{ "cells": [ { "cell_type": "markdown", "id": "51f0637b", "metadata": {}, "source": [ "# Graph Spectral Image Processing" ] }, { "cell_type": "markdown", "id": "d369222a", "metadata": {}, "source": [ "This jupyter notebook aims at illustrating the concepts introduced in the lecture. It relies on pygsp library whose documentation is available [here](https://pygsp.readthedocs.io/en/v0.4/index.html). It contains tutorials and excerices. It is split into the following parts:\n", "\n", "- [1 - Introduction to Graph Signals](#1-graph-signals)\n", "- [2 - Graph variational operators](#2-graph-var-operators)\n", "- [3 - Graph Transform](#3-graph-transform)" ] }, { "cell_type": "markdown", "id": "3eea54bf", "metadata": {}, "source": [ " \n", "# 1 - Introduction to Graph Signals" ] }, { "cell_type": "markdown", "id": "2333bb90", "metadata": {}, "source": [ "First task, is to import the pygsp library and other useful libraries for general signal processing and mathematics" ] }, { "cell_type": "code", "execution_count": 1, "id": "289527ba", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pygsp as gp\n", "from pygsp import graphs\n", "import matplotlib.pyplot as plt\n" ] }, { "cell_type": "markdown", "id": "a705d48d", "metadata": {}, "source": [ "## 1.1 - Load a Graph template\n", "Before considering graph signals, we have to investigate how to handle graphs with the pygsp library. A first way is to load graph templates (they are listed [here](https://pygsp.readthedocs.io/en/v0.4/reference/graphs.html)). For example, let us first load the grid 2D graphs." ] }, { "cell_type": "code", "execution_count": 2, "id": "47590883", "metadata": {}, "outputs": [ { "data": { "image/png": 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OnjyppKSkOByre/fuSnFxscN+ffv2VX73u981qv/mm28UAMrKlSub/Bm5k9nV35tDhw4pAJSHH37Y4blmzpypAFAyMzPt22bPnq1ERUUp58+fd9j3zjvvVIKDg+3/b5gwYYLSt2/fJnOQPPjKCHmVxWIBAKefcrnllltw5MgR+99ffvllPProoy4dNzg4GA8//DAyMzNx+PBh3HjjjU73++tf/2pf4v5qQkJCXHre36qurkZAQECj7YGBgfbHf/3f5vZ19vivpaenO4x12LBhAIBTp04BqP+URn5+Pv761786vA2QmJiIW2+91f4KjM1mw86dOzFx4kSHt4369OmDUaNGObxS87//+7+oq6vD1KlTHT5xEhkZiZ49e2LPnj3429/+Zn/lY+fOnRg7dizatm171SzNsVgsTn9vZsyYga1bt9r/PnfuXKxYscKlYza8OnLvvfdiy5Yt+MMf/tBon/z8fJw8eRJPPfUUKisrHR77/e9/j3fffRd1dXXw9fVFUlKSy59WiYyMdGm/3zIajejbty8GDx6M3//+9ygvL8fSpUsxceJEfPHFF+jUqRMA138XnXE1s6IoLv/e5OTkAIDDW5hA/dus//znP+1/VxQF2dnZmDp1KhRFcfgdGzVqFDZs2IC8vDwMGTIEHTp0wA8//ICvvvrK5bfn6NrEZoS8ymg0Aqh/u+S33nzzTVRVVaGiosKlhuG3HnroIfzP//wPFi1a5DA5/VpCQgISEhLcPrargoKCUFNT02h7w1tDDe/pN/zXlX2v5tcTAPCfJurnn38GAPsnknr37t2otk+fPti5cycuXbqEqqoqVFdXO13zpXfv3g6TysmTJ6EoSpPrwzS8PXT99dcjIyMDy5cvx7p16zBs2DDcfvvtuPvuu1W9BWY0Gp3+3ixZsgTz5s0DANx6661uH3f69Ol45plnsGTJEkycOLHR4ydPngQA3HvvvU0ew2w2IyQkBCEhIUhLS3N7DK6yWq1IS0vDLbfcgtdff92+PS0tDX379sXLL7+MF198EYDrv4vOuJq5pqbG5d+b7777Dr6+vrj++usd9ouLi3P4+7lz53DhwgW89dZbeOutt5w+99mzZwEAjz/+OHbt2oWBAwciLi4OI0eOxLRp0zBkyJAmx03XJjYj5FXBwcGIiorCsWPHGj3WcA9JaWmp6mM//PDDWLRoEQ4fPux0H7PZfNV/ETbw9/d36YbC34qKisKePXugKIrDFz6ZTCYAsH8suOHG3Ybtv2YymdCxY8dmXxUB6v9l74yi4cdV6+rq4OPjgx07djh9/l+/evHKK69g5syZ2Lp1Kz7++GM8+OCDeOGFF/Dvf/8bXbp0cet54+PjceTIEVy5csXhZuLExET1YfCfV0caxvlbdXV1AOpfqUtOTnZ6jIbMtbW1+Omnn1x63rCwsCbPX1M+//xzHDt2DMuXL3fY3rNnT/Tp08fh5tKoqCiUlZU1OsZvfxedcTWzs2bHUw3PfffddzfZDDWc8z59+uD48eP46KOPkJOTg+zsbPz973/HwoULsXjxYq+PjfTDZoS8bty4cXj77beRm5trvwnOWx5++GG8+uqrWLx4MTp06NDo8Yceeghr165t9jjDhw9v8kunriY5ORlvv/02ioqKHF6BOXjwoP1xAIiOjkZYWBi+/vrrRsfIzc1tcgJwV7du3QDUf4/FbxUXF6NTp05o164dAgMDERQUZP8X8a/9trZHjx5QFAXXX389evXq1ewY+vXrh379+uGpp57C/v37MWTIEKxcuRLPPvusW1luu+02/Pvf/8bmzZsxdepUt2qbc/fdd+PZZ5/F4sWLcfvttzs81qNHDwD1N0o396rH/v37MWLECJee8/Tp01f98jxnKioqANS/rfZbV65cgdVqtf89OTkZe/bsgcVicbiJ9be/i864mjksLMzl35tu3bqhrq4Op0+fdnglpaSkpNExjUYjbDabS68ytWvXDunp6UhPT0dtbS3uuOMOPPfcc1iwYIH9LSm69vGjveR1f/3rX9G2bVv88Y9/tP/P9dec/avebDajuLi42U8qNLw6snXrVuTn5zt97k8++aTZP6+88oqqbBMmTECbNm3w97//3SHPypUrER0djZtuusm+fdKkSfjoo48cPmK5e/dunDhxAlOmTFH1/L8VFRWF5ORkrF27FhcuXLBvP3bsGD7++GOMHTsWQP2rA6NGjcKWLVtw5swZ+35FRUXYuXOnwzHvuOMOGAwGLF68uNG5UhTFfo+BxWJxmByB+sbE19dX1b+o58yZg4iICDzyyCM4ceJEo8ed/d5cvnwZxcXFzX6basOrI/n5+fjggw8cHktNTUWPHj2wbNkyp28T/fobcxvuGXHlj5p7Rhqav99+gV5eXh6OHz/ucK/U5MmTYbPZHN7qqKmpwTvvvINBgwZd9ZM0rmZ25/dm1KhRAOBwbQBweLup4ZiTJk1Cdna201dQf/3z/u39LP7+/khISICiKLhy5UqT+ejaw1dGyOt69uyJ9evX46677kLv3r0xffp0JCUlQVEUnD59GuvXr4evr6/Dy/ibN2/GrFmz8M4772DmzJlXPX7DvSNHjhxBu3btHB5Te89IQUGBfZIqKSmB2Wy2/8s+KSkJ48ePBwB06dIFDz/8MF5++WVcuXIFAwYMwJYtW/DFF19g3bp1Di/L/+1vf0NWVhZGjBiBhx56CBcvXsTLL7+Mfv36YdasWW6PsSkvv/wyxowZg8GDB2P27Nn2j/YGBwc7fLfD4sWLkZOTg2HDhuGBBx6A1Wq1f4fDr7+ev0ePHnj22WexYMEClJaWYuLEiTAajTh9+jQ2b96M+++/H48++ig+/fRTzJs3D1OmTEGvXr1gtVrx7rvv2iebBosWLcLixYuxZ88e3HLLLU3m6NixIzZv3ozx48cjKSkJd955JwYMGIA2bdrg+++/R1ZWFgDH+2hyc3MxYsQIZGZmNvs9NA33jvy2ifX19cXbb7+NMWPGoG/fvpg1axaio6NRVlaGPXv2oH379vjwww8BwKN7Rhp+n7755hsAwLvvvmv/ptSnnnoKQH2TcOutt2Lt2rWwWCwYOXIkTCYTXn/9dQQFBdk/8grUv+05ZcoULFiwAGfPnkVcXBzWrl2L0tJSrF69+qpjcSezq783qampmDRpEl599VVUVlbaP9rb0Fj++m3NpUuXYs+ePRg0aBDuu+8+JCQk4KeffkJeXh527dplfyts5MiRiIyMxJAhQxAREYGioiKsWLEC48aNs9+fRpLQ4yM81DqUlJQoc+bMUeLi4pTAwEAlKChIiY+PV/785z8r+fn5Dvu+8847CgDlnXfesW/79Ud7f6vh45ne+gbWhud39ufee+912NdmsynPP/+80q1bN8Xf31/p27ev8t577zk97rFjx5SRI0cqbdu2VTp06KBMnz5dKS8vb3Y8v/546m/hNx+TVBRF2bVrlzJkyBAlKChIad++vTJ+/HilsLCwUe1nn32mpKamKv7+/kr37t2VlStXNvlNmtnZ2crQoUOVdu3aKe3atVPi4+OVuXPnKsePH1cUpf5bQf/4xz8qPXr0UAIDA5WOHTsqI0aMUHbt2uVwnPnz5ys+Pj5Ov1XVGZPJpDz22GNKQkKCEhQUpAQEBCjdu3dX7rnnHuXzzz932Lfhd+TXP4+r/ex+fZ5/+w2shw8fVu644w4lNDRUCQgIULp166ZMnTpV2b17t0vjbk5Tv1+//dlfvnxZWbJkiT1/cHCwcttttymHDx9udMzq6mrl0UcfVSIjI5WAgABlwIABSk5OjstjcjWzq783ly5dUubOnat07NhRue6665SJEycqx48fVwAoS5cuddi3oqJCmTt3rhITE6O0adNGiYyMVH7/+98rb731ln2fN998U7n55pvt4+vRo4fy2GOPKWaz2eWMdG3wURQBFm4gImkNHDgQ3bp1s7+yQa1Lfn4+brzxRrz33nuYPn263sMhQfFtGiLSjMViwZEjR1y6qZiufdXV1Y0+Uvzqq6/C19cXN998s06jomsBmxEi0kz79u01+Xgoiemll17CoUOHMGLECPj5+WHHjh3YsWMH7r//fpfXoqLWiW/TEBGRV3zyySdYvHgxCgsLcfHiRXTt2hUzZszAk08+CT8//tuXmsZmhIiIiHTF7xkhIiIiXbEZISIiIl1dE2/i1dXV4ccff4TRaHT44hwiIiISl6IoqKqqQufOneHr2/TrH9dEM/Ljjz/yTmwiIqJr1Pfff3/VxTOviWak4Wt/v//+e4cFoYiIiEhcFosFMTExzX59/zXRjDS8NdO+fXs2I0RERNeY5m6x4A2sREREpCs2I0RERKQrNiNERESkKzYjREREpCs2I0RERKSra+LTNFqoq6vD6crLqLxUg9B2Abg+tO1Vv5BFVDabDUfKLPjRXI3OwUFIim4Pg8Gg97DcJksOQJ4szCEW5hCLLDlEmQtbXTPy/c+X8exHRdhdfBbWuv+sEejn64Pfx4fjqdv6ICakrY4jdE2hyYyMjQUorqhq9Fh8hBHL0xOREBWsw8jcI0sOQJ4szCEW5hCLLDlEmwuviVV7LRYLgoODYTabPfqekRV7SrDs4xPN7vfoyF6YNyJO9fNobX7WEWTnlTW736SUaLwyJakFRqSOLDkAebIwh1iYQyyy5GjJudDV+fvae19CJVd/+ACw7OMTWLGnROMRqePqxQAA2XllmJ91ROMRqSNLDkCeLMwhFuYQiyw5RJ0LW0Uz8v3Pl13+4TdY9vEJfP/zZY1GpE6hyezyxdAgO68MhSazRiNSR5YcgDxZmIM5tMAcYuUQeS5sFc3Isx8Vqap7bpu6Oq1kbCxQV7dJXZ1WZMkByJOFOZhDC8whVg6R50Lpm5G6ujrsLj6rqnZX0VnU1dV5eUTq2Gw2pzdMuaK4vAo2m83LI1JHlhyAPFmYgzm0wBxi5RB9LpT+0zSnKy873CnsDmudgq+Lv0NMSKCXR+W+o6aLHtV/VnAKfSKv89Jo1JMlByBPFuaoxxzexRz1RMnx3c+/eDQXfld5GdeHaZdD+mak8lKNR/XvbMhGpOGSl0aj3ilrBwA9Vddnbd7KHF4mSxbmqMcc3sUc9UTJUW5rByBBdf25SzVsRjwR2i7Ao/pZd04S5pWRz7JOqq6f8ocJQnTnsuQA5MnCHPWYw7uYo54oOb77+RfseFf9vR9hHs6lzZG+Gbk+tC38fH1UvTzl5+uD/vHdhPhm1vBwG+DBBTE8sbsQ3w4oSw5AnizMUY85vIs56omSIyKiDn6+xarnwm6h2n4Bmv6zrMZ8fX3x+/hwVbVpfcKFaEQAwGAwID7CqKo2PtIoxMUAyJMDkCcLczCHFphDrByiz4VizLQae+q2Pqrqnhynrk4ry9MT1dVNVVenFVlyAPJkYQ7m0AJziJVD5LmwVTQjMSFt8ejIXm7VPDayl3Br1CREBWNSSrRbNZNTooVbJ0GWHIA8WZiDObTAHGLlEHkubBXNCADMGxHn8kl4bGQvzBV0bZpXpiS5fFFMTonGMkHXR5AlByBPFuYQC3OIRZYcos6FrWqhPKD+63Cf21aEXUWNVypM6xOOp2/rg+gOYr0i4kyhyYyMTQUoLneycmSkEa/dmYTeEZ79rFqCLDkAebIwh1iYQyyy5GipudDV+bvVNSMN6urqcKi4FBs3bkR6ejpS42OFuVnVHTabDZ8XfIttW7IxbuIk3JzYQ5gbptwhSw5AnizMIRbmEIssObSeC7lqbzN8fX3RJSQIRt9adAkJuiYbEeD/7vSONMLoWyvUndvukiUHIE8W5hALc4hFlhyizIXX5gxMRERE0mAzQkRERLpiM0JERES6YjNCREREumIzQkRERLpiM0JERES6YjNCREREumIzQkRERLpiM0JERES6YjNCREREumIzQkRERLpiM0JERES6YjNCREREumIzQkRERLpiM0JERES6YjNCREREumIzQkRERLpiM0JERES6YjNCREREumIzQkRERLpqtc2IzWbDUdNFnLJ2wFHTRdhsNr2HpIrVasX+UjMKr3TC/lIzrFar3kNSRZYcgDxZmEMszCEWWXKIMhf6KIqi6PLMbrBYLAgODobZbEb79u09OlahyYyMjQUorqhq9Fh8hBHL0xOREBXs0XO0hNzSSsxbn4+zVTWNHgs3BmDFtGQMjA3VYWTukSUHIE8W5hALc4hFlhwtNRe6On+3qmZkftYRZOeVNbvfpJRovDIlSfXzaG366oPYV1LZ7H5D4kKxbvagFhiROrLkAOTJwhxiYQ6xyJKjJedCV+fvVvM2jas/fADIzivD/KwjGo9IHVcvBgDYV1KJ6asPajwidWTJAciThTnEwhxikSWHqHOhqmbkjTfeQGxsLAIDAzFo0CDk5uZedf9XX30VvXv3RlBQEGJiYvDII4/gl19+UTVgNQpNZpd/+A2y88pQaDJrNCJ1cksrXb4YGuwrqURuqXs1WpMlByBPFuZgDi0wh1g5RJ4L3W5GNm7ciIyMDGRmZiIvLw9JSUkYNWoUzp4963T/9evX44knnkBmZiaKioqwevVqbNy4EX/72988HryrMjYWqKvbpK5OK/PW57donVZkyQHIk4U51NVphTnU1WlFlhwiz4VuNyPLly/Hfffdh1mzZiEhIQErV65E27ZtsWbNGqf779+/H0OGDMG0adMQGxuLkSNH4q677mr21RRvsdlsTm/QcUVxeZUwn7KxWq1Ob5hyxdmqGmHu9JYlByBPFuZgDi0wh1g5RJ8L/dzZuba2FocOHcKCBQvs23x9fZGWloYDBw44rbnpppvw3nvvITc3FwMHDsSpU6ewfft2zJgxo8nnqampQU3Nf06+xWJxZ5gOjpSprwWAzwpOoU/kdR4dwxsOlF7wqH7H1yfRv1sHr4zFE7LkAOTJwhz1mMO7mKOeKDmOmdQ1Ig2OllmQ3DXES6NpzK1m5Pz587DZbIiIiHDYHhERgeLiYqc106ZNw/nz5zF06FAoigKr1Yo///nPV32b5oUXXsDixYvdGVqTfjRXe1SftXkrIg2XvDIWT5yydgDQU3X99u3bkMccXiVLFuaoxxzexRz1RMlRbmsHIEF1/Q/maiRDkGZEjb179+L555/H3//+dwwaNAglJSV46KGH8Mwzz+Dpp592WrNgwQJkZGTY/26xWBATE6Pq+TsHB6mqazDlDxOEeWXksw9Oq64fO3acEN25LDkAebIwRz3m8C7mqCdKjmOmKuzIKlFd38XDubQ5bjUjnTp1gsFgQEVFhcP2iooKREZGOq15+umnMWPGDPzpT38CAPTr1w+XLl3C/fffjyeffBK+vo1vWwkICEBAQIA7Q2tSUrRnX5I2PLE7DAaDV8biidvDwpDhwQUxpn9P+Plp3ns2S5YcgDxZmKMec3gXc9QTJUd4eDjgQTPSz8O5tDlu3cDq7++P1NRU7N69276trq4Ou3fvxuDBg53WXL58uVHD0TC5t8T3rRkMBsRHGFXVxkcahWhEAMDPzw/hRnUNWrgxQIiLAZAnByBPFuZgDi0wh1g5RJ8L3f40TUZGBlatWoW1a9eiqKgIc+bMwaVLlzBr1iwAwD333ONwg+v48ePxj3/8Axs2bMDp06fxySef4Omnn8b48eNbbKJfnp6orm6qujqtrJiW3KJ1WpElByBPFuZQV6cV5lBXpxVZcog8F7rdjKSnp2PZsmVYuHAhkpOTkZ+fj5ycHPtNrWfOnIHJZLLv/9RTT2H+/Pl46qmnkJCQgNmzZ2PUqFF48803vZeiGQlRwZiUEu1WzeSUaOHWqBkYG4ohce6teTA0LlS4dRJkyQHIk4U5mEMLzCFWDpHnQq5N48TklGgsk2BtmqFxoXhP4PURZMkByJOFOcTCHGKRJUdLzoVcKK8JhSYzMjYVoLjcyUqFkUa8dmcSekdoe6OONzS3cuTKu29ESteOOozMPbLkAOTJwhxiYQ6xyJKjpeZCNiPNsNls+LzgW2zbko1xEyfh5sQewtys6g6r1Yqcr05gb85W3DJ6AkYP6CXMDVPukCUHIE8W5hALc4hFlhxaz4VctbcZBoMB8ZFGGH1rhfrUjLv8/PyQGhsCo28tUmNDrsmLAZAnByBPFuYQC3OIRZYcosyFrbYZISIiIjGwGSEiIiJdsRkhIiIiXbEZISIiIl2xGSEiIiJdsRkhIiIiXbEZISIiIl2xGSEiIiJdsRkhIiIiXbEZISIiIl2xGSEiIiJdsRkhIiIiXbEZISIiIl2xGSEiIiJdsRkhIiIiXbEZISIiIl2xGSEiIiJdsRkhIiIiXbEZISIiIl212mbEZrPhqOkiTlk74KjpImw2m95DUsVqtWJ/qRmFVzphf6kZVqtV7yGpIksOQJ4szCEW5hCLLDlEmQt9FEVRdHlmN1gsFgQHB8NsNqN9+/YeHavQZEbGxgIUV1Q1eiw+wojl6YlIiAr26DlaQm5pJeatz8fZqppGj4UbA7BiWjIGxobqMDL3yJIDkCcLc4iFOcQiS46Wmgtdnb9bVTMyP+sIsvPKmt1vUko0XpmSpPp5tDZ99UHsK6lsdr8hcaFYN3tQC4xIHVlyAPJkYQ6xMIdYZMnRknOhq/N3q3mbxtUfPgBk55VhftYRjUekjqsXAwDsK6nE9NUHNR6ROrLkAOTJwhxiYQ6xyJJD1LmwVTQjhSazyz/8Btl5ZSg0mTUakTq5pZUuXwwN9pVUIrfUvRqtyZIDkCcLczCHFphDrBwiz4WtohnJ2Figrm6TujqtzFuf36J1WpElByBPFuZQV6cV5lBXpxVZcog8F0rfjNhsNqc36LiiuLxKmE/ZWK1WpzdMueJsVY0wd3rLkgOQJwtzMIcWmEOsHKLPhX6aHl0AR8osHtV/VnAKfSKv89Jo1DtQesGj+h1fn0T/bh28MhZPyJIDkCcLc9RjDu9ijnqi5DhmUteINDhaZkFy1xAvjaYx6ZuRH83VHtVnbd6KSMMlL41GvVPWDgB6qq7fvn0b8pjDq2TJwhz1mMO7mKOeKDnKbe0AJKiu/8FcjWSwGVGtc3CQR/VT/jBBmFdGPvvgtOr6sWPHCdGdy5IDkCcLc9RjDu9ijnqi5DhmqsKOrBLV9V08nEubI30zkhTt2ZekDU/sDoPB4KXRqHd7WBgyPLggxvTvCT8//U+3LDkAebIwRz3m8C7mqCdKjvDwcMCDZqSfh3Npc6S/gdVgMCA+wqiqNj7SKEQjAgB+fn4INwaoqg03BghxMQDy5ADkycIczKEF5hArh+hzofTNCAAsT09UVzdVXZ1WVkxLbtE6rciSA5AnC3Ooq9MKc6ir04osOUSeC1tFM5IQFYxJKdFu1UxOiRZujZqBsaEYEufemgdD40KFWydBlhyAPFmYgzm0wBxi5RB5LmwVzQgAvDIlyeWTMDklGssEXZtm3exBLl8UQ+NC8Z6g6yPIkgOQJwtziIU5xCJLDlHnwla1UB7wfysVbipAcbmTlQojjXjtziT0jtD2Rh1vaG7lyJV334iUrh11GJl7ZMkByJOFOcTCHGKRJUdLzYVctbcZNpsNnxd8i21bsjFu4iTcnNhDmJtV3WG1WpHz1QnszdmKW0ZPwOgBvYS5YcodsuQA5MnCHGJhDrHIkkPruZCr9jbDYDAgPtIIo2+tUJ+acZefnx9SY0Ng9K1FamzINXkxAPLkAOTJwhxiYQ6xyJJDlLmw1TYjREREJAY2I0RERKQrNiNERESkKzYjREREpCs2I0RERKQrNiNERESkKzYjREREpCs2I0RERKQrNiNERESkKzYjREREpCs2I0RERKQrNiNERESkKzYjREREpCs2I0RERKQrNiNERESkKzYjREREpCs2I0RERKQrNiNERESkKzYjREREpKtW24zYbDYcNV3EKWsHHDVdhM1m03tIqlitVuwvNaPwSifsLzXDarXqPSRVZMkByJOFOcTCHGKRJYcoc6GPoiiKLs/sBovFguDgYJjNZrRv396jYxWazMjYWIDiiqpGj8VHGLE8PREJUcEePUdLyC2txLz1+ThbVdPosXBjAFZMS8bA2FAdRuYeWXIA8mRhDrEwh1hkydFSc6Gr83erakbmZx1Bdl5Zs/tNSonGK1OSVD+P1qavPoh9JZXN7jckLhTrZg9qgRGpI0sOQJ4szCEW5hCLLDlaci50df5uNW/TuPrDB4DsvDLMzzqi8YjUcfViAIB9JZWYvvqgxiNSR5YcgDxZmEMszCEWWXKIOheqakbeeOMNxMbGIjAwEIMGDUJubu5V979w4QLmzp2LqKgoBAQEoFevXti+fbuqAatRaDK7/MNvkJ1XhkKTWaMRqZNbWunyxdBgX0klckvdq9GaLDkAebIwB3NogTnEyiHyXOh2M7Jx40ZkZGQgMzMTeXl5SEpKwqhRo3D27Fmn+9fW1uLWW29FaWkp3n//fRw/fhyrVq1CdHS0x4N3VcbGAnV1m9TVaWXe+vwWrdOKLDkAebIwh7o6rTCHujqtyJJD5LnQz92C5cuX47777sOsWbMAACtXrsS2bduwZs0aPPHEE432X7NmDX766Sfs378fbdq0AQDExsZ6Nmo32Gw2pzfouKK4vAo2mw0Gg8HLo3Kf1Wp1esOUK85W1cBqtcLPz+3T7XWy5ADkycIczKEF5hArh+hzoVs/odraWhw6dAgLFiywb/P19UVaWhoOHDjgtOaDDz7A4MGDMXfuXGzduhVhYWGYNm0aHn/88SaD1dTUoKbmPyffYrG4M0wHR8rU1wLAZwWn0CfyOo+O4Q0HSi94VL/j65Po362DV8biCVlyAPJkYY56zOFdzFFPlBzHTOoakQZHyyxI7hripdE05lYzcv78edhsNkRERDhsj4iIQHFxsdOaU6dO4dNPP8X06dOxfft2lJSU4IEHHsCVK1eQmZnptOaFF17A4sWL3Rlak340V3tUn7V5KyINl7wyFk+csnYA0FN1/fbt25DHHF4lSxbmqMcc3sUc9UTJUW5rByBBdf0P5mokQ5BmRI26ujqEh4fjrbfegsFgQGpqKsrKyvDyyy832YwsWLAAGRkZ9r9bLBbExMSoev7OwUGq6hpM+cMEYV4Z+eyD06rrx44dJ0R3LksOQJ4szFGPObyLOeqJkuOYqQo7skpU13fxcC5tjlvNSKdOnWAwGFBRUeGwvaKiApGRkU5roqKi0KZNG4e3ZPr06YPy8nLU1tbC39+/UU1AQAACAgLcGVqTkqI9+5K04Yndhbhn5PawMGR4cEGM6d9TiPctZckByJOFOeoxh3cxRz1RcoSHhwMeNCP9PJxLm+PWp2n8/f2RmpqK3bt327fV1dVh9+7dGDx4sNOaIUOGoKSkBHV1dfZtJ06cQFRUlNNGxNsMBgPiI4yqauMjjUI0IgDg5+eHcKO6Bi3cGCDExQDIkwOQJwtzMIcWmEOsHKLPhW5/tDcjIwOrVq3C2rVrUVRUhDlz5uDSpUv2T9fcc889Dje4zpkzBz/99BMeeughnDhxAtu2bcPzzz+PuXPnei9FM5anJ6qrm6quTisrpiW3aJ1WZMkByJOFOdTVaYU51NVpRZYcIs+Fbjcj6enpWLZsGRYuXIjk5GTk5+cjJyfHflPrmTNnYDKZ7PvHxMRg586d+Oqrr5CYmIgHH3wQDz30kNOPAWslISoYk1Lc+16TySnRwq1RMzA2FEPi3FvzYGhcqHDrJMiSA5AnC3MwhxaYQ6wcIs+FXJvGickp0Vgmwdo0Q+NC8Z7A6yPIkgOQJwtziIU5xCJLjpacC7lQXhMKTWZkbCpAcbmTlQojjXjtziT0jtD2Rh1vaG7lyJV334iUrh11GJl7ZMkByJOFOcTCHGKRJUdLzYVsRpphs9nwecG32LYlG+MmTsLNiT2EuVnVHVarFTlfncDenK24ZfQEjB7QS5gbptwhSw5AnizMIRbmEIssObSeC7lqbzMMBgPiI40w+tYK9akZd/n5+SE1NgRG31qkxoZckxcDIE8OQJ4szCEW5hCLLDlEmQtbbTNCREREYmAzQkRERLpiM0JERES6YjNCREREumIzQkRERLpiM0JERES6YjNCREREumIzQkRERLpiM0JERES6YjNCREREumIzQkRERLpiM0JERES6YjNCREREumIzQkRERLpiM0JERES6YjNCREREumIzQkRERLpiM0JERES6YjNCREREumIzQkRERLpqtc2IzWbDUdNFnLJ2wFHTRdhsNr2HpIrVasX+UjMKr3TC/lIzrFar3kNSRZYcgDxZmEMszCEWWXKIMhf6KIqi6PLMbrBYLAgODobZbEb79u09OlahyYyMjQUorqhq9Fh8hBHL0xOREBXs0XO0hNzSSsxbn4+zVTWNHgs3BmDFtGQMjA3VYWTukSUHIE8W5hALc4hFlhwtNRe6On+3qmZkftYRZOeVNbvfpJRovDIlSfXzaG366oPYV1LZ7H5D4kKxbvagFhiROrLkAOTJwhxiYQ6xyJKjJedCV+fvVvM2jas/fADIzivD/KwjGo9IHVcvBgDYV1KJ6asPajwidWTJAciThTnEwhxikSWHqHNhq2hGCk1ml3/4DbLzylBoMms0InVySytdvhga7CupRG6pezVakyUHIE8W5mAOLTCHWDlEngtbRTOSsbFAXd0mdXVambc+v0XrtCJLDkCeLMyhrk4rzKGuTiuy5BB5LpS+GbHZbE5v0HFFcXmVMJ+ysVqtTm+YcsXZqhph7vSWJQcgTxbmYA4tMIdYOUSfC/00PboAjpRZPKr/rOAU+kRe56XRqHeg9IJH9Tu+Pon+3Tp4ZSyekCUHIE8W5qjHHN7FHPVEyXHMpK4RaXC0zILkriFeGk1j0jcjP5qrParP2rwVkYZLXhqNeqesHQD0VF2/ffs25DGHV8mShTnqMYd3MUc9UXKU29oBSFBd/4O5GslgM6Ja5+Agj+qn/GGCMK+MfPbBadX1Y8eOE6I7lyUHIE8W5qjHHN7FHPVEyXHMVIUdWSWq67t4OJc2R/pmJCnasy9JG57YHQaDwUujUe/2sDBkeHBBjOnfE35++p9uWXIA8mRhjnrM4V3MUU+UHOHh4YAHzUg/D+fS5kh/A6vBYEB8hFFVbXykUYhGBAD8/PwQbgxQVRtuDBDiYgDkyQHIk4U5mEMLzCFWDtHnQumbEQBYnp6orm6qujqtrJiW3KJ1WpElByBPFuZQV6cV5lBXpxVZcog8F7aKZiQhKhiTUqLdqpmcEi3cGjUDY0MxJM69NQ+GxoUKt06CLDkAebIwB3NogTnEyiHyXNgqmhEAeGVKkssnYXJKNJYJujbNutmDXL4ohsaF4j1B10eQJQcgTxbmEAtziEWWHKLOha1qoTzg/1Yq3FSA4nInKxVGGvHanUnoHaHtjTre0NzKkSvvvhEpXTvqMDL3yJIDkCcLc4iFOcQiS46Wmgu5am8zbDYbPi/4Ftu2ZGPcxEm4ObGHMDerusNqtSLnqxPYm7MVt4yegNEDeglzw5Q7ZMkByJOFOcTCHGKRJYfWcyFX7W2GwWBAfKQRRt9aoT414y4/Pz+kxobA6FuL1NiQa/JiAOTJAciThTnEwhxikSWHKHNhq21GiIiISAxsRoiIiEhXbEaIiIhIV2xGiIiISFdsRoiIiEhXbEaIiIhIV2xGiIiISFdsRoiIiEhXbEaIiIhIV2xGiIiISFdsRoiIiEhXbEaIiIhIV2xGiIiISFdsRoiIiEhXbEaIiIhIV2xGiIiISFdsRoiIiEhXbEaIiIhIV2xGiIiISFetthmx2Ww4arqIU9YOOGq6CJvNpveQVLFardhfakbhlU7YX2qG1WrVe0iqyJIDkCcLc4iFOcQiSw5R5kIfRVEUXZ7ZDRaLBcHBwTCbzWjfvr1Hxyo0mZGxsQDFFVWNHouPMGJ5eiISooI9eo6WkFtaiXnr83G2qqbRY+HGAKyYloyBsaE6jMw9suQA5MnCHGJhDrHIkqOl5kJX5+9W1YzMzzqC7LyyZveblBKNV6YkqX4erU1ffRD7Siqb3W9IXCjWzR7UAiNSR5YcgDxZmEMszCEWWXK05Fzo6vzdat6mcfWHDwDZeWWYn3VE4xGp4+rFAAD7SioxffVBjUekjiw5AHmyMIdYmEMssuQQdS5U1Yy88cYbiI2NRWBgIAYNGoTc3FyX6jZs2AAfHx9MnDhRzdOqVmgyu/zDb5CdV4ZCk1mjEamTW1rp8sXQYF9JJXJL3avRmiw5AHmyMAdzaIE5xMoh8lzodjOyceNGZGRkIDMzE3l5eUhKSsKoUaNw9uzZq9aVlpbi0UcfxbBhw1QPVq2MjQXq6japq9PKvPX5LVqnFVlyAPJkYQ51dVphDnV1WpElh8hzodvNyPLly3Hfffdh1qxZSEhIwMqVK9G2bVusWbOmyRqbzYbp06dj8eLF6N69u0cDdpfNZnN6g44risurhPmUjdVqdXrDlCvOVtUIc6e3LDkAebIwB3NogTnEyiH6XOjnzs61tbU4dOgQFixYYN/m6+uLtLQ0HDhwoMm6JUuWIDw8HLNnz8YXX3zR7PPU1NSgpuY/J99isbgzTAdHytTXAsBnBafQJ/I6j47hDQdKL3hUv+Prk+jfrYNXxuIJWXIA8mRhjnrM4V3MUU+UHMdM6hqRBkfLLEjuGuKl0TTmVjNy/vx52Gw2REREOGyPiIhAcXGx05ovv/wSq1evRn5+vsvP88ILL2Dx4sXuDK1JP5qrParP2rwVkYZLXhmLJ05ZOwDoqbp++/ZtyGMOr5IlC3PUYw7vYo56ouQot7UDkKC6/gdzNZIhSDPirqqqKsyYMQOrVq1Cp06dXK5bsGABMjIy7H+3WCyIiYlRNYbOwUGq6hpM+cMEYV4Z+eyD06rrx44dJ0R3LksOQJ4szFGPObyLOeqJkuOYqQo7skpU13fxcC5tjlvNSKdOnWAwGFBRUeGwvaKiApGRkY32//bbb1FaWorx48fbt9XV1dU/sZ8fjh8/jh49ejSqCwgIQEBAgDtDa1JStGdfkjY8sTsMBoNXxuKJ28PCkOHBBTGmf0/4+Wnae7pElhyAPFmYox5zeBdz1BMlR3h4OOBBM9LPw7m0OW7dwOrv74/U1FTs3r3bvq2urg67d+/G4MGDG+0fHx+Po0ePIj8/3/7n9ttvx4gRI5Cfn6/61Q53GAwGxEcYVdXGRxqFaESA+uYt3KiuQQs3BghxMQDy5ADkycIczKEF5hArh+hzodufpsnIyMCqVauwdu1aFBUVYc6cObh06RJmzZoFALjnnnvsN7gGBgbihhtucPjToUMHGI1G3HDDDfD39/dumiYsT09UVzdVXZ1WVkxLbtE6rciSA5AnC3Ooq9MKc6ir04osOUSeC91uRtLT07Fs2TIsXLgQycnJyM/PR05Ojv2m1jNnzsBkMnl9oJ5IiArGpJRot2omp0QLt0bNwNhQDIlzb82DoXGhwq2TIEsOQJ4szMEcWmAOsXKIPBdybRonJqdEY5kEa9MMjQvFewKvjyBLDkCeLMwhFuYQiyw5WnIu5EJ5TSg0mZGxqQDF5U5WKow04rU7k9A7QtsbdbyhuZUjV959I1K6dtRhZO6RJQcgTxbmEAtziEWWHC01F7IZaYbNZsPnBd9i25ZsjJs4CTcn9hDmZlV3WK1W5Hx1AntztuKW0RMwekAvYW6YcocsOQB5sjCHWJhDLLLk0Hou5Kq9zTAYDIiPNMLoWyvUp2bc5efnh9TYEBh9a5EaG3JNXgyAPDkAebIwh1iYQyyy5BBlLmy1zQgRERGJgc0IERER6YrNCBEREemKzQgRERHpis0IERER6YrNCBEREemKzQgRERHpis0IERER6YrNCBEREemKzQgRERHpis0IERER6YrNCBEREemKzQgRERHpis0IERER6YrNCBEREemKzQgRERHpis0IERER6YrNCBEREemKzQgRERHpqtU2IzabDUdNF3HK2gFHTRdhs9n0HpIqVqsV+0vNKLzSCftLzbBarXoPSRVZcgDyZGEOsTCHWGTJIcpc6KMoiqLLM7vBYrEgODgYZrMZ7du39+hYhSYzMjYWoLiiqtFj8RFGLE9PREJUsEfP0RJySysxb30+zlbVNHos3BiAFdOSMTA2VIeRuUeWHIA8WZhDLMwhFllytNRc6Or83aqakflZR5CdV9bsfpNSovHKlCTVz6O16asPYl9JZbP7DYkLxbrZg1pgROrIkgOQJwtziIU5xCJLjpacC12dv1vN2zSu/vABIDuvDPOzjmg8InVcvRgAYF9JJaavPqjxiNSRJQcgTxbmEAtziEWWHKLOha2iGSk0mV3+4TfIzitDocms0YjUyS2tdPliaLCvpBK5pe7VaE2WHIA8WZiDObTAHGLlEHkubBXNSMbGAnV1m9TVaWXe+vwWrdOKLDkAebIwh7o6rTCHujqtyJJD5LlQ+mbEZrM5vUHHFcXlVcJ8ysZqtTq9YcoVZ6tqhLnTW5YcgDxZmIM5tMAcYuUQfS700/ToAjhSZvGo/rOCU+gTeZ2XRqPegdILHtXv+Pok+nfr4JWxeEKWHIA8WZijHnN4F3PUEyXHMZO6RqTB0TILkruGeGk0jUnfjPxorvaoPmvzVkQaLnlpNOqdsnYA0FN1/fbt25DHHF4lSxbmqMcc3sUc9UTJUW5rByBBdf0P5mokg82Iap2Dgzyqn/KHCcK8MvLZB6dV148dO06I7lyWHIA8WZijHnN4F3PUEyXHMVMVdmSVqK7v4uFc2hzpm5GkaM++JG14YncYDAYvjUa928PCkOHBBTGmf0/4+el/umXJAciThTnqMYd3MUc9UXKEh4cDHjQj/TycS5sj/Q2sBoMB8RFGVbXxkUYhGhEA8PPzQ7gxQFVtuDFAiIsBkCcHIE8W5mAOLTCHWDlEnwulb0YAYHl6orq6qerqtLJiWnKL1mlFlhyAPFmYQ12dVphDXZ1WZMkh8lzYKpqRhKhgTEqJdqtmckq0cGvUDIwNxZA499Y8GBoXKtw6CbLkAOTJwhzMoQXmECuHyHNhq2hGAOCVKUkun4TJKdFYJujaNOtmD3L5ohgaF4r3BF0fQZYcgDxZmEMszCEWWXKIOhe2qoXygP9bqXBTAYrLnaxUGGnEa3cmoXeEtjfqeENzK0euvPtGpHTtqMPI3CNLDkCeLMwhFuYQiyw5Wmou5Kq9zbDZbPi84Fts25KNcRMn4ebEHsLcrOoOq9WKnK9OYG/OVtwyegJGD+glzA1T7pAlByBPFuYQC3OIRZYcWs+FXLW3GQaDAfGRRhh9a4X61Iy7/Pz8kBobAqNvLVJjQ67JiwGQJwcgTxbmEAtziEWWHKLMha22GSEiIiIxsBkhIiIiXbEZISIiIl2xGSEiIiJdsRkhIiIiXbEZISIiIl2xGSEiIiJdsRkhIiIiXbEZISIiIl2xGSEiIiJdsRkhIiIiXbEZISIiIl2xGSEiIiJdsRkhIiIiXbEZISIiIl2xGSEiIiJdsRkhIiIiXbEZISIiIl2xGSEiIiJdsRkhIiIiXbXaZsRms+Go6SJOWTvgqOkibDab3kNSxWq1Yn+pGYVXOmF/qRlWq1XvIakiSw5AnizMIRbmEIssOUSZC30URVF0eWY3WCwWBAcHw2w2o3379h4dq9BkRsbGAhRXVDV6LD7CiOXpiUiICvboOVpCbmkl5q3Px9mqmkaPhRsDsGJaMgbGhuowMvfIkgOQJwtziIU5xCJLjpaaC12dv1tVMzI/6wiy88qa3W9SSjRemZKk+nm0Nn31QewrqWx2vyFxoVg3e1ALjEgdWXIA8mRhDrEwh1hkydGSc6Gr83ereZvG1R8+AGTnlWF+1hGNR6SOqxcDAOwrqcT01Qc1HpE6suQA5MnCHGJhDrHIkkPUuVBVM/LGG28gNjYWgYGBGDRoEHJzc5vcd9WqVRg2bBhCQkIQEhKCtLS0q+6vhUKT2eUffoPsvDIUmswajUid3NJKly+GBvtKKpFb6l6N1mTJAciThTmYQwvMIVYOkedCt5uRjRs3IiMjA5mZmcjLy0NSUhJGjRqFs2fPOt1/7969uOuuu7Bnzx4cOHAAMTExGDlyJMrK3PuBeCJjY4G6uk3q6rQyb31+i9ZpRZYcgDxZmENdnVaYQ12dVmTJIfJc6HYzsnz5ctx3332YNWsWEhISsHLlSrRt2xZr1qxxuv+6devwwAMPIDk5GfHx8Xj77bdRV1eH3bt3ezx4V9hsNqc36LiiuLxKmE/ZWK1WpzdMueJsVY0wd3rLkgOQJwtzMIcWmEOsHKLPhX7u7FxbW4tDhw5hwYIF9m2+vr5IS0vDgQMHXDrG5cuXceXKFXTs2LHJfWpqalBT85+Tb7FY3BmmgyNl6msB4LOCU+gTeZ1Hx/CGA6UXPKrf8fVJ9O/WwStj8YQsOQB5sjBHPebwLuaoJ0qOYyZ1jUiDo2UWJHcN8dJoGnOrGTl//jxsNhsiIiIctkdERKC4uNilYzz++OPo3Lkz0tLSmtznhRdewOLFi90ZWpN+NFd7VJ+1eSsiDZe8MhZPnLJ2ANBTdf327duQxxxeJUsW5qjHHN7FHPVEyVFuawcgQXX9D+ZqJEOQZsRTS5cuxYYNG7B3714EBgY2ud+CBQuQkZFh/7vFYkFMTIyq5+wcHKSqrsGUP0wQ5pWRzz44rbp+7NhxQnTnsuQA5MnCHPWYw7uYo54oOY6ZqrAjq0R1fRcP59LmuNWMdOrUCQaDARUVFQ7bKyoqEBkZedXaZcuWYenSpdi1axcSExOvum9AQAACAgLcGVqTkqI9+5K04YndYTAYvDIWT9weFoYMDy6IMf17ws+vRXtPp2TJAciThTnqMYd3MUc9UXKEh4cDHjQj/TycS5vj1g2s/v7+SE1Ndbj5tOFm1MGDBzdZ99JLL+GZZ55BTk4O+vfvr360KhgMBsRHGFXVxkcahWhEAMDPzw/hRnUNWrgxQIiLAZAnByBPFuZgDi0wh1g5RJ8L3f40TUZGBlatWoW1a9eiqKgIc+bMwaVLlzBr1iwAwD333ONwg+uLL76Ip59+GmvWrEFsbCzKy8tRXl6Oixcvei9FM5anX/2VmCbrpqqr08qKacktWqcVWXIA8mRhDnV1WmEOdXVakSWHyHOh281Ieno6li1bhoULFyI5ORn5+fnIycmx39R65swZmEwm+/7/+Mc/UFtbi8mTJyMqKsr+Z9myZd5L0YyEqGBMSol2q2ZySrRwa9QMjA3FkDj31jwYGhcq3DoJsuQA5MnCHMyhBeYQK4fIcyHXpnFicko0lkmwNs3QuFC8J/D6CLLkAOTJwhxiYQ6xyJKjJedCLpTXhEKTGRmbClBc7mSlwkgjXrszCb0jtL1RxxuaWzly5d03IqVr09/lIgpZcgDyZGEOsTCHWGTJ0VJzIZuRZthsNnxe8C22bcnGuImTcHNiD2FuVnWH1WpFzlcnsDdnK24ZPQGjB/QS5oYpd8iSA5AnC3OIhTnEIksOredCrtrbDIPBgPhII4y+tUJ9asZdfn5+SI0NgdG3FqmxIdfkxQDIkwOQJwtziIU5xCJLDlHmwlbbjBAREZEY2IwQERGRrtiMEBERka7YjBAREZGu2IwQERGRrtiMEBERka7YjBAREZGu2IwQERGRrtiMEBERka7YjBAREZGu2IwQERGRrtiMEBERka7YjBAREZGu2IwQERGRrtiMEBERka7YjBAREZGu2IwQERGRrtiMEBERka7YjBAREZGuWm0zYrPZcNR0EaesHXDUdBE2m03vIalitVqxv9SMwiudsL/UDKvVqveQVJElByBPFuYQC3OIRZYcosyFPoqiKLo8sxssFguCg4NhNpvRvn17j45VaDIjY2MBiiuqGj0WH2HE8vREJEQFe/QcLSG3tBLz1ufjbFVNo8fCjQFYMS0ZA2NDdRiZe2TJAciThTnEwhxikSVHS82Frs7fraoZmZ91BNl5Zc3uNyklGq9MSVL9PFqbvvog9pVUNrvfkLhQrJs9qAVGpI4sOQB5sjCHWJhDLLLkaMm50NX5u9W8TePqDx8AsvPKMD/riMYjUsfViwEA9pVUYvrqgxqPSB1ZcgDyZGEOsTCHWGTJIepc2CqakUKT2eUffoPsvDIUmswajUid3NJKly+GBvtKKpFb6l6N1mTJAciThTmYQwvMIVYOkefCVtGMZGwsUFe3SV2dVuatz2/ROq3IkgOQJwtzqKvTCnOoq9OKLDlEngulb0ZsNpvTG3RcUVxeJcynbKxWq9MbplxxtqpGmDu9ZckByJOFOZhDC8whVg7R50I/TY8ugCNlFo/qPys4hT6R13lpNOodKL3gUf2Or0+if7cOXhmLJ2TJAciThTnqMYd3MUc9UXIcM6lrRBocLbMguWuIl0bTmPTNyI/mao/qszZvRaThkpdGo94pawcAPVXXb9++DXnM4VWyZGGOeszhXcxRT5Qc5bZ2ABJU1/9grkYy2Iyo1jk4yKP6KX+YIMwrI599cFp1/dix44TozmXJAciThTnqMYd3MUc9UXIcM1VhR1aJ6vouHs6lzZG+GUmK9uxL0oYndofBYPDSaNS7PSwMGR5cEGP694Sfn/6nW5YcgDxZmKMec3gXc9QTJUd4eDjgQTPSz8O5tDnS38BqMBgQH2FUVRsfaRSiEQEAPz8/hBsDVNWGGwOEuBgAeXIA8mRhDubQAnOIlUP0uVD6ZgQAlqcnqqubqq5OKyumJbdonVZkyQHIk4U51NVphTnU1WlFlhwiz4WtohlJiArGpJRot2omp0QLt0bNwNhQDIlzb82DoXGhwq2TIEsOQJ4szMEcWmAOsXKIPBe2imYEAF6ZkuTySZicEo1lgq5Ns272IJcviqFxoXhP0PURZMkByJOFOcTCHGKRJYeoc2GrWigP+L+VCjcVoLjcyUqFkUa8dmcSekdoe6OONzS3cuTKu29ESteOOozMPbLkAOTJwhxiYQ6xyJKjpeZCrtrbDJvNhs8LvsW2LdkYN3ESbk7sIczNqu6wWq3I+eoE9uZsxS2jJ2D0gF7C3DDlDllyAPJkYQ6xMIdYZMmh9VzIVXubYTAYEB9phNG3VqhPzbjLz88PqbEhMPrWIjU25Jq8GAB5cgDyZGEOsTCHWGTJIcpc2GqbESIiIhIDmxEiIiLSFZsRIiIi0hWbESIiItIVmxEiIiLSFZsRIiIi0hWbESIiItIVmxEiIiLSFZsRIiIi0hWbESIiItIVmxEiIiLSFZsRIiIi0hWbESIiItIVmxEiIiLSFZsRIiIi0hWbESIiItIVmxEiIiLSFZsRIiIi0hWbESIiItJVq21G6urq8N3Pv6Dc1g7f/fwL6urq9B6SKjabDUdNF3HK2gFHTRdhs9n0HpIqsuQA5MnCHGJhDrHIkkOUudBHURRFl2d2g8ViQXBwMMxmM9q3b+/Rsb7/+TKe/agIu4vPwlr3n+h+vj74fXw4nrqtD2JC2no6ZM0VmszI2FiA4oqqRo/FRxixPD0RCVHBOozMPbLkAOTJwhxiYQ6xyJKjpeZCV+fvVtWMrNhTgmUfn2h2v0dH9sK8EXGqn0dr87OOIDuvrNn9JqVE45UpSS0wInVkyQHIk4U5xMIcYpElR0vOha7O363mbRpXf/gAsOzjE1ixp0TjEanj6sUAANl5ZZifdUTjEakjSw5AnizMIRbmEIssOUSdC1U1I2+88QZiY2MRGBiIQYMGITc396r7Z2VlIT4+HoGBgejXrx+2b9+uarBqff/zZZd/+A2WfXwC3/98WaMRqVNoMrt8MTTIzitDocms0YjUkSUHIE8W5mAOLTCHWDlEngvdbkY2btyIjIwMZGZmIi8vD0lJSRg1ahTOnj3rdP/9+/fjrrvuwuzZs3H48GFMnDgREydOxLFjxzwevKue/ahIVd1z29TVaSVjY4G6uk3q6rQiSw5AnizMwRxaYA6xcog8F7rdjCxfvhz33XcfZs2ahYSEBKxcuRJt27bFmjVrnO7/2muvYfTo0XjsscfQp08fPPPMM0hJScGKFSs8Hrwr6urqsLvYeaPUnF1FZ4X5lI3NZnN6w5QrisurhLnTW5YcgDxZmIM5tMAcYuUQfS70c2fn2tpaHDp0CAsWLLBv8/X1RVpaGg4cOOC05sCBA8jIyHDYNmrUKGzZsqXJ56mpqUFNTY397xaLxZ1hOjhdednhTmF3WOsUHCouRZeQINXP7y3HTOouhgafF3yL+Eijl0ajniw5AHmyMEc95vAu5qgnSo4zP1d7NBd+V3kZ14dd5+VR/Ydbzcj58+dhs9kQERHhsD0iIgLFxcVOa8rLy53uX15e3uTzvPDCC1i8eLE7Q2tS5aWa5ne6io0bN8LoW+uVsXii3NYOQILq+m1bsvE5c3iVLFmYox5zeBdz1BMlR1WdPwD1n/A5d6lGnGakpSxYsMDh1RSLxYKYmBhVxwptF+DRWNLT04V5ZWRHlvq7msdNnCREdy5LDkCeLMxRjzm8iznqiZLjzM/VeP9d5y8auCLMw7m0OW41I506dYLBYEBFRYXD9oqKCkRGRjqtiYyMdGt/AAgICEBAgHeCXx/aFn6+PqpenvLz9UFqfCx8ffX/BHR4eDjgwQVxc2IPGAwGL45IHVlyAPJkYY56zOFdzFFPlBwREXXw8z2uei7sFqrtl4G6Ncv6+/sjNTUVu3fvtm+rq6vD7t27MXjwYKc1gwcPdtgfAD755JMm9/c2X19f/D4+XFVtWp9wIRoRADAYDIiPUNddx0cahbgYAHlyAPJkYQ7m0AJziJVD9LnQ7aNnZGRg1apVWLt2LYqKijBnzhxcunQJs2bNAgDcc889Dje4PvTQQ8jJycErr7yC4uJiLFq0CF9//TXmzZvnvRTNeOq2Pqrqnhynrk4ry9MT1dVNVVenFVlyAPJkYQ7m0AJziJVD5LnQ7WYkPT0dy5Ytw8KFC5GcnIz8/Hzk5OTYb1I9c+YMTCaTff+bbroJ69evx1tvvYWkpCS8//772LJlC2644QbvpWhGTEhbPDqyl1s1j43sJdwaNQlRwZiUEu1WzeSUaOHWSZAlByBPFuZgDi0wh1g5RJ4LuTaNE4+N7IW5EqxNMzklGssEXh9BlhyAPFmYQyzMIRZZcrTkXMiF8prw/c+X8dy2IuwqarxSYVqfcDx9Wx9EdxDrFRFnCk1mZGwqQHG5k5UjI4147c4k9I7w7GfVEmTJAciThTnEwhxikSVHS82FbEaaUVdXh+8qL+PcpRqEtQtAt9C2wtys6g6bzYajZRb8YK5Gl+Ag9ItuL8wNU+6QJQcgTxbmEAtziEWWHFrPhWxGiIiISFeuzt/X3ksBREREJBU2I0RERKQrNiNERESkKzYjREREpCs2I0RERKQrNiNERESkK7dW7dVLw6ePLRaLziMhIiIiVzXM2819i8g10YxUVdV/011MTIzOIyEiIiJ3VVVVITi46bV6rokvPaurq8OPP/4Io9EIHx8frx3XYrEgJiYG33//Pb9MTQA8H+LhORELz4dYeD6apygKqqqq0Llz56t+s+s18cqIr68vunTpotnx27dvz18kgfB8iIfnRCw8H2Lh+bi6q70i0oA3sBIREZGu2IwQERGRrlp1MxIQEIDMzEwEBAToPRQCz4eIeE7EwvMhFp4P77kmbmAlIiIiebXqV0aIiIhIf2xGiIiISFdsRoiIiEhXbEaIiIhIV9I3I2+88QZiY2MRGBiIQYMGITc396r7Z2VlIT4+HoGBgejXrx+2b9/eQiNtHdw5H6tWrcKwYcMQEhKCkJAQpKWlNXv+yH3uXiMNNmzYAB8fH0ycOFHbAbYy7p6PCxcuYO7cuYiKikJAQAB69erF/295kbvn49VXX0Xv3r0RFBSEmJgYPPLII/jll19aaLTXMEViGzZsUPz9/ZU1a9Yo33zzjXLfffcpHTp0UCoqKpzuv2/fPsVgMCgvvfSSUlhYqDz11FNKmzZtlKNHj7bwyOXk7vmYNm2a8sYbbyiHDx9WioqKlJkzZyrBwcHKDz/80MIjl5e756TB6dOnlejoaGXYsGHKhAkTWmawrYC756Ompkbp37+/MnbsWOXLL79UTp8+rezdu1fJz89v4ZHLyd3zsW7dOiUgIEBZt26dcvr0aWXnzp1KVFSU8sgjj7TwyK89UjcjAwcOVObOnWv/u81mUzp37qy88MILTvefOnWqMm7cOIdtgwYNUv77v/9b03G2Fu6ej9+yWq2K0WhU1q5dq9UQWx0158RqtSo33XST8vbbbyv33nsvmxEvcvd8/OMf/1C6d++u1NbWttQQWxV3z8fcuXOV3/3udw7bMjIylCFDhmg6ThlI+zZNbW0tDh06hLS0NPs2X19fpKWl4cCBA05rDhw44LA/AIwaNarJ/cl1as7Hb12+fBlXrlxBx44dtRpmq6L2nCxZsgTh4eGYPXt2Swyz1VBzPj744AMMHjwYc+fORUREBG644QY8//zzsNlsLTVsaak5HzfddBMOHTpkfyvn1KlT2L59O8aOHdsiY76WXRML5alx/vx52Gw2REREOGyPiIhAcXGx05ry8nKn+5eXl2s2ztZCzfn4rccffxydO3du1DCSOmrOyZdffonVq1cjPz+/BUbYuqg5H6dOncKnn36K6dOnY/v27SgpKcEDDzyAK1euIDMzsyWGLS0152PatGk4f/48hg4dCkVRYLVa8ec//xl/+9vfWmLI1zRpXxkhuSxduhQbNmzA5s2bERgYqPdwWqWqqirMmDEDq1atQqdOnfQeDgGoq6tDeHg43nrrLaSmpiI9PR1PPvkkVq5cqffQWqW9e/fi+eefx9///nfk5eXhf//3f7Ft2zY888wzeg9NeNK+MtKpUycYDAZUVFQ4bK+oqEBkZKTTmsjISLf2J9epOR8Nli1bhqVLl2LXrl1ITEzUcpitirvn5Ntvv0VpaSnGjx9v31ZXVwcA8PPzw/Hjx9GjRw9tBy0xNddIVFQU2rRpA4PBYN/Wp08flJeXo7a2Fv7+/pqOWWZqzsfTTz+NGTNm4E9/+hMAoF+/frh06RLuv/9+PPnkk/D15b//myLtT8bf3x+pqanYvXu3fVtdXR12796NwYMHO60ZPHiww/4A8MknnzS5P7lOzfkAgJdeegnPPPMMcnJy0L9//5YYaqvh7jmJj4/H0aNHkZ+fb/9z++23Y8SIEcjPz0dMTExLDl86aq6RIUOGoKSkxN4UAsCJEycQFRXFRsRDas7H5cuXGzUcDY2iwmXgrk7vO2i1tGHDBiUgIED55z//qRQWFir333+/0qFDB6W8vFxRFEWZMWOG8sQTT9j337dvn+Ln56csW7ZMKSoqUjIzM/nRXi9y93wsXbpU8ff3V95//33FZDLZ/1RVVekVQTrunpPf4qdpvMvd83HmzBnFaDQq8+bNU44fP6589NFHSnh4uPLss8/qFUEq7p6PzMxMxWg0Kv/617+UU6dOKR9//LHSo0cPZerUqXpFuGZI3YwoiqK8/vrrSteuXRV/f39l4MCByr///W/7Y8OHD1fuvfdeh/03bdqk9OrVS/H391f69u2rbNu2rYVHLDd3zke3bt0UAI3+ZGZmtvzAJebuNfJrbEa8z93zsX//fmXQoEFKQECA0r17d+W5555TrFZrC49aXu6cjytXriiLFi1SevTooQQGBioxMTHKAw88oPz8888tP/BrjI+i8LUjIiIi0o+094wQERHRtYHNCBEREemKzQgRERHpis0IERER6YrNCBEREemKzQgRERHpis0IERER6YrNCBEREemKzQgRERHpis0IERER6YrNCBEREemKzQgRERHp6v8DeZM4164xqWMAAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# the grid 2D\n", "Ngrid = 10 # to set the number of nodes per row and column\n", "Ggrid = graphs.Grid2d(Ngrid) # to create the graph\n", "Ggrid.plot() # to show the graph" ] }, { "cell_type": "markdown", "id": "02b2b263", "metadata": {}, "source": [ "One can see that, in this graph, the nodes are organized as a 2D grid, exactly like the pixels of an image. We will use this graph later in order to illustrate how concepts defined on graphs behave on classical images. One can see below some other examples of graphs." ] }, { "cell_type": "code", "execution_count": 3, "id": "84ed7741", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# torus\n", "Ntorus = 20 # to set the number of nodes per torus slice\n", "Gtorus = graphs.Torus(Ntorus) # to create the graph\n", "Gtorus.plot() # to plot the graph" ] }, { "cell_type": "code", "execution_count": 4, "id": "15f88bae", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Community\n", "Gaf = graphs.Airfoil() # to create the graph\n", "Gaf.plot(show_edges=True) # to plot the graph" ] }, { "cell_type": "markdown", "id": "cea9fe20", "metadata": {}, "source": [ "Let us now investigate on what is exaclty done when creating a graph. Let us take the simple example of small grid graph:" ] }, { "cell_type": "code", "execution_count": 5, "id": "c94a3151", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# the grid 2D\n", "Ngridsmall = 4 # to set the number of nodes per row and column\n", "Ggridsmall = graphs.Grid2d(Ngridsmall) # to create the graph\n", "Ggridsmall.plot() # to show the graph" ] }, { "cell_type": "markdown", "id": "feeeec93", "metadata": {}, "source": [ "One can display the attributes in the object `Ggridsmall`:" ] }, { "cell_type": "code", "execution_count": 6, "id": "b3ba1bda", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'logger': ,\n", " 'N': 16,\n", " 'W': <16x16 sparse matrix of type ''\n", " \twith 48 stored elements in List of Lists format>,\n", " '_directed': False,\n", " 'Ne': 24,\n", " 'gtype': '2d-grid',\n", " 'lap_type': 'combinatorial',\n", " 'L': <16x16 sparse matrix of type ''\n", " \twith 64 stored elements in Compressed Sparse Column format>,\n", " 'coords': array([[0. , 0.75],\n", " [0.25, 0.75],\n", " [0.5 , 0.75],\n", " [0.75, 0.75],\n", " [0. , 0.5 ],\n", " [0.25, 0.5 ],\n", " [0.5 , 0.5 ],\n", " [0.75, 0.5 ],\n", " [0. , 0.25],\n", " [0.25, 0.25],\n", " [0.5 , 0.25],\n", " [0.75, 0.25],\n", " [0. , 0. ],\n", " [0.25, 0. ],\n", " [0.5 , 0. ],\n", " [0.75, 0. ]]),\n", " 'plotting': {'vertex_size': 100,\n", " 'vertex_color': (0.12, 0.47, 0.71, 1),\n", " 'edge_color': (0.5, 0.5, 0.5, 1),\n", " 'edge_width': 1,\n", " 'edge_style': '-',\n", " 'limits': array([-0.25, 1.25, 0.25, 1.25])}}" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vars(Ggridsmall)" ] }, { "cell_type": "markdown", "id": "7c2dcbcc", "metadata": {}, "source": [ "One can see several important elements composing the graph:\n", "- `N` = number of nodes\n", "- `W` = weighted adjacency matrix\n", "- `Ne` = number of edges\n", "- `L` = the Laplacian matrix of type `lap_type` (we will see it later)\n", "- `coords` = coordinate of each node. Note that these coordinates are only important for the ploting of the graph. The change of these coordinates would not change the way a signal is processed on this graph (unless the matrix `W` is computed based on these coordinates)\n", "\n", "The other variables are options for plotting. \n", "\n", "Let us display the weighted adjacency matrix `W`:" ] }, { "cell_type": "code", "execution_count": 7, "id": "dc0b7253", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " (0, 1)\t1.0\n", " (0, 4)\t1.0\n", " (1, 0)\t1.0\n", " (1, 2)\t1.0\n", " (1, 5)\t1.0\n", " (2, 1)\t1.0\n", " (2, 3)\t1.0\n", " (2, 6)\t1.0\n", " (3, 2)\t1.0\n", " (3, 7)\t1.0\n", " (4, 0)\t1.0\n", " (4, 5)\t1.0\n", " (4, 8)\t1.0\n", " (5, 1)\t1.0\n", " (5, 4)\t1.0\n", " (5, 6)\t1.0\n", " (5, 9)\t1.0\n", " (6, 2)\t1.0\n", " (6, 5)\t1.0\n", " (6, 7)\t1.0\n", " (6, 10)\t1.0\n", " (7, 3)\t1.0\n", " (7, 6)\t1.0\n", " (7, 11)\t1.0\n", " (8, 4)\t1.0\n", " (8, 9)\t1.0\n", " (8, 12)\t1.0\n", " (9, 5)\t1.0\n", " (9, 8)\t1.0\n", " (9, 10)\t1.0\n", " (9, 13)\t1.0\n", " (10, 6)\t1.0\n", " (10, 9)\t1.0\n", " (10, 11)\t1.0\n", " (10, 14)\t1.0\n", " (11, 7)\t1.0\n", " (11, 10)\t1.0\n", " (11, 15)\t1.0\n", " (12, 8)\t1.0\n", " (12, 13)\t1.0\n", " (13, 9)\t1.0\n", " (13, 12)\t1.0\n", " (13, 14)\t1.0\n", " (14, 10)\t1.0\n", " (14, 13)\t1.0\n", " (14, 15)\t1.0\n", " (15, 11)\t1.0\n", " (15, 14)\t1.0\n" ] } ], "source": [ "print(Ggridsmall.W)" ] }, { "cell_type": "markdown", "id": "ef8d81a9", "metadata": {}, "source": [ "One can see that the adjacency matrix is described in a sparse format, where only the non-zero elements are listed under the format: \n", "\n", "`(index_i,index_j) w_{i,j}`\n", "\n", "If we want to display the matrix in 2D, we have to come back to a regular array description (warning, only for small graphs)" ] }, { "cell_type": "code", "execution_count": 8, "id": "ce3c8924", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[0. 1. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n", " [1. 0. 1. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n", " [0. 1. 0. 1. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n", " [0. 0. 1. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0.]\n", " [1. 0. 0. 0. 0. 1. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0.]\n", " [0. 1. 0. 0. 1. 0. 1. 0. 0. 1. 0. 0. 0. 0. 0. 0.]\n", " [0. 0. 1. 0. 0. 1. 0. 1. 0. 0. 1. 0. 0. 0. 0. 0.]\n", " [0. 0. 0. 1. 0. 0. 1. 0. 0. 0. 0. 1. 0. 0. 0. 0.]\n", " [0. 0. 0. 0. 1. 0. 0. 0. 0. 1. 0. 0. 1. 0. 0. 0.]\n", " [0. 0. 0. 0. 0. 1. 0. 0. 1. 0. 1. 0. 0. 1. 0. 0.]\n", " [0. 0. 0. 0. 0. 0. 1. 0. 0. 1. 0. 1. 0. 0. 1. 0.]\n", " [0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 1. 0. 0. 0. 0. 1.]\n", " [0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 1. 0. 0.]\n", " [0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 1. 0. 1. 0.]\n", " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 1. 0. 1.]\n", " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 1. 0.]]\n" ] } ], "source": [ "print(Ggridsmall.W.todense())" ] }, { "cell_type": "markdown", "id": "bfa4d47f", "metadata": {}, "source": [ "Another way to vizualize the `W` matrix (when graphs are large)" ] }, { "cell_type": "code", "execution_count": 9, "id": "43c4f121", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.spy(Ggridsmall.W, markersize=2)" ] }, { "cell_type": "markdown", "id": "b3b63242", "metadata": {}, "source": [ "We can also look at the Laplacian matrix" ] }, { "cell_type": "code", "execution_count": 10, "id": "f11ca5d4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[ 2. -1. 0. 0. -1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n", " [-1. 3. -1. 0. 0. -1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n", " [ 0. -1. 3. -1. 0. 0. -1. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n", " [ 0. 0. -1. 2. 0. 0. 0. -1. 0. 0. 0. 0. 0. 0. 0. 0.]\n", " [-1. 0. 0. 0. 3. -1. 0. 0. -1. 0. 0. 0. 0. 0. 0. 0.]\n", " [ 0. -1. 0. 0. -1. 4. -1. 0. 0. -1. 0. 0. 0. 0. 0. 0.]\n", " [ 0. 0. -1. 0. 0. -1. 4. -1. 0. 0. -1. 0. 0. 0. 0. 0.]\n", " [ 0. 0. 0. -1. 0. 0. -1. 3. 0. 0. 0. -1. 0. 0. 0. 0.]\n", " [ 0. 0. 0. 0. -1. 0. 0. 0. 3. -1. 0. 0. -1. 0. 0. 0.]\n", " [ 0. 0. 0. 0. 0. -1. 0. 0. -1. 4. -1. 0. 0. -1. 0. 0.]\n", " [ 0. 0. 0. 0. 0. 0. -1. 0. 0. -1. 4. -1. 0. 0. -1. 0.]\n", " [ 0. 0. 0. 0. 0. 0. 0. -1. 0. 0. -1. 3. 0. 0. 0. -1.]\n", " [ 0. 0. 0. 0. 0. 0. 0. 0. -1. 0. 0. 0. 2. -1. 0. 0.]\n", " [ 0. 0. 0. 0. 0. 0. 0. 0. 0. -1. 0. 0. -1. 3. -1. 0.]\n", " [ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. -1. 0. 0. -1. 3. -1.]\n", " [ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. -1. 0. 0. -1. 2.]]\n" ] } ], "source": [ "print(Ggridsmall.L.todense())" ] }, { "cell_type": "markdown", "id": "adb703b6", "metadata": {}, "source": [ "One can see the degree $d_i$ of each node on the diagonal and $-w_{i,j}$ on the off diagonal. It well corresponds to the combinatorial Laplacian definition:\n", "$$\n", "\\mathbf{L} = \\mathbf{D} - \\mathbf{W}\n", "$$\n" ] }, { "cell_type": "markdown", "id": "71603220", "metadata": {}, "source": [ "> ## Exercice 1.1 - load a graph template\n", "> One of the graph template is called \"comet\". First create a graph of this type called `Gcomet` and observe its shape. You will see that one node is very specific as it is linked to many other points (and it is the only one in that case). Can you identify the index if this node?" ] }, { "cell_type": "code", "execution_count": 11, "id": "2fd2eb5b", "metadata": {}, "outputs": [], "source": [ "# Your code here ..." ] }, { "cell_type": "markdown", "id": "158496e3", "metadata": { "solution2": "shown", "solution2_first": true }, "source": [ "> ## Solution 1.1\n" ] }, { "cell_type": "markdown", "id": "1b69505c", "metadata": { "solution2": "shown" }, "source": [ "> Create the graph comet and plot it to vizualize the graph's shape and the peculiar node" ] }, { "cell_type": "code", "execution_count": 12, "id": "9ad0909e", "metadata": { "solution2": "shown" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Gcomet = graphs.Comet()\n", "Gcomet.plot()" ] }, { "cell_type": "markdown", "id": "fa573bfc", "metadata": { "solution2": "shown" }, "source": [ "> Sum the `W` matrix along the colum direction to evaluate the number of connected neighbors (you can also sum along the row direction)" ] }, { "cell_type": "code", "execution_count": 13, "id": "d9e086ea", "metadata": { "solution2": "shown" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[12. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 2. 2. 2. 2. 2. 2.\n", " 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 1.]]\n" ] } ], "source": [ "d = np.sum(Gcomet.W.todense(),0)\n", "print(d)" ] }, { "cell_type": "markdown", "id": "0631b03e", "metadata": { "solution2": "shown" }, "source": [ "> we can see that the node of index 1 has a degree much higher than the otehr ones (12)" ] }, { "cell_type": "markdown", "id": "e22613d6", "metadata": {}, "source": [ "## 1.2 - Create a graph from a `W` matrix" ] }, { "cell_type": "markdown", "id": "73670140", "metadata": {}, "source": [ "Interestingly, the weighted matrix `W`, by itself, describes all pairwise relationship between the nodes, and thus is sufficient to define a graph. We can for example generate a random sparse matrix." ] }, { "cell_type": "code", "execution_count": 14, "id": "073d73c7", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# parameters\n", "Nnodes = 30 # to set the number of nodes\n", "Tsparse = 0.05 # to set the percentage of edges\n", "\n", "# W generation\n", "W = np.random.uniform(size=(Nnodes, Nnodes)) # to generate a random matrix (the graph is full)\n", "W[W < 1-Tsparse] = 0 # To sparsify the graph.\n", "W = W + W.T # To build a undirected graph.\n", "np.fill_diagonal(W, 0) # to remove self-loops\n", "\n", "# graph creation\n", "G = graphs.Graph(W) # to build the graph\n", "plt.spy(G.W, markersize=2) # to visualize the matrix W" ] }, { "cell_type": "markdown", "id": "8d8aad2a", "metadata": {}, "source": [ "If we want to visualize the graph, we need to give a coordinate to each point. One solution is to set it manually, which is long and painful when the number of nodes is high. The other solution is to run the function `set_coordinate()`" ] }, { "cell_type": "code", "execution_count": 15, "id": "7c876af7", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "G.set_coordinates()\n", "G.plot()" ] }, { "cell_type": "markdown", "id": "35e32973", "metadata": {}, "source": [ "As said previously, the coordinates does not change the graph itself, but only its vizualisation. \n", "Therefore, the same graph could be drawn differently, using for example another way of generating the coordinates:" ] }, { "cell_type": "code", "execution_count": 16, "id": "b485e026", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "G.set_coordinates(kind='ring2D') # to set the coordinates with the specific ring2D\n", "G.plot()" ] }, { "cell_type": "code", "execution_count": 17, "id": "9ab9199a", "metadata": {}, "outputs": [ { "data": { "image/png": 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HHvauh+rqaqvvcHh4GCEhIU5t9/HHH8evfvUrvPrqq9i8ebPN2cz+/fuRkZGB9PR0s8+7atUqAMDFixdRXFwMAPjDH/4AmUw27X6joqLM/rZs4Pb000/j/vvvxx//+Ed8//vfR0xMjFOfxxFisRjNzc342c9+htHRUbPnVq9ejffffx9GoxEEQeD06dPYvHkz4uLiqNdkZGRg/fr11LUCAKdOnQIAs7AvMBWafvfdd6m/Z+u6oXHMPS0yZOMpy8EZAP75z39icnISg4ODTgmBJc8//zxef/11/OIXv8CRI0dsviYzMxOZmZkubxsAuFwu1qxZAwB44IEHsHr1apSUlCAsLAwPPPAAgKmeKLbi+WSIzsfHZ9r98Pl8hIaGmj0mEonMBrnOzk5ERUWZNfICQIXpyJbKnZ2dYDKZSEpKMntdWlqa2d/Dw8MYGxvDm2++iTfffNPmcQ0NDQEAfvzjH+PcuXNYvHgxkpOTsW7dOuzcuRMlJSXTfjZL7F0PycnJOHv2LADgP//5j5nAOgOLxcLPfvYz7Nq1C4cPH8bDDz9s9Zrm5mbU19dbnWsS8vMCU31qPAGDwcCLL76I06dP49KlS25d55Y0NzcDAHbt2mX3NePj49BoNFCpVEhJSbF6Pi0tzUxkyOsmMTHR7HXJyclmf8/WdUPjmHtaZAICAhAZGYmamhqr58g1mo6ODre3/cILL+AXv/gFKisrbb5mfHzcqdkEWafhiOLiYkRGRuLDDz+kRCYyMhIXL14EQRBmd8/9/f0ArO90bTEbfemNRiMA4IknnrA7WM2fPx/AlJA1Njbi+PHjOHXqFA4ePIi///3v+PnPf45XXnnFpf2mp6cDAGpqavDQQw9Rj/v5+VGCXl5e7vLnAaZmM+TazObNm62eNxqNyMnJwR//+Eeb7zdNPJFKpdBqtdPu08fHx2otz952pVLptNtzBvK72717N/Ly8my+xs/Pz+PJDKb7vtPXDY1j7mmRAYCNGzfiX//6F27cuEEtSHqKF154AXv27MErr7yCwMBAq+eff/55vPfee9NuZ/ny5U4Vw6nVaoyPj1N/5+Xl4V//+hfq6+vNZkxkl0h7g4CrxMfH49y5c5icnDSbzTQ0NFDPk/81Go1obW01m700NjaabY/MPDMYDNTg7ghfX19s374d27dvh1arxZYtW/B///d/+N///V8qNOgMpaWlCAgIwN69e/G///u/YDI9l3xJzmaeeuopmzPbpKQkSCQSrF69etpq9y1btuDy5cvT7nPXrl1m4SRbtLW1AYDdGZSrkLNUf39/h99daGgofHx8qJmPKZbXA3ndtLe3m818WlparLY5G9cNjWPu+RTmH/3oRxAIBPj617+OwcFBq+cJG9Xa4+PjaGhoMBvQbUHOZo4cOQKxWGxz32fPnp323x/+8AfqPQqFAkql0mpbBw8ehEwmw8KFC6nHHnroIXA4HPz97383+zxvvPEGoqOjqRj/TNmwYQMMBgP++te/mj3++uuvg8Fg4P777wcA6r9//vOfzV63Z88es79ZLBa2bt2KgwcP2pxlmjobWMb9uVwuMjMzQRCEUxlYppCtoGtqavCTn/zE5ndv67Guri5KUB3xxBNPIDk52ead8qOPPore3l689dZbVs+pVCqzlOM//OEPTl03P/rRj6j3SKVSq7RznU6H3/72t+ByuVi5cuW0x+8MBQUFSEpKwu9//3ubYWjyu2OxWFi/fj0OHz6Mrq4u6vn6+nqcPn3a7D3r168HALPrGJhKQTZltq4bGsfc8zOZlJQUfPTRR3jssceQlpZGVfwTBIH29nZ89NFHYDKZZouin3zyCZ5++mm88847eOqppxxun1ybkUgkZpX4gHtrMs3NzVizZg22b9+O9PR0MJlM3Lp1Cx988AESEhLM0lFjYmLwwgsvYPfu3dDpdFi0aBEOHz6MsrIyfPjhhx4LhT344INYuXIlfvrTn6KjowO5ubk4c+YMjhw5ghdeeIG6u83Ly8Njjz2Gv//97xgfH0dxcTHOnz9vdUcKAL/97W9x8eJFLFmyBN/85jeRmZkJqVSKiooKnDt3jgrvrFu3DhERESgpKUF4eDjq6+vx17/+FRs3bjSbVTEYDKdmhD/5yU9QX1+P3bt348yZM9i6dStiYmIgk8lQUVGB/fv3IywszOxO92tf+xouX75sU4BMYbFY+OlPf4qnn37a6rknn3wSH3/8Mb797W/j4sWLKCkpgcFgQENDAz7++GOcPn2auoFwZ03m6NGj+NWvfoVt27YhMTERUqkUH330EWpqavDrX/8aERERZq//1a9+BQCora0FALz//vtUqPBnP/uZ3f0wmUz861//wv3334+srCw8/fTTiI6ORm9vLy5evAh/f3/KDeOVV17BqVOnUFpaimeffRZ6vZ6qXTG1ciooKMDWrVuxZ88ejI6OUinMTU1NAGA28/P0dUPjAWYjpW0u0tLSQnznO98hkpOTCT6fT/j4+BDp6enEt7/9bUIsFpu99p133iEAEO+88w71mGkKsyVkBbMnKv6Hh4eJb33rW0R6ejrh6+tLcLlcIiUlhXjhhReI4eFhq9cbDAbi17/+NREfH09wuVwiKyuL+OCDD5zalz2XAlsV2ZOTk8SLL75IREVFERwOh0hJSSF2795tleqrUqmI5557jggODiZ8fX2JBx98kOju7rZZ8T84OEh897vfJWJjYwkOh0NEREQQq1evJt58803qNf/85z+JZcuWEcHBwQSPxyOSkpKIH/7wh8T4+LjZsQEgduzY4dTnJgiC+OSTT4gNGzYQoaGhBJvNJgIDA4mlS5cSu3fvJsbGxsxeS6YUO3PudDodkZSUZLPiX6vVEq+99hqRlZVF8Hg8QiQSEQUFBcQrr7xi9nnc4datW8SDDz5IREdHE1wul/Dz8yOWLl1KfPzxxzZfDwep0c5QWVlJbNmyhfpe4uPjiUcffZQ4f/682esuX75MFBQUEFwul5g3bx7xxhtv2Ly+FAoF8d3vfpcICgoi/Pz8iM2bNxONjY0EACsHBk9dNzSegUEQ09x+0dDc5Zw4cQIPPPAAJBIJcnJyZvtwaDyEWCzGggUL8MEHH+Dxxx+f7cOhscM9vyZD89Xn4sWL2LFjBy0wdzG2sjD37NkDJpOJZcuWzcIR0TgLPZOhoaGZ87zyyiu4ffs2Vq5cCTabjZMnT+LkyZP41re+ZdfvjGZuQIsMDQ3NnOfs2bN45ZVXUFdXB7lcjri4ODz55JP46U9/Cjb7ns9fmtPQIkNDQ0ND4zXoNRkaGhoaGq9BiwwNDQ0NjdegRYaGhoaGxmvQIkNDQ0ND4zVokaGhoaGh8Rq0yNDQ0NDQeA1aZGhoaGhovAYtMjQ0NDQ0XoMWGRoaGhoar0GLDA0NDQ2N16BFhoaGhobGa9AiQ0NDQ0PjNWiRoaGhoaHxGrTI0NDQ0NB4DVpkaGhoaGi8Bi0yNDQ0NDRegxYZGhoaGhqvQYsMDQ0NDY3XoEWGhoaGhsZr0CJDQ0NDQ+M1aJGhoaGhofEatMjQ0NDQ0HgNWmRoaGhoaLwGLTI0NDQ0NF6DFhkaGhoaGq9BiwwNDQ0NjdegRYaGhoaGxmvQIkNDQ0ND4zVokaGhoaGh8Rq0yNDQ0NDQeA1aZGjuOARBQKfTwWAwgCCI2T4cGhoaL8Ke7QOgubcwGAzQ6XRQKpVgMplgMplgs9lgs9lgsVhgMplgMBizfZg0NDQegkHQt5I0dwCCIKDX66HX60EQBLRaLRgMBoxGI/UaBoMBJpMJDocDFosFNpsNBoNBiw4NzV0MLTI0XsdoNEKn05kJilarBZP5ZbSWIAgQBAGj0QiCIChxIcWGnOnQokNDc3dBiwyN1yBFgxQYMhRGPgbArmA4KzqmQkVDQzP3oEWGxiuQi/sSiQRJSUkQCASUoBiNRipc5uysxJHokOE1WnRoaOYe9MI/jcchZyoGgwHDw8NISEiYcYiLFBVSREjR0ev10Ol01POmsxxadGhoZh9aZGg8BkEQMBgM0Ov1ZuExb0yW7YmOTqeDVqsFAKvMNVp0aGjuPLTI0HgE09oXAJTAeEtkLLElOuSMyjQ0Zyo6ZPYaDQ2N96BFhmbGkLUvprMXkjslMpaQ6zUkpqJjmnRAiw4NjXehRYbGbUxrXwDYLaS0FJnZGMgdiQ4502EymVaJBLTo0NDMDFpkaNzCsvbFXqYYk8m0OZOZ7cHbnujU1dWBw+EgISHB5prObB83Dc3dBi0yNC5hOgMwTSWe7j1zHVJ0TFOjyVRrjUZDzXRo0aGhcQ1aZGicxnJx3xmBsTeTmcuYCg3wpUjSokND4zq0yNA4hWnti6smlnebyFhCflZboqPRaBymTNOiQ3OvQ4sMjUPs1b44y2xll82E6Y7XVHRYLBZVo0MQhJXomJp90g7TNPcitMjQ2MVe7Ysr3I0i4yqmYUNL0VGr1dRrSNGh2xrQ3EvQIkNjE0e1L65wL4iMJbTo0NB8CS0yNGaQ4TEye2ymA9+9KDKWOCs6thymadGhuduhRYaGwmg0Qq/Xzyg8Zom94ky5XA4fHx+w2ffeJWhPdMhEArVaTXcNpfnKcO/9wmmscKf2xVksu1/qdDrU1NRgaGgIAODv7w+RSASRSISAgIB70sDS8nyTomMwGGAwGKiUaa1WCx8fH/B4PFp0aO4aaJG5xyEX9/V6PTXYeXLgMt3W+Pg4xGIxfH19UVxcDIPBgLGxMchkMvT19UGv1yMgIAAikQhBQUHw8/O7p0XH0mFaIpFg3rx5CAoKMguv0a2qaeYytMjcw5Czlxs3biAyMhKxsbEe3wc5k+no6EBzczOSk5MRHx8PvV4PgiAgEAgQFRUFgiCgVCohk8kgk8nQ1dUFAAgMDKRmOr6+vvfkIGoZXiNDbJa9dOhW1TRzEVpk7kFs1b54a3GeIAh0dXVBr9dj4cKFEIlEdr3MfH194evri5iYGGrdRiaTQSqVoq2tDUwmkxIckUgEHx+fe2oQNQ1lOtPAje4aSjMXoEXmHsNe7Ys3RIaclQgEAhQXF4PL5Tr9XgaDAaFQCKFQiLi4OBiNRkxOTkIqlWJwcBBNTU3gcrlmosPn8z3+GeYatkSV7hpKM5ehReYegvTesqx98fRMhiAItLe3o7W1Fb6+voiKinJJYGzBZDIREBCAgIAAJCYmwmAwYHx8HDKZDL29vWhoaACfzzcTnZnuc67h7HdEdw2lmUvQInMPMF3ti2UG2EzQarWoqqqCQqHA4sWL0d7e7pHtWsJisRAUFISgoCAAgF6vp5IIOjs7UVtbC19fXwQFBUEkEiEwMNCpdOm5HH4jw2WuMp3o0DMdGm9Ci8xXHGesYTw1k5FKpZBIJAgMDERxcTE4HA51DN6GzWYjJCQEISEhAKbEjhSdlpYWqFQqCIVCs3Rp034ydwueEEFHrarprqE0noYWma8wzlrDzHQmQxAE2tra0NbWhrS0NMTGxnotFOcsXC4XYWFhCAsLAwBoNBpIpVLIZDLU19dDq9VS6dIikQj+/v5z/s7dW+fRla6hltlrNDTTQYvMVxBn2yKTzGThX6PRoKqqCiqVCkuWLIG/v7/N45lteDweIiMjERkZCYIgoFKpqMSEnp4eGAwGBAYGQq/XQyAQuB2a8iZ36pjoVtU0noQWma8Ylm2Rnbk7d3e2MTIygqqqKgQHB2PBggU21zzmoncZg8GAQCCAQCBAdHQ0CIKAQqGATCZDd3c3JicnMTIyMidrdGbjGJwRHfI79vX1pUWHxgxaZL4imP7wXXVOdjVcZjQa0draio6ODmRkZCA6OtphKM6eyMyV2QKDwYCfnx/8/PygVCrBYrEQFhYGmUyG0dFRtLa2gsVizXqNzlwRa1tdQ4eHh9He3o78/Hy6ayiNGbTIfAWYad8XV0RGrVZDIpFAp9OhsLAQQqFw2m3PlcHRWRgMBvz9/eHv74/4+HgYjUZMTExAJpPZrNEJCgoCj8fz+nHNFVE2hTweU2EBvkyXp7uG0tAic5czk7bIJEwmkxIoRwwPD6OqqgphYWHIyMhwOiX4bhMZS5hMJgIDAxEYGGizRqe+vh4CgYASncDAQK/V6MzVgdloNFrZ3wBfpkvTXUPvXWiRuUuZaVtkU6abyRiNRjQ3N6OrqwuZmZmIjo52adt3u8hY4qhGp729HQqFAn5+fmai44mWBnP5PJL1V5bQDdxoaJG5C/FEW2RTHC38q1QqiMViGI1GFBUVwc/Pz6Vte7LQ807h6mBuq0aHzFxrbm6GWq32WI3OXB14yZnMdNCic+9Bi8xdhqfaIptiTwgGBwdRU1ODiIgIpKenuzUw3osDA5fLRXh4OMLDwwFMrWORomNZoxMUFAShUOhUFuBcn8nMxI0AoLuGflWhReYuwdXaF1ewDGkZjUY0Njait7cXWVlZiIyMnNG277aZjKfh8/kOa3SMRqNZurSfn5/N73YuLvyT2AuXuYo90TEajZTo0F1D7y5okbkLsKx98XSfENNwmVKphFgsBgAUFxdDIBDMaNu2jlOr1aKxsZFa2wgMDLwrLV7cwVGNDrmmw2AwzNKlTb+DuTqQOhsucxV7okN2DaVbVc99aJGZw5B3cIODg+jq6kJeXp7XfshGoxEDAwOoqalBdHQ00tLSPHZnajpLkslkkEgk8PPzA5vNRkNDg9vho68CpjU6sbGxMBqNkMvlkEqlGB4eRktLC9hsNkQiEYAph4W52NLAUzOZ6bBn9mnZqpruGjp3oEVmjmK6uG8wGCCXy736I5mcnERNTQ1ycnKotQRPQIoMQRDo6OhAS0sLUlJSEBUVRd39kuEjqVSK7u5uEARhdic/V6rt7wRMJpOq0UlISIDRaMT4+DikUikAoKKiAjwez+z83Ikanenw1kxmOlxp4EZ3DZ0daJGZg1jWvpBhAm+gUCjQ1tYGvV6PkpKSGYfHLGEwGDAYDKisrMTExAQWLVqEwMBAM7dfy/AReSdPVtuTd/LkTGcu3sl7C7IbqL+/Pzo7O1FYWEi1qe7u7kZdXZ1ZjY5IJKLcr+8kc2W9yJHoXLlyBbm5ufDx8aG7ht5BaJGZQ9irfWEymV5ZPO/r60NtbS2CgoKg1Wo9LjDAVHhnZGQEQUFBTnXHZDC+7IhJVtuThY99fX1obGwEn8+n+sTM1qA6W7DZbAQHByM4OBgAoNPpzGp0ampqvFKjMx13KlzmKqToMBgMaDQaahZDt6q+c9AiM0dwVPviaZExGAyor6/H4OAgcnNzYTQaPd5cjCAIdHV1oaurC76+vpSnlauQd/IikQjz5s2jCh+lUqnZoGranOyrmERgbybL4XAQGhqK0NBQALZrdPz9/c1aGnjj/MxWuMxZyN8PKSD2wmsA3TXU09AiMwew1xaZxJMiMzk5CYlEAg6Hg5KSEvD5fAwODnpUxPR6PWpqaiCTyRAbGwu1Wm31mdwdkCwLHzUaDTWo3gtJBNOdN8saHZVKRc10amtrodfrzfroeOr8zNWZDIk9V3J74TW6a6jnoEVmFpmuLTKJJ2pNCIKgfLbi4+ORnJxM/VA82VhsYmICYrEYPj4+KC4uxuDgIFQqlc3j8QQ8Hg8RERGIiIhwWINCznTu1iQCd8+Xj48PfHx8rGp0yCQLZ2t0nDm+uXxenW19YUt06K6hM4MWmVnCaDRCr9c7ZQ0z05mMXq9HXV0dRkZGsGDBAmoWQOJpEUtMTERSUhL1ee5Upbq9JAJTy37TJALSst9yG3MR8hzO5PgcnR9HNTrO7PNuCJeZioezmLY1AGz30jEVHbprqDW0yNxhTC9S8u5vuguS/GGQ4TRXIGcWfD4fxcXFNjOzZmpiaSpi+fn51KK0J7Y9E0yTCOLi4sySCPr7+6kkAjK0FhgYOCvH6QqeHLxsnZ/JyUnIZDKrGh17okxyN4TLPFX3RXcNdQ1aZO4gltYwzubqm07dXdlXd3c3GhsbrWYWtrbvrhDI5XKIxWJwOBybIjaXXJhNkwgA2+7JHA4HfD4fo6OjcyqJ4E6cQyaTiYCAAAQEBCAhIQEGg4Hqo0OKsr0anbthJuMNEXRWdO7lXjq0yNwhTGtfXJ22m85knBn0dDodamtrIZPJrGYWtnA3XEamQFuu8Vhue66IjCW23JPr6uqg0WjQ2NgIjUYzZ5IIPBEucxXTbqDAlCiTM0GyRsfX1xcikQhqtdplh+47CVlz5m1MRYf8zsjEHtKN4F4THVpkvIwn+r6Yisx0jI+PQywWw9fXF8XFxU5Vg7s6kzFNgc7Ly6PSZ20xl0XGEi6XC4FAAD8/PyQlJTk0sgwKCrqjSQSzITKWOKrRUSgUmJiYwPDwsFlLgztRo+MM3prJOMLUcw24d0VnblwBX1E81feFfI8jkSEIAp2dnWhubkZSUhISExOd3pcrMxmFQgGxWAwWi4Xi4mK7MXrTbd8tImOKo0VyqVSKtrY26k6fzFyb7lx44pjmEqY1OkqlkgqfyWQyaiZoWqMTEBAwazNBZ6MA3sSW6Fh2De3r60NwcDCEQuFXRnRokfES09W+uMJ0Vf86nQ7V1dWYmJjAwoULqfCGK9t3RghIA82YmBikpqY6NWDY2/bd9qOxtUg+MTEBqVRqtl5h6kTgyRbMc12oCYIAl8ul0skBmM0E+/r6vFaj4wyzMZOZDlsO0z09PfD19QWXyzWb6ezbtw8LFy5Efn7+LB+169Ai42GcrX1xFXsiMzY2BrFYDKFQ6JRti71tOxrEjEYjGhoa0NfX57KB5t0mJs7CZDIRGBhIZaSZJhF0dnaitraWsncJCgrySOhoLp9LWwv/ZI1OVFQUCIKgPNdkMhm6urpAEIRHanScPb65JjKWkD5/HA4HHA7HbKbz1ltvwc/PjxaZex1Pt0U2xVJkLF2N4+Pj3d6XqVOy5TaUSiUkEgkIgnCrv8zdGi5zFXstmKVSqVnoiJzp+Pv7uzTozfVzOF0KM4PBgK+vL3x9fRETE2OzRsc0+48MP3rq93M3iAwwtd5JhtNMZzpKpdIr3oJ3AlpkPIQ32iKbYrpuotVqUV1dDblcTrkazwTTFGnT4x4aGkJ1dTUiIyORnp7u1o/0bgyXeWJAt2XvIpVK3U4imOsV9a4en6ManaGhITQ3N4PD4ZiJzkzct+8GkSHTny3XjsjGdkKhcJaObGbQIjNDCIKAVquFXq+njPe8MRiQMxmpVAqJRILAwEAUFxd7xIHYNLGA3E9zczO6urqQnZ094/bLtgbtyclJqNVqBAYGzvkfvyfw8fFBdHS03Up78i7eURLBXBaZmdbJ2KrRIdOle3t70dDQQBXOurPmdadSmGeCqYmnJQqFYk6niDuCFpkZQNa+VFRUQCQSITEx0Wv7YjAY6O3txeDgIFJTUxEXF+fRUBwwJZhqtRpisRh6vR7FxcXw9fWd0bYtRYbMgmtqagKLxfrKeIu5gr0kAsuiR9Mkgrs9XOYqZGvuoKAgALbXvMgaHdJ929EN190wkyHD7LZERqlU0iJzL2Fa1UtOb705CGg0Gmg0GoyOjmLJkiXw9/f36PbJQX1kZAR1dXUIDw9HRkaGR1I+TUVGr9ejuroa4+PjKCgogI+PD9RqNaRSKaRSqZm3GDnAzIWuj97GNIkgMTGRKnqUSqXUgOrj4wOj0YiRkZE71iPGFbxd8W+55qXT6aiZYGtrK5RKJYRCoZnomF6/cyGFeTrIQm3L82gwGKBUKmd8wzdbzK0r9S7A1uI+i8Wi/vY0o6OjqKqqApPJRGpqqscFxpSamhpkZmYiOjraY9skRWZychKVlZWUOzOTyYROp6P625t6i0mlUspsk7xbJb3F5trg6g0six7J+omOjg40NTWZ1Z8EBQW5nETgDe60dxmHw0FYWBjCwsIAmLd8sFWjczeEy8hFf0uRUSgUAECvydwLWLZF9lZTMWDqR9vS0oKOjg6kp6ejt7fXK3eKGo0GEokEAGw6NM8UBmOqC+G1a9eQkJCA5ORk6jFLLL3FTO9WTRtwkbOcr1qvGHtwuVyIRCL09PSguLjYzK6/t7fXY3b9M2G2ExNMWz4A1jU6Op0OPB6POpdCoXDOhWXtCSEpMnS47CvMdNYwnhYZtVoNiUQCrVaLwsJCCIVCDAwMeFzIRkdHIZFIqDtmT1eskx039Xo9CgoKHNrP2MLybtV0cCUztMiBNSgoyGlb+rsR00Hcsv5EoVBQmWuWqcBBQUFedyIA5p5BpuU5qq6uBkEQmJiYQGdnJwCYCfNcWAs0TV82RalUgsvl3rVtxmmRmQZnal9YLBY0Go1H9jc8PIyqqiqEhoaioKCACg95UsgIgkBbWxva2tqQnp6OmJgYDA0NeXRdSaVSUQkEbDbbZYGxheXAIZfLIZVKMTIygtbWVirllZzpeLLifi5gr6GdZciRTCIYGBhAU1MT5ZxMJhJ447zMZat/smpeKBQiPj7e7NoZHR1FW1ubV2t0nMWeyMjl8jkhgu5Ci4wDnK198YQAmKYN21oX8ZTIaLVaVFVVQalUmiUReLJokhTKiIgIxMTE4ObNmx7ZrimmGVrx8fFUyivZ8ZF0CCYFZy7Z9ruDs9+NZRKBwWDA2NiYWRIB6URALpB7Yp1rtsNl02GaXWZ57ZgK8+DgIJqamqiwmidqdJxlOpG5W6FFxgaWfV+mq31hMpkzWvhXqVSQSCTQ6/UoKiqyGXt1147fFJlMBrFYjMDAQBQVFZlNvz2xfdN1JFIoJycn70j6rWXKq1arpQZXU9t+04r7uTwoWuLuIM5isaySCGytc800iWCuhcsscZTCbEuYPVmj4yyOwmWzsc7mKWiRscA0NRlwrrEYWe/hDmRV/XRpwzNpLGZqQWOvxmYm2wemBq+KigrUDakQGJWCIYMvIr5IyZyNin8ul2u2nkP6ZkmlUnR1dQGA1brFXP8Re+L4bDkRkKJTXV0No9FoJsbODG7k9ztXw2WAa3UyztToeGM2aE9kFArFXWspA9AiQ+FOW2QSd0JZRqMRjY2N6Onpcaqq3t1wmalDsyMLmpnMZG429eHHR+rRq/jigYpW6rnkEB9sjZz9QkJL2/7JyUlIpVIMDw+jubmZWrfQarVzsjbHW7NBW0kEpBg76ydmekM2V5lJnYwtXzpSdFpaWqBSqcxqdAICAtzal6Nw2d2aWQbQIgPAenHfFYEBXA+XWZpOOhNvdUdkyAZmfn5+0zo0uzOTIQgC3//wBs62TAKwfb5aRlR4bYSFRmYtXns4y6XtewsGgwF/f3/4+/tTFibkoDEyMgKdToeJiQnqbtbdQcOT3Ik1D9MkgtjYWMpPTCqVUmsVpu2XyeSKr9pMZjosZ8lqtZqaDdbX10Or1Zq1NHA2BGlPCBUKBb0mczdjr/bFFVwJl5E9WaKiopCWlub04OWKyBAEga6uLjQ1NSE5ORkJCQnTfi5XZzJ6vR7fee9zfNathT2BMeWwZAAAKKGZS3e9pusWZLp6YGAgNWjodDqrNsyzcfx3ep+mfmKmSQSkVT+ZXBEQEABg6k58rhbLetNWhs/nIzIyEpGRkSAIwqqjKnk9mfbRsfVdOlqToUXmLsQTbZFJnBEAg8GAxsZG9PX1ITs7myoac2UfOp1u2tfp9XrU1NRAJpO51MDMlewyuVyOo5/dwmfdzs7eps7rYckAvl4Uh7SIuV25zGKxqMI+ctAgrW86OzvBYDCoNYs7VYcyF7zLbCURjI2NYXh4GABw9erVOdMJ0xJnK/4JgsCYSg+l1gABl4VAH7bL7tKWoVkyBEmu6QC2a3TIXjKW0OGyuxBP932ZzlaGbFnMZDLd6slCHuN0QjYxMQGxWAwfHx+UlJS4lAHjbLisv78fNTU1eLfRveyaHx6qxdFnCwHMrdmMPUwHjZiYGLshJDK0JhKJvFI0NxdThMmwkb+/PwYHB1FYWGjVCdPU/HQ2M6Smm8lMqPU4WjWIj271oXtMTT0eG8jHzoVR2DQ/HP5814dLyxAkuR4ok8kwOjqK1tZWqo23SqWiwo+m54kOl91leLItMokjAejr60NtbS1iY2Odblns6j7Itq0NDQ2YN28e5s2b5/Lnmi5cRiYq9Pb2Ijs7G51X6lzaPknjkIIyArwbsQwhmWYetbe3o6amBkKhkBpYPdnKwFvnTK/X41rHBLpkKsSJfFCY4O9S2ItMX/ZEEoG3cCQyV9pkePFgHdQ66+u/Z0yN351rw58vd+D1rZkomedaa3NLTNcDLWt0yJnywMAAgoKCwGQywePxoFAoZtRuw5S//e1v2L17NwYGBpCbm4u//OUvWLx4sc3XrlixApcvX7Z6fMOGDfj000+d3uc9IzLeaosM2J7JGAwG1NfXY3BwELm5udQiobvYEwG9Xo+6ujqMjIwgPz+fCmW4iqOZDGn/bzAYUFxcjMYRrVv7IKntlyM7am6HzJzFMvOINGqUSqWoq6vz2N28N8JlFV1j+MEnDRhRWIdhQ3w5+MPD6ciPC3Tq2CwHcHeTCLyFPZG50ibDs/tqQBCArTNMPqbWGfHsvhr8fXv2jIXGFNMaHZlMhvDwcPj4+EAmk+HQoUP4v//7P4SFhSE2NhYHDhzAihUr3PYX3LdvH/7nf/4Hb7zxBpYsWYI9e/Zg/fr1aGxstDk+HTp0CFrtl7/10dFR5Obm4pFHHnFpv/eEyBiNRuj1eq+0RSa3ZyoAcrkcYrEYbDYbxcXFHonZ25rJyOVyVFZWgsfjoaSkZEapt/ZEbGRkBBKJxKyOZ2Biwu39AEDvmOorIzKWmBo1kn3tbfmKkeE1ZyvJPR0u++ZHVbjWMW73+RGFDrs+qEZhQgDe2jl/xsfmKInA1KHBG47bZGtxy0X1CbUeLx6ssyswZtv44n9ePFiHc99f4lbobDrINRny2vjhD3+Ir3/963jmmWeg0+nw6quvYvv27Vi6dKnNGcZ0/PGPf8Q3v/lNPP300wCAN954A59++in+/e9/4yc/+YnV68k6IZK9e/dCIBDQImPKTGpfXIEUAIIg0NfXh7q6OsTHxyM5OdljoRJLkent7UVdXR0SEhKQlJQ04/3Yai5G+ptlZGQgJiaGei7Cf2YWG9GBPjAYDFCr1Xd1kdl0mPa1J+/mJyYmIJVKqeZkPj4+ZgOro/UcT1270wmMKdc6xvHNj6ocCo071f6WSQS2HLdNw44zSSIgfzeW7z9aNQi1zjitwJAQmJrRHKsexOOLPNcOg8RWdllwcDB0Oh2efPJJfPOb38TQ0BAaGxtd3rZWq8Xt27fxv//7v9RjTCYTa9asweeff+7UNt5++23s2LHD5fWhr6zIkNYwNTU1iIuL86rBHHlhVFVVYXR0FHl5eR4xhDSFDGeZhuE8uR/TcJlWq0V1dTXkcrnNJmnzo92dhUxtP9pnyvpfoVCAz+d7fdHcVbyVyWUaGgGmQp2mjbfIoj5bA6unjqmia8xpgSG51jGOiq4xu6EzT5hjWjpuk83sLJMISEF2JexoS2QIgsBHt/rcOtYPb/Zh58Ioj48njlKYyV4ypufIFUZGRmAwGCinB5Lw8HA0NDRM+/4bN26gpqYGb7/9tsv7/kqKjGnty9DQECIjI726wEj2e1CpVCguLvaKmR6Zwnzt2jWwWCyPheFIyHAZWcApFApRXFxsc9BnsVhIDfNF05DCxpYcE8+U4Z133kFycjKKi4thMBioheHa2lpqkJ0rzbi8CelOTd4okEV9UqkUfX19ZvUVnmqK94NPph9QbPHS4QZceK7Q5nPe8C3j8/mIioqySiKQyWTo6OgAg8Ewc5Z2lERgS2TGVHqzLDJnIQB0j6kxrtIjUODZG6K5bCvz9ttvIycnx26SgCO+UiJjq/aFxWLZbJDlqf2RWV0AkJub6zW31vHxcUxOTiIhIWFGWWr2YDAYVKgiKSkJiYmJDgeO32/JwqY3briwh6k78W3pPgjjJqO1tRXNzc1IT09Hfn4+UlJSoNFoqHoU0kfLdP3ibvAXmwmWRX2mfWKkUikAoLa21u3W1Hq93uYivzMMy3VU2wZLvG3zby+JwNI1mRQckUhkdm5stTVWamcm2gqtweMiY6vin7wOZtoVMyQkBCwWC4ODg2aPDw4OTluzp1AosHfvXrz66qtu7fsrIzL2al9mYl7pCNOix/z8fNy6dcsrYRaj0YiGhgb09vaCz+cjPT3d4/swGAyYmJiAVqt1OkMtLUKIzbkRVCW/YwgwAKwU9OGRtQ9CJBJBqVSioqICYrGYSvEuKChAYmIiNciSPT9M/cXmWmjNW1j2ienu7sbAwAD4fD7VmlogEJi1Mphuofxax8wSNm50TqA4Kcjq8Ttdw2OaRGBpC2QriYDD4ViJoIA7M5sg3xm+3xKj0ehVWxkul4uCggKcP38emzdvpvZ5/vx5fO9733P43v3790Oj0eCJJ55wa99fCZFxVPsyXaGkO4yPj0MikVD96nk8nldaMCuVSojFYgBAVlYWWlpaPLp9YOoCrqyshMFgQGxsrEsp0KRFzJTQkAJre7BZFqpBkmoIJ06cwLZt28Dn87Fw4UIUFBSgubkZt2/fxuHDhyESiZCfn4/MzEyrfjGkdT9Zj2LaivmrHlpjMBjgcrlISkoCMLVQTp4Py9bU9vyyumSqGR1Dh1SF4iTrx2fb5t9REkFLSwuUSiUYDAba2tqota5AHzZiA/noGVM7vfAPTF3dMYF8BPh4dugkxw5HVv8z5X/+53+wa9cuLFy4EIsXL8aePXugUCiobLOvfe1riI6Oxm9+8xuz97399tvYvHmz2+URd7XIOFP74kmRMfUEsyx69LSYDQ4Oorq6GlFRUUhPT8f4+LjHRYz0UYuJiYFOp3PLBPK1h7Pw9aI4fP2tMowYrOscogRGfC3ZiG1rl2F8PBf79+/Hf//7X2zbtg1sNhssFgvp6elIS0tDX18fKioqcOHCBZSXl2P+/PnIy8uDUCi0GkjuxdCa6efhcDhm6znOtKaOE81sDS8hyPb751pXTMskgqGhITQ0NEClUlFJBAEBAbgviY9/3XZ9XebxRd5Z9AesM+D0ej3UarVHRGb79u0YHh7Gz3/+cwwMDCAvLw+nTp2ikgG6urqs9t/Y2Ijy8nKcOXPG7f3etSLjrDWMpwZ/nU6HmpoajI2N2fQE89RMxmg0oqmpiWoBQMZLZ9rvZbp91NbWun38ET5GPMipwqatm6D3j0a3TAHtaD/8dGPIz89HRUUFACAmJgY7d+7Evn378N///hebN2+mzBUZDAaio6MRHR2N8fFxVFZWQiKR4Pbt20hNTUV+fr5Z7JjH45mtX5iG1lpaWqh6g+Dg4K9EaG26796Z1tT+M4zrL473t/n4bM9kpoPNZoPL5SIrK8usdmmRUYr3mAR0RjKg6xgmA+CxmXgwJ3za17oK6a1mOcjL5XIAmPGaDMn3vvc9u+GxS5cuWT2WlpY243HnrhQZZ9siA54RmbGxMUgkEvj5+dn1BJtpd0zgyw6ZBoMBRUVFZnFYT3SuBKYymCQSCXQ6ndk+ZiJiHR0dAIB58+bBaDRC3tUBBo+BBYUl4PP5ZtsODw/HE088gb179+Ljjz/Gtm3brAQ7ICAAK1asQFFREWpra1FRUYGGhgZER0cjPz/fqi7IVitmMpTU0dFhZvVCWvfPpTtvZ3Bl3cNea2qZTIYA7jjGtQSccc42JdSPY3fNZy76qpli2XrZtHZpT8AovvtxLabCvfY/A/nMnq2ZXivEtHVNKpVKAKANMu8UrrZFBmYmMqYdJaezzJ9pgsHw8DCqqqrsdsj0xExJKpVCLBYjJCQECxcuNNvHTESss7MTERERmJycRFVVFSIjI5Genm5Vl0ASFBREzWj27duHrVu32qz34fF4yM/PR15eHlpaWlBRUYFjx44hICAACxYsQHZ2tk3BdxRaq62tpVKDSdERCARzepAkcfcYTTs9/vnRYOz6oNrlbfx+s/2Ek7kWLrPEkW9ZiG4IazlNuGxMA5lwZn6rNSU+XBYDr66LweI47zhVOEpf5vP5s97PaCbcNSJj2RbZlVaq7ogMWZA4OTnpsKMkibsiYDQa0dLSgs7OTmRmZiI62nYl8UxEhiAItLe3o7W1Fenp6YiJibEasFyx+rfcdmdnJ2JjYyEWi21+BluzJH9/fzzyyCM4fPgwPv74Yzz88MOIioqyuQ8mk4nU1FSkpqZiYGAAt2/fxmeffYarV68iJycHeXl5VNjNFpahNTI1mHTBNbXycNYS/k7jqVBpflwgChMCvijIdG5GU5QQ4NDDbK6Hy+x9p0NDQzh79izW5qTi58sLcbxmCB/eNHdhjgnk46H0ACwOM0IrH0BZWTvVBZNMOPGEADjqiunNQvI7wZwXGVNrGHeck1ksFjQajUv7lMlkkEgkCAgIQElJiVPxfHfCZWToSqvVoqioyOGUmByoXQ1NmLZfXrx4sd3B2N1w2cDAABQKBRgMhk13ABJb2yZ9kA4fPoyDBw9i06ZNiI+Pd7i/iIgIbNy4EZOTkxCLxaiqqkJFRQWSk5NRUFBgV6hILFODyVAS6YArl8vB4XCou/+5ElrzZEjq749k4KE959GtE8B2VuCXj6UFGLArfhL19fVU5prl7PFunMmoVCocO3YMQUFBWL16NTgcDh5fFI2dC6MwrtJDoTXAl8tCgEU/GdMumLW1tVQSAXlu3G1oN53I3M3MaZHxRN8XVwZ/U7+u1NRUxMXFOb0/V8Nlo6OjkEgkCAkJQUFBwbQ1DuSPxJVe5WR/GYFAMG37ZXfCZZOTk7h8+TLlgWTvx+BolsTj8bBlyxYcO3YMhw8fxoYNG5CSkjLtvoVCIUpLS1FYWEit2+zduxcRERFUcacz58k0lARMZdOoVCpoNJq7OrTmiPLycqznNiJ+UTGO32jETX0sjCYiwwCBKI4arz1WiOxIP6oGpbOzE7W1tfDz8zNrZXA3rcmQf584cQIajQbbtm0zu4lkMBgIFHDsFlpaFswqlUozm34AZll9zmY5TtcVcy6f3+mYsyLjibbIgPODv0ajQVVVFVQqlcM7fns4K2YEQaC1tRXt7e12Q1f2tg84LzI9PT2or693ur+MqzMZsnmZWq1GbGysw7ut6UJxHA4HDz30EE6ePInjx49j/fr1yMzMdOo4OBwO8vLykJubi/b2dty+fRsnTpyAUChEXl4ecnJyXHJhYLFYEAgESE1NnTa0Zuuu3lt4aiDv6elBZWUlli9fjt7eXiyPJPCPHcW42TWJDqkKjVfPICPcF8PDg8iKWG2zGyY5qDY0NECn04HL5YLNZmNiYmLWWlM7wlJkPv/8c3R1dWHLli0u/85NMU0iIBva2cpyNBUdey4NjtZk6JmMh/FkW2QATtnKjI6OoqqqCiKRCAsWLHDLYtwZMTMVMkehJVuYiowjTA00FyxY4HTvCWdnMqbNy3JyclBdXY2ioqJptz0dLBYLGzZswLlz53Dq1CloNBosWLDAqWMn90EK6tDQECoqKnDlyhVcu3YNWVlZWLBggdOtqE236Si0Zuq15ukGZZZ4QmR0Oh1Onz6NqKgopKWloaysDMuXLweHw0FxUhCKk4CP233BZrOh0+nQ0dGB5ORks21wuVyEh4cjPDycak3d3NxMtbcAYFWvNNuY3pi1tLTg+vXrWLp06bShWVdhMplUQzLSiYDM6iNv+kiXBvJ6IWdR9m4e7/bWy8AcExlPt0UGHA/+7s4qbDHdwrxUKoVEInFbyMjjcrQP0iGAwWC4bKDpzMK/RqOBWCyGXq9HUVERZDIZtFotEhISpt22MwLGZDKxdu1a8Hg8XLx4ERqNBkuWLHH5OwkLC8N9992H0tJSat1GLBYjKSkJ+fn5bn/PlqE1rVZLZa2RDcpM71rnWpijrKwMCoUCW7ZsQWNjIxgMhpVNUXBwMHp7exEcHIympiYrkTGFbE3t5+cHHo+H1NTUWWlNPR3kzapUKsWpU6eQkpKCRYsWeX2/ptdLUlKSmUuDqeu2SCSCWq22eYNCz2Q8iCu1L65gL7tMrVajqqoKGo0GhYWFMy52srcf08wuV9d5TCEN/uwN1kNDQ6iqqqIcAly9o54uXCaTySAWixEUFITs7GywWCyqYZqlfbitY3cWBoOBZcuWgc/n48qVK9BoNFi2bJlb58zX1xclJSVYvHgxGhoaUFFRgf379yMsLAz5+flIS0ubUWYQl8s1a1Bm2m64ra0NbDabGmRm2vlxpjOZ7u5uiMVirFixAoGBgaipqUFSUpLVjUhQUBBqamqwaNEiVFRU2DXFtDw2spDQldbUAQEBdyQ1l/QFO3r0KPz8/LB+/fpZEX9LlwYytV4mk1FW/BqNhjo3QqGQWpPxBK60Xgam6gN/+tOf4tChQ5BKpYiPj8eePXuwYcMGl/Y76yLjTu2LK9ga/EdGRlBVVYWQkBDk5+d7pAOfrZmMaV8Wd9Z5bO3DUghMU6Czs7Pd7gVuT8BMrXQsRbKjowPx8fHTCpq9WRL5uK106iVLloDH4+HChQvQaDRYs2aN26EoDoeDnJwcZGdno7OzE7dv38apU6dQVlaGvLw8zJ8/f8ZhHVtOwWRojTRtJBfMyaw1VwbYmYiMVqvFmTNnEB0djQULFmBgYACjo6NYvny51WuDg4NhMBgQGRkJrVaLzs5Oyi/N1WNztjW1Oz1iXMFgMEAsFkMul2Pnzp13bB1tOkxT60kndz8/P0ilUpw8eRKvvvoqUlNT4ePjg4aGBqSlpbl9flxtvazVarF27VqEhYXhwIEDiI6ORmdn57SlHLaYVZGxrH3xRudKU5ExHZAtuz3OFCaTadYPe2xsDGKxGP7+/nb7srizD1Mh0Gg0kEgk0Gg006ZAO7NtSyEwGAyora3F6OiolZWOVqtFX18f1qxZM+22bYkMuUgqEAjsDrZ5eXngcrk4ffo0NBoN7r///hndEDAYDCQkJCAhIQGjo6OoqKjAtWvXcO3aNWRmZiI/P9/tbVtCtlkWiURISkoyWzCvr6+HTqczy1pzJrTm7m+DDJNt3boVDAaDmlHExcVZvZYMBRoMBipkNp3IOJuM4qg1dUdHh9utqaejpaUF/f392LRpk1VL4bmC0WiEj48PYmJiEBMTg8zMTGRlZeEvf/kL6urqsGDBAgQHB2P16tV46623XBZKV1sv//vf/4ZUKsXVq1epsWu6sLg9ZkVk7lRbZOBLkSEtW8j1BE8vppFrP2RxYnNz87QuAa5iKjKm4StPzMYsZzJKpRKVlZVgs9koKiqy+sF3d3fDaDRStiVVvZMYmFAjwp+P+dFCKzcBU5HRarUQi8WQSqVgs9kQiUQIDg62ObBkZmaCy+Xi008/xZEjR7Bp0yaPCHZwcDDWrl2LkpISVFVVQSKRoLq6GmFhYUhMTERKSopHr0nLBXNygHU2tOZuMWZXVxckEglWrlyJwMBA6HQ6NDY2YsGCBTZnhr6+vuDxeJBKpUhJSXEqZOZOnYwzralNu6ZO15raHh0dHWhqakJ6errD9aXZxjK7jM1mY9myZdi3bx/y8/Px85//HFevXsXt27ddFhh3Wi8fPXoURUVF+O53v4sjR44gNDQUO3fuxI9//GOXQ5yzNpPR6/VeFxjgy+yyq1ev2rVs8QRMJhN6vR5isRjj4+M2TTQ9sQ+DwYCOjg40NzfPaI3H1rbJgYxc34mOjkZaWprNAaSjowNqXjCe2tdss0Nmapgvfr8lC2kRQjORIc0v/f39sXTpUqhUKque96SxZWBgIFgsFpKTk/Hwww/jyJEjOHjwIDZv3uyxu1yBQIDCwkIsXLgQTU1NuHr1Kq5fv46Wlhbk5+cjIyPDI+FUU2wNsNOF1sj3uQIZJouJiUFeXh4AoLm5GVqtFtnZ2XaPLSgoCKOjo1i0aBGuXbuGrq4uzJs3z+5+PFHxb6s1ta1Fclutqe0xPj6OEydOIDg42O7nnStMl8LM5/OxatUqrFq1yuVtu9N6ua2tDRcuXMDjjz+OEydOoKWlBc8++yx0Oh1efvlll/Y/KyLDYDDuSIWw0WhEe3s7CIJAenq6XcsWT6DVajEyMoKgoKBpCx/dhcFgoKWlBSqVyimrG1e3bTQa0dzcjI6ODmRlZTmsnv/77UnUKBMB2G7B3DSkwKY3bmBzbgS2RE2JTF9fH2pra5GUlIT4+HjodDr4+/ubLRTLZDKMjo6isbERWq2WqqYODg7G1q1b8cknn2D//v3YunWrR1vSstlsZGZmgsPhYHh4mLIcKS8vR25uLnJzc72W5WMZWtPpdNQshwytcTgc8Pl8l2xGPvvsM6hUKmzbto16fU1NDWJjYx2uDwYHB2N4eBghISEICgqiWlvYwxvFmLbWc8hzQtr1O8rk0+l0OHbsGHg8HjIzMz1+o+BpHImMpxyYXcFoNCIsLAxvvvkmWCwWCgoK0Nvbi927d98dIgO4H192FqVSSTkaA5g2A8pdCIJAd3c3Ojo6wOfzUVBQ4JXPNjk5CZVKBRaL5RURMxgMUCqV6O/vnzbb7gf7JahR+sEZ36vDkgEMD7PwHWYvJiYmkJeXh9DQUJtJBqY978kaDLIQsqOjAywWCwsXLsTt27exd+9ebNu2zaVao+nQ6XS40qVC9wQXi1KL8URxMaqrq3Hr1i3cvHmTahVty8zTk3A4HKvQWkNDAzQaDW7fvg0Wi2W2dmGrwK+rqwtVVVVYtWoVdTNC1mvcf//9DvcfFBSEhoYGEASB1NRUqqmdvQjAnbCVsec/J5PJqHAjeU5EIhEuXrwIqVSKxx57DN3d3XPa9gbwbjGmO62XIyMjKXslkoyMDAwMDECr1bo0/sxteXcTshlXVFQUUlJScP78eRgMBo/fzej1etTW1kIqlSIxMREymcwrAkPOALhcLubNm+dxgZmYmKCmzUVFRQ5j340DkzheO+LS9q/06bEycgJbVxdRsw9nFrkFAgEEAgFVTT0+Po7R0VFkZWWhuroa77//PpYuXYq4uLgZeYyVtYzih4cboNB+KXwf1zcCAHy5fPx6wyMQKqYq5S1bRXv7ZokMrfn5+SEwMBCJiYlUaI1sw+zr62u2dqHX63H69GnExsYiNzeX2lZtbS14PN60axPBwcHQ6/WYmJhASkoKrl27hs7OTruzmTttkGlZJEteGzKZDL29vfjss8/Q29tLFfPOVdNTUxzZysx0/did1sslJSX46KOPzNwSmpqaEBkZ6fL485WayRiNRjQ0NKCvr49qxkVO5T3dgpk0aOTxeCguLsbY2BhGRlwbfKfDaDSivr6e6mLX1tbmMTdekt7eXtTV1SEiIgKjo6PTLq6+dGj63hvWMPBhGxdPPmge3nLlGjANKSUnJyMnJweffPIJysrKkJKSAj6fT93JBgcHO52S/Mjbt9EwqLT7vEJrxPOHW5AeLsDeZ55Bc3MzKioqrFpFe7vIkPzeTc8D8GWrYalUSoUYBwYGoFKpsHHjRur9RqMRtbW1SE9Pn/ZYSQsZqVSKhIQEiEQiNDc32xWZ2TbIND0nPB4P5eXlSE9PR1RUFFpbW6FUKtHW1ga5XD5nW3V72yDT1dbL3/nOd/DXv/4Vzz//PL7//e+jubkZv/71r/Hcc8+5vO+vzExGoVBAIpEAAIqLi83umD3RUMwUcmBOSEhAcnIytQ9PtkdWqVQQi8UgCAJFRVMzgPb2do/tgxTk/v5+5OXlgc1mY3R01OF7DAaDzUV+Z2iXaR2GXFyF7Elz6NAhtLS0YN26deByuRgaGkJzc7NZZpJIJLI5i51OYExpGFRix7ti7H+mAGlpaejv78ft27dttor2BvbWPUxbDRMEgaamJlRUVCA9PR3Nzc1obW1FUFAQ1Go1FAqFUwvgQqGQuh4SExORmpoKsViMNWvW2Pz+5orVv1wux/HjxxEVFYX169dTx3rlyhUEBwdDqVSit7fXZmvq2T5+W2ngZFjQE9eUq62XY2Njcfr0abz44ouYP38+oqOj8fzzz+PHP/6xy/v+SogMadYYExNjMxtqpg3FSAwGA+rq6jA0NEStLZB4UsjIBmYRERHIyMigPo+nhEytVkMsFsNoNFICNjY2Nu0sqap38ov/594P8tOyW0iLDASPxwOPxwOTyQSfz6f+v6v4+Phg27ZtOHLkCE6ePIlNmzYhPz/fZmYSmUAQFBQEoVCI8lap0wJD0jCoRFnLKEqTgxEVFYWoqCinWkV7AmcW17VaLT777DPExcXh/vvvB0EQVFrw7du3wefz0d7ejomJCSq0Zks0GAwGgoODqZuO1NRUXL9+HV1dXUhMTHTr2LyNwWDA8ePHwWAwsHHjRqvPFRoaSjlGkyaWpqanpus59kwsvQXp1+jIhdkTuNp6uaioCNeuXZvxfu/qcJmpGWRubq7NylXAMy2YSQNANpuNkpISqxRaTwgZQRBoaWlBR0eH082/XEUqlaKyshL8gBDEJiZBTbDh88UgMd3xD0yoHT4/HdevXkEdU2vzOS6XS4kPj8ejxMfeP9PnN2/ejBMnTlCtAlJTU80yk8gEAtLYkslk4gdX3fsMPzzcgGsvlVB/W7aKrqysxEcffWS3VbQ3uXz5MtRqNdatW0eVBgQGBoLL5UIqlaKkpATx8fFUaE2j0ZgVhJpW3AcFBUEqlQKYWjgWiURoamqyKzKzHX66dOkSBgcH8eijj1oNypbtl+21pibTx8k1LtLE0tuZaWSfKHsL/7RB5ixhOuhPZwY5U5EhZ0pxcXFISUmx+YOa6SxDq9VCIpFApVLZze6aaXfMmqZW/PdaOz4f4aFvcgTA1BpSnMgHj+SFIkLnWMAi/GdWm/LIk08jLYQPtVoNtVoNuVwOjUZj99/4+DjUajX1t06ns7ttLpcLJpOJ48ePm9mqW4pSZGTk1PYMUkzNyFy72VFojVRKsSmmraJbW1udbhXtLNPNFjo6OlBTU4M1a9ZYZdzV19eDwWAgOzsbPj4+VGjNVHzJintycPX396fWABkMBlJSUlBVVWXzjnu6cJlOp8P5JhnaRpWYFyzA6lTPGmXW1tZCIpFgzZo1Nm2VHDkS2DKxJNe4mpqaoNFoEBAQQF1TQqHQ44JKjk2Wx6jVaqHVamclhdmT3JUiQ66JOBr0TXFXZAwGAxoaGihDOXszJcD9cBlBEOgcGMUtcTVCRf4odpDd5a7I6PV6fHC+An+8PgmtkQnAfLDulqnwx4td4DABUfJUOMgWOVF+cH3R3/T9U61qfXx8QBAEZcPj7KzWYDBAq9WaCY/pP7VajdbWVoyOjoLBYIDP51OPazQayh9PTbBhhPNtBCy52CzDukzb1wKTyURKSgpSUlLcahXtCHvnSaPR4MyZM4iPj0dOTo7ZcwRB2DTDtJW9R4bW+vr6MDQ0BI1Gg+rqakRFRSE5ORk3btxAd3e3lb2IvZmMraw9El8uE7s3p9u91pxlcHAQ586dQ3Z2NubPn2/zNbY6Y9rDdI0LMJ8Fd3d3A4DZ7M/ZpmSOMHWdN0WhmFr/pGcydxC9Xo/6+nqbayKOcEdkTG3zyXWL6fZB2so4c9FNqHT4RNyPd662o3+S7HczhrjrN/HEkhg8nBsJfx9zsXFHZORyOT44X4E/VepA4MvGuqaQj+mMwLc+FOPNx/Ns/vhHRkYQyFBhjHC9CDIxkDPjRX9SoBzNWktKSlBeXo6bN2+isLAQRUVF1PdButy+Xd4O3JK6fRwtI0qsc+J1M20VbQpZL/ObU01oGlYiNVSA55fFQCAQ4NKlS5ShoeW158gM0xTTivt58+YhPj4e7e3tmJycRFNTE9RqNXx8fHD79m3qjp7cl61r3pmsvWc/rkN6uAD7nylw+jyYolKpcPToUYSEhNithCd/k+7OPnx8fBAdHY3o6GgQBEG1MhgeHkZzczO4XO6Mm9jZa8xIigxt9e8mrqo/+UPlcrk210Qc4arIDA4Oorq62qGtiiXka5wRmbKWUXx/XxXUOqPVoN8tU+E3p5qx53wb/rw9x2ywd1VkBgcHcb2yGv+oZtoVGFMIMAACeG5fNS7/T4mVyHV2dmK1TycOKjOcPgaSl0qca542UxgMBkpLS6lUVo1GgxUrVoDBYFBdL1OiQ2ckMkKjHOPj4/D393fqOnbUKrqgoGDa2fg/Lrfj71dkZo/d6p7ERxWDYMCI1axOfH3DcpuFqWS7ZFtmmI4IDg6mzteCBQugVCqh0WjQ0tKCiooKs4JQvV5vdh5czdp75O3bLguN0WjEp59+Cr1ej02bNtldNyF/L54IcTEYDKumZNO1pnbmxspRIaZAIJj19a6ZMudnMgRBoKenBw0NDUhISHBrIdVZkTHt+kjW2biyD2D6wq+yllF860MxCMLxrEKlM1jNKpxt/kUQBJqbm9HZ2YkuZhQ0+oFpBcZ0/yqdAYclA/haYazZcx0dHciND4UaQfi03plBemqvReEMxAfe2WZVixcvBo/Hw/nz56HRaLBu3Trqe1md6q6n3NTnyQ7QUenypqaW09342GoV/emnnzpsFb3wtXJoDPa+PQIEGDhnSEfZiTHcMo+UQafToaGhwa4ZpiPI2hMyw0wgECA/Px/19fWIj4+nEgP6+/uh0WhQX1+P0NBQNMvZM8rac5by8nJ0d3dj69atDtcsPCkylkzXmlqr1Zq1MrDXmnq6GpnZztybKXNaZMiK+tHRUeTn51Nfpqs4IzJkXQqZ1uvqFNWZ9sgTKh2+t1cylU0yzboG8cX/mM4qSBNOR5AJBGq1GoWFhfjdv6td+hwk71/vxpNLvuwgqdfr0d3djZycHNzPHIE2yR9nW+WOjh4AsCBAgyx5HUZGBEhJSXHrWNwlNzcXPB6Paue8ceNGsNlscDgc+HKZNtcKpiOQoUFwcALy8vKsXIPJ1rqO0oMB81bRw8PDuH37Nq5evWrVKtqxwABfro0R0BimBOnWj5dSz5JmmFlZWS5/TmBqNkNmmAFTHUcDAgLQ0tKCtWvXUp5zZWVliImJgVqtxi/O9sKddTvLrD1HNDU14datW1i+fPm0MzRviowltlpTk9Y3XV1dAGy3pr4T6cuzyZwNl01MTEAsFsPHxwclJSUzyl2fTmTIupSZuDSTMVV7+zEajXjjjBhqvRHO/gAtZxXTpTCTNRsBAQEoKirChMaILpnK5c9CAOiSqTCm0kMkmJqB9PT0QK/XQ6vVori4GGuDg9E4MIkfHqpFo1WBJgNJfgYs1Nfguzsfx7Fj/bhy5Qri4uK8alJqi/T0dHC5XBw7dgyHDx/Gpk2bwOVysXtzOp79uM7l7T0YOoIDB6qRmJiI0tJSJCYmIjEx0WblfUBAANXCwN4daWhoqM1W0RP+CdAYyBDjdNfL1PMaA4F/XG7Hd5ZPpRmTZpjuGqkGBQVRgyMw9ZtNTU1FTU0NVq9ebTZwkzM5tWHIieO1xl7WniUjIyM4ffo00tLSnOr/4+lOu85iK7HCXmtqe8dH9lu622cysxrss3XyyH4s169fR3R0NBYuXDjj4ih7IkOGx8RiMTIyMqi2wu5ib81ErVbj+vXrONowCYYbP8D3r3dTi5f2Zko9PT24ceMG4uLiqAp+pXZmtUEKjZ46frJ50erVq6kZZVqEEEefLUTd/7cC+7+xEHu2ZWH/Nxai7v9bgSPPr0RkgA8uXbqERYsWISAgAB9//DH6+/up7d+pH8+8efOwZcsWDAwM4ODBg1Cr1ShNDkZ6uGsJDJnhvvjhMzuwceNGSKVSvP/++zhz5gzkcjmVlZSeno6ioiIsWrQIISEhkMlkuHXrFq5cuYK6ujoMDg7aTMUmW0V/4xvfwNq1a3F8iMxAc+0c/f1KD4Cppnk9PT1uz2KAqZmMSqWCSvXljUpqaipUKhWVaQV8uQ55vklmazNOc7HZ8fs1Gg2OHj0Kf39/qhZoOlzJLPMmZGvqxMRE5Ofno7S0lGr/PTw8DLlcjps3b6K1tRVSqRRKpdKjNTJ/+9vfkJCQAD6fjyVLluDGjRt2X/vuu+9SdVbkv5m01pj9s2+CTqeDWCxGW1sbCgoKkJSU5LFeKZYio1arcfPmTQwPD6OoqMilTB9H+7EUgZGREVy5cgUE1xfDKsLptRES01mFre0bDAbU1NSgsbER+fn5mDdvHnXOBNyZZXP58tiQyWT4/PPPMTExgXnz5tnMsmOxWJgfE4D7syMwP2aqrTCHw8GaNWvQ3t6OkZERFBYWIiQkBPv27cPg4CCMRiP6+/sxMTHhcT82W8TGxmLbtm2QyWT4+OOPoVAosP+ZgmmE5st0icxwAfY9M+WwnZaWhl27dmH58uVoaWnBv//9b1y9etUsJZvsFZObm4tly5ZRzdc6OztRVlZGDShjY2Nm3ymHw0FSUhI0cH8NS6lUUmaYMwlRkl0kTe2GyJBZU1MTJiYm0NHRgYGBAZSXl+PYZzfd3hcA1PZK7V4LBEHg1KlTUKlULjWumysiYwmbzUZwcDBSUlIQFxeHoKAgxMbGQqPRoKysDHFxcdizZw/kcjkqKytnVINHtl5++eWXUVFRgdzcXKxfvx5DQ0N23+Pv74/+/n7qX2dnp9v7nzNrMmNjY5BIJNQdnSedhi1nMiMjI6iqqkJISAgKCgo8VtFruh+CINDW1oa2tjZkZGQAvsEAht3etkJjLTIqlQqVlZVgMBg2C1JFAg7iRD7olqlcEjcGgFiRDyaG+9DU1ISEhATcuHEDhYWFLh1zSkoKkpOTUVNTg1WrVuGRRx7B3r178d///hfZ2dlgs9lUZhJpbGmrK6SniIiIwPbt23HgwAHs27cP27Ztw/5nChzWc8QyxvD/bi3E0lTzuhg2m02ZY964cQM3b95EVVUVioqKkJOTYzawkUWO5KBt2hulurqa8tIiP/+fLvfA3VokAPhbWQ8COmuRlpY2o6JHkUgEBoOBzs5OylpfKpVCq9Wiuroa1dVT630MBgMqlQpRfmHADCYzjPEhlJUN2Vy3uH79OlpbW7F582aXmgHOVZExxWAwgMPhUK2p09PTce7cOfztb3/D5cuXsXz5cvB4PKxevRp//etfKScLZ3G19TIw9Z16yhppVkWGzJbyVrtiEtMaltbWVrS3tyMjIwPR0dEe3RcpAuSPUC6XY8mSJfD394dUYdtOxVl8eWzITURmdHQUYrHY4ToSg8HAE0ti8JtTzS7vb00cG62trSgoKMDo6CgIgnCrx/eaNWvw5ptvorGxcSpp4P77sW/fPlRVVWH79u0ICgqiYtWkrQfZATE4ONjjjrnBwcHYsWMHDhw4gL1792Lr1q0oTQ7GtZdKUF9fj78dvYqQxGwUZyfCZ7QRN2+2QCCPAWC7+JLP52PZsmXIy8vDlStXcP78eVRWVqK0tNRsVglMJU+QYRClUkm1nxgbG0N/fz/kcjnUajUq5WEArCvXnaWruxuJcrnT3SAtq//JtSWpdGpmcf36dQCgupaS7sZLly5Famoqbt++jZKSErBYLOzd7b7X1bObCqFWq83WLfh8PvR6PW7evIklS5Y4bJ5mi7vB5t/SkYDJZCIvL49qAf6f//wHN27cwIULF1xeX3On9TIwtR4UHx8Po9GI/Px8/PrXv3Y79DqrIkNmQk1OTnqlXTEJi8WCTqfDrVu3HNq2zBQmk4mJiQnU1NRAKBSiuLiYupOc6awi0IcN5Rdhv7a2NrS2tiIjIwMxMTEO3/9wbiT2nG+DSmdwar8MAFwWUBCsR/HiYvD5fNy+fRsBAQGUwaBMqYNSa4CAy4JIwHEo1IGBgUhLS0NDQwPq6+vR09ODtWvX4sqVKzh06BAeeeQRKhtr3rx50Gq1lHlhdXU1CIIws/D3RNvlgIAAbN++HQcPHsTHH3+MLVu2IDw8HDqdDvM449gwPwDp6WFQq/1x8+ZN3L592+4is9FohEqlglqtRnp6OgIDA1FXV4cjR47Ax8cHQqEQer0eCoUCGo3G/FybLA77+voiJiYGPB4PDQ1K1M9gRpCAIYSEhFg16jPtu0KKCPlPrVZTx0SaiaakpKCrqwsMBgNbtmyhZhUEQeDtt9/GxMQEVSvEZDJNsvYMcHUm5stlgsvlgsvlUnUoZEYjaRVENm0zNTqdTkDulpmMI98yDoeDkpISlJQ4l31nijutl9PS0vDvf/8b8+fPx/j4OH7/+9+juLgYtbW10443tphVkamoqKC8x7wVIgGmwkpjY2MIDw/HggULvGJ4RxAE9Ho9NSOzbGg1k1nFk0tiwWAwKAdZlUqFxYsXO2VP4u/DwZ+35+BbH4oBO7U51DF+kXr6o6JArFr6ZW1FZ2cnomLi8N61LnxwvccsYy1O5GPXoYAkNTUV7e3tuHDhAh555BGEhYUhNjYWH330EQ4cOIDt27dTn4XL5VJhA9MK64GBATQ1NVFpwsHBwQgICHA7UcPPzw+PPvoo1c558+bNUKlU4HK51J29Uqmk3IgvXboEJpNJzUTI2YhSaV0TwuPx4OfnB41Gg6GhqfBPTk4OQkJCKEERCATw8fGhttnW1obm5mY0NDQgTmuEEDmYBA+uDtY86MCSDyJ+wQI0NDSYCcnY2BgVzuVwOFTRYEJCglnqtenvo7y8HHV1dVaWNCkpKaivr6ecBMjr81sZRrwuAVxNY969Od3qMYIgUFZWBl9fX+zcuRMEQVhZvNgKrZlyt4iMrbCmXC6fFUuZoqIiFBUVUX8XFxcjIyMD//znP/HLX/7S5e3NqsiQA763sowIgkB7ezva29vB5XKRm5vrlX0ZDAbU1tZCo9EgMTHR7pTe1VkFQIDHZmJzbgTkcjmam5thNBpRWlrqkiiXJgfjzcfz8Ny+6i/2bT4AkP+PwwR+ujwU25flUOdpcnISIyMjODoUiCattUA6cigAppI5hoaGEBMTg5aWFkilUoSFhcHX1xfbtm3Dxx9/jP379+PRRx+1qli3rLAm04RHR0dRX18PnU5n1ajM0fer1WopcSD/GxMTg8nJSezfvx8cDgc6nQ6nTp2yWoCurKyEv78/fH194evri8DAQEosyMd8fX3h4+NDDdJGoxF1dXW4cuUKKioqkJeXhyVLlsDHxwcymQz19fVobW1Fb28vgC/DuiEhgRAMajFJuJpVSSCJNQKj0Yjbt28DAOUoHBMTg/nz59t0XHZEcHAwZWRqmuVJhsl6eqay2QwGA86dO4exxnokCvLRrmTCWaHJDBdYXTcEQeDMmTMYHx/HY489Ru2bbLFgegNiGlqz7CF0t4iMrRm6Uqmccatvd1ovW8LhcLBgwQK0tLS4dQyzKjJ8Pt/jHStJTNdF0tPT0dHR4RWBUSgUqKysBIfDQWBgoENfLddmFVMsZzWi4joTOp0OISEhkMvlbs36SpODcfl/SnBYMoB/XKiHVPvlDCDMl4nlEQSWhAFLc+PMztOZG7UAgE6tn8sOBXK5HBUVFWAymVRzt/PnzyMxMRFcLhd+fn5Ti+/791NC4yiMadmgS6FQYHh4GD09PZBIJGAwGOByuVQCBtmoixQUy9RhJpNJiQPpDcblcpGcnIx58+ZRovHRRx9Br9fjiSeecCmdnslkIjs7G2lpabh9+zZu3LgBiUQCHo8HpVJJ9dMhLW/S0tKQk5Mz5RT9WccX6cjOzgimMuHyuEMQBYqwcuVKREREzDi8aNol09ThOCIiAkKhEC0tLTAajTh06BCGh4exceNGrFar8Z8zN3FWl4ov8ylNP8OXn4nM2rOkoqICjY2N2Lhxo82FbssbEFs9hPz9/Smh8abYEASBMZWeCiEH+rh24zxduGwmuNN62dbxVVdXY8OGDW4dw5zJLvMkY2NjEIvF8Pf3R3FxMRQKhVfEbGBggGqWRnYPnC7V0HJWAZiLDXlp+nBY2LMtE4MSKa5du4b09HTk5ubajaM6g78PB18rjIWx4QJ8RaFYsKQIbQ11EPKYWLBgAa5du2Z2Bz+h0uHM9RoEwAfqaVJqLR0KVBNTmVPx8fFgMBhQKBRYvXo1/vWvf+Hq1atYsWIFgClfL3JGc+DAATz66KPw8fGhwlWmImHr/1uucwBTYkSaaQqFQiQkJFjNPAQCATXAA1M/vLfeegsKhQJMJhOpqanU9rKyslBZWYmamhoUFDjvsWUwGNDd3Y3W1la0trZCr9dT4TEy6cXHxweFhYVITEyEQqGATCZDa2srosakYCEABjgzI5h6PpKtAI/QIjZ26qaqr6/PzPbGnTAxuU46OjpqJjJkYWZtbS30ej14PB62b98OFouFjz76CBvys5GrYeJfEjlkFoaqDAACLhOvb8lA0bwgq312d3fjs88+w8KFC5GWlubUcbLZbLMeQmQCQU9PDxQKBcrKyqgZDtkNc6ZMqPU4WjWIj271oXvsy15LsYF87FwYhU3zw+HPn/6cOxIZT6wdu9p6+dVXX0VhYSGSk5MxNjaG3bt3o7OzE9/4xjfc2v9XSmTIQs7m5makpKRQA5wnmpaZYjQa0dTUhJ6eHjOPM2cNLE1nFe9f7zZb44gV+eDJJbHYkBGEtsZaREVFIT4+HpcvX8bExIRH6nmUSgUiIyPQVVeJ6C+y08iqY9PjPyTuQxhjHO0G64HAFqRDwb/OVyOHN4qcnBxERESgra0NRqMRfD4fubm5uHHjBjXjk8vlUCqVEAqFGBgYwJtvvmmzVoLH45mJRGhoqJlgmIaryIGcTCCQyWRQqVSUsPj7+1vFwJlMJmVGWFNTA5FIhEWLFgEA8vLyUFlZSSUAOLpL1Wg06OjoQEtLC9rb26l+IGFhYdRnJBfJNRoNJiYmcPXqVVy4cIHahr+/P0QiEX6dp8Q/q9RoM4YAdmcEX7yHpcOP8jloa/PDqlWrpu6uv7izb2trQ21tLfz9/anQoj0fLUs4HA4CAgJstub28fGBWq0Gl8vFzp07wefz8dFHHyEwMBDLli3D+++/j//Ni8SaNUW42CxDy4gSnJEWGIba8O1vf8vm/iYnJ3H8+HHExsZi6dKlNl/jDHw+H1FRUdBqtZDL5YiLi4NUKqXac5PV9qTwuJrqfaVNhhcP1kGts/6994yp8btzbfjz5Q68vjUTJfMcJzR521bG1dbLMpkM3/zmNzEwMACRSISCggJcvXoVmZmZbu1/1lOYPYVOp0NNTQ3Gx8etMtU8KTJqtRoSiQQ6nc7K48yV/ZCziieXxGBMpYdCo4cvj41AH/aUPUzFDYhEIuTn54PNZiMyMhKHDh3C6OgocnNz3Y7VGo1GyOVyjIyMYNmyZYiN/dIE09S2hiAIfHKtGUUMHfqMzvc/IUDgY/EwknI0KC8vh0KhwPj4OFQqFU6fPk297tKlS2CxWPDz86OEIiUlBW1tbeDxeCgtLTWbfbh6F25p6UEOuO3t7XYHXKVSiejoaISHh6OsrAwajQYlJSVUDcvo6Cj6+vqsrHHkcjlaW1vR0tKC7u5uqu4lKiqKEru2trYvz9EXSSIBAQFUv5vQ0FAsWbIEiYmJ4HA4MBgM+O9//4uHI/SQhibhXcmYTb87BgjsCGhDgoiHhgapmRkmad6YkpJC3dmbLpo7a+5p2iWTPP4bN27gypUrYLPZ8Pf3h1AoxPnz5zE2NobHH38c/f39GBsbw7p168DhcLAuMwzrADQ1aXH8eJXNRW29Xo9jx46BzWZjw4YNHglvkenBttyTTa8HMm0+KCho2rT5K20yPLuvZlqTW7XOiGf31eDv27MdCo0jg0xPLfy70nr59ddfx+uvv+6R/QJfkZnM+Pg4xGIxfH19bWaqkYPnTOOyUqkUYrHYbhGnO/1eGAwGRAIORAIOCIJAd3c3GhsbzWZiABAXF4dt27bh4MGDeP/997Fp0yYkJye7tC+DwUBVD2dkZJgJDHkspMjIlDpAPgQDm4FBoysXOgMyPRu9I4MI9fdBaGgoRCIRjEYj0tPT4evrC6lUipMnT2L9+vVITU01+05GRkawf/9+3L59G2s2bsakkQ2DlkAgy/0+8qbFkMnJydSAOzo6iu7u7qnvQCSissvi4uIQFRWFzz77DBqNBqtWrUJ+fj7Onj2LW7duISoqClKpFPX19VQyAzB190zOUGQyGWSyqTxkgUCAhIQEREdHU4JFpt+SjtllZWX49NNPkZmZieLiYlRVVWFkZASPPfYYGhsbwfaTYNOmTfj3rVFcb+rG0uwk+DRdRklJAWJi1mD//v0AYLeWgbyzJxfNTRuUTWfuGRwcjObmqaQPnU6HM2fOoLGxEUVFRZicnERjYyOam5shkUiwevVqhISE4NNPP4VIJLISZHLWPzg4aDWAXrx4EcPDw9i+fbtHwlmA7ewyS/dke8WxthqTTaj1ePFgnV2BMYUMIb94sA7nvr/EbujMlsiQa4S0QeYsYzook662tgYiUgzcLcwis9RaW1uRnp6OmJgYm/txtzsmeWy1tbUYGRlBQUEBVR1uCllzolAocODAAaxYsQJLlixxavAlm7CRKbe2unyaiqRSa0AUcwLDhB/0cD1NeNOWRxAjmgqJdXZ2YmRkBOnpU2mqsbGxaG1txeXLlyk/JRKuXyD4aaXoEV/Anrc/xBltGnRgUXHujVkh6JJp0D+hQaQ/D9mRvi6nMZsOuGRHyIGBAWqWNzw8jKioKJSUlODKlSuYnJxEWloaGAwGWltb8ac//cnqZsLPzw9sNptqNBUUFIScnBzk5OQ4TNQg1zaSkpJQVVWFzz//HA0NDTAYDFi8eDHCwsKoxlxCoRD/TxEHgV2XsaukFNdYiWhtbaVm1Eql0qlzQdbCkF5apuaeDQ0N0Ol0Zt0fg4KCMD4+jrGxMZw4cQIjIyN44IEHkJqaipaWFtTU1OD06dNITk7G/PnzoVKp0NLSgpKSEqtrUygUQiAQYGBgAElJSdTjVVVVqK6uxrp16zxWaQ44l8JMtuWOjIykygRMG5OZhtZOtqlt9oGyB4GpGc2x6kE8vsi2Oayjmczd3noZuIvDZWQbAKlUandQJiEvMnv56I7Q6XSorq7GxMTEtLUpZNGnq5ACwGQyUVxcbDd0Qa6bbNmyBWVlZbh06RKGh4dx//33Owwnke4AkZGRiIiIwK1bt2xOw01nMnw2AxHMSdTqw61e5wy+vC+Px9b3vGrVKvzrX//CtWvXqCQA0zh3ECMV67mNWMttwhltKrrH1HjtXBteO9dmta2UUAF+sykNaeGuhxbIjpCk7xiLxcLQ0BC6urowPj4OAJQ9EAmHw0FiYiLi4+Oh0WjQ3t6Ozs5OcLlcZGZmIicnx2GrbluwWCwsWLAAKSkpeO+996iMHr1ej8nJScTHx1OvA6au5aSkJJw4cQK9vb1QKBTgcrm4cOECHnroIZf2bZm1R4b4yDAfmVzx4Ycfgs1mY/v27VQ8Pzg4mLpuyM6cdXV1IAjCZgyfwWAgPDwcAwMD1GP9/f24ePEicnNznXYpcBaj0ejSb57BYEAoFEIoFCI+Pt4stNbW1oZ3r2inbdNhiw9v9mHnwiibvwXLin8SpVLpsRndbHJXzmQmJydRWVkJHx8fFBcXT5tWamtR2xnIdgMCgcCpglF3ZjJkm4HIyEikp6c7vOsyXTNZtmwZQkND8emnn0IqlWLr1q1WwkEQBLUITboD1NTUALDd0tX0HGkmRsFjGNBvtO626AhThwLT7Vou5gcEBGDJkiW4evUqsrOz0TjBMotzjxK+OKOdEppcVh9uG2JgL8OqeViJbW9XYlNOGP7vQfvZSGTas2mBInkHPzk5CQBobW2les6QwkPWz3C5XGi1WhAEATabjbKyMiiVSkRGRmLdunUz9goDpjy6DAYDHnnkEaqLJpPJpG5eyJsJvV6PhIQEMJlMXL9+HVwuF6tXr8bJkyepxBd3IM09SYNPo9GIW7duUc8nJCSgu7sbCoUCQUFBEIvFIAgCLBYLfD4fBEGguroaKSkpdgfIiIgIVFZWUoJ27NgxhIWFUTcbnmSmIXLT0FpIdAJGLrhum0MA6B5TY1ylR6DA/PogCMJuuMxT2WWzzV0nMj09Paivr0dCQgJVe+EMri7+k/txFIaztQ9nhczURy0zM9OpPiumjdFYLBYyMjIgEolw8OBBvPvuu9i6dSuVZkq6M0ulUixatIjyPFIoFODxeDYHQ1MR6+rqAoPFxgjhekyYdCggsSUyAFBQUIDa2lqcOXcee7qjreLcI4QfjmsyMAH7tUemHK2ecpV9dUMydfdpaaFCCgc5gwkKCsK8efMwMjJCFUXq9XqEhIQgOTkZSUlJCAoKQnd3Nz755BMAUzVYdXV1CA4ORnZ2NuLj4xEcHDxjJ4n29nZIJBKsWrUKsbGxiIqKQktLC/h8PhobGzE2NoaFCxcC+LKALyoqCt3d3cjKykJ6ejqamppw4cIFxMbGzrhGhvQt+/zzz8Fms5GTk4MlS5ZQ5/Lq1atoaGigEgPa29vB4/EglUqxatUqu9sNDw+HWq2GTCbDuXPnYDQa8eCDD86ozYY97M0S3GHGrTO0BiuRIccLy2PUarXQ6/W0yMwUVwuW6urqMDw8jAULFrjsROqsyBgMBtTX12NwcNDl/Ti78K/T6VBVVWVmoOns9gGYDdgRERHYtWsXDh06hA8//BAbNmxAQkICKisrKcse05ke2dLVFqZi0NHRgbi4OPBbOE47FDAZAJ/NwuZc85i6PZFhs9lYuXIlPvnkE0QaeGiDdefTcQjgSkHi0epBMJsuQsSYWnvi8XjUYntycjKVsqrT6SgPuJaWFupanD9/PkJCQpCXlwdgKp2zrKwMdXV1ZtdPZGQkHnjgAYyOjmJkZAQtLS3g8XjUXa+lPct0qFQqnDlzBvHx8cjNzQUwtZal1Wqxfft23Lx5E4ODg/j000+nzsv4OGJjYyESidDT00OtGa1atQrvvfceysrKsHbtWqf3b4npAn9xcTF6enogk8mo9QuRSISrV68iODgYCQkJkMvluHLlCgBQljl6vd7mOSDXXC5duoS+vj5s27bNa/YpnizCnGnrDB+O7dbLgHXnTnJtbzZsZTzNXTGTkcvlEIvF4HA4DtcsHOGMyJBrI/as86fDmXAZGeojM+FcjRcD1i2e/fz8sHPnTpw8eRJHjx5FZGQkFi5cSNW/mKJQKOyKDCmSOp0OPT09WLFiBf5cMM8lh4K/bM+x8jCzJTKmWXODzBAs4nSjWxMInc0kA2dvRhgACNzmZuOfm+OpojsyDNjT04PW1lZcunQJExMT4PF4SEhIwOLFi6n2D/PmzYNKpUJjYyOqqqrQ3d0NHo9HrbUolUocOHAAvb29kMlkiIuLQ1xcHAwGAzVram5uhlqtpmZKwcHBDnu1EwSB8+fPQ6/XmzXjqq+vR3BwMEJDQxEQEIDCwkJ0dnbi4sWLOHv2LIaHh6l1IzKhQygUYunSpbhw4YJTBqq2kMvlOHLkCEZHR6kF/osXL6Kjo4M63rNnz0Kr1WLt2rUYGhpCZmYmmpuboVKpkJKSgpaWFqjVarPuoKSVDSlCHR0dWLlypVvH6CyecGE2GAxob29HTU0thAzBF3Y/zt8gMwCE8IGqm9cgEn2ZUCEQCGAwGCiDUVPkcjl1ru525rzI9PX1oba2FnFxcUhJSXH7gplOZIaGhlBVVYWoqKhp10Yc7cPRTIb8LImJiW41ZDMNl9nad2ZmJsbGxtDb24uGhgYkJydbrVc5yr0nxaC3txcGgwEJCQkIDQ3GPx+bj+/vq4baQHwxjJu854v/+nBY+Mv2HCxNtp6N2JvJMBgMjKn0uKyMwsM8KfLYvbipd9yzfXoY6J4kEBUVBYPBgJaWFrS0tFAL2H5+fkhKSkJycjJiYmKoMEVfXx94PB5qamrQ1dUFrVaL6Oho3H///UhOTja7GYiIiMDAwAA++eQTPPbYY5Q/lGnFuenieUdHh1ls37L4r7GxEU1NTdiwYQMVHtFqtWhtbTXr4UN+xxcvXqTaIJMti1tbW6nq+NzcXNTX1+Ps2bN48sknXZpRDQwM4MiRI2AwGNixYweVwBAcHAyxWAy9Xo+6ujo0NzfjgQceoMSTdLxgMBhYsWIFle1meQ5EIhGYTCbUajUEAgE1Y/QWM5nJDA0Noba2Fg0NDVCpVAgPD8em9Ah8VK91ufng15fOw8LMACp1vrW1FRwOh/q+yTU/EvJm8G5vvQzMYZExGAxoaGjAwMAAcnNzXc7WscRRC+aWlhZ0dnYiOzvbzDrDVeyFy8g2z729vcjLy3O7kJJshWq5D71ej5qaGoyNjWHTpk0YHh7G0aNH8cEHH2Dr1q1mPSgUCoXdc2na38fX1xchISHQarXgj7Xj96VcdLIisa9i0KZDwcN5kRDaqQOwJTJqtRo1NTUYVRNQgAeJPgr57B60GEKsbEjc4e/7TsA43AaDwYDg4GDk5eUhKSkJ4eHhVj1eSPdj0somOjoay5cvt5uxSFZM6/V67Nu3D1u3brVKu52uGFQoFFKtC86fP4+0tDQqxRsAZUNDCgd5/kjBSExMRHBwMK5evQqdTjfl3hwXh6ysLDAYDKxduxYffPABrl+/7rRFfGNjI06dOoXQ0FBs2rTJ7GYkKCiISiS5dOkScnJykJqaisHBQTAYDERFRYHJZEIoFFIzZctzMD4+joGBAVy8eBEsFgtqtRqtra2Uo7Y3vMVcFRmlUon6+nqqnEAgECAzMxNZWVkICQnBhFqPQy3XnU5jZjIAHpuJTfPD4cdnw8/Pj5r5jo+PU+3Iy8vLqYLQvr4+APCYyPztb3/D7t27qbH0L3/5CxYvXjzt+/bu3YvHHnsMDz30EA4fPuz2/ufkmsxMw1a2sCUyGo0GEokEGo0GRUVFM45/2toH6RCg1+tRXFw84+mvpZAplUpUVFSAy+VSGXABAQH42te+hgMHDuC9997Dww8/jLi4qRmCo5kMufDf0dGBhIQETE5OoqKiAgEBAVi5dMp54Jml86wcCqb7IViKzPj4OCoqKiASiRDoxwYwgVpDOJJZIyjkdOKkNh0z6QwJACNKAzYtXYqkpCSbjZ7IfjV1dXVQq9Xg8XiIiIjAokWLoNfrHabEp6Sk4Ny5c9Dr9fDx8aFaBVgWt5JYFoNqNBqMjo5idHQU58+fh9FoRFRUFPr7+xEcHAwul4uGhgZERUVRKfMEQZiFVXQ6HZqampCSkoK0tDQcP34cZ86cQWVlJZYtW4b4+HgsXrwYN27cQFpamsO1RYIg8Pnnn1MeeevWrbOa/ZCFixcvXoS/vz+VCUYQBJhMJtVSm8y+s7wmyESLixcvAphKYT9z5gxGR0cxMDAAg8GAwMBAKrQ2naO2szgjMmSPprq6OrS3t4PBYGDevHlYunQplcFH4s9n4/WtmXh2X43TIeQ9WzOtCjFZLBZ1jU1MTKCgoICqzfn617+OsbExCIVC7NmzB+vXr0dGRoZb54NsvfzGG29gyZIl1PYaGxsd3rh3dHTgpZdeQmlpqcv7tGTWPbAtT9zAwACuXr0KkUhE2aJ7AksBkMlkuHr1KrhcrkcEBrAWAJlMhs8//5wyQfREfNV0H8PDw/j8888RHByMhQsXmk23Q0JCsGvXLoSFhWHv3r0Qi8XQ6XTQaDQOF/41Gg0GBgYQEBCA69evIzY2Fnl5edSgQzoUxIh8pm1YZrpdUmT6+vpw48YNJCQkIDMzE/PTkhAbyAcBJq7p4xDBlGMe09ony1W23b8KBQUFZgKj0+lQV1eHffv24b333kN9fT2ys7Px9NNPw9/fH+Hh4U5lInE4HKobqa+vL6KionDo0CG0trY6dWw8Hg9RUVHQ6/WYmJjAqlWrEBAQgJ6eHpSXl+PKlStU4oXp9UTOZFksFsbGxjAyMoKsrCykpKTA19eXSqE+ePAgDh48iHnz5iEwMBBnz561G8bV6XT49NNPce3aNZSUlNitufLx8QGLxYJcLsfGjRupcJ/RaASDwUB1dTUEAgFUKhV1d27J1atX0dHRgQ0bNlAp1n5+figpKaG+q+HhYSqjrbGxEcPDw9Dr9U6dV1vYExmCIDA0NISLFy/in//8J44dOwa5XI4VK1bgW9/6Fh588EHMmzfP5ntL5onw9+3Z4HOYYMD6doh8jM9h4h/bs1HshKUM2UcpJycHjY2N+OUvfwk+n4/Tp09j4cKFiI2NRVVVlcuf37T1cmZmJt544w0IBAL8+9//dnhMjz/+OF555RWXO5HaYs6Ey0xDSqamk56CXJQ3NdFMTU1FXFycx+Ked3Ifra2taGtrQ1ZWll3TTB8fHzz66KM4f/48Tp06RXlWOZrJkEVyk5OTWLRo0YzDlMCXYbjGxkZ0d3dTIUO9Xg+j0YidC6Pwu3Nt6DcGoN0gMkkCYMPV5lckmRFfCim5qF9fXw+NRoO4uDg88MADSEpKokRFqVS6dEOTlZWF6upq9Pb24oknnsC1a9dw9OhR3HfffcjIyJj2/VKpFGVlZcjNzaWsYMjOoGS7Y7VaTbkHGwwGaDQaCIVCsNls9PX1wc/Pj2pXPm/ePHR3d+Opp55Ca2srysrK8NFHHyEhIQEdHR2QSCRYsGCB2TFMTk7iyJEjkEqlePDBBx3W1rS2tsJgMCA0NNQs3EvaNTU0NGDRokWQSCRobm62uiZbW1tx/fp1anYATIXgBgYGkJWVBT8/P/j5+VEFkGQShaltv6vmnoB1CrNCoUBDQ4NZOCwrK4sKhzlLyTwRzn1/CY5VD+LDm+YuzDGBfDy+KAqbcsLthpBJbNXIMJlMiEQixMTE4NSpU1Cr1bhy5YqZQ4IzuNt6+dVXX0VYWBieeeYZlJWVubRPW8wJkVGpVFRRlydCSrZgs9nQ6XQQi8UYHx83qx3xFORsqaqqClKp1GstpZuamqBSqZxKf2axWFi3bh1CQ0Nx5swZALC7EEyGyvh8PpYvX+6x9Emyt8vg4CAKCwup7ZKzm03zw/Hnyx1Q64y4oYvDFl41FrD7UKGPcsvSJjVMQA18VVVV6O/vh0AgwPz585GTk2P1vZOdMF257iIjIxEYGIjJyUnU1tbigQcewNmzZ3Hy5ElotVoqDdne+Th58iT8/PywbNkys+e4XC76+voQHx+PlStXQi6XY3R0lCraFQgEIAgCg4ODKCgooO60k5KSUF1djbGxMaSkpGDevHmorq7G559/DgaDgcuXLyMuLo4Ke/X39+Po0aNgMplmC/y2mJycxOnTp+Hv7281IyKPxWAwIDs7G0qlEk1NTVi2bBklBDKZDCdPnkRycjLlbA3AqvKfxDKJQqVSmZl7kl5zpOg4KsY2Go2UP1xtbS3a29vBZDKRlJRkMxzmCv58Nh5fFI2dC6MwrtJDoTXAl8tCgAv9ZBxZypARBz6fj9WrV7t8fO60Xi4vL8fbb78NsVjs8v7sMesiQ2Z1RUREID093SsFWcDUAi8ZBvJWu2eNRgO9Xg+1Wu2UE4GrKBQKaLVas/UXZ1mwYAGUSiXKyspw/PhxPPLII2Z3bnK5HIODgxgfH0daWprHBEapVKKxsREEQaCoqMhmyrZpnJtBAH1Gf2SyBhHPGMV+XR5cm80QeDRsFP/85z+h1WoRHx9PhT7sXVsajQZGo9ElkWEwGMjOzsaVK1dQW1uLpUuXYt26deByuTh//jw0Go3dxdUbN25gaGgIO3bssDofExMT6O3txX333WdmcdLZ2Ym8vDxoNBrcvHkTRqMRCoUCEokEQUFBCAkJAZvNRmtrK4KCgsBisZCXl4eMjAxcu3YNt2/fxvvvv4/ly5eDx+Ph7NmzCAsLw6ZNmxyaMBqNRpw6dQosFgs5OTm4du2aWQjKaDSit7cXiYmJEAqFSElJgUQiwcDAACIjI6HVanH06FH4+flh/fr1ZoNvREQEmpqa7A60JD4+PoiOjkZ0dDSMRiMmJycpR2xTc0/TltxkOKyjowPV1dVQq9UIDw/HypUrkZaW5rEwPDB1LQQKOFaFls7gyFLmTptjTk5O4sknn8Rbb73lch2iI2ZVZAiCQE9PDzIyMjzSJ8UefX19GBwchFAoxMKFC72SFjg0NASJRAIAWLhwocfFkhRjNpuN5ORkt0SS7LXC4XDwn//8Bw899BCSkpIwPDwMiURCpZZ6Ig4LfOmZRhos2hIYgiAwMjIC9nArng1vh2JsBGSOAIdJgAMtdHBGrKfSq9dymjDSrUFKSgoKCgqc+rGoVFPZcj4+Pi55z2VmZqK8vBxarRYNDQ3IycnBihUrwOfzUV5eDrVajdLSUrPrbWBgANeuXcPixYttZjI2NDRQ37HZp/vCyiYgIAAEQcDPzw+lpaVUAkFrayuEQiFqamqQkJBAtR/m8XhYvnw5RCIRzp07Ry28R0dHY8uWLdPWad28eRPd3d3Ytm0bAFBZUeQMnbTkISv8Y2JiIBAI0NTUhIiICJw+fRqTk5PYuXOn1U1XeHg4DAYDhoeHnQ6PM5lMytxz3rx5Vi25lUolVCoVVUPEZrORnZ1NFdnONbzZFdPV1sutra3o6OjAgw8+SD1GzlzZbDYaGxtdDtkBcyC7LD8/32YNhScwGo2or6/HwMAAIiIiqIVTT0IQBFpaWtDR0YG0tDTU1dV5dB8EQVAGjdnZ2Whvb3d7W+QU/Mknn8SxY8ewf/9+zJ8/n/ohkr5mZCbaTOjq6kJjYyMyMjIgEAjMFi3Ju9+Ghga0tLRQgwH5o+L4BaJaE4IMfQvimZNoMToSmS9Se2HEGtEonixZDIFAAJlMhqqqKipVODg4GP7+/ja/G7KQUSAQUMWNzkCuifT396Oqqgo5OTlgMBgoKioCj8fDpUuXoNFosHr1asp/7NSpUwgLCzOrfzGloaEBSUlJNm8iGAwGxsfHqew30mOMTInl8/mU1QvZr4b87Onp6fj888+hUCgQEBCA3t5eHDx4EMuWLbN7g9fX14erV69i8eLFiIuLg1wuBzB180CKDGklk5iYCABUq+3m5mb4+PigubkZDz74oM1svbCwMCozzd01WA6Hg6CgIIyNjVEzFwaDgZCQECQlJcHPzw9hYWEwGAxUTdFcwpu9ZFxtvZyeno7q6mqzx372s59hcnISf/rTn+xmT07HrIfLZmKP7wjTdZ6ioiIqFORJtFotqqqqoFQqUVhYCD6fj7q6Oo9ZWej1elRVVWFycpJaf+ns7HTZ6JOELPDi8Xh46KGH8Mknn6CqqgqpqakICwvD8PAwAgICZhRKIIV9cHCQWpOSyWQwGAxobm5Gc3MzWlpaqHBAYmIiMjIyUFNTA4VCgRUrViAvLw8MBgOHjx0Hr6cHbzy2FjINgZ8eb0LTkAKmoTNfaJEk1ONHG/OQO898oNJqtdSdfk9PDwBQKbJkqjBgPpNx9RrJyspCR0cHBgcHqZsZAMjPzwePx8OZM2eg1Wpx3333oby8HOPj43jiiSdsDiwjIyMYGRmxWddC3ojV1NSAwWBYDUBkOOvq1auUH9vo6CikUimamprQ2toKtVoNFouF6OhorFmzBp999hn27t2L5ORklJaWmq0fajQanDhxAhERESgqKpo6176+YDJ5OCLph64NSBDx0NPajZSUeLPrPTU1FVVVVSgvL8fixYvtJhSQLZPJ+g1XIMNhZLGkWq1GRESEWThMq9WivLwcHA4HHR0dNpvVeaM2xxXsORIolUqn7aYc4UrrZT6fb+WCTa5fzsQde9ZFxhuQi6QRERGUtYqnWzBPTEygsrISQqGQWmsgB3+DwTBjs0S5XI7Kykrw+XwUFRVRA6I7jdFMt+nn5weVSoWKigrEx8cjMTER/zgrwaG2Y4gwTCA/1rlWy7bQarVUqjQ5MFVXV6O2thZdXV24efMmgoODMX/+fKSkpMDHxwcXLlxATU0NEhMTsXr1arMf1pqVK/Duu++itvIGMjMz8f/EjaJ6vAYasOAXGovM9DQsX5Bq9+6Uy+Wa9QmZmJigBKe+vp6a5ZCthd2xKzKddUgkErM78qysLHC5XJw4cQL79u3DwMAAVqxYQS2+W9LQ0EBZ3VhCEAQIgkBdXR18fHxszv59fX0RGRmJ1tZWZGVlUY4GV69eBYPBQGlpKXp6elBXVwc2m42SkhLIZDJUVFTgvffew/z581FYWAgfHx+cO3cOarUajzzyCFgsFk7XDeH/PdYErSEHaAQAMk05D+w6BvgpQ1ifOZU8QH6H/v7+KC4udnj+wsPDqeJDZ1AoFFSx5OjoKHx9fZGdnY2srCy75zU5ORksFotqTjY6Oore3l4QBGHVnOxOYzAYbK7dKhSKGRWGk7jaetkbfKVExjR0Zels7EmR6e3tRV1dnZVDsz1vMVch119iY2ORmppqFuKZicgoFAoEBgbi6tWraNMK8edbcmgNBIBEQAsA/jjWROA3v7yA3Q9n4r5s50MYZOEmm80Gm83GoUOH0NPTA4IgEB4ejqioKNx///0IDg4GQRAQi8W4ePEi2Gw2Nm7caPU5gSmRiI+Ph1gshlgs/sL7Crh/5TKrdNzpMG3URaYKk7Oc9vZ2sNlst2ahbDYbGRkZqKurQ2NjI5YvX24mVikpKdiwYQOOHTtGeaDZgiAINDQ0IDU11abtOzB13U1OTiIiIsLutZyUlIRr165RTgZnzpyZskPZtAkCgQD5+fnYu3cv2tvbERoaCoVCgdTUVCpLrra2FvHx8WhpacHGjRsREBCA+/9+Az1jGrvnQE8ALx1uxJ5LHTj6zQU4fvw4uFyuzaJMSyIiIszscWxuX683K5Yks8PIolN73xf5OyGft2xONjk5CalUioGBATQ1NcHHx4cSHJFI5LUkJFMcrcl4auHfldbLlrz77rsz3v9XRmS0Wi0kEglUKhUKCwutLLI9ITKmazy2HJrJQjl392Nq/2/P4sZdkSEIAuPj42AwGNjTIkK/fNLua7UGAs8fqEXsuVace8GxJQlBEKivr8fNmzehVCoxPj4OFouFhIQErF+/HsnJyTAajdQsZmRkBKdOnUJPTw/mz59vlbJOEAT6+/tRXV2NxsZG6PV6yuNp2bJlOHz4sM07fVcxneUMDQ1RDaL6+vqg1Wqp43W0lkOSlZUFiURCNezKz883e76lpQVsNhsEQeDgwYPYsmWL1V1zf38/JiYmzKxlLGloaEBwcDDlcGyLpKQklJeX4/jxk/isaQCC8CzkLZhPzbYYDAbWrVuHDz74AJOTk1i6dCmVrRUcHEytk7FYLIyPj+P+v11Hz7jWZA+2Sg+n6BnTYM2eK9jCHcWKFStw/vx5DA0NWaXQmhIREUGFvkxvCu2Fw1atWoXU1FSnZh3kDYOt747BYMDf3x/+/v5ISEiAXq+nanOampqg0WjMuoOS5p6expsL/3OFWRcZT3xxY2NjEIvFVHqyrVDVTEVGrVZTjZaKiorspru6KwKk/b9CobApkjPZvtFoRG1tLdRqNY4OBqBf6aiC+svvo3tMjTV7rlgJjcFgQHd3N5qamtDQ0AClUgkul4uUlBSsXLkSiYmJZiGAyclJGAwGfPbZZ7h27RoCAwOxc+dOquodmDq/9fX1qK6uxsjICPz9/bFkyRJkZWVBJpNh//79qK2tBZfL9Xh9k0qlgp+fH5VVp1QqERwcDKlUSmUMknF807UckvDwcAQHB1M3OgsWLKCu66amJtTX1+O+++5DaGgoDh48SPmdmX7HDQ0N8PPzs+lITBAEdTdfWlpKCaEtWsaM+ESThbE6HwCBQC9w5GAjACDEl4M/PJyO/LhgLF68GNevX0daWhrl8hwXF4eWlhb4+fnB19cX58s+R78mF1PGIM79TqU6Jvzml1LrQ01NTQ5FhuzDMzAwgOjoaLfCYfZwZVbKZrPNCk1tmXuatqP2VAmEPZGZjRRmbzHrIjMTCIJAV1cX5eEUHx9vV7RmIjKjo6OQSCQIDQ1FZmamw2m0O4kMcrkcFRUVEAgEdmtJTLfvisio1WqIxWKo1WqojUzUaly5OyLQPabGqZoBrEwRob29nVq412g04PP5CAwMxOrVqx3WOJHu0+RaTVFREVUc29fXh5qaGqqWxjQMQn6Xfn5+SE9PR3Nzs5XBpSewLMRksVhOreWYznKys7NRVlYGo9GI7u5uKhvr3LlzSElJobyntm/fjgMHDlBCIxKJKDeEzMxMm5+NIAjIZDIAQEZGBjXzsuTp/1TgVo8csNPkbUShw64PqlGYEIB/PLoITU1NOHv2LHbs2AEmk4ny8nJIpVI89thjCAsLQ+lr52FwQWBI/i5W4pn1U1lmTU1NWLp0qd3vjMlkIjQ0FM3Nzejq6kJHRweVoTZdOGw6ZmLzb8vckywGrauro8wsg4KCZmTuSc9k5jCk87BMJnOqst4dkTFtX5yeno6YmJhpBzhXumMCUznr1dXVVCuD6bbvisiMjY2hsrISwcHBiI+Px9vl7S5alE8Z+790oAq7fCWUrUheXh50Oh2EQiGVRWULtVqNixcvQiKRUKnTISEhUKlUqKyshFgsxujoKAICAlBUVISsrCy7d2/Lli1DQ0ODS3UszqJUKu1eP/bWcixnOaRLsUAggEQiQWxsLM6cOUPZeJDfq0gkwo4dO8yERi6XQ6VS2bWjIQgCo6OjSExMhEAgsHktf+2dm6jsJ92xHV9D1zrG8Z2P6/DK2rWUr11gYCAqKiqwYsUKhIWFQavVYszAhWMLSJtnDFoDAa1Wi5SUFFRXV9sMmZFOAbW1tRgaGoLBYKDCYWlpaTPu6gl4rmEZafMiEomQlJQErVZLzXJqa2thMBjMEghcKep11HqZFhkP4c5dKZl5xePxnK6sd1VkTO3zXbGgcVYETJMUcnJynK4TsGX1bwsyOSE5ORkJCQlobm5GvcE9HzIdmMjMzEVJyWIwGAxUVFQgMjISWVlZds0HGxoaKKfilStXQiqVUv3cGxoaQBAEUlJSsHz5coczUBLyhzg8PIzBwUGHIRhXUalUTmcW2ctYGxkZgVAohFqtRktLC8rLy9HR0YHNmzdbbVsoFGL79u04dOgQPv74Y0RGRiIoKMhuC4ihoSGo1WpKhCyv5UOXxU4LDMm1jnEM6OOQm5uL8vJysNlsJCYmUgkVx2pGXNqeJUdqhrEld6oFNDkDBaZ+u/X19airq6PCYXFxcWhvb8eWLVs8Ii4knuyKaQppZkmuJ8nlcspBubm5meqQSiYQOMo0dTST+Sq0XgbmgMi4Sn9/P2pqalxuYmZqXjndgGYpYq7EX50Jl5muv7jqAD2diJGhl76+PrPkhIv1g5gk3PkBT52rQ5Ud8PPjUXeo9oRhfHwcZ86coZpolZSUUP1aJBIJRCIRli1bhuzsbPD5fOh0OqduNIaGhgBMzQTOnz+Pxx57zCNhM3d8y0gsZzlCoRAnTpwAk8nErVu3EBISAqVSaWbhTyIQCPDII4/g0KFDVDakvc9TW1sLDodDJTyw2WzKXPTKlSv47RUtAA5cFYSXDjfgxLdKqOyupUuXoqenB1KpFBcrpZjJ8HC5sglJmCqyrK+vR0hICOrr683CYcuXL0dcXBzGxsbQ3t6OwcFBxMfHu71PS7wlMqaYWv84MvckRcfS3NOerYwns8tmm7tGZExdmt1pYkZ+kdOJDBm+io2NdasT53ThMtP2y9Otv9jCkYiRC88ajQaFhYVmF+mAbBJwyp7FNjq/CHz++efIzMy06SptNBpx69YtlJWVgcfjobS0FCMjI3jvvfcATN29b9myxey9er3eabeHwcFBcLlcrFmzBvv370dNTQ1ycnLc/jwklr5lMxEusvZHp9PBYDDgvvvug1wut7uWw+PxkJubi/7+fqqTqaWdDNk3xjSllsViQa/X49ixY2hqaoMKC904WgLDci0+/vgAdT29//771DngsGMAuO+EXpo9D2z2OORyOSYnJ3HixAkEBARg0aJFyM3NNbtLF4lE4HK5GBgY8LjI3Ik0ZFMcmXt2dXWBwWCYJRDQ4bI7gDM/anLx2mAwuO3STH6Rer3e5szEaDRSi4+uhK8scTTTGBgYQHV1NRISEpCcnOzWgEbak1hC1qkIhUIUFhZaTdED2TrMRGTSw32xPGE5PvvsMyiVSmzevJkKbQwMDODUqVNmGUJlZWUIDg7G8uXLkZqaimvXriE2NtbtQXxwcBChoaGIjY1FRkYGysrKkJycPOMCOtNq/5lCthcmiwsnJyeRlJTkcC2ntrYWYWFhCAwMxLFjx7B+/XqzWhoyycI0s8pgMEAul0Oj0SCxaB3wmdSNo536HnqGRxEdEkwd79atWykbloLfX4errRZ8oEUSaxSq+lack0rh6+sLFouFpKQkpKenQyqV4tatW5TgBgUFUb18bDkyz4Q7MZOZDktzz4mJCUilUvT29qK+vh7AVEFkWFgYZe6pUqlgNBo9Ei5zpSvmoUOH8Otf/xotLS3Q6XRISUnBD37wAzz55JMzOoZZF5npGBkZgUQiQXh4ONUoyh3I99kSAHIGoFarZ9zAzNbaD2k13tXVhfnz589oPcGWiDkjXrECI3yghQqupl5OzTTmMcYgEITgoYcewqlTp/Dee+/hoYceQl1dHW7cuAEej0f1o0lPT8fGjRupRAky3XYmHnVDQ0OUOd+yZcvQ2tqKK1euYM2aNW5vEzD3LZspQ0NDVMOuwMBASCQS6phtreX09/ejr68PUVFRCAsLg0ajofqHkLU2tbX/P3v/HR73eZ15459p6L2D6B1EIQmAIAmwk2IvIimREmU1O3YS+7d+Y2d342TzbvJu3qwTb5z1uyl2HEe2RMrqpEiRYANJsBeA6B0gegcGvQxmMOX3B/J9NAMMgEGhBMm5r4uXLQAz851vec5zzrnPfZezYsUK7O3tkclktLW1UVxcjMlk4uWXX+ZagxZYSJCZhNzVh1dffRmNRsM777xDSUkJe/bsmTTSkoPOBo6JAiMh8gFiFGpWyAcxIcPXN5Zt27YRGhpKdnY2bW1tHDhwQDiDSpP3kseRQqGgvb0drVa7ZOrlyyHImENyB/Xw8CAyMhKNRsPDhw8xGAxUVlYyMTHB+fPnBXNtsffkfF0xvby8+PM//3Pi4+Oxs7Pj4sWLfPOb38TPz489e/Ys+DiWbZAxF4ZcuXKl1fmB+UCyrp0aAAYHByksLBQMp8XKwUwNAhMTExZDootNgc3f35w8MFfw0mjGCFboqDXMX4nWXmZkYkLD5cuXAfD19WVwcNBiGtjFxYU1a9aQlJQ0LSuQgp55kDGZTBgMBgwGg8XQnLVFQaPRMDg4KL6fs7MzmZmZ3Lp1a9EGd1KQWWwmo9fruXz5Mj4+PsIJtLGxkYGBgWmkEamX09zcDMDu3bvRarU4OTkxPj7OrVu3aGlpYeXKlTQ3N7Nz5056e3spLy/nxo0buLq6Mjo6io+PD6EDCw8wAOkbNqFQKISq8/Xr11m5ciV2dnYccG7g0+FwrGczJnxko0Qr1EQq+rCXGeg2OvNIH8a39q5n/+rPn9fY2FhhEubr6ztt8n5oaIiSkhIaGxu5desWnp6eIstZLD14OQWZqZCOTaK3j42N8eTJE7KyshgYGCAxMZHdu3ezZ88edu/eLay4bYW5KybAv/zLv5CVlcWvf/1r/vRP/3Ta30uW2hL+6I/+iHfeeYd79+4tKsh86VfA2q5bp9NRUFBAa2sr69evX3SAkTA1y2hpaSE3N5ewsDALi+HFwDyQDQ8P8+DBA+Ry+ZJZPEvsMr1eT2FhIe3t7WzYsGHO7Gh0dJRDsc7IMGE7LXXy7/7HgVhee+01vv/975OSkkJ/f7/FMKC3tzdbtmxh9erVVhfrqUFGclOU/OFhckHQ6/XodDrR1JYgNf3Nv+OaNWvw8fHhxo0bi8qQpHKZOatpIe93//59BgYG2Lt3L4mJiajVauzs7Ga1zK2qqiI0NBRPT08CAgJISkri5MmTpKWlUVdXx+3bt5HL5YyMjNDW1kZ2djYJCQmkpaWJftaG8IWKKJpQYmBrwudT9snJyQQFBZGVlcV7771HoHKUFEWrxasc0ZGk6OCoXRmH7CsJVQxQZfDjjDaJLF0CGtcQiwADk6re9vb21NTUTDsKKeBKApnh4eGEhYWh1WopLy/n7t27lJSU0NbWJq6VrVhumcxUGAwGsbGSyWQ4OzvzX/7Lf+Ef//EfcXJy4le/+hUeHh781V/9lbBosBWSK6Z5pm+LK6YEk8nEjRs3qK6unmasN18su0xmcHCQoqIiXF1dyczMXFJpbinISOlpd3c3qamp854knuszjEajYMFFREQQFRW1pPbLExMTPHr0CHt7ewvxzNkwOjpKhJ+e51Q1ZE/EYlutXYa7bJyme+c41xpOU1MTGo0GmUxGQkICcXFxPHr0iI6ODj799FMUCgVhYWFERUURFRUldvDmQUbKYIxGI0qlUgRN859L/6Tv29nZiUqlsphlkcvl7Ny5kw8//JDS0lJWrVq1gLP5OX15MYtRS0sL+fn5bN68GV9fX1xcXLhz5w6+vr6Ul5dbVaEYHh6mpaVl2g5RLpezdetW3NzcyMnJwd3dnaamJnp6eggJCcHe3l74g4yPj+Po6IiPswr16PznhzxdHCyOa2JiAjs7OzQaDQ4ODoyPj/Onh7byX3OGkA93EaPoYYV8CCMymoyePNaF0mF0/XcnHwj1sCfre9Pr/QqFQgxmZmZmWn0WXF1dcXJyQq1WExcXh7+/v6AH9/b20tXVJfTFpCzHw8Nj1vL5VyHIzCTz7+rqKrKYn/70p/Pe+CzEFRMm19+goCC0Wi0KhYKf//zn7Nq1a16fPRXLIshIC01LS4swxomIiFjyyW6FQsHY2BiVlZXC92OplVdlMhlqtZrm5uYFseDmwujoKAMDA4SGhhIXF2fTQzQxMYFWq6WqqoqDaWuoqnSgZXAmwcPJ4CPDxBo3DceCNdTXj4sbMzw8nEOHDgnmWlxcHGVlZVy6dAkXFxd0Oh03btwgOzsbHx8foqOjiYyMFEFEKveZa0pJ38G8byYFHGloz9fXF71eb1FWCwoKEsZhErNrvpA0yxYKrVbL1atXCQoKIi0tDZgsvUVGRtLT04NGo6G2tnbaoGV1dbVYfK1B8l8ZHBxkaGiIyMhInn/+eYaGhgRx4N69e3h4ePDH6934bzd753HUkwvWT498rpOmVqu5cOECw8PDuLq6Mjw8zKpVq+jo6GA/VWjttHQbnXmoD6PR4IVOLB0mPGVjfG+DPy9vn1m0NCYmxqJkNhUymWxa89+cHmyuL9bb2ysGcz08PETQcXJymkYP/ioGGWv35LPQTbMGV1dXioqKGBkZ4caNG/zxH/8xkZGR00pp88GyCDIGg4GysjLUavWSZxbmkKTSV6xYISwAlhI6nY7u7m70ej0ZGRlLynOXavwtLS04OjrOOB1uDU+ePAEmJc/37NnD3r0yrpR18l8/rfh3FebP4YyOeFUva10G0GlG6epyRiaTYW9vj8FgEENn5t8tKSkJLy8vzp49y+DgIC+//DJjY2PU1dVRUlLCo0ePRICX/OdnCwhyudzC3renp0eYYpmXO+VyORs3bhTDjwvZcY2NjS1qo3Hr1i00Gg3Hjx+3uJ8SExM5d+4c/v7+FBcXT7teVVVVREZGztjkzs3NRSaT4eDggFarpaenRxiRSSZj69atm5zx6e0lzh2qB6VrOduCNPk3meEepIZ6AFBRUcH169dxc3NjxYoVgmpbUlKCi4sLK1asoKGhgVgvFf/3iT1kPx2munuUOD9nvIee0trah6G9F5NpzYyLYVhYGPb29tTW1s44dBoQECD0Aa29j7m+mMlkEvpikjOonZ2dxRDkl0Fhng/mUmBeTGCZryumBGmGCSZL0pWVlfzN3/zNVzvImEwmsQhlZmYu6cSv+WfU19czNjZGcHAwiYmJS/4Zkr+MRGNdygBjMBiEYGB0dLTFjaPT6Thb3E29eoRIHxeOrfazKJ8VFRVx+/ZtYJKVJd24e5MC2JsUQGtrK7++Wcn4hBaXvhrkBh0qlYrQoDDUajUDAwOsX7+eTZs2MTY2RlZWFh988AFr165l69atopy5YsUK3njjDc6cOcNHH33EwYMHOXDgAEajkdbWVu7evUtrayu1tbXIZDICAwOJiYkhKioKLy+vGR8onU7H4OAgK1aswMHBYVqWY29vz4YNG7hz5w4JCQkEBgbOa/Ow0EFMmKQXl5eXW23KhoeH4+zsjIODgyh3SYtrX18f3d3drF+/3ur7FhYW0tLSgru7O6+88gotLS1cunSJM2fOcOTIEbEwyeVyMXn+cYKJV375gMq+iX/XGwPLYDMZXOSY2BDuyS9fWYVerycnJ4fS0lKCgoLEEKFcLickJISmpiZSU1PJy8tDJpNx9OhRXFxcOLrm897igwcNrF69mqtXr9LU1DSjQrZEY5ZKZtbg7+/P+Pg4g4ODcypsSD0MZ2dnQkJCMBgMDAwMiICj0WhQqVQ4OzszPDz8zFSUF4Pl5Io5E4xGI1rtzDYPtuBLDzJSfd/Nze2ZpLaSu+TQ0BAeHh7zZmjYAkkAUlLxHR6eWUZ/vpB0vuRyOZmZmQwODtLR0TFjJvKXWdXYKWT83dEE/Cc6uHr1KhERETQ0NFjw7k0mE2VlZRQUFOAxOChSdI1mgoSEBGHA9c1vflPUdd3d3Tl58iR5eXncvn2bhoYGDh06JHZGrq6ufOMb3+DSpUucO3eOjRs3kpGRQUBAACdOnECj0dDc3ExtbS0dHR3cvXuX27dv4+rqSnR0NFFRUYSEhFj0CaSAKn3G1CzHaDSyevVqKioquHnzpsgozP/Nhtl0y+Z6XXZ2NlFRUVY3LXK5XJxHZ2dnSkpK2LlzJzCZxdjZ2YnsTILRaOTu3bvk5+cDcOLECTFnERsbS0NDAx9//LEITuZy/waDgS2mElbZ67itWEPbmOX3dkZHhGqQb+9aw+aEEPr7+zl37hwDAwMolUra2toAWL16NZs2bcLe3p6bN29y7949jEYjKSkpVs+TyWQiKCgIf39/cnNzZ7VhiI2NpaKiArVaPc0mAz6/xl1dXfNW2lYoFGLQFSafm/LycrRaLQUFBUJFWcp0loMN87MWx5yPKybA3/zN37B27VqioqKEM+rp06f5xS9+sajj+NKDDEzWnxdr9GUN0nS9o6MjmZmZQsxuqWA0GqmpqaG1tZU1a9bg6+u7KHvkqejv76ewsBA/Pz8SEhLEovknd8dRj5fP+DrJD8YFDX+7MQ1PT0+am5txcHAQNsj379+np6cHlUpFUlISq1evpqamhgcPHlBeXs7OnTtJS0ubtkjLZDLWrVtHREQEFy9e5NSpUyKYyOVyVCoVhw8fxtfXlzt37tDd3c2+ffuwt7fH2dmZlStXsnLlSvR6vWjmNjc3U15eTmFhIUqlkrCwMNHLsdb0lyCdD6VSyXPPPccHH3xAVVUVSUlJQh5fOuaZKNLz0S2TYDKZyM7OBrAQv5yKxMRE8vLyCAsLo6Kigs2bN6NSqaiqqiImJsYimEoPdWNjIy4uLgQEBIhNgclkwtnZmRMnTnD27FmRmZrfy/n5+Wg0GmLCQvmzF7ei1+vJbRqioU/DcNUDDEM9bN++jf7+Tn772ztC1dnBwQEHBweGhoY4dOiQmOsBCA4OpqioCMCqJTR83vdYt24dFy5cEHM/1hAaGoqdnR01NTVWg4yTkxNubm50dnYSFxdn9T1shaOjI/b29vj5+REcHMzg4CC9vb00NTUJFWXzYdAvI8uZTVJmKea25uuKOTo6yve+9z1aW1txdHQkPj6ed999l5deemlRx7EsgsyzgMTuMh9QXIgM/0yQrIZ1Op1F/2UxzpXmaGlpoaqqiri4OItJ+ROnKlCP2/IOJkZw4CflDvxF6mTf4c6dO0IzzdXVlV27dpGcnIxWqyU7O1tQTNesWUN6evqs7+7r68vrr7/O/fv3uXfvHnV1dRw8eFCoEa9btw4PDw8uX77M+++/z9GjRy2ySKVSKSahpVmJuro66urq6OzspK6uDph0M3RwcBBKvjMtBiEhISQlJfHgwQNWrlwpAqpEl57ay5GCzkLKZeXl5dTV1XH48OFZy6JeXl4EBgai0WjQ6/VUVlbi7+/PwMCAyGpgUi37/PnzjIyMsH37dm7evDnNU10mk+Hr68tLL73Ehx9+CExuQnx8fBgdHeXRo0cAbN26VZzfzCgv7Afyud3TQnp6OpWVlTQ1NQGTC3p0dDRNTU0MDg6yZs0anJyc0Ol02NnZMTAwQHZ2trif6+rqrPYBpf5JdHQ0Xl5e5ObmivLMVCiVSqKioqitrZ21ZLZUk/9SADRXUQasDoOaZzlLNQw6F74Imf/5uGL+9V//NX/913+9JJ9rjmURZJZyF2GeXUxldy2VBbP5AGdqaqrFjnSxn2HuvjmVBHGlrJO2IVupqpMy/S0D41zPe4rTxAj5+fl4enqSmppKRkYGMpmMwsJCbt++jVKpZP/+/dy7d89mz3WFQsGWLVuIiori4sWL/OY3v2Hbtm0kJycjk8mIjY3Fy8uLTz/9lHfffZfnn3/e6syTNCuRmppKamoqOp2O1tZWampqKC8vR6fTcfr0acHakgQ6p1K3t2zZQm1tLXfu3GHv3r0WZTWJ3SbRqPV6PePj4xiNRtHrsaVcOzg4yK1bt0hMTJyRGWaOxMREbty4QWhoqLAAkPoIMLmZuHDhAg4ODpw8eVLo2pmXnczpqx4eHuzbt49PPvmEa9eu4e7uLiSXIiMjRd9HIrncvn0bhUJBXl4ednZ2yGQyMjMzSU1N5eLFi4yMjLB7924cHR2F1ImTkxNlZWUiwISFhXHr1i3Cw8OnZX3SrJOU4V65csWi/zQVsbGxVFZWCifOqQgICODRo0dLwgyb6T2sDYNKUi9VVVU4OzuLoLOYYdC5MNOw6NdJtwyWSZBZKmi1WoqKioQ51tRd5lIEGUlCfyaa9WIyGen49Xo9mZmZ0x7o//ppxTzfcTLQ3B7x5xuBcsLCwoiLiyMsLEzYIEuCo9u3b0cul1NaWkprayvj4+M2kzCCgoJ48803uXnzJtnZ2dTW1rJ3715cXV3x9fXl1Vdf5fz583z44Yfs3r17TmFLOzs7IiMjWbFiBaWlpWzevBmj0UhDQ4NotksUZok84OHhgbOzs5haX7VqlSjbzESRlgZK7e3tRWlNCkjWYDQauXLlCg4ODjazbeLi4sjJycHFxYWmpiZGRkZE6bOkpISbN28SFBTEwYMHRSlt1apVFovPVLaVm9vkAKaTkxMffvih0LLbuHEjw8PDVFZWCpsKuVxOVFQUTU1NqFQqjh07hq+vL5999hmtra0cOXJEiFJGRkai1Wq5ePEio6OjODo64uTkRHh4OO3t7dy8eZMDBw5MOyfSscXFxfHgwQPy8vLYv3+/1fMhbQ5qamrIyMiY9nt/f38mJibo6+uzWlKbD2wJVOZK2hEREeKzJYUFyStGynKWcuTBYDBYHQAfHR1dUJ9wueJrE2T6+/spKirCy8uLtLS0GS2YF2p6ZS6hL/VfrGGhJTkpO/Lw8GDt2rXT0midTjetyW8rOk2uGAx9pKam4unpyd27dy1skENDQwGEEZlEl57Nb94cJpMJpVLJzp07iYqK4urVq7z99tvs2rWL+Ph4nJycOHHiBDdu3BA73W3bts25AEhN/+joaHx8fMjMzESj0QiHzo6ODnJycrh58yYeHh6CPODn50d2djavvfaa1c+QSijSveDm5ibujYGBAVE2knboUqm1oKCAtrY2jh8/bnNJxd7enpiYGNra2nB2dmZ0dJTY2FhycnIoLCxk9erVbNu2DYVCQVVVFVqtdlqpDCyzfeneyMzM5Nq1a8BkhnPnzh2am5tRKBRCmDIpKYni4mLCwsLYt28fKpWK8+fP097eztGjR8W1l1BeXk5TUxM7duwgJyeHzMxMPD09CQ8Pp7q6GpVKRVRUFN7e3uJekY5NoVCwdu1a8TprzXulUklkZOSsQQYmr/1SBJn5UphVKhX+/v4Ww6B9fX0Ww6BSljPXMOhcmK1cJmW6Xwd85YOMyWQSQ5y2WDCPj9vU0LDA1Axpthr+fJ0x4XN22mxDqGeLu+d93JOYfC+1WzgajYZPP/2UgYEBCxtk8ZcyGXZ2dnh5eVFfX29TkDGf1Jd2zW+++SbZ2dlcuHCBp0+f8txzz+Hg4MCuXbvw8fHh5s2b9Pb2cujQoVmzpa6uLlQqlRhMhMmGbkJCAgkJCRgMBjo7O6murqa5uZmioiKePHki/FauXr3Ktm3bZtx9SrplUmlCKhFFRkYil8tFPwcmLbjv379PamrqvBeAxMREqqqq8PT0FArV7e3t7NixgzVr1oi/KysrIygoaNoudmpmJV2zuro6ESgHBgaQyWRCRiQ7Oxtvb2+Ki4vJyMhg/fr1GAwGzp07R2dnJ0ePHp32PVpbW7l9+zZpaWloNBqUSiUpKSmCCffRRx/R2NhIQEAA7e3t4rh6enrw9/fH3t6exMREHj16xJMnT2YUL42NjaWqqoq+vj6LawuTQdnLy4vOzs5FjxostuQ21StGGgbt6+ujuroanU436zDoXDAYDFbVOr5OXjKwTILMQnsy0vyIWq0mLS1t2g07FQspl5lnGDNlSOaYT7nMZDJRU1NDS0vLrNkRQL16ZF7HPRXN7V28914eQUFBHDt2zOouUXogw8LCePr06ZzeO+YSMOYT/E5OThw+fJiKigpu3LjBb37zG/bt20d4eLjoM3322We8++67HDt2bMbr1tXVhZ+f34wLhUKhsCAPjIyMUFtby9OnT2ltbaWsrIyysjICAgKIiYkhOjoab29vcZySRI7BYKCgoAA3NzcSExMtymom06SVcHZ2Nu7u7qxbt05kObZQpGGSVeXq6ioYXZ2dnRw7dszCO2VwcJDm5marQoTm12F4eJiysjIAocIgCUk2Njai0Wh4/PgxSqWS0dFRjh07Rnh4ODqdjk8//ZTu7m6OHTtGUFCQxWcMDw9z8eJFgoKC2LhxI7/5zW+Ii4sTi6BMJmP37t2cOnWKgYEBNm/eLOy9Ozs7efr0qVAPXrlyJUVFRTMKwoaFhaFSqaipqWHDhg3Tfr9Uzf+lFsi0ZRhUynLmcsSUjm+mif//6MksA4yNjYnhR1uHOOcbZCSzKcnC2JZgaGu5bL7qzJE+i7vpgvRtIJscBLx27Ro+Pj7igfHx8cHBwUF8v9DQUAoLC+nt7bUajMw1yACLACNBJpORmJhISEgIly9f5uOPPyY1NZUtW7YQFhbGq6++KggBhw4dmjYzApOLsTR7NBekXadEHhgaGuLXv/41zs7OjI+Pc//+fe7evYuLiwtRUVHExMQwMjKCvb09T548ITg4eJpNgrRA5eXl0dfXxyuvvCJIArZSpKXfu7m5MTw8jFKpxNHR0WqZSqVSERMTM+31er2e3t5ezpw5Q1NT07TF69ChQ8Ix9N69e8BkA/3QoUO4urpODuyePYtareaFF16YRjGWDNDkcjkHDx6kpaWF4eHhab0zT09PMjIyuH//PvHx8WJzkJqaitFoFAuutMm6evUqmZmZ0xhbKpVKlMysBZmAgABqampmXIRtxbOUlZlpGNTcEdPd3V0EHWvDoHNN/H9d8JUMMj09PZSUlBAYGEh8fLzNN5KtQcZoNFJVVUVHR4eFhbGtnzFXJjMyMkJBQQHOzs5s2LDBpsGwY6v9+MusauZrIiVNeu/ZtgkvLy/UajU9PT00NTUJCQ+Y7Ev4+PgwMjKCl5cXcrmc2traad/dvDwm9StmC75ubm6cOHGCgoIC7ty5Q2NjIwcOHCAgIIBvfOMbXLx4kTNnzrBt2zbS0tLEe2m1WgYGBhbsvePm5sa2bdvIzs7m5MmTODo6UlVVRUNDAxUVFRQXF1scf2BgoNXv0dbWRm5uLps2bSIwMFD83DyLm4kiLd2XkoowTNLDnzx5YjEdbzKZKC8vt8gcTCYTHR0dlJeXC52uoKAgdu3aRXBwML/5zW+E9pm3tzdarZbW1s8Vk0NDQ3FxcUGr1XL27Fn6+vp44YUXLL6DhFu3btHT08NLL72Ek5MTpaWl+Pr6WpUfSUtLo6qqimvXrvHiiy8Cn5dZJfWBhIQEjEYjZWVlNDY2UllZiYuLi4UraGxsLBcuXKC/v39aedDf3x+DwUBPT8+ibBy+SO0y82HQmJgY4YgpzeZYGwb9IijMywHLIsjYWi4zmUzU1dXR0NBAYmLijENfM8GWIGPO8Jqr/2INc5XLuru7KSkpITQ0lJiYmHmVClUyIxOm+ZcWHdHx+HEZ6enppKSkiO+k1+uFFpn0b2BggJs3bwJw+/ZtSktLRdbj4+MjSjMKhcLmB1gmk5GWlkZ4eDhZWVn89re/JSMjgw0bNnD06FHu3LlDTk4OarWa5557DqVSOW3SfyFYtWoVpaWl3Lhxg9dee42NGzeyceNGNBoN+fn5FBYWotPpyMvLIy8vTywQMTExguWUlZVFYGDgNDfBqcoDUv/GPMsxGo3cu3ePkpISkWlJDe3i4mIRZJqbmxkeHiYpKYnh4WEqKiooLy9nYGAAV1dXobO3Y8cOANHsNxgMbNiwgZ6eHs6ePcvo6Cjx8fH4+Phw7949NBoNPT099Pf388ILL1g9l6WlpZSUlLBr1y4CAgIYGRmhrq6O7du3W703FQoFu3bt4v333xeDmtay2IyMDFHW27Rpk1hwS0tLMZlMuLu7o1QqqaiomDboKZVI59LZmgtfpkDmVEfMwcFB+vr6aGpqory8HDc3NzQaDVqt1qIcKlkvL4Ur5nLBsggytmBiYoKSkhJGRkZYv369oHHOB3MFGanG7OXlRVJS0oJSdYVCIRacqTRUyYQtKSnJ6o5yJjQ2NnL58mV22MFVbQzzy2ZkrJdPMsUePnzIw4cPWbVqFenp6Xh6euLn52cxS5SdnU1qair5+fkUFRURHh5Ob28vRUVFjI6Oiu/o5eVlEXx8fHzmnJz29vbmG9/4Bg8fPuTBgwfU19ezf/9+tm3bho+PD9euXaOvr4/nn39eTPrP1WebDZJ/xrvvvktRUZEo6zQ0NGA0GvH29sbZ2Zn09HQqKipobm4mLy+PR48eiUn4kZERjhw5MutiZY0iPTo6yqVLl2hpaSEuLo7q6mqSk5O5f/8+mZmZPHz4UCgel5SU4OzszIMHD2hubkapVBITE8Nzzz1HSMikBIw0KNvd3S0Wb19fXzo6Orh+/ToAgYGB7Nu3T5Tt7ty5g0Kh4KWXXrK6WHd2dnLz5k2Sk5NFaayiogKFQjEr6SMwMJCUlBRyc3Nn3Cg5OTmRnJxMYWEhaWlpIssxmUwMDw/T29uLp6cnJSUlqFQqiyxHqVTi4+MjLIMXAmvP4JcF82FQSbKlr6+PmpoaGhsbaWpqwsvLi4GBAYKDgxkbG1uSctl8rJd/9atfcerUKXFvpaWl8eMf/3jGv58PvhJBRpKHkRwRF6o7NFuQkfovczHU5oL57lb6/3q9ntLSUgYHB+cVIMfHx8nJyRFDfP/j5f1UvFNBy4At5k2TZTA/Rxkr7XXs3buXLVu2UFBQIP7FxcWxbt06iyawJA2zZs0aCgoKiImJYdeuXcJXXtqR9vT0oFarqaurE/MmkgqueeDx8fGxeGAUCgWbNm0iMjKSS5cu8c4777B161ZSUlIsBje9vLzw9fVd9CIRGBjIqlWruHfvHlFRUdTV1aHValm3bh319fX4+vqyYsUKkRUPDw9TXV1NWVkZPT09AJw+fZrAwEBiY2OJjo6eU1drcHCQs2fPMjY2xosvvkhubi7BwcEkJyeTm5uLTqdDoVBw7949Yc0NkzTk3bt3ExMTY9HDMDd7y8nJEVRovV7PtWvXcHV1ZWJigkOHDgkVg6qqKlQqFXq9nsePH3PgwAGLXs7Y2BifffYZvr6+bN++Xbx/aWkpsbGxc/Y4N27cSG1trUWJbirWrl1LSUkJpaWlwgZB6k+5ubkxMTHBxYsX8fDwYHx8XGQ5Xl5euLq6Lqr5L52z5ajCLA2D1tfXk5iYiEwmo6+vj5/97GecOXMGDw8PfvWrX6HVatm4caNNflFTMV/r5Vu3bnHy5EnR3/7JT37C7t27KS8vn0YSmS+WRZCZbUGX6L1LYf5lrSk/24T9Qj8DPh+0kggKKpWKzMxMm2+Yp0+fcvXqVbRaLXv27GHNmkkZ9es/2Ejm32TTq5XOg3VrXIBouZrfj3ekp2eyvuvk5MSmTZtYv3495eXl5Obmcvr0aYKDg1m3bp3YlZpMJmG+VV9fL6b0XVxcBJ1TfNK/70ylXo9araazs9NCJ87Jycki6Ej/Xn/9dW7fvs2NGzeoq6tj7969vP7663z66ac0NjZaJQMsBFu2bKGmpoZz586RlJREenq6uDZTy6Gurq4kJCQIscc1a9YIBYlbt26Rk5ODm5sb0dHRxMbGEhQUZBEIm5qa+Oyzz3BycuLVV19FpVLR3NzM7t27cXV1JSIigtLSUuRyOZWVlSKYHD9+XChITw2sUjmltraWtrY28ZrBwUHi4+OpqqriyJEjuLi4MDY2xieffMLo6Cgvv/wyw8PDXLhwgXPnznH48GHs7OwwGo1kZWVhNBo5dOiQCD7Nzc0MDg6yd+/eOc+pnZ0dmzdv5vLly1RWVpKQkDDtb9zc3Fi5ciVPnjxh9erV0wgLERERKJVKBgYGWLdunUWWI5fL6e3t5eHDh/j5+Yksx9ZNh7np3XKFtEa4uLjg7u7OW2+9xV//9V+zbt06hoeHeeWVVxgZGeHv//7v+f3f//15vfd8rZd/+9vfWvz3v/3bv3HmzBlu3LjB66+/vvAvyTIJMtZg3nyfi95rK6ZmMuPj4xQVFWE0Gq1O2C8E5pmMVGaaD0FhbGyMGzduCFXnPXv2TFOO/qt0GbUaZ/4xfxiDlbKZnULOT4+spCP/KrW1rdNKJVKmsnr1ampra8nNzeXs2bOi3yJlJuHh4TQ0NAiLAGsB3nxnas4EMxqNDAwMiMCjVqtpbGy0SjaIi4ujsbGRX//61zz33HMcO3aMX/ziFzQ0NPDgwQMhgbNQ6PV6AgMDaWhowNfXF6VSiclksqpbJolfGgwG9u3bh4uLCzExMZhMJvr6+qisrKShoYGSkhIKCgombRFCQ4mPj2dkZIQ7d+4QFhYmZoAkRWWTycRHH30ktMN8/AJQd3diZ2dHcHAwAQEB0xxBzc+5yWTizp07uLi4MDIygkwmIywsjNraWlJSUoiMjGR0dJRPPvkEjUbDiRMnRFZ57Ngxzp07x5kzZzh69CiPHz+mtbWV48ePW9T+S0tL8fb2trnXGRwcjJeXl5Ccsda/TE9Pp7y8nMrKymlsNXOW2bp16yzuJRcXF2prawU70DzLsUVj7KsSZKYen6urK4ODg/ziF7/Ax8dHlFLnA8l6+c/+7M/Ez6TSsS3WyzC5Dk1MTCyqXC1hWQYZafE3GAwLar7PBIn5ZTKZGBgYoKioCG9vb4vZiMVCWhhaWlpoampi5cqVVvW6psJkMlFVVUV2djZGo5EDBw6QlJQ0bXHV6/X09PQw0lrI73uo2LJlCw0mP6q7R4j3d+Vgkq/IlgZDj/LLX/6S/v5+q/VpSV8sNjZWsKiqq6v57W9/S2pqKoGBgZSVlS2oESmXy/Hy8sLLy8tCUVei40qBR61W09HRITwrLl26JHa8AQEB3L9/n/b2dg4ePLggr6He3l5KSkpISUlBo9Fw48YN3njjDXQ6HUajcdq9VVFRQU1NDYcPH7Zg+MhkMry9vdm0aRObNm1Cq9VSU1MjlAckQU9HR0dWrFghsjvpob527Roqd1/KlTGE6Jqo7ZjATeZC96CRsZAIdChwsVdYeOVIC6Ver6e1tZWhoSEA0bdob2/Hy8uLzZs3Mzo6yscff4xWq+XEiRMWi0NISAjHjx/n7NmznD59muHhYbZt22ZxX46NjfH06VMLz6G5YDKZCA0Npaqqitu3b7Nv375pf+Pl5UVMTAx5eXkkJiZOuwdjY2O5ePEiAwMDFmVILy8vocKwatUqiyzHXGPMvJdj/t7SZnK5echIkK7x1OxO6ntKpmUL6Ukt1HrZHD/60Y9YsWLFjAO188GyCDLmN0JfXx/FxcVLvvjD5/XZ5uZmampqiI2NJTQ0dElvROnmbmlpYe3atTZpEI2MjHD16lVqa2uJjY1l9+7dVimMHR0dnD9/noGBAaKjo9m/fz9OTk6kzvC+7u7uODk5MTIyQk5OjoXy71QEBQVx9OhRrl69ikajITc3V/yuvLzc6jzDQqBUKoVshzm0Wi1qtZrS0lLRfJSGFxsaGvjHf/xHfHx88PPzsyAcuLq6znj9pMVIMjNzdnbm9OnTFBYWilKceZAZGhrixo0brFy5ck6peXt7e5KTk4mJieH8+fM0NzcTEhLC0NCQIDZIUHmu4FO1L+quyeCvVYyRrOzg8UQom+wa+biwk9+WDvN/jiexKWoyOJgPgkqKBhKef/55PvnkE3Q6HQcOHGB8fJyPP/4YnU7HiRMnrN5zAQEB7N69m88++0xIw5ijoqICmUw2L8dVyTRu69atXL16lZUrV1r1k1m3bh2//e1vqa2tnXZepZKZlM1IUCgU+Pn5ib6MeZYTERGBTqebxliTNjXe3t7TBoSXG8xnzMwxOjqKUqn8wpSgreFv//Zv+eCDD7h169aSmEguiyADkzdsU1OTuBHN5e2XCtL7PX361CaFgPlifHycwsJCAJKTk+cMMFKj9caNGygUCo4cOWKV1WMwGLh16xZPnjwR1subNm2yKcPT6XRiJxkQEDCrVIfJZMLFxUWUiDo7O8nPz+fu3bt0dnaSnp6+6CbgTLC3txeUT41GQ0tLi9Dx8vf35969eyLoPH361IJsIPV4pMDj7e1NR0cHLS0tglAAkwvt6tWruXfvniBfSCVSk8nE5cuXsbOzs3n31tfXJxr869evp7Ozk8HBQZRKJd7e3gwPD1M7rCC7YwXmwjBPDd6kKNtAZmTcpCRO0UPehCN/+H4J/3JyFZuiJueUdDodt27dory8XJyjyMhIenp60Gg0wvrgo48+Qq/XzxhgYPLevHPnDl5eXuj1ej788ENeeOEFvL29xX0YExMzr5KxNCuVkJBAZWUl169f54033phGzPH39ycsLIzc3FxiY2MtnmuVSkVERAS1tbXTmEwBAQE0NDRY/WzzuRzzLKe9vZ3q6mocHR1FxeJZGSIuBlKQmbqJHhkZwdnZeVHHu1DrZYCf/vSn/O3f/q0QmV0KLIsgYzAYKCkpoa+vz+bd/3xhHgAkocilRF9fH9ceFiJzdMekV80ZIAcHB7ly5YqY+XnuueesPuBtbW1cuHCBgYEBVq5cyb59+8jNzbVJukan06HT6YiLi8Pe3p7Lly/j4+MzLYuQJviNRiOrVq0S5SyDwUBAQABdXV10dXXx3nvvERQURHp6OlFRUc/swe3t7SUhIQEvLy9u375NW1sbhw4d4tGjR3R0dLBr1y5CQ0MtSm5TyQYqlQo/Pz9MJpMF2WDz5s3U1NTw5MkT4PNMpqCggObmZo4fP27T7q2hoYHz58+LuajHjx8THBzM3r17iYuLQ6VS8fN/e5tbhnCmEjNGsafd6Ea0oo9agw+xih7y9UEYTQr+6OMycn6QgcKgE0rJMKmQ3NAwaXX86aef4uTkhL29PWfOnMFkMnH06FGcnZ3R6/XTyANSANVoNHzjG99AqVQKm+xjx46h0+no7++fd2nEXOZ/586dnDp1igcPHghPG3OsW7eOjz/+mIaGhmkqDrGxsWRlZU0rmfn7+1NYWDinIri1LKetrY2mpiarWc6XmSVIkPoxU9eJpZj2X6j18v/6X/+L//k//ydXr15l7dq1izoGcyyLICOXy3F2diY+Pv6Z3ACSQrOPjw/Dw8NLar3a1q/hv58r4WHzMEaTDBgE4K+elLA9zof/tieWIM/Pg4fJZKKwsJBbt25hb2/Piy++aNWXRKvVcvv2bQoKCnBycrLIcmzVR5Pqu66uruzZs4eenh7OnDnDm2++KRZX8yFCmNzZh4SECKmMyspKLl++THBwMFqtlt7eXs6dO4eHhwfp6ekkJiYu6fnUarX09/ezYcMGkpKSCAsLE/7269evx9PTkytXrrB27Vq2bt1qUfbRarU8evRIzJ8MDAxQX19PQUGBIBu4u7vj4uIiFu+hoSHRsE9NTZ3VPhgmNwfXr1+nvr5enNvk5GQSExMtFsiuri7y1AomjDKsaWc/Nfiw1a6ewokVJCs7iVD08dTgy/iEkd/ef4r86R2GhoZE/6Wzs5OEhATu3LmDvb09bm5utLe3C4VrFxcXC68c+Fzu5tGjRzQ0NHD06FFxjCdOnODTTz/l448/JiAgAA8PD5t6h+Ywl/k3l5yJi4ubtmMODg4mMDCQ3NzcaUEmIiIChUJBbW2thVmeuR2zOaNxLtjZ2eHh4UFHRwcZGRkWWU5VVdU09YEvI8t51pIy87Ve/slPfsJf/MVf8N577xEeHi7KlFJlYzFYFkFGJpMJBs9SwlyhWSrB9fT0LJk75s9v1fN/bknp/BRdIhNcr1JzvUrND3ZE8t0tEfT19XH58mUhiLlt2zarO7SamhquXbuGRqMhIiKCffv2WczW2BpkRkYmRTWdnZ2Fl8jbb7/N+fPneemll4Q4pHTepz5sCoWClStXcuPGDTw9PUlKSqKnp4f6+noaGxvJzs7m9u3brFq1inXr1i3Jw9HdPak2LWVb3t7evPLKKzx69EjQWTds2MDjx4+FkrO9vT0ajUYYyW3atMniAZY8QqSsp7u7G7Vajclk4vTp0+K7Dw8P8+DBA1F6kwyrdDodtbW1lJWVid6It7c3O3funLGnV1FRSZVxZkmcJqMHOpOCQMUwrQY34hU9PDX4YsLE2w+beMlpjJSUFGEHUFpaip2dHR0dHRw6dIhLly4BcPLkSYt7Q5K4kTYPT58+5fHjx2zYsIGQkBDRq3B0dOTFF1/k008/pbm5WcxrzAdTBVTT0tKorq4mOzubV155xeIaSKZm58+fp7W11SKgSSrPNTU1FkHG09MTOzs7Ojs75xVkpPOgUCjm3ctZDq6YUtN/MZiv9fIvfvELdDqdkAqS8Jd/+Zf8P//P/7OoY1kWQQYQ8xlLBYPBQEVFBT09PRYluKVyx/ynnKf84+0mm/72/7tZR29rAw7tBbi4uHDy5EmrD83w8LCwQfb09GT16tVWtc3mm8lIOxF3d3eOHDnCBx98QE5ODlu3bp2zQapQKAgLC6OxsZHMzEzc3NzE1HJDQwNFRUXk5+eTn59PaGiokI9ZKGGjs7NT9DTMj2Hjxo1ERkaSlZUl5i4qKip499132bVrFw0NDfj7+xMXFzftu5h7hEi4cOECVVVVBAQE0NnZSUxMDGNjYxQUFKDRaMTnqlQqwUSTrsOOHTvEcKE1GI1GCitqGDLGzvg3BhQ0GLyIVvTyeCKEnXZ1eMtG6TU5M2xyYFQ/mfHK5XLKy8tF6SgtLY2cnBzB3ps62GteKuvt7eX69etERkaydu3aaRRphUJBZGSkcMQMDw+fk/BgDqlcJkGhULB7927ee+89CgoKpll4R0ZG4uPjI4ZTzREbG8ulS5cYHBwUlH2ZTLZgReaZpv3n6uXMxlhbSswUZEZGRr4U6+XGxsYl+UxrWDZBZilh3n+ZqtC8FEGmprXH5gAj4f0aPX+1dhWHdm+bNpBpXkJTKBRERUWRmJg442yNTCazOZNRKBQWu7OwsDB27NjBjRs38PX1JSEhYc5dU3h4ONevX0er1Yr3sre3Jz4+XsyHPHr0iPLycs6ePYu7uzuxsbHExMTg4+Mzr93hbPL+gYGBvPHGG9y+fZvCwkJWrFjB0NAQn3zyCRs3brTZZE2Co6MjnZ2drF27Vky9DwwMUFxcTEVFBSMjI8jlchwcHMTcAMD9+/eprq6eRjiQemqtra0MjMytylBr8CFO2YMBOaMmFXGKbh7oJ1lvw/6pqNuriHE1odGM0NHRAUBRURH29vaEhYUxPDw843vrdDoxFHrw4EHs7e1FlmNuRy35GKlUKrKystBqtTY3fM3LZRL8/f1JTU3lwYMHREdHW/Q+ZTIZ6enpXL58me7ubovJ88jISFEyM+8HBAQEUFlZadPxmMMWmf+pWc7ExAS9vb1fSJYzk6GatQHhrzq+dkGmr6+PoqIi/Pz8hM2tORYbZDo7O/nzs6XAfHY4MvTIuTXixwtTAkxPT4+wQY6OjsbZ2Znk5ORZ6+PzyWSmSowbjUbWrFlDe3u7kPyfS+k4IiJCsP9iY6fvzl1cXHjuuefYtm2bUBLIy8ujuroab29vgoODha3AbJRjmLv+rlKpeO6554iKiiIrKwudToerqyt3795FqVSSmppqU6lBkmWRy+UMDQ1RXl4uymEqlYq4uDgSExPR6/VcvHgRb29vdu3ahU6nEwOm7e3tlJaWimvh7OyMj4/P5FyRox3oZj+GHpMzA0YHohS9VEz44yDTIyk4XGwGiCe734S7TMdW+3r8FBqMRiNjY2PU1taiUCi4e/cucXFx+Pr6WgxuXrlyhcHBQV599VWxOE4V9Wxra6Ovr4/NmzcTHByMSqXi+vXraDQakYXMtlDP5DeUmZlJbW0tN27c4IUXXrD4G8miOTc3l4MHD4qfm5fMzIOMv78/eXl5897hL0S3TKVSfWFZzheRySwXLJsgs9gapMlkEvMv8fHxM7oXLtQe2WQy8fTpU+rrGynvX8jNJeNmjVrc/Hq9ngcPHggb5MzMTPR6PSkpKXMy3yTXxrkg0SGl4zcvl+zevZve3l7Onz/Pa6+9Nit11d3dHU9PTxoaGqwGGQlKpZLVq1ezatUq6urqyMvLo6GhAbVaTXBwMA0NDYJy7OvrKwbuJEj18vXr18/6vaT5kfj4eIaGhqirq8PT05ObN28KJee5ynXd3d1MTEzg7+9PTU0NNTU1hISEsG/fPmJjY1GpVBQUFJCTk0NERITIBgALsoHkIyLJ6vT09NDb24vJaMJVNs6wyZ6ZxUxlPDX44Ccfpsw4M7V00GTHZ+PxpDmo+Zfv7WdsbEzYWOfm5vLo0SMcHR0JCwtj5cqVqNVqqqurOXz48Iw2FXK5nLKyMtzd3UU/dMeOHTg4OHD//n3Gx8fZsGGDCEzWvHJmWsiljcDZs2epqKiwoM3L5XLS09O5fv36NJn/mJgYLl++LAgPYNn8f9ZBxhwzZTl9fX1LkuX8rsj8wzIKMouBlPb39vbOSYFWKpXzDjJ6vZ7i4mJGR0cJiluN4WHpgo5TbzTR3D+ObGQyexkaGmL9+vVCTyo9Pd2mOYX5ZjJSacS8wW9nZ8eRI0c4ffo0n332GcePH5/1oYyIiLDJLRMmH9Do6Giio6Npb2/nyZMnVFVV4eDgQFxcHBMTE1RXV6PVaoUQpo+PjxCknC2zMhgMlJWVMTIyQmZmJk5OTlRWVpKdnY29vT1lZWVCydla2aGvr49z126jGdcil026Y7q6uqJQKDh+/LjIdK9du0ZJSYlgsc3mzintbuPi4nj69ClPnz7l9ddfw7msn58/7LLKLpNQbfChzCAFGGvn9XONuvxxH/6vT2t569U1RERECLZQZWUltbW1NDQ0iIluFxcXhoeHZ9wZj4+PU1VVJSR7JE8Yya76zp07TExMsGXLlhm9cma7F8LDw4mPj+f27dtERERYXIuEhAQePnxIbm6uhRNoVFQUCoXCIptxdXXFycmJzs7OaQOks2GpFZiXOsuZqZy3VArMywlf+SAjsYrkcjkZGRlzzjjMN5MZHR2loKAABwcHMjIyKG5fnA3ytes36GsoFzMVjY2NODg4kJycPKddq4T5sMskPwtrDX53d3cOHz7MRx99xJ07d9i2bduM7xUeHk5BQQH9/f3zGmJdsWIFhw8fpr+/n/z8fGGJnJiYSEJCAnq9no6ODqqqqhgcHEShUAhtsakLmE6no6ioSDCVpEa8JN1z5coVGhsb6ezs5NSpUxw7dgw/P79J++SHRdzJK8LHNMiESU6jwYdagzdd3a4EOZnYaiymoKCApKQkzp8/T1tbG3v37p2mtzUXKisrheHXax7e/PpJD+MTxhkDjQ4Vtlk3TP7+YcMABc39Ihja29uzZs0a1qxZw8DAAO+88w4qlQqFQkFOTg45OTm4u7sTGRkplA9kMhmVlZUYDAaSkpKmfdL69etxdHTk6tWrTExMsHv3btEHNKdI6/V68XNrC+a2bdt4++23ycnJ4cCBA+LnSqWStLQ07t27R2ZmppAssrOzIzw83KIvs9Dm/7N2xZwry/H09BRBx1qWM1u5bD4miV8FLJsgs5BymSRAGRAQIIyd5oItzpUSenp6hMy+NKns5TR/2W1zqFsa2L93L4GBgZSUlBAeHj7N9ncuzCeTcXR0nHHwCyYdFLdt20ZOTg7+/v4zyoqEhIQgl8tpaGhYkFKCp6cnzz33HBs3bqSoqIiCggKKi4uJiYkhPT2d1atXc/78eVxcXCgqKkIul1uU1bRaLYWFhbi5uVmVG3J1deXFF1+ksLCQ27dvMzo6KhSmG1raUJgMTBhcuWMIp8nohZ7PX982JuMDVtN9s4iE/Hz0ej0vvfTSvOdGdDodT58+JTMzEwA3BxX/53gSf/h+CZiYJaOZn9PpX370kP9rtUoQEeBzC2UHBwdef/11HB0dRa+prq6OkpISCgsLhSBnT08PERERM5ZmVq1ahZ2dHVlZWcJGQCIPGI1GtFot3d3duLm5iaAD0DKoY0BjwMtZRZinA9u2bePKlSskJCRYqGqvWrWKx48f8+TJE0G6gEmW2eXLl8WsE0yWzCRhVVufky/SS2YhWc5s5bKlUh9fLlg2QWY+MJegma3/Yg0KhcLioZjp/RsaGqirq5vmwBnu7YhSLkNvnC/d2oSTTM//7ztvoFarKSkpITk5eUHOf7YEGb1ez+joKE5OTnNqOKWlpdHZ2cmVK1fw9va26jchLU6NjY2z0nfngqOjIxkZGcIoLC8vj/fee08wxaKjo9m6datQcK6trRWUYk9PT6Kjo2fst8hkMqKioujv76e4uBiDwUB1UzuVen/qjD6MmGZR7UXGDV00usFGfvKHJyeDXcsAncNaAlztSV7hOmefp7a2Fr1eb8Fy2xTlxT+fSOSPPi5DJy7Z4vqP3Ro5hYVFyGTw85//HF9fX4aHh+nv72fv3r3iON3c3MjIyCAjIwODwUBtbS1VVVW0tLQwPj7OyMgI77zzDtHR0SQkJEwrM8fHx2NnZ8f58+eFgrOdnZ0wEHR0dCQ2NpbWAQ1/f6OR23V9GMxuS4UctkZ5kRoYKiRnJGalnZ0dKSkpPHnyhPXr14tymsQyq6mpEfeZv78/4+PjDA4OzunlI2Em9tazhq1ZzsTEhNWy2H+Uy5YBpJp8X18f6enpNt90EubKZKT37+/vZ926ddNk9uVyOdtivblepZ73sWfGBdLY2Eh/f/+C3T2lY5ip5CdNfUv01rnYXDD5YOzZs0dM889EBAgPD+fhw4fo9XqbS3szQalUsmrVKpKTk6mrqyM3N5eRkRFqamrw8fEhKSlJzIGUl5fj6+vLxMQEDx48ECwuaWByYmKCmpoaysvLBTssPj6e9hEDv6l2ZnJRn7scZcLEA10or/wmn4bh6bvgWD9nfnIknjh/64rUlZWVBAUFWdwzg4ODND++wgn7XtSuURSNedA5shgKvYxhHPBZmU5vVZ44f729vQBiSNPd3X2aeVxMTAzx8fFcvXqVp0+fsnLlShobG4Wgp4uLC6GhoSQmJhISEiLmaI4fP86ZM2f48MMPOXDgABUVFXh6erJy5Up+db/FbCDZEgYj3Kzt4yZ+7LEf4v79+xZZS0pKirDBliyYJXq2eZAxb/7PJ8gsB72ymbKc1tZWBgYGGBwcxNvbG0dHR8FM/KJdMcvLy/mLv/gL8vPzaWpq4mc/+xk/+MEPFn0MEpZNkLElDZYMwJRKJZmZmQvirSsUCiErPxVSf0ehUJCRkSHe32g00tiroW9Mh5eTHX+6K3qeQWYy60mT1TM2FmDx3guBXC63KJWITzFr8E8dxJwLKpVKEAEuXLjAiy++OO0hDQ8P586dO7S1tc17AnsmSCQBe3t7PvjgA3x9fblx4wb3798nPDwclUpFWlqaqFNLO8Pu7m7u3LlDb28v/f39GAwGC3aYnZ0dW3/2ANAyH6tqPXIahsFan6Sme5Sj/5rPkVX+/Ph5y7Li6OgojY2NFkrXT58+5dKlS6hUKpLjolizZg3BwcEMavS8l9fCP91pZqHoM00uRJLwZEpKClu2bBHKBhLNWiJJwOc2wH19fUI6KCUlBQcHB0EeqK2tpaKiAqVSSWBgIHFxccTFxfHyyy/z0Ucf8d5777Fp0yYSEhL413vNMwaYqef1qjYa05MaoqOjRV/I3t6eVatWUVRUxNq1a8UzERsby5UrV0TJzMnJCTc3Nzo7O20eFpUMwZYTzLOc4eFh3NzccHBwoK+vj3/+53/m/fffJzQ0lIKCAtrb22329ZmK+bpijo2Nic3ED3/4w8V+zWlYXldhFqjVaoqLi+dlAGYNM83JSPM1Ul9CLpfT1q/hx1druFXTa1EeU8plRPk4Uaces/FTZWxy66O7oQ5PO2zuCc0Ea+Uyc4qyXC4XJab57Irc3d05dOgQH3/8sVUigJ+fH05OTjQ0NCxZkJHQ1dWFUqnkxRdfZGBggBs3blBdXS2YT2vXrsXLy4vR0VHq6uooLy9ncHAQV1dXYmJicHZ2Fr2Czs5OPDw86BnRsbDS1OyvOVcyqW5rHmikY42Li8NoNHL37l1yc3MJCgrCx8eH1atXC9ach5OKpBULy2IlBLvb0QJcvHiRwMBAtm/fjkKhELtmc2g0GmGZXV1dTW9vL11dXZw7dw6Y3GB4e3vj4+NDZGQkBoOBrq4u2tvbuX79OtevX8fDwwM3NzcGBwfJzc3FwSvQxgDzOW5MRBOdncM3Xzkhnt9Vq1ZRWFhIcXGx2GlLLLPa2lpSUyeNLObb/F8umcxMMBgMFuoDf/d3f8fRo0f5L//lv3Dnzh1CQ0NJSkrie9/73jN3xUxPTxdzUdZ+v1gs+yBjMplobGwU6f18m7FTYS3INDc3C32z0NBQAH5xp4H/72a91ffQG01WAszUne/n/30o1Mh/2pHO2FgiV69e5de//jUHDhyYU4xxJkyd+JcyGHMGmbR7ne/0cFhY2IxEAJlMRnh4+DORoOjs7MTX13cya2xsJDg4mOeee46qqiry8/MpLi7G0dERjUYjymFJSUkEBQWJLHhsbEzs4s89qmFht7dtQelcSRdvbAgWpTNJlsVoNPLhhx/S1tZGUlKSYH9NJUtkRngs4Ng+xypfFS1MXvvDhw/P2n9wdHQkODiY4OBgysrKiIyM5NixY4yOjlo4l6rVaqqqqkTP0sHBgcDAQPR6PcPDwwwODooZpb95LxsIYj5ZogE5+WoFaSUlrFu3DoPBgIuLC/Hx8YLZZ2dnh0qlEiUzKcgEBATw6NEjm4PHVyHImF8zhULBpk2b0Gg0/Nu//Rtr1qzh2rVr835+l8IVc6mxrIOMXq+nrKxMeIBP7Y8sBOZBxmg0UlFRQXd3t4W/zGwBxhpCHbT0a00Mmz6nT8tlMtYHObA/QMP29Z/bRwcHB5OVlcUHH3xAeno6W7dunXdabz6MKWUvUynKErNsIc3P2YgAERERQnJlKYfGurq6CAoKIi8vDzs7O9auXUtnZycDAwNi0ZNKhF5eXkRERLBixQqLMquTkxOhoaGEhoZSMdEM1bZfw4XgR+eqOPcH6QwMDNDe3s769et55513kMlkZGRkoNfrSU1NteoqqlQq8XFRoV5AtuXrYkd1dTUAu3btsvk6dHV10dnZyZEjR5DJZEJh15zNJHmwSEGntbWV/v5+tFqtuOdkMjmVEwuh2cooMazgwYOHxMfHC6LBhg0bqKyspKqqiuTkZPR6PREREdy4cUNkq/7+/kLo1BaK73IPMjMRE6SejLe3NydPnpz3+y6FK+ZSY9kEmak9GfP+y2J7GOaQgoxEiTUajWRkZIhGd1u/Zl4BBkw0j9vxz3u8iIqJo3dUh350gKHWOhwcDKSmbrBYBNzc3Hj55ZfJy8vj9u3bNDY2cujQIau10pkglcskLSrpZ+bncDENxNmIAFKZrLGx0eqMxUIgTfq7u7vj7e2NRqPhN7/5jRBLXLduHYmJibi5uVFfX09eXh6fffYZHh4erF27lqSkpGkiomHez17/qaZ7VNghyOVycnNzCQkJITIyEp1Ox7p162Ydrv1BmhP/9+05tGes4PspDjzNewowr5kKyS9+tqFGmUyGp6cnnp6euLq6MjY2xpYtW/Dx8RH9nsrmLkZyZ3yLWaExKZE7uXHt2jVOnDghbK3j4uIoLCwkJSUFmJz+z8nJoaamhtWrV4sNYEdHx9ciyOj1+t+Zif9leRUkb3QvLy/S09OXVJhOoVCg0+l4+PAhjo6OYvBMwo+v1szzHSeZS+eblET4OJPga894dxMymYmMjAyrN4w0TPjGG28A8M4775Cbm2uzCrXELjP3MV9q8yOJCKDT6bhw4YKFPpe/v/+SlswkAcT+/n7hABoaGsrJkyf5zne+Q2ZmJu7u7oKi/PLLL/Pqq6/i7+/PjRs3+OUvf8m9e/cE2QEgykmLK+PMNp2yFCho6uXx48cYjUbWrVtHZGSkTeoNExMTdFc8JsppOoFjNqwNcqKl8LbwZLF1sFin01FRUUFycrJNi29raysVFRWil6RQKPD19WXlypWErVwzr2OeivjUDJqbm4XNNkwOgA4ODlJdXY1SqcTV1ZWwsDDq6+tRKpU4ODjg6elJZ2cnOp2OiYkJUSK2hi+LwmwrrB2fpEu3mCCzGFfMZ4VlFWRMJhP19fUUFhYSHx9v84DlfNDf38/Y2BhhYWGsWrXK4kIbjUZu1fQu6H1v1kz2Ah4+fIibm5uoLc8GPz8/3njjDVJTU7l58yYffPABQ0NDs77GZDKhVCqFEVtbW5tVttxS7IgkIkBzczN3794VP5f6MouxZpC05j755BOys7OBySxv//79fO9732Pv3r0EBwfPyDoMDAzk8OHDfPvb32blypU8efKEX/7yl1y9epXu7m6uXr1KlGpgwcdnK947NzkVLykQKBQK1q5dO01peyry8vIYHR3l1LfSybDoz8x8TteHubFJX4S3tzcZGRkAc858SaipqUGn09mkYNDY2EhtbS0pKSlWswYvp8WZ1MWGh5CYmMitW7dE79DPz4/IyEiLzVZ8fLy4v+3t7QkMDKS7u1s8swaDAb1ej06nQ6/XWwSc5Z7JWBvGnC8j1BrMXTElSK6Y0j3zRWPZXAWDwUBxcTHNzc2sW7duyb3kTSYTVVVVYo4iIiJi2gLW2KtZwJDlJPRGE1cfFBEXFydUi22BUqlk586dvPzyy/T19fHWW2/NKG0uNfi9vLzIyMjAy8uLzs5O7t27x6NHj6irq2N4eBiTyWQhjrkYhIWFsXXrVnJzc0VNNyIiAo1GM223ZAsGBga4f/8+//qv/8qHH35Ie3s7np6e+Pr68tJLL5GYmDjnAm0ODw8Pdu7cyR/8wR+QmZnJ06dPeeedd+jt7eWlDNu1rhYKV7lOHK+rqytr1qyZcwc9PDxMbm4uaWlpeHp68tara3j3jdX4uthhrT/j62LHb99YzX7HOnQ6Hc8//7yQT7I1kykuLiY8PHzWORNJBFYauJ1JAzDMyxGFfGEDpXIZ1BXn4unpiclk4tq1a+J369evR61W8/TpZClQsviuqZmsLgQGBqJWq1EoFNjZ2WFnZ4dCoRDlYyngSFnOcoX0HE8NgksRZGDSFfNXv/oV77zzDpWVlXz3u9+d5oppTgyQ5JqKioqEdXVRUZG4DovFsurJ2Nvbk5mZOa9FxhZMTExQVFTE+Pg4q1atskjTzdE3Nv/6uDk8/FcQEBDA6OjovGnK4eHhfOtb3+Lq1aucP3+ep0+fsmvXLrGYTG3wOzs74+zsTHh4ODqdTrCqmpqaUCqVjIyMzKorNR+sXbuWrq4urly5gpeXFytWrEClUtHY2GhTCq7T6aipqaGsrIyWlhbs7Ozw8/MjODiYLVu28PHHHy96U+Ho6MiGDRvw9/fnk08+wcnJiZrcW+x0XsGNUWneYHGT9paY3ET4KrS4urqzYsUKm+WB7ty5g0qlsthZpoZ6cvuHk0rcN0sauZedRVrGZg5krkKpVHL37l2ampp48cUXcXd3Z3Bw0ubblkxGsiU4fPjwzN/GZKK6upru7m7Wrl0760Inl8vZHuPN9er5DyTviPNh06ZI1Go1/f39lJeXc+HCBWJjY/Hx8SE4OJjHjx8THR0tlKWrq6tJTU0lICAAg8FAT0+PuO+kgG7uCDo6OopWqxXzZJKC9HLJbKS1wVomIwXPxWC+rpjt7e2iFwbw05/+lJ/+9Kds3bp1mrnZQrBsgoxCoSAhIWHJLZiHh4cpLCzE2dmZjIwMtFrtjA/mYnXJnuRcouzWBRwdHZHJZEKy3M3NDXd3d/G/M4l4Ojo68vzzzxMdHU12djYtLS0cPHiQ4ODgGRv8MJkir1ixghUrVmA0Guns7BT2xLdu3bIw1pqrhGcN1ogAYWFhNDQ0sGHDBquvkayvy8rKqKmpYWJigrCwMPbu3cvY2CT9e82aNchkMqGevVhotVquXr1KSEgIJ06coKGhgby8PBSNNdyYiMYgEvelCTYrHE2Mj4+ybl0aMTExNr2mo6ODiooKdu/ebbXXqFQq2Z0aTWeZJ8beJpTKVGpqanj06BFbtmwRtHfzktFcKCkpwcnJiejoaKu/l1iWAwMDNiuB/2h31IKCzI92ReHk5EhoaCghISGMjIzQ3NxMWFgY5eXlODg48PTpU/Lz80lKSiIuLo4rV64wMjIizOw6OzunbW6kIDI6OkpJSYlQXphqcSE9P9asC74oSNdsapCRqg+LtT2B+blihoeHL/m6a45lE2SeBbq6uqaJUOr1enHjTZtoX4QumUou442XXxSyEZLmVmdnJ8PDwxaLgb29vdXgI/2vJOtx8eJF3nvvPdLT09m4cSNKpXLOG1BycoRJKrKHh4fIcMrLy/Hw8BAGYvPh4EtEgFOnTnHx4kWioqLIycmxcMsExO60vLycoaEhPDw8WL9+PYmJiahUKgoLC3FyciI5ORmFQkFrayswu7y/rbhx4wZarZZ9+/Yhl8uJiooiKiqKrR0dJN9+xN2GISr0AYxgubh7OCoZ0EgNeFse8Mn7I0NejUquYmhoiNzcXBHIpxrFiVeZTNy8eRNfX985eyNJSUncvHmT1tZWLl++TGxsrIUsiER7nyuT0ev1lJeXT+s/SjAajZSUlAijMltJNkEejvzRtoh5DWT+YHsEQR6fBzBp8/Kb3/yGnp4eduzYwfDwMGq1msLCQgYGBrC3t0cmk1FSUkJGRgY+Pj4zDmWOjIyQn59PUFAQUVFR4hpMdQSVAo4UaL7ogGO+YTSHpDX4dcPXMsiYTCbq6upoaGiYJkJpnl5PvcgL1yWTsT3WV8wbjI+Po9Vq2b17t5hpGR0dZXBwkKGhIYv/bWlpYXBwEJ3u81KdQqHAzc1NzAdIfiwbN24kJCRE+J/MBPParhTMoqKiGB8fF8ZatbW1ODk5iYAjsbdmg0QE+OSTT3Bzc8NoNIpdaHV1NWVlZbS2tmJnZ0d8fDyJiYliWFKaFPf39ycuLk58VldXFwqFYtHy5pJ22b59+6bNUwUGBvJ7Lx/lhYEB8vKekFdagtYgIzQ8nENb19Pd3c3fXiiiQB+ErbL7Ke7juGlHQD45OOjs7ExPTw8NDQ2oVCqRPXp6eoprVVVVRXt7Oy+99NKci9rKlSvJycnh3LlzuLq6sm/fPovrY2smU1NTI8rEU2EwGCgqKkKv17N27dp5Z7l/sHmSzj5zoJE2azJ+sD2C3980XSXC3d2dTZs2kZOTw8qVK1mxYgVbtmzhs88+E+ZxtbW1lJSUoNPpsLe3p6WlhYmJCYvjHR4eJj8/n5CQkGkU7amOoObDyzN55TxLSE1/a4zQmTYoX2UsqyAjk8kWnbbp9XpKS0sZGhpiw4YN0wbhzB9Oa0OQ/21P7ILEL/90z+flkqmBzHzwbabeg6QyKwUfSTxPerCGh4e5cuWK+HspgLi7u+Pq6mqRDUn1+qmNfwcHB6FZpdfrhdSI5NEiLYze3t4zBrHw8HBRq7W3t+f27duMjIyIctiBAweIiYmxWAC6u7spKysjKipqmhyNNOm/GLrpyMgI165dIzo62sKFcSo8PDzYtes5Nm3aSHHxpH/MO+9MkhmOxUURLPfns9LuOT8vww9+uDGYy5dL8fX15fz586SmprJlyxbkcjn9/f2T8ySVleh0Ory9vfH09OTWrVvExMQIVYnZ4ODggJOTE6Ojo5w8eXJand7WTKakpITQ0NBpTfyJiQmh05eWlrZgna8/2BzGwWQ/fpJdR05NLwazKoCdzESKspVtYc68sn7jjO+RmppKZWUlV69e5fXXXycmJgZPT08KCgo4cuQIa9eu5dq1a8TGxjIxMUFLSws3b97Ey8sLHx8fHB0dheLCXDL5UgAxF8o1z3Kk8/kss5zZZP6/bgrMsMyCzGIxNjZGQUEBdnZ2ZGRkWG2gSTfOTDvAIE9HfrAjcl4DmT/cEUmQ5+dlAPNdk61wcHDAwcEBPz+/aRIxMKk/dePGDSorK/Hx8SEsLAyNRsPQ0BDt7e0MDQ1NC9AffPCByGSmluccHR3x9/fH398fo9HI4OAg3d3d1NTUWDhW+vr6TiuHjY+Po1Qq0Wq16HQ6IZhoTVW6ubmZp0+fkpiYaLUk1tXVtSipIImhJJVebNkFSvNRY2Nj5Ofn4+joSF1dHUmBY2zftZpfFGuo6Z6uSxfqJuebcSYObUnn5s2bYipb8rBpbm7mwIED+Pn54ePjQ1xcHCMjI6jVah4/fszo6CgeHh7U1dXh6+s7q0K2pEoNWBVDlRa/2TKZvr4+0dczh1arpaCgAEdHR1G2XAyCPBz5h+NJGI1GWvrHUY/q8HG2I8TTgaamJs6fP88nn3zCsWPHrJbj5HI5e/bs4dSpU+Tm5pKRkcH69eu5cuUKarWa6Ohorl27RldXlxDUjImJwc7Ojo6ODgYGBlAqlWg0Gnp6eqbZes8E6Tk1f17N/z2rLOd3yXoZvkZBRhLQXLFiBXFxcbPeDDOJZEr47pbJ3ZAtgeaHOyL5wy2Wuyfps+dDo5Qk+mdysXR0dOTgwYMkJiZy+fJl0TyOjY0FJh+QkZERhoaGePz4MW1tbQQEBDA0NERjYyNDQ0MWu16VSiUyIPN/YWFhKJVKxsbGaG9vp6qqCicnJ8bHx2lvb6ejo0OUwxoaGhgdHSUsLGxagDGZTNTU1NDR0UFaWppVSSBp0n8xTf/S0lLq6uo4evSozfVsg8HAlStXqKioYOfOnaSkpNDQ0EBubi4ld6+ww96eDSotTiFxRCalEuThhL67DoPBQEpKCjKZjKdPn7J+/XrkcjlpaWmEhoaSlZXFu+++y+bNm1m7di0ymUxk0u3t7aSmphIbG2vBAjQ3ZpMWnoaGBu7evcuGDRsoKyujtLTUKotPqVTOmslIni/mpASNRkNBQYEwf1vKXbpcLifM28lCbSEiIsLCKuDFF1+0ep38/PxIT0/n4cOHxMXFkZCQwP3798nNzWX//v2EhoZSU1PDqlWTbLu+vj6io6MZGRkhJiYGFxcX1Gq1sPX29PQUFge23hfWymrS87iUWc5skjL/0ZN5xlhILdLcwMxWAc25ggxMBprDyQH81cUK7tQPYM4FUMpl7Ij14b/tjSXQYzpTTLr5bM1kZmLAWENERARvvvmmoDonJyezY8cO7OzscHFxoVenoEPvDK5+7Nq1SzwEJpNJZD7m/wYHB+ns7BS1e3M4OTlhMpkYHx/HZDLh4ODAihUriImJITw8nNTUVE6dOsWlS5f45je/aRFcJYn5devWzfjgdHd3YzKZFtz0HxgY4ObNmyQnJ8/InJoKnU7HZ599RlNTE4cOHRIGY5GRkfj6+nLmzBl6enpQKEDW14TrgDsjQ3KcnJxISUlBqVRSWVnJxMSEhXior68vr776Knfv3uXWrVvU19ezf/9+XF1dBWV548aN2NvbCxagVFaTFkYvLy8cHR3Jzs4mPDycjRs3YjKZKCoqYvv27dNKWkqlcsb7WNL9S0hIEK+TrMR9fHyIj4//wmr/QUFBvPzyy3z88cd88MEHHD9+3KqeW2ZmJjU1NVy9epWXX36Z9PR0cnJy2LhxI3FxcWRnZzM+Po6fnx/Nzc0MDQ0RExMjTAt9fHwwmUwWQqk1NTU4OTmJgOPh4WFTYDAvq4ElRXqxWc7vkqQMLLMgM18YDAbKy8vp7e2dl4GZLUEGQKbp58WAPn60MQqZmz+9ozp8XOwJ9XSY84ayNciYe8BIr5sLTk5OHDlyhLKyMm7cuEFpfTs1Lsk8ahn795q4AxDAr/7mLttjvPnR7iiCPBxxcnLCyclpxtkWnU5Ha2sr5eXlNDY2MjY2JoKX0WhkdHSU9vZ22tvbuX37NkqlErlcTl9fH++++y6JiYk4OTnR0dGBg4MD6enps3L+F9P0NxqNXLp0CScnJ3bs2GHTazQaDWfOnEGtVvPCCy9YqGA3NjZy8eJFlEolr7zyCi4uLsIeGCAxMVEYTFVWVhIYGDjtflMqlWzfvp3IyEguXbrE22+/zdq1a61SluVyubDkjY2NZXR0lM7OTrKzszEajfj7+1NfX09YWBiPHz/m6dOnFo6bMLvL69OnT9FoNKxevRr4vDEeFBQ0b7vvpYCfnx8nT54UnjQnTpyY1idSqVTs3r2bjz76SDjHPnz4kLy8PDIzM8nOzqa2tlaUHNevXz+txymTycQMWVhYmOg9qtVqSktLMRqNopfj4+NjM5tuNvLAfCnSM82uLbXo7HLBVzbIjI+PU1hYCEBGRsaMsyfWMFeQkUo9LS0trFnzuYJyhI/tTTlbApk1iX5bIZPJSE5O5kaHkt887oTeEaayogxGE9er1VyvVvNH2yIEG2gqtFqtYIe1tbWJclhSUpKF0rHBYGB4eFhkQD09PdTV1TEwMEBXV9c0BYC8vLxp5Tjz3tBimv55eXm0tbVZbYpbw9DQEJ988gljY2O8/PLLItAajUbhDBkeHs6BAwdwcnJieHgYe3t7du/eLTKA0tJSwsPDaWpqsnB4nIqwsDDefPNNrl27xr1797C3txdlTWuQFsbq6mrGx8d56aWXkMlk9PT00Nvbi4uLC48ePcLLywsvLy+Rmcx2j0mzIt7e3gwMDFBYWGhTY/xZwsvLi1deeYWPP/5YBBrp2ZIQFhZGUlISt2/fJioqirS0NB49ekRGRgYhISGUlZVhb2+PVqvF29t7zs9UKpWi9yg5U/b09NDW1kZlZSWurq4i4Li5udn0DM6U5dhKkZ6JdDQ2NvYf5bJnDVsXWUm3y8fHZ0F15dkapnq9nuLiYkZHR9mwYcOCdxZzZTLmGcx8A4yEX95t4l8fd2HLbIdEM5UCjaQdJg1L6vV6wsPDOXjwINHR0VbprAqFAg8PD4sdfEJCAqdPn8bf35+enh7i4uIwGAzIZDKUSqUot7W2tjI0NGRB1YbJQdIPP/xwxmBkLQB1d3dz//590tPTbSqPqtVqPvnkE2QyGa+88opQ9B0bGyMrK4vGxkY2btzIhg0bRGYmybCEh4cL07TKykru3r2LyWSirKwMFxcXYmJirN5/jo6OREdHU1NTg8Fg4PTp0xw4cGBGdmFhYSEVFRUcOHBAOCIGBgZiNBqxt7fn/v37lJWViZ24r6/vjPdxf38/TU1N7Nu3j97eXoqLiy3KSl8mJBXyTz75hA8++IAXXnhhmgPktm3bqK+v58aNG+zZs4fc3FyRhT18+JDdu3fT2NhIZ2fnvDyZzJ0po6KihFKGWq0WU/De3t6iR2YrpXu+FGm9Xm/1nhkdHV2SebHlhmUVZGxBS0sLVVVVxMbGEhoauqDFeaYdoLRjdXBwICMjY0HT8RJmWgDmavDbirYBzbydCf/PrQa2hNrT2/KUsrIyhoeH8fT0JCMjg8TERKt18rng7++Pvb09JpMJNzc32tvbOXnypIUhlouLCytXrsTX1xdnZ2dGRkbo6+vjwoULBAYG4uDgQG9vryASmMN81sfNzQ0XFxeePHmCq6vrjJ7l5mhra+Ps2bO4uLhw/PhxsWloa2vjs88+w2g0cvz4cbFYdXV1UVZWJmY2JCiVSpKTkyktLcXZ2RkHBwc+++wz3N3dhd2AeUal0+m4e/cuMTExbNu2jaysLN5//302bNhARkaGRfBsbW0lJyeHtLQ0EhISLI5fIhY8fvxYDLGq1Wq6urrQaDS0tbVRW1trMetUWlqKvb09np6eFBcXs3LlSgIDA+d9bZ8VnJ2deemllzh79iwfffQRR44csQgWjo6O7Nixg4sXL5KQkMCaNWsoKCggJiZGPCt2dnbzDjJTMVUpY3BwELVaTV1dHaWlpXh4eIgsx9ZJ/LmyHElfTWK4mmc5/9GT+ZJhNBqpqqqio6OD1NRUm1LlmWDOkZfQ29tLUVGRTey0hX7GfBr8c+En1+oW8CoT/+u9q6xxGrBaDpv3u/27a6mzszN6vZ7jx49z+vRprly5wgsvvEBAQIBocPf09FBVVYVOp7PowWzdutVi92buwjiVpNDR0WFB1f7nf/5nHBwcZsyC+vv7uXr1Kv7+/hw7dgwHBwdMJhP5+fncvn2bwMBADh06JIKrRLdetWrVtDIOTJbc2tra2LdvH0lJSXR2dpKXl8fNmze5f/8+a9asITU1FWdnZ/Ly8hgbG2Pbtm14eHhw8uRJHj16xIMHD2hsbOTAgQN4enoyMjLC+fPnCQoKYuvWrVbPs1RuKysrY/369YSFhYkBWEdHR7RaLUVFRcBkSaq4uJjQ0FCqq6tJTk62+l2+bDg4OHD8+HHOnz/P2bNnOXTokAULLj4+noqKCq5fv87OnTvJy8vD3t6ekJAQqqurCQgIoKOjY8mORy6XCx+dmJgYNBqNyHLq6uqws7MTM2S2UqSl9zXPcnp6eujo6GDlypXTspz/6Ml8AZhpsdPpdBQWFqLX68nIyFh03dI8k5HKRjU1NUti7yxharlsIQ3+mWA0GsmpXZglQZEhmH/5w5cX7dEjBX21Ws3q1avJyclBpVIJRYB79+6J4USpwS3NjZgPgDY2NqLRaITMjVKpFA/7VLS2tvL++++zfv16IiMjpwWhpqYmhoaGLOZKZDIZY2NjXLhwAWdnZzo7O+nt7SU+Pp5Nmzbh7OwsFCJaW1tJTU2dkUBSVVWFUqkUi2FAQACHDh1iy5Yt5Ofnk5+fT15eHjExMdTW1gpZH5i83pmZmYSHh5OVlcU777zDtm3bKCsrQy6Xc+jQoVkXrqSkJCoqKmhvbxclN6VSiUqlIikpSezES0pKGB8fRy6fZMRpNJplW+tXqVQcPXqUrKwszp8/z969e4URnkwmY9euXbz11ls8ePCA2NhYqqqq2LBhA7du3WLNmjXU1tY+s2NzdHQUg8sGg0EYtkkbJXPygC1ab/C55FJiYiJ+fn4Wm87R0VEePXq0qMxsuWJZBRlrGBoaoqCgAA8Pj0VNJptDCjJGo5HKykq6urpYu3btjNLmi/kMYEnKY+Zo6tNYTFbbDhlak4LOEQNhi4gxer2ekpIStFot69atQ6/Xk5OTQ1NTEwkJCWzZsoXbt28LCRnx6f8+N+Lq6kpVVRW+vr4EBQUJAoGDg4OFzI15INbpdFy6dImgoCA2bdo0Y5A2mUw8fPiQ+/fvExoaSkREhAhsVVVV4ppUVVVRVVUl1L9VKhWBgYGUlpZOy4iksmllZSVRUVHTArS7uzs7duwgMzOT4uJiHjx4INSCW1paLHxxVqxYwRtvvMHNmzeFj84LL7ww56R3aGgobm5ulJWVWQQZiV0ml8vx8PCgqakJZ2dn1q9fj1arnUbjtXZuv0woFAoOHjzItWvXuHz5MjqdjtTUVGCSbRUQEEBraysZGRlCaBU+nwv7Inb/kmGbr6+vkIiSSpbV1dVCnsnHx2fGcyv1+VauXDlN5kqj0fDGG28QGhrKH//xHz/T7/JlYFkHmY6ODsrKyoiMjCQyMnLJaJeSO2ZeXp7IjmzdjdgKKZNZDINsJvSNzc9NcSrUo7oF2xNLrD47OzvS09NF0Pf19aWhoYGEhATS09Pp6uri8uXLokk9FV1dXaxYsYLg4GChMi3J3BQXFwNYyNzk5OQwNjbGiRMnZg0wt2/fJi8vj/Xr17N582ZgcmCzqGjS7Ovw4cM4OzszPDxMf38/lZWVjIyMCAmXjo4ORkZGLNQTJOq3Wq3G1dWV/Px8iyDk4OCATCYTsj16vV6U0z744AMCAgJYt26dIAnY2dkRFBREaWkpKpWKK1eusG/fvlmZXzKZjMTERPLz89m+fbvwUpGCjDRP09XVxbZt20QJMjQ01ILGK51bqcHt7e29qN7jUkCa+Le3txcipyEhIdTU1LBr1y6uXLnC/fv3iYuLo7i4mKCgIHp7JzP5zs5Om2eklgLmElHh4eFMTExYnFuTyYS3t7fIcuzs7ARRKT4+flpvTKvV8o1vfIPh4WFu375t8xjGVwnLKshIC7DJZKK2tpbm5mZWr16Nn5/fkn6OwWCgs7MTHx+fJcuOpkJikSx1gIHFOxO21JSTEpwx792sZJvg7e09zbU0IiKCsrIyTCaTkHh57733hDWAOcVcejClHStMBn4/Pz9RRjCnSN+7d4/6+nrS09NnpKobDAauXr1KeXk5O3bsIC0tjYmJCbKzs4UK8c6dO8W1dnV1pa6ujoCAANasWWOx0BoMBqGeIPWGamtrhS1BY2OjRT1dpVIJDbmuri6cnZ0JDQ0lOTmZwcFBysrKLEgCvr6+ZGdns2rVKjZu3Mjly5f55JNPhP7ZTIt+UlISDx8+pLa2lsTERCHtYzKZqKiooLKyEpVKJWZjJEyl8UoN7oaGBsrKykSDWyJmfBmQyWRs27YNBwcH7t27h5+fH4cOHcLLy4vdu3dz+vRpQkNDGR4eJiQkhMrKShwdHb/wIDMVKpWKgIAAAgICMJlMDA0NCbZaeXk5zs7OjI2NER4ePi3A6HQ6Xn/9dbq7u7l+/frXMsDAMgsyMLkAlZSULJpCPBO6urpob2/HxcVF+JksNSRa8sDAgJC1WMrPkZwJF1Iyk8ugpuAh73dNNp9tvbF7e3spKSkhLCzMqqtoeHg4ubm5dHd34+/vj52dHUeOHOH06dNcvHiRY8eOiaA016S/TCYTVOmgoCAKCgoIDAzE2dmZe/fu4eLiIsoXrq6u6PV6PvvsM9FQT0hIoK+vj/PnzzM4OMj+/fsthDPHx8cpKCjA2dmZpKSkab0QhUKBu7s77u7uhISECMpyUlISe/fuFVPl5qoJEilgbGwMlUrFpUuXPj/ncjkuLi5MTEwIW1ypiT0xMcGRI0coKSmZpn82FR4eHmJWJDExUWQypaWlDA8PMzAwQEJCwqxzQ+bnNjo6WjS4zUuWUsCxdTp+qSCTyQgKCiI0NJTm5mZyc3PZvXs3fn5+rFu3jry8PEJDQ2lvb8dkMuHs7Lykzf/FQiaTifsmKiqKnp4eSkpKcHFxobm5mba2NpRKJU+fPmXfvn388Ic/pKmpSYh9fl2xrIKMRqPh0aNHODo6LppCPBUmk4n6+nrq6+vF/MGzCjAGg4GAgACampp4+PChWBT9/PyWRMp7sc6Er2S8LCbSn3vuORITE2c9pra2NqqqqkhISJiRChsUFCTcMqXg4eHhwcGDBzlz5gz3798X5auuri7kcvmck/7m9rxHjhzBxcUFnU4nympNTU3IZDJhO3306FEiIyOpqqriypUruLq68uqrr1p8zsjIiJBWWblypU3XoqOjg8HBQSEjYz5VLp0PnU7HW2+9RWxsLM8//zxarXZaEBocHKShoYGJiQm0Wi1ZWVniM5ydnfH09GR4eJhTp04RFRVFcnKyEDSV+kBJSUlcvnx5coK9H552yFE7DbIj2oPR0dFpWcxcmNrgnjodb15WW2rH2qloamqivr6evXv3Ch8dnU7HgQMHyMjIoLq6Go1Gw8DAAN7e3uj1ejo7O0X2vJwgZbCS6rbRaGRgYIDbt2/z4x//mO9///s4ODjwJ3/yJ/T19S3a6mI5Q2Z6lpZo84TBYKC+vp6QkJAlvWkkLa3+/n5SU1MZGBigp6eHtLS0JfsM+LzBL/l3y2QyJiYmxE5RrVajUqnw8/Nb9E6xbUDDrn98PO/XZX9/PUEek7TXmzdvigdhz5490/pSEuuqpaWF1atXz7nbOnPmDHq9npdeesni548fP+bOnTscPnyYuLg4Ll++TE9PD6+//vqs71dWVsbly5d5/vnnrU7MDw4O8tFHHzE6OkpsbCx2dnb09vbS3NxMbGws+/bts1gYpdp4aGjovHp8N27coLq6mj/8wz+c8Xrdu3eP3NxcvvWtb82YHd66dYsnT55w4sQJvLy8ePLkCaWlpYyPj+Pp6Ym7uzsTExP09PRMG1qVjO76cKWofYwSQyA6iz2iCTuZkX98eTWboxe/YJmXfnp6ehgZGcHd3d2irLaUz2hDQwNNTU2kpqYKsdXa2louXLhASEgIzz//PJ2dnXz44Yd4eXkxMTEhemff+c53llWpaWhoiPz8fCIjI6dZWxgMBr773e9SWFjIyZMnuXfvHrdu3WLTpk1cv379SzriZ4tlFWRgshG2lJBKI3K5nJSUFOzt7WltbaW9vd2mYT5bYUuDX6JCSsZhJpMJHx8f/Pz8ZvVwmQm/vNs0b2fCqcZR1dXVXLt2DYVCYdF8NhqNlJeXMzAwQEpKik1ly4KCAnJycvj+979vsbibTCYuXLhAfX093/jGN7h48SIrVqxgrBoUTAAATxVJREFUz549M77X0NAQv/nNb4iJiWH//v3Tft/b28vHH3+MTCbj+PHjKBQKzp07R09PD5GRkbi6uuLp6SnKaiMjI5SVlREbGzsvmrrRaOQXv/gFCQkJM0rJDA0N8dZbb5GWlsaWLVus/k11dTWfffYZ27dvt1CdNhgMVFZWkpeXh1qtJiAgQGi+XblyhYmJCZKSknBxceHH9/qpHTNntpnfY58/xjFOWv40c7JHJGVCrq6uiyp9jY+Pi4DT19eHvb29hTHbYt5b2sikpaVNGwhuamri008/xc/Pj2PHjnHr1i0qKysF4WFiAlxXbWdU5UaUjxPPJ/s984xrNkgacZJahDmMRiPf//73uXv3Ljk5OUKBYXR0lIaGBkHf/rph2QUZnU63ZH7TkmbTVPmZzs5OGhoayMjIWJLPMRfJs7XBb97c7u7uZnx8XJQmfH19bX5QbA00MzkTwmQJ6dKlS2InmZmZSXl5OQaDgTVr1tg8U9PX18dbb73FsWPHprkT6nQ6fvvb3zIxMcHg4CC7du1izZo1Vt/HZDLx0Ucf0d/fzze/+c1pn9/e3s7Zs2dxdnbmxRdfpKenh6ysLOzs7Dh8+DCBgYEWLqB9fX2YTCZ8fX0JDw+3yQVUQkNDA5988gmvvfbajMKiFy9epKmpie985ztWr5tarebdd98lKiqKgwcPzmjN3NjYSG5uLs3Nzbi7u7Nq1So6OjomPe/lcZSMuTK3hNDksxOt6GOz6nOrCokVZa4dZx6EzKnac8F8bqSnpwe9Xi/uXYlRZQukTLmtrY20tLQZNzLt7e2cOXMGNzc3Dh06xHvvvUez1o67mmAGTY5MPSd2Chk/ORLPnoQvVqJlZGSEJ0+eiEzZHEajkf/8n/8zV69e5datW1/LeZiZ8LUNMu3t7ZSXlxMTE0NYWJjFgy2Zc23atGlRnyFJxEhMI0l9dSHvI8mwdHd3Mzw8jLu7uyirzTVI1zagsepMqJDL2B7rzZ/tjibQfXYBUZPJREFBAbdv38bOzo7Vq1eTmZk5r+zKZDLxq1/9isjISJ577rlpv+/v7+fUqVPodDq+8Y1vTNOskvDkyRNycnI4ceLEtHJDQ0MD58+fx9fXlyNHjlBQUMCjR4+IjIxk//79FiU/k8lEQ0MDjY2NwuRNrVbb7AIKcOnSJdrb2/m93/s9q9e2ra2N9957j71795KcnDzt9+Pj47z77rsoFAq+8Y1v2LQAd3V1kZeXR1VVFXZ2dpjcVvDLFknhwvb765+Px7PKVzXN2kH6/1Op2o6OjjOKmZpTtc1hMpnEHFJPTw/Dw8O4ubmJ8ztTD9JkMvH06VPa29tZu3btnKy2np4ePv74Y+zs7PhoMILWMfPMyfo5CfGw5+r3l2YjORdGR0d58uQJwcHB0zZYRqORP/uzP+PcuXPk5OR8qWy4LwNfuyBjrqC8evVqqzMavb29lJeXz1jasPVzzCf4FxpgrGHqLtzZ2VkQB2ZzU7TmTDifMsbg4CAPHjygubmZkZERNm3aRHp6+rze49q1azQ3N/Ptb3/b6u+zs7MpKipi3bp1VmVU1Go1p06dYs2aNdMk/CsqKrh8+TIRERHs2LGDq1ev0tLSwubNm1m3bp3FeTGZTFRVVdHT00NqaqrYJUuT8VJAn80FdGJigp///OesXbuWjRun2webTCbeffddjEYjr7/+utUF+NNPP6W1tZXXXntt3sO+Q0NDPHnyhP/7wTgDVnbsc8HZTkHejzbP+Huj0ShUta0FouHh4WlGd1ODj7n1t7Ozs+hBqtVqent7UalUFmU1hUIhntGuri7S0tJspk339/fz3V9epWRCylDmPh9fRKCRAkxQUBBRUVEW94HRaOQv//Ivef/998nJybEYTv5dwbJil8HkYr3QIGOrgrKtfjIzYakn+KdCGuqTKK69vb10d3fz5MkTVCqVCDhTiQPWnAltRXd3tzC52rVrF/fv3+fOnTs0NDSwb98+q86W1hAeHk5xcTEDAwNWm7F6vR5nZ2dyc3MJCAiweOgMBgNZWVl4eHgIJpoEKbtJSkoiISGB9957D5PJxIkTJwgNDbX4W4noMTo6Snp6ukV2M1WjamxsTOhJVVVV4erqKgJOW1sbOp3OwpzMHBUVFXR2dnLy5Emr98DDhw+pq6vjhRdeWJCahJubG5s3b2bg/r15vxZgVGdgYmJixjKYXC4XlFtrmErVNv8nuaaa91DlcrmF26qrqysKhQK1Wk1LSwsymQxfX1/0ej1jY2OsXbt2XnI3uR26eQUYgJYBLVcrup5Z6Uyy8A4MDJwWYEwmEz/+8Y959913uXnz5u9kgIFlGGQWivkoKC8myDyLCf7ZYD7sZTQaBXFAophKC6K3t/eCh0olYcjExERBP966dSsRERGC6rxr165pCsHWIJUmGxsbrfZcurq6iIyMRKfTcfnyZTEdDZOLslqt5tVXXxXXz2QycffuXR4/fiyGMT/++GOCg4M5ePDgtI3ExMQExcXFGI1G1q5dO+fMiERFDg8PR6fTiQyyoaGBhoYGsQBPNZrS6XTcuXOHuLg4q0SC+vp67t+/z8aNG6fV5+eDc/nNzDeDMUdObR+7F7jAWqNqT4U5Vdv8X19fH42NjdNUte3s7FAqldjZ2dHW1oa3t7e4v93d3Wft//3oXBULORc/Olf1TIKMRqMhPz8ff39/C4VomLxv/+7v/o5//dd/5ebNmxZzWr9r+FoEmfkqKEtBZr78+oU0+JcS0myJZJ87NDREd3c3dXV1lJWV4eXlJfo4ttT+pbJFR0cHaWlp03a0oaGhvPnmm1y/fp2srCzq6urYtWvXrAZxkr1wQ0PDtCAjlVLWrFlDQkICv/3tb/n000957bXX6Ovr49GjR2zcuFEEOqPRyLVr1ygtLWXTpk10dHQIR0Rr+mWS5I2DgwMpKSnzZutJci9BQUGMjo5SVFREXFycCOjmfZzc3Fw0Go3Vkl9/fz8XL14kKipqUeSS7u5uHlU2AQtnbj3tGWX3gl89N+zt7cVGxxokVe2hoSEqKyvp7+/H1dVVDI+2tbUJqRv4XD3BnJDg5uaGo6MjEwZJcHZ+z53OYEKn0y0p62x8fJz8/Hx8fX2JjY2dFmD+4R/+gX/4h38Qyg6/y/hKB5mFKihLdWFbg8zUBv+XEWCmwny6OCYmRhAHJMc/d3d3UVazVpKQSkojIyOsW7duxrKFg4MDBw8eJCoqiuzsbN5++232798/rURljoiICHJzczEYDBYLvUTbNlcEePfdd7lw4QL9/f0EBASwfv16YDIgXbx4kfr6ejZu3EhpaSlardYqcw0+z2S9vLymSd4sBHV1dRiNRrZt24azszNDQ0MiwykoKKCyspK4uLhpC5dOp+PcuXM4OTlx4MCBBd8nHR0dVFRUkB4bwuXW9gV/j2jfL0cmRoJSqcTd3Z3W1lZcXV2FdIwEya2yra2Njo4Oenp6GBsbY2BgALVazdjYGBMTE4yblJhIWfBxZJX3cDTFumHcfDE+Ps6TJ0/w8vIiLi5uWoD5xS9+wU9+8hOuXr265LN4X0UsuyBj60O5GAVlaeGThiZnw7Ns8C8lzMs+kvpud3c3T58+xcnJSWQ4bm5uTExMCKn9devW2URdXblyJUFBQVy6dIkPP/yQtWvXsnnzZqsluvDwcO7du0dHR4dF4Jcm/aVdr6enJwcPHhSulS+++CJyuZzx8XHOnj1LV1cXq1at4tGjR/j6+vLSSy9Z7R8MDg5SWFi4pP71lZWVhIaGinKcFNCjo6M5d+6c8Be5f/++IGb4+Phw9+5dBgcHefXVVxdsp9DS0kJtbS1r1qzBzc2Nv7q58CCzPebLlSsxGo1iM7N27dpp58TcrXLlypWiDySVLQcGBnBwcOBSgx6aFn4c1d2jc/+RDdBqteTn5+Pp6TlNMcJkMvHWW2/x//6//y9ZWVliw/S7jmUXZGzBVH+Z+SoomweZ2RZY8/7LVJ/u5Qx7e3uhbiwp8HZ3d4uhVIPBgKur6zRhyLng5ubGSy+9RF5eHnfv3qWpqYkDBw5MK5X4+/vj4OBAQ0PDtCDj4+NjNTCZTCbUajV2dnZ8/PHHjIyMEBwcTFFRESkpKWzbts3q69RqNSUlJURHR8+aXc0HIyMjNDc3s3fv3mm/a21tpba2VhiXScSMnp4eLl++LDxppHtnviU7iXJt7mvjbKdgVDf/HqKzneJLVVg2Go2UlpaKJr8t5aqpfTKpxOrb3wxNmgUfS5zf4jM6KcC4u7uTkJAwLcCcOnWKP//zP+fChQuLHo/4OuErF2SGh4cpKCjAzc1twQrKUsCYrfn/RTf4nxXMFXglv3fJzOrevXsWigO2nEsp+5HMt06fPs2WLVtIS0sT50gulxMeHk5jY6MFS6yzs9NioFGj0XD58mXCwsKwt7cnKytLuFfa29vT1tbGwYMHZ2R3tbe3U1lZSWJi4oyDkgtBVVUVCoXCwqkRJu+JnJwc/P39RSNXImbodDra2tpITk4mODhYmFvZOmA7dW7EfPL9f7+wkj94v2ze3+N/v2D9vH0RMBqNFBcXo9VqSUtLW3A/RPL5+U97vfm34gcLPp4DiYtzB9XpdBQUFODq6jpN689kMvH+++/zX//rf+XcuXNs27ZtUZ/1dcOyCzKzLeZdXV2UlJQQERExjS44X8zGMPu6BBhzdHZ2Ul5eLthQkjaVpL5bWlpqQRyYq9Tj5+fHa6+9xp07d8jJyaG+vp59+/aJxTE8PJwrV64IV0YpozIXcLx+/ToGg4H9+/fT19dHbW0to6Ojgmb82muvWbXZNplMNDU10dDQQEpKypIr2FZWVhIZGTmN4FBeXm6Vsjw0NCQ0tnbv3o1cLic2NnZan8zNzU0EHHPtL2mmR61WWx1M3Bztw0p/Zyq7bC/5JAQ4L4mG2UJgMBgoLi5mYmKCtLS0Jcmm7OzssFPI0BnmP95gp5Atquk/MTFBfn4+zs7OVsVkz5w5ww9+8AM++ugjq0PIv+tYdkHGGswVlJOTk5dk12otyCzHBv9iIcmVNDQ0sHr1akEXNicOREdHiwVRmhdxc3MTAWemYTmlUsmOHTuIjIzk8uXLvP322+zevZu4uDghm9HU1MTKlSvp6enBaDSKa1dZWUlVVRWHDh1CrVZz7tw5HBwc0Gg0ODo68sorr1gNdBIjrrOzk7S0NCGmuFTo6+ujs7Nzmq7dTJRlvV7P+fPnUSqVHDp0SJRUzc2tIiIiRJ+sp6eH+vp64QLq7e1NW1sbw8PDrF27dsbS75nfT+eFf82zKdAkBDjzyXfSF3EWFg6DwUBRUREGg4HU1NQlLdf95Eg8PzxTOe/X/c+DMXP/0QyQAoyTkxNJSUnTSubnz5/nu9/9Lu+//75Vjb3/wFcgyBgMBkpLSxkYGGD9+vVLtqhMLZeZD1jC8m3wzwdGo1HskNPT06eJD5pjKnFArVYLerSjo6Ngqrm5uVn1knnzzTe5du0an332GYmJiezcuRMfHx9qahpoMHhSXFHNqMkBDw8PhoeHyc7OJj4+HpPJxJkzZ4QBV2pqKgUFBeTl5U2ra0uinYODg6Snpz8T3/rKykrs7OymzbY8fvyY8fHxaZTlGzdu0NPTwyuvvDLr8Zj3ySRJ/e7ubgoLCwXjbmhoCJVKNWPZ8szvp3P3qZo/PlNptUfjbKfg/7yYQGbU9Ozvi4Ber6eoqAiTyURqauqSmwHuSfAn5EY9LQO2i+j6OoB9dwX5+R2CnGHrfTMxMUFBQQH29vYkJydPCzBZWVl8+9vf5tSpUxw+fHhe3+V3CctOVsZoNAofb2sKykuFBw8eEB0dLZwYzRlkX5UG/2zQ6/WUlJSg1WpJSUmZdbZlrveRGts9PT3I5XKR4Xh5eVmcK5PJRHl5OTdu3KADL66OBKE1ypg61+Ak07PHpZlDGxK4e/euMPU6cuQI/v7+PHr0iLt371pI/EtqDhMTE6Smpj4TpV2JHbRixQqLXeng4CBvvfUW6enpFj2m4uJirl27JkgA84G0IBsMBqKioujv7xf0XXOZm5mu28TEBDm1fTztGSXa15ntMV5fapNfr9dTWFiITCZb0IzSfLDnHx/aFGhCPe258p8yGBsbE1I3fX19ODk5iZknd3d3q8+7Xq+noKBAOI1O/Ztr167x6quv8qtf/YqTJ08u2Xf7OmLZBpmZFJSXCo8ePSI0NJTAwMCvXf9lfHycoqIi8YAs1Y7SaDSKxbCnp4eJiQkL4oC0yD3/i0fUqs2ZQNMl6eWYeE5VS5BiiKioKPbv3y8WVJPJxGeffUZDQwOvvvoqrq6uFBYWLvn3mYrOzk5Onz7Niy++KCwPAD777DNaW1v59re/LYJbe3s7H3zwAcnJyezatWtenyOxI6XvY74gT6XvTnUBXY7358TEBIWFhSiVymnf51nhakUXPzpXZbVHY6eQ8dOjK3lu5XR3UWnTJClIS3YbUulSpVKJgKlQKKx+n1u3bnHixAl+/vOf89prry3La7KcsCyDTFNT04wKykuFvLw8AgIChEvm1yXADA8PU1hYiLe395IMJc4EaYiuu7ubnp4eRkdH8fLy4i8faqjrm7DlHQCIdTXy6R/tmHbuza0BYmNj8fb2fiabDXPcvHmTyspKvvvd74rPaW1t5f3337fIVkZHRzl16hRubm68/PLL81pUza2frZVgzGHuAqpWq1EqlSLgTM0ivyxIJSU7OztWrVr1hQQYc+h0OrLKe6juHiXOz5kDibbbZJiTX6R72N3dHa1Wi52dHWlpadO+z927d3nxxRf52c9+NqMy93/AEl/+XToF/f39VFRUsGbNGsLDw5+ZRbJCoWBkZAS9Xv+1CTC9vb1CbjwhIeGZLkLSEF10dDQZGRlkZmZSr3H49wBjy75l8nzXDCu4V9c77bd2dnY899xzYmblWQcYqX8VHx8vPsdkMnHz5k0CAgIEZdlgMHDhwgWMRiPPP//8vBZVjUbDkydPcHd3nzPAwOQ5CAwMZNWqVWzbtk0wmyorK7l16xbFxcW0t7dPc9H8oqDT6cjPz8fe3v4Ly2Cmws7OjqMpQfzpnliOpgTNq4wqkV+kezgjIwOdTsfExATDw8M8evSI6upq7t+/j1ar5dGjR5w4cYK//du/feYB5s6dOxw6dIgVK1Ygk8k4d+7cnK+5desWqamp2NvbEx0dzdtvv/3Mjm8+WHZBxtPTk82bN8+ohbRYSA1+X19fOjs7uXfvHuXl5XR3dy9KmfnLRltbG0VFRcTHx8/LWnip4OTkxE/uScHC1s+e/Ls/tsIY6u3t5enTp2RkZNDV1cWDBwufkbAFLS0tjI6OWszklJeX09XVxfbt28X5vH37Nm1tbTz//PM2uYVKGBkZIS8vDx8fnwVtAORyOd7e3sTHxwsLBhcXF5qbm7lz5w55eXlWBSmfFaQA4+joyKpVq5ZFVrUYGAwGqqursbOzY/PmzWzbto2YmBh0Oh2vv/46wcHBnDhxgsOHD/PSSy898+drdHSU1atX88///M82/X1DQwMHDhxg+/btFBUV8YMf/IBvf/vbXL169Zkepy1YduwymUy2pA1+c5g3+KVSmSQyWVNTg1arFT0GHx+fL7WRaiskd8GWlpZnMjNiKyYmJhY0lQ7TJemlmZ6VK1eKndzdu3eF2u2zgKT3JqkNS5Tl+Ph4QVmuqKggPz+fnTt3zsvCWZK9CQkJWZINgEwmw9XVFVdXV6Kioiz8hyQZIamsNh8XUFshTb67uLhYpfV+1WA0GikpKUGv11uw4vz8/PDz8+Ojjz7i937v9wgPD6eyspKAgAA2bNgg7MGfBfbt28e+ffts/vt/+Zd/ISIigr//+78HJmWg7t27x89+9rNZbc6/CCzLIPMsMNOA5dRZka6uLhobGykvLxfDiX5+X65v+EyQKL0DAwNiZ/tlIbt6eslrPrhW2c2BVUHCdsB8pmf9+vV0dXWRlZU144DmYqDX66mpqSE1NVXcF48fP0ar1Qpju+7ubq5evUpCQgIpKbYLNfb19VFcXExkZOQ0l8+lgrn/kDkbsKioCMDCDmKxJS1JfViSVvm6BBidTmeVdl1WVsbRo0f5wQ9+wJ//+Z8jk8loa2vj0qVLS6oysVg8fPhw2iDonj17+MEPfvDlHJAZll2QeRYwz2Bm6r+YD89FRUUxNjZGd3e3MGeS7JD9/PzmrZX2LCD5phgMBtatW/fMsj9b0dg7tqjX33xSidtgPTqdjlWrVokAA5PXZt++fRbWAEv5fRsaGtBqtaJUNjAwQF5eHuvWrcPd3R2NRsO5c+fw8vJi9+7dNm+EJN+fuLg4goKWRgF4LpjLCJm7gNbW1gpVB2suoLZA8k/x9PScpt31VYSkrTY+Pm5VmaCyspKDBw/y3e9+VwQYgKCgIL7zne98GYc8Izo7O4VFhgRp9koacP6ysCyDzGLcMadioR4wTk5OhIeHi+HE7u5uuru7qa2txcXFRQScLyN70Gg0FBYW4uTk9MxnEmxF+ALcOM3hahpjYmJyXqa4uFg4VPr5+eHs7CysAU6fPk1WVhZHjx5dskWuoqJC0LBhsunq6OjIunXrMBqNZGVlodVqOXHihM0lVKnkl5SUNO3h/6Jg7gJqLnNjzQXUxcVl1vMpkRYk1uLXIcCUlZUxNjZmNcDU1NRw8OBBvvnNb/I//sf/+Mp/3y8TyzLILAWmTvAvhkFmb29vYYcsyeg3NDTg4OAgAo61afilxuDgIEVFRfj7+0/zsvgysStuMSUsE3Zd1bSq/Dl06BDOzs5CcaChoQF7e3sxAHrgwAHOnj3L/fv3l0TpVqvVUldXJ96rpaWF6upq9u3bh52dHffu3aOxsZEXXnjBqp20NbS2tlJTU2NR8lsOmOoCKs2KNDQ0COsCX19fPD09LcpgksWwr6/vsrrnFgppaFiyH5haCq+vr+fgwYO89NJL/M3f/M1XoiQYEBBAV1eXxc+6urqE4duXia9lkHmWE/wqlYoVK1awYsUKDAaDWAwLCgrEHIOfnx8eHh5LfnN2d3dTVlZGVFTUM6vvLxQqlWrBkvSOChmvvvoSV69e5Z133mHHjh0kJyeLcyz1GCQHxdjYWB4+fCgWvcWgtrYWg8FAfHw8RqPRgrJcW1vLw4cP2bJli8Vw5myQdOJSUlLm5XH0RcPOzs7iPpZsvcvKyjAajUI92snJieLiYvz9/ac5QH4VIQWY4eFhq+rQkn3F4cOH+d//+39/JQIMQEZGBpcuXbL4WXZ29qKcWZcKyzLILKZcZp7BPOv5F4VCYVH/7uvro7u7m9LSUkwmkwg43t7ei75ZpYZ4YmLil1Z+mQsLlaT/+xcSCA3144033iAnJ4erV69SV1fHnj17hOGan5+f6DF0dXWhVqu5ePEivb29hIeH4+vruyA2YGVlJcHBwbi5uVFaWkp3dzevvPIK/f39XLp0iZiYmGlimdYgsfxaW1ufiXDns4RCoRBZjPmAYn19PWNjYzg4OODg4MD4+PiXviteDEwmExUVFQwODlo1UGtra+PAgQPs3r2bf/qnf/pSA8zIyAhPnz4V/93Q0EBRURFeXl6EhobyZ3/2Z7S1tXHq1CkA/vAP/5B/+qd/4k/+5E/41re+xc2bN/noo4/Iysr6sr6CwLKb+IfJprZU5poPlotEv8lkYmBgQPRxJPkVf39/m31bzN+rpqaGjo4OUlJSrDpDLifYqhQsIcHfmU9+31IxuLa2lqtXr4qG/1SxSpgsc50+fZqJiQmSk5MZHx/H09NTLJa2LIajo6P84he/4LnnniMhIYFf/epXhIWFsXv3bt59911MJpNNDpcmk4nq6mq6u7tJS0ubUbX6q4Th4WHy8/MJCAjA0dERtVpNf3+/cAGVXFa/KpmNZKfQ29vL2rVrp2nCdXZ2snfvXjIyMvj1r3/9pfc5b926xfbt26f9/I033uDtt9/mzTffpLGxkVu3blm85oc//CEVFRUEBwfz3//7f+fNN9/84g56BnxtgsxCG/zPGubyK93d3Wg0Gry8vPD398fHx2dWarTBYBDWtSkpKc9EdfhZYO5AYwJkVgOMhJGREa5cuUJDQwNr1qxh27Zt0zKV/v5+Tp8+TXBwMHv37hU9hv7+fqH5JZEzrN0PBQUF5OTk8L3vfY+8vDzy8/P51re+xa1bt2hsbOTVV1+dky5tNBqpqKhgYGCAtLS0r/ROX4IUYEJDQy0CvLkLqFqtFlbakszNl70wzwRpE9DT02PVTqG7u5v9+/ezZs0aTp069cy08X5XsSyDjF6vt3n6fqoHzHKX6B8dHRUBZ3h4GE9PT9HUNt9d6XQ6ioqKkMlk87ZJXg6YWZLehJNKzj8cT5pTkt5kMlFUVMStW7dwc3PjwIED02YT6urqOHv2LJmZmWzcuBFAWPZ2d3fT29srmtp+fn4WqrvvvvsuTk5O7Nixg1//+tesW7cOlUrFnTt3LBSgZ4I0Y6HRaIScx1cdg4ODFBQUEB4ePmsfymg0MjAwIIZAtVqtzS6gXySkSkB3d7fVANPb28uBAweIjY3l/fff/8o9Z18FfKWDzFddon98fFwEnIGBAWEU5uLiIozDEhMTl+0O0RZIkvRPnnZgN9bHyc3znxnp7e0lKyuLnp4eNm7cyLp16yyu9cOHD7l37x5HjhyZNoFt3tTu7u4GEAH97NmzHDx4kJqaGtrb23nuuec4f/4869evt5D0twbJesBgMJCSkvK1WJwk5fP5Do6aTCZBj+7p6WFoaGhGF9AvEpKldUdHB2vXrp1WCejv7+fQoUOEhITw8ccfL5vA+HXDVzbISA1+g8GwrMpjC4VOpxNWvYODg6hUKoKDg/H3959zhmE5Q3I1bW5uJiUlxWYa8FQYDAbu37/P48ePCQoKYv/+/eK9TCYT58+fp6mpadYSl8lkYnBwULAB29raWLVqFUVFRWzZsoW8vDz8/f154YUXZt2wSNL2khT816G80t/fT1FREdHR0YSEhCzqvcxdQPv6+rC3txcB51mwLq1BImK0tbVZtbQeHBzk8OHD+Pj4cO7cua9FFrpc8ZUMMsulwb/U6OzspKKigqioKOzt7enu7katVmNnZycYVs9Ci+pZwWQyUVlZiVqtJjU1dUkGV1tbW8nKymJ8fJydO3cKZWKdTmdzs95kMvHrX/8aLy8v1Gq1uN9MJhN79uwhJCRkxt6KVquloKAAR0dHkpOTv9JZpoS+vj6KioqIjY2dlyabLTCnoKvVaiFOK8ncPKsALTH9rAWY4eFhjh49ipOTExcuXPha9NGWM5ZlkDEYDOj1equ/W64N/sXAZDKJ+YqpkipSuUfybZHJZCLgTB2aW06QbLPHxsZITU1dsDOnNWi1Wm7cuEF5eTlxcXHs2rULR0dH+vr6ePfddwkJCeHIkSMz3htdXV2cOnVKWD1HRkbS3NzMzp07mZiYECwqc1UHmUyGRqOhoKBAlDGX67mfD3p7eykuLv5CpG+kTFLKcmx1AZ0vGhoaaGpqYu3atdM2NqOjoyJTzcrK+lowAZc7vjJB5qvW4LcVko+JWq0mJSUFV1fXWf/WnBptMBgsZnGWy656YmJCeL0/y35FVVUV2dnZKJVK9u3bR3h4uFUigHRM2dW9NPaOYeiqw9BehVI56YnT1dXF/v37hWeMRByQdt8qlQpPT0/UajV+fn5fC1kVALVaTUlJCStXrhTq018knoULaGNjI42NjaSlpU17ljQaDcePH0en03H58uVZn7X/wNLhKxFkpjb4vy4BRq/XU1JSglarJSUlZV47OWloTgo44+Pjy8KmYHx8nMLCQhwcHL4Qp8Th4WEuX75MU1MTaWlpordy7949jh49SgceM7Lc3Bhnj30tW9IS2blzp9X3NxqNtLa2UltbC0wOLppbTi+XwD5fSOKdCQkJy0JNeGpgX4gLaFNTE/X19VaHYcfHxzl58iQDAwNcu3Zt2c+bfZ2wLIOM0WhkYmLSwvfr2n8ZHx+nqKhoSXzrJXaPFHBGRkaETcFC1HYXipGREQoLC/Hy8nqm1s9TYTKZyM/P586dO3h6erJ//34ePHjAzRo1N3TRWDdR+/y2X+nvzJnftz7VLzGuJLFUqdwjBXbz8/xVYSdJqhRfpnjnbDAajfT394ssZ2JiQtCjZ5ota25upq6ujtTU1GkBRKfT8eqrr9LR0UF2dvaX5rn0u4plHWS+rgFmeHiYwsJCoWi71IuxRqMRAWdwcPALsSkYGBigqKiI4OBgoqKivpRr1dPTw8WLF+nv7ydblkLziBRKZjuWycHQyUBjORgq9StmaohLgV2i7UrnWdL8Wo6Q1KGTk5Px8/P7sg9nTphMJkZGRsR5HhkZwd3d3YIeLWWa1gLMxMQEb775JvX19dy4cWNZCZb+rmDZBhmtVvu1a/DD5MJVUlJCWFgYERERz/x7SXTS7u5u+vr6LGwKlmp+QSq9xMTELJr+uljo9Xr+5fw9fl4h3da2f79fnkxic/TkItTV1UVZWRkJCQk29SvM3Sn7+vqE/Iqfn9+C+wtLjY6ODiorK0lOTn5m9ubPGlPPs0qlYmJigri4OIKDgy3Os16v59vf/jbl5eXk5OR8JYLq1xHLMsh88sknjI+Ps2vXrq/0jMhUtLW1UVVVZfPCtdQwn4RXq9VLYlPQ1tZGdXX1shLuTP/J3QWpQTvbKcj70WZhVLfQxViSX5HOs0qlmlFG/4uC9J1Wr1695M6iXxZaWlqoqanB0/P/3955xzV17n/8ExDBlo2giOAAFRysIFSo1lUXK7S2Wltx9bZaR6v2Olu1tuC8lrpwtVdtr1fKEgcVF3FcUAsBFAEVEaPsYQAZhuSc3x++zvkRCSojk+f9evGHSU7yTUzO5zzP830+HzNUV1cDeBHalp+fD19fX6xcuRIpKSlITExU2u9tz5492LZtG4qLi+Hi4oJdu3a90mA1LCwM4eHhEAqF6N69O6ZOnYpNmzZ1aDemqlHLXWRFRUX45Zdf8OWXX+L9998Hj8fDpEmTNMrZtinMxrDHjx/Dzc1NZXPCenp6sLa2hrW1Nbt/gdmYqKurywrOm2yYY9qu8/Pz4erqqjbz3I2NjW0SGACoFUvx4MEDCIXCdr0nPT099OzZEz179mTduZva6DdtHFDGRk4m30ad/p/aS1FREe7fv8/+nhhT2kuXLmHjxo1YtGgRunbtiu+++67DAhBfR0REBJYtW4Z9+/bBy8sLYWFhmDhxIu7evSt3FHXs2DGsWrUKv/32G7y9vXHv3j3Mnj0bHA4HO3bsUErNykAtRzLAiymzjIwMREVFISYmBg8fPsT48eMRGBgIX19fjdmUSFEU7ty5A5FIBDc3N5Ukab4OZqG1pKQEZWVlMjEF8owPGcPBkpISuLu7q1UraHxmMb6NzWnz8fMGAZ9PVIzbddOOwLKyMtYsta1xyG/C48ePkZubC1dXV7XOt2kNzKZleaMyiqKwfPlyXL58GUFBQbh27RqSk5Ph4+MDPp+v0HOGl5cXhg8fjt27d7O12NraYvHixVi1alWzxy9atAjZ2dm4ePEie9vy5ctx48YNXLt2TWF1Khu1HMkAL3zI3Nzc4Obmhp9++gl37txBVFQUdu3ahYULF2LMmDEIDAyEn58fLCws1FJwGhsbWX8rT09PtbWu0NHRgYWFBSwsLNgNcyUlJcjJyWFjCpjWaB0dHWRmZqKmpgaenp5qt1s6v6KuXcfrmForrL2Vw+HAxMQEJiYmGDBgAOv3xUxlvbyg3V6Yjqv22PmoGyUlJbhz506LArN69WrEx8eDz+fD3t4ewIs1Q8ZsVlGIxWKkpqZi9erV7G06OjoYP348kpOT5R7j7e2NP/74Azdv3oSnpyfy8vIQHx+PmTNnKqxOVaC2I5mWYFxVo6OjERMTg4yMDIwcORKBgYHw9/dHjx491EJw6uvrkZaWhrfeektj7UeYzp6SkhI2pkBXVxe6urpwd3dXy93S7R3JhH3ohAmDlb+21NTvq6Kigg1ra2tuC+MgIa/jSlNhWq+dnZ2brZVRFIV169bh+PHj4PP5r3XQ7mgKCwthY2ODpKQkmTTKFStW4PLly7hx44bc43bu3Ilvv/0WNE1DIpFg/vz5CA8PV1bZSkHjfDE4HA4GDRqENWvW4O+//0ZOTg4mTZqE48ePY+DAgZg0aRL27t2LgoICpc3FvkxVVRVu3rwJc3NzuLi4aKTAAC8+ayMjIzg4OLBZKXp6etDT00NycjJSUlIgFArR0NCg6lJZ3h/UvkXtMQNUs2ahr6+P3r17w83NDaNHj4a9vT1rY3P16lVkZ2ejoqLijXKWHj58yO561xaBYToY5TVj0DSNkJAQ/Oc//8GFCxeULjBthc/nIzQ0FHv37oVAIEBMTAzOnDmDH3/8UdWldSgaN5JpCZqm8fjxY8TExCAmJgZJSUnw8PBAYGAgeDwe7OzslDLCKS0tRWZmJuzt7Vtll67O1NbWIi0tDaamphg8eDB0dHSaxRQYGRnJtEarkvZ2l6kTTTcmMlZC3bt3ZzcmNm0cYByvHz9+LNdWRVNh9ivJ62CkaRpbt27Fnj17cOnSJTg7O6ukRrFYjLfeegtRUVHg8Xjs7bNmzYJIJEJcXFyzY0aOHIl33nkH27ZtY2/7448/8MUXX+DZs2da4Y0HaOBIpiU4HA7s7OzwzTff4PLlyxAKhZg5cybOnz8PZ2dnjBo1Cv/617+Qm5ursBGOUChEZmYmhgwZojUCU1VVhb///htWVlYyppAGBgaws7ODh4cHRo0ahd69e0MkEuH69etISkpCbm4uqqurVTKa3PGhk1KPUyTMepmjoyNGjhwJd3d3dOvWDXl5eeDz+RAIBHjy5AkaGhpknIe1TWCcnJzkCswvv/yCXbt2ISEhQWUCAwBdu3YFl8uVWcSnKAoXL16UmT5rSl1dXTMhYWY9tOTaH4AWjWRagqZplJWV4cSJE4iOjkZiYiIcHR3B4/EQGBgIR0fHdo9wmHWioqIiuLkppjNJFTA/8NaMyiQSicxeHD09PZnWaGWtl70+AlqWwT3fRtQ/5EdBqyt1dXVsp5pIJAKHw4GtrS169+6t8tFkR8BEEDg6OqJXr14y99E0jb179yI0NBQJCQmv3IuiLCIiIjBr1izs378fnp6eCAsLw59//omcnBz06NEDwcHBsLGxwaZNmwAAGzZswI4dO3DgwAF4eXkhNzcXCxYsAJfLRUREhIrfTceh9SLTFJqm8fTpU8TFxSE6OhoXLlxA//79ERAQgKCgoDbZt0ulUmRmZuLZs2dwc3NTWzuR1lJUVISsrKx2bRyVF1PQtDVa0dMBbyo0migwDMwFTklJCWxtbSESiVBZWYlu3bqxnWqa0u7flKdPnyItLU1uBAFN0zh06BDWrVuH+Ph4GbdtVbN79252M6arqyt27twJLy8vAMDo0aPRt29fHD58GMCLC7KQkBD8/vvvKCgogKWlJfz9/RESEqI13YBAJxOZl6mqqsKpU6cQExODs2fPolevXuDxeODxeHB1dX3tSVAsFrOtka6urloRwQu8cLN98OBBh+4ObymmgFlbUFRzxNXc8hZcmF+swfwydTC87TVzBzxN02xMRNP8eolEwgaFlZWVQUdHR6ni3l5EIhEEAoFczziapnH06FGsWLECp06dwujRo1VTJOGN6dQi05SamhrEx8cjJiYG8fHxsLCwQEBAAHg8HoYPH97sJMgshjMBVpraQdYUmqZx//59FBYWKnTar6WYAkZ0Olqsa2pqcONGKoQwRb2eMQZYvo0xA8w1+qKASR2trKxkO//k0VTcGUfjpo0D6vYZVFVVQSAQyI2Bpmkax44dw9KlSxEXF9diPANBvSAiI4e6ujokJCQgOjoap0+fhqGhISs4I0aMwPnz5/HXX39h0aJFcHBw0LipCHlQFIWsrCzWmUBZc/qKjil42apfG/6vaJrGnTt3UFVVBS6X+8Y+VzRNo6amhu1Uq62tVUgyZVuprq5Gamoq7O3tYWdn1+z+yMhILFy4EJGRkZg8ebIKKiS0BSIyr6GhoQEXLlxAdHQ0Tp48CV1dXVRXV2PevHkIDQ1VuyvBtsCEp4nFYri5uanUmUBeTAEz1dPa9S6mccHBwUHuSUsTYWyKampqwOVy2/V/xSRTMp8104bOOA4oU5BramqQmprKXgy8zIkTJ/CPf/wD//3vfxEQEKC0ugjth4jMG0LTNDZt2oSQkBCMHTsWN2/ehFQqhZ+fH3g8HkaPHq0xoVVNEYvFSEtLQ5cuXdodntbRtCemgNmvJK8zSVOhKAqZmZmora2Fu7t7h14MiMVitiuwoqICBgYGrLgrunHg2bNnSElJYeMvXub06dOYM2cOjh49ig8//FBhdRAUAxGZN+Snn35CeHg4zpw5A1dXV0gkEly9ehWRkZGIi4tDXV0dpkyZgsDAQIwfP17lUw9vArOj3MjICEOHDlXrBeHWxBQwuSlDhw7VmgwRiqJw69YtNDQ0wN3dXaEXNE0dusvLy9muQCYKuSPXH589e4bU1FQ27O5lEhISMHPmTBw6dAjTp0/vsNclKA8iMm9Ifn4+dHV15YZySaVSJCUlITo6GrGxsXj69CkmTZoEHo+H999/Xy33LNTU1EAgEKBHjx4YNGiQRq1VND0JlpWVycQUPHv2DLm5uVqVm8I4kj9//hxcLlepU7RM4wAzomSikBnD1PbUUltbi5SUFNjY2MDBwaHZ/YmJiZg2bRr27t2LmTNnatR3lPD/EJHpYCiKws2bN1nBKSoqwoQJExAYGIjJkyerxU7syspKZGRkaMViOGO7UlpaiqKiItZ2pXfv3h1+1a0KpFIpMjIyIJFI4ObmptI1QHlRyGZmZuy0WmtG73V1dUhJSYG1tbXc5pmrV69i6tSpCAsLw9y5czX6O9rZISKjQCiKQnp6OpuJ8+jRI4wfPx4BAQEqy8RhYoUdHR2bbXLTVGiaRm5uLgoKCjBw4ED2RCgWi2ViCtRpvelNkEqlSE9PB0VRcHNzU7v66+vr2RGOSCR64zWz+vp6pKSkwMrKCgMHDmz2uOTkZAQFBWHz5s1YsGABERgNh4iMkqBpGpmZmazg3Lt3TyYTx9zcXOE/psePH+P+/fsanfH+Msx+kYqKCpn4gaZX3Uy7LjPNY2lpqfZNGhKJBOnp6QAAV1dXtROYl2EaB8rKylBeXg59fX12hNPUTogRGEtLS7nTtCkpKQgICMAPP/yAJUuWEIHRAojIqAAmWZLJxLl16xZGjhwJHo8Hf39/WFlZdeiPi4l/fvLkCVxdXbXGsoJp562urn7tfhEmIKy0tBTV1dUwNTVlr7rVrUlDIpEgLS0NOjo6cHV11bgpv5fthADA0tISpqamyMvLQ/fu3eV6Bqanp8PX1xdr1qzBt99+SwRGSyAio2IYe/aoqCjExsYiJSUF3t7eCAwMREBAAHr16tWuHxtFUcjJyUFFRYXaxj+3BalUilu3buH58+et7rZqaGhgBefp06dqFVPQ2Ngo01KuaQLzMjRNQyQSoaioCIWFhQDATmE2dXfIzMzE5MmTsWzZMqxZs0ZpArNnzx7Wa8zFxQW7du16pdmmSCTC2rVrERMTg8rKSvTp0wdhYWGYMmWKUurVRIjIqBE0TUMoFLKZOMnJyRg+fDgCAwMRGBjY6kwcqVSK27dvo76+Hm5ubmp3xd5WmKkkmqbb7RnHTPOUlJSwxpKM4BgZGSn1arqxsRGpqanQ19eHs7OzxgsMw/Pnz5GSkgITExP06dOHFfikpCTExMTA29sbERER+Oqrr7BhwwalfeYREREIDg7Gvn374OXlhbCwMERGRuLu3btyW9/FYjF8fHxgZWWFNWvWwMbGBo8ePYKpqSlcXFyUUrMmQkRGTaFpGoWFhYiNjUV0dDSuXbsGFxcXVnDs7e1f+WNkroi1zbyT2Tyqp6fX4Vf6jLFkSUmJ0mMKmIx4Jq5bnfcstQaxWIyUlBTW46/pZ/jo0SPs378fcXFxEAqFcHZ2Zg1qnZ2dFS42Xl5eGD58OHbv3g3gxajf1tYWixcvxqpVq5o9ft++fdi2bRtycnK05vekDIjIaAA0TaO0tJTNxOHz+XBycmJTP19eQG1oaIBAIGBPWNpyRcy8r7ffflvhJ2KKomT24igypoARmLffflvtN8W2hqbva9iwYc1EIy8vD5MmTcJHH32EtWvX4uzZszhx4gRu3bqFnJwchX4ObUmynDJlCszNzfHWW28hLi4OlpaWmDFjBlauXKk1vzFFQERGw6BpGpWVlWwmzsWLF2Fvb89m4tTX1+Prr79GWFgYhg8frjWLp/X19UhNTYWZmRmcnJyUeiKWF1PQtDW6PSeY58+fIzU1FUZGRm3KM1JXmKm/bt26yb0gePToESZNmgQ/Pz/s2rVL5n6KohT+ORQWFsLGxgZJSUkyyZUrVqzA5cuXcePGjWbHODo6Ij8/H59++im++uor5Obm4quvvsKSJUuwfv16hdaryah3XyShGRwOBxYWFpg7dy7mzJkjk4kzcuRI6Orq4r333oOuri5omtYKkXn27BnrTiBvX4Wi0dHRgbm5OczNzTFo0CA2piA3NxeZmZkyrdGtmUZpaGhAamoqTExMmk0laTKMwBgYGMgVmIKCAvj6+mLixInNBAaA2gotRVGwsrLCgQMHoKurCy6Xi4KCAmzbto2IzCsgIqPBcDgcmJqaYubMmTAxMcH58+cxbdo01NTUYMqUKejevbtMJo66/nhfRVVVFdLS0mBra4v+/fur/ETM4XBgYmICExMTDBgwgN2LIxQKkZWVBTMzM3Yd51UGlszIzNzcHE5OTip/Xx0F037NNC+8/J0rLi7GlClTMGrUKISHh6vsO8mMQEtKSmRuLykpQc+ePeUeY21tDT09PZmRq5OTE4qLiyEWi9V+75WqICKjBdy+fRszZszA0aNH8cEHHwB4Ydtx9uxZREdHIygoCEZGRggICEBgYCBGjBihEXPIjP1N//790adPH1WXIxdDQ0MYGhqif//+bExBcXEx7t69C2NjY1ZwmsYUMBsSW9ovoqlIJBIIBAK2/fplASktLYWvry88PT1x6NAhlX4Hu3btCi6Xi4sXL7JrMhRF4eLFi1i0aJHcY3x8fHDs2DGZ6bx79+7B2tqaCMwrIGsyWkJeXh769+8v976GhgacP3+ezcTR19eHn58fgoKC4OPjo5adMmVlZbh9+7bcjHdN4OWYgrfffpt1jM7KykLPnj1VMvWnKKRSKQQCQYsbSMvLy+Hr6wtHR0ccO3ZMLb5zERERmDVrFvbv3w9PT0+EhYXhzz//RE5ODnr06IHg4GDY2Nhg06ZNAF44ZgwZMgSzZs3C4sWLcf/+fcydOxdLlizB2rVrVfxu1BciMp0MsViMxMREREVFIS4uDjRNw9fXF0FBQXjvvffU4oqsuLgYd+7cwdChQ9GjRw9Vl9NumJiCwsJCVFZWokuXLrCxsVFKVosykEqlSEtLAwC4ubk1E5inT5/Cz88PdnZ2iIyMVIvvGMPu3bvZzZiurq7YuXMnvLy8AACjR49G3759cfjwYfbxycnJWLp0KdLT02FjY4N58+aR7rLXQESmEyORSHDlyhU2E6e+vh6+vr7g8XgYO3asSjZvPnnyBPfu3YOzszO6d++u9NdXFExuirW1NUxMTFBWViYTU2BpaQkzMzONWzdrauLp7u7e7GRbVVWFgIAAWFpaIjY2VqWpqwTVQESGAODFyeJ///sfG1FQVVUlk4nT2ujjtpCfn4+HDx/C1dUVZmZmCn89ZcFEC7/cvNA0pqC0tBQ0TbPhYBYWFmp/dcy4jEskEri7uzcz8aypqQGPx4OhoSFOnTqlNY4ThNZBRIbQDIqicOPGDVZwSkpK2EycSZMmdXgmTlMDT3d3dxgbG3fo86uS6upqCASCFqOFGWiaRlVVFSs4TEwBIzrq5sLMBKmJxWJwudxm9dXW1uLDDz+Ejo4Ozpw5o3JPOILqICJDeCUURSEtLY2NKBAKhRg/fjwCAwMxZcqUdq8pMI7UpaWl4HK5WnUyqqqqgkAgQL9+/dC3b983Pq6lmALGcUDVaxpNo6DlJXXW19fjo48+glgsxl9//aUWQX0E1UFEhvDGMJk4kZGRiImJwf379zFmzBjweDz4+vq2OhOHoihkZWVBJBKBy+WiW7duCqxeuYhEIqSlpcHe3h52dnbteq66ujpWcJrGFFhaWir9M6MoijVdlScwDQ0N+OSTT1BVVYWEhASYmJgotT6C+kFEhtAmaJpGTk4OG1Fw+/ZtjBo1is3EsbS0fKXgNHWIdnd316oF4adPnyItLQ0DBgyAra1thz63KmMKKIpCZmYmamtrweVym42oxGIxPvvsMxQXF+P8+fNata5GaDudSmRakx1x8OBBHD16FJmZmQAALpeL0NDQV2ZNdFaYNRVGcAQCAUaMGAEej4eAgABYW1vLCI5EIkFGRgakUqnKc+s7msrKSqSnp2PgwIHo3bu3Ql+LiSkoLS1FRUWFQmMKaJpmA+I8PDyaCUxjYyNmzZqFhw8f4tKlS7CwsOiw1yZoNp1GZFqbHfHpp5/Cx8cH3t7eMDAwwJYtWxAbG4s7d+5o5OZAZUHTNB49esRm4ly/fh2enp5sRIGBgQHmzp2LxYsXY9y4cWq3oN0eKioqkJGRAUdHR/Tq1Uupr83EFDCu0R0ZU0DTNDut6eHh0WzUKZFIMG/ePGRlZSExMVHu74nQeek0ItPa7IiXkUqlMDMzw+7duxEcHKzocrUCJhMnJiaGzcQxNzeHra0twsPDtcoUknEocHJygrW1tUproSiKjT8uLS0FAFZwWhtTQNM0srOzUVlZCQ8Pj2ZtyFKpFPPnz0dqair4fH6Lvl+EzkunEJm2ZEe8TE1NDaysrBAZGQk/Pz8FVqud5OfnY+zYsbC0tISxsTEuX76MwYMHs5k4mmyxUlpaiszMTAwZMkTtHAqY+GNGcCQSCRtTYGFh8cqRJLPuVlFR0aLALFmyBNeuXQOfzycjfIJctGeu4hWUl5dDKpU2OwH06NEDOTk5b/QcK1euRK9evTB+/HhFlKjViEQijBw5EgEBAdi1axc4HA4qKyvZELbNmzfDwcEBgYGBCAoKUnpeTHsoKSlBZmYmhg0bppbTRBwOB2ZmZjAzM8PAgQNRU1OD0tJSPHjw4JUxBUxreXl5uVyBoSgKy5cvB5/PJwJDeCWdQmTay+bNm3H8+HHw+Xyya7kNmJqa4siRIxgzZgw7WrGwsMC8efMwd+5cVFVV4eTJk4iJicHPP/8MW1tbVnDk2cWrC4zHmrOzMywtLVVdzmvhcDgwNjaGsbExHBwc8OzZM5SVlTWLKbC0tIRQKERpaSk8PDyatUlTFIVVq1bh7NmzSExMVFuHbIJ6oJ6/3g6mLdkRDNu3b8fmzZtx7tw5ODs7K7JMrWbs2LFyp8OYTJzg4GCcOHECJSUl+OGHH5Cfn48JEyZg2LBhWLNmDW7evAmKolRQuXyKioqQlZUFFxcXjRAYeRgaGqJfv35455134OPjA0tLSxQXF+Pq1asQCoVyfxsURWHdunWIjY3FhQsXYG9vr7R69+zZg759+8LAwABeXl64efPmGx13/PhxcDgcmalygvLoFGsywIuFf09PT+zatQvAix+LnZ0dFi1a1OLC/9atWxESEoKEhAS88847yiyXgBfWJEwmzpkzZ2BiYsJm4rzzzjsq8/YqKCjA3bt34eLionWturm5uXjy5Ans7OwgEolQWVkJfX19nD59GjweD+fPn8fhw4dx6dIlDB48WGl1tbY7lCE/Px/vvvsu+vfvD3Nzc5w4cUJpNRNe0GlEprXZEVu2bMG6detw7Ngx+Pj4sM/DhFQRlEt9fT2biXPq1Cno6+vD39+fzcRRVis04xLt6uoKc3NzpbymssjLy4NQKISHhwf7HW9sbMTdu3exevVqJCUlgaZpTJ8+HV9++SW8vLyUNpXZlu5QqVSKUaNGYe7cubh69SpEIhERGRXQKabLAGDatGnYvn071q1bB1dXV6Snp+Ps2bNsM4BQKERRURH7+PDwcIjFYkydOhXW1tbs3/bt21X1Fjo13bp1Q0BAAI4cOYLi4mL8+9//BkVRCA4OhoODAxYuXIgLFy5ALBYrrIbHjx/j/v37cHd31zqBefjwYTOBAQA9PT0MGTIEY8eOhZGREUJDQwEAvr6+6N27N27fvq3w2sRiMVJTU2WabnR0dDB+/HgkJye3eNzGjRthZWWFefPmKbxGQst0mpEMQTuRSCS4fPkym4nz/PlzNhNnzJgxHdao8ejRI+Tl5cHNzQ2mpqYd8pzqAhOx4OHh0czMkqZp7NmzB5s2bUJCQgLreNHY2IgrV67A29tb4f5phYWFsLGxQVJSEkaMGMHevmLFCly+fBk3btxodsy1a9cwffp0pKeno3v37pg9ezYZyaiITjOSIWgnXbp0wbhx47Bv3z48efIEsbGxMDMzwzfffIN+/fph7ty5OHnyJOrq6tr8Gvn5+cjLy4O7u7vWCYxQKMTDhw/B5XLlCszBgwcREhKCM2fOyFgq6enpYdy4cWppalpTU4OZM2fi4MGDWhV8p6mQkQxBK6EoCtevX2czcUpLSzFx4kQ2E+dN19WYdQp5J2FN5/Hjx8jNzYW7u3szt2SapnHkyBGsWrUKp0+fxqhRo1RUZes3U6enpzeLgWY6E3V0dHD37l2ldsV1dojIELQeiqIgEAjYTJwnT57IZOIYGxs3a69uGqSmjQLDNDDIG53RNI1jx45h2bJliIuLw9ixY1VTZBNa0x3a0NCA3Nxcmdu+++471NTU4JdffsHAgQNVnsnTmSDTZWoC2QOgOHR0dODh4YHNmzcjJycHycnJcHFxwY4dO9C3b19MnToVR48eRWVlJWiaBkVR+PXXX/HkyRO56xSaTkFBAe7duyd3fYmmaURGRmLp0qWIjIxUC4EBgGXLluHgwYM4cuQIsrOzsWDBAtTW1mLOnDkAgODgYKxevRoAYGBggKFDh8r8mZqawsjICEOHDiUCo2TIjn81ICIiAsuWLZPZAzBx4sQ32gPw7bffYuTIkUqsVrPR0dGBi4sLXFxcsHHjRmRnZyMqKgr79+/HkiVLMHLkSHTt2hV///03+Hy+1rWrFxYW4u7du3B1dZWb9xIXF4eFCxfi+PHjmDRpkgoqlM+0adNQVlaGdevWobi4GK6urs26Q9XVGaKzQ6bL1ACyB0D10DSN+/fvY9asWcjIyICxsTEGDRqEwMBAuZk4mkhRURGys7Nb3ER6+vRpzJkzB7///js++OADFVRI0EaI9KsYsgdAPaBpGjt27GD9yK5fv46AgABER0fD0dEREyZMwK5duyAUCqGJ12UlJSXIysqCs7OzXIFJSEjAnDlz8NtvvxGBIXQoRGRUzKscoouLi+Uec+3aNfz66684ePCgMkrsFDBmkVeuXEG/fv3Qt29fLF++HNeuXUN+fj6mTZuG+Ph4DBs2DGPGjMHPP/+MvLw8jRAcJorA2dlZbktvYmIiZs6ciX379uHjjz9WQYUEbYaIjIZB9gAoBmNjY0RHR8PW1lbmdg6Hg969e2PJkiXg8/l4/Pgx5syZg8TERLi5ueHdd9/F1q1bcffuXbUUHCZMbdiwYXKNPK9evYrp06dj586d+OyzzzR+SpCgfpA1GRVD9gBoJjRNo6KiAnFxcYiKisKlS5cwYMAAmUwcVZ+wy8vLkZGRgaFDh8oNU0tOTkZQUBC2bNmC+fPnq7xegnZCREYNIHsANBsmfZLJxDl37hzs7OzY1E9VZOJUVFQgIyMDgwcPlmvZ//fffyMwMBAbN27E4sWLicAQFAYRGTWgtQ7RL0N8mdSL6upqnD59GjExMTh79iysrKwQEBCAoKAgcLlchQtOZWUl0tPT4eTkBGtr62b3p6Wlwc/PD2vXrsXy5cuJwBAUCtknowaQPQDahbGxMWbMmIEZM2agtrYWf/31F6Kjo+Hv7w9TU1MEBASAx+PBy8urwzNxnj59ivT0dDg6OsoVmNu3byMgIAD//Oc/icAQlAIZyRAISqK+vh7nzp1DdHQ0Tp8+DQMDAzYTx9vbu92ZOCKRCAKBAIMGDYKNjU2z+7OysjBlyhR89dVXWL9+PREYglIgIkMgqACxWIwLFy4gOjoacXFx0NHRgZ+fH4KCgljXgdYgEomQlpYGBweHZh1yAHDv3j1MnjwZs2fPRmhoKBEYgtIgIkMgqJjGxkZcvnwZUVFROHHiBMRiMfz8/BAYGIixY8dCX1//lcdXVVVBIBDA3t4ednZ2ze5/8OABJk+ejGnTpmHbtm1k6pWgVMi3jfBGtNbAUyQSYeHChbC2toa+vj4GDhyI+Ph4JVWrWejp6WH8+PHYt28fCgoKEBMTAxMTE3z99dfo168f5s2b12ImTnV1NQQCAfr37y9XYPLz8+Hn5wcej0cEhqASyEiG8FoiIiIQHBwsY+AZGRnZooGnWCyGj48PrKyssGbNGtjY2ODRo0cwNTWFi4uLCt6BZiKVSmUyccrLyzFhwgTweDxMnDgRd+7cQUhICH7++We5e6MKCgowYcIETJgwAeHh4URgCKqBJhBeg6enJ71w4UL231KplO7Vqxe9adMmuY8PDw+n+/fvT4vFYmWVqPVIpVL65s2b9IoVK+gBAwbQ+vr6tKGhIf3xxx/ThYWFdG1trczfgwcPaAcHB3r27Nm0RCJRer27d++m+/TpQ+vr69Oenp70jRs3WnzsgQMH6HfffZc2NTWlTU1N6XHjxr3y8QTNglzaEF5JWww8T548iREjRmDhwoXo0aMHhg4ditDQUEilUmWVrXXo6Ohg+PDh2LJlC06cOAFDQ0NwuVzcvn0b/fr1w9SpU/H777+jsrISpaWl8PX1haenJw4dOtThbdKvg4muWL9+PQQCAVxcXDBx4kSUlpbKfTyfz8cnn3yCxMREJCcnw9bWFhMmTEBBQYFS6yYoCFWrHEG9KSgooAHQSUlJMrf/85//pD09PeUeM2jQIFpfX5+eO3cunZKSQh8/fpw2NzenN2zYoIyStZr8/Hza2tqaXrt2LU1RFE1RFJ2ZmUlv2LCBdnFxobt06UIbGhrSAQEBdGNjo0pqbO3I92UkEgltZGREHzlyRFElEpQIGckQOhyKomBlZYUDBw6Ay+Vi2rRpWLt2Lfbt26fq0jSenj17YvPmzfjxxx/B4XDA4XAwZMgQrF+/Hmlpabh16xbef/99REREtHvfTVtoa3RFU+rq6tDY2Ahzc3NFlUlQImTHP+GVdO/eHbq6uigpKZG5vaSkRK4nFgBYW1tDT09PZprGyckJxcXFEIvFxFutHejr6yM4OFjufRwOB05OToiJiVFyVf/Pq6IrcnJy3ug5Vq5ciV69eskIFUFzISMZwivp2rUruFwuLl68yN5GURQuXryIESNGyD3Gx8cHubm5rDs08GIzoLW1NREYwivZvHkzjh8/jtjYWBgYGKi6HEIHQESG8FqWLVuGgwcP4siRI8jOzsaCBQtQW1uLOXPmAACCg4OxevVq9vELFixAZWUlvv76a9y7dw9nzpxBaGgoFi5cqKq3QFASbRn5Mmzfvh2bN2/GuXPn4OzsrMgyCUqETJcRXktrDTxtbW2RkJCApUuXwtnZGTY2Nvj666+xcuVKVb0FgpJoOvJl8pGYke+iRYtaPG7r1q0ICQlBQkICPDw8lFQtQRmQzZgEAqFDaW10xZYtW7Bu3TocO3YMPj4+7PMYGhrC0NBQVW+D0EGQkQyBQOhQWjvyDQ8Ph1gsxtSpU2WeZ/369diwYYMySycoADKSIRAIBILCIAv/BAKBQFAYRGQIWkNrnaLDwsIwaNAgdOvWDba2tli6dCkaGhqUVC2B0DkgIkPQClrrl3Xs2DGsWrUK69evR3Z2Nn799VdERERgzZo1Sq6cQNBuyJoMQSvw8vLC8OHDsXv3bgAv2mZtbW2xePFirFq1qtnjFy1ahOzsbJlNpsuXL8eNGzdw7do1pdVNIGg7ZCRD0Hja4pfl7e2N1NRUdkotLy8P8fHxmDJlilJqJhA6C6SFmaDxtMUva8aMGSgvL8e7774LmqYhkUgwf/58Ml1GIHQwZCRD6JTw+XyEhoZi7969EAgEiImJwZkzZ/Djjz+qujQCQasgIxmCxtMWv6zvv/8eM2fOxOeffw4AGDZsGGpra/HFF19g7dq1JKqYQOggyC+JoPG0xSm6rq6umZAw0QSkF4ZA6DjISIagFSxbtgyzZs2Ch4cH65f1slN0U78sf39/7NixA25ubvDy8kJubi6+//57+Pv7Kz2umEDQZojIELSC1vplfffdd+BwOPjuu+9QUFAAS0tL+Pv7IyQkRFVvgUDQSsg+GQKBQCAoDLImQyAQCASFQUSGQCAQCAqDiAyBQCAQFAYRGQJBiVy5cgX+/v7o1asXOBwOTpw48dpj+Hw+3N3doa+vDwcHBxw+fFjhdRIIHQURGQJBidTW1sLFxQV79ux5o8c/fPgQvr6+GDNmDNLT0/HNN9/g888/R0JCgoIrJRA6BtJdRiCoCA6Hg9jYWPB4vBYfs3LlSpw5cwaZmZnsbdOnT4dIJMLZs2eVUCWB0D7ISIZAUGOSk5Nl3KUBYOLEiS26SxMI6gYRGQJBjSkuLpbrLl1dXY36+noVVUUgvDlEZAgEAoGgMIjIEAhqTM+ePeW6SxsbG6Nbt24qqopAeHOIyBAIasyIESNk3KUB4Pz58y26SxMI6gYRGQJBiTx79gzp6elIT08H8KJFOT09HUKhEACwevVqBAcHs4+fP38+8vLysGLFCuTk5GDv3r34888/sXTpUlWUTyC0GtLCTCAoET6fjzFjxjS7fdasWTh8+DBmz56N/Px88Pl8mWOWLl2KrKws9O7dG99//z1mz56tvKIJhHZARIZAIBAICoNMlxEIBAJBYRCRIRAIBILCICJDIBAIBIVBRIZAIBAICoOIDIFAIBAUBhEZAoFAICgMIjIEAoFAUBhEZAgEAoGgMIjIEAgEAkFhEJEhEAgEgsIgIkMgEAgEhfF/bsugU+667q4AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# other options are: community2D, random2D, random3D, ring2D, line1D\n", "G.set_coordinates(kind='random3D') \n", "G.plot()" ] }, { "cell_type": "markdown", "id": "74543823", "metadata": {}, "source": [ "> ## Exercice 1.2 - create a graph\n", "> Create a graph made of two subgraphs" ] }, { "cell_type": "code", "execution_count": null, "id": "aa91e724", "metadata": {}, "outputs": [], "source": [ "# your code here" ] }, { "cell_type": "markdown", "id": "f9c18ce2", "metadata": { "solution2": "hidden", "solution2_first": true }, "source": [ "> ## Solution 1.2" ] }, { "cell_type": "code", "execution_count": 18, "id": "eb912fde", "metadata": { "solution2": "hidden" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# parameters\n", "Nnodes = 30 # to set the number of nodes\n", "Nnodes_sg1 = 10\n", "Tsparse = 0.30 # to set the percentage of edges\n", "\n", "# Wsg generation\n", "Wsg = np.random.uniform(size=(Nnodes, Nnodes)) # to generate a random matrix (the graph is full)\n", "Wsg[Wsg < 1-Tsparse] = 0 # To sparsify the graph.\n", "Wsg = Wsg + Wsg.T # To build a undirected graph.\n", "np.fill_diagonal(Wsg, 0) # to remove self-loops\n", "\n", "# creation of a block diagonal Wsg matrix\n", "index_sg1 = np.arange(1,Nnodes_sg1)\n", "index_sg2 = np.arange(Nnodes_sg1,Nnodes+1)\n", "Wsg[0:Nnodes_sg1, Nnodes_sg1:Nnodes+1] = 0\n", "Wsg[Nnodes_sg1:Nnodes+1, 0:Nnodes_sg1] = 0\n", "\n", "\n", "# creation of the graph\n", "Gsg = graphs.Graph(Wsg) # to build the graph\n", "\n", "# setting of the coordinates\n", "Gsg.set_coordinates(kind='spring') # \"spring\" automatically detect subgraphs and will separate them in the space\n", "\n", "# another solution is to set it randomly and separate them manually (uncomment the line below if you want to test it)\n", "#Gsg.set_coordinates(kind='random2D')\n", "#Gsg.coords[0:Nnodes_sg1] = Gsg.coords[0:Nnodes_sg1] + [1, 1]\n", "\n", "fig, axes = plt.subplots(1, 2)\n", "_ = axes[0].spy(Gsg.W, markersize=2) # to visualize the matrix W\n", "Gsg.plot(show_edges=True, ax=axes[1])" ] }, { "cell_type": "markdown", "id": "b06f4ba9", "metadata": {}, "source": [ "## 1.3 Create a graph from data" ] }, { "cell_type": "markdown", "id": "38d18e52", "metadata": {}, "source": [ "In the previous section, the graph was created from a matrix `W` and the 2D coordinates were created afterwards and randomly. This means that the node positions do not correspond to useful information on the correlation between the points. In other words, except from the edges between the nodes, the visual shape of the graph cannot be fully interpreted.\n", "\n", "In some applications (and often in graph image processing), the nodes corresponds to sensors that have physical positions (e.g., pixels in an array of pixels, 3D points in a point cloud). In that case, the graph is deduced from the 2D positions. More precisely, the edges are deduced from correlation models that basically say that nodes that are close in space usually have correlated signal values. Let us build such a graph." ] }, { "cell_type": "markdown", "id": "71f7faef", "metadata": {}, "source": [ "Let us first generate the random points" ] }, { "cell_type": "code", "execution_count": 19, "id": "abe2c694", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "N_nodes = 20\n", "random_points = np.random.uniform(size=(N_nodes, 2)) # for 2D coordinates, the 2 can be any value\n", "plt.scatter(random_points[:, 0], random_points[:, 1]);" ] }, { "cell_type": "markdown", "id": "bddda5c9", "metadata": {}, "source": [ "Two strategies are now conceivable to connect neighboring points. \n", "\n", "**k-NN**: The first strategy, called k-NN for *k nearest neighbors*, links each points to the `k` closest points in space. For that, a function is already implemented in pygsp. This function also assign a weight $ w_{i,j}$ to these edges with the following value\n", "$$ w_{i,j} = \\exp \\left(\\frac{|| \\mathbf{x}_i - \\mathbf{x}_j ||_2^2}{\\sigma^2}\\right) $$\n", "The weight is set to `0` for the non assigned edges." ] }, { "cell_type": "code", "execution_count": 20, "id": "74e1ca7c", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "k = 5\n", "sigma = 0.1\n", "Grandom = graphs.NNGraph(random_points, NNtype='knn', k=k, sigma = sigma, rescale=False, symmetrize_type='maximum')\n", "Grandom.plot()\n" ] }, { "cell_type": "markdown", "id": "386555bc", "metadata": {}, "source": [ "Connecting points to a fixed number of neighbors as k-NN enables to control the graph connectivity. Indeed the degree of every node is `k`. However, the level of correlation between nodes can be quite heterogeneous." ] }, { "cell_type": "code", "execution_count": 21, "id": "2cb18e89", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "weights_random = Grandom.W.todense().flatten()\n", "weights_random_nz = weights_random[weights_random!