPYba+0pQGtgFc4dGCi/7OWlF6noWKroM6/MdqCdq7aY97q3VWMdIiIiIhKkdF3j2+saa+271trjcIJf1rV+KP2+bgeaGmMSvNK8/2fvAFK85nlfD7k3V/TCGNMB55riJqCZK0C2nNpdz0iIUeApxBljehpj/lxUJdRVNXIcUFQtcxeQYoyJAnDVEHkJeNIY08K1TFuvdsVF7jPGRBljjgfG4DQzK89HOCej+3BO1kUSgAzgoDGmLXBnBetYAow2xjQ1xrTCicgX+RU47OqkLtZVC6iv8QytOt4Yk+zat3TXMt41YfzpTmNMkut9/xNO1dBqcZX7VeA/xunIL9wYc7QxJhrnPcwB9uH8gD1ck0K61tnJGPMsMBLnsyqZp6Ux5hzXj1sOzmdX9D4WO46qqbxjaQnO6CFxxulkfWKJ5XbhtB0vyzycWkx/McZEGmNGAmfhtAcXERERkRCj6xr/XdcYY3oYY050XV9k4wTsvP/ndyy6oWut3QL8AjxijIkxxvTH+Z/+tiv/+8DfXNdAbXECShWJxwlE7XGV5Q94gonSQCjwFPoO43TGNs84I4vNxYkg/9k1/3vgd2CnMWavK+2vOJ0tz3VVFf0O8O5kbydwACfa/Q5wneuOQ5lc1Vc/wol8e3d8fR9Op9sHcdpTf1zBfryF08leGk6H0e4Ajqut7xicPno24tzdeBmnBhDA6cDvxpgMnA75LrEl+lHy0sY4IzZ4P8aWk7cqpgILcX5gvgReqeF67gB+A+bjNIP7F873802cqq3bgBV4fnir6mjX+3IImAk0xulU8Lcy8oYBt+N87vtx2q1f75pX1nFUFRUdS0/itNfehfPDXrLT9HuBN1xVcou1xbfW5uIEms7AOR6eB66o6DgVERERkaCm65rqXddURzROR+x7cd6TFsDfXPOKAnH7jDGLXK/H4bS02A58Akyy1n7nmnc/TsfjG3He7w9xblqXyVq7AngCZ9CmXUA/YLYP9klCiLG2spYy0pC4ao687WpXLRUwxligm6vNtIiIiIiIBAld19QNY8z1OAGymnS2Lg2EajyJiIiIiIiISKWMMa2NMccaY8KMMT1waqR9EuhySXCLCHQBRERERERERCQkRAH/Azrh9EM1BafbC5FyqamdiIiIiIiIiIj4hZraiYiIiIiIiIiIX4RMU7vmzZvbjh07BroYIiL10sKFC/daa5MDXQ4RERF/0jWFiIh/VHQ9ETKBp44dO7JgwYJAF0NEpF4yxmwKdBlERET8TdcUIiL+UdH1hJraiYiIiIiIiIiIXyjwJCIiIiIiIiIifqHAk4iIiIiIiIiI+IUCTyIiIiIiIiIi4hcKPImIiIiIiIiIiF8o8CQiIiIiIiIiIn6hwJOIiIiIiIiIiPiFAk8iIiIiIiIiIuIXCjyJiIiIiIiIiIhfKPAkIiIiIiIiIiJ+ocCTiIiIiIiIiIj4RaWBJ2PMq8aY3caY5V5pTY0x040xa13PSa50Y4x5xhizzhizzBgz2JXewxiz0JV2tCstwhjznTEmzl87JyIiIiIiIiIigVOVGk+vA6eXSLsLmGGt7QbMcE0DnAF0cz2uBf7Plf5H4E/AaOAOV9r1wNvW2qyaFl5ERERERERERIJXRGUZrLWzjDEdSySfA4x0vX4DmAn81ZX+prXWAnONMYnGmNZAHhDneuQZYxKBsygd0BIRadByDkDG5pot27gLRDbybXlERERERERqo9LAUzlaWmt3uF7vBFq6XrcFtnjl2+pK+y/wJhCNU/vpbuBha21hRRsxxlyLU3OK9u3b17CoIiJ1L2c/bP4cbEH1lvtpYs23OfoHaD2y5suLiIiIiIj4Wk0DT27WWmuMsZXk2YyrhpQxpiuQAqw0xrwFRAF3W2vXlLHci8CLAKmpqRVuQ0TEXwrzoCC3esv8/iwsvrdm20vsDUMerMFyfWq2PRERERFfesVUnmeiru5EGoyaBp52GWNaW2t3uJrS7XalbwPaeeVLcaV5ewj4J3AL8DKQBjwMXFbDsoiI+E3uQXivg/NcXSYcLtpQ/eXiU8BozFEREREREakHahp4+gyYADzqep7qlX6TMWYKMAw46NUkD2PMCcB2a+1a12h2ha6HRrYTkSqzFg6tg4Kc6i33659h27cQFlWdjTk1njpfAs0GV297jbtBI7USFhERERGRBqzSwJMxZjJOM7nmxpitwCScgNP7xpiJwCbgIlf2r3BGrlsHZAF/8FqPwanpdLEr6UXgHVcZrvfBvohIA7H5c/junJov3/f26uUPj4beN0NMs5pvU0REREREpCGqyqh248qZdVIZeS1wYznrscApXtMrgWrWHxARcTruBjj6vxDbonrLNj8KEjr4vkwiIiIiIiJSWq07FxcRqY1pJ0P6iuotk5/lPLc7U0EkERERERGRYKbAk4gE1PYZTt9JzYdUb7nYltCoXeX5REREREREJHAUeBKRgGt/Fgy+N9ClEBEREREREV/TgN0iIiIiIiIiIuIXCjyJiIiIiIhPGWNeNcbsNsYsL5F+szFmlTHmd2PMY+Use7oxZrUxZp0x5i6v9HeMMcuMMQ97pf3TGHOu33ZERERqTU3tRMQntn0HK58PdClEREQkSLwOPAe8WZRgjBkFnAMMsNbmGGNKjU1rjAkH/oszGvZWYL4x5jOc65Yj1tr+xpjpxpgmQBwwzFr7oN/3RkREakyBJxHxiXVvwebPIbFX9ZZrOhBajfBLkURERCRArLWzjDEdSyRfDzxqrc1x5dldxqJDgXXW2g0AxpgpOMGqT4FYY0wYEAkUAPcDk/yyAyIi4jMKPImIz8SnwPnLAl0KERERCVLdgeONMQ8B2cAd1tr5JfK0BbZ4TW/FqdW00hizB1gEvAV0BcKstYvqoNwiIlILCjyJiIiIiEhdiACaAsOBo4D3jTGdrbW2Kgtba28tem2M+Rz4ozHmH8AAYLq19qWyljPGXAtcC9C+ffta7YCIiFSfOhcXEREREZG6sBX42Dp+BQqB5iXybAPaeU2nuNLcjDHnAAuBRkAXa+1FwAXGmLiyNmqtfdFam2qtTU1OTvbRroiISFUp8CQiIiIiInXhU2AUgDGmOxAF7C2RZz7QzRjTyRgTBVwCfFY00xgTCdwKPAbEAkW1pcJd6xMRkSCjwJOIiIiIiPiUMWYyMAfoYYzZaoyZCLwKdDbGLAemABOstdYY08YY8xWAtTYfuAn4BlgJvG+t/d1r1TcCb1hrs4BlQJwx5jdgobU2va72T0REqk59PImIiIiIiE9Za8eVM2t8GXm3A6O9pr8CvipnvU95vbZAedsREZEgoRpPIiIiIiIiIiLiF6rxJCLFZG6H6WdBfkb1lsvaAdHN/FMmERERERERCU0KPIlIMQdXw75F0PpEiG1R9eWaAa1O8FuxREREREREJAQp8CQiZRp0D7RWIElERERERERqQX08iYiIiIiIiIiIXyjwJCIiIiIiIiIifqHAk4iIiIiIiIiI+IUCTyIiIiIiIiIi4hcKPImIiIiIiIiIiF8o8CQiIiIiIiIiIn6hwJOIiIiIiIiIiPiFAk8iIiIiIiIiIuIXEYEugIj4z0/XwPbp1Vsm/4h/yiIiIiIiIiINjwJPIvXYtm8hLBJaHVe95SIToPkQ/5RJREREREREGg4FnkTquVbHw4jXAl0KERERERERaYjUx5OIiIiIiIiIiPiFAk8iIiIiIiIiIuIXCjyJiIiIiIiIiIhfKPAkIiIiIiIiIiJ+ocCTiIiIiIiIiIj4hQJPIiIiIiIiIiLiFwo8iYiIiIiIiIiIXyjwJCIiIiIiIiIifqHAk4iIiIiIiIiI+IUCTyIiIiIiIiIi4hcRgS6AiFRu8+fwyw1gC6q33JFdgPFLkUREREREREQqpcCTSAjYuwAyt0KPa6q/bPerfF8eERERERERkapQ4EkkhBz3YqBLICIiIiIiIlJ16uNJRERERERERET8QoEnERERERERERHxCwWeRERERERERETELxR4EhERERERERERv1DgSUREREREfMoY86oxZrcxZnkZ8/5sjLHGmOblLDvBGLPW9ZjgSos2xnxtjFlujLnBK++LxpjB/tsTERGpLQWeRERERETE114HTi+ZaIxpB5wKbC5rIWNMU2ASMAwYCkwyxiQBpwE/A/2By115BwDh1tpFfii/iIj4iAJPIiIiIiLiU9baWcD+MmY9CfwFsOUsehow3Vq731p7AJiOE8DKA+KASMC48j4A3O3LcouIiO8p8CQiIiIiIn5njDkH2GatXVpBtrbAFq/pra606UBHYC7wjDHmbGCRtXa7n4orIiI+EhHoAoiIiIiISP1mjIkD/o7TzK7arLX5wKWudUUC3wDnGGP+A7QH3rTWflbOtq8FrgVo3759TTYvIiK1oBpPIiIiIiLib12ATsBSY0wakAIsMsa0KpFvG9DOazrFlebtBuBNYDhwELgY+HN5G7bWvmitTbXWpiYnJ9dqJ0REpPoUeBIREREREb+y1v5mrW1hre1ore2I04RusLV2Z4ms3wCnGmOSXJ2Kn+pKA8CVNgYn8BQHFOL0FxVbB7shIiI1oMCTiIiIiIj4lDFmMjAH6GGM2WqMmVhB3lRjzMsA1tr9OJ2Gz3c97nelFbkHeMhaW4gTkDoe+A14yz97IiIitaU+nkRERERExKesteMqmd/R6/UC4Gqv6VeBV8tZ7jav19nUsM8oERGpOwo8idSxwjznUd1lREREREREREKNAk8idSj3ILzXwXmuLqNvq4iIiIiIiISYWl3KGmNuw6kWa3HaVv8BaA1MAZoBC4HLrbW5xpibgT8Cm4FzXWnHAWO9q8yK1Gc5+52gU6cLoXlq9ZZt3N0/ZRIRqYooE7szj+yWgS5HVUUSU5hHtvqybGAiidmVa4+UHCVNREREAqjGgSdjTFvgFqC3tfaIMeZ94BJgNPCktXaKMeYFYCLwf8BlQH/g78BpxpgvgLuBCtt/i9RH7c6EbhMCXQoRkarLI7vly9hAF6PKrsaEhVJ5xTeuxoRMcFRERKShqO2dwAgg1hgTgTOc6Q7gROBD1/w3gHNdrw0Q6cqXB4wHppUYpUJEREREREREROqJGgeerLXbgMdxms7tAA7iNK1Lt9bmu7JtBdq6Xj8HzAXaA7NxmuX9t6JtGGOuNcYsMMYs2LNnT02LKiIiIn50NYaXGO+eLiCfW0nmGcZUuNxmlrCMr8qdn8YC3uUWn5Uz1PybUSznm2Jp03mKt7i+zPyPMZI0FtRF0URERESqrMaBJ2NMEnAO0AloA8QDp5eX31r7lrV2kLV2PHAb8AxwhjHmQ2PMk8aYUmWx1r5orU211qYmJyfXtKgiIiLiR9HEs53l5HIEgBVMJ8l936l8W1jCb+UEngrIpyOpXMozPi1rKBnKOH5lSrG0+UxhmHopEBERkRBSm6Z2JwMbrbV7rLV5wMfAsUCiq+kdQAqwzXshY0wbYKi19lPgz8DFQDpwUi3KIiIiIgHUj9Es40sAfmUyQ72CIzlk8hpX8SBDuY9BLGYq+eQylXuYz3vcx0B+5T2mci8vczmPcCyvcDmrmOmuNZVNBq/yBybRj0n0ZyEfBWQ/69IQLuA3viSfXAD2kkY625nHZB4glXvow1QmlbnsjTRyv17Ah7zKlQAcZg/PM5YHOYoHOYq1zPb7foiIiEjDVptR7TYDw40xccARnMDRAuAH4AKcke0mAFNLLPcAcI/rdSzOiHiFOH0/iYiISAg6ikv4gvsZwBi2soxjuYq1/ATAlzxET07kD7xKFuk83etbKQAAjsxJREFUxFB6czLncD9pLOAyngNgKveynRXcxc9EEcsqZrrX/wUPEEcT7uM3ADI5UOf7WNca0ZRODOU3pjGIc/iVKaRyEaP5O41oSiEFPM5JbGEZ7ehfpXVO5k+cwm104zj2sZknOY0HWennPREREZGGrMaBJ2vtPGPMh8AiIB9YDLwIfAlMMcY86Ep7pWgZY8wg17KLXEnvAr8BW4DHaloWERERCax29GcvacxjMv0YXWze73zLEj7jWx4HII9s9rG5zPUM5GyiiC2VvoLv+KNXs7N4knxY+uA1lHHMZwqDOIf5TGECr7CA95nFixSQz0F2sIMVVQ48reQ7drDCPZ3NIbLJIMarhpSIiIiIL9WmxhPW2klQqo73BmBoOfkXAxO9pp8CnqpNGURERCQ4DORsPuAO7mQmGexzp1ssN/ARrehRLP9G5pVaRzTxfi9nKBnIObzHbWxiEblkEU9TvuFx/sl84kniVa4kj+wyljTuV97zLYX8nblEElMHpRcRERGpXR9PIiIiIm7HchVnMYkU+hVL78tpzOBZLBaAzSwGIIYEsjlcpXX35hR+8BoMtyE0tQOIoRE9GMXrXMVQxpHNIaKJJ5YmHGQXvzGtzOUa05LtrKSQQhbziTu9N6cyg2fd05tZ4u9dEBERkQZOgScRERHxiaakcDK3lEofw90UkMe99Oce+vApdwPQg1HsYIW7c/GKjOGfZHKAe+jLvQxgFT/4ZR+C0TDGsYWlDGUc7RhAewZxNz15iUvpyrFlLjOWR3mWMTzKMTShtTt9HM+QxgIm0Z+76c2PvFBXuyEiIiINlLHWBroMVZKammoXLFgQ6GKI1MrhjfB+ZxjxOnSbEOjSiHgYYxZaa1MDXQ4JXsYY+zKh8Z8B4GoMoVRe8Y2rMVhrTeU5paHSNUXdeKUK38KJOkWL1CsVXU+oxpOIiIiIiIiIiPiFAk8iIiIiIiIiIuIXtRrVTkRERBqGmOiYwqtzTMjcsIqJieHqbLW4amhiomMKA10GERERKU6BJxEREalUdk52WKj0CwlgjCGUyiu+YUzoBEdFREQaCv04i4iIiIiIiIiIXyjwJCIiIj6xc+dOLrnkErp06cKQIUMYPXo0a9as8dn6Z86cyS+//OKz9YWKLVu2MGrUKHr37k2fPn14+umni81/4oknMMawd+9eAN555x369+9Pv379OOaYY1i6dGmV1iMiIiLiD2pqJ1JDOfvhwO/VWyZru3/KIiISaNZazjvvPCZMmMCUKVMAWLp0Kbt27aJ79+4+2cbMmTNp1KgRxxxzjE/WFyoiIiJ44oknGDx4MIcPH2bIkCGccsop9O7dmy1btvDtt9/Svn17d/5OnTrx448/kpSUxLRp07j22muZN29ehesRERER8RcFnkRq6McrYMuXNVs2opFvyyIiEmg//PADkZGRXHfdde60AQMGYK3lzjvvZNq0aRhj+Oc//8nFF1/MzJkzefzxx/niiy8AuOmmm0hNTeXKK6+kY8eOTJgwgc8//5y8vDw++OADYmJieOGFFwgPD+ftt9/m2Wef5fjjjw/U7tap1q1b07p1awASEhLo1asX27Zto3fv3tx222089thjnHPOOe783oG54cOHs3Xr1krXIyIiIuIvCjyJ1FDeYWjaH4b9p3rLhUVDi6P9UyYRkUBZvnw5Q4YMKZX+8ccfs2TJEpYuXcrevXs56qijGDFiRKXra968OYsWLeL555/n8ccf5+WXX+a6666jUaNG3HHHHf7YhZCQlpbG4sWLGTZsGFOnTqVt27YMGDCg3PyvvPIKZ5xxRoXrEREREfEnBZ5EaiG6KbQ5KdClEBEJXj///DPjxo0jPDycli1bcsIJJzB//nwaN25c4XLnn38+AEOGDOHjjz+ui6IGvYyMDMaOHctTTz1FREQEDz/8MN9++225+X/44QdeeeUVfv7553LXU9nnICIiIlJb6lxcREREaq1Pnz4sXLiwyvkjIiIoLCx0T2dnZxebHx0dDUB4eDj5+fm+KWQIy8vLY+zYsVx22WWcf/75rF+/no0bNzJgwAA6duzI1q1bGTx4MDt37gRg2bJlXH311UydOpVmzZqVux4RERERf1PgSURERGrtxBNPJCcnhxdffNGdtmzZMhITE3nvvfcoKChgz549zJo1i6FDh9KhQwdWrFhBTk4O6enpzJgxo9JtJCQkcPjwYX/uRlCy1jJx4kR69erF7bffDkC/fv3YvXs3aWlppKWlkZKSwqJFi2jVqhWbN2/m/PPP56233irWsXtZ6xERERHxNwWeREREpNaMMXzyySd89913dOnShT59+vC3v