{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Modeling"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To run this tutorial, you should install X-PSI with the default (blackbody) atmosphere extension module, which is compiled when installing X-PSI with default settings. Some data files are needed and they can be found in the [Zenodo](https://zenodo.org/record/7094144)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/=============================================\\\n",
      "| X-PSI: X-ray Pulse Simulation and Inference |\n",
      "|---------------------------------------------|\n",
      "|                Version: 1.0.0               |\n",
      "|---------------------------------------------|\n",
      "|      https://xpsi-group.github.io/xpsi      |\n",
      "\\=============================================/\n",
      "\n",
      "Imported GetDist version: 0.3.1\n",
      "Imported nestcheck version: 0.2.0\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "from __future__ import print_function, division\n",
    "\n",
    "import os\n",
    "import numpy as np\n",
    "import math\n",
    "import time\n",
    "\n",
    "from matplotlib import pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "from matplotlib.ticker import MultipleLocator, AutoLocator, AutoMinorLocator\n",
    "from matplotlib import gridspec\n",
    "from matplotlib import cm\n",
    "\n",
    "import xpsi\n",
    "\n",
    "from xpsi.global_imports import _c, _G, _dpr, gravradius, _csq, _km, _2pi"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's build a generative model for the data; first we build a *callable* object for likelihood evaluation, and then we build a *callable* object for prior-density evaluation."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "En route, we will explain why various software design choices were made during development. In some cases the conventions defined are not necessarily important for future development and indeed we expect them to be redesigned."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Likelihood"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you have not yet read the [likelihood overview](overview.rst), it is advisable to do so now, or refer to a paper such as [Riley et al. (2019)](applications.rst#riley-et-al-2019-apjl-887-l21)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The parameter space"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In order to implement an X-PSI likelihood function it is first necessary to define an underlying model parameter space. In general the parameter space is $\\mathbb{R}^{d}$, where $d\\in\\mathbb{N}$ is the total number of free model parameters. Each free parameter is an instance of the [Parameter](parameter.rst#xpsi.Parameter.Parameter) class. We also support fixed (or frozen) variables and *derived* variables that are deterministic functions of other variables (notably, free parameters). \n",
    "\n",
    "In X-PSI we build upon a base class representing a [ParameterSubspace](parameterSubspace.rst#xpsi.ParameterSubspace.ParameterSubspace). To construct an X-PSI model a set of objects are defined which *derive* from this parameter subspace, and it is the *union* of these objects that forms both the global model parameter space, and a set of methods and attributes for evaluation of a parametrised sampling distribution of the data at the vector $\\mathcal{D}$, conditional on a vector of model parameter values.\n",
    "\n",
    "Our aim is to construct a *callable* ``likelihood`` object to feed as a *callback* function to a posterior sampler and a posterior integrator. We illustrate this object in the diagram below; all nodes in the diagram below represent objects (instances of some class). In some cases there are multiple instances of a particular class, in other cases there is only a single instance of a particular class. Moreover, a subset of these classes inherit from (subclass) [ParameterSubspace](parameterSubspace.rst#xpsi.ParameterSubspace.ParameterSubspace), because instances of these classes are objects with a parameter subspace and a collection of methods with instructions for handling parameter vectors in that subspace (methods and attributes to, e.g., calculate and store some *derived* quantities of the underlying theory/model respectively for likelihood evaluation)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(\"./_static/oop_modelling_diagram_v1.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The arrows in the diagram denote an object that is stored as an attribute of another encapsulating (a reference to) another object. When a call is processed to evaluate the likelihood given a vector of model parameter values, encapsulating objects get attributes (magically including method calls) of the wrapped objects. The likelihood call results in a cascade of attribute lookups by objects higher in the hierarchy to those lower in the hierarchy. An arguably powerful aspect of the implementation is the merging of parameter subspaces when references to two or more subspaces are encapsulated with an object higher in the hierarchy. This permits parameters to be accessed via Python container ``__getitem__`` and ``__setitem__`` magic on any object (deriving from ``ParameterSubspace``) that encapsulates references to them."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will now briefly describe the purpose of each object above which is encapsulated by the callable ``likelihood`` object (``Likelihood`` in the diagram to denote the name of the class of which it is an instance). Note the use of the term *abstract base class*, which means that a user is required to subclass, and thereby provide a concrete implementation of some functionality specific to their model. Some source code classes are concrete classes that can be instantiated directly.\n",
    "\n",
    "* A ``Star`` instance derives from the ``ParameterSubspace`` class. It represents the model star. The objects it encapsulates also derive from the ``ParameterSubspace`` class.\n",
    "    * A ``Spacetime`` instance derives from the ``ParameterSubspace`` class. It represents the ambient Schwarzschild spacetime solution.\n",
    "    * A ``Photosphere`` instance derives from the ``ParameterSubspace`` class. It represents a radiation field on a 2-surface embedded in a spacelike hypersurface of that ambient spacetime. There can be multiple ``Photosphere`` instances per ``Star`` instance, naturally representing *snapshots* in time that are assumed to be adequate approximations for some natural number of stellar rotations. Note that the dimensionality of the parameter space grows linearly, however, so in practice this approximation to time evolution is intended for simulation and data synthesis.\n",
    "        * A ``HotRegion`` instance derives from the ``ParameterSubspace`` class. It represents a radiatively intense region: e.g., a \"circular hot-spot\" in the photosphere (the surface radiation field). Alternatively, a ``TwoHotRegions`` object that derives from ``HotRegion``, or a ``HotRegions`` object that encapsulates references to two or more ``HotRegion`` instances, is used.\n",
    "        * An ``Elsewhere`` instance derives from the ``ParameterSubspace`` class. The represents the surface radiation field exterior to the hot region.\n",
    "        * An ``Everywhere`` instance derives from the ``ParameterSubspace`` class. The represents the surface radiation field *everywhere*, and *cannot* be used in conjuction with ``HotRegion`` instances and ``Elsewhere`` instances.\n",
    "* A ``Signal`` instance derives from the ``ParameterSubspace`` class, and is itself an abstract base class. A signal is defined as a subset   $\\mathcal{D}_{i}\\subseteq\\mathcal{D}$ of the dataset with a parametrised sampling distribution dependent on an\n",
    "  incident specific flux signal generated by a particular ``Photosphere`` instance. There can thus be multiple\n",
    "  ``Signal`` instances.\n",
    "    * A ``Data`` instance does *not* derive from the ``ParameterSubspace`` class, and is a concrete class. It is a container\n",
    "     for the data subset $\\mathcal{D}_{i}\\subseteq\\mathcal{D}$.\n",
    "    * An ``Instrument`` instance derives from the ``ParameterSubspace`` class, and is a concrete class. It represents the model instrument for transforming incident specific flux signals into a structure which directly\n",
    "      enters the parameterised sampling distribution of $\\mathcal{D}_{i}$.\n",
    "    * An ``Interstellar`` instance derives from the ``ParameterSubspace`` class, and is itself an abstract base class. It represents\n",
    "      a model for physical interstellar radiation-matter interaction processes which modify the surface radiation\n",
    "      field during propagation to the instrument.\n",
    "    * A ``Background`` instance derives from the ``ParameterSubspace`` class, and is itself an abstract base class. It represents a\n",
    "      model for the background radiation field *incident* on the instrument."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The purpose of invoking the object-oriented paradigm here is to organise a non-trivial likelihood evaluation algorithm in a *logical*, *flexible*, and *extensible* manner by identifying groups of mathematical structures which can be considered as belonging to some more abstract object with some physical and/or statistical meaning, and *modularising* them in classes.\n",
    "\n",
    "We use a dynamic and expressive high-level language to organise this computation, allowing both calls low-level library routines where necessary to improve calculation speed, and straightforward communication between our problem-specific code and other more general open-source software libraries (in particular, statistical sampling software)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As stated above, for each of these objects which derive from the ``ParameterSubspace`` class, their parameter subspaces are merged into a higher-dimensional space when referenced by an object higher in the hierarcy. As an example, a ``HotRegion`` instance and an ``Elsewhere`` instance each have an associated parameter subspace, and those are merged to form most of the dimensions of the parameter space associated with a ``Photosphere`` instance."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that one can in principle utilise a given object multiple times. An example would be the use of the same ``Instrument`` object or ``Interstellar`` processes object for constructing multiple ``Signal`` objects, although this might result in too many parameter dimensions for a problem to be tractable. On another level, the instruments might reference some of the same ``Parameter`` objects, but themselves be distinct objects, each passed to a distinct ``Signal`` object. In the diagram below we illustrate a *tied* relationship between some objects with connecting lines: this could mean the tied objects are *the same* object, or that the objects share some parameters, or that properties of one are derived from the free parameters of another."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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C/yeQVFOaO3duzJs3L339+OOPY9N9Z4ReklvVq1cvDb7su+++1QbBKgNiSRgsGWsjkA8CK1asyAqVJUGz5N9Y8m8u2ZctW/aNltqkSZM45JBDMiGyyjBZ8tqiRYtvdG0nEyBAgEDNFhAaq9nPz+wJECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIbFEgCYVtGgLb/HjVqlVbPHdbOxo3bpwGwvbff/+o3JPKSJXHyWurVq229XLGEahVAl999VX6b7QyRFb5mvxbTY6XLFkSFRUVO2SShMaqC5Qlbcm/WxsBAgQI5LeA0Fh+P1+rI0CAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQyGOB8vLyWLBgQXz00UeZ/cMPP4zZs2enQZQkkPJNtqZNm8aBBx5YJQCWhMA2DYUllY5sBAjsGoG1a9fG/PnzM5XJkjBZ8u89+Xee7CtXrtyhG7dt2zYOO+yw6Ny5c7onx506dYqGDRvu0PWcRIAAAQK5JyA0lnvPxIwIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIZASSYFgSGkkCIpuHw+bMmRNJqGRHtyTw9a1vfava/aCDDopmzZrt6KWdR4DAbhD49NNP44MPPsiEyCrDZMl/K7a3kmBBQUEk/+43DZIlxx07dox69erthtW4BQECBAjsTAGhsZ2p6VoECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEdkAgCYbNmzcvE/yoDIclAZC5c+fGunXrduCqEVsLhSVhsebNm+/QdZ1EgEDuCyxatCj9b0p1obLt+W9KUVFRtG/fPhMmO/zww+PII4+Mgw8+OJKgmY0AAQIEclNAaCw3n4tZESBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQI5KFAWVlZWhVo1qxZ8d5770Xl6/vvvx9J345srVu3TsMbSYAj2Tt06JC+tmvXTihsR0CdQyDPBTZs2JBWLZwxY0bMnDkzKl+TkGrSt61bEko94ogjolu3bumeBMk6deoUScjMRoAAAQJ7XkBobM8/AzMgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBDIM4HPP/+8SiisMhz28ccfR1JVbHu3ffbZJxMG2zQYlhw3btx4ey9nPAECBLIEkupjSVWyyhBZZaBszpw5sXHjxqzx1TXUr18/unTpkgmRJYGyww47LOrWrVvdcG0ECBAgsAsFhMZ2Ia5LEyBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQI5LfA/Pnz4913381UDKsMhy1dunS7F54Eww455JCscFj79u2jUaNG2309JxAgQGBnCCRVEJPKiJVhsjfffDPeeOONWLJkyTZdvqSkJDp37hxJJbIkRNa9e/f0WJBsm/gMIkCAwA4LCI3tMJ0TCRAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEaovAsmXL4p133kn3JDiRHCevK1eu3C6CoqKiOOigg6JTp07RsWPHKq/NmjXbrmsZTIAAgT0pUFpamobHXn/99ajcFyxYsE1TqlOnTnTt2jV69OiR2Tt06LBN5xpEgAABAtsmIDS2bU5GESBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQI1AKBNWvWpJXDKkNhlUGxxYsXb9fqGzRoEIceemgaCqsMiCUhsaSSWBKWsBEgQCAfBT7//PNMgCwJkiUVyT766KOoqKj42uW2aNEijj766DRE1rNnzzjmmGOiSZMmX3ueAQQIECBQvYDQWPUuWgkQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBPJYYOPGjWmQYfNw2OzZs6O8vHybV96yZcvo3LlzlYphSTjsgAMOiIKCgm2+joEECBDIV4GkIuObb76ZCZO9/PLL8eGHH35tkKywsDAOO+yw+O53vxtJiCx5TSo12ggQIEBg2wSExrbNySgCBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAIEaKrBq1ap4++2304o3SdWbZJ85c2aUlZVt84rq168f3/72t+Pwww9P9yTIkBzvu+++23wNAwkQIEDgfwWWL18er7zySronIbJk/+yzz76WJ/lvbhIg69WrVxx//PHRpUuXSMJlNgIECBDIFhAayzbRQoAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgUEMFli5dmla0qQyHJa9JRZttrR5WVFQUBx98cFY4rH379oIJNfQzYdoECNQMgTlz5qThsZdeeimS/a233oqkKuTWtmbNmqUVyJIA2XHHHRff+c53ori4eGun6CNAgECtERAaqzWP2kIJECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAvkl8PHHH1epHpYExEpLS7d5kW3atKlSNSypHNapU6eoV6/eNl/DQAIECBDYNQJJlcikAtmLL76Yhsj++te/xooVK7Z6s4YNG6aVyHr37h0nnnhidO/eXYhsq2I6CRDIZwGhsXx+utZGgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEMgDgaRK2KxZs+L111/PhMTefPPN+OKLL7ZpdUn1sI4dO8aRRx6Z2Y844oho3rz5Np1vEAECBAjseYHk/wXvvvtuTJs2LZ577rl4/vnnY9GiRVudWOPGjSOpQpYEyJK9S5cuUVBQsNVzdBIgQCBfBITG8uVJWgcBAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAIE8E5syZE6+++mpmT8JiX3311TatrkGDBmn1sE0DYkkFMdXDtonPIAIECNQogdmzZ2cCZEmQLKlAubWtVatWccIJJ8RJJ50Up5xyShx00EFbG66PAAECNVpAaKxGPz6TJ0CAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAjUbIHFixdnwmGVQbFly5Zt06JatmwZScWwTQNihxxySCSVxWwECBAgUPsEFixYkIbInnnmmUj2efPmbRXh4IMPTsNjp556ahomSyqT2QgQIJAvAkJj+fIkrYMAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgkOMCy5cvTwNi06dPzwTFSktLt2nW++23Xxx11FGZgFgSFjvggAO26VyDCBAgQKB2CiSVyCoDZFOnTo0lS5ZsEaK4uDiOPfbYTIise/fuUVBQsMXxOggQIJDrAkJjuf6EzI8AAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgUAMFysrK4rXXXouXX345ExBLvry/LVuLFi3SgFgSEku+tJ+8JqExGwECBAgQ+CYCM2bMSENkkydPjmeffTZWrVq1xcvtvffecfrpp0ffvn3TIFmzZs22OFYHAQIEclFAaCwXn4o5ESBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgRqmMD8+fPjr3/9a2Z/4403Yv369V+7ikaNGkW3bt0yIbEkINauXbuvPc8AAgQIECDwTQTWrVsXL730Ujz55JORhMiS/29VVFRUe8mkClnPnj3TAFkSIjv88MOrHaeRAAECuSQgNJZLT8NcCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQI1QGDt2rVpFbFNQ2KLFi362pnXqVMnunbtWiUg1qlTpygsLPzacw0gQIAAAQK7UmDp0qUxZcqUNET2xBNPxJIlS7Z4uwMOOCD69++f7r17946SkpItjtVBgACBPSUgNLan5N2XAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIFBDBBYsWJCpIJYExZJqLEmFlq1tBQUFceihh8axxx6bCYl16dIlkuCYjQABAgQI5LJAUnHstddei4kTJ8aECRNi+vTpUV5eXu2UmzZtGqeddlqcddZZcfrpp0ezZs2qHaeRAAECu1tAaGx3i7sfAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQCCHBZIqYq+//nqVkFhpaenXzrhJkyZx9NFHpyGxJCh2zDHHRPPmzb/2PAMIECBAgECuCyRVyJLqY0mI7Mknn4zly5dXO+Wk4thxxx0XZ599dgwYMCDatGlT7TiNBAgQ2B0CQmO7Q9k9CBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQI5KvDll1/GSy+9FC+88EK6v/LKK1FWVrbV2SZVxA455JBMQCwJiXXu3DkKCwu3ep5OAgQIECBQ0wU2bNgQ06ZNi0cffTTGjx8fc+bMqXZJyf8re/ToEeeee266H3TQQdWO00iAAIFdJSA0tqtkXZcAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgkIMCn376afpl9+effz4Nib311luxcePGrc60cePGWVXEWrRosdVzdBIgQIAAgdogMGPGjDQ8loTIXn311aioqKh22UceeWQmQNaxY8dqx2gkQIDAzhQQGtuZmq5FgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEMgxgblz52aqiCXVxN5///2vnWGHDh2iZ8+emUpihx12mCpiX6tmAAECBAjUdoHFixenAbKHHnoopk6dGklVsuq2pDrnRRddFBdeeGEk/8+1ESBAYFcICI3tClXXJECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAjsAYGkusnMmTPTkFhlJbHS0tKtzqSoqCi6dOkSvXr1yuytW7fe6jk6CRAgQIAAga0LLF++PBMgmzx5cqxdu7baE7p165aGxy644IL41re+Ve0YjQQIENgRAaGxHVFzDgECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIEAgBwTKy8vjjTfeSKuZJCGxF198MZYtW7bVmdWtWzeOPvroTEAsqSjWpEmTrZ6jkwABAgQIENhxgS+//DImTJgQDz/8cPq6evXqai/Wo0ePtAJZUoVsn332qXaMRgIECGyrgNDYtkoZR4AAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBDYwwJJJbEZM2bEM888kwbFnnvuufjiiy+2OqskEJYEwyoriSWBsSQ4ZiNAgAABAgR2v0ASGHvsscfivvvui0mTJkVZWVnWJJIqoCeddFIMGjQoBgwYEI0aNcoao4EAAQJfJyA09nVC+gkQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECe1Bg1qxZaUBs6tSp8eyzz8Znn3221dm0bt06ExBLgmJdu3aNwsLCrZ6jkwABAgQIENj9AkkFskceeSQNkE2ePDnWr1+fNYkGDRrEWWedlQbITjnllCguLs4ao4EAAQLVCQiNVaeijQABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECCwhwQ++uijNCSWVBNLQmKffPLJVmey3377xQknnJDuSUjskEMO2ep4nQQIECBAgEDuCSxfvjwefvjhuOeeeyKpJFpeXp41yb322isGDhwYQ4cOjSOOOCKrXwMBAgQ2FRAa21TDMQECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIEBgNwvMmzcvU0ksCYotXLhwqzPYe++9o3fv3pmg2KGHHrrV8ToJECBAgACBmiVQWloaY8eOjTFjxsTbb79d7eSTSqJJeOziiy+OJExmI0CAwOYCQmObi3hPgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIENiFAp999lk8/fTT8dRTT0USEps7d+5W79aiRYs4/vjj48QTT0zDYocddthWx+skQIAAAQIE8kfgnXfeSauPJSGyBQsWZC2spKQkzjzzzBgyZEj07ds3iouLs8ZoIECgdgoIjdXO527VBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAwG4SWLt2bbz00ksxefLkdH/jjTeioqJii3dv2rRp9OrVKw2JnXDCCZFUEikoKNjieB0ECBAgQIBA/gskPztMnTo1Ro0aFQ899FCsXr06a9GtW7eOwYMHx5VXXhkdOnTI6tdAgEDtEhAaq13P22oJECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgACB3SAwY8aMNCCWVBN7/vnnq/1id+U0GjVqFN/73vciCYgle7du3aKoqKiy2ysBAgQIECBAoIrAl19+Gffff3+MHDkyXnzxxSp9yZskbN67d++46qqr4pxzzom6detmjdFAgED+CwiN5f8ztkICBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIEBgFwt88sknMWXKlDQolrwuXrx4i3csLi6OHj16RJ8+fdL9qKOOipKSki2O10GAAAECBAgQ2JLAhx9+mFYfGz16dCxcuDBrWMuWLeOyyy5LA2SdOnXK6tdAgED+CgiN5e+ztTICBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIEBgFwmsWbMmrSCWVBKbPHlyvPPOO1u90yGHHJIJiSXVxJo0abLV8ToJECBAgAABAtsjUF5eHpMmTYq77rorJkyYEBs2bMg6/bjjjosf/ehHMWDAAIH1LB0NBPJPQGgs/56pFREgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQK7QODtt99Ov4ydBMWmTZsWa9eu3eJdkqoeJ510UhoUO+WUU+KAAw7Y4lgdBAgQIECAAIGdKZBUPB05cmQMGzYs5s6dm3XpffbZJ608dvXVV0ebNm2y+jUQIJAfAkJj+fEcrYIAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBDYyQIrV66MKVOmpEGxpHJHaWnpFu9Qp06d+O53v5upJtatW7coLCzc4ngdBAgQIECAAIFdLVBRUZH+LJNUH3vkkUdi/fr1VW5ZXFwc/fv3jx/+8Idp2L1KpzcECNR4AaGxGv8ILYAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBDYWQIzZsxIQ2ITJ06MF198MevL1Zvep3PnzpFUEevTp08cf/zx0aBBg027HRMgQIAAAQIEckbgk08+iSQ8duedd8bChQuz5tWpU6e45ppr4tJLL/UzTZaOBgI1U0BorGY+N7MmQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEdoLAV199FU8//XQkIbGkmtiCBQu2eNUWLVqkIbHTTz89Tj755Nhvv/22OFYHAQIECBAgQCAXBTZs2BDjx4+PO+64I/0ZaPM5Nm/ePK666qr48Y9/HG3btt2823sCBGqQgNBYDXpYpkqAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAh8c4F33303DYglIbEXXngh1q1bV+1FCwoKolu3bpGExJK9R48eUVRUVO1YjQQIECBAgACBmibw/vvvp+GxUaNGxcqVK6tMv7i4OAYMGBDXXntt9OzZs0qfNwQI1AwBobGa8ZzMkgABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIENhBgVWrVsUzzzyTqSY2b968LV4pqa7Rp0+fTFCsdevWWxyrgwABAgQIECCQDwJJ5dWRI0fGf/3Xf8WHH36YtaSjjjoqfvrTn8Y555wjQJ+lo4FA7goIjeXuszEzAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAYAcFFixYEI8//niMHz8+pk6dGmvXrq32Skk1sa5du0bfvn3ToNixxx7ry9DVSmkkQIAAAQIE8l2goqIiJkyYEL///e9jypQpWctt165dXHfddXH55ZdHgwYNsvo1ECCQWwJCY7n1PMyGAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQ2AGB5EvOr7/+ejz22GNpUOyNN97Y4lWaNm1apZrYvvvuu8WxOggQIECAAAECtVFg5syZaXhszJgxsWbNmioELVu2jB/+8Ifx4x//OPbee+8qfd4QIJA7AkJjufMszIQAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBDYDoGysrJ45pln0pBYUlWstLR0i2d36dIlU02sZ8+eUVxcvMWxOggQIECAAAECBP5XYOnSpfHHP/4x3T/77LMqLPXq1YvBgwfHz372s0iqkNkIEMgtAaGx3HoeZkOAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAhsReDTTz+NCRMmpEGxp556KlatWlXt6Dp16kTv3r2jf//+6d62bdtqx2kkQIAAAQIECBD4eoGk2tjIkSPjd7/7XcyePbvKCUVFRXHRRRfFDTfcEJ07d67S5w0BAntOQGhsz9m7MwECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQILANAjNnzkxDYo899li8/PLLUV5eXu1ZrVq1SquJ9evXL0499dRo3LhxteM0EiBAgAABAgQI7JhA8nPYuHHj4l//9V/Tn8s2vUpBQUGcddZZceONN8ZRRx21aZdjAgT2gIDQ2B5Ad0sCBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIEBgywIbNmyI5557LpKQ2Pjx42Pu3LlbHNyxY8dIQmJJRbFjjz02kkoXNgIECBAgQIAAgV0vkPy8duutt8bkyZOzbnbyySfHTTfdFMcff3xWnwYCBHaPgNDY7nF2FwIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQGArAmVlZfHkk0+mlSuSoNjy5curHZ2Ewr73ve9lgmIdOnSodpxGAgQIECBAgACB3SMwffr0NDz2yCOPREVFRZWb9u7dO26++WbhsSoq3hDYPQJCY7vH2V0IECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgACBzQRWrlwZEyZMiIcffjgmTZoUq1at2mzE/75t0qRJnHbaaWk1sb59+0bz5s2rHaeRAAECBAgQIEBgzwnMmjUrbrvttrj33nsjqRy76ZZUHEvCY0mIzEaAwO4REBrbPc7uQoAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECPyPwNKlS+PRRx9Ng2JPP/10rFu3rlqXAw88MA2J9e/fP61MUVJSUu04jQQIECBAgAABArklMHfu3DQ8NmrUqFi/fn2VyQmPVeHwhsAuFRAa26W8Lk6AAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAjMnz8/xo0blwbFpk2bFuXl5dWidOzYMc4555x0/853vlPtGI0ECBAgQIAAAQI1Q2DevHnx61//OqoLj51wwglx6623xjHHHFMzFmOWBGqggNBYDXxopkyAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBHJd4L333ktDYklYbPr06VucbhIOqwyKJaExGwECBAgQIECAQH4JJOGxJCA2cuTIrMpj/fr1i1tuuSW6dOmSX4u2GgI5ICA0lgMPwRQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgEA+CLz22muZimKzZs2qdkmFhYXxve99Lw2KDRgwIA444IBqx2kkQIAAAQIECBDIL4EthccKCgriwgsvjF/96lfRoUOH/Fq01RDYgwJCY3sQ360JECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgEBNF3j99dfj/vvvT/e5c+dWu5w6derESSedFElI7Kyzzoq999672nEaCRAgQIAAAQIE8l9g9uzZcfPNN8fYsWOjvLw8s+Di4uIYMmRI2temTZtMuwMCBHZMQGhsx9ycRYAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEaq3Am2++mQmKJV/6rW5r2LBhnHbaaWlFsTPPPDOaNGlS3TBtBAgQIECAAAECtVRg5syZcdNNN8UjjzxSRaB+/fpx3XXXxfXXX+9nyCoy3hDYPgGhse3zMpoAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECNRKgbfeeisNij3wwAPx4YcfVmvQvHnz6NevXxoUO+WUUyL5wq+NAAECBAgQIECAwNYEXn311fj5z38eTz31VJVhrVq1il/84hfxgx/8IEpKSqr0eUOAwNcLCI19vZERBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECgVgq88847mYpiH3zwQbUGTZs2jbPOOisuuOCCSIJivtBbLZNGAgQIECBAgACBrxGYOnVq/OxnP4vp06dXGdm+ffu49dZb4/zzz4+CgoIqfd4QILBlAaGxLdvoIUCAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECtU5g5syZmaDYe++9V+36mzRpEv3790+DYqeeemrUqVOn2nEaCRAgQIAAAQIECGyPQEVFRdx3331x4403xty5c6uc2qNHj/iP//iPOOaYY6q0e0OAQPUCQmPVu2glQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQK1RmDWrFmZoNi7775b7bobN24c/fr1S4Nip512WtStW7facRoJECBAgAABAgQIfFOBdevWxR133BG33HJLfP7555nLJZXGBg4cGLfffnu0bds20+6AAIFsAaGxbBMtBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIEAg7wXmzJkTY8eOTSs5zJgxo9r1NmrUqEpQrF69etWO00iAAAECBAgQIEBgVwisWLEiDYglFcbKysoyt6hfv3789Kc/jeuvvz4aNGiQaXdAgMDfBYTG/m7hiAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQI5LXAp59+mlYUu+eee+Jvf/tbtWtt2LBhnHnmmWlFsdNPPz2SL+TaCBAgQIAAAQIECOxJgY8//jgNiN1///1VptGmTZu47bbbYtCgQZFUIbMRIPB3AaGxv1s4IkCAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECeSfw5Zdfxrhx49KqYlOmTImNGzdmrTGpznDGGWekQbG+ffuq1pAlpIEAAQIECBAgQCAXBKZNmxbXXXddTJ8+vcp0evbsGX/4wx/iyCOPrNLuDYHaLCA0VpufvrUTIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAQF4KrFu3LiZNmhRJRbHHH3881qxZk7XOkpKSOO200+Liiy+O/v37C4plCWkgQIAAAQIECBDIRYGKiooYPXp03HjjjbFo0aLMFAsLC+Mf/uEf4pZbbonmzZtn2h0QqK0CQmO19clbNwECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAjklUB5eXk899xzaUWxBx98ML744ous9RUUFESvXr3ikksuifPOOy9atGiRNUYDAQIECBAgQIAAgZogsGrVqrj11lvjt7/9bSR/NKFya9WqVdx2221xxRVXRPLzr41AbRUQGqutT966CRAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQCAvBF5//fU0KPaXv/wlSktLq13TEUcckVYUu+iii6Jt27bVjtFIgAABAgQIECBAoCYKfPjhh3HNNdeklXY3nf9RRx0Vd9xxR3Tv3n3TZscEao2A0FitedQWSoAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQL5IvDRRx+lQbGxY8fG+++/X+2y2rVrFwMHDkyrinXq1KnaMRoJECBAgAABAgQI5IvAo48+Gtddd13MnTs3s6TCwsL48Y9/HLfccks0btw40+6AQG0QEBqrDU/ZGgkQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECgxgssW7Ys7rvvvrj77rvj5ZdfrnY9e++9d1x44YVpVbFjjjmm2jEaCRAgQIAAAQIECOSrQFlZWfzmN7+J22+/PZLjyq1Nmzbx+9//Ps4999zKJq8E8l5AaCzvH7EFEiBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgEBNFVi/fn1MmjQpRo8eHY899lisW7cuaylJxYQBAwakQbGTTz45ioqKssZoIECAAAECBAgQIFCbBObMmRM/+tGP4oknnqiy7DPOOCP++Mc/xoEHHlil3RsC+SggNJaPT9WaCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQKBGC7z++utpRbF77703li5dmrWWOnXqRN++fdOg2Jlnnhn169fPGqOBAAECBAgQIECAQG0XuP/+++Paa6+NxYsXZygaNGgQv/zlL+O6667zBxcyKg7yUUBoLB+fqjURIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAQI0TWLRoUdxzzz1pWGzmzJnVzv/oo4+OwYMHx0UXXRQtWrSodoxGAgQIECBAgAABAgT+LrBixYq48cYb409/+lOUl5dnOrp37x4jRoyIww8/PNPmgEA+CQiN5dPTtBYCBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQqFECa9asiXHjxsXo0aNjypQpsXHjxqz5t23bNgYNGpSGxQ499NCsfg0ECBAgQIAAAQIECHy9wCuvvBJXX311vPnmm5nBJSUlccMNN8TPf/7zSKr52gjkk4DQWD49TWshQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgZwXqKioiBdeeCGtKPbggw/GypUrs+bcsGHDOPfcc+Oyyy6LE044IQoLC7PGaCBAgAABAgQIECBAYPsENmzYEL/97W/jl7/8ZZSVlWVO/va3vx3Dhw+PY445JtPmgEBNFxAaq+lP0PwJECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAoEYIzJ49O60o9uc//znmzp2bNeckGNa7d++0olgSGEuCYzYCBAgQIECAAAECBHa+wPvvvx9XXnllTJs2LXPx5Ofxa665Jn79619H/fr1M+0OCNRUAaGxmvrkzJsAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEcl7gq6++igceeCBGjBhR5Qupm0780EMPTSuKXXrppdG2bdtNuxwTIECAAAECBAgQILCLBJIKwHfccUfccMMN8eWXX2bukvx8fvfdd0ePHj0ybQ4I1EQBobGa+NTMmQABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgRyViD58ukLL7wQI0eOTANjq1atypprixYt4qKLLkrDYr6MmsWjgQABAgQIECBAgMBuE5g/f35cffXV8cQTT2TuWVRUFD/72c/i5ptvjjp16mTaHRCoSQJCYzXpaZkrAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECOSswIIFC9KKBKNGjYrZs2dnzbOkpCROP/30GDx4cJx55pm+fJolpIEAAQIECBAgQIDAnhMYPnx4/OQnP4mVK1dmJnH44YfH6NGj44gjjsi0OSBQUwSExmrKkzJPAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEMg5gbKyshg3blxaVezpp5+O8vLyrDkedthhMXTo0Bg0aFDsvffeWf0aCBAgQIAAAQIECBDIDYGk6tjll18eyc/2lVvyxx/++Z//OW644YZIKpDZCNQUAaGxmvKkzJMAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEckbg1VdfjREjRsRf/vKX+OKLL7Lm1bx58xg4cGAaFuvevXtWvwYCBAgQIECAAAECBHJToKKiIu644464/vrrY9WqVZlJ9uzZM8aMGRMHHXRQps0BgVwWEBrL5adjbgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECCQMwJLlixJvyQ6cuTImDlzZta8CgsLo0+fPmlQ7Oyzz466detmjdFAgAABAgQIECBAgEDNEJg9e3YMHjw4XnzxxcyEGzduHH/4wx/isssuy7Q5IJCrAkJjufpkzIsAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIE9rjA+vXrY8KECZEExSZOnBgbNmzImtPBBx8cQ4YMSb9Quv/++2f1ayBAgAABAgQIECBAoGYKlJeXx+233x4333xzJL8bVG4XXHBB/OlPf4qkwrCNQK4KCI3l6pMxLwIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBDYYwIzZsyIESNGpJXFli5dmjWPRo0axfnnn59WFevVq1dWvwYCBAgQIECAAAECBPJHYPr06XHJJZfEBx98kFlU27ZtY/To0dG7d+9MmwMCuSQgNJZLT8NcCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQGCPCaxYsSLuvffeNCz26quvZs2joKAgkoDY0KFD08BYw4YNs8ZoIECAAAECBAgQIEAgPwVWr14d1113Xdx5552ZBRYWFsYvfvGLdC8qKsq0OyCQCwJCY7nwFMyBAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBPaIQEVFRUydOjUNij388MOxZs2arHkkFQQGDx4cQ4YMifbt22f1ayBAgAABAgQIECBAoPYIjB8/Pq688srYtCLx8ccfH/fcc0+0adOm9kBYac4LCI3l/CMyQQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBDY2QLz5s2LUaNGpfvHH3+cdfm6devGgAED4vLLL4+TTjopkgoCNgIECBAgQIAAAQIECCQCixcvjkGDBsUzzzyTAWnVqlX6+8UZZ5yRaXNAYE8KCI3tSX33JkCAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAIHdJlBWVhbjxo1Lq4olX+4sLy/Pune3bt3SoNjFF18czZs3z+rXQIAAAQIECBAgQIAAgUQg+X3i1ltvjZtvvjk2btyYohQUFMRPfvKTuO2226KkpAQUgT0qIDS2R/ndnAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgR2tcBrr72WBsXuvffeWL58edbtWrZsGZdcckkaFuvatWtWvwYCBAgQIECAAAECBAhsSeCFF16I5I9OLFy4MDPkmGOOiQceeCD233//TJsDArtbQGhsd4u7HwECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAjscoHPP/88xowZk4bF3n777az7FRYWximnnJIGxc4666yoU6dO1hgNBAgQIECAAAECBAgQ2BaB5PePoUOHxmOPPZYZ3qpVqxg7dmz06dMn0+aAwO4UEBrbndruRYAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQK7TGDjxo0xefLkNCg2fvz4WLduXda92rdvn36Zc8iQIdGmTZusfg0ECBAgQIAAAQIECBDYUYHf/e53cf3118eGDRvSSyR/rOLmm2+Om266KQoKCnb0ss4jsEMCQmM7xOYkAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEMgVgdmzZ8fIkSNj1KhRUVpamjWtBg0axHnnnRdXXHFF9OrVy5c1s4Q0ECBAgAABAgQIECCwswSmTZsWF154YSxatChzydNPPz2thNyiRYtMmwMCu1pAaGxXC7s+AQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECOx0gTVr1sRDDz0Uw4cPj+eeey4qKiqy7nHsscfG5Zdfnn5hs3Hjxln9GggQIECAAAECBAgQILArBJYsWRIDBw6MqVOnZi5/4IEHxrhx4+LII4/MtDkgsCsFhMZ2pa5rEyBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgMBOFZg+fXqMGDEixo4dGytWrMi6duvWreOyyy6LoUOHRqdOnbL6NRAgQIAAAQIECBAgQGB3CGzcuDF+8YtfxO233575Ixf169ePYcOGxcUXX7w7puAetVxAaKyWfwAsnwABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABArkusGzZshgzZkxaVeztt9/Omm5RUVH07ds3rSp25plnRnFxcdYYDQQIECBAgAABAgQIENgTAo899lhceumlVf7oxT/90z+lYbLkdxkbgV0lIDS2q2RdlwABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgR2WKC8vDymTJmSVhV75JFHYu3atVnX6tChQxoUGzx4cOy7775Z/RoIECBAgAABAgQIECCQCwIffPBBnH322TFr1qzMdPr06RN/+ctfokWLFpk2BwR2poDQ2M7UdC0CBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQ+EYC8+bNi5EjR6b7/Pnzs67VoEGDOP/88+OKK66IXr16ZfVrIECAAAECBAgQIECAQC4KfPnll2nFsUcffTQzvXbt2kXyRzIOP/zwTJsDAjtLQGhsZ0m6DgECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAjskEBSRWzcuHExfPjwePrpp6OioiLrOj169Eirig0cODAaN26c1a+BAAECBAgQIECAAAECuS6Q/K7zq1/9Kn75y19mfu9p1KhR3HvvvXHmmWfm+vTNr4YJCI3VsAdmugQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEMgXgTfffDNGjBgR99xzTyxbtixrWXvttVcMGjQorSrWuXPnrH4NBAgQIECAAAECBAgQqIkCSbWxSy+9NJLqY8lWWFgY//Iv/xL/+I//WBOXY845KiA0lqMPxrQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQILVct2wAAQABJREFUECCQjwIrVqxI/4p+UlVs+vTpWUtMvix56qmnpkGx/v37R0lJSdYYDQQIECBAgAABAgQIEKjpAjNnzox+/frF3LlzM0u54oor4r//+7/9HpQRcfBNBITGvomecwkQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIEBgmwReeOGFGDZsWDz44IOxevXqrHPatWsXQ4cOjSFDhsT++++f1a+BAAECBAgQIECAAAEC+Sbw2WefxYABA2LatGmZpR1//PHx0EMPRcuWLTNtDgjsiIDQ2I6oOYcAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEvlZgyZIlcffdd0dSVeyDDz7IGl+vXr0499xz06pivXv3joKCgqwxGggQIECAAAECBAgQIJDPAuvWrYvvf//76e9Oles8+OCDY+LEidGhQ4fKJq8EtltAaGy7yZxAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAlsS2LhxYzzxxBNpVbHHH388NmzYkDX0iCOOSINigwYNimbNmmX1ayBAgAABAgQIECBAgEBtE/jNb34TN954Y5SXl6dLb9WqVTz66KPRs2fP2kZhvTtJQGhsJ0G6DAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBGqzwJw5c2LEiBExatSoKC0tzaJo2rRpXHzxxWlY7Dvf+U5WvwYCBAgQIECAAAECBAjUdoFHHnkkLrnkkli9enVKkVRnHjNmTFqhubbbWP/2CwiNbb+ZMwgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIEDgfwTKyspi3LhxaVWxqVOnRkVFRZbLcccdlwbFzj///Khfv35WvwYCBAgQIECAAAECBAgQ+LvAK6+8Ev369YtPP/00bSwsLIx/+7d/i2uvvfbvgxwR2AYBobFtQDKEAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBP4u8NZbb8Xw4cPTv3i/fPnyv3f839E+++wTgwcPTsNiHTp0yOrXQIAAAQIECBAgQIAAAQJbFkgqOZ9++unxwQcfZAZdc8018bvf/S6SEJmNwLYICI1ti5IxBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQqOUCK1eujLFjx6ZhsenTp2dpFBUVpV9qvPLKK+OMM86I4uLirDEaCBAgQIAAAQIECBAgQGDbBJYtWxb9+/ePF198MXNCUsF5zJgxUadOnUybAwJbEhAa25KMdgIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBCIl156Ke666664//77Y/Xq1Vki7du3j8svvzyGDBkS++23X1a/BgIECBAgQIAAAQIECBDYMYGysrK47LLL4oEHHshc4OSTT45x48ZFo0aNMm0OCFQnIDRWnYo2AgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQI1GKBzz77LEaPHh3Dhg2LWbNmZUnUq1cvzjnnnEiqivXu3TsKCgqyxmggQIAAAQIECBAgQIAAgW8uUFFREddee23853/+Z+Zi3bt3j4kTJ8Zee+2VaXNAYHMBobHNRbwnQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBALRRIvog4ZcqUNCj2yCOPxLp167IUunbtmgbFLrnkkmjevHlWvwYCBAgQIECAAAECBAgQ2DUCv/71r+Omm27KXPyQQw6JyZMnx4EHHphpc0BgUwGhsU01HBMgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQKCWCZSWlsbIkSNjxIgRMXfu3KzVN27cOAYOHJiGxY466qisfg0ECBAgQIAAAQIECBAgsHsE7rrrrvjBD34QGzduTG/Ypk2bePLJJ6Nz5867ZwLuUqMEhMZq1OMyWQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECHxzgQ0bNsSECRPSqmKTJk3KfOFw0ysfe+yxaVDswgsvjIYNG27a5ZgAAQIECBAgQIAAAQIE9pDAww8/HBdffHGsXbs2nUHLli3TimPdunXbQzNy21wVEBrL1SdjXgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIENjJArNnz47hw4fHqFGjYvHixVlXT75seOmll6ZhMX+pPotHAwECBAgQIECAAAECBHJC4Nlnn42zzjorVq5cmc6nadOmMXHixOjZs2dOzM8kckNAaCw3noNZECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAYJcIJH99PvlL9MOGDYupU6dGRUVFlfsUFBTEiSeemAbFBgwYEHXr1q3S7w0BAgQIECBAgAABAgQI5J7Aq6++GqeddlosW7YsnVxSIXr8+PHp73e5N1sz2hMCQmN7Qt09CRAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgsIsFZs6cGXfddVf8+c9/znyJcNNb7rfffjFkyJC44oorol27dpt2OSZAgAABAgQIECBAgACBGiDwzjvvRJ8+fWLJkiXpbOvVqxcPPvhgnHHGGTVg9qa4qwWExna1sOsTIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIEBgNwmsXr067rvvvjQs9te//jXrrkVFRdG3b9+0qljyJcLkvY0AAQIECBAgQIAAAQIEaq7ABx98ECeddFIsXLgwXURJSUnce++9ce6559bcRZn5ThEQGtspjC5CgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgACBPSfwxhtvpEGxe+65J1auXJk1kYMOOiitKDZ06NBIKozZCBAgQIAAAQIECBAgQCB/BD7++OM0ODZnzpx0UcXFxWlw7LzzzsufRVrJdgsIjW03mRMIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECCw5wW+/PLLGDt2bBoWe+2117ImVKdOnRgwYEBaVSz5q/MFBQVZYzQQIECAAAECBAgQIECAQH4ILFq0KA2Ovffee+mCkuBY8jvj+eefnx8LtIrtFhAa224yJxAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQGDPCfztb39Lg2L33XdfrFq1KmsiHTt2TINigwcPjlatWmX1ayBAgAABAgQIECBAgACB/BT45JNP4oQTTohNg2NJReoLLrggPxdsVVsVEBrbKo9OAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQI7HmB5cuXx5gxY+LOO++MGTNmZE2ofv36cd5558VVV10VvXr1yurXQIAAAQIECBAgQIAAAQK1Q2DJkiVpcGzWrFnpgpOKY4JjtePZb75KobHNRbwnQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAjgg8//zzaVWxBx98MMrKyrJm1aVLlzQoNmjQoGjWrFlWvwYCBAgQIECAAAECBAgQqH0CSXDsxBNPjHfffTddfFFRUdx7771x/vnn1z6MWrxiobFa/PAtnQABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgACB3BNYunRp3H333TFs2LB4//33sybYsGHDuOiii9KwWI8ePbL6NRAgQIAAAQIECBAgQIAAgc2DYyUlJfHQQw9Fv3794NQSAaGxWvKgLZMAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgdwVqKioiKeffjruvPPOePTRR2PdunVZk+3evXsaFBs4cGA0btw4q18DAQIECBAgQIAAAQIECBDYVODTTz+N3r17x6xZs9LmunXrxmOPPRZ9+vTZdJjjPBUQGsvTB2tZBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAjkvsAnn3wSo0aNirvuuivmzJmTNeGmTZvGxRdfHN///vfjiCOOyOrXQIAAAQIECBAgQIAAAQIEtiawaNGiOO6442L27NnpsAYNGsSkSZPStq2dp6/mCwiN1fxnaAUECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECNQggfLy8njqqafSqmLjx4+PDRs2ZM2+Z8+eaVWxCy64IJIv9NkIECBAgAABAgQIECBAgMCOCsyfPz969eoVyWuyJdWrk99Le/TosaOXdF4NEBAaqwEPyRQJECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEKj5AosXL44RI0bEsGHD4uOPP85aUIsWLeKyyy5Lw2Lf/va3s/o1ECBAgAABAgQIECBAgACBHRX46KOP0upiye+mydasWbN49tlno2vXrjt6SefluIDQWI4/INMjQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQKDmCiRVxZ588sm0qtjjjz9ebVWx4447Lr7//e/HueeeG/Xq1au5izVzAgQIECBAgAABAgQIEMhpgVmzZsXxxx8fS5cuTee5zz77xIsvvhjt2rXL6Xmb3I4JCI3tmJuzCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgsEWB0tLSGD58eLrPnz8/a1zLli1j8ODBaVWxjh07ZvVrIECAAAECBAgQIECAAAECu0LgzTffjN69e8eKFSvSyyeBsSQ4lgTIbPklIDSWX8/TaggQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQ2EMCGzdujEmTJqVVxSZOnBjJ+8235It5SVWxc845J+rWrbt5t/cECBAgQIAAAQIECBAgQGCXC7zwwgtx6qmnxpo1a9J7de3aNZ577rlo2rTpLr+3G+w+AaGx3WftTgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQI5KHAggULMlXFFi5cmLXCvfbaK4YMGZJWFevQoUNWvwYCBAgQIECAAAECBAgQILC7BR5//PEYMGBAbNiwIb11r1694sknn4z69evv7qm43y4SEBrbRbAuS4AAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBA/gokVcSSL9jdeeed8cQTT0R5eXmVxRYUFMSJJ56YVhU7++yzo06dOlX6vSFAgAABAgQIECBAgAABAntaYPTo0ekfOamoqEin0q9fvxg3blwUFRXt6am5/04QEBrbCYguQYAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBA7RCYP39+WlVs2LBhsWjRoqxFt27dOlNVrH379ln9GggQIECAAAECBAgQIECAQC4J/Pu//3v85Cc/yUzp6quvjj/96U+Z9w5qroDQWM19dmZOgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgMBuEEiqik2YMCGtKjZp0qRqq4r16dMnrSrWv3//KCkp2Q2zcgsCBAgQIECAAAECBAgQILBzBG644Ya4/fbbMxe79dZbI2mz1WwBobGa/fzMngABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgACBXSSwYMGCSCqKDR8+PEpLS7Pusu+++8bQoUPjyiuvjIMOOiirXwMBAgQIECBAgAABAgQIEKgJAhUVFXHppZfGPffck063oKAg/vznP8cll1xSE6ZvjlsQEBrbAoxmAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgRqn0BSVWzixIlpVbHktby8vApC8sW5pKrY1VdfHUlVseLi4ir93hAgQIAAAQIECBAgQIAAgZoosG7dujjttNNi6tSp6fTr1KkTTzzxRJxwwgk1cTnm/D8CQmM+BgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQI1HqBpKpYUlEs2RcuXJjlsc8++6RVxa666ipVxbJ0NBAgQIAAAQIECBAgQIBAPgisWLEivve978WMGTPS5TRt2jSmTZsWhx12WD4sr9atQWis1j1yCyZAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAIBFIqopNmjQp/t//+//s3Qn8VNP/x/GPNmlXlpIWRSspRRSRtazxQ5bsypJE9siakCXJEmWPCJGtZK2kJMlW0m5NUlFp7/uf9/395v7v99vM3DPz3eY78zqPx/S9c++555z7nOXe6XE+9/O491fPg0VZxQ4//HA/q1jZsmWDm1lGAAEEEEAAAQQQQAABBBBAIOMEdFOVAw44wH799Vfv2OrVq2fTpk2znXbaKeOONdMPiKCxTH+FOT4EEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBLJAYPXq1fbcc8/ZhAkTbNWqVdawYUM75ZRTrEOHDlsdvTKJKaPY8OHDY2YV23nnnf2sYg0aNNhqf1YggAACCCCAAAIIIIAAAgggkMkCX3/9tR100EHe72sdp4LIPv74Y9t2220z+bAz7tgIGsu4l5QDQgABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAguwQmTZpkp556qi1ZsmSrA9f6p59+2sqXL+9nFXv33Xe9LGPBysoqdthhh3lZxU444QQjq1hQh2UEEEAAAQQQQAABBBBAAIFsE3jnnXfs+OOPty1btniHfuaZZ9qIESOyjaFEHy9BYyX65WPwCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAghkt8Ds2bNtv/32M2Uai1eaNm3qbf/555+3qrLTTjv5WcWUnYyCAAIIIIAAAggggAACCCCAAAL/FRg0aJD16dPH5+jfv7/deOON/nMW0luAoLH0fn0YHQIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCQQOPbYY013P0+mRLOK9ejRw7p06UJWsWTwqIsAAggggAACCCCAAAIIIJBVAvrtPGzYMO+Y9Xt61KhRdvLJJ2eVQUk9WILGSuorx7gRQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEMhygZUrV9oOO+xgmzdvdpJQVrFzzz3XNOGNrGJOZFRCAAEEEEAAAQQQQAABBBDIcoGNGzdap06d7KOPPvIkKlSoYJMnT7aWLVtmuUz6Hz5BY+n/GjFCBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQiCEwc+ZMa9WqVYwtW69q1qyZqX7ZsmW33sgaBBBAAAEEEEAAAQQQQAABBBCIK7BixQpr27atzZ0716tTv359mz59utWoUSPuPmwofoFSxT8ERoAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIJC9QsWJF55122203AsactaiIAAIIIIAAAggggAACCCCAwP8LbL/99vbmm29alSpVvJWLFi2yrl27Omf+/v+WWCpKAYLGilKbvhBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQKDABHbffXerWbOmU3sHHnigUz0qIYAAAggggAACCCCAAAIIIIDA1gJNmjSx559/3rbZZhtv44cffmjXXHPN1hVZkzYCpW+NlLQZDQNBAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBwFNFEtJyfH3n///YR7VK1a1Z555hmrUKFCwnpsRAABBBBAAAEEEEAAAQQQQACB+AKNGzf2Nn7yySfe36lTp9oee+xhLVq0iL8TW4pNYJvIf5rkFFvvdIwAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAII5ENg8+bNduKJJ9pbb70Vs5Vy5crZ6NGj7Zhjjom5nZUIIIAAAggggAACCCCAAAIIIOAuoDAk/Q4fM2aMt9N2221nkydPtlatWrk3Qs0iESBorEiY6QQBBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEECh4AQXL/PHHH/b777/bypUrbfXq1bZu3TrbtGmTaZsm8UTvJxz9W/CjoEUEil9gy5YtNnbsWBs3bpytWbPGH5Dudn7aaafZbrvt5q9jAYHCElDmO5VSpUp5jzJlypiCFitWrGjVqlWznXbayWrXru2tK6wx0C4CCKQmoGun5cuXe9dTa9eutQ0bNnjXUzq/BK+nUmudvRBAAAEEkhHQNZWup0qXLm1ly5a18uXLW+XKla169eredVUybVEXAQQKT2DVqlXWtm1bmz17ttdJgwYNbMaMGaZM35T0ESBoLH1eC0aCAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggkFPjtt9/s3XfftU8++cRmzpxpP/74o23cuDHhPmxEAAEEEEgfAU2Crl+/vu2999520EEHWefOna1p06bpM0BGgkAWCCjY/sMPP/SyYXz33Xc2b948W7p0qSlAjIIAAgggkN4CCh6rV6+eNW/e3Nq0aWMdO3a0ffbZx6LB++k9ekaHQOYJ6P+l9FlUAJnKCSecYG+88UbmHWgJPiKCxkrwi8fQEUAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQCA7BCZOnGh33HGHffTRR0xozo6XnKNEAIEsEthrr73s2muvtTPOOMPLqpFFh86hIlBkAsoWpgnMgwYN8oLFCBArMno6QgABBApdoG7dunbOOefYlVdeadtvv32h90cHCCCQW+DVV1+1U045xV85cOBAu+aaa/znLBSvAEFjxetP7wgggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAQFwBZcK45JJLbMyYMTHr6G7qO+64o+2yyy5WvXp1013Xt912WytbtqyVLl3au9t69I7r0b8xG2IlAggggEC+BRSUoqJgFD02bdpk69evt9WrV9vKlSttyZIlpu91rY9VWrRoYU8//bSXLSPWdtYhgEBqAsrO2r17d5s+fXrcBkqVKmU1atSwqlWrWsWKFa1cuXJWpkwZL5BT11BcR8WlYwMCCCBQ4AK6ptK11ObNm73M2uvWrbO///7bli9fbmvXro3bn77Db7/9duvVqxff23GV2IBA4QgoaPPBBx/0Gtc1lG56pMzKlOIXIGis+F8DRoAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCGwl8MEHH1jXrl29iXHRjZp407FjR+vcubO1b9/emjdv7k1sjm7nLwIIIIBAegts3LjR5syZY1OnTrX333/f3nnnHVuzZo0/aH3P33fffda7d29/HQsIIJC6gD5Pffv29YIOoq3oc9ahQwc77LDDrE2bNta0aVOrVauWFyQWrcNfBBBAAIH0FFixYoXNmzfPvv76a1NG7rFjx9qyZctyDVa/mUeNGmU77LBDrvU8QQCBwhPQ75yDDz7YpkyZ4nWia6uvvvrKdt5558LrlJadBAgac2KiEgIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgggUHQCzz33nF1wwQV+Nhplt9Dzfv36Wd26dYtuIPSEAAIIIFCoAqtWrbLBgwfbPffc42Uki3Z2+eWXe+ujz/mLAALJCShDzUUXXWTDhw/3d6xQoYLps9WnTx8vU6u/gQUEEEAAgRIroAyub7zxht1yyy02a9Ys/zgaNmxo48aNs913391fxwICCBSuwC+//GKtWrXyAzkPP/xwGz9+PJn/Cpc9tHWCxkKJqIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCBSdwCuvvGKnnXaaabKzSp06dWzEiBFeRoyiGwU9IYAAAggUpcDChQutW7du9tlnn/ndXnPNNTZw4ED/OQsIIOAu0L1791wBY8rQ+uyzz5qCCCgIIIAAApknoCxHd955p/Xv3982b97sHaBuuPLpp596v6kz74g5IgTSU0DZlDt16uT/n9Zdd91l119/fXoONktGRdBYlrzQHCYCCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIpL/Al19+ae3atbMNGzZ4g9Udmt99912rWbNm+g+eESKAAAII5Etg/fr1du6559pLL73ktzNs2DC78MIL/ecsIIBAuICCBm666Sa/4nnnnWePP/64lS1b1l/HAgIIIIBAZgq8/fbb3k1Y1qxZ4x3gnnvuaZ9//rkp2yQFAQSKRqBv376mYDGVMmXK2KRJk2z//fcvms7pZSsBgsa2ImEFAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCBQ9AKrVq2yli1b2oIFC7zOmzVrZhMnTrQaNWoU/WDoEQEEEECgWASUGePUU0+10aNHe/1vt9129sUXX1jz5s2LZTx0ikBJE5gwYYIddthhfpYZBYw9+eSTts0225S0Q2G8CCCAAAIpCnz44Yd2zDHHmALyVXQueOqpp1Jsjd0QQCBZgU2bNlmHDh1sypQp3q7169e3mTNnWtWqVZNtivoFIEDQWAEg0gQCCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIJBfgauuusoeeOABrxlNpJkxY4Y1aNAgv82yPwIIIIBACRNYt26dtW3b1r755htv5O3bt/fuzk/QSwl7IRlukQsoOEAZZebNm+f1fcghh9gHH3xgpUuXLvKx0CECCCCAQPEKPPvss14G1+goxo8fb0cccUT0KX8RQKCQBRYvXuzdGGnlypVeT7oxxssvv1zIvdJ8LIFSsVayDgEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQKDoBObMmWMPPfSQ3+Fjjz1GwJivwQICCCCQXQLly5f3JlSWK1fOO/DJkyfbyJEjswuBo0UgBYH777/fDxirXr26vfjiiwSMpeDILggggEAmCJxzzjl25pln+ofSq1cvU/YjCgIIFI1AvXr1bNiwYX5no0aNsuHDh/vPWSg6AYLGis6anhBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgZgCd999tz+B7dBDD7XTTz89Zj1WIoAAAghkh0CTJk1MGSij5c4777ScnJzoU/4igEAegTVr1piCxqJFn5latWpFn/IXAQQQQCALBZTJu1q1at6R60YtZDnKwjcBh1ysAieffLL16NHDH8MVV1xh8+fP95+zUDQC20R+SPJLsmis6QUBBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEENhKYMmSJVa3bl3buHGjt23q1KnWtm3breqxAgEEEEAguwT++ecf7/zw999/ewf+zjvv2NFHH51dCBwtAo4CgwcPNk1EVtljjz3shx9+sFKlyKvgyEc1BBBAIGMFFER80003ecfXokUL+/rrrzP2WDkwBNJRYO3atda6dWubPXu2N7wDDjjAJk2aRDbYInyxuCIuQmy6QgABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEE8gqMHDnSDxjr0KEDAWN5gXiOAAIIZKlAlSpVct2Z/7nnnstSCQ4bgXCBZ5991q909dVXEzDma7CAAAIIZLdAz549rVKlSh7CN998Y1999VV2g3D0CBSxwHbbbWcjRoywsmXLej1PmTLFBgwYUMSjyO7uCBrL7tefo0cAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACBYhYYNWqUP4Jzzz3XX2YBAQQQQACB4HnhzTffNN2pn4IAArkF5syZ4wcBaGLy6aefnrsCzxBAAAEEslagWrVqdtJJJ/nHr5u2UBBAoGgF9tlnH7v11lv9Tm+//XabPn26/5yFwhUgaKxwfWkdAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBCIK7BmzRp/okypUqXsxBNPjFuXDQgggAAC2SfQrFkz00NFAWPTpk3LPgSOGIEQgY8++siv0blzZ6tcubL/nAUEEEAAAQS6du3qIwTPGf5KFhBAoNAFrrvuOmvXrp3Xz6ZNm6xbt27cEKPQ1f/bAUFjRQRNNwgggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAQF4B3VlZk2VU9txzT9Nd0CkIIIAAAggEBQ466CD/6ZQpU/xlFhBA4L8Cn332mU9x8MEH+8ssIIAAAgggIIEDDzzQdJMWlZkzZ9q///7rLfMPAggUnUDp0qXt+eeft0qVKnmdKlPs9ddfX3QDyOKeCBrL4hefQ0cAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACB4hX45ptv/AG0adPGX2YBAQQQQACBqEDr1q2ji/btt9/6yywggMB/BYLXU/vuuy8sCCCAAAII5BKoUqWKNW7c2Fu3efNmmzVrVq7tPEEAgaIRaNCggT344IN+Z0OGDLFJkyb5z1koHAGCxgrHlVYRQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAIFQgR9++MGv07x5c3+ZBQQQQAABBKICykQZLcHzRnQdfxHIZoEtW7ZY8HMR/LxkswvHjgACCCCQWyB4fiBoLLcNzxAoSoELLrjAjj76aK/LnJwcO//888n+V8gvAEFjhQxM8wgggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAQDyBxYsX+5t0x2UKAggggAACeQV22203f1XwvOGvZAGBLBZYsmSJbdiwwRPYcccdrXLlylmswaEjgAACCMQTaNiwob9p0aJF/jILCCBQ9AJPPPGEVa1a1et43rx51rdv36IfRBb1SNBYFr3YHCoCCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIpJfAr7/+6g+oTp06/jILCCCAAAIIRAV23nlnK1u2rPf0r7/+svXr10c38ReBrBf4+eeffYO6dev6yywggAACCCAQFAieI4K/w4N1WEYAgaIRqF27tg0aNMjvbMiQIfbpp5/6z1koWAGCxgrWk9YQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAFnAU3+jxZlx6AggAACCCCQV2CbbbaxGjVq+KuD5w5/JQsIZKlA8PPAtVSWvgk4bAQQQMBBIHiOWLZsmcMeVEEAgcIUOO+886xTp05eF1u2bLHzzz/f1q5dW5hdZm3bBI1l7UvPgSOAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIBAcQssX77cH0L16tX9ZRYQQAABBBAICgTPEcFzR7AOywhko0AwaCwYXJmNFhwzAggggEB8geA5gmup+E5sQaAoBYYNG2ZVqlTxupw7d67dcsstRdl91vRF0FjWvNQcKAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgikk0BOTo79+++/3pCURaZixYrpNDzGggACCCCQRgKVK1f2R7N69Wp/mQUEsl0g+HkIfk6y3YXjRwABBBDILRA8R6xatSr3Rp4hgECxCOy66652//33+30PGjTIZs6c6T9noWAECBorGEdaQQABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEkhJYu3atKXBMpXz58qbAsXQu69at84LcFOiW6LFly5Z0PgzGhgACCJRIgQoVKvjjjgYc+ytYQCCLBYKfBwLws/iNwKEjgAACIQJcS4UAsRmBYhK48MIL7ZBDDvF637Rpk/Xo0cP4f6WCfTHKFGxztIYAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCDgIrBhwwa/2rbbbusvp+PCypUrbeedd7bgmOONc+rUqda2bdt4m1mPAAIIIJCCQPA84fJdnEIX7IJAiRRYv369P+7g58RfmY8FZaLZe++9TYHzBVnKlStnNWvW9B61atWy6KNdu3bWvHnzguyKtv4n8M4771j37t0Teuh1WbRoUcI6bEQAgYITaNmypS1dujRhg1dffbX16dMnYR3XjcFzRPDc4bo/9RBAoPAEHn/8cWvRooXps/nFF1/YkCFDrHfv3oXXYZa1TNBYlr3gHC4CCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIpIfAxo0b/YGUKZPeUzg0aZogBf/lYgEBBBAocoHgeUJ34KcggMB/BQrzemr58uW2cOHCQqFevHhxzHY7dOhgl1xyiZ100kmmICZKwQgsWLDAfv/994SNlS1bNuF2NiKAQMEKLFmyxP7444+Ejep3aEGV4Geca6mCUqUdBApGoFGjRnbjjTfazTff7DV40003eddCderUKZgOsryV9P4fxyx/cTh8BBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEMhcgc2bN/sHV7p0aX+ZhewV+PHHH23s2LGhAJpMzkTyUCYqZLHA6tWr7cknnwwVOOGEE6x+/fqh9dKhQvA8ETx/pMPYGAMCxSkQ/DwEPyfFOab89D1x4kTTY6eddrIrrrjCrr/+ettmm23y0yT7IoAAAghEBILniOC5AxwEEEgPgeuuu85eeuklmzVrlun3XM+ePe3NN99Mj8GV8FEQNFbCX0CGjwACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIlUyAnJ8cfeKlSpfxlFrJXYMaMGd4E8TCB8847j6CxMCS2Z7XAypUrnT5Le+yxR4kJGgueJ7Zs2ZLVry8Hj0BQIFOvp5YuXWp9+/a177//3p5++mkLZsgJHj/LCCCAAAJuAlxLuTlRC4HiEtCNcZ544gk76KCDTNd3b731lo0ZM8Z0ow9K/gT4H8f8+bE3AggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCQkkBwkjMZJFIiZCcEEEAgawSC54ng+SNrADhQBOIIBIMogwEBcaqXuNUvvPCC9evXr8SNmwEjgAAC6SYQvJYKnjvSbZyMB4FsFmjfvr316NHDJ1DW1bVr1/rPWUhNgKCx1NzYCwEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQyJdAcNJ/cAJbvhplZwQQQACBjBQInieC54+MPFgOCgEEcgncd999pmykFAQQQACB1AWC11Kpt8KeCCBQ2AIDBgywHXbYwetm0aJFpueU/AkQNJY/P/ZGAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEECgGgWAQZaYGBGzevNkeeuihYtClSwQQQCAzBYLnjsw8Qo4KgZIrUL16dbvrrrv8A7j33ntt3rx5/nMWkhcgaCx5M/ZAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEECgSATefPNN27hxY5H0RScIIIBAJgpkamBxJr5WHBMCF1xwgbVt29aDWL9+vfXq1QuUfAiUyce+7IoAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCQogB3N08Rjt0QQAABBBBAAIE0E3j44YetSZMmcUel676VK1faH3/8YbNmzbJRo0bZsmXL4tbPu2HFihU2c+ZM23ffffNu4jkCCCCAAAIIIJBRAgryfOSRR2y//fazLVu22Lhx4+yNN96wLl26ZNRxFtXBEDRWVNL0gwACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIBAS403kAg0UEEEAAAWcBgo6dqaiIQJEJaFJzMgFdDz74oD366KN25ZVXmutnesmSJUV2PHSEAAIIIIAAAggUp0Dr1q2tR48eNnToUG8Yffr0sc6dO9u2225bnMMqkX2XKpGjZtAIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgiUQIGyZcta79697b777nMevbKUURBAAAEEEEAAgWwRGDBggFWvXt073IULF5qC7inJC5BpLHkz9kAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBAoQoEtW7bYhAkTbMaMGfbTTz/Zr7/+alq33XbbWePGjW3//fc3ZfioVq1agY7q77//ti+++MKU2UMTtfXQ8j///ONNXKpVq5ZFH7vssou1adPGNAk8E8qiRYu8Y58zZ47psW7dOttjjz3snHPO8cwz4RiDx6DjGzt2rP3444/2888/22+//Wbly5f3Xl+9tgcccID3cMkQuHnzZvvggw88N01s03tW79XddtvNGjRo4D0aNmxou+66a3AIBbq8fPlye//9923x4sX++/bff/+1nXbayXQ8euj1POigg6x06dIF2rdLY0uXLrV3333Xoj4ar+4YrwmBytTTtm1ba9asmZUqxT3RXTypgwACJVegV69edtNNN9natWtDD2L16tWhdcIqLFu2zH7//XfvoXOdlv/66y+rUKGC9x28/fbbe39r1KhhrVq18s5fYW3md7vOk7NmzfLOVzo//Pnnn16/OmfqfKlHzZo1zeUcnN+xpMv+ep2mT5/uXY/oulfXpDpH6vyt64cDDzzQu05Jl/Fu2LDBu4b64YcfvOsfXSvrdTv88MO9655kxrlixQrv2HXdrfeCHrq20ntS1zE77rijtWjRwurUqZNMsxlfVxkL9btl3rx53rWs3PS7pGrVqrbPPvsUym+lKOr69eu9vn/55Rfvd5peO11H672qR/v27b1xROvzFwEEEHAV0HXJbbfdZrpeUrnzzjvt3HPPtZ133tm1CepFBAga422AAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgggUCQCmtzz5ZdfJuzrxRdftL322surowmzd999t40cOdKbNJtoR00kVgBZ9+7dvQlFqQZvadL222+/7fWpoBZNgnQtmsh61lln2fnnn+8FvCTa78orr/QCi4J1NCHYpShILlagzy233GInn3yy30SnTp28iZv+ihgLH3/8se2www7+lq+//truuusue+WVV7zAPH/D/xZkrIeKy+t5zDHHeK/h/3YP/fP444/bww8/nLDeIYccYkOGDIlZ54ILLrBp06bF3BZdOWbMGH8CsyaqK8vLiBEjTJOUExVNej3zzDPt5ptv9ibX5627Zs0aGz58uHf3cwXdhRW9PrJu2bJlWFWn7QoKU/+jR4+2Tz/91JtgHbajgh5PP/10O/vss23vvfcOq55r+1dffeXtl2tlnid6rw4bNsxf+84773iv3YcffmibNm3y1wcX9B5QqVy5sum1vuOOOxKO7fnnn7eBAwcGm7CNGzfmeh7vyaWXXur1k3f78ccf701IzLue5wgggEBBC+h6RcFZn332WWjT+s5OpSiQQ9+Vzz77rBfQ49qGAp4PPfRQ07lcj7p167ruGlrv22+/tZdfftneeust++abb0LrK6hN1x8XX3yxd/1Rrly50H0Kq4LOX1dddZUXFB7Wh4KfNcG9SZMmYVW96y6Z6Jpk/Pjxcc+TakjnyBNOOMG75tWNE1Tmz59vV199tbcc75+uXbvaaaedFnNz3759bfbs2TG3RVfee++9tvvuu0ef2qpVq+zRRx+1QYMGeUF//ob/LfTv399uvPHGvKu3eq4g9+eee87GjRtnn3/+udM1jILLdS2l41HAeSqlR48eXlBaon11ba3rP9ei61hd5yQq//nPf6xbt25bVdFvH/2WSVQUOPjII4/4VRSAP3ToUO+3i258EK/ot5Leh7phwPXXX+/dzCBeXdf1U6ZMsWeeecZGjRplK1eujLubbgyg1+q8887z3rdxK7IBAQQQiCGgc7/ONTpH6byjYPvgb8wYu7Aqr0AkspiCAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgggUMQCkQm8OZF5HN6jdu3aRdx7ct1FAmv8sUbHHO/v1KlT4zbeoUOH0HYiE0W9/SOBPTmRu0eH1o81jkgGpZxI8FPcccTaEAkyyYlMls2JTMJNqc+844hkSsqZOHFirK68dSeddFKB9BPsNxLMlKu/+vXrh/YRyTDi7ROZAJ1z0UUXhdaPTAz1+3B5Pc844wy/vsvC7bffHjqGSHBe3KY6duwYuv/333/v7R+ZmJ0TyU4XWj9orOWmTZvmRCa45xqD2mzUqFHSbUUm8OZEgrZyIhO9c7WXzJNI9o2cp556KkffI3nHmsxzvf6RzCDOXUcC00L7O+yww7z2IhOJcyKBaaH1Y403MuE+p3fv3jk6zljlgQceSKndWH1F10WCJGJ1VazrIhPM/eOMBHUW61joHIF0Erjhhhv8z8aAAQMKdGiRAGC/7ej3Q7y/kYDllPs+8sgjnfqJBGg49xHJyJoTCbrPOeKII3L0PRpv3MmsjwTU5kQC3J3HEKuirikjAfY5Ov8l03ewrs53kSClnEiwdqwuYq576KGHQvuLBPDF3De4UtdLkSCl0Lai440EhudEMj4Fm4i5HAmiy4kEfzm3G20/chOBHF07aVyRLFOh+0cyPsXsXysj2ctC91cf0RIJQsyJZIBJuE8kaCxaPebfSLa7nJ49e+ZEggATthM93nh/I0GNOZEbU8TsI9HKSCBkaL/6fZBMidw8IrRNvdaxistvLv3OiZbHHnssp2LFiqH95XWLBHHl9OvXL0ffE6mUSHbCnEjQW9L9ahzHHntsjn4Hq7j81rv11ltTGWLMfSIZ0PwxJ/o9EXNnViKAQLEKRLKC+59fXddEbmBSrOMpaZ2TvztyBqIggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIpI9AZNK3dxf6yMS+lAY1d+5cLzPGzJkznfZfunSpRYKNTP3qztUFUZQlQXfUD8s0UBB95bcNZajq0qWLRTM85be9krC/Miwo20airAjxjkN3OD/ggANMmR1UlCUlEiRoP/74Y7xd4q6PTDbzMkMoS4jet8kWfUYik7y97Ha//vprsrvnqq/XX1n+IsGOudbn94k+X8qiowwiqZTIhGYbPHiwl51CyxQEEEAg0wTCsjtFj7dBgwbRxYR/ly9fbsqYqEyS77//fszMoQkbiLPxzTffNGWQnDdvXpwaiVcrS4iyhSnrmc5/qRad75SxNRIcby+88EKqzSS9n8Z84YUX2ksvveS0b5s2beyjjz7KldE11o6RwG/bZ599QjOlxto3ElDtZUDVNU1RFl0zn3POOaFZWhONSdmFlbVMWbM2bNiQqGroNmUylbcywMkk04uO8cQTT7RLLrnElOk22aJMysrkqkxryX4WJ0+ebM2bN/cy4iXbr+oro7OuN2fNmpXK7uyDAAJZKqD/W+ncubN39PpNqOsAirsAQWPuVtREAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQKGQBBeDcdNNN+e4lcgd8L5AmrKFIhjGLZP2ySNaksKpJb1cw1nHHHWfjx49Pet+i2kETriJ3/PcmcBZVn8XdTyTbiN1zzz35GoYm6F588cUWyaxnp556qq1evTpf7en9qklwa9eudW7nu+++84LVIplnnPcJq7h48WIv2HHSpElhVZ226/Mln2iAndNOcSop6Gz06NFxtrIaAQQQKJkCukb4+eefQwd/1FFHWSQzTmi9SFYrUyCyAjMKoyjATYHSCoZyLQpKue666yySUSqp81xY+zpWBS7p2rEoisYfybjq1JWCyz/44AOLZOJKWD+Srcu6d+9uOl/mp7z22msWybyZnyac941k3rIbb7zRuX7eirr2VPD+mWeeabpWLqii95kMjj766HwFsxXUeAqznUiGRXvjjTfy3cXw4cPt6aefdm4nklHRu15dsmSJ8z6xKq5YscIi2eFMNxagIIAAAq4C+o4vU6aMV/2TTz4psvO/6/jSuR5BY+n86jA2BBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAgywT69++f9B3v4xF99dVXNmHChHibvfX9+vUz3TG/sIqCgJTtI2wchdV/WLtPPvmkffzxx2HVMmp7QWVU00R/TQpft25dgfjMnz/fHn74Yae2lNVMGcYU5FXQRe9ZBTu6ZupL1L+ylhXke3/QoEGJumMbAgggUKIElGHyjDPOcBrz1VdfHVpP2ZoUCK/zSWEWZTJTFjPXQGdlQxo4cGChDEkZl5RlS0HchVmUweqxxx5z6uKggw6y9957z6pWrZqwvrLRnn/++QWWCW7kyJEJ+yuIjV988UW+A++vuOKKfLeR6Fh0fXbEEUcU2PVZor6KY5u+N+69994C6/rBBx90akvXnsr0U1BZmRctWlRgv/mcDoBKCCBQ4gWaNGni3bgleiAKoM2G7JLR483PX4LG8qPHvggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAJpLZBoIqSyGwwdOtR5/Nttt501btzYGjZsaBUqVHDeb/369V5GBecdirDizTffXIS90VWYgDKghWUbUZYzBQX8/fffYc2lvF1tK3BMfaVT+eyzz0wT1ikIIIBASRRQhiVlFVN2jAsuuMCaN29uyjQZVhR8fvjhh4dVM2XSTCVz6jbbbBPadt4KyhCkwPOw8uKLL1pBBWvH60vBa8qaOmfOnHhV8rVeGXBds3gdeuihNnbsWKtcuXLCPnUNqgxjek+UpHLppZfma8zPP/+8DRkypNAP+csvvzSNlRIu8O2333pZ8RLVVBa3Hj16ZGwGN32HTJ8+3T7//PNCvb5OZMw2BBBwE9D/X0TPsd9//70pYyclXOC/+dnC61EDAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAIFiEyhdurTpoSwayZQ333zTy7ihQK+8ZdSoUU4TAxs1amSPPPKIdejQwcqVK+c3M3v2bHvhhRds8ODBtnr1an99rAVlwNBEbmWHUmnXrp2VKZN76s5PP/3klCmjS5cuucYR7U+TzympCei1qF69uil7yqZNm1JrJM9epUqVSnpitYIHpkyZ4r3X8jTnP1XGFk2Qcy077rijNWvWzFauXGkKDFCmCE1WDyu//PKL3XnnnTZgwICwqiltL1++vCmgUhORkynKNqYghGjR5/PUU0+NPvX+6vjefvvtXOtiPdHncZdddtlq05577rnVOlYggAACiQSUeTIs+EoBQskGCSkI6eWXX07UtbdN10eJAuWDDWy//fZ22WWXed+d9erV8yZfK3vQjBkzvO/XYcOGOX03K5uW2qQzRy0AAEAASURBVIlXFixYYDpnJVPq1q1ru+66q3ddpf3Drq+ibev8efLJJ5sCYAqy6Byoc6FLOeqoo+z111833WQgrNx22222cOHCsGq5tusadK+99vJem3nz5tk///yTa3u6P1FQ30UXXZTUMGvWrGl6j+o67bfffkvK7Omnn7aDDz7YzjnnnKT6zMbK+u5IFJgqy2Qzx+6000622267WdmyZb3XTp/ndCu6ScJ1113nBZ1EMwdrvLo5w3333ed9F6XbmBkPAtkuoN+2yr56yy23eBT6q+ynLufebLbL/T9P2SzBsSOAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgiklYCCeO666y7bb7/9rGnTpt6kw/nz53sZOq688kqnLEianK2MD7EmNWtydFjR5KNp06ZZ1apVt6qqMfXv3986d+5sRx99dOjkXU2ujgaNXXXVVVu199JLLzkFjelu2lWqVNlqf1YkL6DJ6Zq43bVrV2+imd4v48ePt2uvvTalieeacHvuuefaQQcdZHXq1PGynuj9c+uttzpPdP7ggw/iBo3NnDnTlKXDpegYevbsaTrGYFFggCbIKsteWMDW/fffb+eff77tvvvuwSZSXj7xxBO9CeMKyqpdu7b3mdEE/4EDB5oCPF1K3mCwY445xvQIFgW85a0X3B5dvuGGG7zPbvR5Sfm7YsWKkjJUxolA1ghs3ry5wI/17LPP9oLWFWQbVt5991379ddfw6pZrVq1TFmY9DdYlLVDATZ6tGrVyinYa/HixcEmtlru169f6LVRdCcFxylAq23bttFV3t9x48Z52Vq//vrrXOtjPfnuu+/so48+MrVVEEVByjfeeKNTU8p09uqrr9q2224bWl9ZPJPJdHvWWWd5Wcn23Xdfi74XFODyxhtvWO/evU1Z30pCuf32200ZnVyK3oe6PtPfYJk1a5YXzKMgJpeijDRnnHGG9xvCpX5JrKNrNF3v6dpKGZEVTKjPy1NPPWUffvih0yHp+0PXh9HsPcGddG2s61jXot9tCrQ87LDDcgXS6vN5xx13mG7akQ5Fx6Xvm7wZCpXxV4G6CpKbOHGi7bHHHukwXMaAAAIBAf1fymOPPWZLliwx/e5TplX9vqXEFygVfxNbEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBAoHgFN4vvqq6+sR48e1rJlS28SrjI3aeJe9+7dbdKkSbbzzjs7DU6ZCWIVTTAKK5o4HStgLLhf+/btYwalBeto2WXCc959iuO5sqUoWEiTJZVNbe7cuV4w24gRI0zbMqV07NjRy7qlIK/oncn1HuvUqZO98847zu+vqIcClzTp9swzz/QCtZRxpkmTJqZJ/5rEnjd4K7pf3r8//PBD3lX+c024Diua8Pvaa6/ZPffcE7NPbX/00UdNQYphRZlrNGk+v0VZGx544AEbPXq0KROLAsZUFPyoz48ys1x++eVO3WhSs2vmGacGS0glTW6OFk0EpyCAwH8FNME/Wj755JPQYNho3XT/e++993rZbypVquQ0VAUVu5Tnnntuq4CxvPtdfPHFtvfee+ddvdXzn3/+eat10RXa5hoccsQRR3gB/nkDxtSWzskK8ldwvkt5/PHHXaqF1lFQV58+fULrqYIConXedQkYU31lqXXNEqbAO71mCkaPBoypDS2fdtpp3vWwgtSLs+gmD7qWeuKJJ2zMmDGmQL+RI0d6N1aIXjcqy6lLxjwdh66ndKOFvAFj2qbMqToHKqDMpSiLr262kKlF2fUUBHrFFVd4mcL0XlDmYQXK6XVwzeymmwj8/vvvMZnUTqLPenAnXVvrmlc3UcibeVFBbbr2vPTSS4O7FNuyrifzBowFB6NgFDlSEEAg/QQqVqxoCgqOlrvvvtvLGB59zt+tBQga29qENQgggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAALFKKCJsAraSRRko2AuZRtzKZr0F6vEmxwZrKugKZfMHZrwHFaUHSGdiwJ7NNn6s88+8yZKd+jQwQt6UgYDTeRWMFSjRo3S+RCcx7bjjjt6k7bjTfDWpNvhw4c7t6dJzJowLsNYpX79+p5trG151/311195V3nPNbFVWUXCigLCTjrppLBqduqppzrV06T/TZs2hbaXqIImCCf6vCpY77777rMddtghUTP+tnifab9CBi4Es4tNnTrVC1DMwMPkkBBIWkDZIaNFwQrKSJoJ5ZprrjEFYOh6yKV8//33odUU3KPsPy6ldevWodWCAXt5Kw8ePNjp3KGgIgUOlytXLm8T/nOdI5Rl0yU4asqUKf5+qS4oyMg1sEXnUp0nE40/7zgUBOZSNCE+LFhc12W6kcIuu+zi0mSB11FgvK6TlflLN3U4/vjjveBwBbQpS1s069uDDz5oLtn4unTp4gWYx7s+ix6AbJSl1KXo+iITyyGHHGKvvPJK3OzDZcqU8TLx6BrUpcT7XeR6PXzkkUd631cK5ohXFEj2yCOPON8oIF47BbF+/fr1oc1Mnz7dPv7449B6VEAAgaIX0Dkn+n8TK1eudD4nFP1I06NHgsbS43VgFAgggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAL/E9Bd3WvUqBHqcdZZZ1np0qVD68WbBBkvwCfYoAI1DjzwQC/ASHfhj1eUAUIT1RM9Pvzww3i7F/v6nXbayTQ+ZXbLhqLJy7Vq1Up4qJro7PL+UiPdunULzTCiyb3BLCHxOo8XNPbWW2+FZtBRFodksiLIIW8miLzjWrZsmQWDMvJuD3uu9i+77LKwal7AnQITXUq8z7TLviW1Tt7vxJ49e9q///5bUg+HcSNQIAIKJPrmm2/8to499lhToHOmFGVO0zG5ZGJUZst27dolfCgbVNh3ftQumoEz+jzZv6+++mroLjrHKuglUZBJtJFoNqvo83h/lREpP9kolQ3rggsuCD3fqn+d+1988UVTcI5rWbdunX3xxReh1ZWJ8+qrrw6tpwr16tVzDnJzatChkl47ZaVVgJ3Ltc3YsWNDW9V1ubKVuQbgKbByn332CW1XQfcLFy4MrVfSKvTu3Tt0yPq8n3POOaH1VCHWtZUC/d5///3Q/dWPblrg+r2hbLjbb799aLvpUGHixInpMAzGgAACeQR07u3fv7+/dsiQIbZ06VL/OQu5BQgay+3BMwQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAIFiFnAJMNEQlVXBZbJorEmQ2n/XXXfVn9CyaNEib2JwixYt7LbbbrNPP/3U8mbX0OTZBg0aJHxoUm+6Fk3aVuBbNhRNbj7hhBNCD7VChQrWtGnT0HqqcMopp4TWU7+a0B9WNmzYELOKS+BWr169TBlZXIuytuy7776h1d9+++3QOvEqHHXUUc5BHAqOcCnxPtMu+2ZKHX0vhWWgyZRj5TgQiCWg7J2XXHJJrk377bdfrueZ8kQToRUomih4/Y477rDJkycnfCjIx6V89913NmLECJeqMev89NNPtnjx4pjbgiuVmah27drBVQmXjzvuuITbtVGTyP/888/QerEq6NpOgWAuGbHOO+88L2DKNbg82p8yF8U7z0fr6K8yqFSuXDm4KuGyxpNM8FrCxhw26r3Up08fh5rm3VBB56ywoixlygSbTFGAn0v54IMPXKqVmDr6TSEvl3LyySe7VLNYWVyVwdAlCFMZDBs2bOjUjyrpmtj1RgHOjRZSxQEDBpgy4ClD2ty5cwupF5pFAIFUBPT9tvfee3u76mYad911VyrNZMU+7uHtWcHBQSKAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggUp4CyDLRs2dJ5CAocCyvx7jjdtm1bGzlyZNju/nZNotbj1ltvtUqVKpn2P+CAA2z//ff3HnkzAfk7pvmCgoY6dOiQ5qMsuOE1b97cKauJetSkXL3miYoyJbhmtlFGt1TK+vXrbdKkSaG7arKcS71gQy4TtMMMgu3lXXYJSovu4/J5Vt14n+loO9ny94EHHvACHJRhjoJANgnou07BumvWrMmaw1YWH2XbUnBYYRSdZ5QBSxkoX3/9dduyZUvK3UyYMMFpXwU6JVPatGljX375ZcJdlKFrt912S1gn0cZNmzYl2uxt03nzySefdM7aFmzwq6++Cj6Nu5ysjc6fnTt3NmUlLeyi610FtbkW10y7rgFgwX6VXfWqq64yZXBLVD766KOkxpyorXTYphs9uN4kQDcIcCmxgsamTJnisqtddNFFTvWClfQeevjhh4Or0nJZQZ5jxozxHhpg/fr1TQGveihYrlq1amk5bgaFQDYIKMuhbqIRvSHM0KFDTVkoXX9TZoNR9BgJGotK8BcBBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEECg2AV23nnnpCbhqn5YiZcx4uyzz7abbrrJ6Q76efvQXfc1CTY6EVYTlpT1rFOnTt5DgWRFmfEh7/iSee6aKSKZNtO57g477OA8PAUxhpVkggWVvSyV8ssvv4ROiFa7V155ZSrNh+6jTBOpllq1ajnv6vJ5VmPxPtPOHZXwisqAN3v2bC/j4cUXX+wFCuo7iIJAtggow5gyjanoXOsS6FPYNo899pg1adIktBsFvCnr0sKFC23cuHGhgcnBBgcNGmRXXHGFJXPeCe6vTFrz5s3z+9c4fvzxR89ywYIFBfbd6hIY5Zr1Mzj+6LVWcF1xLCuT2auvvuqUZTTv+JYtW5Z3Vcznyl6bbGnVqlWRBI3pvJPM9YzeZ2FFn2MF4SRbFLDTvn17/3o83v76vGVSqVmzpvPhVK1a1bbddltTYGiikjeLsuq6uimrbLJFGZz1XfbXX38lu2uB1FfQXSrBsXo/P/HEE95D71tlET7mmGO8h25MQUEAgaIVUNZF3aREge8KIL7zzju9zIBFO4r0742gsfR/jRghAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCQNQLJTIIUSqqZm7SvMkTpzvGa6BeWoUD1E5WcnBwv+4UyYGii0q677mo33HCDXXjhhVauXLlEuxbrNmVMO/nkk4t1DEXduSbPuhaX1y6ZyfvJTLIOjlET1IuzLF++3MvulcrnLZnPtLLolC5dusACF4rTrDD77tGjh1133XWm7BeTJ0/2Mt7ou4aCQDYIPPfcc6ZHtChY4Z133ok+Lba/rVu39iYtJzOAgQMH2htvvOFlxZg/f37orsqspsw8t9xyS2hdVVCA+9tvv22ff/65TZs2zWbMmJHv6x2Xjl3OWbpOcjnHuvRXHHV69uxpHTt2tGQC0TVOlwAZZTLbbrvtkj6sosqskmxWKZf3g4LGdf5Ppbgct2uwXir9F8c+yQTka3y6fvv555+THqqu/8KKsvtVrlw5rFrM7ToOl89EzJ3zuVK/gf7555+Ereg7+sQTT7Tx48d7j48//jjXPgpYnjhxovfQdZkyFB999NF27LHHelnIFKxHQQCBwhdQFlbdvEdl+PDhdu2113qfx8LvueT0UKrkDJWRIoAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCGS6QLKTIPM74fjQQw+1UaNGmUtGqWTslRlKE4p33313e+GFF5LZtUjratJ2ScmIVqQw/+tMWQjCSjITu13ai9Xf0qVLY60u0nWrVq1Kqb9kPtPKIlPQn8WUBp3mO+lze8011/ij1ERll0n5/g4sIFBCBZQlS+fWaDnvvPNM2WpKatF3ngIS3nrrLatYsaLTYQwZMsQLGE1UecmSJda3b1+rW7eunX766fbggw/aZ599ViQBYxqXSxCIS6BPomMs7m36zg2+F13HExakonYUNJZKSeZ8m0r72kfXPHXq1Elqd5eArfy8H1yOO9POkckE5Edft6RetP9Vdgkaq127dipNe/u4vHYpNx6yo7IdKmNYrOt4Xa/feuut3rWWfstdeumlXoCvvtsmTZpk/fr1s/3228/yXtcvXrzYlHVSNyRRQOkpp5xiI0aMsBUrVoSMhs0IIJAfAd1AQFknVXRTDd3Eh5JbIPx/NXLX5xkCCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAoUmkOqd6vMzoOOOO84++eQT02Sjgi66q3+3bt3s2WefLeimC6Q9BZ9Q0l/g77//LvZBbtmyJaUxFMdnOqWBlrCdbrrpJmvYsKE3ak3qvuqqq0rYETBcBJIT2LhxoxcApexZKo0bN/aybiXXSnrWbtq0qd17771Og1PQwsKFC+PWveeee7zsGnfddVexBSq4BI0ps1RJL7rpwOjRo5M6DGW5DSupnvPzBrCE9ZPK9lQChFxu8LB58+ZUhuPt45LtTcF6qV7HpDywQtyxWrVqhdj6/ze9du3a/38SZymZjLt5m9D3enGW7t2725w5c0xZirp06eJlCFOm6FmzZsXM6KgbbRx44IF2++23exkcFaCr33innnqq5X1NdK569dVX7ayzzvIyvR1++OHeOevXX38tzkOmbwQyVkCfy2jR51I38aH8vwBBY/9vwRICCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIBAlgq0a9fOxo0bZ9OnT7euXbtapUqVClTiwgsvtLFjxxZomwXRWCqTfwui33htpJrNKl57mbI+HQKvMmmydSa8L5Qh49FHH/UP5fnnn7ePP/7Yf84CApkmcOONN3rnaB3Xtttuay+99JJVqFAhYw7z6KOPdj6WBQsWxKz71FNP2fXXXx+aiSzmzoGVyoCWn+Jyvli3bl1+ukibfS+55BKnzGrRAdevXz+6GPfvH3/8kVKA06JFi+K2WVAbUrnZgMu1nWumvVjHsWbNmlirc63Td0ZRBNWp03///TdX34XxJL+fUdcxuVx/5ieLlq5lirsoc54C8V9//XUv6+OAAQO8oGSXcSkr4Nlnn20vv/yyl/F1woQJdu211261/6ZNm+zDDz+0Xr16eZn6FHg2ePBgglpckKmDgKOAMsgHs40NHDjQcc/sqEbQWHa8zhwlAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAgINA69atvYnoytyjiX+apN62bVsrW7asw97xq2iyoILRXCbOxm+l4LcUdqaPDRs2JDXo33//Pan62VLZJYtG1KJq1apWGI+imqAcPQ7+hgsceeSRdtppp/kVFbywfv16/zkLCGSKwPvvv2/33Xeffzh33323tWzZ0n+eCQt169Y118CZWJnG3nvvPbvoootSothll13skEMOsYsvvtiefPJJL5PZ/fffn1Jb2snlnJUp2XaWLl3qBYK4YrkEjema8bfffnNt0q83f/58f7mwFmrWrJl00y7vh/xc/7lYKbgn1aLXI5mi7FOZUqpXrx56KMqqnGrJz+ueap+FtZ+ykHXo0MGU7fGHH36w2bNnmzI+7r///ha8hs7JybHJkyfbFVdcYfre141LBg0aRABZYb0wtJtVAgoAjZbhw4ebgrAp/xUgaIx3AgIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACeQQUJKaJf/3797epU6faypUrvTvE33bbbaa7WKcSRKaAMd2JPp1KYWdd0GTqZEomTbRN5rjD6rpOdp40aZL3XtX7taAfjRo1Chsm24tBQBONFSSoMmfOHG+ycjEMgy4RKDSBP//808vkoon2KsrI1bt370Lrr7gaVlCBa+a0n376KdcwN27caN26dTPX4JY999zTu75R4IKuTRTApUyFjz32mJ1//vlWr149i3rn6sjxyU477RRaM92Dxm655Rbr0qVL6HGowsiRI+2NN95wqusSNKaGXn31Vaf2gpV0DVDYRYExyRaXaxiXwK94/boEHrkErsVrX99ByRSX8STTXnHW3X777UO7/+eff+zvv/8OrRerQiZZ5T2+Jk2aeJkfp0yZ4n3HDh061I444ggLfob0Pavtffr08QLIFLz7xBNPmG5eQkEAgeQFOnXqZLoJkMratWstPwHwyfee3nsQNJberw+jQwABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEgDAU3kVrDYzTff7AWPKRjqhRdesBNPPDHX3ePDhjpt2rSwKiVme+nSpUPHmuzdvTN58mgoVoIKygLjEuD33XffJWiFTZkooKwvAwYM8A9NywsWLPCfs4BASRc499xzLRpQrPf7M888k9R5t6Qcv47RNTglb+D62LFjbdmyZaGHWr58eS/A6ZtvvvEyqSrDTaVKlWLu9++//8Zc77LSJWhM1wfz5s1zaS5XncMPP9z0Poj3qFOnjn355Ze59kn2iTIF3XrrrTZ48GDn7G/K9OgS6OEaNPbUU08lNexx48bl+7iT6jCJynqtworeb7NmzQqrttX2zZs324wZM7Zan3dFvDEEM0Dl3Sf6PNlr2ej3VXT/kvzX9YYBH374YdKHuWjRIufvvKQbT7MdatWq5WWCHD9+vHc+Uwako446aqsAMmW5VsZIvV+PP/54L/t1fr6L04yB4SBQJALBbGMKhnc5NxfJwIq5E4LGivkFoHsEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACBohdQRoOZM2fGfSj4Rpk74pVq1arZGWecYaNHj7aJEydas2bN4lXNtb4gMmvkJ/tHrsHk84nLpHAFgbmOd8WKFTZ//vx8jiozd69cubJ/1/RER0jQWCKdrbe5vje33jO91lx88cW23377eYNav369l7EivUbIaBBITUCTfd99911vZwV3PPfcc+aStSi13op3L2U1dS0KJA4W14CNZ5991k477TSnoDuXILTgGILL++67b/Bp3GW9nskUBex/9NFHpiCeeI9ffvnFyy6STLvBugoUu/baa71VdevWNWUccykKFLr88stDqypzk87pYeXbb781ZYJzLcqEm66lffv2TkN78sknneoFKylYziVLWbwxuGQgSyZoTO+/VLNuBY8rXZbbtm3rNJRHHnnEqV6wkj7/mXIdFjyusOUaNWrYBRdcYHrv6r2l9/2RRx5pwZtx6DfoW2+9ZaeffroXQKYMkAooy0avME+2I5BX4IQTTjBlVFVZvXq1FwCet042PidoLBtfdY4ZAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBDIcoFHH33UWrVqFfex11572ZVXXumkdOCBB3oT/1wyQa1du9apzUSV/vnnn0Sbi2yb7pofVjTWSZMmhVXztmvS5Lp165zqZmMlZVcJKwpiTPb9sWnTJjv77LNNE+ziPT799NOwrkvk9mSt0vUg9d3z8MMP+4EgY8aMMWWzoCBQkgXmzp1rV199tX8Iffr0sSOOOMJ/nkkLCrB2vebQcdeuXTvX4bsEzSjQ+9RTT821X6InU6ZMSbQ54Ta9TsEAiHiVkw0aUUa1sKAJ9bvPPvvE6zLhemVwyxv4pdclOvk84c6RjcpA++abb4ZV84N8wyr+5z//sR9++CFhtS1btniBwskEHSZssBA2Kqi5SpUqoS0///zzCW/YEKsB10CzeN8dLteyysyngEWXokDXTCqNGze2qlWrhh6SgjmTyRSnz7GCWLO9VK9e3RQQ9t5773nBjw899JDtv//+uVhWrVplTz/9tB1yyCHWsGFDL5CVjLK5iHiCQC4B3WTgxhtv9NfpNxIZ+8wIGvPfEiwggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIZItAgwYNQg/1448/Dq0TrVCnTh1zabNmzZrRXVL+qywG6VBcJtpqnJroGFY06TmVLAVh7WbS9qOOOir0cBR40K9fv9B6wQqa4KyJ2proHu+RqZNTCyLzX9CyqJY1GTJvUWaf8847z199xRVXmAICKQiURIHNmzfbWWed5U/yVdDOnXfeWRIPJXTMCkg5+uijbdGiRaF1oxUU2B4sLpmQ9thjj+AuCZf1nf/FF18krJNoo7JpRbMfJqq3ePFiGzZsWKIq/jYFTrhk/WrRooVVqFDB3y+/C2XKlDGdJ2N978ZqW5kflTk1UenWrVuizf42va4dO3a0OXPm+OuCCzJRsPegQYOCq9NuWYY6jrDy559/mm7q4Fq+/PJLe/vtt0OrKztwmzZtYtZzuZZV1icFBIYVZfp0fT+HtZUu2/W+VxYsl3LDDTc4X3eMHDnSMvXa0sUqVh0F9vbq1csUsCub/v37W9OmTXNVXbhwod1+++1e8NjBBx/sXb8XxA1JcnXCEwQyQOCUU07x/29m+fLlXka/DDisfB0CQWP54mNnBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgZIo4DJ5evbs2aY757uUv//+22nC96677urSXMI6LkFYCRsooI2uAXAvvfSSvfvuu3F7ld3JJ5/s5Be3kSzYoMmhLVu2DD1SBd+5ZDpRQ48//nhodhtlmNDEu0wsynKj4JRMKQMGDPCzuej7a8iQIZlyaBxHlgnovfz55597R12uXDkbMWKEbbvttmmtoIxQM2bMCH1MnDjRdF689957rV27drb33nvbzJkznY/tgAMOsN122y1XfZesXskEaGhs+S0XXnihUxOXXHKJjRo1KrSuMs0pyCysnHHGGWFVkt6ujLLBoNxEDSh4u3fv3omqmDKIuQa2LVmyxHuPKCOoApeeeeYZu+eee7xgMb0PXIKmEg6miDb26NHDqSdldnMJHPvss8/ssMMOc8pMpvdivM+IS9CYBq4MUInef2vWrPHeIwp8y7SiTFguRdeeXbt2DX1NXn/9dTv33HNdmszaOvpsK1OSsrdNmzbNevbsacpKFiw6l+h7Qe9hbf/qq6+Cm1lGIKsF9J2v64ZoUXB1Jv3mix5XMn8JGktGi7oIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACGSGgrCVhE9BzcnKsS5cu3gTwRAetzALdu3d3urt+48aN4zZVqpTbVB5lMdBE2bvvvtu7a/bQoUNNd/dPNJk1bqf52OA60XbdunV2/PHHm4IAvvvuO89JGZAU1KKJ861btzZNIKWEC/Tt2ze0kibEKfOI3ruL4mSuUQaZE0880ZQRJWwC3TnnnGPbbbddaL/pVMH1s/Ttt99a8+bN7bbbbvMC6IYPH2633nqrJZNlMJ2Oe+edd86ViUfHtXTp0nQaImNBIFRg+vTpXiaVaEVlVVFglUvRebu4iibv63wW9lAA8Omnn27XXnutl1Em2fGqn7xFGWrCioKZRo8eHVbNrrrqKtN1hUtRBqZ4ReN0ycCqTKPKvKWAqFivnzLrKNORvp/DigIMdc4qjDJw4ECrUaOGU9PK3pkomKty5cp29dVXO7WlSrrOVJtyUvDa9ddf7wWH//XXX85tFHdFZdNTRsywoveAAmAUGLdhw4atqmu7gpOUfVU3HQgrCs675ppr4lZzvZbV9VTbtm3t/fff916PaIOrV6+2CRMmeJn1lD0rE8sRRxxhtWvXdjo0fcecdNJJMa899FnX+9glsMypsxQqxfqOSaGZIt1Fn5uHH37Y9B3+2muveb+plL0vWvQ5UKDlPvvs42XU0w0h9L6kIJDtAjpfRs/bupZ49dVXs5rk/781spqBg0cAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBIpWYJtttvE7LIkT2PzBl9CF7bff3pu0qExDicqqVats//339yZ4X3755d7E9ehEPWUVULDT4MGDTZPcw4omriqjVryyww47xNu01XplQMubBU2TpRUkUlSlffv2JscVK1aEdqnAJN0xXw/56f2faLJ5aINZWkHZSRQ88fXXX4cKjBkzxptYrYm+yqxXp04d77WaO3euKSOOS1GWsZtuusmlalrViU4QdBnUnDlzvECxYN1DDz3UOnbsGFxV7MvB80Tw/JF3YL169TIFluo11kRiBRq6BFvkbYfnCBSHwNq1a+2ss87yg7CV4SlRwIfGmOjzUBzHUJh9Ksg1VsYrfb+7FGXhUraNM888089KGN1PgdwKRg+7LorW118F9SigKVYQvs71N998s1NGIV0PKCBKAYIKBlIQnAIkNKapU6ea3hcuRYFqO+64o0vVpOvovKLAsQsuuMBp34suusi+//57q1atWsz6CvZXBr1kMsDFbKgErbw1EpR9zDHHOI1YgXH33XefFyBTr14979rxt99+s/fee8/mzZvn1IYqKZNdoqBKBXHqOyR4jo3X+B9//OEFMOq93bBhQ++9rxs2uOwbr82SsF4Ze3QtoWA+l6KASX0n6YYRTZs29b4f9Nop63C8mxm4tFvQdUrauUO/8xSQFw3KU9bBJ5980n788Uef5ssvvzQ9dN7UuVTvf90ohYJANgro/170vaVrCxVlUVXQarYWt9sTZasOx40AAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCBSSQHCiWqZPNiwkwnw327t3b6fJ5prMrEnUbdq0sfLly3sTIRWIU6VKFW9CnkvAmAZ72mmnmYJw4hXXbAfx9i/q9ZqI1aNHj6S7VZYxAsaSZvN2UAatUaNGmbKUuBR9t/zyyy9e5iy9h9966y3ngDG1rwn/hTUB32X8qdZRAEP16tVT3T0t93M9T5QtW9YefPBB/xieeuopp6BWfwcWEChGAQXSRINa9T2n762wzIHZcj2lz7ay9MQK0FIWJ5eiAK9LL73Uatas6WVG6ty5syloRoHFzZo1SypgLNrfypUro4tb/VXWLwU7uxYFPwwZMsT69evnZc5R1kfXgDFlWlRQV2EWBewpYN6lKEjmyiuvjFtV15MK+ihpmTzjHpDDBr1PleHUtSxbtsx0Drvlllu8mw488sgjSQWMtWzZ0u64446E3SmoSZnskim6jlXAuQKgXM/NybSfjnX1uimTlWtRQKmy+shfNx9QJix5FXcJvl7Bc0dxjyvZ/hUIqWyVeh8q050CxILfJbrpicz32msv69Chg5fZOVbmvmT7pT4CJU3gsssu8z8bCqgsqdmkC8KdoLGCUKQNBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAgSYHgRLXgBLYkm6F6PgQ0+VGZr5IpypilIBxNBt6yZYvzrrvssovdddddCes3adLE6tatm7BOum3URKxo5rV0G1umjqdRo0ZFkjnquOOOsyuuuKLEMipbTSaV4HkiLIhGx64MHyraT1kSg/tnkgvHkjkCkyZNsoceesg/IAU/7rbbbv7zeAvZcD2lgLGnn37aWrVqFZNBQQEuVtGdFYj1xRdf2Lhx42zixIlJBeJE24j+VUbDREXjVmBOYRZ9Jz7++ONe9tPC7Efvtccee8z5ukdBYWPHjo07pIMOOsjLWBsrEDDuTnE2KAjtiSeeiLM1fVYrO+8BBxxQ6ANS4Pjo0aP9YIFEHSYK7ku0XzZt02ds6NChMYNWS5JD8FooeO4oSceQd6z6/leAtX6bKuhWAcDBonPr6aef7v3GVLY/ZcyjIJAtArr5iQLYo+WBBx6ILmbdX4LGsu4l54ARQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAIB0ESpcu7Q9DgUiU4hG47bbbTMExhVk0Gfill14y3RU+UdHkRQV3lKSy66672imnnFJgQ1ZmK0q4wKmnnupl3yhXrlx45RRqKKDyxRdfDM3wk0LTRbaLsulkUkBjMEg1LGhMyJoUGQ1EmDJlio0YMaLI7OkIgWQFFMR0/vnn+8GNxxxzjPfcpZ1Mv56qVKmSvf3223bmmWfG5dB3nbL6KHCoqMvSpUsTdqmMce+8885WgQwJd0pio74PlY3qhBNOSGKv1Ksqc08yQUbKyJoosE5Bvgrea9CgQcqDUuY4BUjFCypMueFC2FHXLa+//rq1bdu2EFr/b5PKOqf3nGsgpTKN5Q20yc/glJEuE8u+++5rI0eOtOB3bn6PUwGxRVmCv7ldrqWKcmz57atatWqmm3l8//339sknn1jXrl0t6KtgMf3u1Q1Kzj77bFPWJQoC2SDQp08fP7v8u+++a/Pnz8+Gw97qGAka24qEFQgggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAQOELBCfcBSewFX7P9BAU0IRBTV5NZgJwcP+w5Vq1ankT95RNwqVcddVVJS6707333mt77LGHy+ElrKMJjDp+ipuAJiWPHz/eatSo4baDYy0FASrzjAIVSnI58MAD7YUXXijQyc3F6bFp0ya/e5dguIYNG+b6PF133XW2atUqvw0WEEgngb59+/rZrjTxXVmjXEumXk8pkPyMM86w2bNnm4JawoqCfR999NGwas7bXQPqv/7669A2Fbyj4FUFAxZkqVKlihcQG8wiUpDtx2vrlltusTp16sTbnGu9stNqwnqicsghh9h3331n+p5WkJ1r0Xtf104KEuncubMfdOm6f3HVU1DXhAkTcmV/KaixtG7d2qZPn27777+/c5P6rD388MNOWcnCGtXrUZKztIYd34knnuhlPQwGI4XtE2/7sccea8p8VZQl+Jvb5VqqKMdWkH0dfPDB3g1LfvrpJ+vfv3+u76sNGzbY888/b23atDFdKyvgOOhSkOOgLQTSQUD/T6FzpIpuwqHv+2wsBI1l46vOMSOAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIBAsQsEMwRp8hal+AQ06VZZeT744AM76aSTct2VPdVRKeBGQT3JTlxVf4MGDbLevXuXmCxJtWvX9ib/tmvXLiUuTZB+4okn7Nlnn01p/2zeSZNCf/jhBy84KL8ZZtq3b+9NHB01apRVrFgxI1ijGdmSmYSfrgcePE8Ezx+JxqtAHH0+VX7//Xdv4nCi+mxDoDgEJk+ebA899JDftc6B0fetvzLBQjB4Ifg5SbBLWm+qXr26XXTRRTZt2jQv8FUZPV2LrjsUIJCf7/DtttvO7rjjDhszZoxT9qWxY8c6DU8BXm+++aY9+eSTVq9ePad9ElVSIN23335rp59+eqJqhbJNvsH3bFgnyoT23nvvJawm97vvvtuUuU03M+jWrZsX1KHXP/oe17Vl48aN7eijj7ahQ4d63+u6dtJ7RmXJkiUJ+9DGaN3QioVcQZkwn3nmGdM1R9OmTfPd2w477GD33HOPffrpp5bMZybacceOHU0ZaFINxNc12H333ecFVEXbzNS/Z511lvf7RoGqqRQF6V188cVeUFNRZ/vauHGjP+To58pfkYELykJ444032oIFC7zPmq71g0XnX90solGjRl4gzb///hvczDICGSMQzOauc/Lq1asz5thcD6SMa0XqIYAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCBScQDDAY+3atQXXcCG0pEl1e+65Z2jLmgSYaCKw7vq/fPnyhO0oQ0AyReMKG5vrBNnDDjvM9NCEXU1k1cTmH3/80Xk4mvioSafKeKHgs/xM2n7wwQetX79+3sRhTajVxGjZxZsQr8nYeY9T2c3CskW1aNHC+fgSVVRGNU08fOWVV0xj//LLL239+vWJdjFNZNRERWUXi75vKlSoYJrQ+Pfff8fdN+9xBivqPfbnn38GV2217JodRDvqLvzK/pGoKIOKa5FT2Pv1gAMOcG3Oq6eJ0pqorGx5ys6jCfzyz8nJCW1Hn20FVikrho41mVK/fn3ba6+9EvajLA677LJLMs16n6Gff/454T7JTOpW1g8d47hx47wJs5pQ/tdff1m8ibH6btZ7M91K8DwRPH8kGqe+gwYOHGhnnnmmV02fzQsvvLBAMgMm6pdtCLgK6H2tQCdlflBRJohzzz3XW3b9J/h5WLdunetuTvV0XRNs32knx0o6l+n8EX3oO1UZAhWAnZ9gBgUI9OjRwzsvPPLII7ZmzRqnEem7+pJLLvEe0e/Yww8/3ObPn59wfwXH6/VzCf5QnfPPP98LiBo2bJgXFPf555/7r3/CjiIb9VrouuGyyy6z/fbbL6x6ru06H4W9lskEG3Xp0sX0cA2aUxa4o446KteYYj3RGKNtR7frfK5rqrDxL168OLpL3L/R661YFXR9FNZHMkax+si7Tq/nf/7zHy+ASNfdupYMu36MtqHPpwKXdI6/9NJLQ695o/vF+6uMb/PmzbM777zT9P5MdC0abUPBfsqgp0DLJk2aeKt33HFH7zdAouxN8YK/q1atasq2GPZdpuvJZErdunVNWacSlWQyb+n3gz67uumDfjN98cUXiZr2tun10jWurA499FBvnW7cEfaeSyaIOGwQqVxLhbVZErbrtdVnTQ/9Rhg8eLC9/PLL/u9KBZX16tXLlEVR5wEtKyMgBYFMEVCgub6jdbOVf/75x/ve0rVENpVtIhcT4f87kE0iHCsCCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIFBEApokF50YqUlsYZPmimhYdBMQ0ATL3377zX799Vfvr5b/+OMP02RPTdgMPjThWwE8hVl0V+wVK1aY7pSvMeihwJD8BKgVxngV3Pb11197E0rnzJnjBehoUrmCcTQpuVmzZtahQwenSeaFMb5Mb1OBc5MmTfLeswqC1HNNQNb7Ve9TTRrXX00i1oTnbCz67lXwmFw0mVafJVlownY6llatWtnMmTO9oX311VfWsmVL52EeeOCB3kR87XDCCSfYG2+84bwvFREoTAEFDSvTp4o+e99//31SWca03/Dhw6179+5a9IIiFexB+a/AsmXLbOrUqV6WmYULF3p/tS4aaK7gFn23KFBtjz32KBY2fQ+PHz/eC9DW9ZXOWQqSVyYqBdbpobFpjLqxgNZTYgsEP0+xa5gXSHzNNdfE21zs6xXQPWHCBO/6MXr9ovesArAUzKj3rB4KWldQY2Fdd2tqvYILFBilh4Jq9FtNgU8KsFTwnM7Dxx9/vGVCNtP8vvBz5871MrUp6F+/mZTdVFYKPNK1p4I1ZKXl4iz6PozenKFt27be92Nxjqc4+9b3rYJZ9dBnLFj0PauboFx33XXWoEGD4CaWESixAnqv9+zZ0xu/suvpO17fU9lSCBrLllea40QAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACBtBPQRDpNiFTR5Lp0zG6TdmgMCAEEEMhCAQX5RbPIaPJ6MhnuZsyY4WWSi95ffuLEiaZMhBQEilNAgRgKBIpmGVOWIWWhSrYoG2fXrl293U4++WQv42WybVAfgaIUUCarF198MWGX22+/vX3yySdeUHPCiv/bqABoZarTzQ0SFWUXUmYuCgLZKKCss8poqaLMQ++99142MuQ6ZgVDPv300zZo0CAv015wo26qcMYZZ1jfvn2tcePGwU0sI1DiBHTzHQX8RrNIKlNop06dStxxpDrgUqnuyH4IIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAAC+RPQHfOjRZkWKAgggAACCMQSCJ4jgueOWHXzrttnn32sW7du/uqrr77aX2YBgeIQULZMZQeLBoxp0m4qAWMae/DzEPycFMdx0ScCLgLKajlr1qyEj8mTJ9vo0aNdmvPqKMNeWMCYKu65557ObVIRgUwTCJ4jgueOTDvOZI5H30eXXnqpKTP0a6+95mdiUxubNm2y5557zssQfdppp3kZIZNpm7oIpJNApUqVcl1rDh06NJ2GV+hjIWis0InpAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQiC2gTGPR4jLRM1qXvwgggAAC2SOwatUq093xVcqXL29VqlRJ+uD79+/v7asdp02bZso2Q0GguATuvfde+/bbb73uK1asaPmZuLvjjjv6h7FkyRJ/mQUE0lVg7733dhpav3797Ndffw2tq2yS+o4PK82aNfOCP8LqsR2BTBUIniOC545MPd5kjqtUqVJ20kkn2WeffWYTJkywI444wt9dAd66bmzRooVXR985FARKosDFF19s22yzjTf0t99+23755ZeSeBgpjZmgsZTY2AkBBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEMi/QN26df1GFi9e7C+zgAACCCCAQFQgeH4Injei213+ar/LL7/cr9q3b1/bsGGD/5wFBIpKYO7cuXbHHXf43Wm5Xr16/vNkF4L7/vTTT8nuTn0Eilxg3333tcqVK4f2++OPP3pZf9577z0/K1/enR577DFr166dLV26NO+mrZ4HM05utZEVCGSBQPB6KnjuyIJDT+oQO3ToYOPHj7epU6faMccc4++bk5Njr7/+urVu3dpbP2XKFH8bCwiUBIFGjRpZx44dvaFu3rzZhg8fXhKGXSBjJGisQBhpBAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQSF5g991393eaPXu2v8wCAggggAACUYHg+SF43ohud/2rQLEaNWp41RcsWGCPPvqo667UQ6DABC666CJbt26d116bNm1yBTOm0knVqlWtevXq3q5r1qzJqqwRqXixT/ELKFtkz549nQby888/W6dOnbzAynPOOcduuOEG7zNz2GGHmTIWX3rppbZ+/frQtho0+D/27gNOpqt94Piz1eq9dyKIFhItwRss0UtklaghSoiQIEiRP2kiCEKQl+g2eokaRJCEaFFjV++s3uva/b/nvP85/8Gys+zs3jvzu5/PZs/cufec5/nezc6szzz3ySfdunWL9TgOQMCTBcLCwkx66v8JtscLlC1bVlQ3JtVZTHUhc3RoUmctWbJEF6wGBwfLb7/99viJeBYBCwmobmOOTRWNqeIxb9goGvOGq0yOCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIGBJgaJFi5q4tm/fbsYMEEAAAQQQcAg4vz4UK1bMsTvO31VxzSeffGLOUx2eLl26ZB4zQMDdAj/++KOsXr1aL+Pv7687PPj5+T31ss7vp3bs2PHU8zEBAu4W6NGjh+TJk8flZY4fPy6TJ0+WgQMHynfffSe//vqrS93FHAv88MMPkixZMsdDviPglQI7d+40eTu/bpidDGIUKFmypMyZM0eUX7NmzcT5dXvVqlW6c5MqZN24cWOM57MTASsJNGjQQBddq5hOnDihCyOtFJ+7YqFozF2yzIsAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCMQioDpsOLa//vrLa+5y7MiZ7wgggAACsQv88ccf5iDn1w2zMw4D1ZUmf/78+owLFy7Il19+GYezORSBJxeIiIiQnj17mglU0UyJEiXM46cZlCpVypz+559/mjEDBKwqkCFDBlm7dq08++yzbg3R19dXRo0aJaqggw0BbxY4dOiQnD59WhOoIno6jcX9p6FIkSIyffp0UR1w27RpI6r427GpQlbVmaxRo0