=0].transpose()\n", "n, bins, patches = plt.hist(weights_random_nz,bins=30)\n", "plt.xlabel('weights')\n", "plt.ylabel('Number of edges')\n", "plt.title('Histogram of weights')\n", "plt.xlim(0, 1)\n", "plt.grid(True)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "5341c4bf", "metadata": {}, "source": [ "One can observe that very low correlation occurs. Even though it is captured by the weights, setting a minimum correlation could be interesting in some cases. This is done by using the option \"radius\". \n", "\n", "**radius**: This second way of creating a graph consists in connecting the nodes close than a given radius. Play with the epsilon value to change the connectivity of the graph. (The next cells does not work since an update of scipy)" ] }, { "cell_type": "code", "execution_count": 24, "id": "8aefce2f", "metadata": {}, "outputs": [ { "ename": "ValueError", "evalue": "k must be an integer or a sequence of integers", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", "Cell \u001b[0;32mIn[24], line 2\u001b[0m\n\u001b[1;32m 1\u001b[0m var_epsilon \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0.2\u001b[39m\n\u001b[0;32m----> 2\u001b[0m Grandom2 \u001b[38;5;241m=\u001b[39m \u001b[43mgraphs\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mNNGraph\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrandom_points\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mNNtype\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mradius\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mepsilon\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mvar_epsilon\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msigma\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[43msigma\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrescale\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msymmetrize_type\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mmaximum\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 3\u001b[0m Grandom2\u001b[38;5;241m.\u001b[39mplot()\n", "File \u001b[0;32m~/Documents/dev_mine/python/environment/m2sisea_env/lib/python3.8/site-packages/pygsp/graphs/nngraphs/nngraph.py:148\u001b[0m, in \u001b[0;36mNNGraph.__init__\u001b[0;34m(self, Xin, NNtype, use_flann, center, rescale, k, sigma, epsilon, gtype, plotting, symmetrize_type, dist_type, order, **kwargs)\u001b[0m\n\u001b[1;32m 145\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mNNtype \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mradius\u001b[39m\u001b[38;5;124m'\u001b[39m:\n\u001b[1;32m 147\u001b[0m kdt \u001b[38;5;241m=\u001b[39m spatial\u001b[38;5;241m.\u001b[39mKDTree(Xout)\n\u001b[0;32m--> 148\u001b[0m D, NN \u001b[38;5;241m=\u001b[39m \u001b[43mkdt\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mquery\u001b[49m\u001b[43m(\u001b[49m\u001b[43mXout\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mk\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdistance_upper_bound\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mepsilon\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 149\u001b[0m \u001b[43m \u001b[49m\u001b[43mp\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdist_translation\u001b[49m\u001b[43m[\u001b[49m\u001b[43mdist_type\u001b[49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 150\u001b[0m count \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0\u001b[39m\n\u001b[1;32m 151\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m i \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(N):\n", "File \u001b[0;32m~/Documents/dev_mine/python/environment/m2sisea_env/lib/python3.8/site-packages/scipy/spatial/_kdtree.py:473\u001b[0m, in \u001b[0;36mKDTree.query\u001b[0;34m(self, x, k, eps, p, distance_upper_bound, workers)\u001b[0m\n\u001b[1;32m 470\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mKDTree does not work with complex data\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 472\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m k \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m--> 473\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mk must be an integer or a sequence of integers\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 475\u001b[0m d, i \u001b[38;5;241m=\u001b[39m \u001b[38;5;28msuper\u001b[39m()\u001b[38;5;241m.\u001b[39mquery(x, k, eps, p, distance_upper_bound, workers)\n\u001b[1;32m 476\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(i, \u001b[38;5;28mint\u001b[39m):\n", "\u001b[0;31mValueError\u001b[0m: k must be an integer or a sequence of integers" ] } ], "source": [ "var_epsilon = 0.2\n", "Grandom2 = graphs.NNGraph(random_points, NNtype='radius', epsilon=var_epsilon, sigma = sigma, rescale=False, symmetrize_type='maximum')\n", "Grandom2.plot()" ] }, { "cell_type": "code", "execution_count": 23, "id": "719ccdda", "metadata": {}, "outputs": [ { "ename": "NameError", "evalue": "name 'Grandom2' is not defined", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", "Cell \u001b[0;32mIn[23], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m weights_random2 \u001b[38;5;241m=\u001b[39m \u001b[43mGrandom2\u001b[49m\u001b[38;5;241m.\u001b[39mW\u001b[38;5;241m.\u001b[39mtodense()\u001b[38;5;241m.\u001b[39mflatten()\n\u001b[1;32m 2\u001b[0m weights_random2_nz \u001b[38;5;241m=\u001b[39m weights_random2[weights_random2\u001b[38;5;241m!=\u001b[39m\u001b[38;5;241m0\u001b[39m]\u001b[38;5;241m.\u001b[39mtranspose()\n\u001b[1;32m 3\u001b[0m n, bins, patches \u001b[38;5;241m=\u001b[39m plt\u001b[38;5;241m.\u001b[39mhist(weights_random2_nz,bins\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m30\u001b[39m)\n", "\u001b[0;31mNameError\u001b[0m: name 'Grandom2' is not defined" ] } ], "source": [ "weights_random2 = Grandom2.W.todense().flatten()\n", "weights_random2_nz = weights_random2[weights_random2!=0].transpose()\n", "n, bins, patches = plt.hist(weights_random2_nz,bins=30)\n", "plt.xlabel('weights')\n", "plt.ylabel('Number of edges')\n", "plt.title('Histogram of weights')\n", "plt.xlim(0, 1)\n", "plt.grid(True)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "d4706ac2", "metadata": {}, "source": [ "## 1.4 Graph signal" ] }, { "cell_type": "markdown", "id": "838031ae", "metadata": {}, "source": [ "Once the graph is created, it is possible to define a signal on it. It must have a dimension equal to the number of nodes. Below an example of a random signal." ] }, { "cell_type": "code", "execution_count": 25, "id": "5d97a32c", "metadata": {}, "outputs": [], "source": [ "Nsensor = 100\n", "Gsensor = graphs.Sensor(Nsensor)\n", "signal = np.random.normal(size=Gsensor.N)" ] }, { "cell_type": "code", "execution_count": null, "id": "2b51cd93", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "0d50bd5f", "metadata": {}, "source": [ "It is possible to display the signal by using the code below" ] }, { "cell_type": "code", "execution_count": 26, "id": "29f48b91", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Gsensor.plot_signal(signal)" ] }, { "cell_type": "markdown", "id": "152f9ac5", "metadata": {}, "source": [ "> ## Exercice 1.4 - create a signal\n", "> On the 2D grid graph, create two signals: one random, and one that is -1 on the left column and slowly increases to 1 when moving to the right. You can reuse the graph `Ggrid`." ] }, { "cell_type": "code", "execution_count": null, "id": "f3ffd9b3", "metadata": { "solution2": "hidden", "solution2_first": true }, "outputs": [], "source": [ "# your code here" ] }, { "cell_type": "code", "execution_count": 27, "id": "e499ec0a", "metadata": { "solution2": "hidden" }, "outputs": [ { "data": { "image/png": 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BiMcff7zaY913330CEEuWLKlcNn/+fBEaGiqys7OrrXv77beLgICAyn3DTTfdJHr37l3r85AkPWSLQiNRUFAAUOPZCOPGjePIkSOV/37jjTd48sknHbrfgIAAHn/8cZYsWUJERAT9+/evcb2//OUvlZdAvpzAwECHHvdipaWleHp6XrLcy8ur8u9V/3uldWv6e1Vz5syplnX06NEAxMfHA/bR9JGRkfzlL3+p1rTdr18/Jk2aVNlyYbPZ2LBhAzNnzqzWFdKzZ0+mTJlSrYXj+++/R9M0Zs+eXe3MgJCQELp27crWrVv529/+VtlisGHDBqZNm4aPj89ln8uVFBQU1Pi5ufvuu1mzZk3lvxctWsS7777r0H1WtCrce++9/PDDD9x8882XrBMZGUlsbCzPPPMM586dq/a3CRMmsHz5cjRNQ1VVwsLCHD6rICQkxKH1Lubn50fv3r0ZPnw4EyZMID09nVdffZWZM2eyc+dOWrRoATj+WayJo89ZCOHw52b9+vUA1brlwN51+Nlnn1X+WwjBqlWrmD17NkKIap+xKVOm8NVXX3H48GFGjhxJ06ZNSU5O5sCBAw53OUlSbWSh0Ej4+fkB9i6Ai33wwQcUFhaSkZHh0I/5xR577DH+9a9/8fzzz1f74aiqV69e9OrVS/d9O8rb2xuz2XzJ8orujoo+5Ir/OrLu5VTdOcOFAic3Nxeg8syR7t27X7Jtz5492bBhA8XFxRQWFlJaWlrj9RO6d+9ebYcfGxuLEKLWay1UdHl07NiRxYsX89Zbb/HFF18wevRobrzxRu666y6nunX8/Pxq/Ny8+OKLPPLIIwBMmjRJ9/3OnTuXf/zjH7z44ovMnDnzkr9XXMr63nvvrfU+8vPzCQwMJDAwkIkTJ+rO4Cir1crEiRMZN24c77zzTuXyiRMn0rt3b9544w1ee+01wPHPYk0cfc5ms9nhz82ZM2dQVZWOHTtWW69Lly7V/p2VlUVeXh5Lly5l6dKlNT52ZmYmAH/961/ZtGkTQ4YMoUuXLkyePJk777yTkSNH1ppbkmojC4VGIiAggNDQUI4fP37J3yrGLCQmJjp9348//jjPP/88ERERNa6Tn59/2SOpCh4eHg4NLrtYaGgoW7duRQhRbbKZtLQ0gMpTKysGcVYsryotLY1mzZpdsTUB7EfENREGnvKnaRqKovDLL7/U+PhVj/r/7//+j/vuu481a9awceNGHn30UV555RX27t1LmzZtdD1ujx49OHLkCOXl5dUGlvbr18/5J8OFVoWKnBfTNA2wt3CFh4fXeB8Vz9lisZCTk+PQ4wYFBdX6/tVmx44dHD9+nLfeeqva8q5du9KzZ89qAw1DQ0NJSUm55D4u/izWxNHnXFMhUlcVj33XXXfVWqhUvOc9e/YkOjqan376ifXr17Nq1Sr++9//8txzz/HCCy/Uezbp6iYLhUZk+vTpfPTRR+zfv79yQFR9efzxx3n77bd54YUXaNq06SV/f+yxx1i2bNkV72fs2LG1TnhzOeHh4Xz00UecOnWqWsvFvn37Kv8O0Lp1a4KCgjh48OAl97F///5ad856tW/fHrCfp3+xqKgoWrRoga+vL15eXnh7e1ceSVZ18badO3dGCEHHjh3p1q3bFTP07duXvn378swzz7B7925GjhzJ+++/z0svvaTrudxwww3s3buX1atXM3v2bF3bXsldd93FSy+9xAsvvMCNN95Y7W+dO3cG7INmr9RasHv3bsaPH+/QYyYkJFx24q6aZGRkAPauoouVl5djtVor/x0eHs7WrVspKCioNqDx4s9iTRx9zkFBQQ5/btq3b4+maSQkJFRrgYiLi7vkPv38/LDZbA61zvj6+jJnzhzmzJmDxWLhlltu4Z///CdPP/10ZTeLJDlCnh7ZiPzlL3/Bx8eH+++/v3LHV1VNR8P5+flERUVdcUR5RavCmjVriIyMrPGxf/311yve/u///s+p53bTTTfh7u7Of//732rP5/3336d169aMGDGicvmsWbP46aefqp2mtnnzZmJiYrjtttucevyLhYaGEh4ezrJly8jLy6tcfvz4cTZu3Mi0adMA+1H1lClT+OGHHzh79mzleqdOnWLDhg3V7vOWW27BZDLxwgsvXPJeCSEq+7QLCgqq/XCBvWhQVdWpI9GFCxcSHBzMn/70J2JiYi75e02fm5KSEqKioq44y2JFq0JkZCQ//vhjtb8NHDiQzp078+abb9bY9VF1Js2KMQqO3JwZo1BRmF08edfhw4eJjo6uNjbn1ltvxWazVWu+N5vNfPrppwwdOvSyZzw4+pz1fG6mTJkCUO27AVTrQqm4z1mzZrFq1aoaWx6rvt4Xj5/w8PCgV69eCCEoLy+v9flJUk1ki0Ij0rVrV1auXMkdd9xB9+7dmTt3LmFhYQghSEhIYOXKlaiqWq1pevXq1cybN49PP/2U++6777L3XzFW4ciRI/j6+lb7m7NjFI4ePVr5AxIXF0d+fn7lEXFYWBgzZswAoE2bNjz++OO88cYblJeXM3jwYH744Qd27tzJF198Ua2p+W9/+xvffvst48eP57HHHqOoqIg33niDvn37Mm/ePN0Za/PGG28wdepUhg8fzvz58ytPjwwICKh27voLL7zA+vXrGT16NA8//DBWq7XyHPWqU2p37tyZl156iaeffprExERmzpyJn58fCQkJrF69mgULFvDkk0+yZcsWHnnkEW677Ta6deuG1Wpl+fLllT8EFZ5//nleeOEFtm7dyrhx42p9Hs2aNWP16tXMmDGDsLAwbr/9dgYPHoy7uztJSUl8++23QPVxG/v372f8+PEsWbLkivNsVIxVuLjAVFWVjz76iKlTp9K7d2/mzZtH69atSUlJYevWrfj7+7N27VqAOo1RqPg8nThxAoDly5dXzqD4zDPPAPYf8EmTJrFs2TIKCgqYPHkyaWlpvPPOO3h7e1eeNgj2rrzbbruNp59+mszMTLp06cKyZctITEzk448/vmwWPc/Z0c/NwIEDmTVrFm+//Tbnzp2rPD2youir2lX36quvsnXrVoYOHcqDDz5Ir169yMnJ4fDhw2zatKmye2fy5MmEhIQwcuRIgoODOXXqFO+++y7Tp0+vHA8lSQ5riFMtpMuLi4sTCxcuFF26dBFeXl7C29tb9OjRQ/zhD38QkZGR1db99NNPBSA+/fTTymVVT4+8WMUpbvU1M2PF49d0u/fee6uta7PZxMsvvyzat28vPDw8RO/evcWKFStqvN/jx4+LyZMnCx8fH9G0aVMxd+5ckZ6efsU8VU/xuxgXnWomhBCbNm0SI0eOFN7e3sLf31/MmDFDnDx58pJtt2/fLgYOHCg8PDxEp06dxPvvv1/rDHurVq0So0aNEr6+vsLX11f06NFDLFq0SERHRwsh7LMF3n///aJz587Cy8tLNGvWTIwfP15s2rSp2v088cQTQlGUGmdbrElaWpr485//LHr16iW8vb2Fp6en6NSpk7jnnnvEjh07qq1b8Rmp+npc7rWr+j5fPDNjRESEuOWWW0Tz5s2Fp6enaN++vZg9e7bYvHmzQ7mvpLbP18WvfUlJiXjxxRcrn39AQIC44YYbRERExCX3WVpaKp588kkREhIiPD09xeDBg8X69esdzuToc3b0c1NcXCwWLVokmjVrJpo0aSJmzpwpoqOjBSBeffXVautmZGSIRYsWibZt2wp3d3cREhIiJkyYIJYuXVq5zgcffCDGjBlTma9z587iz3/+s8jPz3f4OUpSBUWIRjChuyRJlxgyZAjt27evbBGQri2RkZH079+fFStWMHfu3IaOI13DZNeDJDVCBQUFHDlyxKEBptLvX2lp6SWnZb799tuoqsqYMWMaKJUk2clCQZIaIX9/f0NOsZMap9dff51Dhw4xfvx43Nzc+OWXX/jll19YsGCBw9d2kSSjyK4HSZKkBvbrr7/ywgsvcPLkSYqKimjXrh133303f//733Fzk8dzUsOShYIkSZIkSbWS8yhIkiRJklQrWShIkiRJklSr30Xnl6ZppKam4ufnV23yEUmSJEm6mBCCwsJCWrVqhaoaczxcVlaGxWKpl/vy8PBo1NNq/y4KhdTUVDnyV5IkSdIlKSlJ90XWHFFWVkbH9k1Iz7z02iLOCAkJISEhodEWC7+LQqFiytGkpKRqF3GRJEmSpIsVFBTQtm1bw6artlgspGfaSDjUHn+/urVYFBRqdBx4BovFIguFuqjobvD395eFgiRJkuQQo7uq/f3UOhcKvwe/i0JBkiRJkhobm9Cw1XGCAZvQ6ieMgWShIEmSJElO0BBo1K1SqOv2riALBUmSJElygoZGXdsD6n4Pxrv6O1ckSZIkSXKabFGQJEmSJCfYhMBWx6sg1HV7V7hmCoW8kjLyS0pxdzPRookvHm6mho5UTbG1hILyItwUEwEe/nio7g0dqZqiMjO5RaWoqkKzJj54ezSufCVlFnILSgAI9PfBx8ujgRNVV2opJ7ewBJsmCGziTRNvz4aOVI253Ep2cQlWm0agjxf+3o3rNC2LzUZWaTEWzUqgpzdNPb2vvJELldtsnCsuocxqxd/Li2Y+jSufTdPIKiumxFqOn7snLbx8GtXkdZrQKLTmY7aV4WXypombP6rS+Bu85RiFq4DFauXX43F8sTuSI2fTKpf7eLoza1Af5gzrR8egZg2WzyZsHMo5xi9p2zheEF253F11Z1zQMCaHjKGDb/1PFuIoTRPsjjnDl79FsjMqgYrC182kMjW8O7ePDKNvu5AG2+EIIYiISua7jZFsOxiLptkDqqrCuEFduXVyOP17tGnQfMcT0/l6+xE2HIrGarP3RSoKjOrdkTljwxnesz2q2nA77Kj0LL7af4QfIk9itl6YPGZYx7bMHRbOuG6dcDM13A77dP45VsRE8HXsUUqs5ZXLB7Roxb09B3J9u254mhpuN5acl89XEcf4OuIo+WUXLgveMziIewb1Z1qvbni7N1xRnVFSyJexR1gefZhzZSWVyzv5N2Nej0HM7NQbP4+GK1qLrAXsO7eNHVkbySs/V7k80KMFY1pMYWjzcfi6NWmwfJLd7+LqkQUFBQQEBJCfn+/wPApnsvNY8Mn3JOfkoyoK2kVP06Qq2DTBwglDWTRxuMt/THIsebx88l3OlKSgolxSVaqoaGhcHzKO+zrehsnF1XVecSmPfvIjEYmpla9VVRXLpvXvzj9un4yHiy+FW1Jm4Zn//MTuIwmXzTcirCMvPXqDy1sYLOVWnl/xK78ciLpsvvBOrXh74U0E+Lr2CN6maby8bhsr9x+pOZ+iYBOCbsEt+PDum2np79qdtRCCfx35jf8c3V2ZpaqK73S7JgF8PnEOHfwDXZoPYNn+w7y8aTtKDfsXVQFNQJCvDx/dfgs9g4Ncnm/V6WP8dfcv9qPei/JV7O38Pbz4+LpbGdTS9Qckx/IOsizxP1iFFVHDUbWCgrvqwbwOj9MrIFzXfTvzm+HM/SdEheJXx3kUCgs1OvZIMyxrfWj8bTtOSM0t4K7/fUVaXgHAJV8SoHLH+L/N+3hr/W8uzZdfXsgzx94gqcTeylFT01PFSNj16dv4IG4Frqznisss3P/fbzl6vhXm4h+Rqst+iYzhyc9/xqa5buSupdzKn17/nr1HE6+Yb+/RRP70+vdYyq0uy2fTNP780c+sPxh9xXzHEtN44F/fUFxWP3PGO0IIwXNrNrFy/5Ha853/vJ3OOscdH31NTnHJJesY6dXD2/nP0d3VslRV8Z1OKS5g1i8rSC7Kd2m+j/ce5J+btiOoef9S8ZLmlJRyx+dfE5uV7dJ838Yd5YldP2MVWo35xPlbocXMHRu/5HBWikvzHcs/yMcJb1EuymssEuwZBRbNwtL41zlVcMSl+RxV0fVQ11tjd1UWCn/56hfyS8tq3AHW5JPtB9kde8bgVBd8cPoLzpnzHD4tZmvWHn7LPmBwqgv+b+0OTmfkOPT6CSHYeiKeL3+LND7YeZ/+sI+jMak17gAvpgnB0ZhUPv1hnwuS2X29LZIdx+IdKu5smiA+PYd/fb/DBcnsfj4WzfcRJxxa16YJMvILeW7NJoNTXbAzNYEPTjj2ftmEIM9SymM71xqc6oIT6Rm8tmWnQ+vahMBstbJo1VqXFftJhXk8tecXh9bVENiExoNbV2Gx1c91C66kyFrAsoR3ai0QqrOv80nCvyi1ubZYlS646gqFU6mZRJxJdbhIAHsz8PJdEQamuiDLnMPBnKO6zp1VUPg5dYuBqS7ILynjhwMnHfoRrqAAy3dEVI4RMJKl3Mp3GyN07XSFEHz3a4RLWhU0TfDFFn2fJU0T/Lj3JIUlZQalqm7Z7sOoOrrabEKwJeo0qedb6Iz2yamDmHTmO5SVwsmcTANTXbD8YCQmHeNKbEKQmJPHnsQkA1NdsCJG5+dPCM6VlbD+bPSVV64H+85txyrKr7ziefaWBTMHchwrzlyp4qyHut4au6uuUPhm31FdX2KwHzXtjEogNdf4HeGmjJ3oHQ0hEJwuPkNCkfE7mrUHT2LVeWQhsHf37I09a0yoKrbuj6WwxHzlFS9SWGxm6/5YAxJVty/qLKk5+j9HVquNtXtPGpCoupNpmRxPzdBVCIJ9zvxvDh4zKNUFyUX5bEuJ173zNCmK7h9IZ+SVlrH2RJSuAxE4n+9QpDGhqjDbrKyMidT9+qmKwrKoQwalukATGjuzNjjYmlDdjqz1Lu2CdYRWT7fG7qo76+FAfLLuLzHYf+x2HDvF2K7t6j9UFUezTzndJ3UgJQIvf2Pfsr1RCU5tZ1IUfjseQ0d/YwcN7jsSV+PguysxqQr7jsTRr1NTY4Kdt+tojFP5UGDfyQTG9ww1Jth5O47HooDuT6AmBHvjEkjr3cmIWJW2ZSQ69e2wCcGu5ATS0tKuvHIdHE7LoNymf9duE4IDZ5INz3e6KJfCcv2FtCYEEVmppKamGjqwu9hWSG6Vsxv0yDKnU2orwcfNt55TSVdy1Z31cN3LH5JRUOTU4wxyL6WTm+NNYs6IG5pNmb8TTeAaBJ9uQlCisaPPfyv2Jt2m/3QuBUEXDwthXvp3UnocTfcktcANobNdRkHQyt9KvxBj8x0v9OR0iYfufADBHuUMDyw1INUFpzQPjgpPp/I1xcb1pmIDUl0Q08TEriDnTif0sQrmJBn7/iYrbmx383FqW5MQ3G4trOdE1WV6Kvzcyvli/e5EM24G/iLYfC3kT4h3evvne79LoEfzK67nqrMeTpxqWS9nPfTumelw1ldeeYXvv/+eqKgovL29GTFiBK+99hrdu3evU47LuepaFHw9nf+STJ00wfAWhXfSPie2LFH/hiqMGTaa0ZMH13umqrJ/2k1G9Fn0lo+qojJ80EDuGtHHmGDnffTDQdJ3x+o+YldVlbC+vXnw5kEGJbNbueM4CTtP6M+nQPcunVkwa4RByezWHI/lyE7nmpg7tAplwU3X1XOi6rZknGHX0e1ObdsyoCkLpt5Uz4mqi0jLYPv6rU5t28TLiwV33lHPiaqLL8rl5z0/OrWtSVFY+MCDhrcovJO1xOntvUyNbCIrQT1cPVLf+tu3b2fRokUMHjwYq9XK3/72NyZPnszJkyfx9TWmteWqKxSGdmnLmXO5unfUigLjwnoREuBnUDK78PLenE4+41T3w9A2Awn1NbZpekTPzmyP0j/WwCYEY8N6EBpqbL7h/bvx828xurezaYIRA7oZnm90eDkrth/XvZ0QMKJvZ8PzXae6828nCgVVURjVvZPx+fx9UY/u0P39MCkKY9oY//o1CWyGx687dJ8hYFIUhndsZ3i+5raWND3kRZ5F38BYk6IwqGUbWrVqZVAyOyFCaJ7fknMWvQNPFYI9W+GlNq5CoT7GGOjdfv369dX+/dlnn9GyZUsOHTrEmDFj6pimZlfdYMbbh/Vzqv96fM/OhhcJABOCR+kuEVQUuvl1or1va0MyVTVjUE/d01srQLsWTRnc2fhJW8YO6kJTP/07i6Z+3owd1MWARNUN7taWtkFNdTfse7i7MX1IT0MyVdUtuAXhbUJ1nfVQ4baBfQ1IVF2orz8T2nbRddYD2AvVu7qHGxOqCj8vT2b27elcvoHhxoSqwsNkYm73/rrfX5sQ3NdjoEGpLlAUhTFBU1CcGNI9puWURjXtdH0rKCiodjObHetGy8+3zyHSrJlxswxfdYVCl+AWDOnURt/pS5rg7pH9DUx1QXPPpgxvPgBVx0uvIbghdIKBqS5o4uXJrGF9de1oBHDP2AEu+RK7u5mYPaU/eh5KUWD2lP64u+D6HoqicNeEAbqKQVVRuHlkH5dd/+G+kQN0nfVgUhSm9O7qstkZ7+85SNeofZOiMDy4Hd2aumb2w7sGhet7/VSFri2aM7id8YU+wJ1dwzEpjv8UmxSFYO8mTGzb1dBcFYY0G4O76uFwsaCg4KX6MDhwtMHJ9NNQsNXxpp1/Hdq2bUtAQEDl7ZVXXrny42sajz/+OCNHjqRPH+O6fa+6QgHgtdun0ryJj8PFwqKJwxnSua3BqS54sPMdBHu1cLhYuD5kLMOau6aQAXh8+ih6tmnpULGgANeHd+O2Yf2MD3bePTOGMKh3O8fyKQqDe7fnnhlDXJDM7tZR/ZgysJtDu0FVVejZriWPzhxleK4Kk3t1Ze7QcIfWNSkKbZs1ZckM1xSqAMND2vGnMMdeD5Oi0MLLl7dH32Bwqgt6tAziuSmOjdUwKQq+Hh7899YbXXY03LpJAG+NnAFwxc+gqii4qyY+vu5W3FXXXCjPx60J8zsuxl4CXD6hfQ2VBzs9gaepcV2oDOwzcNbHDSApKYn8/PzK29NPP33Fx1+0aBHHjx/nq6++MvR5XpWFQkv/Jqx8+A46tLDP/15TwaAqCooCT0wdzcIJQ12ar4mbL//o+ySdm7S3Z6nhbahYdnPrKczrONulTW7eHu589IdZDO1qL55qev0qlt06rC+v3DnVpRc2cnMz8eYTNzN+SNfL5LO/ftcN6cobT8zEzYVXC1VVhZfum8qsUX0vk8++bEi3trz/6CyXXo1TURT+NnUcD462D4ytqRm9Il/v1sF88cBsAlx8NclH+43g6QHjUKDGgrAicyf/ZqyedjfBPsZ3G1Y1d2AYL02biJuq1pivYlmIvx/f3Hs77Zs1dWm+GR178t+xM/EwmWr8KVbPL23m6c23199Fn+YhLs3Xw78fCzs/hYdaWyuaPZ+n6s2iLn+ji18v14VrIP7+/tVunp6Xb2F85JFH+Omnn9i6dStt2hjb7XvVnR5ZlU3T2BGVwMo9keyJPVvZHOzv5cEdI/pz25C+hDZ17Q6mKk1oHM+PZn3adg7mHq2chMRL8WRS6GgmBY8m1Ltlg+UTQhCRkMqXuyL59eiFMw083UzMHNKH20f2o0tIiwbLB3AqPp1VmyLZsCuK8vNXP3R3U5kysie3TupPj47BDZrvdGo23+48ypo9Jyiz2E+LNakKE/t35fZx4YR1atWg/a5nzuXx9YGjfHPoGMVm+/UmVAXGd+/MnUPDGNaxXYNe3TK1uIAvYyJZERNJrtl+6qgCjArtwL09BjK+dafKorAhZBUV892R46w4dISsogunjg5q25q7B4UzsVtn3E0Nd0n7PHMp350+xmenDpFcfOF6GH2aBTOv5yCmd+iJVwNefbPMVsKBnN/YkbWeTPOFOSZCvFozJuh6BgWOcqolwVWnR+47EUKTOp4eWVSoMbR3usNZhRD88Y9/ZPXq1Wzbto2uXY3vMrqqC4WqzOVWYs+c5csVy3l4wYO0Nnh0r17lWjnxKYmsWL6CP9y3gNatXNOf6ahyq43YxLOsWL6chxfMp03rxpXParURG3+W5cuXs/Ch+bRt08jy2TTiEs+ybNnnLFxwP+0MPgLQy6ZpxJ45y2fLPmfhA/fTvpHl04QgNukMn3y+jIX3zadDI8snhCD2zFk+WbaMh+6fR8e2ruvKdIQQgtPJZ/lw2Wc8dN88OrUx9jRwvYQQnElN5NPlHzPv7vl0aN2xTvfnqkJh94nQeikURvR2/OqRDz/8MCtXrmTNmjXV5k4ICAjA29uYs0Kuyq6Hmni6u9Hc1xsPpeamzIbmrrrj79YEt3IV1cWXlHaEu5uJQF8vPFXRoEdwtXFzM9HUzwtPN4GbqRHmM6kE+HjiZRINeoRZG5OqEuDlibci8GiE+VRFwd/dEx8beDbCfIqi4OfpgTcCLxdfct0RiqLg6+aBjw28Ta7r5nKUoih4ql6oZnc81cY3FqEx+d///kd+fj7jxo0jNDS08vb1118b9piN7xMtSZIkSb8DmlDQRN0OPPVu3xCdALJQkCRJkiQnVJziWNf7aOwaXxutJEmSJEmNhmxRkCRJkiQn2FCx1fF4W99k4A1DFgqSJEmS5ARRD2MURB23dwVZKEiSJEmSE+QYBUmSJEmSrnmyRUGSJEmSnGATKjZRxzEKjX7KQ1koSJIkSZJTNBS0OjbMa7quNdswZNeDJEmSJEm1ki0KkiRJkuSEa2UwoywUJEmSJMkJ9TNGQXY9SJIkSZL0OyZbFCRJkiTJCfbBjHW8KJTsepAkSZKkq5NWD1M4y7MeJEmSJEn6XZMtCpIkSZLkhGtlMKMsFCRJkiTJCRrqNTHhkiwUJEmSJMkJNqFgq+PVH+u6vSvIMQqSJEmSJNXqqm9R0LQCiku+obR0HVYtgxtnFmDTkjGbF+DhMQhFadhqrsRczrqIKDZExpCWk0dekS9Za3dx17ghDO3atsHzWTULpwp2ciJ/G7ml6bhNzGVL0XsMKZxB5yaDUBVTg+Yrt9n4NTGOVdEnSMzNIaeZN7F7t3FnvwFM6tAFd1PD5rNpGnsjE1m77RhnUrLJzvYm/YOt3DghnOuGdsPTo2G/gkII9mXH8/3ZQ8TmppHV08bp6B+50TKQaa374ePm0eD5InOS+CbxECfOpZDZXRB18kemlYRxU9sw/D28GzQfwPGMDL48epSIlBTSfXw4smkTU3r04LY+fWjm3fD5Tqed47tdRzkUc5bUXF+ilm1ibL8u3DKyLy0DmjR0PFJKsvkxZQ+HsmJIHVBMcsJKBhf3ZEbrYYR6N2voeJdlq4ezHmy/g64HRYjGP5KioKCAgIAA8vPz8ff3d2gbIazkF7xCYdHHgKVi6fn/mgAbbm49aBb4Fp4e/Q1IfXmaJvhw834+2XKAEks5StV0ioJNCNo2D+C5WycyrFs7l+cTQnAw50d2Zn2BWStCQUGcT6igItDwc2vB5JA/0M1/hMvzAayKPsHLe7ZzrrQEVVHQzn+UVRQ0BM29ffjb8LHM6t67QfJtPxDLW59tITOnCFVV0LTzr58CQoCfjycP3jaCW6f0b5CCcG/WaV48+iPJJbmYFBWb0Oz5sH8WfUwe3N9lFA90HYOquL7x8WhuMs8cXkNcYVa1fBUZ3VU37uo0hMd7TcBNdX1BGHvuHH9Zv56jGRmV39mq+Uyqym19+vDsuHF4urm+IEw5l89zKzZwKC4Fk6pg0y7kU89/3qYM7M7fZ19HE29Pl+c7Zy7g9VPfsO9cFCoqGhfe34rv8IgWvfhLz9k09dBX0Djzm+HM/X9yuD8+fnX77JUU2rh/QIRhWevDVVkoCFFOds79lJVthstWayrgRlDzFXh5ja6vuFekaYJnv97AjwdPXXY9RQEFhTfvmc6kfl1dlM5eJGzN/IR951Y5tP7U0EcJD7ze4FTV/S9iH6/t3enQun8dNpqF/YcanKi6H7cc5ZUPf3Vo3TumD+SPc8e6tFj4NfUEfz78DUJQWQDW5sY24bwYPtOlxcKerHgW7vkCq6ZddrCXAowN7sa/h87B3YXFwtH0dOZ++y1mq/Wyo9ZVRaF/aCifz5qFl7u7y/IlpOcw7+2vKSw1VysQasrXKaQZnzw+G38fL5flyyzLY9HBd8ixFFYrAC/Jh0pLrwDeG/RHmns6/iMqC4X6dVWOUcjLf8mBIgFAA6xk59yL1XrGBcnsPt5y4IpFAtiPOoUQ/GXFOqJSMl2QzO5I3gaHiwSAX9Le4UzxUQMTVbc+PtbhIgHgtb07WR8fY2Ci6g6fTOLVjxwrEgC+/PkQa7YcMzBRddH56fz18LcIIa5YJAD8mBzJx3GOv951lVScwyN7v6T8CkUC2L/h2zNiePP4RteEA86VlDDv++8pu0KRAKAJQURaGk9tdF2+UnM5C//7/RWLBLDni8/I4c+f/OyidGDVbPwl8sMrFgkAGhpZ5nz+GvkR2hXWbQgVXQ91vTV2TiV877336NChA15eXgwdOpT9+/dfdv23336b7t274+3tTdu2bfnTn/5EWVmZU4GvxGY7R1HxJ1y5SKigIYTlfBeF8Uot5Xy85YDD6wvsxcKnWw8ZF6oKTdjYmbVC1zYKCruzvzIoUXVCCN4+sEvXpKcK8PaB3biq8ezT1Xt1tw58smoPNs01O8JPT++0f650bPNJ3G+U2cqNilTNitP7sGhWh4oYsD+PLxMOkGsuNjbYeV8dO0aB2VzZ1XUlmhD8FB3Nmbw8Y4Od9/PBU6TnFl6xSKigaYJ90Wc5fibd4GR2u7NPklicccUioYJNaMQVpXLgXLTByfTTuHDmg7O3xlf+XEp3ofD111+zePFilixZwuHDhwkLC2PKlClkZtZ8xLty5UqeeuoplixZwqlTp/j444/5+uuv+dvf/lbn8DUpLvkadL/0NopLVqJpJUZEqmZ9ZAzFZsuVV6zCpgk2Hokhp8j4fKeLDlJkzdG1jUAjsTiSHEuqQakuiMxMJyonW9ePnACicrKJzDR+R5iUlsvB42crxyM4Kiu3iD2RCQaluuCcuYgNqScc3klXKLaa2ZB63KBUF5RYLaw6E6F7EhqbEHx/NtKYUFVYNY3lkZEOFwkVVEXhy6PGt7oJIVi5LQK9vVgmVeHbnUeMCXWR1cm7UHVe30BF5fvkXQYlkq5Ed6Hw1ltv8eCDDzJv3jx69erF+++/j4+PD5988kmN6+/evZuRI0dy55130qFDByZPnswdd9xxxVYIZ5WUrkF/oQBCFGM2G/9B/PVIjO4vMdh3UNtPGv9DEl2wC8WJhiYFlZiC3QYkqm59fAxuTvSVuymqS7ofth+IRVX1v8EmVWHb/lgDElW3MyNGd5EA9lajjaknDEhU3f7sBEps+gppsI+zWJ9ifCFzLD2drGL9LRe2860KRkvOzic+PQe9jWc2TbAxwvjPX5G1lIjcON2TDGlo7D8XhdlFrVqOqphwqa63xk7XUFyLxcKhQ4d4+umnK5epqsrEiRPZs2dPjduMGDGCFStWsH//foYMGUJ8fDzr1q3j7rvvrvVxzGYzZrO58t8FBQUOZ9Rs2Q6ve7Gc3HjUvDSnt3dEem6+7i8x2I9IzqZlkJZm7OlCucWZCCcKLQWFrPxU0sqNff2Sc8453CRdlUCQnHOOtDRj86WkZ5/vdtB5RKwJ0jNzDc939lx65YhyPQSC9KIcw/MlZDl//1klhYbnO53qfKtZbkmJ4fniUs45vW2ppZyzycmGnlKcYclzelsBFJSXEGQKqLc8dVU/UzhfZYVCdnY2NpuN4ODgasuDg4OJioqqcZs777yT7OxsRo0ahRACq9XKH/7wh8t2Pbzyyiu88MILeqJdoDg/snjLlp3Enza2eTqn2Adnpq/QhMaBffvIizR2UJnb8CSU1uhu9bBpGkcijnL4RK4xwc6L9fNA83LTHVDTNOKio1l60NhBgzFZHmg2d9B96VhBctJZli5dakSsSrFBGloboT8ecC4zm6W/GZsvsamA9s5tW1JYZPjrl2oygY+PU9varFbD8+VZVcDZuREEn3z0sVMtno4q89BgiPPbu/LMFukCw0/u3bZtGy+//DL//e9/GTp0KHFxcTz22GP84x//4Nlnn61xm6effprFixdX/rugoIC2bds69Hjubl2x2ZIBm+6sE667l4kT+ujeTo/C9fvYdCLRiQuBKNw2fTJDOrUyJFeFgyXfcsK8UXergqIKxg66ni4jRxqUzM439iSxJyL0b6goTBo0hLlde9V/qCq2HojnnS/36t5OVVWGD+7FPTOMndNjX94Zjsat072dCYVB7buzYNx4A1JdEFWUyb4Tq3Vvp6LQO7gtC8ZMNSDVBSlFRWxau1b3dgrQuXlzFtx5Z/2HqqKw1Mz2t3/QPYYCIDjAl4ceusOAVBdYhY1DUe9iEVbd2/qavPBzd65IM4qGguZM1X3RfTR2ugqFFi1aYDKZyMjIqLY8IyODkJCQGrd59tlnufvuu3nggQcA6Nu3L8XFxSxYsIC///3vqOqlzS6enp54ejo3AUgT37spM2/SuZWCm1tXQlpONPxc9rvGD2HDcf1jDVr4+zJ9WH/cTMY2U40w38Lx0+t1b+eueDG03Q14qMaei31fgD//Oxmpu9BSFYX7Bg2jhY+vQcnsbp7cgg+/P0SZWV9fqqYJ7pgxjNBQY7uWbghuyX+SdpBtLtK1nQ3B3T1HExoYalAyuxARQuezvxFfmKWrc0RDcE/3kYSGGpsvFBjapg0HU1J0fQYFcN+gQS7JNzG8K5uPxDp81gPYG+huHzfA8HwA0wuH8mPKHl1jZVQUbmg9FFMDTPx1OddK14OuhB4eHgwcOJDNmzdXLtM0jc2bNzN8+PAatykpKbmkGDCd7wMz4nQ1L68JmNQQ9LWtCvyazHfJhDdh7UPpEtK8cmY0R6iKwu0jwgwvEgCae7ahvU+YrgGNCiphgZMNLxIAWvj4Mr1zd0w6Xj+TojC9c3fDiwQAby93bhzfB5OOAY2qqjCod1vaGVwkALipJm7vMETXqHMVhS5+LenXtI2ByewUReGuTkN1FQkK0NLLjzEhrpmU7J7wcN2Fqq+7Ozd0725QourmjAnTVSQAmBSVm4a6ZgbTm1oP1z2gVkNwY+uaf2MakpxHoRaLFy/mww8/ZNmyZZw6dYqFCxdSXFzMvHnzALjnnnuqDXacMWMG//vf//jqq69ISEjg119/5dlnn2XGjBmVBUN9UhQTgYFvYt99OLIzNOHhMRhfnzn1nqUmiqKw5LaJqKriWDpVoWPLQO4a7bpppieF/AE3xQNHEiqo+Lk1Z2QLY5ssq/rLsNH4e3o6VCyYFAV/T0/+Msx1M2/ed/MwWjRr4lCxoCoKnu5uPH7vdS5IZje303A6Nmnh0NGZgj3jkn43umzmyJvbhdO/WVuH3l/7t1zhxf43uuxoc1KXLozv2FFXsf+PiRPxdtHMjAM6t2bGkF66xhosvnkMzfxc06zfoUkIc9qN1bXN3R0m0tqnhUGJpCvR/c2aM2cOb775Js899xzh4eFERkayfv36ygGOZ8+erTay95lnnuGJJ57gmWeeoVevXsyfP58pU6bwwQcf1N+zuIi31wSaB76H/ZoOtRUj9l2Mh3t/gpp/jqK4bq7z8A6teOf+m/BwM132x0RRFDq2bMbSh2bh6+W6i/MEebXn9vYv4aF6X7ZlQUHF3z2IOzu8io+b60Yit/ELYOWNc2jq5X3ZHxOTotDUy5uVN86hjZ/r8gX6+/DuM7Np2dzvsqdKmlQFby933v7bLDq3dd1O0NfNk6XD76NDkxaXLQZNioqH6sa/B99JWDPXXW/Ew+TGf4fdSd+mrS9b7psUFZOi8vqgWxgT7Lopzk2qyn9uuIFR7dtfIZ/91f3HhAnc1LOny/IpisJzd0xkcv9uALUWNBX7nkU3jODOca693s1DXaZz0/kWgtpatyqW39Z2DPd3muKybHpoQqmXW2N3VV7roYLFcpzCovfPz61gBRSEECgKmEzt8Wsynya+d6MorpvjvKqEzBw+336YHw+exGK1nb8YjwAUggOacPvIMO4YGe7SIqGqPEsGB3JWcyR3I+WijKqvn48pgAGB0xnU/Ca8TX4Nki+zuIhPjh1m5YkjFFjM9tdPCFAU/D08ubN3GPf3HUBL34a5Ql5+USnfro9g1a+R5BWUnl9qf3+9PO1dFLdPG0hoUMOc7lVsNfNVwj6+TNxHZllh1Xh4qG7MaBPGPZ1G0NEvqEHymW3lfJN4iOWn95Fcklstn5uiMrV1H+7rMpyeTY3vV6+JVdP49vhxPouIIO7c+dMSz3/+VEVhUpcuPDBwIANaGTsAuTaaJlh38BQrt0VwMqliQjz7C6gAI3t14O7rBjK0u+svOgf27+rOrON8d3YHR/MTqsYDILxpZ25rN4aRQfq7RFx1rYdXD4zFq0ndzgkoK7Ly1ODtjfpaD1d1oVDBZsumzLydvLwz7Ny5jzGj7yY0dHqDX8K5QmGpmd+iEklITWfv7l3MvmEqU4eGYaphoGdDsGhlxBcdJPVcIrt+282UsTcysO1ETErjuEp5mdXK9qQEYlJT2LVrFzMnTGJm2AC8GuCKfTWxWm3sP3aG6NPJ7Nz5G9OnTmDauAF4e7nuIkGXYxMa+7PjOZ6ayI5dO5k2dgI3dBuCn3vDFNAXE0Jw8NwZIpJPs33XTq4fcx3Tuw2kmafxY04cIYQgMi2N/adPs3XnTiaPG8f0fv0IbtLwl3CuEJWUyZ7jMWzZvpNJ48cwYWAfWrdoPPMRJBals/vsUbbs2s51I8cyqn047XxbOn1/slCoX41jT2owk6kFvj6zKMhPIzqqkLFjBjaaIgHAz9uTqf27kxbiT9bBbQzsENJoigQAD9WLHv6jCCjuzM7407SdGNZoigQALzc3pnTsSj+vJuRs2s7YVm0bTZEA4OZmYkT/TnQM8ebsia2MCGvXaIoEsDfhDw/qQgerL6lZuxjXrGujKRLA3pQ+uEUH2pR7kpb9GxNbdG00RQLY8/Vv1YoQRSF9yxamduzYqIoEgB5tWxLgZuPs/s1M6teJ0EZUJIB93IJnoCA2dQ/jA/sSWociwZU0oaLV8ayFum7vCo1nbypJkiRJvyM2FGx1nAehrtu7QuMvZSRJkiRJajCyRUGSJEmSnCC7HiRJkiRJqpWNuncd6L/YgOs1/lJGkiRJkqQGI1sUJEmSJMkJsutBkiRJkqRaXSsXhZKFgiRJkiQ5QdTDZaaFPD1SkiRJkqTfM9miIEmSJElOkF0PkiRJkiTVqj6u/vh7uHpk4y9lJEmSJElqMLJFQZIkSZKcYEPFVsfj7bpu7wqyUJAkSZIkJ8iuB0mSJEmSrnmyRUGSJEmSnKChotXxeLuu27uCLBQkSZIkyQk2oWCrY9dBXbd3hcZfykiSJEmS1GBki4IkSZIkOeFaGcwoCwVJkiRJcoKoh6tHit/BzIyNP2E9SC0s5IsjR1h24gQnPNzZnZqCVdMaOlalrJJivjp1lGUxxznm48621LNYbLaGjlXJassjq+hb8m2f07HPMYptm9C0soaOVamo3Mzq+OMsTzzGsaYq69NOU1RubuhYlcosVtYfjubbvaeILvVg49F4Ckoaz+tnsdnYEBvLylOnOObhwdrTp8kuLm7oWJVswkZk3hF2FPxGbqd89hbt55w5p6FjVdKE4LeURL6MP8mRJm6sSozmTEFuQ8eqJIRgf0oyX8dEcdTTg+9iY4g9d66hY1Vz/Gw6qw9FE1XmwQ+HYjiZnNHQkRxiQ6mXW2OnCCFEQ4e4koKCAgICAsjPz8ff39/h7Q6npvLBwQNsOn0aAFVR0DQNoSi09PXl7rBw5g0YgI+7u1HRL+tkdib/i9jHuvgYbEJgqpIv0MuLu3qF80DYIAI8vRokX2n5aVLzP+Bc8Q8IygETmqahqgKT0oQgv9sJ9V+AhymoQfIlF+Xzwcm9fHf6KGU2a7XXz9vkxq2d+7Gg1zDaNAlokHznCor5bMshVu0+RrHZgqooCKEhUHB3MzF9YA/mTRhEh+BmDZIvv6yMjw4dYuWRI+SVldnznX/9TIrC1G7deGjwYHq1bNkg+cw2MxsyfmVTxhbyy/NRUBCaABUUFMKbhnFD6FS6+HVpoHxWlp+M5LPjh0guKkDF/v6iKAhgdOsO/CFsCCNbt2+QfDZN46vjx/g08jDxubn2nyMhKvMNbtWaBwcOYmKnzg2STwjB2oOnWLHjMFEpWSjK+XzY8/Vq05K7xw5k2oDuKIq+H1NnfzP03v/87bPxaFK33w9LUTkfj/3GsKz14aotFL45fpy/bfoVBbDV8hRVRaF7ixZ8fsssmvv41GPiK1ufEMsjv65FCHHZfG39Alg5Yzat/Vz7Acov3U1M1gNowgLU1rphwt3UnJ7BX+Dt7tqd9ZHsVO7Z8jXF5eZaXz+TotDE3ZNl180hrEUrl+aLTz/HgvdWkVNUgk2rJZ9qLxj+8+BNDO3WzqX5UgsKmPvttyQXFKBd5vVTFIX/TJ/OlK5dXZqvoLyQN6L/j6SSZAS1fD9QEQju73gfY4JGuTRfocXM/A3fcyA9GaDGhCZFwSYEfx86jgf7DXZpPrPVyiPrfmJLQnyt+VRFQROCPwwazJ9HjNL9Y1wXNk3jua82svbgKVQFavqKVOSbNawPz946EVV1PJ+rCoV522bj0cSjTvdlKbLw6bjGXShclV0PG+JiefrXjWiX+REGe5NhTHY281Z/T5m13GX59qScZdHGH7Fp2hXzJRfmM3ftN+SbXddUXWw5QXTW/WiijNqLBAAb5bZznMqYi8Wa6ap4JBbmcM/mryi6TJEA9gKxsNzMPZu/IrHQdU3VWflFPPjud5ctEgBsmsBcbuWPS3/gVLLrXr+CsjLu+u47Ui5TJID99bNpGn/86Sf2JiW5LJ9Fs/B/0f8iuSSl1iIBQENDIPg44VMO5hx2WT6rpvHQrz9wKCMFQc0/wnDhAOWf+7bxVdRRl+UTQvDExvVsTUy4bL6K9/79gwf44NABl+UDeG31Nn46eOp8jprXqci3au9x3vppp6ui6aKdH6NQ11tj1/gT6mTVNJ7dvNnh9W1CcCIzk2+OHzcw1QVCCJ7ZuQlNXG4XeIFNCM4W5vPx0UOGZ6twJucFhCin9l1MVfZiISX/HaNjVXo9YhvFVstlf+QqaEJQbLXwesQ244Od9+HG/eQWl162SKggBJRbNV5ftc34YOd9evgwSfn5ly2yKgjsn9lnN23CVY2P27N2klhyBg3HxxEtS1yOTbhmXM8vCTHsTj3r0OtX4cU9WygutxiY6oI9yUmsi41x6PtR4f927yLLReNSolOy+GrXEYf2LhU+33aIhMzGMy7lWnPVFQqbTp8mu6RE14cQ4LOICJfsCPenJXM6L0dXPk0IVpyIpNwFAxxLLLEUmg+Ajp002Mgu/g6bVmRUrEoZJYVsSIrRtZO2CcGGpBgyS4zPV1Rm5od9JxwqEipoQnA4PoXT6cYPMCu32Vhx5IiuHxENiM/N5WBKinHBzhNC8Gv6Jt3bFVgLiMiNrP9ANfjs+CFUnc30JdZyfog7aVCi6j6PjMCkM58AvjnhmoOlb3YfwaSjGwHs3XTf7HJdq4yjNJR6uTV2V12h8NWxY7q/xAJIzMsjIi3NmFBVfB11TPeXGCCnrJRtSQkGJKouq/gbwKR7O02Uca5kXf0HusjqBOd3Zt8nHKvHJDXbGBGLudyqezuTqvDD3hMGJKpue2IiOaWlurczKYpLWt1OF50mw6y/G0ZFZVvWDgMSVZeQn8uhzFRdhRaAAqw8dcSYUFXklJayKSFeVyEN9mJ15THj81msVn48cFJXIQ32brrV+45jtTWes9XgwsyMdb01dlfdPAoJubm6v8QVjp45Q6jBA3pisjJ1f4nBXtEdT06ij6dv/YeqIr88lsuPS6iNG+dyT2IrNLbYispIdar+Vs9vm9bM2HzRZ1IwqYruHaGmCeJSMkgzuFg9cfYsKvrai8DeKhOTmWl4vpjiWKe209BIKUo1PF9kZqpT2wkgMT/X8HzRuTlO7//Si4pITknBpBp3/JhZUIzZ6lzLaImlnILSMpo1ce3Ac+kqLBRswvmKc/PWLZxx4mhQj7RmXuCu/4hdCMGuPXso2GzsUdOACacJagN66yXNphF57BAxh5YaE+y8E0EmND9Vd0CbpnEi6hRLdxp7VHy8xBNN8wCd5YxAEJ+QwNKlxjZPH3d3R3h66n+DgbSMDJYuNfb9LWxdBP2c2za/KN/wfEmeKjR37nRls8VieL4skwp+zh1MCGDpRx850Z7ouCJNAfyc3r6xtSjUx2DE38NgxquuUGjh40NqYaFT286ccj0jWhl7Gl3M3m3sPj9aWg+hKFw/ZizT23UyJFeFc9ZsirU09LYqqCYYED6OcQPvNCbYeda4gyScPaG7VUZVVYb17cuCLoMMSmb33b4o4rZFovegzqSq9OvZjQXThhoT7Lxf4uM5vG+f7u0UoEfbtiwYO7b+Q1URVRrNZ9nLndo2NCCEBQsW1HOi6k7kZrNp13qntm3h24QFC+6u50TVpRYVsW7dWqe29XFzY6HBr1+xuZwN/1nl1LaKAgE+DTOnTG006mEK59/BGIWrrlCY0aMHxzIydP8Q+3l4cENYGJ5uxr4kt/YOY1eG/kFh7qrKrWEDaOrlbUCqC7xLbyU68ycnthR0CJmDp1tovWeqarbHIFac0d8qYBOCOb0GE9o8xIBUF9w82oePt0bq3s6mCWaOCCc01NjX7+amTXn9wAHKdc5MKoBb+vUzPF9zrQVf535HqU3fOAoFhTEhowkNMTZfy+BgQiN3kVas72DEpCjM6t7X8NcvFOgVFERUVpau7iWTonBjj56G5wMY3q0d++OSdHXPmVSFMb064el+1f1k/S40/jYPnW7t1Rt3k77GM5OicEfffoYXCQBTO3XD38NT1zYmReGmLj0NLxIAArxG42HS26piIsBrDJ5ubQzJVFXf5qH0aRaMqqMKV1Ho2yyEPgYXCQBtmgcwsmcH3aO6QwP9GN7d+Bn8Ar29ubFHD90Dav09PZnarZtBqS7wUN0ZFzQGVeeuyaSYGNVihEGpqjyOqnJv7/66Pn9gHyx4Rw8n+1R0ujesv1NjUO7qF2ZInovdMTrcqcGMd4xyTT49RD2c8SB0fpZ27NjBjBkzaNWqFYqi8MMPPxjz5Kq46gqFAC8v5g8Y6PD6qqLg4+7OPf37G5jqAi83Nx4dONzh9RXATVVZEO6amd0URaVN0yd0b9c64I8GpKnZ4rAxl52I52ICwZ/CRhuYqLoFU4bq7npYNH2Erpnn6uLBwYNxU/X91D0ybJhLCmmAScET8TR5ouhIeH3IZHzdjB3oW+H27v1o5u3tcLGlALd160sbP9dMJT6je3faBQQ4nE9VFCZ07ESvINdM1T26Z0d6tmnpcDFtUhXC2ocypItrZy91RMXVI+t606O4uJiwsDDee+89g57Vpa66QgFg8YgRTHfg6MekKHiaTHw882Za+Tk/wEav+f0Gcnfv8CuupyoKJlXl/ck30a1ZC+ODnRfU5BZaBzzmwJoKoNK5xf/h5+V4cVZX41t34blBkxxef8ngSYxv7boppsM6tuKlu6agKopDYwb/cP0wZgzuZXyw87o2b857M2ZgUlWHTiW+KyyM+wcMcEEyu+aezVjc7THcVXeHWhaGNBvMrDY3uyCZXVMvb5ZPvQ1fd48r/hgrwMjW7XlplOOf17rycnPn85vt09JfKZ+qKPRp2ZK3r5/monT2Vpn/PjiTVoH+VywWTKpC2xZN+c/8m1xWSOvREDMzTp06lZdeeombb3bdZ/6qLBRMqsq/p03n8eHD8T1/waeqH7GKL0/f4BC+u/0OBrVu7dJ8iqLw4qgJPDtifOUFn6rusCvydQtswdc3zmF8e2MHMNakTdPH6dj8NdzVigs+Vf2o2Lt2vNw60L3lJ7Twvcnl+e7rMYj3Rt9MKx/73OhVd4gVx8qtff15b/TN3Nvd2AGMNZk+qCfvPjSTdi2a2vNV2clVvNfN/Xx4/o5JLJzqeAtTfRnfqRMrZ8+ma/Pm9nzVXj+7AE9P/j52LM9fd51LrwMA0M2vK8/2+hsdfTucz3Th81fR0uClejGz9Y0s7LwAVXHtrqxn85b8OPNuhoS2Baq/fsr5m5fJjQf7DebT62fhobM7tK7aBTTlh9vvZEz7DigX5avI6K6qzOndhy9nzcbXo27XK9CruZ8vKx+/k4n9uqIqyiUFa8Wy68O7s+Kx2wlsYny3a0MrKCiodjObG88VcK/ai0JVKC0vZ210NL+ejiMtP5+cjAxG9OjJ/GHD6BnUMFc9rMpss7I+PpZ1p6NJyc8jKyODoV27MW/AMMJbhrh8B30xIazklm7mXPGPFJWeJT0ti7atBtAu6B78PIc2eD5NCHamxfN9/HEScrPJSE8nrENn5vYezOjQTron36pvQggOnU5hzb4TxKdmkZqWRu8uHbl5ZDhj+3TCzdSwtboQgiPp6Xx97BgxGRkkp6XRq0MHbu7Xjyldurisu+FyzpYksS1zOwn5iaSkp9AptBMjQocxtNkQPE36xvsYIS7vHF+eOkJkWjJn01Lp2qYtU7v2YmaXXvjpHI9khKT8fL48fpRDZ8+SkJpK5zZtuK5LV27t1ZtA74b/Ac7ML2LV3mPsi0okISmZjm3bMKJXJ24Z2ocW/s51J7nqolA3bbwfd9+6FVnlxRbWTP7kkuVLlizh+eefv+y2iqKwevVqZs6cWacMV3LVFwpVpaWlsXTpUhYsWOCS0b16yXx1I/PVjcxXNzJf3dRnPlcVCjM2zq+XQmHt5I9JSkqqltXT0xNPz8sXmq4qFBr+cEGSJEmSrnH+/v6N9jLTslCQJEmSJCc4c9ZCTffR2MlCQZIkSZKc0BCFQlFREXFxcZX/TkhIIDIykmbNmtGunTGnkMpCQZIkSZJ+Jw4ePMj48eMr/7148WIA7r33Xj777DNDHlMWCpIkSZLkhIZoURg3bhyuPgdBFgqSJEmS5IRrZYzCVTnhkiRJkiRJ9UO2KEiSJEmSEwR1v0x0o5/ICFkoSJIkSZJTrpWuB1koSJIkSZITrpVCQY5RkCRJkiSpVrJFQZIkSZKccK20KMhCQZIkSZKccK0UCrLrQZIkSZKkWskWBUmSJElyghAKoo4tAnXd3hVkoSBJkiRJTtBQ6jyPQl23dwXZ9SBJkiRJUq1ki4IkSZIkOeFaGcwoCwVJkiRJcsK1MkZBdj1IkiRJklSra6ZQyCsrJamogCJVoVyzNXScS5TZiii0ZaD4lGETloaOc4lCi5nk4kIKTQplVmtDx7lEscVCamERhYpCSXl5Q8e5RGl5OWmFRRSiUGxpfPksZivZmYWUFkNxsbmh41zCYrORXlpEvptCfnnjy1eu2cg0F1PgDnnlZQ0d5xI2TSOztIR8k0JOWSlCNK5LEWlCI6e8mCIvQW55MZrQGjqSQyq6Hup6a+wU0dg+MTUoKCggICCA/Px8/P39Hd7ObLOyPj6WZUcPczgjrXK5j5sbt/cKY27vMDoHNjMiskM0YeN00T4ictZwtiSycrkJd/o0nURY4A209OrcgPkEO5ITWXbiMNvOxlde5cxNUbmxSw/u7t2f8KBQFKVhPuhCCPYnpbDicCQbYuLQzn+UVUVhSrcu3DUgnCFtWzdoviOp6Xxx+Ag/nYzGqtl3fgowtnNH7h4YzqhO7VEbKB/A6dgM1q4+xK/rjmKxXCgAwwd2YOatgxk2sismt4Y7njidf44VMRF8HXuEEuuFAmtAi1bc23MQ17frhqep4XpQk4vz+PL0Yb46fZj8KgVCz6bB3Nt1MNPb9sbbzb3B8mUUF/HlyaMsPxHJudKSyuWdmgYyr+8AZnbrhZ+HZ4Ply7UU82PyIb4+s5eMsvzK5aFeTZnTYTg3th5AgIeP7vt19jdD7/0PXPUn3Hzr9vpZi80cmvUvw7LWh6u2UEjMz+Wetd9xtiAfVVEqf0QqmBQFmxA8Omg4fxo8wuU/JkXl51iV9HeyzAkoqAiqV9AKJgQ2+gfeyPjgP6AqJpfmyy0r5cENqzmYkVL5WlVVseymzj15fdz1Lt9ZF1ssPLrmZ7bHJ14239hOHfjPTdPx9fBwaT6z1crf1v3KjyeiMKkKNq3mfANat+KD226iqbeXS/PZbBr/e3sja1YdxGRSsNmq51NVBU0TdOzckpffuoMWQX4uzSeE4F9HfuM/R3fV+P5WfKfbNWnK5xPn0ME/0KX5AD6L2c8/Izei1LB/UVHQEAR5+fLJmDvp2TTY5flWRZ/gr9s2oAlxSb6KvZ2/pycfT72FQaGtXZ5vW8ZJ/hb5NRbNhqjhYssKCp4mN17vfwcjg7rrum9XFQoDvluMqY6Fgq3YzOFb32rUhcJV2fWQXJjPrO9XklJYAHDJlwSo3PH85+AeXt27w6X5Sqx5rDzzONnmswCXFAn2ZfbukYjcH9mY9rZLmwqLLBZuX/sVEZmpAJfspKsuW3s6ikWbfsSmua6p0Gy1Mv/b1exMOHPFfDsTzjD/29WYXdhdYtM0Hl39M2tPRp//d+35jqSmMfeLbygyu667SQjBv179mTWrDtqz2C7Np53PfCYxi8cf+oy83GKX5QN49fA2/nN0lz1fDe9vxXc6pTifWb8sJ7ko/5J1jPRR1B5eityIoOb9i3b+hy/HXMKcLcuIyc9yab5vo47zxJZfsGpajfnE+VuhxcIdP37N4fRUl+bbnnGKJw+vxKJZaywS7BkFZls5jx9czu6sWJfmk6pzqlB477336NChA15eXgwdOpT9+/dfdv28vDwWLVpEaGgonp6edOvWjXXr1jkV2BGP/fozeWVlNe5gavJBxAF2JiUaludiG9P+TWF5dmUxcCXH8zcSVbDV4FQXvLx3G3F55xx6/TQEm8+cZtmJCBcks/vv7v0cTkmrcQd4MU0IDqek8d/dl/+M1qflhyLZEhfvUHFnE4K47Bxe2+K6YnXrryfY8PMRh9bVbIKsrAL+9Zpx39eL7UxN4IMT+xxa1yYEeZZSHtv5o8GpLjiem8arRzc7tK5N2H/sFu361mXFflJBHk9t2+DQupoQ2ITgwfU/YLG5ZuxWrqWYpyO/glpLhAsqCpq/RKyksBGO/RCAEHW8NfSTcIDuQuHrr79m8eLFLFmyhMOHDxMWFsaUKVPIzMyscX2LxcKkSZNITEzku+++Izo6mg8//JDWrY1p6jqRncmh9FSHiwSwNwN/cvSwIXkuVlCeSVzRnhpbEWqjoHAwZ7WBqS7IN5fxXcxxXa8fwCfHDjr0w11XZquV5YcjdT2WJgQrIiJd0qqgCcFnB/QVTZoQfH/sJAVlrtkRrvp6n66uNs0m2LMzmsx01xy1f3LqACYd+WxCcCgrhZM5GQamumB57AFMiuO7TpsQJBTlsCcz0bhQVaw44VgRWEETgnOlJayPd81R+9rkw+e7GxwjEJTZLKxLdd3BiKMqZmas662x010ovPXWWzz44IPMmzePXr168f777+Pj48Mnn3xS4/qffPIJOTk5/PDDD4wcOZIOHTowduxYwsLC6hy+Jl8cP6JrJwP2L/K2M/EkFxq/Izyauw5F5wdDIMgoiyGjLM6gVBesijmh+6wQASQXFfBbSqIhmaraEBNHgVn/qPf8MjMbYox//XYlnCUlv0D3duU2G98fO2lAouriotOJOZWm++hWURR+XmN8MZ1clM+2lHjdhapJUVgRY/wPSZ65lB/PnsCmc1S+SVFZHnfQoFQXmG1WVp48qvv1UxWFZceMf381ofH1mT0OtCVUJ4CvEvc0urM1rhW6RqBZLBYOHTrE008/XblMVVUmTpzInj17atzmxx9/ZPjw4SxatIg1a9YQFBTEnXfeyV//+ldMppoH6JnNZsxVfgwKChzf8e5LTdL9JQH7B3Fb9CkmtG6ve1s94gsjdLUmVBWVvhfN07eeE1W3+8xpp7YzKQo74mLoajJ2UN5vMXG4KQpWJ35IfouJY3BggEHJ7HZGx9Q4+M4Re+ISmNIm1IBUVR5jt3PFiKYJDh88zfU39qjnRNVty0h0qinWJgS7khNIS0u78sp1cDgv1anTq21CY39GouH5ThfkUWjRX0hrQhCRmUZqaqqhA7tzy0tIL3PugOxsyTmKrGX4uXvXcyrnXSsTLukqFLKzs7HZbAQHVx/BGxwcTFRUVI3bxMfHs2XLFubOncu6deuIi4vj4Ycfpry8nCVLltS4zSuvvMILL7ygJ1ql4nLnB4X9snkzp8uMbZ72mpSEyYkB2kKDXfu2sy3KuR9yR0UFeiK89J9hITSNPYcPYdu+14BUF0S6e2FT3UHnzkzTNCJPnmDpkUMGJbM7ZPJEqB668wkgKv40S2OOGxPsvOR4xZ7NiZ1T0tk0li5dakCqC2KaqBDk3OmEWQV5hudLagK0de4MpCJLmeH5Mt1UaObcD6kmBP/78ENDp+st8hRQh8bkYqu5URUKmlBQ5BTOdadpGi1btmTp0qWYTCYGDhxISkoKb7zxRq2FwtNPP83ixYsr/11QUEDbtm0derwmHh7g5ADtqRMmGN6isKnwVTJsNRdVl6OoMHLoWLqNmWBAqguSD+0kNfWM7jYPRVUZPnAg87v1MyRXhZL9hzgTHae/aVVVCe/RmwVDBxqUzO6zyOPEHDlhH6Wkgwr06NSZBeNGGBPsvM3rT5EYu9upbdu1a8WCBdPqOVF1WzIS2XV0u1PbtgxoyoKpM+s30EUi8tLYdsy5gZ1NPLxYsOCuek5UXXxBHj9v+dmpbU2KwsIHHzS0RSGvvIQtJ2rupnaEr5trTyOW7HQVCi1atMBkMpGRUX3QUEZGBiEhITVuExoairu7e7Vuhp49e5Keno7FYsGjhvPbPT098fR07tzUEa3bkZCXq/uHRAEm9OhNaBNjzxfv5DaIzOwYp7ofeoWMJMjL2Kbp0R27sCn1jO7tbEJwXdeehIYam29Mt66sitI/6MomBGO7dzU83zhzOZ9E6m8VEMDobp0NzzdyjIllH+ovFFRVYfAw41+/6/x9UY/uqDy90FEmRWFMG+NfvybNA/E4sQGLzu4Hk6IwIqST4fmat2xJ012byTPrGxhrUhQGhbamVatWBiWzCxGC1vGBpJbm6nqHFaCDbxBN3BpucqiaVJy5UNf7aOx0DWb08PBg4MCBbN584dQgTdPYvHkzw4cPr3GbkSNHEhcXh1blPPuYmBhCQ0NrLBLq6q4+4U4NhJrYoYvhRQJAv6ZT0XtCjIJKK+9eBHl1NCZUFTd37Y2HzsmTFKCDf1OGhzrW6lMXk7p1IdBbf9NjoLc3k7p1MSBRdcPat6V9YFPd45g93dy4qU9PQzJV1bFzS3r2aY2q6u8amXpjf2NCVRHq68+Etl2cGpB8V3fj8/l5eHFzh37O5esyyKBUF3iYTMztHaZ7tk+bENzXZ4BBqS5QFIXb29f8W3E5Ari9w/AGm2W1NhVjFOp6a+x0n/WwePFiPvzwQ5YtW8apU6dYuHAhxcXFzJs3D4B77rmn2mDHhQsXkpOTw2OPPUZMTAw///wzL7/8MosWLaq/Z1FFt2YtGN66re7Tq+4PM/5LAuDn3oJufmNQdLz0Ao2BzW4xMNUFfh6e3NGjn64djQDm9xvkki+xh8nEvQPDdf0QK8C9A8PxqGXwbH1SFIV5QwboKgVVReG2sD74OdmKptettw+rnFDJEaqqMGZ8T5fNznh/z0G6T28eHtyObk2DDEx1wd1dBuk6PdekqHT1D2JIUDsDU11wZ68wTIrj51aZFIVgnyZM7OCa6eJvaDMAL5MHqoMJVRSauHkxrVW4scGkWukuFObMmcObb77Jc889R3h4OJGRkaxfv75ygOPZs2erjext27YtGzZs4MCBA/Tr149HH32Uxx57jKeeeqr+nsVF3p44nRbevg4XC38aPILhrV3zJQaYFPpHmnqEOlwshDe9kW5+owxOdcFfh46hT4tgh14/BZjRuQdze4YbnqvCQ8MGM6J9O4eKGVVRGNGhHQ8NG+yCZHZ39O/H9J7dHNoNqopC75CW/Hm8697f0eN7cNOtjh3dqiaFVq0DeezPUw1OdcHwkPb8Kcyx18OkKLTw8uXt0TMMTnVBj6bBLBlwvUPrmhQVXzcP/jfyNpcdDbf28+etCfaxJFd6RFVRcDeZ+Hjazbi7oJAG8Hf35s0Bc+2Pf4WEKgqKovDWgLvwaWTdDnDttChctdd6SC0s4N6fVhGbe67WueKFEDw1fAwLwge7vEmrxJrH6qQlpJVF1XKtB/uyoc3nMCroPhQdE7zUh0KLmYd/XcPOlDOXvZbCnT3CeHHURNxU1+YzW638+ecNrIuKqflaCueXTevRjTemT8HTzbXXorBqGi9u3MKXEcdqfv3O5xvZoR3v3HKDy1oTKmia4NMPtvLV8t2V13WoSjUpaDZBj16t+Mcbc2gaaOxpuRcTQrD0xH5ePby1xmspVLymXQOas2ziHFr5un6O/K/jI1hy6Bf7tRQuakOquNZDa58APh1zJ538m7s83y+nY3h8889YbJdOblRxrYwW3j58Ov0W+gbVPMbMSPuy43jy8EpKbfbTOatmVM7/u4mbF28NuIuBzfV1u7rqWg/dVz6FyaeO13ooMRN956uN+loPV22hAPY597eeTWDZscP8lnSm8oMY4OHJPX37c0evfrTya7g3RgiNsyWRROT8yOmifZXFgjtehDWbTljgdAI9XH+xlgv5BAczUvj8RATr4qMrf+w8VROze/Tl7l796dasRYPlAziWls4XEUf58WRU5RS07qrKTb17cteAMPqEuP5iPFXFZmWz8vBRVh07QWm5/dRbk6JwfY+u3D0onAGtWzVov2tKcg4/rT7MujWHKSmxn1qsKArDR3XlplsHET6wo+7xDPUptbiAL2MiWRETQa651J4PGBXagXt7DGR8686YXFykVpVVWsS3CZEsjztIVllR5fJBLdpyT9fBTGrdHXfVtRd0qyqvrJTvok/w2bHDJBdemI+mT4tg5vUbwPTO3fFycRFdVVF5GetSI/nqzB7OFGdXLu/UpCW3tx/O1FZhTrUkuKpQ6PZF/RQKMXNloVBn9fGml1mtxCad5cvly1n0wIO0Nnh0r15WzcLZtNMs//wLHrh3Ia1bNVyBUBOLzUZs0hlWfL6ch+c/QFuDpuB2VrnNRuyZs3y+fDmLHpjf6PJZNY3YM2dZ9vnnPDz/ftq1adPQkaqx2TROnz7Dss8+56E/zKddu8aVTxOC2KQzfPL5MhbeN58Ojez1E0IQm3yGjz9fxh/uvZ+ObYwf2KuHEILTSUl8uOwzHrpvHp0cPN3cVYQQxKec5aPPP+WBe+bRuU3dTlOXhUL9arhS0sW83Nxo4eWNp0D3iGBXcFM98FabgsUd1cXdDI7wMJlo5umNl8Dl3QyOcDeZCPT2whvRKPO5qSpNvTzxRrisL1gPk0nFz88LD09wd298+VRFwd/dEx8beDbC109RFPzcPPGxgpeLL7nuCEVR8HV3x0cTeDdgC0JtFEXBx+SBV7n9v78X9tMj6zozYz2FMVDj+8RIkiRJ0u/AtTKFc+M79JIkSZIkqdGQLQqSJEmS5ASB3unzar6Pxk4WCpIkSZLkBNn1IEmSJEnSNU+2KEiSJEmSM66RvgdZKEiSJEmSM+pjCubfQdeDLBQkSZIkyQnyMtOSJEmSJF3zZIuCJEmSJDnhWjnrQRYKkiRJkuQModR9jMHvoFCQXQ+SJEmSJNVKtihIkiRJkhOulcGMslCQJEmSJGdcI/MoyK4HSZIkSZJqJVsUJEmSJMkJ8qwHSZIkSZIu73fQdVBXsutBkiRJkqRayRYFSZIkSXKC7HqQJEmSJKl218hZD1d9oWC2FRFdsIH4wp0UmrNpOjmfgyU2BpXOJsSrN4rSsNVcuVZKfMGvxBduodCcQfCUPCJKixElswn1Htjg+cy2crZkHGN9aiRpRTnk9jWTm/gzt5pGMjyoOyalYXuvym02NsecZvWxk5w5l0OOmy8Jm3Zw+6D+TOjWGXeTqUHzCWEjt3QH6UXfUmiJZ8iN2aRaolGLbiPIZxqq6tnA+QQxRSfYm72F5KKz5I/L4suc/zHMfSwDA0fiafJq8HyHz6Xw5enDnMhKJaOjiWNH1nFDYT9u6dAXf4+GzQeQXhpHZO46kgtP4Tk5gw2Fr9DTfTR9m07Gxy2goeMRn3aO73Yc5VDMWdKyfIn5ZBNjwrpwy6i+BDVt0tDxOFucwzeJB9mbFkdyD8GxE6sZmduN2R0G0tonsKHjXYFy/lbX+2jcFCEa/3QPBQUFBAQEkJ+fj7+/v0PbaMLG3qwPOZb3PTZhpWrZpqAi0Gjm0ZHxIX8m2LunQclrJ4TGkZzPOZrzBVZRiv3DIqrl83NvzcjgP9PKZ1AD5BN8c3Y3H8VtotBahoqCdj5fxf+39AzgiZ4zGBvc2+X5AFYfO8nrm3dwrqQUVVHQzn+UK/6/uY83f5kwhpv79mqQfNnFv3I65wUstnTABNjO/0UFNNxUf9o1fZxWfnc3SEEYXXicb85+RLYlAxUVDa3a3z1UTyYG38ik4JmoDVAQHjmXwl/3/0RsQTYmRcUmLuRTAHfVxL3dBvNk3/G4qa7Pl20+w7qUt0gvi0HBhKh8f0FBQUGlb9MpTAh5CDfVw+X5Us/ls2TZBg7FpmBSFWzahX2gev7zNmVQd56+4zqaeLu+YM0qK+TZiDX8lhmHqijYRPV8QgjGBXfnxf430szTV9d9O/Ob4cz9t33/eVTvuhWrWmkZSX943rCs9eGqLBRswsr6lGc5U7yPy7XrKKioionprV+hje/Aekx8eUJo7Ex/mbjC9VdY0767GR/6Ih38xrkiGmAvEt6N+YUvEnc6tP7TvW/hpjaDDU5V3dI9B3hz628Orfvk+FEsGO7afOmFXxN77pnz/7r8V6y1/3w6Bj7l0mIhMm8fnyX8BxCIK+Qb0mwMd7R7yKXFwq6MBB7Y8TVWoVUWgDVRgHGhXfjfqFtxV13XepRWGs1XZ57CqlkQFxVY1fMptPLuyez2L+PuwtajhPQc5r/5NYWl5moFwsVURaFTaDM+fmI2fj6ua51JL83nzh0fk20uqlYAXsykKIR4B/DF6PkEefk5fP8uKxT+V0+FwsLGXShclWc97Mn84IpFAoBAwyasrEt5hnxLqmvCAUdzVjhQJEDFTnxb2vOcK4s1PFeFNckHHC4SAF49sZpDOfEGJqpuY3Scw0UCwJtbf2NDlOtev7zSveeLBMc6MFMKPia96GvDc1U+XskZPk985/yn68r59ufsYFPGjy5IZne2KJeHdn5LuXb5IgHsr+62tDhejdzsmnBAiTWPb88+e8UiAezf4NTSU6xPfds14YBSczkP/+f7KxYJAJoQxKfn8JcPf3ZROrBqNhbsWXHFIgHAJgTppfn8Ye8XaFdYt0GIero1clddoVBqzed43mocf/UFNlHOsbzVRsaqZNXKOJq7QscW9p35sdyVhmWqyiY0Pjq9Sdc2CvDZ6S3GBLqIEIL/7Nijq1dPAd7ZuRdXNZ4l5f8XvV+ts3nvIITtyivWg82Za8+/Fo6/HpsyfsSiWYwLVcWymANYNKtDRQzYn8WKuEPkmEuMDXbekdxfMNuKrlgkVBAIThVsI9dFByPr9p8iI7fwikVCBU0T7Is6y4nEdIOT2W1Nj+Z0YdYVi4QKNiGIyk9nV+Zpg5NJtbnqCoWogl8u6Wu9EoGNU3k/U66VGpTqgvjCzZRr+nZoAhsJhVsoteYalOqCPVnRZJsLdW2jITiQc5qk4myDUl1wNDWdmKxsXUW4AGKysjmaavyOsLQ8kbyy3YC+H32LLYOc0u3GhKqisDyfiNy9ur8jZq2UiNw9BqW6oMRq4ZuEyGr91Y6wCcF3CUcMSnWBJmwczv3J4SKmgoLKkdxfDEp1gRCCL7dGoLcXy6QqfLvD+NcPYGXCflSdA/hMisLK+P0GJaqDistM1/XWyF11hUJcwVacacspF6WklETWe56LJRZuxZlRrgIbScW76z/QRbZmnHDqTAYVhe2ZJw1IVN2G6FinBq6ZVIUN0cZ3P2SXbMS5r5WJcyUb6jvOJU4URKDpLGLA3tcembfPgETV7c08Q4m1XPd2AsHPZ43//KWXxlBszdG9nUDjVL7xhWBydj7xaTm6r0ho0wS/HjL++1FYXsb+7MTKgdGOsgnBzsxYymz6PxtGqrh6ZF1vjd1Vd3pkic35o+70c2fwLOxQf2FqUFCWiXOdUipZeUn4laTVd6RqMgrPOdwkWJWCQnJuBmlexuZLOZfjXBeCsG+blmZsvjxrEhVnNehjo7A4lbRyY/OlF6dUnlWjh0BwriTL8NcvIcP5+88sKTQ8X4ol0eltS635hueLSz7n9LallnLOJicbekpxalmB09sKIN9Sipe3e/0Fkhxy1RUKJsX5D9G2rTswn4muxzSXajnxHJ5B+rcTQmPv7gNsismo/1BVJHWzQCC6Gz00TeNYxBGWrjX2qC5W9UJT3dHbtqppGrFR0Sw9aWzzaqf+x2jXW0PvAHwhIPFMCj9tW2pMsPPKOuUgemtOnbqdnZnN0u+NzRfvr0Ar536oSguLWLrU2HxqcB6eY5zbttxiMzxfXrkKODs3guCTjz7W3W2hR4m7gDqcTe3KM1scIidc+n0K9GhHYXm67iMmgBkT76CZqYsBqS44VmYlpXy77nyKAhNH3ULLcQMMSmb3edou1mQd1t00KFSYNuw6rmtm7JwU/seiOH0wUv+GisKkoUO4vW+Pes9UVYHtFzKtx3VvpygmunUaxYhuCwxIdUFc2Um+y/tI93YqKr1a9WP6gtsNSHXByYIsfotcq3s7FYU+IW1YMHGyAakuKLRl8kPBU05sqdDCuy3TFhj7/haWmtn55g9XPFukJi0DfHnooTsMSHVBuWbj18OfYdasurdt4uZJgIe3AanqoD7GGPwOxihcdYVC76YzOFO8V+dWCoEe7ejVepTh57KbSueQnLRV93bepub0bTMFVTH2LbvDfyyrsw7p3s7b5MEt3Ufh7WbsxDL3+Aew9NAR3YPdVEXhnpFDae7rY1Ayu5ba7WQn/QtN6B0Ya6NzyDx83EMNyVWhpWjJhuPfUWjN07WdhsbEdjcQ6mtsvpCQELrE7+F0gb4BqxqCeb2GExpqbL5QQmmb2JfkkhM6i33B4JYzCQ00Oh9MGNCVLRGxDp/1APYDkduvG2D46wcw69wAvk48qKuL06Qo3NZhYIPPBHutuupe9Xa+Q/ExNUdf26qgX+AtLpnwJsirN009OqEnn4JKz6Y3G14kALTzDWJQs866RiWbFJUZrQcZXiQANPf1YWrPbph0vFcmRWFqz26GFwkAJtWHkCazsc/E6PBWBHgNx8e9o1GxLjySYmJ00CQUXZ8/hVCvtrT3Mba1DUBRFO7tOlhXkaAALb2bMC7U+HwAA5rdqLtF0EP1pmfAWIMSVTd7bJiuIgHs3+GbhrtmhtU5HQbpHgdlE4LZHVw/Q+2VKKJ+bo3dVVcoqIqJ8SF/dng3qKAS4tWbHv7XG5qr8vEUhVHBf0HFhCPFgoKJAI929A6cbXy48xb3nIGnyd2hYsGkqLTw9Gde5/EuSGb3xPhR+Ht5OlQsmBQFfy9Pnhg/ygXJ7No2fRhPUzCOFQsqquJB52bPGh2r0tigqQR7tUZ16OuvoCoqc9o94LKZI2d17MeA5m0cen/tM+0rvDJ4OiYXTePc1W84nZoMQdGx+5wU+gjuqmtmPhzQpTUzhvXSNdbgT7PGEOhnfCEN0MW/JfO6jNC1zUPdxtDOt5lBiepATrj0+9W+yVAmhj6DignlsjtrhZZePZnW5hVMLpyLvaV3Hya2fhWT4n7FfAEe7bi+zdu4q675EgN0ahLMvwfej7ebx2Wb+lQUWnoG8N7gBwj0cN3FZVoH+LNs7q009fa67I+Jqig09fZm2dxbaR3guqlRPUzN6RuyHE+3EC7/FTNhUnzpG7wMX49uroqHl8mbh7v8jZZerS7bsqCi4q648UDHJ+no67p8niY3Phozm37NWl32kjsmRcGkqLw1/CaXtSaA/WDkxjZP08G3//klNSe0FxIKk0IeoXfAdS7LpygKz8ydyOSB9vdMreU7YlLtyx++cQR3XNe/xnWMsrjXRG4/30JQ2wFJxfJ7Og/jjz1cdyCiSwPNo/Dee+/RoUMHvLy8GDp0KPv3GzvHxFV5rYcK2WVxROZ8Q1zhlvPnjtsvNKIo4O/eir6BN9M74MYGuWALQL7lLMdzvyKuYD02YamWz8ctiJ5Nb6FX01kuLRKqSi3N5avE3/gx5SBlNov9slUCUKCpuy+z2g1jdrsRBHg0TL7MoiKWHYjgq8PHKDSbz+cTcL4VYU7/vtw7uD8tmzTMFfLKbXmkFiwjrfALyrUcqr6/quJNSJPZtPafh5d7mwbJV2YrZWfWRnZmbyC//PxpxeffXzfFncHNRjO+5TSCvVo3SD6zzcrK04dZFnOApOK88/ns76+bonJDu17M7z6UXoEhDZJPEzaO5m3g0Lk1nLOcrRoPBZWufsMZ3HwWrX1cf9E5sM+4uO7AKb7cEsGps5nnl9rfYAUY0bsDd00cyNAe7RoknxCCTWmnWH56L4dyzlaNB8Dg5h24p/MwrgvVPwDZZdd6+Nc/6udaD3961uGsX3/9Nffccw/vv/8+Q4cO5e233+bbb78lOjqali1b1ilLba7qQqFCqTWPpJIDZOYks+u3vUwbO4c+bcY3+CWcK1hsRSQX7yUj9wy7ftvDlDG30rvNJFSlcZwKVGq1sCc7moSsFHbt2sXN46cytetQ3BrJqUpmq5UdpxOJTUnlt12/MXPSJG4a1B9Pt8YxVlcT5eSV7iIz5yS7du1kzMgZdGo1E1MDFYAX04RGTOFx4rNi2blrBxNHTWFE+3F4mxpHPiEE+7POcjgpnu27djJ1zHXc0KM/zb30XVHQKEII0kqjiMs8wo5d2xg3ciJhrcfj5968oaNVikrKZO/RGLZs38nE8WOYMLgPrVsENHSsSnEFmexIPMHm37YzYdRYxnfsS0e/Fk7fn8sKhbfqqVBY7HihMHToUAYPHsy7775r317TaNu2LX/84x956ilnzsi5squy6+Fi3m5N6eY/ic6e11N2uhUt3Ho2miIBwMPUhE7+E+ngMY3iuLa0cAtrNEUCgLebB9eF9GVaizDaZ7gxyL9joykSADzd3JjUvQs39+xKd62c0e3bNJoiAUBV3GnmM44A080kR/WgiWl8oykSAFRFpYd/P/r7jMAroRm9vPs3miIB7E3pQ1u2Z2arHvTMFUwO7txoigSw52vl05OunmOxxYXS2XNkoyoSAHq0bcmUAZ3p7GthUninRlUkgH3cwtSgHnTLUpga1KNORYJL1eMYhYKCgmo3s9l8ycNZLBYOHTrExIkTK5epqsrEiRPZs8e4KdaviUJBkiRJkhqztm3bEhAQUHl75ZVXLlknOzsbm81GcHBwteXBwcGkpxt3LZvGc9glSZIkSb8n9TgzY1JSUrWuB09Pzzrecf2RhYIkSZIkOaMeZ2b09/e/4hiFFi1aYDKZyMioPpV/RkYGISHGDeqVXQ+SJEmS9Dvg4eHBwIED2bx5c+UyTdPYvHkzw4cPN+xxZYuCJEmSJDmhPmZW1Lv94sWLuffeexk0aBBDhgzh7bffpri4mHnz5tUtyGXIQkGSJEmSnNEAV4+cM2cOWVlZPPfcc6SnpxMeHs769esvGeBYn2ShIEmSJEm/I4888giPPPKIyx5PjlGQJEmSJKlWskVBkiRJkpygUA9jFOolibFkoSBJkiRJzqjH0yMbM9n1IEmSJElSrWSLgiRJkiQ5owHOemgIslCQJEmSJGdcI4WC7HqQJEmSJKlWskVBkiRJkpzQEDMzNgRZKEiSJEmSM2TXgyRJkiRJ1zrZoiBJkiRJzrhGWhRkoSBJkiRJTrhWxijIrgdJkiRJkmp1TRQKmcnn+OmjLaz97xZS9ucRufUUNqutoWNVOldQzOqdx/hmx0niCj3YfTKJ8kaUz2zLJ77gR85avqNZrzgyrTuxamUNHatSSYmZTRuP8dOaoyQlKuzaGUdJibmhY1Uyl5Wzff0x1n1zmJRoG79tPEVhQWlDx6pksdlYnxjDivgTHPFzY01SLFmlxQ0dq5LVprHn4GnW/nqSxHQ3ft0RQ0ZWQUPHqiSEhtW8EzexkiHhkbiJ79CsiQ0dq5IQggNZZ/km5TjHmiusSj1JbH5WQ8eq5lhKOquORnNC8+D7ozGcSM1o6EiOqZjCua63Rk4RQjT6ho+CggICAgLIz8/H39/f4e1O7ovlm7d+Zu/PEQgEqqqiaRoIaBbSlBkPTeSWRVPw8vU0MH3tYpKy+PSX/Ww+FItNE5hUBU3TECgE+Hpx67gw7po0AH9frwbJV2BJJCr3c84UrkejHAUTmqahqAI3xZfOATPp3vQuvN1aNEi+jPR8vl65hw2/HMFstqKqCprQQCh4erpz/bR+zL5jOMEhAQ2SL/dcEd99upNfVh2kpNiMqioIIRAC3N1NjJ8exm3zRtO2Y1CD5Ms3l7H0+AFWREWQZy5DVRSEpiEUBZOiMK1Ddxb2G0rv5sZd5/5ySsssfPvjIVavi+BcbrH99Tv//VAUGDG4M3NnDaVPj9YNkk8IM5bi5ViKP0HYkhGoaJpAVUFBYPIcjWeThbh5jmqQfDZN4+v4CD6L3U984Tn7xYeEAEVBAINatOWB7sOZ2Lpbg+QTQrDmyCmW7T5MVHrW+YsjCeyvHvRu1ZL7Rgxket/uKIq+H1NnfzP03n/H519G9arb/lkrKyPh+b8ZlrU+XLWFwoZl2/nXI5+gKAqaTatxHUVV6NinLa/8+BeaBrn2DdpyOI6nl/6MEAKbVvNboCoKrVr48/4TtxLa3LX5MkoOsDNtMZooR1Bz64aCCU9TIONb/xd/j44uzRd1KpWnnviSklIzmq2W18+k4OvjyStv3kGPnq1cmu9sfCZPPfgpeTlFteYzmVTc3E288M5dhA/t7NJ8KUUF3PHLVyQV5aPVsgswKQqqovDuuBu5voNrf0zy8ktYvOQb4hOza8+nKmgC/vrIFKZN7OvSfEIrpCRnHjbLgYolNaxlAmx4+j+DZ5MFLkwHZpuVP+5exda02FrTqShoCB7qMYIn+47X/WNcFzZN4++rN7LmyClUBWraBaqKgiYEtw3sw/MzJqKqjudzVaHQaUn9FArxLzTuQuGq7HrY9eNB3lr0MUITtRYJAEITJJ5I5pmb38RcanFZvoPRSTz1wU/YNK3WIgFAE4K0cwUsfGsVBcWua+rPNUezM+1P2IS51iIBQGDDbMtla8rDlFqzXZYvJTmHvz6xkpKS2osEAM0mKC4289cnVpKSnOOyfOeyCvnrA59ctkgAsNk0LGYrzz2ynLhTqS7Ll28u4871X5F8mSIBwCYEVk3j4a1r2JN21mX5zOZynnzhOxLO1F4kANg0gRCCV99Zz449MS7LJ4SVkpwF2CyHuPywd/t3x1zwEpbiL10VDyEEf963hm1pcZdNp53/ywdRu1katcdl+QBeXreNH4+csueoJWDFe//toeO8uXGnq6JJNXCqUHjvvffo0KEDXl5eDB06lP379zu03VdffYWiKMycOdOZh3WIzWrjncc+c3h9zaYRG5nI+mXbDctUlRCCV1ZsRjvfBH0lNk2QkpXPyk2HjQ933uGsN9FEOY6ct1NRLJzI+cj4YOd99MFWykotaJcpsipomqC01MJHH2x1QTK7L5duIz+35LJFQgUhBNZyG++/9rMLktl9cuIgZwvzsTnwARTYW6v/tnsjrmp8/GnTMWJPZ1y2iL7Y/73/K9bLHBTUJ2vZOmyWXXCZIvpiZQUvIDTXjPvYm5nIuuRTlYWAI/7v+FaySosMTHVBVHoWK/cf0XVW4Ke7D5GQ7bpi32Ginm6NnO5C4euvv2bx4sUsWbKEw4cPExYWxpQpU8jMzLzsdomJiTz55JOMHj3a6bCO2PPzYXIzC3S/+Gv+65odYURsConpuQ4VCRU0Ifhu+1GXDHDMt8STXRaJwPGdrsBGYuFPlLtgR5idXciundHYHPgRrqDZBLt2RnMuu9DAZHbFRWVs/OHwZVuyLqZpguOHz3Dm9OW/Q/WhXLPxeVTEZY/UL6YhiM/P4UBGsoHJ7IQQrFp7WPe+MzevhF374wzJdDFL0afo3nWKEspLVxuS52Kfxx3EpOjNB98mRBqS52Jf7T+CSUc3Ati7mb7cf9SgRHUgLpwi6eztqiwU3nrrLR588EHmzZtHr169eP/99/Hx8eGTTz6pdRubzcbcuXN54YUX6NSpU50CX8kvn25DNen/kqSczuCUC3Y0P/x2XPeXBCC3sJTdxxPrP9BFEgp+RMGkezubMJNUtNmARNVt2nDM6W1/rcO2jtq58TgWc7nu7UwmlY2rDxmQqLptyfHklOk/48KkKHwVY/yO+kR0Kslpubq3U1WFtRuMz2ezJmArPwQ6Cmk7BUvxF0ZEqibHXMLmlBhsQl8+DcGXp41vtbRYrfwQeVJXaxHYW1ZXHT7uslYjqTpdEy5ZLBYOHTrE008/XblMVVUmTpzInj2193G9+OKLtGzZkvnz57Nz55X7msxmM2bzhdPbCgocPxUqOTZd19FcVaciYgls18SpbR0Vl5Sp+0sCoChw6nQS3YJ9DEh1QXbZ6cuOS6iNgon03Gi8i9MMSHXB6bhUnBlzpSj2bdPSjM0XF5WEyU3FZtX3GbRpGgmn0wzPdzw5qXIQmx42IYjJzjQ838moM05tp2mCM0lZhucziUicG7omsFnPGJ4vuihb93tbIb20gOTUFP2tETpkFhVjdrJltMRSTkFZGc18jd0H6iJnZrxUdnY2NpuN4ODqp0sFBwcTFRVV4za//fYbH3/8MZGRkQ4/ziuvvMILL7ygJ1qlusyPsGXTZo5nHLjyinWQnuELThyxIwS79uwh47ixYynajI3HtzW6f4w1m0bkiUP8GlliTLDzYk6q2DQF0BfQpmmcPHmKpUtPGBPsvDPHbM4VqgLiTyewdOnS+g9VxTE/N0SAm/43GEjNzDA8X+o5E+Dc6cp5+QWG5+vY9iwzr3du2/LyMpZ+Zmy+bC+goxP7F+y/V0s//MiZvZPDioQC+Dm9faNrUZCFQt0VFhZy99138+GHH9KihePn2j/99NMsXry48t8FBQW0bdvWoW0Dg5uS5eQI9xmzbiBsXA+ntnVU2oodHIxN1TVGAUCgMOW6sUzob+xpiNHmMjKsW9EzUAtAMSkM7j+GNkNuNibYeV+vPMC6n447NFCwKlVRGTykD3PuHGxQMrtfvo3g27g96H2DVZNC37Ae3L/gOoOS2f2cfJoDx3br3k4BerZux4Kbxtd/qCoijqVw6j3nBp62aRXEggVT6zlRdao4Afzq1LZu7kEsWGDsaZKpZYX8cuAbp7b1MbmzcMH8ek5UXbGlnJ8+XuXUtooCAd4NM6fMtU5XodCiRQtMJhMZGdVnzcrIyCAkJOSS9U+fPk1iYiIzZsyoXKZp9orQzc2N6OhoOne+9PxxT09PPD2dO6oYf9swYg8n6B6Y6OPvzXU3j8TDy8Opx3XUjaP7cSBG/6lw7iaVGWMHEGD05EvFM8hI2+TEhoJeoTPxdQ+t90hVTbthMD+t0T/WQNME028YTGiowflu8eSbj/X/EGs2wZSZQwzPNyuwKa+e2Eu5pu/ITACzeoYZnq9Z8yDe+XQXxSX6TldWFJg6sZ/h+YRoSVFGKELT24VgwqvJLJr6G5svlFB6xgYTnZepqwvCpKjMaN/H8NcPYGTnduyNT3LorJsKJlVhXLdOeLo3rssTyWs91MDDw4OBAweyefOFQWuaprF582aGDx9+yfo9evTg2LFjREZGVt5uvPFGxo8fT2RkpMOtBHpMums0bu76Gs9Uk8r0+8cbXiQATBjYFT8ffUWQSVW4fmgP44sEIMRnGD5ulxZ9l6OgEuIzHF934yc16tY9lK7dQnRNDqMoCt26h9C1u/E7wZA2zRg0siuqSV/TfsvQpgwYbvykS4Fe3tzUqRcmnV0P/h6eTOvQ3aBUF3h6uDFjcpiuyXUA3Ewmpl7Xx6BUFyiKCQ/f+9A/DlzDw+dOAxJd6t6ug50Yg6Ixt/NAgxJVN3douK4iAeyDGe8cGmZQIulKdI9aWbx4MR9++CHLli3j1KlTLFy4kOLiYubNmwfAPffcUznY0cvLiz59+lS7NW3aFD8/P/r06YOHR/3/MPsF+nLLo1Md7sJWVAUvX09uXDip3rPUxNPdjQemD3V4fUUBk6py92TXfIkVRaVvs4V6t6J34P2G5KnJffPH6moxEkJw7/1jDUxU3Z0Pjdfd73jPIxNQVdfMf/ZQ3yG4qaquUR6Pho/Ay801R3OzbhiAt5c7qo5iZs7MQfg1cU2ztIfvHShqcxwfa6Tg7j0b1a2NkbEq3dC2N+18Ax0elKgqCteFdqVXoL4DBGeN6daRXqEtHT77y6QohLcJZVjHdgYnk2qje880Z84c3nzzTZ577jnCw8OJjIxk/fr1lQMcz549a/jI3iu597lZjLllyBXXU00qHl7uvPT9E7Rs09wFyezmThrAbeOuXB2rioJJVXnj4Rl0bu266yl08J9G78AHHVhTAVSGBj9PC2/XVftDh3dh0WOTHV7/kccmM3R4FwMTVdcrrB1P/nMWiqo41PIx9w/jmTijvwuS2XULbMH7183EpKo4Ui7c06M/D/Qe5IJkdsFB/rz+3Cw8PEwOtSyMH9md+Xe67noKitoUn+YrQGnClYsFBZPnKLya/tMV0QDwcnPns7F30tzT54rFgopC76Yh/GuYsWOLqjKpKh/cPZPWTf2v2LJlUhTaNW/Kf+fepLuVySWukQmXrtprPWiaxsrXfuS7t9dRWlSGoiqI86clqiYVzabRY3BnHntnHp36ur5SFULw5eYIPly7l4ISc+W85mDvarBpgq5tWvD03AmEdXHtdQoqxBf8yLFz/6XMdg4FtcokTCqg4efejv4tniTU99JuJ1fYse0U77+3icyMAvsFoSre3/P/HxwcwEOLJjBmXM8GyXdwVyz/e/UnUs6cw2RSsZ0fsV2RL7B5E+57dBJTbnZNa9El+TJS+PvujUTlZmFSlMrmYPu7CwEeXjwaPpz5vQe59DoAFeISMnnzvxs5GZNW+Z0AeyubEODj7cGcmYO4d/aIBvkR0ayJlOY9hc2ym4rrOoB94LE9jScevvfi6f8XFMXd5fnSSwp45tA6tqfFoVZ5fwEUFNxUlVkd+vH38Ml4u7k+X15JGS/+tJkNJ+zXo6g6CVhFa9K0vt15dvp4/HUOYnTVtR66PPUypjpe68FWVkbcq437Wg9XbaFQoazEzPZv97L7p8NkpmSTnZPFoDH9ufWR6XTu1/BNWZZyK1sOx7HpUAypWXlkZ2YwsG837pw8hD4d9fXFG0ETVlKLd3KmcAMFpSmkp2XSoXUYvVvOIch7QMPn0wQHD8Tz64ZjJCdlkZ6eQZ8+nZkxcwiDBndq8KMQIQTHDiWy8YfDnI1PJzU1jR69OzP1lqEMG9sdk5uRJ6M5li8yK42vYo4SnZVOcnoavdp1YFaPMK7v0A1PU8MPHotLyOTHDUeIPZ1GUnIqXbu0Z+LYPkwY3QMvT9f/wF3MVh5HeclKSosjycw4Q1BwV5oETMPd+2YU1flTAetLUlEuX8VHcCg9kYS0FLq0asP4tj2Y1TGMQM+Gn5Mgs6CIbw8dY29sIvHJyXRq04YR3Tpx68A+BPn5OnWfLi0UPOtYKJhloVAv6utNT0tLY+nSpSxYsMAlo3v1kvnqRuarG5mvbmS+uqnPfLJQqF8Nf7ggSZIkSb9HcsIlSZIkSZJqI+dRkCRJkiTpmidbFCRJkiTJGbLrQZIkSZKk2siuB0mSJEmSrnmyRUGSJEmSnCG7HiRJkiRJqtU1UijIrgdJkiRJkmolWxQkSZIkyQnXymBGWShIkiRJkjOuka4HWShIkiRJkjOukUJBjlGQJEmSJKlWskVBkiRJkpwgxyhIkiRJklQ72fUgSZIkSdK1TrYoSJIkSZITZNeDJEmSJEm1k10PkiRJkiRd62SLgiRJkiQ5Q7YoXF3yi8tIySmkxKZQbrM1dJxL5JvLSCoqpEhVMDfCfIVmM8lFhRQpCmVWa0PHuUSJ1UyGJY8ST41Sm6Wh41yirNRCdloBZYUapcXmho5zCbOtnExLAUWegiJr48tnsdnIKCqmQFEpMDe+fFbNSr41n3KfcoptxQ0d5xI2TSOzrIR8N4UccylCNK5fJ00IsstKyTcpnCsrRWtk+Wqj1NOtsVNEY/vE1KCgoICAgADy8/Px9/d3eDtLuZXNR+L4cnskRxPSKpd7e7hxy8i+3DaqHx2CmxkR2SFWTWPzmdMsOxbB7pSzlcs9VBO39ujDXb3D6NWiZYPl04Rg55lEPo+MZFtiQmXh66YozOjRg7v7hRMWEoKiNMxHXQhBZF483yftZnvmcbTzCVUUxrbswy1tRxDetFOD5os+msRPX+xh+89HsVrtBaCiwKCxPbhx7nAGjOqKqjZcvR5TkMa3Z/bzU0oEZu1CATi4eSdubz+M0S2746aaGixf/LkcVkYc5ZujxykpL69c3r9VKPcMDGdyty54ujVcw2i2OZutmVvZnrW9WoHQzqcdE1tOZEizIXiaPBssX0ZJIV9GH2V5VATnyv6/vfuOr6LK/z/+OnOTm4QkJNQkQGihQyD0LlUBKxZEscGquJbvd3/iNtddcddd9esX97u7rqtiRUVRFLDRe+8JLQkkkF5JAunt3jm/Py5pmEDmJnNzhfN8PO7jIePMzTuTe2c+c+bMOSXVy3u2bsuCAcOZHTYAf2vL5csrLeGr2JMsOxlJRnFh9fLOfq2ZHz6UOX0HEejtY/h9nT1nGH3/AU+9gsXLu0nvZS8vI/o/fzAta3O4ZguF5PMXeeqtVaTm5KMJ8ZMK1aIJ7Lpk4azRPHnzWJefTLKKi3jkx2+IzT2PRQjsl+e7tOyRQUN5cfwULC4+mVwoLWXh999yJD39ivlu79uP/7nxJpcfrEts5bx4Yjn7c2OxCA271C/L51g2pl0//hL+AK08XHswrKiw8Y8/fM2276OwWDTs9rr5NIuGbtcZMKwbL739CP6BrVyazy51lkT/yJdJB+rdfxoCHUkv/yDeGvkIHbxdewCTUvLP3fv4994D9X7+qr7ToQEBfDT3Lrq3CXRpPoCNmRtZkbICgUCn7v4TCCSSAM8AFvVZRNdWXV2e75v4k/xu93p05E+Of1VHu9ZWLz6Yfjcjgrq4PN/GhHj+e/MPlNvtyHra3wXg7eHBf266nSldexp6b5cVCk82U6HwtnsXCtfkrYf0vAIeeWMFGXkFAPU2Y9l1x7Kl6