/2NSy+9lP79+zNgwABOPPFEHnvsMVq1akW7du246KKL6Nu3LxdddBGDBg2qdBtnnXUWn3zyCQMHDuSnn36qg70KDrNnz+att97i+++/Z+DAgQwcOJCvvvqq3Pz3338/+/bt44YbbmDgwIGkpqbWaD0iIiIivmCstYEuQ5WkpqbaBQsWBLoYIm5fngAmDEb/EOiSiNSeMWahtTY10OWQ4GWMsaHynwGcQFgolVd8w/W5m0CXQ4KXrinqxitV+BZO1ClapF6p6HpCNZ5ERERERERERMQvFHgSERERERERERG/iAh0AURERCT4xcTEFBpjQuaGVUxMDMaoxVVDExMTU1h5LhEREalLCjyJiIhIpbKzs8NCqc8k9fHUMIVScFRERKSh0I+ziIiIiIj4lDHmVWPMbmPMcq+0fxtjVhljlhljPjHGJJaz7OnGmNXGmHXGmLu80t9xLfuwV9o/jTHn+nNfRESkdhR4EhEREZ8wxjB+/Hj3dH5+PsnJyYwZMyaApaofVq9ezcCBA92Pxo0b89RTTxXL8+9//9s9v2/fvoSHh7N//362bNnCqFGj6N27N3369OHpp58OzE5IQ/M6cHqJtOlAX2ttf2AN8LeSCxljwoH/AmcAvYFxxpjexpj+wBHXskcZY5oYY1oDw6y1n/pvN0REpLbU1E5ERER8Ij4+nuXLl3PkyBFiY2OZPn06bdu2DXSx6oUePXqwZMkSAAoKCmjbti3nnXdesTx33nknd955JwCff/45Tz75JE2bNiUnJ4cnnniCwYMHc/jwYYYMGcIpp5xC796963o3pAGx1s4yxnQskfat1+Rc4IIyFh0KrLPWbgAwxkwBzgE+BWJdzSkjgQLgfmCSzwsvIiI+pRpPIiIi4jOjR4/myy+/BGDy5MmMGzfOPS8zM5OrrrqKoUOHMmjQIKZOnQpAWloaxx9/PIMHD2bw4MH88ssvAMycOZORI0dywQUX0LNnTy677DL12wTMmDGDLl260KFDh3LzeL/3rVu3ZvDgwQAkJCTQq1cvtm3bVidlFanAVcC0MtLbAlu8prcCba21K4E9wCLgc6ArEGatXVTZhowx1xpjFhhjFuzZs6f2JRcRkWpR4ElERER85pJLLmHKlClkZ2ezbNkyhg0b5p730EMPceKJJ/Lrr7/yww8/cOedd5KZmUmLFi2YPn06ixYt4r333uOWW25xL7N48WKeeuopVqxYwYYNG5g9e3YgdiuoTJkypVhAr6SsrCy+/vprxo4dW2peWloaixcvLva5iNQ1Y8w/gHzgneosZ6291Vo70Fr7BPAAcLcx5h/GmPeNMddUsNyL1tpUa21qcnJy7QovIiLVpsCTiIiI+Ez//v1JS0tj8uTJjB49uti8b7/9lkcffZSBAwcycuRIsrOz2bx5M3l5eVxzzTX069ePCy+8kBUrVriXGTp0KCkpKYSFhTFw4EDS0tLqeI+CS25uLp999hkXXnhhuXk+//xzjj32WJo2bVosPSMjg7Fjx/LUU0/RuHFjfxdVpEzGmCuBMcBltuwqjNuAdl7TKa4073WcAywEGgFdrLUXARcYY+L8UmgREakV9fEkIiIiPnX22Wdzxx13MHPmTPbt2+dOt9by0Ucf0aNHj2L57733Xlq2bMnSpUspLCwkJibGPS86Otr9Ojw8nPz8fP/vQBCbNm0agwcPpmXLluXmKatGVF5eHmPHjuWyyy7j/PPP93cxRcpkjDkd+AtwgrU2q5xs84FuxphOOAGnS4BLvdYRCdwKnAl0A4qCV+FAFFDeekVEJEBU40lERER86qqrrmLSpEn069evWPppp53Gs88+6+6nafHixQAcPHiQ1q1bExYWxltvvUVBQUGdlzlUlOw3q6SDBw/y448/cs4557jTrLVMnDiRXr16cfvtt9dFMUUwxkwG5gA9jDFbjTETgeeABGC6MWaJMeYFV942xpivAKy1+cBNwDfASuB9a+3vXqu+EXjDFbhaBsQZY34DFlpr0+to90REpBpU40kaPGvh8HooyKnecvmZEJngnzKJiISylJSUYv00Fbn77ru59dZb6d+/P4WFhXTq1IkvvviCG264gbFjx/Lmm29y+umnEx8fH4BSB7/MzEymT5/O//73P3faCy+8AMB1110HwCeffMKpp55a7D2cPXs2b731Fv369WPgwIEAPPzww6WaQor4krW2rAjpK+Xk3Q6M9pr+CviqnLxPeb22QPmRWBERCQomVEaHSU1NtQsWLAh0MaQe2jQVvju3ZsumnAGnlfm3SCS0GGMWWmtTA10OCV7GmHK6YwlOxhiNgNcAuT53E+hySPDSNUXdeKUK38KJOkWL1CsVXU+oxpM0eDn7neej/wux1RzopPlQ35dHREREREREpL5Q4EnEpd2ZkNAh0KUQERERERERqT/UubiIiIiIiIiIiPiFajyJiIhIpWJiYgqNMSFzwyomJgZj1NVPQxMTE1MY6DKIiIhIcQo8iYiISKWys7PDQqmzbnUu3jCFUnBURESkodCPs4iIiIiIiIiI+IUCTyIiIlIjxhjGjx/vns7Pzyc5OZkxY8ZUaz0jR46kaHjz0aNHk56e7sti1kurV69m4MCB7kfjxo156qmniuWx1nLLLbfQtWtX+vfvz6JFiwJTWBEREWnQ1NROREREaiQ+Pp7ly5dz5MgRYmNjmT59Om3btq3VOr/66isfla5+69GjB0uWLAGgoKCAtm3bct555xXLM23aNNauXcvatWuZN28e119/PfPmzQtAaUVERKQhU40nERERqbHRo0fz5ZdfAjB58mTGjRvnnpeZmclVV13F0KFDGTRoEFOnTgXgyJEjXHLJJfTq1YvzzjuPI0eOuJfp2LEje/fuBeDcc89lyJAh9OnThxdffNGdp1GjRvzjH/9gwIABDB8+nF27dtXFrgatGTNm0KVLFzp06FAsferUqVxxxRUYYxg+fDjp6ens2LEjQKUUERGRhkqBJxEREamxSy65hClTppCdnc2yZcsYNmyYe95DDz3EiSeeyK+//soPP/zAnXfeSWZmJv/3f/9HXFwcK1eu5L777mPhwoVlrvvVV19l4cKFLFiwgGeeeYZ9+/YBTkBr+PDhLF26lBEjRvDSSy/Vyb4GqylTphQL+BXZtm0b7dq1c0+npKSwbdu2uiyaiIiIiAJPIiIiUnP9+/cnLS2NyZMnM3r06GLzvv32Wx599FEGDhzIyJEjyc7OZvPmzcyaNcvdN1T//v3p379/met+5pln3LWatmzZwtq1awGIiopy9yM1ZMgQ0tLS/LeDQS43N5fPPvuMCy+8MNBFERERESmT+ngSERGRWjn77LO54447mDlzprtWEjidW3/00Uf06NGj2uucOXMm3333HXPmzCEuLs4duAKIjIzEGANAeHg4+fn5vtmREDRt2jQGDx5My5YtS81r27YtW7ZscU9v3bq11n1wiYiIiFSXajyJiIhIrVx11VVMmjSJfv36FUs/7bTTePbZZ7HWArB48WIARowYwbvvvgvA8uXLWbZsWal1Hjx4kKSkJOLi4li1ahVz5871816EppL9ank7++yzefPNN7HWMnfuXJo0aULr1q3ruIQiIiLS0CnwJCIiIrWSkpLCLbfcUir97rvvJi8vj/79+9OnTx/uvvtuAK6//noyMjLo1asX99xzD0OGDCm17Omnn05+fj69evXirrvuYvjw4X7fj1CTmZnJ9OnTOf/8891pL7zwAi+88ALgdPzeuXNnunbtyjXXXMPzzz8fqKKKiIhIA2aK7kIGu9TUVLtgwYJAF0PqoTWvwU9XwUVpkNCh0uwi9ZIxZqG1NjXQ5ZDgZYyxofKfAcAYQyiVV3zD9bmbQJdDgpeuKerGK1X4Fk7UKVqkXqnoekI1nkRERERERERExC/UubjUK/lZkJNevWVyDvilKCIiIiIiIiINngJPUm9YC+93hiO7arZ8eJRvyyMiUp/ExMQUGmNCpqZ0TEyMe+Q7aThiYmIKA10GERERKU6BJ6lXjuyCdmOg/VnVWy62JcRpoB8RkXJlZ2eHhVKfSerjqWEKpeCoiIhIQ6HAk9Q7zVOh57WBLoWIiIiIiIiI6K6QiIiI+IQxhvHjx7un8/PzSU5OZsyYMdVaT8eOHdm7d6+vi1fvpKenc8EFF9CzZ0969erFnDlzis231nLLLbfQtWtX+vfvz6JFiwJUUhEREWnIVONJREREfCI+Pp7ly5dz5MgRYmNjmT59Om3btg10seqtP/3pT5x++ul8+OGH5ObmkpWVVWz+tGnTWLt2LWvXrmXevHlcf/31zJs3L0ClFRERkYZKNZ5ERETEZ0aPHs2XX34JwOTJkxk3bpx73v79+zn33HPp378/w4cPZ9myZQDs27ePU089lT59+nD11VcX65vp7bffZujQoQwcOJA//vGPFBQU1O0OBamDBw8ya9YsJk6cCEBUVBSJiYnF8kydOpUrrrgCYwzDhw8nPT2dHTt2BKC0IiIi0pAp8CQiIiI+c8kllzBlyhSys7NZtmwZw4YNc8+bNGkSgwYNYtmyZTz88MNcccUVANx3330cd9xx/P7775x33nls3rwZgJUrV/Lee+8xe/ZslixZQnh4OO+8805A9ivYbNy4keTkZP7whz8waNAgrr76ajIzM4vl2bZtG+3atXNPp6SksG3btrouqoiIiDRwCjyJiIiIz/Tv35+0tDQmT57M6NGji837+eefufzyywE48cQT2bdvH4cOHWLWrFnuvqHOPPNMkpKSAJgxYwYLFy7kqKOOYuDAgcyYMYMNGzbU7Q4Fqfz8fBYtWsT111/P4sWLiY+P59FHHw10sURERERKqVXgyRiTaIz50Bizyhiz0hhztDGmqTFmujFmres5yZV3rDHmd2PMT8aYZq60LsaY93yxIyIiIhIczj77bO64445izexqwlrLhAkTWLJkCUuWLGH16tXce++9vilkiEtJSSElJcVdo+yCCy4o1Xl427Zt2bJli3t669at6nNLRERE6lxtazw9DXxtre0JDABWAncBM6y13YAZrmmAm4GjgP8Bl7rSHgT+WcsyiIiISBC56qqrmDRpEv369SuWfvzxx7ubys2cOZPmzZvTuHFjRowYwbvvvgs4HWIfOHAAgJNOOokPP/yQ3bt3A04fUZs2barDPQlerVq1ol27dqxevRpwaof17t27WJ6zzz6bN998E2stc+fOpUmTJrRu3ToQxRUREZEGrMaj2hljmgAjgCsBrLW5QK4x5hxgpCvbG8BM4K9AIRANxAF5xpjjgZ3W2rU1LYOIiIgEn5SUFG655ZZS6ffeey9XXXUV/fv3Jy4ujjfeeANw+n4aN24cffr04ZhjjqF9+/YA9O7dmwcffJBTTz2VwsJCIiMj+e9//0uHDh3qdH+C1bPPPstll11Gbm4unTt35rXXXuOFF14A4LrrrmP06NF89dVXdO3albi4OF577bUAl1hEREQaIuM9cky1FjRmIPAisAKnttNC4E/ANmttoiuPAQ5YaxONMacAjwLbgfHAB8Al1tr9FWzjWuBagPbt2w/RXU6piLXwahgMuhcGTwp0aURCizFmobU2NdDlkOBljLE1/c8QCMYYQqm84huuz90EuhwSvFJTU+2CBQsCXYx675UqfAsn6hQtUq9UdD1Rm6Z2EcBg4P+stYOATDzN6gBw/UO1rtfTrbVDrLVnAecAXwHdXX1EvWSMiSu5AWvti9baVGttanJyci2KKiIiIiIiIiIida02gaetwFZr7TzX9Ic4gahdxpjWAK7n3d4LuQJMVwL/Be4DJgA/A5fVoiwiIiIiIiIiIhJkahx4stbuBLYYY3q4kk7CaXb3GU4wCdfz1BKL3gk8Y63NA2JxakQV4vT9JCIiIiIiIc4Y86oxZrcxZrlXWpmjX5ex7ARXnrXGmAmutGhjzNfGmOXGmBu88r5ojBns/z0SEZGaqnHn4i43A+8YY6KADcAfcIJZ7xtjJgKbgIuKMhtj2gBDrbX3uZKeBeYD6cC5tSyLiIiI+ElMTEyhMaa2o+HWmZiYGJyuJqUhiYmJKQx0GcTtdeA54E2vtKLRrx81xtzlmv6r90LGmKbAJCAV5wb1QmPMZ8DxOK0kHgZmA88bYwYA4dbaRX7eFxERqYVaBZ6stUtwfhRKOqmc/NuBM72mP8DpZFxERESCWHZ2dlgoddatzsUbplAKjtZ31tpZxpiOJZLLG/3a22nA9KIBiIwx04HTcW5UxwGRQFFU+QHgOt+WXEREfK22NZ5E/GLPr7Dureoto+sLERERkaDW0lq7w/V6J9CyjDxtgS1e01tdaR8AlwNzgX8bY84GFrlubFeoxEjZNS+9iIjUiAJPEpRWPg9r34ToMlv+ly8mGZoN9EuRRESkhh566CHeffddwsPDCQsL43//+x9z5szh2muvJS6udBePr7/+OgsWLOC5554LQGmDW0FBAampqbRt25Yvvvii2LzNmzczYcIE0tPTKSgo4NFHH2X06NHF5vfu3Zt7772XO+64o66LLlKMtdYaY6p829Bamw9cCmCMiQS+Ac4xxvwHaA+8aa39rJxlXwReBEhNTdWtShGROqbAkwQla6FRB7h4Y6BLIiIitTFnzhy++OILFi1aRHR0NHv37iU3N5eLL76Y8ePHlxl4kvI9/fTT9OrVi0OHDpWa9+CDD3LRRRdx/fXXs2LFCkaPHk1aWpp7/u23384ZZ5xRh6UVKWWXMaa1tXZHWaNfu2zD0xwPIAWnSZ63G3D6jhoOHAQuBr7HGeRIRESCjNrBi4iIiN/s2LGD5s2bEx0dDUDz5s358MMP2b59O6NGjWLUqFEAvPbaa3Tv3p2hQ4cye/bsQBY5aG3dupUvv/ySq6++usz5xhh3QOrgwYO0adPGPe/TTz+lU6dO9OnTp07KKlKOyka/Bqcm06nGmCTXqHenutIAcKWNwQk8xeGMjm1xRssWEZEgpMCTiIiI+M2pp57Kli1b6N69OzfccAM//vgjt9xyC23atOGHH37ghx9+YMeOHUyaNInZs2fz888/s2LFikAXOyjdeuutPPbYY4SFlf337d577+Xtt98mJSWF0aNH8+yzzwKQkZHBv/71LyZNmlSXxZUGzhgzGZgD9DDGbHWNeP0ocIoxZi1wsmsaY0yqMeZlAFen4g/gjHw9H7i/qKNxl3uAh6y1hTgBqeOB34Bq9g4qIiJ1RU3tRERExG8aNWrEwoUL+emnn/jhhx+4+OKLefTRR4vlmTdvHiNHjiQ5ORmAiy++mDVr1gSiuEHriy++oEWLFgwZMoSZM2eWmWfy5MlceeWV/PnPf2bOnDlcfvnlLF++nHvvvZfbbruNRo0a1W2hpUGz1o4rZ1ap0a+ttQuAq72mXwVeLWe9t3m9zsapESU+9IqpPM9E9ZQlItWgwJOIiIj4VXh4OCNHjmTkyJH069ePN954I9BFCjmzZ8/ms88+46uvviI7O5tDhw4xfvx43n77bXeeV155ha+//hqAo48+muzsbPbu3cu8efP48MMP+ctf/kJ6ejphYWHExMRw0003BWp3REREpAFRUzsRERHxm9WrV7N27Vr39JIlS+jQoQMJCQkcPnwYgGHDhvHjjz+yb98+8vLy+OCDDwJV3KD1yCOPsHXrVtLS0pgyZQonnnhisaATOMPEz5gxA4CVK1eSnZ1NcnIyP/30E2lpaaSlpXHrrbfy97//XUEnERERqTOq8SQiIiJ+k5GRwc0330x6ejoRERF07dqVF198kcmTJ3P66ae7+3q69957Ofroo0lMTGTgwIGBLnbIuOeee0hNTeXss8/miSee4JprruHJJ5/EGMPrr7+OMVVoMyMiIiLiR8ba0Gigm5qaahcsWBDoYkgd+XEC7JwFF28MdElEGgZjzEJrbWqgyyHByxhjQ+U/AzgjvIVSecU3XJ+7om1SLl1TVM4XfTypnyiRhqei6wk1tRMREREREREREb9Q4ElERERERERERPxCfTyJiIhIpWJiYgqNMSFzwyomJkb9GzVAMTExhYEug4iIiBSnwJOIiIhUKjs7OyyU+kxSH08NUygFR0VERBoK/TiLiIiIiIiIiIhfKPAk/9/encdpPe//H3+8pkmjIoXoNBGKFmVkKOspToswDqGStbJkJ9tByLF0/CzZs0TpUMhSXyrhlO2oTDWKLKGh7SQUUml7/f74fGZcM83yuWaua5bmeb/d5tbn+izvz+t6X1czc73m/X69RUREkqZLly68+eabBfYNHz6cQYMGVVJE1cfixYvp0qULbdq0oW3btjzwwAMADBkyhPbt25ORkUG3bt1YtmxZsW38+uuvpKenc8kll+Tv69GjBwcccABt27blwgsvZPPmzUl/LiIiIlJzKfEkIiIiSdO3b1/GjRtXYN+4cePo27dvqdfW9IRIamoq9957LwsWLGDGjBk88sgjLFiwgGuuuYZ58+aRk5PD8ccfz2233VZsG0OGDOGoo44qsO/FF1/kk08+4dNPP2XlypW89NJLyX4qIiIiUoMp8SQiIiJJc8opp/DGG2+wYcMGAHJzc1m2bBljx44lMzOTtm3bcsstt+Sf37x5c6677jo6dOhQ4xMiTZo0oUOHDgDssMMOtG7dmqVLl7Ljjjvmn/P7778XW0R99uzZrFixgm7duhXYn3f9pk2b2LBhg4qwi4iISFIp8SQiIiJJ06hRIw455BAmT54MBKOdTjvtNO644w6ys7OZN28e7777LvPmzcu/Zuedd2bOnDn06dOnssKucnJzc5k7dy4dO3YE4MYbb6RZs2Y899xzRY542rJlC4MHD+aee+4psr3u3bvTuHFjdthhB0455ZSkxi4iIiI1mxJPIiIiklSx0+3yptm9+OKLdOjQgQMPPJDPPvuMBQsW5J/fu3fvygq1SlqzZg29evVi+PDh+aOV7rjjDhYvXky/fv14+OGHt7rm0UcfpWfPnqSnpxfZ5ptvvsny5cv5448/+M9//pPU+EVERKRmU+JJREREkurEE0/knXfeYc6cOaxdu5ZGjRpxzz338M477zBv3jyOO+441q9fn39+vXr1KjHaqmXjxo306tWLfv36cfLJJ291vF+/frz88stb7f/oo494+OGHad68OVdffTXPPvss119/fYFz0tLSOPHEE5kwYULS4hcRERFR4klERESSqn79+nTp0oX+/fvTt29ffv31V+rVq0eDBg1YsWJF/jQ8KcjdGTBgAK1bt+aqq67K379w4cL87QkTJtCqVautrn3uuef4/vvvyc3N5Z577uGss85i2LBhrFmzhuXLlwNBjac33nijyOtFREREEiW1sgMQERGRbV/fvn056aSTGDduHK1ateLAAw+kVatWNGvWjMMPP7yyw6uSPvzwQ8aMGUO7du3IyMgA4M4772TkyJF8+eWXpKSksOeeezJixAgAsrOzGTFiBE899VSxbf7+++9kZWXxxx9/sGXLFrp06cKFF15YEU9HREREaihz98qOIZLMzEzPzs6u7DCkgrx7NvzvPei9qLIjEakZzGy2u2dWdhxSdZmZV5ffGQDMjOoUryRG+LprmT4plj5TlG5khP9BA0r59pqINkSkeinp84RGPElSrVsJ750NG9fEd90vX0Jq3eTEJCIiIiIiIiIVQ4knSapVn8KSydAoA+o0jH5dw7bQ5OikhSUiIiIiIiIiFUCJJ6kQnYZDk79WdhQiIlJWaWlpW8ys2ixKkpaWhplmXNU0aWlpWyo7BhERESlIiScREREp1fr161OqU80k1XiqmapTclRERKSm0A9nERERERERERFJCiWeREREJGnMjDPOOCP/8aZNm9h11105/vjjAZg4cSLDhg2rrPCqtSlTprDffvvRokWLIvvwjz/+oHfv3rRo0YKOHTuSm5tb8UGKiIhIjafEk4iIiCRNvXr1+PTTT1m3bh0Ab731Fk2bNs0/npWVxfXXX19Z4VVbmzdv5uKLL2by5MksWLCAsWPHsmDBggLnjBw5koYNG/L1119z5ZVXct1111VStCIiIlKTKfEkIiIiSdWzZ0/eeOMNAMaOHUvfvn3zj40aNYpLLrkEgHPOOYfLLruMww47jL333pvx48dXSrzVwaxZs2jRogV777032223HX369GHChAkFzpkwYQJnn302AKeccgrvvPOO6l6JiIhIhVPiSURERJKqT58+jBs3jvXr1zNv3jw6duxY7LnLly/ngw8+4PXXX9dIqBIsXbqUZs2a5T9OT09n6dKlxZ6TmppKgwYN+Omnnyo0ThERERElnkRERCSp2rdvT25uLmPHjqVnz54lnvv3v/+dlJQU2rRpw4oVKyooQhERERFJFiWeREREJOmysrK4+uqrC0yzK0qdOnXytzUtrHhNmzZl8eLF+Y+XLFlSoHZW4XM2bdrEL7/8ws4771yhcYqIiIgo8SQiIiJJ179/f2655RbatWtX2aFsEw4++GAWLlzIokWL2LBhA+PGjSMrK6vAOVlZWYwePRqA8ePHc/TRR2NmlRGuiIiI1GCplR2AiIiIbPvS09O57LLLKjuMbUZqaioPP/ww3bt3Z/PmzfTv35+2bdty8803k5mZSVZWFgMGDODMM8+kRYsWNGrUiHHjxlV22CIiIlIDWXUZxp6ZmenZ2dmVHYbEadk0mHw09JwOTf5a2dGISHHMbLa7Z1Z2HFJ1mZlXl98ZAMxMU/VqoPB117AuKZY+U5RuZIT/QQNK+faaiDZEpHop6fOEptqJiIiIiEiFMbMrzewzM/vUzMaaWVqh43XM7AUz+9rMZppZ83D/4WY2z8yyzaxluG8nM5tqZvpcIyJSRekbtIiIiIiIVAgzawpcBmS6+/5ALaBPodMGAKvcvQVwP/CvcP9goCdwBXBhuO8m4E5335Lk0EVEpIyUeBIRERERkYqUCmxvZqlAXWBZoeMnAqPD7fHAMRZUxt8Ynl8X2Ghm+wDN3H16hUQtIiJlouLiIiIiUqq0tLQt1WkqS1pamlZwq4HS0tI06qWKc/elZnYP8D2wDpjq7lMLndYUWByev8nMfgF2Bu4Cng2vOxO4h2DEU4nM7HzgfIA99tgjQc9ERESiUuJJRERESrV+/fqU6lSsW8XFa6bqlBytqcysIcGIpr2A1cBLZnaGu/+7tGvdPQfoFLZzFLA82LQXCEZDDXb3FUVc9wTwBATFxRPzTEREJCr9cBYRERERkYryN2CRu690943AK8Bhhc5ZCjQDCKfjNQB+yjsYTru7CfgncAtwLfAkQe0oERGpYpR4EhERkYRavHgxXbp0oU2bNrRt25YHHngAgFtvvZWmTZuSkZFBRkYGkyZNAuDDDz+kffv2ZGZmsnDhQgBWr15Nt27d2LJFM6eK07x5c9q1a0dGRgaZmVuvXuzuXHbZZbRo0YL27dszZ86cSohSZCvfA53MrG6YQDoG+LzQOROBs8PtU4D/eMEhjGcBk9z9Z4J6T1vCr7pJjVxERMpEU+1EREQkoVJTU7n33nvp0KEDv/32GwcddBBdu3YF4Morr+Tqq68ucP69997LpEmTyM3NZcSIEdx7773cfvvt3HDDDaSk6G9kJZk2bRq77LJLkccmT57MwoULWbhwITNnzmTQoEHMnDmzgiMUKcjdZ5rZeGAOsAmYCzxhZrcB2e4+ERgJjDGzr4GfiVn1zszqAucA3cJd9wGTgA3A6RX1PEREJDolnkRERCShmjRpQpMmTQDYYYcdaN26NUuXLi32/Nq1a7N27VrWrl1L7dq1+eabb1i8eDGdO3euoIi3TRMmTOCss87CzOjUqROrV69m+fLl+a+NSGVx91sIpsjFujnm+Hrg1GKuXQt0iXn8PtAuCWFWSyNLWVNhgCpciUgl0J8RRUREJGlyc3OZO3cuHTt2BODhhx+mffv29O/fn1WrVgHwj3/8g7POOou77rqLSy65hBtvvJHbb7+9MsOuFsyMbt26cdBBB/HEE09sdXzp0qU0a9Ys/3F6enqJCUARERGRZFDiSURERJJizZo19OrVi+HDh7PjjjsyaNAgvvnmG3JycmjSpAmDBw8GICMjgxkzZjBt2jS+/fZbmjRpgrvTu3dvzjjjDFas2GqRKgE++OAD5syZw+TJk3nkkUd47733KjskERERka0o8SQiIiIJt3HjRnr16kW/fv04+eSTAdhtt92oVasWKSkpnHfeecyaNavANe7O7bffzpAhQxg6dCh333035513Hg8++GBlPIUqr2nTpgA0btyYk046aav+bNq0KYsXL85/vGTJkvxrRERERCqKEk8iIiKSUO7OgAEDaN26NVdddVX+/uXLl+dvv/rqq+y///4Frnv22Wfp2bMnjRo1Yu3ataSkpJCSksLatWsrLPbq4vfff+e3337L3546depW/ZmVlcWzzz6LuzNjxgwaNGig+k4iIiJS4VRcXERERBLqww8/ZMyYMbRr146MjAwA7rzzTsaOHUtOTg5mRvPmzXn88cfzr1m7di2jRo1i6tSpAFx11VX07NmT7bbbjueff74ynkaVtmLFCk466SQANm3axOmnn06PHj0YMWIEABdeeCE9e/Zk0qRJtGjRgrp16/LMM89UZsgiIiJSQynxJCIiIgl1xBFH4L710kk9e/Ys9pq6desybdq0/MdHHnkk8+fPT0p824K9996bTz75ZKv9F154Yf62mfHII49UZFgiIiIiW9FUOxERERERERERSQqNeJLIPr4elv0nvms2/pqcWERERERERESk6lPiSSL7Ziz4ZmjUPvo1abtAowPiu0ZERKqetLS0LWZWbUZKp6WlYWaVHYZUsLS0tC2VHYOIiIgUVO7Ek5nVArKBpe5+vJntBYwDdgZmA2e6+wYzuxS4APge+Hu47wigl7tfWd44pGI07QpHqTapiEiNs379+pSi6jZVVWZWZJ0p2bZVp+SoiIhITZGIH86XA5/HPP4XcL+7twBWAQPC/f2A9sB/ge4W/BlyCPDPBMQgIiIiIiIiIiJVTLkST2aWDhwHPBU+NuBoYHx4ymjg73mnA7WBusBG4Axgsrv/XJ4YREREpOr58ssvycjIyP/acccdGT58OLfeeitNmzbN3z9p0iQAPvzwQ9q3b09mZiYLFy4EYPXq1XTr1o0tWzR7CqB///40btyY/fffP3/fNddcQ6tWrWjfvj0nnXQSq1evLvLaKVOmsN9++9GiRQuGDRtWQRGLiIiIlH/E03DgWiDvN8KdgdXuvil8vARoGm4/DMwA9gA+BM4FSlzj18zON7NsM8teuXJlOUMVERGRirLffvuRk5NDTk4Os2fPpm7dupx00kkAXHnllfnHevbsCcC9997LpEmTGD58OCNGjADg9ttv54YbbiAlRbOnAM455xymTJlSYF/Xrl359NNPmTdvHvvuuy933XXXVtdt3ryZiy++mMmTJ7NgwQLGjh3LggULKipsERERqeHK/JucmR0P/ODus6Oc7+5j3P1Adz8DuBJ4EDjWzMab2f1Fzcl39yfcPdPdM3fdddeyhioiIiKV6J133mGfffZhzz33LPac2rVrs3btWtauXUvt2rX55ptvWLx4MZ07d664QKu4o446ikaNGhXY161bN1JTg5KdnTp1YsmSJVtdN2vWLFq0aMHee+/NdtttR58+fZgwYUKFxCwiIiJSnj8hHg5kmVkuQTHxo4EHgJ3MLK9oeTqwNPYiM/sLcIi7vwYMBnoDq4FjyhGLiIiIVFHjxo2jb9+++Y8ffvhh2rdvT//+/Vm1ahUA//jHPzjrrLO46667uOSSS7jxxhu5/fbbKyvkaunpp5/m2GOP3Wr/0qVLadasWf7j9PR0li5dutV5IiIiIslQ5sSTu//D3dPdvTnQB/iPu/cDpgGnhKedDRT+k9o/gZvD7e0BJ5iqV7essYiIiEjVtGHDBiZOnMipp54KwKBBg/jmm2/IycmhSZMmDB48GICMjAxmzJjBtGnT+Pbbb2nSpAnuTu/evTnjjDNYsWJFZT6NKu+OO+4gNTWVfv36VXYoIiIiIgUko2jCdcBVZvY1Qc2nkXkHzOxAAHefE+56HphPMHpqCiIiIrJNmTx5Mh06dGC33XYDYLfddqNWrVqkpKRw3nnnMWvWrALnuzu33347Q4YMYejQodx9992cd955PPjgg5URfrUwatQoXn/9dZ577jmCdV4Katq0KYsXL85/vGTJEpo2bbrVeSIiIiLJkFr6KaVz9+nA9HD7W+CQYs6bCwyIeTycoEC5iIiIbIPGjh1bYJrd8uXLadKkCQCvvvpqgRXaAJ599ll69uxJo0aNWLt2LSkpKaSkpLB27doKjbu6mDJlCnfffTfvvvsudesWPXj84IMPZuHChSxatIimTZsybtw4nn/++QqOVERERGqqhCSeRERERAr7/fffeeutt3j88cfz91177bXk5ORgZjRv3rzAsbVr1zJq1CimTp0KwFVXXUXPnj3ZbrvtlCgB+vbty/Tp0/nxxx9JT09n6NCh3HXXXfzxxx907doVCAqMjxgxgmXLljFw4EAmTZpEamoqDz/8MN27d2fz5s3079+ftm3bVvKzERERkZrC3L2yY4gkMzPTs7OzKzuMGm3cnvCXo+GoZyo7EhFJNDOb7e6ZlR2HVF1m5tXldwYAM6M6xSuJEb7uW883FAlt658pRpby7h8Q4dtiaW1EaScRbYhI9VLS54lk1HgSERERERERERFR4klERERERERERJJDiScREREREREREUkKFRcXERGRUqWlpW0xs2rzB6u0tDTMVOqnpklLS9tS2TGIiIhIQUo8iYiISKnWr1+fUp2Kdau4eM1UnZKjIiIiNYV+OIuIiIiIiIiISFIo8SQiIiIJZ2acccYZ+Y83bdrErrvuyvHHH1+JUVVvixcvpkuXLrRp04a2bdvywAMPADBkyBDat29PRkYG3bp1Y9myZUVeP3r0aFq2bEnLli0ZPXp0RYYuIiIiNZgSTyIiIpJw9erV49NPP2XdunUAvPXWWzRt2rSSo6reUlNTuffee1mwYAEzZszgkUceYcGCBVxzzTXMmzePnJwcjj/+eG677batrv35558ZOnQoM2fOZNasWQwdOpRVq1ZVwrMQERGRmkaJJxEREUmKnj178sYbbwAwduxY+vbtm39s1qxZHHrooRx44IEcdthhfPnllwDcf//99O/fH4D58+ez//77s3bt2ooPvgpq0qQJHTp0AGCHHXagdevWLF26lB133DH/nN9//73IoupvvvkmXbt2pVGjRjRs2JCuXbsyZcqUCotdREREai4lnkRERCQp+vTpw7hx41i/fj3z5s2jY8eO+cdatWrF+++/z9y5c7ntttu44YYbALj88sv5+uuvefXVVzn33HN5/PHHqVu3bmU9hSorNzeXuXPn5vfpjTfeSLNmzXjuueeKHPG0dOlSmjVrlv84PT2dpUuXVli8IiIiUnMp8SQiIiJJ0b59e3Jzcxk7diw9e/YscOyXX37h1FNPZf/99+fKK6/ks88+AyAlJYVRo0Zx5pln8te//pXDDz+8MkKv0tasWUOvXr0YPnx4/minO+64g8WLF9OvXz8efvjhSo5QRERE5E+plR2AiIiIbLuysrK4+uqrmT59Oj/99FP+/iFDhtClSxdeffVVcnNz6dy5c/6xhQsXUr9+/WKLZNdkGzdupFevXvTr14+TTz55q+P9+vWjZ8+eDB06tMD+pk2bMn369PzHS5YsKdDnIiJSvJFbz2DeygBPfhwi1ZVGPImIiEjS9O/fn1tuuYV27doV2P/LL7/kFxsfNWpUgf2XXXYZ7733Hj/99BPjx4+vyHCrNHdnwIABtG7dmquuuip//8KFC/O3J0yYQKtWrba6tnv37kydOpVVq1axatUqpk6dSvfu3SskbpHCzGwnMxtvZl+Y2edmdmih42ZmD5rZ12Y2z8w6hPv3M7PZ4b5Dw32pZva2mWlOrohIFaURTyIiIpI06enpXHbZZVvtv/baazn77LO5/fbbOe644/L3X3nllVx88cXsu+++jBw5ki5dunDUUUfRuHHjigy7Svrwww8ZM2YM7dq1IyMjA4A777yTkSNH8uWXX5KSksKee+7JiBEjAMjOzmbEiBE89dRTNGrUiCFDhnDwwQcDcPPNN9OoUaPKeioiDwBT3P0UM9sOKJw0OhZoGX51BB4L/70AuBzIDdvoBQwC/u3uWoVAqrRtbdRUac+nOj0XST5zrx7viMzMTM/Ozq7sMGq0cXvCX46Go56p7EhEJNHMbLa7Z1Z2HFJ1mZlXl98ZAMyM6hSvJEb4ukf4eCeVxcwaADnA3sV9UzGzx4Hp7j42fPwl0Bm4AniHIPF0G3Ah8CLQw923RLn/tv6ZIhHJgEQkSGpakgXUJ4VVp+ciiVHS5wmNeBIRERERkYqyF7ASeMbMDgBmA5e7++8x5zQFFsc8XhLuewR4FqhDMPppCHBnaUknMzsfOB9gjz32SNDTEBGRqFTjSUREREREKkoq0AF4zN0PBH4Hro9yobt/7+6d3f1QYC2QDnxuZmPM7AUz27eY655w90x3z9x1110T9DRERCQqjXgSERGRUqWlpW0xs2rzB6u0tDTMNOOqpklLS4s03Uoq1RJgibvPDB+PZ+vE01KgWczj9HBfrDuAm4DLgKcIpt/dCfRLcLwiIlJOSjzVQFs2wc+fgG+O87o/khOPiIhUfevXr0+pTjWTVOOpZqpOydGayt3/Z2aLzWw/d/8SOAZYUOi0icAlZjaOoKj4L+6+PO+gmf0VWObuC8PV7LaEX1rZTkSkClLiqQb67EGYNbhs16bWS2wsIiIiIlLjXAo8F65o9y1wrpldCODuI4BJQE/ga4IpdefmXWjBUMabgN7hrieA5wg+1wyqqCcgIiLRKfFUA238Jfi32xvxX9v4sMTGIiIi26bXXnuNk046ic8//5xWrVpVdjhV0urVqxk4cCCffvopZsbTTz/N8OHD+fLLL/OP77TTTuTk5JCbm0vr1q3Zb7/9AOjUqRMjRowAYMOGDVxyySVMnz6dlJQU7rjjDnr16sV9993HU089RWpqKrvuuitPP/00e+65Z7HxZGVl8e233/Lpp58C0Lt37yJjESkvd88BCq98NCLmuAMXF3OtA11jHn9OUDNKRESqKCWearBmPSs7AhER2VaNHTuWI444grFjxzJ06NACxzZt2kRqqn4Fufzyy+nRowfjx49nw4YNrF27lhdeeCH/+ODBg2nQoEH+43322afIxM8dd9xB48aN+eqrr9iyZQs///wzAAceeCDZ2dnUrVuXxx57jGuvvbZA+7FeeeUV6tevX2BfSbGIiIiIRKV58CIiIpJQa9as4YMPPmDkyJGMGzcOgOnTp3PkkUeSlZVFmzZt2Lx5M9dccw0HH3ww7du35/HHH8+/9phjjqFDhw60a9eOCRMmVOZTSZpffvmF9957jwEDBgCw3XbbsdNOO+Ufd3defPFF+vbtW2pbTz/9NP/4xz8ASElJYZdddgGgS5cu1K0blLzp1KkTS5YsKfL6NWvWcN9993HTTTcVeTyeWEREREQKU+JJREREEmrChAn06NGDfffdl5133pnZs2cDMGfOHB544AG++uorRo4cSYMGDfj444/5+OOPefLJJ1m0aBFpaWm8+uqrzJkzh2nTpjF48OBtskj4okWL2HXXXTn33HM58MADGThwIL///nv+8ffff5/ddtuNli1bFrjmwAMP5K9//Svvv/8+EEyBAxgyZAgdOnTg1FNPZcWKFVvdb+TIkRx77LFFxjJkyBAGDx6cn6QqrKhYRERERKJS4klEREQSauzYsfTp0weAPn36MHbsWAAOOeQQ9tprLwCmTp3Ks88+S0ZGBh07duSnn35i4cKFuDs33HAD7du3529/+xtLly4tMpFS3W3atIk5c+YwaNAg5s6dS7169Rg2bFj+8bFjxxYYYdSkSRO+//575s6dy3333cfpp5/Or7/+yqZNm1iyZAmHHXYYc+bM4dBDD+Xqq68ucK9///vfZGdnc80112wVR05ODt988w0nnXRSsbEWjkVEpDoZaSV/iUjyqcCCiIiIJMzPP//Mf/7zH+bPn4+ZsXnzZsyM4447jnr1/lwa1d156KGH6N69e4HrR40axcqVK5k9eza1a9emefPmrF+/vqKfRtKlp6eTnp5Ox44dATjllFPyE0+bNm3ilVdeyR8pBlCnTh3q1KkDwEEHHcQ+++zDV199xUEHHUTdunU5+eSTATj11FMZOXJk/nVvv/02d9xxB++++27+9bE++ugjsrOzad68OZs2beKHH36gc+fOTJ8+vdhYREREROKhEU8iIiKSMOPHj+fMM8/ku+++Izc3l8WLF7PXXnvlTw3L0717dx577DE2btwIwFdffcXvv//OL7/8QuPGjalduzbTpk3ju+++q4ynkXS77747zZo1y1817p133qFNmzZAkCxq1aoV6enp+eevXLmSzZs3A/Dtt9+ycOFC9t57b8yME044IT9RFNvO3LlzueCCC5g4cSKNGzcuMo5BgwaxbNkycnNz+eCDD9h3333z2youFhEREZF4aMSTiIiIJMzYsWO57rrrCuzr1asXjz32GPvss0/+voEDB5Kbm0uHDh1wd3bddVdee+01+vXrxwknnEC7du3IzMykVatWFf0UKsxDDz1Ev3792LBhA3vvvTfPPPMMAOPGjdtqatt7773HzTffTO3atUlJSWHEiBE0atQIgH/961+ceeaZXHHFFey666757VxzzTWsWbOGU089FYA99tiDiRMnApCRkVHkCnmFFRWLiEhFiDINbsC2VwJQZJtk1aVgZ2ZmpmdnZ1d2GNuEObfA3Nv0jVpE/mRms909s7LjkKrLzLy6/M4AYGbbZFFyKVn4uqtqixRrW/9MUVqyJsrv/4lI+FSVNqK0U536pCpJRL/KtqWkzxOaaiciIiIiIiIiIkmhxJOIiIiIiIiIiCSFajyJiIiIiIiIVHHb2nQ9qTmUeBIREZFSpaWlbTGzajNSOi0tDTOV+qlp0tLStlR2DCIiIlKQEk8iIiJSqvXr16dUp2LdKi5eM1Wn5KiIiEhNoR/OIiIiIiIiIiKSFEo8iYiISELdcccdtG3blvbt25ORkcHMmTMZPnw4a9eujbutUaNGsWzZsiREGVi8eDFdunShTZs2tG3blgceeCD/2M8//0zXrl1p2bIlXbt2ZdWqVQA899xztG/fnnbt2nHYYYfxySef5F8zZcoU9ttvP1q0aMGwYcOKve/o0aNp2bIlLVu2ZPTo0fn7b7zxRpo1a0b9+vVLjHv27Nm0a9eOFi1acNlll+WP7nrppZdo27YtKSkplLRkfHH3z5OVlcX+++9fYgwff/wxqampjB8/PnK7UHy/ujuXXXYZLVq0oH379syZM6fE+4uIiEj1oMSTiIiIJMxHH33E66+/zpw5c5g3bx5vv/02zZo1K1PiafPmzUlPPKWmpnLvvfeyYMECZsyYwSOPPMKCBQsAGDZsGMcccwwLFy7kmGOOyU8k7bXXXrz77rvMnz+fIUOGcP755+fHe/HFFzN58mQWLFjA2LFj89uK9fPPPzN06FBmzpzJrFmzGDp0aH7y5YQTTmDWrFmlxj1o0CCefPJJFi5cyMKFC5kyZQoA+++/P6+88gpHHXVUsdeWdH+AV155pdTE1+bNm7nuuuvo1q1b5HbzFNevkydPzn8+TzzxBIMGDSq1H0RERKTqU+JJREREEmb58uXssssu1KlTB4BddtmF8ePHs2zZMrp06UKXLl2AIHGSmZlJ27ZtueWWW/Kvb968Oddddx0dOnRg7NixZGdn069fPzIyMli3bl3C423SpAkdOnQAYIcddqB169YsXboUgAkTJnD22WcDcPbZZ/Paa68BcNhhh9GwYUMAOnXqxJIlSwCYNWsWLVq0YO+992a77bajT58+TJgwYat7vvnmm3Tt2pVGjRrRsGFDunbtmp846tSpE02aNCkx5uXLl/Prr7/SqVMnzIyzzjorP7bWrVuz3377lXh9Sfdfs2YN9913HzfddFOJbTz00EP06tWLxo0bR2o3VnH9OmHCBM466yzMjE6dOrF69WqWL19eYhwiIiJS9SnxJCIiIgnTrVs3Fi9ezL777stFF13Eu+++y2WXXcZf/vIXpk2bxrRp04BgOl52djbz5s3j3XffZd68eflt7LzzzsyZM4czzjiDzMxMnnvuOXJycth+++2TGntubi5z586lY8eOAKxYsSI/CbT77ruzYsWKra4ZOXIkxx57LABLly6lWbNm+cfS09Pzk1ixop5XnKVLl5Kenl6u64u7/5AhQxg8eDB169YtcM2IESMYMWJE/vWvvvrqViOSSmp34MCB+VP/iuvX8vaLiIiIVE1a1U5EREQSpn79+syePZv333+fadOm0bt37yJrHb344os88cQTbNq0ieXLl7NgwQLat28PQO/evSs6bNasWUOvXr0YPnw4O+6441bHzQwzK7Bv2rRpjBw5kg8++KCiwkyqnJwcvvnmG+6//35yc3MLHLvwwgvzt6+44gr+9a9/kZIS/e+XTz31VJH7i+pXERER2bYo8SQiIiIJVatWLTp37kznzp1p167dVkWmFy1axD333MPHH39Mw4YNOeecc1i/fn3+8Xr16lVovBs3bqRXr17069ePk08+OX//brvtxvLly2nSpAnLly8vMK1s3rx5DBw4kMmTJ7PzzjsD0LRpUxYvXpx/zpIlS2jatCkzZ87kggsuAOC2226jadOmTJ8+vcB5nTt3Lja+zZs3c9BBBwFB0e9BgwblT++LvU9Uxd3/o48+Ijs7m+bNm7Np0yZ++OEHOnfuXOBcgOzsbPr06QPAjz/+yKRJk0hNTY38vIrr1+L6T6SmGFlKDnaAV0wcIiKJpql2IiIikjBffvklCxcuzH+ck5PDnnvuyQ477MBvv/0GwK+//kq9evVo0KABK1asYPLkycW2F3tdMrg7AwYMoHXr1lx11VUFjmVlZeUnzUaPHs2JJ54IwPfff8/JJ5/MmDFj2HffffPPP/jgg1m4cCGLFi1iw4YNjBs3jqysLDp27EhOTg45OTlkZWXRvXt3pk6dyqpVq1i1ahVTp06le/fuxcZYq1at/Otvu+02mjRpwo477siMGTNwd5599tn82KIo7v6DBg1i2bJl5Obm8sEHH7DvvvtulXSCIHGYm5tLbm4up5xyCo8++ih///vfIz+v4vo1KyuLZ599FndnxowZNGjQoNR6VyIiIlL1acSTiIiIJMyaNWu49NJLWb16NampqbRo0YInnniCsWPH0qNHj/xaTwceeCCtWrWiWbNmHH744cW2d84553DhhRey/fbb89FHHyW8ztOHH37ImDFjaNeuHRkZGQDceeed9OzZk+uvv57TTjuNkSNHsueee/Liiy8Cwailn376iYsuuggIVsbLzs4mNTWVhx9+mO7du7N582b69+9P27Ztt7pno0aNGDJkCAcffDAAN998M40aNQLg2muv5fnnn2ft2rWkp6czcOBAbr311q3aePTRRznnnHNYt24dxx57bH6dqVdffZVLL72UlStXctxxx5GRkcGbb74Z+f7FyavvFDvlLp7nNXDgQC688EIyMzOL7deePXsyadIkWrRoQd26dXnmmWdKjElERESqB3OvHmM2MzMzPa8opfxp8x+weX3p58XKuRPm363huiLyJzOb7e6ZlR2HVF1m5tXldwYIagdVp3glMcLXXUWjpFhV+TNFIqbaVUQbUdqpKm1Eaacm9kkiaGqoFFbS5wmNeKrG/lgNL+wBG8swAyGldsLDEREREREREREpQImnamzDqiDptHcf2PWQ+K7dsWVyYhIRERERERERyaPE0zYgvQe0PLuyoxARkW1ZWlraFjOrNouSpKWlYaYZVzVNWlralsqOQURERApS4klERERKtX79+pTqVDNJNZ5qpuqUHBUREakp9MNZRERERERERESSQoknERERSYpatWqRkZGR/zVs2LC4rm/evDk//vhjkqILLF68mC5dutCmTRvatm3LAw88kH/s559/pmvXrrRs2ZKuXbuyatUqAJ577jnat29Pu3btOOyww/jkk0/yr5kyZQr77bcfLVq0KPH59ujRg5122onjjz++wP5+/fqx3377sf/++9O/f382btxY5PUDBgzggAMOoH379pxyyimsWbMGgD/++IPevXvTokULOnbsSG5ublz3f+edd+jQoQMZGRkcccQRfP3111td+9NPP9GlSxfq16/PJZdcUuDYjTfeSLNmzahfv36xzx3grrvuokWLFuy33368+eab+fuj9p+IiIhUH0o8iYiISFJsv/325OTk5H9df/31lR3SVlJTU7n33ntZsGABM2bM4JFHHmHBggUADBs2jGOOOYaFCxdyzDHH5CdC9tprL959913mz5/PkCFDOP/88wHYvHkzF198MZMnT2bBggWMHTs2v63CrrnmGsaMGbPV/n79+vHFF18wf/581q1bx1NPPVXk9ffffz+ffPIJ8+bNY4899uDhhx8GYOTIkTRs2JCvv/6aK6+8kuuuuy6u+w8aNIjnnnuOnJwcTj/9dG6//fatzklLS+Of//wn99xzz1bHTjjhBGbNmlXkPfMsWLCAcePG8dlnnzFlyhQuuugiNm/eHFf/iYiISPWhxJOIiIhUqObNm3PLLbfQoUMH2rVrxxdffAEEI2m6detG27ZtGThwYIXUaGrSpAkdOnQAYIcddqB169YsXboUgAkTJnD22cHqHWeffTavvfYaAIcddhgNGzYEoFOnTixZsgSAWbNm0aJFC/bee2+22247+vTpw4QJE4q87zHHHMMOO+yw1f6ePXtiZpgZhxxySH7bhe24444AuDvr1q3LL6QeG/Mpp5zCO++8U2Q/Fnd/M+PXX38F4JdffuEvf/nLVufUq1ePI444grS0tK2OderUiSZNmhQZc54JEybQp08f6tSpw1577UWLFi2YNWtWXP0nIiIi1YcSTyIiIpIU69atKzDV7oUXXsg/tssuuzBnzhwGDRqUP3Jm6NChHHHEEXz22WecdNJJfP/99xUab25uLnPnzqVjx44ArFixIj+Jsvvuu7NixYqtrhk5ciTHHnssAEuXLqVZs2b5x9LT0/OTWPHauHEjY8aMoUePHsWec+6557L77rvzxRdfcOmll24VQ2pqKg0aNOCnn36KfN+nnnqKnj17kp6ezpgxY/JHqU2cOJGbb765TM+l8PXF9VMi+09ERESqjjInnsysmZlNM7MFZvaZmV0e7m9kZm+Z2cLw34bh/l7hee+b2c7hvn3M7IWS7iMiIiLVU+Gpdr17984/dvLJJwNw0EEH5dcheu+99zjjjDMAOO644/JHFVWENWvW0KtXL4YPH54/mihW3iikWNOmTWPkyJH861//Sng8F110EUcddRRHHnlksec888wzLFu2jNatWxdI6pXH/fffz6RJk1iyZAnnnnsuV111FQBZWVncdtttZW63vNfLtsfMapnZXDN7vYhjdczsBTP72sxmmlnzcP/hZjbPzLLNrGW4byczm6oVDUVEqq7yfIPeBAx29zZAJ+BiM2sDXA+84+4tgXfCxwCXAgcDjwOnh/tuB24qRwwiIiJSDdWpUwcICpBv2rSpUmPZuHEjvXr1ol+/fvkJMYDddtuN5cuXA7B8+XIaN26cf2zevHkMHDiQCRMmsPPOOwPQtGlTFi9enH/OkiVLaNq0KTNnzswf9TVx4sRS4xk6dCgrV67kvvvuy9/XvXt3MjIyGDhwYIFza9WqRZ8+fXj55Ze3imHTpk388ssv+fGVZuXKlXzyySf5I7569+7Nf//730jXxqO4fipuv2yzLgc+L+bYAGCVu7cA7gfysruDgZ7AFcCF4b6bgDvdfUvyQhURkfIoc+LJ3Ze7+5xw+zeCHxxNgROB0eFpo4G/h9tbgDpAXWCjmR0J/M/dF5Y1BhEREdl2HHXUUTz//PMATJ48OX8VuWRydwYMGEDr1q3zR/fkycrKYvTo4Fea0aNHc+KJJwLw/fffc/LJJzNmzBj23Xff/PMPPvhgFi5cyKJFi9iwYQPjxo0jKyuLjh075o/6ysrKKjGep556ijfffJOxY8eSkvLnr2lvvvkmOTk5PPXUU7h7/mpz7s7EiRNp1arVVjGPHz+eo48+equRWsVp2LAhv/zyC1999RUAb731Fq1bt450bTyysrIYN24cf/zxB4sWLWLhwoUccsghxfafbHvMLB04Dii6en7BzxPjgWMseCNvJPgskfd5Yh+gmbtPT27EIiJSHqmJaCQc/nogMBPYzd2Xh4f+B+wWbt8FvA0sA84AXgL6JOL+IiIiUvXk1XjK06NHj/yV4Ypyyy230LdvX9q2bcthhx3GHnvskfQYP/zwQ8aMGUO7du3yY73zzjvp2bMn119/PaeddhojR45kzz335MUXXwTgtttu46effuKiiy4CglpK2dnZpKam8vDDD9O9e3c2b95M//79adu2bZH3PfLII/niiy9Ys2YN6enpjBw5ku7du3PhhRey5557cuihhwLBlMTCtZXcnbPPPptff/0Vd+eAAw7gscceA2DAgAGceeaZtGjRgkaNGjFu3Li47v/kk0/Sq1cvUlJSaNiwIU8//TQQ1GjKzs7Ony7XvHlzfv31VzZs2MBrr73G1KlTadOmDddeey3PP/88a9euJT09nYEDB3LrrbcWuL5t27acdtpptGnThtTUVB555BFq1aoFELn/pNobDlwLbF3hPtAUWAzg7pvM7BdgZ4LPE88C64AzgXuIMHvCzM4Hzge2+r4yMkJedkDy1zkQqVClve/1npdEs/KuGGNm9YF3gTvc/RUzW+3uO8UcX+XuDQtdcxbQCJgBXA2sAi5397WFzov9IXHQd999V65YtzW/LYIX94ajRkHLsys7GhGpzsxstrtnVnYcUnWZmVfEKnOJYmYVsiqeVC3h6x5tiJdUCjM7Hujp7heZWWfganc/vtA5nwI93H1J+PgboKO7/xhzzlHAScBjwD8JRkMNdvetVwGIkZmZ6dnZ2fmPq1LiKRHJgIpoI0o7VaWNKO2oTyqvDdm2lPR5olxF+MysNvAy8Jy7vxLuXmFmTcLjTYAfCl1TFzgHeAQYCpwNfAD0K9y+uz/h7pnunrnrrruWJ1QREREREal8hwNZZpYLjAOONrN/FzpnKdAMwMxSgQZA/vKM4bS7mwgSTrcQjJ56Ergs2cGLiEj8yjzVLvyGPxL43N3vizk0kSCZNCz8d0KhS68BHnT3jWa2PeAE9Z/qljWWbcHy6bB4cnzXbFidjEhERERERJLD3f8B/AMgZsTTGYVOy/s88RFwCvCfQkMuzwImufvP4R+1t6DPEyIiVVZ5ajwdTjC3er6Z5YT7biBIOL1oZgOA74DT8i4ws78Ah7j70HDXQ8DHwGr+LEJeI80dCsvfhVp14rtuuwaw476lnyciIlIeaWlpK8xst9LPrBrS0tK2aHn1mictLa3EaVZSdZnZbUC2u08k+OP2GDP7GviZmLqwMbMnuoW77gMmARv4c+VsERGpQsqceHL3D4DiZnYeU8w1ywhWsMh7/BJBkfEaz7dAk79Cz2mVHYmIiMjW1q1bt3tlxyAi25ZwNbrp4fbNMfvXA6cWc81aoEvM4/eBdsmMszRVqU6UiEhVpL8EioiIiIiIiIhIUijxJCIiIiIiIiIiSaHEk4iIiIiIiIiIJIUSTyIiIiIiIiIikhRKPImIiIiIiIiISFIo8SQiIiIiIiIiIkmhxJOIiIiIiIiIiCSFEk8iIiIiIiIiIpIUSjyJiIiIiIiIiEhSpFZ2ANuaTetg8euw+Y/4rlu3Auo2SU5MIiIiIiIiIiKVQYmnBPvuNZh+etmubdQ+oaGIiIiIiIiIiFQqJZ4SbPP64N+e06Fe0/iurbdHwsMREREREREREak0SjwlSf3msMOelR2FiIiIiIiIiEjlUXFxERERERERERFJCiWeREREREREREQkKZR4EhERERERERGRpFDiSUREREREREREkkKJJxERERERERERSQolnkREREREREREJCmUeBIRERERERERkaRQ4klERERERERERJJCiScREREREREREUmK1MoOoCpbPh1++za+a/73QVJCERERERERERGpdpR4KoY7TOkGWzbGf22tNNiuQeJjEhERERERERGpTpR4KsGWjdD2Ctj/yviuq70j1NkpGRGJiIiIiIiIiFQfSjyVYrudoP4elR2FiIiIiIiIiEj1o+LiIiIiIiIiIiKSFEo8iYiIiIiIiIhIUijxJCIiIiIiIiIiSaHEk4iIiIiIiIiIJIUSTyIiIiIiIiIikhRKPImIiIiISIUws2ZmNs3MFpjZZ2Z2eRHnmJk9aGZfm9k8M+sQ7t/PzGaH+w4N96Wa2dtmVrein4uIiESjxJOIiIiIiFSUTcBgd28DdAIuNrM2hc45FmgZfp0PPBbuvwC4HOgJXB3uGwT8293XJjtwEREpm9TKDkBERERERGoGd18OLA+3fzOzz4GmwIKY004EnnV3B2aY2U5m1gTYCNQNvzaa2U7ACUCPCnwKIiISJyWeRERERESkwplZc+BAYGahQ02BxTGPl4T7HgGeBeoQjH4aAtzp7luSHqyIiJSZptqJiIiIiEiFMrP6wMvAFe7+a5Rr3P17d+/s7ocCa4F04HMzG2NmL5jZvsXc63wzyzaz7JUrVybsOYiISDRKPImIiIiISIUxs9oESafn3P2VIk5ZCjSLeZwe7ot1B3ATcBnwFHAtcEtR93P3J9w9090zd9111/KGLyIicVLiSUREREREKoSZGTAS+Nzd7yvmtInAWeHqdp2AX8LaUHlt/BVY5u4LCeo9bQm/tLKdiEgVpBpPIiIiIiJSUQ4HzgTmm1lOuO8GYA8Adx8BTCJYue5rgil15+ZdHCaubgJ6h7ueAJ4j+FwzKPnhi4hIvJR4EhERERGRCuHuHwBWyjkOXFzCsa4xjz8HOiQyRhERSSxNtRMRERERERERkaRQ4klERERERERERJJCiScREREREREREUkK1XgSERERERERkQo1ssRqb4EBnvw4JPlqROJp8SRY8EicF+kNLiIiIiIiIiJSLjUi8fTtOFj2NjRqH991u3aEJl2SE5OIiIiIiIiIyLauRiSeAOo1hRM/ruwoRERERERERERqDhUXFxERERERERGRpFDiSUREREREREREkkKJJxERERERERERSQolnkREREREREREJCmUeBIRERERERERkaRQ4klERERERERERJJCiScREREREREREUkKJZ5ERERERERERCQplHgSEREREREREZGkSEriycx6mNmXZva1mV0f7nvOzOaZ2Z0x591kZn9PRgwiIiIiIiIiIlK5Ep54MrNawCPAsUAboK+ZtQfWuXt74GAza2BmTYCO7v5aomMQEREREREREZHKl5qENg8Bvnb3bwHMbBxwHLC9maUAtYHNwG3ALUm4v4iIiIiIiIiIVAHJmGrXFFgc83hJuG8lMAf4P6AFkOLuc0pqyMzON7NsM8teuXJlEkIVEREREREREZFkScaIpyK5+xV522b2f8AFZnYjcADwlrs/WcQ1TwBPAGRmZnpZ791pOGz+o6xXi4iIiIiIiIhIWSQj8bQUaBbzOD3cB4CZnQjMBuoD+7j7aWb2ppk95+5rkxAPdRolo1URERERERERqSwjrfRzBpR5CIskSjKm2n0MtDSzvcxsO6APMBHAzGoDVwB3A9sDeW+BWsB2SYhFREREREREREQqScITT+6+CbgEeBP4HHjR3T8LD18MjA5HNs0D6prZfGC2u69OdCwiIiIiIiIiIlJ5klLjyd0nAZOK2D88ZtuBvsm4v4iIiIiIiIiIVL5kTLUTERERERERERFR4klERERERERERJIjKVPtREREREREREQkum11lT6NeBIRERERERERkaTQiCcRERERERERkXIobbRSdRyplChKPImIiIiIiIhIjbUtJY2q4nQ9TbUTEREREREREZGkUOJJREREREQqjJn1MLMvzexrM7u+iON1zOyF8PhMM2se7j/czOaZWbaZtQz37WRmU81Mn2tERKoofYMWEREREZEKYWa1gEeAY4E2QF8za1PotAHAKndvAdwP/CvcPxjoCVwBXBjuuwm40923JDl0EREpIyWeRERERESkohwCfO3u37r7BmAccGKhc04ERofb44FjzMyAjUDd8Gujme0DNHP36RUSuYiIlImKi4uIiIiISEVpCiyOebwE6FjcOe6+ycx+AXYG7gKeBdYBZwL3EIx4EhGRBEtkwXVzrx7l2c1sJfBdOZrYBfgxQeFsC9QfBak/ClJ/bG1b75M93X3Xyg5CRES2bWZ2CtDD3QeGj88EOrr7JTHnfBqesyR8/E14zo8x5xwFnAQ8BvyTYDTUYHdfUcQ9zwfODx/uB3xZQoiJ+nmfiHa2pTaqUizbUhtVKZaq0kZViqWqtFFRsRT7eaLajHgq7wciM8t298xExVPdqT8KUn8UpP7YmvpEREQkIZYCzWIep4f7ijpniZmlAg2An/IOhtPubgL6AA8B1wLNgcuAGwvf0N2fAJ6IElyift4nop1tqY2qFMu21EZViqWqtFGVYqkqbVSFWFTjSUREREREKsrHQEsz28vMtiNIHk0sdM5E4Oxw+xTgP15wmsZZwCR3/5mg3tOW8KtuUiMXEZEyqTYjnkREREREpHoLazZdArwJ1AKedvfPzOw2INvdJwIjgTFm9jXwM0FyCgAzqwucA3QLd90HTAI2AKdX2BMREZHIalLiKdLw2hpE/VGQ+qMg9cfW1CciIiIJ4O6TCJJFsftujtleD5xazLVrgS4xj98H2iUwvET9vE9EO9tSG4lqR20kp51tqY1EtbMttZGodsrcRrUpLi4iIiIiIiIiItWLajyJiIiIiIiIiEhS1IjEk5n1MLMvzexrM7u+suOpbGaWa2bzzSzHzLIrO56KZmZPm9kP4VK9efsamdlbZrYw/LdhZcZYkYrpj1vNbGn4Hskxs56VGWNFMrNmZjbNzBaY2Wdmdnm4v8a+R0RERERERMpqm59qZ2a1gK+ArsASgpU0+rr7gkoNrBKZWS6Q6e4/VnYslcHMjgLWAM+6+/7hvruBn919WJicbOju11VmnBWlmP64FVjj7vdUZmyVwcyaAE3cfY6Z7QDMBv5OUMi0Rr5HREREpGKYWQpwAPAXYB3wqbv/UNFtSPKEf7zMe21y3X1LdY/FzOoB6919cxmurVLv10T0SXnbSGSfVIXXGGpGcfFDgK/d/VsAMxsHnAjU2MRTTefu75lZ80K7TwQ6h9ujgelAjUgqFNMfNZa7LweWh9u/mdnnQFNq8HtERERkW2ZmjYHDifmQR7DCXuQPaGaWCRxZqI233H1VxOv3Ifi94m/AQmAlkAbsa2ZrgceB0SXFlIg2Evh80oDji2jjDXf/LEobMW0l4vUpVxtmlk6wuuJWzweYXFo7ZtYAuBjoC2zHn6/NbmY2A3jU3adVxPNJRCxhYqQP0A84GPgDqGNmPxL0yePu/nUpbSTs/Rq2V9l9kog2EtInVeU1LtBeDRjxdArQw90Hho/PBDq6+yWVG1nlMbNFwCrACd4wNW61rjDR8nrMCJ/V7r5TuG3AqrzHNUER/XErwQifX4FsYHDUXzS2JWG/vAfsD3xfk98jIiIi2xoz6wJcDzQC5gI/EH7IA/YBxgP3uvuvJbRxLnApsIhglHRsG4cTfPgd4u7flxLLWOAx4H0v9AEt/EB9OsHvHqOT3Ea5n4+ZDSVIOk0voo0u4fZgd59XXBthO4l4fRLRxjMEf4R8neD34sLP5yDgend/r4Q23gKeBf7P3VcXOnYQcCYw391HFtdGAp9PuWMxs3eBt4EJBKNxtoT7GxH0yenAq+7+7xLaKPf7NTy3qvRJItpIVJ9Uide4QHtKPNU8ZtbU3ZeGb963gEtL+ka5LSop8RQ+XuXuNaaGTxH9sRvwI0Fy8p8EU8/6V16EFc/M6gPvAne4+ys1/T0iIiKyrTGz/wc8VFQSxcxSCZIntdz95RLauBh42t3XFXM8A9jZ3d9JTNTJlYjnY2bHufsbJRxvDOzh7iXWmk3Q65OINvZ3909LOL5d+Hwij/4oq0Q8nwTFUdvdN5b3nATFUiX6ZFuT6Ne4JiSeDgVudffu4eN/ALj7XZUaWBVhNbSWTxGJli+Bzu6+3IIaP9Pdfb/KjLEiFe6PqMe2VWZWm+CvWm+6+33hvhr9HhEREZGKY2Z7AQcCC9z9i4jX7AH84O7rw9HZ5wAdCEqMPOnum5IVr8Qn/APnvsC3hUekVND9jwJWuPuXZnY4cCjweUkJwwhtNnL3nxMUX1d3fysRbZUjhjvd/YZyXB/3a2xmWcBUd19f1vsmKpbwOiMoXdQ03LUUmFV4NFYUNWFVu4+Blma2V5iN7gNMrOSYKo2Z1bOgYHJegbBuBENma7qJwNnh9tkEQwprrDCxkuckatB7JPwGO5Lgh+99MYf0HhEREdmGmdkRZnaVmXWL45q6ZnatmV1jZmlmdo6ZTTSzu8MPe1HbeS1m+0TgP8AJwAQzOydiM5P48/PdMOA4YCZBfZZIpTXMbJdCj88wswfN7Pzwd6QobaSYWX8ze8PMPjGzOWY2zsw6R3wexbUb9+sTXtfKzI4p/HqYWY+I1/eI2d7JzEaa2Twzez6cJRCljUdjto8gSAbeC8y3cqweXcb37HCC98cYM/sn8P+A7YErw9FDUdq4KWa7jZl9Bcy2YPX0jnE9iaKVOOWwlNjK0icPFvp6CLgo73HENhLxGr8ALDGzMWbW04KF0uKWiFjC/lsI3Ar0DL+GAgvj/T8INWDEE0DYucOBWgRDR++o3Igqj5ntDbwaPkwFnq9p/WHB3NnOwC7ACuAW4DXgRWAP4DvgtERl7Ku6YvqjM5BBMNUuF7jAg6Lb27zwm/P7wHwgr3DfDQS/uNXI94iIiMi2yMxmufsh4fZ5BMV4XyX4w+z/ufuwCG28CCwm+OC+H/A5wYfHLGB3dz8zYixz3f3AcPu/QD93XxQmgt5x9wMitLHA3duE27OBg2PqsnwSsY057t4h3L6JoJj28wTTlZa4+5UR2niG4Helt4FTCGqGvk9QNHmCuz9UWhthO4l4fS4Lr/uc4Hfby919QuHnWkobsX3yFPA/4EngZOCv7v73ONuYRlDjak742exFd88srY3w2kT0yWcE9Uu3JxjB0tTd11ow4n9ulFkOhZ7PG8DD7j7ZzA4Bhrv7YRHaKG4wiAFHu3u90toI20lEnywmKLExNbw/wD3A1QCl1VQK2yj3a2xmc4GjCf7f9CF4nV4Fxrr7u6Vdn+BYPgeOdffcQvv3Aia5e+uo8UANSTyJiIiIiIjEKpTs+Rjo6e4rLZgVMMPd20VoI8fdM8LRQMsJ6mJ6+PgTd28fMZbYD4r5H6QLx1lKG28C/3L3/5jZy8BV7v6dme0M/Cdi4im2T+YAR7r772FSYk7EPpkX+7zNbIa7dzKzOkBO1A+sCXp95gOHuvsaC8pHjAfGuPsDcfRr7GuT4+4ZMccKPI7Yxmx3P6ioYxHaSUSffOru+1uw8uBy4C/uvi4cXTM/L3kZx/Mp0I9x9Osq4AxgTeFDwAvuHnU0WSL6ZAeCuraNgavdfZmZfevue0eJIWyj3K9x4fPMbHfgNILV6dLdvVkFxrIQaF14iq4Fs8gWuHuLKLHkSY3nZBERERERkW1Eipk1JJieZu6+EiBMtMRVDylMNk3Kq30SPo7nL/wHmNmvBB+665hZEw/qSm5HMGsjioHAsxbUcP0FyDGzHGAn4KqIbWxvZgcS9Ektd/8dwN03mtnmiG1sNLN93P0bM+sAbAjb+CPOPknE65Pi7mvC63ItmO433sz25M+RLaVpbGZXhefvaGaW9zoTvXRNKzObF7bR3MwauvsqC5as3y5iG5CYPnnDzN4nWPntKeBFM5sB/JVgNeco9g5HLBmQbmZ13X1teKx2xDZmAGuLGsljQW3VqMrdJ+7+G3CFBSu+PReO4oq3LFEiXuMC70l3/x/wIPBg+J6tyFieBj42s3EEozoBmhGMxIp7KqQSTyIiIiIiUhM1AGYTfDjzmGRPfaInJbLNrL67r/GYFYDNbB/gt6iBuHtxyaW6wAUR21gMdDGz1gSFhEcBS4CPPZxyF8H/gLwalz/H9MnOQNTExjXANDP7g+DzZh8AM9uVYPGWqBLx+qwwswx3zwEIRz4dT/ChutSRMKEngR3C7dEE5SlWhqNRciK2UXiUV94on0bAzRHbgAT0ibtfZ8ECXO7uM8L36kkESajxEeM4sdDjFAALal49FjGOY0s4dlTEOCAx75O8+842s6OBi4AP4rmWrV/j38N/43mNi53K6u7fVWQs7n6XBbXnTiQoPg/B1Mx+7r4gjlgATbUTERERERHJZ2Z1gd3cfVE524kdGVOW67PcvUosihROw6oTM6qltPMN2Nndf0xCLJFfHzNLBzaFI0cKHzvc3T9MdHyVIVHv2W2J+qQgM9slGf8fo6oJq9qJiIiIiIhEEiZXViagqUg1agDM7ORCX72AJ/IelzcQM4u6ql2RNancfXPUpFN4vhf1ITccJRSZBTrG9EtHYF3UZIK7Lykq6RQei5R0CmM4zcxODbePsWC1s4vCqUvlEk6NLOu1LcL3SvNEJFjieJ+kmNm5Zva6JXDlwnjjKIm7r63gPin36oeJiCM891gzW2RmH5jZgRYUlJ9pZkvM7JgExHJrvNco8SQiIiIiIlJQ3FNJihBPHZQXgP4Eq8edEP5bL2a7vB6PeN5cM1toZv80s1KLTJdB5D6xBC/nXkT7Uaf9PUJQ4PlMYAxwIfAxcBRwf3njIJgmFomZTbNgpUPM7ExgEnAs8IKZXZqAWKK+T0YCewLDgGkEUyhHAjdVcByYWXszm2Fmi83sibDeU96xWRUYy50x2/cQFG4/geC9Evn5JCAOgLsI/r9cQ7C65AB33wfoCvy/BMQS+T2bR1PtZJtnZjcCpwObgS3ABe4+08yuAJ6I5683cd63OcHSrV8SFHHLJvhPvzEZ9xMRERGR6CwoGF3kIeBGd29UgbEcTPAhfry7PxbuW+Tue5Wz3cbu/kMc588lSLD0BXoT1IYZC4zzQsuqJ5sleDn3Itpv4u7LI5w3393bWbCy3/8IVi7cYGapBCv9RVq5MBEsXJEu3P4Y6OHuP4XTymZUVCyWoJULExTLB8DtBMXKBwLnAllhcftIK+wlKI5yr36YpFgWx66GV9Gx5NGIJ9mmhYXzjgc6hN8c/8afVfmvICjYmEzfhP+x2wHpBH8tEREREZHKdyfQkKBwdOxXfSr4c5K7f0wwGmG7cFTLIUBcIwTMrFGhr52BWWbW0MyiJtHc3T919xvD5dLPI1hi/gMz+2888cTE1cLMepVhBFUqQXH0wpYSfeW0YkVJOoU2hedvJCjUnrdK3yaCP2qXi5nFU1x8o5k1DbfX8GfR6D+IuPqhme1uZo+Z2SNmtrOZ3Wpm883sRTNrEkcc+4TtFVi5kIjvWzO7JGb0Vgsze8/MVpvZTDOLWvgdYAd3n+Luq939HuASYIqZdYojlszw/92/zayZmb1lZr+Y2ccWrPIYRWMzu8rMBhOufhhzLNL3EzNrYGbDzOwLM/vZzH4ys8/DfTtFjANgtZldYGbXAKvM7Eoza2pmZ/NnYfvSYqlrZtea2TVmlmZm55jZRDO724LC7XFR4km2dU2AH8Nvgrj7j+6+zMwuA/5CsOLGNAiG85rZRxbMUX4p7z+UmeWG/8Hmm9ksM2sR7j/VzD61YF5ziUuPuvtmYBbQNLz2hPCb6lwze9vCeb/hN/6nzWy6mX0bxkl4bIiZfWnBXN2xZnZ1uH8fM5tiZrPN7H0za5XgPhQRERHZFs0BXnP3oYW/iLginZm1swRN83H3Le7+ANAPuDqea0M/EkyByfvKJvjdc064HUXh5dxnuftVBMuo/yNSA4mbDpa3nPt1ZnZ6+HUdMJOIU/bMrL6Z3WZmn4WJhJXh63VOHHH8L+9zgbvH1vHZnTDhUk4D4zj3SmCqmd0GfAb8x8xuAaYAz0RsYxTBVNLFBNPk1hFMy3ofGBGxjbyVCxcCL4eP4125cFBMHbAHgPvdfSfgujjiILxvg7xtd58G9CKYFrlnxCYeBe4G3gD+Czzu7g2A68NjUeStflifP1c/zHuf5ERs40VgFdDZ3Ru5+85Al3DfixHbADgb6ADsDeRNS32TYBDEeRHbGEVQp24vgn7JJJimZ0RcuTCWptrJNi38IfEBwcimt4EX3P3d8FgukOnuP4Y/HF8hGM77e/hDrY673xae96S732FmZwGnufvxZjafYHjrUjPbyd1XF7p3c+B1d9/fzNKAycDl7j4v/KVktbu7mQ0EWrv7YAsKtXUj+AazA8E0vd2BDIJvZp0I/sIzh+Ab4j1m9g5wobsvtKDg4l3ufnQSulNERERkm2Fm+wE/FVMEezd3XxGhjSoxzSeMZTDBqKlr3H1+uC+u6Xpmdrq7P1/OOBI2HczMWhMs5543ymcpMDHqcu5mNgF4leBzwGkEdbPGATcBS939hqixFNF2PaBelKmMZvZrcYeA7d09NY77NiAoI7Ivf44Km+DuX0S8Pv99aWbfu/seMcciT8MKR/SUeeVCM/vS3fcLtz9294Njjs2L+j4xs9OBb919RqH9ewBD3L3UREspfVKR0/Xy+ySeY0mKJcfdM8LXeTnBFFMPH38S77TOyG9wkerI3deY2UHAkQTJnBfM7Hp3H1Xo1E5AG+DD4P8S2wEfxRwfG/NvXhHBD4FRZvYiQdKqKPuYWQ5hptjd54X708NYmoT3il1x4Y1whNYfZvYDQab5cIIfKOuB9Wb2f5CfWDsMeMn+HM1Zp+ReERERERF3/7KEY6UmnUI7uPuUcPseM5tNMM3nTOKcKlccMzvf3Utd0crd7zWzF4D7zWwxcEu8MZQ36RTaaGZN3X0pZZwOFhPP5wQ1U8uqeczv/feFCY5/mtm5BKN+ypx4cvff+fO5lWY1cHBR76vwtYrnvr9QhhEnMWJnPT1bwrHS4nCCUXYFmNnuXsxKgoWMN7NRwG3AqxbU330VOBr4Po44inzPuvv3RB/ds96CgvUNADezv7v7a2b2V4I6weViZh3cfU6EU78zs2uB0XnvlXBmzDn8WS6mvLEc7+5RR6URJpsmha933uO4v7dpqp1s8zxY/nW6u99CMOe3VxGnGfCWu2eEX23cfUBsM4W33f1Cgr+WNANmWzCPvrC8Gk/7AAeZWVa4/yHgYXdvB1wApMVc80fM9mZKThCnEIycyoj5qrBifiIiIiLbIjM7P45zyzvNp9RbRD3R3Ze4+6nAdOAtEljP1KIvoZ6I6WCJiuV3MzsivCYL+BmCaY3E0a8lxBElmQBBgqe490Mikn3xvGcnxEwdvCnm+hbAVwkIJdI0SHe/keB9Oha4CvgnwQyRlgTTTcstjj65EBhMsLJkd6CLma0mmGZ3eQJCGRTxvN7AzsC7FtR4+pmgjxqRuFrBB5d+CgDZMe+T/nk7LajtFWkqciwlnmSbZmb7mVnLmF0ZwHfh9m8E09kgGB59uP1Zv6meme0bc13vmH8/Cs/Zx91nuvvNwEqCBFSRwiGo1/Pn3PgGBEOFIZiDW5oPgRMsKOxWn3BZXXf/FVhkZqeGMZmZHRChPREREREpXtSkxL+AAn/0C0e4H0PxI+Lj4u5xL8Xu7hMJRvv/LRExhCItoe7u0wlG5C8HNobXrQcu9aD4c4XFQpBQuM/MVgHXApdCfi2iR8obhIcrh0U47yZ3L7Lml7tfV944QpHes+5+s7tvVWDa3b9291PKG4S7HxfHuaPcvaO77+LuO4R//L8hHNWVCFH75BN37+7ux7r7F+5+ubvv5O5t3f3D8gYRZbpfeN4qd7/O3Vt5UOOpkbu3Dvf9XN44wnvcEvG8gcW8T74hmE0UF9V4km1aOM3uIWAnghUpvgbO96Cu06UEI6CWuXsXMzua4JeHvKlqN7n7xLDG0wsERRH/APq6+9dm9gpBRt6Ad4ArPOY/VGyNp/CxERSWu4Qga30/QaG4/xAMve0c/vVmTd4PZTP7FDje3XPDY6cDK4AfgCnu/qQFS8o+RlBIvTbBcre3Ja4XRURERCSZwt8TTyUYWT+eYLrRicAXwIhwhI5UonDKU36tqTimY5bWbiuPWJ8p2czsXHcv06g0M7vI3aMW4i6tra7u/lYi2iqvePvEzDIJBiRsBr6K97W1YKGopgT10H6P2d8jZlpvmcXTt2a2I7BrmGyK3d8+poRMtPsq8SRSMospQl7JcdT3oGZVXeA9ggRa1OG9IiIiIhJReT6Al/F+jwKNCWp//krwh9CJwHHACndPxHSfKHHsEvs7r5mdARwCfEqw2E6FfXg0s70JylosA4YR/NH2UIKaT9e4e24FxZFBsMpa7IyFdIK6TReV9/fxwsWsI5yfl5iYGTsiJRGJiaixmNlVhXcRzOy4E8Dd76uIOMJzLwNedfeE1EAqayxhPah7Cd4XBxHMWGlIMOrvzCjxhc/lYoL3eAbBwlQTwmNzoo6wK+UeUZ/PacBwggEPtYFz3P3jssai4uIi1ccTZtaGoB7UaCWdRERERJJmKAmqRxTRke7ezsxqA/8jWEFqg5mNJVjNuKJMJViGHTO7iWBKzfMEZR5aE9RvqiijCOr/NCAoi/EMQSHqbsDTBKPCKiqOC9x9ZuxOM+sUxlRqmQsze7C4QwQzMyIplJgYaWb5iQmCpE+piSczK26kihEsahTFUGASQQ2vvOlstfizjEmpzGxiCXEUVTu3OP8ErjezbwjeLy+5+8o4rk9UnwwHurn7ynBGyn3ufriZdSWoe9UtQhvnAQeFgw2aExRgb+7uDxBHTbIE9e0NYSzLzewQYIyZ/cPdX40nljxKPImUwt2bV3YMAO5+emXHICIiIrKtSNCHzUTZBODuG8OV1zaEjzeZWbmm2YVTf5a5+7Iop8dsn0yQEPvdzJ6nYhNgEKwY+BjkT+O6N9w/0swuqcA46hVOOgG4+wwzqxexjXMJilf/UcSxvnHEkojExG4EBbRXFdpvwH8jttGWYHRPPWCou681s7PdfWjE6yFIap5BsPJh4TgOiaOdbwlGGP2NoB7vUAtWlxwLvOLuUQphJ6JPasUkvL4nLCbv7m+Z2fCIbaTkjWILS610JniN9yS+ZE8i+raWuy8PY5llZl2A182sGWVYsVOJJxERERERqYkS8WGzSGZ2EfAT8LK7b4pwyf/yyiq4e4+YdnYHNpQnFoKC2u3N7Ct3713Kudub2YEEi1DVyqsxEybEyrWsfBn6ZEu42E8DoK6ZZbp7drgYUK1yxhJPMm6ymb1BsDJd3nSpZsBZRBhhFPoY+NTdt3pfWfQV+iAxiYnXgfrunlNELNOjNODu3wOnmtmJwFtmdn/Ee8eaAax193eLiOPLONrxsAbaVILVFGsT1ObtC9wD7BqhjXL3CcEqcCMJ6vdmEaxGR1gmJer7dYWZZeTFESYYjycY4dcuYhuQmL79LVxM65swluXh++01gsRjXFTjSUREREREapzwQ+Iz7v5BEceeL89oczO7GGgF7OnuWeVopx7BiJsfytpGTFs7lDb6w8ymFdp1eviBc2fgTXfPLMf94+oTMzuGYDn7LQQjfa4kmNa2I3BezBSzssQyGmhPUPy5tGQcZnYsQbH3/OLiwER3nxTxfo2A9e6+towh57XzH+Cq2ASJmaUSJCb6uXu5EnJljKkecCvQ0d2PqoT7z3X3A4s5Vre8fR5HHLUJ3qdtgE+Ap919s5ltDzR29+9KbCBoIx3Y5O7/K+LY4Z6AFfaismCl9N/d/etC+2sDp7n7c3G1p8STiIiIiIjItsXM6gP7At+6++pytlULqFNRH+JLiGMXYJW7l2v0VUx7pSbjqpKqlJioKsxsX3f/qrLjkJKlVHYAIiIiIiIi2wIzO8LMrjKzKIWEE33vR2O2jwAWENThmW9mPcvTtrtvLmvSKZF94u4/lifpZGb1zayDme0UtleupJOZPVGe6+Pl7kuKSjqFPqnIWIpjZpMr8n4lJZ3C5Gulq+g+MbNmZjbOzN43sxvCUUp5x16ryFjyqMaTiIiIiIhIGZjZLHc/JNw+j2DFsVeBW8ysg7sPq8BwOsVs/xP4u7vPMbO9gRcJViFLuqrUJ2b2qLtfFG4fQbBC3zdACzO7IMpUuXCaXJGHgHIl9BJsAbBHRdzIzDoUdwjIqIgYIqqpffI08DJBracBwLtmdoK7/0RY9LyiKfEkIiIiIiJSNrVjts8HuobLqd9D8KGvIhNPsXZ09zkA7v6tmVXkTJeq1CeJSMatBL6jYPFuDx83TlSgUZjZVcUdAipydM/HwLsUXdB8pwqMQ31StF3dfUS4famZnQG8Z2ZZlGFFukRQ4klERERERKRsUsysIUEJE8tbTt3dfzezKCu3lcjMPg83H3H3h0s5vZWZzSP44NvczBq6+6ow6bRdeWOJQ7L7pAnws7v/EeelZU3GfQscE67kVjiWxUWcH5mZ3Qn8AjwVjkYpzZ3A/wOK6sdyJRfN7G1gI8F77fVSTv8cuMDdFxbRTnn7ZDSwNozj0wiX1IQ+iScOgNpmlubu6wHc/d9m9j/gTaBeOWOJ9/UBlHgSERERERHJF+eHvAbAbIJkj5tZk3AVuPpEX96+WO7eOlxRrlOpJ0PrQo9/D/9tBNxcnjjiTIAltU+AMcA+Zvayu19dyrmJSMYNBxoCWyWegLujBl2MWcA+wP3AWRHOnwO85u6zCx8ws4HljOUsoAnR3mu3UnxS59JyxvEwwfS4M4HrIpxfE/oknjgAngI6EozAAsDd3zazUyn/ezbe1wfQqnYiIiIiIiL5zOwvhB/y3P2RMrZRF9jN3ReVI45G7v5zWa8P2+iQN8qnvPISYO7+RhmvL3efxLRlQBt3/6yU8wrXs1nu7hvC1fGOcvdXyhtLRTKz/YCf3P3HIo7t5u4rKiGsSqU+qR6UeBIRERERkRotr4B0eRM9hdqs7+5rIp57OMEohS1Af+B2YG+CUTmnuftHEdooXNzYgAnACQSf++JOQJnZjkBL4Ft3XxXxmp3cfXW89yqhvV2BdGBzGEekPi2inYS/xnHce5fYxEhYc+cQ4FPgSa/AD+Vm1sPdp4TbDYD7gIPDWK6sqESNmbV393nhdm2C0TN5fXJ7WVdRLGMsVaVPqkQc4f0T+vpUZJE5ERERERGRKsHM9giXHF8JzARmmdkP4b7mCbjFgjjOvR84DRgIvAEMdfd9gBOBeyK2kU0wDebe8OseYGeCD6+R2jCzf4ejgTCz7gQfMv8F5ITTdKL40czeNrMBZrZTxGuKiqVNOO3xI4LX50lgvpmNCj+UR2kj2a9xVFNjYrqJYJrSbKArwetTke6M2b4XWE6QnPwYeLwC4xgVsz0MaBHGsz0woqgLkqiq9ElViQMS/PqoxpOIiIiIiNRELxDU7+nn7psBzKwWcCowjgj1VBK4olZtd58ftrnS3T8ACFdg2z5iG6cClwF3u/vksK1F7t4ljjgOiBmZcwvBdLTcMBn1DvBShDY+J+jXvsDdZvYBMBaY4O7r4ojlaeBsd//SzA4BLnb3jmZ2HjASOCVCG+V+jRMktrbVycCRYbH15wlqFFWWTHfPCLfvN7OzK/DesX1yDHCwu280s/eATyowjsIqs0+qUhwJfX004klERERERGqiXdz9hbyEBIC7b3b3cQQjhaK4k6Dw9A6FvuoT32et2HP/UehYpCLY7v4ycBzQzcxeMrM9iH/p9JRweh0E0/6+D9v+keiDFja6++vu3o9gitxzBKO5loSJlqi2d/cvw/vPAtqF208CbSO2kYjXuEhm1sTM6kQ8fXszO9DMDgJqufvvYSwbCaYQVqTGZnaVmQ0GdgzrZeUp7ypwmWGNtCgamNlJZtYLqBP2BeG0w4quB1RV+iRpcYSxnGhmHSOentDXRyOeRERERESkJpptZo8Co4G85c6bAWcDcyO2kagVtYaYWV13X+vur8W0sQ/wbNRGwvpHV5rZgQTPK55RVwBDgWlm9gjwIfCSmU0EugBTIraR/2E5HOH0IvBiOD3u73HE8o2ZDQH+QzBKKAfy681E/RCeiNe4OPGsrrecP6fU/Wx/rvS3M7CpnHFgZhcBPwEvu3tp7T1JkByFoF92AVaa2e6EfVwOlwLtzewrd+9dyrnvAlnh9oy8QuBhHFsVCo9XNe2TZMYBwUp37cws1d2PLeXchL4+Ki4uIiIiIiI1jpltBwwgqKPUNNy9BPg/YKS7/xGhjSq7olY4WmIHd/81zutaAOcB+xIMVFhCkFx7M+L1V7t71LpUJbWzE3AD0IZgas8wd/8tTGC1dvcZEdoo92tcSvuRVtcr4fpaBKNJylVI28wuBloBe7p7VmnnJ5uZ7eDuv1VyDOqTKkSJJxERERERkSrKzM539yfK2cbx7v56omKS+IUjRXD3/1mwUt+RwJdlTVqVI46OwOfu/mtYP+x6oANBMfw73f2XiO0cBawIa3AdDhwatvtGHLHUB3oQjELbDHwFTHX3LXE9qQQws1YEycmZsSsnWsxKc2Vo8053v6EcMR1BuJKcu08t7fyY67II+nF9Oe69HdAHWObub5vZ6cBhBDXcnsibeheVajyJiIiIiIjEMLPjE9DG+YmIhYJFfsvq4HIHUYX6JBHtRH0+ZtbOzGaY2WIze8LMGsYcmxWxjQsIVuebYWaDgNcJ6nG9YmYDyhB+XrtHhDWBusVx2dNA3girB4AGBCsXrgWeiXjf4QQrnY0xs38C/49gtbMrzSzqCoqnEUyj7AFcQvAePZNgBcX2UZ9MKfc4N+J5lwETCKbFfWpmJ8YcvrPoq7Zq48FCXw8BF+U9jtjGrJjt8whWqdwBuMXMro/SRugFgppqY8ysZziyLl7PELxHLzezMQQF+WcSvE5PxduYajyJiIiIiIgUdDBBcqA8EpEwwt3LvYy6u9+SgFCqTJ8kqJ2oz+cx4FZgBjAQ+MDMstz9G6B2xHtdQlAQfXvgO6BFOPKpITCNYJW+UpnZLHc/JNw+D7gYeJUgMdHB3YdFaCYlpuZRprt3CLc/MLOciM+nK7B/+HyWAk3dfa2ZDSOonVVazSuAm4BO4XW7AM+5e/cw6TSCYHRNeQ0lWjLtPOAgd19jZs2B8WbW3N0fIPp77SSCukhTY67pA2xV/60Ese+n84Gu7r4yTObNIEj2RfEFcDTByo+DgWfM7FVgrLu/G7GNdu7e3sxSCV7jv7j7ZjP7N1rVTkREREREpHwSkaiJN2FkZq3M7Jhw+lHs/h5xtHGImR0cbrcJR8P0jCeO4lRGnySznTiezw7uPsXdV4e1qy4BpphZJ6Kv7rUxLBz/E/CNu/8vjGFVHG1A0YmJoUA3oF/ENj6NGQn0iZllApjZvkDU6VMerm6WNyUu7zlsIXqOwYB14fbvQOOw4XnAjsVdtFUjZvOK+ZoP7BaxmZS86XXungt0Bo41s/uInnhqQ1B0uwfwlruPBn5z99HhdqQ4zKxhWHTe3H1lGNPvxFeE3t19lbs/6e7HAAcQTKUcZmaLS7k2NpbtCEZc1SUYGQdQh+gJ13wa8SQiIiIiIjVSWNcltvD0UmCiu3+egLbPdfeoU5cuIxi98jkw0swud/cJ4eE7ibCinJndAhwLpJrZWwQrWE0DrjezA939jjI+j2fd/ayyXBteX9Y6NeWuRZSoOjVm1iDvfu4+zYIl5l8GGkV8Om5mtcP7HRfTbhrxDQZJCUdJpVAoMWFmURMTA4EHzOwmgkTJR2EyYnF4LIo3zOx9II1g2tWLZjYD+CvwXsQ2JhEk8N4jSNa8BGBmjYhvRNtuQHdgVaH9Bvw3YhsrzCzD3XMgWB0ynIr5NNAuSgNh4fArzOwg4Dkze4P4B/o0IBghZQTvmbzVD+sTX58UODdMdD4IPGhme0ZsYyTByKlawI0EK1x+C3QCxsURSxCQiouLiIiIiEhNY2bXAX0JPkQtCXenEyQqxkWctlRS+9+7+x4Rz50PHBo71QcY4+4PmNlcdz8wYhsZBCMS/gekxyRtZrp7qXVzzGxi4V1AF4JaPERZHayE6WDdgP+L2q9m9hlwgLtvMrMnCGoQjQeOCfefHKGN5wgGW9QFVgP1gVfCNszdz47QxunAt4VX0TOzPYAh7n5ehDb2IEh+bSq0vynBCn1vl9ZGeH4uwagiIxhldHhMYuIDd8+I0k7Y1o7AXoQrF8a7AqOZHUowsmaGme1DMNXse2B81OLg4Wi8NsAn7v5WuC8FqB11xUEzGwk84+4fFHHseXc/PUIb6cCmvJFohY4d7u4fRokl5hoDLiL4P31GPNcW015dYDd3XxTx/M7uPj0B9/0LgLsvs2CVyb8B37t7pNpmBdpS4klERERERGoaM/sKaFt41Es4SuYzd28ZoY15xR0C9nX3OhFj+czd28Y8rk+QZFkAHB0loRCboCqcrDKznIhtzAnv+RRBYsOAsQTJOKLUhykUx8dAz7BOTT1ghrtHGkFiZp+7e+u8uGJqEcXzfOYVU6fGCJIdCSliXdniTUyIVDTVeBIRERERkZpoC/CXIvY34c/aNaXZDTgLOKGIr5/iiGWFmWXkPQjrzRwP7ELEqT7AhjABAXBQ3k4za0D055NJMNXnRuCXcNTEOnd/N46ixImqU5OIWkQJrVNTmCVmdb0nyttGWD+q3EknMytv8fiEPJ9EtJEoVahPyh1HZcaiGk8iIiIiIlITXQG8Y2YLCerbAOwBtCAoIB3F60D9vNowscxsehyxnEWhpEw4LessM4taSPuovOlJhaY61QZKnVIWc939ZvZS+O8K4v/MmKg6NYmoRZTQOjVFSMTqegkpuG5mr7v78eVsptRpgxEk4vmoT7aWiDigkmLRVDsREREREamRwnoyh1CwuPjH7r658qKqOszsOII6QjckoK0yTQdLQC2ihNWpqcryEnyVHUd5mFljd/8hge1V+z7ZVijxJCIiIiIiUokK1zAqyzmJaEOKZmZ7AycDzYDNwFfA8+7+a8TrGwD/AP4ONCaon/UDMAEY5u6rEx91sbHsGMaSDkx29+djjj3q7hdFaGN34BaCKZw3A5cCvQhWC7w8SrInXL2uwC6CkXIHEuQpfo72jIpse2d3jzzVNaxt9gow1t2/KeM9M4H/R5C8/gfBiniHELxXznf3uRHaqA9cS9CX6cAG4BtghLuPiiOWpL7fzGyyux8bzzWq8SQiIiIiIjVO+GGzXOckoo1QazObV8LXfIJ6T0ltoyr1SVWJxcwuA0YAacDBBPWhmgEzzKxzae2HXgRWAZ3dvZG770ywWuCq8Fi5mdnkiKc+Q5DkeRnoY2Yvm1leEfxOEdsYRVCEfjEwDVgH9ATeJ+irKH4kSDTlfWUTjDycE25HYmbDzGyXcDsznEo508y+M7O/RmymIbATMM3MZpnZlXkj5eLwKHA38AbwX+Bxd28AXB8ei+I54FugOzAUeBA4E+hiZnfGEUu5329m1qGYr4MIVs+Mi0Y8iYiIiIhIjWNm64CFJZ0CNHD3PZLZRtjOniUdD2129yVJbqMq9UmViCVM2GWEq+HVBSa5e2cz2wOYELt6YAltfOnu+8V7rIhzixutZsDr7t4kQhsFVgQ0sxsJkkZZwFtRRsRZwZULv4/tv8Ltl9DGYKArcI27zw/3LXL3vUq7tlA78/NWSjSzacC17v5xWIT+eXfPjNBG/khAMzsS6Eswwu1zglFQpRbkLqVP5kZ8n3zi7gfEPP7Y3Q8OpwQvcPdWpbURXlfu95uZbQbepeg6Zp3cffsoseRRcXEREREREamJonyIK63WUyLawN2/i9BO0tugCvVJFYslNTyvDlAfwN2/N7OoK+N9Z2bXAqPzalSZ2W7AOfxZ2D6Kjyk+GbBTxDbqmFlKXgF6d7/DzJYC7xE+twhiZ049W8KxYrn7vWb2AkER+8UEU/fKMiom1cxSw2L827v7x2H7X8WM5IrM3d8H3jezSwkSY72BKCvBrTezbgTF9d3M/u7ur4WjrqLWjPvdzI5w9w/MLAv4OYxpi5nFU8g+Ee+3z4EL3H2rxG34esVFiScREREREalxqlCyp8qoSn1ShWJ5CvjYzGYCRwL/AjCzXQkTAxH0Jphy9a6ZNQ73rQAmAqfFEUsikgH/BxwNvJ23w91Hmdn/gIcitjHBzOq7+xp3vykmhhYENY0iCUffnRomWd4C6ka9NsajwCQzGwZMMbMHCOo1HQ3kRGxjq5jDBQamhF9RXEgw1W4LwVS5QWY2iqDm0/lxtPGUmbUEPgP6Q/577ZGIbUBi3m+3UnwS8dI4YgE01U5ERERERESkWGbWFmgNfOruX1RiHKcA8939yyKO/d3dX6v4qBLDzLYH9nH3T8twbWdgELAvweCaxcBrwDPuvjFxUUpZKfEkIiIiIiIiUgnM7Fx3f6ay44DExFJV2kiUqvJ84m3DzFoRFGuf4e6/x+zv4e6RRnHFtDHT3deUpY08WtVOREREREREpAiJWoGvBEPLcW1sDOcmoJlExFJV2qixfRKuxDiBYErcZ2Z2YszhSKvjFWrj07K0EUs1nkRERERERESK1trM5pVw3AgKShd/QvHXG7BbWQMrZChQ6oiYRMRSVdqIoKb2yXnAQe6+xsyaA+PNrLm7P0DRhemT1UY+JZ5EREREREREipaIlfF2Iyg4varQfgP+GzWQBCUmEhFLVWlDfVK0lLypce6eG9bAGm9mexI9aZSINvIp8SQiIiIiIiJShAStjPc6UN/dcwofMLPpcbSTiMREImKpKm2A+qQoK8wsI6+dcNTS8cDTQLsKbCOfiouLiIiIiIiIVHFmNpJgpbYPijj2vLufXglhVSr1ydbMLB3Y5O7/K+LY4e7+YUW0UeAaJZ5ERERERERERCQZtKqdiIiIiIiISJJUwMp4FRpLVWkjUarK80lUn1SlWPLP1YgnERERERERkeQws3XAwpJOARq4+x6ltDPH3TuU55xExFJV2gjbUZ9U4VjyqLi4iIiIiIiISPIkYmU8gNYlrOIGYTKgAmKpKm2A+qSqxwJoxJOIiIiIiIhIlRcuZV+aze6+JOn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}, "metadata": { "needs_background": "light" } } ], "source": [ "vessel_queue = samples.vessel_queue_sample()\n", "axes = vessel_queue.summary()" ] }, { "source": [ "## Data Slicing and Analysis" ], "cell_type": "markdown", "metadata": {} }, { "source": [ "Now for some interesting slicing and dicing. Let's say we want to have a look only at the data for the month of August. We want to isolate and analyse the August data, so we need to isolate portion out so we can further explore it, we also wish to ensure we pretend that the rest of the data doesn't exist, for that we use the clamp function, this \"clamps\" the values before and after the bounds to zero, thus ensuring we don't get any influence from the lead in and out step values." ], "cell_type": "markdown", "metadata": {} }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 3 }, { "output_type": "display_data", "data": { "text/plain": "
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\n" }, "metadata": { "needs_background": "light" } } ], "source": [ "vessel_queue_august = vessel_queue.clamp(lbound=pd.Timestamp(2020,8,1),ubound=pd.Timestamp(2020,8,31))\n", "ax = vessel_queue_august.plot(label='August')\n", "ax = vessel_queue_august.plot(ax=ax,method='smooth',label='August (smooth)')\n", "ax = vessel_queue_august.plot_rolling_step(ax=ax,rolling_function=np.mean,window=5,pre_mid_post='mid',label='August (rolling mean)',color='r');\n", "ax.legend()" ] }, { "source": [ "Before we do some \"math\", the smoothing might seem odd, as it seems to be effected by the clamped end points, this is reasonable, as the smoothing is being applied at each data point, since we have added zero end points, it is being applied with a value of zero there. If we want a proper smoothing for the section without this \"artifact\" of the clamping, we should use the clip method instead, the visual difference is obvious, hopefully. The clip method preserves the end point values, just like we \"clipped\" that section out of the original data, instead of zeroing out everything before and after, which is what the clamp method does. The clamp method is best for calculations involving the section, the clip is better for focusing on the section bearing in mind it is still part of the larger dataset." ], "cell_type": "markdown", "metadata": {} }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 4 }, { "output_type": "display_data", "data": { "text/plain": "
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\n" }, "metadata": { "needs_background": "light" } } ], "source": [ "vessel_queue_august_clip = vessel_queue.clip(lbound=pd.Timestamp(2020,8,1),ubound=pd.Timestamp(2020,8,31))\n", "ax = vessel_queue_august_clip.plot(label='August')\n", "ax = vessel_queue_august_clip.plot(ax=ax,method='smooth',label='August (smooth)')\n", "ax = vessel_queue_august_clip.plot_rolling_step(ax=ax,rolling_function=np.mean,window=5,pre_mid_post='mid',label='August (rolling mean)',color='r');\n", "ax.legend()" ] }, { "source": [ "## Data Filtering" ], "cell_type": "markdown", "metadata": {} }, { "source": [ "Now we can slice, poke and prode to get answers, say, we only want to see when the queue was over 10, that's simple, we can apply the filter condition directly to the steps object." ], "cell_type": "markdown", "metadata": {} }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