b6ecd+viNgNYGAgABp27atCWvMmDFm7MkDisY8+eqSGwIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAghYWiBnzpySO3duHeO1a9f0h0ctHTDBIYAAAggkqMDly5dl/fr1Zs0KFSqY8ZMM1Aclv/rqK3PqiBEj5MiRI+YxAwTcJaCKxC5evKinV4WLn376abwt9fLLL5u5fvnlFzNmgICVBdTfAapw7Gk6SD4uvyRJksjMmTNFFQuzIeDtAitWrDAEL730kqiCSrYnEyhQoIBMmDBB9u3bJx06dBD13tKxzZ07V/9OU0U5R48edezmOwKWEmjfvr35HaDeN3rDzyq/8Sz1I0gwCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIOBtAvXr1zcpT5061YwZIIAAAgggMGvWLLl9+7aGKF26tGTJkuWpUUJCQqRcuXJ6HjX3Rx999NRzMgECjxP47bffZNq0aeYQ1dUhadKk5vHTDoKDg0UVyKht06ZN+oPsTzsn5yOQEAKZM2cW9f9HrVq1xMfHJ96WrFu3rmzfvl13/Ym3SZkIARsLOL8Gqf/f2J5eIE+ePDJ27FjdWaxp06bmd9i9e/d0UZnqpPj+++/LuXPnnn4xZkAgHgXy5s0r6r2j2qKiomTSpEnxOLs1p6JozJrXhagQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAwEsEmjdvbjINDQ2Vs2fPmscMEEAAAQS8VyA6OlpUJzDH1qJFC8fwqb9/8803Zo7p06fL1q1bzWMGCMSnwN27d+/rdNSsWTPzQd34WidNmjRSu3ZtM93IkSPNmAECVhdIly6dLF68WMLDw0V15FOPn2RLliyZ1KlTR1auXCkLFy6UggULPsk0nIOAxwns2LHDdPT29/eXJk2aeFyOiZmQ6h6q/h1DvZesWbOmCUXdmODbb7+VfPnyyYABA0R1VmdDwCoCqhueY5s4caKov7s8efP5T4KenaEnXz1yQwABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAGPEChTpozujKGS+eCDD+Trr7/2iLxIAgEEEEDgyQXmzZsnr732mp4gZcqUcvToUVHFMfG1qbnVGmqrUqWKrFq1Kr6mZh4EjIB6T9OnTx/9OFWqVBIWFiZZs2Y1z8fXYMWKFVK9enU9nSqeOXjwoKguTmwI2E3g1q1bMnv2bNmyZYscPnxYjhw5or9fvHhRp6J+vtOnTy8ZMmTQ3wsXLqw7lb3yyisSFBRkt3SJFwG3C6gisZkzZ+p1GjduLDNmzHD7mt68wNq1a/Xr/vr16+9jyJgxo3z88cfSqVMnCQwMvO85HiCQ0AKqqFG9H3W8tq5evVrU66inbhSNeeqVJS8EEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQsI2Ac2GA+gDVzp075dlnn7VN/ASKAAIIIBC/Ajdv3pQiRYrIoUOH9MS9evWSQYMGxesie/fu1WtERkbqeVWnm1q1asXrGkzm3QKq0PG5556T69eva4hhw4ZJt27d3Iby4osv6kIbtUDr1q1FdY5gQ8BTBG7cuCG+vr4UhnnKBSWPBBFYt26dVKpUyaylumGVLFnSPGbgPgHV8fCjjz6SXbt23bdI3rx5ZfDgwebGCPc9yQMEElCgS5cu8v333+sVW7VqJZMmTUrA1RN2KYrGEtab1RBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgRgFKlasKL///rt+rly5cqLu0B0QEBDjsexEAAEEEPBsAecPMapuMqrAK23atPGetPM6xYsXl23btomPj0+8r8OE3ing3M2uRIkSuqDLz8/PbRgrV66UatWq6fnVz7EqhKxZs6bb1mNiBBBAAAHrCly7dk1UMXF4eLgOsmnTphIaGmrdgD0wsqioKJk6dap8+umnumOic4qVK1cWVUyu3n+yIZAYAps3b5bSpUvrpVUXz9OnT4vq7uyJm68nJkVOCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAL9pba1AABAAElEQVQIIICA3QRGjRplisQ2bNgg3bt3t1sKxIsAAgggEA8CkydPNne9V9OpDmPuKBhTc6sP8aZIkUINZceOHTJz5kw95j8IPK3AkiVLRHVSVZsq4Bo9erS4s2BMrRMcHCwhISFqKNHR0aK6Rji69emd/AcBBBBAwCsE1GvAW2+9ZQrGVCHIkCFDvCJ3KyWpuiOq12JVuDdixAhRN0JwbKtXr5ZSpUrJ22+/LefOnXPs5jsCCSagikqLFi2q11PdPD357yCKxhLsx4qFEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACBRwuoO2x//fXX5oDvv/9ePv74Y/OYAQIIIICA5wuoIpt27dqZRBs3bixvvvmmeRzfg0yZMkm3bt3MtKqI7N69e+YxAwSeRODOnTv3/Vy1bdtWypcv/yRTxfkcVZyWI0cOfZ76ELrqPHby5Mk4z8MJCCCAAAL2FXj33XdlxowZJoGxY8dKtmzZzGMGCSsQGBgoXbt2lX379umb4zg6qqv3nGPGjJECBQrormORkZEJGxireb2Aeo/q2KZMmeIYetx3n/9U0kZ7XFYkhAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAII2FSgefPmMn36dBO9+hCL6kIWFBRk9jFAAAEEEPA8gWHDhkmPHj0kKipKJ1eiRAlZu3atpEqVyq3JXrp0SfLmzSvqu9omTpworVu3duuaTO7ZAqo7Xu/evXWSqkve3r177+su4u7s169fL1WrVpWbN2/qpXLlyiWLFi2SYsWKuXtp5kcAAQQQSESBW7du6eJ757+nVbGS6nLFZh2BsLAwef/992Xp0qX3BVWoUCH59ttvpUaNGvft5wEC7hKIiIiQ7Nmz65tmqM64R44ckZw5c7pruUSbl05jiUbPwggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAwMMC6sP6derUMU/8+OOPUqpUKVm3bp3ZxwABBBBAwHMEVNcF9eHY9957zxSMPfvss7J8+XK3F4wpxTRp0uhiNYdo//795e7du46HfEcgTgKnT5+Wzz//3JwzYMCABC0YUwurrmazZ88WRyeTo0ePSpkyZWTIkCH8bJsrwwABBBDwLIENGzbov5udC8aaNWumO1h5Vqb2z0YVhy1ZskQWL14sBQsWNAmpYrKaNWtK7dq1JTw83OxngIC7BDJnzqxvNKDmV724QkND3bVUos5L0Vii8rM4AggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCBwv4D6gPPcuXP1HdIdz+zZs0cqVaqkP8wyadIkOXPmjOMpviOAAAII2FDg+vXruvOR6i5ZuHBhXSDmSOPll1+WP/74Q9SHGBNq6969uynsOXTokIwfPz6hlmYdDxPo06ePXL16VWdVpEgRefvttxMlw1q1aukPpKdOnVqvr7rP9OzZU9QH1VXHmZMnTyZKXCyKAAIIIBB/Ardv39aFR/Xr19cFw+rvZsfWpUsXmTJlivj6Ui7hMLHad/VavXPnThk6dKg4Xq9VjKqgTHUHVa/b165ds1rYxONhAurvMcc2bdo0x9Cjvvv8pyIu2qMyIhkEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQMBDBMaNG6e7v1y5cuWhjAoUKKA/SJU3b17Jli2bpEuXTlKmTClJkiTRnTXUh+PUl4+Pz0PnsgMBBBBAwD0C6uN46uvevXsSGRkp6sPMqkDs4sWLojowqY5Hu3fvll27dunnnaPw8/PTH45Vnb7U7/KE3lQXJvXhXLVlz55d9u/fL0FBQQkdBuvZWGDjxo1Srlw5/f+ASmPlypWme0NipaW6lrRs2VI2b978UAiqgOzFF1/UhZs5c+bUhZrqQ+vJkyeXwMBA8ff3v++9FO+pHiJkBwIIIBDvAo73UlFRUfr9lOp+qgp/1d/E58+flxMnTuj3KDt27BD1unPz5s37YkiVKpUuQmrXrt19+3lgbYGzZ8/Kxx9/LOrfQNS1d2zq9fm7774TVRjIhoA7BNTNDtTNOhy/S1QhY9GiRd2xVKLNSdFYotGzMAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgggELvAsWPHRBUQqA5jqgCBDQEEEEDA8wRq1Kghn3/+ubzwwguJlpz6oGT+/Pnl1KlTOoZvv/1WVAcyNgRcEVAf8i9fvrz89ddf+vCGDRvqzqmunOvuY9T7J/WB86+++krUh9LZEEAAAQQ8T0DdMKVp06b6d32uXLk8L0EvyWj79u3SrVs3WbNmzX0ZN2jQQL+W58iR4779PEAgPgTU744ZM2boqVTXXPWe0ZM2isY86WqSCwIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgh4rIAqHps5c6b8/PPPsmHDBt29xmOTJTEEEEDAwwXUB5uLFy8uqlhMfUixRIkSlsh41KhR8s477+hYMmXKJAcPHtRdlywRHEFYWmDy5MnSunVrHaPqlLdnzx5R3VCttKmuf6GhoTJr1ixZu3at7lxjpfiIBQEEEEAg7gKqa6QqKFKvQWrM5hkC6vX6vffek4iICJNQihQp9E0W1HtV1aGXDYH4Eli4cKHpZpc7d245fPhwfE1tiXkoGrPEZSAIBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEDAdYHbt2/LP//8oz+QrYrJVFeYS5cuybVr1/QHoFVHjXv37onq+qG+2BBAAAEEEkbAx8dH1JcqCgsICJDAwEBddJUmTRpRRViqO8Kzzz4rRYsWldSpUydMUHFY5c6dOzq+I0eO6LO+/PJL6du3bxxm4FBvFLhx44YUKFBATp48qdP/8MMP5YsvvrA0hXovtWXLFtm5c6fs379fTpw4IefOnZPLly+Lykf9v6DeT0VFRfF+ytJXkuAQQMDTBJzfSzneTwUFBUmqVKkkbdq0ki1bNlGdxIoUKSIvvviiZMmSxdMIyOf/BNS/cfTu3Vv+/e9/3/fvGqoz79ixYxO1Qy8XybME7t69q3+XXLhwQSembtRUtmxZj0mSojGPuZQkggACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggMDTCfz444/Srl07PYn6cPahQ4csWeD2dFlydnwKfPbZZ9KvXz89pfow/969e+lQF5/AzIUAAggggIAXC/z555/SsWNH2bVrl1FQncZUxzH1HiRlypRmPwMEnlRA/f2j/g5SW48ePWTw4MFPOpXlzvO1XEQEhAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACiSLQqlUr3TVKLX7x4kUZOnRoosTBovYQiIiIkEGDBplg1Ye3kydPbh4zQAABBBBAAAEEnkbgpZdekq1bt8pXX30lSZMm1VOpzurDhw+X5557TubPn/8003MuAlogJCTESMyePduMPWFApzFPuIrkgAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggEA8CUyfPl2aN2+uZ1PdG1S3sfTp08fT7EzjSQKq88cPP/ygUypWrJhs27ZNfH3pZ+BJ15hcEEAAAQQQsIrAwYMHpXPnzrJ8+fL7QmrQoIGMGTNGMmfOfN9+HiDgqsDdu3f1z4+6aYbaNm7cKKVLl3b1dEsfxztzS18egkMAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAgYQWaNm0qRYsW1YtevXpVBg8enLABsJotBP755x8ZP368iVX9nFAwZjgYIIAAAggggEA8C+TLl0+WLVsmoaGhkiVLFjO76jZWpEgRmTFjhtnHAIG4CAQEBEj9+vXNKbNmzTJjuw8oGrP7FSR+BBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBOJRQBX+9O/f38w4atQocdx13+xk4PUCvXr1knv37mmH6tWri/piQwABBBBAAAEE3C2gbnCwZ88eUR1PfXx89HLnz58XtT8kJETOnTvn7hCY3wMF1M+OY5s9e7ZjaPvvFI3Z/hKSAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAALxK9CwYcP7uo2NGDEifhdgNlsL/Prrr7JkyRKdgyoypBudrS8nwSOAAAIIIGA7gTRp0siYMWNk1apVkidPHhO/KvZRXcfmzp1r9jFAwBWB4OBgUT9Xajt06JBs2bLFldMsfwxFY5a/RASIAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAQMIKqK4NH374oVl0+PDhcvXqVfOYgfcKREdHi+oy5tjatGkjxYoVczzkOwIIIIAAAgggkGAClStXlp07d0qHDh3MmmfOnJFGjRpJ8+bN5cKFC2Y/AwQeJxAYGCh169Y1hyxYsMCM7TygaMzOV4/YEUAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEHCTQOPGjaVAgQJ69osXL8r333/vppWY1k4CqoPH1q1bdcjJkiWTzz77zE7hEysCCCCAAAIIeJhAihQpZOzYsbJ8+XLJmTOnyW769Om6c+6iRYvMPgYIPE6gQYMG5mmKxgwFAwQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQ8DQBPz8/6du3r0lr6NChcvPmTfOYgfcJ3Lt3Tz7++GOT+LvvvivZsmUzjxkggAACCCCAAAKJJVC9enXddezNN980IZw6dUp3j1KdUS9fvmz2M0AgJgH1M5QkSRL91I4dO+Tw4cMxHWarfXQas9XlIlgEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEk6gRYsWkjt3br3gmTNn5Icffki4xVnJcgITJkyQvXv36rjSpEkjH3zwgeViJCAEEEAAAQQQ8F6B1KlTy48//iiqu5hzYfukSZN017GVK1d6Lw6ZxyqgutZVrVrVHLdw4UIztuuAojG7XjniRgABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQMDNAgEBAdK7d2+zyjfffCN37twxjxl4j8CtW7ekf//+JmH1c5E2bVrzmAECCCCAAAIIIGAVgdq1a8uuXbukefPmJqTjx4+L6iTVp08fuXv3rtnPAAFngfr165uHCxYsMGO7Dnyi/7PZNXjiRgABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAAB9wrcvn1b8ubNK6dOndILjRkzRjp27OjeRZndcgJDhw6VHj166LiyZMkiBw4ckGTJklkuTgJCAAEEEEAAAQScBebPny+dOnWSiIgIs7tMmTISGhoq+fLlM/sYIKAE1N882bNnF1Vq5e/vL2fPnhXVYdeuG53G7HrliBsBBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACBBBBIkiSJ9OzZ06z09ddfS2RkpHnMwPMFrl69Kl999ZVJ9JNPPqFgzGgwQAABBBBAAAErCzRo0EB27NghNWvWNGFu3LhRnn/+eZk2bZrZxwABJZA1a1YpXbq0xlB/8yxZssTWMBSN2fryETwCCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAAC7hdQncUyZMigFzp06JBMnz7d/YuygmUEVJexc+fO6XhUR4727dtbJjYCQQABBBBAAAEEYhPIlCmTLF68WIYMGSKBgYH6cFUU36JFC2ndurVcu3Yttil43osE6tWrZ7JdunSpGdtxQNGYHa8aMSOAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCQgALJkyeX9957z6z45ZdfSlRUlHnMwHMFLl26JN9++61JsH///hIQEGAeM0AAAQQQQAABBOwg4OPjI++//76sX79enn32WRPy5MmTpVSpUrJlyxazj4F3Czh3pVu+fLlER0fbFoSiMdteOgJHAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAIOEE3nnnHUmTJo1eMDw8XGbPnp1wi7NSogmogrHLly/r9QsVKiRvvPFGosXCwggggAACCCCAwNMKqAKxrVu3Sps2bcxU+/btk/Lly8vgwYNtXSBkEmLwVAIlS5aUzJkz6znOnj0rmzdvfqr5EvNkisYSU5+1EUAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEELCJQKpUqaRr164mWtVtjM2zBS5evCjDhg0zSfbr1098ffnoqQFhgAACCCCAAAK2FFBddCdMmCChoaGi3uOq7e7du9KrVy9RXaYiIiJsmRdBx4+A6kr36quvmsmWLl1qxnYb8M7dbleMeBFAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBIJIFu3bpJihQp9Orbt2+XX375JZEiYdmEEBg6dKhcuXJFL1W4cGFp0qRJQizLGggggAACCCCAQIIING3aVLZt2yblypUz6y1fvlyef/55WbdundnHwPsEVPGgY1u2bJljaLvvFI3Z7pIRMAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAKJI5A+fXpp166dWXzw4MFmzMCzBFSXsREjRpikPv30U7qMGQ0GCCCAAAIIIOApAnnz5tUFYn379jXvdU6fPi1VqlS5r+Oqp+RLHq4JVK9eXfz8/PTBf/31l1y4cMG1Ey12FEVjFrsghIMAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIICAlQW6d+9uPkC5YsUK2bFjh5XDJbYnFBgyZIjpMlakSBEJCQl5wpk4DQEEEEAAAQQQsLaAv7+/fPnll6Le22bKlEkHGxkZKe+9956obmTXrl2zdgJEF+8C6dKlkzJlyuh5o6Ki9M9GvC+SABNSNJYAyCyBAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAgKcI5MmTR15//XWTjiouYvMsAdVJwbnLWL9+/UznDc/KlGwQQAABBBBAAIH/F1DdxbZu3Srly5c3O2fMmCFly5aV8PBws4+BdwjUqFHDJLpy5UozttOAojE7XS1iRQABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQMACAj169DBRhIaGyokTJ8xjBvYXUAVjV69e1YkULVqULmP2v6RkgAACCCCAAAIuCmTPnl3WrFkjXbp0MWf8888/Urp0aZk7d67Zx8DzBapWrWqSXLVqlRnbaUDRmJ2uFrEigAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgggYAEB9aHZSpUq6Uju3r17X1cqC4RHCE8hcO3atfuu50cffSQ+Pj5PMSOnIoAAAggggAAC9hIICAiQkSNHypQpUyRZsmQ6eFVQ36hRI/nggw/k3r179kqIaJ9IoEyZMpIiRQp97qFDh+TgwYNPNE9inkTRWGLqszYCCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACNhXo2bOniXzs2LGmM5XZycCWAqNHj5aLFy/q2AsUKECXMVteRYJGAAEEEEAAgfgQaNGihaxfv16eeeYZM90333wjwcHBcubMGbOPgWcKqOJBx40yVIZ27DZG0Zhn/mySFQIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAJuFahTp44ULFhQr3H58mUZP368W9djcvcL3Lp1S4YOHWoW6t27t/j5+ZnHDBBAAAEEEEAAAW8TKF68uGzevFnq1q1rUv/tt9+kVKlSuqDM7GTgkQJVq1Y1eVE0ZigYIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIICAJwv4+PjI+++/b1IcNmyYREZGmscM7CcwYcIEOX36tA48R44c0rJlS/slQcQIIIAAAggggEA8C6ROnVoWLFggn3/+ufj6/rd304kTJ+SVV16RyZMnx/NqTGclAeeisV9//VWio6OtFF6ssdBpLFYiDkAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgZgEWrVqJZkyZdJPHTlyRGbPnh3TYeyzgYAq+Bs0aJCJtFevXhIYGGgeM0AAAQQQQAABBLxZQN0w4aOPPpJly5ZJ+vTpNcWdO3ekdevW0rdvX9sVE3nztYxL7qrTXMaMGfUpZ8+elZ07d8bl9EQ/lqKxRL8EBIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIICAPQWCgoKkS5cuJvghQ4aYMQN7CUyfPl0OHz6sg1YfjH3rrbfslQDRIoAAAggggAACCSBQrVo12bJli6hiIsc2cOBAee211+T69euOXXz3EAFVLFi5cmWTzdq1a83YDgOKxuxwlYgRAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAYsKdO7cWZImTaqj27x5s6xZs8aikRLWowSio6Pv6zLWvXt3SZYs2aMOZz8CCCCAAAIIIODVArlz55Y//vhD6tWrZxzmz58vFSpUkGPHjpl9DDxDoFKlSiYRuxWN+fznjX60iZ4BAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAgOUF7t69K2FhYbJnzx45fvy4nDp1Si5duiRXr16V27dvS2RkpNy7d0/Ux0IcX5ZPigARQAABmwuoO9CrzdfXV3/5+/tLYGCgJE+eXNKkSSOZMmWSHDlySMGCBaVIkSJ6v81Tvi/8t99+W8aMGaP31alTR37++ef7nueBtQWWLFkitWvX1kGmTJlSf9g5derU1g6a6BBAAAEEEEAAgUQWiIqKkj59+sg333xjIsmSJYssWLBAypQpY/YxsLfAjh07pESJEjoJdX3Vv8PZZaNozC5XijgRQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAwKsFTp48KbNmzdIfwv/zzz/l5s2bXu1B8ggggICdBfz8/KRUqVJSs2ZNadKkiTz33HN2TkfHvm/fPilUqJCoD86qArrw8HApUKCA7fPylgSqVKkiq1ev1um+//77MmTIEG9JnTwRQAABBBBAAIGnFpgwYYJ06tRJ7ty5o+cKCgoSta9p06ZPPTcTJL6A+hsnffr0+oZNKpq9e/fa5m8d38TnIwIEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACBRwmouxd37txZ8ubNK927d5dVq1ZRMPYoLPYjgAACNhFQ3SA3bdokAwYM0F3HVGeubdu22ST6mMNUBWIqD7WpLpejRo2K+UD2Wk5g69atpmBMdchT7zfYEEAAAQQQQAABBFwXePPNN2XlypWSIUMGfdKtW7ekWbNm8umnn+r3xq7PxJFWFFDdpCtUqGBCW7dunRlbfUCnMatfIeJDAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAa8VmDx5snTr1s3cydgZQhWRFStWTPLkySPZsmWTdOnSScqUKSVJkiQSEBAgqouN6vTi+HI+lzECCCCAQPwLqEIptam70KuvyMhIuX37tly/fl0uXrwop0+fliNHjsju3bslLCxMVOGY86Z+b/fu3Vt/sDQwMND5KduMV6xYIdWrV9fxpk6dWk6cOCHJkye3TfzeGugbb7whoaGhOv3mzZvL1KlTvZWCvBFAAAEEEEAAgacSOHjwoNStW1f++ecfM0/jxo1l4sSJkjRpUrOPgf0EBg0apP9eU5G3bt1aX1M7ZEHRmB2uEjEigAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAgFcJqEKDrl27ypgxY+7Lu2LFitKmTRupWbOmZM2a9b7neIAAAgggYB+By5cvy6+//io//fSTzJkz574CskqVKsm8efN0MbB9MvpvpKpwrnDhwhIeHq53qNexjh072i0Nr4r36NGjkj9/fl3kqBJXXcdKlizpVQYkiwACCCCAAAIIxKfAlStXpEmTJrJs2TIzbdmyZWXRokWmE5l5goFtBDZs2CDly5fX8ebLl08OHDhgi9h9bRElQSKAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAl4ioArGXn/99fsKxgoUKCArV66UtWvXStu2bSkY85KfBdJEAAHPFVBduBo2bCgzZszQnceCg4NNsup3/csvvyxnz541++wyUN0tu3TpYsIdNWqUGTOwpsCwYcNMwVjVqlUpGLPmZSIqBBBAAAEEELCRQKpUqXSB2Lvvvmui/uuvv6RChQpy+PBhs4+BvQReeOEF0y1OdZSLiIiwRQIUjdniMhEkAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCHiLgCoKW7BggUm3ZcuWsn37dlEf5GZDAAEEEPA8gYIFC8ovv/wi33zzjfj6/vcjfWFhYVKjRg25du2a7RJu3bq1pEiRQse9c+dOWbNmje1y8JaAVReMcePGmXR79uxpxgwQQAABBBBAAAEEnlzAz89Phg8fLuomCo73+Kob70svvaT/jefJZ+bMxBIICAiQF1980SyvOo/ZYaNozA5XiRgRQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAwCsERowYIVOmTDG59u7dWyZPnmzuZGyeYIAAAggg4FECqkOXKtj56aefRH3AVG1bt26VDh062C5P1VlBFTw7NrqNOSSs9/3HH3+Uq1ev6sCKFCmiCxWtFyURIYAAAggggAAC9hXo3LmzzJ49W4KCgnQSp06dkkqVKsnq1avtm5QXR16uXDmTPUVjhoIBAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAQGwCu3btkl69epnDVKHAwIEDzWMGCCCAAAKeLxASEiL//ve/TaKhoaG6eNjssMmgS5cuJtJ58+bJiRMnzGMG1hCIioqSkSNHmmC6detmxgwQQAABBBBAAAEE4k+gYcOGurNw2rRp9aSq26vqKjxjxoz4W4SZEkSAorEEYWYRBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEDA8wTUB+zv3LmjEytdurR89913npckGSGAAAIIxCrw5ptvSseOHc1xqqD40qVL5rEdBqprVeXKlXWokZGRMnbsWDuE7VUxLlmyRA4cOKBzTpcunbRo0cKr8idZBBBAAAEEEEAgIQUqVqwo69atkxw5cuhl1b//NGvWTIYPH56QYbDWUwo4F41t2rRJ7t2795Qzuv90X/cvwQoIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACjxOYP3++rF27Vh8SEBCgu8oEBgY+7hSeQwABBBDwYIGhQ4dK7ty5dYZnzpyRr7/+2nbZOncb++GHH+Tu3bu2y8GTA3YuTn/rrbckadKknpwuuSGAAAIIIIAAAokuoG6ssH79ennuued0LNHR0dK9e3fp3bu3qDGb9QWyZcsmOXPm1IFev35ddu3aZfmgKRqz/CUiQAQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBDwdIGBAweaFLt16yaFChUyjxkggAACCHifQLJkyWTw4MEm8e+//14uX75sHtth0KBBA9NJISIiQmbPnm2HsL0ixrCwMFmxYoXO1c/PTzp37uwVeZMkAggggAACCCCQ2AKq09jvv/8uFSpUMKEMGjRIWrduzU0WjIi1B87dxjZs2GDtYP8THUVjlr9EBIgAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACniywadMm+euvv3SKqstHr169PDldckMAAQQQcFGgUaNGoroRqO3KlSsyZcoUF8+0xmGqGKlTp04mmJEjR5oxg8QVUF3GHN0s6tWrZ7raJW5UrI4AAggggAACCHiHQNq0aXUBv7rJgmNT7/Xr1q0rN27ccOziu0UFypYtayLbuHGjGVt1QNGYVa8McSGAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIICAVwhMmzbN5Nm0aVPJlCmTecwAAQQQQMB7BXx8fOTdd981AM6vF2anxQft27eXwMBAHeWff/4pf//9t8Uj9vzwVMe6SZMmmUSdf8bMTgYIIIAAAggggAACbhUICgqSOXPm3HeTheXLl8urr74qV69edevaTP50AqVLlzYTbNmyxYytOqBozKpXhrgQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAwCsEFixYYPJs2bKlGTNAAAEEEEAgJCTEFF1t2LBBTp8+bSsUVQitcnBsdBtzSCTed1Uwdv36dR1A8eLF5ZVXXkm8YFgZAQQQQAABBBDwYgFfX18ZPXq09O/f3yj8/vvvEhwcLBcvXjT7GFhLoGTJkqJu8KG23bt3y61bt6wV4APRUDT2AAgPEUA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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(\"./_static/oop_modelling_diagram_v2.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this case, the tied objects represent physical systems or processes exisiting at different times, but some behaviour is shared. Note that we also assumed that the ``Interstellar`` processes are time-invariant and thus moved the object over to connect to the ``Star`` itself; the source code is not structured quite in this way, but achieves the same if an ``Interstellar`` process object is time-invariant. The ``Data`` objects are never parametrised and thus are not tied in the sense discussed above."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Another example might be supplying the same hot-region radiation field parameters to two *disjoint* hot regions that simultaneously occupy a subset of the stellar surface. In this case the ``Parameter`` objects referenced in the ``HotRegion`` objects would be shared. Another way to achieve the same effect is to define parameters of one hot region as *derived* from those of the other hot region. Both methods would achieve the same goal, but would be implemented differently. The latter is more flexible and thus more powerful. More extensive examples of this paradigm are given in a separate tutorial."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If there are instantaneously multiple *disjoint* surface hot regions, the model object hierarchy diagram would more accurately be rendered as:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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o5cuXL9qHQ/8RQAABBMIk4HmPOHz4cJjOQrMIRKcAz1PRed3oNQIIIJDSAp7PU573jpTuB+dDAIH/F6hQoYL06tXL4ujdu7ds3brVWk+LCwR3p8WrzpgRQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQCDFBU6ePGmdM0eOHNYyCwgggAACCHgKeN4jTpw44bmLZQTSvIDnZyJnzpxp3gMABBBAAAHvAp73CM97h/fabEUAgZQQ6Nu3r5QtW9ac6vTp09KpU6eUOG3EnoPg7oi9NHQMAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQRiSeDUqVPWcLJnz24ts4AAAggggICngOc9QoMeKAgg8K8Az1P/WrCEAAIIIOBbwPN5yvPe4fsI9iCAQLgFMmfOLKNHj5b06f8/rPmHH36Qzz77LNynjdj2M0Zsz+gYAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgggEEMC58+ft0YTFxdnLUfiwtdffy1du3a17VqxYsVkwYIFtvWogAACCCDgXMDzHnHu3DnnB1ITgTQg4PmZyJIlS0hH/NNPP8krr7wS0ja1Mc0eW6hQIbnqqqusn6uvvlrKlSsn6dKlC/n5aFDMddTr6a/Ur19fevbs6a8K+xBAIEQCK1eulOeff962tbFjx0rRokVt6zmp4HmP8Lx3ODmWOgggED6B2267TZ5++mkZMWKEOYn+7enuu++WvHnzhu+kEdoywd0RemHoFgIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIxJbAhQsXrAFlypTJWo7EhQ0bNsj27dttu5YhQwbbOlRAAAEEEAhMwPMe4XnvCKwVaiMQmwKenwnPz0ooRvvLL7/I3LlzQ9GUozZKliwpHTt2lDZt2qTJgCZHSEFWmjlzpixZssTv0YULF/a7n50IIBA6gSNHjjj6fj19+nTITup5j/C8d4TsBDSEAAJBCwwZMkR0UsFdu3bJ/v37pUePHvLJJ58E3V60Hkhwd7ReOfqNAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAJRJXDp0iWrvwRFWxRpemHFihVy4MABvwb58+eXChUq+K3DTgTSuoBORqGTUvgr+r17++23+6sSMfs87xGe946I6SAdQSAVBTw/E56flVTsUtCn3rhxo8lk26dPH3nooYekf//+UqJEiaDb40AEEEAAgX8FPO8RnveOf2uwhAACqSWQI0cOGTlypDzwwAOmC2PGjJGWLVtKnTp1UqtLqXJegrtThZ2TIoAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIBAWhO4fPmyNeT06dNbyyykXYGBAwfK9OnT/QI0aNBAvvvuO7912IlAWhf46quvTLY3fw4aQHD8+HF/VSJmn+c9wvPeETEdpCMIpKKA52fC87OSil1K9qnPnj0r48ePN/d7zTh92223JbtNGkAAAQTSuoDnPcLz3pHWXRg/ApEicP/990uTJk1k6tSppkudOnWSVatWSaZMmSKli2HvB38ZDDsxJ0AAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQRE4uPjLYZ06dJZyywggAACCCDgKeB5j/C8d3jWYRmBtCrg+Znw/KzEgsfBgwfljjvukO3bt8fCcBgDAgggkKoCnvcIgrtT9VJwcgR8CowYMUJy5sxp9q9bt07eeustn3VjcQfB3bF4VRkTAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAghEnEAsByNFHDYdQgABBKJYwDMYyfPeEcVDousIhEzA8zPh+VkJ2QlSuaETJ07Ik08+mcq94PQIIIBA9AvE4j0i+q8KI0AgoUDhwoVl0KBB1saXX35Zdu3aZa3H+gLB3bF+hRkfAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIBADArEe3K2XaPbs2bJs2bIYuFoMAQEEEEg9Ac/gbs97R+r1iDMjgIA3gc6dO0vZsmXNrlOnTknXrl29VYvJbQR3x+RlZVAIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAAC0S5AMFK0X0H6j0BwApMnTw7uQI5CAAEEEEAAAQSiSCBjxowycuRIq8f6DDRnzhxrPZYXMsby4BgbAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAALRJOCZaTKa+k1fEUgrAvnz55f+/fv7He6FCxfk4MGDsm/fPpk/f75s2bLFb/3EO2fNmiXDhg1LvJl1BBBAAAEEEEAg5gRq1qwpLVu2lAkTJpixPfPMM7Jq1SrJnDlzzI3Vc0AEd3tqsIwAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIICAD4HcuXOLBh0FUhYvXiwdO3aUNWvWODps9+7djupRCQEEEEAAAQQQiAWB119/XaZPny7Hjx+X9evXy7vvvivdu3ePhaH5HEN6n3vYgQACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACyRKoXr26/Pjjj1KqVClH7Rw9elTOnTvnqC6VEEAAAQQQQACBaBcoVKiQDBo0yBrG4MGD5cCBA9Z6LC6QuTsWrypjQgABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBKJcYOXKlbJx40bZuXOn+YfeTJkySc6cOaVixYryn//8R6644oqQj1CDqDRT5t69e2Xfvn3mdf/+/XLx4kUpWLCgFC5cWK666irrJy4uLuR9SK0Gjxw5YrJjrVu3TrZs2WJ8S5cuLffdd5+kS5cutboVtvNeuHBBli9fLjt27DDvscOHD0vevHnNNS5WrJhUrlxZ9D3npFy6dMlkYt26davoj/4Dur5frrvuOrn22mvNT/bs2Z00FXSd06dPy59//il79uyx3rfp06c349H3rf7o9cyaNWvQ50jOgceOHZPffvvNeO/atcsELGbJkkWKFy8uVapUkZIlS8bk+yw5ZhyLAAKxJ6D3ht69e0ubNm0cDU6/OwsUKOCorr9KJ0+eNPeHf/75x7yeOXNGcuXKZe57eu/LkyePXHnllaLfyylRtD/aF33W0ucsHafalChRQq655poU60dKjNXpOfSa6DOJuuiPPlu4nz3VJEeOHE6bSrF6OgGBZlbV53V9ZtLnjJtuukkyZMgQUB/Onz9vxq7PT/p+0GcyfcbW976+L/XZOxSfg4A6FSWV9ZnK/Sx76tQp89nRZ75w/a7kZrl8+bJ5n+rvTfqj74X8+fPL1VdfbT7D+r1CQQABBIIRePrpp+XDDz809xd9PujXr59ZD6ataDiG4O5ouEr0EQEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEIgyAQ3M6NSpk99ea9DKu+++a9XRAIVRo0bJZ599Jps3b7a2J17QoBENHqlVq5b06NFDNBg32KJBvnPmzJHPP/9cpk2bJhpw5KRky5ZNmjZtKm3btpXatWv7DUzVAJ1HHnkkSbMa7GpXNGC3efPmSappEM3HH39sBetu2LDB/ONzkooeG9Ssf//+HltEVqxYIa+++qpMnjxZNFAjcdGAGz2XBn937Ngx8e4k6y+88IIJwE+yw8eG559/XvS6+ys9e/aUW2+9NUmV48ePS/v27ZNs99yg74033njD2qTvK/1n8fHjx5sAImtHogUNdGvcuLE89dRTPsejQTRjx46V4cOHm4D4RE0kWL3++uvN9XnsscdEg65DUfS9OmnSJJk+fbp5D2tgmL+igWFNmjQR7cPtt98ecD90rLNmzfJ3CunQoYNp211pxowZMm7cOJk5c6bfDLQaBHTbbbeZ93qrVq389q1Pnz6yadMm9ynMqwaX2RX18fZZ0uM0aODmm2+2a4L9CCCAQLIFdEILJ0XvFXovCqZogKw+S/33v/81wVEnTpywbSZz5sxSs2ZNM6nLvffeaybdsD0ogAr6Pa33hG+++UaWLFligpe9Ha4TyhQpUsQEeletWlWeffZZ0UyeqVn0mVbv9d6ekxL3SwNrNTDNSdFnUL0/6rX69ttvxdd9XK/NnXfeKQ8//LC5j2XM+P+hYN9//70sWrTI56m0Xrdu3Uwgf+JK+gw1dOjQxJsTrOu9WZ/TPIu+l95//30ZOXKkmRzHc58u6/1Zg/Ttik7epM8v+lwxb9480Ulq/BWdBObuu++Wu+66y/y4Dfwdk3ifBkF/9NFHiTcnWe/SpYsJrE+yw8eGgQMHil5LX0V/b+natavXz/PChQttn63q1q0rd9xxh9W8TsI0ceJE877x9fzj/l1Jv2/uv/9+0c90KMoff/whEyZMML836eQM3op+d+l3ib5fW7Ro4fX95+04tiGAAAIqoH97ePPNN83ziK6PHj3a3FfLli2rq7FX4ikIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAmEXcAWYxrv+E9X8dO/ePeznS84JXnvtNauv7j57e3VlJvZ5GlfArm0bruAP6/gxY8bEuzJz2x6TuB+uTMTxL730Urwr4MZqy8mCKzA2/rnnnovPly9fwOdM3AcdxyuvvBLvCuzwempXgHSyz5H4nLr+119/WedzBUrZnsMVHGLVd2XBincF+kRWWFAAAEAASURBVNoeo33X4soiaVtX++QK3LLO4WShTJkytu26gmy8NuUKKrE91vVP4Nax7733XrwrK6ntMZ7Wrn8uj3/99deTvL8WLFgQ7wo2C6gtbdcVQBywkTWA/y3o++yDDz6Id02OEPD53WNzZdeMX7ZsWeKm/a537tzZ9nyuCQdMG64M4vENGza0re/uj+drhQoV4leuXOmzL64g8KDa9TxH4mXXpBI+z5caO/Qau/voCmBLjS5wTgQiVsCVxdj6fGzdujWk/dR7ufuz5+/VNWFH0OfV5w9/bbv3uTLgBnQO/d6YMmVKvCuQM16/N9ztBPtaqlSpeFfwcEB98FbZNalKfLNmzYLuj963XROtxG/bts1b8z63VatWzfacLVu29Hm8e4crI3G8KwuybVtu5wceeMDn86C7TX1dunRpvGvSHcftutuvXLlyvJpqcQVe2x6vzz7eSqDP6dqGKxg8Pnfu3H7P6Qru9nY6a5srqDveNRFMvD5fuccU6Kt+/lwBxvGuyZOsdp0sOHlW1r6sWrXKSXNWHdeET7Zjeeutt6z6ngv6jGk3ftcENOaQixcvxg8ZMiQoO9ekPvHr1q3zPHVAy67s3PH33XefbV8Tj8WVdT3+66+/NudyBfE7Oj45/Uw8qLfffts6p2uiiMS7WUcAgQgWcE1qYn1+69WrF8E9TV7XQjPtm+vbl4IAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggECgApoFUTO7aQZszSIYaNEsh5qNWrOEu/6t1tHhrqBoqVSpkrj+4V8OHTrk6Bh/lTQbdO/eveWhhx7ym7nPXxspuW/v3r0m2/jUqVNT8rSpdi5XwJvJWO0KTpazZ88G1A89VrORt2vXzjrOFShlslOrY6BlzZo1JoPiM888E+ihpv7ff/8tt9xyi3m/+8qY6KRhbad69ery4osvimZnD2X59ddfTRZszc4aTNFs9XXq1JHff/89mMM5BgEEEIhoAX0GcVJcQexOqpk6mpFYM+U2bdrUZMd2BYE6PtZXxQ0bNpisma6gVF9V/G7X57s+ffqIazIR+eqrr/zW9bdT79uaKdoV0CuPP/64HDlyxF/1kO47deqUyXi8fPlyR+26gtjNWO2ySvft29fcg9euXeuoXc9Kv/zyi5QvX14WL17sudnnstNnY58NuHbo+0mf03v27CmuYHd/Vf3ucwUym4zwmj1bn6+CLZod3BWYL+XKlROnn6dgzxUpxx08eNC8Z/QzFYzdTz/9JDVq1BDX5DkBD2nSpEnimojAZJcP9GDXZD/SuHFjcU3QEOih1EcAgTQuMHz4cMmQIYNRmDt3rkyfPj0mRQjujsnLyqAQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACB6BAYMGCAfPnll8nurAaKfPrpp7btuDJQiyvzk2hwa6iLKzOdCawKdbBsKPupAclVq1aVFStWhLLZiG6rffv2otcmOcWVWV5++OEHGT16tGhgdnID5zRA/J133gmoSz/++KO4MpGGLJDJlfFSXFk4zaQEuhyKou8vV0b4ZE+aoMF7ruynQQUwhWIctIEAAgiES2DatGmOmtbvUidFJ8LQYN9ly5Y5qR5QHb03uLJDm6DqQJ5tNCBbJ7xxZUIP2QQiet/V5zy9NwQ6UUtAg/5fZZ08qGHDho6DqB955BH5/PPPxZWR2u/punfvLq7sy6LB78GWEydOSPPmzeXAgQPBNuH4OHVv1KiRjB071vExiSuq5aOPPmqCw0N57TQ4vkqVKhLsZDKJ+xmp63oN9HprYH9yigaIuzLhyunTpx0389lnn0mLFi2SFdSvJ/vggw/k1VdfdXxeKiKAAAJlypSRjh07WhA64Vpyfwe3GougBYK7I+hi0BUEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAgLQloxmsNcAlV0exO/opmL9SsisFkXPbXruc+DTDRDHWR+o/HGqS1bds2zy7H9PLq1atl3LhxIRnj3XffLR06dAhJW9qIZu7UQBsnRTOVNWjQINnBNd7OpW1rRs5QZPfs16+f7N6929tpAt6m7SQn22vAJ+QABBBAIMwCs2fPltdee832LLly5ZJ27drZ1tMJazTYOdzZrDWoeuDAgbb90QoavFu/fn2ZMmWKo/qBVlq4cKEJFE5OcLTdOTWQXbOgz5s3z66q2d+mTRuZMGGClWHU10Ea3Prmm2/62h3Qdr1Hjh8/PqBjgqk8YsQImTlzZjCHmmM0y7Q+P2mQcDiKBrrrZyBc7Yejz4G2qe8bzbwdirJ//37H75sZM2ZI69atkzURgWef9fuPggACCAQiMGjQINFnIi0bNmwwE60Fcnw01CW4OxquEn1EAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEYlQgFAGlbhoN5J07d657Ncmr7luyZEmS7f42pEuXzt9ur/u+++47mTRpktd9qblRg5RiOfglJWxDGUx28uRJeeONN2y7vXHjRmnVqlVYJwzQALFIzKhoN2GDLR4VEEAAgVQW0Mle1qxZYybRuPfeex0FSvbq1Uty5Mhh2/MnnngiZBNq2J1s5MiRcuzYMbtqJtP3okWLbOslp8LUqVOlS5cuyWnC57HuLMnff/+9zzqeO5588kkZM2aMpE/vPzxLs0w7DZD3bD81l3XygAEDBiSrC926dZMFCxYkqw27g/V3CZ0MYeXKlXZV2e8SePvtt20n9Dl06JDo90ukTlaV3Aup75mjR4+KTj5AQQCByBXIly+fvPjii1YHNdj71KlT1nosLGSMhUEwBgQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBFRAg0Hr1avnFeOjjz7yuj3xxipVqsgLL7wgNWrUkCuvvFKOHz8uu3btEg300eyVGqRlVzRo95FHHjHVNED85ptvTnLI9u3bRTMO+itXXHGFXHPNNV6rxMXFed3OxugR0AC1oUOH+uzwmTNnpEmTJuY96LNSoh2ZMmUywSrFixeXnTt3Ogok1CYGDx5ssqHqcZFSli9fLhokqJ9FdylRooScPn3avWpeDxw4IPv27UuwLfGKBt6VKVMm8WaznidPHq/b2YgAAgh4E9ixY4fccsst3nYl2Kb3eP0eDiRAsnPnztKzZ88E7XhbWbFihcyaNcvbriTb9DuuU6dOUq1aNdFlfbY4fPiw/PDDDzJx4kTzjJPkoEQb9FlIM+82a9Ys0Z5/V6dNmybvv//+vxscLGXMmFFy5sxpso8HMuGPBpvfeuutJmjewWkcVdEJXFq2bCk6DidFr9W7774rdhMBuYOPNSN4oCV37tzmGSCUk8s47YM+gySnfP755/Lee+8F1IRa5s2bV/Tcie/1/hrS+o0bNzYB3k4mRvDXVqzvW79+vfmd5p577vE51Oeff14OHjzoc7+3HXrt9L2eLVu2gK6dt7bCtU0nLNDg0MmTJ5vvwAwZMoj79777778/XKelXQQQSIbAs88+a+4lu3fvlr1798pbb70l/fr1S0aLkXUowd2RdT3oDQIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIJBmBTSIuWPHjiYQ+oYbbjCBz5qFTwOqf/75Z0cumjVbA5A0UChxWbhwYeJNSdZr164tc+bMEQ2QdRdtS4NC9UczRbZo0UKmTJni3u31VYOutm7dKtdee61o4JJmFU9cGjVqJNOnT0+8OcF6zZo1RcdECY2AXg/9Z3CdACBz5szmGmnWag38DySozN0bDYypX7++CZjT98zvv/8uP/74o3z55ZfuKn5fN23aJBrk7yugWoPknEwmoOfu27ev3HXXXSbgMEuWLOa8Guz07bffmvet/jO8v6J1NZhHA15CVXSCA7XWyQ3y588vmoX8t99+M1nCnQZtffHFFwmCu71lnx82bJj06NHDb7ezZ8/u9XPo96AI2BnM+zICuk0XEIhpAQ3SXbVqVUjHqBNQdO3aVXRyGCfFadBs9erVTSCnt4DXOnXqSPfu3UVfndxrtm3b5rNravLUU0/53J94xwMPPGAm0qlcubJogKXegzTo9M033xT9nncSzKzf/W3btk3cdFDr7gBsvec4KZqRWvvqpMydO1eWLVvmpKoJFG/fvr25n+u1K1iwoFy6dMk8B2sgud1zo6OTpEAlfT84maTA3RXNaq/P2HXr1rWewTUQVycf0Imb7J5htB197h4xYoT07t3b3WxMvpYtW9a8P/TZqkiRImbcf/75p8kgf+7cOUdj1t+tfAV363fBuHHjHLWjle644w557rnnzPOwPltr0WunbehnVCeSiISiEwHppByeQev62Vq8eLHo95F+Fzr9/o2E8dAHBNKKQNasWc2kDO3atTND1s+p/s1IJ+GLhUJwdyxcRcaAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIRLlAw4YNTRBA4gy6FSpUMNmENePkJ598YjtKDc7Zs2dPkuDuCxcuyP79+22P14Brz8DuxAfoPg380WAKu/Y0MF2DiSO9aJCIBjVoRuR8+fKZrM+aqVyDjjXYLFaKZtjUTF+e17dQoUJStWpVKVCggLz00ksBDVWDiV9//fUEx+j7Vf/xvFSpUvLyyy8n2OdrRScC8BbcrYFuToJMdAwakK1BYImL/jO8ZlnVwBv9jGkAi7+ikxZowGK5cuX8VbPdp1lhP/74Y3n44YcT1L3uuutMQFKDBg1Mf/Szalc0S1taLhp4tGTJEjOBQFp2YOwIuAX0fu4u+v2gE8PEQtHPuQY6Oy06UYZd0Xu63h+8BXa7j9U6Y8eOlUqVKrk3+XzV5wJfRQOynXyn6/EaxK73Y8+i96vy5cvLhAkTzH1UJ07xvNaedd3Lf//9t8yfP98Ep7u3Bfuqzwjq4KS8+OKLZpISJ3W1zocffuioqk4GpM+6rVq1SlBfg99vv/1286OTsCS2S1A5BVY0M7NOJqMTMWlwnd6nNPhag6t1IhUtGjysWeudFG/vBz2ucOHCZgKABx980EwU429yAfd51EaDxPU5JBaLvk91UgF3ELXnGB977DHR32M0iNmu+LPU5zen5YknnpBRo0Yl+X1Br12vXr1Eg/b1GdRJn5yeM9h633zzjZk4zNfxGoiuz/E6MREFAQQiS6BNmzbm3vfXX3+Zz7H+nq0TnsRCiZ2/tsTC1WAMCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAQBoUqFGjhslEmDiw202hwbgaaOA0gMtbcJFuc5IBV7NG2hUNvtFABbviLVu33TEpuT9Xrlwyc+ZME8yr/yCt/zStAcBNmjQxgTEaPKIBRbFQNIBbMz96BnZ7jmvgwIFy5513em7yu9y6deskgd2eB2iguFo6KYcOHfJabfTo0bJv3z6v+9wbNbhHM9J7C+x219FX/WxpwFhcXJznZq/L3jJje63oZ6O2kTiw27N6xYoVHWc89fZ59mwrLSxrdrqLFy+mhaEyRgT8CmhWWs8gwUAyRfttOAJ2akChZuM+deqUbW80mNbJ84pm5tUJQOyKBlU7uT+cPXvWZ1NOA44107ZdxuvatWvb1nF3ZN68ee7FoF81Y+/777/v6PgBAwYEFNitWYKdZtueNm1aksDuxJ1Su379+iXenGLrffr0MZ/BqVOnGgfNYK6T3Wi/dJv7/fbaa6856pMGytu9d3RimAULFkjJkiVt29RnKn1+isXSv39/k5ncW2C3jrdatWomqN7J2H09W+lnXCdYcFKeeeYZ8/uZv4mgdLIgnYDB/b5w0m646pw4ccK26UGDBtnWoQICCKS8gP5N4tVXX7VOrJOm+JukwqoYBQsEd0fBRaKLCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAQCwLPPvss5IuXTq/Q9T9GlDrpHgLWLh8+bKTQ012RQ1SOXLkiN/6+s//mgHO349mGozUopmlf/nlF9HAr1gvGgTz+eefiwbl+yr6/mrcuLGv3Um2a5ZJu6LZ0J0UX8Hdmm3Vrjz55JNy/fXX21Uz+zXDpgZh2RW1cjIRgq92tD/33Xefr93WdvXOnTu3te5rwdvn2VfdWN2uE0XYBb/F6tgZFwKeAvrde/78eWvT4MGDreVoX9iyZYtosKTen9etW+d3OGfOnDHfn/od6u/HyUQ0eiK9Pzr5PvbVqZUrV4qTCW1uueUWk+XX7plPz6MZip0EhGoWz+QUDZS2CzZ3tz9kyBDRyWACKYsWLXI0OYdOMKNZjp0U7UOxYsWcVA1ZHc3WPWnSJNHPnC77K2vWrDFZvP3V0X2aqd4zWM9f/aJFi8rEiRP9VbH2zZgxw1qOlYUsWbKYiZfsxqMZ1YsUKWJXzUwe5O1ZTycMsvsdSBvX7ynNmuvks1ymTBnH19m242GusGHDBtmxY0eYz0LzCCAQjMD9999vTWh24cIF0cnpYqEQ3B0LV5ExIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAlEqcPXVV0ujRo0c9b5Zs2aO6nkLBi1cuLCjAAQ9wbBhw0SzBPbu3dtkRfYMJHN3wB3AqkGsvn5Kly7trh5Rr/ny5TOB3RrsmxZK3bp1pXjx4rZDrVSpkm0draCZIzVAza7Ur1/frorZr0F6icvJkydl6dKliTcnWdeMl4GUFi1a2FbXoJbff//dtp6vChqQ5yTYRwOVnASB792719ep0tR2nVBi+/btaWrMDBYBT4EvvvhCPvjgA89NUrZs2QTrsbDyzz//SJ06dcRf0PIVV1wh+t2oQZj+flq1auWIRCeq2bdvn6O63ir9/PPP3jYn2dauXTvR7JtOit5HnNwjkpO5UzMUO50g4I033jDPhU767lln8eLFnqs+l51MvuI+WDMlP/HEE+7VsL/qtdAM6U6fw3/88UdHfdL3QyDltttuc/SZX7JkiXh7tgrkXJFW99FHHxV9frcr+vl66KGH7KqJBkZ6m1xo2bJltsdqhfbt2zuq566kfcqZM6d7NaJf1VoD1+0m2YjoQdA5BGJUQCdZcZfx48fLpk2b3KtR+5oxantOxxFAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEol6gZs2afjMqew5Qs/Y5Kd6CQTV7swYzO/1H/aNHj5osc5pRMHv27FKjRg2pVq2aVK1aVTS4JFeuXE66EpF1OnXqlKwMnRE5KD+dql27tp+9/+7SoG0nRYPunBSduCDYokFUGnjjr2hwnwZIewvO8XWcTnKQP39+OXjwoK8qZrtmYf3Pf/7jt46vnRpM77Q4+Uzr5AqHDx+WvHnzOm02JuudPn1ann76afn2229jcnwMCgF/AppN9cknn/RXJab2aaC1fpf+8ssvcs0114RtbL/99pto0PLUqVOTdY4FCxbYHh8XFyePPPKIbT3PCi+88ILY3cNvvfVWz0PCsvz4449L9+7dg2p7+fLltsfphEKacTmQ0rZtW3nppZfk0qVLgRwWVN2GDRuaZ1+nBzsJ7tZn6+bNmztt0qqnQe3PPfecte5t4dy5c2ZyJs2GHivFyUQH7rGWKFHCvej3VSfD0mdCz+JkYiH9napNmzaeh9kua7Z3DZpOPEGH7YGpUGHRokWiP1r0WV7fR/pzxx13OAqwT4Uuc0oE0oyAPhPUq1dP5s6dKxcvXpSBAwfKxIkTo3r8BHdH9eWj8wgggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggEB0C1x11VWOB6AZ3zSY9ezZs36P8RUUqxkCgwnOOXXqlPzwww/mR0+sGQzLlStnAnHuvvtuE/idKVMmv32KlJ0akKEBommpFChQwNFw1cZJSRwI4+sYzazp5P3q7Xh/GVvd9TW7t9O+uI9x+rp27VqnVZPUC+QzXbBgwSTHe9vg6zPtrW6sbdMsnPHx8XL58mWZOXOmCcJs0qRJrA2T8SDgU0Az8GrG4BMnTpg6GTNmNAE9Pg9IgR1XXnmlCSiyO5V+dnUyja1bt5rskppRWLc5Kfv375dXXnlFRo0a5aS6zzr6DKPZrfVH+6GT3Og9Rn+Sk63b84QahG5X7rnnnoAn6dBJV5xOvGJ3/uTs1+umz556Tw+0ODG+8cYbA23WBJ0WL15ctmzZEvCxgR4QSFZxbXv9+vW2p9Bg9hw5ctjWS1yhadOmtsHdeoz2IZaCu8PxbOXt9ykn165WrVpBPX9qgHo0BHd7vud27dolY8aMMT/6XF+pUiW59957zU+FChXM74Se9VlGAIHwC7z88ssmuFvP9Pnnn0ufPn2kdOnS4T9xmM5AcHeYYGkWAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQMBeoFChQvaVPGpoMOj27ds9tjhffOaZZ8w/An///ffOD/JSUwOzNLOx/rz++uuiGZQ1g12vXr1EMyNHcmncuLEEah7J43HStzx58jipJk6Du/Ply+eoPa2kmSm9Bc/YNaBBfalZgg3u1qDLQALOnQZ3p6ZFap9bJ5Po0KGDvP/++6YrXbp0kfr16wcVFJfaY+H8CAQjoFl6V61aZQ7V4Nq8efPKP//8E0xTITsmV65c8tRTTwXc3po1a2Tw4MHy5ZdfOjp2/PjxMmjQIHEa2Hn69GmT7VuDrX/99Vfzs3v3bkfnSk4lJ/esYAKYk9OnUB6rAa/9+vUzWc4DbffQoUO2hxQrVsy2jrcK+r4Id3C3TmZklz09cd90QgO7UrRoUbsqXvfrc7aTCR6c9MHrCSJ0o9PvAO1+cp6tDh8+bCsQ7LUrUqSIbdvhrKAu/iZb0Ml0NAPwsWPHZPbs2fLTTz/J0aNHrS7pJDv63ao//fv3N9/LDRo0MIHePJdZTCwgEHaBqlWrin729G86+rkcMGCATJo0KeznDdcJ0oerYdpFAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEDATiCQYAVtK2vWrHZN+tyvwbtTpkwJOEjFZ4P/26EZlN977z0pUaKEPPvssyZLp90xqbX/hhtuSK1Tp9p5NTjWSdGMfE6KBmw7LRooEkxxEigXTLtOjzly5IjTqgnqaeCMU289MDmf5wQnjvEVzd7rnpRBAzU1yJCCQFoQmDp1aoLM1SNGjHA8EUck+tx8883yxRdfSMeOHR1179y5c/LOO+/Y1tWAxb59+4oGXd5+++1mspmvv/5aUiKwWzOqnz9/3raPkT75jd0A3nrrLVm2bJldtST7PYNDk+z834ZAn4Xd7aSEqQZ3B1IuXLiQICDW17HB9l2f1QoUKOCrWWv7gQMHrOVYWHA/AzgZi046FUy5dOmSCWy2OzbYIO1g3+d2/XG6v2HDhlK+fHmv1ePi4mTs2LHy8MMPmwl19PdFnSBg6dKlZoKN6tWrm0kFPA/es2ePyeit2eSvvPJKueeee8z9au/evZ7VWEYAgTAIaPZud5k8ebI1CZB7WzS9OvsLRDSNiL4igAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCESNQO7cuVO0rxpM+s0330jnzp1DHliqGZrfffddk1X3+PHjKToupycLNiDDaftpoV4gwcvBegQbXB3s+RIfp1nQgikp/XkOpo/ReIxmCR4+fLjVdZ1M4o8//rDWWUAgFgV27twp7dq1s4bWvHnzBOvWjihc0M+zBno7KfPnz/dZTb+ru3TpIsWLF5chQ4aIk6y7PhsLcoeTzNTadGoHdgY5POswtX788cdFA+4DKU4mhNGM68GUbNmyBXNYQMdcffXVAdVXHycTtyTnWcpJZurU+CwEBBVAZQ3W1gmqwl30PX799dfbnsaJv7dG8ufP721zim3Tz+Kvv/4q77//vtStW9d8b+r38FNPPSWrV6+Wli1bJuiLTtBUpUoVk6V70aJFohMG6OQcWk+DuT2Lvu81i3CHDh1EJy6oVq2aDB06VDZs2OBZjWUEEAiRQMWKFeWBBx4wrcXHx5tnoBA1neLNENyd4uScEAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEDALZCc4A53G4G+5siRQzT757Zt2+TFF1+UUAekrlixQho1ahRwAFCg4wimfqBBOsGcI5Bjzpw5E0j1NFM3S5YsqTrWYIO7U+PznKpQKXhyzSZ55513mjNqdk0NIAr2OqVgtzkVAkEJ6Hv80UcfFfdEF9dcc4189NFHQbUViQfpd7xme3VStm7d6rOaBnbr80ygAceJG9RsyMEWp+eOhe+rdevWyYABAwKi0veuXfnnn3/sqnjdv2PHDq/bQ7kx0EmB9LPr5Nku2OzSOjYnmeIzZcoUSgafbWlQoWYrD2dJzuczkH7pM9zGjRttDzl16pRtHW8VnLwvvB0Xym36vujUqZP89NNP5vdADeoeOXKklCxZ0vY0+vuiTjIyfvx40ezcy5Ytk379+kmFChUSHKvvCc34rb9j3nDDDVKuXDnRLMP6/UFBAIHQCfTv399qTLN3r1+/3lqPpoXgn8CiaZT0FQEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgUQCBQoUkFdffdVkYtOMbPoPwlWrVhXN1JbcMm/ePOnZs2dymwn58eHOnHnx4sWA+qzBEZSkAokzAiatEd4tsRCEF16h1Glds026A/+XL19uApJSpyecFYHwCmgW6oULF5qTZMyYUT777DPRDPaxVMqUKeNoOPv37xdvwZRvvPFG0N8B+pyjGXobNmwor7/+uqxdu1YqVarkqD+JK+XNmzfxJq/rwQYwe20sFTcOGzbMZP912oVwBndv2rTJaTeCrqdZiAMpOXPmdPQcre/rYMuePXtsD01OluhAnoE0Q3i4g7ttBxuiCvpdq9fPrgQ7qYCT62Z37kjZrwH3lStXlpdeekn++OMP2b59u7zzzjty++23izp6Fg0g198xS5cuLWXLljXH/P33355VWEYAgSAEbr31VrnnnnvMkfq9/corrwTRSuofQnB36l8DeoAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgggkIoC+k/41atXl0GDBsmSJUvk6NGjMmfOHPOP+PpP+lmzZg2qd59++qmj7IVBNR7kQYkDDoJsxudhBw8e9Lkv8Y5jx45FnE/iPqbWupOgJA3U3717d1h+9P1PiTyBEiVKSN++fa2O6XKsBExag2IhzQssXrzYBL+5ITRTsk68EmslkEk8tm3blmD4v/zyS0ATyNx4443y3HPPydSpU0WDCk+fPm0y9M6YMUN69Oghuj/Yki9fPnGSWVjvV5Fa9NlI32eZM2e27aJmpn788ccdZ0t3Etyt73l99gyk7Nu3z9z/AzkmmLpxcXEBHabZn/U9YVeCvXdppngNqLYrgXy+Erd16NChxJt8rsdSwLIOMk+ePD7H6t6xc+dO92JAr7Fm5Tn4YsWKSZcuXWTu3LmiExdodu8mTZok+R1yzZo15rtGJ/coX768DB06VIINlvc8P8sIpFUBz9+LdCKgrVu3Rh1Fwukgoq77dBgBBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAIHQClxxxRVyxx13mB9tWYOgZs+eLV9//bVoIJTTABwNXv7999+lRo0aoe1gKrSmwTpOigYbOS2xHOTh1MBXPSeZMjXree7cuSVbtmy+mmF7DApoIOZ///tfE6B5/Phx6datm3zxxRcxOFKGlBYF9P766KOPigbQaqldu7b07t07JinWrVvneFzx8fEJ6urkMYm3Jajwv5UiRYrIu+++K40bNxa7+/jZs2e9NWG7TQO7dUISu0zMf/75p21biStoAPBjjz2WeHOC9VKlSskHH3xgO74EB3msaED3l19+KY0aNZKLFy+KZo23K3/99ZeZEMhJltDixYvbNSdqr0FpTz31lG1ddwXNIB5Ihmn3cSnxWqBAAdv3gwa5BlOcHpec4O5AnmX1WSyWik5GoFmo/RX93UY/K4FOGOX02vk7dzTs0wD5li1bmp9Tp07JzJkz5auvvpLvvvvO/E7pHsPKlStFf3r16mUmGXvkkUekWbNm5vvUXYdXBBDwL6CT/+hkfD/99JP5Xnrttdfko48+8n9QhO0lc3eEXRC6gwACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCAQeoELFy7I+fPnff64A8m8nVmDZzXoZ9y4cbJ582Zp27at4yCiSM5U6W2svrZpFka7wDA9NpAgFw2OongXcDIhgAb2rV271nsDbI1ZAQ1E1EBGd9GgxJ9//tm9yisCUS3QuXNnK7Awb968MnHiREdZoaNx0L/99pvjbl911VUJ6n777bcJ1r2t5MiRQ77//nuTPdbJ/fvgwYPemnG0rVy5crb1NPAq0GeiWbNmybx58/z+TJkyxdHzibcOZsmSRaZNm2ae8XR/nz595LrrrvNWNcm2119/XZYvX55ke+INTjJ36zGffPJJ4kN9rh84cCDBfcBnxVTacdttt9meecmSJSZ7vG3FRBV0YgMnxVsfnGSl1rYDCe7etGmTk+5ETZ3KlSvb9lUnXdDPTaBlwoQJgR4S9fWzZ88uDz30kAnu1s+tBnlrALfnxEz6PL9o0SIzuYN+199///2i32v6eysFAQTsBTyzd+s9ItBnDfszhLcGwd3h9aV1BBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAIEIELj++uslLi7O50/BggVNlm27rmqwmQbgvPDCC3ZVzX7N3p2cohnfIqFkypRJNMDbrmjwltPy4YcfOq2a5urdfPPNou9JuxJMcM22bdtMlkDNFOjtRzOeaUbGWCtnzpxxlOk2Gsat2Yw1u7G7dOnSxcp07N7GKwLRJjBp0iSTld7d79GjR8vVV1/tXo2p119++cVki3YyKH128bz/arbmPXv22B7avHlzKVu2rG09raDBrIEEtCZu9K677kq8Kcm69jvQ4E4NTrcr3oJ47Y5x73/wwQelQYMG7lXJmjWrjBgxwlr3t6CTAj3++OO2AZhOAt/1PH/88Yd07drV3ynNvtOnT0u7du0kUp4PvXW4fv363jYn2RZIQLserBnO//vf/yZpJ/EGzRzuzT3xJAmJj3OvL1261L1o+xroGGwbTOUKTj9PI0eODKin69evl0BcA2o8SiprQLd+5+i9Tr9v9ftQv388M6Dr8/c333xj6un79emnn5Zff/01SkZINxFIHYG6detKtWrVzMl1UoThw4enTkeCPCvB3UHCcRgCCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAQPQIFC9e3G9nDx06JAsWLPBbx3OnZvJ2Uq688kon1XzWcRLA5fPgEO8oVKiQbYt///23aNCaXdF6c+bMsauWZvdrltV69erZjn/YsGGyYcMG23qeFXRiAg3g9vWj2c80u2CsFQ2YiZZxaRZHuzJ06FDRjJBaVq1aJR999JHdIexHIGIFNBNsp06drP5p0Gzjxo2t9Vha0CDe++67TzRI10kpWbJkgmr6PaaBxXbFaWC3tjN58mTR4Otgy9133+3o0I8//licTnqzYsUKmT59um27ToNRvTXkLaP5PffcI02bNvVWPcm2NWvWyEsvvZRku+eGa6+9VqpUqeK5yefy22+/Ld27d/e5Xz8ntWrVkhkzZvisEwk79PnFm23ivo0bN04OHz6ceLPPdc3IeuTIEZ/73TvuuOMOr+fPlSuXCeB31/P1qu87J+dZtmyZo+ztvs4Tidv1/eUZbOyrj/Pnzw/o9yankyb4Ol+sbb/iiivksccek++++85M1qHB8tWrV0/wvtXPxvvvvy+aTb1MmTLyxhtvyP79+2ONgvEgEBIBnbDMXQJ51nAfk5qvBHenpj7nRgABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBIEYHEwVHeTvrVV185zli8detWb00k2ZbcrKObNm2S1atXJ2k3NTY4zXg4YMAA0SzJvsru3bulbdu2vnaz/X8CnoGOvlA0O1nHjh39eruP1YDhHj16iL7P/RUNbHN6rf21E4n7vv7660jslt8++QqQK1KkiPTp08c6tl+/fgEFyVkHsoBABAjoPcEd5HnNNdfIO++8EwG98t0FDYTWLMJ2P3ov3Llzp5n0RANZa9euLRUrVpSDBw/6bjzRnocffjjBFieB3XqA00zceh8ZO3ZsgnMEunLzzTfLLbfcYnvYli1bRO8xdlmntU+tW7eWCxcu2LapmXBDXTTIWoMvnRSdaEMD9v2Vli1b+tudYN+bb74pderUMdl9NduxBrnr9Wnfvr1UqFBBfv/99wT1I3FFJzZyEvC/d+9euf322x1NvKIZuzt37uxouP68nTzfnDt3Tt566y2/59JJFp5//nm/daJxp147/Yw6KTpJxcKFC22rvvLKKxJopm/bRmOoQv78+eWpp56SRYsWif7ep79H6aQQnkUnxdLJmfT3Sv3OmzVrVrIm5PBsm2UEYkHg3nvvldKlS5uhHD9+PKomvSK4OxbegYwBAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQMCvgJMMlkuXLhXNFmqXNVeDsjRjsl3RoEwNUvNVfAVtetbXvug/K2ug0ezZs02A2A8//OAom6VnO6FYdhIQo+fR/mlgkgYleVrqP1prcK0GJ2m2Q4p/gRo1apgMnf5ricybN8/8M7u/wOXffvvNBOs4ed8++eSTdqeMuP1OPkvaac2I2rt3b5k5c6Z5D6rdxIkTRQMJo7F069ZNSpQoYbqugbEa4E1BINoENOhP7xta0qdPLxoEnSNHDkfD8LzHODogRJU0SDlr1qy2P9myZZNixYqZzM1t2rQJKNOtdlW/2zS7q2fRQEAnRbM722UH1yDWJk2aOA4Y9hdYrgGJTsqSJUvkgQcekJMnT3qtrtmwNXvwqlWrvO733FitWjW56aabPDeFZFkDKO0ycrtPdPHiRdFr6y8QXYONCxcu7D7E9vXnn3+W5s2by4033miemXTyg9GjR0dV1t7+/fvbjlMrrFy5UurWrWuyF/s6QLOwtmrVylHGes3k7i+w3Omz7ODBg+WZZ57xes4FCxaY66Lv5VgsTidgOnHihDRo0EDmzJnjk2HIkCEJJqLxWZEdRuC6666TgQMHyubNm0W/B/RaeN4P9XtmypQpxl0DwLWuTiBCQSCtC+jzkv6e5y46SVC0/H6X0d1pXhFAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEwifgGXyYWsFI4Rtd5Lf86KOPyosvvigayOSvaKCnZuXWDMcNGzY0gWbu+nrst99+K7169ZKNGze6N/t8rVevnmgGPF8lT548vnYl2K7/tN+1a9cE23Rlw4YN4iQjeZIDg9ygwVbjx493dPSvv/5qgpJy5swp119/vcnKSPCBI7oElTQ46o477kiwzdvK9u3bTYCeZizTn1KlSkmuXLlk165dJuvn4sWLvR2WZJsGymkmxmgrTj9LGkz46quvJhmeBsvoxA7RVuLi4kx2UQ2U1PLRRx9Jhw4dpFy5ctE2FPqbRgX0PqbZSN1FA3P0XuOveD5P+asXC/s0aLh48eIJhpI5c2bRAG+77N8aJN20aVPRwFgNVk5c9FmnU6dOVmB94v3e1nWSFl+lUaNGJuD1zz//9FXF2j537lwpWrSo+d7VCV/2799vns+0z5MnT/YbKG014lrQ4NtwFW1bJxrQ4GO7snr1atFg4EGDBnmtqsGZmgk6cRZ2r5VjZGOVKlXkzjvvNBMT2Q1p7dq1okGtOtGATg5UsGBBMzGBBrh+/vnnovudFrtJBipWrChOn4nee+89GTNmjOgEUTpZ0+7du0Xfo0ePHnXanais586Aq9mi7cqpU6fMda5du7b5vtHvGg2o1O92/Z1KX1OzeP7OHU33Du2r3gv1Z8SIEeZ7USd48MyUvmPHDvOdo989+uyu2b/r169vJgVJTXPOjUBqCehkOH379jWThfzzzz/y2WefmclXUqs/Ts9LcLdTKeohgAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACIRLw/EfzEDVJMzYCGmTdokUL+fTTT21qign60MCPvHnzmmATDTI5cuSI/PXXXwEFdNhlQC5UqJBtX/xV0GyRKVk0QF4D2w8cOOD4tBoI9scffziuT8WEAjpBQJcuXeTdd99NuMPHmgbiOAnG8Xa4BpJolrNoLNH2WbIz9rxH2AUj3X///XLXXXeZAE3Nqqvvl/nz59udgv0IpLqAvl81o7E7u7ROSvDyyy/b9svzM+H5WbE9MMoqaFD322+/7bXXem/48ssvve7z3Dhr1iwTHK6BlzrpxxVXXCGHDh0yAZdLly6VQP2OHTvm2XyCZb0un3zyiVSvXl3OnDmTYJ+3FQ2QHT58uLddjrZpEGM4g6UzZswoH3zwwf+xdx/gUVXbw4cXCTX03pEqTRABqeqlV2lSFJEOAv5REGxwBQQE5UqRooLSVEAwSBGRIlW6FAtVitKRIi2UkBDyufb9Zt+JApkkM8mU334enD1nztln7XfaSczay8zHFaeRI0dKixYtpFy5cneNXytx63O2cOHCuz7ujxvVr2LFiuYaOrb5hYeHm0Q8TcaLb9PPk0aNGt33cE3a16TtO3fu3Hc/x4P6+bRt2zbzz7HN32/1tf/BBx9IrVq1XJ6qVpnWf97WXHnvelvMf48nJCTEVK7X6vW//vqraJK3Lrali2Jo0+/SxYsXm3+6oFbPnj3Nwhn6cywNgUAS0MVv9Ocg/X2FttGjR0vHjh29fsGDoEB6kpgrAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgggkFQCQUH/+7NNf/hD86RyTMh5tWJv7ty5XR7i4sWLsmPHDlm6dKls3rw5TondNWvWNBUI73eyxx9//H4Pe91jqVOnNgkDXheYnwekf5heuXJlj89Sq11qEpYvNq0QmiJFCl8M/a4xOyedOX933HXnvzZqAqhj/ppc9eWXX95rV7Yj4DUC7733nvzwww8mHq1Cr1VeNTEnthYIyd2ZM2c2icAZMmS4K0dckpr182Tt2rUyZcoUGTNmjFnkRq9p4nMter/kbg1Uq3BPnjz5rjG7c6O66Hw83apWrSrdunVz6TS64I5WWo+MjLzn/lqFWqtZu6NpJenOnTu7YyiPjaHVuDVZ25XvsYQGoa89V14TmvyqVY5p9xfQn2N0USdfb86fc4nxOvS0V/HixUW/O0+ePGmqedepUydG4urhw4fllVdekbx580qXLl3k559/9nRIjI+AVwno4ga6kI22vXv3msWvvCrAuwTzv98S3uVBNiGAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIuEfA+Q/KnRP33DM6o7gioNV958+f71LymCvj3WsfPY8m8AQHB99rF7Ndq05qZU5fai+88ILb/LQyYFwS1HzJyZ2xatLuokWLPJp4rRVFBw8e7M6wE3UsrU6oFVP9pTl/Rzh/d9xrfiVKlBCtRupomtjjqIbs2MYtAt4ksH//fnnrrbdsSEOHDpUyZcrY+/frOL8nnN8r9zvGlx7Lly+fbNiw4b6LejRv3txUPU/seWnV79iaVpd1fm5j2z+uj6dPn16WLVsmhQoViuuh8dr/3XfflezZs7t0rCZSagXvezVdxEC/z5999tl77eLSdp27juMLlXkbNGhgKmXHdk3s0sTvsZMmvGpF9DRp0txjj5ib+/btG3NDAu7ptaxWq/fH9sknn8hjjz3mtqk5L8zhtkFjGcj5O8L5uyOWw7z+Yf3ZoGXLlvLdd9+Zat4vv/yy6KIgjhYeHi4zZsyQcuXKSY0aNcz7Qyt80xDwd4FMmTLFWJRlwoQJXj9lkru9/ikiQAQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQ8AcB56QGre5HSxqBatWqmQqWcangHZdIS5UqJRs3bpScOXPGepgmhKxYscKlfWMdLJF20MT1t99+2y1n04rUWhmQFruAun///ffSqlWr2HeO4x6a5DR79uwYlf/iOIRX7D5t2jTRCt7+0JwTcJy/O+43N6287vjcOXHihGhCIg0BbxTQ17dWHL5165YJ79FHHzWVRl2N1fk94U/XU5p4qFWid+7cKaVLl46VQ6sUP/zww7Hu5+oOWbNmjXXXo0ePSlhYWKz76eeRLnLjarJtrAP+/x1y5MhhErv1Wi6xmiZQa6VcV9uIESPkl19+uefuaqLfud9++61o9e24NE2O7d27t+zevdutz31cYojPvr169TLPm3PyaXzGudsxjRo1km3btsVpsSS99mzSpMndhovztnHjxskTTzwR5+N84QB9rX7zzTdSvnx5t4Sriz648zPLlaDicz3lyrjetE+xYsVk7NixcurUKZk+fbrod6pzW79+vTz11FOiVev1Z6/Lly87P0wfAb8T0AWvHIs5LF++XA4ePOjVcyS526ufHoJDAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAF/EUiZMqWdSmRkpO3TSXwBTQrS5ClNNsmYMaNbAtBqjF26dJGtW7dKkSJFXB5Tqw1q1TVXkqpcHtTDO7766qsmiUCT0+PTtAJmaGio9OnTJz6HB+wxmmTz5ZdfyqeffuqWiqWaCL148WLRxCTnZElfBU6XLp1JHnNXElJSOkRERNjTa3VGV1qGDBnknXfesbtqMqImYtIQ8DaBMWPGmGRMjUu/O2fOnBmnzyDn94Q/XE/pZ1f79u3NdYlWytUEZleafid89dVXJmHPlf3vtY+Oo4tjaDXs2Fp0dLRooqAr7ZlnnpEtW7ZInTp1XNk91n2efvpp2bt3b5JUSe7YsaPLCbz6muzUqZPEtvBAw4YN5fDhw7J69Wrp0aOHFChQQO52XZU6dWpTxV2TMn///XeZOHGipE2b1nhduHAhVjetdO4NrW7durJjxw6TZOqOCs76PtGE1iVLlsTrWn7+/PnSrFmzeNPod66+bzTZ3p+b/pyki1b169fPJkvGdb56jTlw4EAZNGhQXA9N8P7O3xHO3x0JHtgLB9DPcl045YcffjDfsc8++6w4z1mvCfVnOP2s0efz+PHjXjgLQkIg4QKFCxeWxo0bm4H0ukW/N725kdztzc8OsSGAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAgN8IaHKGo928edPR9cpbTbrQakex/dNqwvdqmvSgySexjeGoNHuvcf6+XStuxzamK0kjOs6HH34op0+fNsmyjz322N9P5dL96tWri1bP/OOPP0ySR3ySaMqUKWP+wH7evHnSsmXLeFW61CQXTZ64n43+gb+7kshffvll2bNnjzRv3jxG4sD90DJlyiTPP/+8Sc5yVKDW19D9YtbH7vV8akKcesf3+LvF6q7Xl2Ps2GLTx+/3PnKM47hViw4dOsivv/5qXr9Vq1aNU1KkJo5pgpwuQqBJd02bNnUMHeutK89VXOaiJ9T3vytGsQb3/3fQ15gmtaxZs8Yky+lCAn9vjqS4v2/3pvvh4eE2HOfvDrvxHh1NKHRUbNQx+vfvf4892YxA0ggcOHBAtKqzo2m/VKlSjrsu3Tq/J5zfKy4dnIQ76Wdd/vz55fHHHzef4zp3Xejk3Llz8tlnn0m5cuXiHJ0uJrN//36TIK9VWePS9LpBK+keO3bMLE6j59fv1djaokWLYtvFPq5VenUBm7Vr15ok77slL9ud79LR65a2bdvKpk2bZO7cuZItW7a77BX/TXqt6mr76KOPXL7e+fHHH028sY2t1221atWSyZMnm+dBq9mfPXvWVP7W6t+avK0/M+h3tn6eP/DAAzGG1Ocutvb3Yxz7h4SE3DWZ3PG44zYuRo5j7nWrCXe6IMGuXbtMkrcmo8a1FSpUSEaNGiW//fab6LWovq/i03TRrYULF5oK83GpoK6v4RYtWphrYF3USVtCjFw51pV9nA3i87OI8/F/7+vzpItyaJJ3/fr143TdWbFiRfP61Yr297qedz6f7uPK55DzMffrO39H6GIigdIqVaoks2fPFk3ofvPNN8X5ejgsLMws7KTfH5oAru9HGgL+JvDSSy/ZKenCaFevXrX3va2T7K8M9GhvC4p4EEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAX8T0GQGR0LrU089ZZIb/G2Ovj6fQ4cOmWSNU6dOmaRvTfzWf5cvXxZNGs2TJ49o8q/jn1YIjkuVbld9tNrjn3/+KRcvXjS3V65cMQkRmoii/zQWTRDLnDmzq0N6dD9NPNLEgG3btpl/muiu2zSJIl++fCZWTZ5v0KCBid+jwQTg4JcuXTLJc/ocnD9/3iQKakKYJiBpdT5NWtLkLv1XtmxZ8/oNFKY7d+6I+uh7Sf/pfU0c0sQWfS9pAlHevHlNkrkrSUeJ5Xbw4EEpXry4OV2xYsVE77va9H2oSf+ONAFNqqxRo4arh7MfAh4T0PefLoiiiaraHEl/muAal1azZk1Zt26dOUQXctD77mr6fa+fGe5umoCq1w76ueOpptcOmnitScFa4VmTXzWxTxOG9XpBF3fRz7sqVapItWrVzEIQf49Hr390//s1HUer+can6fWMJnvrP60aq4nMmtx+48YNkyCrcWoC9yOPPGJi1GuH+CZ06/VbbHPRhMe4JJKqT0REhEtT1+fbeSEClw6K406aLK3P9f3akSNHRPe7Wzt58mSs87nXsXcbL67bNPF2w4YNsnLlSrNojV7D6D/9vtZrSH1+9J8uHKOfHfXq1Utwpfq7xRgVFWUWHtLPJv0O3b59u02s1wVh9FpWr6dq165tFmH6+2tS56Gvt/u1e71v9PWkz8P9msYQ18WwNPFf53W/pp8H8Ul41vetLkilVo6fmfS6U99L+rrX50s/Y/TnXb2GcW6xvYf0+0Ct3dV0AYD333/fDKeV3vV+IDb9LJwzZ45J6t69e/c/CHSRiTfeeEPq1q37j8fYgICvCpQuXVr27dtnwtfPgT59+njlVEju9sqnhaAQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQMCQ9hAEAABAAElEQVTfBDSRRZMStGlywKpVq/xtiswHAQQQQMANAppYplUXtVWoUEF27NgRp1E7duxoKgE7jtfxvCl5PU6TYWe/EdDEOkc1eU0q1gUpNPEmrq1p06ayZMkSc5gmMzdr1iyuQ7A/Aokq0LlzZ7l27dp9z/nkk0+Kfna72rQ6uC4ydL+miwpo4rFWQKchEIgCXbt2lenTp5upT506VfR+oLfly5fL6NGjZfXq1f+gqFy5sgwaNEgaN278j8fYgICvCUyZMkV69uxpwi5atKhZLMsbfx4K8jVY4kUAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQR8UUArtjmaVmWmIYAAAgggcDcB5+8I5++Ou+17t20jRoyQNGnSmId27twpX3zxxd12YxsCiSagFaQ1YczRBg8eHK/Ebj3e+T3h/F5xjM0tAt4moJ/D8+fPv++/AQMGSGRkpMuhDx06NNZ9CxYsSGJ3rErs4M8Czt8RWbJk8eepujy3Bg0amEXmdIGIdu3aSfLkye2xWo1dF5rQhSMWLFgg0dHR9jE6CPiaQPv27SVz5swm7MOHD8vKlSu9cgokd3vl00JQCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCDgbwLZs2e3U/rjjz9snw4CCCCAAALOAmfOnLF3c+TIYfuudvLlyycvv/yy3f3f//633Lp1y96ng0BiC2jlxBs3bpjTli1bVl5//fV4h5AtWzZ77NmzZ22fDgLeKlCuXLlYQ9PPfa1u70pbunSpLF68ONZdn3rqqVj3YQcE/FnA+TvC+Wdxf56zq3PTz6VZs2bJkSNHpHfv3pI6dWp7qCZ+t2zZUsqUKWMWCIqKirKP0UHAVwRCQkKkY8eONlyt5O2NjeRub3xWiAkBBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBPxOIE+ePLYylv6hOYl2fvcUMyEEEEDALQLHjx+34xQoUMD249LR5FlHIpNWTZ44cWJcDmdfBNwmMHv2bFmxYoUZLygoSKZOnWqvh+JzEuf3hPN7JT5jcQwCiSFQrVo1l07zxhtviP67efPmXfe/c+eODBkyRJo2bXrXx/++sW3btn/fxH0EAkrg2LFjdr7O3x12Ix1RF71G/P3336V///6SNm1aq7J371559tlnpWTJkjJz5ky5ffu2fYwOAr4g0KNHDxvmkiVL5PTp0/a+t3RI7vaWZ4I4EEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEDArwWCg4PNH0/rJKOjo+XgwYN+PV8mhwACCCAQP4EDBw7YAwsXLmz7celkyJBBBg8ebA8ZOXKkXLp0yd6ng0BiCPz5558xqsi/+OKL8uijjybo1AULFrTHHzp0yPbpIOCtAh06dJAcOXK4FN6oUaMkV65c0rVrV5NwOWfOHHnvvfdExyhdurQMGzZMNMk7ttaqVSspX758bLvxOAJ+K3Dt2jX5448/zPxSpEghefPm9du5umNi+rkzevRo0QWBBg4cKHod6Wj6Xdu5c2cpVqyYaPXjiIgIx0PcIuDVAiVKlJAaNWqYGHVxAl1gyNtasr9+ORjtbUERDwIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIOCPAs2aNZOvv/7aTE0rWWolLBoCCCCAAALOAprAt2/fPrNp69atUrlyZeeHXe5HRkaaZEBHAmy/fv1kzJgxLh/PjggkVKBTp07y6aefmmG0OqhWAU2XLl2ChtXqoo5FDzRh9uzZswkaj4MRSAyBSZMmiS5ukBgtc+bMsn//fsmZM2dinI5zIOCVAnr9VLVqVRNbmTJl5JdffvHKOL01qMuXL8uECRPk/fff/8fiQPny5ZMhQ4aYhG9dwI6GgDcLzJ07V9q2bWtCzJ8/v6lS702vWyp3e/Orh9gQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQMCvBJwr6G3evNmv5sZkEEAAAQQSLqDJNJqUpy158uSiCUnxbVqp8t1337WHa3KhJsbSEEgMgVWrVtnEbj3fRx99lODEbh1HK3dnzJhRu3Lu3Dle00aC/3i7QO/evWXEiBEeDzNt2rSiiWwkdnucmhN4uYAmdztauXLlHF1uXRTIlCmTDB48WI4dOybvvPOOZM+e3R558uRJ6d69u1lAaP78+ULdYUtDxwsFnnrqKfv6PXHihHz77bdeFSXJ3V71dBAMAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgj4s8Bjjz1mp/fdd9/ZPh0EEEAAAQRUYPXq1TZJRhcECQkJSRCMJjRUq1bNjBERESEDBw5M0HgcjIArArdu3ZJevXrZXZ955hlp1KiRvZ+QTrJkyexrWsdZs2ZNQobjWAQSTUA/f7UKrr6GPdGyZctmvkPq1avnieEZEwGfEnD+bqhevbpPxe5NwaZPn17eeOMNOXr0qIwdO1Zy585tw/v111+ldevWUqlSJeF3G5aFjpcJpEyZUrp06WKj+vjjj23fGzokd3vDs0AMCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCAQEAL6h+WOapMHDx6UHTt2BMS8mSQCCCCAgGsCc+bMsTs2bNjQ9hPSGT16tD183rx5sn37dnufDgKeENCK8YcPHzZDZ86cWcaPH+/W09SvX9+O5/yesRvpIOClAn369BFNLEuTJo1bI2zVqpX5uaJy5cpuHZfBEPBFgUuXLsmKFSts6HXr1rV9OvET0MWGXn75ZTly5Iip5K3f7Y6mv9PQRSVq164tP/zwg2Mztwh4jYBWmncsrLJs2TL5448/vCY2kru95qkgEAQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQ8HeB1KlTS8uWLe00P/jgA9ungwACCCAQ2AInTpyQJUuWWIR27drZfkI6VatWFU380xYdHS2vvvpqQobjWATuK6CJX5rc7WjvvPOO5MiRw3HXLbdPP/20BAcHm7HWrVsnumAODQFfEejWrZucPHnSVMF98MEH4x22vgdq1KghGzZskNDQUHnggQfiPRYHIuBPAjNmzJCIiAgzJb0GKly4sD9NL0nnogtTaCXv3377TV5//XXRpG9H02rpusCE/r7jwIEDjs3cIpDkAkWKFJEnnnjCxBEVFSWfffZZksfkCCDZXz+cRTvucIsAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggg4FkBrWblqKqXIkUKk5BUsGBBz56U0RFAAAEEvF7gxRdflEmTJpk4a9WqJatXr3ZbzFpFuVSpUhIZGWnG/Prrr6VJkyZuG5+BEHAINGrUSLQqorZKlSrJli1bJCjI/XUJmzVrJvo61talSxeZNm2a6fMfBHxJQFO6NCFy1qxZcujQITl69KicOXNG7ty5849ppE+fXrJnzy7VqlUTfZ9pBfssWbL8Yz82IBDIArdu3RJN5Dx16pRhmDp1qnTt2jWQSTw6d/28GjZsmKjz7du37bl08YmOHTvKW2+9Jfnz57fb6SCQVAKffvqpdOrUyZy+ZMmSsm/fvqQKJcZ5Se6OwcEdBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAwPMCmrS3du1ac6KnnnpKvvrqK8+flDMggAACCHitwN69e6VcuXI2MWblypVSt25dt8b70ksvycSJE82YmtSwe/duW/3YrSdisIAVWLBgganYqQCa0K0L2lSoUMEjHpo0rkmu2jSJbPv27fLII4945FwMikBiCugiHCdOnJDz589LunTpJGvWrOafLgpFQwCB+wu8/fbbMmjQILNT3rx5TYXplClT3v8gHk2wgC4ipO7z5s0T5zrEqVKlkr59+8q///1v0QUqaAgklcD169cld+7cEhYWZkLQ68gqVaokVTj2vO5f/sgOTQcBBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBA4G4CI0eOlGTJkpmHNBEqNDT0bruxDQEEEEAgAAQ0kU8rDzsqHuoCIO5O7FbGwYMHS8aMGY3o/v37ZcaMGQGgyxQTS0CTZjSBy9F69erlscRuPUfVqlWlYcOG5nRRUVHy/PPP28r0jhi4RcAXBTSJu3DhwlK5cmUpXbq05MqVS0js9sVnkpgTW0CvbfTnbEfTZGMSux0anr0tWrSofPHFF7Jr1y5p0KCBPZlWUh81apQ8+OCD5rrTOfHb7kQHgUQQSJs2rbRu3dqeyVt+DiK52z4ldBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAIHEEdAKQZrI52jdunWTAwcOOO5yiwACCCAQQAL9+vUzFY51ypqENGnSJI/MPlu2bPL666/bsYcPHy4RERH2Ph0EEiIwbNgwU21Yx8iZM6do9VRPtwkTJohWBdW2Y8cOeeWVVzx9SsZHAAEEEPBCgWvXrpnEzZs3b5roKlSoIN27d/fCSP07pHLlysmyZctk3bp1Maoi//HHH+b3H48++qhs2rTJvxGYndcKOP8Obu7cueL4vEjKgEnuTkp9zo0AAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgErMHbsWNEKV9quXr0q9erVk2PHjgWsBxNHAAEEAlFgxIgRMZK5tbphyZIlPUbRp08fk3irJzh+/LhMmTLFY+di4MAR+PXXX2XcuHF2wu+9955kypTJ3vdUR6+j9D3jaJrsreemIYAAAggEjoBWh27evLns3bvXTDokJEQ+++wzCQoibTKpXgX/+te/ZMuWLTJnzhzJnz+/DWPnzp3y2GOPybPPPmsXhLEP0kHAwwLVq1eXYsWKmbPo7+AWL17s4TPGPjyfUrEbsQcCCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCDgdoEMGTJIaGiopEuXzox94sQJqVq1qugfPNMQQAABBPxbICoqSvr27StvvvmmnWibNm3MNrvBAx1NeBo4cKAdeeTIkV5Rtc4GRMcnBfS1HBkZaWJ/4oknpH379ok2D12woFWrVvZ8r732mnlfRUdH2210EEAAAQT8U+DixYtmkbTVq1fbCU6ePFlKlSpl79NJOoG2bdvKgQMHZMiQIZImTRobyBdffCElSpSQoUOHSnh4uN1OBwFPC3To0MGeYvbs2bafVJ1kf12wcsWaVPqcFwEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEAl5g7dq10rBhQ9GKY9pSpkxp/si5f//+kiJFioD3AQABBBDwN4F9+/ZJly5dZNu2bXZq9erVkyVLlpjvALvRQx39vtGKxydPnjRn+M9//iOvvvqqh87GsP4u8M0330iTJk3MNIODg80iNQ8//HCiTltf040aNZI1a9bY8+p7atq0aZIvXz67jQ4CCCCAgP8IrFq1Srp27SrHjx+3kxo1apToIh807xPQxez0uZk7d26M4LSyt16LPvPMMzG2cwcBTwj89ttvUqRIETO0/r7tzJkzkjVrVk+cyqUxqdztEhM7IYAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAp4RqFmzpqxcuVKyZMliThARESEDBgyQBx98UCZMmCCnT5/2zIkZFQEEEEAg0QTu3Lkj69evF60WV7Zs2RiJ3U8//bQsXrw4URK7dcKpUqWSQYMG2blrIlRYWJi9TwcBVwX0mqVfv3529+7du0tiJ3bryfU1/fXXX8uTTz5pY9FrK72W0oULDh48aLfTQQABBBDwXQG9nlq3bp35vK9bt65N7A4KCpIxY8aQ2O3FT60mcWvF7g0bNkiFChVspJr0rRW+H3/8cfnpp5/sdjoIeEKgcOHCUrVqVTN0ZGSkfPnll544jctjUrnbZSp2RAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBDwncPjwYWnfvr1s3br1HycpVaqUVKpUSUqWLCkFChSQnDlzSqZMmSRt2rQmGTB58uSif9CeLFky8+8fA7ABAQQQQMAjAtHR0aKJRlFRUaIJAuHh4XL16lW5ePGiWZzjyJEj8ssvv8jmzZvlypUrMWLQhNRhw4aZ5FP9/E7MprGWKFFCtHqdtqFDh8rgwYMTMwTO5QcC7733nk2ky5w5s0mizpYtW5LNTN+HunCBVgDVvnPT1/sTTzwh5cqVM5Xr8+bNayo1ZsyYUVKnTu28K30EEEAAgSQU0OuqGzduyOXLl+XcuXOiyb8HDhyQnTt3msTu8+fPx4guR44cMm3atBgLfMTYgTteJ6DP8cyZM2XgwIFy9uxZG19wcLD06dNHhg8fLiEhIXY7HQTcKfDBBx9I7969zZDVq1eXjRs3unP4OI1FcnecuNgZAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQ8JyAJiLpH5qOHDkyxh85e+6MjIwAAgggkBQCjRs3Fk2M1UU7kqp9/vnnppK4nl8TXH///XfRBF0aAq4IaDJWsWLFbNX38ePHy0svveTKoR7fRxfK0Vi2b9/u8rl0oRxNKmOxHJfJ2BEBBBBIsIAukqPNsVjO7du3/7E4x71Oop/ZujiaXk8l5cIi94qP7bELhIWFmURuvYaIiIiwB+iCdhMnTpSmTZvabXQQcJeALhCRJ08e0c8bXWBLF7sqWLCgu4aP0zgkd8eJi50RQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABzwtopbLZs2dLaGiofP/993Lr1i3Pn5QzIIAAAgh4VCB//vzSrFkz6dixo1SsWNGj53JlcK2a+NBDD8n+/fvN7gMGDDCLi7hyLPsg0KVLF5kxY4aBKFWqlPz888+iCdLe1JYuXWpi/Pbbb+XmzZveFBqxIIAAAgjEUyB37tzSsmVLU3m3ePHi8RyFw7xJ4PDhw/LCCy/Id999FyOsFi1amCTvvHnzxtjOHQQSKqALben1oTZdXFF/DkqKRnJ3UqhzTgQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQMBFgfDwcFN5cvfu3XLo0CE5efKkaKWhK1euiCaBa4UrrTikSXpa8cxR/czF4dkNAQQQQCABAlrtTSv9avXIFClSSKpUqSR9+vSmArZWhNOEbk18rVChghQpUiQBZ/LMobqISJs2bczgadOmNZXrcuTI4ZmTMarfCOzatcssUOC45tBkrDp16njt/HSRHK3mrZW89+7dK8eOHZPTp0/LxYsX5erVqyyi47XPHIEhgEAgCuh1VZo0aSRTpkySNWtWyZcvnxQuXFjKlCkj1apVk9KlS5tqu4Fo4+9znjNnjrz88sty7tw5O1W9rn777bflxRdf5Hm3KnQSKqCLKT733HNmmIcfflh++umnhA4Zr+NJ7o4XGwchgAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIODbApqcW758eZvQ0LdvXxk3bpxvT4roPS5Qs2ZNWbdunTmPVqNftGiRx8/p6RNERkaahXJYLMfT0oyPAAII/E9AF8nR5lgsJ3ny5GbBnP/tQS/QBC5duiSvv/66TJ06NcbCdRU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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(\"./_static/oop_modelling_diagram_v3.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If there are multiple instances of the [Photosphere](photosphere.rst#xpsi.Photosphere.Photosphere) class, and multiple instances of the [Signal](signal.rst#xpsi.Signal.Signal) class with a one-to-one mapping, the parameter set would assume the following form:\n",
    "\n",
    "* coordinate spin frequency\n",
    "* (rotationally deformed) gravitational mass\n",
    "* coordinate equatorial radius\n",
    "* distance from Earth\n",
    "* inclination of Earth to stellar rotation axis\n",
    "* ``photosphere_1`` (non-optional):\n",
    "    * coordinate rotation frequency of a mode of radiative asymmetry assumed to generate the observed pulsations\n",
    "    * subvector of geometric hot-region parameters (e.g., spot centre colatitude, spot angular radius, and so on) and a parameter controlling the surface local-comoving-frame radiation field *within* the region boundaries\n",
    "    * (optional) subvector of additional parameters controlling the surface local-comoving-frame radiation field *within* the hot-region boundaries (e.g., pertaining to ionisation degree or composition)\n",
    "    * (optional) subvector of parameters controlling the surface local-comoving-frame radiation field *outside* the hot-region boundaries\n",
    "    * subvector of fast parameters for the phases of the hot region(s) relative to some fiducial phase\n",
    "* $\\ldots$\n",
    "* ``photosphere_n`` (optional):\n",
    "    * coordinate rotation frequency of a mode of radiative asymmetry assumed to generate the observed pulsations\n",
    "    * subvector of geometric hot-region parameters (e.g., spot centre colatitude, spot angular radius, and so on) and a parameter such as an effective temperature controlling the surface local-comoving-frame radiation field *within* the region boundaries\n",
    "    * (optional) subvector of additional parameters controlling the surface local-comoving-frame radiation field *within* the hot-region boundaries (e.g., pertaining to ionisation degree or composition)\n",
    "    * (optional) subvector of parameters controlling the surface local-comoving-frame radiation field *outside* the hot-region boundaries\n",
    "    * subvector of fast parameters for the phases of the hot region(s) relative to some fiducial phase\n",
    "* ``signal_1`` (non-optional):\n",
    "    * (optional) subvector of fast nuisance parameters associated with interstellar processes\n",
    "    * (optional) subvector of fast nuisance parameters associated with instrument response\n",
    "    * (optional) subvector of fast nuisance parameters associated with background processes\n",
    "* $\\ldots$\n",
    "* ``signal_n`` (if matching ``photosphere_n``):\n",
    "    * (optional) subvector of fast nuisance parameters associated with interstellar processes\n",
    "    * (optional) subvector of fast nuisance parameters associated with instrument response\n",
    "    * (optional) subvector of fast nuisance parameters associated with background processes\n",
    "    \n",
    "where $\\forall i\\in[1,n]$ ``photosphere_i`` and ``signal_i`` share an identification ``tag``.\n",
    "\n",
    "Most model parameters that are *not* associated with ``Signal`` instances are considered *slow* parameters; see the interlude below for definition of *slow* and *fast*. An example of a *slow* parameter is the gravitational mass, whilst examples of *fast* parameters are the initial phase of the photosphere and the distance (from Earth) to the star."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Yet another paradigm is that the same signal yielded by integrating over the photosphere is operated on by multiple instruments (on different telescopes or the same telescope, or some on one telecope and others on other telescopes), and because these instruments are synergystic probes of the physical signal-generating process, we aim to jointly model the data from those instruments. This can be executed as follows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(\"./_static/oop_modelling_diagram_v4.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here the signal from integrating over the image of the ``Photosphere`` instance is relayed to all ``Signal`` instances for instrument operation and likelihood function calculation. The signal relayed is always encapsulated by a 2D NumPy array with photon energy increasing with row (zeroth dimension) and phase increasing with column (first dimension). Even if an integrator (extension module) is called that assumes time-invariance of the image of the ``Photosphere`` and thus returns a single spectrum, that spectrum is encapsulated by a 2D NumPy array. Specifically, an ``Elsewhere`` instance returns a spectrum which is added to the spectrum at each phase generated by the associated ``HotRegion(s)`` instance. The user can then completely phase-average the signal (thus generating a single spectrum) for comparison to an instrument whose registered (and pre-processed) data is a spectrum. For instruments that register time-resolved data, the user will usually integrate the signal phase intervals (bins) for likelihood function evaluation. The phase-resolved and phase-averaged data can be jointly modeled."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, one can use ``Everywhere`` instances to model the surface radiation field everywhere, but these instances cannot be used in conjuction with ``HotRegion`` instances nor ``Elsewhere`` instances to constitute the same ``Photosphere`` instance. An example of this paradigm is as follows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(\"./_static/oop_modelling_diagram_v5.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that here we chose to return to the notion of time-evolution between ``Photosphere`` instances, instead of using multiple ``Signal`` intances operating on one ``Photosphere`` instance."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Interlude: fast and slow parameters"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A subset of model parameters are *slow* because varying those parameters requires *likelihood* re-evaluation, and the compute time required to perform that re-evaluation is slow *relative* to re-evaluation when varying only a distinct *subset* of the model parameters: the *fast* parameters. In general there can be multiple subsets of parameters forming a *speed hierarchy*; see [A. Lewis, \"Efficient sampling of fast and slow cosmological parameters\" (arXiv:1304.4473)](https://arxiv.org/abs/1304.4473).\n",
    "\n",
    "X-PSI, during developement, supported the use of the nested sampler PolyChord, whose internals require that parameters forming a speed hierarchy are ordered in subsets (or blocks) from *slow* to *fast* in an array passed to a ``likelihood`` callback function (if one wishes to exploit a speed hierarchy that is). Thus the ordering of an array of parameter values passed to a general instance of the [Likelihood](likelihood.rst#xpsi.Likelihood.Likelihood) class was of crucial importance. During development, we opted to support the nested sampler MultiNest instead based on the nature of the sampling problem (dimensionality and likelihood evaluation expense).\n",
    "\n",
    "However, until X-PSI ``v0.3``, a convention for parameter ordering for likelihood evaluation was imposed, with two basic speed grades. In ``v0.3``, however, we do not adhere to a speed hierarchy for lack of an application at present, although with some added sophistication this can be supported."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For the analysis in this notebook we consider all data $\\mathcal{D}$ to be drawn from a joint sampling distribution whose dependency on *slow* model source parameters is expressed in terms of a *single* pulse signal. The justification for such an assumption is that we are performing parameter estimation given a synthetic data set for a model *pulsar* with a stable (effectively non-evolving) surface radiation field, with any quasi-periodicity arising solely from relative orbital motion of source and telescope. The synthetic data is intended to emulate detection of photons over a long observing run, after which the photon incidence events are phase-folded during a pre-processing phase.\n",
    "\n",
    "This parameter estimation excercise is not *blind*: we know the parameter values injected to generate the synthetic dataset we will later load into a custom container."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We do not need to subclass data container, but you can if you wish. X-PSI is designed this way because there is a clear common usage pattern that can be concretely implemented whilst preserving the freedom and the scope of applicability of the source code. The container instance will be available as an underscore instance method of [Signal](signal.rst#xpsi.Signal.Signal), and thus available in a derived class where we will later write code for likelihood evaluation.\n",
    "\n",
    "Hereafter we will write our custom derived classes in the notebook itself, but in practice it is best if your derived classes are written in distinct modules within a project directory, so they can be imported by a script for use with an MPI command within a shell (because in general we want to exploit parallelism for expensive likelihood evaluations)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let us load a synthetic data set that we generated in advance, and know the fictitious exposure time for:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Setting channels for event data...\n",
      "Channels set.\n"
     ]
    }
   ],
   "source": [
    "settings = dict(counts = np.loadtxt('../../examples/examples_modeling_tutorial/model_data/example_synthetic_realisation.dat', dtype=np.double),\n",
    "                channels=np.arange(20,201),\n",
    "                phases=np.linspace(0.0, 1.0, 33),\n",
    "                first=0, last=180,\n",
    "                exposure_time=984307.6661)\n",
    "\n",
    "data = xpsi.Data(**settings)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's take a look at the data that we aim to model. First we define some settings and helper functions:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "rcParams['text.usetex'] = False\n",
    "rcParams['font.size'] = 14.0\n",
    "\n",
    "def veneer(x, y, axes, lw=1.0, length=8):\n",
    "    \"\"\" Make the plots a little more aesthetically pleasing. \"\"\"\n",
    "    if x is not None:\n",
    "        if x[1] is not None:\n",
    "            axes.xaxis.set_major_locator(MultipleLocator(x[1]))\n",
    "        if x[0] is not None:\n",
    "            axes.xaxis.set_minor_locator(MultipleLocator(x[0]))\n",
    "    else:\n",
    "        axes.xaxis.set_major_locator(AutoLocator())\n",
    "        axes.xaxis.set_minor_locator(AutoMinorLocator())\n",
    "        \n",
    "    if y is not None:\n",
    "        if y[1] is not None:\n",
    "            axes.yaxis.set_major_locator(MultipleLocator(y[1]))\n",
    "        if y[0] is not None:\n",
    "            axes.yaxis.set_minor_locator(MultipleLocator(y[0]))\n",
    "    else:\n",
    "        axes.yaxis.set_major_locator(AutoLocator())\n",
    "        axes.yaxis.set_minor_locator(AutoMinorLocator())\n",
    "        \n",
    "    axes.tick_params(which='major', colors='black', length=length, width=lw)\n",
    "    axes.tick_params(which='minor', colors='black', length=int(length/2), width=lw)\n",
    "    plt.setp(axes.spines.values(), linewidth=lw, color='black')\n",
    "\n",
    "def plot_one_pulse(pulse, x, label=r'Counts', cmap=cm.magma, vmin=None, vmax=None):\n",
    "    \"\"\" Plot a pulse resolved over a single rotational cycle. \"\"\"\n",
    "    \n",
    "    fig = plt.figure(figsize = (7,7))\n",
    "\n",
    "    gs = gridspec.GridSpec(1, 2, width_ratios=[50,1])\n",
    "    ax = plt.subplot(gs[0])\n",
    "    ax_cb = plt.subplot(gs[1])\n",
    "\n",
    "    profile = ax.pcolormesh(x,\n",
    "                             data.channels,\n",
    "                             pulse,\n",
    "                             vmin = vmin,\n",
    "                             vmax = vmax,\n",
    "                             cmap = cmap,\n",
    "                             linewidth = 0,\n",
    "                             rasterized = True)\n",
    "\n",
    "    profile.set_edgecolor('face')\n",
    "\n",
    "    ax.set_xlim([0.0, 1.0])\n",
    "    ax.set_yscale('log')\n",
    "    ax.set_ylabel(r'Channel')\n",
    "    ax.set_xlabel(r'Phase')\n",
    "\n",
    "    cb = plt.colorbar(profile,\n",
    "                      cax = ax_cb)\n",
    "\n",
    "    cb.set_label(label=label, labelpad=25)\n",
    "    cb.solids.set_edgecolor('face')\n",
    "\n",
    "    veneer((0.05, 0.2), (None, None), ax)\n",
    "\n",