w7wz293uzRfbmkJd63+nLi8HEeW+vJdWrbsZCS/37HRpU2FRRUV3P/1SqIyMq6a74czp/mvtT9i1/WfrGOWCt3GryM/4GDu6UtZfvqzq5YdzD3NryM/oEJ33e0Su13nlf9ezvYfjlX/+3L6pWWxx5L57YPvUlLkuuZ0KSUvn1jDl0kHHPnq2X9VrTMJReeZv28pF8pd25z+vzt28++9Vfl++vmr+k6nFxRw72crSMsvcGm+dRnr+CLlCyTyJ0UCUH3iK6ws5JWYV0grTXNpvpVxJ3hu11psUq/3+Fd1a72wooL713/J0ex0l+bblBjPExvWUG631VskVGUss9l4dN1qdqQkuDRfY1U9HtnUl7u7JguF5z9eR0FJWXUxcDUfbz7Mvpgkk1PVeH77RjKLCus9ANZnZexJvouLNTlVjVd37iA+L7dR+XQp2XLuLJ8cizI/2CXLErZwIj+p+mR2JTqSE/lJLEvY4oJkDt9/tpcD22IaVdzpdkny2Wzef/1HFyRzWJ9+nO9SjzZqXbvUyS4r4OWTa8wNVcvuhCSWHjjcqHXtUpJfWsaz368zOVWNxOJEvkr9qlHr6uhU6pW8Gfemy4r9lMKL/H7P+katqyOxS53Ht6yiwkV9o/JKS/ivTT8AV+/HJ3EUtk9u+M4t+6ZUV1xNfbm5a65QiE3N5ti59EYXCeC4DfH59kgTU9VIKyxgU2J8o4sEcDSzfnC8cQfOpsovK+ObmGjDnYk+ijzqkg5IFbqNb1L2NngVUh+JZFXKXpe0Kui6zpplewxuI9m8+ghFBaUmpapreeJeNANdqOxSZ0dWDBmlF80LVctHh49iMXAr0C4lR9PSick+b2KqGluytqAZOHTq6GSVZxFTGGNiqhqfxUYZWl+XktyyEtYnnTEn0GVWnj55qSWhcSRQaqtkddwpM2MpV3DNFQpf7zqORTPW38CuS3afSiA9z/zmyy+ijxvuD6FLyfHzWZw8n2VSqhqrYqINPxUigdSCAvYkm98qsz37BEU24yfUQlsp27NPmJCorsi98WSlXTC8na3SzubVR0xIVFdsfjrR+WmNao2pTSBYlXzIpFQ10vIL2Hku0VAhDY4+M59HHjMpVY0iWxH78vbVe7vhSjQ0tmSZ36pVbrfx+eljhvefJgTLYsz//OlSsuxkpFMX0R+diHS7pzWAa741Aa7BcRQOx6caak2oIoHdUTFM7G9up6M9yeecuvIWwPYzsbSzmdsXYO+5c05tZxGCnWfO0MvkHtQHM2KwoGE3eKC2oHEwPYZwGWxSModDu06hWQS63fjfOHLfGUbfFGZCqhq7zp90ajsdycGsOO5qPaiZE9W1IzHZqWOnXUr2JiSRkZFx9ZWb4GzZWezSeBO9jk5sQaz5+QovUFhpvIlel5LI7AzS09NN7didV1ZKelHh1Ve8jAQS8y9QUFFOQBM7DzYnNYTzz1RJeeXVV2rAuo1biNnl/PaNkdTGGzydeNxMSrbt3UPu5u3Nnqm22FY+SE/jHwup6+w7ehTb3n0mpKpxslc5egfdcFuYrusciznJ0u/jzAl2SVJkpVNXPVLCmdPxLF261IRUNeKC7YguIJ04FyRnpbN0m7n54i2e4Gn8cTiA8xcvmr7/SjqWwAjnti2tLDU9X7ZVQLBzJ1IdydvvvWfqSaHAIqC980/4FFdWuFWhcL245goFXy+r09vOumma6S0Kx3ZvJi/HiVsIQjBl3Hju7tmn+UPVkrZvDxnJyQav10FoGmOHD+cXA8294vwwYxsb844bblHQNI0h/Qfx6NQpJiVz+G7ZAb47c8BQHwoAoQn69O3FwoWzTErm8OP5k0Sn7nBq225BnVk4YXbzBrrMtqQU9u0w1sejSofAQBbeMa+ZE9V1ruwc7+e879S2Pp4+LFy4sJkT1XWu8CI/7vneqW0tQvDk44+b26JQXsY3679xens/z5Yb86Fe18nIjNdcoTCqbyjJ5y8Yvv0gBEwaOoCgNv4mJXOY2L0nUbnZhm8/SGB6vwGEtOtgTrBLJoT1Ykty8tVXvIxdSqb27UtISIgJqWqM0QayLi/K8HZ2dMZ2HkhIkLn5Rk8axJqP9hveTkrJiIn9Td9/k3wF/3GiUNAQjA0x/+87xdcPbedew98PixBMDOther4AWwCeuZ5USmMtjxoaAwMGmp6vXceOBB725mJ5maHtLEIwIqgLnTp1MimZQ7CUdPUPIKUw39D5UQBhgW3xtzp/IWiG6+XWwzXXmXHOxMGGiwSLJpgUHmZ6kQBwf//BhrfRhGBYUCf6mVwkANzZrz9Wi7FbIwLoFhDImC6h5oSq5YYOAwnw9DW8XYCnLzd0GGhCorqGjAmjU9d2hsdltXp5MvWOoeaEqqV362AGB4Yaeuqhyl2hTra5GxDS2p+pvXoaeuoBHIXqvAjj3y2jWnm0Ylz7cYaeegBHH4WpHaealKqG1WLhgb4RaE7sv/n9h5mUqoYQgkfCjf8cCcwPH9Zio6xe7665QqFXSHtG9u5i6MkHuy55YLL5B2mAYD9/bu7Zx9CBUJeSx4YMNzFVDX8vL+4LDzd0oJHAo8OGu+RL7Kl5MCd0vKHTnADmhI7HUzO/AU0IwZ0LJhpqTtQ0wcw5I/H1c8291wd7jDf01IOGYHrwQJeNzjh/xFBDvfYtQjCmaxf6dGhvYqoa0zpOM3RrSUOjs3dn+vr3NTFVjXl9I7AI0ejviEUIglr5Mb1rL1NzVbmn70B8PDwbXaxqQuBv9eLOPgNMTuYENY7Cz9ffHplFW/9WjS4WnrxlLCP7mH81XOVvk26ka+vARhcLDw+KYJbJfRNq++34iQzq2LFR+QRwa5++zBts/tVclQe7T2FE296NOtAIBCPa9ubB7ub2Tajt5vtGMenmwTTmz6tpgl4DO7PguZnmB7tkWvBA5nYb06h1LUIj1Lctfwi/w+RUNcZ0DeVXE8Y2al2LELTzbcUbt5rbt6O20FahPNjtwUatq6HhbfHmv3r/l8uuhjv7tebvE28Brt6wpQmBp2bhg+l34+miOT0CvLx5d8YdILjqd1gTAk0I3ps5G19P97rtAGpkxp+1joF+fPrr++nWsQ1AvQWDJgRCwP+bPZGFM0e7NF+Alzdf33k/gzs4HtWr74RcteypoaN5acI0lza5+Xh68uld9zA2NPSq+e4bFM7fZ84y3NTZFB6ahdeGzGdSx/BLWX76Ma5aNrljOK8Nme/SiY00TeM3/zuXWXMdnyvNUk++S8sixvbilY8fw9vHdQdBIQS/GXAzC3re4MhS79/Xka9/6058OGYhrZ18EsFZz4wbze8mT0RAvZ+tqsw92rbh64fuJ8jfz6X5pnacyvzu87EIC/Vdu1cta2ttyx/7/5Eg7yCX5rutZ3/+M+UOrBZLvafiqhN0Wy8fVt48j0HtXJtvYmh3PrnlHnw8PeudQbHq376eVj67dQ5jOrnuQk75qWt2UihwTK26+1QCK3ZEsT+25vns1j5W5k4ayt3jwwl2Qb+EhuhSsjctmWUnItmSdLa6A5evhyfzBg7hgYFD6B7QpsXySSk5nJ7Op8eiWBd3pro52MtiYc7AQTw4ZAh92rmmubchsQUprE7Zx8bMSCovPd/uISzMCB7KnaHj6Nfa9ZPd1JYUl8WPX+xn46rDlJc6OsBpFsHEmeHc9sA4Bgzr1qL3XZOLc/km+SCrUg5TfGl6aYFgUlA/5nYbzch2PdHqKcRcJb2gkC+jTrA86hgXS8su5YPx3bvy0PAIJvfs4fIJ02rLr8xn5/mdbMneQn5lfvXyPn59mB40naGBQ/FwwS2vhlwsL+XruJN8HHOE1KKaAeUGtQtiwYDh3NK9H94tOPtmYUU5a85E89HJo5y7WDNQWe827ZgfPozZvfs71ZLgqkmhBi94BYu1iZNCVZRx/CP3nhTqmi4UaiuvtBGfkMznyz/lqScep7PJvXuNKrfbiEtOZvmnn/L0Y4/RpVPnlo5UR4XdTlxyEp99+hlPPfoooZ3dK59NtxOflsinn37KL+c/Rminli0QLme32Tkbl8SyZZ/wy6ceI7Srm+WTOvGpSXz8yTKenP8YXTu7Vz5dSuKTkvlg2TKefPQXdO/iXvmklCSkJ/DRpx/x2EOP0a1zt5aOVIeUkrOpyby37GOeeGQBPUNdP5vllUgpOZuSwnvLPubxR+bTq2vT8rmsUJjfTIXCx+5dKFyTtx7q4+XpQVt/H6xa/U2ZLc3L4kE7bx+8Zf1N6S3NarHQ1tsHbynxaMEruIZ4aBYCPFphrRR4CNfdZmgsi4cF/0AfrD4CD2cG3DKZRWi09vDG2yZcdq/aCE0I/L2stELiZfCpHFcQQuCj+eBR7oFVc8N76ULg62GllR18PDxbOs5PCCHw9fSklS7x9XS/fA1x9z4Kf/vb3xg3bhytWrUiMDDQ6fdxvyO+oiiKoihNVlFRwZw5c3jyySeb9D7X3IBLiqIoiuISbj4y45///GcAPv744ya9jyoUFEVRFMUJQkpEE7v5VW1fUFB39mIvLy+8vNxjyGp160FRFEVRWlhoaCgBAQHVr1dffbWlI1VThYKiKIqiOKMZR2ZMSUkhPz+/+vX888/X+yN///vfI4S44is2NrZZf01160FRFEVRnNCck0K1bt26UY9HPvfcc8yfP/+K6/Ts2bNpoS6jCgVFURRF+Zno0KEDHTqYP0FgbapQUBRFURRnuPlTD8nJyeTl5ZGcnIzdbicqKgqAXr164efX+GHPVaGgKIqiKE5ozlsPZnjxxRdZtmxZ9b+HDnXMkrxt2zYmT57c6PdRnRkVRVEU5Rr08ccfI6X8yctIkQCqRUFRFEVRnOPmtx6aiyoUFEVRFMUJ7n7robmoQkFRFEVRnHGdtCioPgqKoiiKojRItSgoiqIoipN+DrcOmkoVCoqiKIriDCkdr6a+h5tTtx4URVEURWmQalFQFEVRFCeopx4URVEURWmYeupBURRFUZTr3TXfolBYWcYPaUfZlhVNdvFFCgZWUpS0mQe9b2BwYFeEEC2ar7S8knUHY9l05AwZuRe5eMGXvK/3MO/GUYzqG9ri+SrKKtn13RG2fX2QzJQcLlzM498xX3L7L6YyYtogLJaWrTUr7Xa2nDnL6hPRJOXmkefhS8Lmndw3YijT+oThabG0aD67rrP7dCKrDp0iISuH86W+nFu9nbvHDGFGeB+8PFv2Kyil5EBcCt8cOEFcWjbnC305++U2bh8dzs3D+tHKy7PF80WmZvDl0eOcSsskS/gS/eMWbhk8kNmD+9Pa27tF8wGcKUjlu7R9nMpLJGtoMRmJK5hUEcGskFEEWn1bOh5xF3JYHn2MA6lJpLfz4fCuDUzr2Yf7+w8myLfxEwOZJenCRb6IOs7ehETSvHw5um4TE8J6cn9EOF0CAlo63hUJ3fFq6nu4OyGl+3e5LCgoICAggPz8/EbN1w1g0+28dWYTK5L2Uanb6rTuWBDYkYT5BfFi+J0MCgw1J/gV6Lrkw/UH+WjDIUrLKxGipvOrpgl0XdKlQwAvPDCd0f26ujyflJLv3tvGZ69/T1F+KUITSN0RULMIdLukfadAnnz1PsbdHOHyfACrT0Tz+pad5JaUogmBfmkHVv13u1Y+/HbaDdwZPqBF8m05Fc/fvt1GVn4RFiGwV+cDXUJrby+euWks88ZFtEhBuP9MMn9ZuZmU3HwsmsB+6e8rcLSGtrJ68otpI3l82ig0zfX5jqdl8ofvNxJ3PrdOvqqMnhYLD42KYNHUCXhori9YE4syeS3mS2ILUrAIDbusOeILBBahMavTSJ7pfQdeFtcXXCmF+fx62zoOZKTW+fyB4zsCcFtYP/46cTr+Vi+X5ztfVMzv129k57lEtHrySSmZGtaTV2bdSLtWrQy9tzPnDGfef+Tsv+Lh2bRi1VZZxqE1fzQta3O4JguFSt3Ob44uZ/f501e8/aMhsGga/xr+CKPahzVf4KvQdclLn2zgh/0xV1xPCBBC8D+P3cK0Yb1dlM5RJHzw51V889amK6946dzxqzceZOZDE8wPVsvSfYdYsm13o9b99ZQJLBw70uREdX198AQvfbMZuPotyPkTh/PrWya6tFjYdCyOX3/yIxJ51aezbh/Rn5fvm+HSYmFfQjILv1iDTderC8D6CGBS7x78e85tLm09ii1I5tmj71Bur0S/wl9YIBgY0I03hj7h0mIh/kIuc777goLy8jon4MtpQtA7sB1f3XEfAV6ua53JKCxkzmcrOF9UfMV8FiEIae3PVw/MpaOBaZFVodC8rsk+Cv+KXX/VIgFAR2LTdZ49+impJXkuyQbw0YZDVy0S4NIjurrk+Q/Wcjol2wXJHNZ/tvvqRQJUd+T513PLOb7ntOm5qmw8Hd/oIgFgybbdbIiNMzFRXQfPpvDSqs2N7uf08a4jrDx4wuxY1U6nnee3n629NJPc1df/7nAMH2w9ZH6wS1IuXOTJL7+jUrdfsUgAx/7dEZfA/27e5ZpwwMWKIn4b+f5ViwQAieRUfhKvx3zlonRQUlnBQz9+fdUiAUCXkviLuTy96TsXpQObrrPgq1VXLRIA7FKSUVDIY1+vuepnoSVUPfXQ1Je7c6pQeOutt+jevTve3t6MHj2agwcPNrjue++9x8SJE2nTpg1t2rRh+vTpV1y/qS5UFPNl8v5GdySVSCp1O18m7TMtU22lFZV8vKHxB12J4wr/k41HzAtVi92u89nrPxjaRmiCL/6+zqREdUkp+dfOfRi5thXAm7v246rGs3e3HkQYSghvbz6AXXfNzcoPtx12FAkGtvlgyyHKKmymZartk4NRVNhsjR6HRgLLDx8jr6TU1FxVvk/bT5Gt9KpFQhWJZEtWJGklOSYnc1gTF0NGceFVT8JV7FKyOy2ZY9kZJidz2BJ/lvjcPEP5orPPsysh0dxgzqgacKmpLzdnuFD48ssvWbRoEYsXL+bo0aMMGTKEGTNmkJ1d/xXv9u3buf/++9m2bRv79u0jNDSUm266ibS0tCaHr8/3qUcNV552qbM65TCltgpTMtW28fAZisuM/Ry7Ltl45AwXCktMSlXj8JaT5GXmG9pGt+tE7Ywl/Zz5rR7H0zM5cz7H0ElOAmfO53A8PdOsWNWSci6wPz7Z8Gcwu6CIXacTzQlVS25hCRuiztS5398YxeUVrI8yv9WopKKSr6NONvokUsUuJauiTpmUqoZNt7MmdU+ji4QqGhrfp+03KVUNKSUfnTxqsEx1NPF/dirKjEg/8enRY9V9JBrLIgSfHI0yJ1ATqBaFBvz973/n8ccfZ8GCBQwYMIB33nmHVq1a8eGHH9a7/vLly3nqqaeIiIigX79+vP/+++i6zpYtW5ocvj4bM45j7FrJodRewaG8cyYkqmvz0TM4cyvaruvsPJHQ/IEus+f7SDQnnmTQNMHetVHNH+gyG07HOdVxzaIJNpw2//bD5pPxhg+C4Mi36YT5+XbGJDjVciGEo1+D2Q4kplBSUWl4Oykla6PNL2ROF6aSW1FoeDsdna1ZUc0f6DLJBfnEXcg1fAS0S8mP586Ykqm2wvJy9ienOHExJ9l5LpGySte0ail1GXo2q6KigiNHjvD8889XL9M0jenTp7NvX+Oa7ktKSqisrKRt27YNrlNeXk55eXn1vwsKChqdMa+iuNHrXi4pO50Mu7mP42Tl5jvV0qQJQUp6FhkZDe+35pCdnoNud+JEognSkjLJyDC3+TItN8+5WwjSsa3Z+VKzc+o8gdFYdl2SkXfR9HzJGVlO5ZMSl+RLaML7ny8oMj1fYmGK09vmVxSbni/ugvO3N0pslSSnpeKpmdcpNL2wyOltJXCxrIxgz5Z/pLPadTLgkqFCIScnB7vdTlBQUJ3lQUFBxMbGNuo9fve739GpUyemT5/e4Dqvvvoqf/7zn41Eq+YpnP+Q79y+nXO55naKys1phTPDV+hS5+DBA+SeMjdfcqpznTp1XefEyeNcXGpuq0ec5o2ueWK0WUbXdeJiT7M0+phJyRxOVHhh161guPFXkpqcxNKlS82IVS2u3IouvTCeD/JyzpueLwEP0Iw9ClelpKjQ9Hx5gTYY5Ny29spK0/PlemjQ3se5jaXkw/c/cOKT0XjFQoC3v9Pbe7bwuC2XU0M4m+C1115jxYoVbN++He8rDJTy/PPPs2jRoup/FxQUEBrauLEOuvt1IKPsguF7nAAPzLyLvr5BV1+xCUq+PcDW44mG7xGD4J5bb2Jk706m5KqysngTG5L2odsNXnHqMPOOaYy/I8KcYJe0PhHL2cNRxjcUghtHj+K+8H7Nnqm2jdEJxGw8YHg7TWhMiAjn8YkRzR+qlgNn0zm2aqfh7SyaYET/3iycNdqEVDVisnPZ910jnri5jCYEg0K7sHDGJBNS1ciquMj/i//A8HYCQVe/jixc+KAJqWrkV5Tzw4ZvnHpCIKSVH0+YnK/Sbmftl6sos9sNb+tvtRLoBgNsXY8MFQrt27fHYrGQlZVVZ3lWVhbBwcFX3HbJkiW89tprbN68mcGDB19xXS8vL7y8nBsA5O7Qkew+b+xepQB6+HVkUtgQ059ln3fTKDZFGb/qbh/gy83jh+JhckV91xMzWPfRXsPbeft6cetDU/H2NXfglodbB7D0yDHDhaAmBA+PH007X+euVhtrTrv2vLn9KKUG77PrUvLwlDGEdGhjUjKHWzsG8c9Nh8kx2DHWrksemjqakJAQk5I5BAcH02vvEc7m5BlqkdWl5JFxI03PF0IIQ3J6cuJigqEOjRLJPT0muSAfzOrRh/UJZwx9RwSCRwYPNz0fwJwh4Xweaew7bBGCuUPCsbTAwFpXpKaZ/imr1crw4cPrdESs6pg4duzYBrd7/fXXefnll1m/fj0jRoxwPm0jjO/Ylw5e/oaazyRwX7exLhnwZnCPEHp1ameow5smBPdOGmJ6kQDQJSyIIRP7GurQqFk0ZswbZ3qRANDOtxWz+vfBYmD/WYRgVv8+phcJ4BjN8O6RA7EYGJzIIgSjw0LpbnKRAOBh0bhvQoThz1+v4HYM7nbli4HmIITgoVFDDRUJAujo58ukXj3MilXHXaETDD/10MrixdSgCHMCXebhgRGGC2mLJpjT18l7KgbNixjs1FMt90dc+QKzJainHhqwaNEi3nvvPZYtW0ZMTAxPPvkkxcXFLFiwAICHH364TmfH//mf/+FPf/oTH374Id27dyczM5PMzEyKipzv1HIlFqHxp/A7EY18kt0iBEMCu3Jb52Gm5LmcEIIXHpyOpolG3Wa3aILuwW24f+pQ88Nd8uQrc7F6eSAacbLTLBrtQgK5b9HNLkjm8NyUCbT29mpUsWARgtbeXjw3xXUjRz4xdTQdW/s1qljQhMDq6cHzt082P9glD04cSo+ObRuVT+B4omXxvdNdNnLkXUMGMLRLSKP+vgLHd+qvt93osqvNCR0GMaZdfzQDlyPP9rsbb4vVxFQ1RoV04e4+Aw1dLL0wZjLtfMwvpAF6t2/HYyOHG9rm6bGj6dYm0JxAylUZ/mbNnTuXJUuW8OKLLxIREUFUVBTr16+v7uCYnJxcp2fv22+/TUVFBffccw8hISHVryVLljTfb3GZ8R368tch96IJDYuo/1cUl14DA7rwjxEPY7W4rrvGkJ6d+L+n7sDqYbniwVoIQffgtrz9q7vx9XbNQQagW79O/G3lr/Dx9bpiy4KmCTp0asNrq54lsL3zHZSM6hzQmmUP3EOgj/cVTyaaEAT6+LDsgXvoHOC6oVHb+rXiw4X3EBzgf8Urd4smaOXlyXuP3kXv4PYuy+frbeW9J++iR8e2Vzz5WzSB1cPCv35xOxHdze0bU5vVw4N375tNeOfg6u9pQ/ksmsaS2bNc1poAjouRxeEPMqJtH7hSPjQEgmf73sWNwa65EAHHcePVG27i1rC+AA1+Bqu+O78eOYEF4a7LB/DbyRN54FILQUP5qpYvGDGM/zeh4RbrFiWb6eXmrsm5HqqcLkjns4TdbMg4gV3qCBwTjSCgi09b5nYfy92hI1tkwhaAxMw8PttylB/2RVNhs1+aGEoCgo6BfsydPIR7J0e4tEioLSs5h9XvbGHD8j2UlVTUmbgqoJ0ft/5iEnc8PhX/Ni0zQ152URHLDkWy4ugJCsvLHZMZSQmXWhHmDg3nkZFDDY0R35wulpSxfE8kX+w7xoXi0kuTLTn+vj6XblE8PGEYndua+0huQ4rLKvhiTxRf7D5Gdn5VC58jn9XDwm0j+vPwpOH0DDL3kdyGlNtsrDhynE8PRpFy8dIgYJf+vh6axs0D+/KLMcPoH9yxRfLZdDvrMg7xTcouEosv9dty7D40BBM6DGJut0kMDOjeIvl0KVkTF81HJ45yIqcqn2P/CWByaA8eGzyC8V26tUg+KSUb4+L56HAkh1PT6uQDGB3ahQUjhjG9t/F5eFw118O4GX9plrke9m540a3nerimC4UqF8qL2ZcTR0puJvt37+X+G2/nxl7DW3wK5yqFpeXsPZlIYlom+/bu4d7bZzFj3BC36bhTVlzOoS0nSYpPZc/ePdwx5xam3zUBD8+WncK5SrnNxs6zicSlpbN7z25m33gjd4wYipeHe8yiXmm3sy8umZjEFHbt3s1tN03ntjFDaWVt2Smcq9h1nQNxKZw6l8yOXbu5efoUbhs7FH8f188oWB8pJYeS04g8m8COXbuZOXUytw4bQlsX9DlpDCkl0QXJRKbFsn3PTm6cMIVpPUfS3qtlCsD6nMzJYk/8Gbbs2slNN0xiRv9BhLYObOlY1eJyctkeHcOWnbuYPukGpg7oT892zheoqlBoXu5xJDVZGy9fbu4cQYaWQeb5A4T7dXabIgHA38eLGSP7ktGlNZnHtjM0LNhtigRwPNEw8fbh9MroxNnCKIbc0MdtigQALw8Pbuzbi0GtfTm/axsTu3VxmyIBHNMh39CvB70DvMk8sI0beoe6TZEAYNE0xvXtRo/WVtIPbmVK/25uUySAoyl9VLcuhFotZO7ayo29urtNkQCOfAMDutG2xMrZ9P3cEDjQrYoEgEHtg2hXqZO5YSu3dA0jxI2KBHD0W/DrHUb6ti3c0qsnIU0oElxKl45XU9/DzbnP0VRRFEVRfk7UyIyKoiiKojRE0AwjMzZLEnO5T/u2oiiKoihuR7UoKIqiKIozrpORGVWhoCiKoihOuF4mhVK3HhRFURRFaZBqUVAURVEUZ6inHhRFURRFaYiQEtHEPgZN3d4V1K0HRVEURVEapFoUFEVRFMUZ+qVXU9/DzalCQVEURVGcoG49KIqiKIpy3VMtCoqiKIriDPXUg6IoiqIoDVIjMyqKoiiK0hA1MqOiKIqiKNc91aKgKIqiKM5Qtx4URVEURWmI0B2vpr6Hu1O3HhRFURRFaZBqUVAURVEUZ1wntx6uixaFzLxCvt55jC93nSK+yMrBM+nY7O7T3nMhr4i1P0Tx3ZrjpCZpHDqYSGWlvaVjVcsvKWP1wVOsOBDN6XIr22OTKau0tXSsaiUlFWzcfopvN5wiMdODXQfOUVJS0dKxqpXZKvk+PpbP4k5x3NeTH5PPkl9e1tKxqlXqNrZnnWJ19hHOdrKxKfckueWFLR2rmk3X2Zp8ls/PRnPM14NViWdILypo6VjVdKlzICeeNdmRxIXYWJtznNTi3JaOVU1KycGsFFYkR3Ms0MLKlBjiLua0dKw6YuIyWLslloQMD9ZtjeX02ayWjtQ4splebk5I6f7lTEFBAQEBAeTn59O6detGb3fsXDrLNhxmx/GzSAkWTaDrOhJB+wBf7p00hAemDcPHy9PE9A07G5/FF8v3sWtHDHa7RLuUDwStW/tw2+xh3HPvKPz9fVokX0J2Hh9tO8wPR2OotOt19p+vl5V7xoQzf9Jw2rf2bZF8mdn5fL7qIOu2nKS8woamCeSlfF5eHtw8LZz77xxJcMeAFsl3vqSYpccO8UXMcYoqK7CIS/tPCKyahdm9+/NExCjCAtu2SL6CylI+T9zFqpT9FFSWoiGQukRqYBEaU4MG8VCPSfRp3alF8pVUVvDhiSN8Eh1Jdkkxmrj09xUCAUzvFsYvI0YzPKhzi+SrsNv4Onk/K5L2klF6sXr/oTmO/aPb9eLhnjcwqn2vFsln13W+iD/GhzGHOFeQhwDH1asQSGBkxy4sHDCaG0N7t0g+KSUbtp3iq++OEJ+QjRC18knoGxbEvXeMYPoN/RFCGHpvZ88ZRt9/8sgX8PDwbtJ72WxlbD/0N9OyNodrtlBYs+ckf/1sM0KAXa//V9SEoFfn9rz9q7to49+qOSNf1e6dp/nrn1cjJdgbaN3QNEFwSCD/+3/zCApy7cnuQFwyz3z4LZV2e4P7z6IJ2vq14v0n7qZnUDuX5ouJy+C5xSspLa24Yr5WrbxY8tI99O8d4tJ88RdymffDV+SWlmBv4CtmEQKrxcIHM+9iXOeuLs2XWXqRZw69R3rpBfQGLmksQkMAfx0yj8lBA12aL7e0hIfWfkVsXg76FfafBF67YQb39g13ab6iyjIWHfmEqAtJgKx3D1qEwC4lv+o3iwd7THRpvjK7jad3rmFrajxQ/0WrJgS6lDw5cAy/HTrJ8Mm4Kex2ndfeXM+GbacQQlDfaahq+W03Dea5J29C0xqfz1WFwpQRf2iWQmHb4VfculC4Jm89bI2M5y+fbkKXssGTCIAuJWfTc3jmzdWUVbiuKT0qMomXX1qF3a43WCQA6LokK/Miv3n2cwoLS12WLyYtm6c/WEO5zXbF/WfXJXlFJTz27jecLyhyWb7UjAs8t3glJVcoEqryFZeU89zilaRmXHBZvuziIu7//spFAoBdSspsdhasW8XJHNc1tRZWlvLM4ffJKLvYYJHgyKdjlzovHPucI3nnXJavzFbJI+u+5vQVigRHPokuJb/bsZ71CWdcls+m2/lt5HKOXUhCNlAkVOUD+GfsOtakHHJZPiklz+35gW2pZ6/Ysl21b98+tZ93Th1wWT6Af72/lY3bTgHUWyTUXv79xuO8vWy7q6IZU9VHoakvN3fNFQo2u84rn2+hsbWnXZfEJmezZs9JU3NVkVLyz7+vR9dloz4fdrskM+Miq1a67kDz2prtVNr1xuW7VCy8u8l1B5p3P9lJaWkF+hWKhCq6LiktreDdT3a6IJnDm0f3k1d25SKhikRSqdv5856tLkjmsCJpD+kledjl1fvpSBwnlNdPrW7wgN7cvow9wamcrEbtvyp/3L0Jm+6afkdbs05xKPfsFYusy/095kdKbOUmpqqxLzOJH5NiDeVbErWD7FLXFPvxCdmsXhtp6Nb8l2sOk5yaZ1om5cquuUJhx/Gz5BWWGO4fsmJbpEsOhCeOp5CSnGuoiNR1yXffHsVmM7+D49nMXI4mpF3xSu5ydl3y7eFoisvM70CYk1vErv1xV2xJuJxdl+zaH0dOnvkHwsKKclaePmnoJKdLyaHMNOIumN/BzKbb+SZ5v6GTiESSVJLDsYuJ5gWr+llS8tHJo8a2AXJKS9icFG9OqMt8mbgXrdGXIg6l9grWp0eZE+gyH58+gkUYO7RLCV/FHzcpUV1r1kVhMXAbARy3EdesjzInUFNIQG/iy/0bFK69QmH1rhOG7mWB4++UnH2R4wkZ5oSqZd2PUVgsxu8F5l8s4eCBsyYkqmv1oVOGv8QAZZU2Nh43v/l3w/ZTzm+7zfltG2vtuTOU2Y3fxrIIwVex5rdq7c05zcXKYsPbWYTGd6mHTUhU19HsdBILLhg+dmpC8EWM+Se65OIcjl9MNlRoAQhgVcpBc0LVkldWwuaU+Ea1FtWmI1l+JtKkVDUqKm2s33bKUKEPjmL/x03H3eppNQAhZbO83N01N45CUvaFRjVJ1+dUXBIdfczt0JNwLgu73Xg+IQSnY5Pp0dPfhFQ14tOyDH+JATw0QUxSGmNCze3UGJ+QbvBazkEIx7YZGeYWg9HpqXgIgc3gl1+XkjPZWabniz2fiEBc4c56/exS5+xF8/ffidQkp7bTpSQ+77z5+QqcyyeBlKJc0/OdLsg1XMRUySwpJDU9zXBrhBE5ecVUONkfrLSskqKiMgIDXNvx/IokzTCOQrMkMdU1Vyg4cxKusmXrNuL2VzZjmp/KzLTgTEOOlDp79+wjOXVP84eq5WyJD46PhbHTsV3XORIZSWX0flNyVYlOsqLrFozm0+060dGxLF1q7lXnET9PdF9PR2VigJSSs4kJLI2KNSmZw7kQG7KrNLr7AMjIzmLp1qXNH6qWOB8LBHo5te3FwgKWLjU3X1aAHfo6t215ZYXp+c57CehsdWpbCSx9730szRupjtJyATj/uLfN5l4tCteLa65QaNe6FZkXnBss5o5bZjCyt7nPjL9xcRPHIlOdKEIFN940iYmTzH3muXDDAc6fSjR0jx0cLR6Tx47mnhH9TErm8PnqSH7YFG241UNoGqNGDGLenUNNSubgGx9NdHQURi8TLJpGRJ9eLIwYY0quKlvzYjidusnwdgLoE9KdheNua/5QtezNSmP3wW1Obdu1XQcWzp7VzInqOlOcyaG4lU5t287bn4UL5zdvoMuklxbyw55VTm3byuLBkwsfaeZEdZWUVrD32a+c2lYI8Pdv2qOIze46GZnxmisUZozsR3RyluF97+dtZcbYIXh5mrtLZs4aRtTRVMPbeXhYmHnzSFq3NnfwpdljIthwMsHwdlLCXeOHEdLW3PEebr1J8O0G430NdF1y64zhhIQEmZCqxlxfH96KNn6v1y4lcwZFEBJi7ngPt7ZrzdtpW7FJYx1jJXBL95Gm57ulQwdeitxDYaWxjrECuKf/YNPzdZRBBKVsJKss39B2GoJbug43PV8IIQyI7kjshfOGbkFYhMYdPQaang9gZER3jhxPMnSL2KIJxo4Mw8vqZqcsx/h4TX8PN3fNdWa8fewAPCzGGs8smuCuieGmFwkAN0zqh5+fsarYYtGYOn2A6UUCwLg+3QgJNNYPwqIJxvfrTmeTiwSAvr2C6RMWZGhwGCEEfcOC6BtmbpEAENo6kEmhPbAYvPXQ2a81E7t0NydULQFWX2aEDDF8H9rfw5upQYNMSlXD28OD+/sPMbz/PDUL9/QxP59FaNzbbSzC4NlBAneGjjQn1GXm9xthuJ+CXeo82HeYSYnquuuWoYb7kdl1yV03m9saqDTsmisUWvt68+D0xn/gNSHw8fLkvimu+RBavTx48OHxjV5fCNAsgnvvM7dJuoqmCf5r1jjD2z0xfbQJaer36LwJhh5llVLyi3kTTExU138NG2u4f9JzI8ejuWhkvAd73FA96mJjLQibipfFNUOdzx80jFYenoYeQXxs8AgCvFzTLH1HlxG0sfo2Op9AcFuXYYT4tDE5mcPt3fvTzS+w0cWgJgTTuvRiYFvzC2mAMcN70icsqNFPV2maYGDfTgwb3M3kZMZdL089XHOFAsBTt4/jxuF9rrqepgmsnhb+9fRsgtua+zRBbXffO4rbZ1+9mBFCYLFovPTy3XTv0cEFyRxuGz6AJ2+8emEihOMg87f7ZhLR3XXzAYwd0ZNfPT6t0ev/auE0xo7oaWKiuoYHd+LvU2ahicZdd/5q+Fju6uO6IZJ7+AXxWsQDWITWqJPd3aFjuL+b6wqtTn6t+WjW3Xh5WBrVsnBLz748N8J1+QKsrfj3yAX4enhd9WQsgJHtwvj9wDtcEw7w9vDk0+n30c671VX3n4ZgUNsg/jXhdhelc7SQvv7i3QR3DLhqsaBpgi4hbXj1j3cafuzdJa6TkRmv2bkedF3y/roDfLLxMCXllQhR8/ewaAK7LgnvEcwLD0ynTxfXnYSrSClZ9fUhPlu2m8LCsksTQjkCVv13z7CO/GrRTAYO6uLyfACrD57kX+v2kFNYUj0uPNSMYd+tQyDPz57C+L7dWyTf9j2neevDbWTlFNa7/4I6tObpBZOZPN7JbupNtCMlgZf2bCUh/0L1PoOaMfY7+Pjym1ETuLefa+cpqHL8QhL/E72Gs0WZWIRW/ex91eOT/h4+/CJsKvd1G+/SeQCqROdm88KujURmZ9TZfwJHU76vp5XHB4/gv4eNc1lrTG0pxbm8cnI1h/POXbb/HKyaJ3O6jeHpPjfhoZn5LEH9MksKeX7/erannUWrtf+qMnpoFuaEhfOnEdPw8XD9xHgFhaW88c4mduw5A4I6tyM0IUDAtIn9+H8Lp+Nv8Hatq+Z6mDbwN3hYnHtKp4rNXs6WU//r1nM9XLOFQpXSiko2HDrN9mNnycrNJ/d8FqMH9+OhmWNapEC4XEWFjd07T7NjewxZmRfIPp/FsGH9uHvOWPr179QiB+jabHadHdHnWBsZS2pOHtlZWUT07cW8G0YwIqxLi+fTdcmhqEQ2bDtFSloOmZmZDBoQxuybRzAyonuLX4VIKTmQkcrK0yeJz8kmPTOT8G49uDd8KNO7heGhtWyjnpSSU/kpfJd6mPiLaaRnZtC3cw9u6T6SyUGDsGot33ksOjebL2KOcSorg5SMdPqGduP2voO4rVe/FjnBXS6xKJvVKYc4mZNEcmYaYSFdmRY6hFmdIvDzbPle+imFF/k8LorDGUkkpKfRq3MXpnbry5xeg2nj1TIz09aWk1vE95uOcSQqgcSkVLp368LIYWHcemM47dr4OfWeLisUBvy6eQqF6CWqUGiq5vqjZ2RksHTpUhYuXOiS3r1GqXxNo/I1jcrXNCpf0zRnPpcVCv2fa55CIeYNty4Ursk+CoqiKIqiNI+Wb1dUFEVRlJ8jNY6CoiiKoigNcefHIxMTE3n00Ufp0aMHPj4+hIWFsXjxYioqjM/yq1oUFEVRFMUZbjyEc2xsLLqu8+6779KrVy9OnjzJ448/TnFxMUuWLDH0XqpQUBRFUZRrzMyZM5k5c2b1v3v27Mnp06d5++23VaGgKIqiKC6hSxBNbBG4NH5EQUFBncVeXl54eTXtiYrL5efn07ZtW8PbqT4KiqIoiuKMZhyZMTQ0lICAgOrXq6++2qxR4+PjefPNN3niiScMb6sKBUVRFEVpYSkpKeTn51e/nn/++XrX+/3vf48Q4oqv2NjYOtukpaUxc+ZM5syZw+OPP244m7r1oCiKoihOaY65Ghzbt27dulEDLj333HPMnz//iuv07Fkzt016ejpTpkxh3LhxLF261KmEqlBQFEVRFGe0wFMPHTp0oEOHxk0/kJaWxpQpUxg+fDgfffQRmpNDxqtCQVEURVGuMWlpaUyePJlu3bqxZMkSzp8/X/3/goODDb2XKhQURVEUxRm6pOrWQdPeo/lt2rSJ+Ph44uPj6dKl7gzERqd4Up0ZFUVRFMUZUm+elwnmz5+PlLLel1GqUFAURVEUpUHq1oOiKIqiOMONh3BuTqpQUBRFURRnuHEfheakCgVFURRFccZ10qKg+igoiqIoitIg1aKgKIqiKM6QNEOLQrMkMZUqFBRFURTFGerWw7Wl2FZEnu08uk8ldmlr6Tg/UVBRRmppAUUeUK67Xz6pFyJkKv5+hSDLWjrOTxRXVpBWXEihRVBiq2zpOD9Raqsko7SQAk8otlW0dJyfKLfZyCwupkAICivcL19lpZ2cvGJKygRFxeUtHecnKu12zheVUKhr5Je6Xz67XedCThGlRZL8CyVOPUtvJl1KcktKKUAjt6QU3c3yXe+EdLdPTD0KCgoICAggPz+/UZNmVLHplRzPP8iu8+tJLImrXm4VXoxpP5Xx7W6ko3cnMyI3Mp/O1vQ4Pok7zL7sxJp8moW7ewzmgbDh9G8T1GL5pNSxle+gvPhjbOXbqGojk3hg9bkDL99HsHhGIIRooXySAxmpfHIqkg0JcdgvfZQ1IZjZozcPDxzK6JAuLZrvWG46n545wg/J0VTqjoFVBDC5UxgP9xnBxJCeaC2UDyDm/HmWHzvGqlOnKLfbq5ePDQ3l4aFDmdqzJx5Ojg/fHJJT81izPoofNx2ntKymABzYtxN33zqMG8b2xurZcg2jaRfy+fLgCb46eJyCWgVCv5AOPDhuKLPC++Bj9WyxfLnnC1i3+gjfrzzExbzi6uVdurVj9n1jmHrzYHz9vFssX15JKd9EneSzQ1FkFhRVL+8U4M9DI4dyV8RAAn2M53P2nGH0/ad3fAwPzdqk97LpFWzOft+0rM3hmi0Uzpdn8u7ZV8ityEYgkJfdCNLQ0NG5KehuZgbf4/KTSVZpIb/YsYLY/GwsQlSf5KpYhIZd6jzcawR/HHojFhcfrHX9AsW5v8BeeRiwAPbL1nAs8/SeTas2SxDCy6X5iisreGbT92xLSWhg/zmWTQntwb9vvA1fz6Z9mY0qt9v4/f4f+TbpVPXfsr58w9t34b1Jcwj08nFpPruu8/L27XwaFXXF/de3fXs+uusugvz8XJpPSslHX+zh4y/3YdEE9sseIdM0ga5LOgUFsOTPc+gS0sal+QA+3XOU19buQCB+cgWsCcdTb+39WrF0wV30C2ncJD7NadMPUfzfy98idYl+2f4TwlH2+/l585d/PMDAiK4uz7f59FkWrVpLhd1Wb+u7EODt4cE/77mVSb16GHpvlxUKHR5tnkLh/AduXShck7ce8irO86+4F7lQkQPwkyIBQMdx4N6Y9Q0/ZHzu0ny5ZcXM2byMuAJHvssP0o5ljnyfxB/mD4fXurSpUOpFFOXMwV4ZWZWmnrUcyyrLvqM470mkrG8dc5Tbbcxf+w07UhMdSerdf45lO1ITmb/2G8rtrrudY9d1ntm9mu+Toi9l+ekQrVX5onLTuG/zZxRVuq65WkrJHzZt4tOoqDpZ6ssXn5vLnBUryC0pcVk+gHc+2cnHX+5zZKnnOfOqE1/W+QKe+t1yMrPzXZrvw12HefXHHUhJvc3kVZEvFJfy4LtfEpeV49J8G7+LZMni1dht+k+KBLh0W1xCSXE5v/3lx8ScSHFpvi2nz/LMV99RYau/SKjKWFZp45crvmXX2USX5lPqcqpQeOutt+jevTve3t6MHj2agwcPXnH9lStX0q9fP7y9vQkPD2ft2rVOhW2sT5PepMRWVF0MXM3W7O85XXjc1Ey1vXB4LZmlBfWeQOrzdcIxvk8+ZXKqGqUFf0W3xVN/gXA5HVv5ZiqKPzY5VY1/H93Pkcz0Rt3H1KXkSGY6/z663wXJHD45c5itaXHojejObJeS+IIcXo3c6oJkDt/HxvL1qcZ9nuxSkllYyAubNpmcqsahqES+WHXlY0oVuy4pLCzjL2/8YHKqGtFpWSxZt6tR69qlpLzSxq+Wf++yYj8z7QL/9/K3jVpX1yW6XeelRV9QWemaYjqvpJRnVznOAVfbI46HCiT/vfIHCsvcr+9HdWfGpr7cnOFC4csvv2TRokUsXryYo0ePMmTIEGbMmEF2dna96+/du5f777+fRx99lMjISGbPns3s2bM5efJkk8PXJ60kkcTiM40uEsBxG2Jn9jpT8lwuvTifzWln6r2Ka4iG4MPTjTtwNpWuX6SiZCWNKxJqlBe/jzRpcpM6P8duY9nJyEadhKvoSD45FeWSVgVdSj46fcjQE0+6lHxz7jgFFa7pJPrh0aOG+kXYpWTz2bOkFxSYmKrGyu8Oo2kG8umSk7HpxCfUfwxqbsv3RWExkk9KEnMusv+sa67af/jmkKH1dV1yMa+YPVtjTEpU16qoU47bDY1cXwKllZV8e8I1+QzRZfO83JzhQuHvf/87jz/+OAsWLGDAgAG88847tGrVig8//LDe9f/5z38yc+ZMfvOb39C/f39efvllhg0bxr///e8mh6/PntzNaAZ/LR2d6MJI8irOX33lJvriXKTh/hA6khMXMjh1IdOkVDUqS74BjD41INHtqdjKG3eV1RTrz8VRUGH8yiK/vIz15+KuvmIT7clMILXYeDN4pW7nm3Pmt2qdys7mRFaW4V7lQgi+OHHCpFQ1MrPz2X8kod7m8iuxaII166LMCVXLxZIyfjgWW+/tkCuxaILP90eZE6qWigoba785Ynj/aZrg2xUHTEpVQ5eSzw5FOXUR/cnBSLd7WuN6Yai7cEVFBUeOHOH555+vXqZpGtOnT2ffvn31brNv3z4WLVpUZ9mMGTNYs2ZNgz+nvLyc8vKak0GBgSuZs0XRhloTajuWdph+3hFObdtY+9LOOvXojwC2n4umbSdzvyiecg+WSz/PCImFi3k7sIk+ZsSqtishDg8hsBnchx5CsCshjlF+geYEu2RnQmy9nQMbY2/qWWYGhJqQqsb2uDgExsd40aVkX0ICGT17mhGr2r4jSU5tZ9clR44lkJGR0cyJ6opMzaLSbvz4Ytclh8+lmp4vNTGP4iLjLVO6Lok9mUp6erqpHbvzSsrIKCg0vJ0EkvIuUlheTmvvlntK43JS6k1uSXVFS2xTGSoUcnJysNvtBAXVfWQvKCiI2NjYerfJzMysd/3MzIavjl999VX+/Oc/G4lWrVx3vvl20/aN7Ew2t4k/qbsFvJ34IkrJ9r27yckz96r99hkx9Ohq/CSn2yXHT+1n9wFzC5moACt2bw9Hl2gD7LpOVPQplu6LvPrKTXC4vYYM1Aznk0BswlmW7jljTrBLTlqtYLUazgeQmJHB0qVLTUhVIz3HAjj3BE1O7kXT86XZPYBWTm1bVFZmer7CPOe/f7ouefedpWgW8wqFQgRo/k5vX1xe6VaFwqXerE1/DzfnliMzPv/883VaIQoKCggNbdyVlrfmg7P9n2+cfJPpLQonj60lL9+JWwhCMHncBO7q1L/5Q9XiKZORpCMMtspoFsHgwWMZMOQxk5I5FJ04TEKisT4e4Gj5ihgwkIXhI01K5uCREEVsUpThL78G9OsRxsJbJ5sRq9rquDiOHj7s1LY9QkJYOG1aMyeqa/+RJGLec64Ybt8ukIULb2/mRHVFpWaxe/U2p7b18/Zm4eP3N3OiutKS8jix+yunttUsgid+udDUFoULpWV8v3yN09v7ebn2Meerqnp8pMnv4d4MFQrt27fHYrGQlZVVZ3lWVhbBwcH1bhMcHGxofQAvLy+8vJy7qujtP5Dz5RmGbz8IBEM7jyLQ2s6pn9tYE3J7E1Vg/B6xBKaHDSIksKM5wS4pL55Iab7xHu4CO4HtpuHpFWJCqhqTSnqzMuG04e3sUjI5rA8hIebmmyLK+SDReKuFBCZ27W16vmkeHrzhRKGgCcHEsDDT840f48c/3t9t+F60pglGDTM/n1+btli/30mFzVhnX4smGNOrq+n52rfvgH+AD4X5pYa20zTBoIhudOpk7gB0wVISGhhA6sV8Q6dXAfRs39b9CoXrhKFef1arleHDh7Nly5bqZbqus2XLFsaOHVvvNmPHjq2zPsCmTZsaXL+pxrW70XCRoKExMGC46UUCwNyeEYYLUE0IhrXrQl+TiwQAq8/dgNEvo0CzdMfDas7ftLabuvemrbfxwYnaevtwU/feJiSqa2xQN7r5tTHcx8PL4sGdPcJNyVRb3w4dGBoS4tRokHPDzc/Xsb0/40eFGXqqABzN5rNnRZgTqhZ/by/uGNrfcD67Lpk3JsKcULV4enpwy90jDD01Ao79d/vc0SalqiGE4MFREYa3k8BDo1puFNgG6XrzvNyc4aceFi1axHvvvceyZcuIiYnhySefpLi4mAULFgDw8MMP1+ns+Ktf/Yr169fzxhtvEBsby0svvcThw4d55plnmu+3qCXEJ5RefgMNPfmgozOp/SxT8lwuuFVrZoX2w2LgA69LyS/6jjIxVQ2h+WP1nYexj4bEy+9xl3yJrRYL8wcNM3QiFsD8QcOwWixmxar5WULwaP9RhmpBDcHcsAj8PV0zuuWjw4cbatGyCMGs3r1dNjrjnNuGG3qqwKIJhoaH0qNrexNT1Zg3JsLY/tMEvTq2Y0SPziamqnHLXZcKhUZ+STRN0K6DP2Nv6GtusEvuHDwAH09PGlvLaELg72Xl9nBzb7s6RY2jUL+5c+eyZMkSXnzxRSIiIoiKimL9+vXVHRaTk5Pr9OwdN24cn3/+OUuXLmXIkCF8/fXXrFmzhkGDBjXfb3GZB7s9jZ9HQKOLhZnBc+jlP9C0PJd7ecQsuvq1aXSx8FCv4czs0s/kVDV8/J/H4hmOY5jmqxF4et+OtdWDZseq9mTEKMZ37taoq2INwfjO3XgywjWFFsC8XsO4teuARh2nLUIwqG0wv42YYnquKjN79+bhiIhGrWsRgq6Bgbw8fbq5oWoZGt6VX9w/vlHrWjRBm0Bf/vTsrSanqtE3pAN/vG1qo9a1aAJfq5U3H7rdZVfDHUMC+c3Ld4O8ep9VTRN4enrwl388gIen+YU0QICPN/++9zZAXLVY0IRAE4L/zL0DX6u67dBSrtm5Hi5U5PDu2dfIKk+tntehNoEGSG7tNI8pHW51eZNWblkxC3d9RVRe+hXH2n+y/zgWhU92+cRBUi+k+MITl8ZGaHiuB2urB/AJ+CtCuLZfbJnNxnPb1vHjudNXnCvjlp59eWPKLLw9XJvPpuu8dHgDn8dHXjHfhOAevDXxLpe1JlTRpeSN3bt559ChK37+hgQH897s2bRr5VxPf2dJKVmx+hDvfLIDIcRPxgWomuuhe2g7/nfxPQR1cP0Y+V8fOsFfvt2KLmU9cz045n/oHNiapQvupEeHti7Pt2tLNK//8RsqK386TLIQAiklgW19+eu/HqR3f9dPjrf3XBLPrPyBkkuzldaOWPUIr7+Xlf/MvYNR3boYem9XzfUwtdV9eIgmzvUgK9hassKt53q4ZgsFAF3qRBdEsjtnQ50hmn0tfoxrfyNj202jjdU1zZX155Psy0rk0/jDbKk15K+fh5W5YUOZFzaM7v6uP8BUkVJirzhEefEyKst+pLpYEN5Yfe7Fy/dhLJ6uaa5syPHzmXx2Koo1cTFU6I58Vs3C7N79eWhgBOEdGu406wpnLp5nedxRvj53nFK7YyAri9CYFdqPh/sOZ3j7lpvdEiDxwgU+P36cL0+coOjSAVsTgmk9e/JQRARju3Zt0dkts84X8P3G46xZF0lBoePRZwGMiOjGXbcMY8zwnlgsLTdlzfnCYr45fJIv9h/jfGHN7IzDu3fmgbERTBsQhqcLbnk1pCC/hE3fR/HtigNkZVysXt6rXwiz7x/DpBsHYvVqudkti8rL+fZELJ8ejCQh90JNvvZteWjUUG4L7+dUS4LLCgWfuc1TKJR+qQqFpmqOP3qlXkGJvRhP4Ym3pRWacK/5sMrtNgoqyvDQNFp7ert8tsirkbICqecDFoTW2uUtCFdTabeTf2kI5ACrd4senOtj03UKKsqwS50Aq49L+ksYYdd1CsrLsek6rb288HJxC8zV6LqkuKSc8gob/n7eeFndK5+UksKycsorbfh5e7Xo1NL1kVJSUlxOWWkFvn7eePu4VzO+lJLiikqKKyrwtVqb/HSDKhSal3t920zkqVkJaOJ0oGbysnjQwce1U/kaIYQVYXH9VLmN5Wmx0N7Ht6VjNMhD02jr7drmeyMsmkYbH9dOdW2Epgn8/bxxfqgecwkhaO3jDW66C4UQ+Pp54+vnRoMV1SKEwM+r6QWCy+kShBpHQVEURVGU+kgJTk4ZUPc93Jt7tW8riqIoiuJWVIuCoiiKojhB6hLZxFsPP4NugqpQUBRFURSnSJ2m33pw/5EZVaGgKIqiKE64XloUVB8FRVEURVEa9LNoUaiquAoKClo4iaIoiuLuqs4VZl+t22R5k28d2KhspjTm+VkUCoWFhQCEhoa2cBJFURTl56KwsJCAgIBmf1+r1UpwcDC7M9c2y/sFBwdjdeO5LH4WIzPquk56ejr+/v5NGu62oKCA0NBQUlJS3HYELHem9l/TqP3XNGr/Nc31tP+klBQWFtKpUyc0k0a5LSsro+LSsOdNZbVa8fZ2z8Gw4GfSoqBpGl26GJsU5Epat259zX9RzKT2X9Oo/dc0av81zfWy/8xoSajN29vbrU/uzUl1ZlQURVEUpUGqUFAURVEUpUHXVaHg5eXF4sWL8fLyaukoP0tq/zWN2n9No/Zf06j9pzjrZ9GZUVEURVGUlnFdtSgoiqIoimKMKhQURVEURWmQKhQURVEURWmQKhQURVEURWnQNVcovPXWW3Tv3h1vb29Gjx7NwYMHr7j+ypUr6devH97e3oSHh7N2bfMMyflzZWT/vffee0ycOJE2bdrQpk0bpk+fftX9fa0z+vmrsmLFCoQQzJ4929yAbs7o/rt48SJPP/00ISEheHl50adPn+v6O2x0//3jH/+gb9+++Pj4EBoayrPPPktZWZmL0io/G/IasmLFCmm1WuWHH34oT506JR9//HEZGBgos7Ky6l1/z5490mKxyNdff11GR0fLP/7xj9LT01OeOHHCxcndg9H9N2/ePPnWW2/JyMhIGRMTI+fPny8DAgJkamqqi5O7B6P7r0pCQoLs3LmznDhxorzjjjtcE9YNGd1/5eXlcsSIEfLmm2+Wu3fvlgkJCXL79u0yKirKxcndg9H9t3z5cunl5SWXL18uExIS5IYNG2RISIh89tlnXZxccXfXVKEwatQo+fTTT1f/2263y06dOslXX3213vXvvfdeecstt9RZNnr0aPnEE0+YmtNdGd1/l7PZbNLf318uW7bMrIhuzZn9Z7PZ5Lhx4+T7778vH3nkkeu6UDC6/95++23Zs2dPWVFR4aqIbs3o/nv66afl1KlT6yxbtGiRHD9+vKk5lZ+fa+bWQ0VFBUeOHGH69OnVyzRNY/r06ezbt6/ebfbt21dnfYAZM2Y0uP61zJn9d7mSkhIqKytp27atWTHdlrP77y9/+QsdO3bk0UcfdUVMt+XM/vvuu+8YO3YsTz/9NEFBQQwaNIhXXnkFu93uqthuw5n9N27cOI4cOVJ9e+LcuXOsXbuWm2++2SWZlZ+Pn8WkUI2Rk5OD3W4nKCiozvKgoCBiY2Pr3SYzM7Pe9TMzM03L6a6c2X+X+93vfkenTp1+UnxdD5zZf7t37+aDDz4gKirKBQndmzP779y5c2zdupUHHniAtWvXEh8fz1NPPUVlZSWLFy92RWy34cz+mzdvHjk5OUyYMAEpJTabjV/+8pf84Q9/cEVk5WfkmmlRUFrWa6+9xooVK1i9evV1M6NaUxQWFvLQQw/x3nvv0b59+5aO87Ok6zodO3Zk6dKlDB8+nLlz5/LCCy/wzjvvtHS0n4Xt27fzyiuv8J///IejR4+yatUqfvzxR15++eWWjqa4mWumRaF9+/ZYLBaysrLqLM/KyiI4OLjebYKDgw2tfy1zZv9VWbJkCa+99hqbN29m8ODBZsZ0W0b339mzZ0lMTOS2226rXqbrOgAeHh6cPn2asLAwc0O7EWc+fyEhIXh6emKxWKqX9e/fn8zMTCoqKrBaraZmdifO7L8//elPPPTQQzz22GMAhIeHU1xczMKFC3nhhRfQNHUdqThcM58Eq9XK8OHD2bJlS/UyXdfZsmULY8eOrXebsWPH1lkfYNOmTQ2ufy1zZv8BvP7667z88susX7+eESNGuCKqWzK6//r168eJEyeIioqqft1+++1MmTKFqKgoQkNDXRm/xTnz+Rs/fjzx8fHVBRbAmTNnCAkJua6KBHBu/5WUlPykGKgquqSaAkipraV7UzanFStWSC8vL/nxxx/L6OhouXDhQhkYGCgzMzOllFI+9NBD8ve//331+nv27JEeHh5yyZIlMiYmRi5evPi6fzzSyP577bXXpNVqlV9//bXMyMiofhUWFrbUr9CijO6/y13vTz0Y3X/JycnS399fPvPMM/L06dPyhx9+kB07dpR//etfW+pXaFFG99/ixYulv7+//OKLL+S5c+fkxo0bZVhYmLz33ntb6ldQ3NQ1VShIKeWbb74pu3btKq1Wqxw1apTcv39/9f+bNGmSfOSRR+qs/9VXX8k+ffpIq9UqBw4cKH/88UcXJ3YvRvZft27dJPCT1+LFi10f3E0Y/fzVdr0XClIa33979+6Vo0ePll5eXrJnz57yb3/7m7TZbC5O7T6M7L/Kykr50ksvybCwMOnt7S1DQ0PlU089JS9cuOD64IpbU9NMK4qiKIrSoGumj4KiKIqiKM1PFQqKoiiKojRIFQqKoiiKojRIFQqKoiiKojRIFQqKoiiKojRIFQqKoiiKojRIFQqKoiiKojRIFQqKoiiKojRIFQqKoiiKojRIFQqKoiiKojRIFQqKoiiKojRIFQqKoiiKojTo/wPV5DirEYo4EgAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "signal_grid_random = np.random.normal(size=Ggrid.N)\n", "Ggrid.plot_signal(signal_grid_random)" ] }, { "cell_type": "code", "execution_count": 28, "id": "70339fc2", "metadata": { "solution2": "hidden" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# initialize\n", "signal_grid_increase = np.random.normal(size=Ggrid.N)\n", "for i in range(0,Ggrid.N):\n", " signal_grid_increase[i] = (Ggrid.coords[i][0]-0.5)*2\n", "Ggrid.plot_signal(signal_grid_increase)" ] }, { "cell_type": "markdown", "id": "518265fd", "metadata": {}, "source": [ " \n", "# 2 - Graph variational operators" ] }, { "cell_type": "markdown", "id": "6a2b5578", "metadata": {}, "source": [ "Graph variational operators are used to evaluate the variation of a signal on a given graph. Let us take two random signals with two different variance." ] }, { "cell_type": "code", "execution_count": 29, "id": "3306242d", "metadata": {}, "outputs": [ { "data": { "image/png": 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zZo1YuHCh+O6778SmTZvEW2+9JWxtbYWbm1uzLrjCwkLRtm1bMWTIEIvlPXv2FLa2tsLW1la8/PLLYsOGDeLll18WgJg9e3aTY7bmnFt63Zw7d04A4rXXXrM41sKFCwUg3n77bfOyZ555Rnh6eoqCggKLbWfPni0cHR3Nvw1PPPGE6NatW5PnIiPTUmSLwn1CWVkZQIPZCMOHDyc2Ntb89wcffMBvfvObFo3r6OjIa6+9xttvv010dDShoaENbve73/2Op556qtnxnJ2dW3TcG6mursbKyqrectPTW3V1tcW/zW3b0PrrmTVrlsVchwwZAmA2QWdnZxMTE8Pvfvc7XFxczNv17NmTMWPGmC0XBoOBPXv2MGXKFAtXSNeuXRk3bpyFhcPUUnrmzJkWmQHt2rXD39+fQ4cO8cYbb5gtBnv27OGxxx7D1ta2yXNpjrKysgavm/nz57Nlyxbz3y+++CL//e9/WzSmyarw9NNPs3nzZqZOnVpvm5iYGJKSknjrrbcoLCy0WDdq1Ch++OEHjEYjCoWCkJAQ9u3b16Jjt2vXzvz/mTNnMnPmTPPfU6ZMYdy4cQwdOpT333+fL774osExjEYj8+bNo6SkhE8//dRiXUVFBVVVVTz33HPmLIdp06ah1Wr58ssvee+99xq1VrT0nIUQLb5udu/eDWDhloM61+GKFSvMfwsh2LBhAzNnzkQIYXGNjRs3jtWrVxMVFcWgQYNwcnIiMzOTM2fOtNjlJCPTGLJQuE+wt7cH6n7EbuTLL7+kvLyc3NzcFt3Mb+TVV1/lo48+4p133rG4cVxPcHAwwcHBrR67pdjY2FBbW1tvucndYWNjY/FvS7Ztiut/nOEXgVNcXAzA1atXAQgMDKy3b9euXdmzZw+VlZWUl5dTXV3d4I0jMDDQ4gc/KSkJIUSjNxmTy8PX15fXX3+df//736xcuZIhQ4YwefJknnrqqZty69jb2zd43bz33nu89NJLAIwZM6bV486bN48///nPvPfee0yZMqXe+qSkJACefvrpRscoLS3F2dkZZ2dnRo8e3eo5NMTgwYMJDw9n//79jW7z8ssvs3v3br7//ntCQkIs1pmunzlz5lgsnzt3Ll9++SURERGNfoYtPefa2toWXzdXr15FoVDUy+rw8/Oz+Ds/P5+SkhKWLVvGsmXLGjx2Xl4eAP/v//0/9u/fT1hYGH5+fowdO5a5c+cyaNCgRuctI9MYslC4T3B0dMTT05OLFy/WW2eKWUhLS7vpsV977TXeeecdoqOjG9ymtLTU/DTfFBqNxuIJvKV4enpy6NAhhBAWKXfZ2dkA5tRKUxCnafn1ZGdn4+Li0qw1AeqeiBtCtCA472YxGo1IksSuXbsaPP71T/3/+te/WLhwIVu2bGHv3r288sor/O1vf+PUqVO0b9++VccNCgoiNjYWnU5nEVjas2fPmz8ZfrEqmOZ5I6YAwA8++IBevXo1OIbpnLVaLUVFRS06rru7e6OfnwkfHx8SExMbXPfuu+/y2Wef8fe//5358+fXW+/l5cWlS5fqxQq0bdsW+EVMNkRLz7khoXurmI791FNPNSpUTJ95165dSUxMZPv27ezevZsNGzbw2Wef8ac//aleqqiMTHPIQuE+YuLEiSxfvpzTp0+bA6JuF6+99hoff/wx7777rkX+uYlXX32V7777rtlxhg0bxuHDh1t9/F69erF8+XLi4+MtLBeRkZHm9QDe3t64u7tz9uzZemOcPn260R/n1mKKkG/oZpOQkICbmxt2dnZYW1tjY2NjfpK8nhv37dKlC0IIfH19CQgIaHYOPXr0oEePHrz11lucPHmSQYMG8cUXX/CXv/ylVefy+OOPc+rUKTZt2mRhpr8dPPXUU/zlL3/h3XffZfLkyRbrunTpAtQFzTZnLTh58iQjRoxo0TFTU1ObLNwFdS4kd3f3esv/97//8c477/Daa6/x//7f/2tw3z59+rBv3z6uXbtmYVHKysoCaHBcEy09Z3d39xZfNx07dsRoNJKammphgUhOTq43pr29PQaDoUXWGTs7O2bNmsWsWbPQarVMmzaN999/nz/84Q/NBmzKyFhwD+MjZG7g8uXLwtbWVnTr1k3k5OTUW5+SkmIONjNRUlIi4uPjRUlJiXnZ9cGM1/POO+8IQISEhNQLZrx06ZLYt29fs6+zZ882Ov+mghkzMjIaraPg7e1tUUfhueeeEzY2NhbBavv37xeA+Pzzzxs9vhCWAXk3wg2BYb169RIeHh6iuLjYvOzChQs3HcyYnJwslEqlmDt3rkWgm+lcTQFopaWlQqfTWawvKysTCoVC/OY3v2ny/BqisLBQeHh4CC8vL5GYmFhvvdFoFIDFe19ZWSni4+MtaiI09t6tWLHCor6CaR+DwSC6dOki/P39RXl5eb3j5uXlmf9fVFTUoutr3759orq6usExTOzYsUMA4pVXXrFYvnr1aqFQKMS8efPqvf/XExUVJQAxd+5ci+Vz5swRKpVKXLt2rdF9W3POLb1uzp492+JgxoULFwqNRiMuXLjQ5LFvDHYUoi4YWKFQiLKyskbPT0amIWSLwn2Ev78/q1atYs6cOQQGBporMwohSE1NZdWqVSgUCgvT9KZNm1i0aBHffvstCxcubHJ8U6xCbGwsdnZ2FutuNkbh/PnzbN26Fah7AiotLTU/EYeEhDBp0iQA2rdvz2uvvcYHH3yATqejX79+bN68mWPHjrFy5UoLU/Mbb7zBunXrGDFiBK+++ioVFRV88MEH9OjRg0WLFrV6jo3xwQcfMGHCBAYMGMAzzzxjTo90dHS0yF1/99132b17N0OGDOGFF15Ar9ebc9SvL6ndpUsX/vKXv/CHP/yBtLQ0pkyZgr29PampqWzatIlnn32W3/zmNxw8eJCXXnqJJ598koCAAPR6PT/88ANKpZLp06ebx3vnnXd49913OXToEMOHD2/0PFxcXNi0aROTJk0iJCSE2bNn069fP9RqNRkZGaxbtw6wjNs4ffo0I0aM4O233262zoYpViEmJsZiuUKhYPny5UyYMIFu3bqxaNEivL29uXbtGocOHcLBwcFcFfRmYxQGDhxIaGgoffv2xdHRkaioKL755ht8fHx44403LM5nwYIFuLq6MmrUKFauXFlvnM6dOwMQGhrK4sWL+eabb9Dr9WYr2bp16/jDH/7QZIXR1pxzS6+bPn36MH36dD7++GMKCwvN6ZGXL18GsHDV/f3vf+fQoUOEh4ezdOlSgoODKSoqIioqiv3795vdO2PHjqVdu3YMGjQIDw8P4uPj+e9//8vEiRPN8VAyMi3mXisVmfokJyeL559/Xvj5+Qlra2thY2MjgoKCxHPPPSdiYmIstjVVrvv222/NyxqzKAjxS4rb7arMaDp+Q6+nn37aYluDwSD++te/io4dOwqNRiO6desmfvzxxwbHvXjxohg7dqywtbUVTk5OYt68eQ1aWW6kNRYFIeosFYMGDRI2NjbCwcFBTJo0ScTFxdXb98iRI6JPnz5Co9GIzp07iy+++KLRCnsbNmwQgwcPFnZ2dsLOzk4EBQWJF1980fy0n5KSIhYvXiy6dOkirK2thYuLixgxYoTYv3+/xTj/93//JyRJarDaYkNkZ2eL3/72tyI4OFjY2NgIKysr0blzZ7FgwQJx9OhRi21N18j170dT7931n/ONlRmjo6PFtGnThKurq7CyshIdO3YUM2fOFAcOHGjRvJvizTffFL169RKOjo5CrVaLDh06iOeff77etdDUdXjj90MIIbRarXjnnXdEx44dhVqtFn5+fuKjjz5q8bxaes4tvW4qKyvFiy++KFxcXESbNm3ElClTRGJiogDE3//+d4ttc3NzxYsvvih8fHyEWq0W7dq1E6NGjRLLli0zb/Pll1+KoUOHmufXpUsX8dvf/laUlpa2+BxlZExIQtzB6C4ZGZmbJiwsjI4dO5otAjKPFjExMYSGhvLjjz8yb968ez0dmUcY2fUgI3MfUlZWRmxsbIsCTGUefKqrq+ul/X788ccoFIoWN/KSkblTyEJBRuY+xMHB4Y6k2Mncn/zzn//k3LlzjBgxApVKxa5du9i1axfPPvtsi3u7yMjcKWTXg4yMjMw9Zt++fbz77rvExcVRUVFBhw4dmD9/Pm+++SYqlfw8J3NvkYWCjIyMjIyMTKPIbaZlZGRkZGRkGkUWCjIyMjIyMjKN8kA4v4xGI1lZWdjb21sUH5GRkZGRkbkRIQTl5eV4eXmhUNyZ5+Gamhq0Wu1tGUuj0dzXZbUfCKGQlZUlR/7KyMjIyLSKjIyMVjdZawk1NTX4dmxDTp7htozXrl07UlNT71ux8EAIBVPJ0YyMDBwcHO7xbGRkZGRk7mfKysrw8fG5Y+WqtVotOXkGUs91xMH+1iwWZeVGfPtcRavVykLhVjC5GxwcHGShICMjIyPTIu60q9rBXnHLQuFB4IEQCjIyMjIyMvcbBmHEcIsFBgzCeHsmcweRhYKMjIyMjMxNYERg5NaUwq3ufzeQhYKMjIyMjMxNYMTIrdoDbn2EO8/D71yRkZGRkZGRuWlki4KMjIyMjMxNYBACwy12QbjV/e8GslCQkZGRaQAhBIXVVZRpa7FVqXGztUN1h4r3yDyYyDEKMjIyMo8glTotW5LiWXE+isvFheblLtY2PNUthDnBIXi2uTP5+TIy9yOyUJCRkZH5mdi8bBbt2EhRTTU3ZuAX1VTz36hI/hcVyZ+HjmZucMg9maPM/YMRgUG2KMjIyMg8GlzMz2XWljVoDXVleRv6+Tb+7E9+48g+DEYj87uH3sUZytxvPCquh1Y73I4ePcqkSZPw8vJCkiQ2b97c7D6HDx+md+/eWFlZ4efnx4oVK25iqjIyMjJ3BoPRyNLdm9EZDGYx0Bx/OnaApKKCOzwzGZl7T6uFQmVlJSEhIfzvf/9r0fapqalMnDiRESNGEBMTw2uvvcaSJUvYs2dPqycrIyMjcyc4eDWF7IryVkWgKySJHy/F3sFZydzvmLIebvV1v9Nq18OECROYMGFCi7f/4osv8PX15V//+hcAXbt25fjx43z00UeMGzeutYeXkXkgKcgpYdfKCM4dTaCytAorWyuCQjsycf4gfIO87vX0Hnm+uxiNUpJa9aNtEIK1CRf4Xf8h2Kk1d3B2Mvcrxp9ftzrG/c4dj1GIiIhg9OjRFsvGjRvHa6+91ug+tbW11NbWmv8uKyu7U9OTkbmjVJbX8N831nJkWzQSYDT+ciNKi89ixw8nCO7ry//9ex5endzu3UQfcc7lZN3Uk121Xk9SUSG9PDzvwKxkZO4P7nhScE5ODh4eHhbLPDw8KCsro7q6usF9/va3v+Ho6Gh++fj43OlpysjcdipKq/jNtE84uj0aYRQWIgHAYKh7lkiIvsqrk/7N1cs592KaMkCNXnfT+1bqtLdxJjIPEoafsx5u9XW/c19WD/nDH/5AaWmp+ZWRkXGvpyQj02r++sJ3pCfnYmymvZzRYKSqooY3n/qcqoqauzQ7meuxUalvel/Z7fDoYhC353W/c8eFQrt27cjNzbVYlpubi4ODAzY2Ng3uY2VlhYODg8VLRuZB4nJsOtHHEjEaWuaBNBqMFOaWcnDT2Ts8M5mGCPNqj1K6sXJC89ip1QS6yC6jRxXjbXrd79xxoTBgwAAOHDhgsWzfvn0MGDDgTh9aRuaeseOHEyiVrft6ScCWb44iHoAo6IeNp7uHtjpGQSlJzO7aExv1zVsjZGQeBFotFCoqKoiJiSEmJgaoS3+MiYkhPT0dqHMbLFiwwLz9c889R0pKCr/73e9ISEjgs88+Y+3atfz617++PWcgI3MfcnR7tDkGoaUIAZlX8riWmn+HZiXTGMM6+NLBwbHlVgUhMBqNDHNwvbMTk7mvMSJhuMWXsV4N0PuPVguFs2fPEhoaSmhoXUWy119/ndDQUP70pz8BkJ2dbRYNAL6+vuzYsYN9+/YREhLCv/71L5YvXy6nRso8tBj0Bmqqbj7Arby48jbORqYlKCSJ5ROmYq1St0wsSBKDyrUc2riJgwcPYjQ+CAZkmduNUdye1/1Oq9Mjhw8f3qRptKGqi8OHDyc6Orq1h5KReSCRFBKSJN20C0Glliur3wsCXNzYMHUOC3dsIKeyAoUkWVZpFAJJklAplHwwYhyexeXs3r2bY8eOkZaWxpNPPom9vdwsSubh477MepCReZAxGo24tLu5G4ZCIdG2vfNtnpFMSwlydefIvCV8MnoiIW3bWaxrIySmOHtwasGvmBIQTHh4OHPmzEGlUnHt2jU+++wzrly5co9mLnMvuFW3g+l1vyM/usjI3AaEEGRmZhIbG8ulS5ew89FRmEPDnYUaQZKg55DOOLq0uWPzlGkeK6WKJ/y78oR/V6p0WnYfOsTlS5foERBIUlISLta/ZGsFBATwzDPPsHLlSqqrq/nxxx8ZMmQIw4cPR6GQn8Medm7Hjf5BEArylSzzSFGYV0b8+QwuRV8lK6PolscrLi7myJEjfPrpp3zzzTckJyfTr18/fv/351GplK0aSwjQ2uWyfPlysrOzb3luMreOrVqDl4MjxuoaunbtSmlpKTk5loWx2rVrx9KlS3F3d0epVHLs2DG+++47uaKszEODbFGQeegxGIycPnaZrasjiT5laRruEtiOJ+b0Z9j4HlhZtyzNraamhri4OGJjY0lPT0ej0RAcHMzkyZPp2LEj0s/BcL96Zyr/e3N9i8aUJInwcV1xCKzk2rVrLFu2jODgYEaPHo2zs+yKuJfY2Nig0+nw9vbG2tqahIQEPD0tSzY7ODiwaNEiNmzYQFJSErm5uXz55ZdMnToVPz+/ezRzmTuNUUgYxa1ZBG51/7uBLBRkHmqqKmv5y29WExVxBYWy/hcy5XIu/35nM2tXHOevny+gradTg+MYjUauXLnC+fPnSUhIwGAw0LlzZ6ZOnUpQUBAaTf3qfI/PH0x1RS3f/G1bXZGEBtwQkkJCGAVDJ4fym3/PQ6GUiIiI4NChQ8THxxMfH0+/fv0YOnQodnZ2t/huyNwMpsJwWq2WgIAAEhMTGTFiRL3tNBoNs2bNYu/evURGRuLo6MjKlSsZNGgQI0eOlF0RDyGPiutBFgoyDy1arZ4/vfwjcTF16boNlVI2ZSZkZRTxf4u+5tNVv8LpuhiBnJwcYmNjuXDhApWVlbi7uzN8+HB69OjRooqhI54MIfL8EWqzbLkSk1svE8K/hw9PLB7K8Cd6m28kgwYNokePHuzatYuEhATOnDlDdHQ0gwcPpn///g2KEhO5pRWsP32BU1fSKauuxc5KQ2hHL2aG96Cjm2yZuBlMQqGmpobAwEDOnz9PcXFxg5YehULB+PHjcXFxYffu3bi5uXHixAkyMjKYPn26XGVW5oFEFgoyDy2bfjzJpej0FqUpGg1GCvPL+fwfO3nprQlcuHCB8+fPk5ubi62tLT169CAkJIR27dqZXQvNIYRg9+7d+AS58uKnL5KbWcjf3vqEtq7tKCwu4JX/9yxdurVvcF8HBwdmzZpFcnIy27dvp7S0lMOHD3P69GmGDx9OaGgoSuUvMRDlNbX8fu1ujsSl1DNcXMzMYcWxcwz078BfZozDw1EOlmwNJqFQXV2Nn58fSqWShISEJqvLhoWF4eTkxIYNG3B1daWoqIgvvviCqVOn4u/vf7emLnOHMaDAcIuhfobbNJc7iWwLk3koMRiMbFl1qlW1DIwGI0f3XuQff/s3Bw8exNXVlTlz5vD6668zfvx4PD09WywSAC5fvsyVK1cYN24cKpUKta2Eu78Vg5/ojksXJR0D2zU7hp+fHy+++CJDhw5FkiS0Wi07duzg888/Jy4uDiEEcfl5jPhgGYfirjSYZGH4uaJL5JUMZv53JZlFpS0+BxlLoaDRaOjSpQsJCQnN7hcQEMCiRYvQarVIkoS7uzurVq1i//79GAwPwu1BpjnEzzEKt/IScozCw09mVSFJZdlUG3TYq63p6dQRR43tvZ7WI8/ZE0kUFVS0ej8BOFn58+L/TW20aVlL0Ov17Nmzhy5duhAYGAhAaWndDdrVta7sb2VlJY6Ojs2OpVarGTFiBD179mTnzp2kpKRQU1PDunXrUHt5sDK7GlElkJrxdRqMguLKapYs38CWXy/ASi7s1CKsra2BOqEAEBQUxLZt26isrGw2bqRdu3YsWbKEn376iZycHEJDQzl58iTp6elMnz69RZ+/zP2LHKMg0yhCCI7lJ7Dm6knOFFpG0aslJeO8QpjdcSABDl73aIYyyfFZKJWKVvdbkIDqMsUtiQSAiIgISktLmTt3rtkKUVJSgkKhwM2trttgS4WCCVdXV5566ini4uLYvXs3epWStbXlUKVqViSYMBgFGUWl7L2YxKTQrq0/sUcQpVKJRqMxC4WAgAAAEhMT6d27d7P7X58RERMTQ//+/bl06RJffvklU6ZMMY8nI3O/IguFVqI3Gvj7pc1svXauwZrwOmFgV1YMO69F82b3aUxq3+euz7HWoCOiIJH82lIEAncrBwa4BWGtbDwI7kFHr9dTVlZGWVkZpaWlJCel3lQJZSHg4oU43nvvPSRJQqlUolQqUalUde4DtRqNRoOVlRVWVlZYW1tjbW2Nra0tVlZWaDQa9Ho9R44coWvXruh0OgoKCtBoNBQUFODg4GB+Cq2qqmr1/CRJolu3bvj5+fH7bWvQJ+ShpHlrwvUoJIkfT0TLQqEV2NjYmIWCnZ0dPj4+LRYKYJkRERERQZ8+fSgrK+Onn35i4MCBjBw50iLm5EaEEAjqPjuZ+weDUGAQtxij8DD2eniUEULwYfw2tl07B9BoW1qDqHuK/fPFDVgpVYz1DLkr8yuoLWPN1eNsvRZJhb4Gxc83DyMCW6UVk7z7MbvjENpaO92V+dwubhQBpv9f/7rxppubr7wpoSBJ4OTcBi8vF7RaLTqdzvyqrq5ulW/50qVLXLp0qd7yTz75BIB169ZhY2NjFh4ajcYsRNRqdaP/12g0KFQqjteWoqxQtEokABiF4GJmLnllFbR1kAMbW8L1QgHq3A8HDhxAq9U2mYVyPTdmRPj7+zNy5EgOHz5Meno6M2bMsLAwlWtr2ZQYx/cXYkktKcIgBG3UGsZ38Wd+916EeDQf4yJzZzEiYbzFUD9ja8q33iNkodAKootT2ZhxusXbS8D7Fzcx2D0IW5XVnZsYcKU8m9eillOirTRfeNdfgFWGWtZnnGRXdhQf9X6GIIeGo+3vNteLgMaEwI0iwMbGBgcHBxwcHPD29qZr1644ODjg6OiIg4MDOp2O/bsiSIltfSMyIWDKrFFMmNawJUgIgU6no6ampt6rurqa7OxsYmNj8fLywtrampqaGmpra6mtraWystJCvGi1WrTaX7pMSpKEQqFAkiSLoEnxc0vj6zsU5mkk8t2tsaNlRaIaoqiiWhYKLcTGxoaamhrz30FBQezdu5fk5GSCg4NbNdb1GRHl5eXMnDmTXbt28cUXXzBlyhQCAwPZmBjHG4f3UavXA7+U4KjQadmUGMf6hEv092rP5xMm42x9a24ymQeLv/3tb2zcuJGEhARsbGwYOHAg//jHP8yxUHcCWSi0gnVXT6GUFGaLQXMIoNqgZXdWDNM6hN+xeeVUF/Pyua8o11U1qU4NwkiFrprXzi1nefjLtLd1vWNzgjsjAuzt7Rt8gqupqeHSpUscOnSIjIwMrKyscPO0pTCnitYYFqxtNYyY0KPR9ZIkodFo0Gg09XLijUYjy5Ytw9vbm2eeeaZehsSHH35I3759GThwIJ999hmdO3emV69eFkLjeuFRW1tbT4iYblbVSolbjYFSq+Skp5YghEAvqblWWE5ucTlujnY4Ozvj4eFBQkJCq4UC/JIRsWrVKnbu3Mm0adOIiIhg9erVaIMDWJmXdeMsMH3gJkvmmexrTN/wE5umz8Xx54BLmbvLvQhmPHLkCC+++CL9+vVDr9fzxhtvMHbsWOLi4u5YUTZZKLSQEm0lh3IvtdpMJAHr0yPvqFBYlryHCn11i+ZmRFBlqOWzyzv4a68FN33MG0WASQiUl5ebBcGNIsDa2tp8w79eBJiEQGMioNFzMRpJTU0lJibGXC2xS5cuTJ8+naCgII6FxPGPP7SshDLUuR0mzw7H2ubmYjmioqLIzc1lyZIl9USCTqejsrISJycnNBoNbdq0QQhBhw4dWnUMIQRarZbdqQkcjNiDUSlQGFr/Q6VSKmjnKLdEboryqhq2R8Sz5mAMGfklAHx3djku9jY8OaIXnh06E38+CoPB0GR8QWNcnxGxatUqpk+fjt7NlbcSYkGCNvbVOLlWYGOrRaEQGI0S1ZVWFBe1obLcGoOAq6Ul/N+B3SyfOOX2nrxMi7g9MQqtu6fs3r3b4u8VK1bQtm1bzp07x9ChQ29pLo0hC4UWklFVeFO+JAFcrcy/6R+T5ijRVrI/N7bFVg6osywcy48jv6YMd+v6leJuVgSYbvheXl4WIsD0ao0IaIqCggJiYmI4f/485eXluLm5MXz4cHr27Im9/S83v+Hje5B4IZPNq061aFxXTzXTFoTd1Jyqqqo4ePAgvXr1wtvbu956U2qkk5MTUBcQd7PBjFZWVgS0res1oHcyoi5sfZzCYyGB2Fk9vMGtt8q5xEx+/b8tVNVo660rKq/mq22n6rp9OhqJuXwZG1dXhIC2bexwb8VT3fUZEatXryYpwBdbWz3tfPJRawwIUSdgARQKgW2bGuzsa9BqlVy76oa2VsP+tCtcLS2ho6PTbTp7mXvBjU3ETAHTzWH6bXFxcbkj8wJZKLQYrUF/0/vqjAb+/Jc/o1KqLALXbvVfSZLYkx2F8SaC9gC+jd7OQEOHeoLgXoqAxqipqeHixYvExsaSmZmJtbU13bt3p1evXnh5eTVYCEmSJH712wnYO9qw8svDCEAYxQ3b1MUluPlAtwFqVq1aycKFC7G1bV0tjEOHDmE0Ghk1alSD60tKSoBfhIKtrS35+fmtOgbUibioqCiOHD2Ci72RYgeBurD1TzRz+t+dANsHkeika7zw8QaMRtHoo4FBGNHbwjFbaw7t3GWxbqCPD/NDQxnZpTOqFvR3MGVEbNi1k1U55/HpnI8k1R35xsva9LdabaBj5zzSU9qi11rx48UY3hw0vJVnKnOr1AUz3mJTqJ/39/HxsVj+9ttv88477zS9r9HIa6+9xqBBg+jevfstzaMpHkmhUKarJroohXJ9NVYKNZ3beNDFvukI4lspoqQ2gmc7T3NqnLW1NXq93hzMVlNTQ1lZGbW1tWi1WvO/1wevNTiuWk28rxZcRav91cIoOHvlIuJahvlm7+npSWBgoNk9cLdEQGMYjUZSUlLMrgWj0Yifnx8zZswgMDAQlar5y1eSJOb9agQTpvdlz6Yodm44S0FuKUKAg6MNPcO9qTCm0LWHLzk5OZSXl/Pjjz+yYMECc6Gd5sjJyeHcuXOMGTOGNm0aDg4sLS1FkiRzXIOdnR1paWktfi+qqqo4ceIEZ86cQafTATDEzYMtogydmxFNQcusVQLB1L7d6NnBs/mNH0FqdXr+77OtGI2iUQEuFIJKL9Db0WCjr8jMTE5mZBDq6clXU6fg3IKaHAqFAqtAX7ytDyJJop5AuBFJAhSC9p3ySbnsxZH0NN4c1Pz5ydxejLehhLPJUp2RkWER99QSa8KLL77IxYsXOX78+C3NoTkeKaGQXJ7Dmqsn2J0VjU5Yprl1c/RhVseBjG7XE4VU/4P3bdMWV3UbCrUVrbopK5DoqWqHjY0NaWlp5nKubdu2xdvbG39/f9q3b4+bm1u9SHeDwWCOmDcJioqKCoqLi80ugCSrVBDVrRYKkkIiuEd3/t9Tc1u3410gPz+f2NhYs2vB3d2dkSNH0qNHDwvXQmtwcbNnztJhzFk6jC1btpCXl8fSpUsxGAx8+umn2NraolKpcHR0pKCggJUrVzJ//vxmRZKpn4OrqythYY27LUpKSnBwcDA3fmqp66GoqIj9+/eTkJCAEAKFQkFISAjDhg1j9759nCgqodAZMIKmSIlopKaCaXn3zu14d+qYZo/7qLLv7GVKK2saXS8kQUV7MJg0ZAPfO5PP+XxODk+tW8fa2bOxa+A60uv1VFZWUllZSUVFBQevHkepNjYrEkxIEqjURuwdqiitrW3ZTjL3LaYHs5by0ksvsX37do4ePUr79nc2i+2REQp7s2N498I6gAb9+fGlmfzp/BoO5lzk3Z6zsFLWpZ0JIbh69SrHjh3DvbqaQp96uzaJEcHL/acS7Ngeo9FIQUEBmZmZ5ldUVBRQpx69vb3x8PDAwcEBKysrqqurKSkpsXiZniahzmSp6Xxz0e+SJOFiff8Es1VXV5tdC9euXcPa2poePXrQq1evVvdYaI7r0w+VSiUDBgxgz549PPHEE2zevJmwsDBiYmL46aefmDt3Lmp14ymIly5d4urVqzz11FNNxqCUlpaa3Q5Q53ow1WloaPz09HT27t3LtWvXgDr3z4ABAwgPD0ehULBs2TIKCgqY6+HOflcbEpQF1NjoURUrUFXVnZvJcC4hYbQStLfS8rdR4aiUcrZDY6w5GIMkSY3W4Khx/VkktOByNAjB5fwC/m/tWia7uFiIgsrKSot0S4EgqV85rc12FQKcXCtQFt4f6c6PGvcimFEIwcsvv8ymTZs4fPgwvr6+t3T8lvBICIVjefG8fX4tjXscfzH/HM2L450La/lLz9mkXEnh2LFjZGRk4OHhwfMDnuCt/J1U6mtbFNiokCR6OXci2LHuSyxJEvb29nh6emJjY4ObmxuFhYXk5eVRXFxMamoqKSkpFmNYWVnh4OCAu7s7ISEhuLi44OTkhJOTE9bW1lwuz2Jx5H9a/Z4YhJERHo2nAd4NjEYjV65cITY21uxa8Pf358knnyQgIKBFroXbQWhoKEeOHCErK4sBAwYQGRnJxIkT2bVrF+vWrWPWrFkNigCtVsu+ffsICgqiS5cuTR6jpKTEoi3x9dUZTUV2jEYjFy5c4PDhw+aYBhcXF4YPH063bt1QKBQUFBSwfPlyamtr6dmzJ1OnTuU5nZaPzx7lu0vnqG0jMOoEUpWEMBgRCnCzUtKtoop+Du7s2bOH5557zmzZkPkFo1EQfzW30W+2kAS1TrRKmBuBQzm5+BcV4fiz1crOzs5cErq8vByDwYBeLdDbtT7RTpLAxlaLnyS3EL8XGFHc9YJLL774IqtWrWLLli3Y29uTk5MDgKOj4y2Xnm+Mh14oaI16/nxxPQ06ExvAiOBQ7kX+tPI/aFLK8Pb2Zvbs2QQEBCBJEp+UePD86eXojPomP2AFEq6SLWMKPfjpp5/MFoHrC+yo1WqcnJxwdnbG09MTJycnHB0dUalUVFRUkJ+fz7Vr18jOziY/P5/ExEQ8PT1p37493t7etG/fngBHLwLtvblcfq3ll5sAu2qJ8ztP4DbCCk/Ppv3VlTotW65eJCIvjTJtDXZqDT1dvJjhG4KbdevzdvPy8syuhYqKCtq2bcuoUaPo0aNHoz7+O4lGoyEsLIwTJ07w8ssvk5qaSkREBDNmzGDdunVs2LCBGTNm1Lu5Hj9+nMrKSsaOHdvsMUpKSiyUv0koVFZWYmtry8mTJ4mIiKD2ZxNyp06dGD16tEUGRXx8POvXr8doNDJ+/HjCw+tSbm3VGsKrJLRZtRj8fHALDaBar+fS2XN0Nqjw0dhidGqDVqulsLCQM2fOmPeV+YUara7J75CuDXATiUt6IKq8goDi4sa3Ud1adT7DpQts1dZZx9zd3W9pLJmWYxAShlvs/tja/T///HMAhg8fbrH822+/ZeHChbc0l8Z46IXC4dyLlOlamYYmIMGxgg/mz8fX19fC7O1n7c4//Gbwj5QdZOvLkARc/zmb/nYthn7pkGufiZOTEx07diQkJMRsDXBycsLGxqZFJnW9Xk9ubq7ZXZGYmMipU3Upf7a2tjjZ1yKafqC1RIJ5XkMoOpXCsmXLCA4OZsSIEeZmRSZqDXr+deEwq5KjqDboUCBhRCAB+zIv8+8Lh5noE8wfe4/FxarpYM/q6mouXLhAbGwsWVlZ2NjYmF0L7dq1u62uhZvBJBSioqKYNm0ay5YtIykpiSeffJK1a9eyZcsWpkyZYp5ncXExJ0+eZNCgQRaWgoYwGAyUl5dblOc1ZVXs37+f9PR0c/psSEgIo0aNqheLcfDgQY4dO4ZKpeLpp5+2qL9gMBg4e/YskhAsGTSSjh07ArDhagEZGRnklebx9NNP8/XXX+Pt7c3hw4fp0aNHqzM7HnasNWpzFkxDGKy5vu5Ri5GAYrUKpTA2WgLcWnFrAcPuNUZiYmKIjo6mU6dODBgwAH9//3v+vZK5/dxMafpb5aEXChvSI803uBYjwTWrKuJzUrl8+bJFjIDpiS8UQSdHDWnuekrtBEItYa+yoVcbHyZ79aGbRydsbW1vyxdVpVLh7e2Nt7e3+UmwsrKSs2fPcuLECZzyjAQq1CT66lr0Q/ac33jm+47A2MdIbGwshw8f5rPPPjMHyTk5OVGt17H46GrO5mfUKwkt+Nn/LWBHRhxRhddYM3I+7WzrVypMTk4mNjaWxMREjEYjAQEBzJw5E39//7vmWmgJtra29O7dm9OnTzNw4EDGjRvHjh078PPzY+rUqWzcuBGVSsXjjz9el5a6Zw92dnYMHjy42bFvrKGQm5vLzp07AUhNTcXa2pqhQ4cyYMCAevEKRqORVatWceXKFdq0acOzzz5bT0QkJiZSU1ODi4uLhYDw8vIiLi4Oo9GIra0t/fr1IyoqCoVCwcGDB3n88cdv5S176FAoJHp29uJCSnaDGQ837YqWJOxdXBkeFIiNjQ22trYWLxsbG4QEcyL+RKmuda3RhQBboWH+k3OJj48nNjaW9PR00tLScHJyIjw8nF69erU4g0emdRhuQ9aDQe71cO9Jq8y76aYbe88dJ0DhhpOTEz4+PvTo0cPCIrBlyxZCtVqy4rIYOXIk/fv3v82zbxij0ciZM2c4cuQILi4uFBUVMavjECo6WPN1xkFKRY2lpeNn8WCHhtmu/ZnWti46X6FQEBoaSo8ePTh37hzHjh3j/Pnz9OnTh6125RYioTEMQpBdVcqio6vZPGYxVkoVeXl55oJIlZWVeHh43FPXQksZMGAAZ86cISoqivDwcJKTk9m6dSvPP/88kydPZsuWLajVarp06UJiYiIzZsxoMtDRhCneoKioiJ07d1JYWGhe16NHD6ZOndqgoKyurmbZsmWUlJTg4+PD008/3WCshMm6NHDgQItxvLy8zCm2eXl5jBgxgri4OGxtbYmKiqJv3760ayc3Frqe2SN7EXvlxvLJdUit61huRqlQ4N+xY7Oi8nGvQfx0dW+rfq8kwD1VyU9Hf8LNzY2BAwdSXFxMfHw8lZWV7N27lwMHDhAaGkpYWFg9q6HMrWEUCoy3GMx4s3Vw7iYPvVDQGVve7e9Gps6cwXCPbg2u0+v1pKWlMXjwYK5evXrXzLiVlZVs3LiRlJQUfH19SU1NZfDgwYwcORJJkpgSMIST+QnsyjpLVnURWq0OW72STqW2aFLKyag8y4fbzuLs7GwR69C3b19CQ0OJjIxk+5kT7PNu+ftmEILLpfl8dmQHdsm5ZGdnY2tra+FaeBBwcnKiR48enDp1in79+jFp0iS++OILNm/ezFNPPYVOp2Pnzp2cP3+ejh07tqjGv9Fo5Ny5um6jO3bsAKBDhw6MHz+edevWYW9v36BIyMrKYsWKFeh0OsLCwpgwYUKD4xcVFZGRkYFKpaJHD8vgVFPsiVqtJjc3l8DAQMaPH8/69etxcHBg165dLFy4UDZPX8fwXl2wt1ZRUaP72cn2C6oqqL2J4nd6o5EBHZpPl5rgOYCfru6jpfFUAEqFkkkdBnMp9zwFBQUUFBQAmNPlMjMzUSqVxMbGcubMGfz8/AgLC8PPz0/+3GVazEMvFOzVNlQZbi7H2EnTeKBeeno6Op3OHGx2N4TC1atXWb9+PUIIQkJCiI2NZdiwYQwbNuyXdD9JwZC2wQxpW/8mJoSgtLTUHOtw7do14uLizP5xT09PvL29KQ32QlGaQWseoCQhWJN+gdcc/Bg6dCj+/v53pGT1nWbgwIHEnj/P6iPHOF9VS7KjOznpOez/9keeGTaELn5+XElOxsPDo8kf2pqaGvbv309sbCz6nzsA9ujRg7Fjx5qtKo3VUoiJiWHr1q0ATJkyhZCQxqsonjlzBqjL3Lix5oNGo8Hd3Z3q6mpzFcjg4GD8/PzIysoiPT2dS5cu3dGKbg8SWq2WzZs3E2pfQoTOHoPR8mlPVQmSDoSKVsUpONvYMNbPr9nt3K2ceDVgJh9dXt38oD9bCX8TOJeRHn2YMGwssbGxREREUFRURF5eHlqtFqVSibW1NaWlpdjZ2ZGfn8+qVatwcXEhLCyMXr16taiwj0zDyK6Hh4SRHt1Zk36i1eYdR7Ut3Rwbz01OSkrC3t7eLBDuVFoK1N3gT5w4wcGDB+nQoQPt2rUjMjKSESNGtKoJiCRJZreJ6eZwfaDktWvXuHz5MofcyjAqW/e0ISSJfBsYNukxPG1bXjTkfiO+vIpdts6sjIxGqZAwGAUoVOTn5HNy7SbaYGSkqzunT5/GxcWlXvZAUVERu3bt4sqVKwghsLa2xsXFBY1Gw7Rp0yy2tbW1pbKy0mLZzp07OXPmDGq1msWLFzdpjTGVcwYazWLw9vbm8uXL5ObmAnXXwGOPPcZnn32Gs7Mz+/btIzAwsEUulIeZ4uJiVq9eTUlJCb+a/yRLrZ145dPNFJdXm+sqSEhYFwmq27Z8XAlY1Ls36haK5vGe/TEIA58mra+rf9GQXDdiIRKgzmrUt29f+vTpQ1JSEhEREaSlpaFSqcyZVqZW56bfrd27d5v7k4SFheHqeme7yT6MGGl91kJDY9zvPPRCYapPOD9dbV15SwUS03zCUSsaf3uSk5Px8/OjuroauHMWhaqqKjZv3kxSUhKDBw/GaDRy8uRJRo8ezaBBt16z9fpASajLdPhk/T9uerwruVk4e9b1o3jQTJvrz1/ijR17zX8brusLIX4+lwoktpbXMr2zP7t370atVtO7d29SU1PZs2eP+Ybs7OzMyJEj6datG999912DFdfs7OzIy8urO5bBwIoVK8jMzMTZ2ZmlS5c2Kz4TEhLQarV06NCh0R95T09PYmNjqampMVuOnJ2dGTp0KAcPHkShUHD8+HFGjBjRujfrISI1NZV169ZhbW3NM888Q9u2dUpg+9+WsP/cZX46EE1Cet3npCkBtZOaMitdEyP+jBAE2FjzbL++rZrPRK9B9HDyY0fWCXZnn6LG+EtKtUIPXnm2uGeoCO8dVG9fSZIICAggICCA7OxsTp06xcWLF1Gr1Tg7O1NcXEx5eTnl5eXY2dnh5eXFhQsXOH36NP7+/oSFhdGlS5cH7rsrc2d56IVCBzs3Rnp053ALW0QrkLBWapjq03ieeUlJCQUFBYwYMcJsOr4TQiEzM5N169ah0+mYM2cOqampnDp1inHjxt2xwEnFLf5ArFuzhgO1dRUPTVHddnZ29f5/478tTRW9U5y6msEbO/a24Aqpm+OGzFwW+wWybds29u3bZ66y5+Pjw4QJEyxqU5iCEW/EZFEoLy/nyy+/pLKyEn9/f2bPnt2igkgnTpwAaFIwenl5IYRACEFBQQEeHh5AnYvlwoUL1NTUcPLkSUJDQy0qRz4KCCE4ffo0e/bswdfXlxkzZliIM2uNiscHBPP4gGCqa3VUVNdia61Bo1byzv79rL54CYn6EQWSEAhJIkAI+hYUsH/v3kZjTBqjg60Hz/tNY5HvRP635muu5WehNEi0UzpTUVIOwLlz55oUeJ6enkydOpVRo0Zx5swZzp49i16vx8fHB61WS25uLklJSVhZWeHn50dpaSkrV67Ezc2NsLAwQkJC7lmflweF21Nw6f4vfvbQCwWAt7rPIKu6mMtlWc0WSVIqFHzQewFtrR0b3S45ORlJkujcuTMXLlxAoVDc1i+UEIJTp06xf/9+vLy8mD59OidPnuTMmTNMmDChyZ4Ct4paocRFbUORrrrV+0rAwmkz0eiMVFZWUlVVZf63oqKC3NxcqqqqqKqqqpcLLElSq4SFra3tba0u+J9jEU2W7m3oXDdevcZE6uIRfHx8mDlzpjn+oKKmltOpmRRXVnGhuIoODXzV7OzsqKio4JNPPsFgMDB06NAWP9kXFBSQk5ODra0tfk34v001KoQQ5OXlmYWCUqlk4sSJrFixAisrK/bt28eTTz7ZomM/DOj1enbs2EFMTAz9+/dnzJgxTV5PNlZqbKx+cc+8P24cvZUqvjt7lisaDTU/XzdqIeii0xGq0WCn1yHUak6fPo2Dg8NNWQCtlVbYV6hwLKk7dpeQzsSWxAJw8eLFFl0vDg4OjBo1iiFDhhAbG8upU6coKirCy8sLW1tbrl69av5N8/b2RqVSsXPnTnO2RL9+/e5oC+MHmdtTwlkWCvcFtiorPu/3LH+P28je7PNIWJbNNBdJUtjxj7AFBDs2HaGcnJyMj48P1tbWVFVV3bZ6CVB309myZQsJCQkMGDCAkSNHsnv3bs6dO8fjjz9Onz59bstxbsTUayE6OhpvXSXFrpLZ3N4SlJKC4Z5dCA3o2uy2Qgiqq6sthERD/xYWFpr/bqiTpikn/UZh0Zi4aCy4MqmgkDMZ11p8rlD3FFkiKfAKCcVJW0NiYiI5OTkoHV34ISKazdFx1OhMrcltiDgUxcqETJ4a0ItJIV1RKRVkZWWh1+uRJInZs2cTGBjY4uNHREQAdSmdTd3gVCoVHh4e5lLh19OxY0d69erFpUuXiIuLIzU19a7Ujb/XlJeXs3btWrKzs5sNFm2KycOGkhYbw3yf9qRlZODs7MzYUaP49ttvQVsLGg2dOnUiKSmJ/fv3Y2dnR69evVp9nOv7u7Rv357z58+jUCgoKiqipqamxTUSNBoN/fr1o2/fvly+fJmIiAiSk5NxcnKiffv2pKWlmXuL2Nra4urqSnR0NKdOnSIgIIDw8PB6BehkHg0eCaEAYKPS8G7P2bzgP54tmWc4khdHma4KFQrEtTL64UWbQj1Bo7ybHEev15OSksKQIUMAzELhdpCVlcW6deuoqalh1qxZBAQEsG3bNmJiYnjiiSdu6kemKW5s42wwGJAkiSC1xEW31v0YGISR+f4t88Vebz1oSV63EMIciNWQqDD9Pzs727zMlGlwPVZWVtjZ2VFbW4vBYGDr1q3Y2tqyN78YhQTGVgYfqxQKcu3seWbSRNauXcuHq9YTobfBiLCIbzCRmJPPmxv3suN8AiNtjSTFxwEw/+cKoC1Fp9OZbxYtEY5eXl7mSPgbGTNmDAkJCajVanbv3s2vfvWrh7oPxLVr11izZg0AixYtsiiR3VrUajVDhw5l586dPPHEE2zdupXU1FRcXV0pLCxEr9ebY4uOHz/O1q1bsbGxaZUgBEuhYDQaadu2rTkW5tKlS61+eJAkicDAQAIDA8nKyuLUqVNcunQJtVpNUFAQOTk5lJSUUF1djRACZ2dnsrOz+eGHH3B3dycsLIyePXvelBVVCEGNQYfWqKeN2hplA516HySMSBhvpivfDWPc7zwyQsGEh40Tz/qP4Vn/ula7Qgj+9a9/4efnTWxyLHFxcU2mi2VkZKDT6fD39wfqnsRvVSgIITh79ix79uzBw8ODBQsW4OjoyJYtW7hw4QJTp06lZ8+et3SM6yksLCQmJobY2FjKy8uxtrbGaDSaex6Eh4fjlnKGz+NPtmg8SYB3hUCVlofwuP1PHJIkYW1tjbW1dYsis4UQ6HS6RoVFQkIClZWV5OXlUVlZSXyVFiGUtLi/788YjUYKK6tRKpX49OnPsUs5CAw0ljtnyryJSE7niqTnCTcnSktKWp2edvHiRfR6PcHBwS3KtvHy8iIqKsp8c7keW1tbxo0bx5YtW6iqquLs2bN31LV1L4mNjWXbtm14enoyc+bMm25Zfj29e/cmIiKChIQEhg4dypEjRwgJCaH4ur4O8fHxhIWFcfr0adatW8eCBQssKmg2x/WiV6/X069fP7Zv3w5AdHT0LVkZvby8mDZtGqNHjyYyMpJz586ZA2TLy8spLi6mtraWqqoqFAoFNTU17Nixg/3799O7d2/CwsJaFNuSX1POpowzrLt6mkJtXfVJBRKD2wYwq2N/wt26oHgARYPsenhEkCQJX19fCgoK6Ny5M8ePH6dbt26N3uySkpJo06aN2ddbVVV1S6mRtbW1bNu2jUuXLhEWFmb2lW7atIlLly4xbdq025LnXltba27jnJGRgUajMf9QSpLEiBEj6Nevn9mM+XqP4ZRpa1h5JarBgC0TEjDAoxNPOjmzd88e8nJzmThx4j0tzyxJUl0Lbo2mwT4M1dXV5OXlsWTJEgDK9h0iOeo8+gbcG00hhECvrcVgNPLHzft/jgVowX5ArlDRrt9gSvdtr5ci2RymIMaWlI8GzE/NpaWl1NbW1hMmISEhxMTEkJ2dzaFDh+jevftD1QfCaDSyb98+Tp06Ra9evW7r9alUKhk+fDibNm1i4MCBpKamkpSUZHaVOTk5UVhYiJ+fH507dyYtLY2VK1eyePFi829Ic1wvFEwFuEzFu0zuq1s9HwcHB8aMGcOwYcOIjo4mMjKS4uJi3NzczOmVLi4u5hgeg8HA6dOniYiIIDAwkPDwcDp16tTg7+bK1JN8lLALhKXL14jgRP5ljuYlEuTgySd9F+Bufevi7W5ye+oo3P9C4f6f4V2gU6dOZGVlERYWRm5uLleuXGl0W1NapOkLcSuuh9zcXL766iuSkpKYMWMGEyZMQJIk1q9fT1xcHE8++eQtiQQhBCkpKWzcuJEPP/yQHTt2IITAy8sLrVaLTqdj/Pjx/PrXv2bIkCEWvk6FJPFun/F8GD6ZAMe6dDGlJKGWFKh+Vv6eNg78LmQk3wybzeTxjzFlyhQuXrzIt99+S1lZ2U3P+27T3tHxpsuo5iQn8d91W8gtq2jVGApJYn10AkCrhEJubi6FhYW4uro22/XThLu7uzk+oyH3gyRJTJw4EZ1Oh06n49ChQy2ez/1OdXU1K1euJDIykgkTJjB58uTbLmK7d+9O27ZtOXToEFOnTkWv16NWq7Gzs8PJyQl7e3siIyMJDg7GyckJg8HADz/8YGF1aIrrG0mZRIGnp6c5myU5Ofm2nYtGoyE8PJyXXnqJmTNnYmtrS1lZmbk4WGFhIZ06daJbt27mB6Tk5GS+//57/ve//3Hu3DkLV8k3yUf4V/xOjEI0GEhu+Pk7k1Sey9Mnv6CotnW9LmTuDrJQAHx9fc1fOm9vb44fb7juQmlpKfn5+RZR5jcjFIQQREVFsXz5clQqFc8++yzdunVDr9ezbt06Ll++zMyZM+natfnAwIYoKiri0KFDfPLJJ/zwww9kZWXRo0cP2rdvT2ZmJrW1tUyePJlXXnmF8PDwRovtSJLE1E492DFuCetHLeTX3YexODCcl7oN5uuhszjy+Is8GzQAtaLuJhQSEsKiRYuoqKhg2bJlpKen39T87zaTuwfdVFqokCR89bVsu5iM1MrqakYhiMvOo0pl3SqhYLo2TTEyLUGpVJoLNzUkFKBOTJjqdJw7d65BN8WDRl5eHl999RXZ2dnMnz+fsLCwOxKIp1AoGDlyJGlpaRQVFTFlyhR0Oh01NTWkpaUxbdo0JEli+/bt9O3b11wE6YcffqCiovkb441CAaBfv37mZaYS4bf7nLp27cqiRYtYsmQJvr6+VFdXo1aryc7OJjY2Fh8fHyZNmkS3bt1QqVQUFhayfft2/vnPf7Jr1y6Opl/kv5f3teh4BmEkv7act2LX3/ZzuZMYhXRbXvc7slCgrjiOo6OjRe+GjIyMettdnxZporWuB61Wy5YtW9i2bRs9e/bkmWeewdXVFb1ez9q1a0lOTmbWrFmtDnjSarVER0ezYsUKPv30UyIjI+nSpQujR4/GysqK6OhodDodM2bM4IUXXiA0NLTFJZYlSSLUzZvngwfxu5CRvNxtCMM9/VA2EPTm5eXFs88+i5ubG9999x1nz55t1XncC1xtbXmsawDKVtxEFEAHBbQRRkqFol5fgJZSo7FusIxzQ2i1WuLi4lCr1a22NHl5eaFUKhsVClAnPhwdHVGpVOzateuetLO9XSQkJPD111+jVqtZunTpHc/mCAgIoH379hw4cIDAwECCgoIwGAxoNBoSExMZNWoUAHv37qV3797odDoqKipYuXKluQZHQ5geYEyYutd2797dLHrS0tIazAq6XXh7ezN9+nReffVV+vatC1iWJInk5GS2bduGEILFixczZcoUfHx80Ov1nD59mn8cXYN0wyWk1yuoqtRQUW5FRbkV1VVqDIa68zAII6cKkkmryL9j53K7Mf7seriV14NQR+H+n+FdwBSnkJaWRmBgIG5ubg1aFZKTk2nfvr1ZGOj1enQ6XYstCvn5+Sxfvpy4uDimTp3KpEmTUKvV6HQ6Vq9eTWpqKnPmzDEHSjaHEIK0tDQ2b97Mhx9+yNatW1EqlUyZMoWxY8eSmZnJ/v37UalUzJs3z2y5uNNR7XZ2dsyfP58+ffqwY8cOtm3b1mAWwv3Eq0MG0MZK0yLLgiQEGqWS/z49j4kTJ95SCValWtNioRAdHY3RaGyVyDPh7e2NwWAgJyen0W3UarXZBXH16lXi4uJadYz7ASEER44cYc2aNXTp0oVnnnmmwTiV240kSYwcOZKsrCwSEhKYOnUqCoUCg8FATEwMffr0wdXVlTZt2hAREUHXrl3R6XQUFhayevXqRr8fNy43xQuoVCq8vLzM2zT0YHO7cXR0ZOzYsfz6179m7Nix5t+9uLg4li1bRkpKClOnTuXXv/41ocMGkO0szB1sdVolpSU2lJXYUlOtRlurQlurorpKQ2mxLeWl1uj1CpSSgvXpZ+74uci0Dlko/EynTp3Izc2lurqaQYMGcfnyZYunL4PBQEpKSj23A7SsKuP58+f56quvAFi6dKk5i0Gr1fLTTz+Rnp7O3Llz6dKlS7NjlZSUcOTIEf7zn//w3XffkZ6ezuDBg3nppZfo2rUrR44cYdu2bTg6OrJo0SIWLVp017vFKZVKHnvsMSZPnkxsbCzff/895eXld+34raWDsxPfzZmOg5VVk5YFpSShVigYoa/CwaCjb9++eLndfI18JzubFrseTLUTbqZwj+mmkpub26SlwM/Pzywm9+7da+Fvvt/RarWsW7eOw4cPM3z4cJ588sm7WlnQ19eXzp07c/DgQVQqFcHBwRgMBmpqakhISOCxxx6joqICPz8/4uPj8fb2Rq/Xk5mZyYYNGxq0CpgsCCZMQgGwyE6JiYm5Y+d1I1ZWVvTv359XXnmFJ5980hwrc+HCBT799FMOHjyIsb2DOfmntkZFeZk1Br3pdiPVe+l0SspKbKiplThdcPtiLu40pjbTt/q637n/Z3iXMJkm09LS6NGjBw4ODubocqhLi9RqtRZP+y3p86DT6di2bRubNm0iODiYJUuW4O7uDtT9CKxcuZJr164xb968Js2jOp3OfMP95JNPOHnyJJ06dWLhwoU8++yzqFQqVqxYwY4dO8zm/7lz57YqDetOEBoaysKFCykpKeGrr74iMzPzns6nKbq182DL4nnMCe1pTgdSKhSofrbAaJRKpvXsxpbF8+jVri0rV64kPz+f8T0DUdyEBtMoJLrYt0woZGVlUVpaio+PT4N9I5rD1dUVpVJprkfRFOPGjUOpVFJeXm7xHbifKS4u5uuvv+bKlSvMmjXLoqPq3WTkyJEUFBRw/vx5evfubV5+9OhROnfuTHBwMNnZ2QwaNIhr167h4OCAUqkkMTGR7du31xNx1wuDG/8ODg42n2NCQsJddxUpFAqCg4N55plneOaZZwgKCkIIQWxsLFv37ALqLAmVFaYsm6Y+j7p15WXWFFS3virsvcKAdFte9zuPfHqkCQcHB1xcXEhNTSU4OJiBAweyZ88eRowYgZOTE0lJSdjZ2Vl082vOolBYWMi6desoLCxk8uTJ9OrVy/zFrqmpMd9onnrqqQZ7AQghyMjIICYmhkuXLqHVaunUqRNTpkyha9euZl/g6tWr0Wq19OzZk8GDB993XeDat2/P0qVLWbduHStWrGDixImEhobe62k1iJejA68P7Ifu1DHa9gtH5eiMANq2sWNsgB+ONnWZId5z5rBixQp+/PFHJs2czeeHImk8ibQ+EgJfSUdyYgIqlYq0tDQ6duzY6M3NlIlws82bFAoFHh4eZGVlkZubay413RD29vaMHj2aXbt2cfz4cUJDQ3F0bLyk+b0mJSWF9evX12vqdC/w9vama9euHD58mBdeeAEbGxtUKhXFxcVcvnyZsWPH8t///hchBKNHj2b//v1YWVnRpk0boqOjsbW1ZfTo0ebxmhIKKpWK9u3bk5GRQU1NDbm5uU12G72TtG/fnpkzZ1JSUkJERARZKacRwkBVpcmi05KbYV0idnH5/X/jfNSQhcJ1+Pr6kpqaCtQ9CR85coSTJ0/y2GOP1UuLhF+EQkPBjJcuXWLr1q3Y29uzZMkSi5zpmpoafvzxRwoLC5k/f3696nClpaWcP3+emJgYioqKcHJyYsCAAYSEhODs7Ex5eTmHDx/m7NmzCCHo06cPAwYMuK9/zO3t7Xn66afZuXMnW7duJTs72/zker+RmJiIRpJYOmJYo4GqNjY2PPXUU3zzzTfs3rSBx3sEsO1CYovqKEjUWSqC1AaUKNHr9Xz33Xd4eHgQHh5Ojx49LFL4amtruXLlCnZ2dnTq1Ommz8vHx4esrCzy8vKadXH17duX6Oho8vLy2Lt3733ZB0IIQWRkJHv37m2wqdO9YsSIEXz++efExMQQGBhIeno6kiSxdetWcyrykSNHeP7551Gr1ezatQudToe7uzsnTpzAzs6OAQMGAPWFwo0xC+Hh4eb4hIsXL94zoWDCycmJCRMmEFgSypQjn2EwtPb7LVFSZSSvuoK2No2L2fuF2+E6kF0PDxi+vr4UFhZSXl5uzieOjo4mJyeHvLy8es13TNXKri9go9fr2blzJ+vXrycgIIClS5daiITq6mq+//57ioqKWLBggVkk6HQ6Lly4wI8//sjHH3/MsWPH8PHxYcGCBbzyyisMHz4cIQTbtm3jk08+ISoqiv79+/Paa68xfvz4+1okmFAqlUyaNImJEydy7tw5fvjhh1YXG7obJCQk0KlTp2ZvOvb29syfP7+uKVRROt5WSpq3KtTlR7w/aQRvvPqSOXbA2dkZjUbD1q1b+eijjzh06JA5de706dMIIejfv/8tmdPbt28P1LkxmkOhUDB58mSMRiNxcXGkpaXd9HHvBHq9nq1bt7Jnzx769+/PvHnz7guRAHWppj179uTo0aP4+flRVFRE165dqaysZP/+/QwcOBBHR0d27dpFv379eOKJJxBCkJ+fT/v27dm7dy+xsXWNn26MUbgxZiQwMNAcnHzx4sW7c4ItwE1hi1WNLa2xsl3PjrSE2zuhO4SB2+F+uP+RLQrXYXpaS01NpWfPnoSFhXHy5EkOHDiAJEn1nsJMqZGmH+/i4mLWr19Pbm4ujz32GH379rX4Ya+srOSHH36gvLycBQsW4OHhQWZmJjExMVy8eJHa2lo6dOjA5MmTCQ4ONguQ3NxcTpw4wcWLF7G1tWX48OH07du3xc1g7jf69u1L27ZtWbt2LcuWLWPWrFnmG+a9pqamhtTUVMaOHdui7V1cXJg3bx7Lly+nv8FIeUAP9iVdva74Ut3nr5AkjELgYq1hoEZH1M7N6DJ6EBoaSkZGBkqlkoyMDIKCgrC2tiYiIoLjx4/TvXt3kpKSUCgUt1xa2fQet0QoQF2b4rCwMM6cOcOOHTt4/vnn74s+EOXl5axZs4acnJxbaup0Jxk+fDgXLlygoKAAtVqNs7MzkiRx6tQp/P39GT9+PD/99BMJCQn06tULlUrFxo0byczMpEOHDmzZsgUbG5t6wuBGi4JKpcLHx4erV69SWlpKUVHRPe30WF1dzfHjx4mIiEDhpQRN668XlUJBTtX9G/j8KCILheuws7Ojbdu2ZqFgY2NDnz59iIyMxMvLq94Ty/XFlhISEsxf7sWLF9e78VVUVPD9999TVVXFjBkzuHLlChs2bKCgoAAHBwfCwsLo1auXxZc8MzOTY8eOcfnyZRwdHRk/fjyhoaGNFkh6kOjQoQPPPvssa9eu5dtvv+Xxxx+/L37wTeV3g4KCWrxPXFwcRqMRtVLBAGs9v/+/Z3j902WkakHTxgFrjRo/dxc0164wNMiHxydOJDo6muPHj3PhwgUAhg0bRk1NTV3EuNHI4MGDUSqVnDx5kurqamxsbLhy5YrFE2RrcXZ2RqVSUVJSgtFobNE4I0eO5OLFixQUFHDu3DmLQj/3gszMTNasWYMkSbfc1OlO4uTkRN++fYmIiKBz586kpqYSFBREcnIyGzdu5Pnnn8ff3589e/bg5+dH9+7dUalUrF27lvT0dDp06MC6desIDw83j2lKt7yRsLAwrl69CtT1lbiZrJhbRafTcfr0aY4dO2a2gljpADUtC094QHlUXA+yULiBTp06cfnyZfPf/fr1IyIiosHGPaYf8L179xIREUFQUBBPPPFEvSf98vJyvvvuOyorK/Hw8OCHH35AqVTStWtXxo8fj6+vr/lHWwhBamoqx44dIy0tDTc3N5544gl69OhxX/rzbwUHBwcWLlzIjh072Lx5M9nZ2YwdO/aePrUmJibi6enZYlfO2bNnOX78OGPHjsXFxYU1a9ZgbW1NN6WW7rYSHdrbMXfuXCRJ4ujRoxw7doyxY8bQr18/QkNDiYiI4ODBg2zYsIGePXsyd+5cYmNjOXz4MG5ububSuY6OjqxduxYnJyfCwsIIDQ1ttUVJkiTc3NzM3QFb8uRpZWXF448/ztq1a9m/fz/du3e/Zyb+mJgYtm/fjqenJ7NmzWoyIPN+YMiQIURHRwN1VpwBAwYQHx+PQqFgy5YtjB07li+++IITJ04wfPhwgoKCmDNnDj/99BOZmZm0a9eOyMhI83gKhaLBegsBAQE/9xkRXLhw4a4KBaPRSGxsrNlVJkmSeS52elN4YuswGAWetg9Gzwe5KdQjincnb/ZlHeSrxG9BLWGo1FPlWkNWdv3mK2VlZeTn55OZmcm4ceMIDw+3cDWY6rBv2LABrVaLEAKDwcDEiRPp1q2bxQ+9EIKEhASOHz9OVlaWucNdUFDQQ93/XaVSMXnyZDw9Pdm9ezd5eXnMmDHjnjQlMrUFbukPbVJSEjt37iQsLMwcP/DEE0+wefNmoK6F8759+zh9+jTh4eH06dOHo0ePEh0dzaBBg1CpVAwcOJCDBw/So0cPUlNTuXDhAj169GDmzJmcOHGCzMxM1Go1s2bNoqqqisjISPbv38/hw4fp1asX4eHhrTI1d+jQgZycHHJzc1u8X1BQEJ07dyYlJYX9+/czadKkFh/vdmA0Gtm7dy+RkZGEhoby2GOP3dOmYy2lTZs2hIeHc+rUKRQKBRUVFbi6umJnZ0dSUhK+vr4MGDCA48ePmwOV/f39mTlzJmvWrCEvLw+1Wm0WByqVqsG6FiqVio4dO5KWlkZubi4VFRV3XEQJIbh8+TIHDhwgPz8fW1tbcxVJk9D3qzQS79j6hxtJgsc73Vz5+ruNuA1tpm+2quvd5P7/tt0lqvRVbMjcwuGKY2i7aSksqStuI4RA9BPkVRXxY/RPPN33KSRJIikpifT0dNRqNYsWLTIHikFdLML58+c5d+4chYWFSJJE79696d+/P25ubhbHNRgMXLx4kRMnTpCfn0+nTp146qmn6Ny580MtEK5HkiTCwsJo27Yt69atY9myZcyePfuuR3Cnpqai1Wpb5HbIyspi3bp1BAQEMG7cOPNnFRISQnx8PImJiRiNRsLDw9m3bx+dOnXCw8OD7t27c+bMGQYMGIBCoUCpVGJlZYWHhweTJ08mKirK7JIwpbkqFAr+97//MXjwYCZNmsTo0aM5c+YM586d4/Tp0wQEBNC/f/9Gu/ddT8eOHTl9+jSZmZkt7iUiSRKTJk3i008/JSoqivDw8LuWglhVVcX69etJS0tjwoQJ9OvX74H6XgwaNIizZ89iZWVFQkICffv2Zd++ffTu3Zv9+/ezYMECzp8/z549e5g9ezZQJ8ymTJnC5s2bLYowSZLUaKnmfv36mQNOExMTb6n1dHOkp6ezf/9+MjIycHZ2RqlUmrMzrp+jW63ApdZIkUZqcQt3pSTxWMcg3Gzs7tj8ZVqPLBSAEm0pf43/gNyaPIwYQaLuXzD71/Q2Bg4Yj6BPMdAprT0njp9ApVIRGhpK+/btMRgMJCUlERMTQ1JSElAX5W9nZ8fixYvrPb3pdDpiYmI4ceIEpaWlBAQEMGnSpAbrKTwqdOrUiWeffZbVq1fz9ddf88QTT9yWFtstJT4+HhcXF3NBrMYoKSnhp59+om3btkyfPr2eq0ShUODg4MCBAwd4/PHHcXV1ZePGjSxZsoSwsDBiY2NJTEw036jt7OyorKxEpVIRFhZG7969OXfuHLt37wbqqiVqNBqOHj1KTEwM48aNY8SIEQwZMoQLFy4QGRnJ999/T9u2benfv3+99MrrMfn0W1vy18nJieHDh3Pw4EG2bNnCkiVL7vgNOy8vj9WrV1NTU8OCBQtuKTX0XmFtbc2gQYM4ePAgpaWlTJo0iQMHDuDg4ICHhwdbt25lxIgRbNmyxZyCDXWCs7Kykn37fmmqVFtba35qv/G99/f3N5v8L168eEeEQn5+PgcOHCAxMRFXV1dcXV0pLCxErVabxcH1RZ8kSaJfkZ497VoWU6VAwkqp4tWedz/G4mZ5VFwP9/8M7zBao44PEj/+RSQ0xs/fyyP5x/kpbRdquyBSrimJvlTE+g3b+Pe//82aNWsoLy9nyJAh2NnZYW9vz7PPPmshEmprazlx4gSffPIJu3btwsfHh1/96lfMmTPnkRYJJhwdHVm8eDFdu3Zlw4YN7Nu37442vDFhNBq5fPlys64eU9tilUrFnDlz6gWWCiG4evUqPXv2pHfv3uzYsYPevXtTWFjI/v378fLywsfHh9OnT5v3McUhmFCpVDg5OQF1KY1Xr14lJiYGf39/HBwcWLNmDStXrqS0tJTevXvz3HPPsWDBApycnCzSKxsqme3g4IBKpaKgoKDV75EprS8rK+uO94GIj49n+fLlaDQann322QdSJJgICwszu9KuXr1K9+7diY6OZtq0aVRUVJCSkkKnTp3YtWuXRQzCwIEDLVwIpu9BQ02k1Gq1uQrr1atX66VV3gplZWVs3bqVzz//nJycHIKCgigqKjJfs3q93iLI0hTPJYTAq0bwrJs/Cklqso+KUqoTCV+PnIGfk1uj291vPCrdIx95i8KpwtOkV7Xi6UqC2q6lHPg0BUOFkuSMTHYjEdTFkYVzH8e/szvfffcd1tbWLFiwAHv7uqAck3/59OnTaLVaevXqxaBBg+5pKtP9ilqtZurUqXh6erJv3z5yc3OZPn36HQ2iy8zMpLKyskm3g16vZ82aNVRWVrJ48WLs7OqbRwsLC6mqqqJTp074+vpSU1PDvn376NOnD6dPn8bPz4+wsDA2bNhAbm4uHh4e2Nra1qsnYarEOHv2bKysrDh37hzHjx+nsrKSTp06kZeXx+eff07//v0ZOnQovr6+5jogp0+ftkivDA8PN2fhSJKEi4sLeXl59WJumkOpVDJ9+nS++eYbduzYQUBAwG3PwDE1dTpy5AjBwcE88cQTd7Vfw51Ao9EwdOhQdu3aRWxsLGPHjjUXU5s4cSKbNm1i5MiRHDp0iFOnTjF48GDzvvb29uZ6GiaLwebNm5k1a1Y9S1Z4eDhXr15FCEFSUtItW+Oqq6s5ceIEkZGRaDQawsLCuHLlSl1BMo3GXML+RiuCSTQoFAqefPJJgoKCGJmTzr9jjnE6LwNJ1HkiFJICI3UWkhHeXfht6DACnZu25sncGx55obA3Zz8SEqI1sbkS2PYspezkL6WSk1LLePP9HfQKEvh1tGPBggW0adOGsrIyTp48SVRUFIC5iuLN1Ot/lJAkiQEDBuDh4cH69ev56quvmDVrlkXxqttJQkICdnZ2FrEm1yOEYMuWLWRmZrJgwYJ6sSYmrl69iiRJtG/fHoVCwdSpU/npp5+IiYnBx8eHLVu2sHTpUuzt7Tl9+jSTJk3Czs7OoqtjRUUFubm5eHl5mcVIeHg4vXv3NscwmDJoIiMjOX/+PGPGjKFHjx64uroyYcIERowYQXR0tHl9hw4d6N+/P4GBgXh5eZGXl0d+fr65oU9L8fHxITg4mLi4OA4fPsyYMWNatX9T1NbWsnnzZhISEsyulQcpHqEp+vTpw+HDh0lPT8fNzQ1PT0/OnDnDvHnzSElJ4dixY+YiTT179jT/PlwfvGi6ISclJbF9+3YmTZpk8f6YKscKIbh06dJNCwVTafhjx45hMBgICwujpqbGLBiEEBYWC5VKhV6vR5IklMq6SqO2trbMnz/fHGfUv10H1o6fx9v//ZhLihqs3Fzo2KED3nYOTO3cHS+7B/P30NQq+lbHuN95pIVCVnU2V1tjTTAhgV0vS6FgMNZ9iaPiYPrUUdTW1nLw4EFiY2PRaDQMGDCA8PDwexLN/yDTuXNnli5dypo1a/j666+ZMmUKwcHBt/UYpoyTwMDARm9MBw8e5OLFi8yYMaPJRlvp6el4enqaza8qlYqZM2fy/fffU1hYiBCCHTt20KdPH44fP87o0aPrWRT2798PwKhRoyzGVqvVZsFw7tw5Tpw4gdFoRKlUsmnTJs6dO8eECRNo164d1tbW5msuMTGRU6dOmdMrfXx80AqIOB9PiKTB1d4WJ7uWW2sef/xxLl++TEREBGFhYbelKmhRURGrV6+mtLSU2bNnExgYeMtj3k8olUqGDh3Knj17iIyMpG/fvmzbto3i4mIee+wxMjIyyMnJQaPRsG/fPqZPnw5YlnBWKBTmzzs6Oho7OzuLa0StVpt7PyQlJbXaYmQ0Gjl//rzZbdWnTx9zpUiTm0Gr1VrMwxTIaIqzMRgMeHp6Mnfu3HqZF0IIlEVl9ATG9+11ywXE7gduh+vgQXA93P9S5g5SpC2+qf0kCZT2DfePR4J//Gcn//3v/7h8+TIjR47ktddeY8SIEbJIuEmcnZ1ZvHgxAQEBrFu3joMHD97WTnl5eXkUFxc36nYw1UoYM2YM3bp1a3Ksq1ev1hMSVlZWzJs3D1tbWxQKhbnSotEoWLPvCJuSctmdr+M3K3fw713HiDgfh42NDZ07d27wGGq12tzmd+zYseanudzcXL788kt27NhhNgsrFAq6du3KokWLWLJkCXoHd5ZFJrO13J6398Yy5YPvGfqnL3juq40cjUvB0IJ4EBsbG8aPH48Qgk2bNjW7fXOkpKTw1VdfYTAYWLJkyUMnEkyEhYWhUqk4ffo03bt3N7uUNBoNM2bMID8/Hw8PDy5evGjOYDB9toD5elCpVCiVSo4fP86pU6csjmHqEWEwGMx9a5pDCEFiYiJffPEFW7ZsoX379syfP5+srCw2b95MVVWVRQ0Xo9GIo6MjQgi0Wi0ODg5moRscHMzixYsbTM+sqKgwB2Peb43rZJrmkRYKdwIhoLRcT2C3Abz22msMGjSowWJNMq1Do9Ewffp0Ro0axbFjx/jpp58aDOq6GRISEtBoNA22+TbVSujXr5/5R7gxSktLKS0tbdDiYGtry1NPPYVSqcTGxoYf9h9jn86BD07EczQtjwy9kj0Xkvj2yDm2V9pwUjgTfy2vyeOZBMOrr77K2LFjUalUSJJEVFQUn3zyCWfPnjUHwFXV6vjrrjOsuJhLjlHD9eXyBBCRmM6LX29h0f/WUVrV/Pvau3dv3NzcuHr1KleuXGl2+4YQQnDq1Cl+/PFHvL29LVqwP4yYRFtlZSVpaWmEhIQQHR2NXq/H09OTMWPGkJKSgqurK7t27cJoNFoIBZO7q6amBgcHBxQKBXv27OH8+fPmY1zfuO7SpUvNzikjI4MVK1awevVq7OzsmD17Nnq9nu+//56srCzatGljjjswxQg5ODhQWlqKEAIrKyuztWH48OFMnz69UStGaWmp+f8PS2yWEcVted3v3P8zvIM4q51uaj8hwFDRuElPqZRIvqp9IIrCPEhIksTgwYOZN28eGRkZLF++nPz8/FseNyEhAX9//3qf1/W1EsaPH9+sv9xURrcx14SjoyPz58/nUrWCEzU2FNbWBX0ZhADqekGYekRcKa5k3merOZWc3uz8rxcMY8aMwdramtraWnbs2MHnn39OStpVXvx6M8cT0uqOZ6xvjTEdN/ZqFos+W0tVrbbeNtcjSRIzZ84EYNOmTa3OTNHr9WzZsoU9e/YwYMAA5s6de980dbqTDBkyBIA9e/bQp08fqqqqiI+PB+riUPz9/amsrCQvL48zZ85gMBjM152pQFvXrl0pLi7Gw8MDSZLYvHmzOSVbrVab4wLi4+Mb/Vzy8/NZs2YN33zzDbW1tYwfPx4rKytWr17N5cuXcXBwwNbWloqKCqysrGjXrh3V1dWoVCrKy8tRKpVmq54QghkzZjBs2LAmvyMmoaBQKB6IJnYtwSCk2/K633mkhYKXjSc+Nt5Ira2MJaAytvEL3WAQXMu+ObeGTPP4+fmxdOlSFAoFy5cvJzEx8abHKikpMad83bi8qVoJDWEKVGsoG8LE2WuFnK1qvlqdUQi0BgMvrtjCldzC5k+EupvEgAF1lqyxY8dibW1NQUEBbyxbxbkrmdc1qmrquJCcXcBvl61pML3yetzd3QkNDaWyspKjR4+SUlzEx5En+cPBvbxxcB+fnjlFxnVPkSbKy8tZsWIFFy9eZOrUqYwZM+a+aDZ1N3B3d8fBwYGioiKKioro1KkTZ8+eBTBX9lSpVNjb23Po0CEMBoP5vTFdV0FBQfj5+VFYWEinTp0QQrBmzRpzbYwOfYKI66hjV/cyhuz7I8P3/Yn5Jz9hU0YkucUF5lTH7OxswsPD0Wg07N69m8TERNRqNW5ubpSVlVFdXU1ISAh2dnbk5uYCmF0QBoMBKysrVCoVixYtatYlB3VCQaFQ4Ozs/Mh83g8LN/Vp/e9//6NTp05YW1sTHh5ukRPeEB9//DGBgYHY2Njg4+PDr3/969tmNr4VJElibLvRrct4+JmK6KYVsU7/IDQPfXBxcXHhmWeeoXPnzqxevZojR47cVNxCYmIiCoUCf39/87LmaiU0xtWrV+nYsWOj641Gwb92HW/x3IQAncHA8kNnWrwP/CIYXn/9dUaOGkWy1qpVV7hA4kRaPh989DEbN25sstvkY489RrG1FW9EnWbUj9/y3zOnWB9/iXXxF/kk8iTDvl/Owq0buJRfd6PJzMxk2bJllJeXs3jxYnr27Nmqc3sYCAkJQaFQcODAAfr06UN6err5RmxnZ8e0adMoLy83pxmantJNMU61tbVMnz7d7AIICgrCYDDw7crvee3Uct4p2EV6OwNaDRgwUmPUkVyewz/iNjMt4l/syYk1NxeLjIw0H9vJyQmdTkdBQQGOjo5MnTqV+Ph4CgsLadOmDXZ2dmi1WtRqNUqlEmdnZ5599tkWN+YqLS1FpVI9NG4HeHTqKLRaKKxZs4bXX3+dt99+m6ioKEJCQhg3bhx5eQ37U1etWsXvf/973n77beLj4/n6669Zs2YNb7zxxi1P/nYw0C2c9jZeKFr4VggBZREuGCsbdytIkoSby/3dsOZhwMrKipkzZzJixAgOHz7M2rVrW11oJiEhgc6dO5vjSPR6PWvXrqWyspJ58+Y1aR24nsrKSgoKCprMiIhITieruKxV8zMYBTtjEymurG7VflAnGGocPKi9iR8iAxK2nXuQkZHBV199xTfffGPuknk9B66mst1OQ46q7vtjEAK90YjeaMQg6iT48fSrTF/3E98c3M+KFStwdnZm6dKl901r8btNUFAQRqORgoICdDodbdq0MVsVAHx9fRk8eLC5+JIQglq9RMTFXJIL1Ow4cYXDZ1OYOm0GVVVVdWXHe3bjuH8lp0rq4kVu/MhNQtGggHMdq9hTfBG1Wm1u4gSY6zWEh4cTGhrKxo0b0Wq1hISEoNfrqaysxN7eHq1Wi7+/P4sWLWpVmndZWRlCiIdKKIifu0feyks8jJUZ//3vf7N06VIWLVpEcHAwX3zxBba2tnzzzTcNbn/y5EkGDRrE3Llz6dSpE2PHjmXOnDnNWiHuFhqFht8G/Rp3K7cmxYLpYbXyvAOlh5quHCaEYNTQB6OpyYOOJEkMHTqU2bNnk5qayvLlyyksbJmpvqqqiqtXr5rdDkIItm7dSkZGBrNnz260VkJDpKfXxRI0ZVHYEZOAUnETN22jkX0Xkhpdb2o2ptPpqK2tpbq6msrKSsrKyjhzOQ3VTRxTqZCoUNnw8ssvm4v7rFu3jv/85z+cPHmSmpoazmVf46Xd2zEKgWjCN2342Y3y14sxuAQFmmuMPKqYupM6OTlx9OhRevXqxfnz5y1SIYcPH067du0or1Vw9qqSw1ds+XpzFFcKNew7c413P9vFvDfWUG0bSHxSGgdtMim3E823dP55fVwnPYlVdbU7JEnCysoKtVrNjBkzyMrK4vDhw1hbWzNlyhTi4uKorq7G1dWVsrIyBg8ezMyZM1tdCKukpAS9Xv9QCQUD0m153e+0KtpOq9Vy7tw5/vCHP5iXKRQKRo8eTURERIP7DBw4kB9//JHTp08TFhZGSkoKO3fuZP78+Y0ep7a21uLJsKysdU9hrcVF48y73d9kbcZGjuWfRCd0KFEgqDMXoxAYylWUnXSh4qwTzX0b29hZMWxQwB2ds4wlgYGBLFmyhNWrV/PVV18xffp0S3eCTsf2xETWXLhAcl4eBqORlT/8gJtKxaKfb+4HDx7kwoULzdZKaIj09HQcHR2bDNLKLS1vMJCweQSbd+8l7ehuc3qZ0WjEYDCY/26M6GprDEY1zd9BLDEaBRXVtSgUCoKCgggKCiI7O5vIyEgOHjzI4cOHOejuVCcSWnQGICSJKCvVIx/kK0kSQUFBXLhwgaqqKnNXyPPnz9O3b1+gLhbAvWMPvj96EiGu7zAomR9aamp17I9MwdqpDRXktuojlgSkexvpre1CWloaHTt2pGfPnmzduhWtVkvnzp3p3bs3GzduxGg04uLiQklJCVOmTCEkJOSmzrukpOShsyg8KrTqG1tQUIDBYKhXHc/Dw4OEhIQG95k7dy4FBQUMHjwYIQR6vZ7nnnuuSdfD3/72N959993WTO2WsVPZsch3PrN8pnOyMJL0qgy0Bi2GGgU7v8uk8rI1wtiyb2J3fw0GvQ7Uj/YP4t3Gzc2NJUuWsGnTJlatWsXIkSMZPHgway9e5P3Dh6nU6ZD4xQybXllJurU1o3/8kce9vbGPi2NsC2olNERT8Qlarbau/W8zwYFNodfrqK6un4mgUCjMgWEmAXE9Kulm600IriTG89FHV3B3d8fNzQ13d3d69+7NoEGD2HvuLFeSWtfvwQgcTEvhWnkZ3vYPZiW+20XXrl2JjIzEz8+PM2fO4Ofnx9mzZ+nTpw+SJHEpOZuPVkZSpyubsNYYBZU+lXUXdSuEglBAtpOehOhURgwYSElJCVu3bgXq2qNXV1ezfv16FAoFbdq0MTfmaq2ANqHT6cxxaQ9TDQWjuPWCSTf17HCXueN3ssOHD/PXv/6Vzz77jPDwcJKTk3n11Vf585//zB//+McG9/nDH/7A66+/bv67rKzsrjVMslXZMtpjhMWyfnNSeeMvmzBgrLMwNMGQ8PbYqzNYtmwZs2bNuuutkh91rK2tmT17dt0T78GDrL58md3XRd439OnpjUY2p6fT19ubP/bv3+pj1tbWkpOTQ+/evSktLSUnJ4fc3Fxyc3PJycmhqKgIgCqtNRKaVofOCsDJSg1GS6FwvclYrVZbRJKbXBFeko5Ebet/yAQS3TxdcbRXUFZWRk5OjkX1yFh7WxRqRVNt1BpEkiS2JMbzQt/wVs/pYcLHxwdbW1scHBxISUnBzs6OpKQkMjMz8fHx4aPvD/1c/Kr5z054aW8qLF1I4NbPn6hzUdTW1pprlZw6dYrU1FRzXQ4bGxvmzJmDs7Nz6w/yM6bUSEmSHprUSMAcZ3CrY9zvtEoouLm5oVQqzVGyJnJzcxu9If7xj39k/vz5LFmyBIAePXpQWVnJs88+y5tvvtlgmoyVldV9VaQorLcv//nbbP79+T6SruShVCowGOp+IhVSXf67fRsrurQ3YiOlMmTIcC5cuMDXX3/N5MmT6dGjxz0+g0cLSZIYMWIEGQoF358719KdOFtWxvJz5/hVv37Nbq7X68nPzycnJ4fExESEEOzfv58dO3YAdYLFw8MDf39/2rZti729Pf0KSvnt5mOtPh8l0NZQia2dLZ06daJbt2506tQJGxubZms7GI2Cce9/TU5J66wZakngQRXFxXVxD9f3HAAoNRoQQqorU9oKFJJEzs9Bc48yJpdOWloaffr04fz58zg5OXH27FlqjFZcSs5u+WDWN9ldVcDF5Hh8tRpcXV0ZOXIk27dvp6KiArVajV6vp0uXLsyYMeOWf49NQsHR0VFOjXwAaZVQ0Gg09OnThwMHDjBlyhSgrpzngQMHeOmllxrcp6qqqt6FYcrFvZ1leO80wYFeLP/4aRKTc9i+9zyZWcXodAZcndswbFAAQ/r7I4SBXbt2sW/fPrp3746bmxsbN27k2rVrjBkzxqIMqsydZ0d2tlnItZSvzpxhUe/eaK77rCoqKupZCQoKCszXr5WVFQqFgi5dupgDvGpqaigvLycuLo7Tp0//HEsADpIdZUJBS+3ESoXE9H49eCrEl4sXL5KQkEBcXBzu7u5069aN7t27N2nKVSgkxgZ48v3pshYfEwRd1FoqyioZMmQIgwYNQqFQUFtbS01NDTU1NWSeOk7atYybSCzmptKRH0aCgoKIiori8ccfJzo6GicnJy5dukRysR1KhdTyeBb9TZq+JVAa67IsOnbsyPr165EkyRwzER4eztixY2/Ljd0kFFoTIPwgYETCeIvBiLe6/92g1a6H119/naeffpq+ffsSFhbGxx9/TGVlJYsWLQJgwYIFeHt787e//Q2ASZMm8e9//5vQ0FCz6+GPf/wjkyZNeiBvnIF+7Qj0a8ydoOSJJ57A19eX7du34+DgwMCBAzl16hQ5OTk8+eSTLU63k7k1LhcUcLaJ/P/GKK6p4asDBwiQJLKzs8nJyTH3TTCVX1apVDg4OKDVaqmurjYH3sbFxaHRaHBwcMDR0RF3d3e6dOmCra0tKSkpXL58mREeNmzN1dIS7aKQJOytrVg6IgwvZwe6dOnC448/zpUrV7h48SInT57k8OHDtGvXziwanJyczPsbDAb27t1LZfxZurm2I66wqtlbtEKS6O3rzZQOtsREnePIkSOcO3eO8ePHExwcbM7l9/Nox6GsTFp0ItdhFIJ2dvat2udhxdfXFysrK9LT0wkPDycyMhKAhOSM1gW9FqjAyXBT7od+HbqiLJc4ePAgGo0Gg8GAwWBg4sSJ5sDK24Gp2NLDFJ8A3JbKig9CZcZWC4VZs2aRn5/Pn/70J3JycujVqxe7d+82Bzimp6dbKNC33noLSZJ46623uHbtGu7u7kyaNIn333//9p3FfUbPnj3x9vZm/fr1REZGEhYWxvnz51m2bBkzZ85scYESmZvnUEpKq60JAJIQbIqOZmhtbT2Ll0koODo6Ym9vj4ODA3Z2duzevZsBAwYwZMiQeibaxMREdu7cSXV1NWPHjiU8PJyBsZf5w5pddVaGRp4mlAqJNtZWLF8yHS/nXwL/lEolAQEBBAQEoNPpSE5O5uLFixw5coQDBw7g7e1Nt27d6NChA7t37yYrK4uJEx/jjdBQ/rbpMOtPXWjwfVFKEgYhGNXDj7/OHY+1WkVoSE82btxIWVkZ69evx8fHhwkTJuDp6cmUoGC+iGpdISiosyI+Edhw861HDZVKRUBAAPHx8Tz99NOcPXsWOzs7irPqV7NskkQbCGhd/RAQqBUGTlqdpmOKC7bW1uZiSrNmzWqw78mtUFpaas6ekHnwuKlgxpdeeqlRV8Phw4ctD6BS8fbbb/P222/fzKEeWFxdXXnmmWfYu3cvp06dws/Pj8rKSr799lsmTpxIaGjovZ7iQ01pbe1NCQUhSWgcHBgWHGy2DDg4OGBvb9+gnzY9PR2j0Ui3bt0s1peXl7N7927i4uLw8/Nj4sSJ5qf9McG+HHU0Em+wIaW8bp4KSQIJ9Ia6FjGTQrvywuj+eLs0HvilVqvp2rUrXbt2RavVcvnyZS5dusT+/fvNbYDDw8Pp2rUrGpWKt58czfyhofx95RbOZpWi+/mtUSAY5OvBS0+Mpmv7tubxO3TowIsvvsihQ4eIiIggOzubZcuWERoaysiRI+ndzouY3OwWv8cKYGjHTrR3eHiC2W4VU5pkTU0NgwYN4tChQyiMGhQKTbOB0yakIhWiQAkurbEqSNhraqlU6UjolUPnc660s3bjqaeeuiNP/abaJg+bUJCDGWVuGZVKxWOPPYavry9btmzB2toaPz8/tm7dyrVr15gwYcID6X55ENDc5PsqAR29vRk2bFiLtr969SpWVlZmi5oQgnPnzrF//35UKhXTp0+nW7duFkGHBw8exEnU8uPLSyjRCfZeuExhRRUqhQKltpr82EheHR5K2yZEwo1oNBq6detGaWkpCQkJuLu706ZNGyIjIzl16pQ5CDIoKIhgRRlTRwUxZMRIhIC1q37EwUFtIRJMqNVqxo4dS9euXdmyZQtFRUVcuHCBixcv8lifUGJzWxF0JwS9qrTodLoWl8V+2PHz80OlUhEfH094eDinTp2ig6vgWlkr4ziO28NjJdCikhkCG6UOW5UOJDAqBFf7lPB66Ku42t8Z14ApRuGhEwrcegnmhzJGQab1dO3aFU9PT9avX09SUhLBwcFER0eTm5vLzJkzsbeXfba3mwA3N/St7GgIdRkTfq14okpPT8fHxweFQkF+fj7bt28nPT2d0NBQxowZU68jYnZ2NmfOnGH06NF1BZqApSPCzOv1ej0fJkZz6dIl2ratf+NujJqaGrZs2UJCQgKDBw9mxIgRKBQKqqqqSEhI4NKlS+zYsYOdO3diNBpRKBSoEFjbWNOxY0diY2MRQjSaReHj48Nzzz3H4cOHOXnyJDY2NmSeOs1ohzbsVQqQpEbjHyQhUCmV/KFbL7JPRvDNN98wa9Ysi3iKRxWNRkOXLl1ISEhg4MCBDBs2jJ07d2GtsqVGL9HSAFRFqRKno20oH1aBTkVdRaV6+9Yts1HpcLWu+iVhRQF6hYFT5TFMsh99287NfFQhqKioQJIk+TN/QLn/bR4PCU5OTixatIj+/fsTFxeHl5cXxcXFLFu2zFz+V+b2oNPpcCws5GYSuoQQzG5hOqvRaCQ9PZ327dtz+PBhvvjiCyorK3n66aeZPHlyPZFgNBrZsWMH7u7uhIc3XEdApVIRFBREXFxci7OC8vLy+Oqrr0hNTWX27NmMGjXKHCdka2tL7969mT9/Pq+//rq5XPWpU6f48MMPWb16NUajkYqKCoqLm+54qlKpGD16NM888wx2dnYoFAq8yisZX15NB2WdhUApSUhCoJQklD/fibwMglfbtWfR8BEsXryYmpoa83xl6twPGRkZlJWVYW1tjSSBv5sWraOgLNBASQ89Jd30VPgaMFg1dE3UCYAgpZGhsVa0q9GjrFdoS2Ct1ONmU2EpEsxrBbuyD2MUN5lq2QSVlZUIIczXzMOE+Dnr4VZejcUp3U/IFoW7iFKpZMyYMXTq1InNmzejUCiwtbXlu+++Y/z48fTt27fZvHiZxqmpqeHMmTOcOnWK6upqBnt7c6isrMU+dEkIwj098W5ho5vc3Fy0Wi3R0dGUl5czaNAghg4d2miJ4qioKK5du8aiRYuadDl169aN2NhY8vLy6lVBvZHz58+zfft2XFxcePbZZ5s07bZp0wa9Xo+vr6+5hv+lS5fMbbo3bNjAoEGD8Pf3b9I14O3tzeLFi/nf//5HRUUFAXYO+NcayKisIs/VmXxtNSE9g/FsY8+UoGDyEi+ze/dusgdm4+npydKlS9mwYQM//PCDOcDzUb7uAwMDkSSJlStXkpeXR5m3K2e8yii2MmBR0UoSlAcYsc6VsE9UoqquqzMqIRHiVY2jjRG1pMHaOQ9PlUBnVP5sFheoFEZUiqa/B/m1hWRUZdPR7vYGW5vcDrdSsOl+5XZ0f3wQukfKQuEe4O/vz69+9Ss2btxIeno6Xl5e7Ny5k6ysLB577DHZf9tKKisriYyM5PTp0+j1enr16sWgQYNQ29nx5OrVXCksxNCMWFBKEhpJwuvKFSIiIujfv3+TN6/q6mp27twJ1N2A586d26SroKKiggMHDtCrV69my+B27twZa2trLl261KhQMBgM7NmzhzNnzhASEsLEiRObvW4MBgOpqakMHToUBwcH+vfvT//+/Sn5/+y9d3RUd57m/bkVVMo5ZyGhjIRIJucoMphgY7fBud3pbPfszs7b887snp2deXfy7HT32DgHHEgmSSAQiCAkgQLKOeecqyRVuu8foq5VKCBh97SN9ZxTx0aqunUr6P6e3/f7fJ+nt5f33nuPnp4eTp06hYWFBWFhYURFRREcHDwh8bl27RpDQ0Ps2bOHtLQ0Ojs7iQsMpLa2llBRZIudE4sWLUIulxOweDHZ2dlcvnyZY8eOYW1tzZEjR0hOTiYpKYmWlhZ27Njxo/zei6JIQUEBMCr4k61awJnGolGPZZiw5jvsLjLiosclU4HziEi4+zAu1gZiYmLYvHkzx/L+KwJgIZ951H3fSD/8kYiCm5vbd3rc7wNmxYyz+KPC3t6en/zkJ9y+fZtbt27h6upKQUEBbW1tHDp06KmyOf1job+/n7S0NHJycgBYtGgRy5YtM9N8fLhnD3vff592MMt5GAuZIOBsZcWHe/fSkJfH1atXaWxsZNeuXeMmHURRpLi4mMuXLzM0NISzszOvvPLKY3fE165dQxAENm3a9NjXJZfLCQ8Pp6ioiHXr1o07dn9/P6dOnaKlpYXt27dL+QCPQ0NDAzqdjuDgYLOfOzo6EhERQU1NDa+88gpFRUUUFRVRUFCASqUiIiKCqKgogoKCkMvlZGdnk5OTw+7du4mNjSU6Oprbt2+TmpoqWUlfuXKFrKwstmzZQkhICNu2beOTTz6hoKCAmJgYZDIZmzdvxsvLiwsXLtDR0fGj+953dHRw8eJFGhoa8PPz41ZvM7cai0Z/OdXHKRu1X+5bomNdkxY7UeDZZw8QGRlJe3v7aBXiCdeeG9euE7o7CEtLyyc7wATo7e0FmJHmZhbfL8wShT8hZDIZa9euJSAggLNnz6JUKunr6+P48eM8++yz3/ks89OC7u5uUlNTycvLw8LCgmXLlvHMM89IZkBjkZeezha1Gq+1azldXk71w4uWCTbAG8uX81xMDM5WVkRs3oyfnx/nzp3j3Xff5eDBg9IFrq+vj8TERMrLyyX73UcnGiZCbW0t+fn57Ny5c8JznAhRUVHk5uaOs0evqanh9OnTKBQKjh07NiNPjqqqKqytrSe0Ww8ICCArKwuVSsXq1atZvXo1HR0dFBYWUlRURG5uLlZWVgQEBFBeXs6CBQuYP38+MEps1q1bR3h4OB9++CEjIyMsWLCAzs5OTpw4QWhoKJs3byYyMpJr164RGBzM9YY67jc3otZqISaKmupqOo8f5/kDBwgMDJz2a/ohQq/Xk5qayp07d3BycuLo0aPY2tvzD1+/Pf1wJwH0cihylPN3q3fi6elJQkIC2dnZWCyVMWJjmGlgKAICg039fPTRRxw5cuQ7E1l3dHQAT1cYlAmzrYdZ/KchKCiIN998k3PnzlFZWYmDgwOffPIJmzZtYtmyZT/q/u1YtLW1kZqaSlFREdbW1qxfv55FixZN6kNfVVVFRkYGWzZvZtmyZSyzt+e98+dxDwmhs6uLNYsXk3vlCgeCgnAeIzyMiIjA3d2dkydP8t5777F9+3aGhoa4ceMGlpaWHDp0CFdXV37/+99PmhhpgsFgICEhAT8/vxl5ZwQFBWFlZUVhYSGenp6Iosjdu3e5ceMGQUFB7N+/f9qkw4Tq6mrmzJkz4ffJ1A5paGggIiICGC0Vr1u3jrVr19LW1saDBw/IzMxEFEXKysqQy+VER0fj5+eHIAh4eXlha2uLjY0Nubm5uLq6smHDBrKysvjDH/5AVEwMd0U9H3z0LhqjAYVMhlEUkQkCepnIHUsZaae+5L+tWM2qp/R739DQwIULF+ju7mbFihWsWrWK2tpa/ubkJwxZzez1ioJAuZ2c85cTEUe+CQxzbrChJbx/RseSIWOR8zxeemEfJ06c4P333+eFF174TiyXTaFoT9toJMxaOM/iPxk2NjY8//zzpKWlcePGDezs7Lh27RotLS3s3LlTyhD4MaKxsZE7d+5QXl6Og4MD27ZtY/78+VP2tDUaDefPn2fOnDksfZgI2dTUxFxHR+Y6OVHd08POhQspvXGDsrKycWVRFxcXXn31VU6dOsW5c+cAWLhwIZs2bUKlUpGdnY0gCPj6+k557mlpaXR1dfHGG2/MaOEztR+Ki4tZsWIF58+fp6ysjFWrVrF27doZq8c1Gg3Nzc0sniTwyt7eHkdHR+rq6iSiYIIgCLi7u9Pe3o6VlRW7d++mpqaGoqIiMjMzsbe3JzIykujoaAYHB1m0aBE7duzg/Pnz3Lhxg2XLliHK5fzPvGyaLeRgHO2dm8ZXTWJTLVBsqeTX91L5TWsLB3btnlQY+kPDyMgIycnJZGVl4ePjw+uvv47RaOSLL76gpqaGkkB7ZDDjNE69TKBaoSPooTGjpaUl0QofWo3ZzCBSBCNGIkaCcHd35+WXX+bEiRN88MEHPPfcc986udekUZgdjfzh4un4K3xKIAgCK1askAJalEolJSUltLe3c+jQoaeSkU8GURSpqakhNTWVmpoaXF1d2bNnD9HR0Y81qRJFkUuXLqHX69mzZ4+0QDc2NuLr64sgCIiiiEKhIDg4mPLyclatWmV2DJ1Ox82bN6msrMTOzg61Wk1LSwtDQ0OSP7+Xl9eUqXo9PT3cvn2bpUuXPnZ6YSJER0fz4MED3n77bUZGRjh8+DBhYWEzPg6MVhNgVCg5Gfz9/Scd1U1OTqauro6XXnqJgIAAqZ3Q0NBAYWEhBQUFZGRkAKMmVHPmzOHll18mLS2NW7dukepoS4vi8eRGBHoUcv69roqBDz7g8OHD2E9zCuX7irKyMhISEhgeHmbLli0EBweTkpJCSUkJjo6OrFu3jtT2Yoyamdowj07qaOSj329fX1/a29vpae3Ce8SBpuhpWkGLEKDxIOtaOrpqDdu2bePYsWN8+eWXfPLJJxw4cIDQ0NAZn5sJarUaKyurp240EmZbD7P4E8LX15c33niDCxcuUFpaKukW9u/fz9y5c//Up/dHhSiKlJeXc+fOHZqamvD09OTAgQOEh4dP+0KTm5tLSUmJmZmVTqeTsklMpVCA0NBQzp8/z+DgILa2tsBoyyIhIYH+/n7WrVvH8uXLaWtr4+TJkxw/fpx9+/ZNuPN+9HVcvnwZa2tr1q5d+0TvRX//aPlYr9c/dvTxcaiqqsLNzW3KRdff35+CggJGRkbMCFBRURHp6els2bLFrNUiCAL+/v74+/uzdetWCgoKOHfuHHV1dbzzzju4uLgQFRXF/C2b+eBe6rTP1Qi0KOQUawY5fvw4Bw4ceGyL548No9GIVqtlZGREuj3670dvGo1GChVTKBTI5XKuXr1q5o/R29tLSkoK3d5KUD35QiqTyWhsbCQuLo45c+Zw5swZ1m5cy+etFxAQME5Qq5AhYETEodUS/1ZnwpeNplnW1tayZ88eXnjhBc6ePcuXX37Jjh07WLBgwYzPS6fTodfrn9pNzixRmMWfFFZWVhw8eJDMzEyuXr2KQqHg888/Z926daxateqp698ajUaKiopITU2lvb0df39/jhw5QnBw8Ixea3d3N5cvX2b+/PlmC3lLSwtGoxFfX196enqki/XcuXMRBIGKigpCQ0O5evUq+fn5BAYGcuTIEUmA5e3tzeuvv87XX3/NiRMnAKYccywtLaWiooKDBw/OuG1kMBikqQEXFxf0ev23mkEXRZHq6moiIyOnvJ+/vz+iKNLY2ChNRrS3t3P+/Hmio6MnNYmC0YXKVFo+duwYAwMDFBUVce/ePa4rQKZSzqisLhcE+gL9md87yCeffPLEPiN6vX7aC/tU99NqtVM+j1KpRKVSSTetVkt3dzeCIBAUFIQgCDQ0NCAIAqGhoURHR2NrayvdvzIziTttdTN6bTCqU7DWixiNRjY/1OKkpaWhVCrZHbSFKLcwztQkkt1fODoJMUYsOdcuiG1e6wgJ9uPy5cukp6cTHBzM8PAwn3zyCc888wx79uwhOTmZixcvMjg4OONrj4nsPq1E4ceCWaLwPYYgCCxZsgQ/Pz9Onz6NXq8nJSWFlpYW9uzZM2XZ+4cCvV5PXl4ed+/epaenh5CQEOLj459oB2kwGDh79iy2trZs27bN7HeNjY0olUo8PDwoLCyUiIKNjQ0+Pj7cv3+fa9euIYoiu3btYv78+eMuiNbW1jz//POcPHmS0tJS7t+/T0BAwDhRoVar5cqVK8ydO1dyQpwu+vv7OXnyJK2trWzfvh1nZ2c+/fRTmpubnzh1tLOzk/7+/nFjkY/C1dUVKysr6uvrpQXjq6++wsnJiZ07dz52gRgYGADAwcEBDw8PQkJC2LptGx+8+3uMM7TTNogitxrq+O2egzzIyCAxMZHi4mKio6PNFv/HEQCDYXIvAUEQzBZ3082UEDrR7ya6WVhYSNWurq4uLl26RHNzMzExMQQFBXHnzh26u7uZP38+69atM6vqGI1Grudmc7+5AZ4gnkRpFAl42LFISUmhr6+Prq4uXFxcEASBuXZBrOiLYSitkwGHIWRWCgzDemK9ozi6/EXpOC+99BJFRUVcvXqVoaEhgoODyczMpKqqij179mBnZ0dKSgr9/f3Ex8dPu7pncvt8WkcjZysKs/jewMvLi9dff52EhAQKCgooLy/n3Xff5fDhw9+JKvlPAa1WS05ODmlpaQwMDBAZGcmBAwfw8vJ64mPevn2b5uZmXn755XG7+MbGRry9vcdd4Lq7u9FoNHR3dxMVFcW2bduwsbGZ9DkEQcDa2hoHBwfa2tqk0vjYRfzmzZtoNKO93pnsvqqrqzlz5gxKpVIafTQajdjY2FBYWPjERKGqqmrU+Ogx5MvUSqivr0cURc6dO4dGo+G1116bVlVkcHAQhUJhRmA1BgO6J8jcgNHN7x8++hCHhymKtbW11NbWSs/x6M3BwQELC4tpL/AKheI7q8wZDAbS09O5desWtra2bNmyheLiYvLz8wkJCeHgwYNmOpWBgQFycnK4m5PFZzY6RuSC5LE03VMSRDgcEstfHtlEUlIS2dnZFBYWolarkclknDp1itDQUIqLi/F39aWxsfHhI5VohSHzYwkC0dHRhIaGcvv2bdLT07GxsUGv1/P++++zZs0aduzYQUJCAmq1mn379k3LIKutrQ0Yrcg9jZglCrP4XkGlUrF3716CgoJITEykt7eXd955h/3798941/qnxPDwMPfv3ycjI4Ph4WFiYmJYsWLFt3Zta2ho4M6dO6xZs2bcJIIoijQ0NBAbGwuMXhSNRiOpqancunVLymSIiYmZkiSYUF9fT0hICKtWreLUqVN8+OGHbNmyhUWLFtHe3k5GRgbr1q2bdrtAFEVSU1NJSUlhzpw57Nu3T6pSyGQyIiIiKC4uZvPmzU+0sFVXV+Pv7z+tC7u/vz8pKSncunWLsrIynn/++WmXjQcGBrCzszM7x2+7Dk/0cL1ejyAIyOVys5tCocBgMGAwGDAajeNuoiia3b4rNDc3c+HCBdrb24mLi0Oj0ZCUlISHhwcvvPCCVMkRRZHa2lqysrIoLS1FLpdT4WaLWvbQ88AIgnz6duN2Cgt+tmAVSqWSTZs2UVBQwPz588nMzMTHx4e+vj5pYufR7/VYnc5YWFhYsHHjRuLi4rh8+TJVVVU4OTlx8+ZNfHx8iI+PJykpic8++4zDhw+PyzN5FO3t7cDT6cr4Y8IsUfgBQRAE4uLi8PX15dSpU3R2dvLVV1+ZpQV+XzE4OEhGRgaZmZkYDAbi4uJYsWLFdzIyNTIywtmzZ/Hx8Rk3vQCj5fzBwUGJQAwODtLf38+NGzdYunQpa9as4fjx45SXlz9W3a1Wq+ns7GT16tU4ODhw7NgxkpKSSExMpKGhgZ6eHlxcXFi+fPm0zn14eJhz585NOfoYFRVFVlYWjY2NMx5V0+v11NbWTjs229/fH71ez61bt1izZs2MxLNjBaEm2FmosFQoGNbrZ3TeMLoY2srkLF4YR0REBAaDgb6+PtLS0ujp6cHd3R0XFxepzTA0NERPT49Z60Gn001+/EdaD5aWlpNWHyb6nUwmk6zD3dzcJJMsW1tbdu/eLTlQDg8Pk5eXR1ZWFp2dndja2uLo6Ehndzf3GPqGTYkComGULIji5CRLFEEhCvwX51A8rUfFuiqVitjYWHJyctBqtSxevJiIiAju3r1LcnIyKpUKtVotHWNkZISioiLCwsImHEF1cXHhyJEjlJWVkZSUhEwmo6uri6SkJBYvXkxubi4ffvghR44cmdJN00RIntbRSJFv74Pw3VHWPx5micIPEG5ubrz22mtcuXKFnJwcUlNTaW5u5tlnn30sw//PhunCnpOTg0wmk2yWH11Qvg0uX76MRqPhJz/5yYRkqaGhAQAPDw8uX75MXl4ecrmcV199VWp1hIaGUlRUNGXUMiCND5qEjHK5nPj4ePz8/Dh//jwGg4E9e/Y8doQTRsuyX331FUNDQzz33HOTkhR/f39sbW0pKiqaMVFobGyc0LZ5Mpise11dXadNLkwYHBwc5+Ynl8nYFx7JV0UFj83bGAtBFFno6MzSuV5kZWVRXl7Oxo0bJUdIU86Fvb0927dvn9RvwWg0mhGH4eHhcToG08+0Wi3Dw8MMDg7S1dVl9vuptA4wunNub2/H1tYWBwcHSkpKKC4upqenh+7uboxGozQiODg4iKenJ35LF6JuKjY/0EOywMMApwnfMhGstOAwZE6CFi9eTGZmJoDUkqyrqyMgIAAHBwfpdZqqK6YR7Dlz5hAaGsrcuXPNPj9BEAgPDyc4OJi7d+9y9+5dBEEgPT0dX19f+vv7JWMmkwZBbzSS3FDJV+X51Pb30CX2YOVpyZyyPPYER2Jn8cPXVY3FbOthFt9rKJVKdu7cSVBQEBcuXKCmpob/+I//4MiRI080s/9do6uri9TUVPLz81GpVKxcuZIlS5Z850SmqKiIvLw8du/ePWmpv7GxERsbGz766COGhoaYM2cOnZ2dZnqIsLAwMjIyaGlpmbKfWldXh6Oj47hdlCk8SS6Xk5iYiFKpnHLKIC8vj0uXLuHq6sqLL744ZZtCJpMRGRlJcXExW7ZsmVH7oaqqChsbm2l9J3Q6nWQP7ejoOOM2x8DAwDjNTFtbG/Y19TMiCTCq5ndraiG/pYOFCxfS3d3NmTNnyMzMZOvWrcTHx+Pl5UVCQgLt7e1mo7BjIZPJsLKy+tbfO71ej1arpaenh1u3blFRUYG9vb0kpPT29sbb2xuDwUB7ezv19fUMDw9Lnh0wGiRmQmtrK7V97eA6wcIpCmAQEBElwiD9XAQQGBFEiQCb4ObmhouLC11dXTg7O6PVaqmurmbDhg2UlJTg4OBAa2srcrkcvV7PmjVrUCgUlJeXc+nSJURRxNvbm7lz5xIWFoanpyeCIKBUKlm7di2xsbFcvXqV0tJSWlpapPTbDz/8kMOHD1MijvCX6VfpHNYgF4TRz1wO/TKBv8q4xv/OTOGnMc/wi9jlyJ6Sqa1ZojCLHwSio6Px9vbmq6++or29nePHj7Nnzx7mzZv3Jzmf1tZWyWbZ1taWjRs3snDhwj+Ks2R/fz+XLl0iMjJS0h88ioGBAfLy8hgeHiYkJITt27fz4MEDOjs7ze7n5+eHpaUlZWVlUxKF+vr6CcciTaFPr7/+OtevX+fUqVMsXbqUjRs3mlUX9Ho9SUlJZGVlMX/+/GmnhUZFRXH//n0aGhoemz45FlVVVZPaNo+FKIpcvHiR7u5uYmNjKS4ufmx15VGMbT1oNBpSUlLIzs7G2dmZTd5+JDc3TKvMKhME1gQE8rer1pOeni5VoyIjIyUBaVxcHOvXr+fo0aOSv8XBgwe/tYvgZJDL5VRWVpKUlIROp8PBwYG+vj7Cw8PZsGEDcrmcrKwsCgsLJVMuGCX00dHRzJ8/Hx8fHwwGg1SpSKqv4MaD21M8qwDGid9/gVEPhs8++wwPDw8cHBxwdHTExsaGrq6uUeOlnh4MBgNhYWGkpaURGBhIS0sLer0ehULB8PAwW7duZeXKlWg0GiorKykvLycjI4Nbt25hZ2fH3LlzCQ0NZc6cOTg5OXHo0CEqKytJTEykp6eHvr4+rK2t+cszJ7jjpJCK8GbE8CG/GTbo+ZcHd2kc6OPvV85M6DuLb3D79m3+4R/+gezsbFpaWvj666/Zs2fPH/U5Z4nCUwBnZ2dee+01rl69SmZmphRfvW3btv803YJJTFhRUYGjoyPbt29n/vz5fzQLXpMqX6lUsmPHjnEXHVEUyc7OJjk5mZGREWJjY9m9e/ekFye5XM7cuXMpLy9n3bp1E95nZGSE1tZWFi1aZPbz+vp6cnNzpXHGZ599lnv37nHt2jWpJWRnZ0dfXx+nTp2itbVVMrCZ7sXSz88POzs7ioqKpk0UTG6SU/kfmHD//n0KCgqkDIns7Gw6OzunLULT6/UMDQ1hY2PD/fv3SUlJQRRFNm3axJIlSzAAP7t8keSaqimPIyCw2NuH323dibVSybZt21i9erWkb9Hr9fj7+1NcXExRURGrV6/m5Zdf5uzZs3z00Uds3779iYyBpkJvby8JCQmSS6dGo5F0CDqdjqSkJCorK5HJZFL1wNfXl/nz5xMWFmZGBAcGBqitraWuro6ihhp4gkKHANgaRp+noaGBrq4u+vv7zUZQ33vvPSwsLLCwsCA1NZXBwcFHRKaCGVm2trYmJiaGmJgYDAYD9fX1lJeXU15eTk5ODgqFgqCgIIk4vPXWW2RkZHDz5k1qDMPccbEAUUScxvf5VGUhIY4uvDHv8d/L7zv+FBUFtVpNbGwsL7/8Mvv27ftWzz1dzBKFpwQKhYL4+HjJlS0rK4umpiaOHDkyLSX/k8Bk5HPnzh3q6upwc3Nj7969REdH/9EJSnp6OjU1Nbz44ovjysodHR1cunSJ+vp6QkNDKS8vZ8mSJdKFcmw5eCxCQ0MpKCigr69vQoFWQ0MDoiiaLdSm0CcfHx8WLlwoHX/p0qV4e3tz+vRp3nnnHZYvX87du3dRKpW8/PLLMx4XEwSByMhIioqK2LJly7Te35qaGmBq22YYbadcvXqVpUuXEh0djVarRRAE6TOdDgYHB4HR3U5fX5+04zdVGOTA2/G7+CA3h9+np9JnCoUy5T0AzlZWvBQTx5sLl2AxpgpjY2PDhg0bWLFihTQxo9PpcHZ2Jjk5mezsbDZs2EBNTQ0XL16kubmZbdu2jdOJ9OvUpHbm0T0yam3sqnJkhWssdsqJw7WMRiP379/n+vXrCIIgTVqYQsK+/vprBgYGpM/C2dmZ+fPnExMTg52dHaIo0tvbKxGDuro6s8jl5YEh3OyrpWlYPSNBmwhsdvODtkq0Wi1r167lmWeeYXBwkHfeeQdra2u6u7vRarVSfgdAQUGBdAydTkd1dTUff/wxDg4OZjdHR0d8fX0JCgpiy5YtdHV1SaThypUrJCYm4uHhQWhoKAcOHOAX6UkIxqFpkQQT/qPgHkcjF6KS/7CXoD8FUdi2bds4n5g/Nn7Yn9IsxiE8PJyf//znfP7557S0tPDv//7vvPjii2Yz+KIoktdbw8Wme9SqO9CJelws7FjnEcMmzzis5FO3CURRpLS0VBJRent7c+jQIcLCwv5Tyomtra1cv36dZcuWmS2Cj8b3vvTSS7S0tFBdXW3Wo5+MKISEhCCTySgvL58wPKmurg4bGxuzuNx79+7R0dHBa6+9Nu61+/v78/rrr/P+++9z7do1nJ2defnll5+YuEVFRXHv3j3q6+unFcVcVVWFu7v7lHHBAwMDnDp1Cj8/PzZu3AiMjsh5eXnR0NAwrnoyEXp6erhw4QIwKoY8ePDghERILpPxUnQMbVeuYh8TzaCjAyVVVQz19/Pytng2BQWjnEIEamlpyerVq1m6dCnZ2dmkpaUBo54cp0+fJigoiDVr1nDnzh1Jt2Bra0ujpp2vGq5xsz0bvWhALowu7AbRyB8qT7POfRGH/DfhbfWNvqKtrY1z587R2tqKTCZDqVSyaNEiBgYGSExMlL4/FhYWxMbGEhsbi5eXFz09PZSXl0vEwORM6OnpSVhYGAEBAWYmXV0lD/ir9GuPfY/HwkKQcXTBMr4srMTa2prr168TFhaGjY0NGo2GNWvWkJSUhNFoZN++fQwODvLll1/y1ltv8dVXX9Hb24vBYEAURSwtLenq6qK6uloyzDLBxsbGjECEhYURFxdHf38/LS0tZGVlkZiWSrm35YznYHtHhrlSV87uOVO7hf6YYPqumGCarvk+YJYoPIVwcHDgjTfe4MqVK2RmZvLee++xZcsWli5dSl5PDf+n5DT1mg7kggyDOLqjq6GNzO4K/r38IkcC1vKToPXIBPNdq9FopLCwkNTUVDo6OggMDOSFF16YVg98JmgZ6uV0XSYXGnPpHhlEQMDdyp79/gvZ4RnL2bNncXNzY/369dJj6urquHTpEt3d3axcuZJVq1ahUCjIzMzE29t7WlMIlpaWBAQETEoUTPoE02vt6+vj5s2bLF68eEKjqOHhYS5evEhvby9+fn40NDRw8eJF9uzZI00XzAS+vr44ODhQVFT0WKIgiiJVVVVERUVNeh+DwcCpU6eQyWQ8++yzZu+Rv78/JSUlUz6HVqslNTWVtLQ0SYPywgsvTDnRUlxcjEGn4ycrV+Po6Mhto8C9e/eID5l+6JCFhQXLli2TxvTu3r0LjIpWa2pqCA8Pp6GhgePHjzN/53L+ve0sWqNOyjswfecBdKKe6233Se3M5W/m/ZS51r7cvHmTtLQ0qYoQEBBAd3e3NFEAo+LVuLg4nJ2daWxsJD09nbq6OqnE7+XlRVRUFAEBAfj7+08qpnw2JIrPSh9Q2ds1bcHnZrkdXi6jpEaj0WBtbc2lS5ekvwdfX1+cnJzo7u7Gy8uL+/fvo1AocHV1xcvLi8HBQWmKY+XKldImwmAw0N/fT19fH729vfT19Um3iooK+vr60I8Zc1UoFHQ62wBTT4RMBJkgcLWu4gdPFERRQPyWFQXT4x/V1/z1X/81/+N//I9vdezvCrNE4SmFTCYjPj6ekJAQTp06RVJSEinNuVxxqJVifcdeMMWHxc8hg5b3qq/SoOngt1GHkAky9Hq9dEHu7e1l7ty57Ny58zsXjumNBv6+KJGTdfcfBtl8c+Fs0vTwu9Lr/K70OhFKOf+y600UCgVDQ0MkJyeTk5ODn58fb7zxhpldbGNjI9HR0WbPM1lFAUbbDyZdw1g2r9fraWpqYtOmTdLPrly5gkqlMiMsJrS2tnLy5EmGhoZ4/vnnmTt3LmVlZXz99deS8M7T03NG74+p/ZCfn/9Y/UlnZycDAwNTjkUmJSXR3NzM0aNHxy3u/v7+ZGRkTNiGEUWRwsJCrl27hkajYfny5VhZWZGcnPzYakleXh5BQUHSXL2NjQ1DQ0MzFk7C6EK1aNEi4uLiJALb2dlJWVkZCoUCo7OCf2r8AlEuSN/viWDAyLBhhP8n7/fE5bsgdo56ItvZ2TE4OCi1cBwcHIiIiMDKyorW1lYSExPRaDTIZDK8vb2JjY2ViMF0d4LWSgs+3XKAw4lfUtPXw6RrzsOMhvl9OrzUHRLxcHFxwWAwUFNTQ3Z2tvQzrVYrkcWenh6cnJwQBAFXV1dKS0ulw3Z0dEhEQS6X4+TkNOkEjiiKaDQaMxLR1FCGTN0+43hsoyjSNayZ4aO+fzAifGsfBdPjGxoazOy9vy/VBJglCk89QkND+eUvf8n//eJdEm2rEY1MK6M+qfUB3ipnIjrsSE9PZ3BwkKioKA4dOjTjBW46MIhG/iz7K262lSDChBd2E3Eo8tLzYUcmOzoCuXLlCnq9nvj4+HGhQf39/fT3949zapyKKISFhZGUlER1dbVZqFRTUxMGg0HSJ5SXl1NaWsr+/fvH/UFPNvoYFhbGG2+8wcmTJ3n//fclwedMEBUVJe1eg4KCJr3f42ybc3NzyczMZPv27ePeH/jGJ6K+vt5sgqa5uZkrV67Q0NBAREQEmzZtwsnJiRs3bmBrazvlYm/q149VaFtbWyOKIkNDQ+MyM6YLuVxObGwsMTExlJSUcOvWLdrb2yl178Yog+lY2hgRGTZoKfPoJKLHUdpdy+VyvL29sbCwoK2tjYyMDORyuaRJCQgIwM/P71tN9XhY2/Ebx0D+o6mDGicr1HodSpls1MzHOFoHcdEZiVMb8R/UY2C05WVnZ4efnx+5ubn4+flRUFAgiWYHBgZwcnKSqiCm76Crq6tUFbC0tBw3/TMVBEHAxsZGykcByLGGqw86MYozt+n+oesTvmvY29t/byPVZz+pHwHs7OxguQ9CS+vkO5YJ8En1ddZm2bIgOpaVK1ea9ea/a3xQeZuUtqlL3WPxRe09Kmoy2eIfxdatWyf8AzPNmc+k8uHk5ISbmxtlZWVmRKGurg6VSoWHhwc6nY7Lly8THBxsVtrX6/VcuXKF7OzsSUcfnZycePnll7l8+TLnz5+noaGBbdu2TXs6xNvbG0dHR4qKih5LFAICAiYcvWxpaSEhIYH58+dLAsxHYdJimIiCWq3m+vXrPHjwAHd3d1588UUzfchEroyPIj8/H6VSafa+msiBqYT+bWCquERERHC/NIeM9k+mRYolyKDbTcdQhQ47hRUGgwG9Xk97ezu+vr4sWbKEgIAAfH19pzXSOl10d3eTm3GP3yxfzrLVq0isKaO8t5Nhg57eljZklfW4jBgIDAykanB0auTGjRuStXZERARNTU2I4miKZFlZGUqlkuXLl5OQkICTk5PksDnW50KhUNDR0fGtzn2OgzP6JyAJckEg2OGHnyg566Mwi6cG/ToN19pyJxvJnhQGGUQdWs3ukLV/lPMyQWfU82l12sweJEJrqB0HNh+YdBfb2NiIo6PjuAVsqooCjO78c3JyMBqNUnm/vr4ePz8/ZDIZKSkpDAwM8OKLL5rpFUyjjzt37pxyRE+pVLJr1y78/PxITEykpaWFAwcOTCsbwrQY5ubmTpriZ7JtXrt27bjfaTQaTp48ibu7O9u3b5+yAuDv709dXZ0UdiQIAtu2bWPRokXjnnciV8axEEWRvLw8IiMjzXbfY4nCdwVBEKiy7kQmyCRdwkzQ7a0nXOYjCQ99fHz+qGO+iYmJ2NrasmrVKpQKJfvnftMqq6+v58P8D5kbHk5dXZ00gqlSqejp6ZEyYP7whz+gVCpRq9Xk5uYSEhJCbGws169fp7e3V/pumVIlTc89k4rCo2hqaqI/qwCVQWREPrOLi0EUeS5sYu+THxK+S43CdDE4OEhlZaX075qaGnJzc3F2dp6Rx8pM8P0NB5jFd4aMzlL04swFR4IgkNZf8Uc4I3MktxTTpxt6/B3HQoBGXR95PQ2T3qWxsXHCsvrjiEJoaChqjYbr+fmkVFdzq7qGwoZGAgIC6OjoIC0tjZUrV0o7uqqqKt555x0GBwd5+eWXpz3HHxcXx8svv8zw8LCUNTEdREVFodFopN75o2hoaECv14/TJxiNRs6ePYtWq+XgwYOPXfxUKhUdHR1cu3aNefPm8Ytf/IIlS5ZMSE4GBgamrCg0NDRIZk5j8ccgCgCtw11PFEglF2RELYvlxRdfZPXq1QQEBPzRSAJASUkJVVVVbNu2bcIqhY+PD0qlEicnJ4aGhqTK2cjICJaWlrS0tCCKIjExMWi1Wpydnenu7iYoKEhyBxVFUSJxCoUCJycn5HI5Op2Onp4eM4Hi42A0GikqKuKDDz7gvffeo625mXh3f2QzKN3IBYHFHr7MdfxhJt/+qZGVlUVcXBxxcXEA/PrXvyYuLo6/+qu/+qM952xF4UeAXp0agakFXRNBRKSqtY6PP/4YCwsLyaJYLpcjk8km/O+T/H9yQz5yBAwzPD+5ICOto4L5zuNZtF6vp6WlZZyQ8XHoGx7mSksrX9vY8mnyjW9+obSguKKSsKJifB0cWLlyJaIocufOHVJSUggJCWHv3r0zLp97eXnx2muvce7cOb744otJg6EefYyTkxNFRUUTihUns21OSUmhurqaF154YcogH1P4T0XFKEncsmXLY02bHtd6yMvLw8HBYdy0hkmUNzaw6LuAUTROnJPwOAiYiWj/mNBqtSQlJREaGkpYWNiE95HL5fj7+9PR0UFYWBh1dXVYWVmh0Whwc3Ojrq6OTz/9lI0bN5KXlydVaxoaGli8eDGBgYHk5OTQ1dUlHdPV1ZWBgQF0Oh2iKNLV1fVYi++hoSFycnK4f/8+/f39BAQEcOjQIUJDQ6lva+Vmwmf0yh5vuCRDQCVX8L+Wbpryfj8U/ClaD2vXrv1O00+ng1mi8COAQpDzpBll+pHRMjYgGc7IZDJkMpk0Pja2lGm6jY37fRyK5hgwOIoz6yczevcB3fCEv2ttbcVgMMyoolDe2cnR02doH1QjTnAyJV3dFAExri48NzjI9cuXKS8vZ82aNaxevfqJTaasrKw4fPgwd+/e5caNGzQ2NrJ///5JJwgEQSAqKors7Gy2b98+bvSzqqqK4OBgs7ZCSUkJqampbNy4cVIDppGREW7fvk1GRgZ2dnYcOHCAxMTEcfP1j8JoNKJWqydtPeh0OoqKisxMr0wwZTF81xUFJwu70YrCDL/2BoOR4qwCPr2nJSIigqioqD9a0NqtW7fQaDRs3bp1yvsFBQVx69YtnnvuOcrKyoDR982kwZHJZFy7NurF0NbWhqOjoxQ5bRqDLCkpYdWqVdLkQ3V1tfQ30NHRMSlR6Orq4t69e+Tm5mI0GomOjuaZZ56RxoGbm5s5deIEe+QyvrbR02fx8G9rAsIgFwSsFUo+2nSAcOenI3b6T9F6+FNglij8COBr7fpENEEQIczFnyNHNqNWq1Gr1QwODo77r0ajGbfwWlhYSN7zNjY2WFlZYWNjg7W1NZaWltJNpVLRU5tMW3fljHdyBoOR7Iz7/MPlYpycnHB3d8fX1xd3d3eqq6tRKBQTTmhMRBQa+/p4/suT9I+MTHoWJspT2NXNvvc/IF6vk0Yfvy0EQZBm2s+cOcM777zDgQMHJhViRkVFkZqaSk1NDSEhIdLP1Wo1ra2tLF26VPpZZ2cn586dIyIiYsL4a5N+wDQWunr1apYvX45SqaS4uFhKzJwMarXarLz9KMrKyiQb7YlgMgr6LrHabQGnG288/o6PQgYe3dZUd1VTXV1NQkIClpaWeHt7ExkZSXh4+HfidNre3k5GRgZr1qx5rDYlMDCQ5ORkZDIZrq6udHZ24u3tTXNzMwDx8fGcOXMGQPocHB0duXjxIlFRUVhaWtLa2kpTUxO+vr5mkw8WFhbjBI2iKFJTU8O9e/coLy/H2tqa5cuXs2jRIrOqUU1NDV9++SUODg5oOjr4H+GLSGitIUPUMPDI2mertOC50FiORi7Ex/b7qex/EojfQUVhlijM4nuBhc4huKns6Rjpf/ydx0AUgOxWEnMTJR94U19+LIxGIxqNRiIOj5IJtVpNT0/PpKSi2xuMnjOvKIgy8JXbodfraGpqoqmpiQcPHki/FwSBP/zhD7i7u+Ph4YGrqysuLi4T9mT/8loy/SMj0zK9MYoirYD10mXfCUkYi6CgIF5//XVOnz7NRx99xObNmyfciXt4eODs7ExRUZEZUaiurga+sW0eGRnhq6++wt7efsKsi8bGRi5fvkxzczPR0dFs3LjRrC3h7+8vBSFNpvQ32TdP1nrIy8vDz89v0qkZa2vr75wohNj64i1zptnQPe3vlSBCuF0g//Pn/4Xh4WGKi4spLi6mubmZ6upR4nDp0iUsLS3x8vIiMjKS0NDQGY+0mQSMjo6OExK3R+Hl5YVKpaKuro4VK1Zw/vx5s5HciooK/P39qaqqQhRFmpqaeOGFF/j8888pKyvD1dWVwcFBMjMzJaJggkqlkgSNOp2OgoIC7t27R3t7Ox4eHuzevZvo6OhxOo2SkhLOnDmDj48PHR0dBAUFERcVTV5mFm95uNNloyJs6WIMohFXSxtWegdgqfjuJkVm8Z+LWaLwI4BckLHPbwXHK69MX6cggvWwwKqAWGSCTFK++/n5ERsbS2RkpFSSlclk2NraYmtr+9hep9FoZGhoiMHBQRoaGigqKkLbVEu+58ybI5ainDVuYTgE2aFSqTAYDAwODtLV1UVV1egYWXd3N93d3WYmMyZ88MEHo7srGxvu1NbN6LlF4HRpKb9YtRL5d5xrYW9vz0svvURycrLkWbBr1y6zaQFT+yEzM5PN8RsZFtXIkFFRXY6Hh4eUNXD+/Hn6+/t57bXXzBaXgYEBkpOTyc/Px9PTk2PHjk2omPb398doNNLc3DypJ4OpNTFRRWFgYICqqiq2b98+6ev9rolCf38/Fy5cwL5HS3PM9B8nAjY5wzS4NeDn58eCBQskYapGo6GkpEQiDjU1NdTU1JCQkIBKpcLb25uIiAhCQkIeG9FdUFBAXV0dL7zwwrSEkjKZjMDAQCnb5OLFi3R1dUltvZycHJycnLCzs6O/vx9BEMjJyWHt2rUkJycTEhJCeHg4KSkpbN682YwoGAwG2traSElJISsrC41GQ1hYGFu3biUwMHDC15GTk8OlS5cIDw+nq6sLlUrFs88+y4ULF3BxcaGzo5ONsRtZNvdPk2D7nwkRnkwL88gxvu+YJQo/Euz3XU5y6wNq1e1mjowTQhz15X/Odgkld4ulpDyDwUB+fj4JCQlcvnyZsLAwYmNjCQ4OnpZFMnwTJJWZmUlDQwMKhQILPQQNWFBjp522z4MgQtyIIy2dTVQ+rFo8WqmQy+XY2tqiVCoRBAGdTsfw8DDDw6O6hoaGBpqamshSKBEUyhmF2gC0DAxyp7aOtXMm9zN4UsjlcrZs2YKvry8XLlzg3Xff5eDBg1JIk1E0YhciMKgr5m9LX0S63AQIeHiG0TRURW1OKyUlJRw8eFBaHPR6PRkZGdy+fVtK3oyLi5tUX+Hu7i7tZicjCqaKwkQl+fz8fGQy2ZRW0tbW1rS2tk73rZkUoiiSm5tLUlISFhYWvLXzKOU2bfyu8tSUj3sYFcYb/rvpqqrhww8/ZP369axYsUJaKK2trVm4cKHkOzEwMEBpaek44gCj5XwfHx/CwsIIDg42G0kcHh7m6tWrREZGTuma+ShM7QeDwYCLiwtFnd1UKm1oRoYOkPdpccXIxoA56OtrKCwsZNmyZchkMlpaWti1axc3b97kwYMHrFy5EisrK4aGhtBoNGg0GtLS0liwYAHPPPPMhFVDE+7evUtycjKLFi1Co9HQ09PDK6+8glqtpqysjGXLlpGenj6j1/ZDhhEB4TtyZvw+Y5Yo/EhgrVDxz3Gv8esH71I90Dq6rEzw/RRGbRH5pccW9kevozt2LYmJiZw6dYqwsDBJPFdQUEBeXh5ffPEF1tbWzJs3j9jYWDw9PSfchfT19ZGdnU1OTg5qtVoqU9vY2ODl5cVIZQmd8xSoZYbHlv8FEebaefAv8a9LAVZjKxXFxcXcvn2bFStWoNfrzVoij7YdjEYj3YJsxiQBRmeL08vLiXNxxt7e/o8SiBUVFYWHhwcnT57k3XffZdeuXQRHBHKi9u+o0xSD5yOKPblIu3U5b1f+GUKPM6tWHiIiIgJRFCkrK+Pq1av09fWxePFi1q5d+9jMCZlMhp+f35Q6hYGBAWxsbMaRDZP2ITw8fMrn+S4qCv39/Vy8eJHKykpiY2PZsmULVlZWzGUuzhYO/NODT1CrtKNCk4enKXtoE+5j5c5rwXtY4hyFMWANKSkpXL9+nZqaGvbu3TthS8XOzo7FixezePFiKSWyrKyMkpISWlpazIiDUqnE29ubsLAwmpub0el0bNmyZUavLygoCIPBQHZZOae1Ao0KG8Z+8kYBWkUZnzZ34mLryqLBLk6ePCm1BXNycoiOjiYrKwsnJydJ5GjC0aNHzYLjHoUoiiQnJ5OWlsbq1auRy+VkZWVx4MABPDw8OH/+PHZ2dhgMBuzs7KadOjqLHwZmicKPCC4qO/4m6DB/dekP1HvqGFGNavtNuQqCERZZ+GOR1Ul5dga6sFGvgCNHjlBSUsKVK1f4/e9/z5o1a1i2bBnLly+ntbWVvLw8qbfp5uZGbGws8+bNw87OjpqaGjIzMyX/fdM8uCiKUjRwaWkpW9au4+eLY/jpvU+oVXdK3vZjIYijugmXIRnLmwVky8TR/GJGFzSTcNI0irdu3boJ34d79+5x7do1Xn/99dHe7Y0Umnv7Zvx+iqJIZk4O/3pv1NbX2dkZFxcXs5uzszM2NjbfikS4urry6quvcunSJU6fO4lqpIkhi96HL3w8qRIfyi5F/2467HNob48lKekq1dXVBAcH89xzz83oQu7v709qaqqZAdVYDAwMTNh2aGlpoaOjwywfYyJYW1s/8XikiYxcuXIFpVLJc889R2ioecCU16Ad0Wk29Duq6PcHj2Bv6urr8bJx5aUFe4my/ybUTCaTsWHDBgIDA/n66695++232bdv35RR3YIg4OTkxNKlS1m6dCmiKNLR0UFFRQWlpaW0tLRIaZKm5zhz5gyhoaEEBgbi6en52Iqcu7s7BitrfpZ4A/XDRf7RT95EdntGtFxX2mLsH8QdmDdvHrdv3yYqKoq+vj5Onz6NjY0NWq1Wemx/f/+kRMFoNHLx4kVyc3PZunUrTk5OfPHFF6xevZrIyEj6+/vJz89nw4YN5OXljZu4eZoxO/Uwi6cSGbfvEtpuQ2CTFlmIM1GrFqIXDbTXNdN6u4RQP3si1y4lISGBEydOcPToUckNMDg4mJs3b3Ljxg3y8vLYvn27dKHbtGkTVVVV5Ofnk5KSQnJyMkqlEp1Oh7OzM8HBwdTV1dHX18eaNWvw9/fn66+/RqfT8cILL0ilyg8WvsR/O/FvNAWoaDGaLx4xTn5Y57Xi3SMwLO/n1KlTPP/88+MWr8mMlkwwudu5u7vj7OyMk5UVQm/fjHuFoiCgenhBNBgMdHR00NnZiSAIZmOhCoUCR0dHXF1dcXd3NyMS002RtLCwYO/evXQHFVIn657eCQpQ0n+PstQmXHrmcvjwYUJDQ2d8Eff390er1dLW1jZhSuZkHgp5eXnY2to+tgxtbW2NTqebUjA5EQYGBrh48SIVFRXExMSwdevWCUcZU1NTUSqUuGlUrJVHsStmFx/lfITdiB3RDhOfW3BwMG+++SZff/01n3766bT8LUwQBAF3d3fc3d1ZsWKFpPE4deoUGo0Gg8FAfX29VKWRyWT4+PgQHBxMYGDghE6QInBDZsmgVv/Y76nx4XjiTYU1u3WDdHZ2YjQaKSgowMrKCmdnZ+bNm8eVK1ewtLREp9NN6tCo1+s5c+YMZWVl7N27F29vb9577z3CwsIk58+MjAyUSiWhoaFcu3aNVatWPfY9elpgFAWEWQvnWTxNaG5upri4GKVSiUyQsdZvPqv8RlXXbao23r5RSk1NDXv27KGwsJC6ujoyMzOlyGWVSsWWLVuYP38+CQkJfPzxx8TExLBp0yZsbW2xs7PDwsICmUyG0WhEoVCg0+no7u6mp6eHiIgItm7dSmlpKZ9++ileXl4cOHDATGWfn/2A4B4l//cnv+BedRFnryYwf34cW5euxtfGmQc2D7hw4QJevl7U1NSQmJhoZkVsMBhobm4mMnLy+FpTReOLL76gpqYGowiiauaxzwBhVpYsjo2RLu6mZL2enh66u7vp7+9Hr9fT2dlJZ2fnOFGlUqnEzs4OFxcX3N3d8fLykioRjwYNDRvVNCoLZqx+UkUP8NOonz5xPoGPjw9yuZz6+vpJicKjFQqDwSDN8j9ucR3rzjiVEZQJoiiSn5/PlStXUCgUHD58eFLDopaWFknYCkg6CwcHB3p6eqZ8HltbW1544QVSU1NJSUmhtraW/fv3T+scx0Imk9He3k5/f79U4m9qaqKqqory8nLa29tpaGiQfBEEQcDb25vg4GApW+JeYzPt2hk4KIoiRgSqZUpUzc1SzHlISAgFBQXELYhDY6NH72DAMGKksbN53DFGRkb48ssvaWxs5PDhw/j7+/Pee+9hZ2fH3r17EQSB4eFhsrOzWbJkCY2NjQBTVl9m8cPELFH4EeHGjRvY2dlJKvWxY3Xu7u7SPHtBQQHPP/88//RP/8Tly5cJCQkxm/X28PDg2LFj5Obmcu3aNUpKSrCxsaG3txc7OzuWLVuGSqXi3r17DA8P4+npydDQEMXFxZSXl6PX65k3bx67d+82K7mOjIxw//59FixYgI2NDc4GC9wGZcyz9cLXZlRgFRcXR2pqKnV1daxdu5abN2/i4uLCsmXLgImNlkw7uIqKCioqKqTdk8kzYBmQlXGf6V+GQSYIzHNxZoGzE4WFhWRmZuLk5ERUVBRxcXGSVkMURYaHh+nt7ZVIRGdnJ11dXfT09KBWq6XJDJMToglKpRIbGxupGqH2qccgn6EVtwBD8j7qR0oIVs5gBGAMFAoF3t7e1NfXT+jQODAwMG5xqKioYGhoaFrpmCYR5HSIwsDAAJcuXaK8vJx58+axbdu2KQ2R7t69i6WlJXq9Hr1eLzlD2tvbS62AqSAIAqtWrSIgIIAzZ87w9ttvs2fPnkmJyUTQaDQkJydLMdSAlCOxfv16tFot9fX1VFdXU1lZSUdHB01NTTQ3N3P79u1RK3UrR2Qww+QKkTKZBbEKgcbGRubOnUt+VREdwTr+v/4v0CzRAqMtt3yxk6bSEXZ4ryLcPgi1Ws2JEyfo7u7mxRdfxNfXly+//BK1Ws2rr74qTdBkZWVhMBh45plnSEpKwtvb+1uHe/2QIIrfwdTDD2DsYZYo/EhQU1NDVVWVZEBkMBjMzIgEQSAkJITS0lLy8/NZvnw5hw8f5pNPPuHjjz/mV7/61bgI556eHmmawBQ8M3/+fPLz8+nq6iIqKop169bh4uJCR0cHn3/+Of39/SiVSgoKCujq6iI2Npbo6Gisra3JyclBq9VKi/7Q0Gj+w6M74UOHDvEf//EfFBQUsGLFCi5du0otBpw8PWioqkKrkGNtbU12djaVlZVUV1ej1WqxtbUlJCSEgIAAcnJy2LRpE1evXqW+vp5lHp6kDqqnvVk3iiK/WrOaNUFBbN++ndraWoqKisjOziY1NRVnZ2ciIyMlMaKXl9eEu3EYJSwmItHR0UFbW5tUjRgYGJDimQ2yWvAWZ5zQIkNGvbqEYNsnIwow2n7Iy8tDFEWz74EoihO2HvLy8vDy8sLd3f2xx55O3oMoihQUFHD58mXkcjmHDh0iPDx8yuN2d3dTXFyMpaUlTk5O6PV6iYg4ODjQ398/qe7iUfj7+/Pmm29y/vx5vvzyS5YsWcKmTZumNd6YnJyMKIps3Lhxwt9bWFgQEhJCSEgImzdvZmhoiLq6OmpqaqioqKC7p4carf4JBLcCakGgU6sj1NODB12llC3qwzCRrkWA2+05pLRnEe+6HOONDkaGRzh27BgeHh5cv36dyspKnn/+eckPwzRBExsbi42NDdXV1dPOOXlaMKtRmMVTA1EUuX79Oh4eHrS2tmJvb09ISMi4XvWcOXPIy8ujvb2dtrY2goKCWLBgATk5OSQkJLB9+3YzcaJSqSQ2NpZFixZRXV3N9evXSUlJwcHBgZdeeknavRUVFY3Otdvb8+abb+Lk5ER5eTn5+fkkJSWRlJREcHAwDQ0NREdHSxdz08LxqNDL3d2diIgI7laUktfXToqHDSfyMyB/9PeCi4r0T44TOaRngYc3K1euZO7cuXh4eCAIAqmpqYiiyHvvvYe7uzsvvPAC/oGBHP3qFBlNTRPazz6KP1u1kjUPY57lcjnBwcEEBwdL71FxcfGkpOHR990UX+3h4WG2UxVFUTKramlp4ZbxY/plvdP+3CUIAiPGGYZuPQJ/f3/u3r1LT0+P2fjc0NAQRqPRTMyo0WgoLy9n8+bN0zr244jC4OAgly5doqysjOjoaLZt2zatXWtaWhoqlYqhoSEsLS3Nxjvt7e0lkjNdwyQrKysOHTrE/fv3uXbtGg0NDTz77LNTjhM2Njby4MED4uPjHxvDPfZ5wsPDCQ8PZ9u2bXT09PL5f3w4rcdOBJ85c2gZqqc0pm/U/XSSr7fhYb0isSONAE8H/mb9f8HZ2ZnCwkLJ/ntsFTIvLw+1Ws3y5ctpaWlBo9H8aMYif2yYJQpPMURRZEiro6S0jMbGJmJjY+jq6qK/v3/CP2hT+VilUpGXl4enpyc7duygoqKC7OxsKioq6O/vx93dnfj4eGJiYmhvb+fy5cvU1tbi4+ODl5cX+fn5nD59mo0bN9LS0sL9+/eJiopi586dUskyMjKSyMhI1Go1RUVFpKenMzw8TGlpKZcuXSI2NlZaOCbatQ1HhHChuw46msbttERBoM5aSbWVgrmx4axcsAxBEBgZGeHu3bvcvXsXgJ07d0o9dK1WS1xrM516HVVKCxAfCbh5KBCzVCj47do1PD9/YjtiuVwu7Q7HkoasrCwz0hAREYGVlRWDg4P09/dLt4GBAbP/HyuKNC7RgDUzdrBEFFHJvl052GTGVF9fb7YwmtpYYxfBgoICgGkHcimVShQKxTiiIIoihYWFXL58GUEQOHjwIBEREdM65sDAALm5uXh4eDAwMEBPTw9r1qyRfm8io319fTNyVhQEgWeeeQZ/f39Onz7NO++8w44dO5g3b7y5kNFoJCEhAS8vL8l/4Ung4uhgNgo5Uyx/ZjH/pzYTUZjmEQSoc++jUdaFtlXL+fPnmTdvnpmLpNFoJC0tjYiICFxcXLhz5w4WFhaTWo4/rZitKMziB4vGrj5Op+VzJqOQPs2ouZBMsCcvu5ZFnu6Inc0TEgVbW1s8PT3R6/UUFBQwb948srOzpRbA4OAgR44cITg4mI6ODs6ePUtZWRnu7u5mivpVq1Zx6dIlzp8/D8DKlStZv379hGp7GxsbFi1axP379wkKCsLHx4f8/Hyys7OlloPp+Y1GI01NTXyYncEHbQ/7y5Ps/k1eDP+SlYYMgRWCihs3bjAyMkJwcDAVFRXExcVJOoLTp0+jHhjgaGgoAVFR/P2lBDqcnOkdGcGg02FrNLLM0YG/O3YU20dEho9Cq9VKC71arcbJyYnIyEja29vp6uoiNTWV1NRUs8coFAocHBywt7fH2dmZgIAA7O3tsbOzw97eHnt7ewqGb5LY8v6Uzz0RjBgJsJneAjsZLC0t8fDwoK6uzkx3YDJbGltRyMvLY+7cudPORBAEYdyI5ODgIAkJCZSWlhIVFUV8fPyMet/37t1DoVDQ2dlJcHAwJSUlZhWFsUThSRY3Ly8vXn/9dRISEjh79izV1dVs27bNTICamZlJa2srr7766hMHhsGoHibY1Zmqzu4ZkwW5KHIj/ypa95mpG2TIOFd/A/sbQ7i5ubFz506zv9+ysjK6u7vZt28fMGodHhgYOG3jtacFs1MPs/jBwWgU+d3lNN5Pvj86ojdGJWMUoVotUlU1iJ+NI0bZxB99YGAg2dnZ6HQ63n33Xezs7KRI5Vu3bnHz5k0KCwvJy8vD0dGRvXv3Eh0dbXYh7OzspKmpCSsrK5RKJWlpaQCsXr16QuV9WVkZXV1d7NmzB19fX9atW0ddXR1nzpxBp9ORkJBASkoKOp2OAb2Or9ytRwnCNHu2/5R1l+oODasio9mwYQPV1dVUVFRI/fa0tDQqKiqwtrZm7969JCUlscHOlp+/+TqCIPAP//APDGuHUXTrEXQ6Wru7zXb+j1YCRkZGzJ7fyspKWuwjIiKwtbVFq9XS0dFBY2MjIyMjODg4SO0Jd3f3caSqvb2dhrsDECSAfAbLhQgOCneCbGYWtz0R/Pz8JBMhEx6tKLS3t9PS0jLjETmT6ZIoihQVFZGYmIggCBw4cGDKCZaJMDw8TGZmJkFBQVKLzNHREUdHR+k+KpUKCwsL+vpm7p8x9hh79+4lKCiIy5cv09TUxLPPPou7uzuDg4OkpKSwcOHCKY2MposjC+fzP5NmFnIliCJzjDoK5U1mRlPTgREj93qKWC74cOzQMbO/W1EUuXv3rjTKaRJjztRE6mnArJhxFj8oiKLI351N4au7edK/x93nYc26UW3kld+f4qNfHMJaNXoB6OvrIysri9zcXHQ6HQqFAi8vL44ePYpMJmNwcJDs7Gyampro6Ohg27ZtLFy40GwHIYqiNEoWFBTEvn37UKlU0g66oKCAbdu2jevDp6amEhgYiK+vL6IoSgY1YxdcvV6PTqejytZixqIuAVAsmc++zbtG/z3m8bW1tSQnJwOwY8cO2traKCoqwt/fn+TkZAYGBtDr9YiiiFar5R//8R+/Oa4gYGtrK5GAoKAg6f9NlQA7O7spxxINBgPV1dUUFxeTmZnJnTt3cHFxkUiDKIrcuXOH4uJi7O3tCQyMo45cyVRpOhjMVpHalcry5cu/1Y4vICCArKwsM/Hi4OAglpaWUnsoLy8PKyurcaZHj4O1tTX9/aPeGCUlJURGRhIfH/9ESY2ZmZlSzLm3tzdtbW2SXsYEQRAkQeO3gSAIxMXF4evry+nTp3n33XfZunUrdXV1yOVyNmzY8K2Ob8KuqDD+7tpNtAbDtAmyKAi8umoZH+nPzFgAC4AAC7csHTeJUldXR1NTE0eOHAFG/4aMRuOsPuEpxixReEpw5UG5RBIeBxEob+7k78/d5MVFc8jMzKS8vBwLCwvmzZvHgwcPCAwMpLa2lob6Vu7cyiQ/vxBLKxkKi9Eph7lz55otOkNDQ5w7d47y8vJx5jRr164lJiaGxMREvvzySyl0xtHRkdraWpqbm1mxYgVff/01lZWVaDQaLC0tpQXdpHDv7+9n3emPELXaGfXpReBSQzWvVlWh1WikMcTPP/9cSlsEOHnypPT/NTU1dHd3Y29vj0qlQiaTMTw8THR0NM888wz29vbY2tp+q5IyjGoa5s6dy9y5c9mxY4dEGu7du8edO3eA0bL/6tWrWbVqFUaZnveqfkvLUM1Dv+2pITQ5QrUzN6pvUFhYyO7du/H29n6icx2rUzDt8se6MhqNRvLz84mOjp4xIdHpdNTW1koBQ1NlQzzuOPfu3SM6OpqCggLWrl3LjRs3zGK3TbC3t/9WFYWxcHNz49VXX+XKlStcunQJ4LGjm9OFVqsl6dIlntEOckcx/fbLIrmRPWtW8dGtszypwsHBdXwE9t27d/Hw8JCIQVVVFY6OjlOKOp9WjFYUvq1G4Ts6mT8iZonCU4KPb2Yhe6TdMBWMosi5jEK0xen4ebpJ4kQLCwu6u7uprewjP0vPaxffG/MoA57e9lg79fH+ex/x69/8SgqdOXnyJMPDwxNa6ALjrKB/97vfERAQIJm0mC4+CxYsYO7cufj6+vL3f//3wGhZW6fToQe6dDMjCSYM6fUc/+IE9gZR2v3W19cjiiK2trasXr0aR0dHMjMz6e7u5q233pJIQGJiIlVVVQwPD9PV1TWl6+O3gVwux8rKCrVaLY1zOjk50d7ezu3btykqKiIqKooVHkc43fEv4D6IDBnGR6sLD8vMC502stRjH58UfMrQ0BDd3d28++67LF26lHXr1o0zdHoc7O3tcXR0NCMKY6sL1dXVDA4OTss7wQS1Ws3ly5dpaGhApVLx1ltvTXs6YCLk5uai0WhwdHREFEWJxDxaUYBRnUJLS8sTP9ejUCqVxMfHU1lZycDAAOnp6fj4+Hyr1kNXVxdfffUVfX19/ObZvewRZfzXC5cRjeKElTXhoQg3Fh2Reh0ajQY7lQ09uoEnen4bhTnRaWtro7KyUjJcglGiMGfOnAk1SE87ZsWMs/jBoLihjeKG9hk/TgTcYpfx5t6N36TbDWlJvdpJTcXAhAtyW0s/YrNAU1U/Hu5nCY8MICkpCRcXF3bu3ImVlRX19fWSJa9Op0Ov16PRaGhra6O9vZ2hoSGp5A6jgkYXFxdEUaSyspKSkhK0Wq3Uenj//VEB34gAeMy8FG3CgeeeY4FfAKWlpZJ9tEKh4NixYzg7O0t2tUuXLjWrFNjb26PRaJDL5bS2tqLVame8yD4O9fX13L59m6qqKlxdXc20H2PbE/fu3WNkZAQ5wfjMd8Iiop+qkW9aEXKUGGvt2Tr3eZb7rgfgF7/4BZ9++iktLS3I5XIyMzMpLS1lx44dMy4X+/v7mwVEDQ4OSr3/vLw83NzcJvWLeBTFxcUkJCQgiiKRkZHU1dV9K5JgUuJHRkZSXV1NSEgIra2t4/QJJtjb208YP/5tkJGRwcDAAIcPH+bWrVt88MEHbNy4kaVLl854IS0tLeXcuXPY2try6quv4ubmxlydjkylSL7WQKWgRDtmYyADIqyULLBW4YaRrq4uTpw4wcJVEdzoyBwdjZwBLGUWhNqZR4+npaXh4OAgVXx6e3vp6upi/fr1Mzr2LH5YmCUKTwGyq5pmVE0wQXz42LS0NLRaLc3NLVw6WUVXmxEQmCjz2fQUIyPwxftFzF9ehMpqVMT26aefPvY5ZTIZFhYW2NnZodFoGBkZQa1WS5oImUwmJT6ahHKmyQSlKfz9CXcuAR6eWFhYmDnyxcfHSyXTqqoqRkZGxpW97e3tGR4elqx3a2pqZuTMNxVqa2u5ffs2NTU1uLu7s3//fiIjI82Iytj2hKm8b6mypKtkiJFcI+5ua7B2tqS5sZm/+M1f8kHGh9Rp2lj+UANoZWXFK6+8wvnz56XRRUEQ+Oyzz4iNjWXz5s3Tnijw9/enoKCAkZERVCoVAwMD+Pr6SqOta9eufeyCqNFouHz5MoWFhYSHh7N9+3ZKS0spKSkZZ+g0ExQVFdHb28vWrVv58ssv2bdvH2lpaRNWE2C0oqDRaGacMTEZ+vr6uHXrFkuWLCE0NJTg4GCSk5O5evUqtbW17N69e1rvs9FoJCUlhdTUVMLDw9mzZ480VpyRkYFySM2LkZHUNjZS06fGb84c6qqrcJEL/GTnQT7//HN6VSpiY2PJz89n6LoRY8zMrg0yZGz2XIalXCX9rLe3l4KCArZs2SK1lqqqqhAE4Udr2/wwbPdbH+P7jlmi8BRgcHjkiYgCQFN7J7duNWMwGGiqNdLVNpon+ViIAnqdSGWhwF/+7R5sbGwQRZH29nYaGxtpaGhgcHAQpVLJnDlzCAkJkUbmenp6qKurIyEhAR8fH9RqtWRvPBGsrKxwdXXFy8uLgv5W8nq7HhtFbX6u4IKAk0JJc3MzDx48ACA8PNysTF5UVIS7u/u43AKTmMvb25vm5mYqKyu/FVEQRZGamhpu3bpFfX09Hh4eHDx4kPDw8CkXyZaWFvLzR12lfvnLX2JhYSFVGoqKijDoBd7+wzs4OjpSUVFhph+Qy+Xs3bsXT09Prl27Rk9PDx4eHpSWllJRUcG2bduIiop67CLt7++PKIo0NjYyZ84cqfVQVFSEwWAgJmZq98eSkhISEhIwGAzs27eP6OhoaTzSZHf9JH19kxI/ODiY1tZWLCwsCAgI4OzZsxPaTsM3n2t/f7/kNvhtkJSUhEqlklJL5XI5W7ZsISgoiHPnzvH222+zf/9+szHNR6HRaKRxyw0bNrBixQrpM9FoNNy9e5dFixYREBBAYWEhoU5OuCsEhkUD6EfbdKbvaVNT02jVrAtcNNb0WA9Nu6ogCLDD23xyJSMjA0tLS+Li4qSfVVdX4+PjM+1ws6cNs62HWfxgYKVSPhFJABGVfFSc6OXlRcWDIQShb/riGlGgtxMuXUjG29eZhoYGjEYjLi4uhISE4OzsjEKhoKenh5KSEu7cuTNOZd7U1CT9v1wux2AwYGNjQ0REBFlZWQC88cYbkimOoraKV5O+ntnLFCBKrefkyZN0dnZK5fytW7dKF2GdTkdZWRkrVqwY93DTczs4OCCKImVlZcTHx89452tqrdy+fZvGxka8vb2nnehoMBj4+OOPAcwqAKGhoYSGhhIQEDAaluXlRVlZGaIo8vbbb7N48WIiIyOlkcvly5fj5ubGyZMnaW9vx87ODldXV86cOUN+fj7bt2+fMm/B1dVVai/5+vqi0+mws7Pj/v37BAcHTxg3DaOL3JUrVygoKCAsLIzt27eb3XesO+OTEIXKykra2trYsmULly5dIjIykubm0aCjqSoKMFoJ+LZEwdQy279/v7T7NyE0NJQ333yTs2fP8vHHH7NmzRpWrVo1Tgjb0tLCV199hVar5YUXXhi3S799+zaiKLJ69Wrp+2JlZSVV3gDpsze9rj179mBhYcGJ818xuHCEEaVh6gkIcbTa9GdhP8HH+hv7bY1GQ05ODsuWLZPabkajkerq6kmJ2CyeHswShR8o9EYDmd0ltAx30ePYg4XPICNtVoi6manwHYTRTPqyohZam5+A2Qoi5UUDyJU6XF1d0el09PT00NXVNfprQUChUGAwGCSXQRMh8PHxITY2Fnd3dzw8PLC0tKShoYGEhASJJJjub8I6/yDmODhR29czrQFBAXC2tOLP1qzn669OSsmWgNkuqLKyEq1WO+HMvmlBU6lUCILAwMAA3d3d015cRFGkvLyc27dv09zcjK+vr2RcNV2ycf78eUZGRnBycpKyMMbC9Fq2bt3Krl27+PTTT2lrayM9PZ1bt27h5uYmjVzOnTuX1157jc8++4zBwUHUajVLliyhpKSEP/zhD2zYsIHFixdPeG6CIOAQ4sDN4ZuU1ZTRFdlFljaL2tZaDu46OOG5m9w2DQYDe/fuZd68eeOObSIKarX6iRbtu3fvSgme3d3dbN++nYqKChwcHCbUJ8A3BPDbjkjq9XoSExMJCgqadFrD3t6en/zkJ5IXSW1tLfv27ZO+Ww8ePCAhIUEKXHuUrPX09JCZmcmaNWukkVEPDw+MRiO9vb3AqJjy1q1b0nvp6OhITEwMRqMRHwcPxCyR2gXD9FoNjfdVeLg5kBsE/iLmFZa5mleGMjMzEUWRJUuWSD9rbm5meHj4xz0W+SPpPcwShR8YBnVDnG28xYXmu/TpBhEQEACHhSKiAYYbbVBX2mMYfHzPVUDg73/1Kp1N9Xz9VQbQNfMTEgUG+0ZLxoIgYDQapYVYEAScnZ2lHAMTIcjMzCQnJ4cXX3xx3O7Lz8+P119/nQsXLpCXNzruWVpayoIFCxAEAZkg8KKFI//H0IVWLp+ylCqIInIRXrBwoK1hdLrCaDTi5uZGR0eHmddEUVERHh4euLq6jjuOQqHAxsYGtVqNp6cnra2tVFZWPnZBE0WR0tJSbt++TWtrK/7+/rz44osEBQXNqBpRX18vaQuOHTs24X1MPXatVou1tTWrV6/ms88+4+jRowwPD1NcXExGRoYZadi/fz/Xrl2jubmZ+/fvExsbi0wm4/LlyxQUFLBr1y6zNkxuby7nms5R51cHRmgcaMTob+SW/hZsgLuWd/Ea8cJFNfq+DA0NceXKFfLz8wkNDWXHjh2TVhzGJkjOFA0NDdTV1XHo0CEKCgqws7MjMDCQa9euTVpNgG8+1287Inn37l36+vp4/vnnp/xcZTIZ69atIzAwkLNnz/L222+za9cuySI9Li6O+Pj4CS3Lb9y4gbW1tdmYZ1BQELm5uQwPj7qvGgwGbG1tWbp0KTdu3JAitk0BbEvmLUCZ8QDrEB8qbNtosx/EIBcRjGClVuDRqMK5XUXs0hCz59bpdNy/f5+4uDgzX4uqqipUKtV3Yij1g8V30HqYSAv2fcMsUfgBoX24h/+a9wdah7qkBVJElJZKQQ6WfmosfTX03ndF2z55CVdAxMfCgLq7g4ULF1JRNET23ZsYDDOzegUwPMxn1mq1LFy4EE9PTzw8PHBzcxsnEhsaGpLy6x8lCSbIZDJ8fX0lonDp0iUKCwvZtm0bGRkZ1BcU8u/btvB/Gyoo6GyTRsJMkAsCBlHEziCysV9Hf3sVaeVVWFtbIwgCHR0dZs+n1Wol/4fJYG9vT39/P4GBgbS3t1NZWTlpydVoNFJcXMydO3dob28nKCjILCRrJtDpdJw4cQKANWvWTLrQmsrBOp0OQDJ/ys/PZ+fOnYSFhaHX66mqqhpHGtzd3WlrayM/Px9PT0/279/PzZs3efvtt1m1ahUrV67keud1vmz48iEtBWSj7n3SrlSA+z33KRoo4s/D/xx1g5qLFy+i0+nYs2cPMTExUy6ipnbDkxCFu3fv4urqSkhICBcuXCAuLo6RkRFaW1vNdsAT4dt6KXR3d3Pnzh2WL18+IcmcCEFBQbz55pucPn2aL7/8EkEQiI+PZ/HixRPev7m5mcLCQnbs2CF9zgMDA3R1dUkkQaFQEBQUNJo22d2Ns7MzKpWKCxcuMDAwwP79+6mvr0chVzBU2cOBZWtIv52OiIjK4hufEICOjg4zHUVubi5DQ0PjKlmmschv6yXyQ8asM+MsvlcY0Gn4r3l/oG24e+pdtGx0J+u4pIOeux7oesYvxgLgamvFAmUXp06dwsvLi+5W1RORBAB7B2u8vEZn0vV6vZnY6VGMza+fCkNDQ1hYWKDVann++ee5cuUKb7/9NqIosmPHDhYuXEigkwv/eupLSq2VDLg4MKjVYqVUstDDm0WCBc3pmdja2KDW6qVjvvHGG1y8eJGmpiZaWlqki6tOp5vS5MdEFBYuXEh6ejq1tbXo9Xqz3Z/RaKSwsJA7d+5IGQPbt2+XjIqeBOfOnUOr1WJvb28WavQoTITMRBRkMhmxsbHcv3+frVu3SsFLYWFh40iDaURQFEXa2tq4ePEie/bsoaWlhTt37nCn9Q7VwaOjrOIU3z0jRtR6Nf8r73/hnuJOeEA4O3bsmFbokkwmw9LScsZEob29nbKyMnbv3k1VVRVDQ0PExMRII5yPI2ffxp1RFEWuXLmCra3tjC2r29vbaW9vR6VSodVqpXyMR9skoiiSnJyMq6srcXFxqNVq7t69S2ZmptSSk8lkkl06jHodODs7Y2trS1NTE4sWLcLLy4uvv/6adevW0dfXR3p6OjBaVdRqtWYkrqGhQSIKppHTqKgonJy+MV8aHh6msbGR7du3z/h9m8UPD7NE4QeC0w03zSoJU0F4ONloF9NN961vZtpNkxF2MgPbPQUYsWZgYICWlhaG1PBETkaAhbWGlpbRC3xOTg5tbW0sXryYsLAwMx2ATqcjIyODuLi4x87LDw0NoVAo0Ol0hISE4O/vT3d3NzKZjDt37mBra0tmZibuOiML7Nx45cVXxh3j/zwoQK1Wo1Qq0el0iKLI/fv3eeaZZzh79ixnzpzhtddeo6ioCC8vrymd5ezt7amrq5MWfb1eT11dHcHBwRgMBgoKCrhz5w7d3d2EhoayZ8+eb12SrayspLi4GICXXnppyh25aaep1Wqln82fP587d+5QUlIybhphItKQnp5OXV0dWq2WkydP4u/vz779+/i33n8b7aNO4+thxMiIbAT3Te48t/C5GbVYbGxsZkwU0tLSsLe3Z968eZw9e1Zqc+Xm5k6pTzDB3t7ezJ1zJigrK6OiooJDhw5N21dDFEXS09NJTk4mMDCQ/fv309PTw5kzZ6RWxFidTFVVFTU1Nezbt4+bN2+SkZEhiVKXLVvGZ599Rnd3NzDaerCwsKCnpwcrKytycnKwtbWlra2N5ORkbG1teeaZZ6T0VGnsWKlEO6Kju0dGa7NAQV46H39YipubPeERDnR393LwoLn+pKamBlEUf7RjkSbMTj3M4nsDnVHPxea7MzJMEWSgdNShcBxB3ztaVXCR65ljMYK3Us9A5zdJfTKZDCsbIw7OIv09woxKYQqFjN/+j2PUN1RRWFhIR0cHTU1N0jSDlZUVXl5eREZGMjw8zNDQkFlc7WQYGhoavYBptVy6dInc3Fz27NmDn5+fZAVtwkTiPlEU8fT0pLa2Fp1Oh4uLC11dXeTk5EilZplMxokTJ+jp6WHt2rVTno+pomBtbY2Liwv9/f2Ul5fT29tLamoqvb29hIeHs3///ie2SH709ZsspZcuXfpYe9xHKwqAlEKZm5s75djiWNLQ0NDA559/LgX9lIyUoFuom/SxE0KAElkJelGPUpi+P4EpGGq6MM31b9q0SZpaMRn/1NXVERgY+FiiYqoozNS/QavVcvnyZebOnTvtUdmRkREuXLhAcXExK1asYP369chkMmxsbHjjjTe4cOECp06dYtGiRWzZsgWZTMbVq1dxcHAgISEBo9HIkiVLWL58uSRYDAwMpK2tDVEUUavVeHt7U1tbS1VVFTExMURFRfHFF18AsGfPHqqqqrh16xarV6+mqKiIrq4umpsMVFYo0GlNYdY6errbqa3p4F6GiEqlYsniVrbv+GbTUVVVhbOzs1mV4UcJcWK/mRkf43uOJ2ou/f73vycwMBBLS0ueeeYZ7t+/P+X9e3t7+dnPfoaXlxcqlYrQ0FASExOf6IR/jMjoKmZAP/PeLUaYG9LLRrtBttsPsNpWTaSrNb4+owuZpaUlb731Fn/5l3/JL3/5S+ZGW8+IJAgCbN4xn8AgH1avXs1bb70lLdqOjo4EBARII1SXLl0iOTkZQRA4f/48GRkZUkTxRBgeHkahUCCKIjk5OezZs4fY2FjJCjok5BvBVVdXFwaDwezxaWlp1NbWSq2BoKAg5s+fjyAIVFVVAbBv3z56enrQ6/VEREwdw+zg4MDw8DBarRY/Pz9EUSQrK4tLly7h7e3Nm2++yaFDh74TkgBIzpE2NjZs3rz5sfcfK2Yci/nz51NTUyMp4x8HPz8/3nrrLTw9PZHJZGj8NMwgf0qCxqChoK9gRo+ZKVFIT09HpVKxYMECiouLMRqNzJs3j+HhYVpaWqb0KzDBwcEBrVYr9eeni9u3b6PRaNi2bdu0CEZnZyfvvfcelZWVHDx4kI0bN5r19i0tLTlw4ADx8fE8ePCAd999ly+++IKOjg7JFvuXv/wlGzduNDNtCgoKQq/XMzIywsDAgNlExK5duwgJCcHCwgKlUomHhwdff/01ERERrF27lqioKJqb5JQUydFJX5tvXovROHoxGBkx8s//eJmPP7wNjJLwqqqqH/e0w48MM64ofPXVV/z617/m7bff5plnnuFf//Vf2bJlC2VlZbi7u4+7v1arZdOmTbi7u3P69Gl8fHyoq6t7bElwFt+gZahzYk//x0EGRlsj0YE+bN261Uxc+NVXX0mK/P379+Pk5MT//j9/xl//9/fJuNX8+GMLYGMvEhBqvkBv3LiR8vLyUZX1kiUcPXoUjUZDcnIyDx48kJwR6+rqSEpKwsLCAnd3d0JDQ4mJiZHGwoaGhlCr1RgMBnbv3k1sbKz0HDqdTupB29nZkZKSQn5+PvHx8QQFBVFdXc3169eZM2eOVFbOysriz//8z2lo7aaougWdQeTUlXTsnd3pbm8mPT19Sm8EU5/9zp07lJaWoteP6h5efPHF77z8WlRUJAVXHTlyZFoL0aNiRhMiIyNJTEwkNzf3sVUTE+zs7Dh69Cjnz5+nwbLhibYTAgI92p4ZPcba2pr29ulZkavVanJyclixYgUWFhbk5+cTFBSEnZ0dZWVlwOP1CWA+Ijld/4aOjg7S09NZvXr1tHbUJSUlnDt3Dnt7e1577bVJRY+mJMre3l7S09Npb2/H2trazEfkUfj7+0sthIGBAel7s3btWuRyOcXFxRJ5PHHiBI6OjuzZswdBEKgo76ayfIwa9TH45ONUfP1ciFvgRW9v7yxRYFbMOCn++Z//mddee00a03r77bdJSEjggw8+4L//9/8+7v4ffPAB3d3dpKWlSYvUk6i/f8zQi4ZR1+In+EIZMLJ06dJxO909e/bwb//2bxQWFhIWFiY55P3iz3bT3vE2NSXiw/FB8wuIIIx+sZetDMXJp4P8glxkcti9ezcwWs5//vnn+f3vf8+1a9cIDg7Gzc2NpqYmQkJCOHLkCCMjI5SXl1NUVERTUxONjY00NjZy48YNlEolrq6utLe3YzAYsLKyGhcylJeXJ1384uPjcXJyIiEhgU8++YTw8HBqa2vx9fWlrq5OUpIn3MrhyF8cp6FHD4zqJvI7WxAQCfVypyc1BxcXlwlTBrVaLZWVlcCowj48PJySkhIEQaCnZ2aL4eMwODjIuXPngNFqwHRzE+RyOTKZbBxRsLCwICoqiry8PNasWTPt8rpSqWT//v2k3Uujhyd7jVMJHyeCtbU1arX68XcE7t+/jyAILFmyhN7eXurq6tizZw8w2nYwBVg9DmNNlzw8PB57f1EUSUxMxNHRcUJzrrEwGo3cuHGDu3fvEhERwe7duyed9DEYDDx48IDbt28zODiIh4cHra2taDQabty4QXx8/IQ6CKVSiY+PD42NjRiNRkngODIygsFg4Pr16wQHB9PY2IhGo+HYsWPScW7fanjs630UH390Gzv7hchkstnrOPxofBRmtFfQarVkZ2ezcePGbw4gk7Fx40ZJRfsoLly4wLJly/jZz36Gh4cH0dHR/O3f/u24UvFYjIyM0N/fb3b7McNBaYNBnHn9VxDBQiubcMerUqk4cOAAMGrmYyrBnzlzhnkLnfn065+zeKUbKitRijOWK0RiF3swf6XIL/58I7/4xVu4urqSm5vL2bNnpWM7Ozuzbds2RFHk888/p7S0lPb2dlauXCk997x58zh8+DC/+c1v+O1vf8vBgweJiorCysqKlpYW6fsxNDTE22+/zdWrV2lra8NoNHL//n0UCgVyuZywsDDJpGb79u2UlZUxPDxMT08PTk5ObNiwkZIeKzLbrGnoGd9rFxGoaB0ircWG/zh5Q9qNwuj3MDU1lX/7t38jLS0NgPXr13PgwAEpZtrUxvguIIoip0+fRq/XY2lpyY4dO2b0eJOm41GYdqm1tbUzOp4gCPg7+yM8QQ9VRMTSMDNb3+m2HkZGRrh//z4LFizA2tqagoIClEql1D6qra2dlj4BkKLCpzsiWVhYSG1tLdu2bZvQ78AEjUbDiRMnSEtLY+PGjRw4cGBCkmA0Gnnw4AG/+93vSEhIIDAwkFdeeYXe3l4WLVrEnj17KC4u5vjx47S2tk74XEFB3sydU83i+blsXFNBbGQx3V0lZGVl0dPTg42NDSMjI2bmTFWVbbQ0z7yd2dTYQ+qdIvz8/CYlPbN4+jCjikJnZycGg2Ec8zZ5xk+E6upqbty4wZEjR0hMTKSyspK33noLnU7HX//1X0/4mL/7u7/jf/7P/zmTU3uqscwlmv/L6Rmnv4kCeHRb0tzcPCFZCAoKYuHChWRnZ/PFF18QGBhIZ2cnr776Ku6ezvzvf3yL4uJiTp06jSiKyGQCa9aEk5U1SHp6Ojt37uTNN9/k+PHjFBQUYDQaefbZZwFYuHAhxcXF1NTUkJCQgK+v76RjggqFgoiICMLDw0lISCA7O1vy/x8aGqK9vV1yGRzrrPjobrupqQmZTIa9vT09PT1YWlryT58lc+6O6bs58cLxsBVLSbcl//j+OX771iHq6+vJyMhgZGSEuLg4Vq5cyXvvvYfBYBhdQB+mKFZXV2MwGMzcI58UOTk5UmDVoUOHZnxMCwuLcRUFGNUdODs7k5ubS1BQ0LSOpdPpyM/Pp6+kDzFs5lseQSeQ/EEy1f7VREVFERER8dhAJGtra7Ra7bix00eRk5ODVqtl2bJliKJIfn4+4eHhWFhYMDw8TGtrK4sWLZrWecpkMuzs7KZFFIaHh7l69SoRERFmGplH0dzczMmTJ9HpdJLB1qMwGo0UFRVx8+ZNuru7iYiI4LnnnsPd3Z2rV69iNBpZs2YNtra2+Pj4cPr0ad577z22bNnCokWLHpqb9TA88B9EB3/IgvBhDMZR+7UgXyOQTm1DIDHRm8nLz2fz5s0UFhZy69YtgoKCuHOnTKoOzgRyuYy8vBZefW1m46BPK2anHr4jGI1G3N3dOX78OHK5nIULF9LU1MQ//MM/TEoU/uIv/oJf//rX0r/7+/vx8/P7Y5/q9xbOKntWucWS2pk/o8qCQifg2Cbj008/xcrKioULF7Jq1SqzEuaWLVuorKyko6ODjo4Otm7diqenp/T7yMhItm+Pl+KAb9++zfz588nLy2PdunXY2tryxhtvcPz4cSkY6NChQwiCwLPPPsu//Mu/oFarJWfFySCKokQSduzYwaVLl3B3d2doaIjXX3+dxsZG8vLyyM/Pl4hCS0sLf/M3f4OjoyM2NjY0NDSwdOlSMjIyWLJkCTnFNZzPnFmMcH67kuMffIK1hYwFCxawYsUKqTzt4OAgLSj+/v4UFRVJAUnTEc5NhZ6eHi5fvgxARETEE5V1J6soCILA/PnzuX37NvHx8VPuBDs6Orh37x55eXno9XpEQUQWKMNoYZz29KwgCqxxW8O8+HkUFRWRkJBAYmIiwcHBREVFER4ePuE5jHVnnKwnr9frSU9Pl/Qszc3NdHZ2smXLFmDUxVIUxRm9f9P1Urh58yYjIyPSc02EnJwcEhMT8fT05MCBA+OsmE1unSkpKXR0dBAaGsqzzz4rkd7e3l7u37/PypUrpRFiV1dXXn31Va5evUpiYiI1NTXs3L4Q7eBPMOobsVA+tEaXja2DiwT41hLgexx315+wdOlSXF1d+fzzz6mpqaGvT/NERMFoFBkZNs7qE8biB9A6+LaYEVFwdXVFLpfT1tZm9vO2tjazxWUsvLy8UCqVZrujiIgIWltb0Wq1E/bdVCrVbFnrERz238DdzpmpyP3qVOzbvZeamhqKiopITU3l7t27BAYGsmnTJumz2b59O59//jnAhH1d007f2dmZ7u5ucnJykMlk3Lt3jw0bNiCTyXjjjTd49913KS0t5YsvvuDw4cNYW1vj4eFBU1MT6enpLF68eEJnwbEkYffu3dJFSCaTIZfLEQQBPz8/bG1tyc7OlkxqlixZQk1NDV1dXdIseUZGBgqFAo1GQ7/cHZlQL1UMpgMRkWaNJYs9bNiwYYPZ99De3l4K4DGlKKpUKiorK78VUTAajZw+fRqDwYBSqWTv3r1PdByTX8REiI2NJSUlhcLCQhYuXGj2O71eT0lJCffu3TML6QKwsbJhvfV6kg3J03wxIOgF2pPbcd/pzoIFCxgcHJQSLs+dOyfFZkdHRxMaGippl8YGQ01GFAoKChgYGJBGbPPz87GxsZEqZrW1tdjb289obG867oytra3cv3+fDRs2TBiapdfruXz5Mjk5OSxYsGBca0IURSoqKkhJSaG1tZU5c+awa9cufH19zY6TkpKCpaXluBFihUIhiXWvXDlJR+P/wta2H5kw+cZBJhMRRYgM+RT9yEZCQtbg7e3N9evXGei3f0IRnYhSKZ/0ej+LpxMzIgoWFhYsXLiQ69evS8Iho9HI9evX+fnPfz7hY1asWMHnn3+O0WiUxoHKy8vx8vKatknJLCDEzpf/J/JF/qbo44f6man/yr2aLPBuUnGl6woHDhxg165d5ObmcufOHWpqajh+/Dh2dnYsW7aM8vJyaZH5+uuveeutt8wu1La2tnh6eqJUKunu7pZ21qmpqURGRuLl5YUgCLz22mu8//77lJeX8/nnn7Nx40aampqkMv3Jkyd5+eWXzSoLY0nCrl27mD9/vpnyfSzBvH//PpaWlgwPDzNnzhy2bt2KWq3mnXfewcrKCr1eL4kLc/MLuVVvi/EJynqNakvCBwY4c+YMhw8flr639vb21NTUAODu7o5KpcLBwYGqqio2bNgw4+cxIT09XUo63L9//zjb6+listYDjJ77nDlzyM3NlYhCV1cX2dnZPHjwQBoPlMlk0utdvny5NFVgKDKQokmZ0nhJQEAwCHjc90DUiXz44YesX7+e5cuXs2TJEpYsWUJfXx9FRUUUFRVx+vRplEqlJKY1eUVMplMwGo2SmNTNzU1ywoyOjpbOebr+CWPh4OBAY2PjpL83fUddXV0nFLv29fVx8uRJ2tra2LVrl5kzqSlS/MaNG9LfwmR23q2trVKC52TXxoiICLxclBi1fciEaZqviSLdbb/hZsZ/pbu7m+HhYZobWxFFGU9isubj6/yjtm0eix9L62HGn/avf/1r3n33XT7++GNKSkr46U9/ilqtlqYgfvKTn/AXf/EX0v1/+tOf0t3dza9+9SvKy8tJSEjgb//2b/nZz3723b2KHwlWucXy/8X+FB+r0fEq+ZiPz+TBby1TEVhlyfx2D5QKJXq9nk8//ZTU1FTi4uL41a9+xU9/+lNCQkIYHBzk6tWr1NbW4unpiZOTEzqdjtOnT0vlfRPmzJlDZ2cnAHv37pUmEY4fP86tW7dGz0EQeOWVV/Dz86OyspLPPvsMe3t7nnvuOelibHKFg/EkwXSBNS1agiBIREGr1fLgwQNpp7h8+XJpJ240GomJiaG7u5sDBw7w29/+lkMvHHsikgAC/UN65oaGU1lZyZUrV6TwKJPpkuncTFWFlpaWKT0hpkJbWxvXr18HIDg4eNrmPRNhqooCjIoaGxsbSU9P55NPPuF3v/sd9+7dY3h4GEtLS2xtbTEajURGRvLzn/+cdevWYWFhwcDAAO2X24lqisLL6qEuxDjm9rDibdVixdaBrdgN2zE0NISDgwPJycmcOHFCen8cHBxYvnw5r732Gr/4xS9YtWoV7e3tfPnll7z//vsAku7jUZSVldHV1SVNG1RXV6NWq6XR2Zn4J4yF6XN99DtvQm5uLo2NjcTHx4/TjZhIt1qt5uWXXzYjCXV1dXz88cd8+umnALzwwgscPXp00rZIcnIyLi4uU1qgi6IOg/YLZLIZmK8JIiplO9qhO9LflrevHJnsCUSqosiWLfNm/LinFuJ3dPueY8YahUOHDtHR0cFf/dVf0drayvz587ly5YokcKyvrzdjm35+fiQlJfFf/st/ISYmBh8fH371q1/x53/+59/dq/gRIc5pLh8s+Qvy+6q43JxBbn0xgkLOHHc/1rrH4dwm51LjRQYYYPPmzWRlZTEwMEBKSgqNjY3s3bsXd3d3jhw5Qm1tLR9//DEKhYKGhm9GpRoaGkhJSTHbJQcHB5OWloZMJqO1tZXdu3fT399PTU0NN2/epLi4mJ/85CfY2Nhw7Ngx3n//fZqamnByckKlUnH48GHeeecdbty4wZw5c/Dy8pqQJMDopIMJpvJtfn4+Wq2Wvr4+FAoFc+bM4dq1a9JY3KVLl4iLi5OU7xaq6c3ET4YHeXnEREWQmZmJs7MzS5cuxd7enpGREUZGRlCpVPj7+0uTBFVVVWZeD9OBwWDgzJkziKKIXC6XhKBPClM2xkTo6emRqhZXr16Vdqz29vaoVCra2trw9/fn8OHDZtbTRqORM2fOjLaXNr2BtbU1+R35fHDzAwwWBlwcXehv7Me20Za40DgKHhTg5+dHc3Mzvb29eHh40NLSwjvvvMPevXvNRLXOzs6sWrVKIgumnIy7d+/y4MEDIiIiiI6OlrwCUlNTCQwMlMr1+fn5uLm5SWXwJ9EnwCh5MRqNqNXqca0xjUbDtWvXiImJMTuuKIqkpaVx/fp1goKC2L9/v9Q6aWpqIiUlhaqqKjw9PXnuueeYO3fulFWOqqoqqqqqOHjw4JQi1uaG09goemf0+gCMRoFFcQ3Mm/8aMpmMr7/+GndPBa0tTNsZUCYTcHQysnBR9Iyf/+mFwJNa35sf4/uNJxIz/vznP5+01XDz5s1xP1u2bBkZGRlP8lSzmACCIBDrGEKsYwjv3n0XT09PdsbsBCAhOwFbW1sGBweZN28eMTExnDhxgs7OTurq6jh+/DgHDx7E2dmZixcv4u3tzbFjx6itrZWiaQFSU1Npa2tj27ZtODk54e/vj0KhwNraWrrPhg0bePfdd/H29qa5uZl//ud/ZufOncyfPx8fHx9aWlro6enhww8/5NixY6xfv54bN27w5ZdfEhISwoMHD8aRBDAnCnK5XMpomDNnjuQIV1xcTHp6Ops2beLevXvY2dmxdetW6XEONjMbzTN7f4FVK5aRkZ5OYGAgSUlJODk5Sb3p/v5+3Nzc8Pf3R6fT4erq+kRE4ebNm1KS5Y4dO8xyMZ4ESqXS7L0zGo2Ul5eTnZ1NZWUlCoVCmhpxc3PDxsaGiooKHBwcOHDgABEREeMWsxs3blBfX8/Ro0clsaG92h7nktE2wZ49e7iYehGDwUBJSQkbNmwgLS0NS0tLaWLF09MTCwsLPv30U1auXMm6devGla7d3d1Zv349Dx48IDQ0FEtLS4qKisjOzsbOzg5fX1+am5t5/vnngdERyZKSElavXi2dc11dHXZ2djO2FR7rpfAoUbh+/TpGo5FNmzZJPxsZGeH8+fOUlJSYvZ7W1lZSUlIoLy/Hzc1t0vf0UZiCn/z8/AgPD5/w9wMDAxQXF9PedJ5VS0dbCjOBTCbi623A2nmeVNULCNTT32vJ8LBRcmGc/PECCqXAoiUO0wr5msXThdmshx84Hh3Na2xsRKlU4unpKammX3rpJb744guampoQBIH3338fLy8vBgYGeP7551EoFISEhBASEkJ3dzfvv/8+Go2GiooKKioq8PLyYtWqVfj7+9PZ2SkRBW9vbwIDA9HpdBw8eJCzZ89y/vx5Hjx4QHNzM6tWraKxsZGqqiref/99jh07RmlpKc3NzZOSBPgm58FkIFNbW0tHR4fUw46MjOT8+fPMmzePoaEhWltbefnll7GwsJAso/Pz87GzMDKgnRnjlwngbq2nv6+P5cuXk5aWhoeHB2fOnJF2/Cai4O3tjVwux97ensrKSjMdzuPQ0NBAamoqAD4+PuNMpZ4EpqmH/v5+cnJyyMnJYWBgADs7O6naEBgYSG1tLe3t7chkMjZs2MAzzzwz4ThieXk5d+/eZePGjWajrZ2dnWaBQn5+flLk8fXr11m/fj1lZWUSaWlra8PV1ZVVq1aRmppKXV0d+/btm1A4a2Njg0wmY9OmTWzcuJHGxkYKCwvJzs4GIDExkaioKJTK0bba2AyLmfgnjMVYojBWXNjU1EROTg7btm2T/pY6Ozv56quv6O/v5+DBg0RERNDR0SFV1Zydndm7d6+ZbuJxKCgooLW1lWPHjiEIAkNDQzQ3N9PU1CT919S6iZtnQERAeIJ6tVY3xIl336W9vZ2IiAhKSkrYfyCIxIRWerrVk5IFQQAbWxWx80Xmzw+d8fM+1Zg1XJrFDwFjZ861Wi1tbW2o1Wqz8SWVSsULL7xAcHAwfX19ODs709jYiJeX17jdgbOzM6+88oo0baBQKGhpaeHkyZPU1dXR399Pe3u71Atfvnw5TU1NWFtb85vf/AYfHx/q6+vR6/V4eHhw5MgR5s6dS1NTEx988IFZuNFkgq2hoSFJnCiXy7l37x7u7u40NjaiUCi4e/cuTk5OxMTEkJqaypo1a5DJZCQlJfEv//IvnDhxgoaGBub5zHxyxihCiLMoZQcsW7aMtrY2rK2tuXTpEoCkkFcoFPj4+GAwGBgaGpII1OOg1WolgypBEDh8+PCMz3PceT8snXd1dfGv//qvpKWlYWVlhUKhYGhoiOjoaOLj46Vzt7W15Re/+AUrVqyYkCT09vby9ddfExYWNk6B39HRIe3aZTIZfn5+aLVadDod0dHR3LhxAy8vLxYsWIAoihiNRrq6uiguLubAgQP09/fzzjvvUFJSMu55xyZImqZdYmNjMRgMrF69muDgYHJycrh58yYKhYKcnBw6OjoYGRl5In1CW0MXX/xzEgVnevibI5/w0/X/m3//b19QkV9PQkICnp6ekidDcXEx7777riTcdXd35+zZs/zhD3+gqamJXbt28bOf/YyYmJhpkwSTN4O7uzvZ2dn87ne/4+///u/57LPPSE1NHWeypNFYTkvE+ChEUaChflg6d5PZWv9AK28ff5mly7z45mvwzeonl4t4+xr4y7/ajEw+ODsW+ShmNQqz+CHAtJjCqNGLKIpotdpxhjAKhYKDBw9y+vRpSkpKpBn0Dz74gAMHDpgt4M7OzmzZsoXExET0ej2LFy+mp6dHsjEG+PDDD1m3bh1z5szBzc2N9PR0Dh8+zIsvvsg//uM/otfrOXnyJDExMRw6dIhTp05RVlZGc3MzcXFxPHjwgPPnz+Pj4zNuZ2kiCgaDAYPBQHl5OWvXriUlJQUbGxvUarVUJXFwcKCgoED6XUREBAaDgfz8fBwQUcmt0BmFaY1ICojYWRjxspej0YyOWkZFRbF48WIyMzOxsrJCJpNJo5gwOiaZk5MjjUlOJ1r62rVr0oK9efPmx0ZuT4XBwUEePHhAUR9S6wABAABJREFUdnY2fX19yGQyvLy8aG5upr+/n+XLlxMQEMCdO3fIyckhJCSEiIgIKa54Iuj1ek6dOoWlpSW7d+8ed7/Ozk5pVNZEFO7cuYNKpcLR0ZHt27eTmJjInDlz2LlzJ4mJiRgMBvr7+0lKSuLgwYOkpqZy8uRJKSnRRFasra3HCUNNxNBECFeuXMm//du/4enpyb1797h9+zaOjo6IojjttsNAr4Z//fVnpF3JG23HGIyAjt62QRrKW0n8NBVbDwV/8farwOhnlpaWRmRkJGvXriUtLY3c3FxsbW2Jj49nwYIFjzXIMhqNdHZ2SlWCpqYmWltbEUURjUbD4OCglGIpiiI6nc5sbNPZ2Rk7px2I4l0EYWaJnoIgIlft4NVXX5XaeTCqXenubsXesYNXXp9L6p0ShodHP++tW9fR2lZEZ2cbFRUFyOXyb+0XMosfJmaJwg8cBoNBusg2NDRInv+TGVT19/ejUqno6+tj0aJFVFZWcvz4cfbu3WumuF+0aBGlpaU0NjaSnZ3N0aNH2bVrF//+7/+OTqejpaWFzz//HGtra/z9/SktLaWzs5OKigqMRiMvv/wyZ8+eJT8/n6qqKrPSdVNTk1T6PHnyJK+++qrZDmx4eBgrKyuGh4fp6upCpVJJi7NarWbx4sV89tlnaDQaydVx06ZNDA4OcuPGDTQaDTKZDEd7W/736+v57bs30OqNiFO0IAQB7CwVLHbtA6yQy+VSn9zKykoa8YTRUrEpItjf35/U1FRJP7FmzZopP6/KykqysrIAcHNz45lnnpny/hPBNHKXnZ1NaWkpMpmMgIAARFGkv78ftVrN1q1bCQkJITU1lU8//RQ3NzcpdVOtVpORkUFBQcGEz2+yy3755ZcnDErq7OyUeulyuVzKEfH09KSwsJBf/vKXODs7c+rUKfr6+jh8+DDnzp1DrVYzNDTEF198wZEjRwgKCiIpKYmGhgaeffZZXF1dsbKyMhuPNVUitm/fLn1HiouLkcvlHDlyBIVCQWVlpTQ58umnn+Lj40NUVBRRUVET9tP7ugb5za5/oqWuE0QekoRvYHj4b3WHgb87+jGrXwmhZ6idVatWSZbiVlZWbN68mYULF044zmr6LEyEwNRGMFXiTK0104ItiiJDQ0PSvx0dHfHz85OM0F566SXpb1rT+wCt5ktgchv8ceeDLdHzf40gjJIZU6iZo6MjV65cQaPR4OnpgYtrMaYtblS0G37+CySTp4CAgCce3X1q8SOJmZ4lCj9wjG09mPQJAQEBE+5ubt68SXNzM0ePHqW2tpaUlBQWLlzI4OAgX375pZkwSxAEdu/eze9//3ssLS05c+YMb7zxBpGRkRQWFuLn5yfZ5Zrsuz/55BOpb+zn58cvf/lLkpKSuHfvHiUlJcydOxelUklxcTEGg0ESRt66dYt169Yx2KumrriJqqwGrO2sMFiNMKDuZ9GiRVKPWhAEMjMzgVEys2nTJpqamrh69Sqtra04ODggiiKRkZHEx8eTk5PDMs8BanRe1LUNIJcJGMaUF0z/dlbp+ff/doCq8mIyMjLw9PSktbUVlUrFyMgIDQ0N0vhhf38/V65cIT4+Xrp429nZkZ+fL1VDJsLQ0BDnz5+XdoyHDx+eUT9drVaTm5tLTk4O3d3duLq6Mm/ePFpbW6mqqsLOzg6ZTMZPf/pTMjIyeOedd1AqlcTHx7Nw4UJpobWxsSE0NJTc3NxxRKGwsJDMzEy2b98+YWT28PAwAwMDUhVIJpNhZWWFm5sbFhYW9Pb20tTUxJw5c3jllVf44osvOHv2LPv27ePq1at0dHQgiiIfffQRL774Iq+99hqnT5/mX/7jXQSfMDKqWunTDHPq/32HOR4uzLHUYmVja6bhyM/PJywsTBJ/hoeHS54eERERFBUVcf36da5evYq/vz/R0dFERkZiY2ODKIr8r5eP01LXOY4gPArRKKLuHyL5eDEH/2qZFGy3bt06lixZYtY6M+kKGhsbqa+vp7m52cybYuzopenv1TQCamlpib+/P35+fvj6+uLt7Y1SqSQhIYG2tjYOHz5sRvx71btRGr5CLoPp2hl09OzH0eubVpyJsMybN487d+5ImiWTENr0WUdHR3PlyhV0Oh1ubm7Te7IfEWbTI2fxg4BJzCiKIg0NDQwPD0/YR6ytreXOnTusW7cOf39//P39sbKyIjExkZiYGNavXy+NUO7fvx9bW1vs7e2Jj4/n3LlzKJVKLly4QHh4OHl5eWg0Gn76059KGQz5/z97bx0e133mfX/OzGhIzMxoS5ZkiszMFHASB+zYTpz0yRa27W532/fZ7W736VK77ZaStKE6TpzEjhNzzMwWMzMzjzR43j/Gc2JZsi05xmQ+16XIGQ38hs7ve2743jk5kmuhrQguOTlZOhg6ODhQWlqKp6cnsbGxFBcXS2d7X+48xvn3s7myPxuj3iStWa6U4ZPkjL7rMgpnAZlMxsyZM7ly5QqxsbFMmzaNL774guLiYry8vNBqtej1etauXUtCQgIVFRUcP36cxXOns3jxYgoqmvjsZBY5pQ0MDBpx1CpJiQ9lXmIQB3d/wtFD+/mbv/kbXF1dOXLkCGFhYbS3t0sOouHh4ZIoSk1Nxd3dnenTp+Pr64vRaEQURSoqrLMNRuLLL79Ep9MhiiJz584dku65GaIoUlNTQ1pampTTj4uLIzo6mqKiIrKzs4mIiGD9+vV0dXVx4MAB/vSnPzEwMEBKSgqzZ88esZsiOTmZTz/9lKamJqm9sK2tjf379zNhwoRh7o02bF4a19coAAQFBVFXV4eTkxN5eXkEBQXh5eXFK6+8wmeffcYnn3zCypUryc3NpaqqCoVCwQcffMBTzzxLvUs4B0uLEdqrrkV9BNp7dXT2DZAqijgplTxWVM28hEiam5tpbm5m/vz50pr0er2U0kpISCAhIYHBwUGKi4vJy8vj8OHDHDp0yDqGWvAi/+roB3mJIhj6zFw5nM9Try5i2rRpyOVympqaqK6uprKyUpryeCO2qBQgve8ymQw/Pz+8vb3Jyspi6tSpLFu2bJhgPHv2LOnp6axevZqYmK8KCAsKCti9+yRREU+ycOYXCIKIcAt3RoC8okROnFMwZcqXLF++fMiUUVsni8lkorGxES8vL/r6+pDJZFJkLzg4mOrq6iEdNXa+XdiFwiOOLaLQ0dEhfZFvrE8YGBhg9+7dhIaGShMcAaZOnYpGo2H37t1ERUXxwgsvsGfPHt5++22efvppQkJCSExMpKioiIqKCoqKiqSzzNbWVmlA2BNPPMHs2bP505/+hCAI6HQ6jh8/zvHjVtvfGTNmMH/+fL744gsKCwvp7OwkKCiI2tpamtP7qDjejCCrxTbGwuQpx5CgwaKV0WOwUHO4lvHj3fnBL1/j/PnzqFQqlEolb775Jk5OTkRFRVFWVkZ4eDhPPPEELi4udHV1sWvXLiIiIiQ/iPERfvxLxDJGojQ/hpKSEvLy8iTPhC+++ILAwEACAgIoLi6msrJSqq8Aa4i+q6uLoKAgKisr8fb25mp+IX1aF8wWC15OjkT7eCIIAnl5eeTl5QHWcO+cOXNu+b4ODAyQnZ1Nenq6VBMwe/ZsyXhqcHCQ+Ph41q1bh7+/P9XV1VLbW1BQEEuWLLllvj46OhpHR0cyMzNZvnw5BoOBnTt34uLiwqpVq24a6bAJBZvIs0WugoODyczMZPLkyeTn57NkyRJkMhlarZb169fz5Zdfsn//fmbMmCGlC0RBxt/8ZQ8dZut93Jgaslw71eo3mPjhe/v4j/XLceioRaPRDPmMj+SfoFarSUpKIikpCZ1OR2FhIXl5eex695i1CWYsZ3ECdJaYJcE20ihsrVaLRqNBEAT6+voYHByULLmDgoIICgoiMDAQPz8/FAoFe/fuRaPRsGDBgmGvdWZmJqdOnWL+/PlMmjTJ+tqIIufOnePUqVOEhoZSVGLCz/cfmDThS8zGbCyiTLJztlgEZDIRQebJhSsJpGVHExAQQHp6Op2dnTz99NOSUCgrK0Or1dLa2opcLuexxx6jqqoKuVwuHU9sYmKsnT3fCr4lXQ92ofAIY8txyuVyyYLWzc1tyAYhiiL79u3DYDDw5JNPDvuSJyQkoFar2blzJ3q9nk2bNrF//34++OADFi9eTEpKCqtWreLNN99Eq9Vy5swZDN5aipR9/PjyxzhqtPhqXEgwWDcOBwcHHn/8cQ4fPixFGC5evEhRUREpKSnExcWxf/9+6urqaMvWUXHcOjdEtIB+vJq+la7oJ2mtfYoW8ZqficDFCj3yo4dxb+9ApVSRm5vLlClTqKiooLKykqVLl5KSkoIgCBiNRnbs2IFKpWLt2rWjOrCtXbuWX/3qVxw4cIDx48dLoepPP/0UFxcX5syZw9mzZ8nKygKsBlTl5eVcvXoVlVpD6YCRBicPKgtqoeAr86pwT3eeThpH48XTUgh63bp1I67JNmAqPT2d/Px8LBYLcXFxzJ49e0g75aRJk5g2bRru7u50dnayc+dOCgsLpQjFypUrb1sgKZPJSExMJCsri0WLFvHll1/S1dXFq6++ektr9dbWVlxdXaX1237balC8vLxIT0+nurpampool8tZtWoV3t7eHD16lOjoaKKiotiZXUe76fbvjXjtP/+0/TArfCzEJ8Twl5KLFHU1M2A2omvvwslXjZPryP39Wq2WyZMnM2nSJHb9/G/HfmAWoa2uh8LsMpw8VLi7u+Po6IhcLqevr4/29nZ0Oh0mk4nAwEDi4uIkYTDS+9Dc3ExWVhbLly8fNtOmpKSE/fv3SwPcwHoysH//fnJycpgyZQrZ2dlER0cze95z9PWt5/yld3DWHMXdtYeQUH8aGgfIzvdh7oJf0Ke/ipeXtYAyISGB0tJS3n//fUk8V1ZWMm/ePLKzs2lra5OOHYIgSKmT9vZ2aX5KVVXViJNov7XYaxTsPOzYwvoKhYLq6mpkMtmQMCUgFbw9++yzIw6zAWsEYsOGDXz88cd8/vnnPP/881y+fFkqNFuzZg2rVq3ij4d2UBgr0K7uRRChrKPU6u8vCJhFC0EJKmIqDVy5coXe3l7mz5+PTqeTcuqHDh1CJpMxfvx4ynIrKT38VRdF3ypXejZ4glm0igT46jdgDFNyUtZOgFbkO17jcHNy4cKFC/j4+PDaa6/h4+MDWDfb/fv3097eziuvvHLTeoEbUSqVzJ07l5MnT0r1B6Ghobz88sts376dzMxM5s+fz6lTp6THiYuLI6ewiJMDAs1oEfoGuNGzoaq9k1+fvIgjCuajZ2HKY8MG6uj1enJyckhPT6e5uVmKOPj7+5OVlcWePXvQaDTMmjWLqVOnotVqpba6q1evotVqeeKJJ3BycuKjjz66pY3z9UycOJFLly5x5MgRsrOzefLJJ2+bh25ra5PmLMBXEQUPDw80Gg06nQ43Nzfy8vKGjFcWBIFp06bh4eHB559/jsrZjWrD2Ga9mB0sfOmuY9dgHuRb552IgCCC6AUzD/6OzdEp/J9xs5ALQwWIyWSio60Tk2H0BYA34u3ui1HRR2dnJ52dnXh7exMcHMz06dMJCgrC29t7VKL0+PHjeHh4DEvv1NXV8dlnnxEbG8uKFSsQBIH+/n527NhBQ0MDK1as4Pz583h6erJ27VoyMzM5duwYDg4OeHo+T3mthcTHXqao8jJllUfwyi8mMDCQsrIyFi1axPHjx5k7dy45OTns3r1betxJkybR29tLW1ubtaASEYPKQKupldrOWpqam4iNiaWkpERKddn5dmEXCo8wtsplmymRxWIZEpJtbW3lyJEjTJ48WbI2vhnBwcFs2rSJjz76iA8++IANGzYQFBTE3r17eeedd3Cdn8j5qK9yoTYRLPJVNU+D0kBDjMhgeTVbVq6S+s8XLFhATk4Oly5doqOjg7y8PCpPtEoh4P5FzlaRACC/ibq+JhoaPQU+0ZcQn6lj1kxr8eX1hZu2av61a9dKtuKjZdasWVy9epW0tDRmz56Ns7Mz3t7evPLKK2zfvp2LFy+SmJhITk4O1dXVOKjUXFK60XJt8xmpq8J28qpD4ITgxI9Spkt/a2hoIC0tjby8PEwmE7GxsdKZ3qVLlzh58iTu7u4sX76c5ORkqVI+NTWV06dPYzQamT17NjNmzMDBwUGKKt3MxvlGvL29pf79yZMnDzEvuhltbW3ExMRIItW2Mdo8D+rq6khISCAtLW3E2QgxMTG88sor/OOb223b/KjWalFb0E8YAIfh4QDbZ7HHOMjvC85wuiSHdZYABvr76e3tpa+vz7oBjmWM6Ag0tzTh6qfBw8MDT09P3N3dJQtsvV4vmVvdSixUVlZSVlbG008/PeS1aWtr4+OPPyYgIICnnnoKmUxGS0sLn3zyCUajkRdffJGjR48CsHz5cj799FOqqqqYOHEiixcv5pNPPpGiAbaNvKCggCeeeAKj0UhkZCRdXV2cPXuWJ598krNnz6LX6/H19UWr1SKKIqJG5Gj7URoXNmJRWaiiipNlJ5HPkzPOdxzmSjP5+fmsWrXK3v1wDUG0/nzd+3jYsQuFRxjbwVoURdrb2xEEQepzNplM7Nq1C3d3d5YuXTqq+/P19eXll1/mww8/5P3332fDhg289tpr/Gbvh7xdfvy2x3TLtW3xcoSF1XK9tDZbi5deb71MLlPQnNNjbU1zlNG9yXPUz1kUoEjVz/q1S1mUMNQIqLKykmPHjjFjxgwSEsbuRy8IAk899RTbtm1j586dvPLKK4C1o2Hz5s3s3LlTqjMwm81UyzU09OsZzWYnIqBH4JeHT/NqXAhpaWk0Njbi4uLCzJkzSUxMpLa2lhMnTtDc3ExAQABPP/0048aNkzae0tJSjh49SltbG8nJySxYsGCI5bDt4D3aiMLg4KBU4W4btHQrbNM5vby8pIjCjXNdzp07x+LFizl//jzl5eXDIlxgtWsedPKGrtZRrVOUixgSromEUaTHs42dyI0G1qqD8fLywsnJCZVKRX19PdkupxnsMd3+Tm5AppDxxLOrMJgH6e7uluacdHd3DxFmgiDg5OSEq6vV6tjFxWXIv48cOUJAQADjx4+XbtPb28tHH32Ek5MTzz33HA4ODpSVlfHZZ5/h7u7OSy+9xKFDh2hvb2fy5Ml8+OGHODk5sWHDBkkUdHZ2Sv/29vZGpVJJrdCCINDQ0MDy5cvp6enhwIEDjBs3TvJ0OH36NDm6HGrm1iAK4rCPs1lj5kjvEYQFAt7p3hQXF9/R9+sbib1Gwc7Dji2i0NXVBVitgG355WPHjtHe3s6rr746JvXv7u7O5s2b+eijj/jrX//Kiy++SGmEA/SM8g4E6+f+L6WnceoxkZubS3t7O05OTiQmJpKYmIih28K5/7AOBdPNdb55FOEmyAWBk7pqHucrodDV1cVnn31GeHj41xr5HB4eTnBwMLW1tVRUVEgHX5VKxQsvvMD+/fvJzs5GpdaQ1jM6kWDDIoqcKqnApSSHpJgonnvuOUJDQ8nKyuKDDz6gu7ubqKgoli1bRmhoqFTk1tLSwtGjRykvLyc0NJSnnnoKf3//Yfdve+9HIxREUWTv3r2SYVd+fv6QQteRaG9vRxRFvL29h0SzbNgcGsG6WeXl5Y0oFAB6BkYX9QAw+xgRVcM3sJsiQJZSxy/nzqQuv0QyowLwHqei9srYhIIggEeEA+VVpUyZMoXZs2cP8/3o6emRBITtd09PD83NzXR3d0uvF1jF1R/+8AdcXFxwdHSkurpacp7s6uoiLS2NkydPEhMTw5NPPsnJkycpLS3Fw8ODy5cvk5KSwoIFC4a83319fUPqC8LDwykuLqa8vBxvb2/q6uqYNGkSa9euZevWreTm5gIwZ84cDpYcpG1i281HiAvX0jxykeYpzRwvOm4XCjbsNQp2HnZsBx/bYCGbCU5JSQlXr15l2bJlYw6/g/UMetOmTXzyySf8dudfKY4yjGnAmShAlVrP0SvnmBqTwPLlywkODqavr4+uri5yUr+y7u1f7HyLexoZsyhysrGIf/31f+IiV6FQKOjt7UUURcxmMzt37kSpVKJQKFAqlTg4OODg4DDk37f6/7Vr1/L73/+eL774gr/7u7+TNmy5XM7jjz9u7QDpGWCAsYdfBQQ8H5vFmjmPcfXqVfbs2YPBYCAhIYEZM2YMeb/6+/s5deoUGRkZuLu7s27dOmJjY2/akWAThKNJPVy+fJmioiLWrVtHQUEBWVlZzJw585a+DraOBy8vL+rr64GhEYWAgABkMpmUfjh//jxGo3FEoapyuLWLoQ0REVPA2FwIwSqE/uGzd0lqHXq65hOnoS61X+qwGd19wTP/Zykt/bXs2LEDFxcXqTjSyckJtVqNWq2W6mRGWktfXx/vvPMOzs7OJCcn093dTXd3N6WlpRgMBgRBYP/+/dJtBEGgra2Nt99+m87OTsD6vi5ZsoSIiAipkFkQBOlE4foi5oiICIqKiigoKCAwMFB6v5RKJcuWLeOvf/0rAHGT4/jI8aObi4QbESAnIIeO3g48nG/f3mvnm4FdKDyCiKLIleZa0moqyHWR09hShbPc2vLW29vL3r17iY6O5rHHHrvjx9BoNKxfv57v7HsDQTTckeht8LSGPAsLC4dsXoNd1gO/CJh9HYYULY4aATrQI/QaJAMjpVJJa2urtNnZXO7MZjMWi0X6PVr6+/v55S9/iYODAzKZTHK9HBgYoF6uQDRbx/OMBRGR42mZ6NMvIJfLmTx5MtOmTRtSaGoymbhy5Qrnzp1DEAQWL17MY489dluL4NGmHmprazl+/DjTp08nLi4OpVJJbm4udXV1N3X0BKsg1Wq1aLXaYcWMtsf39/entrZWstwuKSmRfCWMRiOVlZWUlpYi9nYgIN7SLRNAdLQgau5gtoEAlW6Q1GpNqbm5uVFZWYlWq2Dla9Ec+POlUd/XsvUzWPO8NX1nqys5d+4cZ86cYdy4cUyZMmVIBOhGBEGgoKCAvr4+NmzYgLe3N6Io8vnnn2Mymdi4cSM+Pj7s2LGDmpoaJk2ahJeXFwUFBdL4d6VSSX9/v1SnYLvMxcVFMnAqKiqivb1dSncANDU1kZCQQFZWluQHUlBQgEKhwGQy8c75dxC9x/D6CiAqRPYW7GVzyubR3+6bij31YOdhw2A2s70kk62F6VT3dlkPse4KREEPQSo6c88SVt+FRiYb0aN/rCiVSjxC/aGxc8y3FUToFg1StON6VK4KVG4KBrtNX2ssmcVWUHlNEBgMhlEX8o36MSwWqbbiemod1GNx0L0OAb3FjEWw4OPjQ0REhORJIIrWYVTHjx+nu7ubqVOnMnfuXLRa7ajueTQRBZ1Ox65duwgMDJRSNOHh4bi6upKZmXlLoWDreACGFTPaCA4OpqioCA8PDwICAsjMzJQmkVZWVmIymXB3d2dxfAh/uVpz2+ckjlC8OFqMKgWvvbaZgwcPUlxczMSJE1mwYAF79uwhJMWRmiv9yOSyER0aZTIBi0XEO1aNLKRT8g8ICAhgzZo1LFmyhKysLNLS0vjggw/w8vJiypQpJCUlDTO4Ghwc5MyZMyQnJ0si4ciRI+Tn5/Pss8/i7OzM+++/LwmJwMBA9u3bR21tLWq1mo0bN+Ln54fFYqG3t3dYmqO6uhqwOlaO5PFw8eJFSZj4+/uTnp6Op6cnHV0dlLuUXysqHRtXB6+yGbtQsAsFOw8VfUY9W058zpXmr3r0RfhqML0gcLKuHIso8rcpkySTlK9Df3+/9cBzl1NogiDgP9mNqhNtCDoLouPowtA3ojZbF2ZLGdgmGN6ITCaTbKltkYXrUSgUaLVaqeDMxcUFZ2dnenp6uHLlCsHBwaxZs0Za+56LF9AVlHEnqxaApLhYXkqZwOnTp/n4448JDAxkwoQJ5OXlUVdXR0xMDC+++CJeXl5jum+ZTIZCobhpRMFisfDFF19gMpmGVN0LgkBSUhKXL19m2bJlN/VRaGtrk8Ywj1TMCNY6mcuXL3Pw4EG6u7tpaGigoqKC0NBQ5s+fT0xMDJ6entaakuxtdOrNt40q3DGiyDvvvIOXlxebNm0iJCSEvXv3Ul5ezvj5gfyfv1vC/r+e4/KRnGEdEf5R7mz8yZO06CvJy8vjww8/5KWXXpLEt1qtZtq0aaSkpFBVVUVaWhpHjx7lxIkTJCQkMHXqVKmO5MKFCxiNRubNmwdYN+4rV66wYsUKtFot7777LhqNhi1bttDd3c0bb7xBT08Prq6uvP7665LXgkwmw9XVFVdX1yGC7vDhw5jNZr773e9iMpno7e2lu7ub48eP09TUJE2CbWhokMRac3MzRo0Ri2oMORgbAgxqB2lpb8HHc+R0i51vFnah8Ahgslj4zqndXG2pu6X4tAAIAr8vzyQiIIjHI8bf4tpfIYoivb29NDY20tjYSF1dHY2Njeh0OloDLeDDmMWCKID22n4ll8txdHTE1dUVNzc3vLy8UC5U8Z9X3kFzqR/d/DEWNIrgpAenQWtidaRIglwuR6FQSOkCW3rCNvbYZDJhMpkQRRGTySQVn41EbW0t7733niQgjvb2IMpFhDsIh4iI9JQUcFUYYP78+XR3d3P06FEOHz6Mg4MDixYtYsaMGXccDbLNoxiJc+fOUV5ezoYNG4YNS0pOTubs2bMUFhaSlJQ07La2yYe2mQvXpx76+/spKyujtLRUmjCam5tLZGQkBQUFLF++nKlTp1qfvyiSk5PDl19+yUwPNYdb5BhvMXNBGLzDkJMIGoOFefPmMXPmTORyOcePH7cWoqpUbN68GRcXFybOHkdrQyf5V8rp69Gh0aqo76qkU9fMrJUTgYl0d3dTVVXF3r17eeKJJ4au71rhYHh4OL29vWRkZJCRkUFmZqY0nOrSpUtMnz4dFxcXsrOzOX78OLNnz8bBwYFt27YREhLCmjVrJEMvBwcHXFxcePXVV4cZMo1EZ2enVJ+gUChwd3fH3d2d5ORkvvzyS/r6+ggKCsLR0ZGOjg7c3NzQaDQUNBfc2Wt7jatZV1m1cNXXuo9HHntEwc7DwsGqIi40Vo/pNv/38hGWhkSjVgwtJBNFka6uLhobG6mtraW2tpbW1tabhqsje5WU+g4Pvd8OmSDw0xUb2PPhpwQEBKBSqWhoaJByrhqNhrnfTeLLXTnoFo3sqHczBAGSdE6oVWapDcwmBMDafufv74+bmxtms1kSEkajUfq3wWBAr9cP+f9bMTg4yODgIC0tLTQ4ahAVcixyEcHMmOoUBCDYoqeoqEiaGyGTyRg3bpx0FlhSUsL8+fOHWBKPFqVSOeJzqaio4PTp08ydO3dEwxx3d3fCwsLIysoaUSh0dXVhNpul0LltmufWrVulQrmAgACmTZtGeno68fHxLFu2jK1bt1JcXMzUqVPR6XTs2bOH0tJS/P39iXRzY8BQzYkO+TUTzuGvozAoIPTIEJ0tYxSrIpGdImcrz1JbW4urqyvp6enIZDJeeumlIULJO8CdeU9Oue618ubDDz+ksbGRgIAANm7cyJtvvkl2djaurq5D5kxcj7OzM3PnzmX27NmUlJRIUQawmmplZmZy4MABaQbK3r17mThxIpGRkbz//vsYjUY8PT3p7+/npZdeGnVUsLOzc8TPSnh4uPSdUKvV0ryG6dOnk5OTg6j/ejtUQWYBKxes/Nopzkcae9eDnYeFD4rSkQmC5H0/GvqMBg5UFTHfPUAaXtPQ0EBXV9eIBX0ymUw647ahVCrx1bgTYO6kUT4wauErQ2BRwHgSQqOomzKFnJwcfvSjH0ndCU1NTTQ2NtLU1MSspWF8md3FQIJmVFEFuSCgtcjxa9SzafMW/Pz8aG1tpaCggPz8fMmzoaWlBblczrhx40hOTiY8PPyWRji2jonrhYNtUuSxY8ekynOVSoVCqQTRglkNDv2j/5KLwPhAL0JwpqGhQbrcYrFQWFiISqUiOjqazs5OPvjgA8LCwpg3b57kjXEr6ju62Xu1gLPtAmmplVzqOMmipCgeiwqmt7eXzz//nIiIiFvOmEhOTmbPnj1DzlBtNDY2AtY5BHv37pXsuZ2dnVmzZg3R0dGSXXFHRwe1tbWSJXBWVhZvvfWWNDkSrGmMvr4+XCw6wv1dKO4VUfSJCDccNC1KEHscwGVsYlWGwFKvSFp19VKUA5Bmldg6BkYiLCwMrVZLfn4+AQEByOVytmzZwh//+EfOnj2Lq6urNINhxMeWyYiLi8PT05M333yTsLAwcnJySE1NRaPR0NraSn19PXPmzKG1tZVdu3YRExODQqGguLiYDRs24Ok5Om8Rm/Afaa6Hh4cHjo6OmM1mmpqaGBgYQBAE9u7dC4BcIUdpUGJwGFtXk4CAVqdloH+A+vp6KR1l55uLIIpj2H0eELZ8XXd394jz5b/JlHe3s3DPu2O+nSCCl97CqqabnynL5XJcXV3x8PCQwpVubm7Sj1qtRhAEMtqreeXSX7GIltuLBREUImx9bDOJ/uF0dXXxhz/8YUj4+UaaOtrYcOo9muT9t+yAkCGgQsasQgubV6xlwoQJw67T3t5OYWEhubm5tLS0SJerVCoSEhKYOHEiAQEBtzwLEkWRyspKMjIyKCoqGpKP/+lPf8r/2bOb01U1iAjI9CA3jsZwSURUwCS5nnEGA76+vnh4eFBcXIxcLkelUknmR7b1yuVydDod4eHhzJs3T5qncD2VLR38z54znC+sGhJVkV0bnx3s6UqC1ogv/XznO9+55VmqwWDgN7/5DdOnT2fevHl0dHRQUlIiFSKKooiHhwcxMTFYLBbS0tL453/+ZwwGA83NzTQ1NUkjr22+Bdfj4OCASqWiv7//unXKaHD34OigHkSQ67Hm0ASwKEB0sL56Mr9BUFkY7cnrzB41YbU6aWCY7bFs76VarSYuLo5Zs2aNuCnv37+fiooKfvCDH0ifla6uLt544w1MJhMvvPAC0dHRgPXzUt3bRcfgAEqZjCBnV9xUGj755BNaW1t5/vnn2bp1Kw4ODuh0OqllVBRFFAoFK1eupK2tjTNnzvDUU0+N+Lm+GX19ffzmN79h3bp1REZGSqnDhoYG6uvrpdZJG35+fixcuJBLly7R3t5OrVctHTEdY04tLndYTuHeQhISEli7du3YbnwfuNd7hu3+Q371S2Sa4dNZx4JlYJCaf/inh3p/swuFh5yTdeW8fGLXHd1WZRbZ3AKurq54e3vj6+uLp6enJARs0+5Gw/HGAv4hfScWUeRmckGGgGAWmVejIsklkJdeegmZTMauXbtoaGjge9/73k3P6vuNg7z46a+pcDV9NZ/dNvJBtHY4ePbB1GoBJ4OAj48Pfn5++Pv74+fnh5+f37Bq887OTgoKCsjJyRkiGhwdHUlKSmLSpElDNone3l6ysrLIzMyUHAgnTZrEhAkTuHr1KnvPXaBMrqFclH1VgCdeOzu97iW5PoRuqyi3KMGsEXm6tx/H675yth783t5ea5Gnvz+dnZ1DRINtgwsMDGTp0qVSIVtOdSPfeesLBo1GzLexJ35h2jh+um7kyZk2zGYzn376KTU1NTg5OdHR0YFcLicsLIzBwUEMBgPr16+nqamJ1NRUysvLcXd3l9IQgiCgVqsRRVEaKCS9Jtdy+d7e3ri6unL16lVkMhmLFi3i8OnTvNmnw3Krz6JMROY7CMpbiIVrXgDxrSJJLSJOjo5SF0BYWBgbNmygsbGRCxcuUFZWNmTUckJCArNmzZKiIuXl5Xz00Ue89tprQ8yt6uvree+99xAEgec3vsRlXQdbCzIo626XriMXBOZ4B6HOLePlhcu4dOmSVBcjCAJarZaWlhbpu+fv709DQwPz5s1j7ty5t3yPbFgsFlpbW8nNzeXChQt4eHjQ2dkpiY+AgAACAgKkaaO2w3xSUhIymYzMzExkMhkadw2FUwsRZeKouh9kyHBUOPLf8f/Nb3/9WwB++tOf3rZ1935z34TCf98lofCPdqHwtfk2C4UjNSV859Tu219xBJwclOS98KO7tpaczlreLD7FpdYyBEFAdm1DNF87S5vjHc1jPc5UXM5GEATmzJnDvHnzaGho4J133uGZZ54ZYl17PT09Pfzv//4v3hHBnO2vQYz2YVAwo1UoSXALYrlnLCc+3o2bmxvJycnSGWxzc7NkPOXu7o6/v78kHvz9/aUz6O7ubgoKCsjMzBzSsunq6kpISAg6nY6Kigrkcjnx8fFMnDgRpVJJYWEhBQUFXGrvIU1QW8dTjLBTWcXCteEV1wkdixLMKhBkIuNUaub26dDpdLi7uyOXy+np6RmxpsDPzw9XV1cqKiowGo1DogVubm4kTEnh5wcz6B80jDol9a/rFvPUtKGOen19fZSWllJaWkp5ebm0lsjISKKiolAqlbS1tZGeno7JZJLOyG3ruX5dCoUCLy8vPDw8KCwslFwc4+PjOX36ND/60Y9wdnaWxo0rFAqp9fSCUk2FQjHiayshiAiuRgRnI4Lc+lLLBasbgwUIEFVsiZ7OOLOW8+fPDzubdnFxITExkfDwcAICAmhsbOTixYtUVlZKnTCurq4kJyczdepU3njjDSZNmsSiRYuG3E9hYSFvf/EZR3xV6OTCiFOrbeI20eLAtDYDFqMRR0dHBgYG0Gg0rFq1iuDgYE6dOsXVq1cB8PT0lFosrx9mJooiPT091NfXS9GChoaGIUWriYmJhISEEBgYiI+PjyTIOzo6+OMf/2hd0zXB6ejoKHleVFRUEDI7hOPK49b38VbnDSIoZAp+GvdTIp0i+fzzz8nLy2PdunWS2dvDgl0o3F3sNQoPOZ7q0fXQj4RWtA6W8fb2visFR4nuwfx52kvU9ndwqD6XNn0vMkHA2eJA95k8tBXtLHtxGcc7BigvL+fs2bOEhYVJPxcvXmTcuHEjrsWWs+9taCXJouKnC16Xrmc0GvnrX/+Kg4MDL7744hBfAVs1vq1jo6mpifPnz0sbkLOz8xDh8OKLLwLWqZppaWl0d3dLdraOjo6MHz8euVzOvn376OjosJ7t+wSS1vmVSdRICIJw7SArYFaKWG44dshlcv7zqacZ5+lJUVER6enpVFVVodFomDx5MlqtltraWhoaGjAYDFIYXyaT4eHhgUwmk5wRu7q6+NO+0/QZlGNqLfz9gfOsmhJHa3OzlFKw1R54e3sTGhqK2WymqqqK8vJyysvLped2/fmEk5MTCoWCvr4+Fi9ejKenJ15eXri4uNDR0cHu3bsRRRFPT0++853vYDKZOHfuHGlpaZSWltLU1AR85cXg6enJprAw/l9hMUZRvLlYEAXELiVipwK5o4VohRGNXEZiTByTnf3IPXyGjsZMtIsXo9frpY0xPDwchUJBeXk558+fl8Z1+/j4EBQUxMqVKzGZTOTn51NbW8uZM2c4c+YMKpWKjIwM5syZM6Rl1DHIn6NBTgyYb/6ZsHl85AgG+hzNLNUp6enpYcqUKSxatAiVSkVbWxs5OTmEhYUxe/ZsMjIyOHbsGCdOnCA0NBQ3Nzd6e3upr6+XIiOurq4EBgYyd+5cAgMDqaioICMjgyeffHLEl6ynp0d6HSwWC3K5nO9///ts27YNQRDQ6/U85vsYugodF50vIsqvPZvr34JrkRqZUcZ6z/VEOkUCMGPGDPLy8rh06dJDJxTs3F3sQuEhJ9krAC+1lrZB3ZhuJwCBHTreeustXF1diYqKIiYmhvDw8K89+S3Y0YPXYoaGSHvCpvHhhx+ydetWnn32WWkU765du3j99deZPn06n3zyCbW1tSPm2hsaGtBoNAwMDAyxKRZFkQMHDtDa2sorr7wyzHxIJpPh4+ODj4+PVK0viiKdnZ1DxENaWho6nU66je2gGRwcjFqtpq6ujv7+flJTUwFrV0ZKSgoTp01n4Rtbx/T6yA0CFgcR5Nb3QSYI/H7ZCiZcs2dOSEggISFBOlPPzs5mYGCAsLAwVq9eTVBQEAUFBaSlpdHZ2SmF9sFaV2ISoWqMIgGgs3+AH/37/+KDDrlcLllXG41GqQj0elxcXPDw9kPr6ERuVgbLly1h8uTJKJVKzpw5Q1pamuT+KYoi6enpHD16VLIpLikpQSaTUVtbi1wu59y5c0Oex4QJE5g0aRImk4lPP/2UxSYTx9TaW4oFQRSRy+T8eelTTPb24sCBA5SezMGQCBs3bmTPnj3s3LlTao+dPn06Z86cYcKECXzve9/j8OHDlJSUEBAQgIeHB7W1tWRkZADW9zwiIgIHBwdaWlpob7emE/7zP/8TPz8/UlJSSExM5EdnDzIomm8d/ZAWLFDhqKBa7sA/rlsnFab29/ezfft2nJycmD17Nq2trVLNUGdnpyTSVCoVISEhJCUlERISMmQIGEB2dvawQkZRFCktLeX8+fPU1tYiCAJyuRyz2YzZbKa7u1vqAAKrCVf9pXqCFcEMBA/QGdyJyemr2RQOPQ4sC1hGT3EPGVczSAlLQa1W4+/vj5OTE7W1tej1+lG1cn7TELgL0yPvykruLXah8JCjkMnYEDeJ32dfGFPXA8DvX/oOhtYOKbScnp6OXC4nPDxcEg4jVUvfCS4uLmzevJnt27fzySefsHr1ag4cOMDAwAC7d+/mhRdewNvbm4sXL44oFBobG3FwcGBgYGDIJMOrV6+Sk5PDU089hZ+f36jWIggCHh4eeHh4EB8fT1tbGxkZGWRlZTEwMCCdEff29krtmmCNKNjESn9/P1euXGHr1UyMwthCiyIiCqOASS4S5eHJv86bz/Tg4c/Zy8uLpUuXsnDhQgoKCkhPT+fzzz9Hq9WSnJzM+vXrcXV15cqVK1y4cAGdTofFYqFeL8d8R4cXkbI+ER8npE3DwcEBLy8vfHx8pLD1oAn++y+f0dTiQHd247XbOlN3rJx+uSfzJkViNpul8HZvby/79u2jrKyMyZMns2TJEiorK8nKyuK//uu/hqRW5HI5S5cuJTExEZVKRX5+Prt378bd3R1DWxurBvppDQnlYls7ZlFEfq0bxyJaZVGUXM5v17/A+GtzFZ5//nlycnI4fPgw5eXlkrmW2WwmJCSEGTNm4OPjwxdffMHAwADPPPMMxcXFHDp0iM7OTpYvX05UVJTUultXV0dFRcUQN065XE5TUxN79+7lg0MHSPcb2ZDqZghAQ5AnISEhtLW1UVNTw8mTJxkYGADgww8/RC6X4+fnR1RUFIGBgfj7+9PR0UF6ejqlpaXU1taSlJTElClThhhxXd+hYrFYyM/P58KFCzQ3NxMUFMSyZcskQyatVotOp6Ourg6j0cjAwIDVF+ToURwdHa2+I1VytJVaRLnIisdX0NncyZULVxiIGuCJVU/w1ltvcezYMVavXg3A5MmTOXPmDFlZWaSkpIzpdflG8IDaI9944w1+/etf09TURFJSEn/84x+/lmX/7bDXKDwCtA70s3jPu/QY9aMSCzIEno5K4FczV0iX2UZR20RDdXU1FosFLy8vSTSEhIR87aIkvV7Pjh07qK2tZe7cuZw8eRJRFFm0aBFarZZ9+/bx3e9+d8jBThRF/ud//kfKuf7sZz9DEASqqqrYtm0bKSkpox6VbcNoNFJQUEBGRgY1NTVoNBrCw8ORy+VUV1fT09ODo6MjUVFReHt7YzabaWlpobGxcUhx3h7BkX5RYNTl9teQywTe3fAU04ODb5n2sRW5GY1GyTEvNzeXkpISDNe6IyIiIqRBTKWlpWS06skZVHEn5yK+Wgf+3+opBAUF4eXlNawAdO+ZXP572wnM5uElqzZbY38vF56b7kdrfQWLFy9m//79yGQy1qxZg6+vL19++aV1nsO1z6pcLker1dLb28u0adOk9/LKlSscPnyYiIgI6urqJEHxox/9iP/63/+lxkFJH+Ds4oqzXIZzawvfveaweCNtbW28++670gY/fvx4SktLcXNz49lnn6Wnp4dPP/0UPz8/nn/+eSwWC4cOHSI/P5+YmBhWrlw5xEq7ra2Nuro6zp8/T3d3t5QmueTuQLGTfHTRhBt4pt2CU/9XAiQqKoro6GgCAwPx9fWVZjbcSGdnJ2lpaWRlZUldMFOmTCE2NpY//OEPTJgwATc3Ny5evEhnZyeRkZHMmjWL0NBQDhw4QHFxMf39/YRGRHC6pQZLoDct3V2oBRm+epGQfjMmvZ4nnniCPXv2SNGHjRs3Ehoayp/+9Cc6OjrYtGkTra2tHDx4UBpxrdPp+PWvf42Hhwff//73x/ya3CvuV41C6H/9OzL116xRGByk+qf/d9Rr3bFjBy+99BJ//vOfSUlJ4Xe/+x2fffYZxcXFNx1M9nWxC4VHhJy2Rp4/8ikDJgO3Ml0VgBn+oby/8GlU8psHjPR6PRUVFZJw6OvrQ6lUSkVs0dHRw8Kco8VkMvHFF19QVFREcnIymZmZCILAxo0b+eyzz4iLi2PVqq8c3bq7u/nd734HWAdbvfDCC3R3d/P222/j6+vL+vXrb+mBcD1NTU1kZGSQk5ODXq/H398frVZLc3MzfX19ODk5MW7cOMaPH09ISMiI96vX62lqaqKmvp4tJ67c0WsA8P1Qb1wFURICNjFw/e+xDKkC66ZbpleS0afgToRCsKuGv/7NUyPWrew6mc2vtp24/RpkAg5ygTnBgziIeuLi4hg/fjynTp2S/CZsaw0KCiIkJIRz585J7oWvv/46p06d4vz584SHh1NdXY1KpZJaJxMTEyVzpFWrVjFu3Dh+9atf4erqyt/+7d8OW4/JZGL79u3U19djNBqRy+Wo1WrmzJlDamoqPT09rF69Gnd3d7Zv346zszPr16/H2dmZoqIiDh48iNFoZPHixUyaNGnI61JaWsrHH3/M5s2bMRqNvHz5ENWGsaUBbWzxjiBGZ/XMuJMCQJPJJKWkamtrcbzW1WEz2Ro/fjwzZ86UvCIGBwf57W9/S8qM6bxdlE6uRkSHBZn4VTeOKAioLTDVouaP617m97/5Le7u7nR2dvK9730PT09PCgsL2blzJyqVii1btvDll1/S0dEh2Uu//fbbNDY28sMf/nDIcLMHyX0TCv95l4TCz0YvFFJSUpg6dSp/+tOfrLe3WAgODub73/8+P/3pT7/WWm6GXSg8QlwoKeCHp/bSqpYhFwTM1711AuAgk7M+NpmfTp6PcgyRAVEUaWpqkkRDXV0dYK28j46Ols56RrtZg/XDe+DAATIzMwkJCaGmpgZHR0cmTZrEpUuX+O73v09pTw8dugGaGhrIPnsWV9HCpk2bCAgI4K9//Ss6nY7XXnvttkOR9Ho9eXl5ZGRkSLUOrq6u9PT0oNPpcHZ2lsRBcHDwqJ9He28vM343dg8LG6vlenwdrLly2xhrlUqFUqlEo9GgVqvRaDRoNBocHR1RqVQ4ODhI17f97urqIicnh9zcXPR6PWaPIPZUjGw3fSsERAIcTExzHMDNzY3ExETi4+Px8fGhrLaVF3/+IaM9GgiIODpY2DzHj9raWikaZKs9mDNnjtSG2N3dzdy5cwkICOCTTz4hJiZGqhNoaGjgscceo6SkBIVCQVdXl9TFsmTJEqZPn87evXvJysoacXO1WCzs3LmTsrIySZisXr1aimrEx8dLhlZTp04lOTmZTz75RBIharWanp4e0tLSqKqqwsPDg8jISGQyGXq9Hr1eT3FxsfT+vKPqp+sOgm4C8IyzP4751ijMjBkzxn4n1+jv7+fkyZNkZWVJQjM8PJyZM2cSEREhCZ3Lly9z6Pgx8ieGkd7WcMvmRwGY6hVAbHoFEcHW7+vPfvYzlEolRqORX/3qV9Lnd+3atXzwwQckJSWxcuVK8vPz2bVrFykpKSxbdusW3PvFfRMK/3GXhML/93+pra0dslabeL4eg8GAVqtl165dQ+zEN27cSFdXl2Smdbex1yg8IoiiSPH5y2w2uzJn5ZN8WpZLYUcLOpMRD7WGhUFRrI1KwFU59g+trX/f39+fOXPmoNPpJO/+1NRUzp07h0ajkSINUVFRQ9q3RkImk7F69Wo0Gg0XL16UvrSF1dVkyhTMf28rvaavCqbQOOJlMZPU10/ateLFl19++aYiQRRF6uvrSU9PJz8/H5PJhIuLCyqVioGBARwcHEhMTGT8+PEEBQXdMvxvMplob2+npaVlyE9nVxcIzmNOO9jwcNTiqlEjl8uxWCwMDAzQ2dk5zGPAhk1AaLVaSUDY/t/T05PFixfT2tpKSVk5DogYxzziWiBUad3Qu7q6OHv2LGfPnkWr1VKp9xrW3XC7++ozyknNr8ZTY8bV1ZXFixczbtw4SYh5enqSnp5OeHg4c+fOZXBwEJlMRklJCW5ubrS0tPDkk08SHh4utQja5nOYzWZiY2MxmUzk5OTg6OhIWFgY3d3dDA4OotfrGRwc5OLFi9TU1KBUKpHJZLi7u3PmzBkUCgXe3t4UFFjnGTg4OJCamioVqwJ8/PHHw55XR0cHHR0dODo64ubmhkqlQqvVMjAwYBV5FriTaWAi0FhZTRRw7NgxLly4gLu7O56enpLRmc30zNnZecTPa3d3NxcvXiQjIwNBEIiOjqa4uJj58+eTn5/PRx99hIeHB5MnTyYpKYmrqVdJC3OnsL3xtg4JIpDW1kCzlwPj1WqUSqXU6eHg4EB4eDg6nY6uri4OHz7M/PnzOXr0KOPHj2fcuHEoFApycnIeGqHwKHLj5NZ/+Zd/4V//9V+HXNbW1obZbMb3WmG0DV9fX8kS/l5gFwqPCHl5edTW1lpzg17+/NLL//Y3ukO0Wi2JiYkkJiZisVioq6uTog25ubkIgkBQUJAUbfD19R3xwCYIAosXL0ar1XL8+HG6lEp2tHZgVDggXi8SrtEuk/P3Xx7G12ziN8uXDzG6sTEwMEB2djYZGRm0trZKBzPbBjdp0iTGjx9PYGDgsDVZLBY6OjokIWCzem5vb5du7+Ligo+PD+PGjcPHx4fKrCJS65qGRG9uhwD4qJX4OKpoamrCbDZLJjjjxo2T6gMEQWBgYACdTsfAwMCwf/f399PW1iZdbrruNQtXqSjVj6XzQUQjiER7aOnr7UEulyOXyzEYDHT36cio6cAyxqIqAZEOPPjlj9YPO2szm81kZ2cD1i6PxsZG9uzZI50BGwwGpk+fTmVlJQcOHACQIigDAwPIZDI+/vhjenp6sFgs9Pf389///d83XYter8fJyYmamhrpTMxmMlZXV0dXVxeenp7S6zh16lSKi4vp7e3liSeeICIiArlcTmNjIydPnqSqqgqDwSANDgNrd0CIFloVt2jhvBmiSJRCg7u7NUKk01n9NFpaWqTBZDbkcrkkHNzc3FAqlTQ0NEgpmhkzZpCSkkJeXh6lpaXMmjWL2bNnU1tbS1paGidOnODEiRM0Oojku4y+E8ECVDvKaZRbhqUdY2Ji+PLLL1m/fj2ffPIJTk5OhIaGsm/fPl5//XWioqIoKiqivr6ewMDAsb02jzCCeBe6Hq7dfqSIwsOCXSg8AhgMBo4dO0ZcXNyIA33uJTKZjJCQEEJCQli4cCE9PT3SlMBz585x8uRJnJ2dJdEQERExbEzxzJkzaTNb+MfLVzFzcy8C2+WtcgW/Ly5jUlISSrkcURSpqqoiPT2dwsJCLBaLdNaq1WoZP3488fHx+Pv7S2fF3d3dwwRBa2urVJSm0Wjw9fUlPDyclJQUqcXyxuK+V5zcuPzJ2AyvROD1BbN4fnISJpNJstWtq6sjNzeXixcvAlaDqKCgIIKDgwkKCsLX1/eWaRFbpfrAwAANbR387cen6BnQcxtTxmsIJGoG6Ou1bki2rgeAfrNqzCLB+jwF6jqNnDx5UgrT2356enqkdMT+/fuH3Van00ntkrbnbJu3AUgtvampqSgUCpYvX45arZZEQF5eHleuXCEwMJDGxkY2bNhw0yFatomVhw8fRiaTSd03iYmJNDQ08Nlnn+Hh4SENvhIEATc3N6md1snJib6+PnQ6HbEWJWmasU20FESRSIsDP/vu91AqlZhMJqlw1ta+axOUgPQZbGtro7q6eoix0uDgIKmpqZSWlqLX61EqlWRkZEjRiMcff5ylS5eydetWTgs9CLfypbjJWs8OdvCk81DhFx0djSiK6HQ61q5dy44dO0hOTqa+vp7jx48zb948ioqKOHv2LM8///yYXp9Hmrs4PdI24v5WeHl5IZfLaW5uHnJ5c3PzqLvC7gS7UHgEOH/+PDqdjiVLljzopeDi4sLkyZOZPHkyJpOJ6upqKdqQkZGBXC4nNDRUEg42i+RtNbVYrrW63Q4LkFZXx9YrqcSZDKSmptLX1yeJADc3NxISEhg3bhzOzs60trZSU1NDWlqaJAhsFfRKpRIfHx8CAgJITk7Gx8cHb29vHB0dR2VCNSsylGhvTyraOkYVVZALAm5aDasTxgHWs+Tg4GAprGhz2bO14tXW1pKfn4/FYsHBwYHAwMAh4uH61IvN98DFxQVfX1+2/sCHLW/sorN/4KYWzlbXQJHJjkYWxEfQ2toqFRx6eXmh0WjoqGi77fO6GXqjmY6ODilE7+7uTm9vL+3t7YwbN06K2CgUCkwmE0lJSRQUFEjtekuXLqW8vJzGxkba29ul92TWrFn09/djsViYP3/+kCFMaWlpXLlyhcjISMrLy1mzZs1tJ20GBgYyf/58Ll26RENDA4IgkJOTI72u7e3tJCYmkpSURHd3N0VFRVLnxvV22uODQljgLud0S+2o25VFQSBpwNoCHBoaOsRi2YbZbKatrY2GhgZKSkqoqqoakqJycXGRhjwpFArMZjMVFRWYTCa+/PJL6XslCAJOTk509vVSGaIec+edKAjkWHS84Dw0mufq6oqvry+lpaU8+eSTUtvluHHjSE1NJT4+HkdHR8rLy285cMvO10OpVDJ58mROnDgh1ShYLBZOnDjB9773vXv2uHah8JDT2dnJxYsXmT59+l3zPLhbKBQKIiMjiYyMZNmyZVL7ZVlZGcePH+fIkSN4eHigCQomu7FpTPctAm+eO88Tg/0IWM/qwsPDcXV1ZXBwkNraWtLT06VedFtO+vq0gY+PDy4uLl/roCUTBN55/kmeef8TOnS6W85UkAsCKgcF773wJE6qkXvtBUHA1dUVV1dXEhKsdspGo1Ea+11XV0dmZqbkHujp6UlQUJAkHry9vaUz8AhfTz758Yu8efgiB9KLMJnMyOUyEMEiWrCI4CE3MclDTmKgn3R2GhwcTENDg7SBT5k0mUt1+Xf0+sgRMRgM0jwRlUpFbm4uCQkJJCcnS3UAgiCwcOFC8vPzpaFIr7/+OlqtlkuXLuHt7T3EjjssLIy3334bhUIxxFcjLy+PgwcPSgWRM2bMYOLEidLfbdMUbTbHDQ0NNDY2Sm2T7u7uBAYG0tzcjEwmk8yIvLy8yMnJIS8vT5qrERcXR21tLX19fZLQcXFx4TfzFrDuyA7Ku9tHJR4f6zETp3Vn69atpKSksHDhwmGmZzKZjM7OTtLT06mvr8fX15cVK1bg6+tLc3OzFHkoLy+XBIRMJsPZ2ZnExERcXFxQq9XSOOvmwX7JHXKsWARAO7wGKSYmhrS0NCwWCykpKXR1dXH58mW8vLzYu3cvEyZM4PLly+Tn55OQkIDZYkE+hgLoR5K7GFEYLT/+8Y/ZuHEjU6ZM4bHHHuN3v/sd/f39bN68+Wsu5ObYhcJDzrFjx9BqtcyePftBL+W2eHp64unpybRp0zAYDFRWVlJSUsK7xaVjDoEC9Mlk9Dm74Gcx09fXR25uLjKZDE9PT3x8fAgPD5cEgbu7+5i6MsaCv6szn7/yAj/8/CAZdQ3Ir01mtGH7/zBPd36/diXRPl63uLfhODg4SOkd+Gqzs0Uc6urqyMnJQRRFlErlEOEQGBjIL55bwt89PodDGcXUtnVhNFlwd9KwKDEKrWggLS2NvLw8jEYj3t7etLa2YrFY0Gg06HQ6irIuIxOcR5nCAJnajExtBhFivLwJDPShtbVVCoeDdUPPy8uTbuPh4cGJEyfw9fVlzZo17Nu3j+bmZkJDQ2lubpYiAjKZDCcnJyorK9Hr9UyfPl0SemVlZezevZvo6GgqKyuJjY1l6tSpFBYWSoKgoaFBEo+urq4EBAQwa9YsAgIC8Pf3l4pwu7u72bVrl9Tho9PpJJfKoKAgOjo6aGhokIZFubq68utf/1ry5fjdiuX8svgqFxtrEMThnjlWxz6ReXoHQrsG6DH1MH/+fM6ePUtZWRlPPPEEQUFBmM1m8vLyuHDhAq2trYSEhPDCCy8QFRUlPW8fHx9pouT1Qmj37t0oFArS09OlNIlGo0Gv1+Pl6w0Mn+A5Whydhk8ZjYmJ4dy5c9TV1RESEsKSJUvo7u6mpKQEgAGDgQq1nO9cOEbLpaMYLRZUcjnT/IPZmDCRucHh3zjhcDdrFEbLunXraG1t5ec//zlNTU0kJydz+PDhYQWOdxN7e+RDTGVlJdu2bePJJ58kMTHxQS/njnlm+ydkNjTe/oojsMrNlTWRXwkCT0/PBzqpLr+xmU/ScrhQWU2f3oDGwYFJwQG8OCWJKSHDCyjvFgaDYYh7YF1dnbQ5eHl5SamK4OBgqVDyevR6PTk5OaSnp9Pc3CzlwW1np9mtaur7FDcvjhRE1KH9aON7UPkPXnexwCzPiawMnEfesXRKS0qJjo4e0m1wfY5dLpfj7e1NR0cHnp6eJCcnc+jQIRYuXMiJEydQqVTExsZSXl7OwMAAP/vZz1AoFNTW1rJt2zY8PT2l1IlCoZBeA2dnZ0kM2ML6N47UFkWRhoYGcnNzyc/Pp6+vD61WK4kbW32CKIp4eXmxbt26IcZgu3fvpra2Fo1GQ0NDAykpKWijwvjFoS+oc1Ght1j9Mr0UKkJb+1gVFEl1YbGUIvHy8mLt2rUcOHCAhoYGwsPDaWtro6enh+joaGbNmjWimdRI2IyOnn32WWJjY6mtraWoqIiioiJri6kAH4Wo7sgYSiaKvBE4icXzFwwxgbJYLPzmN79h4sSJ0qAso9HItm3byO5o5aijjEG5bNhJga2VO9TFjfeWPUmU+/Cx3neb+9UeGf5vd6c9svLno/dReBDYhcJDisVi4S9/+QsqlYrNmzc/0jm/1R98SGFL6+2veANyQeAnc2az5bEp92BVjzaiKNLR0TEk6mCroFer1VLUwfZjq6C+vq00NzcXi8WCQqGgrc/M+YbhZ5EAMq0Jj6VNOHgaEC0g3HhSaAFk4NGgYr4hicrySgDJuEetVhMQEMCMGTOkwtKysjJ6e3u/eoxr8zfAWk9QX19PcHAwUVFRVFRUUF1dPeQhQ0NDCQ0NlUTBrczBbOOY8/Ly6OzsxNHRkfj4eCZMmIC7uzvnzp0jNTUVi8WCIAhDDIyefPJJSZgWFxfz0SefMmHOckoqaykrK8NZJcdD0PHTf/gJcqWSkqIiPt+1i1mzZjF//nzeffddjEYjLi4uVFRUEBAQQFRUFJcuXcJoNKJSqVi5cqUUMRgNOp2O7Oxsjh49SnBwsNQZA1+5YM6aNYu3Wss421aHeQyxbUEUiei3MKfNKBmwxcbGEh0djVarZc+ePTQ2NvL6669LtzldUcrLR/dax8/f4jglFwS0Dg7sfuLFey4W7ptQ+MV/3B2h8C//30O9v9lTDw8ptsK8V1999ZEWCQDut/FcuBlmUcRF/fC0CD1MCIIgpXpsw7D0ej319fWScLh8+bIUMbBNSrQVVq5Zs4alS5eSk5NDWloaRmMr4zz0FHYMfb0FlRnP1Q3IHa21A8NEAsC1yzr89ZxoySJS5oZMsG78zz33HNXV1eTn50v1LGCt0v7zn/9MZGQkDQ0NODg40NNjNZGqr68HrO1itlkccrkcR0dH+vr6ePrpp4mLi7vl96Krq0tKfzQ3N6NSqRg3bhyrVq0iLCyM/v5+Ll26RFpaGmB1u3N1deXUqVNSBKSwsJDBwUGeffZZ2vsG2Z1Vz6E2Zw58fgGZIAAqLD0iCsGJ9jc+ZfOSFA7v30NCQgILFixAEATWrFnDO++8Q2RkJC0tLVLdxMSJE4mLi+PUqVPs3r2btrY25syZMyxaZjKZaGpqoq6ujvr6eurr64e4Xzo4OJCSkiK1A3/00UesXr2a6OhoZC0BnDq0/ZafoxsRBYG4XhNTpljFeUNDA3v27EEQBEJCQnB1daWlpYWuri7c3NzoHBzgu6cPjcprxCyK6IxGNn75OWee34Lim5CGeAA1Cg8Cu1B4CNHpdJw6dYqJEycOqYx+VFkQGcGl6poxfx9kgsDs8LB7saRvJCqVioiICKmF1jbfw7bh3jgp0SYcbCY52dnZyM4Xkd9uK8QUcJ3ZhtzRNLJAuBEBunwMtHbomKadwNq1a1Gr1VgsFi5dukR3dzdqtdpqj11bR3u3ivR9dfTqBCwWA3K5Gk9XC4G+JmKjvEhOTubcuXNSR4hNSOzcuXPIMCvbb0dHR+rq6qRx0QqFgtjYWObNm0dUVJTk/Hjo0CEyMzNRKBRMmzaNadOmSd0l48ePlwZciaJIZWUlv3rrfY7WWtDpDZivFSNc3/FgEgUuVnaS9s4hVoa58Pjjj0siRq1W4+vry5UrVyRr6cHBQQRBICYmhsjISM6dO8e5c+coKSlh3rx5DA4OSqKgqalJmnTq7+9PTEyM1BKalZXFhg0bpHXYhmtFRUUBEK1yJnQQatSj24sEEUIHRbz1oiSgbILUVs9iE27vvvsuSUlJZCpBZzSM+rttFkXq+3o4Xl3OsvDoUd7q4eVB1Cg8COxC4SHk1KlTiKLIwoULH/RS7gpPxY/nV2fOYbjWJz4a5ILAgsgI/O9w3oQd60Hey8sLLy8vqTNgcHBQqnGoq6vjwoUL6PV6BEHA19eXJ+fGM7t7gBOZ1VTrRdRh/aMTCdfRFmag9GIp7733HomJiVLr3vvvv09PTw+dPTLySpUYTTKsW5h1UzWbobVDRkuHis5+B/p1GSgUCmbNmsWhQ4eYN28eycnJQ3wxmpubJWdOGyqViuDgYCIjI/H398fHx4euri4uXLhATk4OKpWKuXPnMnXq1GG+Gc7Ozrzwwgvk5ORw8OBBOgfMnC7VYRaFW26GIgIGCxyoNBD82W4WzEyR0jsqlQqNRoO7uzvr16/nrbfeIiMjA7VaTWhoKKIoEhAQQH19PZ9++ilgLf4MCgoiKSlJ8ti4PtpQWVk5pAuqv7+f/Px8KZIhiiL79u1jeZ+cAwqROrnl1qNBRJFwuYZlA2bMSpGf/OQnUreFreOio6NDSg/pdDouX7nCp+5KRPnYhqbJBIGtuRnfCKHwbcEuFB4ympqaSE9PZ/HixcOKsR5VXNRqXkxOYmt6xqjPPCyiyJap9tqEu41arSYqKko667RYLLS1tUnpipqaGtrb24lxBdcoPfVjzXoJoNMY6Hc1IbS1cfLkScBag6BWq/ELnMDb2zKvneJ+JRJs2Iopq2s7aGiEf/77+Rw7dlSaHyEIAlqtFoPBINVlmM1mAgMDpQLGrq4uWltbuXjx4pAR1zKZDD8/P2JjY/Hz82NwcBCVSjUshSEIAklJSURERLDpvz7ALI7ujFlEwITA7rRKqksK0Gg0LFmyhEmTJlFfX8+2bdvYt28fAQEBFBcXc/HiRS5evIhWqyUwMJDZs2fT3t5OQUEBarWaWbNm4e3tPeJjXT9eGpBsnW2CMDU1lYqKCoKCglje2oo4eyKf1RTRbRhEJoqICAiIWK4NhUrQCUzqG8RBqUTr7IxCoSAwMHCIy6LZbKa1tZULFy6Qn5+P2sebfrF32Npuh0UUudJY+81on7SnHuzcb0RR5PDhw3h4eNzT2eIPgp/MnU1pWxsXbpOCsBoEwb8tXsTkoG+PFeyDQiaTSR0lkydPBqxni/X19fyx8VNg7MOnEEEWpEY1qECv10udD00tXXxxJBtRFG87fEoUwWQW+PUfT/H4El9WrlxJeXk5eXl5FBYWYjAY8Pf3Z8GCBSQkJAwrAmtsbOTs2bMUFRWh1WoJCQlBqVTS1tbG+fPnpToEpVIppS68vb0lLw4XFxd0JqjsNo7BJhssItQNOjA31JHezjauXLlCZmYmbW1WU6uioiL8/PxISkoiLy8Ps9ksTci0UVdXx549e/jLX/7CggULmDZt2rDW387OTmkTt1gspKWlMWHCBDQaDW1tbRw7doyAgADq6up49tlnCQ8P5/X4FD7KuMCh/CyMMgGNICfexRNVVT3JEyZYi1uvFV6eOXNmyKTT6/+t0+msbZqDA3CHJUQi0Gc04Kr6eoWAD5y7kHp4FISCvevhIcI2he3FF1+Uzvi+SRjMZn5x/ASf5eYjWixDWqhsAsFZpeLfFi9k9bixjeC1c/f5x+zfUtRbMebbCRbwq9LiX/mV+6UoilTWKaisH/t47HnT1CjlvZhMJrRaLQEBAQQFBeHq6ioNkbL9bm9vJycnh7q6OlxdXZkyZQoJCQkolUrpeoIg0NPTMySFYfu5XkBUm1242jj6/PtXiExw0hOpNSAIAjKZjPj4eJKTk9m9e7fUJtnU1MTHH3+MKIqsXLkST09PaTMeHBwkLy+PiooKXF1diYmJwcHBAZPJhMFgICsrCz8/P5ycnOju7qa1tRUPDw/Jvnys48uvxxa1uX6C6Y1TTcvKyjA6O/KeQn/Hj1O65Uc43KNW5/vV9RDxz/+B/Gt2PZgHB6n4f/auBzujwGg0cuzYMWJiYr6RIgFAKZfz70uXsMjDnT8eO06Xpzddej0OchkeCgW+bW3873e24P6Qflm+bTgq7qxbRRRAbrYaJzk6OuLo6IjBYORceitjFQkgkl/Sz+R4a+rCbDZTWVlJWVnZbW/Z3d0tDUi6kevFhVwul4yewHqGbjabaW4ewNrSMbY1yxAwO2jw8nLBaDTS399PTk6OZBnd29vL//zP/wy5jW0w1kjr7OnpITU1FY1Gg5OTkyS+BEGQvCS0Wi2RkZE0NjbS2dkp1ZxMnjx5yEafkZFBS0uLdZ0yGT09Pbi5ubFlyxY++OADGhsbUalU/O3f/u0w90gboiiye/du8ouKUHooMYzxLRWASDePeyYS7iv21IOd+8mFCxfo7e0dUsX8TaW5vJwVPt5s2bJFuqyvr4/f/va3VJSWSiFwOw+WCa7RZHQWII71SCbAsvj5OHSI0pl6Y3MfRtOdnHkJdPcpefzx5VII3HZWbTQaaWlpoba2lv7+flQqFe7u7qhUqiHXNZvN0m/bj8VikYyWbobJpEHkDnLoAjg6ORMRESBt0N3d3RQWFmIymXB2dqa/v581a9bg5OQkDVZycHBg06ZNuLu7o1AopOiHbShcWloavr6+JCcns2fPHp555hlMJhNvvvkmTz31FG5ubqSlpUmvw8svvzxss79y5Qq+vr44OztTUFAgOVEqlUqMRqP0eMePH2f58uXS7WxmVQUFBRQUFNDV1QVAisqDC4Z+q4fCKBGBjQmTbnu9RwK7ULBzv+ju7ubChQtMmzZNGqL0TWVwcJCysrJhHR22WQ75+fl2ofCQsNB3Gh9W78csjr5bRQA0PQpUCoHFS5dIZ79X08u4mvvFHa3DYDCzc+dnUmG9bQO1bfgKhQJ3d3ccHR2ljdkWOpfL5dJl1//ceJlcLmdwcJDOzk7a29tpaWlB3dctpcTGSkRIIMuWLR1SKLl06VKOHTtGRkYGMpmM7OxsXnzxRcLCwlCr1Rw4cICPPvpo2Nm8Uqlk5cqVjBs3jn379knTOF1cXDhy5AiOjo5ERkby7rvvSimW5557bsSIQEdHhzSGPTU1FQA3N7drr7MBi8VCYmIiV69eldIdhYWFFBQU0NPTg1arZdy4ccTGxvL555+zOjCM85V5wx7nZgiARuHAk9Hj7+BVtfOgsAuFh4Bjx46hVquZM2fOg17KPae4uBiz2Ux8fPywv8XHx7N//356e3tv6bRn5/7g4uDEfJ/HONl8edRnjCIwQzmBSxcuDflMOzvfeQePIIjI5TJcXV0lP4XBwUF8fHyYOnUq8fHx0gyH0dLX10dDQ4PkV3D9jAg3NzcCAwNZ4xfGb48WjHm9FhFaClL51a+yGTduHOPHj5fEwOrVq0lISODzzz+nrKyMvXv3snr1aiZPnkx/fz+nTp3irbfe4nvf+94Q+2SAiIgIXn/9dd5//31aWlrYvn07dXV1TJs2jRMnTtDd3Y0oimzatAlXV9dh6zKZTHR3d+Ph4TFk2qatUNIWYfHz86Oqqort27cjiiJOTk7S8wgJCZGuHx0dTWtFFUtkao6Ig8Me70ZskukPC1fhpBx5aNqjht1Hwc59oaqqivz8fB5//HHJZvebTH5+PiEhISMW7YwbN46DBw9SUFBASkrKA1idnRvZEvE05X01VPc3YuE2BXIi+DRq6SyuJyYmhlOnTqFUKpn62GNU0mVN94+xxk4QICTInfh4L0pKStDr9ahUKhwcHGhpaeHgwYMcPHgQjUaDm5sb7u7uw35UKhUtLS1DREF3t3Vgkq01MSUlhYCAAAIDAyXzJVEU+SK7kermzlFHFWQChHk5E+2rpqWlhczMTDIzM3FwcCA6Opq4uDiio6P5/ve/z1tvvUVWVhbNzc088cQTzJkzh76+PlJTU3nvvfd47bXXhkQkTCYz/QMmtE7u+CDQ0NCA0Wikt7eXrKwsAFatWnXTeRGdnZ2IooinpydarRaNRsPg4CBdXV1UVFRIQuHo0aM4OTkhk8kICwvjxRdfHNEFMygoiLy8PCLUauZo5JxVfTXXYfjrIiAXZPxx4UoWhUWO8tW087BgFwoPEIvFwuHDhwkMDJRseL/JDAwMUF5eztKlS0f8u0ajISoqiry8PLtQeEjQyFX8+4Qf8t+F75LdXYwcGeYbdnsZMixYWOo+A0tOB+2WdkpKSvD29mb/0SP8e0MOuf0deIUJaCutg6RGiyiCp0svubmNjBs3jtmzZ+Pv748oigwMDNDZ2Tnsp6amhr6+vmH3JQgCjo6OeHh4EBcXR3h4OEFBQWi12hE3QkEQ+JtVM/iH9w6Oer0WEX78zCJmxofR3t4uCQWdTkdJSQkFBQXSBjxp0iTOnj1LZ2cnf/nLX5gzZw5Lly6lv7+fgoICPvzwQ9avX09RaRO7v8zkxPkiTCbray+XC4T4KQn1c5BEQmJi4i3Tdh0dHYDVzMlWqyGKIpmZmaSnp0vX27BhA+Hh4eTk5LBnzx4KCwsZP35oqqC9vZ2LFy8C1u9twuAgP35yHXtqytlZlIvO9NUgMHeVmhfHJ/P8uEQCne2Fyo8idqHwAMnIyKC5uZlXXnnlkZ/nMBqKiooQRXHYQed6EhIS+OKLLyQveTsPHkeFhl8kfI+i3kq+bDzLhbYMzKJ1w3KUa1jqP4tlfjPxVXthijNx+vRpLly4QGNbK8cCVbT2tYMg0BMt4lgxtuJAhVxk+tRQ5s2bg4+Pj3S5IAiSrbDZbKa3t5eWlhaampqkKZBeXl64ubmh0WiQyWTo9Xq6urpoaWmhpqaGK1euAEjFf+7u7sOiEguSIvnempn8ad+FUa030WkAWU8jEIanpyeLFi1iwYIFVFRUkJ2dTUFBARaLhaamJiorKxFFEbPZjK+vL2fOnKGgoIA1a9bQ399PWXklL//gLSpqdcjlAmbzV2fqZrNIVb2JynoBP3cl8eEmSktLyc3NJSEhYcTjSVtbG3K5nJMnT1JUVDTEjOqll15i27ZtyOVyyQI8MTGR4uJiDhw4QEhIiNQV0tjYyEcffYRWq8XZ2ZnOzk5rS3dwKMnBofzDY7PYf+E8565c4m+2vEqUmyfKb0KHw0jYixnt3EsGBgY4efKkZNH6bSA/P5/Q0FDpgDMSsbGxKBQK8vLymDVr1n1cnZ1bIQgC41wiGOcSwY9iXkJnHkSGDI18qLOhQqFg0aJFxMXF8aODn9DqYJL8Mgwe0JVgwS1vNGJBRBAE/u/fL2fBXKsNdE9Pz5D0QUNDgxQu9/T0JDAwkAkTJhAYGIifn9+wHP/1DAwM0NXVNSwaUVRUNMyHwNXVlSXhjlyoG6DfaBlS4CiXCZgtIj6uTvzd2jnIu+o4evQoZrNZ+vzKZDLJDXPFihXk5eWRlZWFTqdDqVRisVhobm4GrGfq7777LnHj4smvcqK1qx8YKhKue4UAaOpUEBgcxrgwBV988QWFhYWsXLkSR0dHjEYj5eXlFBQUkJ+fj8Viob6+noiICAoLCwFrZNOW9rSlXWzv+cqVK3nrrbfYv38/zz33HDU1NXzyySd4enoyc+ZMPvvsMylCYkProCREpSHQImO851fi7puIvUbBzj3l9OnTmM3mb8w8h9vR399PRUUFK1asuOX1lEolsbGx5Ofn24XCQ4pMkOGk0N7yOt7+fhS7KhCNQzsmuhMARNzyBERBvEkaQkShkPP6yykohC4+/fRT6uvrpXSCs7MzgYGBzJw5U7JuvnFmw+3QaDRoNBr8/f2H/c1isVhnUlwnIII6O/EWaihtG6B20AGdRYYAOCogwUdNYogTYlsVTm5uJCQkcOLECQwGA/Pnzx8ipDQaDVOnTmXq1Km0tLSQlZVFVlYWJpMJlUqFt7c3zc3NHDxeQmvX6M2pMnLrmDpxDk8/PZ6DBw/yxz/+ER8fH5qamjAajZLbpIeHBxs2bODQoUO4ubnh4OBgbV9tbASGCgUAR0dHVq9ezaeffioN0woODmbFihX89a9/JSgoiLq6Oqqqqob4v1gslmFukt9YHoGN/utiFwoPgJaWFlJTU1mwYMG3prrfdvZyvVXtzYiPj2fnzp20tbXh5eV1r5dm5x5wuKaEHuMIPgUCdE8QGQgQcS4VcKwWESxfbYZmpYhrgJlENz352ScpU6kIDAwkOTlZmj1wr78zMpkMNzc33NzcCA8PB6yFjX/4wx9YMS2BZcuWDYtEdHV1UVpaSldXF+Zrw8/OnTvHlStX8PPzGzGt4e3tzZIlS1i4cCF79+4lNzeX+vp6LKJAffvYhI8owsdfXEG2yheDwYDZbKa2thZfX19WrVpFUFAQv/vd7yRhVFNTQ1hYGCqVitrWNlIrqmlDjptSjSiKQ8RNbGwsoaGhpKamEhkZyTPPPMP27duRy+WsW7eO9957j5KSkiFCwWw2DxuZbefRxS4U7jOiKHLkyBHc3d2ZNm3ag17OfSM/P5/w8PBRDbqKjo5GpVKRl5fHvHnz7v3i7Nx1stsaUAgyTOLIbQ4GT2j3FOmcBIoeEZkJLA5gcgUXg5wgkyvPPfccHh4eD0X9Tk1NDV1dXSQlJaFSqfDz88PPz2/Y9SwWC729vXR2dpKamkpBQYFUR1FWVkZ/f790XZv/g7u7O66urjg7OyOTyTDJ/TGaasa8xp5ePQWl7SxdMJ+4uDjq6+s5dOgQO3bsYMWKFXR3d+Pp6cng4CCNTU1oIqI5XtvEZZkTFFeD3JEjDZ0ce/tDNkydyOqEOLRKB65cuUJ1dTVKpRKDwcDp06epr69n06ZNODk5ER0dTUlJCcuXL5feK7PZ/O2IKNhrFOzcC4qLi6moqOC55567ZQ71m0RfXx/V1dWsWrVqVNdXKBTExcWRl5fH3LlzH4qNws7YGLiu6v1WWJRguC5oJBMEfHwCaEurYHBw8KF577OysnBzcyM0NPSW15PJrH4Prq6uhIWFceXKFQ4fPsxjjz3GK6+8gtFoHLE2orKyUhIUhdUDCMjHNIwKrPUSfkHjmDlzJmCt2wgLC2P//v3s3LkTsBqblVdWcl7Q8PGVbOTC8BHRpa3t/POXx3nrwhVejwqi6OoVpk+fTkxMDB988AG1tbUsXbqU4OBgAGJiYkhNTaW1tVUqOLVYLN+KiIK9RsHOXcdkMnHkyBEiIyOJiYl50Mu5bxQUFFiL4UaRdrCRkJBAdnY2zc3NI5652Xm4cVLemSeIDAF/Dy88PLq4ePEizzzzzF1e2dgxGo0UFBQwbdq0MQuXlJQUFAoFBw4cwGw2s3LlSmla542IosjBgwfJr8qzbt5j3EAsFguXr6QT5jtAXFwcoaGhuLi48MILL3Do0CFSU1PZs3cfFxRaamTWQ/9Inge2S5q6e/n3tHx+OXMWixcuoLOzE7lcjtlsHlK8GBYWhoODAyUlJdLz+tZEFL4l2N/J+8ilS5fo6elh2bJlD82Z0v0gPz+fyMjIMbnnhYeHo9FoyMsbvT2snYeHGX6hN0073AqTaGGGfxjTp0+nsLBQ6v1/kNjGWt+p18nkyZNZs2YN6enp7Nu376aTHQVBYOnSpWjUIw9jui2CgEbtQH5+Ph9++CG//vWv+eKLLygoKJDsrRu0zhT0DjCaIkkLYJDJ2N3chclkYufOnbi6uuLl5cWePXukWgyFQkFkZCQlJSVf3fZbElGQUg9f9+chxy4U7hM9PT2cO3eOxx577FtVoNfT00NNTc2Ils23Qi6XM378ePLy8ngEJqHbuYE5/uH4a8dedOih0rA0OIakpCQ0Gg2XLl26B6sbG9nZ2YSEhODh4XHH9zFx4kSefPJJsrOz2bNnz03FgoODAwvmTLyjz7woglLWj06nky4rKSlh165dnD59GlGELP3YxJtFhAuVNXy4Zx/t7e08++yzrF27ltbWVk6fPi1dLzo6mrq6Oumxvy3FjLbUw9f9edixC4X7hG063Ny5cx/0Uu4rBQUFyOVyYmNjx3zbhIQEuru7qauruwcrs3MvkctkbBn/2NhuJMLmuCkorw1ySklJISsra0gB4P2mu7ubioqKu+KcmpiYyNq1a8nPz+fzzz+XzshvZN1Ts3FQjP3Q7KR1YGKCtatBEATUajVarVbasBtNFur7B4bVJNwOmQB7C0tZuXIlvr6++Pn5MW/ePC5cuEBtbS1gFQqiKErjv79V7ZHfAu7onXzjjTekIScpKSlcvXp1VLf79NNPEQSBJ5544k4e9pGltraW3NxcFi5cOOZ+70ed/Px8oqKi7uh5h4SE4OzsbE8/PKJsjpvCytC4UZXkCUCYQeD1hOnSZVOmTEEQhFEfX+4FOTk5KBSKMUfEbkZ8fDzPPPMMRUVF7Nq1C5PJNOw6apUDqxZPYCwxaUGAdU+m8PLLm/m7v/s7li9fjru7u9SuKZPJMDjdmX2yRQS9syvJycnSZTYPi927d2MwGHB2diYgIEBKP3xbIgr21MNN2LFjBz/+8Y/5l3/5FzIyMkhKSmLp0qW0tLTc8nZVVVX8/d//PbNnz77jxT6KiKLIoUOH8Pf3H/JF+zbQ1dVFXV3dHR9kZTIZ48ePl2xv7TxayASB389aw4sxEwHrwKAbEa6F2McNyljYYkZx3VmoVqtl4sSJpKamDrEbvl+Iokh2tnUC5N0c2BYXF8e6desoLS1l586dw8RCb28vKrEKV8fR7SIyQWDihBBefMoawXFycmLq1Kls3LiRH//4xyxbtgyLxUJXf7/0eo8V1Q1uqjKZjCeeeIK+vj6OHj0KWKMKZWVl0vjvb0VEwS4URua3v/0tr776Kps3b2b8+PH8+c9/RqvV8v7779/0NmazmRdffJFf/OIXko/4t4XMzEwaGxtZtmzZt+OLcx35+fkoFIqv1eExYcIEqb3SzqOHQibjlylLOfX4a2yOm4LLdd0QKgSS9A78AF9SGgawGI3DcvPTp09ncHBQGnx0P6mvr6e9vf2eDGyLiYnh+eefp7Kykk8//RSj0dpO2tzczLvvvsvgQD+///fnCfKzFgDLZCMNrbL+njE1kv/6p6dQKIafwTs5OUkdCtMmTbrjPclthEJkT09PFi9eTHp6OqWlpcTExKDX67laWERlv45ms4X2ft0I92bnUWNMO5fBYCA9PZ1FixZ9dQcyGYsWLbpl0dG//du/4ePjwyuvvDKqx9Hr9fT09Az5eRQZHBzk5MmTTJgw4aajX7/J5OfnS+ZJd0pAQABubm729MMjTriLB/80ZSE5635E0Qt/zxu+E/mbDjU/GT8dXXW95IBom3lgw83Njfj4eC5dunTfo0rZ2dk4OztLa7vbREZG8sILL1BTU8PHH39MUVER77//Plqtli1bthARHsKff72RlHgL4UFaZNdFZGQyAR83E//w+kz+/f97ArXq5p0S7e3tACT5eo25PgGsaaHHggNG/NuUKVOIjIzki737OFXfxCGVMy/tP8qf61p5t6Wb6X/4C9/5bC/nKqq+kUXJ9mLGEWhra5MmnV2Pr68vTU1NI97m/PnzvPfee7zzzjujfpz//M//lExLXF1dJWOPR40zZ85gMBiGCKtvCx0dHTQ2Nn7t3K4gCCQkJFBQUHDT4i87jxZquQI/Ty+6u7uZMGECAC4u1vz5l19+OWxDmTFjBl1dXZIN+P3AZDKRl5dHYmLiPY0EhoeHs379empra9mxYwfBwcFs3rxZej1cXFx44ZklhHm18sdfruTTv7zKp2+/yqFPfsDCae7oeupu22rd0dGBSqVC3t+Lv2AZMQV0a0Saz5/m8OHDdHV1DfmLIAhMmTefnUaBfz1+ho4bZneIwJnySl7esZu/+Xw/g8bhNRmPNPbUw9ent7eXDRs28M4774ypJfBnP/sZ3d3d0o+tsvZRoq2tjatXrzJr1izpS/9tIj8/HwcHh7tiLJWQkMDg4CDl5eV3YWV2HgY8PDwQRRGj0ci4ceOoqqoCrIW/N6YZ/P39CQ8P58KFC/ftrLS4uJjBwcF7kna4HlEUKSoqkor/BgYGhkVOkpOTCQ8P58TxI3h5aAnwdUOjVpKUlERJSQkDAwO3fIz29nY8PDyoqalhoa/niCZLN0MQRRLUDkSHBJOVlcUf/vAHPv/8c2mIVEtfH1t2f0mfYN1KRrpn2+OdLKvgb77Yh+mbVG9kFwrD8fLyQi6XDwsP3sw9r7y8nKqqKlavXo1CoUChULBt2zb27duHQqG46YFfpVLh4uIy5OdRwjbPwcXFhRkzZjzo5TwQ8vPziY2NxcHhDs1jrsPHxwdvb2/y8/PvwsrsPAzYPAk6OjqYMmUK3d3dAERFRXHkyBF6e3uHXH/GjBk0NjZKguJek52dTWBgIN7e3vfsMYxGIzt37uTy5cssW7aMl19+mY6ODrZt2zZk8xcEgdWrV9Pf38/JkyelyydMmIDFYrltWq6zsxN3d3dqa2tZND6G780e3YwZmSAQ7ubCaj8Pqqqq0Ov1uLq6UlZWxttvv822bdv4+8/309bfj2UU4sMiipyvqObjjOxRPb6dh4cxCQWlUsnkyZM5ceKEdJnFYuHEiRNMnz592PXj4uLIzc2VRqlmZWWxZs0a5s+fT1ZW1iObUrgdpaWllJWVsWTJkm/NPIfraWtro7m5+a61lAmCQHx8PEVFRVLRl51HGxcXFxQKBe3t7UPMjBITE1EoFMNSEJGRkfj6+nLx4sV7vra+vj7KysruaTShr6+PrVu3Ul5eznPPPUdKSgoBAQFs3LiR7u5uPvjggyH+Ee7u7syfP58rV65IviK2gUzZ2bfeeNvb21EqlZhMJkJDQ/n+nGn846I5yBjZn9GWmpgTGcau115i0/oX+clPfsITTzyBj4+P1IFSVFfPpfrGMUUoAD5IzfzG1CvYaxRuwo9//GPeeecdPvjgAwoLC3n99dfp7+9n8+bNALz00kv87Gc/A0CtVpOQkDDkx83NDWdnZxISElAqlXf32TwE2OY5hIeHExcX96CX80DIz89HqVQOGTv7dUlISMBgMFBaWnrX7tPOg0MQBNzd3eno6EAQBCZNmgRYC4CXL19OUVHRkJoEQRCYMWMGZWVlwyKad5vc3FxkMhkJCQn35P5bWlp499136e3tZfPmzUPSc35+fmzcuJG+vj4++OAD+vr6pL9NmzaNgIAA9u3bJ7VUJiUlUV9fT1tb24iPZTAY6Ovrw2Aw4ODggL+/P4IgsMDXgyfNvWxIiCHA5SsHTbVcxtrkePZseZG3n3sCJ5X1GK1Wq0lKSuL555/nJz/5CU8++SQtbp5jHFtljbLXdHVzufrRSyePiD31MDLr1q3jf/7nf/j5z39OcnIyWVlZHD58WCpwrKmpkfJX30auXLlCZ2fnt26ew/Xk5+cTFxd3V6Mpnp6e+Pv727sfvkF4eHjQ2dkJWC2OwZquHD9+PHFxcXz55ZdDQvDx8fG4uLjc86hCdnY2MTExY5pNMlrKy8t5//33UavVbNmyBX9//2HX8fHxYdOmTQwODrJ161ap60smk7FmzRra29s5f/48YG2zVKvVN20ftc3K6OnpISQkBJlMhiiKnD59mnB/P/7v4yvYu/EZXnEw8k9h3mT/9Af8cuVixvsNH1plQ61Wk5iYCJ7eiHdwjJMLAnlNt/bdsfNwcUfFjN/73veorq5Gr9dz5coVUlJSpL+dPn2arVu33vS2W7duZc+ePXfysA89vb29nD17lqlTp444He7bQEtLC62trXct7XA9CQkJlJaWotfr7/p927n/eHh4SBuZzWrY5pexYsUKKTpnQy6XM23aNPLy8qSahrtNU1MTzc3N9yTtkJ6ezvbt2wkJCRnS2TASXl5ebNq0CaPRyNatW6Xn6+vry8yZMzl37hwtLS0oFAoSEhLIyckZsX3U1hrZ0tIitWhXVFRQU1PD/PnzsVgsfPbZZ6hUSp5+6qkxndz03aEJliAIDHxDUoj21IOdMXPixAnkcjnz5s170Et5YOTl5aFWq4mMjLzr9x0fH4/JZKKoqOiu37ed+48tomBre9VoNFJ3i7OzM0uWLCE7O3tI0fOkSZNQKpVcuXLlnqwpKysLR0fHu5o2E0WRY8eOceDAAaZMmcJzzz03Km8RDw8PNm/ejCiKbN26VYq+zJkzBw8PD2kSZVJSEr29vVRWVg67j46ODpRKJQaDgbCwMERR5NSpUwQFBREVFcXRo0dpbGzkmWeeQavVjul5uanVY049gLWo0fkuOl0+UOypBzsjYTSbOZ1XzvYzGXxwKp39Vwvo7h+krq6O7Oxs5s+ff09Clo8CoihKaYd74fPu6upKSEiIvfvhG4KtRdJ2tqzVatFoNKSnpwPWdER4eDj79++XCuhUKhVTpkwhPT2dwcHBu7oes9lMbm4uEyZMuGufX6PRyGeffcbFixdZunQpy5cvH5Mvg5ubG5s2bUImk7F161ba29tRKBSsXr2a+vp6rl69SmBgIJ6eniMWNXZ0dKDRaFAoFAQEBFBaWkp9fT3z58+noKCAq1evsmzZMgIDA8f83CYH+N7RHmcRRaaHfTML2b+pfPtK8u+QHt0g289ksuNCNp19A5JLmkUUcZDLiHKWkejuzeTJkx/wSh8czc3NdHR0sHz58nv2GPHx8Rw5cgSdTjfmMyA7DxfXt0h6eHhIG1pxcTE9PT24uLiwevVq3nzzTU6cOCF9rh577DEuXbpEWloas2bNumvrKSsrQ6fT3bW0Q19fH59++iktLS2sW7fujoubXV1d2bRpE9u2bWPr1q289NJLhISEMHXqVE6ePElsbCxJSUmcPXsWvV4/JFrR3t6OKIoEBQUhl8s5deoUoaGhODs7s2PHDhISEpgyZcqY1tPc3Mzly5epzc1FLtdiHkNcQSYIJAb4Eedz79pO7yt3IyJgjyh8M2js7OHF337C20ev0NlnLa6yiKLUO2w0WyjqMvJFjZGLRd/emQR5eXloNJp7ZnkLMH78eERRvK8ufXbuDS4uLsjlcqlOQaVSSWIhMzMTsLYFLliwgKtXr0rGa87OziQmJnLlypURpy/eKdnZ2dIY5a9La2sr7733Ht3d3WzatOlrd0A5OzuzceNGtFotH3zwAS0tLSxcuBCNRsOBAwdITEzEZDJRUFAw5Hbt7e3odDpCQkIoKiqiqamJWbNm8dlnn0lCbDR1CbYR0h9++CF//vOfqaioYOn8+axLThxiLX07LKLIlpRvzsmUcJd+HnbsQuE29OgGee2Nz6nv6L6lqYiIgMls4Yfv7SO7suE+rvDhwJZ2GDdu3D0dL+vk5ER4eLi9++EbgEwmk1okwVpNbzQamTBhAhkZGVJxXkpKCoGBgUPaAmfMmEFfXx+5ubl3ZS06nY7i4uK7Ek2oqKjgvffeQ6lUsmXLFgICRp6TMFacnJzYuHEjzs7OUs3CqlWrqKiooLKykoiIiCHpB71ej06nw2QyERISYu10CA8nNzeXrq4unn322du2qJtMJjIzM3nrrbfYvn07AwMDPPXUU/zgBz9g5syZ/H+L55EU4DdqsfDqtCksjY3+Wq+DnfuPXSjchm2n0qlr78ZsuX18SATMFpF//+zkba/7TaOhoYGurq570u1wIwkJCVRVVQ1z77Pz6HF954NKpUKv1zNlyhR6enokzwxbW2BHRwdnz54FrF0BsbGxXLx48a6Y9+Tl5SGKojR74k7JyMhg+/btBAUF8fLLL+Pq6vq113Y9Wq2Wl156CXd3dz744AMcHR2ZMGECR44cITY2lurqato62mkb7CevvgqDzNpl0NvbS0tLCwEBAeTk5LB69epbuk7qdDrOnDnD7373O/bt24e7uzsbN27k1VdfHVLDoVIo2PrcWhbFWIuX5SNMuZQJAjJB4EdzZvCTeXcvVfRQ8C0pZrTXKNwCo8nMZxdzRmVPasMiihQ3tJJX00RCyNcPYT4q5Ofn4+joKI20vZfExcVx4MABCgoKhrTm2nn08PDwkASBSqVicHAQf39/AgICSE9PJzY2FrB6C8yePZtz584xfvx4/Pz8mDFjBn/9618pKSmRrnenZGdnEx0djZOT0x3dXhRFTpw4wYULF5g8eTIrVqy4Z8OkNBoNGzZsYPv27Wzbto21a9dSXl5OTmUZeT4OLDr+Hr3itfbDGAW+JgWNqSdJDg7i8uXLTJky5aaCqK2tjcuXL0uRiaSkJKZPn46np+dN16NVOvDGU6spbmnj44xs9hUU0ac3IAC+zk48NzGRZ5MS8HZyvNsvxQPnbrQ3PgrtkXahcAvOFlTS1T/2ymq5TOCLS7nfGqFwfdrhXk7as6HRaIiKiiIvL88uFB5xbC2SFosFtVoteWRMnjyZ/fv309XVhZubGwCzZ8+msLCQffv2sWXLFkJCQggODubixYtfSyi0trbS0NDAM888c0e3NxqN7Nmzh4KCApYsWcK0adPuudmaWq1m/fr1fPzxx+zatQtDUjh/6SkDdwFRHOpR0CI3cdTFxHnzAOv8PVi6dOmQv4uiSFVVFZcvX6akpARHR0dmz57NlClTxlQwHOvjxS+WLeQXyxZislikSMI3Gnsxo53atq4RQ2m3w2wRqW7tuvsLekipq6ujp6fnnlnejkRCQgJ1dXVSb7mdRxMPDw8sFgvd3d1S6kEURRISElCpVGRkZEjXlcvlrFmzhqamJi5dugRYaxVqamqk+Qd3QlZWFmq1+o4mnfb397Nt2zZKSkp49tlnmT59+n1zZFWpVLz44os0BLuyrbccEQFxhIe2XTYggx2ufZT3WVM9ZrOZnJwcacBTV1cXa9as4Yc//CFz5sz5Wl1FCpnsmy8SvkXYIwq3wGS2YK1JHbvkM5jMd309Dyt5eXk4OztLzm/3g9jYWBQKBfn5+Xe1Rc7O/eX6Fkm1Wo0oihgMBlQqFYmJiWRkZDB37lwpJx4YGEhKSgqnT58mLi6O2NhYPD09uXjxIs8+++yYH99isZCbm0tCQsKYLcdbW1v5+OOPMRqNbNq06Y68CL4uVQPdHHK4JpZvsy+LAugtJl47t5P/55ZEWmoqvb29REZGsn79eiIiIr61tvNfi0cgIvB1sUcUboG7kwbzHc1OFzH0dpGenk5HR8c3ZlLaSIiiSEFBAePHj7+vBxmlUklsbKy9++ERx9XVFZlMRkdHh9T/b0s/TJkyhf7+foqLi4fcZv78+Tg7O7N//34Apk+fTmFhoWRXPBYqKiro7e0lOTl5TLerrKzkvffew8HBgS1btjwQkQCwvSwdmTD6w7hZFKnTdfNx6hkiIyN5/fXXWb9+PZGRkXaRcAfYLZztMDc+4o5SDyAQqhE5ePAgf/zjH/n973/P3r17ycnJkQa8fFOoqamhr6/vvnQ73EhCQgLNzc20trbe98e2c3e4vkVSrVYDSI6LPj4+BAcHS06NNpRKJatXr6a6upr09HSSkpJwdHSU0hFjITs7Gy8vrzG1MGZmZvLRRx8RGBjIyy+/LNVQ3G/6jHp2VWZjFsd2MiMDBpPDefzxx7+1M2nsjA176uEWeLk4sigpmuPZpaNqj7ThqlXzyx++isVkorq6msrKSqqqqqQJb56enoSHhxMeHk5YWNgj7TCYl5eHq6srQUFB9/2xo6KiUKlU5Ofnf6vnazzq2Fokb4wogDWqsHv3bsm90UZ4eDgTJ07k2LFjxMTEkJKSwpkzZ5g3b96oOxcGBwcpKipi7ty5ozYdOnXqFOfOnWPSpEmsWLHinnqG3I7i7lYGzWM3nLIAmZ3f3gm/d5VvSTGjXSjchs0Lp3IipwwBcdTv56tLUlAqFKBQEBsbK1Vk9/f3U1VVRWVlJZWVlaSlpQHWGfRhYWGEh4cTGho6qoExDwMWi4XCwkISExMfSNhSoVAQFxdHXl7eqA/2dh4+3N3dqaiokD73189wGD9+PIcPHyY9PZ3FixcPud2SJUsoLS3lwIEDPPHEE5w7d46rV6+yYMGCUT1ufn4+ZrPZOjL5NphMJvbu3UteXh6LFi1ixowZD/zzpjPd2fRGgAHzN2N644PG3h5pB4BxQT7890sr+MnWg4DI7coNnp2ZyPq5E0f8m6OjI/Hx8VKYvru7WxIOBQUFXL58GUEQCAwMJCwsjIiICIKCgnBwcLjLz+ruUFVVRX9//wNJO9hISEggOzubpqYm/P39H9g67Nw5np6epKenSy6B10cUFAoFSUlJZGZmMn/+/CEFh2q1mpUrV7Jjxw7Ky8uZNGkSqampzJo167aOg2BNO0RERNxy3DNYBf6OHTukKYvjx4+/w2d69zAajXS3tN3x7TXyh/OYYufhxC4URsGipGj+8jdr+fn2QzR29SMXBMzXFIMggCiCs1rFq0tTeGnepFGfabi6upKUlERSUhKiKNLZ2SlFGzIyMjh//jxyuZzg4GApVREQEPBAw53Xk5+fj7u7+12zqL0TwsPD0fhaOFj7exwG9Rgtg2jkLkQ5PcYEt8VoFbfeBOw8eDw8PDCbzVIk4XqhAFZPhcuXL1NYWDjMKCguLo74+HgOHz7Miy++yNWrV8nMzLytv0ZHRwe1tbU89dRTt7xeW1sbH3/8MQaDgY0bNz6QFBtYhUFdXR1VVVVUV1dTV1fHoGhGHqXAPMZKM7kgMNXbPr3xrmBPPdi5nseig1kfpaWszYLBK5RLWfk4ObsQ6u/NsklxLE6KRuVw5y+nIAh4eHjg4eHB5MmTEUWRlpYWqb7h4sWLnDp1CgcHB0JDQyXh4Ofn90BCoGazmcLCQiZNGr0wutu062s50PBbzHOKabUIMPDVN65Gl8fplg9Idl/KQt9XUchuf4Zp58Fgqz3o7OyU3Bmvx8vLi7CwMNLT00d0FFy2bBlvvPEGly9fJiEhgUuXLjF16tRbmn9lZ2ejVCpvOaypqqqKHTt24OzszEsvvXRfixZHEgZmsxmNRkNISAgJCQk0NjYS1d1GiZtsRP+Em2EWRTZEj21ipJ2Rsace7Ayhvb2d8vJynnj8cRISEvj38qs88cTiuzaS9kYEQcDX1xdfX1+mTZuGxWKhsbFRijicOnWKY8eOodFoCAsLk2ocvLy87snG3dHczcVD2XS29SKXyxHUJvp6dffVZOl6mgbK2F79U4yWa5uK7MZvm4gFE5mdX9Kqr2JdyC9xkD0atR/fNlxdXREEQep8uDGiANaixl27dtHa2jpsRoGTkxPLli1jz549LFu2jNzcXPLz829qUyyKItnZ2cTHx980rZednc2+ffsIDQ3l2WeflToy7hUmk0kSBlVVVUOEQWhoKIsXL8bf35/a2lpSU1Pp7u4mLCyMHyUv5/WiI6N+HLkgEKh1ZbZfxD18Nna+adiFwihJTU1Fo9GQkJAgHcju9cHjemQyGYGBgQQGBjJr1ixMJhP19fWScDhy5AgWi0Warmj7+bpnQWV5tez841EufJmNKIJMLgNEzCYLcqXAXvkFnv3uYty971+IX2fq5tOaf8JoGUTk1q1hIiJ1ugK+bPg9jwf9w31aoZ2xIJfLcXNzkzofbowogDXF4OjoSFpaGsuXLx/298TERHJzc7l48SJhYWFcvHiRhISEEUVzVVUV3d3