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\n" }, "metadata": { "needs_background": "light" } } ], "source": [ "ax = vessel_queue_august.plot()\n", "vessel_queue_august_gt10 = (vessel_queue_august > 10)\n", "ax = vessel_queue_august_gt10.plot(ax=ax)\n", "\n", "ax.fill_between(hs.utilities.prepare_datetime(vessel_queue_august_gt10.step_keys()),vessel_queue_august_gt10.step_values(),step='post',color='blue',alpha=0.2);\n", "\n", "plt.setp(ax,title='Vessel Queue - August 2020', xlabel='Date',ylabel='Count');\n" ] }, { "source": [ "what about how much of the time is the queue over 10 during August?" ], "cell_type": "markdown", "metadata": {} }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Queue greater than 10 for 28.4027778% of August. (ratio)\nQueue greater than 10 for 28.4027778% of August. (divide)\n" ] }, { "output_type": "display_data", "data": { "text/plain": "
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}, "metadata": { "needs_background": "light" } } ], "source": [ "print(f'Queue greater than 10 for {100*vessel_queue_august_gt10.normalise().integrate()/vessel_queue_august.normalise().integrate():.7f}% of August. (ratio)')\n", "\n", "#or if you like the math alittle differently\n", "#we need the true span of the month of August for this data set, easiest way to get that is with a call to span_and_weights\n", "start,end,span,weights = vessel_queue_august.span_and_weights()\n", "\n", "#the span we get back is in seconds, we need to convert it to hours\n", "duration = (60*60/span)\n", "vessel_queue_august_gt10_norm = (vessel_queue_august_gt10/vessel_queue_august)\n", "print(f'Queue greater than 10 for {100*vessel_queue_august_gt10_norm.integrate()*duration:.7f}% of August. (divide)')\n", "\n", "#What we really did was normalised the filtered steps by the original by performing a true divide\n", "vessel_queue_august_gt10_norm.plot(figsize=(12,6));" ] }, { "source": [ "Ok, now let's really have a look at lots of conditions." ], "cell_type": "markdown", "metadata": {} }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
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}, "metadata": { "needs_background": "light" } } ], "source": [ "vessel_queue_august_le10 = (vessel_queue_august <= 10)\n", "\n", "#we can also filter out the greater than 10 values by using another steps object that has the data we wish to remove and simply subtract it\n", "vessel_queue_august_le10_math = vessel_queue_august - vessel_queue_august_gt10\n", "\n", "\n", "ax = vessel_queue_august.plot(figsize=(12,4))\n", "ax = vessel_queue_august_le10_math.plot(ax=ax)\n", "\n", "ax.fill_between(vessel_queue_august_le10_math.step_keys(convert_keys=True),vessel_queue_august_le10_math.step_values(),step='post',color='blue',alpha=0.2);\n", "\n", "plt.setp(ax,title='Vessel Queue - August 2020 math <=10', xlabel='Date',ylabel='Count');\n", "\n", "ax = vessel_queue_august.plot(figsize=(12,4))\n", "ax = vessel_queue_august_le10.plot(ax=ax)\n", "\n", "ax.fill_between(vessel_queue_august_le10.step_keys(convert_keys=True),vessel_queue_august_le10.step_values(),step='post',color='green',alpha=0.2);\n", "\n", "plt.setp(ax,title='Vessel Queue - August 2020 filter <=10', xlabel='Date',ylabel='Count');" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "Text(0.5, 1.0, 'queue < 10')" ] }, "metadata": {}, "execution_count": 8 }, { "output_type": "display_data", "data": { "text/plain": "
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/qqrfmmeHAABgL9jJFelXJLllXh0BAIC95MA0K1XVY5Jcm+SHkvzLufYIgJk6u5mcPNp7XFtfbF8WYXD8u3HoWHJ44/x5tx5PTp84v51Vqu9o3WZxfIN9DtdztI7j2jq72XtcpfqyGqYK0klem+S7kjxk0gpVtZFkI0kOHjy4644BsHuHjp2bXls///kqePTztl4+i+MdhLjRIH36xPmBb5XqO+44dnt8g21H6zlax9G2httclfqyOrYN0lX1T5J8rLV2Y1UdnbRea+14kuNJcuTIkTarDgLQ3eGNCwPgKrnmuq2Xz+L4t7qavbaeXHv97va/jOZx3gz2Oa6eW9Vx1c9h9rZp7pH+wiRfXlV/leRNSZ5bVb8y114BAMCS2zZIt9a+p7X2mNbaVUlenOS/t9a+fu49AwCAJebvSAMAQAfT/rJhkqS1dn2S6+fSEwAA2ENckQYAgA4EaQAA6ECQBgCADgRpAADoQJAGAIAOBGkAAOhAkAYAgA4EaQAA6ECQBgCADgRpAADoQJAGAIAOBGkAAOhAkAYAgA4EaQAA6ECQBgCADgRpANjGmVPJrcfPPb/1eG8e3ZzdTE4e7X2d3VxsX2A3BGkA2MKhY73H0yfOzRtMD5YxvUPHkrX1c8/X1tWRvevAojsAAMvs8Mb5IXrgiqt7y9iZwxvqxupwRRoAADoQpAEAoANBGgAAOhCkAQCgA0EaAAA6EKQBAKADQRoAADoQpAEAoANBGgAAOhCkAQCgA0EaAAA6EKQBAKADQRoAADoQpAEAoANBGgAAOhCkAQCgA0EaAAA62DZIV9Vjq+oPq+rmqrqpql5xMToGAADL7MAU69yX5F+11t5dVQ9JcmNVXddau3nOfQMAgKW1bZBurd2Z5M7+9N1VdUuSK5MI0gDsG2c3k5NHz02vrS+uL8BymOaK9P9XVVcleXqSd41ZtpFkI0kOHjw4i74BwFI4dOz852vrF84D9p+pg3RVXZbkLUle2Vr75Ojy1trxJMeT5MiRI21mPQSABTu80fsCGDbVX+2oqvulF6Lf0Fp763y7BAAAy2+av9pRSV6X5JbW2n+Yf5cAAGD5TXNF+guTfEOS51bVZv/rBXPuFwAALLVp/mrHO5LURegLAADsGf6zIQAAdCBIAwBAB4I0AAB0IEgDAEAHgjQAAHQgSAMAQAeCNAAAdCBIAwBAB4I0AAB0IEgDAEAHgjQAAHQgSAMAQAeCNAAAdCBIAwBAB4I0AAB0IEgDAEAHgjQAAHQgSAMAQAeCNAAAdCBIAwBAB4I0AAB0IEgDAEAHgjQAAHQgSAMAQAeCNAAAdCBIAwBAB4I0AAB0IEgDAEAHgjQAAHQgSAMAQAeCNAAAdCBIAwBAB4I0AAB0IEgDAEAHgjQAAHQwVZCuqudX1fuq6o6qetW8OwUAAMtu2yBdVZck+ekk1yR5SpKvraqnzLtjAACwzA5Msc4zk9zRWnt/klTVm5K8MMnN8+zYXnd2Mzl5tPe4tr7YvizS2c3e4zLUYDAm4+Yvc/9YnjECgGHTBOkrk3xw6PmHkjxrdKWq2kiykSQHDx6cSed24uHrF73JiQ4dOze9tn7+8/1k+Lh3UoPBurOs21b7WoYxWnT7y24Zxghg2Dw+q/aqZcpgF1u11rZeoepFSZ7fWvsX/effkORZrbWXTdrmyJEj7YYbbphpRwEAYFhV3dhaO7Ko9qf5ZcMPJ3ns0PPH9OcBAMC+NU2Q/rMkT6yqx1XVpUlenORt8+0WAAAst23vkW6t3VdVL0vye0kuSfL61tpNc+8ZAAAssWl+2TCttd9O8ttz7gsAAOwZ/rMhAAB0IEgDAEAHgjQAAHQgSAMAQAfb/kOWTjut+niSv575jpfbI5LctehOsCVjtPyM0fIzRsvPGC0/Y9TdaO0+p7X2yEV1Zi5Bej+qqhsW+Z912J4xWn7GaPkZo+VnjJafMepu2Wrn1g4AAOhAkAYAgA4E6dk5vugOsC1jtPyM0fIzRsvPGC0/Y9TdUtXOPdIAANCBK9IAANCBIA0AAB2sbJCuqsdW1R9W1c1VdVNVvaI/f62qrquq2/uPl/fnf11Vvaeq/qKq/riqnja0r+dX1fuq6o6qetUWbX5jf7+3V9U3Ds3/2v5+31NVv1tVj5iw/dh2quq5VfXuqnpvVf1iVR2YRY0WbY+O0eur6mNV9d6R+T/Y33azqn6/qh692/osgxUbo1/tj89mVf1VVW3usjxLYa+N0aT+9pd9dX/e31fV0vx5q91asTF6dVV9eOi19IJZ1WmRVmyMnlZV7+zv4zer6qGzqtOE41im2n1Nf983VdWPbrH95/fbv6Oq/mNVVX/+zt+DWmsr+ZXkUUme0Z9+SJLbkjwlyY8leVV//quS/Gh/+jlJLu9PX5PkXf3pS5KcTvL4JJcm+fMkTxnT3lqS9/cfL+9PX57kQJKPJXlEf70fS/LqMduPbSe9b3Y+mORJ/fVek+Sli67vfhyj/rIvSfKMJO8dmf/QoemXJ/nZRdfXGJ0/RiPr/ESS7190fffjGE3qb//5P0jy5CTXJzmy6Noao7Fj9Ook/3rRNTVGW47RnyW5uj/9kiQ/uE9q9/AkH0jyyP56v5jkSyf0+U+TPDtJJfmdJNf05+/4PWhlr0i31u5srb27P313kluSXJnkhekVN/3Hr+iv88ettb/pz/+TJI/pTz8zyR2ttfe31u5N8qb+PkZ9WZLrWmtn+/u5Lsnz0xukSvLg/nc8D03ykTHbT2rn4Unuba3d1l/vuiRftdN6LKM9OEZprf1RkrNj5n9y6OmDk6zEb/Gu0hgN9Lf/Z0neuG0B9oC9NkZb9DettVtaa+/rWotltUpjtKpWbIyelOSP+tNzzwxLVLvHJ7m9tfbx/npvz5hjr6pHpXfx609aLz3/0lDfdvwetLJBelhVXZXk6UneleSzW2t39hedSfLZYzZ5aXrfoSS9k+GDQ8s+lPFvKGPXa619Osm3JfmL9F4MT0nyumm3T+/fYB4Y+hHDi5I8dsz2e9oeGaPtjuGHquqDSb4uyffvdPtltwpj1PfFST7aWru94/ZLa6+N0Uh/94UVGaOX9X98/vrBj+tXyQqM0U05F0C/OhcxMyyydknuSPLkqrqqerfAfkXGH/uV/W22a2cqKx+kq+qyJG9J8sqRq4bpfyfSRtb/h+kN7HfPqP37pfeieHqSRyd5T5LvmXb7fh9fnOQnq+pPk9yd5O9m0bdlsdfHaKC19r2ttccmeUOSl82ib8tiVcao72uzIlejh+21Mdqqv6tqRcboZ5IcSrKe5M70bpNaGSsyRi9J8u1VdWN6t1rcO4u+bWfRtetfnf62JL+a5H8k+atchLy00kG6f0K+JckbWmtv7c/+aP+y/uDy/seG1v+8JD+f5IWttf/dn/3hnP8dzWOSfLiqnlXnftniyyetl96bTVprp/sn0q8leU7/5vzB9t+6xfZprb2ztfbFrbVnpvfjmtuyIvbYGE3rDVmR22+S1Rqj/lWKr0zvjXZl7LUxmtDflbYqY9Ra+2hr7e9aa3+f5OfS+3H8SlihMbq1tfaPW2ufn95Fg9O7r87WlqR2aa39ZmvtWa21L0jyviS3VdUlQ9u/pr/uY8Zt30lbgpv85/GV3j1Gv5TktSPz/33Ov/n9x/rTB9P7scBzRtY/kN6N7I/LuZvfnzqmvbUkf5neDe+X96fX0vuO8s6cu/n9B5P8xJjtJ7aT5LP6j/dP8gdJnrvo+u7HMRraz1W58JcNnzg0/R1J3rzo+hqjC3/ZML376E4tuq77eYwm9XdkneuzWr9suDJjlORRQ9PfmeRNi66vMbpg2SAzfEZ/nZfsh9qNHPvlSTbT/0MNY/Yx+suGLxhZfn2mfA9a+Mk7x4H9ovR+jPCefjE3k7wgvV/e+4Mkt6d3I/qg+D+f5G+G1r1haF8vSO8q8Okk37tFmy/pnxx3JPnmofnfmt7N9+9J8ptJHj5h+7Ht9E/GW9L77uqVi67tPh+jN6b3Jvfp9O6reml//luSvHdo+ysXXV9jdP4Y9Zf9QpJvXXRd9/MYTepvf9k/7Y/Z/03y0SS/t+j6GqMLxuiX07t/9z1J3pahYL2Xv1ZsjF7Rb/+2JD+S9P6L9T6p3RuT3Nz/evEW2x9J7zP7dJL/NKhROrwH+RfhAADQwUrfIw0AAPMiSAMAQAeCNAAAdCBIAwBAB4I0AAB0IEgDAEAHgjQAAHTw/wA6fg+M9TkfZAAAAABJRU5ErkJggg==\n" }, "metadata": { "needs_background": "light" } } ], "source": [ "vessel_queue_august_eq10 = (vessel_queue_august == 10)\n", "vessel_queue_august_ne10 = (vessel_queue_august != 10)\n", "vessel_queue_august_l10 = (vessel_queue_august < 10)\n", "\n", "ax = vessel_queue_august_eq10.plot(figsize=(12,4))\n", "ax.set_title('queue == 10')\n", "\n", "ax = vessel_queue_august_ne10.plot(figsize=(12,4))\n", "ax.set_title('queue != 10')\n", "\n", "ax = vessel_queue_august_l10.plot(figsize=(12,4))\n", "ax.set_title('queue < 10')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ] }