    "    plt.subplots_adjust(wspace = 0.025)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now for the data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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6zQPvRptrha5VZ9xwgVml+m8VvvYNQnudpqWBkYJMCFUns7ZwNRpa+253WmqvLi4Kujmkbj4ykQ8wNQoperGM3OlHzwMNa9RpzkcTLBRKwkbdNG1S85VJQWYgpCATQsXwa9eiQ0CLPomM5DFTxxJrRtN3ePXZzdZJK7CW/jWTgjqYeqHcI43GuNi35hysE3tPKUQLedEpDZJ6kYLMQFEFDVXw0VAWLn0sNdOwBC7q8X4g0c6+wxsVpRIpWKlh7HUqKVKghr5XF8Tic9poG63+CJGZEG9QpCATQtSDJla9qvUdnexLbR9rslD6j7zuBepDQBU64/KT6Cr/WM2ZmmNHeeDJzrJilJCKfi3V8hBxoek6cWNfkfSRGRgpyARQdTegPmCidzGx1MtUFButoobdaouuvjtVb3P1IVD9fPU5r45d+11lrYlAtEAbPed1gbY6eqJDbc6rWkLdVJ7UiRRkkiRJkqQfZB6ZgZCCTADVdw/qDilWXRrpgBdtioo0EYA6fu13qhux+Y1itQK6FjKyhpbWXr1f9YR70Zo/RTMXqy3WNSz9uGc9TUsDIgWZAKJUytGqZM3GrT3sohd1vT5QfaIU4iOo1HkQ5+wbbeZS0cejCFaxY9cFjVhBKdLZN/5apgAyzKQgE0K1xS56IYq0cYcXoBuEs96qxD3A6qQ5K9DmTXx9o+rUSUCNpm73lLZZUQWTWM1cX8pJpLPvwEhBJoDqC0Bs9EnkAyZ+EVWvjZq8K64Kc3wtpFjHxNiHQN3MbqqwX3386hyOrDq+FuI3WgrRG5s+zcv0kRkIKcgEEGX/1XMjxEWIRO949GuoahHiBLGmmAitI2Zg1qmT8BAnOEC88KD6YilEa5PUa2NqBJhkbq7TnEyGnRRkAqi6I493UI1zeIuv7Bu724xEFUyid4+6b1WckKcLtPVxUC36r34to8fSEP17NEFDL4Ux3Bme++Tsm742AyEFmQCq7sjja+ZE2qGjd1TDqzaP92Wq225WMbvFatrqdG0itTegCybRvljab1u337UP642TpqUBkYJMAFUFlOgQRHUhUopSRu+o9N1mbHJBjfo8TA8P9dHkqRqcSOITUtbNAVbRyMRu4hqiNloVCiMws5cAvw2cXB76BvBGd/9Y+b4BrwNeBBwLfBl4ibt/o6ePY4G/Bn6pPPQR4KXufmdPm0cCfwP8LHAHcBHwBvf66cmqkoJMAJVNS/LNFmvPj0zDry5c+m4z1jlYQ3vA6EKb1Fyumh6pNYlOk6/7SsX5pdRN2FeX+0iNcVMsx9DpzkntB7axWV/U0k3Aq4HvUEiFzwf+ycxOcfevA68CXgG8APgW8CfAFWb2UHffV/bxfuAk4Enl3+8GLgX+G4CZHQNcAfwb8DPAw4D/BRwA/nI9gx8kKcgkSZIkyXpZp2nJ3f95yaFzzex3gNPM7FrgZcCb3P1DAGb2fGAX8GvARWb2cAoB5gx3v6ps89vA50th51vAc4EJ4PnuPg1cZ2YPA15uZucPq1YmBZkAqu7ydGe6WGfAjmu7HoV4+3y9dvoK0b4OavQJodot7bpHmwjUaxPv11ad6LFEauY6rkbqRUcl1gsrYut/FZgCvgg8ENgGfHKxjbtPm9m/AadTmIdOA/aX7Rf5AoW25XQKLc5pwOdLIWaRy4E3UJi0bog5o1hSkBkgsg+LKpiI6liF+gkO9fGN0FHHHhkWqz/AFBOm6sOijj3aZKEQHU4dHbWkCpEKLpeqiEUW9pdl1RIFW8zs6p6/L3b3i+81jsJ/5SpgjEIo+WV3v9bMTi+b7FzykZ3AieX/twG39WpV3N3NbFf53mKbm5bpY/G9FGQSDVlLERgOCdrNrO8Goxeu6ErDcenXTbwNox0TI3ezkQ7oEK/dUoh2aO0Sq32q07VUia8MvgIrm5Z2u/upFXr4FvAoYCPwK8B7zOxx/RnckUsKMgFUXTBUYSA8Nb2QCbg/O5iVqdtOvE6qat1MFxvyrPQfHZJcp5o5qsZE3qgckVqN5VGvTbS2Kgp3nwP+s/zzGjP7GeAPgD8tj20FftDzka3AreX/bwWONzNb1MqUkU4nLGmzdcnXbu15byhJQSaAqjdF9EIX2X+8EKaZICJNBNGEP8DCsyorfUfvlIc3yql2gknkuap9B7ug9uVcnYiEeA1glMLkcyuwHfgqgJmNAY8BXlm2vYrCp+Y07vaTOQ2Y7Pn7KuDNZjbm7jPlse3AzcD3+j34w0UKMgMk2lQUSfwDKdY5uE7XUiXcOTjQ2TfaUdnDQ9+rh/U2xFIVug9LrM9c5D0SPZbBCIW+rqglM3sT8DHgRmADRTTS44Cnlr4ubwP+2My+CXwbeA2FH837Adz9ejP7BEUE04vKbi8CPlpGLFG2fR1wiZm9EXgI8EfAecMasQQpyCRJkiRJHdgG/F35717g68CT3f3y8v23AOPABdydEO8XenLIQCH8vIMiEgmKhHi/u/imu+81s+1lH1cDeyjyx5wfdE6HhRRkAtATVVVD1eBE7tzrptFQr3lkOHi4PV908lTRTVcx44C1OJWrpiV13lTXVkVrWFStpepHFulvFLVGLhJ9D67I+vLIvOAQ7zuwo3yt1GYP8OuH6Oda4LHyAGtMCjIBVK0i3Q3M2wLxi4WCnJU4MPQTYlXb0dddFTSic/hEIoeCqxXiZV8vwbE5eA5To5w2oF3LaNNPw1ShrQ+bA2e9mX2TNVKfJ90RRJSAEv0Ai/Tcj1/UNaIdraW+g/17opPEKcgPmOAHXrQPjtT3UeTnFT32vggmydCQgswAqV2UwhCHT0Y/BJRroyeg08betDGpvUrkb6U+YNTfSdW0qfNMNc8oyBuJ8Ege0ewmtY41kzcb2j3S7VfUY1a/HggpyARQ9SaK3jXUaScu73zVEgXB4eDKAy9a2xM9byJzcETPg/Akk8KSqf5O0cJ7NMq1jxY4B6Ld8vVFLSVrp14qgSRJkiRJEoHUyARQdScWvWuIVK/WSQOylv7VaxPpWBke5dTVNANqVJQynuj8Ifo8UE1FSs6c6OVVXT/U8aj3ePW2qq9U3RybVySdfQdCCjIDJD5JXKTzrrYQdYl9gDXlhVGjbmp8hWjHSsW0FB5JJ4eCq9emPvNA9hsJXm9i61Zp7WWHeFHYX5HhzSk31KQgM0CGOUohOnQ8WnBoNFSNT/W2dctCqkfm1Kfmj66tEgVscR4r52qiUKVqTHRt0vCG7eubsny0HU3krx1A1Ru6EZygSo46EBbeTnfm0I0OI9GmLuVaqg/HOuX7WQuKZkA16VmwI3SdIgfrJryrWgpF8NGroMdqXPviLuqks++AGO4VNEmSJElqQUYtDYoUZAJoNqvtOnW7bJzzXdE+ztchfLcpjyc2n4nWt1r8T9OGyeUbQk1R6jxQzSFa79FaTq1v1ZQTNJA1osyz6DIbuimqPpq5RCcFmQDq4hiqP3wjE5tFR0zUJ4IjWsiLrsmjR8NEOnlGV/qOvDb1iriSaz+ppigln1Cwv5+pvlJ9S4hXj7X/aCMFmQCqLkjRznS6HVrYUQXfr6pNPFq7pYyn0xE1JrLj8fAulvGFFFXiIgGjH9aqZk4V3tV7SpnH0Q7o8ekYlvtS0rQ0IFKfliRJkiTJ0JIamQESvWuIrPkTrU3qW16HFYnLM1HVR+ruvlW1dqypKLK0RXSUUHRKg8jomYHlPukTym8bWYQV4mt0rUhqZAZCCjIhxNyk0cUIJWdfcUGvW4ZWfeGqPp54wURDNSk0QgWleiWgi/SpkYUq8dpE+8hE161SUK9NtD/QsmStpYGRgkwAUbs21fdC1Qy4K8m+1N2jmtlXjeSJE0wKhtehNVp40DR52kjincTjEq2p/j3R5RsiK3erRPt51SmZXxJPCjJJkiRJ0gc8NTIDIQWZAKKk++gidJE+MurYIyOu1tK/tnOPDgGO3m3Gjb9+O+W48VijPrWKINb3SSX6XONTGqz4xf3pJ5FIQSaAqircaJu1SmT/0fb8+PTu1ccfLThE5/CJFCLrVl8s0hdrYA/TPiEXpRSuTbTZrd2clNovdKal9km9qNedc4RQdQGom5040pExOpNn9ENAWdT7llxrBfSoqFiBWem/TvV+1tJeyd3Sl9wkfUR1xlU3H8o9KBcmHYZNXOaRGRgpyCRJkiRJP0hBZiCkIBNA1Z1JR6ySLO82g0MWFcLzh6i5UgJDpKND0+sW3q1ECulayNj8Q7rfWVyulOjSFuo9GFpfrEZjSYafFGQCqHrTRSfAUtX4kYtFpJC0NuqzkEYnRuxbsq8VUIQB2TdCvTbNOHMIwIKYAqFOhPsbCYJbdIkCda3sy/qUeWQGRgoyA0S9mdutCam9+oBUHnitYD8NlUjHRBjuZF/RjtZ16XstqIJJZC4WOZJO9TOJTrwo9F+3edA3H7sUZAZCCjJJkiRJ0gcyj8xgSEEmgCjtgxwpFFhpOFrDIucbEctxq1FUkRFd0REc0RWnI00K6u8Unn8o8FxbzXGpvYp7R2ofmR6i2RgVxzKvjUW89tHm1ySWFGQCqLogqTennsStXiGOCtG1UiLNOe2mZgJUF9FowSQyVX50eHSdUAVUVdDQnYnbUvtWQ2vf6c6GjcWE8ikwqFpLpGlpQKQgkyRJkiT9IAWZgZCCzABRdyUdr77jgdiictGq2DppEUAbz4KQNA107VCk6Qf03amUCC04ZLhOTqTR1aOjnXdV1PVM6lvUDqm++ZHO/Ek8KcgEUHUBizb9tCwuTLduKv/ozL51WuhUoS1SMAFNeJAjqERfLDWaLjK7drQfiIqe7kEbz2jrmMpt5zoHpL5V9CzG2m+1/Jdm+PWgSEEmSZIkSfpBFo0cCCnIBFB1J9MSdwHRUQejrQ2V2y4Ijn0A852DUvtoDYusURLWp2htVbSGRd2ddhaqa4hkE2DNok+U8aj3a+1MRaI5R9EotUXN2YJaNNK0CLD5bhaNHGZSkAnArFmpXVdUf6qCT8erjWMR5WaO9uuILi5Yp4iuaL8OdexqJeDQrMfBfiNy+HWgKUoVHKKjGFvBpTYU1LFE+2It+51AcB3gZAVSkEmSJEmS9ZLh1wMjBZkAqu4e5sWdL/KOTVNtK1EHct/9yNPQx/4ja72oae+jHVSj687UqbigSqRWwxqaRlTJwwJryQsTV14hGtW01FCTEfbD2TcZGCnIBNCp+CCoaoL6Ub/BC50qnCioY1EjONoNzSauRk1EmhRUVMFB9RuJrKNVp7pP0URuJNZC1XVpkWZgNW7VD6shZnhW6dtGKzUyAyEFmSRJkiTpAzXa7xxVpCATQFXtgOopP9KYlNqrOzBlp6/mmIgux6BeSzmpnAkmBTGdupwXRnWcVvPCBNbRijZbybWW1Og4E/pWk7iJjDarRxmCnlCzaZrWZD4wN4xahyp6vUnqRQoyATjVVMqqHTc6SkFRhatmseioIhU5tFQYv5w1OPg2jI4AU4iew+2WJuyrEVqRhR3V9WBBFN5lk6Qo+CjXpm6CQ1/8vNLZd2CkIJMkSZIk/aBe8tlRQwoyAVR12usGO7DpavnqGhlVdavXfdLU2tEmiLqVZIhEdchVIrqir/vcwj6pvXquCqr5tRmo7YG15JFRzTlChXix7wW1zlywtjupFynIBFA1ukhVU6tRSy6aCJRaKepYojNnRj8gu50405IqtEUnrFN9dqRioy72bZqgoQomdSp0KM8b0YdF9U9SkxEqwklH3QgNQ/FQdzxNSwMhBZkkSZIk6Qep2BkIKcgEUHWHHa1FkLUOwi4p2tSiJu9S88I00HbLisNspJM1xF97fd7E5ZGpmwlQypUiRkTNi4kUm61Y86uK0n9L1Captd2GzRRsZucAzwAeCswCXwLOcffretpcAjx/yUe/7O4/19NmFHgr8BxgHPgUcLa739TT5iTgAuBMYBp4P/CH7qK6tEakIBNAlL3V0CKFIuuTqKHdI00tmkQVTKIzwCrmH9U3QkUNGZYTL4r+CMp49OR8mvk1MqkjaA9INVpspFHdtAtrMDVXjKZcRDVdKevTfFcrIqvOYXWtVH3+VmTtlqXHARcCX6UI8n89cKWZ/bi739HT7krgrJ6/l95QbwOeRiHI3A6cD3zUzE5x944VF/Jj5XuPAY4D3lM8bRAIAAAgAElEQVR+50vXPPoBk4IMYGb3By4FTgAWgDe4+wcGO6okSZJkaHDW7CPj7k/s/dvMzgL2Ao8G/qXnrVl3v3W5PsxsI/CbwAvd/Yqefr4PPAG4HPgF4CeAB7j7jWWbVwHvNrNz3f2uNZ3AgElBpmABeJm7f83MtgHXmNnH3X1NGZ6q7trUHZVKpFo+Mn056FENaiVxPWdH9d9KdfJU54EekaHtxOXkY4IGStVS6GU51HkZp8FRtQLR59o07XeVIwEFjY+qYdHNr1r/0eUh1sAGoAHsWXL8DDPbBdwJfA441913le+dArSBTy42dvcbzex64HQKQeY04PpFIabkcmC0/PxnAs4lnBRkAHe/Bbil/P+tZrYb2AzEpapMkiRJjixW3k9tMbOre/6+2N0vXqWntwNfA67qOfYJ4B+BG4CTgTcCny7NRrPANqAD7F7S187yPcp/dy55f3f5uW0MKUeEIGNmjwX+kEKivC+Fau2SJW3OBl4J3Af4BoUG5vPL9HUK0FwisUpUtbeqYbfRKHZiuaKyqDFRNT5qkRM5+66gZVHDo9V5oO5O1TDayJwaciFT0a9D1Yap56rMS1XDomrCVK1DNMq1HBG1Qx1Tw7UH4yOzyiXY7e6nVunDzM4HzgDO8J6b3d3/vqfZtWZ2DYXZ6KkUAs5RyxEhyABTwHXAe8vXPTCzZ1FIuGcD/17++6+lI9UPetptLj//W+sZTKsxsZ6P9w315tSqGGsPX3XJjTa7qc7KiilKd1BVhbBYx0cVZTzRQtj8gqZElXM5CfNGdXBXTYaqeVSOehTnTVMQUmUhTFzL1GtTl6hpM/sr4NnA4939u6u1dfebzewm4MHloVspltotwG09TbcCn+9p8+glXW0pP7es780wMFwxaivg7h939z929w+y/Jx8OXCJu7/L3a9395dSmJJ+Z7FBGbb2T8Cb3P2LK32Xme0wM1/p1edTS5IkSYYBp3j6LPeqgJm9nSLa6Ex3/2aF9luAEyndIoBrgHlge0+b+wEPBxafaVcBDy+PL7KdIuT7mmojrR9HikZmRcxshMLk9NYlb32SwgEKMzPgEuDT7n7pav25+w5gxyrf51V3nXLhRXVXIqrxG43q/csqf3Es0VmPF8Qw4I6wZ1PNYiY6wKoaHNWsp4aPK/M4XJskbs3UFAXKPFbvEXU5lu9vWYOj/lbV+1c1bS0bk9qrmr92H7Tojmzh/hFmdgFFWPXTgT1l0AnAfnffb2ZTFM+dD1EILicDfw7sAj4M4O57zexvgbeUDsGL4ddfpwjbhuK59w3gvWb2Corw678A3jWsEUtwFAgy3K02W+rgtJMiJA0KVduzgK+b2dPLY2e5+7Vr+cKqN0V8/ZC4iAx1EZVrMwWbQ9QHmMK86COjovqBqD47ajSMQnT0iWryVE2MCmqtIhVdUIpVwCuCkrIxWAvyvBn8o/Ds8t9PLTl+HoUA0wEeCTwP2EQhzHwGeKa79xYYexlFFO5l3J0Q73mLu+syl8xTKXLWfIEiId77KPxHh5aB/3p1wN3/nSPEzJYkSZIMgEXT0lo+6m6HeH8aeOJqbcp2sxSJ7VZMblf6hf6iOsY6czQIMouhZVuXHN9KkHNT1Z2Jmqa7i+i8K+dWqV0uhcpER8Mo5pyWqBWIzoGjailUbZVipou+NtFE5htRzS1N8X4dsSmpfUM2fVe/p+QSIeJYZn2/1L5DfzRznl6SA+GI10KU9SOuoccBqmQ7dztAJUmSJEkyhBwRGpnSEepB5Z8N4CQzexRwR6lGOx+41My+QmEXfDFFvpl3RoynU1FzEl0QryXuerqCXKuOZWZBLfo2oFopK6D8Vmr2WsScPCrqb6U6Qiv9qz4pquO0XlxQzDAraPLUTLqq9ilao7uOukEVuhbXPnEtU/0JD0MemSSQI0KQAU7lnqmVzytf7wFe4O6XmdlxwGsoEuJdBzzF3b9/2EeaJEmSHHmsw0cmWR9HhCDj7p+lqN65WpsLKTy1w2lbxaglYpO+qVFRiu/FfFeLhFEjOGR/AXF3qmrD3AIjwKLDrzvaPGgHJolTNSyy/5AY0aUmrVOuvTp2NdutfH+L/j0mjn+M6j44s2jVrzuixmSk4hq8yCyaT01SL44IQaZuVHXCUzJhgi746Nktqy9cFmzKUYkvC1D92kTneVF/V1UwkR2nhfNVzVyqrl52VBbnTVsQfCLvP4BR0XlXXW9U88yCYLpqiOkV1LGotOhPuZg0LQ2GFGSSJEmSpA9k1NJgSEEmgKoOgeoOTE0mVtXpeBHFUVLNhKkn/9N2bC0xf15klmTVDKXuNVVn3DptE1VnXzXLsKtZlVUHekGTp85h1bSkmk9UGh6nBVFDx7tiuoSOqU7lw5t6IklBJkmSJEnWjwPdVV01kyBSkAmgal0QJYEUgKs+Nd09Uvux5sbKbee7mrNeNGooqonOx4omIToUvN3QdvrRlcQVfyO18EQ3sFzCWlC0luouvyvO4TnX7kFVgzOCeI/0KanccqganMixrMR6ai0l6+OIT4iXJEmSJMmRS722O0cZaoIq2ebe0KIaFFQNiOqvo0b+qJE2c10t3FIZT1vU9qj+Q3LlcTG8uysm6IsMTZejnET04qfVr41ajkGNnGmLFaFVn5d5OUpSqIIu7qHlSD3XrqXa//IYhyiZlASRgkwAVdWgqupWDVm8i11Se8UkogomKmreCFkYEAUlxXyijl19mKohwy0x/NotTj+uCuOq0Cb3LwvM1ZfM6Arus/coenxoJjhWaj8qrk8K82gO6y3XwuobogDcl+rXnqalQZGmpSRJkiRJhpbUyKwTM9sBvK732FS3mtPsHtspfZccIijmNFDqzjTFvuU6MqJaXkWtyaNoq1QNi6rWVjUs0c6+UrJAOeWA1r7dVCt9xyVGVO9XtcLzmIsJ8USH2baoBVFQNSAtUbs1L2pFRzMh3lCTGpl14u473N0WX4MeT5IkSXL4ccDdln0lsaRGJoA5q2b/VZ31VFTnQWW3PMNeqW81nboaPqn6pUTuxNWxzKvJAoMdYCPrYqnaIbWUREf1leqKGh/h2qhaB91BVXT+FzUso2L7BcGfqS1qh1TmTbsHp03zO0vqRQoySZIkSbJeHDwT4g2EFGQCqOrzMOZa5d0ZO6CNQ7S5m7BLaqFpk1QfGTU8Mzq6Zd7jdmxqBWa18rhcIFP8rRRk/yG1Wrbou6WOR/EzUef8vInaKhcrfYsan67oZDdKdQ3OvKhxVTUs6rn2qyhl1loaDOkjkyRJkiTJ0JIamQGiRqvoCa3URGWKjVvzo5hzLQFdW0ynviBqWNRrryQXVHPaqBFUKv3aba6EkiRO9e+J1A6BXogVwXKg+qipv5Pqg9NRi5mK643yW40L2puyc4lW8Nq6EunYOxhSkEmSJEmSPpA+MoMhBZkANlXMI7Nf9HmJLjU/SnUtyH5ul/pWfRFU+pNifGWUkgzqWBbEVPAqqk+NqjVR/FiiNSwqo4FlPFTUvDAtV6OitHtwVC7UWF3jY6Y98MfFCKrZ4MzjSb1IQSZJkiRJ1ol7OvsOihRkAqjq7T/hmh+IbhPXdiVKRMaEaXVb5n1Gaq9GXM0HR6vEZvYVs93Kvk8aakFQxSdIvTaqD4uaH2hOjEabbBxXua06h9UsxioNxcEHaMr1iqq3H1Xvb/EeaYvaqv6Qye8GRQoySZIkSdIHuukjMxBSkBkg+xtaJI/qWT+Glp9klvpkt1Sz4yp1okCvO6P4J82KEVqqBmSuK0aAiZl65bpYwvjVvlW/MLV/1UdGqfouzzFxOdbba/fIuJjDZ0HQKLVFbU9Hrbklrgdq/0m9SEEmSZIkSdZL+sgMjBRkApiqukMVNwFKLRPQoggAulZ9QPNipI1aV0r1qVFrOS2I/Su1n1QtwrwflNpHV9dW/UYUFF8jgKaoTWqIDxLVB6dt1ccz4trYVaZEHzuVWfHabGxVn5cHO+p11zQsinYIgD7UL1ssGpkcfjKzb5IkSZIkQ0tqZAKYr7gbUG3WsxWrai+i+gsoqJV61fwhqlZDrn6tVh4XNDhq36pWQP1d1UzDI4LWQe1f9QfqCFmDIT6fkIJanXpc1OCo9Yoqa4pLRhra+BUtixpBpTLWVCPG+vO9qZEZDCnIJEmSJEkf6KYgMxBSkAmgatbKhjjp1V2MuiNEyJ7ZEqfO/sZebSwiesZY7dooWpY50edFRdU6NBti3SrRf6gt9K9qn1RtkqqtUv2NlCzMoy5q/URUja6qYVEZaVSfl2NNsY6TqDGZF8ugd9RiTkmtqI8edkgxsx1m5ouvQY8nSZIkGQBueHf5VxJLamTWibvvAHYs/m1mXjVrZUfUsHTFHd6MiZE5ptncFdQIDrX+kJpFVSUyf4icSVe8NmqkkOrjo/onKah1n0bEitMqU1TP7Lsg3k9jXe0eUfO8qBrd8Zao+RPqJzXEZ7uqYWmLXzC3sH5/wiJqad3dJGsgNTJJkiRJkgwtqZEJoOrOR9UiqHsGFyvGKqg5bYKDFOQ6NfOmaTUULcsCmiZMjdBSMzw31EghMRpG8dlRNFsQHwGmomgtJ7obpL6jI3mq1oBbRNGwgKZlGWuKGpOONvaWqJFRfXZWIp19B0MKMkmSJEnSBzL8ejCkIBPAeKuapmXfvLY7VeuBqDuwtguaAfF+Pcg+qb0acaXWnZlFiyxS8ua0TYsSainXHZgTx65HdGkoda7aov+QnJVY1PioPjVNoapyS5zDo+K1MfEmnBBzq6h+LIqWZV6cklNtbR7MiBocJeIqqR8pyCRJkiTJOnHStDQoUpAJwCu6rm9sazuwfQvaTWLiTXVQyNlhop/GqJgtVs0HotZ+mvJNUvsFxW9EjFxQo8VUH5lOsEZGQY2gQvQfUiPA1BpgTUF7pt4jKm1RizAi+qWMiCoZxS9FDIgKR1TgLI+naWlQ1Gw6JUmSJEmSVCc1MgFUtbd2xKQDXbF9ZBREx8TqtWIElTx2NS8FWt0qC5T5u2IEmOqDg5hp2NSM0FrnEmqU01x3v9R+tKlVTVeYN7HSN9rvqkYVqRoWNReL4sYipoWhJc4bNS2M6lOzEvXRfR5dpCCTJEmSJOvG0rQ0IFKQCaCqrbgj7gKmWtrPNdMR685Q3V9gj5hrZFTUyOy3A2L/YjZacfxKllaP1GigVx5vidEw02h1sRQNjpqVWI1G06tri3lthPFM+aQ2FnE/Pyr6yKiRQmKgkKRlGRVvkYNi0nE1j8zEgJ+EZnYO8AzgocAs8CXgHHe/rqeNAa8DXgQcC3wZeIm7f6OnzbHAXwO/VB76CPBSd7+zp80jgb8Bfha4A7gIeINXde6sIekjkyRJkiTrZDFqablXBR4HXAicDpwJLABXmtnmnjavAl4BvBT4GWAXcIWZ9WZefD/w08CTytdPA5cuvmlmxwBXADvLPn4feCXwcvmEa8SqcqiZPaNqR+7+j+sfTpIkSZIMJ2s1Lbn7E3v/NrOzgL3Ao4F/KbUxLwPe5O4fKts8n0KY+TXgIjN7OIXwcoa7X1W2+W3g82b2UHf/FvBcYAJ4vrtPA9eZ2cOAl5vZ+cOqlTmUQu2DFftxCNanDxFVtZpqOKSqGm6JN5WS7Guio4VTq4yI5hPVsVLtXzFxTJvmXDvmmsOpap6ZQXOAVZ2JF4Sw/ZaYgM6DHaFHRQdbqW+xqGNbLZAprh9josfsMWKFE8X5WH3cN9va81VNFnhXXN3TtbKBwmKyp/z7gcA24JOLDdx92sz+jUKLcxFwGrAf+GJPP18ADpRtvlW2+XwpxCxyOfAG4GTghoBzCWfVO809OBFCkiRJkhwhrOIntMXMru75+2J3v3iVrt4OfA24qvx7W/nvziXtdgIn9rS5rVer4u5uZrt6Pr8NuGmZPhbfO/IEmWRtjFfc+dw1p+0yVKWf2n5/t/q2ZFQseDntmreem+j4KGpY1CR0SoK+cdd2+ftNc67titdmRNQ6zInh2pGoiRFHxAR3atI6JRmhXCJE1MioIcyT4mrfEsO7Z4UBHStqe2Y62ljuFNfWsT7YE3z1hHi73f3UKv2Y2fnAGRQmotgqqEcI0p1jZk82s4+Z2fVmdv/y2P9rZj8fM7wkSZIkOTows78CngOc6e7f7Xnr1vLfrUs+srXnvVuB40t/msX+DDhhSZvl+uj9joFhZuNm9gQze4Dyucoyupk9F3gn8G4Kr+rFmM4mhTf1p5QvPpKpKt131EJoC2ICPak1tLvVx+PiblMtXDjhmg/OrJg4TQ0HX7DpQzcqUbUIbdFvpOHa9lFNuDci+pkoWop5U8OvtdDxEXHeqCi+Veo9Mi7m7Z8QfV5UH7umqYUXlfGI2qqG1n7TiHZt5lT11gp015GE1MzeDjwLeLy7f3PJ2zdQCBrbga+W7ceAx1BEHUFhhpqi8INZ9JM5DZjs+fsq4M1mNubuM+Wx7cDNwPfWPPg1YmaXAF9x9wvNbAT4CvATwJyZ/bK7/2uVfpQ751XAb7n7H8A9knB8CXiU0E+SJEmSHHEU5qV7vw6FmV0AvJAiAmmPmW0rX1NFv+7A24BXm9kzzOwRwCUUzr3vL9tcD3yCIoLpNDM7jcIJ+KNlxBJl24PAJWb2iDIy+Y+AQUUsPZFChoAi980GCl+dHeWrEorV9MHc7XjUy37gGKGfI56qGxPVZq2m3W53td2BknDvYEfb5U+gaUAOulZCYFTcuesanOo78ZaYnmm/qMGZaWjJAlXUopQLYsSYQld0EVA1Pmrx0JYQnDnW0G5wtSyHmvRN9QNRNT5jgtakKYaRNMVHrKmVWwPLuVTk7PLfpZaN87j7gf4WYBy4gLsT4v2Cu+/raf9rwDsoIpGgSIj3u4tvuvteM9te9nE1RVTUXwLn9+tERI6lCCGHInT8Q+6+y8z+Hji3aifKnXYz8BDg+0uOPxb4v0I/SZIkSXJE4VROfnfvz1ZIQFNqTHawiqbC3fcAv36Ifq6leG7XgVuBR5jZLRTamReVx6eg+m5TkYsvBv7azB5d/n3/MiHPW4D/IfRzRGFmO8zMF1+DHk+SJEkyGLrYsq9kRf4ncBlwHdDhbo3UfwGW+gmtSGWNjLu/xcw2UqQ3HgM+Q1ET4q3ufkHVfo403H0HPRKymflo1VpLwepSVX27IAxorKHpqefFncpCVzMVtUVzzrwYDj5m1U1j+726YzDo9YSmuhul9mq49n6789CNelBrPymoTuJqOLXqmK2Yf1RTkRquLebDk6tlq86+48I0Vte+tniuqrdHQ7VdJX3B3V9vZt8ATgI+4P4jn4IF4M1V+5FWUHc/18z+FPhxCm3Of7i7ljY0SZIkSY5AhjPB/+Aws8cC/+x+r53l+yiyEVdCTojn7gcpnISSw0xbdO5riu3nhG3SvBiuqCb7mhAdJWe6mlOo6hw8J1ZJVpArgzc0R2jVeXcMrWSCojVRtU8HRO2QGq49KoZrNwVnX1XDMiGGX6uo1aw3iE8HJbxbHcuoGH69IGqAVQ3RciwWjUwkPgPch7sdfhfZWL5X6YZT8siMUVTK/HmKBDv3mIru/pNV+0qSJEmS5KjHWD6p0HEUNaIqocjcFwK/DHyAIrlOKtGSJEmSpMTTsbcSZvaR8r8O/J3ZPfImNIFHcM/il6uiCDJPB37V3a8UPnNUUlVD7Grq3WAUZ8B5UY4VrVyymNwUF5DRhmaC2C+Y0jYJjsEAd4q1jVRTkers2xAdp+eEatwzprnUqXlkxsWUVuq1jES9RVTzjIqYSJwJwWFWdVQea6qLpZjLaaEPAojr9a+OYm4v/zWKXDa9ERJzwL8D76ramSLIHARuFNonSZIkSZLcA3d/IYCZfY8i8nldWT4VQeYtwMvN7MUDSmU8NEy1ql0e1cFsTtyUHBD9U5Vw7cmGtuO5a07bWavOwW0x1rwjTmEllHZW1CKMiA6wqhZhXsxi3EELTe9Yde2WXG1acK4FWBC0QwCjaNWyFdQUBapz/rio1lA0JgBiYl9GBIdcte8K+eLuwTEt7R6c6chxL/cinX113P28fvSj/HrbKQpUPcnM/oMlWffc/Zf6MaAkSZIkGT4sfWREzGwz8KesHERUyVasCDK7gQ8L7Y9aZrTNQGVU++uk5gZCV7Ar3zGj7drVyr6qzk+u/dQUC88ItaL2dzUNSEPcxXVFDUtTrJatrsWjXl2rMWda6Hg0bddukqagKVTTJYyIPi+qWlxJWAdrSIgn+chofc+LdeM64j01lgnxBsXfAj9FUTngZtYYRKRk9n3hWr4gSZIkSY4G0tlX5ueB7e7+5fV0sn7DYJIkSZIkaVrS2QWsuzqAkhCvL7aso4GtY9W8cu+YEzOuis59++bV7LvV26qmIjUTsOqMe0xbk8lnO3Gx73LdJzE8WlW+uhx+rc2zhpBNt+na76TWQmqZ6Dgt/lYdIWeCWNpIdv5XTDmgm2snKgYtLKKEa6umHNVUpIaOT8rh3UmfOBd4vZk9fz3ljpS7vi+2rCRJkiQ50iiilgY9iqHjNcDJwC4z+z73DiKqVDFAEWT6YstKkiRJkiORDL+W+WA/OlEEmb7Yso4GVA/7qmwaUT39tf73zlXvf1I0Lc2JW5UD4uBVU5GSxRhgQYiy2NjWImH2LYh5W0TzjBq1NGMzUvsFgsL0gHkxykk1FalMNapHr6lzbFL0WFRzsbTEwotTLe2eUta9thi1NDmiRerdtaBdzOlOCiCDoF95ZJS7ftGWpZXGTZIkSZKjAF/hlcSiiK19sWUdDWyouJOZF3fKB7SNu1zfaFLY4qm5ctT9zuYx7drsndV2j11xedk0Uv1WmQl0JAYtlwnAtE8fulFv/6LGpy04+6ram45pk151DlYdm5V5o95/6gNPdSZWNTizopZiQ7v6b7tpRNO0zXe1Od8SHdzHxczgy+GepiUVM9vHKlM/IiFeX2xZSZIkSZIkwO8u+btNEVT03ymipCuhJMTriy1rmDCzDwOPAz7l7r8y4OEkSZIkNSaDuDXc/T3LHTez/48iwOgdVfrJhHir83bgfwLPj+i8qglqkY5YcG9OdDo+KCRfUPO8qGrzA2IOnDFRb26iSWFaujZS13K5hKb4u4665tam5EoBOOjVzQRqTpuJ7qTUfta0opEqSjFTNddSS7QVNUSHWXW92Sw62I43q5uWDorOuJtHtd+13dDO9bbZUan9SqjFLZMV+QzwtqqNK99pZjZiZueZ2bfNbMbMOr2vNQ215rj7Z4F9gx5HkiRJUm+cQiOz3CuReTZFfcdKKFuGN1BoJv6S4rd5JXABcDtwdtVOzOw+ZvYeM7utFIj+w8z+qzCOKt/xWDP7iJn90MzczF6wQruzzeyGchzXmNlj+jmOJEmSJEmWx8yuNbOv97yuNbNdwOuBP6vaj6LfeybwYnf/hJm9Ffhnd/+/ZnY9sB24qMKgNwFfAP4deCpwG/BjFDlqlmt/OnCNu88uOf5AwN39eyt81RRwHfDe8rVc38+iMB2dXY7nbOBfzezH3f0HhzqX1WhXzNcwL0YFqLkX1FihCWE2qGrwA2LO8JYaYiEixygI10bVTy6oFQrEaTDr2oDmXDMpKJE8arXpedPGMunjUvsmmllvTIhucfGHEgP15GrZVdelRdRIIcW0NNXWotHmumq1eo0JYeyrkZl9ZZYGEXUp5ILPuvs3q3aiCDJbgf8o/78f2FT+/xPAmyv28SrgFnd/Xs+xG5ZraGZG4ehzs5k9w71YXc3sART2s38o+7sX7v5x4ONl+0tWGMvLgUvc/V3l3y81sycBvwOcU/F8kiRJkgSwLBop0q8gIkWQ+QFw3/Lf/wSeCFwDnAZUTVTxdOATZnYZ8HiKmk3vBi7wJdsXd3czewrwOeAyM3smsA34NHAV6xA2zGwEOAV465K3PgmcLva1A3hd77GJoAJk8+KuZFNb2x7cITiqzYkereOihkXNU6NqWNQilkpOEDV/yIhYDHRWdfYV582oae33datnAm6r8QXiDlfVsKg5eZRsvSPiRJgRNbRjokOrqi2YbGlaE+Uh3hTVlmqgQ1PUXh/T1jR/SX8xszOBH6e4479R+qdWRpkdH6YIh4LCJHOemd0AXEIhjFThxyhMON+lEITeDrwJeMlyjd19J3Am8EgKDcynga8BZ7mL+vJ7sgVoAjuXHN9JISwBYGZXAh8AnmJmN5nZacuMcYe72+JrHWNKkiRJhpTFopHLvZLlMbMTzewrwBXAq4E/Aj5lZl82s/tW7UfJI3NOz/8/aGY3UWgvvu3uH63YTQO4uqev/21mD6YQZP5mhe+92cyeDVwN3AI8193FHLdrw92fcDi+J0mSJBl+0rQk89dAB3iQu98AYGY/Bvxd+V6l/G1rziPj7l8CviR+7Bbu9rNZ5Hrg91f6gJltodD6XA48HHinmf2Gu5js4p7sprh4W5cc3wrcuo5+ARipqPLdvxBb4E5NYT4iOAOqGb3nRdFTdXwUrTO0ggp7gr4DmxHNdIrDKejOwWr5hg2NscptFTMUwKhQ/gD0satmNLV/hcmW6IwrDmVMNHnPic6+J04erNzWRNOPmjPnwJw2b6KdiZMV2Q48blGIAXD375rZ7wGfqtqJJMiY2f2AxwInsMQs5e7nV+jiC8BDlxx7CPD9Fb5vM4XK6YfA04ATKXxmLjKzFy31q6mKu8+Z2TUUF/EDPW9tBz60lj6TJEmSo5s0I62J5a6adCUrCzJm9lyKLLcLFOFRvV/kQBVB5q+AL5rZucBlFDUVfg/442W+z4CPUeSpeXoZgv3d0inoc8AbKSpyLzfWKeBB5Z8N4CQzexRwR09o9fnApaV97gvAiymcmd9Z4TySJEmS5Ed4+sOshU8B7zCz57j7jQBmdhJFVt8QjczrKZLhvXatjrbu/lUzezpFopvXUkRAvRa4cJm2bmavBb7o7jM9x79jZo9ndYntVIoQ7UXOK1/vAV5Q9nOZmR1HUdX7PptHY7oAACAASURBVBR5Z57i7stqhxQmKnr73zmvWfaOHdEu+83TWv9K1ISaw6IpRlAp0SGgl0xQywi0hfNVfb7ng1N/joimqJmONs+UtP2KGQpgb1er3C1XsxYrfY80lBIFUtdytNuYmBdmgxiFtGlUq1DdFKKooqtET4rlFbpz6dsyIH4P+AiFkuLm8th9gWuB51TtRM0j8+51Rgvh7h+j0LRUaXvlCse/dYjPfZYK2eDc/UKWEaKSJEmSRCWdfTXc/UYz+2ngCcDDysPXr/TsXwllq/Zx4L8onSdJkiTJ0UKGX1fDzJ5sZt8zs2O84Ap3f4e7vwP4avne9qr9raqRMbNn9Px5BfBmM/sJCrXPPXR37v6Pwnkc0UxWTL+9cUFT9e4TK8a2RNXz1rHq7e8QVbEdUZWsmn7UkgljzThTl4nRJ2pCvNu1wB/UAL/JVlwEx8ycNucnTKtK3BR3xG3BVFS0r95WTYinVqdWE2+qJQcaagSYYLpSo5Dabc0QsG9amzcbRjQzWrJufhf4C3e/a+kb7r7XzN4MvIxC7jgkh3oyLq2DAMs45lL4q2T8WpIkSXJUslj9OqnET1KUCVqJT7NCMM9yrCrIuIt5oZMkSZLkKCWTu1fmeFaX+xw4rmpnh7RVmNmTgf8B/ORSNZCZbQT+D/Bb7l5JBXQ0MFZRxaomqJrvau03iPWNbp+rrlRTE9CNimYusVg2o6I+UF1upiVbl2hGE+1ok2119NrF0SPAqrc/dmRE6vsuMZOiGu020dSujRpZpKCYrQCmRFOUWnG6Ja5PkxPVzTMdsa5Uuy2eq2umok4n9+yHmZsotDLfWeH9n6TIH1eJKr/eS1nFlkVR+fplVb8wSZIkSY40Fk1Ly72Se/Ex4A1mNr70DTOboEj3Uim6GaoJMo8EVguF+jTw/1T9wiRJkiQ5Esmopcr8KbAR+LaZvdrMnla+/gj4dvnen1XtrEoYTF9tWUcD4xVLwm9oa+pP9YZQdwJaZJEaAaExKw5e1firanzl0o+LEVEHxDpUakTXplE1KiouomsheFVXE+KpEWPKuU6I0WuTqilHTHBnYhRS1XVskbaQsHN8VDvXhmhaau7X2neC694l98Tdd5nZ6RRuK3/G3Uu4U9RVfIm776zaXxVBpq+2rCRJkiQ5EknlS3XKLPpPMbNjKUoKGfAdd9+j9lVFkFm0ZX3c3e+RL3wttqwkSZIkOdJw4ksvHImUgstX19NHFUHmT4FfobBl/Q3wzfL4wymS2hiCLetooGrypgmxHshsR4uwUNNlK6YlpS4TwAGx/YScsE5qTluMolJMFrNdMRFaW2rOnNj/tBgCdtyYWptJGYuY9M21OW9qjS7RhKnUT1LnpEpbqG0EsHXqgNR+fEw0LY1VnwjtqWjdhWh2q4H8YWaPBf4QOIWi3tAL3f2SnvcvAZ6/5GNfdvef62kzCryVok7ROEXhxbPd/aaeNicBFwBnAtPA+4E/dBdDvWrEIW/LftuykiRJkuRIZJ3i2RRF8eL3lq/luBI4q+fvpcLH24CnUQgytwPnAx81s1PcvWNmTQoLyu3AYyj8W99D8Vx/6fqGPzgq7S/6actKkiRJkiOOdUYoufvHKWoaLmpflmPW3W9d7o0yr9tvUmhyriiPnQV8n6Io4+XALwA/ATzA3W8s27wKeLeZnbtcmpVhQCre0w9b1tHAhmNnK7VbWNDU5tPzWr0RtZ7JfmE8al2YtphJbEw1/YiqYTWCo2nVzS1jYkK5edFUdJxWRoZdarSb2F4xRKmZT8dbWn0xNSqqJU6cccFeNCneI5Mt7f5uivf3iFivaHRMM8+M31+oRzamrX3d/drY1Xpn83fVwLZUjTPMbBdwJ/A54Fx331W+dwrQBj652LisLn09cDqFIHMaRXXpG3v6vBwYLT//mfhT6D/aKpEkSZIkyb04RK2lLWZ2dc/fF7v7xeJXfAL4R+AG4GTgjcCnS7PRLLAN6AC7l3xuZ/ke5b9LXUF2l5/bxpCSgkySJEmS9IFVlLG73f3U9fXtf9/z57Vmdg2F2eipFALOUUsKMgGMHltNpTxxQHMSn57Xfq5OV6tro5gIJkS1+ahoUlDNG2oU0qwYRbV5pLqaXTUVzXXFKKFZTS2/SYyKUpMR7hWmsWrK2T+vDWYkshgSsKFdfZ6p5tFjRNPPlonpQzfqYXJDNZP3Iu0JbTxdYTitDdpaZiPaPGhNafdIc8PwFRJw95vN7CbgweWhWykKq20BbutpuhX4fE+bRy/pakv5uWV9b4aBTGeYJEmSJOvG6K7wCvk2sy3AicAt5aFrgHlge0+b+1GkSvlieegq4OHl8UW2A7Pl54eS1MgkSZIkSR8Q/fzvgZlNUUQFQ6FkOMnMHgXcUb52AB+iEFxOBv4c2AV8uPhu32tmfwu8pXQIXgy//jp310v8JPAN4L1m9gqK8Ou/AN41rBFLkIJMCFbRojNxrGZaOnhQMxWpCbOUncNdc6K9QuSgmPxvoqmpwTcJJgLQkgveNa+NfVwc+/HaNOD7B8VrKa4KSt2qPWLKrY5rSuO2uPltijpppc6VauUaE+eBGgHWEs0zo8eLdaiOqz4xG8dNSH03jpeayxe/e5uWLDCIU7ln1NB55es9wO9QFHB+HrCJQpj5DPBMd9/X85mXUWQDvIy7E+I9z907AGUumacCFwJfoEiI9z7glXGnFU8KMkmSJEmyTg4RtXToz7t/ltXr3z6xQh+zFIntVkxu5+4/AH5RHV+dSUEmSZIkSfpAcHH3ZAVSkFknZrYDeF3vseaGaqr8zgHRpPCA/VL7fTu1zGkHBHPRARMjqEQ1+IaWloxLTQ6mmt3mutXNM1tGNfvJzhntdxoV61BtHdPO9c55zd6itJ5sieYK8Xc9qE0beTzHtKtfy4mmdt3HmtrgtxynrQdqfaPWiZNSe0aFNUF94t9nk9Z+j2gqCo52S2LJqKV14u473N0WX4MeT5IkSTIYfIVXEktqZJIkSZJknThpWhoUqZFJkiRJkmRoSY1MALahWhhi68CM1O+BGzXLVUPMLDol+HZML2hTZ9+8Fq492db8BVT/grbov6Aw34ndH6g+NWqBz0nx2tw8U30utMREG+Na5LgUHl30H7eFHgucY7CGnCXitPQ5sVCj4iPzY2JZnz37Dt2ml6527Rsbx7T+l8PXl0cmWTspyCRJkiRJHxi+QgdHBmlaSpIkSZJkaEmNTACNrRsqtevu0Yq4jUxp8r41NHPL/turjRv0jKubR7VzVRkXTVEqSkCatTSV/FhHa79B7H9GLEp5cEFrv3W0+nhun9NsRXvnpeaMNzXza0e0BZwgnOuU+DtNjGgn2xVNmK2NWnsbEws7bt1YvfGMmOL52OprEwCToqlo7/oz+6az7+BIQSZJkiRJ+kDKMYMhTUtJkiRJkgwtqZFJkiRJkj6QpqXBkILMAGlMape/faxoQ5/X7qrjN1a3E/udYnVZoXo0wJhYokBNqrxhUgt97wj+CLNz2u86JvpSbHTNv8DntHLZHdHPZFYY/qQYCt4VlcYzYvz1hpbWfr5b/drMij4s4X5e6lO2JSrsVb8Uqe9xrf24OJY7xPDuZSiy+GZy90GQpqUkSZIkSYaW1MgkSZIkSR9I09JgSEHmCMbErKWK+aQpZg2emdfCbsfbWv9NsZr15EbNPNMVtP7NA5opZ2JcG0tzv6Zmn+mIpi4xI+3u2epZm4Xi0YCelVhNC6CaPKc71dv/2JSWckDNCjt5vDZvGmNimmSVjUKI9IGDWt+qqejAtNb+/ido7VcgBZnBkKalJEmSJEmGltTIJEmSJMk6cTKPzKBIQSZJkiRJ1ounaWlQpCATQcUwxMZxE1K33X13Se1N9GPpCiHM6g177JjmLzA2qoWaj49p7Wf2i6HvQmr6kVEtjLYjlgRQq2uPi6HsaiVxJcy4IUan3iJU1gYYEY3lY+I9cozg5KPcTwATE5rPS2da698mtQr0tklbn9grhDCPan5k8oKj+tQoY09qRwoySZIkSdIHPI1LAyEFmSRJkiRZJ1k0cnCkIBPBxslq7W7X1JlqZk4XQ11HR6qbFBpi9KRKq6llu52e0dTmW+6vVbvtCpYrE80n03u1sSsZmEG/NvtmRqX2E4LpSq3EPSGmEDioTRuZcWFeRmd5HdmsXRsbEcOvJ7R5wAnHVW+rPvFVm6RKn/pPOWYwZPh1kiRJkiRDS2pkkiRJkqQPpGlpMKQgkyRJkiR9QM3OnPSHFGQiuG1vpWa+oDmxNCY0G3dzPK6a7tSoFk7dEH0dxsSxW0MLv25v1mziLlQS74r+Qw0xBLglpu1XGRWrMB9YqO6Ds6mt/U77xNIWbdFBaWNbc6ppW/Xf6pgRLZxaxdXbW/UD2RvsCCfgkxX9Dkvsjj3aF3SCnauSUFKQSZIkSZJ14kDsFiNZiRRkkiRJkqQPpI/MYMiopSRJkiRJhpbUyERw8n0qNTNukbq1PVppehfNvk3B92Jqg+Yj493YPBDjW7STbYxpvhddQWncnJK6ZmpCLAmwS0xNL/rgHNiv5Q8Zn68+/ukFbckZa2rKelW1r+6g5wPLeLSE8gcAzQnxnlJ9ZDZv0Noraf43in23tPvVNx8rtTe1ZMKyX5rOvoMiBZkkSZIkWSfpIzM40rS0Cmb2YTPbY2YfHPRYkiRJkiS5NynIrM7bgecNehBJkiRJ/XFf/pXEkqalVXD3z5rZ4+QP7qtYC0fMXWATWs0ca2p5LBQ/ltlZbeqYkH8DYErNIyPOZLUOVevkY6r3fYeWf6M7I+YTEnOftMT2I0LNLYCpherzrCFWo5lqaT/svOiLNSHm5Nko5MGZHNFy5qi+TIilk2xcWz/k3CrHVfdL8VHND8unNJ+axi2a/6Fv3iy1X4k0LQ2GgWlkzOwcM3Mz+5uAvh9rZh8xsx+W3/GCFdqdbWY3mNmMmV1jZo/p91iSJEmSJIljIIKMmf0c8CLg64dod7qZ3Ut0N7MHmtnJq3x0CrgO+H1g2VAfM3sWhenoz4CfAr4I/KuZnVThFJIkSZLkRziO+/KvJJbDLsiY2UbgfcBvACvmkTYzA94BfNDM2j3HHwB8Bjh7pc+6+8fd/Y/d/YOsrO17OXCJu7/L3a9395cCtwC/o55TkiRJknR9+VcSyyB8ZC4GPujunzGz163UyN3dzJ4CfA64zMyeCWwDPg1cBZyz1gGY2QhwCvDWJW99Ejhd7GsHcM/zqJqToKkZue04rd5Ic4PmqzF+jGDTv0vqmvFNmr+OWDJH9pFpHiva6A8I429q+4PGBm0ejG7TVka/RbPcj3Y0H5m5ueoXf1bMI3P82IzU3hiT2qvPmBEhr02nq82DZlsbjY2I+1CxthuT41Jz37SpclvbW60e3Y+4S2uvjAWAaS1HV1IvDqtGxsx+C3gQ8Joq7d19J3Am8EjgHyiEmK8BZ7mr6d7uwRYKV7mdS47vpBCWFsd7JfAB4ClmdpOZnbbMGHe4uy2+1jGmJEmSZIjxFV5JLIdNI2NmD6XwRznD3Stv/d39ZjN7NnA1hennue5y3dc14e5POBzfkyRJkgw3TpqRBsXh1MicRqEJ+YaZLZjZAvBfgbPLv5fV9ZvZFuAS4HJgHninma133LuBDrB1yfGtwK3r7DtJkiRJksPE4fSR+ScKrUov/wv4DoWm5l5OCGa2GbgC+CHwNOBECp+Zi8zsRb5Gd3B3nzOza4DtFKajRbYDH1pLn/dgpGK+hjExr8NezeeleaxWP6Sxu3r9pIZYA2fmLu1cjzlZy8HRuq9mz1frzpjQ3jaI/jfzYp0oqTU079D8TEa62ng2NqvPy4Xd2uhnFjSfl5aYi+WYtua7Ndet7s80Mab13RrT7ilriIlk1FpL+7T1xnbvrtzWty3dQx6ivbp3HdPmTV98AtKxd2AcNkHG3e8E7uw9ZmYHgDvc/bql7cuopY8BtwNPd/dZ4LtmdiaFMPNG4NzlvsvMpih8caBY908ys0eV3/WD8vj5wKVm9hXgC8CLgfsC71zXiSZJkiRHJZ4eMQOhtiUKSm3La4FfcveZnuPfAR4PvGeVj58K/O/yNQ6cV/7/9T39XAa8jMLx+GvAGcBT3P37/T2TJEmSJFmdQyVytYIdZnazmU2b2WfN7CeWtDnWzC41s73l61Iz27SkzSPN7HNlHz80sz8pFQdDy0BLFLj74w7x/pUrHP/WIT73WSpoC939QuDCQ7VLkiRJktXog7PvYiLX95avpbwKeAXwAuBbwJ8AV5jZQ919X9nm/cBJwJPKv98NXAr8NwAzO4bCXePfgJ8BHkbh4nEA+Mt1jX6AZK2lJEmSJOkD60ni6+4fBz4OYGaX9L5XakxeBrzJ3T9UHns+sAv4NQq/0YdTCDBnuPtVZZvfBj5fCjvfAp4LTADPd/dp4DozexjwcjM7f61+p4MmBZkIuhWd9qI9w8T+R06obmmc2685Ji7Ma46JXc0/FRsRkwuOilN/g+A8OKE5+9qcWCBzn5a8q3mzeDFFO3+3U10rvWFKG8uBOc1JfLJ6ZgcADooJ+k7csL9y27FxsWikOCVtXPyAut7c93ipuVII0m7WgkP9wQ86dKNe5jRH6yFIiPdAihxnn1w84O7TZvZvFElcL6KIDN5PUW5nkS9QaFtOp9DinAZ8vhRiFrkceANwMnBD3CnEUVsfmSRJkiQZJrr4si9gi5ld3fN6kdj1YqLW1ZK4bgNu69WqlP/ftaTNcn30fsfQkRqZJEmSJOkDqxhmdrv7qYdxKEcVqZFJkiRJknqzaItbLYnrrcDxvRFI5f9PWNJmuT56v2PoSI1MBOMV/Sk2akUg2XtAat7Zq9nouweq29Bbo1q0XrOt+YG0jhOTfan2/ynNj4XjjqnedkEsAyYWD2VaTLS2TTvXxgHtt+pMV/eXWljQ9k5jrfWUVDs07Ybm6zU9X91nZyOa34WLNR3lBHeiHxm333noNr1sPaFy0+420Yoh+N8AetXZqklMV8EB9ScUuIFC0NgOfBXAzMaAxwCvLNtcRRH5dBp3+8mcBkz2/H0V8GYzG+tJa7IduBn4XtzwY0mNTJIkSZL0AXdf9lUFM5sys0eVyVt/lMjVzE4qfV3eBrzazJ5hZo+gKN2znyLkGne/HvgERQTTaWWR44uAj/akLHk/cBC4xMweYWbPAP4IGNqIJUhBJkmSJEnqwKESub4F+CvgAopyP/cBfqEnhwwUodj/hyIS6fLy/2ctvunueyk0MPct+7iAIn/M+VEndThI01KSJEmSrJd11lo6VCLXUmOyo3yt1GYP8OuH+J5rgceuZYx1JQWZJEmSJFknhY/M0FpnhpoUZCJoVLTYiYnQmBQrurbECs8j1W/CfXdozncbNlevrL0WfEGsHDwqOvcpW61JsRL3tHhtNmj920HNObjR1ZxURzZXd8idnBerTc9pS9RcR3NoHRGruE+MVB9/R3RsdnE58FnREVqcN4yNSM1t9+2V27rq7CsmrLNprXK3T4iBF0mtSEEmSZIkSfrA8LrLDjcpyCRJkiTJOvG7s/gmh5mMWkqSJEmSZGhJjUwEe/cdug3AnortFpnVEtw1JjR/gQPfrd52dEwz6MvJvkRsTJzKLTE52AbBht4OLua3T7P/qwU1vSX6dgi/rToPuq75eY23tXtkRiwa6cJ42iOaD0tTzPnmB0UfmT1aQk3GxQEJOSPtlpu1vtWEeHNiwc6qfo2HIE1LgyEFmSRJkiTpA2laGgxpWkqSJEmSZGhJjUySJEmSrBMHumlbGggpyCRJkiRJH/A0LQ2EFGQiqOpIum/m0G166OzSnPUWbtMc3lpCvr0Dd2nJshpi4jHVAdYmtfGwT0uwxaYN1dtOa79r5Wrpi4jVtX1WzLQ2r/XfGKnuANsa1+bBSFsby/SsluhwdkFNoFd9PLMz2vI6MiM60N8hJoEc04ILmseKSeLmhfVmRksCaXvv0sayT3RsnpzQ2ie1IgWZJEmSJOkDwcGZyQqkIJMkSZIk6yRrLQ2OjFpKkiRJkmRoSY1MkiRJkqwbxzNqaSCkIBPBzbdVauYd0VlP1J91xaLK8werf4FpCVflsfustiB0b9EcGRsPOUFqz51C/9u2aH2rjonivFHpihljbbz6j7swrf2unY42cRa6WvumaeOZnq++ZG4e1X7X7rw29vYx2jzwOXHeiBXl2XVH5aamzvnNm7T2XXHss+JiudLXpmlpIKRpKUmSJEmSoSU1MkmSJEmyTtLZd3CkIJMkSZIkfcAzAHsgpGkpSZIkSZKhJTUyEew9WKmZ36U5mKlOmAsHNI/cg/urZ8edntEy6bZa2k6lvWdOat+YFLPd3qY5B9txU9Ubf+8WqW82ihlUg7ERbX8zf0v1jLQH92tZjCcmtHlw+4Fxqb3q7DvWqj7P7rxTyxZ7zAYtI3RrTLs2qrNv47u7tfYPOLZ6YzE7deVs6YvMaNeG3Xdq7ZfF07Q0IFKQSZIkSZJ1kj4yg+P/b+/+4+yu6juPv94zmUmAgGtMTVQKYrVWgfJD210QEH/QUuq2LKKwtCo+aq1SWbfquou2NXZ9qKw+XClVwfpog9TWH7S2UMUgVMCFCIUWU1wFfYBAAgkkJJNMJvPzfvrH9zt6mcyd3M+9c+d778z7mcd9JPP9nnvu+Z58751zzzmfc9yQMTMzmwc1z5GphOfImJmZWc9yj4yZmVnbgpB7ZKrghswcJH0VOB24KSLObfZ5tR3NTfatDSW2vQcmd+beJMO7chMrd480n358Mjf5bmA0N7lvcKT5CaQAy/bk8u9bm0oO+xKTBweSExO3D6WSx57cpFAdNJBKn51U3pe4zQ59em6C+87tuQmzqw7el0q/fW8u/737mp9MvOqgXFnGx3P3zbI9yfSDyV+ym3MTZgfGmp8c3H/4Ybmy7BjOpR/M1U3tieRKw7PwHJnqeGhpbpcBb6y6EGZmZjY7N2TmEBE3A7k4XTMzW5JqDf5YZy1oQ0bS70vaJGl3+dgo6dc78DqnSbpW0hZJIenCBukukvSgpFFJd0s6db7LYmZmS0GUK8ns/7DOWugemc3A/wROBF4K/BPw95J+cbbEkk6WtHyW40dJeu4cr7MSuBd4JzDrQLWk8yiGjj4MnADcDlwv6YhmL8bMzMyqtaANmYj4h4i4PiJ+FBH3R8T7KYZuTpqZVpKAy4FrJA3UHT8S+BZw0Ryv8/WIeF9EXAMNm8PvAtZHxJ9HxPcj4mLgMeDtmWuStK7s9QkpuUyomZktCgHUVJv1YZ1VWdSSpH7gdRS9J7fPPB8RIeks4BbgS5JeD6yl6MXZCFzSxmsPAi8BPj7j1A3AyZm8ImIdsK4u75h6vLnIjH2P5bYQGE1sIQAwPLJfZ9acxiaavx2GxnNlGehPLo++K9cmPGhNc5Fi02Jvcnn3oeYjhfp+JrnlwGTygy6Zfmrz7lz+ydXjx7Y3fx+PjeQ+cvYmt8KYmMp9N9uVvI8PHWg+0nB4LJf3YH+y4pOBPFlPW5aLulo22fx7duK+3JYA/atykXdE7vOjNjo/jQ3Ph6nGgjdkJB1L0RBZQfFW/C8R8W+zpY2IbZJeSdGY+TJwDHAP8IaISL7rn2I10A9sm3F8G/DqurLeCBwHHCJpM/C6iNjYxuuamZnZPKqiR+Y+4HjgacC5wFWSTo+Ie2dLHBGPSjofuIti6Oe3IiK3yEiLIuLVB05lZmYW7pGpyIKHX0fEeDlH5u6IuISih+UPGqWXtBpYD2wAJoArJLVb7u0UHehrZhxfA2xtM28zM1tiAhy1VJFuWEemD5h1MoekVcA3gS3AbwKvAF4FXFlOBm5JRIwDdwNnzDh1BrPM1zEzM7PutKBDS5I+CnwNeAQ4FLiAYguA/daSKRsqXwN2AGdHxBjwQN2cmQ8B72/wOiuB55c/9gFHSDoeeDIiHi6PfwK4WtKdwG3A24BnA1e0e51DDzRXrbWpXFtsaE/zy6MDbB/JpZ+K5suzZzJ360wll4LPTnzc+2huSfLle3ITGVe8qPm6nPxxbssBaslgt77cfTO+NVeXtbFc/hOjzdf99p25idC1xD0JsHMsty3H6FTuvhmrNf/d7+Ds5N3cfPV0+pXLcxPcJ7bk6mZ1YvZxfy4Ogck9ubIruUvIZLbuZxXUsjPlbV4s9ByZtcBflX8PAZuAX4uIDTMTllFLfwTcHhGjdcd/KOkVMOemFi+lCNGe9sHycRVwYZnPlyQ9A/hD4FkU686cFREPtX55Zma2VHkYqRoL2pCJiAuT6W9scPy+AzzvZuCAX+Ui4tPApzNlMjMzs+7h3a/NzMzaFIQXv6uIGzJmZmbzwHNkqtENUUtmZmZmLXGPTAcMDTUX4ZJdwnzvZG6Z7uHElgMAT4w1n38mwglgYiCXfvOeQ3P5J6JJANawJ5W+tqn5LQoGV+eikCIXkMFULuCKfbty98H4WC59rZbYoiB5Tz45lgtvGUrmP5rc0mA0cZ+t6MuFzuxNRgIO9uWGMbLbMTxjRXNbrUwbf6j58i8fyK1pumxZrqcju+3d8Egu2m124cm+FXFDxszMrE0B1NraOcda5aElMzOziklaJylmPLbWnVeZ5lFJ+yTdLOnoGXk8XdLVkobKx9WS/sPCX83CckPGzMysbTEfWxTcR7Gu2fTj2Lpz7wXeDVwM/BLwOPBNSfXj8H8NnAicWT5OBK5u9Yp6hYeWzMzM5kG0H7U0GRH77fdXrnT/34GPRsTflsfeRNGYuYBi254XUTReTomIjWWa3wO+LemFB1p/rZe5R8bMzKw7PK8cOnpQ0hclPa88fhTFivg3TCeMiH3ArcDJ5aGTgGGeul/gbcDeujSLkntkOuCh3Yc1lW7neK7690xmoyBykUKZSKSJ5PZAI1O5iKvstWrOHSv2NzKeK8/KwYnm0+5oPsIJYGAgF+mwZzgXydPfl6ubXckIjkw03VCy3h8bzaVP3pbsGMt9M6SEfQAAEJ1JREFUlztkWfOvMJGMWspEREH+W2g2yunJ5P/V0xKRSIcsy0UtDfbnyr4suTDdUDKia3ZBrfEw0mpJd9X9/NmI+OyMNHdQbKHzA+CZFNvn3F7Og1lbptk24znbgOeU/14LPBERP7lJy61+Hq97/qLkhoyZmVmbgjn3WtoeES+d8/kR19f/LOk7wAPAm4DvzEcZFysPLZmZmXWZiBgGvge8AJieN7NmRrI1dee2Aj9TzqcBfjK35pl1aRYlN2TMzMzaFkRMzfpohaQVwC8AjwEPUjRGzphx/lR+OidmI7CSYq7MtJOAQ3jqvJlFx0NLZmZm82COOTIHJOnjwHXAwxS9KH9E0Qi5qpzr8kngfZJ+ANxPMYdmmCLkmoj4vqRvUEQwvbXM9krgHxdzxBK4IWNmZtYNDgf+BlgNPEExL+Y/RcRD5fn/AxwEfAp4OsXk4F+JiPr9Vi4ALgc2lD9fC7yj80WvlhsyHfCj4eaiPnaN56KKhpNRSOO15J4/ibRTyS8eKwdyo5gH9yf3cqo1t7/VtFWDuYiM1ZPNb4i0de/BqbxXJPeR2ZvcT2hkKhk9k91/KJF+z2Qu75Gp3H2wPbc9EIN9nXsPZiOokrc8A8lotOxMgkOSvx22JfboWp4s+4pk+my/yHhiv7DGoq11ZCLi/AOcD2Bd+WiUZifw2y0Xoke5IWNmZtamACK8aWQVPNnXzMzMepZ7ZMzMzNo254J41kFuyJiZmbUraDnU2trjoSUzMzPrWe6RMTMza1vMtUWBdZAbMh3wb7uaC+XLhlsOT+TeJBPJ8Ou9k813i04m8z5sIHerPfOgXGdhdpPJHeO5/Lfsaz5ce0V/rm4ym3UC9Cu5CeRE7lqTtxkjiZDkkcnsPZmty1Ry9k7khgKW9zdfl+O1zv5SG0iGjh+yLHcfZJdvyISyr0h++A1mPyyTkpc6K0ctVcdDS2ZmZtaz3CNjZmbWtvYWxLPWuSFjZmY2Dzy0VA0PLZmZmVnPco+MmZnZPHCPTDXckDEzM2tTeGXfyrgh0wGPDDe3U/JYh1eB3B0jqfTLGWw67R7tOXCiOjvGcrtTPzHe3A7i0w7uy93KByVDUTOhq4OJEN0i71Rydk8kd0FPxiRnI10zYfv7JnMf9FORK/twrfldygH2kdwuO6EvOXI/kPw4HlBuyYGsPjoX8ryir7Nlzy73sHN8okMlsYXghoyZmdk88NBSNdyQMTMza1eE91qqiKOWzMzMrGe5R8bMzGweeK+larghY2Zm1rbwHJmKeGjJzMzMepZ7ZDrgIbY2lW5Kk6l8RxhKpQ917tvBZDJsdUXfYan028mFZ66eWptKn94SJXG5y2l+p2yA5ckw2pHIhRgr+X1lgtx9OaHmQ1cnlCt7X+TKPtS/PZU+q5aYzNmX/H/N5N2KFaxMpc8Ok2Tus77I1c1AYmkIAHK32bzw7tfVcUPGzMxsHniOTDXckDEzM2ub58hUxXNkzMzMrGe5R8bMzGweuEemGm7ImJmZtS3Ac2Qq4aElMzMz61nukemAx2o/6Ei+tcjt0Jrt5szkn817b9/jqfR9yoUwD2lLKv1A38Gp9MvVfOhqp8Noa4lwZ4Blyu0kPlrLhfnXEt9Cs3vRTNZyYf5R69w9n5W9h7NlUXKJgl3pNQdy+rW8Y3kv68vlXckQT3hoqSpuyJiZmbUpcPh1VTy0ZGZmZj3LPTJmZmZt8zoyVXFDxszMbF50dh6Szc5DS2ZmZtaz3CNjZmbWNg8tVcUNGTMzs3nhhkwV3JDpgN2jjzSVrk+56p+cGk2WpHNvqlpMptJnr1XJ9AP9uXVhsutSDKv5UdipbN0kR3iz+Wdl13qRml/PJLtWSq2Wu9Zs+Gsnv0Fn8+7ry93z2fyz6fv7BnP5J+peyXteifcfeD2XpcYNGTMzs7YFuAFVCU/2nYOkr0raKemaqstiZmbdLRr8sc5yQ2ZulwFvrLoQZmZmNjs3ZOYQETcDe6ouh5mZ9YJag4d10oI2ZCRdIumfJe2W9ISk6yQd04HXOU3StZK2SApJFzZId5GkByWNSrpb0qnzXRYzM1siImZ/WEctdI/M6cCngZOBVwKTwI2SVs2WWNLJ0v5bqko6StJz53idlcC9wDuBfQ3yPo9i6OjDwAnA7cD1ko5o8lrMzMysYooKW4uSVgJDwNkRcd2McwLuAh4Fzoko4jYlHQncAnw5It7bxGsMA++IiPUzjt8BbIqI36079kPgmoi4pO7Y6eXzz22Q/zrgAwe8WDMzWzQiQvU/S/oGsLpB8u0RcWbnS7U0VR1+fShFr9DOmSciIiSdRdFo+ZKk1wNrgX8CNgKXzHxOsyQNAi8BPj7j1A0UvUVNi4h1wLq6vGPmDd4q59XbZXJezqtX8urGMnV7XjOPuaFSnaon+14G3EPRMNlPRGyjGII6FvgyRSPmHuANkV2166lWA/3AthnHt1E0lgCQdCPwFeAsSZslndTGa5qZmdk8q6xHRtIngFOAU+ZqlETEo5LOpxhmegz4rYgOL23609d+9UK8jpmZmbWmkh4ZSf8X+K/AKyPigQOkXQ2sBzYAE8AVyq5Xvb/tFPutr5lxfA2wtc2859MHl0Be86Vbr68b6wq69xpdX9XlNV+69fq6sa5sHiz4ZF9JlwHnAa+IiO8fIO0q4CaKIZ/fBJ5DMWfmG8Bbo4nCH2Cy73cj4q11x+4H/rZ+sm/WfI7DLgWur+a5rnJcX81zXeW4vrrLgg4tSfoU8AbgbGCnpOn5KMMRMTwjrYCvATsooprGgAckvZKiMfMh4P0NXmcl8Pzyxz7gCEnHA09GxMPl8U8AV0u6E7gNeBvwbOCKeblYMzMz67gF7ZGZbaZ36YNl9M/M9K8Gbo+IkRnHX0gR2HR/g9c5HfjWLKeuiogL69JdBLwXeBbFujN/EBG3HvhKGnNLPcf11TzXVY7rq3muqxzXV3dZ0B6Z7H98RNzY4Ph9B3jezcABXysiPk2xQN988jhsjuurea6rHNdX81xXOa6vLlLpgnhmZmZm7ah6HRkzMzOzlrkhY2ZmZj3LDRkzMzPrWW7IJEm6SNKDkkYl3S3p1AOkf3mZblTSA5LetlBlrVqmriSdI+kGSU9I2iPpDkm/sZDlrVr23qp73imSJiXd2+kydpMW3ouDkv6kfM6YpIcl/beFKm+VWqirCyTdI2lE0lZJf1W3XMaiJuk0SddK2iIpJF3YxHOOlXSLpH3l8/64XELEFoAbMgmSzqPYH+rDwAnA7cD1ko5okP4o4OtluhOAjwCXS3rtwpS4Otm6Al5OsZfWr5fpvw58tdlf5r2uhfqaft7Tgc9TLBy5ZLRYX18EzgTeCrwQeB2wqcNFrVwLn1svA64GrgKOplj368XAFxakwNVbSbEcxzuBfQdKLOkw4JsUC7f+Uvm8/wG8q4NltDqOWkooVwPeFBG/W3fsh8A1s60GLOlS4JyIeEHdsc8BR0fEot6AMltXDfK4E/h2RLy7Q8XsGq3Wl6S/A75LsdzAuRFxTMcL2wVaeC/+CsUGsD8XEdsXrqTVa6Gu3gNcHBFH1h17M3B5RKxciDJ3i0Yrw89I83bgUmBNROwrj/0h8Hbg8GZWoLf2uEemSZIGgZcAN8w4dQNwcoOnnTRL+g3ASyUNzG8Ju0eLdTWbQ4Gd81WubtVqfZULOq6hWOV6yWixvs4G/hl4l4qd7H8o6U/LVcAXrRbr6jbgWZL+swqrgfMpekltfydRfOGq773ZQLFS/HMrKdES44ZM81YD/RTdh/W2AY3Gjtc2SL+szG+xaqWunkLS7wOHU3RxL3bp+pJ0LPAB4Lfn2j1+kWrl/noecApwHPBa4B0Uw0zrO1PErpGuq4jYSNFw+QIwDjxB0eP3ps4Vs6c1+pyfPmcd5oaMdZ1yDtHHgAsi4qGqy9NtJC0HvgS8JyIerLo8PaIPCIp76o6I2EDRmHmtpDXVFq27SHoxcDnwvyl6c86k+IV8ZZXlMmtkQbco6HHbgSmKrvx6a4CtDZ6ztUH6yTK/xaqVugJA0rkUk1ffGBHXdaZ4XSdbX88CXgT8paS/LI/1Uey1OgmcFREzhxIWk1bur8eALRExVHfs++XfR7D/N+rFopW6ugS4MyI+Vv68SdJe4NuS3hcRmztT1J7V6HN++px1mHtkmhQR48DdwBkzTp1BEQUwm40N0t8VERPzW8Lu0WJdIen1FENJF0bENZ0rYXdpob62AMcCx9c9rgB+VP67YR0vBi3eX7cBz54xJ+bny78Xba9fi3V1MEXjp970z/6dsb+NwKmSVtQdOwN4FPhxJSVaaiLCjyYfwHkUY8ZvofhGfBkwDBxZnv888Pm69EcBe4FPlunfUj7/tVVfSxfW1fnABEXo4tq6x6qqr6Ub62uW568D7q36Orq1vihCah+hiFw6GngZRYjtV6q+li6sqwvL9+LbKeYWvYxiovTdVV/LAtXXSn76BWEE+OPy30eU5z8C3FSX/mkUPS9fBI4BzgF2A++u+lqWyqPyAvTaA7iIopU9RvFN57S6czcDN89I/3LgX8r0DwJvq/oaurGuyp9jlsfNC13uXqivWZ67pBoyrdQXxdoxN5S/nLYAnwIOrfo6urSuLga+V9bVYxQTfw+v+joWqK5Ob/BZtL48vx748YznHAvcCoyW9fUByuVN/Oj8w+vImJmZWc/yeKeZmZn1LDdkzMzMrGe5IWNmZmY9yw0ZMzMz61luyJiZmVnPckPGzMzMepYbMmb2E5JOlxTljsdmZl3PDRmzJUbS+rKxEpImJD0g6eOSDqm6bGZmWd400mxpuhF4AzAAnAp8DjiEYldtM7Oe4R4Zs6VpLCK2RsQjEfHXFEvQn113/jhJd0gakXSXpBOnT0h6hqS/kbRZ0j5J35P05vrMJZ0m6TuShiUNSbpT0jF150+WdEuZ/xZJn5F0WMev2swWHTdkzAxgH0XvzLSPAP8LOBHYAXxBkspzKyj2D3sNxQaMlwFXSnoVgKRlwD8A/w84DviPFBunTpXnj6XY8+ja8vw5FJvy/UXnLs/MFivvtWS2xEhaD6yOiNeUP/8y8HXgJuAzwLeAMyNiQ3n+ZRSNkp+NiM0N8vwiMBwRb5G0iqLxc3pE3DJL2s8DExHxO3XHjgf+FVgTEY/P28Wa2aLnOTJmS9OZkoYpPgMGKHpQLgZeXJ7fVJf20fLvZwKbJfVT9NacBzwHWA4MUuyiTEQ8WTaWNki6iaKBdE1EPFzm8xLg+ZLOq3uN6d6enwPckDGzpnloyWxpupViOOeFwIqIOGdGT8hE3b+nu22nPy/eA7wb+BjwqjKfv6dozBRPiHgzxZDSrcBvAPdJ+tW6fD5XPm/6cRzwAuCeebo+M1si3CNjtjSNRMSPWnzuKcB1EXE1QDl35ueBXfWJIuK7wHeBSyVdD7wJ2EAxv+boNl7fzOwn3CNjZln3A6+SdIqkXwD+DDhq+qSkoyR9tIxMOlLSK4BfBP5/meRS4JclXSHpBEnPl/QaSVcu+JWYWc9zj4yZZX2IouFyPUW003qK8O3p+TUjFD00XwFWA9vK85cCRMQmSaeV+dwC9AMPAF9dsCsws0XDUUtmZmbWszy0ZGZmZj3LDRkzMzPrWW7ImJmZWc9yQ8bMzMx6lhsyZmZm1rPckDEzM7Oe5YaMmZmZ9Sw3ZMzMzKxnuSFjZmZmPevfAbt4cRmqqPB+AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_one_pulse(data.counts, data.phases)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Instrument"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We require a model instrument object to transform incident specific flux signals into a form which enters directly in the sampling distribution of the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "class CustomInstrument(xpsi.Instrument):\n",
    "    \"\"\" A model of the NICER telescope response. \"\"\"\n",
    "    \n",
    "    def __call__(self, signal, *args):\n",
    "        \"\"\" Overwrite base just to show it is possible.\n",
    "        \n",
    "        We loaded only a submatrix of the total instrument response\n",
    "        matrix into memory, so here we can simplify the method in the\n",
    "        base class.\n",
    "        \n",
    "        \"\"\"\n",
    "        matrix = self.construct_matrix()\n",
    "\n",
    "        self._folded_signal = np.dot(matrix, signal)\n",
    "\n",
    "        return self._folded_signal\n",
    "\n",
    "    @classmethod\n",
    "    def from_response_files(cls, ARF, RMF, max_input, min_input=0,\n",
    "                            channel_edges=None):\n",
    "        \"\"\" Constructor which converts response files into :class:`numpy.ndarray`s.\n",
    "        :param str ARF: Path to ARF which is compatible with\n",
    "                                :func:`numpy.loadtxt`.\n",
    "        :param str RMF: Path to RMF which is compatible with\n",
    "                                :func:`numpy.loadtxt`.\n",
    "        :param str channel_edges: Optional path to edges which is compatible with\n",
    "                                  :func:`numpy.loadtxt`.\n",
    "        \"\"\"\n",
    "\n",
    "        if min_input != 0:\n",
    "            min_input = int(min_input)\n",
    "\n",
    "        max_input = int(max_input)\n",
    "\n",
    "        try:\n",
    "            ARF = np.loadtxt(ARF, dtype=np.double, skiprows=3)\n",
    "            RMF = np.loadtxt(RMF, dtype=np.double)\n",
    "            if channel_edges:\n",
    "                channel_edges = np.loadtxt(channel_edges, dtype=np.double, skiprows=3)[:,1:]\n",
    "        except:\n",
    "            print('A file could not be loaded.')\n",
    "            raise\n",
    "            \n",
    "        matrix = np.ascontiguousarray(RMF[min_input:max_input,20:201].T, dtype=np.double)\n",
    "\n",
    "        edges = np.zeros(ARF[min_input:max_input,3].shape[0]+1, dtype=np.double)\n",
    "\n",
    "        edges[0] = ARF[min_input,1]; edges[1:] = ARF[min_input:max_input,2]\n",
    "\n",
    "        for i in range(matrix.shape[0]):\n",
    "            matrix[i,:] *= ARF[min_input:max_input,3]\n",
    "\n",
    "        channels = np.arange(20, 201)\n",
    "\n",
    "        return cls(matrix, edges, channels, channel_edges[20:202,-2])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's construct an instance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Setting channels for loaded instrument response (sub)matrix...\n",
      "Channels set.\n",
      "No parameters supplied... empty subspace created.\n"
     ]
    }
   ],
   "source": [
    "NICER = CustomInstrument.from_response_files(ARF = '../../examples/examples_modeling_tutorial/model_data/nicer_v1.01_arf.txt',\n",
    "                                             RMF = '../../examples/examples_modeling_tutorial/model_data/nicer_v1.01_rmf_matrix.txt',\n",
    "                                             max_input = 500,\n",
    "                                             min_input = 0,\n",
    "                                             channel_edges = '../../examples/examples_modeling_tutorial/model_data/nicer_v1.01_rmf_energymap.txt')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The NICER ``v1.01`` response matrix:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize = (14,7))\n",
    "\n",
    "ax = fig.add_subplot(111)\n",
    "veneer((25, 100), (10, 50), ax)\n",
    "\n",
    "_ = ax.imshow(NICER.matrix,\n",
    "              cmap = cm.viridis,\n",
    "              rasterized = True)\n",
    "\n",
    "ax.set_ylabel('Channel $-\\;20$')\n",
    "_ = ax.set_xlabel('Energy interval')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Summed over channel subset $[20,200]$:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize = (7,7))\n",
    "\n",
    "ax = fig.add_subplot(111)\n",
    "veneer((0.1, 0.5), (50,250), ax)\n",
    "\n",
    "ax.plot((NICER.energy_edges[:-1] + NICER.energy_edges[1:])/2.0, np.sum(NICER.matrix, axis=0), 'k-')\n",
    "\n",
    "ax.set_ylabel('Effective area [cm$^{-2}$]')\n",
    "_ = ax.set_xlabel('Energy [keV]')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Signal"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can now combine the dataset and model instrument into a [Signal](signal.rst#xpsi.Signal.Signal) object. The source code for this class has methods and attributes which simplify communication between the aforementioned model objects and another object representing our model star (created below). The surface radiation field of the model star is integrated over based on energies relayed from a\n",
    "[Signal](signal.rst#xpsi.Signal.Signal) object based on the properties of the instrument and the dataset (which are tightly coupled).\n",
    "\n",
    "We are forced to inherit from [Signal](signal.rst#xpsi.Signal.Signal) and write a method that evaluates the logarithm of the likelihood conditional on a parametrised sampling distribution for the data. There is much freedom in constructing this sampling distribution, so the design strategy for X-PSI was to leave this part of the modelling process entirely to a user, guided by a number of examples. The only condition for applicability is that the sampling distribution of the data (or of each subset) can be written in terms of a set of *single* count-rate pulses."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "from xpsi.likelihoods.default_background_marginalisation import eval_marginal_likelihood\n",
    "from xpsi.likelihoods.default_background_marginalisation import precomputation\n",
    "\n",
    "class CustomSignal(xpsi.Signal):\n",
    "    \"\"\"\n",
    "    \n",
    "    A custom calculation of the logarithm of the likelihood.\n",
    "    We extend the :class:`~xpsi.Signal.Signal` class to make it callable.\n",
    "    We overwrite the body of the __call__ method. The docstring for the\n",
    "    abstract method is copied.\n",
    "    \n",
    "    \"\"\"\n",
    "\n",
    "    def __init__(self, workspace_intervals = 1000, epsabs = 0, epsrel = 1.0e-8,\n",
    "                 epsilon = 1.0e-3, sigmas = 10.0, support = None, **kwargs):\n",
    "        \"\"\" Perform precomputation.\n",
    "        \n",
    "        :params ndarray[m,2] support:\n",
    "            Prior support bounds for background count rate variables in the\n",
    "            :math:`m` instrument channels, where the lower bounds must be zero\n",
    "            or positive, and the upper bounds must be positive and greater than\n",
    "            the lower bound. Alternatively, setting the an upper bounds as\n",
    "            negative means the prior support is unbounded and the flat prior\n",
    "            density functions per channel are improper. If ``None``, the lower-\n",
    "            bound of the support for each channel is zero but the prior is\n",
    "            unbounded.\n",
    "        \n",
    "        \"\"\"\n",
    "\n",
    "        super(CustomSignal, self).__init__(**kwargs)\n",
    "\n",
    "        try:\n",
    "            self._precomp = precomputation(self._data.counts.astype(np.int32))\n",
    "        except AttributeError:\n",
    "            print('Warning: No data... can synthesise data but cannot evaluate a '\n",
    "                  'likelihood function.')\n",
    "        else:\n",
    "            self._workspace_intervals = workspace_intervals\n",
    "            self._epsabs = epsabs\n",
    "            self._epsrel = epsrel\n",
    "            self._epsilon = epsilon\n",
    "            self._sigmas = sigmas\n",
    "            \n",
    "            if support is not None:\n",
    "                self._support = support\n",
    "            else:\n",
    "                self._support = -1.0 * np.ones((self._data.counts.shape[0],2))\n",
    "                self._support[:,0] = 0.0\n",
    "\n",
    "    def __call__(self, *args, **kwargs):\n",
    "        self.loglikelihood, self.expected_counts, self.background_signal, self.background_given_support = \\\n",
    "                eval_marginal_likelihood(self._data.exposure_time,\n",
    "                                          self._data.phases,\n",
    "                                          self._data.counts,\n",
    "                                          self._signals,\n",
    "                                          self._phases,\n",
    "                                          self._shifts,\n",
    "                                          self._precomp,\n",
    "                                          self._support,\n",
    "                                          self._workspace_intervals,\n",
    "                                          self._epsabs,\n",
    "                                          self._epsrel,\n",
    "                                          self._epsilon,\n",
    "                                          self._sigmas,\n",
    "                                          kwargs.get('llzero'),\n",
    "                                          allow_negative=(False, False))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the first part of this notebook we define a *marginal* likelihood function. That is, instead of invoking the true background model that in this case is known to us, we invoke a default treatment whereby we marginalise over a set of channel-by-channel background count-rate parameters instead."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We wrote our ``__call__`` method as a wrapper for a extension module to improve speed.  The source code for the simpler case of parameter estimation when the background model is known (see path ``xpsi/examples/true_background``). In general, if you wish to change the model for likelihood evaluation given expected signals, you can archive the Cython extensions in, e.g., the ``xpsi/likelihoods`` directory, and compile these when X-PSI is compiled and installed (by editing the ``setup.py`` script). Alternatively, you can compile your extension elsewhere and call those compiled binaries from your custom class derived from ``Signal``."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's construct and instantiate a ``Signal`` object. We must accept phase shift parameters, which are a *fast* nuisance parameter; this detailed in the docstring of ``Signal``. The bounds of the background parameter have already been specified above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating parameter:\n",
      "    > Named \"phase_shift\" with fixed value 0.000e+00.\n",
      "    > The phase shift for the signal, a periodic parameter [cycles].\n"
     ]
    }
   ],
   "source": [
    "signal = CustomSignal(data = data,\n",
    "                        instrument = NICER,\n",
    "                        background = None,\n",
    "                        interstellar = None,\n",
    "                        workspace_intervals = 1000,\n",
    "                        cache = True,\n",
    "                        epsrel = 1.0e-8,\n",
    "                        epsilon = 1.0e-3,\n",
    "                        sigmas = 10.0,\n",
    "                        support = None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Constructing a star"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We now need to build our star. The basic units for building a star are:\n",
    "\n",
    "* the [Spacetime](spacetime.rst#xpsi.Spacetime.Spacetime) class;\n",
    "* the [Photosphere](photosphere.rst#xpsi.Photosphere.Photosphere) class;\n",
    "* the [HotRegion](hotregion.rst#xpsi.HotRegion.HotRegion) class;\n",
    "* the [Elsewhere](elsewhere.rst#xpsi.Elsewhere.Elsewhere) class;\n",
    "* and four low-level user-modifiable routines for evaluation of a parametrised specific intensity model.\n",
    "\n",
    "For this demonstration we will assume that the surface radiation field *elsewhere* (other than the hot regions) can be ignored in the soft X-ray regime our model instrument is sensitive to. For more advanced modelling, we can simply write custom *derived* classes, and instantiate those derived classes to construct objects for our model. In particular, a common pattern will be to subclass the [HotRegion](hotregion.rst#xpsi.HotRegion.HotRegion) class. Let's start with the [Spacetime](spacetime.rst#xpsi.Spacetime.Spacetime) class."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### The ambient spacetime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "xpsi.Spacetime.Spacetime"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xpsi.Spacetime#? # uncomment to query"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can instanciate the `spacetime` by defining all parameters with a given value.  In this case, all parameters will be fixed because the `bounds` are not specified (empty dictionary). **Note that all parameters must be defined at least once in `bounds` or `values`.** "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating parameter:\n",
      "    > Named \"frequency\" with fixed value 3.000e+02.\n",
      "    > Spin frequency [Hz].\n",
      "Creating parameter:\n",
      "    > Named \"mass\" with fixed value 1.500e+00.\n",
      "    > Gravitational mass [solar masses].\n",
      "Creating parameter:\n",
      "    > Named \"radius\" with fixed value 1.200e+01.\n",
      "    > Coordinate equatorial radius [km].\n",
      "Creating parameter:\n",
      "    > Named \"distance\" with fixed value 1.500e-01.\n",
      "    > Earth distance [kpc].\n",
      "Creating parameter:\n",
      "    > Named \"cos_inclination\" with fixed value 5.000e-01.\n",
      "    > Cosine of Earth inclination to rotation axis.\n"
     ]
    }
   ],
   "source": [
    "values = dict(distance =0.150,          # (Earth) distance\n",
    "                mass = 1.5,             # mass\n",
    "                radius = 12.0,          # equatorial radius\n",
    "                cos_inclination = 0.5,  # (Earth) inclination to rotation axis\n",
    "                frequency = 300. )      # spin frequency\n",
    "\n",
    "spacetime = xpsi.Spacetime(bounds={}, values=values)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Alternatively we can specify bounds manually for the free parameters. Using `(None, None)` will set the default bounds. The fixed parameters are defined in the `values` dictionary.  If both the bounds and a value are defined for a parameters, the value will not be fixed but instead will be set as an initial value."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating parameter:\n",
      "    > Named \"frequency\" with fixed value 3.000e+02.\n",
      "    > Spin frequency [Hz].\n",
      "Creating parameter:\n",
      "    > Named \"mass\" with bounds [1.000e-03, 3.000e+00] and initial value 1.400e+00.\n",
      "    > Gravitational mass [solar masses].\n",
      "Creating parameter:\n",
      "    > Named \"radius\" with bounds [1.000e+00, 2.000e+01].\n",
      "    > Coordinate equatorial radius [km].\n",
      "Creating parameter:\n",
      "    > Named \"distance\" with bounds [1.000e-02, 3.000e+01].\n",
      "    > Earth distance [kpc].\n",
      "Creating parameter:\n",
      "    > Named \"cos_inclination\" with bounds [-1.000e+00, 1.000e+00].\n",
      "    > Cosine of Earth inclination to rotation axis.\n"
     ]
    }
   ],
   "source": [
    "bounds = dict(distance = (None, None),                   # Default bounds for (Earth) distance\n",
    "                mass = (None, None),                     # Default bounds for mass \n",
    "                radius = (None, None),                   # Default bounds for equatorial radius\n",
    "                cos_inclination = (None, None))          # Default bounds for (Earth) inclination to rotation axis\n",
    "\n",
    "values = dict(frequency=300.0,                           # Fixed spin frequency\n",
    "              mass=1.4)                                  # mass with initial value\n",
    "\n",
    "spacetime = xpsi.Spacetime(bounds=bounds, values=values)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To display the free parameters:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Gravitational mass [solar masses].\n",
      "Coordinate equatorial radius [km].\n",
      "Earth distance [kpc].\n",
      "Cosine of Earth inclination to rotation axis.\n"
     ]
    }
   ],
   "source": [
    "for p in spacetime:\n",
    "    print(p)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For the following example in this tutorial, we will specify the bounds of all parameters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating parameter:\n",
      "    > Named \"frequency\" with fixed value 3.000e+02.\n",
      "    > Spin frequency [Hz].\n",
      "Creating parameter:\n",
      "    > Named \"mass\" with bounds [1.000e+00, 3.000e+00].\n",
      "    > Gravitational mass [solar masses].\n",
      "Creating parameter:\n",
      "    > Named \"radius\" with bounds [4.430e+00, 1.600e+01].\n",
      "    > Coordinate equatorial radius [km].\n",
      "Creating parameter:\n",
      "    > Named \"distance\" with bounds [1.000e-01, 1.000e+00].\n",
      "    > Earth distance [kpc].\n",
      "Creating parameter:\n",
      "    > Named \"cos_inclination\" with bounds [0.000e+00, 1.000e+00].\n",
      "    > Cosine of Earth inclination to rotation axis.\n"
     ]
    }
   ],
   "source": [
    "bounds = dict(distance = (0.1, 1.0),                     # (Earth) distance\n",
    "                mass = (1.0, 3.0),                       # mass with default bounds\n",
    "                radius = (3.0 * gravradius(1.0), 16.0),  # equatorial radius\n",
    "                cos_inclination = (0.0, 1.0))            # (Earth) inclination to rotation axis\n",
    "\n",
    "values = dict(frequency=300.0 )                          # Fixed spin frequency\n",
    "\n",
    "spacetime = xpsi.Spacetime(bounds=bounds, values=values)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### The photosphere and its constituent regions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It is not necessary for us to write a custom derived class for the photosphere object, so we will simply instantiate a [Photosphere](photosphere.rst#xpsi.Photosphere.Photosphere) object. However, we first need an instance of [HotRegion](hotregion.rst#xpsi.HotRegion.HotRegion) to instantiate the photosphere, and we need to implement a low-level parametrised model for the specific intensity emergent from the photosphere in a local comoving frame."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The neutron star atmosphere is assumed to be geometrically thin. In the applications thus far, the surface local-comoving-frame radiation field as being described by a single *free* parameter: the effective temperature. The radiation field is also dependent on the local effective gravitational acceleration, however this is a *derived* parameter in the model. The parametrised radiation field as a function of energy and angle subtended to the normal to the (plane-parallel) atmosphere in a local comoving frame is provided as numerical model data for multi-dimensional interpolation.\n",
    "\n",
    "In X-PSI, integration over the surface radiation field is performed via calls to low-level C routines. To reduce likelihood evaluation times, the atmosphere interpolator is written in C, and calls to that interpolator are from C routine. In other words, in X-PSI, **we do not use Python callback functions for evaluation of specific intensities, but C functions which are compiled when the** X-PSI **package is built**. Unfortunately this means that to change the parametrised surface radiation field you need to get your hands a little dirty; on the bright side, the body of these functions can be implemented almost completely in the Cython language, so syntactically there is some similarity to Python because the language syntax is somewhat of a hybrid/superset. Beware, however, that the body of these functions must not contain calls to the Python API, and only to external C libraries if required: the code must evaluate to pure C, and not require the Python/C API. Note that the Python global interpreter lock is deactivated during integration to enable OpenMP multi-threading in some applications of the integrator; thus the code needs to be thread safe and ``nogil`` (not require the global interpreter lock, although a context manager could *in principle* be used to reacquire the lock within the integrator). Also note that if external C libraries are required, that you include a Cython .pxd (header) file in the package which ``extern``s the required library components; the library also needs to be included and linked in ``setup.py`` at package build-time.\n",
    "\n",
    "*You are encouraged to ask the author of X-PSI for assistance in implementing your low-level surface radiation field model if you are uncertain. If you have ideas for making this model specification more user-friendly, without, crucially, increasing signal integration time, please contact the author or submit a pull request.*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following is the contents of the ``hot.pxd`` file which the X-PSI integrators use as the header file for including other C functions in the package.\n",
    "\n",
    "```cython\n",
    "from preload cimport _preloaded\n",
    "\n",
    "cdef double eval_hot(size_t THREAD,\n",
    "                     double E,\n",
    "                     double mu,\n",
    "                     const double *const VEC,\n",
    "                     void *const data) nogil\n",
    "\n",
    "cdef double eval_hot_norm() nogil\n",
    "\n",
    "cdef void* init_hot(size_t numThreads, const _preloaded *const preloaded) nogil\n",
    "\n",
    "cdef int free_hot(size_t numThreads, void *const data) nogil\n",
    "```\n",
    "\n",
    "**You are free to modify these functions in the associated** ``hot.pyx`` **implementation file, and you have almost complete control over the function bodies, but not the signatures.** By default the package includes an isotropic blackbody model:\n",
    "\n",
    "```cython\n",
    "#cython: cdivision=True\n",
    "#cython: boundscheck=False\n",
    "#cython: nonecheck=False\n",
    "#cython: wraparound=False\n",
    "\n",
    "from libc.math cimport exp, pow\n",
    "\n",
    "from xpsi.global_imports import _keV, _k_B\n",
    "\n",
    "cdef int SUCCESS = 0\n",
    "\n",
    "cdef double erg = 1.0e-7\n",
    "cdef double Planck_dist_const = 5.040366110812353e22\n",
    "\n",
    "cdef double k_B = _k_B\n",
    "cdef double keV = _keV\n",
    "cdef double k_B_over_keV = k_B / keV\n",
    "\n",
    "#----------------------------------------------------------------------->>>\n",
    "# >>> User modifiable functions.\n",
    "# >>> Note that the user is entirely free to wrap thread-safe and\n",
    "# ... non-parallel external C routines from an external library.\n",
    "# >>> Thus the bodies of the following need not be written explicitly in\n",
    "# ... the Cython language.\n",
    "#----------------------------------------------------------------------->>>\n",
    "cdef void* init_hot(size_t numThreads, const _preloaded *const preloaded) nogil:\n",
    "    # This function must match the free management routine free_hot()\n",
    "    # in terms of freeing dynamically allocated memory. This is entirely\n",
    "    # the user's responsibility to manage.\n",
    "\n",
    "    # Return NULL if dynamic memory is not required for the model.\n",
    "    return NULL\n",
    "\n",
    "cdef int free_hot(size_t numThreads, void *const data) nogil:\n",
    "    # This function must match the initialisation routine init_hot()\n",
    "    # in terms of freeing dynamically allocated memory. This is entirely\n",
    "    # the user's responsibility to manage.\n",
    "    # The void pointer must be appropriately cast before memory is freed --\n",
    "    # only the user can know this at compile time.\n",
    "    # Just use free(<void*> data) iff no memory was dynamically\n",
    "    # allocated in the function:\n",
    "    #   init_local_hot()\n",
    "    # because data is expected to be NULL in this case\n",
    "\n",
    "    #printf(\"\\nNo data to be freed.\")\n",
    "\n",
    "    return SUCCESS\n",
    "\n",
    "cdef double eval_hot(size_t THREAD,\n",
    "                     double E,\n",
    "                     double mu,\n",
    "                     const double *const VEC,\n",
    "                     void *const data) nogil:\n",
    "    # Arguments:\n",
    "    # E = photon energy in keV\n",
    "    # mu = cosine of ray zenith angle (i.e., angle to surface normal)\n",
    "    # VEC = variables such as temperature, effective gravity, ...\n",
    "    # data = numerical model data required for intensity evaluation\n",
    "\n",
    "    cdef double temp = k_B_over_keV * pow(10.0, VEC[0])\n",
    "\n",
    "    return E * E * E / ( exp(E / temp) - 1.0 )\n",
    "\n",
    "cdef double eval_hot_norm() nogil:\n",
    "    # Source radiation field normalisation which is independent of the\n",
    "    # parameters of the parametrised model -- i.e. cell properties, energy,\n",
    "    # and angle.\n",
    "    # Writing the normalisation here reduces the number of operations required\n",
    "    # during integration.\n",
    "    # The units of the specific intensity need to be J/cm^2/s/keV/steradian.\n",
    "\n",
    "    return erg * Planck_dist_const\n",
    "```\n",
    "\n",
    "In most use-cases we need to modify these functions to enable handling of the numerical atmosphere data. An extension for such a case may be found as an [example](surface_radiation_field.rst#a-numerical-atmosphere), which contains the extension used by [Riley et al. (2019)](applications.rst#riley-et-al-2019-apjl-887-l21) to implement a numerical atmosphere generated by the NSX atmosphere code ([Ho, W.C.G & Lai, D. 2001](https://ui.adsabs.harvard.edu/abs/2001MNRAS.327.1081H/abstract); [Ho, W.C.G & Heinke, C.O. 2009](https://ui.adsabs.harvard.edu/link_gateway/2009Natur.462...71H/doi:10.1038/nature08525)), courtesy of W.C.G. Ho for NICER modeling efforts. A fully-ionized hydrogen atmosphere (Ho & Lai 2001) was used in [Riley et al. (2019)](applications.rst#riley-et-al-2019-apjl-887-l21); also see Bogdanov et al. (2020).\n",
    "\n",
    "Changing the model for the parametrised surface emission requires re-compiling X-PSI using the appropriate flags for the hot regions and/or for the rest of the surface (see [Installation](install.rst)). Alternatively, you can compile your extension elsewhere and link it when X-PSI is installed (by editing the ``setup.py`` script), `cimporting` or `extern`ing from the appropriate `.pxd` header file(s), and calling those precompiled binaries from the functions declared in the ``xpsi/surface_radiation_field/hot.pxd`` header."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We now instantiate hot region objects. We can find the required and optional parameter names in the class docstring:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "xpsi.HotRegion.HotRegion"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xpsi.HotRegion#? # uncomment to query"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The names can also be found as class attributes as follows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['super_colatitude',\n",
       " 'super_radius',\n",
       " 'phase_shift',\n",
       " 'super_temperature (if no custom specification)']"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xpsi.HotRegion.required_names"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The condition *if no custom specification* means that this name is required if we do not supply custom parameters for the radiation field in the superseding member of the hot region. If we supply custom parameters, we also need to subclass ``xpsi.HotRegion`` and overwrite the ``__compute_cellParamVecs`` method to handle our parameters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['omit_colatitude',\n",
       " 'omit_radius',\n",
       " 'omit_azimuth',\n",
       " 'cede_colatitude',\n",
       " 'cede_radius',\n",
       " 'cede_azimuth',\n",
       " 'cede_temperature']"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xpsi.HotRegion.optional_names"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For the purpose of illustration, we *tie* the temperatures of the hot regions together: *this is where the model deviates from the examples directory as alluded to in the preamble of this tutorial*. There is more than one way to achieve this, but we will use the most powerful approach."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating parameter:\n",
      "    > Named \"super_colatitude\" with bounds [0.000e+00, 3.142e+00].\n",
      "    > The colatitude of the centre of the superseding region [radians].\n",
      "Creating parameter:\n",
      "    > Named \"super_radius\" with bounds [0.000e+00, 1.571e+00].\n",
      "    > The angular radius of the (circular) superseding region [radians].\n",
      "Creating parameter:\n",
      "    > Named \"phase_shift\" with bounds [-2.500e-01, 7.500e-01].\n",
      "    > The phase of the hot region, a periodic parameter [cycles].\n",
      "Creating parameter:\n",
      "    > Named \"super_temperature\" with bounds [3.000e+00, 7.000e+00].\n",
      "    > log10(superseding region effective temperature [K]).\n"
     ]
    }
   ],
   "source": [
    "bounds = dict(super_colatitude = (None, None),\n",
    "              super_radius = (None, None),\n",
    "              phase_shift = (-0.25, 0.75),\n",
    "              super_temperature = (None, None))\n",
    "\n",
    "# a simple circular, simply-connected spot\n",
    "primary = xpsi.HotRegion(bounds=bounds,\n",
    "                            values={}, # no initial values and no derived/fixed\n",
    "                            symmetry=True,\n",
    "                            omit=False,\n",
    "                            cede=False,\n",
    "                            concentric=False,\n",
    "                            sqrt_num_cells=32,\n",
    "                            min_sqrt_num_cells=10,\n",
    "                            max_sqrt_num_cells=64,\n",
    "                            num_leaves=100,\n",
    "                            num_rays=200,\n",
    "                            prefix='p') # unique prefix needed because >1 instance"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that since the atmospheric local-comoving-frame effective temperature is uniform everywhere within the hot region boundaries, we can use the default value of the ``symmetry`` keyword, ``True``. All other arguments determine the numerical resolution, and have defaults which have been (somewhat arbitrarily) chosen to be result in a likelihood evaluation time of $\\mathcal{O}(1)$ s."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's take a look at the ``xpsi.Derive`` docstring for guidance:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "xpsi.Parameter.Derive"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xpsi.Derive#? # uncomment to query"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating parameter:\n",
      "    > Named \"super_colatitude\" with bounds [0.000e+00, 3.142e+00].\n",
      "    > The colatitude of the centre of the superseding region [radians].\n",
      "Creating parameter:\n",
      "    > Named \"super_radius\" with bounds [0.000e+00, 1.571e+00].\n",
      "    > The angular radius of the (circular) superseding region [radians].\n",
      "Creating parameter:\n",
      "    > Named \"phase_shift\" with bounds [-2.500e-01, 7.500e-01].\n",
      "    > The phase of the hot region, a periodic parameter [cycles].\n",
      "Creating parameter:\n",
      "    > Named \"super_temperature\" that is derived from ulterior variables.\n",
      "    > log10(superseding region effective temperature [K]).\n"
     ]
    }
   ],
   "source": [
    "class derive(xpsi.Derive):\n",
    "    def __init__(self):\n",
    "        \"\"\"\n",
    "        We can pass a reference to the primary here instead\n",
    "        and store it as an attribute if there is risk of\n",
    "        the global variable changing.\n",
    "        \n",
    "        This callable can for this simple case also be\n",
    "        achieved merely with a function instead of a magic\n",
    "        method associated with a class.\n",
    "        \"\"\"\n",
    "        pass\n",
    "\n",
    "    def __call__(self, boundto, caller = None):\n",
    "        # one way to get the required reference\n",
    "        global primary # unnecessary, but for clarity\n",
    "        return primary['super_temperature'] - 0.2\n",
    "    \n",
    "bounds['super_temperature'] = None # declare fixed/derived variable\n",
    "\n",
    "secondary = xpsi.HotRegion(bounds=bounds, # can otherwise use same bounds\n",
    "                              values={'super_temperature': derive()}, # create a callable value\n",
    "                              symmetry=True,\n",
    "                              omit=False,\n",
    "                              cede=False,\n",
    "                              concentric=False,\n",
    "                              sqrt_num_cells=32,\n",
    "                              min_sqrt_num_cells=10,\n",
    "                              max_sqrt_num_cells=100,\n",
    "                              num_leaves=100,\n",
    "                              num_rays=200,\n",
    "                              is_antiphased=True,\n",
    "                              prefix='s') # unique prefix needed because >1 instance"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The description *derived from ulterior variables* means that when we lookup the value, it is calculated dynamically from the values of other (ulterior) model parameters. We clearly expect the temperature of the secondary hot region to behave in this way. A few other varibles do to because of keyword arguments passed upon instantiation of the hot regions. For example, the colatitude of the *zero-radii* omission and ceding regions (``omit=False`` and ``cede=False``) are equivalent to the colatitude of the centre of the superseding region. The azimuths are *relative* to the superseding region, and are thus listed as being *fixed* at zero azimuthal separation. If one of ``omit`` or ``cede`` was ``True``, and ``concentric=True``, a similar setup is performed, but with the radius of ``omit`` or ``cede`` being free, fixed (at finite value, but zero achieves the same as ``False`` for both ``omit`` and ``cede`` keyword arguments), or derived."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We now need to encapsulate the hot region instances in a container with properties expected by the ``Photosphere`` class."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "from xpsi import HotRegions\n",
    "\n",
    "hot = HotRegions((primary, secondary))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's check out the hot regions:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Free parameters\n",
       "---------------\n",
       "p__phase_shift: The phase of the hot region, a periodic parameter [cycles].\n",
       "p__super_colatitude: The colatitude of the centre of the superseding region [radians].\n",
       "p__super_radius: The angular radius of the (circular) superseding region [radians].\n",
       "p__super_temperature: log10(superseding region effective temperature [K]).\n",
       "\n",
       "Derived/fixed parameters\n",
       "------------------------\n",
       "p__cede_colatitude: The colatitude of the centre of the ceding region [radians].\n",
       "p__cede_radius: The angular radius of the (circular) ceding region [radians].\n",
       "p__cede_azimuth: The azimuth of the centre of the ceding region relative to the\n",
       "centre of the superseding region [radians].\n",
       "p__omit_colatitude: The colatitude of the centre of the omission region [radians].\n",
       "p__omit_radius: The angular radius of the (circular) omission region [radians].\n",
       "p__omit_azimuth: The azimuth of the centre of the omission region relative to the\n",
       "centre of the superseding region [radians]."
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hot.objects[0] # 'p'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Free parameters\n",
       "---------------\n",
       "s__phase_shift: The phase of the hot region, a periodic parameter [cycles].\n",
       "s__super_colatitude: The colatitude of the centre of the superseding region [radians].\n",
       "s__super_radius: The angular radius of the (circular) superseding region [radians].\n",
       "\n",
       "Derived/fixed parameters\n",
       "------------------------\n",
       "s__super_temperature: log10(superseding region effective temperature [K]).\n",
       "s__cede_colatitude: The colatitude of the centre of the ceding region [radians].\n",
       "s__cede_radius: The angular radius of the (circular) ceding region [radians].\n",
       "s__cede_azimuth: The azimuth of the centre of the ceding region relative to the\n",
       "centre of the superseding region [radians].\n",
       "s__omit_colatitude: The colatitude of the centre of the omission region [radians].\n",
       "s__omit_radius: The angular radius of the (circular) omission region [radians].\n",
       "s__omit_azimuth: The azimuth of the centre of the omission region relative to the\n",
       "centre of the superseding region [radians]."
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hot.objects[1] # 's'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A list of names, with the prefix, can also be accessed as follows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['p__phase_shift',\n",
       " 'p__super_colatitude',\n",
       " 'p__super_radius',\n",
       " 'p__super_temperature',\n",
       " 'p__cede_colatitude',\n",
       " 'p__cede_radius',\n",
       " 'p__cede_azimuth',\n",
       " 'p__omit_colatitude',\n",
       " 'p__omit_radius',\n",
       " 'p__omit_azimuth']"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "h = hot.objects[0]\n",
    "h.names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'p'"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "h.prefix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "The phase of the hot region, a periodic parameter [cycles]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "h.get_param('phase_shift')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's set a value for the temperature of the primary hot region:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "hot['p__super_temperature'] = 6.0 # equivalent to ``primary['super_temperature'] = 6.0``"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's lookup the temperature of the secondary:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5.8"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "secondary['super_temperature']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "No value was set explicitly for this secondary temperature: it is looked up dynamically from that of the primary hot region."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that the following access will *not* work:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "# hot['s__super_temperature']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The reason for this is because the temperature of the secondary hot region is a *fixed/derived* variable. Only *free* model parameters are merged into larger spaces. A fixed/derived variable needs to be accessed via the subspace that directly encapsulates a reference to it."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can now instantitate the photosphere:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "class CustomPhotosphere(xpsi.Photosphere):\n",
    "    \"\"\" Implement method for imaging.\"\"\"\n",
    "    \n",
    "    @property\n",
    "    def global_variables(self):\n",
    "    \n",
    "        return np.array([self['p__super_colatitude'],\n",
    "                          self['p__phase_shift'] * _2pi,\n",
    "                          self['p__super_radius'],\n",
    "                          self['p__super_temperature'],\n",
    "                          self['s__super_colatitude'],\n",
    "                          (self['s__phase_shift'] + 0.5) * _2pi,\n",
    "                          self['s__super_radius'],\n",
    "                          self.hot.objects[1]['s__super_temperature']])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating parameter:\n",
      "    > Named \"mode_frequency\" with fixed value 3.000e+02.\n",
      "    > Coordinate frequency of the mode of radiative asymmetry in the\n",
      "photosphere that is assumed to generate the pulsed signal [Hz].\n"
     ]
    }
   ],
   "source": [
    "photosphere = CustomPhotosphere(hot = hot, elsewhere = None,\n",
    "                                values=dict(mode_frequency = spacetime['frequency']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "photosphere['mode_frequency'] == spacetime['frequency']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that generally the ``Photosphere`` instance must have a prefix that matches a prefix given to a ``Signal`` instance to ensure the user achieves what they intend for likelihood evaluation; when the model defines multiple data subsets and thus multiple [Signal](signal.rst#xpsi.Signal.Signal) instances, tagging the objects in this manner is a safety guard (in particular against inadvertently wasting compute resources sampling a distribution conditional on an unintended model). If there is one ``Photosphere`` and one ``Signal`` object, the prefixes can simply be none because there is no potential ambiguity."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We do not model the surface radiation field *elsewhere*, and we thus leave the ``elsewhere`` keyword as ``None`` (the default). *Elsewhere* means on the surface, exterior to radiating hot regions that are typically expected to span a smaller angular extent; in the current version, the radiation from *elsewhere*, if explicitly computed is assumed to be time-invariant supposing the hot regions were not present. To account for radiation from *elsewhere*, a time-invariant signal is first computed, meaning an axisymmetric surface local-comoving-frame radiation field is assumed. The time-dependent signals from the hot regions are then computed, and modified by subtracting the specific intensity that would otherwise be generated by the surface local-comoving-frame radiation field from *elsewhere* (i.e., in place of the hot regions).  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Star"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can now combine the ambient spacetime, ``spacetime``, and the embedded photosphere, ``photosphere``, into a model star represented by an instance of [Star](star.rst#xpsi.Star.Star). We do not need to extend this class, so we can simply construct and instantiate a star as follows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "star = xpsi.Star(spacetime = spacetime, photospheres = photosphere)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's check out the star object, which merged parameter subspaces associated with objects lower in the hierarchy:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Free parameters\n",
       "---------------\n",
       "mass: Gravitational mass [solar masses].\n",
       "radius: Coordinate equatorial radius [km].\n",
       "distance: Earth distance [kpc].\n",
       "cos_inclination: Cosine of Earth inclination to rotation axis.\n",
       "p__phase_shift: The phase of the hot region, a periodic parameter [cycles].\n",
       "p__super_colatitude: The colatitude of the centre of the superseding region [radians].\n",
       "p__super_radius: The angular radius of the (circular) superseding region [radians].\n",
       "p__super_temperature: log10(superseding region effective temperature [K]).\n",
       "s__phase_shift: The phase of the hot region, a periodic parameter [cycles].\n",
       "s__super_colatitude: The colatitude of the centre of the superseding region [radians].\n",
       "s__super_radius: The angular radius of the (circular) superseding region [radians]."