dI3oniKLI6dOnOXv2LBMnTmTlypX3JNU3GmEQFhaGj48PXV1dXLlyhZMnT2IymZgwYQLTpk2TxmH/m6PAP6cfvu1jygUBldyBP896xu6aeLewpx7s2DAYDGRlZTFlyhQUCgXd3d0AD7Q7QaFQEBoaSmhoKPPmzcNgMFBbW0tFRQVVVVXS+F03N7chrZjOzs6jfowLh7L5r9f/isUiYrnWHmq+znHSbBDZ9/5Zzu3P5L92/oCgyPvTk53ddYRBc++o+1BERAp6TjPHsAF3pb3g8WHE09PzlhEFuVxOcnIy6enpLFq0aFgkQBAEVq1axZtvvolSqZSKhCMihp85Z2dn4+7uTnDw0Dy9yWRi37595ObmsnDhQmbOnHnXonM3EwZqtZqwsDAWLVpEWFgYvr6+CIKAKIrU1tby2WefUVRUhFqtJiUlhalTpw77Dr8QNRmFTM4/pR1CFEUsN3wvZAhYEPFUOfLXuc8R62b3Trhr2IWCHRs5OTkYDAamTLHm9WwHsoepjVGpVBIZGUlkpHXc68DAwBAPh8zMTAC8vb2lNEVYWBgajWbE+8u9XMZ/fOd9LBbLLT/IFrOFztZefvrsH/jj4X+455EFi2gmrWP/GJpVrQjIyOz8kgW+r9yjldn5Ori7u1NVVYWbm9uIQgGsRY0XLlwgPz9/xGiAm5sbixYt4tChQ3h4eHDx4sVhQsFgMFBQUDBMBOh0Onbs2EF9fT1PP/301+7kGaswsGE2m6UOqIaGBry8vFixYgVJSUm37H56NiKZef6R7KjI4qPSdNr0/dLf4t392BgzlRXB41DJ7Yf8u4m9RsEOYA1FpqamEhsbK4XxH0ahcCMajYa4uDipWKuvr086yyorKyM1NRUAf39/qRUzJCQEpVKJKIq88X93Wq2nR/EhtomFXW+d4NWfP3kvnxZNg2X0mcZu1StioaD7jF0oPKR4eHiQmZmJr68vvb29I17H3d2dyMhI0tPTb2q5PHXqVPLy8ujo6KCwuZC/FP6FIn0ROrMOhaDA3eKOwctAfOJXQqC9vZ2PP/6YwcFBNm7cOCzSMBquFwbV1dXU1taOShjYGBwcJD09natXr9LT00NERAQvvPACUVFRo45q+Gic+X78bL47fhadeh2DZhMuDiqclfcvRWrnm4ldKNyG6upqWlpaWLZsmXTZg6hR+Lo4OTmRkJAgFR92dXVJwiEvL49Lly5JdRAqsyvVRWNzbrOYLRzefpGXfrISlebrdRhYLBYGBwfR6/Xo9Xrp34ODg9SbcmHkIMhtGTCPvAHZefB4eHhgMpmQyWQ3jSiAtahxx44dNDU1STn66xEEgUUrF/Ff6f/FgPcAjb2NiNdO2QwY0Ik6mAi/qPoFr8lew6XLhR07duDo6MiWLVtwd3cf1XpvJQxCQ0NvKwxsdHR0cPnyZbKysrBYLFL9ga+v76jWMRIyQcBT7XjHt7czBuypBzsAV69eldqzbNiKrR7miMLtcHNzIzk5meTkZERRpL29XUpTHHo39Y6GZur6BrlwKIuUpfFDNveRNvwbL7v+30bjzV3j5P69yO9wWKRceDj8J+wMx9PTE/hKJN6MmJgYnJ2dSUtLY9WqVcP+rjPp+HPLnxn0st6HeGNc99qe3W/q539L/hefTB/G+Y7j2WefvWkaDkYvDHx8fG7ZlgnWKGVNTQ2XLl2iuLgYrVbL9OnTmTp16qjtp+08HAiiiPA1h/593dvfD+xC4RZ0d3dTVFTE8uXLh5wV6PV6FArFQ2N89HURBAEvLy+8vLyYOnUq6Z810iiW3sEdwacffs653EMj/lmhUKBWq1GpVEN+u7i4jHi5SqUadlmvpZU/l91J+kDAzV7I+NDi5uaGIAiYTKZbRhRkMhkTJ07k8uXLLF68eJhYf7vibZoHm4cLhBsQsabVWpNb+X7894eJBFtX0fU1BiaT6Y6EgQ2z2Ux+fj6XL1+msbERLy8vVq1aRWJi4kPrvmrHDtiFwi1JT0/HwcFhmBe8Xq9/pKMJt8NsupPR2iCTCcTFjmPFumkjbvh3Q1i540+wJoFaXf4Yq4BEJrmv/NqPb+feIJfLcXV1lSJLoijeNGQ/adIkzp07R15eHpMnT5YubxxoJLs7e/QPeu3uT7edZp1q3S2FwcKFC8csDGwMDAxI9Qe9vb1ERETw4osv2kc7fxOwpx6+3ZhMJqlo6kZRMDg4+I0WCh6+rsjkMizmsQkGi0UkLiH6lm53X5fq6mra01QQP/pvlyiCYJYhb/SD0aWg7TwAPDw8GBgYQBRFTCbTTc+yXV1diY6OJi0tbYgz6KnWU8iQYbmNt8b1WLBwsukkFZ9UYNFbJGGwYMECqcZgrMLARnt7O1euXLmr9Qd2Hi7sXQ/fcgoKCtDpdEydOnXY3/R6/SNVyDhW5qyeyNl9GWO+nVwuY8ay20/iuxP6+/s5duwY2dnZBASG4K4w0GDKv63hEljncZgywviiei/5sUWsXr0aR0d7sdfDhoeHB6Wl1pTX4ODgLcPxU6ZM4eOPP6ahoYHAwEAAMjszxyQSbFhkFuLmxTErdNbXEgZgrT+orq7m8uXLUv3BjBkzmDJlir3+wM4ji10o3ISrV68SGRmJl5fXsL99U1MPoihSUVFBbs0VHDQCxoHRS12ZXGD26om4eY3e0Gk0WCwWMjIyOHHiBACrVq1i0qRJGEU9X9T+ksr+DP7/9s48Lur7zv/P7wwMw33flxwKKCgKHmgUb/E2HtGYeDUxV9vdNv3tbrrdbdrttmm6bTfdNtWY+9BovA+8wVtAEFBAwAMQBLnvm5n5/v4gMxW5ZrjE5PvMYyIMn+/3+5nvzHw/r+/77C7yUkCGiAb7wkkU58swMpKTnZ1NXl4eixcv7rZyn8STwc7Ojvr6eqD9O9ZTcTA/Pz+sra1JSkrSCYVGdWOfjz1i1Ahc7foew6JWq0lPTyc+Pp7i4mIcHR1ZunQpY8eO7dDxUuI7huR6+P5SWFhIYWEh69at6/Lv30WhUFBQQGxsLHl5eXh6evLcP81l57tn9N5eFEXGRLr16Fs2lKKiIqKjoykqKiI0NJS5c+fqLAEKQclzXr8mteokSZWHqWh98O1EhG9teQL+lpOYbL8Kt4BADtcdJj09HTs7OyorKzlw4ADp6eksWbLEoGqVEoOHtosk0GPmA7QHNU6YMIHLly+zYMEClEolxjJjUPe4WbcYy/oWTNjU1ERSUhLXrl2jvr4ePz8/XnzxRXx9fSUR+j1Acj18j0lMTMTGxoaRI0d2+feWlpbvjOm6pKSE2NhYbt++jbOzM88//zwjR45sj0BvFNjz19M9bi/IBGRyGYteH8/1W3GIx1pYtGhRvwIXm5qaiI2NJSkpCWdnZ7Zs2YKXl1encTJBzgS7xYy3XURh0y1Km/NITU+moaqFTYt+gpXxP6xBK1aswMjIiJSUFEaOHMmdO3e4e/cu77//PgsWLCA0NFS6sD9htF0koXOr6a4YP348Fy5c4ObNm0yaNAkvMy8yajL65H5wN3U3aHxFRYWu/oEoiowdO5YpU6bg5CSVR5YYPvz2t78lOjqa1NRUFAoF1dXVfdqPJBQeo6GhgfT0dGbNmtWtr/K7YFGorKzk/PnzpKWlYWdnx8qVKzuZ4je/tRRXbwe++MMxKktrOwQ4CkJ7kKDfGA/e+O81BIX7kJKSQnR0NGVlZTz33HMG+2RFUeTmzZucOXOGtrY2FixYwKRJk3r1GQuCgIfZGDzMxlCtMuVGzo0OIgHa70CXLl2KQqEgISGBsLAwsrOzaWpq4siRI6Snp7N06dIhbSUs0ZFHix31ZlEAsLS0JDAwkKSkJCZOnMhsp9mk1aQZdEwZMoKsgnA0cex1rCiK5OXlER8fz+3btzE3N+eZZ54hPDz8O3PjIGEgw9z10Nraypo1a4iIiODjjz/u834kofAYycnJCILA+PHjux3zNGc91NbWcvHiRVJSUjA3N2fJkiWEhoZ2awFY8HwEc9dMIjH2FheOJFNVWouRkYw2WROm7m28/ft/0YmL8ePH4+joyJ49e9ixYwfr1q3Dzc1Nr3mVlpZy/Phx7t+/T3BwMPPnz++TS8DS0pL6+vouXSCCILBgwQJMTEy4ePEiU6ZMoaysjHv37vHgwQO2bdvGnDlzmDhxomRdeAIYGRlhZWVFbW2tXhYFaO//8OWXX5KXl0d+ej5yazlqpVqX+tgbGjTMdZ7b4xht/EFcXBwlJSU4OTmxbNkyQkJCpPiD7znD3fXw61//GoDPPvusX/uRPuWPoNFoSEpKIiQkBDMzs27HPY1ZD42NjVy+fJnExESMjY11C6I+hV7kRnKmzA9hyvwQ3XN5eXl8/vnnHaLOATw8PHjllVfYs2cPn3zyCUuXLmXcuHHd7ru1tZULFy4QHx+Pra0tGzZs6LLjn75YWlqi0WhobGzs8i5PEARmzZqFQqHg7NmzTJ48mREjRhAbG4uZmRknTpwgIyODZcuW6aoFSgwd9vb21NfX62VRAPDx8cHS0pKdO3eiVqvxdPUkf3w+4rf/9YSAwFT7qYyz7vrz2djYSFJSEomJidTX1+Pv78/8+fPx8fGRhKREOwNoUaitre3wtLb+zHBAEgqPkJ2dTW1tbZcpkVpEUXyqXA8tLS3Ex8dz9epVAKZNm0ZERES/5+/l5YWpqSlZWVkdhAK0L9abN28mOjqaQ4cOUVxczLx58zq4EERRJDMzk1OnTtHY2MjMmTOJiIjo9x2a1t1RV1fXozl42rRpKBQKjh8/zoQJE9i0aRMHDx7E2NiYiooKtm/fzqxZs5gyZUq/0uUkDMPOzo779+/rZVFoaWkhOjpa10RqzJgxrFixguyGbP7v7v/RpmnrUixoay1Mc5jGJu9NnRb98vJy4uPjuXGjvXiTNv7A0bF394SERF95vBnZ22+/za9+9asnM5nHkITCI1y7dg1PT09cXbtPk2ptbQWGf58HlUpFYmIily9fpqWlhYkTJzJ9+vQeLSWGIJPJGDVqFBm3s3AND6Be1YKZXIGPhRPmRiYYGRmxbNkyXFxcOHXqFKWlpaxevRpTU1MqKys5ceIEd+/eZdSoUURFRendjKc3tO4KbZpdT2gtKkeOHKGtrY2XX36Z6OhosrKycHFx4cyZM9y6dYtly5ZJQWpDQFF1LZdKG0lpNiE58Q7HS5qIDPBhfshIFI8JyOzsbA4fPkxTUxMKhYKqwiauHSxg7+9+RVNDC8YKW5TewIIqjCe2om3zISAQYh3CHOc5BFv9IyZHFEVyc3OJj4/nzp07mJubM336dMLDwwfsOyPx3WSgXAcFBQVYWVnpfu9ujXnrrbd49913e9xXZmbmgBa+k4TCt5SWlpKXl8eqVat6HDfcO0dqNBpSU1O5cOECdXV1jB8/nsjIyA4fwIHgQWMlyU4NnJIX8fnVbbrnTWTGLPUYzxqvKfhbOjN58mScnJzYu3cvO3bswN/fn5SUFCwsLFi3bh0BAQEDOq9HLQr6EBoairGxMQcOHKC1tZVVq1aRnJzMmTNnsLe3p7GxkQ8++IDIyEimTZv2nenvMZwoqqrlt0fOcSE7BwHQiEZQ1cDd6tscv5HNb4+eY8v0cF6OnEhTUyPHjh0jKysLAA+XEaQeLeNueimCUIe2v05bi4rGDCDdDBtnR8ZssMXCRc7GZRuxU/wju0KlUpGWlkZ8fDylpaU4OzuzfPlygoODpfgDid4RRehvU6dvt7eystLrOv2zn/2MzZs39zimP+7brpC+Cd+SmJiIhYUFQUFBPY4brp0jRVEkIyODc+fOUVlZSXBwMDNnzhwUP/vJohu8fXMfGlFE89gnqEXTxsGCJPbnX+PNoMWsHzEVHx8f5s2bR3R0NElJSQQFBfHss88OSiMcuVyOmZmZ3kIB2k3WxsbGfPPNN+zZs4e1a9fi6enJvn37qK+vZ9SoUZw/f55bt26xfPnyHi1OEoZxt6SCzTv2Utvc3H7NBbSRiJpvL6C1TS385fQVEjLv4Fudj6qtFWNjY2ZEzObv/3qcmsoGoIvrtdb3W9ZI3HuNTH9hBHar20VCQ0ODLv6goaGBkSNHEhUVxYgRI6T4A4lhjaOj45C7wSShQPvif+PGDaZOndrrHaPWojBchIIoity9e5fY2FiKi4sZOXIka9aswcXFZVCOd/ZhOr+48U2PY9RiewrlnzKjaWluxvxmOZmZmXh7e2NkZERmZiaOjo7MnDlzUC7KFhYWBgkFaG9f/MILL/D111/z1VdfsX79el599VWOHTtGeno6QUFBVFRU8OGHHzJt2jQiIyOlO85+Ut3YzNZP9lPb3Ixa0/tdWXxBCZVygeX+3jz77LP8fO0Oaisbeu1JotGICCJc+fo+OS/eJyPrJjdv3gRg3LhxTJkypcsKrBISvTHcsx7y8/OprKwkPz8ftVpNamoqAP7+/galr0tXOiA1NRW1Wt2hE113DCehcP/+fWJjY8nPz8fb27vbwkQDRV1bE7+8ubebgsld87ecGJYVW7Nq1SrGjBkDwOXLl4mNjaWkpIRnn312wM+lNkXSUHx8fNiwYQM7d+7kiy++4IUXXmDlypX4+Phw4sQJbG1tmTRpElevXiUrK4tly5Z1CkCS0J/9iWmU1TUi6m26FbirMWHJqjXk3CwkN6tI72OJIqhaNbz78+2MinBgxowZhIWFSfEHEv1jmNdR+OUvf8nnn3+u+12b9n/u3Dlmzpyp936+9+HcoiiSmJjI6NGj9crbHw4xCg8fPmTnzp189tlntLW18cILL7Bp06ZBFQkARwtTaNWoDPpcCwJYzhmtK+YkCALTp0/n+eefJzc3l48//pjKysoBnWdfhQK0Rx5v2rSJ6upqPv/8cxoaGpgwYQIvv/wyoiiSnJxMZGQkCoWCTz75hFOnTtHW1jag8/8+oNZo2BWXaoBI0CJw8HoGRz+/jFxu+OWrJk/Gj3/8TwMa2CshMVz57LPPEEWx08MQkQCSUODevXtUVlb2mBL5KNoYBYVCMZjT6pLy8nJdUGBVVRVr1qxh69at+Pv7D4lf9Zv7cQZvIwKHi1Jo06g6PD9q1Ci2bt2KRqPhww8/5O7duwM0y765Hh7F1dWVzZs309TUxKeffkpNTQ3Ozs5s3bqVMWPGcO7cORwcHJg9ezZJSUls27aN3NxcABraWtmZcYOfnInm5eMH+ecz0XyelkytngWEvi+kFRRTXGO4mNOIIkeSM0m6kInawDboADXljRTnD6wwlfj+ImgG5jHc+d67HhITE3FxcdHbhKytoTCUAU81NTWcP3+eGzduYGlpybJlyxg3btyQ5vc3q9soaOzbBbZe1UxJcy0eZnYdnndwcODll19m//797Nq1i7lz5xIREdHvc9tTdUZ9cXR0ZMuWLXzxxRd8+umnbNy4ETs7O5YvX86IESOIjo7GysqK1atXc/XqVT754gse+HoQ11RHs0qFTBDQiCJyQeDInUx+d/UizwUF81bEDMyNh15kDjcq6vve6fFBSTkuLareB3ZDQ01Tn7eVkOjAMHc9DBTfa6FQVVXF7du3Wbp0qd4LylAWW2poaODSpUskJSVhYmLCggULCAsLeyJBdM3q/pnXDx47grfSDjMzM8zMzDA3N9f9vHDhQhITEzlz5gzFxcUsXbq0XxkRFhYWqNVqmpqa+mVetrW17SAWNmzYgJOTE+PGjcPd3Z19+/axd+9eZsydw05ZK/dqKxGFjhH76m//bVGr2Jlxg6SHhexevhbrYZpeOxiIokhTUxMVFRVUVFRQWVlJXE5hn/dnrDDS9RrpCwrlwGfbSEh8l/leC4XExESUSiUhISG9D/6Woejz0NzczNWrV4mPj0cmkzFjxgymTJnyRNwdtbW1PHjwgLz8+/3aj7FaoLS0lIaGBhobG3WFqx5FJpORlpZGZmYmbm5uWFtbdykstD+bmpp2KfC0sSZ1dXX99kNbWVmxZcsWvvzySz777DNefPFF3NzccHBw4KWXXuLUqVP8PO4CRSZGOpHQHRpR5HZlOS+fOMieFeuQfcfS8Jqbm3VC4PF/Hy3JbGlpiYm5dZ+OIQDezg7Y+jVScK/U4LsxY4URLl5SaW6JgWG4Zz0MFN9bodDW1kZKSgoTJkww6O61tbV10AIZ29rauHbtGpcvX0alUjF58mSmTZuGqanpoBzvcdRqNcXFxRQUFPDgwQMKCgp09cetra3x8regQF5v2LVZBGdjS15Zu6GDq0SlUtHY2KgTDtqfy8rKSE9Pp7CwkJaWFtRqte7vjyMIAqampp2EhDbFNS0tjfr6+g5/64s1xtzcnE2bNumyIdavX4+XlxfGxsa4ho2nMD9L732pRZHEh4Vcys/D2EjOnsw0cmuqUGk0OJmZs9Q/kMV+ASiHaepla2urTgBoRYD290ffI3Nzc+zs7HByciIwMBB7e3vs7e2xtbVFoVCQn5/PkQ/3U6kS0buDE+26wE/eRp1zPRga1iLAjKXjMLf8/lhzJAaZASy4NJwZnlejISAtLY3m5mbCw8MN2m4wLApqtZrk5GQuXrxIY2MjEyZMYMaMGX3qnmgIdXV1OkHw4MEDHj58iEqlQi6X4+bmxpgxY/D09MTDwwNLS0t87iXwX7ePGHwcx3uN/D3770yZMoVx48ZhbGys6xTYVSWy2bNns3fvXgoKCli4cCHh4eFoNBqam5s7CQvtz9pHVVUVDQ3tBXiuXLnClStXOuxboVB0EhbdWSzMzMx08SimpqZs2LBBV2dh3bp1+Pr68kV6KnJB0LkY9EEmwGtnDtOkUnXYNqtS4HxBLr++EsuPw6bw8tjwJ1L8R6VSdRAAj1oHHs0mUSqVOgHg5+eHnZ0d9vb22NnZdSumi4qKiI6OpqioCF+MqcSwRVuOiHNbHYtfXcSfU47Q3NSqv1VBhFkrQw06noRET0gWhe8Q2bcfcuXqHWpqm1EYy/HysiMvJ4FRo0YZ3GOgpaVlwNKqNBoN6enpnD9/nqqqKsaOHcvMmTMHrO/Bo6jVakpKSjpYC2pqaoB287qnpyejR4/Gw8MDV1fXDoWn1Go1V65cIe3CeczHyGhSiGj0uDrLEDA3NuGtqOdJT0zh+PHjxMbGEh4ezsSJE7sVQubm5mzYsIFTp04RHR1NcXExCxcu1C3e+vDuu+8yadIkQkNDuxQWDQ0NOr95QUEBjY2NXXYslMlkXQqLr776inHjx3PswW2DRAKABmhqU4FAh211lQhbW/ht3AXu11Tzm+lzB0UsqNVqqquru7QMaD8X0C6stIu/l5eXThjY2dkZ9D24f/8+586d4/79f7iwfBUaKiytyK+p16vgEsAr08bxw8WzEQQB+f9a8ZvXPkHfwh7uoSa4+UpuBwkJQ/lOC4VLl2/z5a6r3LlbglwuICCAACqVBplMZPo0B6qrG7Gx0f+C19LS0u+FXBRFsrOzOXfuHKWlpQQGBrJu3boBbTxUX1/fwVpQVFSksxa4uroSFBSksxb0VF+8oKCAY8eOUVZWxuTJk1kzcQyvXP+EJnWbrgJjV8gQkMtk/CV8I0G23gSN8KeqqoqEhAQSEhK4cuUKISEhTJkypcsqknK5nEWLFuHi4kJ0dDRlZWWsWbNG72pilpaWNDc3Y2trq/f79aibozth0dDQgEKhQCaTEZeSjNqh+w6VXSI89m8PfHXrBj42drw0tvdCYF2h0WioqanpMm6gurpaV8PAyMhIZw0IDg7WCQF7e3vMzc37LFS0VUMvXbpEQUFBh78FBwezbNky6lraePmTA9wpLtcJpS72BAj80/ypvDprsu7ZqQtCeOv/NvI/P/0KUaTLCo1yuQy1WsPyl6ZRrE6Xal5IDCxS1sPTzVdfx/Hxpxd1Fzm1uuM7qtEIXLqSS1b25/zv/zyPq6uNXvvtb9ZDbm4uMTExFBYW4uPjw0svvYSHh0ef9wftC8Lj1oLq6mqgfcH09PRk9uzZOmuBPn76pqYmzp49S3JyMu7u7mzdulXX4+DziNf56fUvyW+sQC7IOggGGQIaROxMLPjThBcItvlH2qmtrS1RUVHMnDmT5ORkEhISuHHjBj4+PkRERHRZD2LChAk4OjryzTff8OGHH7J27Vrc3Nx6nX9fii7J5XIsLS31cvloNBq+OrAfSg0I8jRAJGj56/U4NowJRdFNaXFRFKmtre0ybqCqqgq1Wg20W0bs7Oyws7MjMDCwg5vAyspqQK0WGo2GzMxMLl++THFxcQfrlK2tLc8//7yuVr2dsTFfvvocO2Lj2R1/g/pWFQIiAoLuGuxsLDDTw7aDSNASuXQ8I0M8OPblFU7ujqep4R/1KmQygRlLx7N04zO4+dny3nsZXQbRSkj0Fcn18BRz7HgqH396EaDHym8ajUh5RR0/e2sPO97fhIVF7/7SvsYoFBYWEhsbS05ODu7u7mzYsKHPHb4aGho6WQva2tqQyWS4uroSEBCgsxZYWxsWXS6KIjdv3uT06dOo1WoWLVpEWFhYh0DEERaO7J/xE+LL77E77yrxJbdRy0EpM2aMjQfrvCOY7hSIsazrxU2pVDJ16lQmT55MZmYmcXFx7Nq1CwcHB6ZMmcLYsWM7BJh6enqydetW9uzZw6effsrSpUsZO3Zsj6/D0tJywCs+PopMJmPN0mX85uO/YtA9qoHrcXVLM6dybjPL1bNLN0FlZSUqVXtNAUEQsLGxwd7eHl9f3w6WAWtr60Gvu6FWq7l58yZXrlyhoqJCZ/1Rq9XI5XIWLlzIhAkTOoiSsrIyrl27RtONGyyUqxF8vVHYOWFiZo7SSMbdK+eYFTaO5ORk7t+/j7e3d6fjuo1w5JX/XMHG/7eIu+kPiD5ygtr6avzHeLLl5RcBdIGWkkVBQsJwvnNCobVVxfYPz+s9Xq0WKS6u4Wh0Ks+vndLlmOamVi4eSeZ+9kMyrpTRmp+Fg5kno8N9er0TKy0t5dy5c2RlZeHo6MjatWsJCAjQ+w5Oo9FQWlrawVpQVVUFtNcL8PT0ZObMmXh4eODm5tavGgvl5eVER0eTl5dHcHAw8+fP7/buWibImOo4En/Rmm3H89i8eXOXF/GekMvlBAcHM2bMGAoKCoiLi+PYsWMd4hi0i402TfHYsWMcPHiQ4uJi5s6d2+3iZ2Fh0cEfPlBoNBry8vJ0aZx+xiLZSmPEQYo5FIA/nzhKctU/igRZW1tjb2+Pl5cXoaGhurgBGxubJ9IGu62tjeTkZK5evUptbS0eHh4YGxvrLDpBQUGsWLFCl96r0WjIzs4mMTGR3NxcLCwsmDp1KmFhYZ0+b58V3qG2thY3NzfOnDnDSy+91O13R2mqIHiiL7dyHXn4UEVN/T+EovbYklCQGFCkrIenk/MXs2hoMKxcriiKHDyczHOrJ3WoH19f08iu905yclccTQ0tyI3kaDRqSrNucelABt6jXFj74/nMerZz5kRVVRUXLlzgxo0b2NjYsGLFCkJCQnq9q2tsbOxgLSgsLNRZC1xcXBg5cmQHa8FAmIxVKhWXLl3iypUrWFlZ8cILL+Dv76/XtloXR3/iNgRBwMvLCy8vLyorK0lISCAuLq5DHIOzszNGRkYsX74cFxcXTp8+TWlpKatWreqUPtqkKkflkIjC/ybXyzSYGTnibTkfM6O+xYCIokhRURFpaWlkZGRQX1+PnZ0dkydPZqanB+tOH+7za+/12ICxjTVr5y/TuQ6GS9fK5uZmEhMTiY+Pp6mpiaCgICorK3nw4AHQbtVZv369LgalsbGR5ORkkpKSqKmpwdPTk5UrVzJ69OhuBU5AQAAxMTGsXbuWXbt2cevWLV1zse5QKBTI5XIqKipobm5GqVQil8sRBEFyPUgMKJLr4SnlxMmbCIJgcLOZsvI60tIfEDquvbFSZUkN//bcXynKK0Oj/rbKnqrd3yt+G+uQf6eYP/z4C3IyCvnBL5YhCAJ1dXVcunSJ69evY2ZmxqJFi5gwYUKXF0KNRkNZWVkHa4HWXG5ubo6npyeRkZE6a0F/qhV2R05ODtHR0VRXVzNt2jSmT59u0HGqq6uRyWQDlsppZ2fHwoULdXEM165dIzU1FV9fXyIiIvDz82PKlCk4OTmxb98+PvzwQ10gaHVLDmmVH/Kg4TyiuYiVP9yuyUdEQ0rF+3iYTyfE7mVsTUbpNZfy8nLS0tJIT0+nsrISc3NzgoODCQkJwc3NTSfS1hWEsCczbdBikqwtzAkMDBykvRtOQ0MD8fHxJCYmolKpCA0NRalUcvXqVURRRCaTMW/ePCZPnowgCBQVFZGYmEhaWhoAISEhTJo0SRfz0hMBAQGcPn2atrY2Ro4cSUxMDIGBgT1aTh79/JaWluLl5YUgCBgbG0sWBQmJPvCdEwoPS2r60JGundKy9uJCzU2t/OKFv1OUV64TCV2hPcy+7TGYWZngONqIhIQEjIyMmDVrFpMmTepQTbGpqamTtaC1tRVBEHBxccHPz0/nRrCxsRnUHPr6+npOnz5NWloa3t7erFu3ThdgZgjV1dWDMldTU1OmTZvGlClTuHXrFnFxcezcuRNHR0ddHMPWrVvZvXs3H3/8MXNXBpJj9B4asQ0RDQggyEHkHz0BChsuU9QYxwyX/8HNvGs3U11dHenp6aSlpfHw4UMUCgWjR49m8eLFjBgxokuL0C+nRlJaU0NsUX73L0ikTy3YBFGkNq+AP/3pT4wePZpx48bh6ur6ROor1NTUcPXqVZKTkxEEgfDwcEaOHMmBAwd0bgZfX19Wr16NQqEgPT2da9eu8eDBA6ytrZk5cyYTJkwwKK1SW7QpOzubuXPnsn37dpKSkpg8uXNgoxaFQoFGo0Emk1FSUqLrqmpsbCxZFCQGFinr4SmlHyddu/DH7k8kL+uhQdt++afjTNnsxDORU5k6dSomJiadrAUVFRUAmJmZ4enpyfTp03XWgqEqzyyKItevX+fs2bPIZDKWL1/OuHHj+rzwaIXCYCGXywkJCSE4OJj8/Hzi4uI4evQoMTExTJw4kXXr1nH60i6yxT8g0/RsBxRRI4oaLhb/C/PdP8RO2X6X3tzczK1bt0hPTyc3Nxe5XM7IkSN55plnGDlypO4OVa1WU1ZWRmlpaYdHVVUVXqLIZKURmRYm1ArtC7y2rbZaFHGxsKCiqYE2Az+goiAwWWlJfVkF165d49q1aygUCvz8/AgPD8fb23tA4hLa1GriCgsobmjvuulibkmEuyfG35rwL1++zM2bN1EoFEybNo2wsDBOnDjBF198AbQLu+effx4bGxvi4+O5fv06DQ0N+Pj4sHbtWkaNGtXnYMrAwECuXbvGsmXLCA0N5eLFi4wbN67bok4KhYK2tjYcHBwoKSnp9LyExEAhuR6eUhwdLCktq+1TfEh83HnUbfl88/cEg5vOiGpwNPZDEAT27t2rK0EsCALOzs74+PgwY8YMPDw8sLW1fSJ3hMXFxURHR/PgwQNCQ0OZN29ev4tHVVdX62VC7i+CIODt7Y23tzcVFRUkJCRw9epVLl++zMhFWcjk+n5jRURRRUr5+7jWvk5aWhp37txBrVbj4+PDsmXLCAwMpKmpidLSUuLi4nTioLy8HI2mPRXUwsICJycnRo0ahZOTE05OTjg6OmJkbMyVB/c5kXaDG5mZONvasn7mbGaN8OOPCZfYnpqod+CjTBAIsnfkv1ZvpKmpiTt37pCamkp+fj6ZmZlkZmYil8vx9PRk/PjxBAUFGeyeqmxq5Iv0VL5MT6WiqWOZbFsTJRONlNjfL8TB3II5c+YQFhZGVlYWf/nLX3Spl9OnT8fX15eEhAQyMzMxMjJi3LhxTJw4sU9WqscJCAjg4sWL5OfnM3PmTNLS0rhy5Qpz5szpcrxCoaC1tRUfHx9KS0t1z0uuBwmJvtEnofD+++/zP//zPxQXFzNu3Dj++te/MmnSpC7Hfvjhh3zxxRekp6cDEBYWxu9+97tux/eXBfODSb9leGc6C3MFIcEeJF/JoCS/qk/HPvvNNeoUrnh6ejJt2jQ8PDxwd3d/Is2cHqW1tZXz588THx+Pg4NDnzIUuqO6upqgoKAB2Ze+2Nvbs2jRImbNmkVCylkKLY9iiO4S0VDSfI2EE6bYmvkwbtw4LCwsqK2tJSkpiRMnTugWFKVSiZOTE15eXoSHh+sEQU8Ca7rnCKZ7juDuqDHs2bOHostxqD28eW3CZI7ezaKwvrbXBlICYCTI+O30eUD7HfvYsWMZO3YsGo2G/Px8UlJSuHPnDnl5eeTl5XHo0CEcHR0ZN24coaGhvYrAu1UVvHhkL6WNDV0WO6pqaeZMczN2bnbsWrEWJ7kxH374oc4y5uLiQkhICDdv3uTSpUvY29szf/58QkNDB7TMuaurK1ZWVmRlZbFw4UIiIiKIi4tj4sSJXRYLMzExobW1Veey0LYbl1wPEgOORmx/9HcfwxyDhcKePXt488032b59O5MnT+a9995jwYIFZGdnd1lZ8Pz58zz//PNMnToVpVLJu+++y/z588nIyMDd3X1AXsSjzJk1mve3x9LcrP+dgyAIrF45kZUrn8HNMo0rn3/Yt4O3GfMv//IvT8Ra0B1ZWVmcOHGCxsZGZs2axdSpUwcsha6lpYWmpqZBdT30hKmpKY6BFTyslLXHJRiAqBGw8S+mNNWc0tJSjI2NdZaB4OBg3c8WFhZ9fj/9/f154YUXdP0h1q9fz54Vz7Nq7xeUtDR1KxZktLsu/mfKTEKdO1trZDIZI0aMYMSIEQBUVlaSmppKRkYGpaWlnDlzhjNnzmBtbU1gYCCTJ0/ulJVSXF/H84e/obKpsYeKiCAKUN3Wyup9O1lYVoe5RsTIyAh/f3/y8vI4c+YMo0aNYt68efj6+g7KZ18QBAICAsjKyiIqKopp06Zx/fp1zp07x/LlyzuN1wpzOzs7WltbqampwcbGRnI9SAw8UoxC1/z5z39m69atbNmyBYDt27cTHR3NJ598wltvvdVp/M6dOzv8/tFHH7F//35iYmLYuHFjH6fdPaamCrZsfIZtO87pNV4QwNhYw0j/b/2d/XjTtD7p4UBNTQ0nTpwgOzsbf39/Fi1aNOA9JLQ9AZ6UUABoUJXQvrQaJhQEQcDdx4o5ge0ZE4MVPDpixAg2btzIV199xeeff97ew2L9S/x01+fENdfTJPu2BpMoIgoCMlHk2ZGjsbt7nweXrtIaOKZXi5SdnR2zZ89m9uzZuniLlJQUioqKdCWzTU1N8fX1ZcqUKbi7u/OH+EtUNjXq1adCLYrUa1RcNzdmiaCktraWvLw8JkyYQHh4+KD0JnmcwMBAEhMTKS4uxtXVlcjISE6ePKlLnX0U7fnSzqukpAQbGxvJ9SAx4AgMQIzCgMxkcDFIKLS2tnL9+nV+/vOf656TyWTMnTuXuLg4vfbR2NhIW1sbdnZ23Y5paWmhpeUftRC0rY71Zc2qiZSX17H3QFKP42QyAUtLJUuinDhzOprGhmo8HfWrH9AVdk7d90wYKjQaDfHx8Zw/fx4TExNWr17N6NGjB2UR1BZ+epJCoV0gGP5NFQRwcnYiwDlg4Kf0GO7u7mzevJkvv/ySzz77jA0bNvB/z73I+9u3U+9oi++EUBKvX6e+pBSPFjXrp3vjPG4SH374ISdPnmTZsmV6H0upVDJhwgQmTJiARqMhNzeXxMRE8vLyyMjIICMjA5WxEYdsTAySVqIgkGtiBDIlSyMjCQkJGZR03e7w9vZGqVSSlZWFq6srYWFhJCQkEBMTw/r16zuM1QoFhUKBUqmkpKSEgIAAFAqFrrOohISE/hgUhlxeXo5are6k4J2dnSkuLtZrH//2b/+Gm5sbc+fO7XbMO++8g7W1te7h6enZ7diuEASBN16bw//7aRQuzu0ljOVyGTJBQCZrv+uXyQSmPzOKD97fzEs/WMu8efO4evUqSbeu4OJlb5DPG0CQCcx7rvuUraHgwYMH7NixgzNnzjB+/Hh+9KMfMWbMmEGzclRXVyOXy/Vu1DQYKOUOfdpOoxFJuZbNBx98QExMDOXl5X1Oq9UHZ2dnNm/eTEtLC59++ikqlYqVy5djlPeA0Y0qfjx5On7NakxEiI2Nxd7enoULF5KSkqKL7zEUmUyGn58f69at46233uKHP/wh48eP567SqEd3Q3eIgoBlxEQmTJgwpCIB0GWiZGdn636fM2cOd+7cITc3t8PYR6swOjs76wIajYyMpBgFiYFFW5mxv49hzpBmPfz+979n9+7dnD9/vtvUJoCf//znvPnmm7rfa2trDRYLAIsXjmPhgrFcT87jStwdamubMDY2wsvTjoULQrCz+8cCN3XqVF0RH7tRckoKethxF8jlMuav6zo3f7Bpbm7m7NmzXL9+HVdXV7Zu3apX46T+Ul1dPWDVIfvKCMv5pFd9ZPB2gkxEUzaK8pISiouLuXz5MnK5HAcHB/z8/Bg7dixOTk4D+tocHBzYsmULX3zxBZ9++ikbN25k8uTJnDlzhpUrVwLtd87379/nwIEDPPvss+Tk5HD06FHc3d37ZeJvbm4mKyuL27dvUylokAlyA501IJfJyK3pW6DvQBAYGEhaWhpVVVXY2toSFBSEu7s7Z8+e5eWXX9a9V1qhoA1o1AoJKUZBYqCR0iO7wMHBAblc3iE3Gdp9gF21Cn6UP/7xj/z+97/n7NmzvTb0MTExGbCoaZlMYGK4DxPDfXod6+/vz8svv8yXn+8k51oFrQ2aHgsuPcrq1+dgbTe0d9aiKJKens6pU6doa2sjKiqKiRMnDnrzHy3aILEniZXCG2fTMEqaUtA/TkGGg3IM63/wNqIocv/+fW7cuMH9+/cpLS2lpKSEq1evIpPJcHBwwNfXl5CQEFxcXPp9bm1sbDqIhfXr15OXl0dsbCzQXrDo/v373Lp1C41Gw5IlSygsLGT//v1s2bLF4EDUhoYGEhISuHbtGiqVinHjxnHfSMPdvHvQQ5vwrhBFaP02JfJJ4Ofnh1wuJysri4iICARBYN68eXz22WdkZGQQHBwMdBQKzs7OJCUloVKppBgFCYk+YpBQUCgUhIWFERMTw4oVK4B2n3hMTAw/+tGPut3uD3/4A7/97W85deoU4eGd+yIMJxwcHHj9h69iaryTE++n0dYEYi/pK/PWTmbD/1s0RDNsp7KykujoaHJycggKCiIqKqrLVLHBZKhqKPTGWLvXOFv4KhoRvV1G4+xeA9rdVI9mEGhTD2/evEleXp6uhkJ8fLyuVbOfnx+jR4/G3d29TxkklpaWbN68ma+++oovv/ySxYsXc/jwYV36nr29PUpLS+Lu3uHuN3uImDmTi4cPExsby7x58/Q6Rm1tLVevXuX69eu6KooRERFYWlqSeO50H82dIjYmvXdYHSxMTEzw9fUlOzubiIgIoN0Co+0HERgYiJGRUSeLgiiKlJWV6eorSEgMGFLWQ9e8+eabbNq0ifDwcCZNmsR7771HQ0ODLgti48aNuLu788477wDw7rvv8stf/pJdu3YxYsQIXSyDhYXFE/Vt94RSqeSVH23BxS2a/X+7QEVO+13IP3pIiIgasLQzxT5AYPkbU4bsLl6lUnHlyhUuXbqEpaUlzz//PKNG6de7YKB5EjUUusJM40dtyjQsQi9/+0x33zwBEIhw/iXOZl0L1sdTD9VqNfn5+aSlpZGXl0dFRQXl5eUkJCQgCAJ2dnb4+PgQFBSEp6en3r57c3NzNm3axM6dOzl69CgTJ04kLi6O67k53LWx4kJ5GSpzU6ip4qNzZ7G0syY1OQlLVxemBId0u9+KigquXLnCjRs3dFUUJ02aRHNzMzdv3iQrK4vy4iLUtqbd7qM71KKI8f0C7jjdwc/Pb8g+848SEBBAdHQ0jY2NujoRc+bMYdu2bSQlJTFlyhSdUGhpacHPzw9AlwIrWRQkBhJBFBH6GWPQ3+2HAoOFwtq1aykrK+OXv/wlxcXFhIaGcvLkSV2AY35+focLyLZt22htbWX16tUd9vP222/zq1/9qn+zH0RkMhkrVi/Fd5Q3+/ccovmhMXbmrmhUIg0tdTTKyvjv//t3vvlmD9HR0bz++uuDHuCVm5tLdHQ0VVVVREREEBkZOeRBZVqedA2FR+exc+dO6utcmRP5LvdaPqeiJQNRI7RbFwQQkCGixs4kgFD7H+FiNlHv/cvlcnx8fPDxaXddqVQq8vPzycjIICcnh4qKCioqKkhKSkIQBGxsbPDx8SEgIAAvL68eY3GUSiUbNmxg9+7dJCYmcs/SnMsNdciaGtA8ZhqpU6m4qTRhw9nT/FkQWBg0mvN3c7mSd5+6lhbEtjZkVZUoC/OxMTdn9uzZeHt7c+/ePb744gtKSkowMjLC1dUVLyMF1ioNNXJBfxMM4G5iikV1Hbt27cLS0lJX2Mne3l7vffSXgIAAjh07xu3btwkNDQXA0dGR8ePHc/HiRV2DKm3goomJCTY2NpSUlGBnZ0dbW5uuAJOEhIR+9CmY8Uc/+lG3robz5893+D0vL68vhxg2jB07Fnt7e/bs2QNUsnbtWhQKBX//+98pKipk6dKlbNu2jfPnz+ttFjaUhoYGTp8+zc2bN/H09OS5557rsrjVUKJtL/0khYJKpWL37t1UVlayZcsWnJ2c8SeSqpbb7D33Xzi6meLo5Iip3BEfyyjslP23fhgZGeHr64uvry/QHlmvFQ65ublUVVVRVVVFcnIyANbW1vj4+DBq1Ci8vLwwNzfvsD+FQsH69et58/NPuVzf3mehu4wEEVCL8JMTp/n1mYvUNLcgF4T28d/WYTA2sSLCxhbx234eCoWCgIAAwsLCSEtLo6CgPUp3obMHuxsNC0yc0KJm1aq1qNVqUlJSSEpK4vLly7oS0qNHjx7QioxdYWFhgaenJ9nZ2TqhAOhKO1++fJm5c+d2cDNoMx9cXFwQRRG1Wj1sWnVLPOVoMLSES9f7GOZI3xY9cHd3Z+vWrezZs4fPPvuMpUuXYmlpSU5ODvPnzycyMpJz584RHBw8oD57URRJTk7m7NmzCILA0qVLGT9+/LC4G3rSQkGj0XDgwAEePHjAiy++2CFlV6Fy52HCSJ5Zs4bRLqMHdR7Gxsb4+fnpTNwtLS3cv3+fzMxMcnNzqampITU1ldTUVKA9PmHEiBGMHDkSLy8vrK2tKairI/pbkdAjIghtAoIGalTtdUZ0BZO+/Uy0iSKXyirIUij435WrGDvSn9jYWE6cOIEoitjb27Ny5Urc3NxwunaF/0vSr/7Jy0Fjscu8y0cffURUVBSLFi1iwYIFZGVlkZqaypEjRzhx4gSjR48mNDQUb2/vQfucBgQEcP78edra2nQWNUtLSyIiIrhy5QoTJ07sJBSSk5N1Y1tbWyWhIDEgSK4HiQ5oA9COHTvGwYMHcXR0JCcnB2hPrUxPT+fIkSNs3bp1QHy3paWlHDt2jIKCAsaNG8e8efM63Y0+SZ5kDQVRFDl27BhZWVmsW7euU9+KsrIygAFpSGQoJiYmjBo1Shc30tzczP3798nKyiInJ4fa2lrS0tJIS0sD2juJptvZINB7TJPQBoIGhF5quYkIVLSp+I9Lccw4dhR1aytKpZLFixd3qKvx5qRpOJqZ87vL52jSqJEhoPl2Ftr5WCpM+Lcp03kxOJS2Z2Zx6tQpjh07Rm5uLkuWLCE4OJjg4GBqamq4ceMGqamp3LhxA1tbW0JDQxk3bhzW1tb9OKOdCQwM5OzZs9y7d4/AwEDd81OnTtWVdn5UKDg5OVFfX69rYiXFKUhIGIYkFAzAyMiI5cuX4+zszOnTp4H24DF7e3uWLVvGRx99RHx8PFOnTu3zMVpbW7lw4QLx8fHY2tqyadMmXWDdcELbXvpJWDdiYmJISUlhxYoVXQZylpWV6TIUnjRKpZKAgAACAtorQDY2NpKXl8ft27fJycmhuq6OeGNZp5iETmhAUPcuErSoRZHc2nrc1bBxxgwiIyO7FLDPBwZTePIsjV5u3FbIKaqvpaamBhczC16JmM5i/wCU3959Gxsbs2TJEnx9fTly5AgffPABq1atwsPDA2tra2bMmMH06dPJz88nNTWVy5cvc+7cOfz8/AgNDdVlJfQXe3t7HBwcyM7O7iAUTExMiIyM5Pjx4zg5OXWwKADU19cDklCQGECkrAeJrhAEgYiICMzNzTl48CCff/45mzZtwt3dncmTJ3Pu3DmCgoJoNVVzvvQa5a1ViKKIrcKa6Y5heJl1Xwjp9u3bHD9+nPr6eiIjI5k6deqwNZFqhcJQExcXx5UrV5g/fz7jxo3rckxZWRn29vYD1vxqIDEzM2P06NGMHt3uErn5oICv9u/tdTuhD+ULBKDWw5tZs2Z1OyY9PZ2Whgb+ec4CXVDiJ598gq2NLc8Gjulym9GjR+Pm5sb+/fv59NNPmT17NlOnTtX1OtG2A4+KiuLWrVukpqayf/9+lEolwcHBhIaG4ubm1i+RGRgYyPXr19FoNB0E0IQJE0hISKCurk4nCOzs7DAyMtKVgpdSJCUGjIGorCi5Hr67jB07lgsXLtDQ0MBHH33E6tWrmT17Nkn3b/DzxP+hxLwGGTJdULkowr4HJwmy9OMF76WMsR6p21dtbS0nT54kMzMTX19fNm7cOCzuhnuiurp6SKo/PsqNGzc4ffo006ZN0+XRd0V5efkTcTv0BcFYvxbkgkp/a4IWEbhZXEJBdQ2eNp3N/6IoEh8fz8iRIztkLlhbW+safnWHjY0Nmzdv5ty5c5w9e5bc3FxWrFjRwRVlYmLC+PHjGT9+PBUVFTq3RFJSEk5OToSGhjJ27Ng+udQCAgK4fPkyBQUFHVxP2tLO33zzja4XiUwmw9HRURdXI1kUJAaK70tlxqFPhP4OMXLkSExMTPDw8GDnzp3sTzrGjeBCSkzbL7IaNKjF9ofm29DW7Locfpn+Fy6WJeoaOL3//vvk5+ezatUqXnzxxWEvEmDoLQrZ2dkcPnyY8ePHM2fOnB7HlpWV4eDQtx4QQ42liR5CoZ8XktJvTe6Pc//+fUpKSpgypWPpcSsrK70ascnlcubOncuLL75IcXEx27dv5969e12Otbe3Z86cOfzkJz/hhRdewNHRkZiYGP785z+zZ88esrOzdTEE+uDu7o6FhQVZWVmd/hYYGIiZmRllZWW6/h3Ozs5UVlYCklCQkDAUyaLQD3x9fUlISGDDhg3E3LjIHlUMoowe5Zc2WOy9259zJe8irXfrCQ8PZ86cOT3m3A8nmpubaW5uHpL2wtC+oO3bt4/AwECWLFnSo8m6qamJ+vr6J54+qi+eVta4WFhQ3M1iPpjEx8fj6OioqxGhRSsU9K034Ofnx2uvvcbBgwf56quvmDZtGrNmzerS9SOTyfD398ff35+mpibS0tJITU1l9+7dmJubM3bsWEJDQ3t9/wRBICAggOzsbObPn99hnoIg4OXlRVZWFmlpabq+HdrmWpLrQWLAkFwPEr2hTQHLy8vjvnsFQoWAqOftnyiKZDk95LeRP8HDw2OQZzqwaM3SQ2FRKC4u5uuvv8bDw4OVK1f2mlHyJDMe+oJcJmPjuFD+58rl7j85/YwXde4iM6WyspLs7GyWLl3aSQxYW1ujVqtpbGzU2y1gYWHBiy++yNWrV4mNjeX+/fusWrWqx8+IqakpkyZNYtKkSRQXF+vSSOPi4nB3dyc0NJTg4OBuBbQ2TqG0tLRTR1s7OzsUCgWxsbGMHj0aZ2dnVCoVIFkUJAYOQdP+6O8+hjuS66EfaN0O6XmZJFTc0FkL9EKAWrMmWmyegk/JYwxVDYXKykp27tyJnZ0d69at0yuws6ysTFda+WlArVbjUlGFXBR71AOiEXqLUC0yQWCCuxseXcQnXLt2DVNTU0JCOpeD1vYM6S1O4XEEQWDatGls2bKF+vp6tm/fzq1bt/Ta1sXFhaioKH72s5/x3HPPYWZmxvHjx/nTn/7EgQMHyMnJ6dQGfMSIESgUii7dDwqFQhfAeO3aNZydndEAzQiU1dfT9gSbW0lIPG1IFoV+4uvry6GCM31yI8uRcb70Gn4WXgM+r8GkqqoKIyOjQa3rUFdXx1dffYWJiQkvvPCC3hX/ysrKdFHuw53Kykr279/Pw4cPeTMsjD/n3EEjil1WZhSN2gMaDUEjimwMD+30fEtLCykpKUyePLnLEuDauge1tbV9Clj18PDg1Vdf5ejRo+zdu5ewsDAWLFigV7lxuVxOUFAQQUFB1NXVcfPmTVJTU0lLS8Pa2lpXNtrW1hYjIyNGjhxJdnY2kZGRHfajUChQqVSEhYVx6NIljlbXcsDMAjUCe68mYByfyKLAAF4cP45QV9dhUcRM4ilEcj1I6IOvry+NRS3IEFAbKBc0iFS0Vg/OxAaR6upqrK2tB+3i2tzczM6dO1GpVPzgBz8wSJCUlZUNe7eDKIqkpqZy4sQJLCwseOmll3B3d2f8gwLeiD5KVXNzpwJMcpmAxkjUWyzIBYExLk7MH+Xf6W8pKSmoVComTuy654WZmRlyudxgi8KjKJVKVq9eTXJyMidPnqSgoIDVq1cb9N5YWloybdo0pk6dSmFhISkpKcTHx3Px4kVGjBhBaGgo/v7+HD58mJqamg6FnRQKBU2trcSqRQ7LjJFl3ELziM2mTaPhWGYWh29lMtvPl/eWLMZM8WT6pnzXyauuYmf6DU7evUNNSzPGcjkBdg68EDKO+b7+GA/DNGa9keooSOiDttWwKNJvX/LTQk1NzaC5Hdra2vj666+pqalhy5YtBh+nrKysQw+A4UZTUxPHjh3j1q1bhIaGEhUVpbOWTPbw5OpLr/Afn3/GtZYmilQq1KKIHJjq6cWGsaEcTc3g+J2uMwu0CIC/gz0frnm200VYo9Fw7do1xowZg6WlZdfbC4LemQ89zkMQCAsLw9PTk3379rFjxw4WLlxocBlyQRDw8PDAw8ODqKgoMjMzSUlJ4dChQ7pOkfHx8R2CGuXGxlxSKHmQfbv9dXexX2356/M5uWzZt58vnluNyVNgiXpaaGht5V/OnuTEvTvIBeEf5caBa0UPiCsswN7UlD/NW0ikt08Pe5J40kjfin4il8txNnekmFyDt5UhYK+wGfhJDTLV1dW4u7sP+H41Gg379u3j4cOHbNiwweDMhebmZurq6oatRSEvL4+DBw/quqmOGdO5oJGJkRGzXN3wycvj9R//iF27dyOIIuufXQXAHF9fRpw6y2cpN2kUZLogI5lMhkqjQSmX49PSyJ9mT8fOrHMr6du3b1NVVdWpm+vjWFtb91soaHFycmLr1q2cPHmSo0ePkpOTw5IlS/qU5WNsbMzYsWMZO3YsVVVV3LhxgytXrhAfH8+dO3d0ZaNPPSiiQK7f5U0jiqQUPeQvV67yr5EzDJ6TRGcaWltZe2APmeXtwcXqx8zr2t8rm5r4wdGD/C1qCQv9O1dZHe58X3o9SMGMA8A0+wl92k6NhplOkwZ4NoPPYNRQEEWRI0eOcPfuXZ577jk8PT0N3sdwzXhQq9XExMTw+eefY2try2uvvdalSNBiZ2enKxZkYWZGU1OT7m+CIPDTqHn8aVIos1sbCFS3EunmzPrxY/n9ovnE/9OrLHa05ULM2U7BfwAJCQl4enr2GntgZWXVL9fD4xgbG7N06VJWr17N3bt3+eCDDygsLOzXPm1tbZk5cybz5s1DEAScnZ25cOECf/7f/2X3rUyD9qURRXam3qBJyogYEN6KPU1meVm3nVC1iLR/9//pVDT3KiuGZnIDiTZGob+PYY4kFAaAcX7BWJeaIDPE9yCCVaMpVk2d7/qGM9oaCgMpFERR5MyZM9y4cYMVK1bg79/Zr64P2oyHR6sMPmkqKir45JNPuHr1KrNnz2bjxo29Nkmyt7dHpVJRW1uLqakpjY2NncbMnjWLSe6uTFA186PQYP5z3ixWjR2DuYkJUVFRFBYWcuPGjQ7bFBcXk5eX16nAUlcMhOuhK8aMGcOrr76Kubk5n3zyCVeuXOlS0BhCYGAgoigSEBDAz372M9ynTKFOFHUdNfWlobWNo5mdMygkDONBbQ3Rd7J7FQlatGLhs5spgzsxiT4jCYUBwNHREd9iR2SizKAyu46ZJmzbto3Y2FhdjvdwZzBSI69cuUJcXBxRUVFdpuvpS1lZGba2tnpF1w82oiiSkpLCBx98QFNTEz/4wQ+YPn26Xp1FtamdlZWVmD1mUdAik8l0zccSEhLQaP7hhff29mbMmDHExMTQ0tKiez4hIQFra+sOjZS6Q+t6eHS/A4WtrS1btmwhIiKCs2fPsnPnThoaGvq8PysrK9zc3MjOzkapVFKtNEPeh0BbuSBwvbCoz/OQaOfr9JvIDDz/alFkX2YGda0tvQ8eToi0B8D05zH8DQqSUBgIBEEgxDWQ8XleGMuMkPV0WsX2mv3/5L+BOSOfQRRFLl26xN///ndycw2PcxhqBlooJCcnExMTw4wZM5g8eXK/9jVcejw0NTWxb98+jhw5oruDNiSmQ9uVs6KiAlNTU5qbm7u869ZWGCwqKiI2NrbD3+bNm0dzczOXLl0C2jsnpqWlMWnSJL3EipWVFaIo6jouDjRdlX/Wtm3vC4GBgdy5cweVSkVDa2ufMnI0okh9y1O2UA1DTuXc7RSToA/NKhWJ/XRHDTXaGIX+PoY7klAYIHx8fGi718CvR/2I8bZBAMiQIUcGGnRuCbsmC8bf9mK6QzgLFy5k/fr1KJVKampq+OKLLzh8+HCXpubhQnV19YDVUMjMzOTYsWOEh4czc+bMfu+vtLT0ifd4yMvL0y16q1evZvny5XrXgNAil8uxtbWlsrISU1NTRFGkubm507jq6mrMzMyYO3cuV65c4fbt27q/WVtb88wzzxAfH09lZSVJSUnIZDLGjx+v1xweraUwmGjLPzs5OfHll18SExNjUM8HLYGBgbS1tZGbm9v3NEdRJPfObT7//HOOHz9OUlIS9+/f79KiI9E9NV18VvXetqXv2z4R2v0m/Xw86RfRO1LWwwDh6+sLgLq4hf8Y8walzRWcL7tGWXMlKSnJBHkF8NzYpSgbjNgev50rV64QGRnJyJEjeeONNzhw4AB5eXmkpaVx+/ZtFixYQEhIyLArBKMNZOzvvHJzc9m/fz+jR49m4cKF/d5fS0sLtbW1T6zHg1qt5vz581y+fBlvb2+effbZXmMResLOzo7KykpGjmzvMtrU1ISpacd4Fu17MXXqVPLz8zl48CCvvvqqztozdepUUlJSOHnyJEVFRYSGhnbaR3c8Wp1xsEuMa8s/X7lyhdjYWPLy8not//w4Dg4O2NnZkZWVRWhgEKo+uExEQWDyCG/MEMnLyyMpKUlnybGwsMDJyQlHR0ecnJx0PxsqAr8P9CfFVCmlpw5LpHdlgLCyssLBwYGcnBzGjBmDk9Ke5zwXAvDHww+Z6BKIp5krmEFERASXLl0iJCQEOzs7LC0t2bBhA1evXiUmJgZRFDl48CA3btxg8eLFw6oc8UBkPDx8+JDdu3frFlR9TOG9UV5eDjyZjIeKigoOHDhAcXExs2fPZtq0af1+TXZ2duTk5GBmZgbQ5V2ttp6FIAisWLGCHTt2sHfvXrZs2YKRkRHGxsbMmzePffv2ARjk2lEqlRgbGw+6RUGLIAg888wzeHt7s3//fj744AOWLl3K6NGj9d4+ICCAmzdv8k8LF+JoZkZZQ4NBAY2mRkb8bPkyLL6tzaBWq6moqKC0tJTS0lLKysq4c+cOCQkJum2sra07CAhHR0ccHR2HRZzMUCOKIvn5+dirNRSJImIfxP8ou+ETiKwXUmVGCUPx9fXtYP7VYm5u3iFYKzIykoyMDI4fP84LL7yAIAjIZDKeeeYZRowYwf79+2lra6O4uJht27YxY8YMpk6d2mU3vqGmurq6X3eYFRUVfPXVVzg6OrJ27doBe03a1MihdD08WmHR0tKSH/zgBwNWX8Le3p7r16/r7li7ckfV1NTg4uICtDdYWrNmDZ988gmnT59m0aJFAAQFBWFsbIwgCAYJPG3RpYFMkdQHT09PXnvtNY4cOcLevXsJDw9n/vz5ei28gYGBxMXFkZqczMiWJsoMOK5MEHhubIhOJEC7C0hrPXiUtrY2ysvLdeKhtLSUW7ducfXqVd0YW1vbThYIe3v7J1paXKVRk1Bxk5PFVylqKkUtarAxtmSGUxhznadgZWy4O1EURQoLC0lPT+fWrVvU1dXhY23JTblhIkEmCExwccPvaRMKGvpfaO8paPcjCYUBxNfXl2vXrlFVVdWhBfPjQsHY2JiFCxfy9ddfc+vWrQ459do6+ceOHSMjIwMnJyfOnTtHeno6S5Ys6VN9gYGkurqa4ODgPm1bW1vLl19+iZmZGevXr9dV1RsIysrKsLGxGbI7uccrLC5cuHBAX4+dnR1qtVrX6fBxi4Ioip0qZLq5ubFgwQKOHz+Ol5cXwcHB5Ofn09bWhiAIJCYm6pUaqWUgiy4ZglKpZM2aNVy/fp1Tp06Rn5+vV/lnJycnjIyMOHHiBJFeXhSUV/GA3l3AckEg0NGRn01/Rq/5GRsb4+rqiqura4fnW1tbdcJBKyJu3LhBXV0dgC5191Hrg5OTE3Z2doN+ExBXfoP37+6mpq0eGYKugV1FazU5uQ/4Iu8oy9xmsslnGXKhZ2uYKIo8fPiQjIwMMjIyqKmpwcLCgtGjRzNmzBjcPTxI/vJjCuvq9E6R1Igim8bpFz8jMfRIQmEA0badzsnJISwsTPe8ubl5p+jxUaNGERgYyMmTJ/H39+/g61QqlaxatQpfX19OnDiBtbU1oijyySefEB4ezpw5c/pU1a6/NDc309LS0ifXQ1NTE1999RWiKPLiiy/qTOoDxVD2eNCnwmJ/0daCqK2txcjIqJNQqK+vR61Wd4qDCA8PJz8/n6NHj+Li4kJCQgKOjo54eXlx/vx5QkJC9A5EtbKy0llqhhpBEAgPD9e7/HN+fj6HDh1CrVZjZmbGlk2bqN+2jUtGClJr65AJQqdFS1tWOMzdne3PLut3rweFQoG7u3snq1Jzc3MH60NZWRlJSUm6mweZTIaDg0MnF4atre2AuOXOFsfzlzs7db8/3uVWREQtqjlYGENJcwX/GrSlk1gQRZHS0lLS09PJyMigqqoKMzMzgoKCCA4OxsvLq8Nc/3f+ItYd+ObbWL2exYIMgSj/kSySKjMOWyShMIAolUrc3d07CQUzMzNKSko6jY+KiuL9998nNjaWhQsXdvibIAhMmDABT09P9u/fT1lZGUFBQdy8eZOsrCwWLlxIUFDQkAY7alMjH7WW6ENrayu7du2ivr6eH/zgB/0K8uuOsrIyvf3ZfUWtVnPu3DmuXLkyIAGLPWFtbY1MJtNlPjwuFLpLUxUEgaVLl/Lhhx+ye/duKioqWLJkCUFBQWRkZBAbG8vSpUv1moOVlRV3794diJfTZ5ydnXnllVd05Z9zc3NZvHixTii3tbURGxtLfHw8np6eTJs2jWPHjlFRUYG5iQkbHB35+eJF/O7wEW42NumWLAGY6evLhgmhTPX2Mjjv3xCUSiVeXl54eXXsEtvQ0NDJAnH37l1dhouRkVEnAeHk5GRQQ7as2lz+784uved6tSKV3fkneMF7MdD+vdJaDsrLyzE1NSUwMJDFixfj4+PTrZAJc3Xn06UreSX6EK1qdZfpklrxFuU/kj/PXzio78GgIcUoSPQFX19fEhMT0Wg0ui/R464HLdbW1sycOZOzZ88SGhrayZQJ7cF5L7/8MqdPnyYxMRFfX19kMhl79+5l1KhRLFq0aNAWq8fpSw0FtVrN3r17KSkpYdOmTYMSQ9Da2kp1dfWgWhQeDVicM2cOU6dOHZC7ve6QyWTY2trqaik8HqPQ03uhUChYs2YNH3zwAXK5nJCQEBQKBTNnzuTkyZOEh4d3+Vl7HGtra53l4knGx2jLP/v4+HDs2DF27NjBqlWr0Gg0us6R8+fPZ/LkyajVak6dOkV2djYKhYK2tjbGu7kysa6GVyZOZHRYOBpRxM7MFMsnnLFgbm6Oubk5I0aM0D2nrV3xuIDIysrS1c0wNjbuZH1wcnLC0tKyk4DY/+AsAkKvd/WPcrAgFuf7ptzJyKa0tBQTExMCAwOZP38+vr6+en8WnvHy5syLW/jqZiq7Mm5S+1iNipFKM96cNYe5vv5Pp0j4HiEJhQHG19eXixcvUlxcrKunb25uTmNjYwfxoGXy5MncvHmTY8eO8dJLL3W5+BgZGbFo0SL8/Pw4fPgwcrmcmTNncv36dd5//31mz56tdyGd/qCtoaCv20AURQ4dOkRubi7r168flEZSMLgZD9oKiydPnhzwgMXe0KZImpmZdaqjUFNTg1Kp7DY9T3vXqVarSU9PZ8KECYSHh3P9+nVOnjzJ5s2be70r1aZI1tXVDVq3UEMIDg7G3d2dffv28dFHHwHt3VvXrVunE6AymQwXLx++vHSDKrWMVlUd58v301Cn4Tk/fzxthkZU9xVBELC0tMTS0lKXcg3tn8Pa2toO4qGkpIT09HRdVVcTE5MOwsHYzpSEijSDRAJAi6aVY3djmeE8gdmzZ+Pn59fnIEx3Syv+bdoMfjJ5KinFDzl54TxtTc3429tTm1/APF//YZcCbhCSRUGiL3h4eGBsbExOTk4HoQDtfvrH/cNyuZzFixfzySefcP36dSZOnNjtvgMCAnjttdc4cOAAFy5cICIigtbWVk6dOsXNmzdZunSpXneKfcWQGgqiKHLy5EnS09NZs2ZNh4veQDNYGQ9NTU0cPXqUzMzMQQlY7A07Ozvu3r2Lk5NTlxaFnhbvlJQURFEkODiYEydO4ObmhouLC1FRUXz55ZdkZGT0GpSqtVQNZltxQ2lsbKSlpQVBEBBFEaVSqasNUV7bwLuHznPmRvG38Qjtn9Pc2geImPLijmO8MH08r86fgpH86ao1JwgC1tbWWFtb62prQPv3rKqqqkP8g7bPR7FzA2KAaHBUviCA9UQ3VoasHLD5mxgZMcXDk1JLa0qbWngmOIRdN9MoKyt7YrVPBoTviVB4ur4tTwFyuZwRI0Z0KMesFQfd1bP39PRkwoQJxMTE9Foy18rKio0bNxIZGUlcXBylpaWsXbsWtVrNhx9+yOnTp3UmyoHGkBoKFy9e5Nq1ayxevHjQYwfKysqwtrYe0OI3ubm5bNu2jdzcXNasWcPy5cuHVCRAe0BjVVUVSqWyU4xCTU1Nty4njUbDtWvXGDNmDMuXL8fBwYG9e/fS3NyMr68vgYGBnDlzRpdR0R1ai8KTyHx4HJVKRUxMDB9//DEmJia8/vrrvPDCCzx8+JDt27cTl5rO8/+7i7M376AR4dHVUXsZrm9uZceZBP75k8O0qQyv/jgcEQQBOzs7/Pz8CA0N5ZlnniEqKopnn30W7wAfg3rPaBGBOlXfe2/0hLGxMW1tbfj4+KBQKMjKkppwPQ1IFoVBwMfHh5iYGNra2jA2Nu5VKADMnTuXrKwsTp8+zcqVPSt5mUxGZGQkPj4+7N+/n8OHD7NkyRKqqqq4cOECt27dYvHixR3uPAaC6upqvdIzExMTOX/+PLNmzSI8PHxA59AVA5nx8GjA4ogRI1ixYsWQxYA8jp2dnc5d1VUwo5+fX5fb3b59m6qqKlatWoWRkRFr1qxhx44dHDlyhDVr1jB//nzef/99Ll++zKxZs7o9vomJCSYmJkNeS+FxioqKOHToEBUVFcyaNUtX0MrR0ZHXXnuNb/Yf4GdfnaRRlH8rErpHBC5n5fHf+2P49dr5QzJ/Q9BoNDQ3N9PU1ERjY2OHf7U/Nzc3d3quK9FX7NmE6N+3u1WFbHDSjLVCwcjICH9/f7Kzs5kxY8agHGtIkOooSPQVX19fTp8+TUFBAb6+vnoJBVNTU+bNm8fhw4cJDQ3Vy1Tv5eXFa6+9xtGjR9m3bx9hYWFs3bqVU6dOsWvXLsaMGUNUVBQWFhb9fk2iKFJdXd1rd0dtIalJkyYxffr0fh9XH8rKyggICOj3fioqKti/fz8lJSVDErDYG9oUSY1G00EoaN+L7gRMQkICnp6eulgKOzs7li9fzjfffENCQgJTpkwhIiKCq1evMn78+B6tRE+qlgK0i7YLFy5w+fJlXfaDs7NzhzGWlpZYjRpP/c0YvfcrinAoIYOtcyfhYW8zwLPWHkOktbW104Le1c+P/t5VTw9oX2DNzMwwNTXF1NQUMzMz7O3tO/z++M+3mnL59a3tBs9dQMDdZHDcAVqhAO0p4ocOHaKurg5LS8tBOd5gI6VHSvQZJycnzM3NycnJwdfXF4VCgZGRUa+tdMeNG0dqairHjx/ntdde0yuASFuR79HiNKtWraKkpIRTp07xt7/9jXnz5jFhwoR+BQ3pU0Ph3r17HDhwgJCQEKKiooYkSKmtrY2qqqp++TmfZMBiT1hZWSGXy2lra6O5uVlnXWhsbESlUnX5XhQXF5OXl8fq1as7PB8UFMSUKVM4c+YM7u7uTJ8+nRs3bnDmzBnWrFnT4xyehFB4+PAhhw8fpqysjMjISJ555pkuo+1FUeTry6kIGNZbRxAE9l5N46dLexezbW1tBi322kdXLbplMpluIdf+6+Tk1GmRf3ThNzU17VMw4XjTIOwV1lS0GmYREhF5ePI2h7MPEx4ejpub24B9l7WZKNAuFARBIDs7e0gsj4PC9yRGQRIKg4AgCPj6+ura5gqC0G2K5OPbLV68mO3b/9E0St/jhYeH4+XlpYsIX7BgAW+88QZnz57l2LFj3Lhxg6VLl/bZRN9bauSDBw/Ys2cPvr6+LF++fMgimSsqKoC+Zzw8GrA4fvx4oqKihjwWoTu0KZIt36aVNTc3Y2Zm1uN7kZCQgJWVFUFBQZ3+NnfuXAoLC9m3bx+vvvoqc+fO5eDBg+Tl5XVI0XsUKysrHj58OFAvqVfUajWXLl3i0qVLODo6snXrVl2Z6q7IK63ibnGFwcfRiCIHE9KY6WHRq1lfm1XwOI8v7ra2tri5uXV5d6/9WVtOeyiQCzIWu83gy7xj+mc+aMCm2ZTpAZPJzs4mNTUVFxcXwsPDCQ4O7ncckLGxMa2trYiiiKmpKd7e3k+3UPieIAmFQcLX15e0tDQaGxsxMzPTSyhA+4L3eNMofXFyctK5HqKjo8nJyWHp0qWMGzeOY8eOsX37dqZNm8aMGTMMvkPpaXEqKytj165duLi48Nxzzw1pzn1/Mh5yc3M5ePAgbW1trFmzZtCDLvuCvb29LsBV+1nSxgw87nqor68nLS2NWbNmdekykcvlrF69mg8++IADBw6wfv16EhMTOXnyJK+88kqX21hbWw9ZwFlJSQmHDh2ipKSE6dOnM2PGjF4/S+V1fQ+6q2ls5vDhI5iYKDos6BYWFjg4OHS54Gv/VSqVT0Va31K3mVwpTyW3vhBNL85wGQJGciNGP3Dm+sPrREZG4uTkRHJyMtHR0Zw+fZqQkBDCw8N7FG89YWxsjCiKaDQa5HI5AQEBnD17ltbW1mEj0A1CI4LQT4tAb4E1wwBJKAwSPj4+QHu539GjR+stFKDrplH6YmxszJIlS/D19eXo0aNs376dVatW8dprr3Hp0iUuX75MRkYGS5Ys0c1RH6qrq3V+0kepqanhq6++wtLSkueff37Iu+aVlpZiaWlpUEnrxwMWn332WV2E/3DDzs6O4uJi4B/9Hqqrq1EoFJ1aRiclJSGTyZgwYUK3+7OysmLlypV89dVXXL58maioKD766COSk5O7vKuzsrLS3VUPVkMjjUbD5cuXuXDhAg4ODrz88su61OLekMn6vlgbyeX853/+x7BotjZYKOUKfh38Br9O38ad+vxuXTQyZCjlCt4e8zqjpnhx7tw5zp07h5ubGytWrGDRokUkJyeTnJzM9evX8fDwICwsjDFjxhj0ndeObWtr0wmFU6dOcffu3WEp1HtFcj1I9Adra2vs7e3JycnRCQVtYaDe6KlplL6MHj0aNzc3Dhw4wGeffUZkZCSRkZEEBwdz7NgxvvjiC0JDQ5k3b163BZTy66rZk51GXm0lBQ8fIjooOf8gl0gPH2SCQGNjI19++SUymYwXX3yx08I1FJSXlxvkdhhuAYu9YWdnp4sReFQoPF7GV6VSkZSUxLhx43p9H/z8/IiMjOT8+fN4enoSGhpKbGwsY8aM6bSt1mpRW1s7KO3OS0tLOXz4MA8fPmTatGlERkYaJEhcrPseBOdsY/mdFglarI0t+P24n3C2OJ6jRRd40NSxnLy53JQo12ksdpuBo0l7efZ58+YRGBjIoUOH+OCDD5g9ezaRkZHMmDGD27dvc/36dQ4fPsypU6cYN24cYWFhen0PHxUKSqVS12UzOzv76RQK3xMkoTCI+Pr66mrlm5mZ6W1RgJ6bRumLjY0Nmzdv5sKFC5w/f568vDyeffZZNm/eTHJyMmfPnuX27dvMnz+fsWPH6haee9UV/Do+louFucgEAVFsbyQjk8Pm0/twM7fihyETabqaTHNzM1u2bHliUctlZWX4+/v3Ou7xgMWXXnpJ77vWJ4m9vT3it3ccWqHQVQGk9PR0GhoamDx5sl77nTFjBgUFBezfv58XX3yRW7ducf78+U49R7SWlpqamgEVChqNhqtXr3L+/HlsbW156aWXDAogra2t5caNG6SmpuIgV1GhNjIwmBFWTelbF9SnEYXMmEVu01no+gy36+5T3FyOWlRjbWxJiM3ILtMhtS2/Y2JiOH36NFlZWSxfvpygoCCCgoKorKzk+vXrpKamkpCQgLe3N+Hh4QQGBnYr9h4VClrcfP3Yc+MmJw8cpqGlFUulCWHu7qwKGY3tE7j5MIwBsCgYWDnzSSAJhUFE2/ehqqrKINeDlp6aRumLTCZj1qxZ+Pj4cODAAbZv387y5csJCwvTmf0OHTrEjRs3WLJkCQXqFtaf2EOTqg0ROjRz0Xo4ixpq+UV8DOOaNGxfv1GXxjfUqFQqKisre72TGc4Bi72hXZzlcrmuOmN1dXWHBkOiKJKQkMDIkSP1jtWQyWSsXLmSDz74gJMnTzJ9+nRiY2MJCwvrkEEyGEWXysvLOXToEEVFRURERDBr1iy9rAgqlYqsrCxSU1PJyclBLpczevRofhDoyB9OJBo0B7kgY8Wk749Q0CIIAgFWIwiwGqHXeGNjY6KioggKCuLw4cNs27aNuXPnMmnSJOzs7Jg3bx6zZs0iKyuLpKQk9u/fj5mZGePHjycsLKxTA7lHhUJdSwu/iTnP4YxM1KIM7n4b/A2cvXOPP128zLPBo/n3WZFYmAzT7+swdj3k5eXxm9/8htjYWF1LgRdffJFf/OIXBl//JKEwiIwYMQJBEMjNzcXc3JzW1lZdESZ90KdplCFzee211zh8+DC7d+9m4sSJzJ8/n1WrVjF27FiOHz/O/3ywjcMuSppEjV595G+YyzhV9ZAtQ3hnLooiqQUPySmtpLyqivtqOSaW3ccXPA0Biz1hZWWFkZFRh1bTj1sU8vPzKS4uZu7cuQbt29zcnNWrV/PZZ5/h5uaGra0tp06d4sUXX9RZl7RxKQNRdEmj0RAfH09sbCw2NjZs2bKl1wJeoihSVFREamoq6enpNDc34+npyZIlSxgzZgwmJiao1BrO3XnI9XuFen1uAV6PisDecmBbnX+X8fb25rXXXuPs2bOcPHmSrKwsli1bhq2tLUZGRgQHBxMcHExZWRnXr1/n+vXrXLlyBT8/P91NiUwm0137yurq+NnRk+RVVbXfjAidK2m2aTTsS8vgxsNidj2/BmsD4pAkICsrC41GwwcffIC/vz/p6els3bqVhoYG/vjHPxq0L0koDCKPtp0ODQ0F2iPXDan0p0/TKH0xMzNj3bp1XLt2jTNnzpCfn8/q1asZOXIkr7/+Om8c2kljbSmiAcGTf06+zPMB41AOUqCbllaVmgPX0/kyLoXc8qpH/mJG4lfHWTw2gE3Twgh0bbcuqNVqYmNjuXr16rAPWOwJQRCwtbWloaFBV5CnpaWlw2coPj4eR0fHPvXT8PLyYu7cuZw5c4YZM2Zw8eJFsrOzCQwM1I0ZiFoKFRUVHD58mIKCAqZMmcLs2bN7FMz19fXcvHmT1NRUysrKsLS0JCwsjNDQ0E5WEyO5jPe2LOONHQdJyy/uVixo2xpvnBnGy3O676ki0TUKhYJFixbprAvbt29n3rx5hIWF6YSlo6MjUVFRzJkzh4yMDJKSkvjmm2+wtLRk/Pjx+Pn5IQJvnb9MXlV1l+2nH0Ujitwtr+D1g0fZuW718Ms00Yj023UwSFkPUVFRREVF6X739fUlOzubbdu2SUJhuOHj40NSUhJTp04F2qszGiIUDGkapQ+CIDB58mS8vb3Zt28fO3bsICoqisCQYOKaawwSCQC1rS0cz81m5UjDAy71pb65hR9+dYTEvAddVktVaTQcu5lF9M1s3l0TxURXew4cOEBJSQlz584lIiJiWAcs9oY2RbKpqalTmmpVVRVZWVksWbKkzxfRiIgICgoKdH7m06dP4+/vr3MH9Kc6o9YtEhMTg5WVFVu2bOngNnkUtVrNnTt3SE1N5c6dO+1m8oAA5s2bh5+fX4/voaWpCR+9sZrPz1/n68upVNQ1YiSTgdA+B7VGJMDNkc2zw1k4vv9VPL/P+Pj48Prrr3P69Gmio6PJzMxk2bJlHa5rxsbGhIaGEhoaSnFxMUlJScTHx3Px4kWKZEZkVVb1cISOqEWRawUPSCh4wBSv3kvIDymipv3R333Q2b2nLaE+kPQ11kgSCoOMr68vly5d0vmXDY1TgI5No4KCggakJLOLiwuvvPIKJ0+e5OjRoxzOTqO+zfBmUjIEDtzLGDSh0KZW8+OdR7l+vxDoXrurNSICIv9vz3FmmrQQZGvx1AQs9oadnR337t3rUihcu3YNU1NTxo4d2+f9C4LA8uXL2bFjB42NjdTU1BAXF6crwW1paUl+fr7B+62srOTw4cPk5+czadIk5syZ06VvtKSkhJSUFF3dEVdXVxYsWEBISIhBmTQmxka8Mm8yP5g9kYu3csguKqOptQ1LUyURo7wI9upb7r9EZ0xMTFi6dClBQUEcPXqUbdu2sWDBAkJDQzsJVhcXF5YsWcK8efO4lpzEW5cvIwhqRFEGon7iVi4IfJmcOvyEwgDyuBvu7bff5le/+tWA7f/u3bv89a9/NdiaAJJQGHS0bae1ufB9EQpgWNMofVEoFCxbtgxfX19+f/YYWMgMbnCiQaSwtnrQ8uyPpmaRkFug11jx2/8nacz4n5dfxuw74tO0s7Ojra1Nt4gbGRlhbm5OS0sLycnJTJo0qd/1K5RKJWvWrOHjjz/G0dGRS5cuMW7cOKysrAy2KIiiSGJiImfPnsXc3JxNmzZ1qvzY1NREWloaqampPHz4EDMzM8aOHUtoaGinfg6GYiSXMTvEn9khvWfDSPQPf39/Xn/9dU6dOsWRI0fIzMxk6dKlHbKgRFEkpbKAnTnXOFVyC7W/iBHfxgHWGaGpNkFs6TlNVS2KnLlzjxaVCpNBdnMaxAAGMxYUFHRwj3ZnTXjrrbd49913e9xlZmZmB/dhYWEhUVFRrFmzhq1btxo8xWF0xr+bGBkZ4e3tTV5eHkqlss9CoS9No/QlODiYqY2VXLoZ36ftKysq+e1vf4tCocDCwgJzc/MOj0ef0/5sYmKil6n8q/gUZIIhbjyBujY1cbmFzAnqurvi04Y2q6S+vr5DDYXU1FRUKlW/3VFaXF1diYqKIjo6GhMTE2JiYpi5eD5XKCbOsYFfpuzHTmnJHJfRhNh6dLmPqqoqjhw5Ql5eHhMnTmTu3Lk6K4JGo+HevXukpqaSnZ2NRqNh1KhRzJgxg5EjR34vahp8F1Eqlbq0yaNHj/L3v/+dhQsXEhISQqO6jTev7eViyV3kgqxDTIIgAJYqjKxUaOqMUJeY9mhh0Igi1U3NOFv236I6YAxgjIKVlZVecVQ/+9nP2Lx5c49jHl0fioqKmDVrFlOnTmXHjh19mqIkFIYAX19fYmNjsbKy6rNQgL41jeoKbffBgoIC3SOlphwcDE9BkiEQ5OrGiqnjaGhooL6+nsbGRurr6yksLKShoYGGhoZODXLkcnmXQuLRR3FTG1kPywyek1wQ2HPtxndGKGh9is3NzdTU1GBtbY1GoyEhIYHRo0cPaJBmWFgY+fn5JN3J4OPaFH5zOgUNIjhAfuENEAQ+vXeJACsXXhs1i9ku7Vkkoihy/fp1Tp8+jZmZGRs3btRV/iwvLyc1NZWbN29SV1eHk5MTc+bMISQkZEDcaBLDg1GjRvHGG29w8uRJDh48yM1b6Rx1aiC9pr1XiLoLX772XkGwUCGXNaIuMqMns6bRcIs1egLpkY6OjnoXmSssLGTWrFmEhYXx6aef9jlWSxIKQ4Cvry/Hjp2msVFDXW0RRka3GDXKBQ8Pw4JK+to0SqVSUVRUREFBAQ8ePKCgoEAnWBwcHPDw8GDrxHASb12lqrXrNrfdoUHEx9KFuxgR4j+KqU6d8/hFUaS5uZn6+nqdcHj054aGBsrLy8nLy6OhoUFXjCVfYwQYnsKmFkVyyvQPlhruWFq2VxBsVamoqKrEw82dO3fuUFVVxapVqwb0WIIgEBg5iXflqbTIHmklJAP1I8VlbteW8NOkr/lJ4HyedQjh6NGj5OTkEBYWxrx58wB0xXgePHiAUqkkODiY8ePH4+rqOvyi1yUGBFNTU5599lkCAwN5O+4gadVterkzBQEwUyOzbUVT1bXJ3dTICGvT74Y7cSgoLCxk5syZeHt788c//lHXFwcwuFeHJBQGmczMQvbtSyQhXoEoNgKNxMQcBiA01JuVq8KZOnWk3hdOR0dHpk6d2mPTqLq6Op2l4MGDBxQVFaHRaDA2Nsbd3Z0JEybg4eGBh4eHrnxzVVUV49MSOSc26Z/5IAIa2J+Qzn4y2l+TuyubJo5nUdAo3WsSBEHXXEcfJdza2kpdXR3fxCUTF5+u31wePwcNDVy4cAFra2tsbGywsbHBysrqqct+uFtbxtc5SXwTqKFVJoBYirW6mpDkHEI8XQe8HXZFSz0/Tt5Jq7xng6pWQryXdZq4gvMENVvwwgsvIJfLOX78OLdu3UKlUuHn58eqVat6rNYn8d1jxEh/cu4IoDZsO5lNK5oqBY+rC7kgsHps8DC0KDAAFoUBmUknzpw5w927d7l79y4eHh1dhaKBc5a+uYPIoYNJ/PWvZ5DLZV1+lm7ezCc19T6LFo/jJz+JQi7X70swY8YM0tPTOX78OM8//zylpaUd3AiPdhf09PQkJCQET09PnJ2dOy2UarWaq1evcvHiRQLMzUh3MKOitbnX/GYABDCqk/Pol/pmUTE/PXScC/dy+d3i+b1+sUVRpL6+ntLSUkpKSigpKaGwsJCqqioKVQJgrtc5eRwTNCQmJnZw9QiCgKWlpU44WFtbdxAS1tbWw2Yxa1Gr+Pn1w0Q/yGj37WpPowA1mlauKFq4YlKDcOsc/xQ0c8Du0L/KuUpla0O7u0EfREjzULPSZDTHjh3TpV/NmDFDFwwp8f3jRGE6DWrDsqgEATASEcxViA0dg3PVosj60L5n9gwaw7gy4+bNm3uNZdCX4XFV/A5y4sQN/vrXMwCo1V3n2Wq+DWI5cfwGRnI5//yTBb3ut6mpiYKCAtzc3Lh16xbvvPMOarUaQZBha+eMs7MPUyK8GB3k1+tFOj8/n2PHjlFeXs6UKVOYOXMmzzc3sPb4bkob67sXC98+bVQnQ97SUQhoi90cTsvERC7nvxbO1S1iLS0tOkFQWlqq+7m5ud3doR0niiIymYwxzvYklLTS0s356w6ZILA+MoLXZk6mra2NmpoaqqurO/xbVVVFXl4edXV1HdS1ubm5TjR09e9A5zV3RatGzdYru0gsvw907dvVWn3+nnWJmtZm/nNcVL/FQqtaxb78JL2rGwIgQCNqjty5RpTvOEJDQ/H09JRcC99zkisKvg1eNOy7K4ogKNUdhIIAvDh+HCMdnkypeAlJKAwKdXVN/OW9U3qPF0U4ciSZufPGMGaMxyPPi5SXl3dwI2g7UGqDAOvqWrF1COXipTwqq6qAKiALd3dbVi4PY/68YCzMOy5uTU1NnDlzhpSUFNzd3XnllVd0PitvhYJjyzfyl5Sr7L2TRpNKhbGs3SKi0mhAAKFNwKhBhqy1e2uBCOxJTcejpRHLpgZKS0s7lAHWtoXWigSlUomXlxfe3t54eXnh6ura3t/gxAW+upqin4XjWwQBVoW11/E3NjbGwcGh2x4IarWa2traTkKipqaGhw8fUlNT0yEQU6lUdmuNsLGxwdTUtN+L5F9uneNa+X1EPe/qd+YkEmrnwTKvkH4d92rZHWrbmgzeTgYIYd4sm7KsX8eX+O7QoGo12LytQ96+nbYl9rLRgfzHnJkDNbWBRaPhH11w+rOP4Y0kFAaB06fSUKkMc87J5TIOHkjCzKytgzBobm5GEAScnJwYMWIE06dPx9PTExsbG6JPJPPnv5wBMjpZr4qKqvjbtrN8/NlFfvtfqwgd64Uoity8eZPTp0+jVqtZtGgRYWFhndwRDqbm/GbqPP4tfAbRednk1VSR9KCQ5PyHCM0CMrV+C6EgihzOustSGzNMTEw6NMbSCgPtw8HBocsF9sUpoXyTmEZzW5teFjpBgNVhITha6ueykMvl2Nradmpeo0Wj0VBfX68TEY8KiZycHKqr22tIaDE2Nu4kJB4VFBYWFj0KiUZVKzvvJeotEqA98+Sj21dZ6hncZ5EiiiKF9ZW6i7MhaIDiloFrGiXx9GNupGj/LPZBLMg0AhrAz96OlyaGsTpkzPC1UA1j18NAIgmFQeDw4WSD33u1WsP587dobrmBhYUJnp6eTJkyBU9PT9zd3TuZvM/G3uJP752lu5Bi7fGbm9r4f/+2h7d/sZDcnGRyc3MJDg5mwYIFvaamWShMWDuq3S84I34H8gbDAolEQeCeBh6UluLp7Mzo0aN1wkBf37W7rTXvv7CM1744hErTc7MqQYApvl78fPFMg+bZEzKZTJff3FUDI1EUdYWQHrdKPHjwgIyMDJ3VBNqFiZWVVZduDRsbG05W3KVJ3dbpOD2hQSS7toSbVYWMs/PQzaulpYXGxkZdZon25+7+vW3XhuiJwUW3vj0TfdlI4jvKeDtP9t9PMXg7QYAlvsGsmz+BCe5uw1cgfM+QhMIAo9GIFBX1LTVPFAVGjRqLr+8/MgOKioooKirqMK6mtoU//991/eYjiggakf/63TFmPSMwduxY7O3tSU5O7nK8Wq3ukL5YX19PXUMDxfStL7woCKz9wcuM9ex7dP4UPy++2Poc/77/FDlllchlAupHKjAJQnt+9dqJY/l/UTNQGA1d4R5BEHR1H7orF62tf/C4kCgtLeXOnTsdAi6veAoI1npXttUhA/5++iATahS6xV+t7mzVMjU1xdzcHDMzM108hvZ3D6GaG6WXDTsw7RYNV1Mbg7eT+O6yyCOYd9JO0qAyLKDRwcSCd2YsHn7ZDd0hWRQk+oJGo+nX+56RnklhYRaCIHSbynf7nmiQW0sUQaUSKC4FY+O73Lt3TzfXxx+P+hUFQUAQBFQA/Vh7hQFYuMd6uHD0nzaSfL+IPYk3uVNSTnObClszU+aNGcmzE0ZjY9Y3MTPYKJVKlEplt6WJHw24TL99GrG53PCDiKA2kulSXh8VA9qfzczMekwPDVW38dGZJOpUhtfSWOoRavicJb6zmBoZs9YnnM/uxOmdQSMAG/wmPT0iAYZ198iBRBIKA4yRkRwTEyNaWlS9D+4KoY3Wb0W4XC7HxsZG50O3s7PDysqat/7zFNBi2G4FKK80Z+oUB11goTZITy6XI5fL20XBI/52URRRKpU4WllhVNWEqo+fZxsDGvv0hCAIhI1wJ2zEwNYOeNI8GnDpUp5MWlG5wZceQSYjNDCYxUH6FeHqChO5Mau8w/ky54pBwaM2CjNmuwT1+bgS303+KWgW18vzSasu7DWTRoZAhJMvPxg5bYhmJ2EIklAYBJ55JoDz5zO7TYvsCkEANzdb/vu/X6K2tpbKykqqqqqorKykurqavLw8UlJSqK1TU1dneIqeKMLD4gYysyqQfWvWNjY21vnHtc1/Hv3XyspK12zo7uETRGdmdzD59/qagJGO9nhYS7n0+jLGxpWzRdkGBTNCewplsI1rv4//os9UjhSkUN3aqPed4E8C52Msky4lEh0xkRvx8bQX+cm1vVwuvddluqT2ufnuQfw+7Nmny5oAiKIGsZ9tpvu7/VAgfbsHgeUrJhATk2HwditXhmNsbIy9vb2uEdCjiKLIjZu5XEve2+e5rV69Fhdne6ytrbts+dsdL4SN40hGlkHHEoEN4eOlgCQDWD1iPP+XecFgv6Wz0pLpLv3vluiotOSDKZvZGvcpdarmbvPgtdkRPw6Yy7NeYf0+rsR3E3NjE3ZMfYGkinx25VzjdFGmzrpgJMhY5BHMet+JjLV1fzqvE6LYf9eBFKPw/WT0aHdCQjzIyCjUFVXqCZlMwMrKlLnzgnscJwgCjg5dp/HpPbegUXpXgHyUUHdXJnm5c72gSC+ztFwQcLQwZ+mYwF7HSvwDB6UFCz1Gc+JBht7mfwGBDf6TkAsDczc2ysqFXdNf4y9Zpzn78FZ7ASxB0NkX1KIGXwsnXh81i3luPX9mJSQEQWCigzcTHbxpVrdR2dKIANiZmGMif8qXIHEAYhQkofD9RBAEfv1fq/jxj77g4cPqHsWCTCagVBrz7h/WYWHRe8MTFxdrbG3NqKpqNGhOMplAwCiXPokEaH9Nf1u1jOe/2ENuZVWPPke5IGCpNOHT51dhpjDudpxE1/xi7AJSKgoobqrrtbKdTBCYaO/NJv8pAzoHdzNb/jBhLRUt9Rx9kEp+QwVtGjU2CjPmuIxmnK1UfVHCcJRyY9zMrJ/0NCQMpE+rxvvvv8+IESNQKpVMnjyZa9eu9Th+7969BAYGolQqCQkJ4fjx432a7NOEtbUZf3t/E5Mnt7c6lsk6XlS1C7aPryN/e38T/v5dR8Q/jlwuY/nSCZ321xsajcizy/tnIrYxVbJn01oWBPgj0L5IdZjbt7+P93Bj/5b1+DkY1h1Toh07E3N2zdjCCIv28yfrorCB9lw/4+THtqnrUMgGJyXU3sSCzX7P8Muxy/lN6Ep+NjqKUDsvSSRISEB7VcWBeAxzBNHAOpt79uxh48aNbN++ncmTJ/Pee++xd+9esrOzcXJy6jT+6tWrzJgxg3feeYclS5awa9cu3n33XZKTkwkO1s9sWVtbi7W1NTU1NU9lk5nCwkqOHkkhMTGH+voWlKbGBAW5sXz5BAIDDS8qUlFRz/Mbt6NSqfWyWslkAlaWpuzZ+ToKxcAYkR7W1rE7+SZXcvOpaW7GXKEg1N2V9RPGMqqLVtMShtOqVnGi8BZf3r1GWvU/amkIwAxnf17wm8h0Z/9Ogk1C4vvOYK8Z2v3PsViPkaB/rFdXqMRWYup3Dev1zWChMHnyZCZOnMjf/vY3oD0X39PTkx//+Me89dZbncavXbuWhoYGjh07pntuypQphIaGsn37dr2O+bQLhcHg0uXbvP2bg0DPLi6ZTMBILuO9P60nKLDrgkASw58HDdVUtNQjE2S4mFrhqOy5qqaExPcZSSgMLAa5HlpbW7l+/Tpz5879xw5kMubOnUtcXFyX28TFxXUYD7BgwYJux0N7l8Ha2toOD4mOTH9mFL/51UoUCiO6uqHUWiksLZT87x8lkfC042Fuwzg7D0Js3SSRICExTBA1mgF5DHcMEgrl5eWo1epOFeacnZ0pLi7ucpvi4mKDxgO88847uqY61tbWXdbYl4BpESPZ9/UPeeO1Obi6dgwQ8vVx5F9/tpA9O19ndJAkEiQkJCQGHG0J5/4+hjnDMuvh5z//OW+++abu99raWkksdIOFhZLVz4azakUYjY2tNDW3Ym5mgqlp/8xhEhISEhISYKBQcHBwQC6XU1JS0uH5kpISXFxcutzGxcXFoPEAJiYmnbolSvRMe3MiE8zNpfMmISEhMSRoRBC++3UUDHI9KBQKwsLCiImJ0T2n0WiIiYkhIiKiy20iIiI6jAc4c+ZMt+MlJCQkJCSeCkQRRE0/H8NfKBjsenjzzTfZtGkT4eHhTJo0iffee4+Ghga2bNkCwMaNG3F3d+edd94B4J//+Z+JjIzkT3/6E4sXL2b37t0kJSWxY8eOgX0lEhISEhISEgOOwUJh7dq1lJWV8ctf/pLi4mJCQ0M5efKkLmAxPz+/QyvbqVOnsmvXLv7jP/6Df//3f2fkyJEcOnRI7xoKEhISEhISwxFRIyL20/VgYIWCJ4LBdRSeBFIdBQkJCQkJfRmqOgqz5CsxEvpXpl4ltnFOfWBYr2/DMutBQkJCQkJiuPN9sSg8Xc2/JSQkJCQkJIaUp8KioFVcUoVGCQkJCYne0K4Vg323rhJb2jMX+rMP2gZoNoPHUyEU6urqAKSiSxISEhISelNXV4e19cC3tVYoFLi4uHC5eGA6Ibu4uKBQDN8ieU9FMKNGo6GoqAhLS8tuOy1qqzcWFBQM24CQ4YR0vgxDOl+GIZ0vw5DOl/7oc65EUaSurg43N7cOWXgDSXNzM62trQOyL4VCgVKpHJB9DQZPhUVBJpPh4eGh11grKyvpi2YA0vkyDOl8GYZ0vgxDOl/609u5GgxLwqMolcphvbgPJFIwo4SEhISEhES3SEJBQkJCQkJColu+M0LBxMSEt99+W2ompSfS+TIM6XwZhnS+DEM6X/ojnauh56kIZpSQkJCQkJB4MnxnLAoSEhISEhISA48kFCQkJCQkJCS6RRIKEhISEhISEt0iCQUJCQkJCQmJbnmqhML777/PiBEjUCqVTJ48mWvXrvU4fu/evQQGBqJUKgkJCeH48YEpt/m0YMj5+vDDD5k+fTq2trbY2toyd+7cXs/vdw1DP19adu/ejSAIrFixYnAnOMww9HxVV1fzwx/+EFdXV0xMTBg1atT35jtp6Ll67733CAgIwNTUFE9PT37605/S3Nw8RLN9sly8eJGlS5fi5uaGIAgcOnSo123Onz/PhAkTMDExwd/fn88++2zQ5/m9QnxK2L17t6hQKMRPPvlEzMjIELdu3Sra2NiIJSUlXY6/cuWKKJfLxT/84Q/irVu3xP/4j/8QjY2NxbS0tCGe+ZPB0PO1fv168f333xdTUlLEzMxMcfPmzaK1tbX44MGDIZ75k8HQ86UlNzdXdHd3F6dPny4uX758aCY7DDD0fLW0tIjh4eHiokWLxMuXL4u5ubni+fPnxdTU1CGe+dBj6LnauXOnaGJiIu7cuVPMzc0VT506Jbq6uoo//elPh3jmT4bjx4+Lv/jFL8QDBw6IgHjw4MEex+fk5IhmZmbim2++Kd66dUv861//KsrlcvHkyZNDM+HvAU+NUJg0aZL4wx/+UPe7Wq0W3dzcxHfeeafL8c8995y4ePHiDs9NnjxZfPXVVwd1nsMFQ8/X46hUKtHS0lL8/FCzJqUAAAV6SURBVPPPB2uKw4q+nC+VSiVOnTpV/Oijj8RNmzZ9r4SCoedr27Ztoq+vr9ja2jpUUxw2GHqufvjDH4qzZ8/u8Nybb74pTps2bVDnORzRRyj867/+qzhmzJgOz61du1ZcsGDBIM7s+8VT4XpobW3l+vXrzJ07V/ecTCZj7ty5xMXFdblNXFxch/EACxYs6Hb8d4m+nK/HaWxspK2tDTs7u8Ga5rChr+frv/7rv3BycuKll14aimkOG/pyvo4cOUJERAQ//OEPcXZ2Jjg4mN/97neo1eqhmvYToS/naurUqVy/fl3nnsjJyeH48eMsWrRoSOb8tPF9vtYPFU9FU6jy8nLUajXOzs4dnnd2diYrK6vLbYqLi7scX1xcPGjzHC705Xw9zr/927/h5ubW6Qv4XaQv5+vy5ct8/PHHpKamDsEMhxd9OV85OTnExsbywgsvcPz4ce7evcsbb7xBW1sbb7/99lBM+4nQl3O1fv16ysvLeeaZZxBFEZVKxWuvvca///u/D8WUnzq6u9bX1tbS1NSEqanpE5rZd4enwqIgMbT8/ve/Z/fu3Rw8ePB70x3NEOrq6tiwYQMffvghDg4OT3o6TwUajQYnJyd27NhBWFgYa9eu5Re/+AXbt29/0lMbdpw/f57f/e53/P3vfyc5OZkDBw4QHR3Nb37zmyc9NYnvKU+FRcHBwQG5XE5JSUmH50tKSnBxcelyGxcXF4PGf5foy/nS8sc//pHf//73nD17lrFjxw7mNIcNhp6ve/fukZeXx9KlS3XPaTQaAIyMjMjOzsbPz29wJ/0E6cvny9XVFWNjY+Ryue65oKAgiouLaW1tRaFQDOqcnxR9OVf/+Z//yYYNG3j55ZcBCAkJoaGhgVdeeYVf/OIXyGTS/d2jdHett7KykqwJA8RT8YlTKBSEhYURExOje06j0RATE0NERESX20RERHQYD3DmzJlux3+X6Mv5AvjDH/7Ab37zG06ePEl4ePhQTHVYYOj5CgwMJC0tjdTUVN1j2bJlzJo1i9TUVDw9PYdy+kNOXz5f06ZN4+7duzpBBXD79m1cXV2/syIB+nauGhsbO4kBrcASpdY8nfg+X+uHjCcdTakvu3fvFk1MTMTPPvtMvHXrlvjKK6+INjY2YnFxsSiKorhhwwbxrbfe0o2/cuWKaGRkJP7xj38UMzMzxbfffvt7lx5pyPn6/e9/LyoUCnHfvn3iw4cPdY+6uron9RKGFEPP1+N837IeDD1f+fn5oqWlpfijH/1IzM7OFo8dOyY6OTmJ//3f//2kXsKQYei5evvtt0VLS0vx66+/FnNycsTTp0+Lfn5+4nPPPfekXsKQUldXJ6akpIgpKSkiIP75z38WU1JSxPv374uiKIpvvfWWuGHDBt14bXrkv/zLv4iZmZni+++/L6VHDjBPjVAQRVH861//Knp5eYkKhUKcNGmSGB8fr/tbZGSkuGnTpg7jv/nmG3HUqFGiQqEQx4wZI0ZHRw/xjJ8shpwvb29vEej0ePvtt4d+4k8IQz9fj/J9EwqiaPj5unr1qjh58mTRxMRE9PX1FX/729+KKpVqiGf9ZDDkXLW1tYm/+tWvRD8/P1GpVIqenp7iG2+8IVZVVQ39xJ8A586d6/JapD1HmzZtEiMjIzttExoaKioUCtHX11f89NNPh3ze32WkNtMSEhISEhIS3fJUxChISEhISEhIPBkkoSAhISEhISHRLZJQkJCQkJCQkOgWSShISEhISEhIdIskFCQkJCQkJCS6RRIKEhISEhISEt0iCQUJCQkJCQmJbpGEgoSEhISEhES3SEJBQkJCQkJColskoSAhISEhISHRLZJQkJCQkJCQkOgWSShISEhISEhIdMv/B5VG6oJRR82nAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "scale_low = 1\n", "signal_low_variance = np.random.normal(size=Gsensor.N,scale=scale_low)\n", "Gsensor.plot_signal(signal_low_variance)" ] }, { "cell_type": "code", "execution_count": 30, "id": "80f05dd4", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "scale_high = 10\n", "signal_high_variance = np.random.normal(size=Gsensor.N,scale=scale_high)\n", "Gsensor.plot_signal(signal_high_variance)" ] }, { "cell_type": "markdown", "id": "6d534507", "metadata": {}, "source": [ "We can compute the total variation as the product $\\mathbf{f}^\\top \\mathbf{L} \\mathbf{f}$" ] }, { "cell_type": "code", "execution_count": 31, "id": "ee78b4b0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "776.4050249448286" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "signal_low_variance.T @ Gsensor.L @ signal_low_variance" ] }, { "cell_type": "code", "execution_count": 32, "id": "3530c923", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "104544.66943936732" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "signal_high_variance.T @ Gsensor.L @ signal_high_variance" ] }, { "cell_type": "markdown", "id": "04463803", "metadata": { "solution2": "hidden", "solution2_first": true }, "source": [ "## Exercice 2 - compare signal variations\n", "Compare the variation of the two signals created in Exercice 1.4" ] }, { "cell_type": "code", "execution_count": null, "id": "bc6c7227", "metadata": {}, "outputs": [], "source": [ "# your code here" ] }, { "cell_type": "code", "execution_count": 33, "id": "6df66f41", "metadata": { "solution2": "hidden" }, "outputs": [ { "data": { "text/plain": [ "3.314948488479288" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#first normalize the signals\n", "signal_grid_random_n = signal_grid_random/np.linalg.norm(signal_grid_random)\n", "signal_grid_random_n.T @ Ggrid.L @ signal_grid_random_n" ] }, { "cell_type": "code", "execution_count": 34, "id": "0a280f33", "metadata": { "solution2": "hidden" }, "outputs": [ { "data": { "text/plain": [ "0.10588235294117657" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "signal_grid_increase_n = signal_grid_increase/np.linalg.norm(signal_grid_increase)\n", "signal_grid_increase_n.T @ Ggrid.L @ signal_grid_increase_n" ] }, { "cell_type": "markdown", "id": "2f228849", "metadata": {}, "source": [ " \n", "\n", "# 3 - Graph Transform" ] }, { "cell_type": "markdown", "id": "f659ea8a", "metadata": {}, "source": [ "## 3.1 Graph Fourier basis" ] }, { "cell_type": "markdown", "id": "cc10ac5b", "metadata": {}, "source": [ "Here is how the graph fourier basis can be computed for a graph, and how we can display them. We do it for the two toy example graph, but you can do it for all the graphs seen before.\n", "\n", "Let us start for the `Ggrid`, for which, we display the eigenvector of index `0`, `4` and `99`" ] }, { "cell_type": "code", "execution_count": null, "id": "3807a4ea", "metadata": {}, "outputs": [], "source": [ "i_eigenvector = 0\n", "Ggrid.compute_fourier_basis()\n", "Ggrid.plot_signal(Ggrid.U[:, i_eigenvector])" ] }, { "cell_type": "code", "execution_count": null, "id": "ab5e0cdf", "metadata": {}, "outputs": [], "source": [ "i_eigenvector = 4\n", "Ggrid.compute_fourier_basis()\n", "Ggrid.plot_signal(Ggrid.U[:, i_eigenvector])" ] }, { "cell_type": "code", "execution_count": null, "id": "afee516f", "metadata": {}, "outputs": [], "source": [ "i_eigenvector = 99\n", "Ggrid.compute_fourier_basis()\n", "Ggrid.plot_signal(Ggrid.U[:, i_eigenvector])" ] }, { "cell_type": "markdown", "id": "e46dfa98", "metadata": {}, "source": [ "Let us now compute for `Gtorus`" ] }, { "cell_type": "code", "execution_count": null, "id": "dd2f419f", "metadata": {}, "outputs": [], "source": [ "i_eigenvector = 2\n", "Gtorus.compute_fourier_basis()\n", "Gtorus.plot_signal(Gtorus.U[:, i_eigenvector])" ] }, { "cell_type": "code", "execution_count": null, "id": "3a6c543b", "metadata": {}, "outputs": [], "source": [ "i_eigenvector = 30\n", "Gtorus.compute_fourier_basis()\n", "Gtorus.plot_signal(Gtorus.U[:, i_eigenvector])" ] }, { "cell_type": "code", "execution_count": null, "id": "e845c1ad", "metadata": {}, "outputs": [], "source": [ "i_eigenvector = 399\n", "Gtorus.compute_fourier_basis()\n", "Gtorus.plot_signal(Gtorus.U[:, i_eigenvector])" ] }, { "cell_type": "markdown", "id": "45a8fcc0", "metadata": {}, "source": [ "## 3.2 Graph Fourier Transform" ] }, { "cell_type": "markdown", "id": "9f4c7e87", "metadata": {}, "source": [ "Let us take the signal `signal_grid_random` defined on the graph `Ggrid` and compute its Graph Fourier Transform (GFT). We display the absolute value of the GFT." ] }, { "cell_type": "code", "execution_count": null, "id": "6a0e76da", "metadata": {}, "outputs": [], "source": [ "signal_grid_random_t = np.abs(Ggrid.gft(signal_grid_random))\n", "plt.plot(signal_grid_random_t)\n", "plt.xlabel('i')\n", "plt.ylabel('$\\hat{f}[i]$')" ] }, { "cell_type": "markdown", "id": "48c5b3d9", "metadata": { "solution2": "hidden", "solution2_first": true }, "source": [ "## Exercice 3.2\n", "Compute and display the graph transform of the two signals created in Exercice 1.4\n" ] }, { "cell_type": "code", "execution_count": null, "id": "9bd1e685", "metadata": { "solution2": "hidden" }, "outputs": [], "source": [ "signal_grid_random_n_t = np.abs(Ggrid.gft(signal_grid_random_n))\n", "plt.plot(signal_grid_random_n_t)" ] }, { "cell_type": "code", "execution_count": null, "id": "79c917e0", "metadata": { "solution2": "hidden" }, "outputs": [], "source": [ "signal_grid_increase_n_t = np.abs(Ggrid.gft(signal_grid_increase_n))\n", "plt.plot(signal_grid_increase_n_t)" ] }, { "cell_type": "code", "execution_count": null, "id": "8c109cc7", "metadata": {}, "outputs": [], "source": [ "# your code here" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.10" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autoclose": false, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false } }, "nbformat": 4, "nbformat_minor": 5 }