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "star"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that only the free parameters are merged into a subspace higher in the object hierarchy. The reason for this is\n",
    "that there is not a clear and common pattern (at present) for accessing fixed/derived variables outside of the primary subspace to which they belong. If you try hard enough, of course, you can still get at them."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "### A callable likelihood object"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "Given the objects constructed above and the relevant pre-compiled low-level code, we can now construct and instantiate a *callable* likelihood object. We do not need extend (via inheritance) the [Likelihood](likelihood.rst#xpsi.Likelihood.Likelihood) class found the source code: this class simply combines all of the model objects defined above, performs some automatic operations given the properties of the those objects, and facilitates communication of those objects when it recieves a call to evaluate the likelihood."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "likelihood = xpsi.Likelihood(star = star, signals = signal,\n",
    "                             num_energies=128,\n",
    "                             threads=1,\n",
    "                             externally_updated=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's retrieve the total number of free model parameters merged into the full parameter space:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Free parameters\n",
       "---------------\n",
       "mass: Gravitational mass [solar masses].\n",
       "radius: Coordinate equatorial radius [km].\n",
       "distance: Earth distance [kpc].\n",
       "cos_inclination: Cosine of Earth inclination to rotation axis.\n",
       "p__phase_shift: The phase of the hot region, a periodic parameter [cycles].\n",
       "p__super_colatitude: The colatitude of the centre of the superseding region [radians].\n",
       "p__super_radius: The angular radius of the (circular) superseding region [radians].\n",
       "p__super_temperature: log10(superseding region effective temperature [K]).\n",
       "s__phase_shift: The phase of the hot region, a periodic parameter [cycles].\n",
       "s__super_colatitude: The colatitude of the centre of the superseding region [radians].\n",
       "s__super_radius: The angular radius of the (circular) superseding region [radians]."
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "likelihood"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "11"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(likelihood)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Note that if you want to modify the definition of the model parameter space you should restart the process of constructing a** ``likelihood`` **object, instead of manipulating existing objects, for ultimate safety.** (You can also restart the kernel although if this is required it is a bug.)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's call the ``likelihood`` object with the true model parameter values that we injected to generate the synthetic data rendered above, omitting background parameters. Note that you can switch the phase interpolant invoked from GSL by:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "xpsi.set_phase_interpolant('Akima')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Pre-`v0.6`, the interpolant choice was `'Steffen'`, but the default is now `'Akima'`, and this notebook was executed with this default."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Checking likelihood and prior evaluation before commencing sampling...\n",
      "Cannot import ``allclose`` function from NumPy.\n",
      "Using fallback implementation...\n",
      "Checking closeness of likelihood arrays:\n",
      "-2.67136014e+04 | -2.67136137e+04 .....\n",
      "Closeness evaluated.\n",
      "Log-likelihood value checks passed on root process.\n",
      "Checks passed.\n",
      "time = 0.786 s\n"
     ]
    }
   ],
   "source": [
    "p = [1.4,\n",
    "     12.5,\n",
    "     0.2,\n",
    "     math.cos(1.25),\n",
    "     0.0,\n",
    "     1.0,\n",
    "     0.075,\n",
    "     6.2,\n",
    "     0.025,\n",
    "     math.pi - 1.0,\n",
    "     0.2]\n",
    "\n",
    "likelihood.clear_cache()\n",
    "t = time.time()\n",
    "# source code changes since model was applied, so let's be a\n",
    "# bit lenient when checking the likelihood function\n",
    "likelihood.check(None, [-26713.6136777], 1.0e-6,\n",
    "                 physical_points=[p])\n",
    " \n",
    "print('time = %.3f s' % (time.time() - t))\n",
    "\n",
    "# > xpsi.set_phase_interpolant('Akima')\n",
    "# Checking likelihood and prior evaluation before commencing sampling...\n",
    "# Cannot import ``allclose`` function from NumPy.\n",
    "# Using fallback implementation...\n",
    "# Checking closeness of likelihood arrays:\n",
    "# -2.67136012e+04 | -2.67136137e+04 .....\n",
    "# Closeness evaluated.\n",
    "# Log-likelihood value checks passed on root process.\n",
    "# Checks passed.\n",
    "# time = 0.571 s\n",
    "\n",
    "# > xpsi.set_phase_interpolant('Steffen')\n",
    "# Checking likelihood and prior evaluation before commencing sampling...\n",
    "# Cannot import ``allclose`` function from NumPy.\n",
    "# Using fallback implementation...\n",
    "# Checking closeness of likelihood arrays:\n",
    "# -2.67136140e+04 | -2.67136137e+04 .....\n",
    "# Closeness evaluated.\n",
    "# Log-likelihood value checks passed on root process.\n",
    "# Checks passed.\n",
    "# time = 0.581 s\n",
    "\n",
    "# > xpsi.set_phase_interpolant('Cubic')\n",
    "# Checking likelihood and prior evaluation before commencing sampling...\n",
    "# Cannot import ``allclose`` function from NumPy.\n",
    "# Using fallback implementation...\n",
    "# Checking closeness of likelihood arrays:\n",
    "# -2.67135656e+04 | -2.67136137e+04 .....\n",
    "# Closeness evaluated.\n",
    "# Log-likelihood value checks passed on root process.\n",
    "# Checks passed. (increasing the tolerance to 1e-5)\n",
    "# time = 0.720 s (consistently slower)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If the secondary temperature was free, we would extend the vector ``p`` by one element, passing the injected value of ``6.0``:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6.0"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "secondary['super_temperature']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "External sampling software will interact with a ``likelihood`` object in this way. That is, it will pass some ordered container of parameter values: a vector. However, this vector will be ignored if the ``likelihood`` instance is told it can safely assume all parameters have been updated *externally*, meaning before the call is placed to ``likelihood.__call__()``. This external update will typically happen during *nested sampling* when a call is placed to a ``prior`` object to inverse sample from the joint prior distribution. Our ``prior`` object can interact with our ``likelihood`` object outside of a sampling process, and thus we can encapsulate a reference to the parameter space in the ``prior`` instance and simply update the parameter values using easier handles (via ``__getitem__`` magic) to conclude an inverse sampled procedure."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Inspecting functionality"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Calling the ``likelihood`` object also modified the ``signals`` property of the ``photosphere`` object. Let's plot the ``signals`` by summing the count-rate over output instrument channels. We first define a helper function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_pulse():\n",
    "    \"\"\" Plot hot region signals before and after telescope operation. \"\"\"\n",
    "    fig = plt.figure(figsize=(7,7))\n",
    "    ax = fig.add_subplot(111)\n",
    "    \n",
    "    ax.set_ylabel('Signal [arbitrary normalisation]')\n",
    "    ax.set_xlabel('Phase [cycles]')\n",
    "    \n",
    "    temp = np.sum(signal.signals[0], axis=0)\n",
    "    ax.plot(signal.phases[0], temp/np.max(temp), '-', color='k', lw=0.5)\n",
    "    temp = np.sum(signal.signals[1], axis=0)\n",
    "    ax.plot(signal.phases[1], temp/np.max(temp), '-', color='r', lw=0.5)\n",
    "    \n",
    "    temp = np.sum(photosphere.signal[0][0], axis=0)\n",
    "    ax.plot(signal.phases[0], temp/np.max(temp), 'o-', color='k', lw=0.5, markersize=2)\n",
    "    temp = np.sum(photosphere.signal[1][0], axis=0)\n",
    "    ax.plot(signal.phases[1], temp/np.max(temp), 'o-', color='r', lw=0.5, markersize=2)\n",
    "    \n",
    "    veneer((0.05,0.2), (0.05,0.2), ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "likelihood(p, reinitialise=False)\n",
    "_ = plot_pulse()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The pulse-profiles with markers are the signals incident on the telescope, before operating on them with the response model. The markers, linearly spaced in phase, denote the phase resolution."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The ``likelihood`` object calls the ``star.update`` method which in-turn calls the ``photosphere.embed`` method. The ``likelihood`` object then calls the ``photosphere.integrate`` method, passing the energies stored as the property ``signal.energies``. We can do this manually if we wish to integrate signals but not calculate likelihoods. Here we sum over incident specific photon flux pulses as an approximation to integrating over energy. Note that we do not change the ``signal.signals`` traced by the solid curves without markers."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "likelihood['cos_inclination'] = math.cos(1.0)\n",
    "\n",
    "likelihood.externally_updated = True # declare safe to assume updates performed before call\n",
    "xpsi.ParameterSubspace.__call__(likelihood) # no vector supplied\n",
    "star.update()\n",
    "photosphere.integrate(energies=signal.energies, threads=1)\n",
    "\n",
    "_ = plot_pulse()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice the solid pulses without markers are unchanged from the plot a few cells above, and can be used to guide the eye to the effect of a change in Earth inclination."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Below we print crude representations of the cell meshes spanning each hot region. The elements of a mesh cell-area array which are finite are not all identical: at the boundary of a hot region the proper area elements are smaller because of partial coverage by radiating material. The sum of all finite proper areas effectively equals the total proper area within a hot-region boundary."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize = (14,7))\n",
    "\n",
    "gs = gridspec.GridSpec(1, 3, width_ratios=[50,50,1], wspace=0.2)\n",
    "ax = plt.subplot(gs[0])\n",
    "veneer((1,5), (1, 5), ax)\n",
    "\n",
    "# primary (lower colatitude) hot region\n",
    "h = hot.objects[0]\n",
    "z = h._HotRegion__cellArea[0]/np.max(h._HotRegion__cellArea[0])\n",
    "patches = plt.pcolormesh(z,\n",
    "                         vmin = np.min(z),\n",
    "                         vmax = np.max(z),\n",
    "                         cmap = cm.magma,\n",
    "                         linewidth = 1.0,\n",
    "                         rasterized = True,\n",
    "                         edgecolor='black')\n",
    "\n",
    "ax = plt.subplot(gs[1])\n",
    "veneer((1,5), (1, 5), ax)\n",
    "\n",
    "# secondary (higher colatitude) hot region\n",
    "h = hot.objects[1]\n",
    "z = h._HotRegion__cellArea[0]/np.max(h._HotRegion__cellArea[0])\n",
    "_ = plt.pcolormesh(z,\n",
    "                   vmin = np.min(z),\n",
    "                   vmax = np.max(z),\n",
    "                   cmap = cm.magma,\n",
    "                   linewidth = 1.0,\n",
    "                   rasterized = True,\n",
    "                   edgecolor='black')\n",
    "\n",
    "ax_cb = plt.subplot(gs[2])\n",
    "cb = plt.colorbar(patches,\n",
    "                  cax = ax_cb,\n",
    "                  ticks = MultipleLocator(0.2))\n",
    "\n",
    "cb.set_label(label = r'cell area (normalised by maximum)', labelpad=25)\n",
    "cb.solids.set_edgecolor('face')\n",
    "\n",
    "veneer((None, None), (0.05, None), ax_cb)\n",
    "cb.outline.set_linewidth(1.0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that the lowest colatitude row is at zero on the y-axis."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's plot a pulse in two dimensions. Also note that we can interpolate the signal in phase as follows."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "from xpsi.tools import phase_interpolator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_2D_pulse(z, x, shift, y, ylabel,\n",
    "                  num_rotations=5.0, res=5000, figsize=(12,6),\n",
    "                  cm=cm.viridis):\n",
    "    \"\"\" Helper function to plot a phase-energy pulse.\n",
    "    \n",
    "    :param array-like z:\n",
    "        A pair of *ndarray[m,n]* objects representing the signal at\n",
    "        *n* phases and *m* values of an energy variable.\n",
    "        \n",
    "    :param ndarray[n] x: Phases the signal is resolved at.\n",
    "        \n",
    "    :param tuple shift: Hot region phase parameters.\n",
    "    \n",
    "    :param ndarray[m] x: Energy values the signal is resolved at.\n",
    "    \n",
    "    \"\"\"\n",
    "    \n",
    "    fig = plt.figure(figsize = figsize)\n",
    "\n",
    "    gs = gridspec.GridSpec(1, 2, width_ratios=[50,1], wspace=0.025)\n",
    "    ax = plt.subplot(gs[0])\n",
    "    ax_cb = plt.subplot(gs[1])\n",
    "\n",
    "    new_phases = np.linspace(0.0, num_rotations, res)\n",
    "\n",
    "    interpolated = phase_interpolator(new_phases,\n",
    "                                      x,\n",
    "                                      z[0], shift[0])\n",
    "    interpolated += phase_interpolator(new_phases,\n",
    "                                       x,\n",
    "                                       z[1], shift[1])\n",
    "\n",
    "    profile = ax.pcolormesh(new_phases,\n",
    "                             y,\n",
    "                             interpolated/np.max(interpolated),\n",
    "                             cmap = cm,\n",
    "                             linewidth = 0,\n",
    "                             rasterized = True)\n",
    "\n",
    "    profile.set_edgecolor('face')\n",
    "\n",
    "    ax.set_xlim([0.0, num_rotations])\n",
    "    ax.set_yscale('log')\n",
    "    ax.set_ylabel(ylabel)\n",
    "    ax.set_xlabel(r'Phase')\n",
    "    veneer((0.1, 0.5), (None,None), ax)\n",
    "\n",
    "    cb = plt.colorbar(profile,\n",
    "                      cax = ax_cb,\n",
    "                      ticks = MultipleLocator(0.2))\n",
    "\n",
    "    cb.set_label(label=r'Signal (normalised by maximum)', labelpad=25)\n",
    "    cb.solids.set_edgecolor('face')\n",
    "\n",
    "    veneer((None, None), (0.05, None), ax_cb)\n",
    "    cb.outline.set_linewidth(1.0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The incident specific flux signal, in units of photons/cm$^{2}$/s/keV as output by the source code, and then normalised to the maximum in specific flux:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_2D_pulse((photosphere.signal[0][0], photosphere.signal[1][0]),\n",
    "              x=signal.phases[0],\n",
    "              shift=signal.shifts,\n",
    "              y=signal.energies,\n",
    "              ylabel=r'Energy (keV)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The count rate signal in each channel:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_2D_pulse((signal.signals[0], signal.signals[1]),\n",
    "              x=signal.phases[0],\n",
    "              shift=signal.shifts,\n",
    "              y=NICER.channels,\n",
    "              ylabel=r'Channels',\n",
    "              cm=cm.magma)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we increase the phase resolution, and plot a single rotational pulse:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "for obj in hot.objects:\n",
    "    obj.set_phases(num_leaves = 1024)\n",
    "# the current relationship between objects requires that we reinitialise\n",
    "# if we wish to automatically communicate the updated settings between objects\n",
    "p[3] = math.cos(1.0) # set inclination\n",
    "_ = likelihood(p, reinitialise = True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that reinitialisation also returned the following to default:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "likelihood.externally_updated"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_2D_pulse((signal.signals[0], signal.signals[1]),\n",
    "              x=signal.phases[0],\n",
    "              shift=signal.shifts,\n",
    "              y=NICER.channels,\n",
    "              ylabel=r'Channels',\n",
    "              num_rotations=1.0,\n",
    "              cm=cm.magma,\n",
    "              figsize=(7,7))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's iterate over a monotonically increasing set of values of the hot-region angular radius. Note that we use the keyword ``threads`` to directly instruct the low-level routines how many OpenMP threads to spawn to accelerate the computation. Usually the ``likelihood`` object instructs the low-level routines how many threads to spawn, based on it's ``thread`` property:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "likelihood.threads"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Given that we are not currently using the ``likelihood`` object as a callback function passed to posterior sampling software (which parallelises efficiently using MPI), we can safely spawn additional OpenMP threads for signal integration; if likelihood evaluations are parallelised in an MPI environment on the other hand, one risks *losing* efficiency by spawning OpenMP threads for likelihood evaluation."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For objects that derive from ``ParameterSubspace`` we can get the current parameter vector in several ways:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[1.4,\n",
       " 12.5,\n",
       " 0.2,\n",
       " 0.5403023058681398,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.075,\n",
       " 6.2,\n",
       " 0.025,\n",
       " 2.141592653589793,\n",
       " 0.2]"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "star()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "star() == star.vector # possible shortcut to save some characters"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The ``Likelihood`` subclass overrides the ``__call__`` dunder, however, so we have to access it in the following ways:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "super(xpsi.Likelihood, likelihood).__call__() == likelihood.vector"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that we did not define any other parameters other than those associated with the ``star``, and thus:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(likelihood) == len(star)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, let's play with some geometric parameters:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(7,7))\n",
    "ax = fig.add_subplot(111)\n",
    "ax.set_ylabel('photons/cm$^2$/s/keV (normalised by maxima)')\n",
    "ax.set_xlabel('Phase [cycles]')\n",
    "\n",
    "for obj in hot.objects:\n",
    "    obj.set_phases(num_leaves = 256)\n",
    "\n",
    "# let's play with the angular radius of the primary hot region\n",
    "angular_radii = np.linspace(0.01, 1.0, 10)\n",
    "\n",
    "likelihood.externally_updated = True\n",
    "\n",
    "likelihood['cos_inclination'] = math.cos(1.25)\n",
    "\n",
    "for angular_radius in angular_radii:\n",
    "    likelihood['p__super_radius'] = angular_radius # play time\n",
    "    star.update()\n",
    "    photosphere.integrate(energies=signal.energies, threads=3)\n",
    "    temp = np.sum(photosphere.signal[0][0] + photosphere.signal[1][0], axis=0)\n",
    "    _ = ax.plot(hot.phases_in_cycles[0], temp/np.max(temp), 'k-', lw=0.5)\n",
    "\n",
    "likelihood['cos_inclination'] = math.cos(1.0)\n",
    "    \n",
    "for angular_radius in angular_radii:\n",
    "    likelihood['p__super_radius'] = angular_radius\n",
    "    star.update()\n",
    "    photosphere.integrate(energies=signal.energies, threads=3)\n",
    "    temp = np.sum(photosphere.signal[0][0] + photosphere.signal[1][0], axis=0)\n",
    "    _ = ax.plot(hot.phases_in_cycles[0], temp/np.max(temp), 'r-', lw=0.5)\n",
    "\n",
    "likelihood['cos_inclination'] = math.cos(0.5)\n",
    "\n",
    "for angular_radius in angular_radii:\n",
    "    likelihood['p__super_radius'] = angular_radius\n",
    "    star.update()\n",
    "    photosphere.integrate(energies=signal.energies, threads=3)\n",
    "    temp = np.sum(photosphere.signal[0][0] + photosphere.signal[1][0], axis=0)\n",
    "    _ = ax.plot(hot.phases_in_cycles[0], temp/np.max(temp), 'b-', lw=0.5)\n",
    "    \n",
    "veneer((0.05,0.2), (0.05,0.2), ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Prior"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let us now construct a callable object representing a joint prior density distribution on the space $\\mathbb{R}^{d}$. We need to extend the base class to implement our distribution, which with respect to some parameters is separable, but for others it is *uniform* on a joint space, and compactly supported according to non-trivial constraint equations.\n",
    "\n",
    "As an example gravitational mass and equatorial radius: a joint constraint is imposed to assign zero density to stars which are *too* compact: the polar radius, in units of the gravitational radius, of the rotationally deformed stellar 2-surface is too small."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Custom subclass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.stats import truncnorm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "class CustomPrior(xpsi.Prior):\n",
    "    \"\"\" A custom (joint) prior distribution.\n",
    "    \n",
    "    Source: Fictitious\n",
    "    Model variant: ST-U\n",
    "        Two single-temperature, simply-connected circular hot regions with\n",
    "        unshared parameters.\n",
    "    \n",
    "    \"\"\"\n",
    "    \n",
    "    __derived_names__ = ['compactness', 'phase_separation',]\n",
    "    __draws_from_support__ = 3\n",
    "    \n",
    "    def __init__(self):\n",
    "        \"\"\" Nothing to be done.\n",
    "        \n",
    "        A direct reference to the spacetime object could be put here\n",
    "        for use in __call__:\n",
    "        \n",
    "        .. code-block::\n",
    "        \n",
    "            self.spacetime = ref\n",
    "            \n",
    "        Instead we get a reference to the spacetime object through the\n",
    "        a reference to a likelihood object which encapsulates a\n",
    "        reference to the spacetime object.\n",
    "        \n",
    "        \"\"\"\n",
    "        super(CustomPrior, self).__init__() # not strictly required if no hyperparameters\n",
    "    \n",
    "    def __call__(self, p = None):\n",
    "        \"\"\" Evaluate distribution at ``p``.\n",
    "        \n",
    "        :param list p: Model parameter values.\n",
    "        \n",
    "        :returns: Logarithm of the distribution evaluated at ``p``.\n",
    "        \n",
    "        \"\"\"\n",
    "        temp = super(CustomPrior, self).__call__(p)\n",
    "        if not np.isfinite(temp):\n",
    "            return temp\n",
    "        \n",
    "        # based on contemporary EOS theory\n",
    "        if not self.parameters['radius'] <= 16.0:\n",
    "            return -np.inf\n",
    "        \n",
    "        ref = self.parameters.star.spacetime # shortcut\n",
    "\n",
    "        # limit polar radius to try to exclude deflections >= \\pi radians\n",
    "        # due to oblateness this does not quite eliminate all configurations\n",
    "        # with deflections >= \\pi radians\n",
    "        R_p = 1.0 + ref.epsilon * (-0.788 + 1.030 * ref.zeta)\n",
    "        if R_p < 1.76 / ref.R_r_s:\n",
    "            return -np.inf\n",
    "        \n",
    "        # polar radius at photon sphere for ~static star (static ambient spacetime)\n",
    "        #if R_p < 1.5 / ref.R_r_s:\n",
    "        #    return -np.inf\n",
    "\n",
    "        mu = math.sqrt(-1.0 / (3.0 * ref.epsilon * (-0.788 + 1.030 * ref.zeta)))\n",
    "\n",
    "        # 2-surface cross-section have a single maximum in |z|\n",
    "        # i.e., an elliptical surface; minor effect on support, if any,\n",
    "        # for high spin frequenies\n",
    "        if mu < 1.0:\n",
    "            return -np.inf\n",
    "        \n",
    "        ref = self.parameters # redefine shortcut\n",
    "\n",
    "        # enforce order in hot region colatitude\n",
    "        if ref['p__super_colatitude'] > ref['s__super_colatitude']:\n",
    "            return -np.inf\n",
    "\n",
    "        phi = (ref['p__phase_shift'] - 0.5 - ref['s__phase_shift']) * _2pi\n",
    "\n",
    "        ang_sep = xpsi.HotRegion.psi(ref['s__super_colatitude'],\n",
    "                                     phi,\n",
    "                                     ref['p__super_colatitude'])\n",
    "\n",
    "        # hot regions cannot overlap\n",
    "        if ang_sep < ref['p__super_radius'] + ref['s__super_radius']:\n",
    "            return -np.inf\n",
    "\n",
    "        return 0.0\n",
    "\n",
    "    def inverse_sample(self, hypercube=None):\n",
    "        \"\"\" Draw sample uniformly from the distribution via inverse sampling. \"\"\"\n",
    "        \n",
    "        to_cache = self.parameters.vector\n",
    "        \n",
    "        if hypercube is None:\n",
    "            hypercube = np.random.rand(len(self))\n",
    "        \n",
    "        # the base method is useful, so to avoid writing that code again:\n",
    "        _ = super(CustomPrior, self).inverse_sample(hypercube)\n",
    "        \n",
    "        ref = self.parameters # shortcut\n",
    "        \n",
    "        idx = ref.index('distance')\n",
    "        ref['distance'] = truncnorm.ppf(hypercube[idx], -2.0, 7.0, loc=0.3, scale=0.1)\n",
    "        \n",
    "        # flat priors in cosine of hot region centre colatitudes (isotropy)\n",
    "        # support modified by no-overlap rejection condition\n",
    "        idx = ref.index('p__super_colatitude')\n",
    "        a, b = ref.get_param('p__super_colatitude').bounds\n",
    "        a = math.cos(a); b = math.cos(b)\n",
    "        ref['p__super_colatitude'] = math.acos(b + (a - b) * hypercube[idx])\n",
    "\n",
    "        idx = ref.index('s__super_colatitude')\n",
    "        a, b = ref.get_param('s__super_colatitude').bounds\n",
    "        a = math.cos(a); b = math.cos(b)\n",
    "        ref['s__super_colatitude'] = math.acos(b + (a - b) * hypercube[idx])\n",
    "        \n",
    "        # restore proper cache\n",
    "        for parameter, cache in zip(ref, to_cache):\n",
    "            parameter.cached = cache\n",
    "\n",
    "        # it is important that we return the desired vector because it is\n",
    "        # automatically written to disk by MultiNest and only by MultiNest\n",
    "        return self.parameters.vector  \n",
    "\n",
    "    def transform(self, p, **kwargs):\n",
    "        \"\"\" A transformation for post-processing. \"\"\"\n",
    "\n",
    "        p = list(p) # copy\n",
    "        \n",
    "        # used ordered names and values\n",
    "        ref = dict(zip(self.parameters.names, p))\n",
    "        \n",
    "        # compactness ratio M/R_eq\n",
    "        p += [gravradius(ref['mass']) / ref['radius']]\n",
    "        \n",
    "        # phase separation between hot regions\n",
    "        # first some temporary variables:\n",
    "        if ref['p__phase_shift'] < 0.0:\n",
    "            temp_p = ref['p__phase_shift'] + 1.0\n",
    "        else:\n",
    "            temp_p = ref['p__phase_shift']\n",
    "        \n",
    "        temp_s = 0.5 + ref['s__phase_shift']\n",
    "        \n",
    "        if temp_s > 1.0:\n",
    "            temp_s = temp_s - 1.0\n",
    "        \n",
    "        # now append:\n",
    "        if temp_s >= temp_p:\n",
    "            p += [temp_s - temp_p]\n",
    "        else:\n",
    "            p += [1.0 - temp_p + temp_s]\n",
    "\n",
    "        return p"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "11"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(likelihood.vector)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can now construct and instantiate a callable ``prior`` object, pass it to the ``likelihood`` object, which stores a mutual reference to itself in ``prior``. Note that if you have hyperparameters defined in the parameter subspace of ``prior``, the prior needs to be passed upon instantiation of the ``likelihood`` object so that the hyperparameters get merged into the global parameter space; this is not demonstrated in this tutorial."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "No parameters supplied... empty subspace created.\n"
     ]
    }
   ],
   "source": [
    "prior = CustomPrior()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "likelihood.prior = prior"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "likelihood.merge(prior) # if there were hyperparameters, can merge them in"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "likelihood.merge(prior) # if there were hyperparameters, can merge them in"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "likelihood.externally_updated = True # already set above, but for clarity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prior() # a parameter vector is already stored"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We also defined a transform method:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[1.4,\n",
       " 12.5,\n",
       " 0.2,\n",
       " 0.5403023058681398,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.075,\n",
       " 6.2,\n",
       " 0.025,\n",
       " 2.141592653589793,\n",
       " 0.2,\n",
       " 0.16538201343999998,\n",
       " 0.525]"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prior.transform(p)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The penultimate entry is the compactness ratio M/R_eq, which should have a familar magnitude. The last entry is the phase separation in cycles."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The ``prior.inverse_sample()`` method is required by [MultiNest](https://github.com/farhanferoz/MultiNest) to uniformly sample from the prior distribution and transform it into a posterior distribution. Let's call the method, passing a vector of pseudorandom numbers drawn when each is drawn from a uniform distribution on the interval $[0,1)$:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[2.7163194965096276,\n",
       " 14.002716818542527,\n",
       " 0.3007220528391206,\n",
       " 0.20747912857970396,\n",
       " 0.22831167806242403,\n",
       " 2.0500397180145664,\n",
       " 1.4242766986378663,\n",
       " 4.788199103003933,\n",
       " 0.13994368698755866,\n",
       " 2.498037664864576,\n",
       " 0.9878022187215582]"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prior.inverse_sample()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In principle, inverse sampling from the prior can be used to initialise the ensemble of walkers evolved by [emcee](http://emcee.readthedocs.io/en/latest/). "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Density and support checking"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's draw samples from the prior and plot them:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Drawing samples from the joint prior...\n",
      "Samples drawn.\n"
     ]
    }
   ],
   "source": [
    "samps, _ = prior.draw(int(1e4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_samps(samps, x, y, xlabel, ylabel, s=1.0, color='k', **kwargs):\n",
    "    \"\"\" Plot samples as 2D scatter plot. \"\"\"\n",
    "    fig = plt.figure(figsize=(7,7))\n",
    "    ax = fig.add_subplot(111)\n",
    "    ax.scatter(samps[:,x], samps[:,y], s=s, color=color, **kwargs)\n",
    "    veneer(None, None, ax)\n",
    "    ax.set_xlabel(xlabel)\n",
    "    ax.set_ylabel(ylabel)\n",
    "    return plt.gca()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's first plot the $(M, R_{\\rm eq})$ samples: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = plot_samps(samps,\n",
    "                likelihood.index('radius'), # we can find the index for __getitem__ magic\n",
    "                likelihood.index('mass'),\n",
    "                likelihood.get_param('radius').symbol + ' [km]', # can use symbols like so\n",
    "                r'$M$ [M$_{\\odot}$]') # or manual entry\n",
    "\n",
    "# the Schwarzschild photon sphere R_eq = 1.5 x r_s(M)\n",
    "ax.plot(3.0*gravradius(np.linspace(1.0,3.0,100)), np.linspace(1.0,3.0,100), 'k-')\n",
    "\n",
    "# R_eq = 1.76 x r_s(M)\n",
    "_ = ax.plot(2.0*1.76*gravradius(np.linspace(1.0,3.0,100)), np.linspace(1.0,3.0,100), 'r--')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that the prior support is defined with a constraint that the polar radius $R_{\\rm p}(R_{\\rm eq}, M, \\Omega)\\geq 1.76r_{s}(M)$, which is why there is a region devoid of samples between the prior support and the dashed line $R_{\\rm eq} = 1.76r_s(M)$. This condition is not necessary though because as of `v0.6`, X-PSI can include higher-order images, with the secondary and tertiary expected to be entirely sufficient in practice."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's now plot the hot region (circular spot) colatitudes:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = plot_samps(samps,\n",
    "                likelihood.index('p__super_colatitude'),\n",
    "                likelihood.index('s__super_colatitude'),\n",
    "                r'$\\Theta_{p}$ [radians]', r'$\\Theta_{s}$ [radians]')\n",
    "\n",
    "# enforce colatitude order to distinguish hot regions as primary and secondary\n",
    "_ = ax.plot(np.array([0.0,math.pi]), np.array([0.0,math.pi]), 'r--')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that the samples, marginalised over other region geometry parameters, are sparser when both hot regions approach the poles because we exclude overlapping configurations from the prior support. This is because the hot regions are by convention defined as disjoint, and cannot merge. If one wanted a more complex hot region, one would not invoke multiple hot regions that are permitted to overlap, but one would instead handle the extra complexity within the ``HotRegion`` class or a subclass."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's plot the angular radii of the spots:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = plot_samps(samps,\n",
    "               likelihood.index('p__super_radius'),\n",
    "               likelihood.index('s__super_radius'),\n",
    "               r'$\\zeta_{p}$ [radians]',\n",
    "               r'$\\zeta_{s}$ [radians]')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that the prior density is greater for hot regions that subtend smaller solid angles at the centre of the star, which also derives from the non-overlapping criterion for prior support."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, let's take a look at the phases:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = plot_samps(samps,\n",
    "               likelihood.index('p__phase_shift'),\n",
    "               likelihood.index('s__phase_shift'),\n",
    "               r'$\\phi_{p}$ [cycles]',\n",
    "               r'$\\phi_{s}$ [cycles]')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that again because the hot regions cannot overlap, rarefaction occurs in the vicinity of lines of minimal phase separation. Note that the boundaries are all periodic, so this pattern tesselates. Because we implemented a transformation in our ``CustomPrior`` subclass, we can actually draw the samples and transform them, which is useful in post-processing contexts. We defined the intervals ``[-0.25, 0.75]`` for the inverse sampling so that the posterior mode(s) will not be near a boundary.  The nested sampling algorithm can handle periodic boundaries by defining ``wrapped`` parameters; however, this can be trivially avoided altogether by rough inspection of the phases of the subpulses in the data, which we can see above are at around $-0.1$ and $0.4$ given the respective ground truth (injected) phases of $\\phi_{p}=0.0$ and $\\phi_{s}=0.025$."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Transformations for the purpose of likelihood evaluation must be handled in the ``inverse_sample`` method of an instance of the ``Prior`` class, but additional transformations that *extend* the parameter vector are written in the ``transform`` method."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we wanted to transform automatically upon drawing the samples, thereby extending the parameter vectors passed to the ``__call__`` method (so be careful with wrap-around indices when evaluating prior support conditions), we would do the following:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Drawing samples from the joint prior...\n",
      "Samples drawn.\n"
     ]
    }
   ],
   "source": [
    "samps_plus_transformed, _ = prior.draw(int(1e4), transform=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We defined a transformation from the hot region centre phases to the phase separation:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = plot_samps(samps_plus_transformed,\n",
    "               likelihood.index('p__phase_shift'),\n",
    "               likelihood.prior.index('phase_separation'),\n",
    "               r'$\\phi_{p}$ [cycles]',\n",
    "               r'$\\Delta\\phi$ [cycles]')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see the rarefaction occurs for $\\Delta\\phi\\sim0.0=1.0$."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The marginal one-dimensional prior distributions are overplotted, by the [PostProcessing](postprocessing.rst) module, with the posterior distributions."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It is recommended to carefully inspect joint prior samples for pairs of parameters before commencing a sampling run, especially if there is a non-trivial constraint equation imposed on the prior support."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sampling interface"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We have constructed and instantiated both a callable ``likelihood`` object and a callable ``prior`` object. We could proceed, for example, to apply the open-source sampler [emcee](http://emcee.readthedocs.io/en/latest/) to the joint posterior distribution proportional to the product of the (exponentiated) calls to the ``likelihood`` and ``prior`` objects. Note that at least version 3.0.2 is working with Python 2."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Ensemble MCMC"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To prove that the objects constructed above can be fed to the ``emcee`` sampler, let's run a number of iterations using a single Python process. We will initialise the ensemble by drawing from a multivariate Gaussian with mean vector equal to the ground truth (injected) vector. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Imported emcee version: 3.0.2\n",
      "\n",
      "Commencing posterior sampling.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 100/100 [23:46<00:00, 14.27s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Sampling complete.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "std = [1.0,\n",
    "         0.05,\n",
    "         1.0,\n",
    "         0.01,\n",
    "         0.05,\n",
    "         0.0025,\n",
    "         0.01,\n",
    "         0.05,\n",
    "         0.05,\n",
    "         0.01,\n",
    "         0.01]\n",
    "\n",
    "runtime_params = {'resume': False,\n",
    "                  'root_dir': './',\n",
    "                  'nwalkers': 50,\n",
    "                  'nsteps': 100,\n",
    "                  'walker_dist_moments': zip(p, std)} #  if resume then ``None``\n",
    "\n",
    "for h in hot.objects:\n",
    "    h.set_phases(num_leaves = 100) # revert to original phase resolution above\n",
    "    \n",
    "likelihood.threads = 3\n",
    "likelihood.reinitialise() # because we played with the object above\n",
    "\n",
    "# Use MPI=False for testing purposes\n",
    "backend = xpsi.Sample.ensemble(likelihood, prior,\n",
    "                               MPI=False, **runtime_params) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [],
   "source": [
    "# clean up the docs/source directory\n",
    "#!rm samples.h5; rm -r old_samples"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that we could also try initialising the ensemble by inverse sampling the joint prior distribution.\n",
    "\n",
    "Let's quickly plot the evolution of the ensemble Markov chains to prove that the sampling process commenced and is behaving in a somewhat reasonable manner:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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paSmnTp2iqKiIvr4+JS9kenpaqZIxmUxoNBoqKirQarX4fD5lqUer1ZKTk0NHRwcGg4Hh4eEdTb8WFhaAmxGYkZEREhMTuXr1Kunp6bjdbnp7e0lLS9v2eJ1Ox1NPPcXS0hINDQ1ERkZuGWmxWCz09/dvWf5rMpnuyMpdIBAIBA+PJ0p8SJL0OvAKcFyW5dEP2d0MJN72XeIt2x4aWq0Wg8HAwMBAUN5HREQEa2tr2O12IiMjtzw2JyeH4eHhoN4u6enpSJKExWIBbk7y+fn5XL16ld/8zd8EbuZ7bEViYiKxsbHIsoxKpdrkFXIrg4ODVFZW4vP50Gg0OJ1O1Go1Go2GsLAw+vr6mJyc3Pb4yclJysvL0el0aDQaZmdnlbyTW0lLS8NsNpOdnR30vd/vp6WlhaNHj257DYFAIBA8fJ4Y8SFJ0hvA/8FN4TFwB4dcAf5WkiSDLMuB8omTwCww/tGM8s4pKSmhra2NgYEBCgsLAQgLCyM9PZ3u7m6qq6u3PK60tJQ333yT3Nxc5ubmlGWbtLQ0JeoQFRWFLMvY7fZNjeAAJZnU6/USGxtLaGgoTqeTsbGxTULgVlJSUpRcjJCQEJaXl3nqqacYGxsjKiqKT33qUzve81tvvYXZbCY9PR2A2dlZ8vPzNyWppqamcvHiRTIyMjadY2xsLKiHjUAgEAgePZ6I/0NLkvRPwOeBTwNWSZICVpprsiyv/XKfvwH2ybJ84pfb/jc3czi+I0nSXwN5wJ8C/+thV7oEeOGFF/jXf/1Xdu3ahVarJTw8HIvFwvr6+rZ25REREbhcLk6cOEF/fz89PT0kJCRQVFSkTMhpaWn88Ic/VPq83EpkZCR2u52oqCiWl5fJzMzEYrHcdTQhKSmJnp4eFhcXaW1tRa1WYzQaFSF1Ox6PB6PRiCRJirvrrl27OHPmzCbxsVPeR0FBAf39/ZSUlNzVeAUCgUDw4HhSfD7+T25WuJwF5m75/Mkt+yQDOYF/yLJs42akwwS0Av8EvAZ848EM+cOJiIggPz+fhoYGZFkmPDyctbU1srKyGB8f3/Y4jUaDz+ejpKSEkydPkpSURGNjIw0NDTQ0NNDY2Mi1a9c4ceLEpmNjY2MVfxCLxUJSUtKOSy3bIUkSJ0+e5NixY9TU1CgVL9sxMjLCrl27gqphTCbTpgZ7AQwGw5Z+H8nJyZjND3XVTCAQCAQfwhMR+biTrnqyLH9hi++6gUc6QSAsLIzMzEy6urooKSlhfX2dyspKGhoatm32lpycHOSpkZiYGLS84vV6mZiYoL+/n4GBmytUbrcbk8lEenq6Yjq2tLREbm7ur30PRUVFNDc3s3fvXjwez5ZJqzMzM9TW1jI7O8va2hrh4eFIkqQYn93aYA5u5rFMTk6Sl5e36Vzx8fEsLCyQkJDwa4/9o2Z1dZXm5uagZ6LVatm3b5/o6CsQCJ5Yngjx8SSTnJyMXq/HYrEo9uIqlWrHDrHp6emMjIxsa+h19epVPvWpTxEbG2wAe+HCBZKSkpT+L16vF61Wi0qlCkp8vVtCQ0PZ2NjAaDSysLCwabknUGEjSRJZWVmMjY0pyyYVFRU0NTVx8uTJoGNMJhOXLl3aUnwUFRXR2Nj4WIiPQOffW8WVzWbj7Nmz5OXlbUqqFQgEgicBIT4eQbxeL8PDwwC4XC6uX7+O2+2mv7+fyclJBgYGmJqaoq+vb0tBYLPZWFhY2GRCFtg2NTWFx+PZtM3n8/Htb38bnU6HJEl0dHQgSRLDw8NYrVaioqKoqam5JxGSlpaGw+FgfX19k/gYGxtT+tTEx8cHNbKrqqrim9/85ibxsVWX3gABweR2u9HpdHc91geF3+/H5XJtiupERUXxzDPP0NfXR319Pfv371fKh71eL+fOnQsqM5YkacdE4Nvxer1kZmbel6iWQCAQ3AtCfNwjH6XpmCRJREdHK/8eGhoiOTkZn89HeHg40dHRpKamIsty0H63sri4SEZGRtDSjCzLfPDBB3z5y1/edrKqqKjgP/7jP6ipqUGWZY4dO0ZeXh52ux2j0cjp06c5ceLEXU/qJSUldHV1bVldMzk5qSSZ3moBL0mS4j2yVYJtoF/MVn4fxcXFdHd3U1FRcVfjfJAMDw9vKwAkSaKoqIjs7Gw6OzsVodXT00NaWppimQ+wtLREbW0tERERd3zt1tZWenp6KC7+0P6LAoFAcN95UhJOHziyLP+lLMtS4HM/z61Wq0lKSlI+RqORvXv34nK5iI2NJSkpiaKiIoCg/QKfvLw8xQ31VkfRnp4eCgsLd3xLjo6Oxmg00tLSQnh4OABGo5GlpSWMRiNHjhyhrq4Oh8NxV/cUGxtLeHg4IyMjQd/7/X5lKenWfa3WXznjp6ambjoObgqMs2fPbmqgBzeb6C0vLz/SXXAnJia2LBe+lZCQEA4cOEB1dTVFRUUUFRXx7LPPUl1drXxOnTpFU1PTXd1rZWUlcFOECAQCwYNGRD4eA6KiovjhD39IYmIi0dHRyLKM0WhUkkVvJ5AbUl1dTWNjIydOnMDpdDI/P39HJaglJSWMjIwoE5ROp1OWacLDw3nqqac4e/Ysubm5d+ynsbGxgcvlwmw2U19fr+QyTE/fdLgfHf2VJ5xKpeLixYvs2bMHuGk1/z//8z+8+OKLQec0m81YLBbeeOMNNBoNWVlZQSJmenqa1dVV9u7de0djDFw7JiaGyMjIHfNqfl0CRnF3c42rV69y/PhxnE5nUORDp9NRUFBAV1cXpaWld3y+4uJihoeHaWxs5MCBAx/p/d4Jd7N0JBAIHm+E+HgMWF1dJSsrixs3bmC1Wjl48CAGg2HHHidqtZrW1lampqb43ve+R0xMDMePH7+j68XFxREREbHtW7ler+eZZ55hZmbmju9Bo9Hg9XopLy9nZmaGiIgIkpOTmZ2dZf/+/UETT0xMDL29vYqwSUlJYWVlJUjobGxsMDw8TE1NDTU1NSwsLNDT00NiYqIyiUZFRfHTn/50U07FTqjVaqKiohQvFeDXmpQD54iOjiYxMZGEhAQ0Gg1dXV2Ul5ff0TkCeR5ms5lLly6xurrKc889F/Q8MjIyGBsb29H9dityc3MJDQ3lypWd2iB99Hi9Xnw+H1VVVURFRT3UsQgEgo8eIT4eQTweD0tLSyQnJyPLMm63G41Gw8GDB5mZmeFnP/sZzzzzDB6PB7fbveU5Dh06pExOZ86c4ciRI0FvyzsRGxtLX19fUD6CJElBeRdqtVpxIr1ThoeHKSgowGq1MjMzQ0hICF6vF0mS8Pv9aLVaJRk1KSmJtLQ05Xomk4mYmBglr6G+vp4XXniBsLAw4GaFT3l5OTabbdM1s7Ky7rjyZX19ncHBQeBm1cz9qJiRZZmVlRXm5+cZHh7G4/HQ0dGB1+u9o+N9Ph9ms5nPf/7zqFQq5ufn6e7upqysLGi/6upq6uvr+cQnPnFXgslkMmEyme7qnj4K3G43LS0tyLLMvn37tszlEQgETwbSo7wm/jghSdJ9M0aVZZmGhgaOHz/O3NwcFosFq9VKRkYGvb295Obmsry8THt7O4WFhVv6QSwvL1NVVUViYiJOp5OGhoYty1K3u35zczMvv/yyklja3t5Odna2kuDq8/mYmJggLCyMsLAwQkNDP7QKpq6ujrS0ND744AOKi4vp6+vD7XaTmpoK3FxGycjIICYmhvHxcSIiIoiLiwOgq6sLm83GF7/4RVZXV1Gr1Xd0P3V1dahUqi0N1XYi0NxvcXERjUZDfHw8JpOJ6OjoX3t54saNG+h0OqXC58NoamqiuLg4KLn4zJkzPPXUU5ue+dTUFEtLS5uEyeOE3W7n0qVL1NTUKHlHAoHg0eOXL6X39D9EIT7uE/dTfLjdbv7xH/+R8vJyrl+/TklJCX6/n9TUVPr7+8nPz2dhYYHp6WkMBsOWTeH8fj/Xrl1j79696PV6VldX8Xq9iuHYh1WrNDY2Eh8fz1NPPQXA3Nwcra2tSuJoX18fKSkp+Hw+HA4HTqdzW8v3ADdu3ODw4cOYzWaOHDlCd3c3J06cQKvV4vf7WVtb4+rVq1RXV2M2m2ltbVVyVBwOB//zP/+DyWQiLCyMAwcOfOhztNvtvPPOO2xsbFBQUHBPpl2SJBEaGorf78dms7G2trbjPfp8PpKSkra0roebSb/d3d3k5+ej0WiIjo5WojcBQkNDg6JUSUlJSs+cAJOTk6ytrW1pV9/Z2RmUsPs4YLfbqa6uVsSm3W5nYGCAffv2PeSRCQSC7RDi4xHgfooPuPm2W1ZWRnNzM7W1tdTX1wM3cx00Gg3JyclkZGQwMjKybe6Ay+Xi3LlzfOITn0ClUuFyuZidnWV2dha32x301izLMmq1mqKiIuLi4jh//jwmkwlZloPMytxuNzdu3GBqaopdu3Ypxw4ODtLT06NEMbZiYWEBuFkaWlhYyMDAgDLZSJKE1WolISGBXbt2oVKpuHDhQtAb/DvvvIPdbufUqVPk5OSgUqmIjIwkKSlpy2TFy5cvk5KSolTD3Es0wO/3s7KygsViUZZJbhUfBoNh07UHBwfxer0UFBQE7Ts+Po7b7SY3N5f9+/fjdrtZXFxUTN0CTExMUFFRgdFo3HFsp0+f5umnn37oiaL3A6/XqywZBaivr1fEr0AgePT4dcSHyPm4Rz5Knw+v10tYWBiXLl1SSmpzcnK4dOkSGRkZtLe3k5GRgdlspqenZ8fQdGxsLD/4wQ+oqqpSvpNlmcnJSaqrqxUBATeFTW9vL+3t7UxMTJCXl8eVK1fQ6XTK27nb7aa7u5va2lo2Njbo7+/HYrEwOTmJzWbbcSkkMTERu93O/v37ycnJITY2NsiHY3BwkOnpaTo7O3n++ec5depUUE5LQUEBu3fvVkzIZFnG6XRitVqRZRmdTkd+fj4ZGRlIksTa2hoxMTGMjY3hdrtxOBz3NFEbDAYlkqFWq0lLS1Mqilwu16bE38LCQqamphgaGuLo0aNoNBoWFhZYXl7m8OHDSlRDp9NtGSHJy8vj7NmzlJaW7phzkp2dzdjY2Ie6oLpcLvR6/SMtUgLVSkNDQ8rfZFRUFCsrK9t62QgEgscXEfm4T9zvnI/6+nouXrzIX/3VXynJnv/+7/9OaWkpb7/9NjU1NZSWltLU1ER1dfWO5xsZGWFjYwNJklhYWCApKYn09HTOnDlDbm4uJ06c2PT2fv78eZaXl9FqtXR2dlJRUYEkSXR2dioN4CYnJzl48CA9PT2EhIRgt9s5cuTItuW3AZMzj8fDzMwMp06dUiIfcHOSHBsbw+FwkJaWhs/n4+jRo4oNvMPhwGw2c+3aNYqLixXXzwBOp5PLly+zvLyMwWCgpqaGuLg4Ll++jMlkQqVS3XWS7O243W5GRkbIzMxk9+7dO07oNpuNxsZGjEYjra2tHDp06I7cYZOSkkhISODcuXMUFhaSnJy85X6yLHPmzBmeeeaZLbf7/X5aW1tZWVkhNDSU6urqR1qAyLLM6dOnOXnyJGq1GofDQVdXFwcPHnzYQxMIBFsgll0eAe73ssvq6ip//ud/zpe//GUlmlBfX8/6+jo///nPefXVVyksLOT8+fMcO3bsQyeV3t5eYmJigqoaNjY2eOedd/B6vTz99NNBYX6Px6Msk0xNTbG6ukpoaCgul4v8/Hy6u7txOBwkJSWRnZ1NT08P2dnZqNXqHRMpz507x759+/i3f/s3Tp48GRTZkCSJGzdu8MlPflKZrBsbG6mtrQ06x9ramtITZSvW1tZ4/fXXFUO2vr4+iouL79oHYyfMZjMzMzMkJyeTlZVFZmYm4+PjWK1WIiMjFQHm9XppaWlhz5492+bZREdHBzmNtre3U1lZSVRUFA0NDSQnJ2/rXjowMEBMTAyFhYVBYmx+fp62tjYqKipITExkfHycmZmZDxWqD5vFxUXGxsaUXA+x9CIQPLqIZZcnDI/Hw09/+lOys7NpbW2ls7OTvLw8dDodP/zhD7HZbCwtLdHZ2cns7CxXrlzBYDCwtrYW1O/kVkHicDg25WPo9XpefPFFLl68SF1dHfHx8URGRmIymTAYDMoEmpWVxeXLl7FYLIpXSCDx0uFwoFKpSEhIIC0tjebm5h3Fh1arxel0otfrlSWlW1leXiYsLAyFuFYWAAAgAElEQVSVSoXX60Wn0yldbgOEh4fjcrnwer1bRllmZ2f5/Oc/T3x8POPj43g8HlJSUnC5XCQlJe1oQ/5hDfQGBgaw2+3o9XqysrIwm828//77WK1WSktLsVqtbGxsKL9DZGQkhYWF7Nq1i+Li4i1zUxobGwGUCM+xY8eUfI5jx44xNjbG+vr6luNJTU2lrq6OlpYWRcipVCqqqqqUXB+AzMxM/H4/ly9f5tChQ9ve38MmPj6e3t5eHA4HYWFhxMXFYbFYgiJkAoHg8UdEPu4T9zPy4fP5eOeddzCZTERFRWGz2fD5fBQWFvK1r30Nr9fLa6+9hkajYXp6Wpl09u7du61LpMfjoa6ujlOnTm0ZJenv78dsNuN0OllaWlK8RQL4/X78fj8ajQZZlunv7ycrK0upJNHr9bjdbrq6unjppZdIT0/f8jqDg4P09/ej1Wp59tlnN23v6OggLS0NvV5PR0cH5eXltLW1ceTIkaD9FhcXmZqa2jLZ9syZM5w8eVK5/vT0NOvr66SmpvLd735XiUBsbGxgtVqDIgZms5n8/HyMRiNxcXHExcUp269fv05sbOyW5mt+v58f//jHREREcOjQIZKTk4mKimJxcVGJvASiT7f3c9HpdFy4cCHIn8Nut9PS0sKJEyc+NKrl8/mC8k4mJibwer1bdjUeGRlhYWFhUxXJh3VKfpC4XC4uX75MbW0tTqeTtrY2Dh8+/LCHJRAIbkNEPp4w/H4/VVVVitPngQMHOHv2rPIWHehyGx8fT0hICG1tbR/aRE2r1VJWVsa1a9e2LF8sKCigoKDgjsZnNpvZv38/hYWFnD17ln/6p3/i61//OjU1NWi1WhwOB+fOnUOj0VBcXBz01pqcnExdXR1FRUVbRhnS09OZnJxk7969+Hw+JcJxewO5+Ph4rl+/vqm8d2Fhgfj4+KDvEhMTaW5uJiIigrKyMiIjI+nr60Or1VJSUoLL5aKmpgaXy8WFCxcwm82kpqaysrLC+fPnqa2tpa+vj4iICFJTU7fspjsxMUFhYSEZGRlMTk7S1tbG2toaXq+X1dVV3n33XbKzs1lbW2NlZSXo2PX1dcLCwjhz5gz5+fmKl8ji4iKtra2bEkoNBsOOLqZer5elpSV27dq1SYzm5OSg0Wi4fPmy8p0sy5uSZm9/rqGhofet7NXv9zM6OorT6dx2n+XlZUZHR8nOzr6jMm6BQPB4ISIf94n7nfMR4Ny5c9TW1ioTrV6v50//9E/5+te/zp49exgfH+fdd9+ls7OT/fv3K9EKtVq9ZRO53t5exS30blheXubGjRuEhIQwNjZGSkoKFouFjY0NQkNDKSwsZH5+HqvViiRJxMXF4fV6mZubY319nYiICGJjY8nPz+fChQuUlJQQGxsbVMngdDo5efIkFy9epLa2Fr/fz9mzZ8nIyMBqtbJ///6gMXV2dnL69GmMRiMZGRmo1Wra2tq2jABdv34djUZDdnY2SUlJ7NmzR/H9WFlZ4fLly8iyTG1tLevr6/T09FBTU4PZbObChQvs2bNnW3G2vLxMZ2fnJvv6lZUV/vu//xu73c7CwgJ+v19xrYVfucZGR0fjdDoZGBigoqKC6elpZZ+pqSkMBkOQ74fVag3KA5FlWdknNDQUvV7PjRs3cLlcPP/88xgMhh2XkmRZZnl5mfHxceU3VavVREREKM9obm4Oj8ezbcJueHj4h5YGu1wuRkZGcLlcpKSk7Oi463K5OH36NG+88Qbj4+MkJCRs2RFZIBA8PETC6SPA/RQfDoeDH/zgB+Tm5tLe3k5ZWRkbGxu8//77nDhxgm9+85vU1tZiNBpJTEykrq6OkJAQ9u/fr0wAdrudwcFBpUolkB/h9/tpaWmhqqrqjht5+f1+enp6iI6OJjw8nO7ubkpKSggPD+f8+fPKEkdhYSEej4fW1tZNFQrz8/M0NTUxNDRESEgIubm52Gy2oMnMarWyurqKzWajpKSE4eFh1tbWWFpaQqPRcPToUWUSlWWZjo4O9u7dy8rKitKgLiC6bidQnrtdYz2Xy6VEZEJCQjCbzYrB2PT0NJ/+9KcJCQnZlEw6OzvL1atXqaioUMa2tLSE3W5namqK48ePK/fY2dlJQkLCpuqVgYEBTp48yejoKK+99hq/9Vu/pSz1yLLM1NQUPp8Pr9eLxWLB4/Hg9XqJi4tjYWEBi8UC3KzEcbvdWCwWTCYTIyMjqNVqEhMTUavVSJJEREQEUVFRm3JlwsPDSU9Px2g0otFocLlcWK3WoITgiYkJ9Hr9ltU3S0tLyLLMrl27toxQ+Hw+9Ho9xcXFW+bcqFSqTWZrXV1dfOMb3+Dv//7v6evr4+jRo1v+dgKB4OEgll2eMLRaLSsrK/j9fsLCwnA4HISHh+N2u7HZbOTn5+PxeJQqmOnpaT73uc+xsrISJD7sdjv/8i//QlxcHHa7XREifr+fn/zkJ0rugcfjUXqg3DrpBZAkicnJSUpKSlhZWcHlcrG6usrMzAwmk4mpqSnGx8eJj49HrVazvLy8qc29VqulpqaGwcFBdu3aRXl5Ob/4xS82RRMuX75MQkICmZmZrKys8Nxzz7G4uMhPf/pTzp49S2FhISEhIcrbv06nIyEhgYSEBDweDyqVaktRFfguNDQUnU6nTMbwqyZ1x48fx+FwIMsyKSkpjIyMkJiYqNjaGwwG1tfXWV1dRZZlVCoVS0tL5ObmMjs7q1xrbW1Ned4Oh4P+/n7lGQSWo2JjYxUBMDs7yxtvvEFxcTFpaWl873vfC1piCvwWarWa6OhoXC4Xk5OThIeH89WvflXpPhxgZWWFoaEhdu/eTWtrK5IkIUkSPp8Pi8XC3NwcBoNBcU29/bcOjC+QABugoKCAjo4OYmJitoxCzM3NMTExQWVlZdBv4PV6WVtbQ5Zl+vr6Nh0HYLFYKCgoUISNxWLB5XJx8OBBvvKVr1BcXExlZeVdNQkUCASPLo9E5EOSpGjAI8uy42GP5U7ZymTsfj7LyclJHA4HRqMRs9mMyWSivr6ekJAQioqKeP3118nNzVWWBQ4dOkRaWhqlpaWK8VheXh6hoaHK2np5ebkiLkZHR5mcnGRmZoaZmRnFJXQ7W/Dr16+zd+9e5ufn8fv9xMTE0NPTQ3l5OfPz84yMjDA9PU1hYaHig3G7CFhbW2NiYgJZlomJiaG5uZmjR48qof2AKPD5fPh8PnQ6nZLcuba2xo9+9CNycnJwu91MTEwouR0lJSWKGVdUVNSWJa1tbW1EREQQExPD/v370el0rK+v09LSQmhoKMPDwxw6dCiod43b7VYm7+HhYUXsBapxXC4X09PTQQmkfr+fuLi4TUmlcDO60tzcTEZGhhK9kCQJt9tNVFQUa2trREVF4Xa7KS0tVZYlAuIhgMViUfJ87HY7NTU1JCUlBe0TKLPt6upSOtfe/vfldDrZvXs3sixvmccSQJZloqKi2LdvH7Isc/bsWcrKyrasQFlZWeH06dNER0crv0NANO0UaQtU4gS8SJqamhRROTo6SlNTEyaTaVPi8U7cniei0+k2udMWFhbecQO7gYEBJZFYIBA8xssukiS9AvwNEIi9zwJvA/+fLMtzD21g98D97u3S1NREa2srlZWVdHR0oNPpSEtLo66ujmeffZa+vj727dvH+Pg4q6urjI2NKZNeTk5OkJ/H4OAgbW1t5OTkKLke6+vrdHV1ER0dTWZmJh6Ph6GhoS2XLOBmFUpxcTFNTU3k5OQQERHB9evXefHFF4mMjMRut/PP//zPREdHK/kUt3dK7erqIi8vTynbDZSmBgTP1atX+exnP0t/fz+jo6O88sor6PV6rFar0g+lv79faU+flJSEzWajvr6ehYUFCgsLiY6O5plnntmU4xBYmjp48CANDQ08/fTTNDU1UVlZSX9/P9nZ2URERCiRj9tpamqioqIiqDKmqamJ8vLyO+oW7HQ6uXTpEkeOHGFxcZGFhQV27dpFeno6siyj0Wg4c+YMTqcTo9HI8PAwKpVKWQa6ldDQUDIyMnA4HHz3u98lMjKS8PBwxUQtLS2N7u5u0tPTCQsL48qVKxw7dmzTmIaGhlhaWmJ1dXXTUogsy4oo8fv99Pb28rnPfQ6DwYDf7+fSpUu8+OKLQc/ZZrPR1taGWq3G6/UGiY21tTUOHDiwY17IyMgIXq8Xk8lET0+P0sW5tbWVgYEBhoeHefXVV3e08N+OQHfoW3/b9fV1+vr68Pv9FBUVkZSUtO1vOTk5yezsLOvr66SlpQU5AwsEH1cey2UXSZJOAP8b+Bnwt4Ab2A28BHxekqTnZVlueljje5i43W46OztZXFzk4sWLLCwsoNPp+MM//EMGBwd5+umnCQkJoaqqSokC6PV6WlpaFI+OW5c9YmJimJycZHl5GaPRiM/nY2BggKKiInw+HyMjIwCMjY1t+Rbo9/uZm5sjPDxcsX5PTk7m+PHjtLS0UFpayszMDF/72tew2Ww0Nzezvr5OVFRU0PnKyso4ePAgKpWKlpYWvvjFLyrVJHDTljxQ4TA7O0tBQQFLS0sMDQ3x27/926hUKgoLC/mHf/gHjhw5okxkZWVl+P1+GhsbuXjxInNzc0F9XLxeb1DeRGpqKj/+8Y/Jzc0lJCSElZUV5S1+OyOww4cPMzw8rNjUO51OIiMjt40U3cr6+jpXrlzh05/+tGLVLssyQ0ND1NfXKwmhMzMzDA4OcvToUeLj43E6ndTV1SFJUpDoUalU7N69G4PBoFixu91ufD4fdrud1dVVfD4fy8vLxMfHK6Zrtz6PgoICNBoNQ0NDqNVqxd/lVsEQKL+VJImRkRF6e3uViX95eZn//u//Vp6b2+3m85//PNXV1YqwvXWiDw0N5T/+4z8oKCjY1mdl3759XLx4kcXFRfbu3QtASkoKRqORoaEhVldX+eu//muys7NJTU3F7/cTERFBZmbmPS/HJCYm4vF4aGpqYmRkhFdffXVTJVFg6SzQR6enp4eLFy9SXV19x3lTAoEgmIcW+ZAk6efAsizLv3Pb9xrgDW6KkCJZlhcfxvjulvsd+bh8+TI+n4+Ojg60Wi1NTU28/PLLtLW1UVlZSW9vL0tLS9hsNrRaLR6PB4PBQFlZGVqtNqg888aNG4SGhpKcnMxTTz1FQ0MDe/fu3dQz4/z585sqNuCmp8b8/Dy5ubm0tbVRVVXFxMQE4+PjuFwu0tLSkCSJ1NRUoqOj+cEPfkBzczPPP//8pk6yPp+PtrY2RkZGeOaZZ7h+/TrFxcVIkoTT6aSzs5OXXnqJ7373u/zRH/0RU1NTnDhxQnnDbmlpITMzk/7+fpKTkzf1kllYWODdd9/l4MGDSj7J0NAQOp2O0dFRjh07Rnd3N2+//TaHDh3CZDIRHx+/rYX5rdzqH9LU1MSePXuCKk6cTicrKyt4PB7lmImJCSVCEhAZhYWFQUsWPp+PpaUlvve972EwGEhPTw8az9raGh6Ph/LycqKjo1ldXaW5uZmQkBDKy8sZGxvD5XJtGm8gsVilUhEXF0dSUhJ6vZ6VlRVee+01SktLCQsLUyJXfX19pKambopYwU3XVUmSKCoqUgRaW1sbJSUl6HQ6RXBGRkYSGhrKrl27tvztW1tbKS4u3pRcurGxQXt7OykpKXR3d/OlL32JtLQ0VldXuXr1KseOHeOb3/wm5eXlZGRkMD4+TlFREXa7neHhYRwOR1AeD9xcHruTqFQAp9NJV1cXf/Inf6KICr/fz+nTp6mtrQ0S0haLhatXr1JTU7PpXgSCjwuP5bKLJElm4EVZlhu32d4AnJdl+X890IHdI/e71DawXt3U1ITX66W1tZWIiAiOHj3KwsICBw8e5Fvf+haZmZmKR8Ubb7zBV77yFZaWlvB4PKSmpuJ2u2lububAgQO89dZbijDZv38/8fHxQdfczqq9v7+fmJgYVlZWlDfkAAsLC/znf/4nYWFhvPzyy7S2trJv3z5Onz5NVFTUpvXx3t5ekpKS+NnPfkZKSgqZmZkUFBSQkJCA3+/nL/7iL6itrWVmZoann36aAwcOKMJjY2ODxsZGTpw4AdxsT7+4uBg0XlmWWVpa4sKFC5SXl2OxWJiamqKmpobFxUUyMjKYmppCp9Nx48YN1tfXlcqcQBj+9rdotVqtJNLqdDrCw8Mxm80cP35cKaP1+XxoNBoMBgNxcXFIksTo6Cg2m42EhAS0Wq3ip3Hjxg3y8/OV+/L5fExMTHDs2DFiYmJob2/n1KlTQV1x3W437e3t3LhxA61Wq/wedXV1JCYmsnv3bnJycoLGHYiIJSUlsbCwwPT0NA6HQ0mwra6u5ktf+pIyDqfTybvvvsvo6CgZGRlBSyqjo6NERkayuLhIZGQky8vLpKWlMTQ0RHZ2NmazmenpaSIiIpTqHrVaTVhYGOHh4Yoo8fl8XLt2LSinJfDs9+zZQ319PSsrK3zyk5/k2rVrzM3NcfToUUJCQujv78dgMJCQkEBJSQlTU1Pb/wf0y79NjUbDvn37NkUoAl10k5OTKSwsRKvV0tPTQ0dHBwaDgc985jOoVCouX75MTk7Olgm2breb+vp6jhw5sqNrrkDwpPK4ig8PkCPL8uQ2218EXpVl+dFuRvFL7qf4cDqd/PCHP2T//v3KhKDX61lYWKC2tpb5+Xk8Hg+VlZWsrq4qgiGQc/HZz36Wqakp1tbW6OjoIDs7m8jISBoaGhT/hvn5eSWkHUh67OnpwWQybXqT6+vrIy8vT3HqvD2fwu1289Zbb7F//35KS0tRq9WYzWasViu/+7u/q1R1OBwOfvGLXxAWFkZERARra2vMz8/T1dVFeno6arWa3t5ebty4QUVFBXa7PWj5xO12k52dvW2IfXx8HJvNpiRvvvvuu3zpS1+iu7ub+Ph4mpublSUJk8mELMusrq6i0WgICwtjcXGRpKQkQkNDkWWZ8PBwkpOTFat3j8dDX18fer2eyMhI1tfXlS6sAYHi9/sV0RXw3ggsIQRYXl5mampK6TMzPT2N0+lU8gg0Gg3vvfceiYmJhIaGKmZyU1NTOJ1OIiIicLlcdHd3k52djd/vZ3p6mpWVFdLT01leXsbj8SDLMhMTE2RnZ5OcnIzBYFCSLgcHB5Flmd27d5OXl8fq6io6nY6ioiJCQ0OZmZkJGvPCwgJtbW1MT09TW1vL2toau3btor29Ha1WS0JCApOTk5SWliq+Lz6fD5vNhs1mY3p6mvDwcMrKynC73Zw/f35TRU9LSwt+v18xlDt58iQqlUqxl/f7/XR2dnLkyBGeffbZbS3nb3/W7e3t7Nq1K8iZtrm5mfz8fNxut/IsMjMzuXz5MhsbG0RHR5Obm4vf71f67qhUqk1iOuAcXF1dLRJRBR87Hlfx4QeSZFle2GZ7LnBFluX4rbY/atxP8eH3+6mvr8dkMpGQkMC3vvUtCgoK6O/vZ/fu3URFRXHmzBlef/11GhoalKWS/v5+3nnnHV5++WXFGbK5uZnjx48jyzJ/+7d/yx//8R+j0+mUt7bq6mo6OjqQZZn19XV8Ph9paWlB47l27RpVVVW0tLRs63L5s5/9jMTERDQaDSaTCZPJxHvvvYfb7VaSWIeHhzly5AiHDh1Ski737NnD2bNnOXHiBF6vl4GBAd58802qq6tpbW3lz/7sz5RrNDY2EhYWtq2PRH19PRkZGayvrzM+Pq6Ufm5sbODxeAgPD2d2dpbo6OigqENMTIwiNsxms9JTxO12Y7Va8fl8qNVqdDodXq+XxcVFoqOjlfPm5uYqCbAhISGcPXsWg8GgJCZu9XcxNjZGfHw84eHhrKysBIms6elpysrKeO+990hKSsLtdjM1NYXb7SYxMRGHw8H4+DhpaWkYDAbF/8PpdCpurYHE4r6+PuLj40lNTVXs7ANlt2+99RY2m0158781OuDz+XA4HKyurmK323E4HDgcDvbt26eU8XZ1dfHCCy8wMDDAqVOnuHLlCqWlpYrgvT1aMDIywuTkJEePHkWj0Wz6HS0WC9/5znf46le/yr/8y78oYjM6Olq5x4D1enR0NM8999yWf4sBDAaDEnEaHR3FarUqonZsbCxIFHq9XqXya2JigtjYWKXqKIDb7SYtLW2T2Z3X66Wuro4DBw7ctXmfQPA48ziLj/8HuAS0y7K8dtv2RGBKluWtMwAfMe73sktgrfkTn/gEP/nJT7hx4wbz8/McPXqUt956i8TERHQ6HT6fT/FrcLvdNDY2kpKSQmRkJFNTU4oXxvr6Ol6vV1likGWZ9vZ24uLiOHDgAHq9HpfLxdDQ0CYjrtbWVvbu3YtGo9nkKRE4V0NDA8XFxXi9Xqanp5WGboHQf2JiImFhYYp3RMDs7Pnnn2d+fp6DBw+i1Wq5du0ap0+f5o/+6I/42te+RklJiTKJBczNArhcLiYmJvB4PJjNZtRqNSEhIUiSxMTEBFlZWfT396PX6xUH1NjY2KCKi4AZ2NTUFCaTiZqaGuDmRJmTk6N4fQSESHNzM5IkKYmqsbGx+Hw+ZFkmPj4er9dLREQEk5OTir9KILfG6XRit9vRarVoNBoWFxfJzc1Fr9fjcDgUc7KlpSX8fj9GoxG73U5ISIjiNzIzM8P8/DyJiYno9Xp0Op2yFKFSqbBYLAwODgY9o7W1Nebm5jAajRgMBmRZxmg0YrFYiIqKorOzk5SUFMLDw9Fqtfj9fvR6PdHR0UpOiMFgYGxsjOzsbMbGxkhNTWVxcZGoqCg2NjbY2NggJiZGMThbWFgIyvlQq9VERUXh8/kwm83s2rWL5ORk5W8XbgqlgBHe7X1pfD4fb775JikpKVRWVrK4uEhqaipWq5WlpSWlbPn2kuTKykplHLOzs+Tm5rK8vMxTTz0VZLQ2Pj5OX18fycnJimfLwYMHg6Irt0YSbxfhAfF7eznv7f+d7N69e8ucGoHgceRxFR9ngTIgGvADI0DbLz+tgBnok2X5sUgn/yjs1QP9LxYXF1ldXaWvr4/IyEiWlpb48pe/TFtbG8vLy3zyk59UkhK//e1v84UvfIHXX3+doqIiysrKkCRJWdM+cOBAYLwYjUYuXryo5FAAXLx4MchJUpZlLl26xNGjRxV/i9tZW1tTSn+3oq6ujkOHDm1aznn//fdxOp3Mzc2RlZVFeno6Z86cYXFxkX379pGamsrFixeJjY0lNTWVS5cuKedYWlqiv7+f+Ph4pcGeJEns2bMHt9tNbm4u0dHRzM7O8pnPfGbbZ9zT00NbWxvPP/88//mf/6nkbmxsbCiGWjqdTjFXA5TS5JmZGUJCQnC5XERFRWGxWJSqlICZ262OnyEhIej1esbGxoIETVxcHOHh4aSkpKDX61lcXGRlZUVZUgksYU1PTyvNBgM9YNbX17ctD4ZfRdECJcbHjh3D4/FgsViIjIzEZrMpY1tYWFCcSrVaLbm5ucoErdFomJmZISUlBZ/Px+TkJCqVivn5eZKTk7HZbKyvr2O1WsnIyFBaAQTEZqBLbSAvpb+/X4ko5eTkoFKplCWsyclJYmJigvIoZFlmZWWFtrY2PvWpT7G4uEhycjLx8fHExMRsSm6Fm2Kvu7ubyspKVCoVi4uLnD17lldeeUUpPd7Y2KCpqYn4+HiKi4sxm800NDSwvLzM8ePHN5We37hxgxs3bpCUlHTXvW5kWeb06dOcOHFiy/EKBI8bj6X4UAYgSdlAxS8/5b/8BKwV5UdVfHzUJmMBfvSjH5GXl0d3dzdms5nw8HBefvllGhsblQTJwFtvaGiosvRgt9s5deqUUho5PT2NSqXimWeeCQqvd3R0kJiYqFRX3F7xYrfbGRoa2tS0bnR0lIGBAUJDQ5mfn8fr9W4qOx0aGlLenPv6+qiqqgp6KwyUqwZ6uHzhC19gamoKtVrNysoKzz77LN3d3TQ0NNDY2EhJSQklJSU4nU5ycnKYmJigpqaGjo4OlpaWqKys5Pr164pte8BePPB2bbPZ6O3tDcoZCQ0NJTY2lqtXr7KxsUFmZiYqlYrh4WGioqIYHBwkOTmZ8PBw7HY7WVlZzM3NkZCQwK5du4iOjuatt97iueeew+v10tvbq0yagW660dHRSnXL1NQUe/fuVRJvFxcXSUxMVKIjgcROo9HI6OgoRUVFWCwW3G43RUVFXL16ld/5nd9henqa2dlZKisriYuL2zEPpqWlhZMnT2KxWHj//ff5yle+wtmzZ6mtreUb3/gGv//7v49araaxsRGTyURISIiSMOzxeBRn1NraWhISEoJyJ9rb2xWTNq1Wy8DAAH6/n7W1NTQaDREREcrS0/Xr1/F4POh0OvLy8vB4PPT392O1WqmqqmJjY4OcnBwl/6O0tFQRc36/n5CQEN577z0OHz7M7OwsGxsbiqNtbGwsCQkJijiVZRmv10tISIhiIOd2u/mv//ovhoaGePHFF8nKymJmZobq6mrCw8ODntv3v/99pa9OALfbrfRTcjgcGAwGPv3pTytW9iMjI5vyWAKdoDMyMpTqne7u7rsySxMIHlUea/GxFZIkZQKVQLksy//3wx3NnfFRlNrCzX4gLpeLhYUFXnnlFTo6Ovi93/s9xsbGuHTpEjabjdXVVV555RUyMjJ47733mJyc5Pd+7/eCzKWcTiff//73efHFF4NKbH0+H+fOnePkyZPA5oqX0dFR1Gq1MuHMzs7S1dXF4uIiCQkJSrlsVlZW0HkdDgdtbW2kp6czOzurVBIEREwggdNut2OxWBgYGMDhcFBYWIjf72dkZISCggLCwsKUniOBpmmBca+srPDUU09x9uxZwsLCOHLkCG+//TaTk5McOnSIyspKbDYba2trOBwOLl68SEVFRZD4CnTW7evro7S0lOrqakZGRlhfX8fpdJKfn4/VamVycpLDhw8rEY2/+Zu/4dVXXyU0NJSrV68yOTnJSy+9hN/vV9xCZVnmzJkzhIWFMTExwfXr1xV7dEmSmJmZQa/Xo1arcblc2O121pAdgHIAACAASURBVNbWyM/Px+FwKNGPvLw80tPTOXv2LPHx8UqkSKvVMjo6ysbGBoCSAyJJEnl5eeh0OlpaWpQOwEVFRbS3t2Oz2QgNDcVkMnH9+nVKS0vZ2NggLy9PqUCJjY1laGhIyUVZWVn5/9l779i4zjN99JnKITnkcNiHvXdJlCiJVJdMqthJZMuW1w6wqchujN/NH9mUXQT3AtmLDfbuYhEECZDdbDbFdowg6yRe24ktiRLVKBax986ZYZnee59z/6C/NzMsapZjOTsPINjklHPmzHC+93vfp+Ctt95CaWkp2tvbKeXWYrHgBz/4AVpaWqBQKBAIBDA7O4s9e/Zgbm6O3HObmpqoAMnLy4PNZoPH40E0GoXZbMbo6ChKS0uJ/CsWi6HRaFBXV0ejIBZ+p1arcf78eZIls8+C1WqlBFyTyYSUlBTI5XIkJycjJycHkUgEDQ0NWF9fx5UrV9DS0oKqqipSSBmNRpSUlEAqlcLtdkOtVqOhoQHBYBCBQAButxsLCwtobW3F3NwckpOT0dfXh3A4jJMnT6KyshKNjY1bZNvhcBhqtZrUOUwmvh0/JBwOk/lcIsU3gScdf3HFxycRj7P4iEQiMJk27E16enrA5/MxOTmJvLw8ZGZm4tixY7h06RIWFhbw5S9/GYFAALdv36bHz83N4ZVXXoFOp8NTTz1FX2JvvPEGDh06tEWSyYqEnJwcDA4Oor6+HhzHYW5uDlNTU6isrIREIoHdbqdzMBqN8Pl82LdvH/r6+sjVkrXpV1dXkZKSApFIhMXFRaSlpSE1NRWzs7NobGyETCaL82VYXFyEx+PB5z//eaSmpuK1117D008/DY/HA6VSid/85jf48Y9/THyNmZkZ2Gw2LC0twWKxoLW1FXq9HklJSThz5gwRdtVqNRQKBSwWC2w2G4qLi+MWB5Zl0t/fTyoVJs3t7u6mzgMrPIA/JfxarVacPXsW0WgUv/rVr3D69Oktqa9sxHHr1i3k5ubCZrPFuWPOz8+T5XxRURFUKhW1+l0uF9566y2EQiHk5eWhrKwMMpmMipfCwkIcPXoU2dnZCIVCGB4eBgA0NTXhzp07MBqNWF5ext69e+F0OiEQCCASidDZ2Yn8/HzMzc2RZTrzWgE2CjKVSkUBgMnJyeA4DqFQCD/5yU/w7LPPYv/+/TCbzfB6vVhdXcXZs2dRVlYGALh27RpaWlpo7NXZ2QmpVEoS5MnJSSgUCqSnp8PtdsPtdiMSiVAAIiO62u12qNVqlJaWQiKRkDT81VdfxRe/+EXiY9TV1SEpKQmpqakQiUSYnJwkL5KFhQVYLBZYrVaKD2DKoZWVFfB4PMjlcsjlcuTm5pKypbq6Gna7HQ6HAxKJBElJSUhKSiIXVplMRq6/brcbGo0GGRkZ1HEsLCxETk7Oth2paDSKy5cv4+mnn95SYHAcR5+J4uLiOEl2Agk8aUgUH08AHmfxEQ6Hsbi4CGBDErhv3z780z/9E+rr68Hn85Gbm4vZ2Vl0dHTgueeeA7Axu7Zarfjxj38MADhz5gxkMhkyMjKoazE9PY3Z2VlcvHhxy/Fu3ryJjo4OqNVqcBxHDqMsf4UZMHEcR7H1RqMRMzMz0Gg0eOaZZ5CVlUWz7LGxMdTX10Mul5PxGTvWjRs30NDQEDemcTgc6OnpQUVFBerq6nD58mWkpaWhpaUFr7/+OpKTk7G+vk5KA7aTHx0dJctvNhJwOBxQqVR48803sXv3biLSVlZWwu1248KFC9RB4T6IkzeZTCgoKMDs7Czq6uoQDocxOzsbJ5tlduUTExOor69HMBjE7OwsWeB7vV4cPnx4i++ITqdDTU0NvF4vioqKsLy8HDfzj0ajOHr0KMxmM95++22kpqYiEolgcXGRXFmHh4dx+PBhyOVyzMzMQC6Xw2azwWq1xvmpBAIBzM3NITs7m7oojY2N4PF4GB4eRnJyMjIzM2GxWDA4OIja2lpEo1FcuHABra2tRIZcXFyE1+uFw+GI4wBdunQJy8vL5MBbU1ODzMxMpKSkoKSkBIcOHUJ/fz+uXbuGjIwMCvIbGhoiCTPrdrBiICUlZcddfjAYxPr6OoqKikhxo1arYbVa0draCrvdDp/PR9wSHo+H0tJSOi+RSITZ2VksLi7C4XDA5/PR6IeNbSQSCVJSUpCWlobl5WU0NzcjNTUVPp8P+fn5yMzMhNlshkqlAsdxWF1dRWFhIXg8HiwWC3Jzc6n74na74ff7sWfPHvJ9YUoiVmzzeDzqWNbV1VGBwkan7FqYzWZotdq44kMoFN5TURONRgFsdME25/1sBrutsLCQspESSOBhkCg+ngA8zuLD4/Hgl7/8JVlw19TUwGQy4aWXXkJOTg4WFhYgEAhw8+ZNfPOb36SFTK/XQ6fT4ec//zleeOEFkiYePnwYwMbC9Otf/xpf/OIXt3wpsZ18IBCARqOBz+dDU1MTpqen0djYiPX1dUSjUczNzSEzM5OUEcFgECUlJThw4AA0Gg3OnTsHgUCA69evk236ZnAch/7+flJq2O12BINBDA4OQiwWo7m5GQsLC9DpdBQ219LSAqvVCq1WC47jMD4+DqlUivX1deTk5BA5MhKJkBHa22+/jdbWVoRCIdTV1UEmk+Gdd94Bx3G4cOECzfNj1TzT09OQy+UkxRwcHCR3WKVSCa/Xi+Xl5TgeidlsRn5+PtRqNcLhcBx/wOv1wmw2w263o76+HhaLhboJzHcjGAxieXkZEokE1dXVSE1NxfLyMqqrqxEKhTA+Po6srCxMTU0hLy8P1dXVtPA7nU5MTk4iNzcXeXl5MJvNKCgogMlkosVdrVajuroaY2Nj8Hg8qKiogMVigV6vR01NDSYmJmA0GkkqnJ6ejkAggNXVVQiFQlRVVUEsFuPQoUMwmUwkQ01NTcW7776Ls2fPIhwOIysrC7/61a9Iivv1r38dOp0OXV1dqK2tpeKNjcFcLheUSiWEQiEqKip2DHjzer2Uv8Pj8WA0GnH9+nUiQLvdbni9XgSDQTidTvD5fAiFQng8HvD5fJSWlpJfSmNjI6RSKTIyMlBYWIi8vDwMDQ1RWrFOp8P4+DiRg8ViMbRaLcRiMXUHGdm4srIS7e3tsNvt8Hg8qKyshMFgwK1bt+ByuaBQKGA2m9Ha2ko+Ky6Xi/4G/vjHPxKPJCkpCdFoNM6plsfjQSaTkYrJZrMRwbiysnJHa3dW3NlsNkoozs7OJr+YzdBqtXA4HCgsLITZbIZYLMZXvvKVODVQAglsh0TxAYDH4x0H8C1sEFcLAHyJ47hX73H/MgCqbW56muO4y49w/MdWfLAWt9lshk6nw65duxAMBjE9PY2DBw/izTffJFMuu91Olt/Xrl3DqVOn8Nprr+HgwYMYHx8Hn89Ha2srBAIBOI7D7373Oxw6dGjHcC6O42jUc/jwYfT29uLQoUN47bXXUFxcDLlcjn379gHY8Krg8XjQarW4ePEifvnLX2JtbQ0VFRVYWlraIpfcDJvNBj6fj+TkZAgEAhgMBqyvr1OXgJE9V1dXUV5eDr1eT34WkUgEpaWlKCsri5MPFxcXo6qqCpcuXUJ6ejr279+PW7duQS6Xw+l0oqioCD/72c+we/duHD16FBKJhALfenp6UF5eDqfTicHBQRQVFZGJ28zMDI4ePQqbzQaxWEwjBmBDljs7O4vx8XGUlZXR6EWn05GB1Z49ezAyMgK73Y6qqir4fD54vV4EAgG4XC54PB5MTk4iMzMTeXl5yMvLI3lqVlYWJBIJHA4H9Ho90tLSMD8/j8rKSvB4PAQCAYyOjkIkEqGtrQ0mkwmhUAjHjx8n35Nf/OIXZH9/4MABLCwsQCQSYWxsDC+//DJu374Ns9kMv99P45by8nIMDAxQETM8PEy7eJbMu7a2Br1ej6ysLKjVauzbtw8KhQJqtZq6SK2trYhGozAYDPB4PMjNzcXevXupSHO73ZiamkI4HN7xs8KUNMDG4jo5OYns7GwqjObm5iAQCFBQUACfz4f19XUIBAJ4PB4sLCygrKyMcon4fD58Ph/MZjOEQiEplux2OyKRCHFoZDIZfD4fSbhZ2jI7Zz6fD5vNRmMZjuMgkUggkUiIc5KXlwer1UrmaWwc5Ha7kZycDJfLBbfbTdeCx+PRGEkgECAQCNDv2GfC7/djaWkJ5eXlW4iywIa/iVQqhVAoRDAYhMlkgtlshsVi2WL/D4CKNpFIRJL45eVlHD9+HOnp6RCJRFS0SKVSSKXSe3ZUxGIxFArFA3NWeDwemfsl8MlCovgAwOPxngFwFMAIgNcB/J8HLD7OARiPucnKcVzwEY7/2KW2ExMTJCdkXhqsuCgsLERzczPFujc0NGB6ehqHDh1CZ2cnUlJSqIUrlUqJZ9DV1YVoNEoE0+3w5ptv0hfg1NQU+Hw+JevGjhU4jsOtW7dgNpuhUCjIOIoFfuXn5z/Q62StaI/Hg+7ubjz//PNQKpWYmppCY2MjFhYWaOdZXl4OtVqNoqIipKambsnzUKlUsFqtWFxcxLe//W3cvn0bcrkcR44cIc7AlStX4Pf7aVfP4/FgtVpRUFCAkpISmM1m/PznP0d9fT0VLJFIBDMzMxAIBHjmmWfomOFwmLJFUlJSUFVVhZKSEoyNjWF8fBzV1dVoa2sDj8dDZ2cnTp06BYvFEne+TqcTZWVlmJqaIh+NnQLuVldXsbq6Cq/XCz6fT1H1qampWFtbg91upyJNLBYTYZOl3aalpUEgEEAoFOLUqVN4//33wePxwOfz8fvf/x65ubnIyMggKa7T6YTVasXu3bvR2NiI5eVlLC4u4plnniF/EL/fTyoXrVaLgwcPEg+Jhdg5nU5auNlix0ZKbrcbHMfF7eQ5joNMJovbfScnJ1MgnlqtJuJqOBymEQ/wp9GDQCBAUlISycztdjtsNhvy8vLYlyYsFgukUinxWtjjWJchGo2SURkjPbPz0+v1EIvFdK39fj8V01KpFGazGXw+n1xvz549S1wq9rlnZnUajYbeQ6amqqyspM84M7tj0vJgMAitVoukpCQUFRUhNzeXrhUrbFkx5/P5EAgEEA6HwefzqTARCoV0jfLy8qDVamG1Wuk6LS8vIz8/nzY6rAiTy+XUxWLdodj3jhV/tbW1WyIctgOTkzP1W3V1NYqLixOdl08AEsXHJvB4PDeArz1g8XGA47ihx3DMx1583LhxAydOnKCZL5PBvvHGG+Dz+Xj55ZfB5/MxPj6OmZkZPPfcc0hOTsb8/DyGhoZw4sQJkjey3JCbN2/Sl/hOdtA//OEPUVJSgvz8fExOTqKyshJXr17Fd7/73S1t29nZWfzoRz9Ca2srnnvuOchkMnz/+9/HK6+8su2u7H547733MDw8jM997nNYWlrC1NQUOjo64szFmCOqWq2GUqncQsibm5vD1atXcfr0aZSVleHcuXNxt4fDYfzXf/0X2tvb8d5770EqlUIsFqO0tBRarRZDQ0M4dOgQDAYDqqur48YBjGPAEAwG0dbWhtraWvT09EClUkEmk0Gn0+HZZ58lgzSVSoVgMBhnqsVxHN566624zta+ffuIdMnUIMCf5vN6vR5TU1OQSqVYWloia3eWxHrt2jWSNzc0NBDRknUBdDodJicnqThli5RUKqUFiL3HjKOysrJC8tns7GxotVoySsvKyiKyqNPpBLCRFMtxHEpLSzE/Pw+TyYTGxkakpqYiFAohGAzC6/VCJBJBoVBQ4Rr79xOJRKhzIhAIYDabsbKyguXlZRQXFyMajSIrKwtra2vIzMzE0aNHUVxcjKSkJPIfUavV5ErrcrmIwxKJRJCVlYVoNEodmebmZnK6DQaDcLlcWFtbQ0ZGBqm47HY7dUXYOQYCAUSjUaytrSEnJwd2ux1paWngOI46PeFwGFarlcirqampVFSwgoz5yzDzOI/HA4PBAL/fT1k+PB4PLpcLHMdBKBSSTN3v9yMUCtFnJDs7m/hXYrGYNgGsMGJSdcaTMZlMCIfDEIvF0Ol04PF4EIvFyMnJwcDAAPFapFIpSZjZ/eVyOdLT04lrwzoe0WgUCwsLsNls2LVr1wN/F7hcLqhUKuh0OvD5fJSXl2/5nvL7/fB6vfR3ux2YzHrXrl1bUooTeHz4MMVHorQE3uLxeBIAiwB+wHHc7z7uE2LgOG5bpjtb3Nhte/bsQV5eHi0aOTk5yM7Opl2wQCDA0tIS7HY7VCoVPvvZz2JsbCyOSBgLpVKJCxcuYHh4GLW1tRTGtt282GKxoL6+HtPT0/jiF78IAKipqcHQ0BDJfHdCNBqNW3CMRiPcbjfq6+thMplIYcIKj0gkAq/Xi1AoBI/Hg/HxcRw8eBBGoxFWq5WeR6VS4cKFC7Db7USyZW1n1inRarX4wx/+gOzsbGRmZkIsFqOvrw+5ubmkVFhbW9vCQ4hdjNh71NnZiYmJCWRnZ2N8fBwZGRloa2vD7OwsZmdnAfwpYValUmFxcRGhUAh+vx8ulwvRaBQ6nY7GIAKBgNr3se8/x3EYGhpCeXk55HI5PB4P8vLyaFebm5uLjo4OOBwOpKam4rOf/Sx6enpw7ty5uO4QM/diz9nV1YWOjg4AgMFgwPLyMmpqajAwMIC5uTl85zvfwfz8PKUsC4VC2Gw2ktCy7ptSqUR2djbxM9bX11FRUYHs7GwqChhfSCqVIhKJwO12o6SkZIvpFsdxSEtLQ3d3N8rLy1FYWIimpiZEo1EMDw9jYWEBi4uLKCgogMPhIDt2VqyJRCLq8qSkpEAmk1FRZjQakZaWRtckLS0N/f39KCsrQ3JyMqLRKDweD3w+H3g8Hmw2G4LBIILBIJmnSaVSyigCNv7mlEolMjMzodVq4Xa7SdGVnZ0Nn88Hi8VCBQjrtLCFOhQKkaGg1+uFQCBARkYGGaj5fD6IxWLs3bsXKSkpZFDHVEzBYJA6jz6fDy6XCzKZDMFgECqVCpmZmaisrMT6+jrlAvn9fkgkEip8WNQAy3vS6XRITU1FOByGSqWCVCqlwoMZ27ECjr0mNipkhQGPx8Pg4CCkUilFAQQCAfJmaWpqItIxAKSnp2PPnj04fPgwUlJSMDc3Rz43BoMBwWCQlE0ajYa6OxzHITMzEwUFBRCLxRAKhXA6nXjjjTfg9XqRnZ0NuVwOqVS6I1eGRSiwoi0pKYm4WcnJyfckRifw8Pjf3PnIBvAFAD0AwgDOA/i/AXyB47g3trn/P2KTqdhmPM5rGTtmYWAOlV1dXXA6nbhw4cKOj/2f//kfPP/885idnaWRQENDA95++22kpaVheno6bmHl8XgoKyvD6uoq7t69i+LiYqSkpOAb3/gG3nrrLVRWVsblj7Dj/Nu//RteeeUVfPnLX8bZs2eRn58Ph8OBvLw8inJnX1AikQgFBQUkqbx69Wqcn0FnZyf+/u//Hm+++SYRCfl8Pi5evAi1Wo2rV69Cp9PR7ovNljMzM5Geng6hUAiLxYKpqSmcPHkSfD6fnDeZxJYdy+/3Y3p6GkKhEJWVlWhoaIBCoUBXVxc4jkN7ezuuXLkCHo8Xd508Hg/Onj0b1xLmOA7Xr1/Hnj174qzbGdRqNXw+H2pra3H58mWKYe/t7aVY+1u3buHIkSP3bDXfunULJpMJFy5ciPO9aGlpwdraGn7729/im9/8JpaXl9Hd3Y26ujoUFxfD6XSShFSv12N8fDzuNY2Pj9P7BWyk4TqdTiJ3ajQayOVyGiEsLy8Td4JZv3s8Hrz00ksQCARwu92Ynp7G3r17IRaL4XK5MDc3RxktrPsRDAYhEomwtraG8vLyuCwYjuOQnp4OuVwOnU6HAwcOxF0Lq9Uax2HIyclBVlYWdfr4fD74fD6CwSApSyKRCPx+P2w2GwwGA90nEokgGAzCarXSCJCNJZicly34oVCIvFyYrT4Dk0CLRCLw+XxS07AFUyKR0MIXCoWQmpqK5ORk8jEJBALwer3w+/3Ea5LJZPT3wv4JBAI6d1ZwxHYkQqFQnOw9HA4jEomQbX7sZywajdLzsW4Wuy97XOw/ViRyHEf327yJYM/LNk/bbaDYdY4dkfH5fBoBxj6OXVNW0LDvkpycHOqKsPclEAhAJBIR74V9zhm/KhgM0vXKzc1Fbm4ujckqKiqoYGIRCuy1hkIhBAIBGlVlZGQgLy8Pubm523Zftrsm9wN77Y+CSCRCn3EG1sVjXVSPx4PGxsa4zdOHRaLz8QjgOM4M4Psxvxr6oCD5ewBbig+O4/4RwD/u9Hw8Hu+xVR5sh+n1eqFUKgGAWsLAxhfv9PQ0PvWpT237wWcmZbW1tVAoFOjp6QGw4V2Qm5uLhoYGtLW1xTHrQ6EQfvWrX8HtdqO1tRUlJSWYnJyE0WgEn89HX18fenp6aBEDNjok6+vr+P73v4+qqio4nU6YTCYsLy8TF4HtPnk8HnleiEQickRlfibJycmwWq24dOkSkpKScP78eVy/fh1WqxX/+Z//icLCQuzZswfNzc04cOAAuru70d7eTrtG9sXb1dWFQ4cOkZkZ24VtB6/XixMnTsQR3djs3mQyYX5+Hn/7t38b1/HR6/WYmZnB7t276Xc8Hg+nTp1CZ2cnDh8+vKXNOz8/jzNnzuD27ds4ePAgUlNTKciPOXKy3edOsNls6Onpwde+9jX84Q9/oFn64OAgfD4fVlZWUFpaiqtXr+LUqVOYnp7GxMQEjhw5gs7OTpSWlmJgYAAZGRmUFstQWVmJ7u5uWggKCwtJBl1XV4e5uTkaEwAgftGJEyewsrKCqqoqrK+vIzU1FdnZ2cjPz8cLL7wQdwy32x03sohGo6Qu8fl8NJ5hYBwQtoO9dOlSHMk3EAhAr9fTfTUaDVQqFfbv349du3Ztu0Nln5X5+XnMzMzg2LFj9x0HRKNR6mDt2rVrW0mqwWCA0WhERUUFrFYrjaE4jkNqaiqkUil0Oh1l6chkMmRmZiIQCMBms9HCyYobFuqnUqmgVCppgWfXP5b4yroIsWALdyAQoF07W9jZ9eLz+VRAsNfp9/vp3GOvHxvbhcNhMnFjhQ8rnljxw+Px6HxYIcSKlNiiji3O7DPHCjo2igoEAlTcsX/s/Y49N3aum4sZ1lXafL9Yjhh7/WzRZ9ci9n6x58yuZezv2fVmhVvsMfl8PhV77Pbk5GTyo2H3YWBFdF1dHRVZ+fn5NHLjOA4ej4eUT6FQCEKhEGKxGGKxmLqKsflC7HjZ2dlk3vek4H9t52OHx30BwE84jts6X7j/Yx+ryVhXVxeysrJoJ724uAifz4ezZ8/iO9/5DpqamrB79+4ttufARos/KSkJt27dwqFDhzA8PIz09HT4fD5qGW/eoWs0GgwNDcHn8+HZZ5/F3NwcVCoVsrOzoVarUVBQQCoMuVxOM3mJRIJ9+/ahrKwMSqUSk5OTKC0tRVJSEtbW1ohcmZubi4KCAmrZX79+Henp6di3bx9SU1NhMBgwOjpKu7zy8nLw+Xy4XC6IRCJMTEzgpZdewtTUFPmXbH4NbOdTV1eH8vLy+15nk8mE6enpuPtOT08D2Nj9nzt3btvnYXySzQiHw+js7KQANbagMI6CUCgkzsfy8jKAjYU/HA6jp6eHQu02IxgM4j/+4z9w8eJFWvTZjm50dJSUKEw2u7i4iGg0Co1Gg9OnT8NsNiM9PR2f/vSn4+zCGZhKaqddF+NFxH6+bTYbbty4Qe1/uVyOlpYWCsyz2+1xz8EWEOYHwsZXbCTDFtjY+8/OzkKn06GiogIOhwNJSUnYtWsXQqEQOjs7cfDgwbgv+7S0NKytrWFpaQklJSVb1DPMx6OiogJFRUW4cuUKpFIpDAYDFSQikSiO6FpQUICGhgZkZ2ejv78/rmBnRElm7R4KheBwODA/P0/8GI/HQ4qV1NRU+P1+cmJlx2C7fja2YGOFzMxM5Ofng8/nU5SCzWZDRkYGpFIp+Hw+HbOwsDCueGX8kMnJybji3+12x70fbJEWCAT0HrAigi3ObFQSjUYhFotpoWbdAOYSHDvKAxDXyWCLNysAY7smbNFnmxLWXWDvLXt+kUhE3w9s/MqKGHZfdh6xr4/dHjvGZj/Hvpesw8JeN3ts7P9vvnabEVu47dTJ2HzszWCvlz1XbOHICnL2GmOPFXv82GOwxwsEAnzve9/D5z//+R2P/bBIEE434UMUHz8A8CzHcRWPcMzHSjjdTDblOA4//elPcejQIfz7v/87XnrpJYRCIZLZMnAch2vXruH06dPQ6XTQ6XQUDw9sEERra2vjiI+hUAj/8i//gr/7u7/D+++/D5lMhmg0CofDQWFu3/ve98Dj8Sgk7ubNm2huboZarUY0GsWpU6fA4/G29fdgC6FarUYkEsHo6CgaGhpIRXPgwAEolUoEg0FMTExALpdDIBBALpejuLgYZrMZL774Im7evAmtVgu/348DBw7A6/XCYDAgJSWFZrKTk5PYu3cvXTdm8rTpvaL/DwaDcUVMcnIyfv3rX6OsrAwXLlzY9stjamqK5subwb68Y9vIBoMBi4uLOHr0KN3v2rVraG9vh8/nQ1dXF0KhEIqLi7f9LKyvr0MoFKK+vh6hUAj19fVx5//666+TqyawQdp75513YDQaoVAo8Nxzz2F0dJT8XmLhdrsxPj6OI0eObHvseyEQCODWrVsYGhqCWq2GTqdDUVER8vPzd5yr2+12sq8Ph8M0X+fxeCgqKkJpaWnc7oz7wPpcpVKRVT5L/I0dETDweDwEg0Gsrq4iGAzGvX9+vx/p6elIS0sjeWwoFEIoFEJmZiYaGhrA4/FgMploQWSKkqysLKSlpW0Zt8nlctoZMwJuYWEh7HY7TCYT6urqYDabsbq6iomJCXg8HgAbZmF6vZ7Io5vHDJFIhLgxzBeFjWlsNhscDgei0Sh12YxGIxm6sQWTybhjuwGxZOlYsC7E5u8wdo2Zaoh9plkhyboisfwlttDFdlc8Hg+Nn2I7BqxbEQgEqKsSe76xs/YIgQAAIABJREFU14VJhFmBwToorDiIHTkAf1I9sf/G8kO2e/2x9/1Lxfnz5/HOO+88tudLjF0A8Hg8KYCqD37kAyjh8XjN2JDOrvJ4vP8PwEGO49o/uP8XAIQAjGIjVfczAP4vAP/wZz/5TQiFQhgZGYnje/B4PHR0dOCHP/whyUOZ7DR2d76wsECyWoVCgZmZGdTV1aGvrw/t7e0IBoO4efMmampqaBF+/fXX8fzzz5MRU3V1NV599VVqE7e2ttKCUFhYiNdeew319fUYHh5GeXk57Hb7PYlYfD4fxcXFVEiwXBAAKCkpAZ/Ph91uh1wuR1VVFY4cOUI5MJ2dnThz5gzxMxoaGqj9fefOHezevZt2dE6nk1QGBoOBeBGxeS6bv1yUSiVKS0vJNdLtduOll17CO++8s2MnoL6+Hjdv3ty2+AgEAqT6ADa6WOPj4zh79iz9zu12IyUlBTabDXfv3iUJ804mWx6PB01NTRgeHsaZM2fibhOLxTh37lycW2xaWho++9nP4o9//CP+8Ic/oLKyEkqlclvp8/DwMOrq6mi896AwGo3wer1oa2ujc7p+/Tp2796NsbExSCQSFBYWIj8/HxKJBNPT09DpdMjMzERjYyMRHVdXV6FWqxEMBjEwMACXy4WMjAzk5+cTDyM7OxsNDQ1IT0/H6OgobDYb9u3bh8zMTJKhrqyskF06x3FQKBRU4MZidXWVOAFutxuVlZVobm6GSCSC3+9HMBgka3i/34+kpCSsrq5SanNmZiZ1EYaGhuJGSQzcBzLhSCSC3t5euN1uZGVl4cUXX6SC5+7du9i9e/eOnzE2ZtBqtcjIyEBtbS11DljWTDgchsFgQHZ2Ng4cOACj0UiLP7BB3rTb7RAIBDCZTODxeMjJydm2+3UvsPcydkTl8/mg1WqJE8NeBxtZMkVTLHw+H/R6Pfh8Po3x2DiCFVo+n4/8fxihl406Ys3j/H5/XIHL423Iln0+H3XdYjdurOPCeDV2u31LEcJ+TklJoc+Hz+cjeXHshiISiZBbLiMfA6DfOxwOhMNhcBwHsVgcVyD5/X4aK7HiiXWb2M+xXBrW4YjtZsQWadu9htjXH3s/FnD5JOAvpvjARhDdjZif/98P/r0G4IsAFAAqNz3m/wFQCiACYAHAl7cjm/65wXZQ8/PzcR2KaDSK1NRU+gOqqKjA9evX44qPlZUVnD59Guvr6yT7++///m/k5eXh2rVr4PP50Ov1+P73vw+FQgGNRoP5+XlIJBLcuHEDXq8XWq0WOp0O6enp+OpXv4q3334bwMZIwuv1kuyOeQ8wApPD4bivrG14eJiUFQBQW1uL999/H5OTk2hra8PCwgLC4TBmZmbg8/lw8uRJkoH+6Ec/wurqKiYnJwFsFFo1NTVx16e0tBTNzc0UUmaz2TAyMhKXcROLaDSKK1eu4PDhw1RghcPhuPb6ZrDWuNfrJb5IKBTC4OAgzW2BDW7O7OwsSkpK4rJ3WPJtX18fmpubtxBANyMzMxNzc3NobW3d9jVsZxjH+DZMccRe22ayYSgU2lFyfS/U1dVtS1zLyspCR0cHLTQDAwNEYFYoFHC5XOjv7497DCP1Hjt2DCqVCna7HeFwGAcOHCBreGCj41RVVYXa2lr09fWRDJXNur/97W+Dz+fj8uXLOHPmzI7dl6GhIVI9jI2NYWFhAeXl5VAoFDTSCQQCqK2thdvthl6vRyAQwI9+9CMEg0GYzWa4XC5KAAY2ik6LxRJn4MV9YDqWk5MDo9FIeUjr6+soKSnZ9j1nM3rmDZKenh6X78Lj8UgJJRAI4HK5MDExAYlEgsbGRrjdbpK/Dg8P48iRIygsLMSuXbs+snk/G73Evu719XUsLS0R9yR2BKbT6eB2u0nhw25nSiI2XnG73bBYLCT1jiW+BoNBiMViyGQyGtsxxZhUKoVcLidpNwuJTEtLo3FXaWkpZQ0xsO5VLLgPvGAsFkvc+Ia9V4y7xeICWHHCiMJsPMIIsLEjplhuBuPcxI5zGAeGdfNix1wAkJSURAocZkgXW3wGg0HitIhEIiQlJeFv/uZvHvfb/8j4ixy7fBx4nGOXYDAIvV6PhYUFtLW10Y7jj3/8IyYnJ4lQmJ+fj5WVFUritNlssFgsqKysxMDAADmMLiwsQC6Xw263QyaTwel0or6+Hna7He+++y7Onz8PkUiEhYUF4mvY7XYiMd2+fRsdHR0UC37nzh0iSK6treHChQvIzMzE1NQUMchjEY1GMTIygpGREdTV1W2R+F66dAl3796lYDa/34+1tTXI5XI4HA5otVrMzMwgNzcXf/3Xf01kvcHBQRplcB+YN+n1+i0LtF6vh8PhQG1tLUQiEerr68njANjoLPT09NAIS6PR4O7duzhx4kQc0TcWLpcLU1NTaG1txfj4OCwWC/bv34+MjAy43W4MDAwgLS0N+/bt22Ke9eqrr6KmpobGIN3d3XFdrs0wm81YWlpCW1vbfT87sVAqlXC73bhx4wY+85nPULeMYW5ujjgYsTCZTKQGeBiwZFp2bfV6PUZHR3H8+HHaGT4IrFYrent7MTc3h5qaGqSnpyMSiSA1NXXLNTCZTBgdHUVHRwf4fD6Gh4ehUCi27UrF4u2334bD4UB1dTX5dKytrZG5WCgUgslkQk5ODmpqaiASiRAKhWAwGCgLJSkpiVxhZTIZfa6i0SjUajU0Gk3cyC8cDpNj8eZFju1sFxYWiJPFrOAHBwfR0dGxpZgaGBhAV1cXioqKoNVq4XK5UFNTA5/Ph8nJSeTk5JAHRyzY5zmWeBl7H4lEgry8PGRkZNyzo7kTotEoCgsLoVAocPfuXQqjfBCw5GCj0YiVlRVIJBKUlZVBLBYjOTkZaWlpNDZjnC25XI6srCwqFDQaDUwmE1wuF3mRZGZm0vtdVlZGDsq1tbXwer20SO+E2I4DK0BilVSx1zP2MdFolEZdgUCA+D+sOGKyYOYc7Pf76d9OXTX2z+l0Qq/Xw263U7eVyfPZuTC+DlP5fPe7343rwn5YJDgfTwAeZ/ERCoWwvr6OgoIC3LhxA2fPnqX29NDQED71qU9RWzIrKwsDAwM4fvw4rl+/juPHj8NgMFCBAWxU0JcvX8bJkyfhdDrx+uuv4/z58+jq6kJzczMpWIaHh9He3h53LgsLC4hGo7DZbGhra0NnZydOnjwJu92O1157DcvLy3j55ZfB4/EwMjKCvXv3xv0RWiwWLC0toaqqChkZGUhKSkJ2djYVRhqNBuPj4xgbG8OLL76I8vJy9Pb2IikpCQaDgbT5er0+zq9iYWEBycnJKCoqwtzcHFZWVlBXVxeniIjF8PAwEfhmZ2dhtVqRlpZGFuW9vb1YWFhARUUFxsbGKGsmOTl5RxWKyWQin5CkpCRYLBZotVrweDxkZmZu21LnOA75+fmUXAuAbOsBUEJq7GeJhajttJPfjGAwiFOnTlH+z+zsLIRCIZRKZVynaHp6ms5DIpHQmKKnpwdisZhC/O4HjtuIsBcKhbDb7WhqaoLFYkE0GiV310dBJBIhjtF2HTWDwYDJyUk89dRTJKseGxvbkbjL4PV6SbnFvEFGR0fBcRzKyspoR+xyuaBWq7G8vEwOsYWFheDz+dBqtRgZGUFFRQUkEgnJY9fW1sicLTbYLRKJYGBgAFVVVVuKUfZfxv9QqVRobGykXbPH48H09DQReq1WK6ampuB0OvHMM8/Q58xisWBxcREmkwkSiYS4TA97/ZkcmZFTZTLZPQtRxifLyclBbm4u+Hw+lEolXC4XGhoa7ttx4biN8EWr1YqUlBQyK9u9ezf97bHr4HA44HQ6aUFnXZZY36PY68oIqn6/n/xLgD8pglQqFfbt2/dI44i0tDTk5uaSGuVer8/r9ZIXkc1mw8TEBHQ6XZw8mo1oGB8ptjPCEPtzJBKB1Wolh1pGwGXqP47jKMcoPT0dHMehpaXlgQvBB0Gi+HgC8LgJp11dXThw4ADsdjvMZjOMRiNSU1OxuLiI06dPQygUwuFwoK6uDtevX0dLSwsmJydx9OhRUrnE/tEPDg6iv78fgUAAdrsdpaWl0Ol0OH/+PICNkYlarcYXvvCFuPPo6enB/v37cefOHaSnp1NyLLBBil1aWsKzzz4LgUCAX/ziF+THwHEcBXRVV1fTF4NYLMba2ho4jkNzczN6e3uRkZEBjUaDxcVFZGRkQKVSIS0tjQoOnU6H/Pz8uEyJ6elpImBWVlZuO3rwer2YnJykL/bp6WkUFxfTbtDtdmNwcJCIgy6XC2lpaVhcXERxcTGSk5Nx7ty5Hefyer2exjMWiwW1tbVob2/f1oztfrBYLBgbGyM/ltgFirWiHxTMXO3IkSO4fv06yapv375NXSer1YrV1VU0NzcTv2BiYgI2mw1Hjx7F0tISWltb414LM0Zj9t0MzDQtEolgZGQENTU1ZOO9E5jJ1L3A2umDg4PYs2dP3Lmw95QRnTmOw5UrV9De3n7Pa8Xud/LkSUgkEpjNZjKAY+OyYDCIvr4+iEQiZGRkgOM4rKysYH19HSKRiMYA5eXlWxaH7OzsLa+b4zbM4erq6siU7F4IBoMYHh7GwYMH6XPAsn92796NzMxMmEwmnDt3jl4r69QsLS1BJpNhz5499z3Og4IZkm32WuE4DoODg/B6vRCLxTAajdDr9QgGgygrK3vgeAUA5Kj850Y0GsWdO3cgk8nifGYeBRKJhMYtDA6HA9PT0/B4PFtMAz8s+Hw+amtrH2sx8bBIFB8fA3jbmI49zmsZCoVw9epVnDt3Du+//z5mZ2fB5/Oh0+lw7NgxGAwGMmdyOp2YmJhAS0sLkpOTMTMzg/r6euTm5qKoqAhqtRoAUFVVhWg0ivfeew8ZGRlobm6mL0Oj0Yjbt2/j4sWLAEBugvPz89i7dy8lkMZ+qbHCgTlGnj9/nsiuw8PDyM/PjyNCslYlC8bq6+vDyZMncePGDdjtdrzwwguQSCTo6+uDRCKBxWLBgQMHsLy8jP3798f9Uff29m6r3mCIRqO4detWHJcjEonQFwGwMXYoKCiI21UvLCzA5XLhmWeewcrKyray5NjXMzQ0hLNnzyIjIwMejwdWq5WefycwlQCDx+Oh9+Nhiox7oaenBw0NDUR8q6qqQk9PD1paWiCRSHDz5k26Nnfu3CFZ8/DwMDlRms1mUuAwBQ8rhJh3hNvthlqthtPpRENDA1ZWVtDY2Hjf3S7bXe/btw9CoRA+ny/uurHdokgkQnFxMWZnZ7d0tTweD8xmM/EJKioq7jsqmpmZQUZGBgoKCmCz2cBxHNra2qjLMDs7C41Gg7a2ti2FAiNrM9ffBwHHbeQf1dXVPdTi6nA4aBTJPvcejwe3b9/GxMQEdu/eHZdHIxQKkZOTQ1L4xw2VSoWVlRWcOHGCOAg3b95EQ0PDjiGVnySsr69Tp+dRwJREjPQOgBK2GxoaHilq4pOARPHxBOBxdz6AjQJAqVRiYWEBBoMBHR0dtKjMzMzA4XCQ9bhGo0FhYSGcTifMZjMqKipgMpkwOzsLl8uFXbt2Ect9cXERFRUVUCgUdCw2X2R23UajkZjln/nMZ7acWyQSwW9+8xvU1tZidHQUX/rSlyjcy2KxYG5u7oHkm5FIBF/96lfxr//6r9T6nJqawtzcHHE7WKeHweFwYHFxEfv379/xee/cuXPPYKu1tTWYTCZK6GVwu92kbAiFQpR4uxNWV1cxPz9PHBnmQbITWEZK7HMyqeXjBDNcO336NG7cuIH29nZoNBq4XC5UVlbizp07OHXqFHw+H/FbLl++jNOnT5Oh1LVr14gczMh0sWDjPLlcjurqaoyMjEAsFqOxsRHj4+P3LKTYF7PRaMTBgwdpJLEZwWAQarU6rsvEwHaaDxpA5nQ6odFoaBwpFovjFgXWRauoiFfaB4NBjI2NweFw4NChQw+1kDDOw07jwHtBo9FgbGws7vNks9nQ2tr6QIFtjxsGgwFjY2OU0MycehP434tE8fEE4KMoPgDgd7/7HUwmExQKBSQSCXp7e5Gfn48vfelL6O/v30JU7O3tRXNzM1JSUmAymTA1NYUTJ07AaDTSl/fs7CwRI9vb28Hn89HZ2Yn8/Hy88847qK6uxu7duxGNRvHrX/8abW1tqKqqolb32toaVldXiQTJMiQ4jsPJkydx69YtnD179r4cBY7j8M4772B+fh7/8A9/UjhbrVb89re/RXl5+ba7zJGREco32Q4LCwsIBoNxbqyxCAaD6Orq2pJ5Amx0Q9LT04mwyPgh94JCoUBxcfEDdy0Y3+BRVCYPg4WFBQAbhFXGbWBJu2wB6+7uxt69e7G0tISsrKw4r5GxsTHKudkO3d3dqKiowPz8PJ566ilEo1H8/ve/h1KpxNe+9rX7LkwrKyuYnp5GX18fTp8+jf3798Pn85Fj6L0URwyMAMiC5+71Hvh8Puzfv/+BuTPhcBhKpRKRSARVVVUPNDLZfG4KhYL4TY8CNrtniDXz+jjgdDoxPT2N1tbWx14wJ/DJQ8Ln4y8UbrcbGRkZWFpaQllZGRQKBRHsduIVMPkna6GfOXMGfD5/S8uXkZGuXbtGnIlQKISyD1JgMzIyYLfbcfHiRUgkEnR3dyM9PR1ra2soKChAbW0tpFIpXnjhBXAch6tXryIajeJb3/oWTp8+je7u7gd6fV6vl+SgDE6nE8nJyVsM1BiYJ8h2sNls0Gg091SP3Llzh0LrNoMl2TLEGno9Lhw4cIAURB8lampqiAcR2x1gJnAsMj4YDMJut6O5uTnu8Q0NDejt7d3y/gAbeTXp6elQqVTEBeDz+cjJycHk5CSZYt0LzF/F6/VCrVZjcnKSDL0yMzMfKIOCEQpnZ2fR3t7+yOTW7SAQCHDq1KmPdXf/pMXKp6en49ChQx/3aSTwF4An65OdAIHjOGqNGwwGrKysYHx8HFarlQyhxsbG4r5sPR4PVlZWyPmPdTV8Ph96e3tpx+RwOGAymVBVVQWv14t//ud/RmtrK0QiEQoLC/Hqq6+iqakJc3NzlHXCouSZOsRisaCkpITyFiwWC/x+P7mybt7tcdxG+uvm3eOVK1fwzDPPQKPRwOPxYN++fZifn4dYLIbBYNhyXZhxGDvuZgwPD+PcuXM7XtfFxUXk5+fvuItl3IaPEkz+ZzAYtpDcnE4nhoaGHtuuklmzs/Hc/Pw8+Qlcu3YNubm5mJmZQXV1NW7evLnl8cPDw3EpuAyRSAQHDx7E6OgoXcvJyUkoFAqcOHECY2NjWwzRtkN/fz/Onz//oTwobt++TWO/BBJI4JOBRPHxBCIajaK/vx+lpaUIh8PQaDQ4cOAAcnNzyf3OaDRuedza2hp5NjDJpMlkgkqlQklJCV588UUIBAJyWDx69CiGhobwyiuv4MaNG3jhhRcAbLTp19fXEQwGkZ6eDpfLta3s0uv1Ynx8HABI5vjcc89hbW0N7777bty4xGKxIBwOo7q6mnZzHo8HRUVFFNIWjUbR3d1NMmK9Xr/FiMloNEIikcBms2177U6cOEELpcFgwNTU1BYnxJ2kmDab7aFb64+KvXv34urVq3Gae7vdTiOIx7njnZiYoNFRQUEBtFotqqqqcPbs2XsWagAoMDBWGsxw48YN8t1YX1+Hx+PBrl274HK5YDAY4pJVt4NSqURxcfGHKjw0Gg3JCRNIIIFPDhLFxxMIv9+PmZkZ7NmzB729vbBYLKioqMDc3BwaGhogFAqh0Wgo4ImpEKqqqqiVz3EchoeHkZycjIsXL2J5eRnr6+soLS0lwySv1wun0wm/34+vfvWrcDgcAEDOqYyQevHixfu2szmOw6FDhyCXy9HQ0ICBgQHI5XJaFMxmM/bu3QutVktkQ4fDgebm5jiTq6SkJLz99ts4evQootHolrGH1WpFR0fHfS2idTodZmZmdnQ23Q6Tk5Nk+/5Rg8/no7S0FEqlktJQBwYGHnvhASAugZfjOFy/fv2eRVgsCgsLMTs7u6X4sNlslPIZjUYxOTlJhUxZWRm55O6UVxMOh7GwsPChDI/C4TAmJibuW0AlkEACTx4SxccTiJSUFHzlK18BsDGWYB2JgoICGAwGLC0t4XOf+xzm5uYgk8koJTYlJYUWrkAggPr6elrYS0tL0dvbG9eN6O/vJ8dPFvUNAEtLS2T7/Y1vfOOe1t8MKpUKTU1N1GUoKirC6OgorFYrOQ8Gg0E6BtsdJyUlYWZmhp6HyV/7+voQCASg0+lw9OhR4rj4/f77Fh7M2vlhCg+W0vmwuRcfBrW1tbh8+TLS0tIwMjJCSpOPEiyXIikp6YH8SHg8HtLS0uB0OuMkycPDw1S86HS6OM+LrKwseDweXLp0icY9m2E2m3HkyJEPxdHo6+v7UCZmCSSQwMeHRPHxBCISiZA3x507d/Dyyy9jenoax48fJz+Evr4+aLVaKBQKtLa2YmZmBqdOndpilc3A4qoZrFYrZDIZBAJBnOTWZrMhJSUFzc3NtEg9CKLRaNzCyefz0dLSAmBj/CGVSrcsRBMTEygoKIjz0XA6nWhvb8fg4CCWlpZw5MgR3LlzB2VlZVsST7cDc4JlfgQPitnZ2Q+lSngU8Hg87Nq1K44Y/OdAU1PTQxkT7dmzB/39/XHXs7y8nJQlKpUqTvbM4/Fw8eJFdHV1Ye/evds+J5/Pf+RxC8dxmJiYQGpq6kfiaZFAAgl89EgUH4+I7UzGHidEIhG8Xi+EQiHS0tJw7NgxUhA4nU4oFAo0NTXBZrMhPT39gaKgWTy3VCqFWq1GbW3tFlUI29H6fL775mM8KBYWFnDw4EG4XC6yYgZAORcMkUiEFuD9+/eju7sbd+/ehUgkQm9vL9544w00NDRsS4wEQMFUx44de+jdsFar3VGa+1GiqKjoz27S9LDva3Jy8j3VQ4FAYEvHiAVZJSUlPdbOhEqlwtzcHJqamnYc6SSQQAJPPhLFxyOC47h/BPCP7Gcej/fYTD4EAgFKSkpw9+5dtLS0UDfDZDLB6/UiEAiguroaoVAIq6ur6OvrQ0tLC0wm046dDwCorKzE8vIy9uzZg9TU1C15ISaTCRkZGRCJRJibm/vQdsMMLPFzeno67jmrq6vjFqa1tTVaUHg8Hk6dOoWysjLa3bKI88fdZjebzTu6mCZwb7B00e2QnZ0Ns9n8WAyxnE4n+vr6UFJSsq0/SwIJJPDJQqL4eILhdDrj3BTdbjfMZjPS09MhFoshEonI3ruiomLHjgBDVlYWxsfHwXHctu6fY2NjeOqpp2A2m2E2m+O6EhzHxcWFxyIcDiMajSIajW4ZHZhMJqSlpWFiYgJnz56NWzSmpqbioub1ej2ef/55+lmhUECn01HxsXl3PTAwgEAgsKNnx4NiamrqnlbtCewMtVq9o3tnSUkJlpaWHkvxMTw8jKeeeuqx2c8nkEACHy8SxccTCp1Oh5SUlDiDI4/HA4vFgoKCAsoVYcmssWBJj9s5RLK4eJfLhcXFxbjnzsnJQTAYxMDAwBYFwezsLHQ63bYkRRZ+9/777+PMmTNxO+G5uTlYrVacOXMmrkCwWq1wu904evRo3HPFFi85OTmYn5/f9vqsra1BIBCguroanZ2dj7wwxaZJJvDw0Gg0O6pmZDIZKag+DJjLZ6LwSCCBvxwkio8nENFoFHfv3kVWVhYEAgHMZjOAjc6AUqnE/v37cfv2beTl5cXxBTiOw/LyMhYXF1FWVratZ0VpaSnUajXq6+uRkpJCv09JSUFubi6uXr1KEeWx0Gg06Ojo2LbDsLS0hF27dkEul+P69etxHY7R0VFcvHhxS9EyPDyMkydP3pNkKRAItuWy+P1+TE9P03FSUlLQ2dmJkydPPrQb5fT0NBobG7e9jeM4dHV1/dldJkUi0QPl4jwJ2K7b9bgxPz+P2traj/QYCSSQwJ8XieLjCYTf78fy8jJWVlZQX19Pxcf4+DjcbjeMRiMKCgogk8kwNTUFnU4Ht9uNyclJZGZmor29HZcuXUJKSgpycnJQU1NDi392djZ++tOf4q/+6q/iFg2r1YrXX38dNTU11BGpqalBUlISrFYr5HL5jqMNm82G+vp6SKVS7N27F93d3Th+/DhGR0eRnZ29heCo1+uRlZX1yDtZ9vzsfNLT03H69Gl0dXUhOzv7oUYwRqNxi604AzNnq6mpeaTzfFTMzMxgcXExzub9ScRm+e12SEtLg8vl+lDmbVqtdluTswQSSOCTi0Tx8QRCIBDgqaeewsTERByB1G634+jRo8jJyYHP54PD4YDH44HD4YBEIsH58+cBbPgfHD9+HDKZDGazGSMjIwgEAlRsTE9Px3EtvF4vxsbGcPbsWZrfezweTE5OYv/+/ZiamtpivuVwONDT04OUlBSMjo7C7XbTor++vo6f/exnCIfD+PznP7/l9Y2Pjz9wrolUKo1bvCYmJlBZWYmUlBQolUoolUrqTEgkEphMpi2P30nuCcQbcMWC47gPbYL1qGhoaMDVq1dRWFgY15160rC8vLxl5LcZxcXFWF1d3bG7dD84nU6kpaUlCKYJJPAXhkTx8QQiKSkJe/fuhd1uj/OeCAaDePbZZ+Hz+bC0tIS6ujoYjUZUVVVBKBTC4/Hg+vXrKCgoIGfRnJycOMIf80hobW1FcnIyQqEQOjs78a1vfSuO9xCJRNDf349gMIiJiYktfh9TU1MoLy9HcnIykpKS4hbJ6upqzM3NIRgMwmKxwGKx0G0ajQYCgQBarfaBrgXHcRgZGUFFRQUCgQDsdjsVDGq1+r5hYv39/fD5fMjNzX2g4zGo1eo446w/N44dO4Zbt25t4co8SbBarTt2jRhyc3MxOzv7yMXH1NTUjgViAgkk8MlFovh4RHyUPh/BYBB37tzBxMQELTzMmVIkEoHP58PtdgPYaGuz9NukpCRMT0/j05/+9I7P7XQ6UVtbC5VKhfr6enR1deH48eO4ffs2du3ahby8PIyPj8Pj8aBvGu3DAAAgAElEQVSmpgZCoRBnzpzZ4kVhMpko18NqtW4xENu1axf0en2crwfHcZiZmcHx48fjfn8vpKenQ6lUoqioCDwebwsX4n4L88GDB3H58mWcO3fuobgJ8/PzH0vXg0EikaC2thYTExPYs2fPx3YeO4FF2d/v+vP5/LhI+Ic9hsfjiVN8JZBAAn8ZSBQfj4iP0udDLBZj9+7dyM7Opl3fT37yEyoABAIBLBYLbt68CY1Gg8XFReTm5mJychLhcBi3bt2CUCjE4cOHtyy4er0ejY2NWFhYgMViQXNzM0QiEXw+H5RKJSYnJ1FRUYE9e/ZgfX0dnZ2d+NKXvhS3yHi9XmRmZlK3QyKRbDseqKioiPt5aWkJx44dQ1VV1UNdD61Wu6W9z9rx9wNzWh0cHNw2HG87MPnox91xKCsrw61bt2Cz2Z44J0+9Xo/8/PwHuq9YLEYgEHhgt1yG9fX1hJFYAgn8heLP4+ecwEPDZDLFjQrW1tbi/BQuXLiAkydPoqOjA01NTairq0NbWxuOHDmCEydOoKqqCgMDA1ue12AwID8/H0tLSxQs9+677yIvLw83b97EwYMHqWhITU2F3+/fsgjHqg98Pt8D5aFEo1EsLi4+dOGxE1gg24MgLy8P4XA4bvxzLzxJ6oojR45geHgYd+7ceSyy1ccFpVKJ8vLyB7pvUVER1tfXH/oYnwTSbQIJJPBoSHQ+nkB4PB784he/QEVFBTmQrqysIBQKbTES8/l8UKlUqKmpQXt7O0ZHR+F0OpGfn4/19XWsr6/HjUzC4TBUKhUaGxtRXl6OSCSCaDSKoqIi7N+/P069wHgdrMXOYLVaicT5oLvygYEBtLS0PFI3ITk5GT6fL06ua7VaH2oc0dbWhitXruDpp5++5zmsrKygpKTkY+96MAiFQnR0dMDr9WJychIOhwO5ubkP7Usik8mQnZ390N2HneD3+x8omA7YSMbt7++/Lzk1FsFgEHw+/yMP2ksggQQ+HiSKjycQAoEAcrk8ruXMgsc2B6ZxHIdbt27h5MmTADYIfkajETKZDC0tLbhy5Qqys7OpO2E2myEWi8nca2JiAidOnIBCocD6+jopS6LRKAKBAMWjFxYWAthYFGIlsna7HVlZWfd8PVarFeFw+KFJnwz5+fnQ6/W002YcgocpEAQCAfbu3Yv33nvvnhwCl8t1T87Mx4WUlBS0traC4zhYrVZEIpEHfizHcXA4HFhZWUEgEADwcNduOzBC84NAJBLB5XLd14E3Fk6nkzhFCSSQwF8eeI9KBksgHjwej3uc1/LGjRtxYV5TU1Nwu91QKBQoLS3d8b6BQABDQ0NEzPR6veju7kZqaip0Oh26u7tx4cIF8Hg8cByHwcFBktFarVY4HA6Ul5cjGAyisbEROTk56O/vx/HjxwFsOJ3KZDLy7ujp6cH+/ft33FFzHIfLly/j9OnTj2zW5ff7MTIyQhboJpMJOp0uoYJIIIEEEvgY8cE68kg7mUTn4wlEJBLZ0m72eDxobGzE0NDQluIjFklJSXFKkpSUFEQiEeh0OrhcLnz9618nroRSqURxcTHxMKLRaFwXhSE200Wr1W6R/96rlT8+Po6mpqYP5RIqkUjirOKZUieBBBJIIIFPJhKE0ycQHMdt8U/w+XyQSqWIRqMPJV1kwW719fWoqKig8QmwoT6JncPvJItkGR2RSOSB5JUMbrcbNpvtsSsW3G73h3LMTCCBBBJI4ONFovPxBEIoFG6xrWakz+LiYqytrcU5n24Gj8dDNBpFJBLBwMAAnn76afD5fNy4cYO6FAaDAbm5uVRIOJ1OaLVaaLVaTExMxBEaOY5DZ2cnzfnn5ubottXV1bifY7G8vPzATqb3g0gkQjAYhFAofGLIoAkkkEACCTwaEsXHI+KjNBm7FyoqKtDd3R1XfAiFQgSDQRiNRqysrGBxcRE2m41UMMxKfWxsjBZuPp9PHAqO49DT04Pm5mZUVVXB5/PFuaLKZDKoVCo4HA60tbXRSCgajUIqlUImk217rsePH39s6or8/HwYDAbw+XwoFIrH8pwJJJBAAgl8PEgUH4+Ij9JkLBgMore3N+53sYXDyMgIOyaAjfHJ/8/emwfHlV13mt/LFYlMZGIHEjuIfSMIgAR3FmthqSTL1uKSW+3plrxET0Q75FG7exzdmgi1Ne2YcNiO8dLjiZZtyaO2q22HrSpXlFqqjTuKZAEgQAIgAGLftwSQ+769+QP1rpEEWNxAFov1vggGycx8mTczX777u+f8zrlut5uamho6Ojqoqqqip6eHn/u5nxP9KiKRyF13S1X6KdjtdrKzs+nt7d0xwdvtdsLhcErZrsfjoaKi4omIAbvdzsjICLFYjI6Ojsf+eioqKioqjw9VfDyFGAyGHaZPWZbFbXa7nfT0dOGlKC0tRa/XY7fbGR4eZnV1FZfLldIoa21tjYKCgh2vlUwmmZ6e5pVXXgF2GlYV6urqCAQCKbc9yc6bFotFtJS/n6ZmKioqKipPL6r4eArZLfKxvfqlqqqKN998k6mpKWCrRNblcrFv3z6ampo4cOAAFy5cSDl+ZWWF5ubmHa9148aNXXd9vbOx2G49Otxu98dW3uw18XhcFR4qKioqzwCq+HgK2S3ysR2dTserr74q/h8MBhkcHExpymSz2XY0dTKbzSn/V3aJvTONoTQq2y1Ssh2Px7PDGPs40el06l4fKioqKs8Az4z4kCTpFPC/Ax1AEfCrsiz/6B7HtAB/BnQCTuDPgd/d025hTwCl/fh22tvb73lcd3e3aDC2ndLSUiYmJu4pPpLJ5BNtf93Z2XnfLb1VVFRUVJ5enqU+HxbgFvBtIHSPxyJJkhV4H1gDDn103G8D//4xjvGx8DClpx6PB41Gs2u/DJvNhtfr3Yuh7SkWi0Xd60NFRUXlGeCZiXzIsvwz4GcAkiT96D4O+V+AdOCbsiyHgFuSJNUD/16SpD/6tEU/rFbrA+2dIcvyrpUvKioqKioqj5tnRnw8BEeBro+Eh8K7wO8CFcDMJzGoh2Wvy0/NZjOTk5N3NXgmk8lHapmuoqKiovLZ5VlKuzwohWylXLaztu2+FCRJ+p4kSfLd/jz20T5hlO3qw+Hwrn+i0eiuVTIqKioqKir3Ql263id3NhW7k2dNgKSlpYkN51RUVFRUVPaSz3LkYxW4s5yjYNt9KioqKioqKo+Bz7L4uAaclCRpu6nhDLAMzH4iI1JRUVFRUfkM8MyID0mSLJIkHZAk6QBb76vso/+XfXT/70mSdG7bIX8LBIEfSZLULEnSV4H/BHzqKl1UVFRUVFQ+TUjPyjwrSdJp4MIud/13WZZ/5aPy29OyLFdsO6YF+H/ZajLmAr4P/JeHER+SJKmaRUVFRUXlM4MkSciy/OCNpniGxMcnzbNmOFVRUVFRUbkXqvh4xvgokvJQX6qKioqKisrTzDPj+VBRUVFRUVH5dKCKDxUVFRUVFZUniio+VFRUVFRUVJ4oqvhQUVFRUVFReaKo4kNFRUVFRUXliaKKDxUVFRUVFZUniio+nl7+z096ACoqKioqKo8Dtc+HioqKioqKyhNFjXyoqKioqKioPFFU8aGioqKioqLyRFHFh4qKioqKisoTRRUfKioqKioqKk8UVXyoqKioqKioPFFU8aGioqKioqLyRFHFh4qKioqKisoTRRUfKioqKioqKk8UVXyoqKioqKioPFF0n/QAnhUkSVJbxaqoqKiofKaQZVl6mONU8fGQSJL0PeB3tt+mtqpXUVFRUfmsIEkPpTu2jlUnzL1BkiRZ/SxVVFRUVD4rSJL00JEP1fOhoqKioqKi8kRRxYeKioqKiorKE0UVHyqfGmZnZ4lEIp/0MFRUVFRUHhFVfKh8KlhYWODmzZtMT09/0kNRUVFRUXlEVPGh8tSzsbHB+Pg4v/ALv8DKysonPRwVFRUVlUfkUyE+JEk6JUnSW5IkLUmSJEuS9Cvb7tNLkvT7kiQNSpIUkCRpRZKkv5Ukqew+ntcgSdJ/kSRpRpKkiCRJ85Ik/W+P9c2oPBBer5fr16/z/PPPo9Fo1HJmFRUVlWeAT4X4ACzALeDbQOiO+9KBduD/+ujvLwGlwDuSJN2rj8nfA68A/ytQB3wNGNy7Yas8CuFwmK6uLl588UU0mq1TNSsrC6fT+QmPTEVFRUXlUfjU9fmQJMkPfEuW5R99zGMagWFgvyzLQ3d5zMvAPwJVsixv7MG4nmifj0QigVarva/HyrLM8PAwXq/3gV6jpaWFjIyMhxneQ+HxeMQYZVnmgw8+4Ctf+QomkynlMRMTExw8ePCJjUtFRUVFZSeP0ufjWe1wav3ob9fHPObLQC/w7yVJ+gZbEZW3gf9DlmX/Yx7fIxGNRnnttdeoqKgQHeY0Go2IDmzH5/MxPDxMZWUl2dnZ9/0a8XicH/zgBx87ydfU1FBYWPjgb2AX/H4/165do7q6GoCJiQlCoTuDXGCz2R5YRKl8+vF4PBiNRtLS0j7poaioqOwBz5z4kCTJAPzfwE9kWV78mIfuA04AEeAXgUzg/wGKgFd3ed7vcUc79U+K8+fPYzabSSQSmM1mmpubMZvNKX4IWZa5ceMGsViMb33rW+j1+gd+nczMTIqKiu4qMN577z1efPHF+34+rVaLTrfzlJNlWaRXDAYDwWCQubk5Tpw4gcvlSol8wJbaTiaTu4otlWeTiYkJADXipaLyjPBMiY+PPB6vsSUkfuEeD9cAMvDLsix7Pjr+W8C7kiQVyLK8tv3Bsix/D/jex7z2E8m5BINBBgcH+e3f/m0kScLv9zM8PEwgEEiZjL1eL5WVlVRXVxMKhXaNItyJzWZLSeUcPHiQ999/n5KSkh2P7e/vZ2Zmhq6uLtLT0+9r7D6fj6qqKhHdUOjp6eHAgQMYDAYArly5wsmTJ/F6vayvr1NUVJTy+OLiYpaXl3cdl8qzid/vJx6Pf9LDUFFR2SOeGfHxkfD4O6AFOC3L8uY9DlkBlhTh8RGjH/1dBqztPOSTRZZlLl68SEtLi0i3WCwWDh8+nPK4kZERZFkmmUyysLBw38/tcrlIJpMUFxdTVVWFXq+nsrKSqakpqqqqxGPn5uZIJpN84xvf4NatWxw9evS+38PNmzfp7e3l4MGDSJLE0tISkiRht9sBGB8fp6ysjLS0NLRaLePj4zueo7y8nJ6eHlV8fMZIS0sjHA6rqRcVlWeAZ0J8SJKkZ6typZkt4bF6H4ddAb4mSZJlm8ej9qO/5x7DMB+Z4eFhTCYT5eXlu94vyzLXrl0jMzOT559//qFeQ5ZllpaWuHr1KrIsI8syvb29tLe3I0kSoVCIsbEx2tvb6evr4/r164TD4Qfa3XBtbY3Lly/T2NjI4OAgnZ2dXLx4kWg0ysDAAIcOHRL9PG7cuLHrirevr49EIrHj9ng8TlNTkxAzKs8OtbW1jI+Ps3///k96KCoqKo/Ip0J8SJJkAZRYvQYokyTpAOAEltmqWjkE/DwgS5KkmBQ8siyHPnqOvwaQZfkbH933t8B3gf/vIz9HJvCnwI9lWXY89jf1gCgpCICysjKWl5dTJt9YLMa1a9eora0lIyOD+fl5IpEI4XCYSCRCJBIhmUze9+tpNBpaW1uxWq3U1tbS399PJBJhcnKSX//1XycvLw+A/Px8rFbrjihEIBCgt7d31+cuKCjAbDbT09NDZ2enEC6xWIzf+I3fwGw2i8fKsszp06d3PIdOp+PQoUMYjcaU2xOJBMPDwwwODlJdXc2+ffseadtnlaeHvLw8BgfVSngVlWeBT0WprSRJp4ELu9z139nyYczc5dBfVUpyJUm6CCDL8ultz1vHlsn0BFuVMW8C/0mWZd9DjHHPSm2DwSCvv/56ym2Li4scPHiQ/v5+NBoNOTk5KRNvNBqlra0tpTRWqQ4wGo0YjcaPNWhOTk6ytLQk/p9IJEQUAuAf/uEfKCkpobGxkdXVVfx+P21tbTz33HNcvnyZF154IWWsIyMjnD59Wvg4HpYLFy7sGsVZWlrC5/NRX1+/63GyLDM1NcXCwsJjFR9er5djx46Rm5v72F5jr0gmkwSDwT3xT2RlZaWIxMdJMpmkq6uL5557jkuXLnHs2LGHMlB/FpiYmKCkpGSHSVtF5XHwzJfayrJ8Efi4N3jPN79ddGy7bQx4+aEH9pgIBoNcuXJlR+pgdHQUh8PBmTNnduS9NRoNdrudgoKCh3q9paWlHZUrhYWFZGVlUVpaitfr5eDBg8L8Kcsyr732Gm+99RbBYJBoNIper6e/v59EIsGZM2f2ZNLXarW79jSx2+2Mj4/fVXxIkkR1dfUOc+teMz8/z3vvvce//Jf/8rGJnGg0yurqKsvLy8I4/CCvpYhijUZDeno6Fotl16qjB+H27du89NJLj/Qc94vf78disQBQXV3N5OQkDQ0NT+S1P02Ew2GmpqYYHx/nhRdeUAWIylPNp0J8fNbIysriC1/4QoqYmJmZ4cc//jHf/e53yc/P33FMLBZjZGSEwcFBsrOzaW5u3pGSuBtXr17l+PHjO25vaWnhnXfeobi4GIvFklJ1IkkSX//61zl79iz5+fn88Ic/pKKigoaGBioqKh7qfUejUcLhcMpr2Gw23G43OTk5KY990Fbrm5ubonfIvSbuw4cP3/eFe2xsDIvFwt/8zd9QV1dHS0vLfVf/3A83b97E6XRSVlbG/v379/S5H4W1tTVCodATmeA8Hg82mw2AoqIibt++rYqPXejr6+P48ePo9XrOnTvH888//9ScLyoqd6KKj6eQRCJBbm4uV69e5dChQ+j1eux2OydOnOD8+fO0tbXtaBhmNBppbW0FYGpqir/4i79I8YR4PB6OHj26Iw2ytLRELBbj6tWrdHZ2pqRtJEmiqamJa9euiYv/dvR6Pc3NzWxsbFBVVfXIaZbz58+nCKtEIsH4+DiLi4u88sorO6IfmZmZdHV1fWwIPhwOk0gkyMnJobm5Wayg70YoFKKrq4uamhoqKyvv+dj09HReeukl3n33Xerq6rh58ybRaPQ+3u0WsiyTnp6+o2IpHo9z6dIlKisrOXDgwH0/35OiqamJ4eHhJ9J3w+v1ivNCkiQ0Gs0Ddfj9LBAKhYjH4+L3+9JLL3H27FlVgKg8tXwqPB+fBvbS8+FyufjP//k/U11dzdzcHPX19UQiETweD2VlZQwPD1NUVERpaSk5OTloNBrcbjfJZJJEIoHJZGL//v1kZGSQlpaGXq/H4/EwPj5OZ2cnsCVQNBoNY2NjfO5znyMWi3H58uVdQ+l/+Zd/ySuvvEJpaemu4718+TKxWIyDBw/uKlLuh0AgwODg4I6yXb/fz+XLlzEYDJjNZmF0ha2JOxKJpDy+uLg4JSVlMBgeeJKSZZmhoSHcbjfHjx+/6/EDAwMUFRWRl5fH0tISGxsbQgA+CJcuXeLQoUNikvB6vXR1dXH8+HEyMzMf+PnuRSwWw+d7YFvTDi5evLirGRi2ymL3atK7evUqHR0dIpI3MzNDMplMKf9+FkkkErzzzjsp3ppQKMRLL720Q3B3dXXR3t6e8thIJMLZs2fvuUVCTk4OtbW1qo9G5YF55j0fn0U0Gg3Xrl3DarXS3d1NKBTi+PHj2O12CgsLmZiYIB6PiwtxIpHA7/djNps5cuQILpeL1dVVwuEwsViMZDJJX18flZWV5OXlMT09zeLiIjabDYfDQUFBAQUFBczPz1NWlrohsN1uZ25u7q7i49ixY/zkJz/h4sWLZGZmkpGRgc1mIy8vD6vVuusxd3L79u1d/RtmsxmTycThw4e5du0a/f394r5EIkFLS4sQPMlkklu3bnHy5Mn7/Zh3RZIk9u/fj9Pp5Pz583e9KPf19YkSZIDr16+zvr7+wH6KcDjMX/zFX6REOF5++eU9mQyi0SiDg4P4/f+8Y8DNmzfp6Oi4b6EYDAYZHh5Ouc1utxOLxbh169auAml+fp4vfvGLjzb4j4hGoykpxPLyci5evPjMi4/R0VEOHDhAcXGxuM3j8XD16lWee+45cVsgEECW5R0GYKPRyBe+8IWPTU/Kssza2hpXrlwhHo9TUVFBaWlpSmpSp9Op3YRV9hxVfDwkj7Pdus1m43d/93eZmZnB4/Hg8/lE34uFhQW+/vWv8/zzz3Px4kUOHTqEJEncvn2btLQ0fD4fP/3pT0XHUL/fLzZsc7lcfOc73yGRSOByuTCbzeTn5/PGG28QDocpLi4mEAhw/Phx8vLyxAV/ZGQErVbL9PQ06enplJeXk5+fn3KBKi4uZnh4mFAoxPT0NMFgkI2NDQwGA5WVlff0WQwNDdHe3s6BAweoqKgQno7FxUX6+vrQ6/VUVVXx3HPPick9FArR399Pc3OzeJ6JiYk9a72enZ3NmTNndr1PqRbZvvI/cOAAAwMDog+F0iclKyvrnuOxWCy0trYSj8f58MMPuXLlyiONPRwOMzExQSwWo6ysTAhX2JrMo9EoVqv1vvw57733Hv/qX/2rFAFw4cIFDh06xO3bt3ftuxEKhfB6vfctPh8E5dyQZfmZLaNW+u1sP7dh69qQmZnJ3Nyc6PfT29u7I22nIEnSPT+joqIiioqKSCaTzM3N0dfXl3K/2+3mlVdeUQWIyp6ipl32iL1MuySTSTY2NjCZTAwPD5Obm4vJZKKoqIjR0VH+6Z/+iZaWFqqrq/npT39KNBrlK1/5irg4RKNRbt68CWz5IpQ/Wq2Wrq4u5ufnKS0tpb29XRwTj8dxu9309fWxtrZGZWUl+fn5VFRUcOPGDVpbW5mdnUWWZUwmk/A1KBc2t9vN3Nwcer0erVZLRkYGZrNZRGCqq6vR6/XE43FisRiJRIJYLCbGu7q6isFgIDc3F4/HgyRJeDwe8vLy8Hg8VFRUMDQ0RH19fYovZHR0VJgPk8kkOp2OvLy8u0Zp7oVGo8Fms5GVlUVGRsZdL7gTExMYDIaUhm+JRII/+ZM/EREFZQ+aUCh0z8ZY0WiUoaEh4vE4Bw8efCQ/QyKRQK/X097ejsViQZZlLly4QENDA0ajkdnZWdra2kQUaXv05k7GxsaQJIna2tqU26PRKOfPn0er1fLSSy/tON7pdDI7O0t7e/tDvw+F3cqtp6ammJiY+NhupyaTiba2tkcu91bY2NhAr9c/dGrxQVhYWMDn89HY2LjjPlmWeffdd3n++eeJRCIMDQ3tahjfKxwOB5OTkxw7duyxvYbKp5NHSbuo4mOP2EvxEY/HGRsbE3uy9PT0UFNTI1aRsiwzMDBAX18fnZ2daLVaBgYGsFqt5OXlYTAYCAQCHDt2TEwKer2ezMxM/vEf/5H8/Hy++tWvprxmIpHg5s2bnDx5kq6uLsxmM729vZSXlxMIBIT5MhqNMjc3h8fjoby8nLy8PEKhEENDQyIKE4vF8Hq9eDxbnettNhurq6vs27ePzMxMDAYDRqMRvV6PJEkMDQ1RXl5ONBrF6XRSW1vLzMwM8/PzFBQUMDw8TDwep7W1leHhYf7tv/234n319fWJz0aWZTEh3s2LcC8SiQQejweXy4XX673r6rq/v58DBw6kiJObN2+yb9++lNW+LMsiYrRb11VZlsnLy6O5uZm//uu/pq2tjZaWloca+91wOp1kZmZy8eJFQqEQnZ2dwis0OzvL1NRUSkRJIRKJcOnSJV5+efdq9Lm5OQYHB2lubt7VnHvu3LkH2njwbtyt18u9cLvd9Pf3k5aWluIZeRhCoRCXLl0iJydH7LBbVVVFYWHhY4kIvP/++3R2dnLjxo27jmd0dJR9+/bxyiuvPPaW8zdv3sRms93ThK3y2UIVH08Beyk+NjY2+J3f+R2xwk8kEoyMjFBcXIzRaESr1RIOhzGZTCwtLVFUVERtbS3BYJDV1VWi0Sgej4fc3Fxh+ltcXOTw4cPU1dVx9epVvv71r+943VgsxpUrVyguLqarq4uGhgbGxsZ47rnnMBqNKY2plLbrHR0dfPjhh3R2du7qUVCiOEtLS6ytre3aZXVmZobKykqi0SharZaGhgaGh4fZv38/yWSS999/n8bGRmw2G93d3WRkZFBTU4MkSYTDYRwOh4hALCws4Ha7qa+v33U8VquVqqqq+w7XS5IkPCw2m03k1c+fP58ysQ4NDZGWlkZNTc2O55Blmffff58TJ07sasI8e/YsR48e5cqVK2g0mj3vn/H666/T0NBAQ0MDf/iHf0hhYSG5ubmcOHECq9WK2+3m6tWrHDlyJKWK6sKFC3R2dn5sM7Hz58/j9/v5hV/YuY/jxYsXOXHixCP1FInFYnR3d3PixImHfg6v10t/fz9ZWVkphuD33nuPF1544a7jm5ubE12Fu7u7aWtr4+DBgxgMBiKRCNPT06ytrQlPhdFovKfJNjMzk/Ly8o89/5xOJ2+//TZFRUUcP378rpGbkZERDAbDY+9lA1vnsHKe3qtiTOWzgyo+ngL2OvLx5ptvijJR2Jo0BwYGaGhoIC0tDY1GQ1FREXq9nvHxcRESVnC5XLjdbg4cOEBWVhZer5exsTF8Ph95eXl87nOf2xHaj8ViDA8Pc/PmTTIyMmhsbOT111/nP/7H/0hZWdmOi3RXVxfhcJiDBw+SlZX1UO9V2ZX38OHDXLlyhWAwSFpaGvv378dmszEyMsLy8jL19fWUlJTQ1dVFaWkpCwsLItS8fWUci8V45513KCkpoa2tbcfrLS8vc+vWLdra2u6rIVsymRS+GY/HQyAQYH19nVAoJIy5TqeT5eXlHfn57SipMCU6tJ2RkRE2Nzc5fPgw09PTFBYWfmyVSyAQ4NChQ7v2e7kTv9/PrVu3cLvdPPfcc/zgBz+grKyMffv2ifRaVVUViUSCDz74gNzcXJqampifn8ftdt8zXRSLxfjjP/5jvv3tb++ILOxFVcrGxgYrKyt7Eg26du0aeXl5lJSU4HK5GBoaIhKJ7Jo2UqJop06dEpsbVlRU0N3dzaFDh1KqrhXNTtoAACAASURBVBTC4XBKn5rdWF9fZ25uDqPRSFNT046SeZ/Px3/7b/+NL33pS9TV1d3zPV29ejWltNvv9/Piiy8+lv4r0WiUs2fPqv4PFYEqPp4C9lJ8KGWvq6urPP/886K5VywW4/333+fkyZP3LJ+TZZm33nqLxsZG1tfXCYfDYpM2WZbZ2NhI2Y9lbGwMr9dLcXExZrOZlZUVFhcXiUQiuFyuHekE2JrIT5w4cddc8HbDpVIWrJja5ubmkGWZ8fFxSkpKsFgsYiUJcOTIEW7evEk8Hqe2tpaNjQ3y8/MpKSkhOzsbjUbDzMwMJ0+e5MqVK3R0dIgL7uXLl/F6vXettlAqfwKBAEePHn3gcPz2Ft/BYJDLly/zuc997p7RlLm5OZxO5w5R1N/fz9TUFF/72teIx+OcP3+e0tJS6uvrd33OZDIpeoDcyzDa09NDfX09Pp+P//k//yeVlZW8/PLLTE5OMjk5icViQZIkmpubkSSJyclJFhcX0el0fP7zn7+vCFF/fz8TExP8i3/xL1JuTyQSXL58+aE3OYQtb4der99RgfWgDA4O4nA4GBoaoqOjg4mJCZHq282b4nA4cDqdlJSUEI/HeeWVV4Ctz/7q1avYbLZHEkThcJjh4WG8Xm/KZ5xIJEgmk3c1Ot8Ln8/H0NDQY/NnOBwOent7PzYadmeq8kGNwbIsY7fbqa2tfWCRo5jUFxcXU6p8TCYTzc3Nn5ly4nA4TE9PD1qtlra2tsfW60UVH08Beyk+FBRj2eHDh5mfn8dut5OZmcnZs2c5deqUMBMuLi4yOTm54wd+8+ZNWlpaRITjwoULVFRUUFlZSU9PD62trciyzK1bt5iZmaGzs1OU7SYSCW7duoVer8dkMrG+vo7D4RAXA0VYLC4ucvr0aTHx31miZ7FYCIfDuFwufD4fWq2WpqYmKisruXHjBgsLC2KFt76+zsLCAk1NTSSTScbHx9HpdBw8eBCNRsOJEyfweDzE43FOnDjBwsICo6OjaLVaMjMz6ejoALbKEd98802+8IUvkJeXRyKRYHZ2lvn5+ZQxLiwsiB4i8M+9KbKzsykpKbnrhW9wcFBEBCYnJyktLcVisZCVlUVWVhYmkwmtViv+bH+e7u5uYcpViMVipKWlpaRbFEPloUOHdnR3VT7/np4eLBYLTU1Ndz2HfvrTn2I0GkkkEvzpn/4pv/Vbv4VWq8VsNtPW1kZvby9utzsltO/z+QiHwylppczMzI8VaT/4wQ+w2Wyiy60Smn9U30d/fz9VVVWPZPK8ceOGaIjn9/vp7u4GEOOanZ3F4XCIHjiwlTI6fvw4P/nJT5AkiWPHjqVEyiYnJ5mbm+Po0aN7emHv7u6mrq5u18iXz+eju7s7JQKZTCZJT0+nrq5ORB/PnTvHqVOnPrUTrSzLLCwsMD4+ntKz6G7EYjFmZ2dZWFhAlmVKSkooKytL+Y15vV4GBwdJS0ujvb39sXtkPikUP+Dm5iZHjhxBlmVu3LhBLBajtbV112vJo6CKj6eAvRQfXq+X73//+0SjUUKhEFeuXKGpqYnMzEz8fj9arZb5+XnMZjOxWAyr1UpxcTGNjY3iR5VIJDAajVRUVGC1Wvnggw84e/YsBw4cIDs7m83NTWZnZ5mZmSEWi9He3r5jc7SBgQERZbh69Sr79+8XE5AkSaKxlslkwm63k5OTkyI+IpEIXq8Xo9GI3W5Ho9Gwf/9+lpaW6O7upqSkBJ/Px759+4CtVdXS0hLz8/O0t7djNBo5fPgw58+fZ2Zmhvz8fJaWligvL6e6ulp4UHw+H729vZSUlIgV2fT0NDqdTvQssFqtxGIx3G638HzMzc3R0NCg/IAIhUL4/X40Gg3RaJSKigpRsqzgcrlYWVmhsbGR+fl5QqEQdXV1RCIR3G43brebcDicIuK2nxe7NUbzeDw899xzNDQ0pESXEokEvb29+P3+HSkvu91ORUUFExMTuFyuXS8qU1NTXL16lVdffZW+vj7cbjeVlZU0NTWxubnJyMgINTU1mEwm5ufnCQaD4tj5+XkyMjJEWmBzc1OIu91QxFBNTQ0rKytEIhE0Gg2Li4tkZmbu8Als90koom37hOBwOOjo6GBxcZGTJ08+dJi/r68Pk8mUUjUyPDzM5cuXU1q0z8zMEI/HycvLQ5ZlBgcHKS4uxmAwUFJSwu3bt0kkEilpklAoxMLCAtFolNzcXPLz8x85HWE2m/nyl7+84/aZmRlhDL5TVPj9fsbGxnC5XKSlpVFZWcnKysoT6T77uFGaDyp7GmVkZFBYuLVp+dzcHNFoFJ1OR0VFxccuGBQU/08ikfhYL5IkSZSWllJeXv7YUkwPutM4bP1unE4nKysrOJ1OYGv/K4PBgF6vZ21tjebm5pTeMPDP/X52S/U9Cqr4eArYa8Ppd77zHbRaLS6XC61Wi9frxev1AlsrdKVXg1JS6vV6yczMRJZlCgoKWF1dFc3IqquraWtrY3R0FKvVSk1NDfF4HKPRSF1dHaurq2i1Wpqbm1N8BD/5yU+YnJzk53/+57l+/Tq5ubkpP9gbN25QWlrKlStXqKmpIRgMptyvhFvD4TArKyv4/X7W19dJT09Hp9MRCoVobGzEYrEQjUYZHx/HaDRSXl7O/Pw8NpuNnJwcVlZW6O/vx2w243A4gK3eBAaDAZ1OR0lJCSsrK9jtdqLRKGazGb1ez8zMDM3NzeK92u12LBYLg4ODrK2t8cILL+D3+2lsbCQ/P5+MjAySySTLy8vMzs4yPj7O/Py8uECkpaURCASEWJqdnd2Rl1ciQrDVuyMvL2/Hyliv1wsDLcCPfvQj2traiEQiKavv7Y+/c7WrjDESiRAKhVJa6Ss7+s7MzHDixAkSiQRZWVlYrVaWl5c5fvw4Op0OWZYZHh7G7XZTXV2N2WwW4lGWZS5fviwee+vWLQoKCoTXIScnZ8fqXKkI2Z6CUjwnR44c2fG+YGtycTgcrKysiP1icnJyyMnJ4d1336W4uJhf+ZVf2fXYOz/3O/0WQ0ND2Gy2lO8oGAzyxhtvMD09zW/+5m+meJVmZ2cJBAKsrKwQDoepq6tLMRC73W7xG7zztZXv41EnqunpaU6dOkVDQwPZ2dnIssy1a9dIT0+/rzb7Skdgv9/Pq6++umM8m5ubwsPyuJAkCb1eL3bTVtoEPOpnI8syfr+f1dVVZFmmvLz8oSuY7nWtTiQSKenh4uJi6urq9qyvzMzMDBMTEztS2YqnzOl07pq+gi3/X25uLjabDY1GI9oXKL17Pm6MjY2Ne9p7RxUfTwF7KT5CoRBvvfUWTqeTzc1Nampq0Gq1pKenI8syc3Nz6HQ6wuEw8/PzNDQ0cPPmTY4cOYLVauX1119neXmZ5eVlCgoKKCwsRKvVYjKZCAaDVFdXo9VqqaurY3R0lPb2dtxuN4FAQIgZWZbp6+ujsbGRU6dOcfPmzR2tz5XqlenpaTY3N7HZbB/rhB8ZGWF2dpbp6Wkhemw2G8eOHWNiYoKOjg7Onz/PxMQES0tLZGdnYzQaOXToENevX8dut4vKmYqKCkwmE5FIBIfDIapSGhoaaGlpYXNzkytXrlBYWJgypmQyyczMDDabjampKQoKCnjxxRdxuVwEAgGRKlI+g/X1dbFCVnbvbWpqoqenR1T4RKNRFhcX2djYYGFhgYyMDEwmE6FQCLfbvWOvl1gsxubmJuFwWJRTazQaMjIyxEpr+4Xa5/Px0ksv7Vqqq7yn7edeNBqlvr6e8fFxXnrpJdxuNz/96U+pqKgQ5tjtkYBwOLxjUlUiNIpR1WQyceXKFdE99vbt27S3t5OTkyOEjl6vx+l0srq6mtILZmxsbIdIMxgMKbcpHTptNhsLCwsYjUYkSeK1117jwIEDKZ1s7xzn3Nwci4uLWCyWlFB7Xl5eymfmdruJx+MEg0FOnz7N5cuXUyYv5WJ/48YN9u/f/0T2jonFYinfnd/vZ2hoSPTIiUQilJeXP1CbfeW3C3Dw4EEKCgowGAyiQm27iJFlGZvNRmNj4331Q5mZmWFkZIRjx46RlZWF0+nk1q1b4v5kMsnKygpf+cpXiMViRCIRAoEAi4uLaLVa6uvrKSgo2HWCjMVibGxsCEO3Mr5Peo6SZZmVlRUWFhZSevAkEgkRfVXGeD9el0gkwuDgIAcPHky5P5lMYrFYKCkpoaCg4LGcf3vdmE8VH08Beyk+otEo586dS+mdoXTtzM/Pp6ioCJvNhiRJLC4ucvPmTcLhMOfOncNsNrO5uUlDQwMOh4OxsTG+9rWvMTAwwL59+5iYmKCiooJ4PE5fXx8VFRWUlZURj8dZXFykqqqKSCQiPBIajQadTofNZtvhoFdC6+Xl5bhcLjIyMujs7Nz15F5dXWVhYQGXy0UwGKSoqIiSkhKGh4e5dOmSaHTV09OD3W7H4XDwxS9+UVwwjUYjHR0dIr+rpISUyMfCwgITExNipRWPxwmHw1itVjIzMwkGg4RCIcLhMOnp6Xi9XsxmMwsLC5SUlFBcXEw8Hsfn84lIiZI+MZvNKZOU0+kkIyMDu91OMpmkrq6OiooKNjc3SUtLIx6PE4/Hqaur2/GZ+Xw+zGYzhYWFdHd3Y7FYMBgMvP322yQSCX7pl36JSCTCyZMnxWQ7PT3N9evXqaio2LVaZjcUIVRdXc3Vq1fx+Xx88YtfxGg0cuHChR057+LiYsrKynakzc6ePYvJZCItLU30KyksLCSZTPLhhx8iSRIFBQUiGgRbInN0dJRvfOMb2O12Lly4QHV1NXa7Hb1ejyzL/NVf/RVFRUUi8nCngFKE2TvvvENraytra2uiKR38szB0u92kp6djMBh2hLCTySQlJSXi9+N0OsnNzcXhcFBZWYnJZEoxXet0OoqLixkYGPjYFNP2MdxJfX39XUXinaytrdHT05OSMlP2W6qtraWwsBCDwZDynUxOTqLX60UTvI87F/7u7/6OoqIiEokEGo0Gi8UiOhRvx+l0MjIywtraGunp6WRmZiJJUor/qaKigpmZGZxOJ4cOHeLtt9/G4XDQ1NREe3s7er2eWCzGuXPngC3/1r/+1/865XVisRi3b9/G4XCkTKzK56jT6cjNzSU7OzulM6sylkeJnNz5XblcrpRFgUajITs7O2VcuzXO6+3t5YUXXhDRSK1W+8Bm2vfee49Tp07teUVSMBhMSZ3Ksozb7WZ1dVX8dh5kW4X7QRUfnwC7tVffq88yGAzyB3/wBxw4cEDkd5PJJNXV1WRmZrKysoLb7SYUCglTZn5+Pn/2Z39Ga2srFRUVeL1e0tPTOXv2LGtra5w6dYqcnBzR8lrZoC6ZTFJaWkp6ejrLy8tkZmaSSCSoqKhgcXGRvLw8+vv7OX36NB6PR1zgE4kEZrOZnp4epqenaWhooLS0lOXlZRoaGojH4ywvL+PxeESr6Pz8fEpLS2lpaWF4eJiNjQ0yMzNpbW1lcXGRyspK3nrrLUpKStDr9SK3azAYGBwcJCcnB4PBwIULF8jNzeXMmTPE43Hm5+f5/Oc/T3d3N7OzsxQUFFBTU4Pb7eatt95i37592O128vLy0Gq1jI6OiqZTFy9eZHNzk0AggMVioa6ujqWlJQKBgOiYuri4KC7Yfr+flZUVrFYroVAIvV4vvAAWi4XCwkKsViv5+flMTU2JCNPq6ioOh4P09HQcDgebm5u0tbVhs9lYW1sTfUL8fj/f/OY3WVtb48SJE8KH8/7771NZWcn09PR97R7c1dVFW1sbly9f5vDhw0xNTdHa2srY2Birq6spj41EImRnZxMIBMjJyaGlpUU8fzKZ5M033xSVNx988IHo3TE6OkogEBAVVUpqaG5uTnhjMjMzsVqtYlUXj8dxOp1otVpCoRA1NTVMTU3hcrl2TC45OTnMzc0RCARS/BTBYJCVlRVqa2spLy8X4uhOL4TP5xPve2JiguzsbBwOh+jw63a7CQaDtLa2YrPZMBqNjI2NAdDZ2cnm5iZVVVUUFBQQCoVYX18XE5ay0WM8HkeSJDFpTU1NIUkS1dXVSJJEUVHRXc2S3d3ddHZ2iu7DCkqV0OnTp1Mmtr6+PqxWKyaTCafTic/nIxqN0tbWtmtkZHp6mlAohMlkYmNjgzfeeIOKioqUx8qyjEajISsri5qaGnw+n2gOqETElEVDU1MTLS0tyLJMWloaGRkZbG5ucvLkSeLxOOfOnaO1tZXNzU26u7vp6OgQ5/524QhbC6xIJCLaCWRmZrJv3z50Oh0XL15MMfcq1XmNjY3EYjGmpqbY3NwUPqE7owcjIyOEw+GUVGU8HqekpASTycT4+DhWqzVlQZFMJvF6vWKRpyxsrFYr1dXVpKenU1RURDAYpKurixdffPGhTKsDAwPCmP2wRKNRBgYGcLvdSJLE/Pw8TqeTtLS0HVVIZrOZrKws8dtQrjl7hSo+ngL2MvKxvLzMb/7mb4oTRpZloWq9Xi82m00YT5V/u91uNBoNBoOBI0eOiM3glNblHo9HpAiUi7/ZbKagoICNjQ3MZjNer5eDBw+KpkXV1dW4XC7eeustXn75ZdEVU9nW/Pr160SjUbGnjFKVc/v2bcrKyigtLSUrK0uEXZXwL2xd2JTdXGOxmGj7brFYxIo0IyODYDAo2sN/+OGHVFdX09jYiF6vF9Up6+vreL1eVlZW2NjYEGNfX18X1SjK5+h2u6moqBAX+0AgwI0bN/jCF75AcXGxeLxigrx48SIbGxvU1NSIz7epqQlJkkQL8bfffhubzYbVasVsNhOPx9nc3CQej2MwGHC5XFRVVXH06FEKCwuZm5tDo9FQW1srxjY4OMjY2Bg9PT2cOXOG5eVlRkdHKSsro6amBr/fz+TkJHa7ncnJSTERh8Nh1tfXRbWN8p6UvYCU9vQdHR3k5uZSWloqVrYKsViMkZERWltb8Xg8zMzMiLTL4uIi4XAYjUZDSUkJm5ubQmQ///zzSJKEw+Hgm9/8priYnz17lhMnTiBJEr29vbhcLn72s5+Rm5tLLBZjYmICm83G3NwcJSUllJSUiM68CslkUlxUT5w4QV5eHg0NDQwMDCDLMq2trYyPj9PR0fGx/U7W19e5evUqWVlZnDp1it7eXurq6piammJxcRGv18vc3Bz5+fnCD3Hs2DE+/PBD/H4/kUhERKfMZrOY0PR6PRaLRXhnlMiN0WgUk2V9fT3Ly8s70j/Kd6SYpHU6XcpzS5IkhE5RURGSJDEzM4PJZBKCXPneBgcHcbvdNDU1YbFYSCaT5OXlkZeXR1ZWFn19fZw5c4aZmRnKy8spKCjA5XIRi8WEVyAUCok9pJQoiU6nE6v7hYUFdDodQ0NDGI1GDhw4ICZepbRXiURaLBYyMjJYXFxkdnaWM2fOiPe4HeX5lS7Hfr+fWCzG9PS0qMrYfkw4HGZmZkY8f11dnUiVKigpuyNHjuzo4eP1enn99dfx+Xx86UtfEosJn88nUqb19fXk5eURj8dFs8bV1VWuXr0qrjFKtOP27ds7RKVSmad8D1qtlvb2dpqbm9FqtTidTmFknpqaEsLvfnG73UxNTQFQVlbGwsICyWSS8vJy6urqKCws3BFN0el0pKWlpXSU3ktU8fEUsJfiY3V1lW9961vA1ipobW1NuK91Oh0zMzOis6JyAgcCAcrLy3G73cI3kJOTg9FopKenh6KiIo4cOUJeXh6rq6ucOHGCQCDA2NgYra2tzM/Pc+nSJcxms7j4mEwmEomEWF3l5uZiMBiE+XVubg6bzYbP5xP7ulRWVlJUVEQ0GhU5/evXrxOPx4X/QpIkVlZW0Ol0BINBBgcHRamgJElUVVVRU1NDf38/v/iLv0gikeD73/8+4XCYgoICsbFYUVGREE/vvvsux48fZ2Njgw8++IBEIkFZWRmrq6vU1NSINueKuNHpdOh0OiRJ4ty5c5hMJvx+P3a7Xaxklb1lJEkiHo+Tk5MjxFB2djZ+v5/NzU18Ph/l5eVYrVYxoSmrcr/fj9/vZ2ZmRkSpFMOtw+EQoXBZlnE4HPh8Pvx+v8jRezweNBoNZrOZUChEWlqacPcHAgGMRiOlpaVi5eZ2u7FYLLhcLl599VWqq6sJhUIEAgHa2tpESkgxLCsr0OvXr6f0utjY2ECn09Hc3ExaWhqjo6M0NTVRXl7O3/7t32IymZibm6O2tpYDBw4wPj6OVqsVpX2VlZUsLS2J9Igi4AKBAGtra+LcMhqNNDY2CtGoIMsyXq9XCICZmRny8vJE9RYg/EYZGRlC2NbX16PRaIhEIiwtLSFJEt3d3aSnp1NTU8PY2JiI0LW0tNDQ0MDy8jJOp5OGhgb+x//4H+Lcam9vF2nC8vJyHA7Hjkql7ZNHMpkUkQOfz8f8/LwwjSoRRlmWsVqt6PV66uvrycnJYWlpibGxMRFZbG9v59ChQ3zwwQfCD6XX68X+OspWCEpUa2Njg4sXL1JZWSk61hYWFgo/1ObmJuvr69jtduLxuJhANRrNjlJw5X0olVqKGIGtJmsrKyssLy/vEHynTp0Stynlv/39/Zw/f57/8B/+wz3LfpeXl+nu7iY3N5fNzU2MRqOIsqanp5OWlkYoFGJmZobl5WWKiorE5pbJZJKlpSVisRh2uz3F16D8RrVaLdnZ2eJ66vf7qaqqori4GK1WKyrVlOifxWIhLS2NhoYGqquryc3NFZN/LBYTVYCRSES83vr6Ol1dXdhsNp5//nnRWHB2dlZULiqvWVhYKHq8KNciRYzd6fUIhUJcv35dXOMlSWJqakoI05WVFdbX14UQM5vNwuQuSRL5+fkkk0kkSeLf/Jt/87HNEB8UVXw8Bex1k7G5uTnMZjMffPABJ0+eZGJiguLiYsLhML//+7/PL/3SL3H06FGi0Sj9/f3MzMxw+vRpJicnyc3NFd0/ZVnmv/7X/4rVaqW5uZmSkhLeeecdUbmirMACgQAmk4lTp04xMDCAw+FAp9MxNzdHRkaGyOkCNDQ0iKhAZ2cnJpOJF154gWAwiNVqZXJykvX1dXJycohGo7z77ru8+uqrKSHB/v5+fD4fmZmZfPWrXyU7O5uNjQ3+/M//nFdffZW6ujrOnj3LCy+8QCAQ4Mc//jHLy8tUVVVx69YtTCYTGo2GgoICFhYWyMnJEeW7yo69BQUFrK2tUVxczNLSEjabjezsbLHiU/4ohsjtKYFEIoHT6SQ/P5+cnBzRUK2wsJChoSGqqqqora0VPT2uXbsmVhj5+flcvnyZsbExsRFfeno6NptNNG5TVli9vb3o9XpRDVBdXc34+HjKZ7WwsIDdbic7O5vh4WFkWSYajdLa2kp7ezvRaJSlpSVu375Nfn4+09PTFBUVsbKygslk4tChQ0xNTdHc3CwudMoFNxgMotfrWV5eFqH3goICMjIykGWZQCAgUk3vvvsuGRkZJBIJgsGgMNwpGwWmpaUJEWWxWDCbzSSTSVZXV7FarWg0GtbW1qioqCAjIwO/3y/EgxKRKSkpwWAwiM3xFNOxw+EgFArR0tJCb28vS0tLmEwmMSFGIhGysrJYXl6msrISg8EgxKcSkVhaWhKRupKSEiYnJ8WeQz6fj9nZWQoLC0Wb/8zMTAKBAHNzc2J35jurKxKJBJIkYbFYWF9fT4kqKSWwis8nGo1SWFhIOBxmfHxc7BytrFytViuJRIKhoSFWVlYoKChgZWUFm81GYWGhKG93Op0kk0mKi4vx+/0UFBSQn5/PwMAAFRUV5ObmMj4+TlZWFm63m1u3bglhqHgptldH2Ww2cc4rBkqj0YjBYBAVZUqlSWdnpzBJl5eXi9JPj8eDw+HA5XKxtrYmSsxdLpdICSjXo2QySWFhIVlZWcRiMQKBgKiQiUQipKenk0gkhJ9C+f7S09PxeDzY7XYR3VPSYGazWXR+NhqNQlRbLBZycnKw2WyioksZS1dXFysrKxQXF9PQ0CAWV0NDQzgcDlFZYzabxXEmk0kIHuVzUgSDRqMRu0nPzs4K/5lyDlssFvLz89nY2CAej5OVlSWiaslkUuw+HggERDdlm81GOBzGbDaLSMvKygr5+fkkEgksFktKM0IluhsIBEhLS8PlcjE6Oioixd/5znf2dBNCVXw8Beyl+AgGg/zRH/0Ri4uL/PIv/zItLS243W5ee+01DAYDra2tnDlzhu7ubjQaDZ2dnUxNTXH9+nVxwf25n/s50tLSuHXrFgaDgWvXrjE/P09bWxsulwuPx0NNTQ3r6+tsbm7i8Xg4e/Ysdrud06dPo9VqycvLY3FxkbKyMrq7u0WZ5dLSEhkZGRw4cID333+fF154gZWVFaanpzlw4IDI5w8NDTE3N8f+/ft3lJuOjIxgNpvFBV3Zm2Zubo6Ojg50Oh0jIyM4nU6mp6c5ceKE6P1w48YNUd9fX1+PVqsVdf4rKytcuXKF2dlZmpubKSgoECbbqqqqHb4ct9tNb28vPp+Pf/fv/p242P3DP/yDML4NDAywtrZGfn6+WDXNz89TUlIiJoy+vj5aWlqwWCxoNBohOBTjq8Lk5CRWq5VAICC+S6/Xy+zsLCMjIwCUlpZitVpJT09P8RIoE5DZbGZjYwOLxcLk5CSbm5tiogZEZVQsFsPpdLK4uCgmFSW1kZ6eLiIwsiyLv00mEw6Hg0QiQXp6OhaLRUxEilG3vr5erKQWFxdFuikYDNLb2ysEXnp6OsFgkHg8jtlsxu/3I0kSlZWVohRzbW2NjIwMfD4fwWBQ5LHT09Px+XwUFBSIEuChoSHy8vI4duwY5eXlQtjs378fn8/HzZs3WV5eZmNjg7y8POrq6ggEApw8eRKDwcDS0hKXLl0iFouJ9w5b+x6Vlpbi8/mw2+20tbVhsVjw+/3k5eWRk5PDyMgIsVgspRJqaGgISdrafXl+fp7CwkIqKirQ6XR4PB6GhoaEmFlbWxM9YPx+P8FgUFQ1KSkb5X1uj3rF43ERNVBSJBkZGWRlZYkUn8FgwGQykZmZyfLydZEY1gAAIABJREFUsvAhKT140tLS2LdvnxDsSmRPESGbm5vC55ORkSHK4IPBIIFAgHA4TDweF5GHnJwcXC4XJpNJTJahUCjF5K1M8ErqQhmH8n4XFxeFr8tkMhEOh0VUS3k9JTKqRAM3NjZElFCSJHJzc4WfSGmE6PP5xP+VFI0SkXK5XEIcKoLGZrMRCAQwm83CQxOPx0VKWzlHV1ZWUkzRsiwLwaGINuW7UwzQyu3BYFCUwobDYfF9GQwGIeS2+4Y0Gg16vZ5kMonL5RIpPpPJJFJj242lsJVeUSrElJSacu6kp6eL7/r3fu/3dt3X62FRxcdTwF6KD4fDwW/8xm9gtVpZXV1FkiQyMzNxu93U1taSmZmJyWSirq5OmId8Ph8LCwsidVBeXk5nZ6eIHvzBH/wBBQUFNDQ0YDAYRAVJQUEBZWVl9PT0UFlZyeXLl0kkEnz5y1/m3LlznDhxApfLxc2bN0XnUcXoevv2bW7fvk1aWppIH2RlZaHVakkmk2KDO6U9vPL5aLVaJiYmRIdVr9crDJk2m41YLEZbWxs6nY719XUKCwupqqpifHyc6upq0Tq4sLCQ2tpasrKyRKg2LS2N5uZmBgcHRfnn+vr6XTcmU4xz//RP/8TXvvY1JEnC5XLhcDioq6tjZGSEaDTK/Pw86+vrpKWliaZuSslwLBajqKhIVMooqzdFQCirkvHxcbKzs1lfX2d9fV1Mgp///OexWCwkEgkRenY6nbjdbhKJBJFIhNXVVVZXV2lsbBSlf3q9ns3NTbEq9/l8BAIBXC4XsOVLUIyzSrWHYi52Op0UFxeLC7HD4RCCNDc3V6ShvF6vWCVLkkQgECAYDIpVZW5uLjMzM0KoyLIs+sYYjUY2NzdF/n1tbU10vM3IyBArPqfTmdKgTilFXlpaIisrS5w3SlM9WZbFKlARKWVlZZSXl4sQ88LCAv39/eJ71mq1YsVot9tF7xOtVktOTo7oH1NeXi4+c6UyKj8/n9nZWdxut0jZOZ1O0tPTCYfDItXl8/lwOBzY7XaMRiP19fUp338sFhPCX+lcq2wYqfR9UMygivhThLxSYp6XlyfSUYr3Sqk6U9JwSqM8k8mEXq+noqJC/K4UAaRUHSn+lGg0Kp5PMVor92+fcJUdq5WJWqkmy8/Px2w2i7SSIsqV0nOj0UgoFBLXBJ1OJyJWiuAJBAJiMleiC0ajEbPZLM7jO70LilBSJnUlwqNENaPRqJi8E4kELpeLRCIhzqNkMkk8HhfpJaUrsfIcisjenqpSXnt79Gj7eaZc/7Z7OpRjFGEYDod3mHAVtgtEpXpOGYtWq8VqtVJSUoLRaBTPn0gkRAdpxYTtdDpxOp34/X6x79B3v/tdfu3Xfm3X130YVPHxFLCX4mM7srzVbfHChQt8+ctf5sKFC/zqr/7qro+7ePEiNTU1/PEf/zH79+9ndHRUONKNRiMejwe/309+fj5zc3PU1dVhMBhYXV0lPT0dk8nE2toaBoOBkZERXC4Xhw8fxmq1MjIyIrYPt9vtlJWVUVJSQmZmJpcvXxaNsxYXFykqKhKVEHl5edhsNiKRiDBLeTwehoeHqa+vF6FJk8mE2+0mEomwvr7Or//6r4vV5eHDhzl8+DCXLl3i1KlTSJLED3/4Q1EqW1ZWJnoHJJNJhoeHGRwcFP6VeDwumkXdWY6p3Pezn/2M+vp6rFYrLpeLjo4OPB6P8Cro9Xr+5m/+huPHj1NWViZWwjqdjvLycm7fvs34+DiHDh3C5/OJlbziEfD7/QQCAQoKCsjMzBQX6vX1debn5zlz5gxf/OIXGRkZ4fTp0+KiovgxEokE8/PzbGxsoNFoKCws5I033qC6ulp0a+zs7KS0tJSGhgampqZYWFigra1N5OKvXLlCfn4+q6urrK+vs7S0JKoXkskkb7zxBr/2a792zzLTv//7vyctLQ2v18vExASrq6uMjY2xb98+RkdHqaqqEr1j8vPz2b9/v4gWNTY2ioZySsh8YmKCffv2kZaWht1uZ2VlRaSkXnnllZS0wdjYGKdOnWJtbY2NjQ3W1tYwm82sra2JCVRB8caUl5eztrbG+vo6WVlZHD16VGx2p0yQGxsbItKgnCcej4eVlRXm5+dFyF0RA0qaMi0tTfThsFgseL1ebty4gdVqJSMjg/z8fNLS0kgmkwwMDKDX63G5XCKKqKx6lb2PlHNY2cwwFAqRTCbFZFpUVER6ejp+vx+fzyf2XlI6CHs8HrEDtd/vx+Vy4ff7sVqtGAwGAoGAiIrBViRMSRfk5eURiUSIRqNi4lR8UdtX9rIsU1dXh8Viob+/X3ihHA6HeF9KRV52drboeaOY3BUhoqzkld+R8p6U6gxFGCsCoLKykvT0dJGGU7Z7CIVC2Gw2kWpRIgzKsUrZtizLIiKg/L6UCJAi0JXrgyLAdDqd8Jht71isjO3Oa75ymyJYlOiWcrzyeEXo6HQ6kdpSzlklAhKJRFI8Osof5T0C4rtRxh2NRoWwUsagpNq0Wi3f+973+Pa3v/2xv+8HQRUfTwGPS3woXLhwgUOHDvHDH/7wriePsrvr22+/LU64w4cPc+vWLbHyP3v2LC+99BJer1dULnR1dVFSUoLdbhfNxBwOB3/yJ3/Cb/3WbzE8PMyhQ4eEUVDJlff09JBMJkU+vrS0lMXFReGTUHY0VVbxpaWl6PV6JiYmMJvNogJAr9eTkZGBxWJhYWGBgYEBamtryc7Oxul0Mjc3h9VqFasjSZLw+XyMjY3R0dEhLjLKhaa0tJSSkhLm5+dpampibGyMrKwssdLaXmqopCYUv4ayKjp27Bijo6NinxKlYqe29v9n782j27zOc99nAwTnEaQozrMoTuIkioNlzYPtDM51JjdOmmktOz1p3K51T7Oac9a5Pc5tc7vO7Yp7mps0t43r2nHuaZyhjutRAylSoihSnGcS4CSSmEgCIAhiJIDv/gHubYAASZDiKO3fWlwSgQ/Ah4HY737f533efKbHWFpaYh0LUVFRmJiYQGlpKXJzc73a8KxWK7q6ulBXV+dXbX7jxg32XthsNkRHRyMlJQUmkwlTU1PIy8tj5ZLR0VFERERgZGQEZrMZp0+fxvz8PJxOJ6Kjo1FRUYGoqCjk5eUhMzMTCoUCd+/ehVgsZqZ02dnZCAoKglKpBOD2+KDp9z/84Q+ora316qpYi0wmQ2xsLBwOB8LCwpCamso+D+Hh4aipqYFOp2MOjiaTCXa7Hc8++yzTD0kkErYALCwsMGHu1NQU65qggxBramoQFBSEI0eOIDU1Fa2trbBYLKisrGSfR5p9iI2NhcVigVKpxOzsLPOmCAkJQWxsLLKzs7G8vIwnnniCZTEAdymRprg1Gg1sNhvrQMnMzER8fDxb7GUyGZKSkjA3N4fo6GiWJaHtxVSPQYW/drud1eBpKcezq4Ka7dHdqSAIXp0ggNtjgpYMJBIJYmJi2GeC7ngTEhJYWSIoKIhlKTUaDcbHxxEcHIysrCxYLBZIpVIkJiayOT5LS0tMlElbTYODg1kZAnB3DjkcDoSGhnoF1nq9HktLS8x5mS60cXFxMBqN0Gq1LO3vcrlYKzoVs9Pjaelofn6eBQSeCzzNUNDgQSwWQ6vVMnE8XZgBsOdPO9To+2yz2bycQekiHhQUhJWVFVbWoP4qNpuNvd7h4eFM30Hv2/MzRE3VaDBAtRtWq5Ut/jSoo49Pnxv9/qKvCcXzdaABBs2M0KCMZqzov8HBwQgNDYVYLGbvHe3M+uEPf4hnn3123b/trcKDjwPAbgYf8/PzeO2119hsl5KSEp+WKtplcPLkSVZGKC8vh1wux4ULF5Ceno7Q0FC0trayVrmIiAhMTEzA6XSiu7sb1dXVUCgUuHDhAlpaWqDRaNDV1YVXXnnFS4Htcrnw93//9/jyl7+MhIQENDY2IiUlBW+88QZLCVJPByqsi46OZl+gzc3NeO6559gfE03ljo2NITQ0lIkHqWpbIpFArVYjJSWF/bFqtVp89NFH+MpXvgKpVMo8UOjr4nK50NjYyIbmlZaWsjZlWqag6HQ6DA4OYmRkBGfOnEF4eDjsdjuKioqYwVVjYyOOHz+Onp4er64QmtH55je/CYfDgeHhYdTU1Hi9Lx9//DEuXLiwri+AUqlEf38/DAYDZDIZZmZmmBg0NzfXx6G1s7MTSUlJqK2txW9/+1u88MILmJ6eRk5ODnp7e9mOnFrZ092dVquFXC5HfHw8UlJSEB0djZmZGcTFxbHXZXx8nJmo+WsDFAS3lXhWVpaXHTttvaYBAd0l052wwWCAQqFggku6E6UMDw8jLy+PPVdqSJWcnIzCwkK4XC6MjIwwQeDFixfZ84uJicHQ0BAr4QQFBSEjIwMnTpxAbm4uS3XL5XLmD9Ha2sqCRrqzTE9PZ/+azWY0NTV5+YsIgoCRkRG2c6eLPAC2kGRmZiI9PR0NDQ2s/EKDSDp7KDU1lQ1CO3PmDKKjo6HVapGWloa+vj4fl2Cn04mYmBjk5uZieHiYZRGo14ogCMyTx2azeWUTqT7LaDSyVtXjx49Do9FAq9WyllZa+qRjC5aXl1kmiQaKhBAWINHsCg0uaABAnZc9d/xRUVHss+9wOJg2gwZYNJigr6XBYPBqu6YZB7q40suoGaBIJMLKygpEIhHze6H3R4+ngQH1BqEBCQ2KaPaQ6rg8oWJkz0CFBiGeGx8aKNHsChXNRkZGMsdS+rrQ52M2m7G8vOxVWkxOTmbnFhcXh/j4eCbYXllZYWUUl8vF5mdZrVaYzWYIgoDg4GDodDpERESwrBPNJv71X//1jk485sHHAWCngw8aWTudTly7do1pBc6dO4ehoSG/szJo653BYMDdu3eZ2C8uLg56vZ59Wej1emRkZMBsNmNwcBDBwcEoLCxk7bupqanQaDQQiURYWlpCSUmJ10jzvr4+aLVaNipdoVCwzhO6MywqKsLdu3eZyVJ2djYSExOhUqnw+uuv4zOf+Qyio6OZhgVwL0Cjo6NISkrC4uIinn76abbA9fX1ITY2lp3HjRs3YDQa2Y6UGoPRHRH1k6A7vfDwcDYdlxpB5eTkIDIyEhUVFXjrrbfQ1taGV199FWKxGD/60Y+QkpKCb33rW2hoaMD58+cRGhqKn//85z7tllTjcOTIEYyOjrLdNd1VJiUleRn70N0PDa5oYKbRaJiNeHh4OLOJp3MeKBERERgdHYXZbGZag9TUVERFRUGlUuFf/uVfMD8/z8R0giCw9mBaPxaLxSgtLYUguOe70E4XuVyOtLQ0LC8v+/1cLi0tsZk89Dk5HA5MTk7i3Xffxec+9zkmUvyTP/kTr5r32NgYYmJimO7Isyvkvffe85qz4nK5MDU1haCgICaWNBgMaGpqYjb7WVlZmJ+fR3d3Ny5evMhKF4BbX6LRaHzOnwYCGRkZmJ6ehkKhQHBwMIqKiljZIzw8nE159uw6MhgMzFE1JSWFfZ66urrYULejR4/ixIkTcLlcTLTc29vLBLjUL4R2H9E22NHRUTgcDpSVlfm4fw4NDbFOouTkZBgMBmi1Wmi1WrapUKlUiI+P91rMqSja4XAgKioKubm5GBwchEKhYPdNMx4FBQXsu4EGjHa7HXK5HBqNht1ncHAw6/gJCQlBdHQ04uPjERcXxxZdQggqKytZMEsFyhqNBiaTCYuLiwDAWpcTEhLgcrmwsLCAubk5pjmimRuqG6GlShp4xMTEoLS0FBkZGQgODmbfddRIzrMDZGVlhQ2ZpBkPqVTKOk6olmstNOilOi7Pshz1R7FarawDybObzDNgo63kVEtD/yY8oVoQ2j1FdU00kFlZWUFCQgKzUpidnWX3ZTaboVarWaYmIiKCBYn0XGw2G773ve/xbpdHjZ0MPmw2G959912cP38eMpkMhYWFmJqagkqlwrlz5/Bv//ZvOHPmjNdUTsA9rTMhIQFHjx6Fw+HAzZs3vYZ8UWjpZXZ2FtPT03A6ncjLy2PWyBaLhWVLaMq+qKgIR44cweTkJAYHB1FYWOhVN799+zYLRn7zm9/AYDAwt8zFxUUYjUYQQjA0NASj0Yja2lpYrVYkJCSwOnV8fDyam5uRl5cHm83GdCWA+wvk5s2bKCgoYN0hNBNEO2mMRiNLe4+OjiIvLw8dHR2sFZEaL5WUlDBxHl2MnnnmGbzxxhs4cuQIjh07xjo+3n//fdYGKggC5HI581ug50WzDE8++SRbTOLi4hAbG8sWjdXPCLsdVaybTCa0tbWxFlD6Je5pue10OhEfH898XgRBQFtbG2w2G06fPo3m5mYolUqMj48jKioKp06dQkVFBVZWVtDf3++l4RAE99wPnU6HjIwMSKVSZGRksGnC2dnZ0Ov1yMrKYrs4mi73/Izdu3cPRUVFMJlMLFMDAC+88AKee+45TExMQCQSsc8Ipb6+HsnJyVAqley50HkjnrvdpaUlzM3NISUlBZOTkyguLsbAwABMJhPS0tKgUChQUFCA/v5+lJeXs+fuGSR74nA4MDU1xZ6TXC5HUFAQEwrTwXbUnC88PBwajQYSiQTx8fFwOBxYWlpibdG0HVSn0yEvL48t2CMjIwgPD4fFYoHRaGSZRVoSMRqNWFpa8tJ8AGBlJ9rdQztG5ufnYbPZkJ+fz9w86WtQXV0NjUYDs9kMq9XKxiPY7XZ0dnay8g2duaTVarG4uMg0WFSgvby8DKVSyTq10tPToVAoWHmppqaGjRLQ6/Us3e/5maJCSEIIlEolm5ZNdV2JiYkoKyvDgwcPUFtbyzqzNBoNazc/duwYpqencf78efba/OIXv8ClS5cQFxeHgYEBJCYm4sSJE6ykQB2cDQYDVlZWoFQqYTabcfbsWSwtLbHJsVR8SzcnNpsNNpuN+cJ4lkAoi4uLGB0dxbFjx5h2hWpehNXWY5vNxr7nNpprtRWoYHpychJOpxPZ2dnIzs5mnjWjo6MsWKJZKuqYTINT+rNW1FpdXe13AvZ24cHHPkB20V7darXigw8+QGNjI2w2G+rq6tDX14fw8HCUlpayltSLFy963Y7222dnZ2N+fh4XLlzwOz65ubkZJ0+eRHNzM1wuF5tV0NDQgJmZGTzxxBNMoNnU1IS6ujrcvHkT+fn5rIPg3LlzXl9At2/fRnFxMaanp1la8Ktf/arPY1PRZk5ODrq6ulg93WKxYHx8HO+//z7ry19YWPAqYZjNZjbI6vjx45BIJExjQrM8x44dQ29vLzIzM5nOg9qLV1dXs9kxi4uLGBwchFqthkQiwfnz5zEyMoLx8XEkJibiU5/6FGtfowsFtYv3DPo0Gg2mp6fR39+PsbExlJeXs4WCvpc6nY69VhqNBkql0uu1UyqVrFc/KiqKWapTaEeCQqFgojVqD069Ivr7+9HR0YE/+7M/Y4PDbt26hdraWp8SXW9vLzo7O5lfQnt7O9PLUBEf/bKjuzeqmaBTPmk7r1qtRkhICHQ6HT772c+iubkZJSUlyM7ORm9vL8rLy9lznZubw8zMDObm5nD16lUkJCSweTEhISEwGo3sHOfn5wG4HVoHBgZQUFCA1NRUZGZmoqWlBbGxsRgaGsLly5eRkpICl8uFDz74AN/+9rd92rqnpqYwPDyMrFVjNtoFoNPpWGZmdHQULpcLDx48QFZWFtRqNUwmE/N+oTV2qVTKggBhtTWZik8FQWAlpZycHGbGlZKSwj6rSUlJKCwsZK6yVFszOjrKWj+Xl5cRERHB0vbUSRZwL8gFBQVs7k10dDT7fPb29qKgoADd3d0QiUQoLi5mQvKJiQlWbqSW90ajkb0GhBAsLS3hxo0bLHA8ceIE6x6SSCSs7XitYZjdbsfU1BSMRiMiIyOZb8rdu3eRk5ODY8eOob+/n81RIoQgJiYG2dnZXv4jtF2dtqm+//77yM/P9/p70+l0GB8fZ4Hr9PQ0K9NQbUl8fDx7Daluxt+QNhqshIeHIyEhwWdzQD1Y1nMhpdodfzou+nfrmX2hejXP6ym0Y9Cf4ZtSqYRKpWIlF4lEgrS0NFy4cIE5rVZWVu7JIMS18ODjALCTmQ+n0wmlUonbt28jPz8fo6OjkMvlcDqdKCwshEgkwvXr15nNN4WmqnNycqDX61FWVuZ3rgS10LbZbMybQBAEdHR0wGw249ixY0hKSsLx48dhsVjY7Jhf//rXKC0txYMHD1BWVuZ1n2NjYywVPTk5iTt37uAb3/iG1zEajYbpNOjgto6ODq822Bs3bgAAqxPrdDqkpaUxbwibzYZ79+6x3dHCwgL+8Ic/ICIiAp/61KeYFXRBQQEA94JHOyMuXLjAylhXrlxh9zc6OgpCCI4cOYJf/vKXOHLkCEtnFxYWsp1CS0sLKioq2DTde/fuMXEo4J69QQ3JAPf46o6ODuTn58Nut6Ovrw8xMTE4duyY15cS9ba4fPkyC748oQO3EhMT4XA4mMmay+XCvXv3UFhYCLVazTJBX/nKV9iMktzcXPT39zMh3djYGDNECwoKQl5eHo4dO8bKC2azGb/73e+YyJN2mNDOCZlMxgYJZmRk4FOf+hQyMzPR09PDUuLHjx/HgwcPWGcOPW86gG5paQk9PT0gxO0KWVBQwLIQlOnpaeTm5sJgMKC3txdisRhVVVXIzs7GysoKmpqa8IUvfAErKyu4d+8ea/ft6OhgDrkikQh3796FxWJhWS668NJOKNoRYDab2d9Pf38/HA4Hnn/+efY5UCgUzF6bTgBOSEhgw/g6OjqgVquRlpaG+fl5jI+PM/Ev4G4JPnv2LB48eIDFxUXIZDJUVFQwDUtOTg4LIqmNvclkQlZWFqv10x+bzYaRkREfPdDw8DAmJiaQlJSEsrIyBAUFsdlH5eXlMJlMrP20tLTUZ8ZLX18fE17X1NRsukOen5/HwMAARCIRy4wC7u+hGzdu4NKlS1hYWEBHRwcKCgrY2IaZmRnIZDImgi0oKGBW6dSN+D/+4z+QnJyM6upqv4+tUCgwNTWF4uJixMbGQq1Wo7i42GtQYKDMzs5iaGgooKm+60GzTGunL9Ns6cTEBBISEtYNZGw2G9NsbAR1gZ6cnITVasUXvvCFbc2Y2Sl48HEA2GnNx61bt3Dy5ElER0fjww8/xPj4OEQiEUuhT01NMZ8FTzo7O3Hy5Ek4HA50dHT41YYIgoBf/vKXyM3NxenTp5no6tq1a8jOzobL5UJRURHa2tpQWFiIyclJlJeX49ixYxgZGUFFRYXP7tJms+HGjRuIjIxER0cHAKCystLrj62npwcrKys4deqU1/nSibb0GGryU1FRAZfLhfn5eajVajZ5NzExke00JRIJCgsLmXZBLBZ72QcLgoCuri6IRCJUVFRAIpGguLgY7e3tuHz5MtvBXrt2DVevXsXf/M3fsC9fm82G6elpVhefn5/HxYsXoVQqoVarfYS/TqcTHR0dKC4uhs1mw7Vr19jMEjp/IzY21udLjma1EhMTMTIywibi0iF0CwsLmJ2dZUEKdaQEwAyrKisrER0djYaGBlRWVkKpVLKx9kajEQUFBQgODmaus9Tv4U//9E99PkOzs7O4ffs2RCIRBgcHkZGRgcTERHR0dCA8PBxFRUUQi8W4ceMGampqkJOTg9TUVKSnp+PXv/41kpKScPHiRfa6+iv9abVavPPOOzCbzcxrg76ntASSnp7OJjg3NTWxoYW09DA7OwuVSsVMm2gWKyEhgWmcqN6AzsDw/Dw6HA7k5eXhN7/5DSIjI1kJZnp6GmfPnoXZbGYzM9YGyTQ1vri4yMy+aMA7NTWFzs5OXL16lZndicVivPvuu2yGUlFREdNUKRQKNorAZrOxMoLT6YTBYGDi0qCgINhsNmi1Wq+sgcPhwMTEBCsDUC2Pp0261WplwsXIyEhMT08jPDwc+fn5LABKT09HQkICc91cj5mZGea8mpub6zO3hVqdp6enQy6Xs6CN3lYQBPaZs9lsUCqVTIdD/45SUlLWDTwAd9YhPz+ffa4iIiIeKnjYCcxmM/r7+7G0tIT09HSIRCJMTEwgPz+fZRJ3EplMxuwQAoFmTde+Xw8DDz4OADsZfNCx8XQX8Ld/+7f4wQ9+gKamJqarMBgMkMvlqKqq8rotbbcF3B9OQggrodAUcnNzM2QyGXJzc9luxeFwMG8Ql8vFZhPcuHEDwcHBuHLlClwuFxoaGnD58uV1z12v10Mul+PIkSNMpS+TyWCxWJCcnAyNRuNVLhoeHmamXQDQ39/PzJbWlpVcLhfq6+tx5cqVLb2e9fX1IITgwoUL0Ov1aG1tRXp6Oux2OwvmaMmHqvYjIyMhkUgwMTHBBKy0EyE2NtZncBWFZghUKhWzZabtolR5brVaUVpaynat3d3dyMvLw/3795GQkICcnBzcv38fk5OTSE1NxbFjx1j627O/nyKTyZjjIa23nzp1CkVFRYiMjERLSwvMZjP+6q/+Co2Njbh06RIWFxfxm9/8Bnl5eUhPT0deXh50Oh1zvJVIJJibm8PZs2cRFxcHu92OH//4x/jBD37AHru+vh5ZWVkYGxtDTU0N87P4p3/6J1RUVCA6OpqJRtfuSMfGxmAwGPD5z3+eWY8PDg6y6cZZWVnscRwOB372s5+hqqoKoaGh7LMyNDSEwsJC1t2VkZGB3t5ehIeHs8C1t7eXDXZb+/epVqvxzjvv4LnnnsOJEycgk8nQ09ODH/3oRwgODmbdR++//z4KCgpQVFTk88V9/fp1hIaG4uzZs+z1b2hoQEZGBqampnD58mWYTCbcuHEDaWlpSEpK8uq0GhgYQG1t7boLAm29pYSEhOD48eOsg2lsbAz19fWIjIzEqVOnsLi4yGaZUKGhVCqF3W5nAyhpJwsVZrpcLly+fNlnIiqFBqs6nQ4zMzNeWon1iImJwfz8PPLy8phRXF9fHxISEtj7RzGbzT4DAjebBXOQod1HDofD63O8G8jlcuh0uk0DkKmpKYyMjODJJ5/cMW0eEhEjAAAgAElEQVQKwIOPA8FOBh92ux0tLS0AwEagnzt3Dj09PSgtLWUtbN3d3V5tn4B7IaN1dirmO3nypFcrm06nw9NPP+0zpwIAGhoa2EINuIOJN954Ay+//DLGxsYQHh6+rqgPABobG1FXVweJRIKbN2/i6NGjbAbK4uIiJiYmvM7Z4XCgubnZq4xy48YNNrmSKvMB98JeVlbGJsEGyvDwMKanp1FTU8P8Ke7cucN2kLS1tKmpCd/5zncgFovxs5/9DJcuXWK11KmpKTZrgSreAbByDc0E9fb2YmBgAGazGYmJiVAqlawcIRKJUFhYCKfTiZGRERBCUFhYyIyg7t69iy996UsQBAEZGRnIzc3F+Pg4ZDIZwsPDmUeGP6iQjgpKaTudXq9npmJarRbHjx9HUVERAOCDDz5gJld0giqdPDs4OMgeLzs7G2NjY3A6nV5fcnSOUHh4OCYmJpgodXR01Kstms7OoTidTkxMTKCiooItYNQbg1rIe3Lnzh021l2lUrHyDN3tGgwGlhGy2+3o7+/H8ePHMT8/j5SUFNb6S/HUOlAfi5SUFISGhuLLX/6y19+FQqFgC7ZCofCqq9PODovFgsLCQjYL6eLFi5BKpZiamoJSqYRCocDp06e9ykoU+poHCtX/jI2NYWpqCh0dHairq2PCTmoaZrfbmfU+bb32bF33fA5dXV0oKSnxyWYC7k0OnRkUFxeH8fFxVj4KCgryKrfQ9/HatWsoLCxE1urYeIfDgfr6epSVlW3oH8PZHuPj45ifn/eb5TaZTLh37x6SkpJ8yvQ7AQ8+DgC74fMhCAL+7u/+Di+//DLCwsLYtFBaq21oaPDJDnR1dSEnJ4cdQ7+oamtr4XA4cP36dTz99NPr7loaGhoAwOt+b926BbPZjODgYFaq8IfVakVbWxvOnTvn93qqVl87EZO2stKg6ne/+x1mZ2dRW1uLurq6AF6pjbHZbPjggw9QUlLi1akyODiInp4epuRvb2+H1WqFVCplban0C7S3txdVVVU4evQoC+IEQcDU1BSmpqZgtVpZG2F8fDwbC56TkwOr1YrOzk42G4ZO41xYWEBTUxNsNhv6+/uZ6Rr9MheJRIiNjUVKSorfhYuew+LiIux2O/MaGB8fZyU5OmTO5XLh+vXrKC0tRU5ODhue1tXVhRdffBGzs7NsV0t3p1QzMDk5Cb1ej4KCApSWluLo0aMIDQ2FRqNBc3Mzs3aneBptAW79hkQiYc+vr6+PtTlvhNlsxp07dzA5OYlnnnkGmZmZbBBdZGQkexy5XI7Lly+zVl2DwYCf/OQn+O53v8t0C1T7MDMzg9jYWCa2vXr1KlwuF27duoXq6movHYTJZMLrr7+O0tJSnDx50ut8dTodRkZGIJFIYLVaMTQ0hNLSUmRmZnp9xtra2pgjsMlkwsjICOLj49nk1I3Ein19fejs7PTRdVHdyuDgIGvtpTidTszPzzMtxdq/NX9YrVa0tLT4zTR+/PHHeOqppyAWi9HY2Mh8hAD339Xw8LCXcJcGKp5Cd4fDgerqar+trJydYWJigg1JpC3hVOBaV1e3a7qQhwk+dq74w9lxqOcF1RXEx8dDq9WyL0g6adZzJ3PkyBEsLCywYxISEjA4OAij0Yju7m7U1dVtmC6NiorC3Nwc8xkBgNOnT+PNN99EVVXVhpEz7W4APmm/jY+PR2ZmJkvDFhcX+9wuOzsbExMTyMvLY50V4+Pj+M53vrPFV8w/1HRpfn7ea2EoLi5m59PT04Nvf/vbLDAA3Cn1M2fOMLdEz5q/RqNh5ZLq6moIgoDr16+jsrISGRkZXjvk6OhoZhNOBYvLy8sICQnBl770JchkMqysrOD73/8+2trafBaB0dFRxMbGsvIZ4F5gBwYGYLFYvLprAKCmpgYdHR1sdktdXR3UajULIOLi4lhQNTc3B6PRiDNnzvjtjKI0NDSguroa8/Pz6OnpYQPErFYrjh07hqioKPa6Uat2+hpkZWWhra2NmUtptVo2wXe9L0Wq9QkNDcXrr7/OduVnzpzBa6+9hoSEBHz6059Gf38/qqurodPpMDU1BZFIBKPRyOznqdW0SCRihk3UkZMQgn/9139lj3fr1i0v58r5+XlcuXIFISEhGBgY8NJ5REZGsjp+WFgYkpKS2LA0KjgWBIHNTnI6nSwrSLMJ1Etl7d9Ufn4+Ojs7YTAYcP78eZ9Fe3l5Ga2trUhJScHZs2e9SjaEEJSWlm5phxsaGoqYmBhoNBqvcmJbWxuqqqogFosxMzODmJgYLwF7SEgI+3sH3J9JkUjESlCcvYOOJ9Dr9YiJiUF6erpPxu+gcSiCD0LIWQB/AeAkgBQA3xIE4Y3V6yQA/gbAMwByASwBuAXgB4IgTAd4/08CaAQwIghCySaH7wnU1+LLX/4yuyw+Ph6Dg4PMOyEpKQlqtdqrDJGQkIDe3l6mLAeA2tpavPPOOyguLvYycvJHSkoKZmZmsLS0xAKY4OBg5ObmoqKiYt3b2Ww2GI1GpvTu7OxkaT4qOgN8v2gB9+LU0NDA5pQMDg6irKwMBoPBbyp4O8TExLBz8Mfc3JzXFykAnDx5Eu3t7ex5UG+Ajo4OREdH4+rVqyxA6+zsRG1trU89m0IIwYkTJ5Cfn88s1AH3oh4WFsY8XQwGA+rr671S2YDbm6W/v5/ZUkdFRaGqqmrdOn1BQQHq6+sRFxeHwsJCTE9P46WXXoJKpYJOp8ORI0cQGxuLF154Af/+7//OJmL6g4p5qXU3LVXodDosLCzg9u3bbHgYxbPsAgBPPPEE8yd57rnn4HQ6MTQ0xAawBQUFITk5GWlpaWyhDgkJwcsvv+zl40KN60pKShATE8Omt6alpbHS3bVr1/DTn/4Uc3NzXpmqQFhZWUFrayuUSiWSkpK8gkiRSITPfOYz6+p9fve737FJt/R1m52dxcLCAu7evQsAXgGwv7KnXC5n2Zlnn33WJ/Cw2Wxoa2tjtvo7VcaoqKjA9evXmThYpVJBLBZ7dVg9/fTT695eEATcu3cPly5d2pHz4WydjTKkB5FDEXwAiAQwAOCXqz+ehAOoBPAjAD0AYgD8GMDHhJBSQRAc2ABCSNzqfdYD8L9y7AOTk5MIDQ31SpuGh4fDZDKx31NSUjAwMOAVfFBRoychISF4+umnvVLK63H06FE278TzeGrq4++L3GQyobGxkelEqHkWANbOm5SUtG4gQdsd7XY77t69i9OnT2N8fJwNzNoJcnJy8OGHH/q9TqFQ+A0a4uPjERsbi48++gghISHo6uqCWCxGXV0dwsLC4HQ68dFHH8HpdGJ8fBxlZWWQy+UBnxMdXPbMM88gIiICCoUC58+fx927d30G4JWUlKC7u5uN2p6bm8PU1BTi4+ORnJzslf0KCgpCZGQkIiMjMTY2htu3byMjIwNJSUno6+vDxYsXcf36dTzxxBMYGxsDIYTpJgB3qY7W9AEwDYrBYADg/jzREsSxY8eg1+vZgKyysrJ1g5je3l587nOfY691TU0NcyjNzs6G1WrFe++9h4GBAWRkZGB5eRl9fX3sHAB3OVAkEqGxsZH5Hly5coV9VmUyGXJyciCRSNYNBAF3IPPgwQOvyaQWiwXLy8uoqqrCmTNnAnwX3Vm+lpYW5Obmes3NEAQB9+/fx9tvv43ExER84xvfwPDwMMrKytbV7mRlZeHNN9/E2bNnIZfLWTbB8xzpZ2QnF3qaiaJC9J6eHhZstLW1oaamZsNd9NDQEPLz8w+1UJSztxyK4EMQhA8BfAgAhJA31lxnAODV/kAI+Q6AQQCFAPo3uft/AfAmAALgiztzxg9Pc3Ozzxj4tX/8dNR0IAQSeADuhYuOXM/JyWGXp6WlYWZmxkupD7idKJubm3H58mW2k2ttbUVFRQVaWlq8hIaDg4Oora1l2ZGxsTGWel5ZWcFbb72Fc+fOISYmBg8ePIBCoWDiyO1Au4aoI6FMJsPExARzkaQMDw+zwGkt1EPj7NmzPiY+t2/fxqlTp9De3o7vfve7W/7ivX79Ol588UUmFO3r64NYLF43bX3u3Dl8/PHHMBqNqKmpgd1uh06ng0wm8xLBqtVqVFdXMxv+7u5uREVFMSfbiYkJSKVS/PznP8fLL78MQgguXrzo1cXy/PPPey16hBC/i48gCGhoaMClS5cwPT2NpqYmnD592mfHbjKZYLFYvDJyAJCRkYH09HSMjo7i3r17SEtLw1/+5V/i3XffxVe/+lWfEuHKygpmZmYwNjYGq9WKl19+GSKRCG1tbTAYDOjp6cG5c+fw4MEDSKVSr3M2mUzsdrRs4hlM0wGHW2FhYQH379/38cVwOBxoaGhAaGgovva1r6GyshKDg4Ow2+148803UVRUBLPZjKmpKa/7I4SgrKwM7777Lr72ta/5LYUplUo2K2QzWlpavAaVbcb9+/cRFBSE/Px8NDU1AXAH4RuV5OjskI264DictRyK4GMb0G8+/UYHEUK+C+Ao3GWb/2O3TypQ6OwNT33CXhIeHu5TosjKykJ9fb1X8KHVatHe3o6rV6+yL3GNRoPo6Gio1WpUVFR4pQEzMzNRX1+Pq1evorm5GYmJiUx7kJmZCaPRiNjYWLhcLjgcDoyOjm65rZZit9tx8+ZNFBcXs3OTSqXQ6/VYWFhgQZvVasXY2BhrXaQDnTzp6+vz8RCQyWSIiIhAe3s7ioqKthx4TE9PIyUlhS0gnqn69XaYIpEIx44dQ2dnJ6anP6koegaWTqcTU1NT+NWvfsUswZ1OJ9555x384z/+IzPbOnfuHMLDw/Gf//N/RkxMDNNoOJ1OqNVq3Lp1yyvrRjMEtG3V8/n29vYyN1SJRILXX38dcXFxSE9Px9LSEhYWFtDc3Izi4mL09vYCcAcCtbW17PmvrKwgPz+fBVP5+flegYdCoUBvby+Cg4ORmpqKF154AWFhYcxw7MSJE3A4HHjxxRcRHBwMtVrNjNYooaGhbPDdw0K7imw2GxNkzs/PQ6VSwWKxMMt4s9mMM2fOgBCCiooKVFRUsPZ1kUiEr3/9614BEPXzmJiYgEql8rvo9/f3B/R3MTQ0hPj4eK8NAJ0Jsx7nzp2DTqfzscWXyWTr3mZ8fHxdkTmHsx6PXPBBCAmGu+zyniAIsxscdwJue/RaQRCcmwlz/Nmp7ybUhGgta8sfISEhbE4DJSwsDGazedt6iZiYGKjVap/HlUqlWFhYQEJCAlQqFQYGBrx0D7T99+rVq2hsbGSmSxSJRILc3Fy89tprePbZZ33q1bW1tVCpVADAgg+5XO4ltAwEm82Gmzdv4ty5c14dCjU1NVhYWPAarNTW1oYvfvGLiIqKYjMrPEWQdOIkNTwaHh5mM0bS09PR3t6OoKAgTE5OBnRugiAgJycHQ0NDPjV0qVQKnU63obOkQqHAF7/4Rb/lL61Wi7a2Nrz44ovMg6O8vBwffvghu8+lpSXcunULGo0Gx48fR3JyMpaWlnDy5ElUVFSgs7MTWVlZGBwcRFFRkVcbqCAIUCgUbF4J/Zs5cuQI5ufnmb6ivLwcnZ2dyMzMRE5ODlZWVvDqq68iJiaGaRp0Oh1mZ2eRnp6O1NRUZGdnM1vtf/iHf8Dly5ehVqsxOTkJi8WCnp4eVFdXQyQSQa/XsxZiuVyO8vJy1o5MNU1rF8+dxGAwoKWlBaWlpUhNTWXzeaKjoxETE4Ph4WF8/vOfZ5b0nt8ttGXY4XDgmWeeWfcxcnJy8MEHH2B8fNwrizQ3NweTyYTbt28DcAdtFRUVPu26CwsLWFhYwNmzZ2G32zE0NIT5+XnmlLseERERW3YJraur2zFtFufx4ZEKPgghQQB+BSAWwLMbHBcC4G0AfyEIQkCrhiAIrwB4ZYP73LE+W4lEsq64k+7eqSAxOTkZKpWKZRAAt+h0YWFhQz+OjUhJScHg4KDP5WVlZbh9+zYyMzNZmtXzi5UOYaIeI2sDOovFArlcjqSkJL9td8nJyUzjsbCwgKWlJUxMTPikxzfCYrGwFuS1O9z8/Hx873vfw7Vr17wu99Rp0ImXdEqvWq1GXV0dNBoNs90WBAGf+9zn2NTc0NBQr4wQnbfiD0EQ8Prrr6O6utrn9cnJycHo6OiGwQcd/b2W/v5+LC4usl04LZPcv38f1dXVXgvOmTNn0NPTw7xAent7cf36dWi1WvT09KCqqgpOpxO/+MUv8OSTT+LIkSPIyMhAeHg40tLSfBanlZUV/OEPf/C6LDIyEsvLyxgdHUVMTAy6u7vZe0DT8/X19Th16hTu3r2Ljz76iN3XgwcP8Pbbb8PhcEAqlSIkJARyudwrGBdWR4d7vo5msxmNjY3rvnbLy8te5alAoLNa6L+zs7OwWCzIzs5mpmgOhwMZGRmQSCQQBIEFQ/6QSqX40pe+hPr6ep9ONX/nunbeyMTEhJfXilgsxq9+9Ss2IBAAczeurq7GrVu3mP35WkE1h7OfHDqfD0LIMoDv0W4Xj8uDAPwbgBMAzguCoPZzc3psFoBJAE6Pi0Vw6z6cAD4lCML1LZ7Xjvt8+EOlUsFgMLCsgsViQXd3N1tIAPg189oKDocDP/3pT/Hnf/7nXkPBhoeHce3aNRw9etTvF5nVasVTTz3F5qlQ/wHP+Qa0I+HOnTsbpo57enrw3nvvISsrC7Ozsz5ZlPVQqVSora31u/hPTEwgMjIyIO8Dh8OB/v5+3LhxAwkJCYiIiEBkZCTS0tJQWVkJi8WCwcFBVFVVobOzky0IgiBArVazkd3UJp3idDrx4YcfQiwW+/VbWevdQge/Ae4Fyd9rYbVakZeX56WnuHnzJnQ6HTIzM/26H9bX13sJFvV6PVpaWpCamsreW6PRyLwdenp6WGCzHtRzRKVSYXx8HIODg4iLi/NK+1NcLhf6+vpQVlaGEydOsHH2HR0dyM7O9grATCYT+vv7/ZooBYIgCPj444/R09MT0HtPoVmw0NBQhIWFYWxsDEePHmUBMiEEBQUFXucaaGujTqeDXC73+94sLy/j9u3buHz5sle5r7Gxkb1WaxkYGIDBYMATTzyB+vp61NTUbFm/wuFslQPn80EI+X8BdK7+9AuCsLLJTR728SQAfg2gBJsEHqso4A5SPPku3MLV5wBM7fQ57hRSqRQTExPs97CwMFitVq9jYmJiWGfCdqDTXI1GI6KjozE0NISFhQWIxWI8//zz0Gq1G/by084PwJ1mHhwcxLFjx7xmfKSnp7Pavj+Sk5NZF4NYLGYzPjZjI6tquVyOwsLCgIR6S0tLCAkJwU9+8hPI5XK0t7fj+eefh1QqZYvZ888/D4lEAoVCwdqEBwYGkJeXh+TkZJZJ8BT8EULwxBNPwOVyoaWlxUdUDHyi+6BeIhcuXEBISAg6Ozvx5JNPbioeppohhUKxrgiQdk5R4W1cXBxkMpnX+URFRaGsrAxKpRK1tbW4e/euz/u+sLAAmUwGq9UKQgji4uKQnJyMo0ePYmRkBC+99NK6C3JlZSVkMhkrGQiCAJ1O5zMyYHJy0kfoHCgWiwVNTU1YWlrC97///W3PtaBTTtd6sGwXqVQKo9Hok/1YL/Do6elBWlraulmxkpISqNVq/P73v/cyAuNwDiq7VXZ5CYAdgATACiFkEJ8EI50A+gRBCFiCTQiJBEC3dSIAGYSQcgA6AEoAvwVwCsBnAQiEEComMAiCYFm9j18CgCAIX18NhgbWPMYcAJsgCF6XHzRCQkI2Va8TQrzmgADwslf3h0wmY+ZIgHtn9tprr7FsQVJSElJTU1nPv81mW1e4R4V41LLb32CxgoIC3Lt3zytN7pk5EovFGB8fx5NPPony8nK0trYG1P5Iu2f8sbS05OXEuR605ffMmTMYHh5GREQEXnrpJTQ0NKCkpASzs7Ne7ZJBQUHo6OiATqfDiRMnoFKpMDIygtraWq+M1FpohsBTn0C9W5aWljA3N+f12i0uLgbUtTQ5OQmtVos/+qM/wsDAgN9AMT8/n01WBdyZnvz8fNYtQsnIyIBGo8Hg4CBmZmbw29/+Funp6bBarXA4HGwUucPhYAP09Ho97Hb7pmn+2NhYryBZoVD41RvMzc35NafbDJVKhd7eXpSUlECpVD7UQC25XO7TqfOwVFZW4tq1a166JJvN5hN4UOfZzV7PpKQkfPGLB6Zhj8PZkN0KPq4BKAfwTwCG4fbhqATwBQBxWA1IBEEItC5QBbdxGOWHqz9vwq3D+Nzq5Z1rbvctAG+s/n97AohDgD+BKRVDUlQqFT772c/6LUf09/fD5XKxkgjgrtkrFAr88R//sY/h1alTp9DV1eU3GKC23YEEChtZp9PBV2FhYQgLC0NeXh5UKpVX++9m0GFldLYKNW/aCDoFt7i4GHK5nAUY7e3tiIyMxNtvv43Z2Vl2HnRq7KVLl3D16lUA7qyN2WzGvXv3EBcX5zV905O8vDw0NDTA6XSyxUYkEuGf//mfkZiYiOzsbKZPcblcGBgYwMrK5klEOlguOTkZQ0NDcDqdPtme+Ph49PT0sN9HR0dRXl6OqakpGAwGryxTVVUVbDYbqqqqcOvWLeTk5LA21qamJmRmZvp9LwcGBpjR13pQzVJycjJGR0e9PoOUjTqAKMPDw1AoFF4BRkREBJ566ik0NDQ8tOvm7OzsjhtoSaVSfOYzn9nwmKWlJQwPD2+764vDOajsSvAhCMIzhJBn4e46mQPwZ4Ig/CUAEEKy4XYqDViQIAhCI9x6jPXYtOYkCML5Ta5/BRsISg8yKSkpUKlUXjvo/Px8r5KGSqXC2NiYzw6yp6cHYrGYlUkoJSUlOHHihN9ghU5qXdtlAzxcityT4OBgJq4F3GWBu3fvbtgmuBY6XTc8PBxarRahoaE+BmwOh4N1tADujpHCwkKvxddzd37ixAm8+OKLTKtBCMGDBw/w4Ycfoqamhi3y4eHhuHjxIpRKpV/xLkUqlaKrq8vrspqaGp8WS6VSiby8vA39FiiempzCwkIMDw+jpMTXuDcoKIil/ZVKJRsSRtP+FM8OoCtXruDGjRs4c+YM7ty5g7q6unVdc7Ozs9Hf379h8FFQUIA7d+4gNjYWEonEJ0gKJNujVCqh0+n8lph0Oh2bULxdzGbzjltVO51ODA8PY25ubsNxBxaLZcN5ShzOYWVXBaerba9/AeAv4e4u+S+CIAS+ehwi9kpwCriNg06ePMkWfrvdjvv37/vVD1A8zaAoXV1dCA0N3ZaRl8FgQFtbm4//RVdXF8rLyzf8QqWsrKxsuKOz2WxeZRRq4R4IgiCgpaWFtdX29PQgPz/fpyVQLBYjKiqKnW9oaOi26uXvvvsuJBIJzp49u6MjqynUvGs7pYNr167h1KlTPpcrFApYLBakpKRAoVAw8WNnZyeWl5fXfSy9Xg+ZTIbKyspNF/WOjg4fDcdaurq6kJKSgkuXLvkEGt3d3cjMzFw36FpaWkJrayuuXLnid4Gur6/H2bNnHyr4uH//PvLz8wM26tsIq9WK7u5umEwmFBYWbujCyuEcdA6c4JSyquv4v1b1Fv83ADkh5IeCIPzDbj7uow4dMEcNvOhY8Y3aDAF3eQVwL7h2ux0ZGRkBd5GsJSYmhpUZKLS8Eago79atWxum1ENCQtZtWd0MuVyOCxcusCyMQqHYcDbNwxIXF4eTJ0+itbXVa/fucrmQnZ390Nmg9aztA6GiogKzs76WNy6XC729vQgNDfXSE1RWVm7Ykrq4uLhhNsOTkJAQBAUF+QSjEokERUVFIIQgLS1t3QyHXq9fV+tgt9tx584dXL161e9nSK/XIyIi4qEtvw0Gw7YCj+npaYyMjHgF6CKRCGVlZQGJpzmcR5ld9/lYFYumwT24LQ/Aq4SQtwRB0O32Yz+qxMfHQ6VSebmHfvrTn970dllZWXA4HDsunKNotdoNPSrWEhkZCZPJtCuZgsnJyT2tk6enp0Oj0fjoAhwOB9rb22G1WlFYWLit+zYYDA81jjwxMXHdFlOtVosTJ054Ld6EEJ8F2+l0YnR0FAqFAjExMcjLywsouyUWiyGRSLzmDwHuwKCtrQ1nzpxBRkYGZDKZ15wV4JNgdu2cG3pdQ0MDzp07t25w0d3dvWE2MBDm5uZ8NE+BIpfLcfny5YBeJw7ncWO3Wm3/Bu5W1hMAsgAsAOgG0AC3DmRxNx73cSEuLg5DQ0Nbvl1GRgaampp2LfgYHx/fUlcCdfTc6eCDOjnSBXVpaWnXWw/T0tJw7949H0HstWvXUFxcDIPBgO7u7m1lX8bGxnbtPUtNTYVSqdww/T8wMAC1Wo3CwkIUFhYGpD/4+OOPERoaipWVFQwPD6O0tNTnmNnZWQwPDyM/Px9arRY//elPva43Go0wGo3rftYzMzPR0dGx7jkkJib6lAW3yvDw8IbC6PVwOp0QiUQ88OBw1mG3Mh//FW6vjH8F8JYgCFO79Dj7xl7brXsiFosRFBS0aZnFE4vFgsLCQjZkbTcEbMvLy1sKJKRSKaamprbtxLoe/f39Xt02MzMzPjvvnUYikfiUKhQKBcLDw6HX61FRUcGGp9XW1m7p9V9cXFxX1Pmw5OTkoLW11W/w4XK5cOfOHSQlJW1paJjdbkdERAR7D8Risd8uFgCs7OPv+ra2NhQVFe2bZ4XL5cLKysq2Apjx8fEtdWZxOI8buxV83AJQAXc77H8lhAzA3QbbhU98PnbVeGy3Wdsds5P26oGwkX+EPwRBQHNzMwghbKYGxel0orW1NaA2zo0IpBPDk4c1Q/OHxWJBUFCQVyp+bm5u2yWPreDZPUIdPOkQPQA4fvw4pqenmeV1oASqr9gOwcHBft93k8mEpqYmn2mtgbC2vTY4ONhvZxTgtuxvaWnB7Oysj8fH8vLyvpplTUxMbHtGzMzMzI4ZknE4jyK71Wp7CQAIITlwt9XS1tovApBi6z4fnIeEEIInn3wSt27dQmtrKws+9Ho9241vNXh4WEQiEXa6Q6i3t9enbTUc4SQAACAASURBVFgQhD1Jf6enp2N2dhbZ2dno7u5GeXk5xGKxl2YhIyNjxzM9D0t8fDxu3rzJBK2CIMBut+PSpUvbEvyq1WovS/XMzEw8ePBgXTfburo6tLS0YGxsjF1Gg7dA3Gh3C5vN5iOqDgSHwwGRSMTbYzmcDdjtbpcJABNwO5ACYHNVqrAFnw/OzkAIwYULF/Dqq69CoVBAr9dDp9NtOrPjsOByuWA0Gr06CRwOx0M9t6WlpYDFnlT3kZiYyCbFHgZ2euCY0Wj0Kr+lpqaiqalp3eCDEOI1aRhwl6xSUlK23Y21n2xnEjOH87ix51NtV/UfUwB+t9ePzXF/0V+5cgUdHR0oLi4OyPlREAT09fVBp9Pt+G6Oumw+7P06HA709PT4+FkolUqvrqCtYLPZ8NZbb+HFF18MqO5PdR+tra0+i+njxFpNkUgkQlRU1JY0Sg6HIyCX3IOIQqHYcTdUDudRY8+DD87+k5+fj6WlpYA6KHQ6Hdra2lBSUuJTztgJwsPDUVxczAacbQc6kfWll17C9PQ0urq62ETf2dnZbft7dHd34/Lly5DJZH4dQv0hFosRGxvLHEEBd1Cy0fj0RwmXy+U3kNzMaOxRwW63QyKR8JILh7MJvA/sMSQ0NBRWqxUWi2XdH7PZjNbWVjZXYre6RWi77XaRy+Xo7u7GU089hejoaJSUlCAyMhKtra0A3I6S6w3A2wiHwwGTyYT8/Hyo1ZsNSf6E06dP+7SVxsbGYnHx8egu12q1bErt4wgvuXA4gcEzH48pRUVF6O3t3fCY3NzcbRssBYpUKg24FXZ4eBhqtZrtKgVBQHx8vE9XQX5+PiYnJ3Hnzp1tn1dvby9KS0vZXBOr1eqVzVgPfy6kcXFx0Ov1u/5aHgTUajWSkpI2P/ARRaVSbWtcAYfzuMGDj8eUlJSUbWshdpLY2Fhm+74ZKpUq4PbF7OxsSCQS2Gy2LZ+Ty+WCVqtlgtGCggKMjIxsW5gZGxvr1978UUSr1W7JaO5RwmazITg4mJdcOJwA4MEHZ18RiUR+7bN3grW+EYEyNDTktYAmJCR4jZ/fKuHh4TCbzdu+/WFir9qa9xqn04nbt29vGFjYbLZD0+HE4ew3PPjYJvvpcPo4srZ9c7cQBAFKpdJHYBoREQGTybSpMFYmk0GpVPpc3tPTs+0dcWJi4qFI5VP33EcNu92Omzdv4oknntiRybYcDocHH9tmvx1OHzU2s3yfmZnZE3Ou9eaoFBYWYmhoyO9oeopKpcLCwoJfq3BBENa1GN+MW7duHYrgY78dSXcDk8mExsZGnD9//qE6sjgcjjePXn6Uc+gICwuDxWLZ8Ji5ubl1J7PuJFNTU8jOzva5PDY2dkMreLPZjN7e3g2HkD2KWQFPDrrY1Ol0wuFwBPyj1+vR1NSEy5cv88CDw9lheOaDs+/Qdtvw8PB1j3G5XLuuJXA6nRsKBqOjo2EwGLwcVOm5NTU14cKFC+veNjw8HBaLZcPnuB4ikQhOp/PAu9BqNBpUV1fv92n4xeFw4Pe///2WRNYSiQRXr17128HE4XAeDv5Xxdl34uPjoVAo1hWIrqys7MkCsNnOvaioCAMDA6itrfW6/O7du6iqqtqwFZe2224n+KA+IVsd8LbXbHcC7F6gVCpRWVnJPTg4nAMCDz44ATExMYHx8fENXTojIiI21ESsR2xsLAYHB9e9XqVS7UlbsEKh2FBbERkZCb1ej/v377PLTCYTjh49uqmHR2xsLObm5vyOrt+M+Ph46HS6Ax98HOSy0szMDO9E4XAOEDz44GyKy+WCTCbDU089taEotKGhYVv3LxaL4XQ6171+dnaW2aXvJiaTadOOmsuXL8Nut7PfRSJRQA6qcXFxkMlk2zovqVSKvr6+A71rpx4XBxWbzRaQSRyHw9kbePDB2RQ6Hn6/zJMCdRfdCyQSybZmtND5LtuB6kUOMhqN5sCKTQ9yRobDeVzh3S6cDbHZbFhcXAxoYQkPD4fJZNrRx9+rhcNisRyYAOcwcpA7XbRa7YEvWXE4jxs8+OBsyP379wPuYEhKSoJGo9nW44SGhvrd3e+V1kGhUGxLj8Fxs7y8vCcmcNthenp61wYjcjic7cGDD866LC4uQiwWB2wcdfTo0S1NgPVEKpVCr9f7XB7o0LmHRaVSITk5eVcf42Gs5DfTxXDWR6/XIy4ubr9Pg8PheMCDj21CCHmFECLQn/0+n92gvb19S90rYWFhsFqt23os6vWxFp1OtycLx8rKyra0HFshOjoaS0tL27ptbGys3+DsILC0tBSQ6Ha/IITwYW8czgGDC063yWGzVx8cHMT8/HzAx6+srCApKWnXF2RKXFwcRkZG/F632wvHXulKqNfHduaDxMfHQ6vVIiEhYRfO7OHo6enZVov1XmA2mw90YMThPK7w4OMAYrfb0dLS4nVZcnIyjh8/vq37m5ubw/Ly8rZni2wFsVgMh8OxZVOwoKAgOBwOr8v2SgSq1+shlUp3/XFiY2MxMTHh1759M6RSKaanp3fhrB4Ou90Op9N5YBf4vSrbcTicrcGDjwNIcHCwT6Bw8+ZN5OXlbdli2+VyoaOjA08//fQOnuH6JCYmYn5+fkf0E7Ozs3uycMzOzu6J2PRhyi4PU9LaTfr6+lBaWrrnj2swGGCxWDbtsFGpVDhz5swenRWHwwkUrvk4JBQVFWFoaGjLt+vq6kJlZeWuz0WhHD16dNsdLzExMWhsbGQ/Y2Njuy4CBbBn5QyRSPRIeU4IggC9Xr8vbawTExNobm7eVITrcrkO/EwcDudxhGc+DgkpKSno7+9HSUlJwBqIQHeHO0lcXBx6e3u3ddu9cDH1hyAIXJC4DeRy+b65ri4uLuLChQtobW3F6dOn/R7jcDh44MHhHFB45uMQkZWVhQcPHgR0rCAIuHfvns8QtN2GELJnu/vh4WH09PQ81H0cpgWK6mkOClNTU8jMzNy3x4+Pj4dYLMbc3Jzf6/eifZrD4WwPHnwcIvLz8wOeDzI4OIjjx4/vWbeKJ3sVgMzMzEAkEm04lG4z9tqZUyKReM2G2QrreaHsB2q1GkePHt2XjJHnZ6u6uhodHR1+/VO42JTDObgciuCDEHKWEPIfhBDFqq/GNz2ukxBC/gchpI8QYiKEqAgh/4sQkrHJfX6eEHKdEDJPCDESQtoIIc/u+pN5CAghkEql0Gq1Gx43NjYGo9G4ra6KneBhhJWBMjc3hyNHjqC0tBRWq3XbQ9tmZ2eRlpa2w2e3PnFxcVhcXNzWbQN57/eKgYEBlJSU7MtjLy0tISYmBoBbR1NZWYmOjg6f46xW64HtwuFwHncOi+YjEsAAgF+u/ngSDqASwI8A9ACIAfBjAB8TQkoFQVgvT30OQAOA/wZAB+CrAN4hhJwXBOHOzj+FnaG0tBR3797FhQsX/F4/MDAAm82Gurq6PT6zT0hKSoJarWYLxG4wODiIJ598EgBw8uRJtLa2YnJycssBl9lsRkRExG6col9SUlLQ3t6+rQmwdrsdMpls2y6yO0lSUtK+lato1sXzXMbGxiCXyxESErIv58ThcLbGoQg+BEH4EMCHAEAIeWPNdQYAVzwvI4R8B8AggEIA/evc55+vueiHhJBPA/jfABzY4CM4OBhisRgWi8VnV9fR0YGwsDCcPHlyn87OTWJiIiYmJrbtS7IZdDqsZ0mptrYWzc3NmJyc3FJnz15blsfFxeHq1avbvr1EItkTv5aDzNzcHHJycrwuq6urw4MHD7wmB1dVVe31qXE4nAA5FMHHNohe/XerBfKo9W5DCHkFwH9/iHPaMSoqKnDz5k0vbwqdTofs7Gzk5ubu45m5kUgkuyqMHBwcRHFxsc/lNBPCebRxOBw+WiaxWOwTkHA4nIPLIxd8EEKC4S67vCcIwuwWbvenANIAvOXv+rV26n5uv2cGDlFRUbh48aLXAl9YWPjY1Lfn5+dRXl6+36fB4XA4nG3ySAUfhJAgAL8CEAsgYPEoIeQLAP4OwPOCIATWy7rP7KVOYTvQro7taBs2QqPRIDExcUfv8zARFBS0J0PwDip2u/2xfe4czqPEoeh2CYTVwOPfAJQCuCQIQkBtAYSQL8Kd7fi6IAjv7eIpPlY8jNPpRgwNDaGoqGjH7/ewsN7038cFjUbjJTblcDiHk0ci80EIkQD4NYASAOcFQQioHYAQ8mUAbwL4hiAIv9vFU3zsSEpKwujo6I76LNjtdhBCHuudLw0+9nIBXllZgUql2tJtIiMjd2VYn0aj2TUhM4fD2TsORfBBCIkEkLf6qwhABiGkHO4WWSWA3wI4BeCzAARCCHWNMgiCYFm9j18CgCAIX1/9/Y/gznj8BYDbHrexC4Lw+G4td4jIyEioVCo0Njbu2H2azWZUV1fv2P0dRqRSKSYmJvbksVZWVtDV1YXl5WVkZmZuqYuora0NzzzzzI6fk9FoRGRk5I7fL4fD2VsORfABoArALY/ff7j68ybcItDPrV7eueZ23wLwxur/15qO/Qncz/9/rv5QmgCcf8jzfewhhOCzn/3sfp/GI0dISAiMRiPm5+d37TEEQcDU1BSMRiMqKiq2lcFQKBSw2Wy74rvB5/BwOIefQxF8CILQCGCjb5xNv40EQTi/0e8czmGhoKBg3XkmO0Vubu5DTatNT0+HQqHY0fbXR2kiMIfzuHMogg8Oh/MJWVlZ+30Km5Kamop79+7taPCh0+l2RUfC4XD2nkem24XD4RwcdsNojne6cDiPDjz44HA4uwIhxO+02e0yPz+PI0eO7Nj9cTic/YMHH9uEEPLK6oRdYS/dTTmcwwIdMLhTuFyufRtmx+FwdhYefGwTQRBeEQSB0J/9Ph8O56CRkZGBmZmZ/T4NDodzAOHBB4fD2RUiIiJgMpl25L4sFgtCQ0N35L44HM7+w7tdOBzOriIIgo83x9zcHPT6wIdOLywsIDk5eadPjcPh7BM8+OBwOLtGXFwcFhcXERcXxy6z2+3o6upCaWlpwPcTFRWFpKSkzQ/kcDiHAh58cDicXSMjIwPT09NewUd7ezvq6uoQExOzj2fG4XD2E6754HA4u4ZUKoVW+8mAaZPJBIfDwQMPDucxhwcfHA5n11ir9Whvb3/shwNyOBxeduFwOLtMWFgYLBYLrFYrQkJCEBYWtt+nxOFw9hnChzXtDIQQgb+WHI4vs7OzMJvNePDgAc6fPw+JRLLfp8ThcHYAQgi263PFyy4cDmdXSU5ORk9PD+Lj43ngweFwAPDgY9twe3UOJzDEYjHi4+NRXl6+36fC4XAOCLzsskPwsguHw+FwHid42YXD4XA4HM6hgQcfHA6Hw+Fw9hQefHA4HA6Hw9lTePDB4XA4HA5nT+EmYzvIWjdHDofD4XA4vvBulwPKavcMj2Y4HA6H88jByy4cDofD4XD2FB58cDgcDofD2VN48MHhcDgcDmdP4cEHh8PhcDicPYUHHxwOh8PhcPYUHnxwOBwOh8PZU3jwcXD54X6fAIfD4XA4uwH3+eBwOBwOh7On8MwHh8PhcDicPYUHHxwOh8PhcPYUHnxwOBwOh8PZU3jwweFwOBwOZ0/hwQeHw+FwOJw9hQcfHA6Hw+Fw9pRDEXwQQs4SQv6DEKIghAiEkG8GcJsThJAmQohl9XZ/RQgha475AiFkiBBiW/33uV17EhwOh8PhcAAckuADQCSAAQB/DsCy2cGEkGgANwBoAJxavd33AfzvHsfUAXgbwP8HoHz1398SQmp2+uQ5HA6Hw+F8wqEzGSOELAP4niAIb2xwzH8C8D8AHBUEwbJ62X8D8J8ApAmCIBBC3gYgFQThisftbgKYFwThK7v5HDgcDofDeZwJ2u8T2CXqANyhgccq1wD8NYAsAJOrx/w/a253DcD3tvOAhJDDFcVxOBwOh/OQCIJANj/Kl0c1+EgCMLvmMo3HdZOr/2r8HJPk7w4JIa8A+O8bPehhyyJxOBwOh7Nd1sgot8Rh0XzsO4IgvCIIAlnvZ7/Pj8PhcDicw8KjGnyoARxdc9lRj+s2OkYNDofD4XA4u8ajGnzcA3CGEBLqcdkVAEoAUx7HXFlzuysAWnb97DgcDofDeYw5FMEHISSSEFJOCCmH+5wzVn/PWL3+bwkh9R43+V8AzADeIISUEEI+D+AHAF4VPhFm/AOAi4SQHxBCCggh/wXABQD/c8+e2AZw/QiHw+FwHlUORfABoApA9+pPGIAfrv7//1y9PhlALj1YEAQD3FmMFAAdAH4G4McAXvU4pgXAHwH4JoA+AF8H8LwgCG27+1Q2x263o6WFJ2A4HA6H82hy6Hw+DiqEEGEnX8uGhgZcvHhx3ev/f/buOzqu6zr0//dOBQaDGWDQBx0gOkEUkmADRbBJlGxKkWVbkuMiv/dznMgviRPHv/xSnGi952Q5Tpy1/JJnO8ty3ItE6TmSaEmkKIKdIEGAANE7ARC9lxlg6vn9AeGaQwBsAmSSOp+1Zklz594zFwMtzcY5e+/j8/luOjuiKAparXbV7keSJEmSrqcoiiy1fdBotVq8Xi863dJfkd/v59VXX8Vut694/cjICE8+KbvFS5IkSfceGXzco+Lj4+nr6yM5OXnJawMDA2zYsIHs7OwVry8vL1/L25MkSZKku3a/5HzccxRFeeG9Te7EWnQ3TUpKoqenZ9nXenp6SEpKuun1Op0Or9e72rclSZIkSe+bDD7u0o1Nx1Z7fIPBgMfjWfa1ubk5TCbTTa83m804HI7Vvi1JkiRJet9k8HEPW8z7uN7tJrWazWZmZ2fX4rYkSZIk6X2Rwcc9LDExkWvXAreoGRkZITo6+pbXhoSEyOBDkiRJuifJ4OMe5Ha7qaurIzExkd7e3oDXuru7b5nvAXLmQ5IkSbp3yeDjHmQwGBgdHUWv1y/J+5iZmSE0NJTe3t6bLsHImQ9JkiTpXiWDj3ucTqdTA5DFYKOpqYnu7m7efvttRkdHl71Oq9Xi9/s/sPuUJEmSpNsl+3zcg9xuN7W1tfj9foaHhzl06BB2u53p6Wn6+vqorq5m+/btPPzww1RWVtLY2MjWrVsxGAy/61uXJEmSpFuSwcddUhTlBeDv12JsvV5PaWkpNpuNTZs2UVFRQWlpKXV1dSiKwu7du6mqqsLn87F161ampqaW3QumtrYWRVn1KmBgob17VFQUGzZsWJPxJUmSpAeXDD7ukhDiBeCFxeer2WjM6/UyOTlJS0sLmZmZdHR0YDAYGBkZIT09HbPZTHZ2Ns3NzWzYsAGr1UpZWdmyY610/P0SQnDy5Mk1GVuSJEl6sMmcj3uQXq9n79692O12Nm/eTH5+Pm63m46ODoqLiwGIiYlheHj4lmOt1caBazWjIkmSJD345MzHPcjtdnPu3DlqampQFIXBwUHKy8v52Mc+FvClbzKZcDgchISELDuOwWDA7XZjNBrX5D7ljsiSJEnS3ZAzH/cgIQTBwcEUFBTw0EMP8dRTTzEzM6POeizKy8ujoaFhxXFkrw9JkiTpXiSDj3uQ0WjE6XQSHh7O9PQ0er2e2NhYNJrAX5fVamV6enrFcT6I4EPOfkiSJEl3SgYf9yC/38/c3ByhoaF0dHQwOztLbGws9fX1S8612WyMjY0tO85aBx9BQUG4XK41G1+SJEl6MMng4x7k8/no7+9ncHCQqqoqmpubKSwsZHx8fMlMQ05ODk1NTcuOs9Y721oslpvOvEiSJEnScmTC6T1ICEFQUBADAwM4HA5mZ2cZHh5mcHCQX//619hstoDzq6qqcDgcPPzwwwEJqcHBwTidzjW7z9DQUKanp29roztJkiRJWiSDj7u0lk3GDAYDTzzxBM3NzURGRlJWVsbg4CBDQ0NMTk6ya9eugPNjYmKYnZ3lypUrFBQUXH+Pa3F7KovFQldX15q+hyRJkvTgkcsud0kI8YIQQll8rPb4oaGhzM7OqrMXZrMZt9uNx+NZsvSSkZHB7OwsIyMjS3Iw1jIhNDQ0lJmZmTUbX5IkSXowyeDjHhcbG0tLSwtHjx7l7Nmz9Pf3c+jQIY4dO6aeo9Pp8Pv9lJSUcOHChQ/s3rRaLT6f7wN7P0mSJOnBIIOPe5hGoyEyMpIzZ85w8OBBCgoK+NSnPkVUVBRarTbg3Pj4eKanpzEYDCtWv0iSJEnSveC+CT4URXleUZQuRVHmFUWpUhRl503O/ZGiKGKZh+O6c8pWOCf7g/mJbi0qKorBwUFgoeU6/HaWQwiB3+9Xz01PT6ejo4NNmzZx6dIl9biiKLIXhyRJknRPuS+CD0VRnga+DfwjUAScA95SFCVphUv+FIi74dEJvLzMuXk3nNe2qjf/PsTGxnLixAkyMzMDjqelpeFwOJiamlKP6fV6PB4PWq2WlJQU2tvbgYWKl7m5uQ/0viVJkiTpZu6L4AP4c+BHQojvCyGahBB/DAwAf7TcyUKIKSHE4OIDSAfSgO8vc/rw9ecKIe6ZJAaj0agmnXo8HvV4cnIyTqeTkZGRgPOjo6MZGRkhMzOTvr4+Tpw4QWNjI0eOHOGtt95ak3vUarV4vd41GVuSJEl6MN3zwYeiKAZgI3D0hpeOAttvc5gvAA1CiHPLvHZJUZQBRVHeVRRl9/u41VUjhMDj8VBZWUlaWho2m43+/n58Ph9utxufz4fZbGZwcBCPx6M+UlNTaWxsxOv1sn37dnbs2MHOnTvJzc1dEsCsFovFIiteJEmSpDtyP/T5iAS0wNANx4eAfbe6WFEUK/BJ4K9ueGlx5qQSMACfAd5VFGWXEOL0MuO8wBr19biRw+Hg+9//vtpDIyEhAUVRCAsLAxaWUjo7O/H7/UsST2tra9X8EICpqSlGRkaYnp4mNjaW7OzVTWlZLLcNDw9f1XElSZKkB9f9EHy8X59mYYbnp9cfFEK0AC3XHTqvKEoK8FVgSfAhhHgBeGGlN1EUZdWyOkNCQtiyZQuf+9zn6O7uJiEhgZ/85Cfs2LGDiIgIYmJiCA0NpbOzkx07dgRcazQaWbdunRqouFwuqqqqiIuLo7y8nKysrFVtPmaxWBgaujEulCRJkqSV3fPLLsAo4ANibjgeAwzexvVfAF4VQozfxrkXgIw7u73V5/P5cDqd2Gw27HY7w8PDGI1GtFqtulFcTEwMExMTSypZsrKyaGn5bUxlMBhwuVxEREQQGxtLbW3tqt7rYot1SZIkSbpd93zwIYRwA1XA/hte2s9C1cuKFEUpAQpYPtF0OYUsLMf8TgkhyM/PByAyMpLR0VESEhIYGhpS8ysiIyNxuVxLNo67seuooigoioLZbMZkMjE+Pr6qm80ZjUa5s60kSZJ0R+6XZZd/BX6qKMpF4Czwh4Ad+B6Aoig/ARBCfPaG6/4AaBNCnLhxQEVRvgxcBRpYyPn4NPB7wFNr8hPcAZ/Px49//GNKSkoAuHz5MjabjaCgIDSahXhRq9VisVgYHR3FbDYHXB8SEoLD4SAkJEQ9ptFoEEKwfft2zpw5w759t0yXuS1rvX+MJEmS9OC5L4IPIcRLiqJEAH/LQi+OeuAxIUT3e6cs6fehKEoo8AzwP1cY1gD8M5AAzLEQhHxECPHmKt/+HQsKCuIjH/kIoaGhJCUl4ff7aWxsJC4uLqBnh9VqZWRkhJSUlIDrF5deiouLlx07Li6Orq4uUlNT1/pHkSRJkqQl7ovgA0AI8R3gOyu8VrbMsRnAvPRs9fVvAt9crftbbbm5uRw5coSkpCQsFgt6vZ6IiAjq6+vVc6xWK+PjC6ksra2tAcstp06doqmpCYDGxkZGRkYYHx/HYrEghKC8vJw/+qM/WlItI0mSJElr7b4JPj5sFEUhJSWFrq4uYmNjcbvdBAUFMTo6qp4TExNDdXU1Qgi6u7vZunWr+lpSUpKai7GYrBofH8+6devQaDQMDw9z6tQpdu9+/61NFlu4yyUYSZIk6Xbc8wmnH0ZCCFwuFykpKdTX12O1WnG5XExMTACoe7osVryMj48THR1NaGio+oiKiiIhIYGEhARSUlKIjY0lODgYWEhKzc/Pp6+vb1Var5tMplVNYpUkSZIebDL4uEuKorxw/YZ0qzm21+ulqqqK6upqnE4nb731Fr29vUxOThIdHU1vby+wEER4PB46OztJSEhYcTyz2YzBYEAIoe4HExkZSUJCAhcuXHjf9yu7nEqSJEl3QgYfd0kI8YIQQll8rObYer2e7du3s337dj75yU9isVgwm82MjY2RlJREa2srsLDcYbVa6erqwmazrTjeYvDh8XiYnJwEFrqkCiEwmUwBSzl3w2KxyF4fkiRJ0m2Twcc9TlEUMjMzSU5OpqamhrCwMGZnZ9XmYlarlYmJiZvmW5jNZrxeLzqdLmAnXICNGzdSVVX1vu5RNhqTJEmS7oQMPu4DqampxMbG0tPTQ0hICCaTSd3RdjHv42bMZjOzs7PodLolO9BqtVpSU1Npb2+/6/tb7CsiSZIkSbdDVrvcBxRFITQ0FKPRyOTkJJGRkVy5coXdu3ej1WrVxmMr0el0+Hy+JceDg4OZm5sjIyODI0eOoNfr77piZXBwkJ6enoBjFotF3WNGkiRJkhbJmY/7iN1up7m5Ga/XS0ZGBidPnuTs2bOMjo7i8Xhueq0QAq1WGxCELLZuVxSF0tJSfD4fXq/3rh7LXXvu3Lkle89IkiRJkpz5uAd5PB7q6uoCOpSGhIQQERHB6Ogodrud5ORkkpOTEUIwOTnJ6dOnA2ZAxsfHefzxx9HpfvsrDg8Pp729Xe3JERkZSVdXF4mJiZjN5iVt2u9Ed3c3aWlpAccURaGtrY3MzMy7HleSJEl68MiZj3uQEIKBgQFOnz6tzhxERUURHh7O/Pw8fX196rmKopCUlMT69espKytTHzt37uTKlSsB40ZEROByudTeHlarVa1+WQspKSlcvXp1zcaXJEmS7k8y+LhLa9nnw2AwEBwcTHp6Ou+++y4+n4+oqCgMBgN+v5+hoSEAHA4HTfGrCwAAIABJREFUJpMJm83GwEDgZrxRUVGMjo6qwUtwcLC6udxixctqdiQ1GAxLdrdVFIW4uDj6+/tX7X0kSZKk+58MPu7SWvb5WBQXF0dRURFHjx7FYDCg1WpxuVzo9Xrm5ubo6+sjPj6e9PR0Ojs7l1yfmZmp9gQpKiqisbERvV6/pNx2NazUaCw3N5fGxsZVfz9JkiTp/iVzPu5BHo+H8fFxhoeHiYmJYefOnVRUVGA2mxFCEBsby8WLF5mYmGDz5s3o9Xrq6+sJDw8PGEcIQWVlJSUlJWrAMjk5SWdnp3ru1NQUfX196PV6oqKi7no2ZLHXR2RkZMBxrVaL2WxmamoKq9V6dx+IJEmS9ECRMx/3IL1eT2hoqLqDrdlsxufzERISopbH2u12xsfHmZqawufzERkZiV6vD3gYDAbi4uKYmJigs7MTs9lMS0sLQ0NDjI2NMTY2hqIodHZ20t/fz9mzZ+/6nm/WYr2wsJCampq7HluSJEl6sKzpzIeiKI/d7HUhxJtr+f73K4/Hg16v58KFC+zdu1c9brFYCAkJYXJykpiYGFJSUsjNzQVgYmIioNzW6XRSVlbGtm3bePfddzlw4ABVVVWkp6djtVrV62w2G+Pj4+Tm5tLQ0EBLSwtZWVl3fM8363IaFBSEEIL5+XmCgoLueGxJkiTpwbLWMx//A/g58N+A/w78DPgS8Ang42v83vctvV5PQUEBIyMjVFdXA6ilsbCw8Vxvby8RERHqNaWlpQHVLnv27OHEiRPAQlXL3Nwcc3NzbNmyJaAKJiIigrGxMQDy8vIYHBxUn9/pPbvd7hVfLyoqora29o7HlSRJkh48ax18GIAcIcTHhRBPAbmAUQjxeSHEf1vj976vRURE8JnPfIZXX32V1tZWrFYrRqMRr9eLRqOhubmZ+Pj4Fa8PCgqipKSEM2fOUFhYSG1tLXa7HUVR8Pv9jI+PAwtBw/Ut13fu3MmFCxduGkis5GYBiNVqZWZmZtlOq5IkSdKHy1oHHwnA9Vumjr13TLoN69atY/fu3Zw7d47BwUE8Hg9+v5/w8HBqa2sDZj6WExkZSUxMDK2trcTGxjIwMMA777zD5OQk3/3ud2lpaVlyjUajYdeuXZSXl99xd9LU1NSb9vVYXNqRJEmSPtzWutrlV8BZRVF+DQjg94BfrvF7PjBCQ0PRaDRkZWXR29tLX18fBoOByMhIOjs7b6syJSsri7Nnz5Kenk5OTg6wMAuRnJzM1atXCQ4OBlC7nsJCN9UNGzZw4sSJFd9DCIHJZGLLli3qsfj4eE6cOLFiR1O73U5dXR35+fmr2mNEkiRJur+safAhhHhBUZTDwI73Dv0PIcT727/9HqEoygvA338Q77Vp0yaGhoaorKzEZrPh9XrZsWPHrS98z/bt2ykvL6e5uZmhoSHq6uowGo2Mjo7S2NiI1+vF6XQSEhIScN2tAoTm5uaA4GOxidn1gcyN0tLS6OrqWtKKXZIkSfrw+CD6fEQBfiHEvymKEqsoSo4QoukDeN81JYR4AXhh8flqdzldFBUVxcTEBCUlJVRWVqot0e+kZ4aiKOzZswcAv99PV1cX+fn5uFwucnJyeP3114mPj6ewsPCO7u1f/uVflhyLjo5mZGSE6OjoZa9Zt24d77zzjgw+JEmSPsTWNOdDUZR/AZ5hocIFwAf8aC3f80GzuDxit9uJiYlhdHSUkZERgIBE0dul0Wgwm80MDw9TXFzM5cuXeeKJJzh+/PgdJ5mGhoYyOjoacCw9PZ329vYVr1EUhaioKLVFvCRJkvThs9YJp3uFEJ8D5gCEECOAbPRwC4s9Mebn5zEYDIyPjzM/P09mZiYGg4GWlhb0ej1dXV3qedf3+LiV/Px8WltbMRqNGAwGFEUhNjY2YMO627FlyxbOnTsXcMxkMqkb193s/RcbqEmSJEkfPmu97OJRFEXDQrIpiqLYAP8av+d9b25ujiNHjhAXFwdAe3s7VquV4eFh7HY7L7/8Ml1dXTQ1NbFhwwZgYRZkceYiLCwMu92OwWBYdny73c5//dd/AbBx40YqKiqIiIigv7+f1NTUZe9nYmJiSVARFBTExYsXycvLAxaqa6xWK0FBQczNzanJrDfS6XSYTCamp6exWCx38QlJkiRJ97O1Dj7+N/ASEKkoyteAp4F/uJuBFEV5HvgqEAc0AF8WQpxe4dwyoHyZl3KEEM3XnfcU8L+AdKAD+BshxK/v5v5Wk8lkIjU1FafTybZt2zCZTMTFxZGQkIDL5SIvL4/Ozk4sFgvz8/PqdYsJn/39/Vy5cmXFnhper5e6ujr+7u/+DpvNRkdHBy6XC51OR2VlJbCQG5KRkYHZbCY4OJjw8PAlwYRer0er1SKEwGAwUFVVxZ49e9SN7haDkuUUFhZy/vx5Nm/erB7TarWYTKb389FJkiRJ94G1rnb5maIol4C9LCzxfFIIccdbnCqK8jTwbeB54Mx7/3xLUZRcIUTPTS7NA8avez5y3ZjbWAiM/h74v8DHgEOKouwQQly403tcbYWFhQwODvL2229TVFTE1atXyc3Npb6+npycHIKCgvB4PEsqSxRFUQMGjUZDQUEBNpttyfhut5u5uTkKCgrIzs7m7bffxm63q0mnHo+H+vp6ioqKmJ+fp7+/n3Xr1pGYmBgwTl5eHi6Xi3Xr1tHR0QFATEwMDQ0NNw0+goODSUlJUXfdBejr62P37t2Ehoa+r89OkiRJuretWvChKEoBC1/21dfPLrz3783vs8rlz4EfCSG+/97zP1YU5QDwR8Bf3eS6YSHE6AqvfRkoF0IszsT8g6Iou987/uxd3ueqio2NVdukd3R04PV6qaiooKenh3Xr1jEwMIDT6cRsNuNwOALKb7VaLR6Ph5dffpnZ2VliY2N55pln0OkWfuXr168nPj4enU5HWloaw8PDhISEsHnzZrXk1mAwsGXLFnVvlnfffReLxRJQaZOWlkZ7ezu5ubm4XC7cbreaR3KzktvFa6+Xk5NDVVUVO3fuXM2PUZIkSbrHrErwoSjK/wP8B6AAPkVR/vy90to84DMsNBfLALR3MbYB2AjcWNd5FNh+i8svKYpiBBqBrwshrl+K2Qb82w3nH2FhP5rl7uMFPqC+Hm63OyCR02AwIIQgNzeXubk5EhMT2bBhA1FRUXR1dVFcXExtbS1xcXFLSlz379+P3+/n5MmT/PjHP6agoID8/HyEEKSkpHD06FESEhLYsmULr732GgMDA6xbtw6AgoICrly5QklJCYqiUFZWxpEjR3j44YfR6/UAJCQkUF9fz9WrV2lpaSEnJ4fk5GTsdjv9/f03bQF/I5PJhNvtxuv1qkGSJEmS9OBZrWqX/5eFXI5E4FXgm4qi/G/gCrAP+DWw/y7HjmQhaLmxNnMIiF3hmgEWZkWeYmE5pQV4V1GU6/+kjr2TMYUQLwghlJUed/Yj3ZzBYAjYJG737t1ERERw7do1FEUhKSmJrq4uwsLCmJycBCA7O5vm5uZlx9NoNJSVlZGYmEhaWhoVFRWMjY1x7tw5nE4nr776KleuXMFqtQYEPWFhYUxNTeH3L+QI63Q6du7cGdB6PSoqiqCgIE6dOsX69evp7OwEFmY1mpqa7rhFe35+PnV1dXf8mUmSJEn3j9UKPlKA7wsh+oA/A4zAOiBNCLFJCPFXQojjq/RetySEaBFCfE8IUSWEOC+EeB54m4WE1ftScXExNTU1aDQakpKS1EBkkdFoxO12r/hlv7grrs/nY9euXTz22GPMzc3x1FNPER4eziOPPILP52N4eJjZ2Vn1uszMTNra2tTnFouF7OxsNTFVq9VitVoZGxujuLhYDYAMBgNpaWkcOXJE3cTudiw2KbvToEWSJEm6f6xW8KEDXABCiAEW+nr8tRCiexXGHmWhOVnMDcdjgME7GOcCC0s/iwZXYcwPzLp16xgcHMRisaDRaJiZmQEW9mFxOBwAJCUl0dOzcv7t9f01QkJCKCkp4cSJE2RlZdHX18fc3Bzr16/n7Nmz6pd/UlIS3d2Bv8akpCT0ej0XL15kdnaWa9eukZSUhNVqDQhc0tLS2LdvH83NzZw5c+a2e5EkJycveU9JkiTpwbGaC+vPKYryNlDHQi+PqdUYVAjhVhSlioVlm0PXvbSfhSWe21XIwnLMovPvjfHPN4wZ2DXrd0AIsWyjroiICIaGhtBoNDidTsrLyxkbG6O5uZnExEQMBgMjIyMkJSUtm+ip1+tRFEVNCo2IiCAzM5Nr164xNTWFEAKbzUZQUBANDQ2sX78eRVGIjo5maGiImJjfxmpFRUWMjY1RX19PY2MjOTk5nDx5Eo/HQ0VFBVFRUeq5MTExTE9P88YbbyxbebPcz19VVcXGjRvx+/3Ex8ezbt06mQciSZL0gFBWY3pbUZR3gSLACkwDocD3WfgirwMahRB31rs7cPyngZ+yUGJ7FvhD4L8DeUKIbkVRfgIghPjse+d/GbjKQj8QA/Bp4P8DnhJC/N/3ztkOnAL+Fvgv4EngfwKld1NqqyiKWK2lAo/Hw+XLl5ccHx0dpby8nOzsbObn59m2bRuFhYWcOnWKsrIyHA4Hv/zlL0lKSkKn06HRLJ3YmpqaYnBwkKysLPVYd3c3k5OTnDx5kp07dxIREcHY2Jjac8Pv99Pa2sqePXsCymBTUlKwWCxUV1cTGhpKV1cX165do7+/P2DDuUVXr14NOD49Pc2jjz6qJq9e7+LFi2RkZBAWFkZfXx/t7e34fD4MBoPamdVgMNxxQBIdHU1YWNgdXSNJkiQt9V5V413lPK7Kn5JCiL3v3UgaC5UpG4Fi4BOAjYUKmHYhRM5djv+SoigRLAQKcUA98Nh1yzpJN1xiYGFGI4GFJaAG4CNCiDevG/OcoijPAF9nIejoAJ6+F3p86PV6SkpKln2trq6O1NRU8vLyOH/+PA6HQ93jJSQkhAMHDjA7O0t2dvaK4x89epRdu3YFzI7U1tbidDrp6+ujq6uLj3zkI1gsFrVXx7lz55ibm6OkpEQNSsrLy5mbm2P37t2cP3+eZ555BrfbzXe+8x2efvrpJe9bUVFBfn6+Wso7Pj5OdXX1soFKQUEB58+fp6ysjISEBBISEhBC4PP5cLvdalnvSo3UVlJdXa1usidJkiT9bqzqPLYQohPo5LrlEUVRUoBNLAQj72fs7wDfWeG1shuefxP45m2M+Qrwyvu5rw9aamoq3d3dlJWVYbVayc7O5oc//CHFxcXYbDbi4+N59913bxp8JCUl0dvbS1LSb2O2goICFEWho6ND7ZTa0NBAc3Oz2nK9paWFY8eO8fjjj2MwGEhNTeXnP/85jzzyiDqOwWAgKCiI8fHxJUssizkpOTkLMajNZmN2dhaXy4XRaAw412g0EhQUxIkTJ9Rjbreb0tJSTCbTXXdCXakiSJIkSfrgrPkiuhDiKgtLIPfVl/zv0vz8PMeOHQs4FhERQU5ODlu2bOEf//EfeeaZZxBCEBUVxcGDB3nttdf4/Oc/j6IoGI1G5ufnCQpafg+/zMxMjh8/HhB8wEJp7ezsLHa7nT179qAoCpcvXyYoKIicnBwOHDhAV1cXhw4dYvv27ZSXl/Poo49y5swZNBoNPp8PrVZLUlISTU1NAU3PYKFp2mIvkEWbN2/m0qVLS84F2Lp1a8DzoaEhOjs7Wb9+/R19ntcLCQlhdnYWs9l812NIkiRJ74/M4LtLa9l0zOVyUV1dHXCsv7+fTZs2AQt/vf/gBz/A7/dTUlJCWloa586dY2xsjIiICHJzc2lqaqKoqGjZ8TUaDXFxcQGzCgCzs7M0NzczOjqK0+lU8zsuXrxIZWUlqamp7Nixg2effZbW1lYuXLjAc889R2NjIz09PQwPDxMXF0dkZCSDg0uLhhZnVK5nsVjwer04nc5bzmZER0fT0NBw03NuZXHW5/oASJIkSfpgyeDjLgkhXgBeWHyuKMqqNaYIDQ3li1/8YsCxl156ibKyMgBOnDjB4cOHKS0t5Zvf/CZ2u52xsTF+8YtfkJ+fDyzkV0xNrVxwpChKQP4GLCSW+v1+QkJCiI2NVfM9ysrKqKioIDg4mKNHj7Jnzx6mp6fR6/V4vV7y8vLo6OigoaGByMhIoqOj6e3tpa+vb0nHVUVRcDgcATvuLm4yt2vXrpsmkN6sVfvtiomJWTL7IkmSJH2wZPBxD3I6nfzyl78MODY5Ocnf/M3fsHPnTpKSknA4HDQ2NpKYmIher6e7u5tHHnlETSSNiorCarWSkJCw7Hu4XC6OHTtGWVmZmgCq0Wgwm834/X5GRkYCzl/sCbJz506OHTvGjh07OHjwIBcvXmTHjh0cOHCAF198kYGBARITE+np6aGnp4dNmzYFBA2jo6McPnx4Sdv1lpYWrl27xqc+9allq18WWSwWpqamAvaXuRMajUbt2CpJkiT9bsjg4x5kNpv58pe/vOT4D3/4Q6anp/na176m/vvw8DBZWVlcuXKF1tZWhoaGiI2NJTs7m/Ly8hWDD6PRyL59+zh27Bi7du1ScyAURVn2C3qxbDcoKIiHH36Y8vJyoqKiqKqqYseOHRgMBp5//nmam5sZHBxk/fr1ZGZm0trayq5du9SZDo/Hw/nz5yktLQ0Yf/Pmzbz44oucOnWK5OTkFT8bIQQnT54kNzf3tj7LmJiYJbvk6nQ6PB6POnNz/VKQRqNBq73jLYgkSZKkOyCDj/uE0+lkeHiY3bt3Mzg4iN1uZ2ZmhpmZGS5evEhCQgJHjhzBYDCwceNGhBA4nU5mZmZW3KLeaDSyf/9+3nnnnYAAJDQ0lKGhoSW70qampnL16lXS09PZt28fp0+fpr+/n8nJSbV3RnZ2NtHR0Xzve9+jqKiIwsJCfvOb37Bx40a18ZjD4WBubg6NRoPBYKC9vZ2Ojg5sNhutra1kZmau+DnExMTQ3t6+pDpmJadPn+bRRx8N+Dni4+Pp7+8nODiYCxcuBFTlTExM8NGPfvS2xpYkSZLuzqo0GZPWvsnY8PAw6enpGAwGOjs72bZtGwaDga985Sv89V//NT09PXzta18jKyuLr3zlK8THx1NdXc2ZM2f42Mc+Rnx8/Io5Ex6Ph2PHjhEWFkZNTQ2JiYnU19cTGhoakJuxmMuxceNGYKHJ2GuvvUZoaCjPPfdcwJiLrddDQkLw+/3qxnWpqalUVVWxYcMGtSlZYWEh+/btQ6fT8Y1vfIOvfvWrN839ePfdd9VqnFvp6+tjeHg4IPl2fn6eyspKZmZmOHDgQEAztrNnz7Jx48YVK4UkSZKkBe+nyZgMPlbJagYfi7MW1zMajSiKwunTp9m2bRunTp1i//79nDp1ilOnTvG3f/u3vPjii1RUVPDZz34WIQR+v5/q6mpsNhtjY2OkpqYGtEi/ntfrxefzERoayrp166iqqlqyNFJXV0dFRQVf/OIX0ev1nDlzhpGRESYnJ8nJyWHbtm1qQDA0NMTo6KiatAq/DRqqqqpoamqitLSUlJQUBgcHaW5uVoMUl8u1pMz2eu3t7WpOy43y8vICWrvDQjO0kpISNbcF4Dvf+Q4f+9jHiI0N3MT42rVrOByOgA6wkiRJ0lK/8w6n0uryer3Mz88TERGx5DWfz4fRaMRmszE6OkppaSkvv/wyQ0NDlJaWcv78efr6+nj22WcByM3NZWBggIKCAhoaGtSS3eX2WBkdHeX1118nLCwMrVZLcHBwwOslJSUoisJPf/pTPvGJT7Bz507+7d/+jc2bN+N2u3nnnXfUmRK/38+5c+cIDg4mLi6O4OBg7HY7hw8fxmQykZSUpDYvi4uLIy4uDiEERUVFvPXWW6SlpZGYmLjs51NQUEBHR4c6A7NICMGRI0c4cOBAwKzItm3bOH36NPv37wcWknc9Hs+ygZjdbufkyZMy+JAkSVpDMvi4S2vZ50On01FTU8PevXuXvGaz2RgfH6egoICTJ0+yd+9e9u3bp5bZarVafvWrXxETE6MuJ1RWVjI4OMi+ffvIzs7m0qVLuFwuHnrooYAv6cjISPbv38/rr79OZmYmDocjYLYAYOPGjWpb9NTUVD760Y9y7NgxEhISeOyxxwLOzcjI4MiRI6xbtw4hBC6XC4/Hw969ezl+/PiSn01RFGw2GzExMTQ0NBAXF7ds5Ut4eDjT09NLll0URSE3N1fdFG9RUFAQdrudzs5OUlNTqaioYOfOnYyOji6ZJVmuF4kkSZK0upbuPCbdFiHEC0IIZfGxmmMrioKiKMuWhGZkZNDW1sbp06dpaWnh8OHDXL16FUVR2LdvHx//+McJCQkhKiqKsrIyysrKOHjwINHR0Vy5cgWdTsfWrVuxWq1MTExc//MAC7MQubm5zM3N8corryxb9WIwGHjooYdoaWkhJiaGtLQ0GhoamJmZCTg3MTGR3//938fhcFBcXMyBAwewWq3qe42MjDA0NLTkMTU1RVpaGv/5n/+p7luznOWChOTkZPr7+/F4PAHHc3NzaWlp4fLly+Tk5JCWlkZvb++y4y52QZUkSZLWhsz5WCWrnXB64sQJsrKylrRAB/jNb35DREQERUVFnD9/ntjYWN58802efPJJxsbGOHnyJBMTE3z1q18FFpZATp8+TVBQEPv27UOj0TA0NMTY2Bi5ublMTEzw5ptvsmfPHuLi4igvL6esrIzy8nLq6ur44z/+44CkzO7ubtxuNxERETQ3NzM/P09aWhqvvPKK2oUVUKtlfD4fVVVVJCQkoNFo1EZjycnJ2O32JT9fd3c3/f39tLW1ERISwuOPP8769esD7qGuro6YmJglTcxgYefeurq6JTkrExMT1NbWUlZWhhCC8vLyZTeZGx4eZmhoSG3YJkmSJC0lcz4eMIqiMDo6yuXLl3n88ceXvN7U1ER+fr5aLaLT6XA6nbzxxhts27aNiIgIKioq+N73vqcuTTQ1NbFz504aGhrIz88nMjKS5uZmOjo66O7u5vHHH6e+vp64uDj1Hvbs2UNkZCT//M//zJe+9CW1FDcpKYnjx4+TkZGBz+fD4XDg9/spLCzE5/Mt26l0z549XL58maamJkwmE4899hhNTU3Ldhr1+Xz09PTw9a9/nRdffJHx8XGOHTtGdHS0en8hISFcunRpSd5HWFiYmoh6YzOy8PBwtUvszSploqKiqK+vv+nvSJIkSbp7Mvi4B3k8HgwGg7qLbFxcHBqNhg0bNmAymQgPD0en02G1Wtm2bZu6nOJ2u7lw4QJTU1NkZWXR1NREcnIyiqJgsVj47ne/S1NTE0899RQAhw8fZsOGDWRmZtLY2LhsO/YNGzYQHBzM97//fbZs2YLVasVqtTI/P8/AwABut5u33nqL9PR0oqKimJ+f5+jRo+zYsSPgi19RFIqLiykqKuLb3/423d3dyy5ttLW14XQ6SU9PR6vVsm7dOoKCgkhMTERRFGpra9Vz6+rqiI+PD8gLaWhowGw2s3HjRs6cOaMmmS7HZDItm9fyXjS/pM+JJEmStDrksssqWc1ll0W1tbX09vaSn59PVFQUlZWVGAwGpqen8Xq96pdmTU0NdrudoaEhZmZm0Gq15Obm4nQ6aWpqIjw8nNnZWbq7u7l48SKPPfYYO3bsYHx8nKeeekpdBvnlL3/Jl770JU6ePElZWVnAF29HRwdtbW3Mzc3hcDjo7e1ldnaWxx9/nIqKCiwWCwUFBTQ1NWE0GhkZGSE+Pp7s7OwlX+AtLS3Mzs5SU1NDfn6+WiHjcDjw+Xzk5eVRX19Peno6Y2NjaDQahoeHuXbtWsBMR21tLWazma1bt6ozLVlZWWqJ8eTkJMnJyeTk5Cy7i21fXx8zMzNkZ2cvee3y5cskJydjs9lkACJJkrQM2efjHrAWwYfT6eTy5cv4fD6sVivBwcFMTU1x6NAhiouL1b/4nU4nnZ2dOJ1OEhISaGtrIyEhgeLiYrxeLxMTE6SkpBAWFsapU6d4+eWX+fKXv0xcXByZmZlYLBYAfvzjH1NaWsrY2Bh5eXlLZgRu9Pbbb5Obm4tWq+UnP/kJf/iHf4hGo+HixYvExMTgcrloaWkhJSWFlJQU9Uvc5XJRU1NDZmYmDQ0NakCh0+nU8teRkREGBwfJzc3l9OnTGI1GJiYmAoKIoaEhOjo6uHbtGpmZmSiKQmdnpxpMTE1NMTw8jMFgwOVyqe+xeB9+v5/h4WEeeeQREhISAhqqzc7O0tfXR0ZGBn6/H5vNRnZ29i133pUkSfqwkDkfDyiTycT8/Dx79uxhcHBQrTx56KGHyM7ODqhEiY+P58KFC6SlpTEzM0NPTw/h4eF8+tOfRqPRcPjwYerr65mammLDhg38+7//O8nJyURHR5Oenk5ISAhms5lDhw7x5JNPMjU1dcvgY7Fk9pFHHmHdunVUVlZSXFzM3r17OXPmDHFxcezfv5+uri7OnDlDamqq2jtkZGSEgoICoqKiSEpKCvjih4VKmba2NsxmMzMzM9hstmWTQxfHunLlCnv27KG5uZng4GBSUlKAhcZmO3bsUDuWut3ugGsPHz7M8PAwfr8fn8+HzWYjPz8fnU7H8ePH1fccGxujpqaGubm5gL1f3G43u3btuu1275IkSZKc+Vg1azHzAVBRUcH69evVv/jb2trUHIgblZeXs3v3bhwOB//xH/9BamoqiqKQmZlJdnY2J06cICkpifHxcX7961+zefNmOjo6ePLJJ+nr68NqtfKLX/yC9evXYzQaefLJJ5cEBTdqbm5Gp9PR09NDSUkJHR0djI6Oqq/HxMSoORR9fX1q6WxnZyderxej0UhiYiIHDx5cMvbx48cxGAy8+eabFBcXr7hJHixUqPT391NQUEBFRQVbt25Vl5Pa2tooLCxc9jqfz8e5c+cwmUxYrVZsNhvt7e2EhoYyPT3N3r17A3qG3GhqaorGxka2bdt2089JkiTpQSOXXX4Hlmsytlqfpcvlory8HFiY/l/sUBoUFMTly5fVv8xvVF1dTUFP0ISxAAAgAElEQVRBAVqtVl2ScDqdpKam4vP51D1OLl26xPT0NC6Xi/HxcWw2G0lJSbS3t6vVJLDQM6OkpIS0tLQV73Wxq6her6esrEydFfD5fBw+fJiWlhZiY2NJSEhACIHVamX9+vUIIaiurmZ+fp7a2lqysrLYuHEj4eHh6tiLJcL5+flqiexKpqenOX78OC6XC41Gw9zcnDr7UV9fT0pKyrJ5H1qtlrS0NPr7+4mIiKCrq4uysjLGxsZ44403cDqdPP/880u6vV7v+PHjlJaW3jJQkyRJepDI4OMesNp9Pq5cuaI+X9y1NiMjg87OzhW/hOvr64mJiVFLRfv6+ti0aRNtbW3ExMRw7Ngxnn76aQYHBwkPD+fVV1+lsLCQ7OxsGhoaaGpqUpdabmyvvmnTphU3W5uYmODtt9+mtLSU5ORkYGFGxGAwkJycTG9vL11dXcTExOB2u+ns7MTj8TA8PExqairNzc2Eh4djsVgCli8GBwdZv34927dv58yZM2zfvj2g14cQgoGBASYmJggNDSU3N5fKykqKioqorKxk7969aLVa3G43p06dYt++fUvu/dy5c2zYsEEN6mZmZhgeHmbjxo04HA5+9atfERoayic/+ckVf18TExO0trayZcuWFc+RJEl60MicjweMXq8PqOpwOBxs2bKF2tpa+vv7V0x6TEhIYHp6GpPJRHFxMYODg/T09GC1WgkNDeWJJ57gzTffpKioiNbWVvR6vTobUVJSQkREBD/72c8oKiqioaGBz3/+81RWVhIREcHp06fVBmGLrg+2xsbGePnll/nc5z6H2+2mubmZrVu3Mjo6SnBwMDk5OUxMTGAwGMjJyUEIwfDwMF1dXSiKwqVLl9i/fz86nY6MjAxgoZtrb28v09PThIeH09TUtGS5KS0tLWC2ZNeuXbz99tsUFhZSXV3N5s2bMRgM2Gw2BgcHl2wkV1BQQE1NDdu2beOdd97hwIED9Pb2Mjw8THR0NNHR0Zw+fRqLxUJMTAx6vZ68vLyAzyE8PJyZmRk8Hs+y7eAlSZKkQHLmY5WsVc4HQH9/P8PDw+rsRXR0NNu3bw/4Alz80rt06RI7duwAFmZMhoaG2LdvHxUVFQghqK2tJTY2lsrKSnp6evD7/axbt464uDgURaGmpkYtec3IyCAuLo6uri4sFguFhYXYbDZmZ2cZHR1FURTS09OBhdman/3sZ8DCEojdbg+oLIGFnXkXl3WEEExMTLBr1y7cbjcnTpygvb2d8PBwjEajuqleT08P+/fvJygoiCtXrlBaWhow+7Ecp9NJQ0MDGo1GLeX1+/1cunSJkpKSJedXVVVRWFjI6OgoIyMjJCYm0tvbyxNPPKHmhExNTbF161ZmZ2fx+XxLynPHx8fp6elRc0s0Go0arN2qVDc4OPimyzqSJEn3Irnscg9YzeBjamqKb33rW+pzIQQzMzM4nU60Wi1+v5/R0VEefvhh9ZyRkRG14VhRURGwEBBcunQJs9mstgqvrq6muLhY7YUxNDSEy+VSk1O9Xi+HDh2iqKiIuLg48vLy1FmHhoYGoqKiSExMJDIykv7+fvbv36/mhAgh+PnPf8769euXTfDs6elhZGREXZ6oqqoiPT2dsLAwAF566SW1PDcqKgqLxcLw8DCnTp0iKSmJsbExQkJCsNvtbN++HZPJRHp6urrUc73e3l7a29vx+/3qZ9bQ0MDw8HBAFY9erycyMhKLxUJmZiajo6OYzWba2trUfWCcTqfaQyU/P5/m5mYyMjKW5HjU1dWRm5uLRqNRK5F8Pt8tf98RERFqQ7bFWZrFgEUIwdTUFE6nE6fTydzcHADR0dF31H/kxj163m/vkqCgILZu3fq+xpAk6f72oVh2URTleeCrQBzQAHxZCHF6hXM/BvwhUAQEAY3APwghXr/unOeAHy5zebAQYn517/7OBAcH8+ijjwYcW2yl/nu/93sEBwfzox/9iIceekjt0TE5OYnX66WwsDAgJyQkJITJyUm2bt1KUFAQOp2OzZs3YzQaSU1NxeVy8eabb/Jnf/Zn6jXh4eH09vayd+9eLl26xEc+8hH27t2LEIJTp06p292PjIzwgx/8gD/4gz/AZrPh8/nweDxqB9YblyHS0tKYn5/nypUrbNiwgeTkZLq7u9Xg4+mnnwYWvnDfeOMNhBBkZGSQmJhIWloaR44cISYmBpPJxNtvv40QAo/Hg8lkIjIyEkA9FxYqaqamptR7CAsLw2KxqMtFXq+Xy5cvMzAwwODgILt37yYsLIyamhr0ej3p6emEhobymc98hvLycjZv3qzmiNTW1gbsYwOQmprK0NAQubm5wEIZbnt7e0AnVyEEiYmJAXva1NbWcvDgQXQ6HS6Xi8nJSSYmJmhpaWF+fp6IiAhCQ0OJjo5Wy6+7u7vZunWr+tndyq1mi+5UW1sbNTU1K1YRSZIk3cx9MfOhKMrTwM+A54Ez7/3z80CuEKJnmfO/DQwAx4Fx4PeBvwPKFgOW94KP/wOkX3+tEGLwLu9x1WY+5ubmOHz48JL/sf/iF79gy5YtpKen09jYSHd3N4888giwUBXz5ptvkpaWxrPPPqteMz8/T3l5OaGhoWzevJm2tjYcDgexsbHMzs7S2tpKTU0Nn/jEJ8jKysJoNDI3N8fnPvc5/uRP/gRFUTh69Ch/+Zd/iclkWhKADA8P873vfY+vfvWr1NbWkp6eTlVVFQ899BAvvfSS+uWo1+ux2+1YLBYaGhowmUzqbrgHDx4M+Eu8paWFq1evMj8/zyOPPMLg4CDHjx9n69atXL16FYvFQmlpKVNTU/T19dHY2IhOpyMzM5Pa2lo6OzspLCxk7969S/JUFnm9Xt555x22bNnC6dOnqampwWq1YjAYMBqNuN1url27ps6e6HQ6NWDwer2MjY2h1+sJDg7G6/Wi0+nQaDTqXjszMzNqGXFERETATIbT6cRisajjDQwM0NXVRV5eHvHx8ZhMJpKTk8nNzV0xv8fr9VJRUaEGk9f3HvmgVFZWEhUVpVYVSZL04fLAL7soinIBuCKE+MJ1x9qAV4QQf3WbY1wETgshvvLe8+eAfxdCLK2/vLt7XNWcj3PnzpGdnY3NZgMWvrSOHTvG2NgYDoeDlJQUDh06xKc+9Sn1moGBAU6ePElCQgIpKSnEx8er+6EsfjnpdDquXr1KSkoKu3fvpqqqCiEEXq8Xu91OeHg4eXl5/NM//RPz8/PYbDaGhoZobm4mLS0Nv9+vVpkYjUaCg4OZnZ2lvb2dhx56iMzMTHp7e7ly5QqZmZkUFRWh0+nwer20tbWxceNGNBoNTU1NRERE0N3dTU5ODkFBQWg0Gpqbm4mMjCQxMRGXy4Xf78dqtTIwMMCzzz7L0aNHSU9PZ2hoiO3btyOEYHp6mvLycgYHB8nKygIWlkDq6+uxWCwkJCSoX/7h4eHEx8dTVVVFbm6u2p69paWFs2fP8pnPfCZgqWRiYoK6ujpmZ2fxeDw88cQTCCHo6enhlVdeYfv27ZjNZjweDy6Xi9nZWYKDg0lMTGR2dpb+/n68Xm9Ar5Dq6mrCwsJQFIWCggIURaGiooLY2Fj6+vqYmppiZmaGxMREtU/KSqampmhtbUWj0WC1WomMjMRgMJCdnX3TEunVIITg+PHjFBUVqf+dSpL04fFABx+KohgAJ/CsEOLQdcf/D7BeCLHrNsdpAn4uhPj6e8+fA34AXAO0QA3wNSHE5RWuf4Eb+nrcaLU+S4fDwXe/+106OjrYvXs3kZGRzMzMMDg4yBNPPMG1a9fwer289dZb7Nu3j4iICPWv8bfeeouioiKGhobIyMjAZDLh9XoZHR1VE1HPnj1Leno6s7OzDA8PEx8fT1NTExaLhcnJSXp7e9Vun3a7ne7ubjo6OpiYmCAhIUEtuZ2cnGRubo7w8HC1PDguLo75+XkGBwfJz89neHgYi8WC1WplZmYGn89HWFgYQghGRkYYGhpSx/N6vURERBAdHU1QUBCzs7M0NzcTHR1NUlISVqsVvV7PxMQERqORtrY2wsPDsdvt5OXl4XA48Hq9fPzjH1crYDo7O2ltbaWsrAy9Xk97ezuvvfYazz33HNHR0TidTs6cOUNaWhoXL15Ulzeu19bWhslk4tKlS8TFxWG321m/fj2RkZE0NTVRWlp609/nyZMnKSoqwmKx0NnZSWdnJ5cuXSI2NpbJyUk2bNiA1+ulrq5OrXISQtDb28vg4CCRkZFL2r/faDEIGx0dZXp6mu7ubkwmE9HR0fh8PkJCQsjKylq1fWp0Oh3JycnExsbyzjvvsGfPnhVLsSVJejA96MGHHegDdgkhTl13/O+A3xdCZN3GGF8CvsFCsNL93rFtQCZQC4QCfwo8BhQIIdru4j5XvdqloaGBa9euYTAY6OnpISQkRM1tmJ6epquri97eXnbs2IFGoyE0NJSWlhYmJydJTU1ldHSUrVu3MjExQVVVlZp70N3dTWxsLFqtVt05tqenRy1xFULQ3NxMRUUF2dnZREREoNfr8fl8TE1NERUVRU5ODlqtFiEEQ0NDDAwMqEHLQw89RFdXl1pF09vbqwZDFy9eJD4+HpfLpXYgXVwGEkIwPj5Oe3s7DocDrVbL1NQURqMRIQQhISHk5ubS29tLeno6drsdh8PB+Pi4ugwyOTmJ0+lUl0Ti4+Px+/3qbM/U1BQxMTGMjo6Sm5uLzWbDarXS29tLf38/Op2O/Pz8JSXF1dXV6PV6EhISmJycxGw2k5iYiM/nw+FwBJzr9/tJT09XZ57cbjfHjh3DZDJht9vJyMjA7XZz8uRJcnNz6erqIiQkBIfDQXFxMUlJSQH/HQwNDdHe3s78/DzBwcEkJycv22RukaIohISE0NjYiNlsJicnh/7+fmpra9mxY4eaJ/R+uFwuuru76evrw+l00tvbyxe+8IUVl396e3sxmUxyoz5JeoDI4OPm1z8F/BR4Wgjxxk3OW5z9KBdC/Mld3OealNoeOXKEvXv3cvbsWXbs2BHwpePz+fjXf/1X/uIv/kL9H7rP5+Nb3/oWOTk5NDU1kZ6ezsMPP0xoaKh6XWtrKx6Ph/LycrZv305aWhrV1dVL9k4ZHBxUN5mDhS/W/v5+qqqqqK+vJykpSe270djYiMvlorW1lenpaYKCggK+ZHw+H2NjYzidTiIiItDpdAwMDBAdHY3X6yU5ORlFUYiNjSU2Nhaj0cjk5CQul4v+/n40Gg2XLl0iODgYn8+HoiikpaURFBSE1+vF5/PhdrvR6/UMDQ2pwUxvby/R0dEEBwfT29uL2WwmKCgIj8fDtWvX1KWjxeTVnp4eLBYLQUFBhIWFERUVhaIouFwuOjo6CA4OJjIykunpaSYmJpibmyMsLAyTyURISAgmkwmdTsfExAQzMzPqe83MzJCcnEx8fDxxcXGEh4fjdrupq6tTE1cHBgaoqKggKysLk8mEoiiYzWaMRiMlJSUEBwczNzdHf39/wNKQTqdT73Px9+RwOHA6nbS1taHRaEhJScHn81FXV4fVag0IcIQQak7QzYKam6msrOTUqVP86Z/+6ZL/Rk+dOkVkZCR+v5/x8XGEELdVgnw9IQSZmZlLAjNJkn53HvTg466XXRRF+TjwE+CzQohXbuO9fgjECiEevdW5y1y7qh1O6+rqgN/OcLjdbjZv3rzk3Ndff51NmzaRk5Oj9tz4xje+wc6dO9UAxOv1YjAY1KWI+fl5mpqauHr1KgcPHkSv19PX17ck+Fhc09+7d++S912cTbhw4f9n782D47rue8/P7RW9oBtoLI2NxEICIECAoLhTFEVKJCXZist2Fm8VJzWT2DVxveTZL8+TTGUq8aTeJJW81Myb2FPlbFbs5Dl5dhzLSsaWKFHcdxIgQYAEiX0HGkAD3eh9u/MHdI67CXAVuEg6nyoU1d23b597+6rP9/5+39/vnKevr48DBw6wZcsW5ubm+Jd/+Re+/OUvMzAwkDNJappGLBbj9ddfp76+nrm5OaamphgbG+NXfuVXmJ+fp6WlBbfbTTgc5vTp0+Tn59PV1YXb7ZZpmq997Wu8+eabeDweCgoK5L9Op5OhoSGSySTBYJC9e/diNpu5dOkShYWFeL1erly5kpMeE5UlJSUlVFVVEQqF6O7uZt26dbIKxmg0YrVapQARUR+TyUQ6nWZ4eFimcBYXFwkEAsRiMXRdJx6Py2jF0NAQHo+H+fl50uk0DQ0NWK1WBgYGSCQSeDweYrEYCwsLGI1G3G43BoOBeDzO7Ows+fn50huzdu1atm3bhtVqJZlMMjs7i8lkora2dllkY3R0FL/fLx/7fD4WFxcpLCyUY1lYWJACqaKigkwmg6Zp8ryJlEosFmNycpJ4PE5hYSHBYFB+x1NTU9y4cYM9e/bknK+ampqcPiY2m438/Hy55k86nZZeojuh6zr9/f3k5eXx8Y9//APbyr6kpESu3KxQfND5UIsPkIbTq7qufznruVvAj+5kONU07TPAd4Ff13X9B/fxGRpw6b3P+Z8fYoyrJj7i8Tjnzp2Tjzs7OykuLubjH/+4fE6U1g4MDNDV1cW6detobm7G7XbzrW99i6amJg4cOMCxY8fYu3ev7BMhOHfuHC6Xi2vXrlFcXIyu65SVlS27G+3u7qaxsXHFO2Kfz4fdbmf9+vVMT08zNjbG4uIinZ2d7NixY9l7wuEw8XiclpYWysrK2L59O3a7nb/6q78imUyye/duxsbG2LVrF2+++SbJZJLGxkbMZjMdHR20tbVx6dIl3n33XTZv3ozJZJIt2xOJBJFIBLvdjtfrpbu7m3Q6zb59S9r0xIkThEIhDh48iMVikW3X5+fnsdlsckG5yspKqqqq8Pv9bNmyRQoI8Xf27Fnm5+flOQmHwySTSVnBk5eXR1VVlSw3BhgbG6Ozs5Pa2lrm5+fZtWsX4XCYo0ePEovFaGhowGQyMTo6SiaTkZ6TyclJQqEQFRUVtLW1MTw8jNFoxOVycf36dbq6umQqyGq1Sm9PLBbLKa01GAyYTCaZvpqZmSEWixGPxykuLsbn82E2m0kmk/j9fmKxGFarFYvFIvcjBILRaCSdTktRVV5eTl5eHhaLhaKiIvx+v4xoRSIRysvLMRqNGAwGaWjOZDIkk0kZ/RCpmnuVA9vtdmZmZrh06RJr1qzJ6e8iViXOxmazva/VhlOpFAUFBdIrYzAYZDO+h2V8fJzp6WlaWlqorKx86P0oFE8DHwXx8VmWUidfAU6z1MPjN4CNuq4Pa5r2PQBd13/tve0/9972/xn4H1m7Sui67n9vmz8CzgG9gAv4HeCLwB5d1y88xBhXTXxkMpmc3hDJZJKOjg45mU1OTnL48GFpJrx06RJbtmxhfHycNWvW0NHRQXV1NUajEbPZTDQapaSkRO4vLy+Pqakp8vLyaG9vp6ysjLq6OqLRqLwDFRNDKBSSd+WpVIri4mLpOzGbzcRiP2+JYrVa6e/vx+v14vP5qKurw+Fw4PV6KSgowGQyYTQaef311+nr6+M3f/M3cTgc+Hw+xsbGmJ6e5tatWywsLEjfSl5eHrFYDL/fL0WCaFYWDAZZt24dDQ0NsonW2NiYFFHDw8MyclFRUYHFYpFiIRQKoWkayWQSt9tNKBTC6/XK8ei6TnV1NRs3bsRqtcqSXaPRiMViob+/n6KiInw+n9ynaLyVvTifIB6P09HRQSqVwmw2ywksGo0yNTUlHycSCaampmRPD+GDiUaj8vtxOBy4XC5qa2vJZDKy8sjtduNwOHJ8F7quE41GmZ+fZ3R0FJPJxPr163E4HAwPDzM9Pc1zzz0n02QixTQ/P084HGZ+fp5QKCSFRyQSIR6PU1BQIEWM3W7HYDAQDAalCBEVP+K4hCE6FothMpkoKirC6XSiaRrpdJp0Oo3NZiMvL0/+3S5eRcVROp2W3XltNpu8rsRxJxIJ4vE4c3NzPPPMM7z44oty3w/a72RycpJbt27R0tKC3W5ndnaWffv2vS8BIhreTUxMSO+VwGAw4HA4cDqdOBwOrFar8sgonlo+9OIDZJOx/5WlJmNdwNeEB0TTtGMAuq7vz3q8UjrmeNY2/zfwi0AZEAA6gG/oun72Icf3SDwftzM+Ps5PfvITPv/5z8s0yve//322bNlCOBwmGAwCP1+zRDTGeumll2SYW1TOjI+P88Ybb6BpGjt27CCdTsuW6GIy13Wdrq4uWltbpbl0enpaVqAUFhbKH3STycTg4CC/8iu/wsWLF9m8eTOpVIpbt27R29vLyMgIyWSSwcFBIpGI9G/AkqnS6/XKiW/v3r14PB6Kioqw2+3Mz89z5MgRnE4nmUyGRCJBUVERV65cYXFxUfabcLvdzM7OUl5ezvDwMCaTiTVr1hCNRvF4PCQSCZxOJ1VVVZhMJhYWFhgeHmbDhg10dXXJ/iIiHeRyuWSKAJaEYDQaxWQyEQwGcTgcrF27FovFQjKZlELC7XZL8ZeXl8fmzZvZuHEjQ0ND0mwrzq/RaKSgoAC3201BQQFWq5X29nbpD5mcnOTEiROyT8rIyAiBQIDh4WFcLpdMZ8ViMdLptLzbF2NdWFjAZrPJBmuxWIxAIIDdbsdqtTIzM4PRaKS6ulqmbIQ51GAwkEql5HcsjMPCwzM+Ps7i4iIFBQWyn0lPTw/T09Py+0un0zI9I6IeQlybzWZMJhMWiwWbzUZZWZkUialUSl73QlyIdIvBYGB2dhaPx4PJZJJeHoPBIH08qVSKGzduEIvFaGxsxOVyYbFYqKioWDHKdzu6rks/zfj4OBaLhYKCAmZnZ9m/f//7FgW6rjM3N5fznDAwh0IhGSnMJpPJkMlkqK6upq6u7on0d1EoBB8J8fG08zjEh+hyGo1Gc1qr37x5k5MnT1JbW8s//dM/8fLLLxOLxSgrK5OTmKZpK4Z5b926xZkzZ/jiF794xx+yK1euSMPqL/3SL+F2u2UJa0NDA3V1dWiaxsDAAH19fTidToLBIO3t7fIuNhwOY7PZ2LZtG2NjY+Tl5cnF2mApDdTQ0MDrr79OIpHgS1/6Et/61rdYWFiQd9T19fUUFBRgsViYmZlB13WcTicDAwPMzc3JSW1ychKz2SxFQyAQID8/n0QiIY9J3OVnMhkikQhOpxOXy4XRaMTpdEoTak9PD7FYTFa3iLv8kZERNE0jPz+fubk5aQYVURPRedXpdJJKpVhcXJSVMNmIiIrBYMBsNuesBxOLxTAajTKdk0gk5Noy2VEKXdexWCxYLBbZs0Ucm0ih3O6pEP6RVColIyyzs7NkMhnZ2EzsW7SLX1xclIZam80mI1NC4JjNZimsMpkMc3NzRKNRysrKpOm3pKREioRoNEooFCIejzMzM4Pf7ycQCGAymSgrKyM/Px+bzYbT6ZTVVuI7FNG5mZkZPB6PrG4Srf8dDgc2m43FxUXa29sZHR2lqqpKnitxDu12uzQLOxwOPB5PThrIarXKRQNFNGV8fBy/309TU5NsjS/eI64hQfY5t9lsd2wal31dms1mLBaLFGa3ixxd1xkbG2N4eBhN06ivr88pDzeZTJjNZrmfhzURKxT3QomPp4DVFB+JRIIzZ87kPCdMpy+99BKBQCCn+2kqleLw4cNUVVVx4sQJNm7cyPz8PFu3bpUpjYWFBaqqqpZ9Vjgc5o033mD37t1UVFQQi8VyJmm73Y7P5+PUqVPU19fT39/PmjVrWL9+PQaDgampKXw+H1VVVUxPT9PY2Ch/fFOpFAsLCwwNDREIBGS6Z/fu3RiNRm7cuCHFx+joqKzCuHz5MsPDw7KBWnFxMUajkYGBAbm2CUB/f78s3QwEAoRCIex2Oy6Xi3Q6LXP1mUyGW7du4XA4qKyslHfF4i4yEolw+vRpjEYjqVSKVCqF2+2WAgSWVu0dGxsjkUhgsVgoLi6WvUhSqRTT09NyrCKtIiIMwpgqBFi24BBeBeHBEJO9xWKR4iKdTmM2m2XER0QAhCcjkUjIyVSkITRNk6LKarWSTqflMcNSuiedTmMwGGQEBJYERyQSkZO7ruvouk4ikZBr4giTaDQazflMsW+DwYCu6/JYFxcX5SSYSCRkCkdEU8TxiEk2Ho/LUmvhRUmlUtL4Kzws4joLhUIYDAaMRqP0u4jvwGq1UlBQgNlsZnZ2Vr4nmUzKUvHbz40QV263W16TIv0nthGLKxYUFJBIJOR5CofDeDweGhsbpbjL/v86+zEglzkQPiSz2UxpaamMGKVSqbsacYXva3Z2VkZ2hC/IbDaTSCSIxWJs2bIlJ/WqUKwGSnw8AVZqOvaozqW4s29qauK1116jvr5eGjEFPp+P8+fPyxbj8XiczZs3Y7VauXDhgux9sRJdXV3E43F27twpf7yEH6Kvr4+hoSFsNhtVVVUEg0HGxsYA5IQljI7hcFgukAY/v6tPJBKUlJRIf4Mog82+y45Go/KH8pVXXsFkMtHY2IjD4bhjnj6RSLCwsCAfz8/Py8m+q6sLQLZLF68vLCyg67o0hGYyGcxmM6lUSooDp9MpRZho2y7GILq5ptNpWlpa8Hg8RKNR4vG4HLPJZJLGy+zzlE6nZXt4sdiduGbEZCr8GcFgkHg8Tl5eHjabjcnJSQwGg4wgjI+PE4/HZWRECL3Z2VlpwBUVOeJfkQK6PfqSTCZl+idbGIl/RQRANJMTwkN4UMTEn0wmCYfDJBIJtPcWKTSZTFK8iG2zr0Nd12XUIvs8iWtBCDFxTYo0nRAh4joTAkUINCEUhKAU14KYkMX1JwSNSOukUilpXo5EIjkmVjEWEZEQKSSDwSBXJrZYLMRiMcLhsHze4/FQWVmJx+PBYrEQiUTkytGJRIJAIACwLIWWff6zMRqNeDwePB6PTDFFo1FmZmawWCyyvDuTyZCXl4fRaMTn85FIJCgtLZVRHqfTKQWsGKvdbpdmbLGv/Pz8nO8sLy+PtrY2tRLzQ5JIJJidnc357XpYXC4XHo8Hm832RPs3WN4AACAASURBVLxBSnw8BTyqtIvf7+fKlSu8+OKLZDIZjh49yr59+xgZGcn5YdR1nTNnzrBnzx4GBgb43ve+R1NTE/F4XJapZnegzL6z7e/vx+/3SyNp9jb5+flysqmpqZETxODgoExBiIkpO/wMS4Kiv7+f5uZmdF3n+vXrVFdXMzc3R21tLXNzc2QyGSoqKkin09y8eZPnn39e+lbWrVuH07nU/T6ZTMqGVnfD5/NJQ2QymWTNmjUUFhbS1NSUM67Lly+Tl5dHQ0MDXV1dZDIZrl69Sl1dHWNjYwwMDBCPx1lcXCQUCslzI9qYp9Npbt26Jcdjs9nIZDIsLCxIX0IsFiMYDMpJONsQKULi4ju4vamZzWaTk2EkEqGsrEz6XWKxmJxEM5kMXq9XGl5LSkowmUyUlpZKYdTc3Ew8HmdycpLp6WmMRqOM6iQSCfx+v4z4iNTVzMwMJpNJptsikYj0jpSVleFyuWQ6Z2JigrGxMYLBIOXl5ZSUlFBaWipfs9lsFBYWkkql8Pv9TE1NEQqFcqI5IoIk+puIqJS4BsV5EVUyIr0kxIvwpmQjRAj8vMzbaDTmGDmTyaQUGSKKYzAYcDqdMmok/Cr6e11kxVjh51U22dVAdrtdCqZUKiWjWmKNIBEFEteEEFUiGpWdNoGf+2IKCgooKyuT17YwOs/Pz0uRLa5HIejEdSSE0uzsrBRp4pjEuRYRNKPRKEWLeM1isciJTtM0FhcXZfWPSC+K9J04VnHehQAV3+ft4ld4a8rKyqitrZV9c8Tvi4h0mc1meb7uhriuS0pKHosnRnjhbvfviP93hW9HzA9ms5mSkhJZSv9+PjcYDDIzM8Pk5CR+v59kMpmzjfh/z+VyYTAYeOaZZ3JuEN8vSnw8BTwK8RGPxzly5Agvv/wyRqOR/v5+2VzrdoaHh4nH4zQ0NNDe3s6tW7fuuS6IYHBwkKGhoZzVcMUd0fnz59m9ezc+n4/+/n4pPkSI+W4kk0k2b96MwWCQa6k4HA6uXr0qw9Ji2fq8vDwuX77Mhg0b6O3txel0Mjc3R3FxsYxmiOZkAhHqFj/8IjQvJujBwUFqamoIBoPMzc1RX1+f82MUCoWYnp6mqKiI8fFxCgoKCAQC1NfXU1JSIn8Yrl27RlNT04q581QqRWFhoTT/ipVs5+bmqKioYNeuXdjtdqampqSnQtM0pqenGR0dpampSQosgRA2RqORDRs2AEvRL03T2Lt3LzU1NTJlEAgEuHz5svyBF9TW1uLxeDh8+DDd3d2yD0q2cVbcYYuVdGHpxyocDlNdXU0ikZARF2EmDYfDjI6OSv+G0WiU1TglJSXMzMzIiVyklXw+H4FAQLbHB2RnW2GwhSWBEwwG5QrJJpOJSCSC3++ntLQUl8uFyWSSHhMhvkUkIy8vD6vVKv/Edy2OT6TBhOdElA0L0SXSIuXl5Xi9Xpn6iMfj+P1+pqen5fkTkQLxPcRiMSKRSI6PJXsCFpOwmNxFakq8JibZ7DRQdmpQfLciVSYQ+xX7EcIt+/8LMd7s92RfK+Lzs1Nh4jsUk312Cu72iEz2b4yIIGWLavE+8ZnZYlu8Lv7/Fcec/VnZ24uIXPa+xOdmn8vbI4vZkTwRCRSfmT2m7O9GXL+A/Fccn7h2xLUnxFH2cYnPyj4n2UL19ptH8Tm3pwHFe7LT4bd7uLKrvW6fh7IF3x/8wR/we7/3e6wWSnw8Baym+BClhMePH2fXrl0yvHnq1CmeffbZFdVyV1cXr7zyCgaDgbfffjvHkHovIpEIf/d3f8dv//ZvAz+/wzx16hTr1q1bFhF5EHRd59ixY7S2tsr9RKNRzp8/z/79+4nH45w8eZIDBw4wOTkpjaTnzp3DYDBw6NAhSktLuXLlijRPZu9blIOKu05hFs3Pz6eiooKJiQnpf+js7KSioiInhLywsEAikWDjxo1yNdrb7x7C4TDj4+M0NDSseIyhUEjuR9M0KioqKC8vp7S0lIqKimXiQpBMJjl//nxOzwtxXNp7Zc49PT2Ew2GcTieJRIL+/n6CwaD88RTpoewJQKRgAIqKiigqKpLiSGA2m+UkLe7SZ2ZmmJubyxEJ4o5Y9PUQ154QuyL9kUgk5GvJZFKmEgA52U9PT8uqluwUg9Vqld9LOp1mdnaWjRs3kkgkmJiYYGFhgVu3bsnIhUCcM6vVKhcvFN1uYXnfEPEjHAgEZORITEQikiIiFdnRFzHBZ5s/RdRAfE72JCnu1MVkI/YrIjXZd/4r/WZkT9QKxWpSXl7OxMTEqu3v/YgPZYN+Srlw4YLsMZHJZKSnAFgWtgTYsWMHRqOR3t5e1q9f/0CfZbfbyWQydHR0yB/sVCqF1WrNaeT0oOi6zvHjx9m6dWtO7wuHw0F5eTmLi4uUlZXR2trK4OAgra2tcn2ZtrY2jh8/zltvvUVVVRWNjY3MzMws66HhdrspLy9fFpWIx+OMjY1Jk6Tdbmf//v2yGkVQXFycE4a8UzXC4uIipaWlK3bW9Hg8Mi0iSKfTzMzMMDAwcNcIUfYdS/a4s/chIieRSASr1SpblZtMJlnVkS0+xDo/otNqIBAgGAzK6gyR2hDouk5vby/FxcU0NjZKv0D2nZvw14g7wqamJnp7e9F1nZqaGtatW0dZWRmVlZXLwt39/f309fWxceNGJicnicVi0nTs8/no7Oyks7NT+kbcbjcXLlyQk3okEpHRsVAoJMegaRrRaFT6jbLvJIVouh1N02QKSKz7I/wuQkiJdJvwRIj9ZUd0xPGJNvbi/SJSIlIY4vvITnPAUrRGpEGzRZJ4j0iZiJSL6HsiPCbiWLKjEkL0iTtlIXzi8fiKAjf7bvv2/j63b5N9bYl/syOPYjzZ24vjzd4uW3yJ7zE7wnE7K0VoVqr+yY6EPIxwWyn9KZ6//b9X2u72Md4uSIGcSNTdxpn9HWRHxATi+hOflT02IaZv926J1//wD//wwU7MI0RFPlaJ1Yx8JJNJRkdHc9IrHR0dsozwbhw+fJhDhw49sPnoyJEjy3ofiDzhw9Lf38/atWtXFDCZTIY333xTTvbt7e00NjZSWlrKmjVrKC0tZW5uDqPRyA9+8AMKCgr47Gc/+0RMVWJyfvfdd3PMp+K1BxmT8HPs3Lkz533JZJJLly4Ri8XYuHEjmUyG48ePs23bNmksFKmE7OtsdnaW69ev51SxjI2N5URvIpEIgUCA3t5eTCbTMoGl6zperxev1ytz9xaLhVAoRDAYlBOaGK9ogldYWMjCwgLV1dVYrVb8fj9+v5/FxUW538nJSZl3zq5mEd6T7DGIEmHhIZifnwfA6/Uum3TEec/Pz8ftdq+4om62qBDVQclkkpmZGUZGRpiens4JlWePJxaLMTMzIyteFhcXpajIPv8iIpJOp6WPxWq1kpeXlxNhE2kaEWURrftra2ulOMlOQYgojzAIRyIR2bI/e0JZKbojTL0Oh0Malu12O4lEgsXFxWVCXURphFhbqbHZ7ZE1ka7Iy8uThudkMimNv9liQpi6S0tLZbPB0tJSaWAOBAKyl4yIFor+OrAUWRSptt7eXgYHB8lkMtJnJvw+U1NThMNh6VW622+XuDbEORQerGyTtvD8iOsiWxCI60l4c4QfRRxvKBSShmmRynnQ31JN+3nZtUiDi2stHo/Lhn13+/0RxybSQm63e1VLr1Xa5SlgNcWHMG1lc/LkSQ4dOnTX901NTTE9PU1bW9sDf2YoFFrVcBwsRSXudx2LRCLBW2+9hcfjYWpqSpqnQqEQra2thMNhBgYGlokvcdd2P+uD3A8Gg0E2xxKGSICysjJGR0d5/vnn7+ryF3fCd2N0dJSRkRGeffZZNE2Ta69s3bqVwsJCwuEwx44dY//+/TgcjmXHlU6nuXHjBpOTkxQXF1NfX8/g4CCzs7PY7XZZJbQSPT09TE1NUVBQQDAYzJkghA9DmOScTqdsfnanSqlMJsOlS5dobm7OOS/BYJCbN2/S0tJyx7RTNpqm5USVNE1jw4YNFBQU3PO9dyOVSsnKnOxuvLAk+O724x0OhxkeHqavr48tW7bI3jTvZ10Zn89HV1cXmzdvxm6309XVJSc80SyturpatqV/3Ijr4G6IqqnVJp1OMzExIZsRPggWi4XGxkaKiopWfVyKO6PEx1PAaoqPcDjM3//93+c8V1paes86/cuXL7N58+ZV+dG6/ViyS1YfFeLOUqBpS0vDi8lBlEBmI0xiD3t3cTuiDfjs7KwsQRV3u/F4nPHxcbmAH/zccT47O0s6nb7v8yT6RFRXV5Ofn5+z6nAikWDz5s1Eo1H6+vpWPK7sKJjJZJIm2ftBVEm43e5ViSSlUikuXLiQU23icDh45pln3vf38TQQjUY5fvw4ra2tlJaWEgqFWFxclIsIZt8o3Ot85ufnf2jOi0KhxMdTwKOodnkQgsEg3d3d7N69+5HsX5gOP2qIcLmYLLq7u5mZmZGvi5RFXV3dA98Nzs7OcunSJQ4ePJgjGGdmZrh69SqFhYVyAT3Fk0XXdTo6OgiHw1Is5ufn43K5HkkUQKH4IKDExxNAe4RNxkQr6wfh8uXL7N69WzX++YARCATo6OjIec7tdtPa2qpEh0KheKpR4uMpYLUNp9euXXug9xQUFKzY/0OhUCgUikeBEh9PAU867aJQKBQKxePk/YgP5XpSKBQKhULxWFHiQ6FQKBQKxWNFiQ+FQqFQKBSPFSU+FAqFQqFQPFZULd8q8iRafysUCoVC8UFDVbs8pbxXPaPUjEKhUCg+dKi0i0KhUCgUiseKEh8KhUKhUCgeK0p8KBQKhUKheKwo8aFQKBQKheKxosSHQqFQKBSKx4oSHwqFQqFQKB4rSnw8vfwfT3oACoVCoVA8ClSfD4VCoVAoFI8VFflQKBQKhULxWFHiQ6FQKBQKxWNFiQ+FQqFQKBSPFSU+FAqFQqFQPFaU+FAoFAqFQvFYUeJDoVAoFArFY0WJD4VCoVAoFI8VJT4UCoVCoVA8VpT4UCgUCoVC8VgxPekBfFjQNE21ilUoFArFRwpd17WHeZ8SH6uIalWvUCgUio8KmvZQugNQaReFQqFQKBSPGSU+FAqFQqFQPFaU+FAoFAqFQvFYUZ6Pp5BkMsmVK1fe1z6cTidNTU2rNCKFQqFQKFYPTZkkHw5N074B/FH2c6t1LnVdJxKJvK99nD9/nr1792I2m1dlTAqFQqFQZKNp2kNXuyjxsUpomqY/TedyeHiYRCJBfX39kx6KQqFQKD6EvB/xoTwfH1KqqqoYGxt70sNQKBQKhWIZSnx8SDEajWQymSc9DIVCoVAolqHEx4cYt9vNwsLCkx6GQqFQKBQ5KPHxIWb9+vX09/c/6WEoFAqFQpGDEh8fYgoKClTkQ6FQKBRPHUp8fMgxGAyk0+knPQyFQqFQKCRKfHzIqaqqYnx8/EkPQ6FQKBQKiRIfD4mmad/QNE0Xf096PHeiurqaoaGhJz0MhUKhUCgkqr36Q6Lr+jeAb4jHqylAEokEZ86cyXk8PDyc0zDM6XSybdu2e+7LYrGQTCZXa2gKhUKhULxvlPh4CrFYLOzfv18+PnnyJOXl5TnPHT9+nHg8jtVqvef+7HY7kUgEu93+CEb7wSWVSnH48OGc82IymXjuueee4KgUCoXiw48SH085i4uLALhcLpLJpFyrpaWlhe7ubrZs2XLPfdTV1dHf309ra+sjHesHja6uLrZu3YrX65XPHT169AmOSKFQKD4afGA8H5qmfUXTtEFN02Kapl3WNG3vXbbdn+3HyPrbcNt2Lk3T/lLTtAlN0+KapvVpmvaZR38098/FixfZvn07a9asYXR0VD5fVFTE3Nzcfe2jtLQUn8/3qIb4gUTXdXw+X47wAMjLyyMajT6hUSkUCsVHgw9E5EPTtM8C/w/wFeDUe//+TNO0Zl3XR+7y1o2AP+vxTNY+zcDb773+GWAMqALiqzv6h2dubg6Hw0FeXh5r1qzh9OnT1NXVyde9Xi9TU1OUlZXddT+apmGz2Th27Nh9f3YqlaK1tXXZ5PxhYWRkhOrq6mXPl5WVMTU1RW1t7RMYlUKhUHw0+ECID+A/AX+v6/rfvPf4tzVNewX4LeB/u8v7fLquz97htf8JKAH26rqeeO+5odUY7GrR3t7OCy+8ACx5EW7v19HU1MSpU6fuKT4Ann322Qf67HQ6zdGjRz+04uPWrVscOHBg2fNer5fOzk4lPhQKheIR8tSLD03TLMBW4C9ue+kwcK8Z9ZKmaVbgOvBfdF3PTuh/CjgNfFPTtE+yFAH5AfB/6rr+xMtDJiYmKC0txWT6+VdkNptzTKbC/5HtBVktjEYjTqeTQCCA2+1e1X2vRCaT4ezZs6temVNUVLTM67KwsIDL5cJgWJ51tNvtKu2iUCgUj5inXnwAxYARmL7t+Wng4B3eM8lSVOQiYAG+CBzRNG2frusn39umDngR+D7wKlAD/L+AE/jPt+9Q07RvAH/0Po7jgejs7OSll17Kea66upqRkZGcktvm5mauX79OW1vbqo9h8+bNnD9/nn379q36vrNJpVIcOXKErVu3UlxcvKr77urqorOzk02bNsnnrl69yq5du1b1cxQKhUJx/3xgDKcPgq7rN3Vd/7au65d1XT+r6/pXgDeBr2dtZgB8wJfe2+5HwB8Cv6VpmrbCPr+h67p2p7/VHH8ymaSlpWXZnXllZeWybqVer/eRmUnz8vIAiMVij2T/sNTD5PDhw+zatWvVhQcsVQVlMhlu3LghP0/X9buWKKuW9AqFQvFo+SCIj1kgDdxuPvACUw+wn/NAfdbjSeCWruvZs8wNwM5StOWJYTabqaqqWva80Wgkk8kse764uJjZ2TtZW94fmzdv5urVq49k39FolLfffpt9+/Y90tTO5s2bCYVC9PX1cfXq1ZwoyEo8yvOpUCgUig9A2kXX9YSmaZeBQ8APs146BPzoAXa1mSXBITgNfEHTNIOu62JGbwAiLAmepxKr1UosFpNRCYCNGzfy9ttv09DQcMf3mc1mampqHvjz3G43i4uLpNNpjEbjwwx5RXRd5+jRoxw4cCDnWB4V27dv58yZM/j9frZv337Xbb1eLxMTEx9as61CoVA8aTRdf2qXJZG8V2r7DyyV2J4G/hfgN4CNuq4Pa5r2PQBd13/tve2/ylLlSjdLno9fBX4f+CVd1//1vW3WvPf6d4FvseT5+Dvgn3Rdz07P3O8Y9dU6l6lUit7e3pzniouLKSkpYWxsjHA4TGNjY87rc3NzdzVKjo6OsmbNmhUjKvdiYmKCkZEREonEXbdbs2bNfVeJ9PT0YLVaH2tVia7rJJNJLBbLXbfLZDKcOHEip6OsQqFQKHLRNI2HtR089ZEPAF3X/4emaUXA/w6UA13Ax3VdH35vk7W3vcUC/FeW+nZEWRIZr+q6/tOsfY5qmvYS8H8BV1hK4XwH+C+P8ljuB03TKCwszHnu2rVrbNy4kYqKCo4fP75MfBQVFd11nxUVFbz99tsPJT4qKir47ne/y1e/+tW7TtwnTpygqKgIl8t11/1lMhmGh4d5+eWXH3gs7wdN0+4pPGDJ8/FBEOUKhULxQeUDEfn4ILCakY+V0HWdt99+m+3bt9PR0cGLL774wPvo7u7G5XKxZs2aB3rf+Pg4586do6io6K7RgEQiwZEjR3jllVdYwbMruXr1KiUlJVRUVNz3GMTxt7a2Ul5e/iDDfyiOHj0qe6woFAqFYjnvJ/LxQTCcKlj6kg8cOMDZs2cBiEQiD7wPUZb7IOi6zrVr11i7di1jY2P85V/+JdeuXVuxGsRisdDc3ExnZ+cd95dKpZienn4g4QFw6tQpmpqa6OrqeqD3PSwOh4NQKPRYPkuhUCg+aijx8ZBomvaN7HVjHsdnGo1GDh48yNjY2DJPyL1IpVJEo1GKi4vp6ekhEoks+1spcnPjxg02bNhAIBDgV3/1V/nUpz5Fd3c377zzDhcuXCCVSuVsX11djd/vJxgMrjiOjo6O+1oML5uLFy9SUVHBmjVr8Hg8j2WdGtFmXaFQKBSrzwfC8/E0ouv6N4BviMePS4BYLBY+/elP8xd/8Re0tLTcVwVKJBLhyJEjlJaWous6b775Jrt3787ZRtd1wuEwBoOBmpoa1q5di67rjI2NsW/fPrmo3dq1a3G73Zw6dQqv18vRo0cpKSlh06ZNsi/Jnj17ePfdd3n55Zdz0i/xeJxgMHjf/TwuXbpEf38/TU1NrFu3DoC2tjaOHTvGwYN36i+3Oni9Xi5dusT69esf6ec8bnRdJxqNvu9Osna7fdW76ioUio8OSnx8ALFYLPh8Pn72s5+xc+dOSkpK7rhtOp3m2LFjHDp0SJa0FhQU3LHSJJ1OMzQ0xNGjR5mbm+PgwYP09fXldFV1u90cOnSIo0eP8vLLLzM5OSnNrE1NTVgsFjZs2MCpU6eoqqrCarVisVjo7u5m27Zt93WMi4uL9Pf3U1hYyOTkJJqm0dLSgslkwuVy4ff78Xg8D3jm7h+r1XrP6p7HSTQaZXp6Gp/PRzgcvqun5nZuj2jZ7fb7Mt7eDb/fv+LaOAqFQnE/KPHxAWRgYIDW1laqq6u5desWIyMjbNmyZcUJ6cSJE+zcuTOnl0ZjYyNvvfXWHftr2O12Ghsbef3110kkEkxNTdHc3JyzjcVioa6ujlu3btHQ0EB5eTmjo6O88847FBcXs2nTJux2O5FIhMXFRRKJBFVVVffdTOzcuXM4HA7ZYn50dJTDhw9jtVpJpVK89tprbN26VU6sFosFq9WK3W7H7XbjcrlwOp0PNEk/jfT09DAyMoLL5aK0tJTm5mYcDscTP653332XTCaz4vo4CoVCcS9Utcsq8airXbJ59913MRqNhMNhPvaxj0kPyO0VMB0dHbjdburq6pbtw+/339M7UVNTw5EjRwB49dVXV9zmrbfe4sCBAzkL4Pl8Pjo7O9E07a5pIbPZTGtr67LS3IWFBf75n/+Zz33ucxQUFKz43rNnz9Lc3Izb7Zb9O+LxOOFwmGAwSCAQIBwOo+t6zkSdSCSorKykqanpnhPniRMnePbZZ3OO7XGRSqU4efIkZWVlNDU1PfbPvxf9/f0YjcaHalynUCg+HLyfahclPlaJ1RQfwWCQ//7f/zs2m23Za7quc+PGDfLz80kmkzgcDrxeL4ODg9KQabVaCYVChMNhOXFpmkZBQQElJSUUFhbec+LVdR1d17l58yZnzpzh13/911echOfn57l+/Tp79uxZcR93Ix6P097eTjQa5ZlnnpFplDfeeAOn03nXcuJ4PM6ZM2fuuxxWtFefn59nZmaG4eFhCgsLqa2tzRFIuq7jdrvxer34/X6KiooeuDLn/TI3N8e5c+fYs2fPHcXXkyadTnPixAlVjqxQfIRR4uMpYDXFRzKZ5Cc/+QnPP//8stdmZmaYmZnB7XYTi8UYGRnhhRdeIBqNcu7cOTZt2iQXgmtqapJ3/ZlMRk688/PzRCIRnnvuuTs2BDt9+jSJRIL29nbq6+vp6elh27ZtUrREIhGGh4fRdZ3+/n7Ky8upqam5aw8Rh8PBxo0b0TSNhYUFOjo60DRNdnRdXFykvLycixcv8olPfAKz2czzzz9/R6F0+vRpTCbTXYVUJBIhlUrhdDpZt24dRUVF8pxMTk7S09OTExkJBoPs3r0bv99Pf38/Y2Njd21b/yiwWCzs3LlzVdvZPwqOHDnCiy+++MRTQAqF4smgxMdTwGqnXU6ePMn27duX+TLOnj3Lpk2b0HWd69evY7PZ8Hg8VFZWcuTIEfbv34/RaGRoaIjq6uo7TgxdXV2Mjo7ysY99bNlrwWCQzs5OWbVy4MABxsfHuXnzJgaDgcHBQRYWFtiwYYMUD1evXsVsNrN+/XrsdjuwJKIqKirkdnNzc1y5cgW73U5eXh47duzIqZjIZDL88R//MXV1dXzxi1/k6NGjNDQ03LErayaTuWe/k7y8vAdKmwQCATo6Oti/fz+6rnPs2DF1d38Henp6yM/Pp7Ky8kkPRaFQPAE+9O3VP4q0tLTQ1dW1rDokEongcDhkaey2bds4cuQIlZWVbNiwgRs3brBx40ZOnz5NIBCgra2N6elpOjs7cyb673znO5hMJs6ePbusauTmzZtUVVXR3t5OdXU1kUiEyspKCgsLOXXqFPv27VvmI1m/fj2zs7PcvHmTlpYWdF1nbm6OQCDAP//zP+P1evF6vWiaxvz8PHv27FlWqjkzM4PT6aSmpoY/+7M/Y2RkhIqKCj7/+c9TU1NDPB7H7/ev2jnOZDL4fD7MZjNWqxWr1YrJZCKZTHLq1Cmqq6sZHR3l+PHjUsRZrVZ27Njx0Hf7MzMzdHZ25kQ17HY7W7ZseSLekvfDunXrOHPmjBIfCoXigflg/do9RWia9g3gjx7V/gsLC5mfnweWfAixWAyj0ShLJMXkZzAYKCwsZHZ2lsrKSrq7uyksLGTr1q0MDg4yNDREZWUlL774opzwLl26xJYtW0in06RSKVpbW7l+/Toej4e8vDwcDgfr1q3jhz/8IWVlZbz22msyldPa2srIyAgjIyM549V1XaZzfvrTn8py0HA4TElJCclkko6ODvLz89F1nT/90z9ldnY2Z8INh8N84QtfYP369dTX1/P6669z/fp12afk9OnT7Ny5E6vVCiyZR4VwuBNOp5P8/Pyc51KpFD09PczPz1NWVoau68TjcdmHZOvWrVy7dg2Px8OWLVsYGxujsLCQTZs2MTQ0xMjICNXV1aTTaS5fvkxNTQ2lpaX3/E51Xefy5cu89NJLOamiubk5jh49itfrpbW19QOTxjCbzSSTyWWmXoVCobgXKu2ySqxm2iUUCvG3f/u3TE5OYjKZmJ2dBZCLzdlsNlKplEytZDIZbt68SXl5OYlEgkAgQFVVFdXV1VitVg4ePCgnh3g8zve//32qq6upqamhrq6ON998k0996lP4m7J1MwAAIABJREFU/X7+7d/+ja9+9avYbDa++c1v8mu/9mv3XR4r+Pa3v82zzz7Lpk2bABgeHqanp4eCggLy8vKYmZmhp6eHdevWyZQMLEV1JicnefHFFzl9+jRbt27lv/23/8bzzz/PiRMnKC4upqCggF27dpFMJjl+/DjxeJz169djs9mIxWI5zbMmJiYYGBggHo/j8Xjwer2Ew2ESiQTr1q1b0cwpBEVdXR1DQ0My8hQIBBgcHCSVSjEwMEBZWRmTk5OsXbsWq9WK2WyW5ciNjY0rpopu3bqFwWC4Y+OysbExurq6KC4uvqvfIy8vj8bGxqeizPXatWt4vd77El8KheLDhfJ8PAWspvhIJBKcOXOG0dFRTp8+zS/+4i/S3d2Nruvs3bsXs9nMhQsXGB0dpbm5GU3TWFxcpLa2luHhYY4fP87Xv/51hoaG8Pl88g4elkyaCwsLlJaW4vf78fv9NDc389JLLzE8PEwikWBiYgKPx0MymSSdTrN3796c8c3NzdHR0YHBYFg2AY6OjhIIBEgkEsvaqAeDQbq7u7FYLKxfv55oNMrIyAibN2+WER2fz4fP5yMWi7Ft2zZ++tOfyqqUy5cvE4/HKSsrY2BgAKfTSTqdlgbc8vJyjEYj6XSakZER7Ha7nBQXFhaYm5uT/UCyya54SSaT/OZv/ibnz5+npKQEm82W0+MkEonw2muvsWHDBp5//nlSqRTnz5+XUZ7m5mYmJydxu90570un07zzzjv3XMlX13WCweBdK4VCoRDXr1+ntLQ0p7PskyAWi3Hp0iWee+65JzYGhULxZFCejw8Zoq252+1m9+7dVFRUYDQauXjxIi6XiwsXLrB9+3YKCgpoaGjAZrOxsLDA9PQ0r776KgsLCywsLOB0OuVKsy6XC7PZjN1uZ2pqCqvVitfrlY2ijhw5gtFo5JVXXsHhcPDOO+9QU1PDtWvXSCQSGI1GFhcXuXXrFg6Hg/r6+mWTns/nIxAI0NLSQn9/Pzdv3uT555/H7/eTSCSw2+381m/9low4DA0NUVNTw+XLl2lubsbj8VBYWEgwGCSZTFJQUIDH42FsbIw1a9bQ1tZGMpnkX//1X9m5cyfNzc0yGjQ0NEQwGKSiogKLxcJXv/rV+ypTXVhY4MyZM+zfvx+73c7o6Cjf/va3+Q//4T9w6tQpHA4Hx44dk9sbjUa+8IUvSIOt2Wxm//79jI2N0dnZyfj4OMlkkvPnz3Ps2DFZcdTT00NZWVnOvgTRaJS2tjYqKirQNO2ekaaCggKqqqqYnJzknXfewePx4HA47nms7wev17tiR9m8vDzi8fgj/WyFQvHhQ0U+VonVjnwMDAzgdruZmZnB5/Ph9Xr52c9+xic/+Ul6enrYsWMH/f392O12ysvLSafTnDx5Er/fj8vlIhqNyhLRUCjEP/7jP8qmYjMzM1RVVeHxeHA6ndTV1dHe3o7dbmdhYQGLxUJRUREGg4HFxUWSySQejweTycSaNWtklEDXdZqbm2UkwWw28+yzzwo1zNmzZ5mcnOQXfuEXlkUb5ufn6ezsZNOmTWQyGc6fP4/L5aK8vJxz585hMpnkJNzR0SEjEKK6Zc+ePbKtfDKZZHBwkGvXrsnoTU1NDWVlZfc817FYjP3793P06FF27NhBUVERvb29/PjHP+Z3fud3OHfu3Irvu3LlCs3NzTltytPpNB0dHezcuZO9e/cyOjrK1atXKSoqorOzkx07dgBQXFyc08Mlk8lw7do1FhcX2bZtG8XFxXfsPrsS8/Pzj1wADAwMYDKZ2L59+zJ/R3t7OzU1NY+03b1CoXj6UGmXp4DVFB+igZb4kb906ZIUBlarlU2bNsm+FT6fj5aWFmBp8vvzP/9zfv/3f192QYUlMTM0NITJZKK/v5/GxkZ27drFO++8w9zcHFu3biWdTtPd3U1TU1POnbcwST7zzDOk0+mccQqzYXl5uUz/3E53dzd5eXlyYTjB22+/zQsvvJBjOB0ZGWF+fp5Lly6xfft2jh8/TiKR4Ny5c+zYsYMtW7ZQVlbGhg0bOHr0KE1NTdy8eROTyURNTQ1VVVUYDAZ0Xaezs5NgMMiOHTtkhEYYcLM/8/r169TW1mK1Wrl27RqFhYU4HA58Ph/9/f18+ctfllU62QSDQXp7e9m2bZtcKweWhMQ3v/lNDh06BEBvby89PT3U19dLwTE4OEhzczNFRUU5+4xEIly9epVgMEhdXR1erxdYWmF33bp1zM/Pc+XKFVKpFAaDgbVr11JXV7fq/UCi0ag0GGczNTUlBWMgEKCxsRFYMgp3d3dLcbVaFBQUKCOrQvEUo8THU8CjMJyK/Y2NjZFIJGhsbCQcDrNz5078fj99fX1YLBY2b95MIpEgFApx/PhxPB4PRUVFcmE0v99PKpVi/fr1dHV10dDQQElJCeFwmN7eXm7cuMGGDRs4cOBATlRDRDBu3rwpu6dmTwaLi4t0dXXhcDgIh8PU1dWtWC565coVGhoa5JorY2NjpFKpFVtzj4+PE4/HmZubo7CwkHXr1vHd736XHTt25Hgozp49SzQa5YUXXrjjBBUMBhkcHCSdTtPX14fD4aCysjJn+2g0ytTUFLW1tei6zuzsLMlkkmQySV9fHwMDA+Tn5+PxeMjPz8fpdMpzNDIygtfrJR6Py31aLBaSySTd3d3U1tZSU1MjI0Q2m428vDyMRiPXr18nPz+ftWvX5ow5k8kwPj7O4OAgZrOZyspK+vv78Xg8uFwu6uvrMZvN6LrO9PQ0ExMT6LqeI0AMBsMDVc3cft2Kca70/lQqxb/8y7+wuLjIxo0bZbn00NAQn/rUp1ZtpVsRyVltQaNQKFaPp1p8aJpmBSoAGzCj6/rMI/3AJ8RqRz5OnjwpJ/JEIsE777wDwDPPPMMv//IvYzabmZmZ4bXXXuMLX/gCXV1dZDIZXC4XMzMz7Nu3D4vFwpkzZ6itraW+vp7Lly8zNjbGJz7xCRkNuHbtGt/5znc4dOiQbA52O4lEguvXr7N58+ac5ysqKqivr+fKlSvSKLrShJVOp7l27Rr19fVYrVby8vL4zGc+s8wzous6r732GlVVVTz33HNyPH/9139NSUkJn/70p4GlaMLMzAzBYJCXX375rpPs1NQU7e3t7Nmz545einfeeYeDBw+u+Nro6ChdXV2Mj49TWVmJz+eTk3V3dzfT09O0tLRQXFwMLIkZsa6MxWIhPz+f+vp6EomEjCiIipzJyUkikYjsmRKLxbhx4waFhYUYjUb8fj+Li4vk5+ezY8cOPvvZz+J0Ou94rILe3l5MJtOKqxa/XyKRCBcvXmTbtm1cvHiR/fv3A3D58mWuXLnCb/zGb6zaZ91tbSKFQvHkeerEh6Zp+cCvAp8HdgBmQAN0YBx4C/hrXdcvrvqHPyZW6vOxmu3VDx8+zMGDB7FarQQCAa5du8bNmzeJRCK0tbWRTqfRNI3Dhw/j8/n4/Oc/L0PiYlGy1tZWPvnJT2I2m0mn0xw/fhyDwZCzFPq5c+e4cOECBw8eXLZybTbvvvsuzz//PNFolN7eXrmmS0VFBR6PhxMnTmCxWO64VHs4HGZ4eJipqSlphs3Pz88RDplMBpvNJstbdV0nk8nQ29vLxMQE+/btIxaLUVxcTGNjI9PT04yPj+eImFQqRUlJCVVVVRiNRhwOB9u2bburQBHN1G5Pg2Tj8/m4fPkyL774IgaDgRMnTrB27Vr6+/sxm82yX4royTI3N8epU6dwOp2y58lKBAIBxsfHycvLY2hoiLVr11JUVERNTQ2aphEKhbh8+TJ9fX20tbWRyWRIJpN3XRgvlUoxNTXFq6++iqZpxONxXnjhBSwWC7Ozs7S3t9/xexKIa9lkMlFUVCS/q3PnztHW1obNZqO9vZ3a2lpp+v3Rj35EVVUVO3fuxG63r4oH5MiRI2zduvWpXeNGofgo81SJD03T/hPwB8AA8AZwAZgAooAHaAH2Ap8GzgG/ret676oO4gmwmpGPSCTCD37wA3p7e3G5XCSTScLhMF//+tf5x3/8RyorKykoKCCRSPDjH/+YV199lRs3bjA8PCzz8MlkEp/PRyQSYd26daRSKW7cuMGuXbvkNvPz80xMTFBXV8ePf/xjDh06xOLiIqFQiHQ6jd1uZ/369RiNRgKBADdv3sTpdFJVVYXL5ULXdS5evIjJZKKwsJCxsTEcDgc2m42ysjKZsxfpjN7eXoaGhqRXZWxsjHQ6LUt6RXoou2Ompmk4nU76+vrYtGmTnJjr6+uJx+OyB4pArGEjeqTs2bPnjn01AFwuFy6Xi4sXL7J3714WFhZkugqWUmAiBRCJRDh9+jSFhYU899xz5OfnyxJe4VfZtGkTRqMRq9XK8PAwJpNp2cJ0mqahaRr9/f0sLCwQiUSw2+185jOfwW63Mzw8zODgIPv27ZPn7x/+4R+YnJzk937v95ibm+PmzZs8++yzdzyun/zkJySTSXbv3o3FYmFgYIBYLEZeXh7btm27b59IMplkbm6OUChEKBSSa/zAksg5e/asLMWORqP87Gc/o7GxkeLiYtxut/QjPSypVIq33nqLl156adVSOgqFYnV42sTHD4A/1nW96x7bWYHfABK6rv/tqg7iCbCa4iMajfLtb3+bcDiMyWTi1Vdfpa+vj97eXurr6+nq6uJrX/sax48fx2q18sILL+D3+5mYmKCtrS1nX4FAgDNnzgBLk6fb7Za+hSNHjkhD5okTJ6iursbtdpOfn4/RaGR+fp7e3l7KysrkgnFi4hwbG2NycpKFhQUGBgbwer2sX78ek8lELBZjbGyM0dFRUqkUAPn5+ZjNZtauXYvf70fXdYqKiqiurqa4uFg26hK+kubmZtLpNH/zN39DbW0tXV1dHDx4kKmpKVwuFwsLC0SjUWpqanIiAG63W6arotEoP/zhD/F6vXfsrzE+Po7NZmNqagqLxYLdbsfpdKLrOteuXSOZTOZ0SBVN3Hbv3k0ymaSnp0eaM/1+P9PT06xduxaTyYTRaKSnp0dGMQwGA5qmMTMzQyAQoLKyEqfTSX9/P/X19XziE5+Q4q+iooIrV65w4MABeTy/+7u/y8c+9jEOHjzI+fPnqa2tvWNzr1gsxrlz5ygsLGRiYoLOzk6+8pWvLOv2+iAcPXqU3bt309vby9TUFGazmcHBQRnlKC0tJRQKYTAYSKVSzM3NEYvFaG1tXdF0fL8sLi5y9uxZDh06pAyoCsVTxNMmPv4V+FVd1yOapjXoun5rVT/gKWW1Dad/9Vd/RTqdxul04vf72bhxI/39/ezevZvJyUkuX77Mzp078fl8lJaW0tPTw5e+9KUVUwdi5dnh4WEOHDjAsWPH5MQmQuZzc3P09fWRyWTke8QPvTA2AjKFEAqFSKVSGI1G1q9fz8jICI2NjYRCITRNw2QyEQ6HqayspKysDIPBwMjICBs2bJBNvdLpNKOjo8zPz2MwGCgvLycvL4+Ojg7Wrl0rqyjq6+s5d+4cExMTWCwWSktLmZqaYnR0lM2bN0tBpOs6iUSClpYWbDYbNpsNi8XCpUuXmJiY4JVXXiGVSrF79+6cSfjcuXP89Kc/5XOf+5ws5z1z5gwbN26kvLx82fm8desWfX192Gw2nnnmmZyUwPz8PIFAAIvFgqZpRCIRaQoVaaTi4mLpEYGl6MK///u/U1lZSSwWIxAI8PGPf5w1a9Zw5swZDhw4gNVqxe/38+d//ue88MIL2Gw2zp8/L9vNb968eVk589GjR3nuuecwmUyyc+pKx3M/LCwscP36dQwGAy6XS6bodF3nzTff5JVXXmFqaoqOjg5GRkb4zGc+QzqdZnBwkOnpaerq6qRoexgBcevWLUwmk/J/KBRPEU+b+PgW8Ae6rgc0TcsAYeAacCXrr1PX9eW1fB9gVlN8hMNhvve97wHIvhWpVIpEIsHNmzdJp9OsX78ep9PJ7OysTIUIv4SYiLNbqv/oRz+Sa8XMzs5SUFBASUmJ7JVhMBjuurCZruuYzWYcDgfJZFKuGZOfn8/FixdZWFiQqZZkMsnIyAi1tbUsLi4yNzfHxMQEVVVVrF27dkWBk8lkCIfDpNNpdF2nr68PAIfDIY2uFy9epKmpiaamJlKpFH6/n2Qyidvtlh6Fvr4+Wltb8Xq9JBIJmUKZnJykvb2dlpYWRkdHKSsrw+Vysbi4CCxFTC5evEhbWxt+v5/q6mp5zCKKYTQayWQyzMzMEIlE2LFjx4om3VgsltN3w+Fw0NraKlMdbrc7p88HLEWo/uN//I/8yZ/8CdFolOHhYVKpFFu3bqWzs1Oep7fffhuPx8PatWsJBAJMTU1RXV1Nf38/+fn5Mspis9mYnJxkZGQEt9tNcXExs7OzbNmyhf7+fqampvB6vRQVFWE0GtF1XZ7T4eFhMplMjkgYGBiQ0aqCggLcbjf79++Xn7OwsCCrl86fP08sFqO8vJzy8nIsFgs3b94kHA4zNzdHY2MjmqZht9vJz8+XVUThcJhAIJDjNxGIa+5LX/rSHa9RhULxeHmqxEfOzjWtEmgDNmf9u44l42mvrut3djgu39dXgK8D5UA38FVd10/eYdv9wNEVXmrSdb1nhe0/D3wf+P90Xf+F+x3TbftYNfGRSqUYHR2VjwcGBpidnWXbtm28+eabOd6NcDhMe3u7FAWJRILq6mr53mQyyRtvvCG7pCYSCV555RXMZrPsVlpVVSV9F7AkBG7cuEEqlVpmCF2zZo0sTbXb7UxMTHD8+HEaGhowmUy4XC4GBwd55pln5KTW0dFBQ0MD3d3d1NTU0NbWtuLdbzAYlGmNgYEBMpkMGzdupLu7m7a2Nv793/+dPXv2/P/svXl0XNl93/m5BaAW7Pu+EAABECRBEiTRbJLdbDabbHW3ZFlLdKwkjiWNxzO2kxkrOcdO+iQzUXI8seVkYnuyWJadGdvRON0TSXYcSRbZza1Jghu4ASRAACQBFnYUUFgKtaPqzh/Fe12FhSRAkA2S93NOHRKv3rtvqap3f++3fH8cPXqU/v5+GhoayMjIwOv16iZnoVCIrKwsNm7cSFpamlYNVU/hSpl0fHwcu91OYWEhdXV1+P1+Ll26hN1up6CgQHe4jUajCa9gMKiFtlQTv9LSUj1RTkxMJOShSCnx+XyMjY2RlZVFbm4uPp9PG0XKUFQhpIsXL+rmfeXl5QwODmKz2bSmSjQaxel06qqX6elp0tLSSE5OJhgMMjc3R1paGnl5eVitVrxerzaolIFw7do16urqdIhnamoKj8dDJBLBbrfr3kHxhMNhqqqqtNE0MjLC/Pw8mZmZ5ObmMjExgd1up6qqitzcXK5evUplZSWhUIjp6WmtpKu8U5WVlbovkd/vx+fzkZ6eTmFhoTbObDYb+/fv19+V//Sf/hO7d+9eFFp8XOLbAYRCIW7dupUgkmcwGFbGujU+ltyhEKnEDJFtUso/fMxtfg74HvCrwNkH/34D2CyldC6x/kFixscWIL4Hu0tKGVmwbg3wCbEE2dn1YHxEIhH6+/sTlk1OTnL+/HnS09Npb2/H4/HoXiYDAwPU1NTg8Xi4f/8+ZWVllJeXEwqFOHPmDLt37yYrK4va2lrefvvthIn//PnzlJaWaoPF5/PxySefsGvXLu0VgdiTudPppLu7m7a2Nvbv34+Uktu3b1NWVobdbtey4mVlZSQnJ5OSkkJvby+VlZV6Mrly5QpHjhxZVL0wPj7O2bNn2b59O11dXWzYsEH3oKmvr6e3txe/34/b7ebChQv8nb/zd8jIyGBoaIj5+XmdTOnz+fjoo4/IyMjAbrfj9/u1tobKZVHqp4ODg4yOjjIxMcGmTZv0xPqw0ITf72dwcJC6ujra29vp7e1l27Zt7NmzB4D29naampr0+lJKXTHi8/mYmJjAZrMhpcRqtTI/P09PT48+dqfTicfjoampiYaGBhwOB16vl9TUVD1xulwu5ufnaWxsJBwOc/78ea2IKqWkr69PS813dHTg9/uxWq2MjIwwMTHBnj17KCkpITk5mbGxMaSU1NXVaWMgNTVVC6upSTo9PZ20tDQ8Hg99fX06mbWiooK7d+9SWlrKxYsXdZlvOBwmKSmJpqYmLBYLVquV2tpanSN0584dpqenqaqq0obb/Pw8fr9flySrxOfNmzdjsViYnJzE5/NRWVmZ0JBQkZKSoj0pS3nxIpEI0WiUmZkZurq6dLjQ4XBQXV1NJBKhqamJzMzMhO2klNqLtH///kXvGwwvK8+V8bEahBAXiYVqfiluWS/wfSnl+0usf5CY8VEgpZxY+H7ceinEjJn/CLwJ5K8H4yMajTI3N5ewLDk5mWPHjtHb28v27du5du0aaWlpFBYW0t7eTm1tLX6/H4/HQ3t7OxkZGdy5c4f6+nqys7MZGRlZ8qYppWRoaIicnByklExOTmrjAWJPvGNjY3oiCAQCZGZmEgqFCIfDpKam0tzcrN3ilZWVFBcXU1BQoEMtquTyzp07pKenc/HiRb785S8jpWR4eJj+/n7Gxsaora3l8uXL7N27F6fTSXJyss4tmZ2dxeVyUVVVhdfrpbi4mPz8fFwulw7jVFVV6YqY9vZ2bty4QWNjI1NTU2RmZlJbW8vt27cpKChgenqa5uZmkpOT8Xg8XLp0ibKyMs6ePatzKrxeL7Ozs/r/EPNsXLt2jYyMDBwOB2VlZZw4cYKNGzcyNTVFYWEhFosFr9erJ1KHw6ETccfGxgiHw1itVu2xKC4uJikpCZ/Pp7sYqwTYqqoqnawaCATw+/0IIbDb7UQiEV1JI4SgsLAQh8NBX18fvb2xArLi4mLdZG94eFg3GhRCYLPZSE1NxefzEQwGyczM1CGbjIwM/X3KyckhKytLH29paSl3795lcnISh8PBzp07sdlsFBQUaHXZpKQk+vv79cQ+Pz9PcnKyVsINhUJ4PB66u7vZunUrSUlJpKena4XZeIG7s2fPsnHjRg4ePIjT6dSVNxUVFTQ2Nur8mWAwyNTUFFNTU1pLZaGBogyzeBG2mZkZ+vv7ycrKYmBgAJvNpnNLpqenkVLqEOUnn3zC66+/zmuvvWaSXw0vPevK+BBCVEsp+x5zXQGUSykHHrKOFfABf1tK+V/jlv8HYKuU8o0ltjlIzPi4D9iATuA3pZQnF6z3O0CVlPLnhBB/wkOMj6V0PRayVtdyZmaGf/fv/h2AdkvfuHGDrKwsCgsLmZycJC8vj2g0yuTkJKOjozQ0NJCamorNZiMYDDIwMMDWrVspKSnB7/czNjbGF7/4RWw2G0lJSaSkpFBYWIjVakVKyZkzZ8jOzuaVV17Rk8OlS5eYnZ0lEolw/Phx3SV2x44dJCUl8eMf/5iGhgbtVu/s7MRutzM7O8vs7CwpKSkJPUoikQjj4+NYLBb8fj/V1dU4HA4CgQBpaWn6yXbDhg1aEGxoaEgro46Pj3P9+nWqqqoYHR3Fbrdjt9uxWCxEo1Hcbjd+v59IJILf76empkaXZwYCAWZnZ/VTeV5eHm63m9TUVKxWKxaLhYGBAX1s6rqoXjIOh0PnJRQVFeF0OnUYIiMjg76+PsrKyqioqEAIofMYsrKyuHv3Lk1NTdy/f18bMWqi9Hq9dHZ2am9DTk4OFouFiYkJxsbGyM7OprCwECEEaWlp2O12QqGQFllTBmA0GtUhH/U9mJ+fJyMjg/v372tPhAolqeuiQh1Wq5XJyUny8/MJBAKMjo5isVh0wzq3261zi9T17uvrIzMzUxtNEMtvUflJgUAAn8+nPU8qRFRRUYHD4UAIgd/vZ3p6mpycHObn53UekNVq1Tky6ty8Xi+hUIhNmzZht9t1nyGv10t2djZVVVU6nwQSwyzz8/MMDw9TUlKybNKqup4TExN0dXWxefNmtm3bljCew+Hgv/23/8bw8DDvvvsu1dXVDzVCVOKxwfAist6Mj1Hgx8AfSynPL7NODvBV4H8F/oOU8t8/ZLxSYsJkb0gpP4lb/r8Df1dK2bDENg3EPBmXASvw94BffjDGmQfrvA18F9ghpZx+lPHxKNbS8+FyufjH//gfA7Gb5szMDD6fj+rqavbs2aPj8uqGf/36dYqLixN6ryiFTYh5HNRku2HDBq2tMTs7y/z8PCkpKTgcDt1ZFeDGjRukpaWRm5vL3bt3uXHjBoODg7q6wufzcfLkSSoqKtiyZQutra00NzcnKHCqiUQlbaakpOB0OsnOzubatWts2LCB8fFxbUgkJyeTnZ3Nhg0b9AQTjUZpa2ujqamJ9vZ2Ojo62Lp1KzMzM7z66qv6aV1x69YtMjIyOHXqFAUFBezdu5eUlBRCoZCe8K9evaob56mn/snJSR0iUa9QKMTnPvc5HA4Hw8PDXLx4EZvNRn9/P1JKsrOzSUlJ0XkTRUVF7Nu3b9ExjYyMMDc3h8/nIzMzUyeFqrDV7t27dUNA5WESQtDW1kZBQYHOlQC04VFQUMDU1BRDQ0MApKamkpSURHl5ud630+lkYmKCyspKmpqaCAQCNDQ0cOvWLSwWC8FgkM7OTnbv3s2uXbu4ffs2t2/fZvPmzTQ1NelKKPVZnjhxAovFwu7du8nJycHlcnHixAmi0Sj379/X39e9e/fqKpu2tjZ8Ph/5+fkkJSVx+vRpRkZG2Lt3Lzt37sThcOB0OhkYGKC6uhqfz8fc3Jw2eisrK5mYmGBmZga/38/Q0JC+Pm63Wxu4NptNG3N5eXmLJnylvRKvb6KMcMX8/Dy5ublkZ2fj8Xi4e/cu0WiU2tpabVRXV1dTX1/P+Pg4HR0dugFiXV2d/r3Eh8Cmp6fZu3dvwrV8HFS5+sjISMLv2m63s2PHDm1URaNRxsfHGR4exufz6d/cli1bdG8gg+Fpsd6Mj2xiImO/CESBK8RExgJADrAZaCQmPvYvpZRHHzHeio2PZcb5CTAvpfy8EKIAuEHMm3L6wft/wjoxPjweD3/wB3+A0+lESkllZaWeLH7+53+eDRsGWLyyAAAgAElEQVQ24PP5dLjh4sWLbNu2bVEFBcRuYm1tbbz22mt0dnZitVoXiW4FAgH6+vo4evQou3fvpqGhgW9/+9vYbDbm5ubw+/1YLBYqKiq0Z8Fut7N3716Ghoa0S//tt99etH+lyDk/P8/Q0BBer5euri4aGhr4/ve/rxMZ8/PzycnJYWRkhKSkJC1OJYTA6/XS2trK3r17OXLkCBMTE1oYrbGxkebmZt3BVkrJb//2b/PVr36VH//4x1itVqLRKGlpadTU1FBYWIjX6+XevXs0Nzfr6zg+Ps7rr7/OmTNnsFqt/OQnP2HPnj2MjY0RCoWQUtLZ2YnP59PltSdOnKC0tFQ3rMvKyiIUCpGamkp2drbuGjw/P8+tW7c4cOCADqOUlJQwMzNDXl6eTtjs6OggMzNTe09CoRAffPABX/nKV/D5fNy5c4eUlBSqqqo4ceIEWVlZ7Nu3j1u3bpGZmUlNTQ3bt28nKyuLCxcukJ6ezk9/+lP+6T/9p/zkJz9h9+7dBINBzp49y61bt3RTwrNnzzI9PU1WVpb+nOx2uw61qOtaUlLC2NgYNptNV2AFg0FSU1N56623SE9Px+VycePGDbq6unTCscpRsdlsRKNRnc8BsTwNlQMTDoex2+2kp6drZVYAm81GTk4Ofr+fvLw8/R1RSbjqPfV7CAaD2gBJS0vT3olwOIwQQhv0U1NTCCHIz89HCKE9LMroycjIwOPxaIM5NTVVd5IuLy9HSondbicQCDA+Pk44HCYlJYWUlBStpyOl1Iblxo0bl1SWjTeIlKFhtVp1qCc+f8Xj8XD79m2am5u116+goICSkhL9WYXDYTo7OxkbG6OwsPChyr0Q8+opSX+DYSWsK+NDDyyEA/gs8BpQRay3ywRwDTgqHyFCFjfOisMuy4zzz4GvSikb48Iy8cmnSqkqCmyRUnY/zrhx46+Z8REOhzl16hQtLS0JiZl/+Zd/yYULF/j617/Opk2b9PLbt2+TlZWVkCgZCAR06GTTpk063+P06dNs27aNYDCo3d+K06dPs3PnTj788EP+/M//nF/7tV/jzJkzDA4OUlRURGZmJvPz83z+85/XT5YnTpwgFAqRl5enJ8aljCC/3687yDqdTqxWK/fv3+cLX/gCJSUl2kOSn5/P7/3e7/HlL39Zi1Jdv36d4eFhtmzZQmVlJX/+53+ulVQPHz7M1atXGRwc1CqrgUCAiYkJPQGlpqZqpc7p6WlmZ2fp7++nvLwcv9+P1+vlG9/4BkIIWltbKS4u5md/9mdpa2vj8OHDOBwOent7+dGPfqRzIQA9gfn9fsrLy/noo4+or6+nqqpKh0Dm5uYYGRnRnhIl8DY+Ps7ExISWLVfXc25uTk+SSickOTmZyspKcnNzdW5IfX09Pp+Pjo4OysrKiEQiuoImFAqRm5urK4fUJKxyI8LhMBaLhfT0dHbu3InFYmFqaopgMEhKSgqpqamMjIxQUFDA5OQk9fX12Gw2urq6mJycJBqNsuFBw7zW1lZSU1OpqamhpaWFQCBAe3s7zc3NWK1WbewUFxdTU1ODzWbDZrPhcrno7u7WwmtK4K63t5fOzk5sNhsWi4WRkRGysrIYGRlhZmZGJxYXFhbqBOSZmRkqKytJSkrSyccuV6yFVDAY1OXUyjBQOSXqfEOhkM7hSUlJ0eGgvLw8cnJyKCkpYXx8nNLSUrKzs+ns7CQ5OVmv39zcrEM5vb29DA4OkpyczOTkpPYyulwuxsfHF7UUiEQiOrRmtVoXJcomJycneBMtFgu5ubn09/ezYcOGRV4elWCtlk1NTZGVlZXgEVPE/608bku9Z7fb2bVrl1GYNSxiXRofa8mDhNMbUsr/KW5ZD/CDpRJOlxnjL4AsKeUhIUQasLDr1m8S88z8faBHShlaOMYjxl8z40OhKiuU61XlZqiMf3WjmpmZ0aqYEEuKdLlc2O12hoeHaWho0BLpgUCA+/fvs3XrViYmJigpKaGqqorCwkKt8XD8+HGOHDlCb28vUkrKysr4W3/rb1FYWMj58+dpaWkhJSWF2dlZzp07x9mzZ/na175GdXW19m5YrVYdkwdoa2ujsbGRtLQ0pJR8+9vfpqWlhbq6On2+Q0NDugnb8ePH8fv9ZGZmMjo6qjvyqpyLsbExcnNzcblcOkdgbm4Ot9utK31cLteiZnIWi4WsrCz9xJqamkpZWZluwLdjxw7dLC4UCnH9+nUaGxu5fPkydXV1NDU1sXPnTiDmpv+d3/kdfuEXfkEbMu+//37CPqPRKDU1NeTl5dHZ2cmWLVsIhUL09PTwyiuvkJSUpI9f5TmoG7+UkvHxcS2173A4yM7OJjMzk9LSUlJSUigvL8fn8+H3+xkYGOD+/fsEAgFKS0sZHx8nPz9f546o8IQQgqGhId599108Hg+1tbVkZmYmGI1zc3OMj4/zhS98Qau4CiEIBAK0trZisVjweDzU19dz9epV7T1ShoTyJNy/f5/y8nK8Xi/BYJD5+XkikYgO9wUCAbxer85RUSgDSZVJKyVX1eE5vkrG5/NpY1KNHYlEmJub04m9qlGfz+fD4/Fo7ZP4/amKKI/Hw/T0NDMzM0SjUa3zoj4TVRqtDBeF8uIUFxfrcJ4qG1Zl0sFgkIKCAp1rZLPZtLGsQjMbN27UeTKhUEiHBO12O1JKHYJyu93k5OTo81AGV01NDQUFBWzbto3c3FycTqeu0CosLNQhPPWvynVxOBzU1NToSifF1NQUly9fpqKiYskqI8PLy7o1PoQQm4GI8iIIIY4AXyOm0/E7C8teHzLOzwH/mViJ7Tli+Ru/SMxDcV8I8WcAUspfeLD+N4H+B/uxEmty90+AL0spf7jMPv6EdRJ2CQQCHDt2DLvdTklJCcXFxbjdbiKRCLOzs5w6dYqSkhId0w2Hw/T19fHaa69x+/ZtPB4PHo9H5xg4HA79hGWz2fB4PPT395OXl8eNGzeYmppifn6e7Oxsrly5QnJyMps2bcJms/HWW2/hdDppbGwEYomHXq+XiooKnE6nTmb9xje+oas7gEUT8OXLlzlw4IBWML148SLvvvuuFqYCdEM8q9XKwMAAhw4d4uTJk7oXSSQSIScnh5SUFMbGxpiZmWH79u3azez3+3XreojlWvT19S16mgwEArjdbtrb23Uo6cCBA3R0dOhJV02gyvPQ09PDnj17ePfdd7Xr/sKFCzQ2NnL37l1KSkoYHh6mra0t4QlRTVQbN27E7XZjs9kYHh4mJydHC5TJBwJfatJcSCQSYc+ePczMzOgJ+0c/+hHl5eVs2bKFgYEBIpEI5eXlWtTr+vXr5Ofn09LSwtDQEC6XS1fL+P1+xsfHuXfvHnl5eTQ0NOj8C4UyXC9fvkxNTQ3JyckJk87w8DD5+fk0NTURiURobW3VT/wOh4O0tDSi0SjZ2dkEAgGmp6cT3PoqZKOuld/vp7CwkMLCQr2e8v5MTU3hdruprq5mbm6OS5cukZWVxc6dO/X2wWCQK1eusHPnTnw+H+Pj4xQVFeFyuQiFQgnhNzW5quNSXYh9Ph8zMzOUl5eTn5+Pw+HQ5+T3+7V+iwqJKeNGGTOhUIiUlBS8Xi+NjY3s3r2bubk5MjMztWjd3NwcN2/eZH5+nvz8fF25o8JI8/PzOJ1OysrKsFgshMNhysvLtZJvbm4uDodDh2Hb2toYHR1lamqKpqYmkpOTuXfvHhs3biQUCmkNnEgkwsjICF6vV3tMlCdIacIEg0FcLpf22CQlJZGTk6OrqIaHhxkcHKSqqopXX3112caG8Z9dvFdvJaSlpS3yEhnWH+vZ+LgA/J6U8gMhRAXQDZwCtgH/+XG9Fg/G+lXgN4iJjN0E/qHKARFCnAKQUh588PdvAL8ElBNraHcL+C0p5U8eMv6fsE6Mj3A4zK1bt/TfExMT9Pf3a92Nmzdv0tPTw44dO3QMub29nWAwyJYtW5ienqampoaOjg6qqqqYnp7G4/HomDjEnmynp6cTqkF6enqIRCJkZWXR3NxMUVER4+PjOt4NsYny3r171NbWkpOTw8aNGyksLNRqlmodVS4ajUa5d+8eqamp+P1+nQ/h8/no7u5OqBAKh8PcuXOHAwcOMDo6SklJCQcPHly2O+rHH3+sj7+5uXnF+gtjY2O6Qqe1tVUbMu3t7WzatElXUvzu7/4umzZtIi8vj+npaSD2BF5SUkJKSgojIyPU19cTCAS0Z0IRDAYJBoM4nU59Q1/o8VmIuiYWi0UbAarqJxKJMDk5yZe+9CU++OADrFYr+/fvJzs7m7GxMcbGxnSOieoSnJWVRUtLy6LJ4sqVK3rytdlsOs9GSsns7Cw7duzA5/Nx48aNBIVW+Js8BaUBUl1dTVpami4lzsvL48KFCzQ3N+vPKDk5WavGpqen61JbIQSzs7MMDAzop/ycnBzS09O1vse1a9d00rKSrC8uLtahKIh5QCwWixZ9czgc2iugSmaVQam8QvEaI16vl4yMDEKhEDt27CA9PR273U5HRwebN2/W56G8Hy6XC4/Hw+joKN3d3WRnZ+tJemxsjGg0qvVRSkpKdEWaCgPev39fez+EEExOThIOh0lLS2NwcJDa2lqEEIyPj+umiyp5G/4mn2p6elqXx1utVu0Jy8jI0L2KFKrizOPxYLPZyMzMJBgMUl9fT0FBgS6JTk9PJxqNMjs7y/j4OFarlS1btpCTk0N/f79OcldKuMpLpTxeKhSnqqvUZ6deVqtV/38pA2Nubk6Hy6SUWitGtU2QUuLxeHT1GCSGitRnvfA3Fb/uw4wniPWjysnJIScnZ1ES+XpG3X+HhoZITk7WSsaPOt/VsJ6Nj2ngFSlljxDiHwKfl1K+KYR4E/h/pJQbntrOnzFraXz4fD7+4i/+Qv/d2dlJfX09LpcLl8uFw+Ggq6sLr9er9QpUr5H79+9jt9vJz88nIyODkpISMjMz9Y0c0B1uCwoK9NOucueq7q6vvfYaEAuXqC6miuvXr7Nx40bOnTtHZmYmLS0ttLe363DEQi5dukRLS4uWBo9EIrz99ttUVFQkeAmSkpKwWCy0trbS0tJCR0cHe/fuXfY6BYNBPcGulpGREf3Ud/PmTYqKirS6allZGf39/Vy9epXPfvazvPHGGwSDQT7++GMOHjyoE/xmZ2dpbW0lIyOD/fv367GllBw9elSXwlZVVfHDH/4wQRE1EokwNDSEz+dLCDuoBMnu7m5KSkpwOByEQiEyMzPJyMigp6eHd955h56eHrZu3YoQgtLSUi08d/r0aYaGhqitrWXnzp20t7dz+PDhhOsdCAT45JNPcLlcXL9+HYfDQW5urhYqq6mpobGxESmlllyfnJzUE2EkEiEYDDI8PKxDXCp84na7tbehqqpKJ5HC30yaeXl5pKWl4XQ6dcKrkrCfnZ3F4/HoqqCmpiZsNht79uwhLS2NH/zgBzgcDsbGxrRheO/ePa5fv055eTn79u0jFAppT1Jqaqr2BJWUlGCxWLhx44YOz929e5e+vj6dF6R0cdRN2+VyUVxcnKB5kpmZSVFRkS49bm9vZ3BwUHuyVCXX1NSUzqmwWCwkJSVpI0SdbzQa1aGZcDis/1XhFzV5R6NR3YQxOTmZ1NRUCgoK8Pl82jtqt9uZn5/XTRHjJ02LxUJqaqoucR8fH9e6QqFQiJycnEWKr6pkWXloMjMzsdlsujmiMirV/U9dcymlVhm2Wq1kZGSQmZmpPTrK0yOlxGazkZubS2NjI5s2bVqUXyIfKOMqNVzlVVP5Oysl/kFsKZRxo7xus7OzukS9oqKCiooK/RtW5x6NRolEIvq1cD6QUmpv2/T0NF6vN2GdaDSqPzflCY1/X0qpK/MmJyfxer36u6f2CegcL9V5XHnBo9Eov/Irv5IggvikrGfjwwM0SSn7hRA/Ak5LKf+1EKIS6JZSrn7WWGespfHh9/v57//9vwMxQ+H27dts2rSJyspKKisruXTpEhs3buTatWvMzc3xMz/zM7qywOl00tTUxK1bt7TqZjyhUIgf/vCHVFVVJTzJKlXJO3fu4PF4+I3f+A2tL7KwdXtraytdXV2kpaXR2dnJz/7szzI5OcmhQ4cWhThcLpdOBlXj5+bm6jbsS3HmzBlycnL40Y9+pLvprpRoNMrAwIBudLcc8U9I9+/fZ2JigqysLCYmJigsLGRiYoK9e/cyOzurJ8vNmzcnlFNGo1E++OADDh8+rLVH1NN8fX09mzZtIhAIcP36dV1CqvZ569YtCgsLddmuIhgM0tHRQVNTE3Nzc1qjoqenh+npadLT03E6neTm5moNDoWqrnj11Vfp7+/X1R7d3d1s2bIl4TNSiqoWi4V79+5RXV2NxWIhEonQ3d2tk4whdqNRmiuqdFkp21osloRJKxqNUlpais/nIxwOU1lZmXDdVVPBnp4eqqurqa2tJRAI6Btud3c3ycnJ3Llzh7q6OoQQ9PX1MT8/T3l5ua7EysjI4N69e1q6PhqNcunSJS3kFv+0F39jV5UiqguymsTVZ6BE82ZmZnRptM/n02GVaDSqQ4GqWka91PEBul+NypFKTU3F4/Fw584dQqGQXk/pgaiWBqmpqdoDpUTrpqamtEGlvAFCCF2mrnJ6AC3ipkJOC5Ncldx9Wlqa9iqkpqbq3B41OSvjJ35CDAQCOrTm8XgoKirS8v5+v3+R1yEUCpGWlqaN1fn5eaxWq/7Oq/VVcrDq7xPfA0r9rZpZqgcVlY+jroeSIYjPnVJeDmUcq9Cwun7q805OTtbfF/UblVLq66VCj4FAQIvYqWNa2Ioifr/qe6GE+DIyMnT/p4XbxJ+bunbqt6YetlRyvno/PpdKCKGNVXVd7HY7OTk5JCcn881vfnPZh8TVsJ6Nj/PEpMt/BBwj5gXpEELsBf4/KeXqZpZ1gFhCdGytrqXX6+W73/0uBQUFeL1eCgoKdOhBPSUHAgEikQhXr17FarXS2NjInTt3eOWVV7SrN/7Gq57Grl69yuuvv05dXV2Cx0BVLiiRq6GhIWpqati4caNOhAuHw5w9e5aCggLGxsaIRCL6ht3Z2cnIyMgibYFbt27R0NDAzZs32b59O+fPn6esrEwnDBYUFJCTk0Nubi6ZmZl0d3czOjrK3Nwcn/vc53SY43GRUtLT06Mbrj3u9n6/n97eXh16aG9vZ9u2bVitVi3odv78efbs2ZMweUciES5dukRGRgZpaWnU1tbqfAC1fHx8XK+vnlLS09Px+/3Mzs5SXl6ecCyhUEiHtuJvMir0pp5olNBXWloaKSkp+iYYjUZ1/sR7773HxYsXKS8v1waQCtf19/fjcrmYnp7ma1/7GsFgkPHxcbZt2wbEKjdSUlIS8nIUqamppKWl6eogVZm0FDdv3sTv9+uEaIjdZG/dukV9fT0zMzN0dHRonYquri7KysoYHByktLSUkZER8vLyyM/Pp6OjA4CysjLu37+vv39qH6rU2Waz6SRViH13vV4v09PTWthMlQursdXTYnp6un6aV6XqKkSgni4jkQg+n08L1ylxP1VuK6UkMzNT67qEw2G6urqYmZlJOB4lYhcfalPeo/gJTU0sKSkp+mlXGVOhUEhPcPGTdvy4aoKPz8FQRobyusR7Lx6WrxG/bnxytNr/wn1/2iw8rme97/j/xzdsXPhe/HEuFSZauM3CbRULx4j/XH/xF3+R7373u098XvH7Xq/GxwHgL4Es4E+llP/Dg+W/BdRLKb/81Hb+jFnrnI8LFy7gcrk4efKkfvJTk5J4UFGQmZlJcnIyFy5cIBwOU1dXR1JSkvZiLHTpqU60SzXSUsmIFRUVpKenc/36dWZmZrTnQT7QYVCqpL29vezfv5+SkhIdVomXOlfn0dvbS0FBAeFwmOLiYm7ejFVYb9u2Da/Xi8fjYcOGDczNzeH1enWnXFVlEu+CXyg5rwSgVHKrcs02NjZSUVHB0aNHtSjaw5BS8tFHH3Hw4EGdQ9Pa2squXbsStp2amqK9vV0bKIBO7t2zZw/Hjh3j8OHDCCE4duwYtbW19Pf3J0h5A9qTcfbsWa0oG/9+IBDg0KFDizQhpJRcv34dl8ulj0tKqRNOVcXM+Pg4JSUleDwezp07R3FxMU1NTbr53o0bNygrK2Pfvn2Ulpbidrv5q7/6K5qamrh58yZbt27V+1afrTo+VeaalZVFa2srGzZsoLy8HKvVmuB9WYiqgoKYB+Lo0aO0tLRgtVo5deqUbtB369YtioqKGB4eprKyUpea379/n5mZGebn57l7965+6h0YGKCyspK0tDRt/KmmiaqqSaEUSlXIIxQKcfv2bdxut9axUQaK0nZJS0ujqqoKl8ule8dAzBgcGhoiFArR29urx1bhlsLCQiKRCFNTU4yNjeFwONi4cSNZWVnaW6GOL/7pWGmiqGaPExMT3L17F0C3AlAhnJSUFLKzs8nJydEhApWMqqpoZmdndZKxui8og0ORlJSkvztKAVi1T4h36ytRNmVohMNhrfujxoyfRNV5qeXKYFKfRXzeRfx26slfLYsff+E9TRlbSy1X48a/t5QhEm9Avei89957/PjHP16z8dat8QEghEgCMqWUU3HLNgA+KeX4cts9b6yl8aEm+omJCQYGBrDb7bqluepRUlJSom8SPp9Pey2Wo6enh9LSUj1BRCIRdu7cmVCVcu7cOQ4dOoQQgpMnT+JwOHj11VeXHG9kZITLly+TnZ2tn54XJlF2dXVRXl5OZ2cnr7zyCgMDA1itVmZnZykoKKCqqoqysjLa2tp48803OXfunA4Fzc3N0d/fzyuvvEJubi55eXlkZWUleHOi0Sg//elPefvttxeFey5evEhFRUXC0/ZyXL9+XbepVwwMDOD3+6mvr09Yd2hoCLf7b3oVWiwWGhsbsVgsDA4Oapex0+mkoKCA3bt3L/m0cv78eerr6x8pALUU8U8ySzE/P8/p06d56623tMfm3LlzbNiwQZdaOp1OXC4XJSUl5OfnMzk5yc2bN6mrq8PpdLJlyxYg1tBwcHCQjRs3anGxmZkZ3cBQVbMMDw/j9XqZn5/XkvMLRauUcXjnzh2Ki4vp6uqiurqa119/HavVqgW8VIfburq6JbUlvF4vN2/epKmpSXuEmpqadFI0oBOdlXtcXRe/368NXeVZUAmsk5OTi45ZlWQr97sq4RVCaO+VKrctLi5Gypgk/9TUlG4cmJaWpstu47+/8d4F5S63WCzMzMzoxOJQKITdbtfeHNWgUYV8JiYmdL5QfL6ISk5VeREqDKGMApvNpg1Mj8ejK4/UOaqyYCXepiTzQ6GQzltR52KxWLQ+DKANnPiwg7p+6v/qu6CE4pbymqjjWOhlib9+KhdGhQqXMlIU8cetVIPj14sPV8SHZNT3KX7cheeXnJysr1F8vocy3OLPMd4jER/SVMvivVTqWBd6sePHj/9+Lwz1LPw+v//++/z6r//6omuzWta18fGysJbGh+L06dNaD8DtdtPa2soXv/hFNm/evOKxTpw4waFDh/Tf8/PzfPTRR7z22mtkZGQQDodpbW3ljTdimm0qTh1/Q49nbm6O8+fP6x/F1atXE56YAe2N8fv9ZGdn09bWxuc+9zm9byklu3fvJhKJcO7cOUKhEO+9917C+e/fv3/JDqWKmZkZbt68qRM9HQ4HLpcLt9v9WLHNqakpOjo6OHDgQMLySCTCmTNnOHjwYMKytrY2HTOGxVn1ra2tDA0NsW/fPsrKyhbtLxKJkJeXRyAQWNawWwvOnTvH9u3btbGpvCZzc3Ps27cPi8VCf38/Z8+e1fktqoOtSm71+Xx4vV5cLhc5OTnY7XZdApqUlMTU1JQW/VLlmqoB3uzs7KIJQOl+KO9ZRUUF3d3dbN68mWg0qstIPR4Pmzdv1qqhyqMRX/U0MTGhvWh3797VTeniUZUUQ0ND9PX1aXE0lbQb/12dnJzkzp07Cd+1aDTKyMgIPp+P7OxsXQlSWlqq4+mVlZW6iaLX62Xbtm1kZWXpDs/79+/X/XhUiKqysnLR70qVHo+NjfHhhx/S19fH5z73Od577z2teKuYmpri7Nmz3L17l/z8fD1WJBLB5XLpEKDP59PnrarMVAKq2+3G7XZrQbtIJMLo6CjBYHDJEldV9ZGUlKS9fcoTogyVkZERkpOTKSws1Gq2KifBZrORlZVFMBjUQn8qh0YZAsqAikQieL1ekpKSSEtL04mzah2V46AEAsPhsK4YSk9Px+FwLMpzWcp4iVeiXfieCrkpVE6NMlCU0ZOenk5+fj65ubkUFRVRWVm5rKdVheqUd02F4CAW9p2cnNTfTY/Ho2UNFPGGsDrXubk57ty5g9vt1ka/SkaOz19ReT3x4o1rwbo2PoQQRcSEuzYDkliTt/8opRx7qjt+xqy18RGJRPjOd77Dtm3bCIfDBAIB/RSoXPuPSygU4uLFiwlJnkNDQ9y5c4fLly+zfft2XV641IS5FMeOHeONN95ISKw7e/Zswg9vbm6Ov/7rv6a6upq8vDzKy8t10lZPTw8FBQW6c2s4HOb73/9+gvS7ukktTFZUqKejqakpamtraWhoYHx8nCtXrrBr1y6EEHqCkVLqNu7xTwOzs7O8+uqrS0pLX716le3btyNlrBLo9u3bNDY2JpTSLnTput1uWlpaFuVxKKLRKP/m3/wb3n///ccqfZMyJuuuyuUe93P3er1cu3ZNVy0p3G43Fy9eJDk5maqqKjZu3JhwHKOjo/zhH/4h27dvp6CggPz8fCKRCB0dHfj9fm08qCZu8Qq8jzqeTz75hDfffDMhFBIIBDh9+jSf+cxn8Hq9tLe38+abbyZsOzc3x927d5mdnV1y7Pn5eY4dO0ZeXl6C8TAzM8P4+Dg5OTlUVVXh8/koLy9P8DaphohJSUnLCmhJGeu+PDo6+lAJ8nv37iUkE4fDYV0uqp56VbsC9cQbnxip1mtubiYjI0MndS9M5LXZbGzatEn3nEU5ssgAACAASURBVFnIQo9KIBDQ4Zq5ubmHVnooz87DUCWvCuXdUVUq0WhUJ+XGH5MiHA6Tm5urxdQ8Hk/CRA8xY+fy5cu6oWN83hTEDIfGxsYlPYdSykWVJEuhhPlGR0e1RygeFRJ7HNS+8vLyKCsr04ay0hoKBAKLvCkrQRlD8eq1UkqKioqWle1/Fqxb40MIsR/4KTAGqCZze4FC4DNymcZzzyNraXz4/X6++c1vYrFY2LVrl9ZQePXVVxkZGaGnp4cDBw489he5v79fK20qjh8/zuuvv04oFNKlo487kfT09CClpKFh+bY6gUCA733ve+zcuXNJD4TP5+P8+fOEQiHeeOMNxsbGcLvdNDc3J/zgjx07xpEjRx56rjMzM/zpn/4pVVVVdHZ20tLSohMGVVJee3s7ZWVllJSUkJubS35+Pvn5+YuajUkZUxW9e/cuV65coa6ujuHhYa2hshb9LzweD/v379f5Aw+jp6cHv9+PEEKLXMV3fH0YbW1t7Nixg+TkZIqLixPKAxcSjUa5cuUKgUCA7du364Z1ClWpEAgE6O3tXRSimJ+fJz09nY0bN+prv/DJc//+/UveJF0uF1evXmV2dpbDhw8/tlHmcrlwOp1YLBZKSkqYnJxMWCcjI4OGhoaE/JijR4/yxhtv4HA4cLvdXLhwgd27dyckpz4NZmZmaG1tJTs7W5+flFI/xQ8NDemy15SUFJ34Ojw8vKTw3OOg8iHsdrvOiVHlvU8TFdZ53P2oUJFCSsno6Ch5eXlkZGRQX1+vWzCsZ6SUTE5OJoRmi4uLqa6uXtJIfBFYz8bHeaAD+GUpZfTBMgvwHWJ9WfY9bPvnibU2Pv7oj/6If/AP/sGSN+L79+9z8+ZNrTOxFMnJyWzbto3MzEzOnj1LS0uLvgkHg0EuXbqkPSFKu+JxbsDhcJgrV648MmTQ1dVFSkoKX/3qV5e9afT29urEw97eXvLz87WEdPy5pqWlaYG15XA6nZw6dYovfOELCZ4Jt9tNb2+vbrwXjUZ1cp6Sz14Y21XJj0qu/Z133ll1ye9SeL3eJUuYF6Imy8985jOLnhyXe3odGRmhvb0du92uNQpqamqYnJxMmNzib4ZSxpqf1dfXLyvo9jDu3bvH5OQkwWCQoaEhrFYr5eXlCfkaKmFxOaampnR/k8clIyODwsLCZY2VpVztwWCQGzdu0NLSQlpaGrt27Xqqk7EKd83OzrJv376Ea+Jyuejo6EAIQU1NDUIIrafyorEwvyL+c0lJSVn0GZSUlFBZWbnuDY6XnfVsfPiJtazvXrB8E3BNGp2PJQmHw9y+ffuJxGACgQBXrlwhGAwyNzfH5z//ef3ezZs39Y96YmJCx1njk/OU10DFrBVnzpxhx44dj3xqP378OO++++4jm1FdvnyZhoYGrl69yoEDBxZNJNFolBMnTnD48OElt5+enubSpUuUl5dr8a34G1lqampCtcZKiEajnD59elEYYCHz8/O6cdjU1NRD15VSUldXR1dX1yPDZ11dXaSmplJVVfXIY5VScvnyZaSUuoIGlvYcKQ9GPBkZGStWQIxGo3zyySeUlpYmJObOzMxw/vx53nnnHSBWbt3d3c2OHTsSvG9rSTAYpKen57HWVeqP27dvfyrHopBSMjQ0xNatWxOM15mZGdra2sjMzKSsrExrfpSXl1NbW/tCdpd9Guqahk+fJzE+ls/kWxtmgGpisurxVAMrE3BYZ4gldD7WipSUlCdWobPb7ezfv59gMMgf//Ef89FHH2mX+9WrV3nrrbcoKSnRMuJL4fP5OHPmDA0NDWzYsIHh4WEKCwt1+/rlcLlci9RLl6O2tpa7d+8uGXOFv1Fk9Hg8DA4OMjo6mhDztFqtvPnmm3pfa+mhsFgsZGRkcOrUqWXXUaWBBQUFlJeX09TU9NAbrZSSY8eOUVlZyd27dxNyXOKJRqM4nU4+85nPPPI45+bmOHPmDNu3b19U3VNdXa2FxhSqs+yT4PV6OX36NHv27FkUd1clpCqU43A4+NKXvsQnn3yC3W5/rAqklRCJRDh+/HhCr5eHUVpaqhvjLdSlWUs8Hg+ZmZkMDQ3pMJZSc62qqsLj8TAxMfFY5eAGw4vG0/Z8/B7wFWI9WVofLN4PfBv4UEr5j57azp8xT6PaZSnGxsZ0ln+80eDxePiZn/mZReu7XC5GR0e1MRONRjl16lRC5cvDkFLS3t6um2+98847j/QinDp1in379j22C/3EiRMAyx6Tz+fjypUr+P1+3n777ccacz3j9XppbY39HI4cObLkOh0dHVqK/ubNm8tWHUEsxPbKK68seb1lnIbJSvD5fExMTDA5OamFsOI/90gkwmuvvbbspNnZ2cnt27dpbm7Who+UkuPHj9Pc3LyqEuOlkFLy8ccfs3v37oeWmi9Fd3f3Ig/QSve9FB6Ph66uLm1oxV+3oqIiamtrn6glgMGwXljPno/fAATwf8ftKwz8AbEus4YliEajOrlQ4Xa7cTqdFBYW8sYbbyxKHLxx44YWN4pnYGAgwdU9MDCwIu+AEILt27czNTX1WNnaSidgJbH7QCDw0IkjNTWVe/fuJfRNWQq/38/o6Ohj73cprFbrogljrVHCVVeuXMHj8SwKYakSz6KiInp6enQn3dUghGDTpk20tbWtaDuHw0FeXt4i/YyFyAciZ319fQmT8fj4OBkZGQkeFyEEhw4d4tixY4+dcPsozp07pxuerZSHJUyvFGWs9fb2kpaWxte//vVPrQLBYHgeeKrGh5QyBPyaEOJ9QBUX35VS+p7mfp93otEoLpdL/z0xMYHH4+Gzn/3sspNQY2Mj58+fX2R8qIZdiv7+/kdO4kvxuDf3O3fuLBtKWI7lOlvGY7PZEmre44lEIly5cgWv16v7mKyWmZkZbt26pdvFP44bfzXU19fT09PDxYsXF+WztLW1UVZWxuXLlzl8+HBCw7nVEN9xeDXE5wIppqenuX37NsFgkIqKCl577bVF4Tvl0YrHYrHw1ltvcfLkySeenHt7e7Wq6OPme6wl8cZWamoqeXl5HDhw4Kl9ZwyGF4mnanwIIf4PYEBK+R1iVS9q+S8DZVLK/+1p7v95JTk5WStMTk9PMzg4iMPheOikarVaE9QC44n/WwklPS2cTueyyaHLYbVaH6otMDIywubNm3U9fnzOx+3bt3E6nezcufORFTGPy+bNm3G5XJw5cwbgqU0mqampfPDBB7rpmNPp1CqSSUlJtLS0rNhj8axIT0+npaVlVSWEKSkpTxQ+UwJje/bs0X1oDAbD88XTDrv8PWI5Hwu5CrwPGOPjISjZ9LfffptPPvlkScMing0bNiQkF/p8vgSX+cTExJrF2pfC6/WSmpq6Ys+D6rC5HLdu3eLNN98kNzeXU6dOJRgfGzZseKykzJVSUFDAoUOHFvXBWGtSUlI4ffo05eXlNDY2YrPZcLvdHDly5LnXBkhPT18yrLQawuEwHR0dTE5Okp+fz969e02SpsHwHPO0jY9CwLXE8gng6aWZvwCEw2FOnjzJ4cOHSU5OJjc3l6mpqYfqMNTU1HDy5EltfCzM71B6F08L1W9jpUgpSUlJ0e2/41FtyJOSkigvL19WOfRpsbCvwlrz+uuvs3v37gQXvmrw9bxTUVHBwMDAqtoBLOTSpUvU1dWtaTtwg8Hw6fG0i6+dwOtLLD8ADD7lfT+3RKNRPv744wT58pKSEoaHhx+6neq5oWL0o6OjCWWxPp/vocJkT8rs7GyCwNfjoES+lNdmIdevX6e5uXmNjnB9Et9pNTU19YUwPCBW2bFQFns1SCnx+/1PXYXUYDA8O572Xe4Pgd8VQlgBlX32FvBbxMptn1ueps6HlJJ9+/YltCgvKCigq6vrkds2NDTQ3d3N1q1bE1QlfT7fQ8v7VGOj1aLaea9mu9zcXMrKyjh9+nSCWJXqEGnKEp9PVDv2J2V4ePixew4ZDIbng6dd7fJ/CiHygf8LUP70EPD7UsrfeZr7ftpIKb8FfEv9LYRYM5GPpKSkhAoVePiN3OPxcO3aNRwOBzk5OfT29tLQ0JBQfdDb27uoPbwiHA5z4sSJZd9/HFS1waPyUhYyNjZGUVERFouFcDicIOg1NTW1qNus4fkiKSnpiZOce3p6EpoiGgyG55+n7t+VUr4vhPhNYl1tAbqklA9vm2hYEtUZU03uoVCIy5cvE41G2bNnD+FwGLfbzczMDB9++CFSSj2Zp6SkLNsB8uTJkxw4cOCJEgOdTicVFRXcu3dvRS2bJyYmtNHzIgiIGRIpLS1lZGRk1cqzkUgEKeULE4oyGAwxnskvWkrpBS4/i329CEQiEQYGBhYt9/v9XL9+nZycHNxuN5OTk7S0tOhutDabjfT0dL74xS/yve99j2984xu62mV4eHhJj8SlS5fYvHnzExkekUgEi8VCXV0dR48e1U2yHoenXfpr+HQpLy/n+vXrqzY+VqMbYzAY1j+m289zRFFREWNjY0CskuDIkSPa8IgnKyuLzZs3J5TZ/uQnP1kUtrlz5w42m+2JK0iGhoYoLy9HCKF7tRgMEEum9fv9q95+pYq8BoPh+eC5MT6EEL8qhOgTQgSEEFeEEMsGgYUQB4UQconXprh1fkkIcUYIMSWEmBZCnBRCvPZszubhJCUlsWHDhkWv5uZmbDYbGzZseKSgVnwnVr/fj9/vTxDycrvdDAwMsGPHjic+3v7+ft15dePGjdy5c2fZvhfxBINBI0H9krCavkeBQACbzWbaqhsMLyDPhfEhhPg54PeBfwU0E2tS99dCiMpHbLoFKIl79ca9dxD4EDgE7CHWefeoEKJuTQ9+DbFYLKu6iff19bF9+3ZmZ2f1shs3bqxZMmc4HNZGhBCCjRs3Ppb3w+VyPdWuoob1QXZ2NtPTK29i3dnZuSYaIQaDYf3xXBgfwD8C/kRK+UdSyi4p5f8CjAC/8ojtxqWUo3GviHpDSvl3pZT/Xkp5TUrZ/WAsD/DOUzuLNUAIseLyxdHRUerr6xOMD9UK/knx+/2LSmFra2sfy/sxNjZmtBteApTY2Epxu91PVZHXYDB8eqx74+OBRsgu4NiCt44B+x6xeZsQYkQIcVwI8eYj1rUCdmBqdUf6bMjPz1+xHoeUkqysLG18rLQc9mH09fUldC6Fv/F+dHd3614lS72mpqZWLEpmeP5YzXd2enrafDcMhheY56HMIB9IAsYWLB8Dlutgprwil4kZFX8POC6EeENKeWaZbX4TmAP+aqk3n6ao2EpQSqeP20Rtenqa7Oxs7HY7gUAAiD1RPkymfSWMjo7S2Ni4aHltbS1Xrlx5aGO04uJiE89/CRBCkJqamqDh8ihCoRCvvbYuUrAMBsNT4HkwPlbMgzBKd9yi80KIDcCvA4uMDyHErwH/M3BYSjm78P0HY36LOFGxJcZYM5GxaDS6KEaelpaGzWYjLy+Pjo6OZbZczL1793TpqwqDjIyMJMiurxY13lIGhBCC3bt3P/E+DC8Ge/bs+bQPwWAwrCPWfdiFWBO6CIsb0RUBoysY5yKwKJlUCPFNYl6P96SUl1Z7kGtJNBplcHAw4XXiREydPt6IeBympqbIyclJWDYxMbEm7edNTN5gMBgMq2Hdez6klCEhxBXgCPBf4946AvxgBUPtIBaO0Qgh/hHwL4DPSinPPumxrhXJycmLus9arVadX6Gk1h/VbXW53A4p5Zp0ar179+6SIReDwWAwGB7G8+D5APi3wNeFEP+jEKJRCPH7QCnwHQAhxJ8JIf5MrSyE+KYQ4gtCiDohxBYhxG8BXwD+fdw6vw78NvCLQI8QovjBK7GpyjpBNYyTUpKfn8/ExMQjt1F9UxQWi0XLVa8FHo/niZRRDQaDwfBysu49HwBSyg+FEHnAPyOm13GTWJjk/oNVFup9WIF/DZQDfuAWMe/GT+LW+ftACjGtj3j+FPj6mp7AGiCEoLq6mr6+PkpLS3E6nY8sU1X6Hor09HRGRkbWpIogvmOuwWAwGAwrQazVU/DLjhBCPu1rKaXk6NGjvP322/zgBz9IyNvIyclJMDQAjh8/zltvvaX/7u3tZWRkhJqamieWVG9ra6OystLodBgMBsNLyoMcxFWVLD4Xng9DDNU75d69e3zlK19JeO/06dOEQiGtNDo/P7/IM5GZmcmFCxfYu3fvEx1HMBhkdnbWGB4Gg8FgWBXPS87HukMI8a34vjHPar/L9U5ROSGKwcHBRQ25MjMzmZ2dJSUl5YmO4dKlS7S0tDzRGAaDwWB4eTHGxyqRUn5LSinU61ntVwhBXV0dt2/fJhgM6ld2djYDAwP67/7+fiorE1Nh7HY7wWDwifY/OzuLEMIkmhoMBoNh1Ziwy3NITU0NV69e5cqVKwnL79+/T2trqxYjW+jhCAQCT9xF9vLly0Z50mAwGAxPhDE+nkOEEOzatWvR8k2bNtHf38/OnTuX3G50dPSJZNXHxsbIzs7GZrOtegyDwWAwGEzY5QUiNzcXt9u97PtPanxcv36d5ubmVW9vMBgMBgMYz8cLR0ZGxrLiX4FAALvd/ljqqF1dXYyMjOj1pJTU1dWtiTKqwWAwGF5ujPHxgrF582Y6OzuXbeSVnp6O1+t9aMJoJBJhYGCAt99++2kdpsFgMBheYsxj7AuG8nwsJBwOk5ycTFZWFjMzMw8d49q1aya8YjAYDIanhjE+VsmnpfPxOCyV+6H6vCitj+UIhUJMT0+vSddbg8FgMBiWwhgfq+TT0vl4HBobG+nq6kpYNjo6SklJySONjytXrrB79+6nfYgGg8FgeIkxOR8vIA6HA4BTp07pZcFgkPT0dAD8fv+S2/n9fi1YZjAYDAbD08IYHy8o+/fvX/E2bW1txuthMBgMhqeOCbsYAJibmwPQ3hGDwWAwGJ4WxvgwALEKF+P1MBgMBsOzwBgfLyFCCKLRqP47Go0SCoV0rojBYDAYDE8TY3y8hCihMUVvby91dXWf4hEZDAaD4WXCGB8vIZmZmQlCY06nk4qKik/xiAwGg8HwMmGMj1WynkXGHkVWVpbW+pidnSUjIwMh1pVUicFgMBheYIzxsUrWs8jYo4gXGrt58yZNTU2f8hEZDAaD4WXCGB8vIXa7Hb/fj5QSn89HWlrap31IBoPBYHiJMMbHS4gKsfT19VFdXf0pH43BYDAYXjaeG+NDCPGrQog+IURACHFFCPH6Q9Y9GJ+PEffatGC9LwshOoUQwQf/fvHpn8n64d69e9TU1Hzah2EwGAyGl4znwvgQQvwc8PvAvwKagVbgr4UQlY/YdAtQEvfqjRtzL/Ah8P8COx78+1+FEHvW/ATWIaFQCLvdbhJNDQaDwfDMEVKu/0INIcRFoF1K+Utxy3qB70sp319i/YPASaBASjmxzJgfArlSyiNxyz4GXFLKv72KY5TPw7VUnD9/ns2bN5OVlfVpH4rBYDAYnkOEEKy24GLdez6EEFZgF3BswVvHgH2P2LxNCDEihDguhHhzwXt7lxjz6GOM+UKwd+9eY3gYDAaD4VNh3RsfQD6QBIwtWD4GFC+zzQjwK8CXgS8B3cDxBXkixSsZc6Gux8LXyk7JYDAYDIaXl+RP+wCeBlLKbmIGh+K8EGID8OvAmVWO+S3gW8u9bwwQg8FgMBgej+fB8zEBRICiBcuLgNEVjHMRiG9gMroGYxoMBoPBYFgh6974kFKGgCvAkQVvHSFW9fK47CAWjlGcX4MxDQaDwWAwrJDnJezyb4H/LIS4BJwDfhkoBb4DIIT4MwAp5S88+PubQD9wC7ACPw98gVgOiOL3gU+EEP8E+Evgi8CbwGurPUhTtmowGAwGw6N5LowPKeWHQog84J8R0+u4Cbwnpbz/YJWFeh9W4F8D5YCfmBHyWSnlT+LGbBVCfBX4TeBfAneBn5NSXlzlMa6p5fGgdNdYMwaDwWB44XgudD5eRozxYTAYDIYXlXWf82EwGAwGg+HFwhgfBoPBYDAYninG+DAYDAaDwfBMMcaHwWAwGAyGZ4oxPgwGg8FgMDxTjPGxfvkXn/YBGAwGg8HwNDCltgaDwWAwGJ4pxvNhMBgMBoPhmWKMD4PBYDAYDM8UY3wYDAaDwWB4phjjw2AwGAwGwzPFGB8Gg8FgMBieKcb4MBgMBoPB8EwxxofBYDAYDIZnijE+DAaDwWAwPFOM8WEwGAwGg+GZYowPg8FgMBgMz5TkT/sAXhSEEEan3mAwGAwvFVJKsZrtjPGxSoQQ3wL+efwy0yfHYDAYDC8LQqzK7ohtaybMtUEIIc21NBgMBsPLghBi1Z4Pk/NhMBgMBoPhmWKMD4PBYDAYDM8Uk/OxDgmFQrS2tj7RGH6/n3fffXeNjshgMBgMhrXD5HysEest5+PMmTO8+uqrpKSkrGr7sbExbt68SVJS0pLvSympqamhqqrqSQ7TYDAYDM8pT5LzYTwfLyhFRUWMj49TVla2qu1bW1vZvHkzDQ0NS74vpeT06dPG+DAYDAbDijE5Hy8oxcXFjI6Ornr7wcFBnE4nIyMjS77/wOJd9fgGg8FgeHkxxsc6REqJ1+tNeM3Pz69ojIyMDGZnZ1e9/1AoxOHDh7l58yZTU1OrGsdgMBgMhqUwYZd1yPz8PLdu3UpY5na7eeeddx57jCfxTExPT5Oeno4QgkOHDnH06FHeeOMN0tLSFq0rpXwioRmDwWAwvHwY42MdkpKSwiuvvJKwrL29naGhoRXlcAghiEajWCwrc3ANDQ1RUFAAQFJSEm+99RYff/wx+/btWzTW8PAw6enpAKSmpq46wdVgMBgMLw/G+FglS8mrrxVLldqWlJRw69atFRkfeXl5uN1u8vPzV7T/gYEBiouL9d82m42DBw/S3d2dsN7s7CzXr1+npKQEiHlnDh8+vKJ9GQwGg+Hlw5TarhFPu9T2448/pqCggIKCAnw+H729vTgcjmXXn5ycZN++fUxOTrJ169YV7eu//Jf/wiuvvEJtbe1D13O73TidTnbs2AHA/8/eewbHed95np/OGR3QiI2cCBAAwUwxSAxikLS2vL4dp/XsrW9n7Zk6327ZVTe+utraq6mr9Yu5md2rqVnbc9Z4PNbt3EnyyZbsGklmEEESzCQIImeAiI0G0I3OuZ97AT9/dzPJkukRLT+fKhSJxtP9PP3008/v+//F7u5uDh06hFaraFoFBQWFTzpKqe3vAU6nE4/Hw1tvvUVXV9cHNhCbm5tjY2ODtbW1D7WfbDZLOBz+tbwlDoeDgYEB8XtTUxOTk5O0trZ+qH0qKCgoKPx+oVS7PIWk02muXbtW8FhbWxvvvPMONpuNqqqqD3yN6upqFhYWPnTSqc/nQ6/XU1RU9IHbqtVqcrmc+N3j8bC4uPih9qegoKCg8PuH4vl4CtFqtWxsbODz+TAYDPT393Px4kVisRgvv/wyf/3Xf01FRcVjkzslSaKrq4uNjY0Pte+FhQXcbvdHqmBRqVRoNBrS6bSSeKqgoKCg8EgU8fEUEolEuHPnDj/5yU9wOBzkcjkqKipobm7m5s2bVFdX09XVJSpSAEwmEzabDb/fz9raGq+++ioVFRVcvnwZlUr12PyQfHp7e1GpVHR3d3/gtm63u8DzAdDc3Mzk5CRtbW0f6j0rKCgoKPz+oIiPpxCDwcBLL73EO++8Q3V1NXv27OG9995jZWUFi8XCM888w7Vr15icnBTPmZ+f5+DBgxQXF1NdXc3JkycpLy+nq6uLxsZGmpubf619p1IpjEYjzz777Aduu7S0xNmzZ7HZbOzevRu1Wk1lZSUjIyOK+FBQUFBQeCSK+HgKSaVS/P3f/z0qlYrFxUXW1tbwer0899xzjIyM4PP5aGhoKHiOJEksLS1RVFSERqOhra2NGzdusG3bNgYHB2lpafnA/SYSCVKpFFVVVb9W2MXj8fDSSy8RDoc5e/YsRqMRjUbD6OgoOp3uQ1e9GAwGdu3apTQtU1BQUPiEo4iPpxCDwcA3vvENamtr6enpoauri0AgQDKZpKysjIaGBpxOZ8Fzstks3d3dNDQ0MD8/z+zsLLdu3aK0tJTTp0/jcrkKto/FYmzbtq0geXVpaQm9Xv+h+oI4nU6SySQnT54knU4jSRIej4eNjQ22bt36od73+Pg4CwsLVFdXf6jnKSgoKCj8bqGIj6cQnU4npsXu3r2bq1evcvDgQW7cuMGOHTvo7+9n//79Bc/RaDSoVCpsNhudnZ20t7eztrZGR0cHAwMDHDhwAL1eL7aXJInTp09TXFws8kGWlpbQaDQPCJXH4XQ6GRkZEccNUFtby+TkZMH+fh22bt3K+++/r4gPBQUFhU84ivh4yjEajRgMBuLxuPgZGxt7qGGPRqP87Gc/o6amBrPZTGVlJVNTUzQ3N9PX11fQsl2lUnH48GG6u7s5deoUt27d4vr166jVajQaDdFolG3btn2gENBqtWSz2YLHVCoVOp2OVCr1oQSIWq3GbDYTiUREy3YFBQUFhU8eivj4iPw226tns1ni8bgwwLt27eLixYsMDQ1RVlZGaWkpbrf7AQ9Fc3MzFy5coKWlhYmJCTY2NtBqtWzZsoVr1649dDCcXq/n9ddfJxwO43Q6UalUlJSUYLfb6e7uZufOnY88To/Hg8PheOjfmpubmZiYoLm5mUAgII7lg7qmdnV10dfXx8GDBz/oNCkoKCgo/I6iiI+PiCRJfwb8mfy7SqV6Yr3VJUmiu7u7YE7KsWPHMJvNtLS00NjYSE9PD1u2bHngudFoFK/Xi9PppLe3l71791JUVITf7+f69etiO5VKRXFxMRqNhomJCeLxOOXl5WSzWYLBIHq9HoPBUFDOez+3bt165CyXiooKIYAcDocIz1RVVWEwGB75mhaLhUQiQTabRaPR/DqnS0FBQUHhdwxFfDyFpFIpzp8/j8lkwmw2AxAOh8lmsywvL1NfX09nZyepVOqB5zY0NDAzM4PT6aSoqIipqSnGx8dZXV3lreb4YAAAIABJREFUhRdeENtJkkQ2m6WoqIi9e/eysrLCtm3b2NjYoL6+nkAggN/vp6Sk5JHVJ0ajkVgshl6vJ5lMFogKOayTj8FgYHBwkF27dj32/be2tjI6Okp7e/uvfc4UFBQUFH53UMTHU4jZbOb48eOo1eqCxNLh4WHeeustvvKVr1BZWfnQ59bW1nLmzBlWV1c5dOgQ165dIxQKsW/fvoJeH7Ozs2zZsgW1Ws0Pf/hDDhw4gN/vx2KxoNVqqa6uJpVKsba29sjQipzM6nK5CAQCBZNwH0ZxcTG9vb1IkvTYclqPx8PQ0JAiPhQUFBQ+oShTbZ8QT3qqbSAQ4NVXX+WLX/wikUiEoqIiSkpKOHPmDGazmVgs9sgW5u+//z4NDQ2YzWa6u7tRqVRCXMgkk0mWlpYoLi4mEongdDoZHR0VZbbJZJJEIsHOnTsfKQKCwSDRaJTnnnsOv9//a5XWDg8PY7fb8Xg8j92uv7+f0tLSDxQ0CgoKCgofD8pU208YGxsb/MVf/AUjIyNMTk7S2NjI8vIyra2tDA4O0tjYiCRJFBUVYbfbsdvtBQ29DAYDmUyGmZkZWlpaCIVCpNNpkTwaj8fxer1otVp0Oh0HDx5Ep9NRV1fH5z//eWAz6fXb3/42GxsbHDp06KHHmcvleO2117h+/Tp2u51MJsO2bdse+962bNlCd3f3B4qPrVu3cvHiRUV8KCgoKHwCUcTHU4jBYGDHjh1UVVXR39+Px+MhEAjgcDhwu93U1NRQXl5ORUUFa2trrK+vs7GxwQsvvEAqlSKRSLC8vMwf/uEfMjQ0xL59+/jrv/5rqqqqyGQymM1miouLsVgs6HQ6Dhw4gCRJjI2Ncfr0acrLy2lvb+erX/0qX/va1/jWt7710DCJWq3mC1/4Aj/+8Y+5fPkyBw8eZGlpiYMHDz50e51Oh8FgQK/XE4/HHztvRqvV4nQ6f60ZM79Ncrkcx44d+1iPQUFBQeGThhJ2eUI86bALbCaFvvLKK7z00ksEAgHKysrw+/3YbDZ8Ph9Op5O6ujoAzp07RygUIpFIUFZWhsPhQKVScfPmTfbs2SO8DbKHZHV1lUQigcPhEJ6Nq1evsn//fnw+H5OTk6hUKn70ox+xZcsW9u/fT0lJiejbIXcybWlp4cKFC1y6dIlTp06xvr7O1NQUu3fvfqBaZWFhgZdffplQKMT4+HhB35GnlZ6eHvbs2fPYCh0FBQWF30eUsMsnjEgkwiuvvILBYCAQCPCd73yHI0eOEAwG6ezsZGJiQsx7sdlsvP7665jNZubn51GpVDgcDlZWVgDw+/14vV5KSkooKioSYmVtbY1XXnmFEydOoNPpSCQSWK1WdDodHo9HhEWKi4v5/ve/T1tbG7FYrCAEc+7cOVpaWti6dStvvfUWe/bsATbzVa5du8bzzz9f0GSsoqKC4eFhOjo6CAaDBYmnkiRx6dKlgim5yWSSAwcOYLPZfqvn+3FUVVWxuLj4wCwdBQUFBYWPjiI+nkKsVivf/OY3icViLC0t8b3vfY9IJMJPf/pTOjs7WVlZoaSkhHv37vFXf/VXHD16lGw2SygUYnV1FavVKnqCmM1mdDodVVVV9Pb2kk6nsdls5HI5NBoNFy9epLKykrW1NdLpNNPT08CmGNixYweHDh2ir6+Ps2fPsnPnzgLBoFKpyOVyJBIJjEYj6XQanU6H0+nkueeeo6enB7VaXfDebty4werqKsvLy7z++uuUl5cjSRJ9fX24XC6+/OUvC+9MMpnkwoULnDx58p/2A8jD4/Fw7do1RXwoKCgoPEEU8fEUkk6nGRoaEr+3tLQwNzfHjh07aGlp4eLFi+j1eoLBIB0dHTQ0NPCZz3yGa9eusb6+zssvv8zVq1fZvXs3brebsrIySkpKePbZZ3nvvfc4ePAgy8vLHDlyhJKSEqLRKLW1tbS1tVFUVARs9hq5cuUKR44coaKiApVKxaVLlwiFQqIT6vz8PG+++SaLi4vodDr+4R/+QXhWYFPAaDQaWltbRbOyyspKdDodhw8f5p133qG8vJw7d+7Q1dWFwWBgfHxcVM0YDAZqampEp9SPA51ORzqd/lj2raCgoPBJRREfTyHZbJaFhQXxe3FxMSMjIwwMDFBWVsbMzAwGg4EvfelLRCIR0bnUbrezY8cOJiYmaGxsZGpqCofDwfj4ODMzM6RSKbRaLX/5l3+JWq3GYDDgcDiYmZnh3Xff5Utf+lJBomg8HieVSolckerqaiKRCEePHgUgkUhw69YtXC4XTU1NnD17tuB9aDQa4vE4b7/9NsFgEJVKhdPpJJVK8eUvf5lDhw5x48YNqquraWxsxOfz0dPTU1Cy29rayi9+8Qtqa2s/9KC6J4Xs4bnfi6OgoKCg8NFQEk4/Ig+b7fKkzqXsdbhvf+j1ei5evIjdbqekpIR/8S/+BQAzMzP8+Z//OY2NjRw7dowrV66we/duLl++THt7O+vr63zmM5/BaDQyOzsrWrPLPTr+9m//ln379uHz+SgtLaWjo4NUKsXly5cpKSkhnU4zPz+Pw+HgjTfe4HOf+5xIwDx//jx1dXV4PB5u375NTU0NarUalUqFy+Wira1NvIdMJoPP5+Mf//EfSaVS5HI5DAYDHo8Hq9WK2+2mu7ubL3/5ywUltuFwmMHBQfbv34/b7X5sg7LfBsPDw7hcLqXsV0FBQSGP3yThVBEfT4jfRrXLw/jBD35AKpUiEonwhS98AaPRCMAbb7yB1Wrl2LFjBINBUqkUwWCQo0eP0t3dzZEjR7h58yZarZYdO3YwODjI5cuXqaqq4mc/+xmf/vSnaW9vR61WMzw8jMViYXZ2llwuR0NDA6dPn6azs5PV1VUWFxc5evQoKpWKt99+mxMnTmA2m/H7/WQyGXK5HJIkMTU1JZqU5QuGTCbD9evXOXDgAGVlZUiSRCgUwuv1Mjo6yjvvvMPx48cxGo1s27YNtVrNwMAAJSUlSJLEsWPH/km9EOFwmJGRkd+J6hwFBQWFfyqUapffIzY2Nvh3/+7f8Z/+03/i5z//ucilqKmpYW5ujp/+9KccOHCA27dvo1KpWF9fZ2FhgXQ6TVtbG9XV1QB0dnZiNpsZGhqis7NThEf27duHw+EgEomwvLxMJpMRCaJOp5Ouri4ikQizs7N0dnYKz4jNZnugKsXlcjE4OIjFYkGv11NfXy9CJ8XFxQDEYjFgM7eiuLiY48ePE41GqaysxOPxsLCwwO7du3n++ec5f/48Ho+Hv/u7v+PAgQOo1WpsNltBSW9xcfEjO79+VGw2G5FI5Im+poKCgsLvM4r4eAp5WNgFNsM6CwsLfPe730Wr1TI0NERTUxN2u51EIoHL5aKuro6VlRVOnDjB6OgofX19WCwWOjs7MRgMosV6NptleHiY8+fP881vfpO33noLm83G8vIyxcXF6PV6du7cycjICOPj4zQ3N9Pe3s7t27fRaDRotVquX7/OCy+8QCKRKJhBk49Wq8Xr9fL5z3+eubk5otEosFnCeunSJdG6PRgMMjg4iE6nY3V1lVAohEqlYmZmBp1Oh8lkoqioCK/Xi06n47XXXmPbtm0Eg0EsFgttbW3odDpGR0c5cuTIb+eDUVBQUFB4IihhlyfEbzvsEg6HuXDhAhMTE3R2dnL8+HHOnTvH/v37WV9fZ3FxkYsXL1JbW0s8Hqe+vh6Hw8H169eJRqPo9XoaGxupqKiQj5dwOMzKygo1NTWMj4/zhS98gXPnzhWUtr733ntMTExQW1vLpz/9aUKhEK+99hqf+tSneO2113C5XHg8nseWw77xxhsYDAZOnjxZ0NV0dnaWQCBAPB6nt7eXZ555Bo1Gw/r6OqdPnyYWi3H8+HEWFxc5cOAAa2trbN26FY/Hg9/v58aNG5w4cYJwOExfXx8qlYqVlRVaW1sf2Rskl8uRSqXEz/2VLBqNhoqKCioqKgo8KLdu3aKlpUVUAykoKCj8vqPkfDwFPEnxkc1m8fl8Ip8jFApx+/Zt3G4327dv59atWxw7dozz58+LyhOAxcVF3nzzTb7+9a9z5swZXnjhBW7cuEEymaSjo4P+/n6amprweDxks1nOnTvHxsYGdXV1xGIxGhsbGRoaEqW5AD/72c+or69neHiYEydO4HK58Hq9vP322+zdu5dUKsXExAR//Md/jNPpfOj7icViXLp0iWw2y4EDBwqm5KbTaU6fPs3x48cLuoiePXuW9vZ2Ll68SCQSwWq1cujQIWZmZkSjs42NDa5cucLhw4exWCzE43Hm5+e5ffs2Bw4ceOixqFQq0eJdr9ej1WoL8lHS6TRer5fl5WUhTFQqFX6/n2AwSH19/Uf5SAWSJFFXV/cbv46CgoLCx40iPp4CnqT4WFlZ4U/+5E+orKzEbDazsLBAXV0dgUCAlpYWFhYWOHToEMPDw2zdupVIJEIsFqO1tZVz585RUVGBRqPB4/EgSRIDAwPU1tZSWVlJX18ftbW1aLVa2tvbefPNN/nTP/1TotEoXq+XbDbL1atXOXToELlcjgsXLmCxWIhGo2g0GlKpFHq9nlu3bqHX6/niF79Ib28v2WyWP/7jP35kOWxvby9ut5vh4WH27t1LKBRibGyMu3fv0tHRgdlsJpvNkkwmsVqtzM7Ootfr8fl81NfX09/fj9FopL+/vyDhNJVKMTIyQm1tLXa7HYCpqSnKysqwWq3yZwNsirq5ubkCkSOHkGSy2SxdXV2UlpZSU1OD3W6Xv2B0d3cXiL2PytWrVyktLaWxsfE3fi0FBQWFjwtFfPwSlUr1PwJ/ClQAQ8A3JEm69JjtDwP/BWgHloD/Q5Kkv/mI+35i4iOdTnP+/Hm0Wi21tbXMzs7idDq5e/cuX/nKVzh//jwajYbbt2+TzWapra1lamqKr3/96+j1er7//e/z6U9/Gq/Xy/79+3n77bepqqpi165dSJLEuXPnaG9v586dO2g0Gk6ePFmw+pdLZtfW1rBYLIyPj9PV1cXdu3dxOp2iCdr09DQtLS3Mzs6KkM/981zyWV5eJh6Ps7CwQHFxMWazma6uLtxuN7AZEtHr9SIksri4yKlTpxgcHESlUuHz+YSnor6+Xnha5KF4RUVFNDU1YbPZGBkZYffu3ahUKtGn480338RisWA0GmlpaUGj0RAMBgtyRFZXV5mbm6O2tpbl5WXC4bA4N0NDQw9U7jyMsrKyAkGTjyRJWCwWstmsIkAUFBR+p1HEB6BSqb4A/DfgfwR6fvnv/wBslSRp7iHb1wODwN8B3wUO/fLfL0qS9OZH2P8Tzfm4e/cuLpeLnp4eSkpKaGhoYGRkhPLyclZWVlhcXOTw4cPEYjG2b9/OtWvX8Pl8vPzyy5w+fRqNRkNvby+HDx9mZmaGoqIiXnzxRWDTyJ85c4bt27eLqhWz2Sz2nclk6O7uJpvNcvLkSUZGRrDb7WLei7zN1atXmZubo729nXfffRer1SpCRQ8jk8ngdDppbGzk1q1b1NXVsbi4KB6DTU9GLBYjFovR09PD8vIyKpWK2tpadDod6+vrWCwWbDYbRqORzs5OLBYLAJOTk0xPT2M0Gkkmk5SUlGAymWhubuaHP/whZWVltLW1EY1GmZiYoKamhmAwiNvtLsjlmJ6exuFwiIocmdHRUSorK2ltbaWmpuah7zGXyzEyMkJXVxeVlZUP3WZgYAC9Xo/f7/9ECpBIJMLZs2cLwmuJRIK6ujpaW1s/xiNTUFB4kijiA1CpVNeBfkmSvpr32ATw/0mS9L8+ZPs/B/47SZKa8x77W6BdkqSHl248fv9PTHzkcjlCoRBnz55FrVZTXV3NpUuXaGlpYWpqiq6uLvx+PzqdjoGBAbZt20YikRDJooFAgHQ6TTgcxm63s7CwQH9/P0eOHKGsrAzYNBCf+tSnCIfDmEwmqqqqCo7h9u3bWCwWWltbSafTXL58ucBDkM1mWV9fp7u7m8OHDzM8PEx5efkDBjufbDZLIBDA7/cTj8d55513SKfTbGxsEAqFqKiowGAwUFxcTEVFBS6Xi8XFRYLBIFVVVTQ3N7O4uMj169dxOBzMzc2xuLhINpsFwGQyieF4ciJrdXU1wWCQpqYm9u3bx+LiIvCryqFwOIzFYmHXrl0YDAYMBgMdHR0MDw9z9OjRAjE1MzODJEksLy9TXV39SAEiSRK3b98mlUrxzDPPFPQkWV5eZnR0lP7+fqqrq/F6vajVarZv305TUxMul+t3vpPqL37xC44ePVoQgltZWaG/v5/19XX27NnzWA+ZTHl5+WPFrIKCwsfL7734UKlUeiAGfEmSpB/nPf4doEOSpMMPec5FYECSpK/nPfY54P8BzJIkfaiBHk9SfITDYX7wgx8wPz/P+vo627dv59KlS3zjG9/AYrEwPDws3PcDAwN0dnYCm0Pb7HY7LS0t3Lx5E7vdztLSkihr3bdvH9FolJaWFmAz9+DFF18kEAg8dPW9a9cuUTVy9uxZnn/+eYLBIP39/aTTacrKypienhaeiMHBQfbu3fvIsIRGo8HhcGAymejp6eHZZ58VHodYLCbaxMsD8vx+P7W1tbjdbn74wx/S2NjIt771Lf7+7/+elpYWMbcGNgWbz+djcXGRe/fuEY/HmZqaYmxsDI1GwwsvvMD6+jrZbFbkgsj7mpmZ4dlnnwU2pwCbTCbS6TSxWIyXX35ZGMBMJsPQ0BDHjh0Tw+bk/edjMBgwm81EIhF6e3txuVwArK+vMzMzI8JfN27cYPv27SQSCcbGxvB6vcTjcaqqqigtLX3k9ZHNZsXgQJPJhEqlwmKxUFRUhNVqfcCwS5JUMC34UZ/Nk2B4eBiDwSCup1wuR09PD1arFZfLRSAQoK+vjz179hR8DveTy+VYXFwkmUxSWVlJS0vLI0NZCgoKHw+K+FCpKoFF4LAkSRfzHv/fgC9LkrTlIc8ZB/6bJEn/e95jzwEXgEpJkpbv2/7PuK+d+v08yZyPwcFBrl+/TiaTYe/evSwvL/Piiy+K1eTq6qrwSBw4cACVSsWNGzcIhUIcPXqUVCpFNpvl+vXrHDt2jH/4h38gGo1iMpmYm5ujtLSUqqoqIpEI5eXlHDp0iIqKCtRqNT6fj6tXrzI7O0tXVxfV1dVkMhkmJiYoKyujs7NTlMxms1m6u7s5dOgQ165dE2W+LS0tDxUhwWCQy5cvc+zYsQ9c1UqSxLvvvsvc3Bwej4cf/OAH2O12Ojo66OjoEF6Srq4uANEQTWZjY4M333xTlM0mEgkOHTpUcFzBYJA33ngDr9fLs88+i06nY2xsjJqaGoaGhlhdXcXlcqHT6dDpdCwuLlJWVkZjYyPT09NUVVU9YETT6bQo402lUmQyGUpLS/H5fHR0dGCz2TAYDKRSKfr6+ujs7KStrY2amhoymQxnz56lublZ5MI8jHA4zPDwMIlEgoqKCnK5HJFIhGg0Si6XE+8xGo0yNjaGwWAgm82SyWTIZrMPiJFsNsuWLVseKRzvD6lZrdaCsulMJoPRaCQcDovwXjgc5tKlS+zdu7fgvaTTaa5evfqBggg2r4G1tTXh4SorKxMJ1Y/afmVlhaWlJZHvk/+3x/2eyWTYvn27EDmZTAa32y267CooKBSiiI9/AvHxaxzDE835iMfj3Lx5k66uLvr7+7FardhsNpqamgq2u3PnDnV1dTidTtGe3OFwsH37dgBu3rxJS0sLdrudoaEhQqEQe/fupbe3l5/97GeMjo5iMBj42te+hlarFUZk9+7dvP/++xw5coTFxUXRav1hxqmvr49YLEZxcTHPP/88arWa8fFxKioqClzvIyMjDA8Ps337djQaDZIkEY1GSSQS+edR/F8ue/V6vdjtdrZu3cp7772HXq9nz549NDc3MzMzQzqdxul0Mjk5SWdnZ8EEXHlq7sLCAo2NjQXN0CYnJ5mZmaG8vJyf/OQn7Nmzh927d5PL5USYanx8nLW1NRKJBJFIhJ6eHhYXFwkEApSXl5PL5fB4PKhUKtLpNJlMBp1Oh0ajQaPRiH4qQ0ND1NbWUl5eTjQaJZPJUFJSgsFgYHZ2FrVaLZqlud1uent76erqYnV1VeS5lJaWUl5eLmbnwKaHYG1tjXQ6TTQaZX19XXRjjUajrKysiOc4HA5cLhcOh+MB4y17gDo6OlhfX8fn8xV8FqFQCLVaTW1tLWq1mqWlJT73uc+JvjGSJPHzn/8cg8FALBYTDeWam5vFvtLptDhHiUQCp9MpOu4+ivuvt9XVVVZWVpAkic7OzoKS5XA4TDqdpra2loaGhg/tzQmHw1y5ckUkYIdCIaamphgeHqaxsZG6ujpKS0sVIaKg8EsU8fEJC7sAXL9+ndbWVux2O3/zN3+D0+mkrKzsge6dy8vLbGxs0NbWhiRJvP/++2QyGU6cOEEkEmFiYoIbN27Q2toqKkbm5+fp6upCo9HQ19dHd3c3DoeDQCDAjh07RBXJysoKOp0Ol8tFMpkU+RL3Mzc3Ry6Xw2Kx0NXVRUtLC0ajUZTpwmbC4erqKrt37xY3bzlcoNPpHipqJEnCZrOxbds2hoaG2LZtGyqVip///OdcuXKFv/zLv8Rms/H666+TTqf5V//qX3H69GlOnjxZYCCSySR/8Rd/wY4dO3jxxRdRq9WMjo4SDofZs2cPABcvXmRxcZGmpiaSyWTBeY3FYoyPjyNJEk1NTZjNZhKJBDdv3mRqaor19XUaGhowGo1CJBiNRtLpNLlcjmAwyK5du1hfX2d6ehqPx0NNTQ1arZZIJIJOp2NhYYHh4WHGxsZIpVI0NDTQ19dHU1MTVquVVCqFzWYjHo+TzWbRaDSYTCYsFgtmsxmtVktZWRlNTU1UV1ezsLAgypW1Wi02m41gMEggECAcDj9wnmXPifw+H+YFicViLCws4HK5sFgs9PX14Xa78Xg8xGIxcrkcWq2Wu3fvYrfb2bdvH0ajkfX1dVEmXl9fj91uJxqNMj8/j9frpaOj46El2jabDbfbjVqtfsCrmM1muXDhAoFAgBdeeIGGhgZxLf0mLC0tMTMzQ3NzM319fdTU1CBJEjMzMyJHSKPRiPdx/3l0OBxs2bKlIIH7oyJJEqurqyKnKRaLMTY2VvDakiSJ7r9FRUXY7fZHNthTUHjS/N6LDxAJp3clSfpa3mPjwJuPSTj9rCRJLXmPfR/o/LgTTiVJ4syZM5w8eVLcDK9du4YkSezevbtg22w2y+DgoAg99Pb2UlpaSi6XY+vWrVRUVDA4OMipU6fEcwKBAFeuXMHj8WCz2fjRj37Ec889R0tLCyMjI2Jb+QZ/7Ngx3n33XWpqah64ucv5FWtra6ytrYlVfU1NDc8++6xwzV+/fp3t27djMBiQJEn85KPT6UTiqyRJBINBcePN5XK8++67LCwsMDU1xb1790gmk+h0OkpKSkilUiQSCUpKSmhpaREeolwux/LyMsvLyyIsEA6HyeVyBXkVuVyOqakpNBqNmEUTCoXQaDQUFxdTWVkpDKQsQGDTNR8MBpmenqarq4t4PM7k5CQrKyuYTCbxfk0mE3a7HavVSigUYmlpifX1dfR6vUjS9Xq9lJWVsbKywtDQEMePHycWi9HR0UFZWRlTU1OEQiFSqRQdHR3AZthIfiyVSgmP0vz8PBqNhrKyMrLZLAaD4bElwmq1Go1Gw9jYmPBimc1mMpmMeG2TyYRGoxECRs7X0Wg0xGIxioqKiMVivPTSS2QyGfr6+sTUYofDIbxhqVQKp9Mpyqrv3LkjhGg+sVhMfFawmYOU7/lTq9WEQiEuX74s+tp82InHcp8XjUbD2toamUyG+fl5FhYWOHjwoGi2B5s32pKSEvR6PTMzM4RCIXQ6HU6nE5fLJT7bubk5kskkRqOR9vZ26uvrRdhO9oY9CjmheWpqimw2K/Y/PDxMOp2mqamJXC7H3r17sdvtSJJEMpkkFAoRDAbx+/1sbGywa9eux4btPgq5XI65uTkCgcATE1gfBb/fz/z8PLB5vsLhMMFgsGAbtVotmgkajcZHLnAehUqloqampqBi68Mg39v+qSdw338M999j7w9F/qYo4gNRavt/s1liexn4E+CP2KxeuadSqV4FkCTpv//l9nKp7SvA/wUcZLPU9ksfd6ltMBjkv/7X/8q+ffsYGBhg//79jI2NEQwG6erqeiBX4tatWyKJcW5uDo1Gw/T0tDD89+7do6Kign379onnZLNZYrGYKIt0u92ifbnb7cblcomEzWw2y9raGs8991zBzTgajQpX/cLCAmtraySTSRoaGvjpT3/K3r170el0pNNplpaWcLlcdHR0PPLil419bW0tAHa7HbVajd/v5969e/T29rJ161aKi4u5du0aTU1NVFRUCNe91+vl8uXL3LlzhxdffBGLxYJarWZycpKdO3cyPj6O0+nEZDKxd+9eqqurCwzepUuX2LVrF5lMhnA4TCgUYnR0VAy/k8/bzMwM2WwWu90uQhyyoXQ4HKjVarHin5+fx263k8lkSCaTJJNJIagkSSKRSAiRVVpaKo5Zq9UyOztLWVkZKpWKZDJJLBYTXVcjkYhINs2/7rLZLOl0msbGRsxms2gKl06nqampwe12s7S0JPIaZM9MMpkkHo+zsbGBRqNBrVYTj8eFwDOZTOj1erGveDyOJEnE43GKi4uFEbRarUK4SJJEUVER7e3tIhE1kUgIr4rf7yebzWI0GolGo6IKSu5CazQahYDL5XLcunULq9WKwWAgnU5jMBhEIqrX6yUYDKLVanG73VitVnGdxWIx1tbWSKVSqFQqMRVaDvdFo1HC4TBmsxm1Wk0gEBCiRK/X09TUhFqtJpfLkU6n0el0WCwWSkpKRAO+cDgsjl0mlUqxuroqhJrRaPzAvDDZg+h0OjEajahUKhKJBLW1tZhMJlKpFGq1mnQ6TX19PS+++CI6nY6lpSUmJibIZrNIksT4+DhqtZoTJ058oAiRP9/7v5eyqPF6vfh8PlH1m1M0AAAgAElEQVR553Q6hedQq9WKBUkikWBtbY1IJEJbWxu7du16QFDeTzqdZmRkhEgkglarRavVFoQV81lZWWFqagqbzSa8sQBFRUW4XK6C5+RyOXFNRyIRNjY2MJvNDyyekskk8/PzRCKRgjBdLpcT16NOpxPeTBn5c5QNvCyQ8z2u+cZfpVIVdFN+mDiRX0f+ke8T+ch5W6lUilAoJLYxGAxCRKvVavGj1+sxGAwUFRVhMBj4Z//snz1Q2fiboIiPX/LLJmPfYrPJ2CDwTTkHRKVSdQNIknQkb/vDwP/Jr5qM/fnT0GRM+uWI+e985zucPHmS9vZ21tbWGBgYoKysjK1btxZsL5e7qtVq0aH08OFfRZoikQhvvPEGX/ziFx+6WhkdHaW3t5ctW7aQTqe5cOGCSOwcHBxkbW2NP/qjP2J6epr5+Xna2tpErsKpU6fQaDRks1nOnDlDX18foVCInTt3cu3aNRKJBEtLS5SUlJDL5dixY8cjW5/DZgWOvNqIxWKo1Wrh5pcn48ohoL/6q7+ipaWFrVu3FlRCDA8Pc/fuXU6cOCFEVnFxMcFgkJWVFUpLS4lEIgSDQeLxOLFYjGQySSqVIhqN0traKl5PTkqU8yXkEt5sNitKgOX8gOXlZQwGA+Xl5Xi9XmCz4ZgcNshPQM3HaDSi0WiYm5vD6/XidrvRaDSk02kmJyeFO9/hcAiDLHd/LSsro6ioSDR/y2azRKNRVldX+cY3vsGWLVvQaDSsrKzw/e9/X8wGkgWlSqWioqICp9MpZuV4PB4CgQAGgwGLxUJvb6+YmyN7p6xWKwsLC4RCIQYHBykuLua5555jaWmJO3fuiMGAfr8fr9crrtmNjQ3UarUYiCiv1iVJwmw243Q6sdlsZLNZUqmUMB6hUIhMJoNWq6WpqUmIspGREerr69m6dasQCOvr6wSDQXK5HFarVVRYra2tAZvhnJKSEqLRKOPj49jtdurq6sjlcgwODgqjOTg4yNLSElNTU2zZskU0pvP5fGxsbOD3+wuEKWwOUrRYLGg0GiE05TBIPB7H4XAIwbiwsCC8VTK5XI7y8nKRw7WysiI8ZmazmVgsRjQaZWlpiZWVFYLBoMgXkrvxarVa0cXX5/MJoxaLxchkMg8Y9lwuVyCK5P/LIlgW03J4L5lMir/JiwvY9CLp9XrRKmBjY4N4PE4qlRKvKxvVfIOt0WiEVwh+tTpXqVTCiEqSJK79/L8lEgmxfzmXKB6PPzCz6f48HVkYyAb6/r/L5yi/k3L+3+T7wv3iQf43m82K8Gi+CMnlcmQymYd6Je4/vvz/y40S8x+Xj00+n/kJ1Pmvn//vV77yFX7wgx88cr8fFkV8PAU8afEhVzKk02ni8TiHDh3i4sWLqFQqjh07VrB9T08PQ0NDfPWrX0WtVnPu3Dmef/75gm1effVVUeFyv6oOBAKMjY2hUqkYGxujtraWs2fPcuTIEfR6Pbdv3+b48eNiRTI7O4tWq2Xv3r24XC6xOk2lUpw/f160czeZTOzZs4eRkRGeeeYZRkdH6enpobW1lR07dnDr1i2Ki4sLvugul4uhoSH27dtHIBAQhuHSpUucOHFCfPHPnz/P2toaHo+HyclJkWAr89577xEKhUgkEo/tSiqHVeSV8sjIiGjXLq/a5FXQyMgIWq22oCGZ7K2Rwxpy+EmOv+e72nU6nVih3E8sFsPn8wmBYzQaqampwWazMT8/z+LiIu3t7VRVVQmhlE6nmZ6exuVyCQ9HU1MTWq2WO3fuMDs7y7/8l/9SXE9Wq5VwOMzNmzdpbGykqqpK5F4sLy9TVVUljk2n04n5QvKU4/Lycvx+P1NTU8RiMTwej1jxy4bR6XTS3NzM+vo6Go2GqakpioqKGBsbE0ZkY2NDGE29Xo/JZBJucVmgycZJp9MVeIrkxFf5hqvVasVzNBqNuEHLz5e/k/KqMH+FKn9uFosFk8lU4IVJJBLCOGk0GhKJhDDs+YZKpVIVJBfL14u8QpXfUzabLVjRp1IpLBaLCA3I10k2m2VjY4NEIkFRURHl5eWk02mxyjUajQWiIJ1Oi/ORTqcxGo3o9XrxeyaTIZfLodFosNls4vOVRzLIQlir1WIymYT3R15By9+3cDgsvEfy/mQhLX8+91cO5Z93+W/5K3PZMGcyGTKZTMHx3m+cHyZa8vcpP/YwUZB/Hfy+2zu5Y/aTQhEfTwFPUnzEYjFeeeUV9u7dC2zGOPv7+9m2bRtGo/EBYfHOO+9w69Ytamtrqa2tZXx8nPLy8gIjKa8GP/3pT4svvvwFzWQyXL9+nYMHD3L79m0ATp8+zY4dO5iZmRF9G6LRaMExzs7O0tHRQTweZ2RkBIPBwJkzZwCoqamhsbGR/v5+ioqKaGhoQKfTic6mssErKSkRN4RIJILT6cRsNhMOh+ns7CSZTDI3N0cqlcLlcmEwGPD5fJjNZoLBIJWVlfh8PiwWC6FQSHgF0um0eL38BDyVSkVdXZ1YUcPmSlg+hkQiIW6KJSUlOJ1OYrEY/f39FBcXC6+MTqejuLiY4uJitFotRqMRm82GSqWisrKSVColBtRZLBYqKysfKYDGx8cJh8Ps2LFDGLZAIMCdO3eYmZkR5cOzs7PYbDaqq6tFCCA/KdFgMBSEQ+7du8f6+jqlpaU4nU4kScJgMOBwOPD5fMJoysZDDl/5/X6i0SglJSXCWCUSCUKhEBaLRSQuyzk2sldB7j8SCASwWq1EIhHh7n3YKjH/R07OzUeSJNF3paioCJPJRCQSEfk0FotFGFGNRoPZbMZsNouhgfJKPBaLEQgEhOGUBYFsfPMNm1qtxmw2ixCJPM9IXlXDpjGThZN8/PLz5dCOwWBAp9MJwZVvYNPpdMF5z3fB5wub/JLofIHzsPuM/Fi+gc4XHvmrdRk5tCQf3/3Hk48sGuS/ywIi/3jyX19+f/Lx5K/O7z/uhz32cSEf/8M8Gvf//9flYV6V/PMni0lAXDPy+TaZTCJcIwvd/PMu/z//+yWHbfKFsSxW/+N//I+PnUD+YVHEx1PAk652kW9wMhcvXqS7u5uDBw+yc+fOgrkmP/rRj9BoNJSWlnLq1CnRAyI/x0OSJL73ve+JctL7DaE8ITedTvPv//2/5z/8h//A2bNn2bFjB7W1tZw/f57y8nJKS0uRJIk7d+4wNTVFb28vHR0dnDp1isuXLzMzM8O//bf/Fp/Px9GjR+nu7ubAgQPcunWLVCrF6Ogo58+f58CBA9jtdlExsLKywsrKChMTE+zbtw+9Xk80GuXo0aOMjY1x5MgRUqmUSIhsbW1leXmZ2dlZfD4ft27d4vjx46J6Qm5uJRsh2Izt9/X1if4NsrGWm6TJ58lms7GysoLf7xcu4ba2tgIRk81mRV6IbIBl5Ji9bDD9fj8+nw+TyURDQ0PBtgAej4eKigpCoRChUAiAhoYGIpEIFy5coL6+nlwux+rqKvfu3UOlUmE0GoVRl6cgz87O4vf7yWQy2O126uvrCQQCvPPOO5SUlIh8HaPRyOrqKh6Ph2QySXV1NUajkcHBQQC2bt36wPUh/TIBOBwOs7KywpYtW0ilUiwsLJBMJjGbzVgsFu7du0dVVRU6nY6KioqChD05rBWJRFhdXSUSiRAOh4VbX6vVEg6H8fv9wrtTVFQk4vdye36j0cjCwgJms5nq6mqKi4sJh8NsbGwID5PcS0U29nL83mg0inBeVVUVGo2GUChENBoV4S/ZayB3CdZoNFit1gKBIouX/Ju8yWTCZDKJkIzsmXkUVqtVCBY5XCALjnzXfP5P/n0hX6w9zE2f7/LP/4EHEyHlkFX+8/8pvQUPS4TMFzP3CzN5+/zQSb5Akw247HmBzeteFsOyKMx/jzqdTiSnAqJSTN6f2WzG5XJRVlaGy+Wiuroaj8dDUVGRCLV9WPLFg1qt/tCJsR83ivh4CnjS4uN+UqkUr7/+On6/n927d3Pw4EFgs8z13LlzoneDxWKhoqKCnp4edu3aJZIcYbMfR1VVFTMzM3R1dRVMd71z5w47duxgbGyMy5cv87nPfY6+vj5MJhO7d+/mrbfe4sSJExiNRvr6+qiursZut1NeXs6ZM2eorq5mcnKSF198kdHRUeG92LJlC263m5WVFcbHxykpKeHmzZu4XC5eeOEFNBqNCAXIN8uBgQF27dqF1WrlypUr+P1+Ojo6aGxsJBwO88wzzwCbN4ypqSlqamowmUx4vV5aW1vp6enh8OHDvP322zgcDnQ6HcPDw8zPz3PgwAGWlpYoLS3F7XaTyWQYHh7ms5/9LNXV1USjUX7+85+LVe/t27dxOBwEg0HhRperXtLpNIuLiyLEIHcylY2XbERkQyInst5/U5W3k13zarWaZDJJJBIRc2eMRiNGo7EgtyQ/lm+xWLBaraLDaX58X6vVCq+V3W7H4XAIT0Z5eTmJREKU4/p8PsLhMDabTRyTHFqRpM2k0oqKCuF1kQ20/Hnnx5zzkz4BYbRzuRxms5mSkhKRuyG/ntvtpqmpCafT+UBPjWQyydLSEhcvXsRutxOLxVhcXMTv9wMIT4TBYBA5M+FwWORdGI1GIpGIqEqRQ2ayoZY/CznRNj/WLpcRy4ZJ9obIn0F+Lo+8es03kLKnSv67fI7uD8fIf5dDUUajUTxXTpKVX1M+//cbq/zERvl6lVe+8ndMRj52AKfTKTx58XhcVFHJyKEWWfzK50Ov15NMJkVulFxt5/f70ev1WCyWByZH3y8m8r1CuVxOeBJdLpcQhfeHg1wuFy0tLSK5WUb2PMkeLDksfL+XIN8rIP/7u2T4nwYU8fEU8CTFRyaT4d69ewWPFRcXMzAwgN/vZ3BwULRaf+eddzCZTOzcuZNYLMalS5c4fPgwq6urTE5OcurUKZE1f+3aNTo7O1Gr1Vy+fLnghnDnzh3KysoYHR1l69atzM/P8wd/8Acis/rKlSts376d/v5+urq60Ol0LC8v43Q6sVgs/Nmf/RkWi4WdO3cyNjZGY2MjExMTFBcXs76+LoSKXB55+vRp/uAP/oBcLkdvby8Gg4HW1lbcbjezs7NMTEyIlukej4dQKITP56OiogK73Y7JZEKtVmOz2bDZbDidTnw+HzU1NcTjcW7fvs3Xv/51AoEAgUCA+vp6vF4ve/bsETkj+/fvx2QyEQgEeOONN0RDrMrKSvr6+rBYLPzhH/4hoVCIGzduiGm06XSa8fFxEokEW7duxWAw4Pf7GR8fFzkbKysrJBIJDAZDQQfUeDzO+vq6MDyyQZFDBnKVyfLyMk1NTSI/Qs5rWFpaEjd8OVwgr5ZkgSPnSty/EpNFTjQaFcaouLiYoqIiEQqw2+2kUinhrjeZTJSWlqLVakU/k5GREQDhbXA6naLSBzbDZ/J5cjqdOBwOYZwdDgcWi6XAk2K324VY+CBWV1dFLk08HieXy4nwYiQSIZlMEg6HRSjGbreLREk5WTEajYpwnCzQMpkMgUBAeFjk0mjZGAWDQZaWlkTnYPncq9VqkfQrH498buXvTjKZJBAIiD4kstBRqVSijDnf+yMfhyzW5G2sVitFRUUkk0nS6bSouHlct9f858u5J48ysJFIRAgoOfwk56XIHW3lsFY+Wq2WxsZGkb+VyWSw2WwPJII/DqvVit1uf0CoKDzdKOLjY0D1kHbrT+pcZrNZlpaWCh4bGBjg6NGjfOc736G9vV24jy9dusT+/ftF+EKevFpUVEQwGGRsbIxdu3aRSCQoKyvD4XA80CUV4MqVK8JAPP/881y5ckVkgd+6dYtwOExJSQl79uxhfHycTCZDXV0dGxsb3L17l6mpKY4cOYJKpWJ6elqUptXU1FBTU1Nww4vH4/zn//yf+Tf/5t9w9epVioqKeP7555EkiaWlJeLxOGNjY1RWVlJXV0cmkxF5COfPn6empoZwOCxWnslkkmg0SigUYm1tjVAohFarJRaLUVVVhdlsZnFxkaKiIiRps/wzk8kwPT0tRI/VamV1dRWr1Sr6bcjiRy61kxPtIpEIFRUVwohaLBYcDoeonpDdsfdXFs3NzbGwsCBCB3LL8mQySVlZmTjW3t5etFotoVAIp9Mp+kRcvHgRSZJ48cUXuXv3rmgIJidhyuW3LpfrgRu47F24d+8eVquVdDpNdXU1MzMzov18KBQS3VSTySS7du0iHo8LQbNt2zYGBgaEF8br9bJlyxYmJiaIRqOYzWbcbrdIkpydnRX9GA4dOiSEakVFBeXl5ahUmxU0r7/+uugYK7ux5XBEPB4HNr0eIyMjSJIkuqrKRlA2xvL3b21tTQzss1qtBQmScjnz3NwcmUyGWCxGMBhEkiTRJK66ulrkbMjHKLfZz2QyYgii/Dpy+385RyaZTIpwjJz0LHvyYrEYq6ur4ryqVCoRWpI/J7fbLbxVIyMjlJaW0tzcLN5HTU0NpaWlDxURkiQRCASEiLDZbDgcDsxmsxAPjzPusufh/hLZR5W/Kvx+81SJD5VKtRP4nwEHMAD8jSRJM090J08hT9rzEQqFhBsfNld8MzMz3Lp1i46ODrZs2cLY2BihUIhPfepTYrtUKsXly5c5evQosJk8eOPGDY4fPy5ak588eVKsyvKfl0ql6O/v58CBAwVzUjKZDK+88gqf+cxn2NjYYOfOnWKVe+/ePRG/l7uvhkIhJicneeaZZwrq6kdHR0VvEIAf//jHvPTSS3z+85/HaDTS29srum9ms1nef/99ampqRAO0M2fO0NHRwfLy8gPN1mQGBgZIJpNotVrGxsaYmZlheHiYbDZLbW0tmUyG5uZmNjY2RPWH3W6ntLSUe/fuUVZWxsGDB1GpVAwPD4v8hvsrcvLDCxsbG4yMjIgmWnKYSyYQCDAxMYHVaqWkpIR4PE55eTlLS0siaTMWi4kGUbDZFl52kcfjcQKBAEtLS2zdulUY6ueff56ZmRnRNTabzeL3+x/oRCtJm2Wd8twdrVaLz+djcHAQu91OZWUlwWAQt9uN2+0W3gHZ+yK/hlw+XFFRQSaToaurC5vNRk1NjfBq5e9TzkcZGBigu7sb+FXviPyKjm3btuFwOEgmk3i9XhG+sdlsosS6t7cXSZJobW0V+9BqtcKoyrk1i4uLeDweKisrRTmx1+tlYmKCVColvE4lJSXodDpRwuzz+R7o9SBJm3Ni5Ospm81SVFRUkMfidDqFt0Ie2ChXV8hDDJuamsT1Il8D8oTkxsbGgvMm96W5evUqZrOZU6dOPdBJ9XHIoY/ftNOrgsKvw9MmPibY9AiMADuB/wn4XyRJOv1Ed/SU8STFhyRJ/OIXv+DZZ58tWIF0d3djMpkYHR2ltraWxcVFmpubxVRbmZ6eHnbv3i2SUjc2Nrh8+TI1NTW88cYbPPfcc/T394s23/INd2RkRFRlDAwMFPQkuHPnDpWVleI1YVPYyPNIvF6vWPHBptAoLS1l//79YhaIvAKUvSSLi4tidRiPx+nt7WXXrl0F70VOThwcHBSrONmzcv9AN3n12tbWJh6Lx+NEo1H++T//5wDcvXuX733ve3zzm9+kvb2dnp4efvKTn1BcXMyxY8eYnZ0lm82K5lBVVVWsra1RVlZGXV0d09PTBQZKLsscGRkRU2Xzj0sWD1/5yldEKC2TyfCP//iPmM1mmpubWVhYwOv1is6fcktxmWAwyO3btzl06JBY7S8tLTE8PMyRI0fESjabzYrumhqNRsw3kVfLcsKpnC9gNpt57bXXCAaDfPvb335gZTsxMQFAc3Oz6PFSUVEhmoNJ0q9KMGOx2EOrWWRxk7/aDgQCovW73Ere7XYXGEzZU5FKpRgYGGBlZYWOjo6CRmv3N2SSPVA+n0/kc8g5DaWlpQSDQWpqajAYDKJp2/LyshCDVqtVJH7KOQhlZWW0tbVRXl7+0BbwMvIwu66uLnH9LC8vE4vFRH6J7KXT6/V4PJ6Hvl46naatrY1Tp04pAkLhqedpEx83JEnam/d7MfC+JEldT3RHTxlPWnyEQiHef/99Tpw4UVDu2N3dzdLSEmq1mrW1Nfbv3y9izHLCVDQaZWJiQkyWLS8vp7y8nF/84he8+uqrlJeX8/nPf55QKMT8/DxWq5XOzk5GRkZwu93CuyEb2VgsJhpNAaKEzu/3i1i6XCoqV3L09fVRUVFBJBKhpqaGvr4+duzYwdraGlevXqWhoQGtVktrayt6vZ5EIsHU1BTt7e0PnI90Ok1/f78QJtlslps3b7J3715hpOPxOFNTUySTSYqKitBoNKyurjI3N0ddXZ1IrrXb7VRUVPDGG2+ISb5ypY1Op2Pbtm0EAgEWFhZEy3pJ2mx5fe7cOerr63G73USjUa5du8bMzAyVlZW88MILlJSUPGDAw+Ew8/Pz3LlzR0yflXuXqNVqcS4aGxvFuZPLRmXjs7S0xM6dO8WqPx6Pc/78efGZHT16lNnZWcbHx9m3bx9Op1NMD96zZ09BV1qZXC7H1atXmZ6eFkm9+cg5G16vV8T+d+7cSVlZmSgpln/yK0Uedh17vV7R7G1lZUWs/uFXA+3i8XhBArTsOYnFYni9Xmpra0UJbX4DOPlf2dugVqtFmCEej2MymUgmk1gsloKhfCaTCaPRSEtLi/BkyN4Wh8NRcCyPYmRkpGCK8urqqpim63a7RZizvLxchGTkZFgFhU8CT5v4+H+BW8B/kSRJUqlUGqBXER+/Pul0WuRZDA4OYjQayWaz7N69W4QSFhYWsFqtBa7e/M6Z4+PjwqUbDofx+Xx89rOfxWq1UlpayuLiomjJ7vf7RSnv9u3bqaysZHJyEpPJhMfjYX19nYGBAQ4cOMDevXspKSnB7/fT29uL1Wrlu9/9Li+99BL79u0TxndhYQFJ2pwxolar6ejowGq1Eo1GmZ6eprOzUySGVlZWkkgkRDjB6XSKSgmbzcbk5KQwqjI+n4+pqSlKS0uZnp4WAiqTydDd3U0qlaK4uJiqqiq2bHlgqDHpdJpvf/vbQjzJfSoMBoNIUI1EIiKPIhQK4fF4yOVyTE5OMjs7S1dXF11dXSwsLPCv//W/Fv097t27JybfXrx4kdraWrZs+f/Zu/OoOPMzsffftyiKXWxiX8SOEIhFAqm170uPuxPP2I6ddLxknPhkcj1n5ox9jnPOzT23JzNzktzJtePxLHESx3M9d7zdtuPYbre6tQBaQBuIHbEjoNh3qqiitvf+geoNRRUIEGJRP59zOHZtb70gmvep3+9Zcqmvr8dqtRIfH4+/vz9NTU0cPHjQ62LkvlAv7RxZWFgILAagT5484dChQwQEBDA7O8vPfvYzEhMTtcoR9++hy+Wit7dXmz+y1MjICIDWodXdmTUyMlKrkAgJCSEwMJCqqiqKiooYGhpiampK21JwlyIv7Trptrxc1OVyERYWRmZmJjabTVs9iY6O1qYDL9+uMpvN/OQnP+Gdd95ZMRhYWsEAniWkJpOJ4OBgSktLN3UVwel0cvv2bZKTkz0mKAvxcbPTgo+fA4VAANAM7AN+w2Iw4nss6mvgVZTaDg4Ocv36dRITE7Ux9wEBAXzlK1/h85//PHl5eR7D0ZaamZmhublZa2Xe2dmplZaNjY3R0tLiMd3U5XLxmc98hri4OKampmhsbMRisXD58mWePHnCs2fPeOutt7TW2e7HRkZG+NWvfkVeXh42m42IiAgtkbK8vByz2UxnZyfnz5/Xqhri4uK0eRMTExPcunWLmpoa/tW/+lcYDAYmJia0ktSpqSmamppISkrSPg27Sy6NRqNWleDuEhkYGKitqqxEVRenlLrLFiMiIhgbG2NhYYHR0VGys7MJDw/XZpQ0NjZq5awul4vU1FR+53d+Rysx/OY3v6k1IEtNTWXfvn1MT0/zy1/+ks997nMkJibS39/P1NQUhYWFWrVNWVmZVq2zlovj5OQkDx484Pz589rFuLa2FoPBsOoArLt373okMLsv+u4ZOrCY8+NuG760BNFddtnX1+fVLCkqKorw8HD27Nnj8/zdJafun7lbSEiI1mdl6RyKpRwOBz/+8Y/5B//gH2x4FoW71HIzuXuvHDt2zCMnS4iPox0VfGgHVpQQ4CCLgYj7K1FVVe9Si9fAZgYfs7Oz/Mf/+B9JSkoiJyeH7u5uxsfHmZ6eRq/X8+zZM/R6PVevXvV43ZkzZ7Sl6YCAAG3ZPTg4GJfLRXl5OZGRkVRVVfEv/+W/9HmBdrlcXLt2jcuXL9PT04NOp+POnTvk5ORotfx2u51f//rXxMfH09bWRnR0NCkpKVgsFqxWq9bbwmKx0Nvbi5+fH/Hx8czMzDAxMaFl7rurI1JSUmhoaMBgMHhtW/T09GhNq1RVxWw2ExAQoDXGAjwmr1qtVm1rxBebzUZ9fT379u0jNjaWkZERxsfHCQkJ4enTp6SmpjI7O8v8/DxOpxOr1UpQUBCJiYnaz2d5YuX09DRTU1Pa0K3h4WHGx8f5zGc+owUoT5484dixYyiKQkNDA3FxccTFxQFgNBq5evXqqtUEAwMDPH36lHPnzmkrJePj4/zX//pfuXLlikc326Wmp6fp7u7m0KFDKx7b/X25+3q4q1u2k/t3femMoq2kqipGo9Fjdos76D137tyq+R9CfFxse/ChKMp54BRgA+6qqnrnpQ+6y2xm8OFyufj5z3/Opz71Ke2CZDKZ+NGPfkRGRgYZGRk0NjZ65Ed0dHTg5+enjZc3m83aMvbVq1exWq38xV/8Bf/wH/5DjEaj13wYtwcPHrBv3z7i4+NRVZX333+fX/3qV3z1q1/VJtIODg4yOTlJT08P0dHRZGZmap8C3UvyFouFb33rW5SVlWEwGHj69ClFRUX88Ic/5HOf+xywmHjo7gkxPj7OlStXPJbXZ2ZmGBgY0LYcAK/GVb5+dk+ePKG9vZ3o6GhCQkK0XAP3e7l7c7jP192U6+DBg/z4xz8mPz9fu8AbjcYX7tG7XC7t5+8uQT569CiqqjI6OsqDB4DsuQ4AACAASURBVA/Izc3VAqjY2FhKSkq05NSxsTH6+/s5dOiQR0ttt97eXqanp7XgxW638/DhQ+rr6/n0pz+94uqXO3H54sWLu6p3gqqqXLt2jStXrnitiGzFe3d2dtLd3U1qaqpHpYm7p4eUnAqxaFuDD0VR/g/gj4F+wAGkAkbgC+rzibIfB5sZfNhsNn74wx8SHBysXVjm5+cpLy+ntLSUmJgYvvvd71JQUODRFvzp06celR42m40HDx6wd+9ecnJyiIuL0/bqS0pKvN7XXc6Zn5+vlVbevXuXubk5fvd3f1d7Xl1dHSMjIxgMBiYnJ8nOzvb6g+wejuaeT9Pc3ExUVBRDQ0MEBgZ6TOZdmktgs9k8RqC7KzbWyt0dMSoqivHxcW3Me2Jiokd79OUsFgu/+MUvOH/+vBZIucuC8/LytLyFpU2a3E29VFWlqamJvLw8+vr6GBoa8igXzc7O9liid28dWSwWrbLi2bNnxMTEaBVGS3+ee/bsISkpyeN7dPfXcJc3+9La2orBYCAzM3PNP7+doKWlhaCgINLT07fsPZ1OJ+3t7fT19ZGVlUVGRoYEGUK8wMsEHxv6OKQoyh8BT4B64A+A/01V1b95/lgU8BXg14qi/I6qqjc28h4fZ4qikJOTw+PHj0lNTQUWVz7+5E/+hHv37nHo0CH+6I/+CIPBwNjYGGlpaWRnZ9PW1kZAQIDHH+2FhQU+/PBDrXFTbW0tQUFBWiWAm9PppK2tTQsWAAoKCkhMTOTu3bvaRc79yTAgIIDf+73f49atWz5XUaqrqykqKtIabZ04cYK//Mu/JCcnh56eHq2FNyxuH6SkpNDc3ExISAhxcXEcPnwYu91OWVkZ8fHxm/4zXs5ms2l9H9wrRu3t7dr34B4wVl9f77Hk7q4wCg8Pp7Ozk6SkJPbv3+/RC2Qp97bNsWPHvO6/du0aly5dWlP+R0VFhce/la/vp7+/f1OHSG0Fh8NBf38/V65ceeXv5U6I7uzsBBZLii9fvixBhxBbYKNrsf8Y+FMWk0oB3npeUvsEeKKq6r9XFGUM+PeA725QYkV6vZ6SkhIWFhbIyMggLCzMY0qne3iXOwmzt7eX8vJyFEXh0aNHlJWVefwBNRqNWs8Ff39/9uzZw8TEhEcin6qqfOUrX/H4hO5yufjoo49ISkpiaGiIhIQEHj58yMTEBF/4wheYmZlZMdfAPWbdzd/fn6KiIs6fP4/D4eDGjRucOXMGRVEwmUzodDq+8Y1veGwPuFwurl+/viXBR11dHYcPH9aqQtw5JO5mbRMTEzx8+JAvf/nLPisvVFXl5s2bXLx48YXvdevWLRYWFjyOo9PpOHHiBHfv3tXecyVTU1Pa7IqV3L9/X5uBs5u4f3+Xm5iY4OnTp+s6lrskfKnlFTlJSUmcOXNGyl+F2GIbCj5UVS17XkKbBzwCJoGLwNeAPYqiTAAdQKGiKP+IxU6nbaqqbm8W2yby1V59E49NUFAQR48epba2lpMnT2qPHTx4kJ/85CfaNoiiKKSnp2urHUlJSej1ejIyMrTXnDx5ko8++ojMzEwiIiK0plYBAQEkJCRof3iXV0x0dXURHR1NYmIiTU1NBAQEUFlZycGDB0lISKChocGjYsLN1/bT0vv0ej25ubm0traSnJxMY2MjX//6173yEnQ6HUlJSfT392vj3l8Fl8vFzMyMRzlqQ0ODlmvS19dHR0fHqjkIyvNhW8tXlHw5fPgwtbW1Xqsf7k6rd+/e9WqgtlRfXx9vvvnmio+Pj48TEBCwYmC4U83NzWG3272qSFRV5dGjR5w7d25dqxLuqh0hxM6z4Sw0VVWdQJOiKHeALlVVPw+gKEoGUAKcAY4B/wmIBxaA1f8q7yKqqr4LvOu+rSjKppcNBQcHs7CwgNPp9AgQZmZmVkwgzM7O5sMPPyQ9PV37Q63X6zl69CjT09OEhYUxOTlJV1cX6enp3Lt3T9sK8Pf3p6CgQDtWdXU1sbGxhIWFMTU1xQ9/+ENMJhMhISG0tLTw+PFjjh49qjVack+KnZqa8rqAuFdO3NLT07l79y5///d/T1paGvfu3fMYca3X64mKisLf31/r9rre5XB3dcyLdHZ2EhYWRm1trfa6Bw8eoNPpaGhowOVyUVpaislk8vkek5OTWoXLD37wA599RZarra3FZDL53GIxmUxMTU2t+FqDwcC9e/dWfFxVVU6fPv3Cc9hpHjx4wKlTp7zu7+rqIjMzc02Nv4QQu8NmpMB/HahUFCUT+M8s5oHcAk4DRlVVUxRF2QsUrHIMsYIDBw7Q3NzsUfERGxtLf3+/lg+ylKIoZGVl0dXV5TFALjo6mujoaGCxE+PAwIBHzoDJZOLGjRu4XC6CgoK0QXTulZXc3Fw6Ozupra3VOm3u2bPHo6T18ePHnD17lr6+PlJTU5mZmWFoaIixsTHq6urIycnRmlvB4orDm2++qc0IWco9TM5ut5Obm8vExITPVZaVjI2N0djYSHR09KoVE6qq0t7eTmlpKaOjowBaAzf3ULnIyEi6urpWPEZUVBTFxcUEBQVx48aNVZNA3YqLi2ltbfVa/dgMVqvVo4fLbjA+Pq71/ljKnWO0FTkgQoit89LBh6qqDc+Hyf01UAG4/9I7gH/2/Dnjzx8Ta+CurIDFQKOuro6CggJ0Oh02m4309HRaWlro7u72eM3SKoxHjx6t2IvAYrFQVVXF+Pi4x/3uzo0lJSX4+fmRlpZGS0uLNl/ml7/8JSdOnNCmi+7fv1/rVQFw+vRp7t69i06n48CBA3zwwQeUlZWRmZmJ3W73mZh669Ytn1Uoer1eq/RJTEzkww8/1ObOrGZhYYH79+8THBzMO++888JSzZ6eHjIzM7VOsQAffvjhhhMPExIStPwbWAyw4uLivNrGR0REYLFYsNlsm9ozoqenh46ODp8t1XcyPz8/rZ39Uk1NTVqJtxDi9bGpTcaer3C8wWIi6gNVVQc27eA73GaX2j548EC73dPTQ1BQEHv37mVsbAyr1cobb7zhccF8kcrKSm1Lw26386Mf/Yg/+7M/88gLsNlsvP/++1prbZ1OR319PUVFRdowNHePjpX09fXR0tKirdS4W463tbV5DcBzD6xbqQGWyWRidnYWWGyn7nA4tGZfvriDtuLiYq+R4Ct5+vQpb775pnZxGx4eZmRkxOeFcKOampowm80cOXLE4yI6PT3N06dPNy0xtL6+HpvN5jNhczdyOBzcunVr11XsCPFxse1NxsTmBx9VVVXabafTSUtLCwUFBbS3t5OUlERbW5vXBNiVuEts3c+fnJyks7OTsbExrx4Q7pJbdx+OtrY2cnNzUVWVy5cvv7BnxPz8PP/tv/03cnNzuXDhAnq9npaWFiIjIz1yPuDF3Tdv3LjhEWBVVFRw4MCBTf0UHBoaSkhIiNbds7W1lTfffHPTExV7e3vp6enhzJkzHqsxN2/e5NSpUy+1+qGqKnfv3iU2NnZN+Sa7xcOHD7WJt0KInUeCjx3gVcx2WcpoNNLT06OVf9bU1JCVlUVERASqqlJZWblirsH09DRdXV1a8NHS0kJ0dDQNDQ1cvHjR62Le2tpKQEAAaWlp3LlzZ10trtva2tDr9bz33nt84xvfABa3VnxVKjQ0NJCYmOjz4mK326mqqvJ475mZGY8ZJZvFPcPEz8+PPXv2rDon5WWMjo5SW1vrsQIyMzNDTU2NR/CxdAsN0Nrlr8RisVBcXOwV3O1mCwsL3L17lwsXLmz3qQghVrDlTcbE1hocHOTJkydkZmZSUVHB+fPnyc7Opr29nbKyMkZHR2lpaeH06dM+cxx6e3tJS0vTbrvnq2RmZnolpgLs37+fa9euaUPD1mNoaIiysjLS0tKorq4mJiYGo9HokZ/i9uzZM6+tGDdf5xUeHu7R7nq3iY2N5cSJE17Jqy9aTRocHOTQoUO7rnR2I9wJpu3t7T4rX4QQrwcJPnY4k8lEY2MjZ86cobKyEkVRaGlp4cCBA1o+RFtbG8ePH2dkZMTnp9/JyUmPHAa73Y6/vz/p6encuHHD6yKvKAp5eXnU1dV5PfYiLpeL/v5+Tp48iU6nY2hoiLi4OJ8lpW+88caKWyirzZ/ZzcLCwiguLl7XawoKCrQZLa+i3NTlcmGz2Tb9uOvh3lqcmpoiKyuL3/qt35IkUyFeYxJ87GAOh4PKykouXbqEwWCgpKREm3Db0NDAxMQE3d3dDAwMcOLECfr7+1dcel/6h9z9/xVFITQ0FJPJ5NXUKjU1lWvXrq0redHhcODn58fg4CBnz55Fp9PR29vLiRMn1pwACosXIp1OJxef5/R6PefOnePmzZtcuXJlU/NRBgcHqaur82iwth10Op3XDBwhxOtLgo8dSlVVKioqOHHihJYPMDc3x9tvv01LSwsxMTHExcXx+PFjIiMjaWxs1EbMLzU7O7vqQLWDBw/S0NDA8ePHPe7X6XSYzeZVX7vc4OAgiYmJ9PX1ads/8/Pz6wo8YHE7Zuk2kVhsOPfGG29o224vG5jZ7Xaqq6sJCQnxqPYRQoitIMHHBr3K9uqAR0Kp2+joKMeOHSM5OZn79+/jcDi4ffs2n/zkJzEajT6X5Jfne1gsFo8gJTQ0FLPZ7JXkCGidTdf6aXRgYICsrCwtYHEPa1uv3t7eNTXq+riJiooiJyeHjz766KVWCJxOJ9PT0xw7dmxX59AIIXYvCT426FW2V7fb7Vq1yVIOh0O7mJ86dQpVVampqeHixYtUVlZSX1/vMS0WFjtHLk3qnJyc9LpwZWRk0NPT4zEPBhZ7dHR2dq46PXUpq9XK0NCQdpze3t51j0V3t1h/UXOwj6uUlBRiYmK8BqatV3BwsKx2CCG2jfyF34H8/f1XrAJZymg0kpmZyeTkJMnJyQQEBGjjwd2Wr2hMTExobdbdMjIyvCowVFUlJCRkzW263RfD8fFx7fhGo5GkpKQ1vd5tYGDAY9qu8BYYGEhISMhLfUngIYTYTrLysUssH8EOiwPRzp07R2dnJ0VFRSQmJvLo0SNKSkqAxRyR5YmkU1NTXq2+FUUhPDzcoy24xWKht7eXhYUFgBcmOba0tJCYmEhXV5f23I2sYHR3d3vlnwghhHi9SPCxS4yOjmqzTmDxwu50OomKimJubo6AgABCQkKYnp7WntPX1+c1jM3lcvkMJJZvrfT395OVlYVer8flcq3ai2JiYgKDwUBOTg7p6ekbbk2uqqpWBiyEEOL1Jdsuu8Tw8LDHELe+vj5SUlKAxVJMu92urWC4p7OOjIx4vGY9+vr6SExMJDU1lb6+vhWfp6oqDx8+5OjRo3R3d687x2Op0dHRDZ+vEEKI3UNWPnaJ5Ymk3d3dnD59GoC0tDR6e3uJjY1Fp9Nx+/ZtPv3pTwOe/T3W2v5dVVWPEln3hF1f6uvrKSgowM/Pj7m5uTV34Zybm+PZs2c4HA7tvt7eXq5evbqm1wshhNi9JPjYgZYPlgOoq6vzyJ8IDQ3Vtk9SUlL44IMPSEtLY2xsjMbGRgoKCpiZmfFYtTCbzczNzXmtZNhsNtrb27Xk0snJSebn55mcnAQWW5339fURHBzs8Tqr1UpXV5eWQ6IoyqqrJAsLCxiNRpxOJ6GhoaSlpXnksWRlZfnsVSKEEOL1IoPlNsmrnGoLi1srJ0+eXPE1w8PDzM/PU1VVxfDwMFFRUeTl5XlsYxiNRhwOh5YHMjk5SXt7OwA5OTlaCW51dTVlZWXo9YuxqTuIWV6Bc+fOHY4cObLmlt96vZ7ExETtuEIIIXYvGSz3mjEYDOtushUfHw8sbl3Ex8fT1tbG0aNH0el02O12Kioq6O3tJSEhgb6+PlwuFxEREXz605/2mKjqdDrp7e31GGUPi4GKu3+HyWSiurqas2fPeiW0CiGEEC8iwcdrJjw8nPn5eT7xiU9ogcf169c5deoU/v7+K06+devs7PQ5TE6n0+FwOKirq8NkMnH69OlXMuRMCCHE60+qXTZIUZR3FUVR3V/bfT5uqampqKrKzMyMR+ARFha2pr4bS6tolh/3l7/8JcnJyZw9e1YCDyGEEBsmKx8b9Crbq7+MvXv34nA4GBkZwWg0cvr0aa9GYyuxWCwEBQX57H6ZmZm5aq8PIYQQYq0k+HjNuAOHyclJ4uPjaWlp0e632WyrvralpcWr+6kQQgix2WTb5TUUGBhIaGgoR44coaCggIKCAmJjY+np6aGurm7Ffh+Tk5NERkZu8dkKIYT4uJHg4zUUExODyWQiODhY+3I6nVy9epW9e/dy7do1jEajx2t8TbsVQgghXgXZdvmYmJiYYP/+/YSFhZGUlERjYyMdHR0ez3njjTe26eyEEEJ8nEjw8RoaHR0lICCAyspK7b6hoSFKS0uBxfyPwsLC7To9IYQQH3MSfLyGFhYW+OQnP+l1v68qFiGEEGKrvRY5H4qiBCiK8h1FUcYVRTErivJLRVGSX/Ca08+fZ3zeq+NLW3S6W0JRFK8vIYQQYid4LYIP4D8BnwL+MXAK2AP8WlEUv1VeEwo0AX8AWF75GW6Rubm5Nff1EEIIIbbDrh8spyhKODAG/DNVVf/++X0pwDPgTVVVP1zDMUzAV1VV/duXOI9NGyz3Mtra2ggNDSUpKWm7T0UIIcRr7GUGy70OKx+HAX/gI/cdqqr2A63A8c16k+Xt1Jd/bdb7vKzh4WGPSbZCCCHETvM6BB/xgBMYX3b/yPPHNoWqqu+qqqqs9LVZ7/OynE6njKwXQgixo+3Y4ENRlD9dbaXh+dfZ7T7PnWQnbPsIIYQQL7KTPyL/J+D/fcFz+oA3AD9gL4u5H25xwJ1Xc2o709TUlHQpFUIIsePt2OBDVdVxvLdSvCiKUgPYgUvAD5/flwzkAVWv8hx3GqPRKImmQgghdrwdu+2yVqqqzgDfA/4vRVEuKopSAvwd0ADccD9PUZSniqJ8dcntUEVRihVFKWbx55D6/HbqFn8Lm2Z8fJzo6OjtPg0hhBBiVbs++HjuD4H/AfwEuAeYgLdVVXUueU4ui1szbqXAk+dfQcAfP////3YrTvhVUFUVne51+ScVQgjxutqx2y7roarqAvD7z79Weo6y7HYFsGOqVF6W0+mUwEMIIcSuIFer18TY2BixsbHbfRpCCCHEC0nw8ZqQZFMhhBC7hQQfr4mZmRn27Nmz3achhBBCvJAEHxu0vN36dp6Ly+XC5XLJ5FohhBC7wq4fLLdTbOdguZaWFkJDQ0lN3bVVwkIIIXaZj/tguY81VVXp7++XwEMIIcSuIcHHLtfb20taWtp2n4YQQgixZhJ87HIdHR3k5ORs92kIIYQQaybBxy42PDxMbGysJJoKIYTYVST42MWampo4ePDgdp+GEEIIsS4SfOxS09PThIWF4efnt92nIoQQQqyLBB87kKqqL/x68uQJxcXF232qQgghxLq9FoPlXjd2u53q6upVn5OYmEhAQMAWnZEQQgixeaTJ2CbZziZjQgghxFaTJmPbYCe1VxdCCCF2E1n52CSy8iGEEOLjRFY+hBBCCLFrSPAhhBBCiC0l1S6bSDqNCiGEEC8mOR871PMcEolmhBBCvHZk20UIIYQQW0qCDyGEEEJsKQk+hBBCCLGlJPgQQgghxJaS4EMIIYQQW0qCDyGEEEJsKQk+dq4/3u4TEEIIIV4F6fMhhBBCiC0lKx9CCCGE2FISfAghhBBiS0nwIYQQQogtJcGHEEIIIbaUBB9CCCGE2FISfAghhBBiS0nwIYQQQogtJcGHEEIIIbaUBB9CCCGE2FL67T6B14WiKNIqVgghxMeKqqrKRl4nwccmklb1QgghPi4UZUNxByDbLkIIIYTYYhJ8CCGEEGJLSfAhhBBCiC0lwccO5HA4mJqa2u7TEEIIIV4JCT42SFGUdxVFUd1fm3xsGhoaNvOQQgghxI4hwccGqar6rqqqivtrM4/t5+eHy+XazEMKIYQQO4YEH2LXcDqdUs4shBCvAQk+dqjg4GDMZvN2n8aOcuvWLcbHx7f7NIQQQrwkCT52qPj4eIaHh7f7NHYMVVUZHx9ndHR0u09FCCHES5LgY4eKi4tjZGRku09jxxgeHiY/P5+JiYntPhUhhBAvSYKPHSowMJCFhYXtPo0do6Ojg/379+N0Orf7VIQQQrwkCT426FWW2rqtllxps9lexVvuSKqqYrPZMBgM230qQgghNoEMltsgVVXfBd51334VAYher8fhcKDXe/4zORwOfvrTn/JP/+k/3ey33FZ37tzxWNlwB1+Tk5PMzs5SXl5OQ0MDLpcLPz8/HA4HJSUlREdHb9cpCyGE2AAJPnaw2NhYRkdHSUxM9LjfaDTicDheq9WAubk59Ho9p06d8nrs9u3bvPXWWwQEBBAbG8vevXuJi4vDZrNRXV3NmTNntuGMhRBCbJRsu+xgK1W89Pf3c+rUKXp7e7f+pF6Ruro6ioqKvO53b7kEBAQAEBMTw9jYGAAGgwGHwyEN2YQQYpeRlY8dLDw8nJmZGa/7bTYb6enpVFZWkpOTs6Zj3bx5Ez8/vzW/t9VqJTs7m8zMTJ+Pj4+Pc//+fUJDQ9d8TLvdzqVLl7zud6/iBAcHez02NjZGbGysdjs6OprW1lbtdnp6Oj09PSuepxBCiJ1Hgo8dTFG8u7a7XC50Oh06nW7Nn/itVisGg8HnlsZKVFXl5s2bK17Um5ubuXTpkrYisRa3bt1CVVWv76u5uZmCggKfr2lra6OsrEy7vbz1fFpaGuXl5RJ8CCHELiLbLrvA0qqXoaEhEhISAIiIiFjT9NvW1lby8vLW9Z6KomAwGLBarT7Px263ryvwANizZw9zc3NexxoZGSEuLs7na2w2G4GBgSseU6fTodfrP1bVP0IIsdtJ8LHDRUREMD09rd3u6+sjNTUVgKysLLq6ul54jImJCfbu3bvu9z5w4IDHFodbb28vaWlp6z5eQkKCVw7LwMAAKSkpPp8/Njbm87zdlS5ueXl5Ps9TCCHEziTBxwZtRZ8P8E46tVgsBAUFASvnhCw1Nze3rryMpfbu3euzo2h3dzcZGRnrPl5sbKxX19a2tjZyc3N9Pr+9vd1nTsvevXs9Zry4q4KEEELsDhJ8bJCqqu+qqqq4v17V+yyt7vDVdEyn063a9bO5uZn8/PwNv/+ePXs8AhybzYafnx863fp/dfz9/T1WLObm5ggJCVnxWAsLC1qgtdTSn8nS85ydnV33OQkhhNh6knC6w+n1ei24GB0d9aj8AEhOTsZoNGpbMcuZTCbCwsI2/P75+fnU19dz/PhxAJ4+feozf0RVVfr6+l7Y/txoNNLd3Q0srmycPn3a5/NcLpfPhFuAqKgompubvc6zsbGRY8eOvfB7EkIIsb22PfhQFOU08HXgMJAI/DNVVf/2Ba85CPwlcASYBL4L/Im6ZGlAUZRPAX8CZAJdwP+uqur/WPL43wJfXHboB6qqvvGS39Ir8+zZM68Lf1paGtXV1T6Dj/Hx8Zfu/hkSEoLZbNaqVEZHRyksLPT5XmvJBQkKCsJutxMYGMihQ4d8ltfCYqC1UhLq8ooXgNDQUEwmk89qGl9mZ2dpb29nbm7O6/nHjx9/bZq3LWW1Wunr62NoaGjV1v1rkZycTFZW1iadmRDi42bbgw8gFGgCfvD8a1WKouwBrgO3gTJgP/B9wAz838+fcwz4CfB/Aj8Hfgf4/xRFOaGq6oMlh7sBfH7J7R1ZMqHT6aioqKChoQG73e71+JMnT7x6eISFhTEzM+NRprpRiYmJDA0NERYWtmL+SGdnJ6WlpYSEhKx6LHe7+H379q36vL6+Pg4cOLDqc0ZHR2lubtaCh/7+fn79619r1UC+zM/PY7fbCQsLIycnh4iICI/HTSYT169f58SJE16PbTdVVenv76erq2tNAdbS16mqSkBAAKmpqZw8eXJdPV98uXXrlgQfQogN2/bgQ1XV3wC/AW014kXeAYKBL6qqagGaFEXZD/yRoijffL768YdAuaqqf/b8NX+mKMq55/f/4yXHWlBV1buF6A5itVrp7OykrKyM3Nxcn8GE0+kkPz/fYxWhqqqK+fn5VctU1yonJ4d79+4RGBi4Yv7I/Pz8CwMPWEygbWpqemHwYTKZVk2U1ev1PHjwgLfeeku7EJ88eZIPP/yQ/fv3r/g6g8Gw6qpGaGgoV65coaKigpycnBW3s7aSw+GgqamJ0dFRUlJSOHPmzIZyboQQYqfY9uBjA44Bd54HHm4fsrjFkgb0PH/Od5a97kPgq8vuO6koyigwDVSyuDWz7WUTLpcLu92Oy+Xi1q1bfPKTn+Thw4ckJCT4vHDm5uYyMDDg0agrJCSE+fn5TTkff39/XC4Xs7OzPvNHrFbrmnt+rOW81rIlYDabiY6O9lgB0Ov1BAUFERQU9FKf7PV6PRcuXODx48cMDQ1tqEx5NUlJSWsOCs1mM7du3eLIkSMUFxdv6nm8DH9/f+x2O/7+/tt9KkKIXWg3Bh/xwMCy+0aWPNbz/H9HfDwnfsntayxuyfSwGLT8KXBLUZTDqqouLH9TRVHeZXEb55VzuVyUl5fjdDq5cOECgYGBjI+Pr7gSEBsbS1VVlceWzMDAwIZLbH3JycnBZDL5fKyzs3NTl+BnZmYIDw9f8XF3IORreyU7O5uOjo5VVz/WQlEUysrKGB8f37QgDhZXqR4/fszJkyfX9PwHDx5w8eJFn1U/2ykuLo6RkRGSk5O3+1SEELvQbgw+NoWqqj9ecrNRUZQa4BnwCRaDkuXPfxd4d6XjbWavD1VVqa2t5etf/7q20pGUlER8fDwVFRWcPn3aY9ldURSuXLniEXzk5uZSXV295gTM5ebm5nC5XFoQsNpFZmRkZF3lvO7y4JVWJ5Y2UvOlsbGR48eP+2ywlpyczM2bN30GH11dXXR2dq66SjM/P8+FCxe052z2qof7PNby7zI4OEhkZOSOCzxgcfusvb1dgg8hxIbsxuBjpZeHHAAAIABJREFUGFheBhG35LHVnrNifoeqqoOKogwA2Ztxki9Dp9NRXFxMR0eHlvTocrnIzs4mKiqKa9eucfbsWY8cD19VI+5+GMvLc9eiubmZqakp9u/fT3p6+orPc5fErifAcTcJW6maZWJigoMHD/p8zOFwMDo6SlFRER0dHV6PK4pCQEAAVqvVY2uju7ub0dFRrly5suq5mc1mysvLuXLlyoaCtrVITExkcHCQpKSkFZ+jqir19fVcvXr1lZzDywoLC/NqlS+EEGu1G4OPauA/KIoSqKqqe/DIJWAQ6F3ynEvAny953SWgaqWDKoqyF0gChjb7hNdLVVUSEhJoaWmhuLiYhYUFrYQ1Ojqa8+fP8/777686z8RisfDZz36WhoaGDQUfFouFq1ev8uTJE8bHxyktLfV5MTYajateRH2Jj49nYGCAzs5Oj9WahYUFLl26tOqqQE1NDYcOHVr1+O526yUlJQD09PQwNDTEiRMnXnhuISEhlJSUcPfu3XUN4luPnJwc7t69u+rPraGhgYMHD76yAOhl7dTzEkLsDtsefCiKEgq4EwZ0QKqiKMXApKqqfYqi/DvgiKqqF54/54cs5l78raIofwrkAP8a+OMlfT6+DdxWFOVfA78Afhs4B5xc8p7vAj9jMdhIA/4dMApovUC2i16vp6SkhImJCebn5xkbG0On02l5Fb29vaSmphITE7PiMd5//31MJtOG8xXcAcChQ4fo6+vjxo0bPgOQhoYGjhw5wvT0NMHBwWvqjxEVFcXjx48JCgri7Nmz2v19fX00NjaumIxptVqZn5/Xepf4+/tjs9m83nPv3r3U1dUBi71RjEbjmnMsYDGfYWpqiqamphWn7b4Md+M494Ti5RYWFhgbG6OoqGjT33szKYqy4vcghBCr2fbgAygFypfc/uPnX/8P8CUggcVGYQCoqjqjKMol4K+Ax8AUi/09vrnkOVWKonyOxSTSf8tik7HPLunx4QQOAl8AIlgMQMqBf6Sq6o5YSx4eHubJkyf89m//NkVFRVRUVACLyZhDQ0OcO3du1dfn5+fT0tKCwWBgYWFhXRNol29ZpKamEhkZSWdnp9dz+/v7SUxMBBa3Sy5evPjC4yuKwuDgoNeWQkpKCrdu3eL8+fPAYrnw0tUdp9PJ0aNHtdv79u2jsrLSZ8VFR0cHCwsLREdHr2nFY7n9+/dTVVXF4OCg9v1tpoyMDLq7u30m6t6/f5833tixve400dHRTExMrBoECyGEL9sefKiqWgGsuIarquqXfNzXCPjuy/2/nvMe8N4Kj1mA1Tf/t5HVaqW+vp7z588zODhISEgIFosFl8vFvXv3uHz58guPkZyczKNHjzh16hQ9PT3rqv4YHBzEz8+PmzdvakmhqqoSHR3t0d10ZmYGh8OhbW+Ul5ev+ZPw5OSkV86HoihYrVYtf8VqtWqBiC+pqakrJqaWlpbS2Nj4UhfxY8eOUV1dTXt7+4aPsRJ3UvHhw4e9HouLi9vUSqVXJSEhgaGhIQk+hBDrtu3Bh/Dm7gCqqqqWs9HS0kJoaChlZWXo9S/+Z4uJicFisRAVFUV7e/u6go+hoSFMJhMXL170qEjp7OykvLyc06dP4+fnR0dHB9nZ/ys/NyUlhb6+vhe2WHc4HFrC4vKS2rS0NFpaWjh+/Piavs+VhIaGYjabN/x6WAyG3DNtXgWdTsexY8d2bSv3qKgompqatvs0hBC7kGzWbpCiKO8qiqK6vzbz2Hq9nv3795OXl8e+ffvIzc3FarWiKMqaP2Xu2bOHPXv20NPTo7XXXquFhQX0er1XKWxWVhZFRUV8+OGHmM1mZmZmPFqQp6Wl0dvb+8Ljd3d3U1JSwtCQZ26v0+nUZr/09/ev2iZ9LWJjY3n27Bkmk0n7WjpVd7vl5ubS1ta23aexYTqd7qVnxAghPp4k+NggVVXfVVVVcX9t5rFtNhsVFRVUVFQwMDDAe++9h9lsXldPBUVRiIqKYnh42OcI+tWYTCavuSYjIyP09fURFRXFxYsXuXv3rtfKhDuRcqUL0oMHD6ioqOBXv/oVU1NTVFZWejw+NDREQkICubm5VFVVkZKSsuZz9iUvL4+xsTFaW1u1L3fuzE7gbtS120kAIoRYL9l22YH8/f21xMqSkhIePnzImTNn6OjoWLE3hi82mw1VVUlMTKS5uXlNJbdzc3NMTU15jLpXVZUnT56g0+lITU3FYDBw+fJlnE6n1+tjY2N9TqQdGRkhICCAsrIyXC4X58+f59vf/jajo6Najkd3dzdlZWUEBgZiNBpfei6Nv78/paWlHvfdunVr1QZnW0lRFIKDgzGbzWuai7MT7dmzh7m5Ofbs2bPdpyKE2EUk+NiBHA4H9fX12u2nT5+SmppKbW2tz9kqK3n27BlBQUHcv3+fjo4OpqamKC4uJioqCp1O5zOpcXBwkMDAQI+Vj/b2drKzs5mZmWFsbIyYmBgURfGZk5Gdnc3jx4+9go+mpibOnDnj0b30+PHj3LhxQ8sbcXfzVFWVsLAwJicniYqKWvP3uxburaHMzMwXP3kL5Ofn8+jRI4+S490kPj6eoaEhCT6EEOsiwccO5O/v71Gl4efnR2ZmJj09Peuq3oiKisLPz4+hoSE+85nPYDQaqaysZH5+nri4ON544w2vMlKj0ejRUtzpdNLb26u1b79z586qFSiBgYEsLHiOxjGbzQQEBKDX6+np6dFWVUpLS5mdnfWa1Ds5OcmhQ4doamryWIHZDGlpaVRUVOyY4CM8PJykpCRqa2tf2DxtJ4qNjaW7u5vc3NztPhUhxC4iOR+7QHZ2Nt3d3T63OVYTExPD3NwcCwsLJCcnc/ToUb74xS/y5S9/WVsRWW54eNijWmXpRdHf3x+9Xo/FYvF63VJhYWHMzs5qt+vr6ykuLkZVVVwul7bloSiKNudlqf7+frKzs7XJvpvJnSS52cd9GdnZ2eh0ul2ZfOrv77+jkniFELuDrHzsAhEREUxMTGi3VVXl/fffX7UXhLvCpb6+Hr1ez8LCAikpKeTm5mIwGLh48SLf/e53mZ6e1rZYVFVlZGSEffv2AYst1ufm5jwqbIqKiqivr191BSYnJ4f29nZKS0txOp3Mz88TGhrK4OCgVwWLr22QyclJioqKSEpKYnh4eNObfKWkpNDf3699nztBcXExVVVV9Pf3v3SirRBC7HQSfGyQoijvstjmfUu454FYLBZmZ2dJT09f0yRZRVHIz8/Xql6qq6ux2+0kJyezf/9+7ty5w9tvvw3A1NQUwcHBWi7Hw4cPPTqKwuI2gXvi7UrNxCIiIpiZmQEWB9S5z7Ozs9MraElNTeX27dte2yCKopCamkp9ff2mBx8ZGRncuXNnRwUfsNjU7NatWzgcjnVNsvX399dazm8HX4P8hBBiNRJ8bJCqqu+yOB8GgM3u9bFcWloaOp2Ozs5OTCbTuuZ+xMTE0NjYSGFhIfHx8aiqitFoxGAw8POf/xy9Xq+1T3c6nTQ0NOBwODAYDD6rMHJzc1/YuMxgMGC1WhkeHubAgQPU1NTg5+fn1VDLz88Pl8ulzZKxWCzaRSw4ONhji6erq4u+vj5tvozdbqe4uHjdHTaXlgTvpAFpiqJw7tw5rTX8WlksFh49eqT1hdlq8fHxXtt1QgixGgk+diCbzUZVlecA3j179lBaWkp1dTWZmZlaeeqL+Pv7Y7fbtdwKPz8/FEUhOTmZ5ORkHA4HdrudwsJCqqur+a3f+i0t4TQyMtLnMVNSUrh+/fqqwUdWVhbl5eXMzc1RUVFBUVHRikHC0vLcgYEBj22HpcPLnj17xrlz5zyCj6qqKs6cObOmn8VSaxlrvx10Ot2GkjdVVaW1tZVr166Rk5Pj1aflVTIYDHR2dkrwIYRYMwk+domHDx/y2c9+ln/zb/4NOTk5a37d3r17GR8fJysri46ODq+A4dSpU3zrW9/iwoULOJ1OcnJyXrgaoCgKcXFxdHR0eLVHd9PpdNTX1/PlL3/5hSsTWVlZ1NbWEhcXx+DgoMcgOHcjLneuyNJzcyc7bmQFIysri3v37hEdHe3RJEuv1/scVLfTKYrCgQMHyMvLo6uri4GBgS19/3v37nH8+PFd2ypeCLG1JPjYgQwGg1ffh5qaGkJCQrDb7eu6OMbExDAwMEBhYSE3b970Cj78/f0pKCjg9u3b6HS6NV/ECwoKaGtrW7Vz6pe+9KU1bYkEBQVhtVqBxdLepf1D9u3bR2NjI7GxsT5zTNzJoysNmFvKYrFQWVmpTfitra0lICDA47jT09McOHBgTcfz5d69e6Snp7+SSbhroSiKz0m5r1p/fz+3b99e01RjIYSQ4GOXKCgooKamBr1ez/T09JpfFxkZSWNjI4qiEBQUxPz8vNeWzcWLF/nGN77BhQsX1nxcPz8/Dhw4sObnv0hISAizs7NeAUZISAjz8/OMj4/7DGQyMzOprKxcU7Dw5MkTjh8/rjXEio6OJi4uzqMhmqqqVFdXY7Va17XC5H6t2WympaVl24KP7ZKdnU1/f7/XsMHt0tfXR2trqxZoboTJZOLKlSu7ciVMiJ1Ogo8dyFfOh91up7GxkYCAAEJDQxkdHV1Tu/Slw7/y8/Npbm72auplMBh4++2315XEutlycnK4ffv2ip/aBwcHfSZT+vn5aX07Vqq+gcWfn8Vi8ejEmZOTwwcffOBV2mowGHj48CE1NTUvvJD6+flRXFyMoigYjUZSU1OZnp5mZmZmxS2p11FaWhrDw8P09vaSlJS05pykV2FoaIju7m4uX778UgnFU1NT1NTUrKuxnxBibST42IGWb7uYzWb+7u/+jq6uLubm5hgbG6OxsdGjtNHhcJCWlkZ8fLzX8To7O7Xk0ZqaGp+f5KKioujv76e/v3/F88rMzFxXe/f1cL//uXPnvB6LjY2lra2N4uJin6/NyMigp6dn1a6lDQ0NXsFVYGAgV65c8dm8LTc3l6dPnzIxMeHR8XW5np4e5ubmiI2N5cGDBxw+fJigoCD+5//8nxw5csTr+Xa7HT8/v1V7tLxqTqcTu93+0sdIT0/3uM9sNmvlwtu1YjA+Pk5zczMXLlx46UqmyMhI5ufnWVhYeKkVFCGENwk+Nmgr+nxMTU3x5MkT/P39OXz4MEajkdjYWAwGA++8847Hc93VDl1dXRQWFnpcMI1GI4mJifj7+zMzM0NoaOi6+0K4XC4eP37sMzjYLG+99ZbP0t60tDRu37694sVk3759lJeXrxh8uFwuJicnOXz4sNdjq31CLysrY3p6WstH8SU6OpqGhgYyMzMJCQnRfu6hoaEEBQV5XLRUVaWyshKr1UpmZuYr25oxGo1anxX3+5pMJq2rq5+fn8+5PGs1PT3No0ePKC0tJS8vTzvWwMAANTU1WK1Wvv3tb/NP/sk/8ahMCgsLW3NAoijKuoftTU9PU1NTw6VLlzathPrw4cPU1NRw/PjxTTmeEGKRBB8b9Cr7fNjtdioqKggPD+fkyZMYDAZcLhf//b//dwoLC7Hb7T7LYE+cOIHT6eTJkyf09vZqf+jHxsa4e/cuUVFR2Gw23n//fQoLCzl58uS6Pp0qioLNZvNZ0fD06VP6+/tf+tNuV1eX130ul4vGxkYqKio87ndXuRw9ehQ/Pz8cDofPi2prayt5eXkbOp+1lKx2dXVhMpk4cuSItvLk7texdPWjrq6Oo0ePkpaWxqNHj5idnaWkpGRD57WSjo4OAgMDKSws9Lg/LCxs0yb53r9/n/j4eI4fP86jR4/Izc0lPT2d7OxsjEYjFy5coLy8nKdPn5KUlITNZqOyshKDwaCtMul0ulUDoPHxcYqKitY1sG5mZoZLly6tuv22XuHh4SwsLEgTNSE2mQQfO5A7f2F+ft4j92NiYoKJiQkaGhpeuHIREhKifVobHx9naGiIgwcPAot/+PPz86mvr/caOb+agoICmpqaPAaguVwuqqqqiIyM5MKFC5v6h99tbGyM7u5uzpw54/WJ1mw2awmibW1tXl1fVVVlYGBgTd1gNyooKIiOjg4+8YlPaPdFRkYyMzOj/VuOjIxgNpu1raMjR47Q1dXFrVu3OHPmzKYEBgMDA4yMjHDy5EmP+2/cuLHqhd5qtZKWlrZq35alzGYz6enpOJ1Orly5QktLC/fv3+fo0aM0NDQAcObMGW7dukVubi63b9/mS1/6ksdWk8PhWHVW0dDQEDMzM2s+J1is3HoVv3+lpaU8fvzY6+cqhNg4CT52IIPB4NXW3P2pzt/fn6GhIYqKilZdlr537562EhAZGUlzc7P2WHp6OiaTiampKa3x2Frs3buXJ0+eaLetVivl5eUcOnSIkJAQfvrTnxITE0N4eDi5ubmblh8yNDRETk4OY2NjXkm2ISEhnD9/nqGhIb7//e8TGxvrURXT09PjlZuwmWw2G35+ftTW1hIaGurRc2R6epof/OAHJCUlUVNTw5EjR7xWb0wmE9/5znfIyMhY8VO+zWYjKiqKkpKSFf+txsfHaWtr85o4PD4+TkRExKpBpqqqfPTRR2u60Lu/v7S0NJqbm4mNjSU/P5/y8nIcDodHU7iQkBB6e3sxGAxeOS56vX7VgCg5OZm+vr4dkWsRFhamzSjazkRaIV4nEnzsQBaLhZ/+9Kce9/X09BASEsLDhw+Zn5/nL/7iL4iKigIWZ2vExcWxd+9e7cLX1dWFv78/J0+e1FqYu6Wnp1NeXk5BQQHNzc1eS/S+zM7O8ujRIwYGBnjvvffYu3cvCwsLnD17lqCgIJqbmzl37hxxcXFMTU3R0NBAbW2tRwOv5QIDAz3KWc1mM2fPnvUKqiYnJ0lOTuZnP/sZb7/9NsnJyV7HSkhI4Pjx41RVVfH2229rn4A7Ozu5dOnSC7+/jbp79y4zMzOkpaVx+vRpr0/eH374IQBf/epXV0wytdls1NXVMTMzQ15ens/vb2xsjJs3bxIXF8fBgwc93md2dpbHjx/7rO6oq6vz6hmznLvj7VqG2rmrrEJDQzGbzdr97lWxpKQkjEYjKSkpFBUV8Td/8zf8wR/8warH9EWv1++oabnu1Y/Tp09v96kI8VqQ4GMH8vf399jagMUExs985jN885vfJD4+nvn5ef75P//nKIqC2Wzm2bNnDA4O4u/vT1RUFJmZmfziF7+gr6+P5ORk6uvrPT41NzU1oSgKtbW1TE1NvTBB7+nTpyQnJ5OWlkZdXR2xsbFkZGRoA9BGR0e1vh+BgYFMT0/z+c9/fsULrnvibkBAgNaW22q1cuPGDe3Tu8vloqOjg4cPHxIZGUlGRga9vb1YrVaysrIYHx9nbm6OtLQ0FEWhsLCQGzdu8F/+y39h//79qKpKZmbmupIP5+fn13XRM5vNhISErFhWm5WV9cLqFoPBwJEjR3C5XLS2ttLe3u4RXPj5+XHq1CkuX76M0WikvLzc49/S5XL53PKampoiLCxsTcmleXl53Lhx44XBx7Nnz7T8maWrHDExMdTV1ZGfn8/9+/dJSUnBaDQSHR29pp+/3W7HZrN53GexWDwCnK3m5+en5Xm4/42Xr1wt5XQ6SUxM3HB+0XIWi4Xr1697rIjNzc3x1ltv7aiZREJsxIaDD0VRDgFfByKARuA/q6ras1kn9nFmtVq5e/eu9gnY6XRy8+ZN0tPTSU5Oxmw2axUFwcHBZGVlodfr0el0WK1WLekwPj6eyclJ7Ha71vnS3VArLi4Of39/9u3bx/T0NC6Xi9nZ2RXPqaenh5mZGfz8/Ojq6sJmszE7O8vExATp6en09fVRX1+P1Wqlq6uLnJwcOjo6PI6xfBXEYDDQ1tZGXl4eOp2Ojo4OnE4n9fX1xMXF4XK5KCsro6ysjKKiIiYmJjh48CC/+c1vuH79OtPT0yQnJ/Pee+8RHh5ORkYGsbGxDA4OYjabCQ4OZmxsbNUSXLfJyUmti+xaEwvNZrPWxty97ZSenk5hYaEWlC1/756eHrq6ujwCApfLhb+/PykpKeTk5Hjlp5SXl2vbY0lJSWueR1NbW8upU6fW9FydTkdERASTk5PaipovJpNJ205LSEhgeHhYq9qJjY1lamoKu92O0+mkq6uLCxcu0NbWtmpDura2Np49e+aV3Gs0Gqmrq3vpJOa5uTna2tpQVXVdOSEDAwP83u/9nvbf4Vr64Ny7d4+hoSFtHMDLqK6u5tKlSx4Tjnt6eujo6Fh3AzwhdhpltWXxVV+oKB0slpq2AoeArwLfUFX1o807vZ3LV6ntRn+Wy9lsNr7zne9QWFiIXq+ntraW2NhY+vr6mJiYYHR0lC9+8Yu4XC7m5+fp6enBbreTnZ3tceGora3l0KFDtLa2Mj4+jqqq/P7v/z6w+KnqN7/5DcnJyTQ2NvL5z39+xSRWi8XCX/3VX/H1r38dWPxE3dXVRUFBAf39/XzwwQeMj49TWlpKZ2cnhw4dQq/XYzKZvJIMs7KytJUKgOHhYa2E2B0offDBB7z55puYzWYaGxu1hlFzc3NMTEwQHx/PnTt3SE1N1S4I09PTdHd3oygKTqeTjo4O8vLyaG9vX/UPtcViob+/H4PBoH3q37dvn0fJ7Er5Eo2NjbS3t3P16lX8/f25f/8+xcXFVFVV+Zww63Q6uX79OleuXPH65Gqz2RgYGMBoNGq5E25DQ0O4XC4t6LDb7ezbt4/s7OwVPwHPzs7S1NS0phLRpqYmxsbGcDgcNDU1UVJSgsvlYs+ePVoHWIPBgKqqlJeXaytTFotF6xrrPq+7d+8SFBREa2srSUlJRERE8ODBA69GXTqdTvvdS05O9plv0t7eTnBwsM9tqLWYnJzkyZMnhISEcOjQoXXPnZmamuJ73/seX/va19a80uDOnzl+/PhL5Tz19fUxPT3ttSWqqirXr1/n8uXLGz62EJtFURRUVd3QMtzLBB8PVVU9suR2NHBLVdXta5O5jRRFUTcz+Lh+/Trd3d0EBwfj5+fHwsIC3d3dBAUF8atf/Yp33nnHY2vG6XTS09Oj5UfEx8fz9OlT9u3bR3BwMEajke9///tcunRJu7AODw9z5swZurq66O3tXfETb319PeHh4R5TS58+fcrBgweJjIxkenoaRVGwWCwUFhai0+mwWCxUV1cTGRlJfn6+dvHq7+9neHiY5ORkEhISUBSFmpoaLBYLx48fx8/PD6vVyu3bt/na177G0NAQoaGhdHV1ERMTQ0ZGBo8fPyYhIYGZmRnq6+u1C4OqqlquwMDAAAsLC8zOzpKRkaFtU7g//fr7+6PX64mPj+fKlStaYqO7rHdkZISioiJaWlo4e/asz4vPX//1X3Pp0iWtC+rNmze5cOECqqpSV1eH2Wzm+PHj2qftR48esW/fvjV1pl3K5XJRUVGhXfRVVaW7u5v29nby8/N9tpavqKjgjTfeWHUVR1VVHjx4QHh4uLZVcPv2bUpLSwkKCmJubo6RkRGMRiODg4PMzc0xPT1NXl4ee/fuZe/evdy/f59jx45px3zw4AHj4+P09/fzhS98QftdiY2N9fj9mpubo7a2lvT0dJKSkkhOTvb6uczMzNDZ2emzP4ub3W6ntbWV0dFRbWKzW2hoKEVFRS+1cvKjH/2I7OzsdVWFuf/7vXLlyob6qTidTj766COuXr3q8/eurq6OhIQEj7EAYvcZHR1dteLrRfz8/Nb9t2SzbVfw8SPgMfBNVVVVRVH8gFoJPjbPT37yE4aGhigpKeHgwYOoqsrNmzdpa2ujo6OD3/3d3/UqP1VVlc7OTp49e8b09DTz8/OkpqbidDppbW3FarXyh3/4h+j1esrLy8nKytIutsv/wGZkZNDf309raytnz5716C3y9OlTrZT0o48+IjY2FovFol1o+/r6iI6ORq/X09vbS3h4uNYLQlEUrSzUvY0zPz9Pfn4+KSkpxMTE0NHRwfDwMKqq8qlPfYrMzEzGxsaoq6tjbGwMl8uFy+XSlvzd+QcAJ0+eJCgoiMrKStLS0ggICPCoeHE6ndhsNmw2Gx0dHRgMBq9PmO7tn+rqajIzM0lNTSUyMpLIyEj0ej2PHz+mpaVFu8DC4oX3wIED2ife8fFxHj16RHR0NAsLCzQ0NBAWFobVal3X8n9ERARGo5GSkhJ0Oh09PT1YLBZgcVVkfn6eN998U7vQWSwWOjs7tdJqX1wuF/X19SQkJHh0xZ2fn6erq0t7rdPppKamhqSkJHp7e4mPj8dsNtPU1MTCwgJDQ0OkpaURHR3Nv/gX/4JHjx5pgY+7MsTpdNLQ0OC1EhQSEoLT6WR6eppnz54RExPjFQC3tbWRm5vr83swmUwoikJBQQEFBQXExcVtWi8Tt8nJSX784x/zpS99aV2VLrOzs9y/f39DDc+qq6vJyclZcSXS4XBQWVm5rllMYmdpamrCbDavqY/QSubm5nC5XD47KW+V7Qo+fg4UAgFAM7AP+A2LwYhxQwfdxTYz+DCZTPz5n/85tbW1JCYmcujQIRISEigtLWViYoJvfetbRERE0NXVRXZ2NmVlZSwsLFBYWKgFBLD4R7+xsZGysjLCw8Pp6enh+9//PqdOneLKlSvcv39f+wTV3d2Nv7+/xypCQ0MDer2ewMBASkpKPP6IulwuJiYmiIyMpL+/n0996lMeiXE3btzQJpyqqkpXVxe1tbV0d3eTn5+vXaDNZjOdnZ34+/uTmJjI1NQU4+PjZGZmalNnk5KSmJubIywsjJmZGfLz8zly5IjP/3CvX7+uJV+aTCaqq6tpbm5esTU7LO6j22w2nxe57u5uCgoK2LdvH5OTk0xPT9PS0qIFP0tzGWZnZxkeHvbY5nFvjV27do3o6Gj2799PQEAA586dW/OF8v79+8TExBAREUFYWBjf+973KCgo8Khs6urq4hOf+AQ6nY6uri4+97nPaVVD/z977x0cZ3rfeX46BzQajZxzIpEIgiQ4jENyOCSHo2CdRtZYJ5209q3Xa+vWVSvvXdXZdeV4dy5WzZxiAAAgAElEQVSX/1B578qyvGNZslfjnaxJHA5zAhgBEDkQQCM0Go1G55ze+wN8HqOHQTMjzlq7N78qVhFAh7e7336f3/P9fYPX681KH06lUszNzbFr166H7pzOnj3L008/jVqt5sMPP2TXrl0UFBRw7tw59u/fz5kzZzhx4oTk6UQiEe7evcvp06fJy8ujtLSU7u7uLAt3r9eb5RQrSLbFxcXodDp0Oh3nzp17wBb90qVLj1SY5OTkoFarCQQCOBwOlpaWPhNl07vvvotWq+X48eOf6H7Ly8tMTExIpE3I0B9XPp+PqampRy4oRqMRm83G1atX6e7u/sQusJ/Xv3z5fL6PpUL7ODU+Pk48Hn/s9e2zrH+R5mPTk+cAnWw0IuJfhaIoHyvXW6VSHWSDuLoDqAD+laIoP/o59+kE/iPQC3iAHwB/snn1V6lUXwX+BGgE7gG/ryjKG5v+rmKDs/GbQD5wHfgdRVH+2RDjE9STbD58Ph+///u/z/PPP8/8/Dz5+fnMzMxQXl5OJpPh5Zdf5uDBgxQUFLCyssL6+jq9vb0oisKePXsk/KzVarl69Srbt28nFAqRTqe5cuUKly5doqioiLy8PCYmJti7dy9btmzJ2o0rikIgEKC4uBiDwZBloLW5gsEg4+PjbNmyheHhYRRFIR6PMzk5+VAJr2iILBYLjY2N3Lx5U+7o+/r6KCkpIZ1Os7CwgMfj4d69exw+fBir1crc3Bx6vf6xOz6n00kikcgaRQjuy6NKhMJ5vV45NhIViUR47bXXOHbsGH6/n7W1Ndn0WK1W8vPzUalUMsDvZz/7WVY4nqIo+P1+TCaT9G4JBAJMTEywY8eOhzYgKpWKPXv2SI5COBymv78fjUbD+Pj4Q+XGb7zxBlqtlh07dnD37l10Oh1HjhxBpVJx5swZ2STNzc0xOTlJRUUFJ06ceOj74fF4uHPnDgMDA7S0tJCXl0cmk2FgYIBMJsP+/fupqKiQjreDg4OUlZXR19eHxWIhkUj8XNOyhYUF4vE4JpNJ8j9WVlYkCVrU1atX2bt370PRA9G4iJqcnAR4JFLy0ZqdnX2sdb4ot9vNnTt3aGtr+9T8k0QigdfrJRQKPfZ2y8vL7Nu375HjGqfTSX19PcXFxQwMDHxufPbfWGUyGU6dOsWxY8d+oYiDzTU4OIjBYHhiKqtPUr9I8/GJXr1KpcoDRMznjKIoPkVRwkD//X+fpizACPDj+/9+3jFYgQ+BS8AuYAvwd0AY+Mv7t9kD/BMbzcXrwP8AvKJSqfYpinL9/kP9r8D3gO8Ak8D/AXyoUqlaFUUJfsrX8kRKq9VSU1OD3++npaWFa9eusbKyQkFBAalUisOHD/P2229TVlaGy+UiLy+PK1euoNFoeOmllzCZTOh0Onbu3IlGo5Fw8dzcHHNzc3R3d+N0Otm6dSs9PT20tLSwsLCQdQzJZBKv10txcTHvvfceGo1GLrSba3p6mrW1NQYGBmTOx9LSEnV1dQ+Vfubn59PT08PKygqnTp1CpVJJAzSj0ShTe/Pz86XsdG1tjXA4jFqtZnFxkQsXLqBSqSSnw2g0otfr0ev1lJeXMzU1JXfaKpWK+fl54vH4Y7/s6XQah8MhfTlEI6lSqXC5XMzNzVFTU4PRaMTpdLK4uEhVVRUqlUo+v9PpxO12U1VVRWlpKalUSgbJiZGWoigUFBTwr//1v+b69escOnTogQYkFApx7tw52traqKmpIScnB5PJxMTEBKlU6qEL4PPPP8+Pf/xj/vN//s9873vfY3V1lXPnznH48GFpZX7nzh0KCgqorKzEaDSytLREVVUViqJkkaXz8vJQqVR8+9vflsiI2+1mdXWVp556CqvVit/vl4ZjsViMlpYWnE4nWq0Wn8/HrVu3skIKdTpdFlpjNpu5e/eu3OEPDw8Ti8W4e/cuXV1d8nazs7MEAoGHjjxWVlbYvXt31jl548YNHA4HBoOBmpoa+V75/X76+/slt0fY+D8spkBUJpORaJXD4cDtdtPQ0PCpiaQfRwFjsVgei2Zs2bKF8+fPY7FYiMfjj4wU+Lx+Oauvr49du3Y90c+su7ubGzducO/evY+l7PtlqY+FfKhUqhrg/wGeA8Q3XWFjzPK/KIpifyIHo1KFgO8+DvlQqVT/FvhzoFRRlOj93/0B8G+Bqvv8k38CChRFeXbT/c4Aa4qi/Np91MMB/EdFUf7s/t9NgAv4PUVRfvApjv2Jcj4EgdRut/POO+8QCAQoKyvjqaeeIpVKkZubS0dHB0tLSwSDQWw2G263G5fLhcFgYHh4mEuXLlFSUsKJEydoaGigvb0ds9nMwMCAJGtqNBp27dpFJpNhz549WRf5e/fuMTg4yJ49e+Tcf319XfpgrK6ucvHiRY4fP47NZiOdTkuy5WYYMJVKcebMGQYHB9m3bx8FBQX4fD5WV1c5duyYRBJSqRQDAwMsLi5SUFBAWVkZCwsLrK6u4vF4aGlpoa2tDZ/PR3V1NUNDQxJdSafTpFIpRkdHKS8vZ8uWLZSWlqIoimxeREMkmqJMJsPdu3dJJBKoVCry8/MpLi7GYrHIhiCRSHDlyhWKi4vp6emRXIhz585x5MgRFEWhv7+f0dFRSktLGRoaYm5ujpaWFrZu3crExARra2ucPHlSLpIzMzNYLBYsFgtjY2N0dXVRVVVFYWEhExMTclGfmZkhEonQ0dFBOp3m+9//PocOHaKrq+sBQzFFUfiHf/gHdDodjY2NNDc3s7KyIkcGFRUVqNVqCgsLpV9KJBLhyJEjXLhwAaPRmDVya2pqknyaVCrFqVOnpJvsR+vSpUtotVqqq6t5/fXXeeGFF6RUWtTKygrz8/NZ5FSXy8XCwkIW1+jevXuk02k5ulpaWiISiTxUseRwOFhYWMhS0kSjUa5evcrRo0c5f/48R48eJZFIcP78ebnbdDgc2O32rGN5VDkcDkZHR4nH45SWlhIKhSgrK/sX2WWKymQyfPDBB7S2thIIBLK+azdu3KCoqIiGhoZ/seP7vB5eCwsLuN3ux6Kwv0jdvHnz5/ribN++/eeO/j5JfaZjF5VKVQncBDLA/wuM3f9TO/Db9/+/S1EUx6c5gI8818dpPn4MFCqK8vym3+0CbgANiqLMqVSqBeCvFEX5i023+Q/3H7tWpVI1sDGK6VUU5eam27wLuBVF+fZDnvcP+Tkptk+acAobnh9///d/z/r6OlNTU6yvr/OjH/2I69evy0bh1q1bbNu2jbNnz5JMJqmvr6ejo4NQKMR/+k//iUAgwJ49ezh+/DiFhYX09fWxd+9efD4fP/nJT2hpaUGtVuNyuR6wIn///fc5cuQIGo1GSmdF197U1ITdbqeiooJ0Oo3BYEBRlCyOhcPh4Pr164TDYXbv3s3MzAwmk4nS0lIaGhq4ffs21dXV6HQ6IpEIJSUlVFVVsba2JlUSOTk5HD9+nHPnzjE8PMz4+DgajQar1crS0hI1NTUkk0mSyaS0jVcUhaqqKiwWC8eOHePu3bv09PSQTCbJZDIUFRURCARoamr6uTvSS5cu0dnZyd/8zd9IUzFBtEwkEpSWlvLiiy9y8eJFDh48KAm0IyMjNDU10dDQgNPplKoNIcd8+umniUQivP7669jtdiKRiCTcHj16FLVajc/nY2hoiNnZWZxOJ1u2bGH79u1Stizq+vXr1NfXMz8/j1arZXl5mUQiwezsLF6vl23btsnmS1EUrl69Sl1dHefOnWP79u1ZpNP+/n6mpqZQqVSoVCqSySSLi4v09vbKBsVms8kxktvtlmjbtm3bpL/IR5GvycnJLFM52FgsOzo6ssipZ8+epampCaPRSCaTkcqq5uZmysrK0Gg0BAIBQqEQLpeL3NzcrB3f5OQkwWBQIjput5sjR45gNBoJh8NcuXLloW6wj6v19XX+9m//lsLCQpxOp2yGNRoN4XAYv99PIBCgqqoqCxlJp9MUFRVRW1v7sVQ3hYWFH2u0E4/HOXPmDCqVSr53iUSCCxcu8MUvfpFYLPaJgyM/TimKQiKR+KWwvf9vqdbX17l58+ZDZfZPqsSmUlQikWD79u1ZcRNPuj7r5uNv2Gg0nlEUJaZSqYaBk4qiLKpUKjNwGhhVFOXffJoD+MhzfZzm4zSwpCjKr2/6XQ1gB/YqitKnUqkSwP+sKMqPN93mfwJ+qCiKQaVS7QWuArWKoixsus1LQKWiKJ+MWcaTRT4ymQxer5dIJMKVK1dkKNnq6io9PT0sLS2xfft2Cc+Gw2EGBgYoKSmhqKiI1dVVent70el0xGIx/uqv/opwOIzT6SQ3N5doNCpHHIqiEAwG2bp1K8vLy9JLwufzEY1GCQaDcpwhPDT8fj/r6+usra1hNBppbm4mLy8Pg8HA+vo6RqORnJwc7HY75eXlJBIJvv71rxOLxXj77bepqamhvb2dgoICFEVhfHyc7u5uampqskYQwjnz7NmzHDlyhHA4jMvl4u2335YLc1NTE1NTU9ITBWBsbEyGuN2+fRutVovBYJCohaIorK6uMjg4SFVVFdXV1eTm5qIoCgaDIWtnkMlkWFxcpLKyknA4zPj4OE6nU3pgGI1GEomEdGHdtWsXOp2O69evo1arcTgcqNVq1tbWsFqtckFNp9O43W6MRiNNTU1yZCVGSVarVSbeBgIBJicncTgc3L17l+PHjzMxMUFbWxsqlUpm9IgRyvDwMM3NzZJfU1hYiKIo2Gw2qqurpWKmv78fq9VKeXm5RHvW19cZHBzkN37jN1Cr1QSDQebm5nC5XJJ7YbfbuXPnDt3d3Wzbto10Os1bb71FWVkZeXl5eL1eJiYmKC0tzUJTBOJVXl4uF8xkMsnY2JiUlItxml6vl59JIBCQ531VVRX19fWMjo5SVFSE3+8nFotJ8qXRaGR1dZXJyUl6e3t59913+c3f/E0WFxcJhUIkk0mefvppkskkkUjkkd/BSCTC7du3s7xBUqkUNptNysrHxsZktk15eTn5+flcuHCBAwcOyMVZnGv37t0jmUxiNpsfu/gsLS3R2NhIV1cXNpvtsaqoQCDAtWvXeOqppxgbG+Pu3bts2bKFS5cu8ZWvfIWlpSU6Ozs/NU8FNhrLqakpYKPhGRwcJDc3ly984QtZDevn9fCKx+Ncv34dg8Egx+CfRYnN6WY0TzTyn6UnzGfdfCwB/6OiKBfv/xwEtimKMnv/50PAPyiK8unP8H9+rs+bDzYIf3/2Z3+GWq3G6XSi0+kIhUIoiiL9LQwGA2VlZVKaGA6HpQJl165dzM3N0draikql4tVXX6Wurk76Zej1etbW1qioqEBRFMbGxqiqqiIWi5GTk4PH48FisWA0GllYWECtVsvGxmw2S4ShtraWSCRCRUUFer0er9fL7du3yc/PJ5PJcOPGDRRFoaGhgVQqhcFgIJ1Oy/yPkpISCgsLMZvNMlfkozbkgrwai8UoKSmRzxOLxWhubqa6uppoNCoTbXU6HclkkoGBAYqLi6mpqeHKlSuoVCp27dqFyWSSC7QgYS4tLREOh2U2TltbGydPnpTHMDg4yN/+7d9iNpvR6XQkEgnq6+uJRqNEIhEKCgpwuVwUFxdLOfPs7CzxeJzW1lbZ5C0sLFBTUyMXn7GxMYxGIzqdjmAwiEajwWazsbq6SjqdJi8vj4qKCuLxOCdPniQ3N5fZ2VlsNhulpaUEg0Gampowm80PqG7ef/99DAYD77//Pl/60peorq4mnU7jdDrx+/1MTk6Sn5/PV7/6Vf7u7/6O6upq5ubmGB4eprW1lfz8fGKxGHa7nebmZvR6PRMTE+zevZvGxkbcbjevvfYasBECZ7PZpO2/IEe73W5gw03XZrPhdDrlCG3Pnj0kk0nJx6mvr8/iX4jxmRjj5ebmykbY4/FQXFxMZWWlTA92OBzs3r2b+fl5ioqKiEajXLhwgfX1dcxmM52dnbjdbpLJJJ2dnRKdECMu2PBN0Gq18vEaGxvRarWYTCYqKiowm82kUimOHj2KVqtFURTsdjuTk5NUV1ezdetWotEoly9ffiiyIlCDx1UikeDUqVPk5+fLwMLHLVihUEiqfGZnZ9m5cyc+n0+a8OXm5lJTU/NIBERRFNLpNDabjfb29qy4hKGhIWw2Gx0dHaysrDA6OsqBAwe4ceMGKpWK9vZ2OZr7/3spiiLl76JmZmZwuVzs3r37iYVsPuq5P/jgA5599tkHzhWRgP5xXZE/aX3WzUccaFQUZen+zx9tPqqAe4qi/MI43C/z2OVjHPsTaz5isRiXL19maGiIgoICpqen6e7uZmZmhsrKShRFoaysjKWlJWKxGO3t7ajVatLpNIODg7hcLpmvMjs7i0ajoaysTMLogUCAaDTKrl27UKlUTE1N4ff7cblc+Hw+mpub5f0FF+HOnTuYzWZpJ15SUsLi4iL19fVy4bRYLESjUVpaWuTO8uTJk3zta1+TyojFxUVpVHX58mUSiQSVlZX4/X6Gh4clT0DYtOfl5XHw4EGmpqbYvn07N2/eZNeuXbz66qucPHmSlpYWWltbCYfDXLhwgW3btkm+xO3bt/nVX/1VfD4fr7/+OpWVlZw4cYLJyUmMRiPFxcUsLy9jNpvlDnVtbY3FxUUikQjf+c53sNvtDA0NYbVaaW9vl1Hxmw2/XnrpJfR6PQaDgb6+PunEajAYaGhokLvnSCTC+vo6VVVV3Lt3j6qqKpxOJzabDa1WSywWY3FxEbfbTTqdJh6PS0JnMBikoqJCEl5zcnKIRCIUFRVhMBikzDkWi+HxeOjo6MDv96NWq6mvrycWixEOhwkEAni9XpqamvD7/XIRFWMai8VCU1MTiUQCh8NBdXU1Go1GNsDpdFryVUKhEBUVFVgsFlpbWyktLWV0dJTdu3czNDQkEZ6VlRU8Ho+0hw8Gg/T391NUVERVVZVU8WzOgUkkEphMJjQajcwnUhSFvr4+VPdzfOLxOB6Ph0gkQigUIhqNUlxcTDKZxO/3yyZtbGyMuro6CgoKJDrX3t7O4uKiRLkEAigSeAXSJ97/9fV16TsTjUapr69Hq9WSl5eHWq3G4/Hgcrmks28oFJLOsB/1N/nIdSOLYGs0Gtm5c6fM72lra/u5CEMymeTVV1+V4zrYIJfPz8/j8Xiw2+2P5BkItK+wsJC1tTVisZgk2m7btg1FUbh16xY6nY4dO3agUqlwu93Mzc0RDodpbGz8uXlA/7VrbW2NK1eusGvXrl8I9fkkdfPmTZLJZBaRtKKi4rHP73A4fiGTMVGTk5OYzeaHfg6ZTIbLly/z9NNPAxvX7Sc5Mvusm49F4FuKoly4//NHm4/DwI8VRfmFz8BPSDgtURQldv93/zvwO2QTTvMVRTm26X6ngfWPEE7/SlGU//P+341sEE7/w7804TQUCvGjH/2I+fl5GhsbicfjtLW1MTIyQiaTobW1laGhIfLz8wmFQszPz1NbWyt39YODg3Iuvn37dqLRKIqiZHk6TExM4PF4ZJ5HXV0dnZ2d2O12tmzZIpUHFosFv99PQUEBTqeTvLw8mpubJW+gpaWFoqIiPB4Ply5doq2tjfz8fILBIH6/n0gkIgmipaWlGAwGaXk+PT1NYWEhbrcbs9lMPB6Xr9/j8VBWVkZpaSmrq6sSQens7MTv9xONRolGo6TTaerr68nLyyORSOB0OoGNi+rly5fZs2cP1dXVzM/Pc/78efbs2cP09DQmk0nm4Wzfvp3V1VVGR0fx+Xz4fD4URWFqaoq2tjZ27txJf38/R44cIZFIsLy8TGNjI6WlpXKnvG3bNpaWljh79ixbt27l13/918lkMly5coWdO3fKhWxoaIgbN27Q1taG1WqVKhuz2UwsFmNgYACDwYDRaKSmpoYPPviAmpoaaRdfW1srjb4WFxeZn58nJyeH9fV1iouLWV9fp66ujvHx8Sx7brF7v3fvnkTO5ufnWVxcxGq1oigK+fn5cuSTTqflzv/++Y3JZGJ+fp62tjbm5+fljm5ubo7c3FyGhoZob28nEAiwa9euB1QbiUQCu92elf8iSqBpsKG2KSwsZGFhgS1btuD1erFYLASDQfmZr66uUlhYSEdHB42NjVgsFiYnJ7l06RIGg0HuylUqFcFgkPfee49nnnkGg8GA0+nkjTfeoKOjA41GQyQSIRKJ4Pf78fl82Gw2duzY8cCir1Kp8Hg87N+/n+vXr8vz5tChQw+ocYSySBAAP5rXI87R4eFhyaeBDUXY4OAgHR0dvPLKK3z3u9997K5ZpVKh0+k4c+YMubm5aDQaenp6UKvVDAwMYLVaZbbToyTIwljO5XIBGwjQ0tISPp8PrVbLnj17Hsi1+fDDDzl06JBsIm02myR8u1wuDh069LH5JiqVKmtE94tUKpXi9OnTHD9+nOHhYYmybc7HedKVyWQ4e/bsJ/KYGR4eJh6P/0ImY7CBDN+6dYt9+/Y98jYC7a6urqaysvKJvhefdfPxQ/6Z8xHd3HzcX7DP8AtwPlQqlQUQzLlrwP8N/AzwKIqyoFKp/i82EIpn7t8+jw1p7AXgT4EW4EfAHymKIqS2e9mQ4v4B8CbwFeCPgf3KfamtSqX634D/HfhXwNT92x4EPpXU9kmrXW7dukVdXZ0kVBYUFDA1NYXb7aaoqIj6+nqJEqRSKQYHB6XjpDixu7q68Hq9JBIJXC4XHR0d8vGTyST37t2jqamJ1tZWuVuen5+npqaGmpoa3nnnHRoaGnA4HFy9epVwOCz9MwSR7+TJk0xMTDA/Pw9ATU0NbW1tLC8voygKxcXFTE1NsWPHDpLJJPF4HIfDwY4dO8hkMnKnfu/ePSoqKvB4PNLwa2pqioGBAVpbW5menmZ9fZ2WlhZmZ2dpaGiQ8tfZ2Vlqa2vRaDSk02mSySSpVEoqegoKCuQF1Wq10tXVJQmAHo+H5eVl6ZI5NTVFQ0MDZ86coa6ujqtXr8rgt7q6OjweD3q9HrPZLEmPhYWFaDQa5ufnMRgM7N69W154xW5ZvGcABQUFWRcAMQ5ZXFxErVZTV1dHMBhkcXGRkpISpqamSKVSRCIR9Ho9oVAIjUZDRUUFoVCIoqIi2ewJxdL4+DiRSITdu3eTTqdlQqzD4ZC7fZvNRiKRoKWlBYvFwtLSErt370aj0ZCbmyt3S5traWlJNq3/+I//SEdHB8eOHePUqVM0Nzdz9uxZST7dzFdQq9VyZBYMBrNUR5tLURRCoRDr6+vEYjGWl5elmVhDQwNf/OIXAaQrr0ajIZlMkpOTg1arpbW1Vb5HHo9HPu7Y2Bg2m43GxkbpuKrT6bBarRQWFtLY2MjWrVvJz89nZGSEiYkJ4vE4L774Ypby6c0338RqtXL8+HEuXLhAJpNhcHCQpqamLHdWRVG4c+cOdXV1OJ1OiouLHzB0m5qaIpPJ4PF4SKVScueaTCY5d+4c5eXlpFIpamtrH7pbFbwhi8UiG2Kh+qqsrOTQoUPY7XaSySS3b9+mra0tS9X0sFIUhUwmQ1NTk4xhGBkZIS8vL8u3xeVysbi4SE9PD9PT0wwNDREKhdi6dSs6nU4iYB+n4vE4Xq/3oefbJ62LFy/S1dUlR3iRSIS+vj5MJtPHDox8WCWTSYkKiX8tLS3YbDYmJiawWCwPoBzinPxoCRL5k3i958+fp7e397HybDGW+SzIrv811C63gTQbxl5C7dLGhtpFzS+gdrnPGTn/kD/9vaIo31GpVD8CDimKUrfpPp1sSH97AS/w18Afb179VSrVC2w0J2LE8vuKory+6e/CZOzfkG0yNvIpX8cTaz5EkNvOnTsZGBigu7sbRVHYsmULk5OTpFKph3bZd+7cQVEUjEYj/f39fOMb35CL3Ntvv/1AuFc4HOa9997DZrOh1+vZs2cPPp+PN998U44gjEYj0WgUq9X6QMdst9spKytDURScTieVlZU0NzeTk5NDMBikpKSEvLw8AoEAfX19VFZWkkqlcLlc3Lx5k9bWVokkqNVq4vE45eXl1NTU4PV6UavV5OXlyR3y9PQ0Wq2WRCIh827C4TDpdJpQKEReXh4Wi4XKykry8vJYXV2VXJmcnBwCgQDBYJCCggLy8/NlU7K2tkZ9fT3Ly8vU1tYyOjpKe3u7DHvLy8tDq9VSXl5ONBrl4MGDcuEUrqculwuXy0VBQQE5OTlEo1Hi8TjRaFSOPASyAxsNiGgCtFotlZWVhEIh9uzZw/j4ONeuXQPgy1/+Mmq1mhMnTjA6Osr58+d54YUXMBgMvPbaa9y9e5dQKERVVRVarZaRkREKCwvp7OxkYGCArq4unE4nsViM8fFxjh49SiqVIpPJSP7BgQMH8Hg8XLx4kbKyMnp6ehgeHqa7u1teaDef23fu3KGzs5OpqSnu3r0rx346nY79+/djtVrJZDLE43FisRhra2vSgE5wh1KplDwO4dGi0WhQFAWv18vq6qp0SJ2fn5eybL/fz9atW+V5mclkyMvLkyja5ourXq+nuLiY3NxcIpEIb7/9Njk5OaRSKQoLCyWikEgksgzkKioqGB0dZXx8HL1ez44dOzAYDOj1elQqFZcuXaKsrIympiZ5zPfu3cNsNtPV1YXFYpHI2fz8vFTltLW1UVFRQV5eHn6/H7fbLROpFxYWyM3NpaqqimQyKRuWubk5lpaWMBgMcnFTq9WkUik0Gg2FhYXcvHmTo0ePkpubi9frZXp6GovFwuLiIoFAAIPBIPOOamtrH5Bom0wmeT7m5uZSWFj4QLMzNTWFTqfLUsPdunWL7du3o9Fo6OrqoqCggPX1da5fv87Kygo5OTkfm5S6srIix7GZTAa1Ws3evXs/URjg7Ows4XD4obEC4XBYWgR8tGKxGBcvXnykfb6IRhCcsM3PJ8ZV7e3tWd8Rg8GAyWTi+eefz2oMPmoyJkj0wg4gLy+PoqIiiouLMZlMMjhU8MA2P4fX65VeUOJ4EokEe/bskTwr0XDNzs6SSqWeeBryZ9p83H+CesCo3QgAACAASURBVDZktmKMoWLD5+MDNhbsuU/z5P891ZNuPq5evYrJZOL27dvs2LGDVCrFvXv3uHnzJnV1dfT09GR9WVwuF11dXVRXV3PhwgUOHjzIhQsX6OjooKqqilu3bj3UXTEajXLt2jUcDgfHjx/n6tWrOBwOSkpKKC8v5+mnn6a9vf2hBmNjY2MUFBQwMTEhu3mj0YjH48Hr9VJUVERjYyNWqxWHw0EqlSI/Px+v18vQ0BC9vb3Y7XZ27NghlQ1vvfUWdrud6upq6WNit9v50pe+hEajwW63S/OrzbCu3W5nbW2NUCgkSaqiEZienmbHjh2sra3R19fH+vo6hYWFeDweSSKcm5ujrKyMQCDAsWPHcDgcFBQUYDabGRkZkbvAzRbZoVBIRsFPTEyg0WjQaDRSdWE0GuVCl5+fj8lkQqXayKBZWVnB7XbLBcNqtVJWViZdX+fm5ujo6ECr1XLixAmZ8zE/P88bb7whyZN5eXlMTk6iVqsxGo1oNBpcLheRSIRkMimJxYFAgEgkQjweR6fTUVpaSiwWkxyGoqIiieC4XC6i0ahEHGDjoik+/2QySSAQQK/XEwgE8Pv9ktybk5MjeUIiG0hwFxwOBysrK8TjcTQajVzMM5mM3FmqVCqsVqv8fBVFwePxcOrUKWKxGK2trRI5MRgMqFQqioqKMJlMhMNhIpGIHM2kUinS6bSMCMhkMqyurhKJRGhtbc16fYBEtIxGIw0NDXR0dPD2229jMBjkBkC571g7OTlJOp2mqamJnJwcFhcXmZqaYnV1lfz8fOLxONXV1RQUFNDb20s8HufNN9/EbDaTn5+Pw+HgV37lVygoKJBIXX9/PwUFBdy8eVOOVI1Go2zgl5aWKCgoIJFIyFGqGE+ZTCZJMBebAZPJxIEDB+R1YmxsjJGREWpra6mrq5PBdIFAgOXlZQKBAIlEQpKgS0pKqK6uxmaz0dTUxPj4OKlUSqqwVldXcTgc8mdBShXOuqdPn+bw4cMfu4EYGxsjlUrR1dVFMBikr69P5kHBRqPk8/lwu90P+FlEo1GGhoYe2GCJslqtD/U+SaVSvPPOO9TV1T2U2JtIJOjv7+epp56SCc+brzsffvghTqeTb37zm1nXx2g0yvnz52WDGYlE0Gg0jI2NUVFRQX5+PoqiYDabKSkpkU7S4vU5nU6uXbtGbm4uZWVl5Obm8uabb6LVauW5HYvFqKqqYuvWrczOzsrHELwzcR3aunUrZWVl3L17l3/37/7dEw0k/Mybj01PlM8/O5xOK4ri/TRP+t9DqR7i+/Gkmg9FUaQfxaVLl7IyAAYGBlhbW2NsbEx+6aPRKOfOnePLX/4yw8PDNDY2kpOTg6IoTE5OStTkUZBbNBrl1VdfJRQK8dxzzzE9PS1TZjdXLBYjEAjI1ymyTJLJJPv378doNHLq1CkqKioYGxvjm9/8Jna7XfofrK6ukslkGB8fR1EUycQXigNFUejp6aGrq4uJiQmWlpakSdi5c+eorq4mLy8vS0mw+TWNj4/Li3dlZSXxeByDwUAgECAWi7Ft2zap3hC+H9FoFI/HQ39/P729vUxMTBAIBHjmmWe4du2alPuWlJTg9/upqKiQO4ibN2/y1FNPyYW4v7+fvXv3yh0LIJuth5lzwQY57ic/+YmMfb979y6pVIqOjg7efPNN6urqmJ6eJi8vD71ej8lkwmq1Ul9fj16vZ3BwkPz8fAwGA36/X0pPFxYWyGQy2Gw25ubm5Gd07949VCoVPp+Pb37zm6jVai5cuIDD4ZAX+UwmI/k6QporFiRRAm0aHx9nYWGBjo4O6fpqNpvx+/3Y7XZ27tyJzWbD4XDQ0dHxwO5x8zmo0+nIy8uTYYMCtq6srGRlZQVAogZVVVXcuHGDnp4e7ty5w86dO7FYLBQWFlJYWCj5T+I41tfXJblyenqaY8eOkUgksr6zS0tLzMzMcOvWLZLJJM3Nzayvr6NWq6W7aWdnJxaLhTt37rB161ZpgnbkyBE6Ozu5efMm77//PgcOHJBNhMViYc+ePZSVlTE8PMwrr7xCZWUlhYWFRKPRLC+VqakpNBqNTKN2u90UFxfT3d1NT08PIyMjUg4uLO/9fj96vZ7p6Wm2bNmCXq8nlUqxvLzM2NiYbBatVisajYZMJiORuPz8fHJzc+WuWlx3BDro9/sxGo3U1tbK7+lmn4/JyUmam5vx+/14PB4aGhrkONhkMhEIBLL8YdLpNHfu3HmgIRE/T0xMEAwGaWxsRK1WMz8/j9vtxmq1olarZaSBaDxFLS4u0tTU9FCeiTgPhCpMvN8Oh4OhoSEaGxuziOGbz/GBgQE6OzvldcTj8UgkVq1WMzk5SVlZGQ6HQzbfosRo22g0sm/fPnQ6HW63WxrUCeRPlFarla9pYGBAosjz8/NMTk5SW1srj0WoxMLhMKdOnaKrq4uamhoZVSDUacFgkLGxMRYWFtBoNPzBH/zBxzLX+7j1X635+LweXU+a8wEbC5PT6cyCESORCLdu3WJ8fJxAIEBHR4cMZtPr9cRisSzZpXgcwakoKytDr9fL3a6AcqPRKFeuXMHlclFdXc21a9f4nd/5nazHMRqNFBYWyt2iXq/npZde4vnnn2dxcZFEIkFjYyMzMzP4fD5p7S68MmKxmFQmtLS04PV6pR/Jo8pms1FcXEwkEpG26l1dXVkGW6IUReEHP/gB3d3dEs341re+BcBPfvIT2fzs2rVLenYImPfQoUO8/PLLfP3rX+f06dP09/fzW7/1W1itVq5cucLw8DD19fUcPnyY+fl5zpw5wze+8Q08Hg9nz56lpKSEyclJnn32WWw2W9aIamZmBqPR+Ejm+9zcHCUlJezZs0eS5UQs+3/5L/+Fnp4eampqJC8kGAxKbkttbS0ul0suDF7vxn5genqa+vp6WlpapP253++XfiCjo6NYrVZ6e3vx+Xzk5uY+wEm4fv26nNv7/X7i8ThVVVVyVKAoCqdOnSKRSBAOh2ltbeWdd94hGAzK1zo4OEg4HJYKGrH7XFlZkSThlZUVDAYDWq1Whvzl5ubi8/loa2ujtrZWpveKMEO73Y7b7aa3t5f29vaHZglpNBqefvppCf2nUin++q//moaGBjweD1//+tezzr1YLMYPfvADnnvuOcrLy7l27Ro6nU6OmUQwoiBcLywsyJ39nTt35Fjj2WefZXBwUHKnTp06hV6vl5ySwsJCiouLuXbtGoODgywvb+RwCiXbyZMnKSoqoqCgALVazUsvvSTVaBaLJWskkkwmZehjLBZjeHiYoqIiSktL5XdPp9PR3t4ueTDCll0oyjweD0ajkbq6Omw2G4ODg6RSKdxuN3V1dUQiEUwmE729vTKNWhBk3W43k5OTFBUV0d7enuXr4vV6uX59I82ipKREboaqq6vlIq3clx8vLCxQWVlJb28vo6Oj3Lt3D41GQ29vryS9i5BGsWiL50qlUuTl5WWdv4KTJhQlYjSWSCQkcrq4uMjOnTtJpVKMj4+ze/duKfVPp9OcPn2affv2ZQVmbi6fz8fk5CS7d+8mHo8zOjqK1+tFq9XS2Ngoz7vz58+zvr6OTqfj6NGjpNNpeUwPQ1vm5uYkqiGuUdPT0zzzzDOk02kuXrxIQ0MDarWamZkZDh48yPT0NA6HQxJYV1dXmZ2dlfEOlZWVrK2tceTIkcdmLn3S+rz5+CWoz6L5GBoawmQysbKyQjqdlov+W2+9xaFDhzCZTNy9exen08nhw4cZGRnh937v9x56QmcyGZaXl5mfn5dhYALybWlpkcZPN27c4ObNm+zfv5+TJ08+1uRIURT+5E/+hJ07d7J9+3bpFHrz5k0WFhb46le/+sB9PvzwQ+mYev78+azdSyKR4Omnn36kFGx0dJSzZ8+yvr4uU1c/ejziolJaWsr8/LwkVY6OjkoEw2w2U15eztraGu+88w56vZ79+/fz+uuvc/ToUdrb27Hb7Wi1WrRaLTabjQsXLjA3NycvwOl0mtnZWerr66mpqaGvr48vfOELWCwWUqmUhMaFQZww3RI78M2vW6PRsLKyIt0txSiivr6eM2fOYLVaqa2tpbi4mPLycpLJJLdu3UJRFObn5ykuLpbjj8LCQmKxGCsrKzQ3N+N2u6UiYnV1VSpYVCoV09PTEvb9KA+gtLRUJvSmUimJEAgHWa1WK+WzFouF27dvy52XIIsKMqjNZsNgMBAOh1GpVITDYUKhkISGxf3i8ThlZWWSo9DY2Mjw8DBWq5VIJEImk8HlclFXVycVPhcvXmTHjh0UFxeztrZGXl6e5PIIh9dkMklJSQler5e8vDzq6+tZWFhgbm4OrVYrOS3JZJKGhgZisRilpaVygRS5SiJR1u12093dzezsLPPz87S2tnLixAnq6+txOp3cunWLs2fPSh5SUVERy8vLuFwu1Gq1TOm12+2UlpbS2dkpd92KohAOhyWBOJ1OU15ejt1up7KyEp/PR3d3N5WVlbLZTCaTcnw2ODhIIpEgkUjIMdJHm3uBoJnNZsxmswwDtNvt+P1+iXhUV1ezurrK+Pg4AwMDVFZWUlZWJtVSYvzodDrZuXOnHO/o9Xrq6+tRqTYCGy9evIhKpZKjoM2LuUqlkj5CbrebpaUlcnJyaGpqIpVKsbCwIPlWm98j0dz7fD65ocnPz5cNiHAxrqyslKRPtVrNnTt3eO2117KQPLPZjNVqJRqNsmfPHmpqatBqtfT29maRiCORCKurq6yursoxT1tb2wOISSqVwuFw4PP55PGOjo4Si8Wkwk5YI3y0UqkUq6urVFZWotfraW5uliiWVquV6OL6+jparZaenh4OHDhAS0uL5A6NjIxQVlZGW1sbOTk5T5xkurk+bz5+CepJNh+RSISf/OQnDA4Osn37durq6tDr9RLqfvXVV+nq6uLIkSNMT09LQ6+5uTmpBnhcpVIppqampERWkJ3ErN1utxMOhyktLc3SjqtUKvnl0Wq1TE9PMzs7K6WGAknJZDL89Kc/5Rvf+EbWiS9my4/KxRCukcKG/GGVTqc5c+YMDQ0NNDU1UVtbKy904u9+v5+/+Iu/4Dd+4zfweDwMDQ2xY8cObty4QW1tLbOzs9L+3WKxoFKpuH79ukSExAVsZGSErq4uydGYmZmhtraW9fV1TCYTxcXFkpCaTCbZu3cv6+vrsuEQzrDRaJT19XXcbjdf+tKXKCsre2A3dfv2be7cuSMvguLvInRvczx9IpGgqqqKYDCIwWAgmUxSUVEheSEej0calIn3ZGlpSe6MQqGQJFmurKxgsVg4ePCgtGEOBoN8+OGH5Ofny+cSDa0giiaTSaanpyXBcmFhAbPZjMFgkKorIdcVPKBEIsH169fZunUriUSCjo4OvF4vc3NzEhEQn6MwOBOLx/79+1GpVMzNzUmnWHEMg4ODlJeXs3v3bgKBgNztCs5OPB6nr69PIgeZTEY2XGIhUO6bbUWjUfx+P06nk4qKCuk14vV6qampwefzSQvruro6kskky8vL+P1+6Yfi9/vJzc2V739RUZF0FnY4HOTk5EiSbG5uLu3t7RLpELwd2CA6Li0t4Xa7SSQSzM3NYTab8fl8mM1mysrKqK6ulguxUH0pikIkEsFqtcrPTyBRAmkQ8mIhhRdOxWazmeXlZRYXF1GpVJIbkk6n+fGPf8yJEyewWCzcuHFDjlPS6TQ3btxg586d6HQ6AoGANNCrrKykrq4Oh8NBIBB45Hc/kUiwurrKW2+9JcnKOp1O8me8Xm/WiMLr9Uq3W+FgLLhOdQ8JtUyn0+j1ejo7O2lsbGRkZITu7m75vmQyGUZHR/mnf/onbDabJNKKEg1PaWkpRUVFjI2N0dfXJ68jiqJgtVppbW2V6InH42FiYoJIJILNZpONzMrKCpOTk0QikSxOleCqNTY2otPpiMfjLC8vMzc3R319PY2NjTQ2NjI2NsaWLVvIz89nYmKCgYEBXC4XqVRKXofF46bT6SyFzne/+90HZNO/SH3efPwS1JM2GTt9+jQzMzPSHEhRFGl3Lb6EGo2GWCzG008/zcWLF1laWuLQoUNZcfIPq4mJCaxWa5Y7od/vZ3V1lampKek6+o//+I987Wtfk2ZJ4sIVj8flF+X48ePE43Gam5vp6+ujrq6O8vJyXnnlFWnyJI7/7t27vPjii48ds4jclsexsldWVvj+97/PwYMHWV9fZ2VlhcrKSioqKqT6YHp6Wjq2Hjp0CLVaTSwW4+bNm4yPj2clrAISttTpdBgMBpniKhJSBfdEjIGEokdY1gtjJkGEbGpqkqqE1tZWmpubZe6KcDQVi3omk2Fubk6aXIn3OpPJMD09TVNTk2wYRK2vr7O8vExLSwuRSCTLEn55eZktW7ZIu3IBdzc3Nz+Aii0sLEgEZbPLbSaTobGxUe7sw+Ew7e3tEtYdGxtDr9dLZU8ikeDevXsS0jUajVitVnw+nyQz2u126urqJF8iLy9PjqPC4fADDpFjY2M0NTUxPDxMKBQiNzcXj8fDysqKDMqrqqri5s2bFBQUEAqFsqD45eVl+RyVlZWUlpaSm5tLOByWUQJity4+F+HHkkwmGRkZQafTSV+R3Nxc9Ho9mUwGp9MpnUHVarVEq0pLS7FardTV1eHz+XA4HESjUcxms1wQZmZmCIVCFBQUYLFYWFlZkX4c4XAYm81GJpMhEAiQk5OD1WqloKAAv98vPVDS6bQ8HwFJfDYajfI1Op1OHA4H4XBYNiixWEyiqOJ4xHg0HA6jKIrkjIRCIak4ExyQ+fl5enp60Ol0kpsidvHi87fb7dK0rbq6WjaSgv8kEB1Rolnyer3U19djNBoxm83SA0c4/woC8vr6OvF4XLrXiu92Y2OjlJObTCYsFksWwpBOp6XqRaCPAvUSPxsMBun58lF0Ij8/n6qqKgwGA6WlpXR3d2eNV4PBoAySFO+bcKoVTbvP55MNqsFgkN9HwcMS35toNCpN62KxmCS8Cxl0JpNhdnYWi8WC2WwmJycHvV4vM66SyaS8XgjPp/X1db73ve+xf//+R15bP2l93nz8EtSTbD4SiQRXr15laGhIkkrFLmBoaIivfOUr3Lp1i3PnzmG1WsnJySE/Px+9Xs8HH3zACy+88NjHv337Nj09PfJCvba2xtzcHBUVFYyMjNDZ2Sn9OC5evMi+fftkB715pltSUiIdWIUxGUBvb6+UYKZSKcLhMENDQ6RSKU6cOPFYhz2tVsu1a9fYu3evdI8Ude3aNSmnEwqR3bt3S4dOh8OB0Whkfn6e8vJy7t27JyPoBSogzJByc3MpLy/HarVKR9loNCrJpCaTiby8vCxp4nvvvUdjYyOtra0sLi6ytrZGV1cXly9f5plnnqGwsJDLly9TXV3NnTt35Lz60qVLUtP/05/+FJPJhF6vZ319Xc5+x8fHsdvtdHR0yM/U5/ORyWSk7E7Au2tra0xOTkoewuHDh7OQFLPZLF8vINGAR816+/v7JYlZJOiGQiECgQDJZFJaM6+srKDVaikuLiYajWZxkYQD6mZy4Uc/V+F/8vLLL0uZYiwWw+Vy4ff7aWpqkhdzsVMV6cbf//735Q7S4/FQWFiY1Wysra1RVVWF0WiU50N9fb3cgZvNZmw2m7zYiygCnU4nxysajSYLZgeor6+X74fdbqempkbO7Ofm5iRyJEiuN27ckA2VzWaTxzI1NSWdYYVnS3NzM4lEgnQ6LV2JE4kEa2trkoOj1WqJRCJSNSQUPJuRPiE3zs3NleOt4uJi2UQJV1Ihp83JyZHEUrGhCAQC0qhQPL6Q53q9XqmUC4fDhMNhNBoN0WhULqDicYQzrRhrxGIxaZonkFOj0SjHmaKZyGQyUgG1WYa9eeFWq9WykRML+/z8vFzoXS4XW7Zs4Ytf/CLBYFAiRi0tLVI1IrJ5xOct/sGGkmxwcJDbt2/LkaJoPgWHLBKJyIZCjOzE30UmkWhQtVotFotFuh/H43G5ebPZbJIAvPk7Ihopk8lEWVkZTqdTjsxXV1fl5xIOh6WXiVBLJZNJyf1TqTYyktLptMxNUqvV/OEf/iHPP/88T6o+bz5+CepJNh9il+1wOCSJTjCnR0ZGqKyszJITAvKE+uEPf8izzz5L3abk0M2VTCa5du2aXAzv3r1LOBzmqaeewuVy4XA4SCaTRKNR6urqGB0dlYjFo/gfV69eZd++fSwuLsqdqdgZTE5O4vF42LlzJ5FIBLvd/kjYT1EUuePq6+vLilpPJpMMDQ3xq7/6qxQUFJDJZPjzP/9zvvSlL8mZrrh/f38/u3fv5vr16zz11FPMzs5KDoRYwNPptFSqaLVa3nzzTUwmE0VFRSwsLFBYWEhbWxtNTU3yYmW327l06RKHDx9mdnaWAwcOoFKp+Mu//Et++7d/m3PnznHs2DGZLyOIYR6PR8LD/f39WciUsD8WQWqTk5OSK3Pr1i26urqyZsqzs7P4fD5efPFFBgcHpYz5cedeKpXi4MGDD8ymRVCYCOgzmUz09fXxzDPPoFKpOHv2LFqtViouVCoVa2trLCws0NnZmWXaJNJiS0pK6O7ufqABEbwLEYD1zW9+M2vXmEqlpEukGIPcvn2b06dPAxtW1eK4QqEQly9flrBzbW0tMzMzwEbS8szMDGazmYWFBWprayXpUphE+Xw+wuGwTLkV0mLRXFutVqxWK6FQSFrYwwbUL9A1USLgUKhiMpmMlKWLxVTIb9fW1ggGgxKWF3Ji0YCurq6SSqUwmUySBJpKpbBYLLIZFouP1+uVi6Bo4sLhsFz8nU4na2tr7Nq1S+6eo9EoPT095OTkYLFYZNMTDAapr6/n7t27cqT10fMnFotJ75XCwkJcLpccBZpMJpl3JFQ7Go0Gg8FAbm4uS0tLWCwWScROp9PEYjHZvAnZaXl5OZlMhmAwKN8/k8kk86YEwdpsNmO325mfn5fNQ2lpKclkErvdLhEbtVqNyWQiHo/Lc0B8ZgK5ESWOyWAwSGK+yWSS/i7i/Q2FQjKZWzQfyWRSfn+Fc68YFZnNZhkYmUwmJcenvr6eVColeUQmk4mxsTG2bduW5Xr6/vvv43Q60Wg07N69W3o4GY1GBgYGpDxdcHyEpF6v10s1l3g/TSYTf/qnf8qv/dqvPfJa8Unr8+bjX6A+S6ktbDQFFRUV8sIHG6zpffv2odfr+dnPfkZJSQlqtZrZ2Vm+9rWvodFouHHjBgsLC3zlK195KPF0bGyMvLw8ysvLuXz5MuXl5XLE8fLLL5OTk8Pu3buzmOOvvvoqZrOZ5557Tu4ohNZepVIxMDDAtm3bJKHLaDSyvLzM/v37aW1tpaGhgUQiwbvvvsuNGzeysiw2l0ajkbwDh8NBLBbjxRdflETY5ubmrPAxp9PJ2bNnJcIAyLybZDJJfn6+ZJxnMhkmJycZGhqSWSIvvPCCDO+bnp7mW9/6lpSuKorCysoKKysr8n1UFIX333+fnp4e/viP/1gu5j/84Q8xm838yq/8ygNOg0NDQ6yurjI8PEwymWTXrl1Zj5fJZHC73ZSUlEgp33PPPQfA5cuXOXDgALBBrBOOmQ0NDbhcLhYWFrIatEdVIBDI8kUQY5ZUKpU1SoENBEFwWwYHB2XTtFnuHYvFGBsby3JuvXfvHvF4nNu3b0tYenOzE4/HmZ6exuPxsG/fPsxmM6WlpVm5J6FQiOXlZfbu3YtOp+PatWu8//77VFdX81u/9VvynFxcXOS1117jd3/3d0mlUnz44YeUlpYSDoelOujkyZOUlpYyMjIiYX2xOIsRh9vtlqODeDzOq6++SjAYZG1tjUAgQCaTwWg00tLSIgmsIyMjNDQ0UFRURCaTkRJNMTrTaDQsLi5KfxeALVu2yJHN4uIi/f39dHV1MTc3x9atWyWxsrCwUGbliIyYgoIChoeH+fKXvywRAHE+Dw8PMzMzIxE72ECgwuEw8/Pz0ssmNzeX3NxcuXs3Go2k02k0Gg1Go5FgMCgX2kgkkjWCEOZvm8dZbrdbesb4/X7JixGNUmFhoURLEokE+fn5Wf4UiqJIMrcIZRSEYyEjF8codvRi4yPyhcToWaAHDodDypr9fr88XkFUFoZeqVRKErCFzFm8D4Iwn0gkJJogvjuRSASj0YharZYjIfGzOL9gA73w+Xzy95sbITE2EgiFQMHE7fR6fdYGT7gSW61W9Hq9bGAEkVi5b54ouEvCN0Soh8Q4TRieZTIZ/uiP/ogTJ0783GvGx63Pm49fgnrSyIfwChAno+AriMXorbfekn4IYuQiZufj4+NS0y6IauFwGIPBwOrqKg0NDbjdbpqbmyVXQLh5fvvb336gMYhEIrz77rvSObSoqIiioiJ54o+MjFBcXExpaSnxeJyXX36ZsrIyioqKpNXynTt3ePbZZ2Wy7WanRFEul4vCwkIpo/3ggw8IBoN84Qtf4PLlyw91dU0mk1y+fJnKykpaW1s5e/Yshw8f5syZM4+Mku7v72d6ehqdTsdXv/pVfvrTn9Lb24vb7aazszOLP/HRevnll4lEIly7do2Wlhaam5s5f/485eXlD/iibK433niDvXv3PmDwMzo6KvNlBgcHiUajUvEyPT1NW1sbgUAAlUpFZ2enTNXt7++XyMujyu/3Mzo6KgmOm+txGQ/z8/NEIhEsFguDg4MAHD169JGIVV9fH2VlZeTn53Px4kUOHDjA0tJSlqOkTqejqqqKc+fOkZeXRyQSkUodIcNMpVJMTk6i1+slz0FIXuvq6jh8+LAc4bW0tEgHUq/Xy+Lioky+jUQidHd3yx288DYRBNKysjKKi4vlyOPixYtMTU3xne98R8L+77//PhaLhYGBARYXF/nd3/1dyS947733pPnb2NjYAzP0RCLBK6+8wszMjFTyiFpZWZGLhc/nw+v1otPpKCsrk9C4QCZWVlaYmJigoqJCcpoEGhIMBgkGg7hcrixuTywWk74Yubm5xONxyWEQXK1E3FgOTAAAIABJREFUIkFtbS35+fkUFxej0+mYnp6WsmyR1iwQos1qmlgshk6nk1LPubk5qcQQKI5QygiehtvtliMegRBYrVaqqqrwer1s2bJFbrQWFxeZmJh4gGAteCtiLCYI3/Pz8zgcDoqKimQCuNlslsRx0cSI1xGNRmXwo0AuEokEwWCQeDyOVquVjSZsWKRvbqDEaElkSyUSCdlYbB4dxWIx2Uwkk0nJ4wgGg3IUBkjUS1E2nKmF0isWi5FIJCgoKJANYCqVylLAwIbvjbitOJ/T6TQHDx5kx44dEu0R47wjR4480bC9z5uPX4J6ks1HMBjk3//7f5/lZbGwsCBn/4JMJsYlFRUVjI+PS0RDJIoKW/D6+nrMZjOTk5PcvHlTZhJsRkZisZj0IXhYCYtfwe7eXGLHKoKrrl27htVqlaiNz+fjwIEDuN1uydZ+VGNw+v9j772j48ruO8/Pq0LOOREAkQkSIEGQBMGcu9ndanVbkhV87JHGeeydsXTWY4/HR3tWO8FpbZ91kKxgb7dCa9SWu1urziQIRjAggwRA5EIOVUAho1Dx7h/gu0IhgwQJkH0/5+CQ9eJ9D4V3f+8Xvr8LF2S5bV1dHe+99x5jY2OcPXuW3NzcZZNVW1tbZeJeRkYGg4ODaJomXY4LaWpqkvoa3d3dfPazn6Wjo0O655dj/tt+a2sr9+/f59ChQ1LmWF+vVwTpnUKHh4fx8/PzysSfnJzEarWSmppKW1sbu3fvlm9x+gNal7qebygMDw9z8uTJZfs56G/oQUFB7Nu3b10S1Qu5evUqfn5+jI2NUVxcvCgnQhek08ODra2ty3ZytVgs9PX1sXfvXpkQpzcj1D1eQgguXbrEkSNH8PHxobq6Go/Hw5EjR3j//ffx9/fn5Zdf5u7du1gsFhly6+zsxGazcfz4cZxOJ7dv36aoqEhee3NzM3a7XTYw0yfLmzdv4ufnxwsvvCC/J+Xl5eTm5sqGe++//z4mk4kvfOEL8ngNDQ3U19fjdrul10DvEzQ1NUVISAizs7PMzs7K9gWA1Erx8fFh//79hIeHL9Lt0JMDa2pqpPdED2Xqug1CCBle0vMPYmNjiY2NZXJyUv4t6tvreQN6SEAfu668q4uORUVFMTExQUBAAH5+fnIyDg8PJyMjg/T0dPr7+6moqCA7O5vjx4+zY8cOfHx8GBkZobOzE4vFwttvv82v/uqvyqTrsLAwCgsLcbvdlJWV0dPTQ0NDA9nZ2eTl5UljQ+/sPDo6itlslr1pwsLCsNvtMg9Jn+h1g3NycpKwsDCCgoLQNI2oqChZYRUTEyPzIPS2DHoDSoPBwOjoKKGhodLQcDqd0tDUO0jrL1p6VYrdbic4OFiGzgwGA0NDQ5hMJmloh4aGyiIBi8UiQ0h6wrIeMtMba+ohxZCQEKKiohgaGpLhHb0IQAhBT08PbrebtAeqrHoFlF7a7+PjIxs1zp+TPB4PX//613nllVce+nmwEGV8bAE20vhwOp288cYbMplSF4w5cuQIQgh+/OMfk5WVxbVr1zhx4oQMOZhMJumq1EV3dANGz9xOSkryqnJZDv1tYD7Xr1/n4MGDixJGhZjrIKvrF1RUVDA2NkZhYSHV1dWcOHFCJgJevnyZoKAgsrOzvZIidaanp6mqquLYsWNcv36dqKgo7ty5Q2xsLAUFBSu2oJ6enmZgYIA7d+6we/dusrOzlxUIAnj77bfp7u5mZmaGkydPcvjwYRoaGrwkmgMDA1dsGa67r2tra0lOTiYmJkY2s5qdnSU2NpaKigoOHz7MzZs3ZZjE4/Fw+/ZtDh8+jMViYWxsTIa/xsbGuHjxImlpaV7Ji/OrE5ZqWKWjVwttROtsXURqamqK2tpamVAqhGBiYoKenh5efvllYmNj5Xfsxo0bSzbN0tuc+/v7y6ogj8fDxYsXOXTokPTOzM7OSp2M06dPS4ExvRrp3LlzlJWVeXnC9LdKPf599+5dqqqqFpV6j42NkZaWJktwjUYjO3bskIqResfkbdu24Xa72bNnDwaDgXfeeQer1SqTb202GxaLRfaEiYqKQtM0IiMjCQ8Pl0ay0+lkZGQEgMTERJmD0tXVJVsLLAyPCjHXF0bXpLHb7ZjNZgYGBtixYwcWiwWHw+HVlkBP3NUbB+qJi7oOhh7i0MMfuiu/ra1Nvr3reRzx8fFe3hqHw4HH4yE4OBi32y0VTh0Oh/y965VC+vhHRkaYmpqisLCQoKAgabTofX9KSkooKChgZGSErq4uAgIC5O9D3yYoKIidO3fKCVj3AOgeIkCWRWdmZtLb20tzc7NX2fP8xn16Uu74+LhMHO7t7ZXXu3Ci7u/vx263ExQUJL0/gKxucjqdMvykG2w5OTmy79Dk5KRMbtc0jZGREanXo2ka4+Pj9Pf34+fnR0REhBT76+7uZnR0lPz8fOlx0RNwhRDY7XbZGVwv+/b395cl+qGhoYSEhEjDUq/c83g8fO1rX5NFDBuBMj62ABtpfOhtku12O0IIkpOTycjIwMfHh5/85CfExsaSnp7O1NQU09PTXu5+k8lEXV0dycnJjI2Nce7cObmupKREJu0thW5V6w3cFnpBJiYm6OzsXKQkCd5qmOXl5ezevZvKykoOHTrk5a1wOp2UlZXh7++/rMxva2ur1B7R23QXFBQwODi4ZLhmPrqbV3dNrmSsdHZ2Mjk5yfbt27lx44assJl/js7OTnJycmS55XKeFLvdTldXF+np6YyNjZGSkiKz+vUHcFdXF3a7nZycHMrKyqSn6caNG15v3gCXLl3i7NmzzMzM0NHRgcVikeXWeg+W5fD39yczM3PF+7RWhBC8/fbbHDhwQCZgFhUVSQXWkydPMjQ0JMXTYC5RVm/rPv84FRUVUhlzcHCQM2fOyFyEkpISr0THW7dueVUkNTU18Zu/+Zu43W7++Z//mS996UteTcvu3r1Lc3MzfX19Up9iqXblbrebhoYGaWDozQ/z8/MxGo1cvXpVyvdPT09z/fp1zp8/T1NTE9/61rfYuXMnmqYRHh4uJxG9J8ov/dIvLdk5VTyQ966qqqKxsVGWuuq5R/q49FwGPdl0Yf+iyclJKeMdHR29ZI6Z0WhkbGxMVjkEBQVx5MiRRQ3ezGYzDQ0NspxT0zSZP5Kdnb1IdE5X83Q4HNIDMzU1hc1mk0J+eq6IngOjexJ1NV49l8pisRAbGyvDM/Hx8QQEBHh59/T9pqenZSLwwYMHKS4uJj8/n4CAAGZnZyktLZX5Uvr3zel0yvYCehdlf39/BgcHZZVYSEgITqdTlqQvxGq1YrPZKCoqWrb7sv77s1qt7N+/n4iICBoaGsjMzCQ5OVl6Yr773e9KY9LpdDI0NMTu3bvZsWMH77//vvTE5eXlcenSJdnMUD+v7gXSDare3l6io6NlF229h1ZiYiIREREEBQXJsJnL5ZJKx4GBgYSGhq747FgvyvjYAmyk8WGz2bh48SIJCQnyCyiEoLy8nOHhYT71qU8xMDDAyy+/TElJCefOnfN6WAwPD/Od73yHkJAQdu7cKePYurDOUugx95SUlCX1IHQuXbrEiRMnFoU/bt68SWFhIYGBgVy+fJnTp08ve31Wq5Uf/OAH/O7v/u6SeQdCCP70T/+UV199lYmJCfLy8mTX3O7u7hXv3b1798jPz5eu7pU8BDabjQ8++ICoqCipJpqSkuLlLXE6nTQ1NXHq1CnZ4Gk54+369et4PB4v+eiF13Xnzh3S09OxWq1ScCktLc0rsXh8fJzW1tYlk0ndbjdWq9VLcGlh19nGxkYOHDggu7YuhR720F3I848Hcw88/Y3dYrFIQ/TOnTukpqYyPj7Ob/zGb0iv23xMJpPUCdHp7OyU/VJg7t6Xl5cv6SExm82YTCb27dvH2NgYVquVsrIy+eZaWVkpO6nq47NarRw6dMgrNOd0OhkbG5PCYPo16loew8PDREZGMj09LaW49+/f72VA6KEUm81GYWHhos6oegnp3bt3ycjIWPJ+zEefoHUVTD10pIeBZmZmGBwclPdpIePj4156LwvRNE3mWrhcLiwWCy0tLdKg1j1WdrudgIAAqd9hsVikns3w8LDX343b7fYSTdP1KHx9fRkZGcFischnht43RvdslZaWUlBQQFtbG06nEx8fH0JDQ2XPnpCQEEZGRhgfH/fS4PDz8yM3N1dWgnR0dMjcJz0/Y3R0lJCQEJm/o2maLGfW5f/1/jldXV2YzWbpbdETOef/XmDub6mtrY3x8XHi4uKkl0X/zuj3Y3p6WjY6jIuLkwaSXkI/NTVFYGAgJpOJvLw82V6gvr6eXbt2cf/+fSkyl5qait1up7Ozk7CwMFJTU6Wnz263SyNc78HT2toq8/ViYmJktZX+3dK/B/p3U+8SrGkar7zyyqo6UOtBGR9bgI3W+aiurvZaNjAwgMvl4tChQzLB1M/Pj3v37hEbG7vozaaurk7+v6CggMbGRtku/FEYGRmho6ODoqIir+Xd3d04HA6ysrJWNT5gri373bt3+cxnPuO1XJfN/uEPf0hGRgZJSUkUFRVx+fJliouLl217DXMPjqtXr3p5e1ZDr27Zvn073/ve99i/f/+S93Lbtm3ExMTIpK75qoE6Fy5cIDExccmW3jqNjY20t7dz+vTpZY2YpqYmEhMTl018dblcXoJcegKjztTUFD09PcuqSQJSD8Df399L7EhHzzfRFSzb29tlpv6tW7eIjo72KnOej8fj4Z133vEKq1VVVVFYWOg1zrq6Onbs2OE12esGWlFRkazs0TSNoaEhfvrTn2K1WqX3pLu7G5vNRmdn55KNE/XkzeDgYJkbsfCNXghBREQE27ZtkyEEmPMy1NfXY7fbqa6uxmazcfTo0WXvp8vlorq6etHfhV46qld/zK/UWCg1DnMetPmJ5vO318c8X2V2fmKmfr7BwUEp5a33BykoKJBGma64qh/vvffeY9u2bZw9e3bZ61uOpqYmamtr6ejoYM+ePbLNgj7+d999lytXrnDmzBmqqqro6emRKqB66XFiYiKJiYkyuVLvY9Pe3k5gYCCpqal4PB7q6+sJDAwkMDAQi8UiQyLZ2dlkZWXhdruZmJhgdHSUlpYWLBaL9MwEBweTmJgoq08iIyPl/dAF20ZHRxkYGCAzM1PmZunG1MDAgNQ10fVn9O+U/qOHpPSE1ImJCXbt2iX1W/SeOvfv32f79u10dXV5PSv08n4dPXlW7xash2ni4+MpLi5esfWFx+PBZrPJkBjMGeP5+fkyv2ojUMbHFmAjjQ/dXTgfl8tFa2vrkpn1t27d8nqDtNlsXLp0iYaGBoxGIwcOHEDTNE6cOLFidcRaKSkp4fTp014TltPp5MMPPyQ0NFTKws+3xJeitLRUVnYAMnata2EYDAZiYmJkApXJZFpW+VSvt09JSZFvn42NjXR1da2a3a0/APRw1fy3HL0ctqGhQVab6G5qvYROf5MtLy8nJiZmRXVWp9NJcHCwrFpaiitXrniVti5ELw1c6d7qYZvHQVdXF1evXvWqWtJDPXooYj56vsjC7+709DTV1dVe96KyslL2EOno6KCjo0Mmc545c4Y33niD/fv3U1hYiMPhkFVNSxlBemhjLdjtdm7cuCFVbfVJ7/z581y+fJng4GDp2l6O7u5uWVkDv1AljoqKIjY2VuaCrOSNm099fT0DAwNe3kG9TFQ3HufnWujrExMTvTxver7I/Gol3QOi55N5PB6OHj26YqXXQurq6hBCsHfvXlk1ZLVaZUO8trY2OUY9ubqmpkZ6MvWO2Hv37iU6Oprx8XH6+vqk5wPmviN6smZsbCw9PT0yJyQhIYGoqCj5+9J/14ODgwQEBEhP1Py/Z/3ade/M7Oys/J4YDAZ2795NYGAgmjbXl2Z6epqQkBB5rLGxMWnwCSFkjp1etTIfPdykC6T5+PgwMDDA0NAQ3d3dHDp0yCs0qHfH1jvvzs7OYrVaSUpKkuXepaWl5OTk0NzcLJOV9TJyPUQ1/zp1g0cXenvuuee8vKyPijI+NoHHqfOhvy3N5/bt25w5c2bJao+SkhLOnDkjM8svXLjAmTNnsFqtXLhwgV/+5V9e1R28HsxmM729vVL6fSFr8XzAnCt+dnbWS3lzenqab33rW/zRH/3Rou2bmppkljr84n7rhoCeYyGEoKamhra2NtLS0mQuyko4nU7u3bvHnj17ZJa4pmnSRdzc3OzVuGohNTU1ZGVlLUpYXYrbt2+vuI0+0T4Kt27dYs+ePctWxGwEFy5ckFVLNpuNtrY2zGYzmqaRkJAgv6sVFRXk5+fLBNP5HqOKigopWDY1NUVTU5MMN6WmphIWFsbPfvYzwsLCqK+vJycnh5GRESmxrU8Wj4LekK2goEDq0uiVB++++y67d+8mLy9PdlV+3AghqK+vJzw8fMNc5JWVlRw4cMDrGaUnpScmJiKE4OLFiyt2cZ1PeXk5oaGhi7xrfX191NfXMzQ0JD2hOvfu3ZM9bnJycggJCaGkpISKigpZ+p2UlCQ78uroDQX1Cq/r169TUFDA+Pg4s7OzcpLV83Q6OjrIz88HfuHdWvhs1o0Ch8OB2WymqKhICvYNDw/jdruJi4uTVS7BwcEyFDIxMQH8Ik9HTwBf6InQDQ49/GswGEhLS5PJzPfv318U7hwZGaG9vZ38/HwZZtSZmprCZDLJlyV9jtA9e8HBwYsM28DAQKlpMjs7S1xc3CP/vcxHGR9bgI2udqmvr/dalpCQsOxbV1tbG0ajkbS0NEpKSigqKpIW9c9//nMiIiJkJcpGcfHiRc6ePbtkZ9mrV6+u+OY+f1t9AtMf6q+99hrHjx/3emith8nJSakYmp+fT3NzM0ePHl31bXN+2Gj++Oa7yi9fvrykN2F+KKqurk7GpmHuAbVjxw6vUE5dXR0pKSmLylZ1goKCHqk8FuYMGL0Px+NC73S60CDTJwu9UVttbS2HDx/28hTNF41qaGjg4MGDlJaWcvz4cdnbxmQyUVlZSU5ODgcOHODevXvSSzI0NITBYHhkF/LY2Bg3b97k3LlzS97z1157jf379y+ZZP04cDqdlJaWsmfPnhW9LDp6aehq1NbWkpKSsmSFmY6uMrtSzhfMeb5SUlKWTf7u7+/HarV6Gf16CfW5c+dobm5mcnKSiIgIIiIiMJlMjI+PLxsu1at//vVf/5Uvf/nLJCQkMDAwQEJCglfIzuPx8Prrr5OUlLRIsGshbreb5uZm2ZRRb/gXExMjlWTnH9dmsxESEkJqaqpcHxAQsKoH8mFwOp3cuHGD8PBwL0OwtbWVkydPrhh6ftIo42MLsJHGx3rxeDz87Gc/Y2RkhKSkJK8Hss1mkzX3G4legrkwu9/hcMi+GgvRXdB6+RggpZiTkpKYnZ3lnXfeeWj5Xz1Esn//fmpqajh9+jQmkwkhBBkZGSvuq6tOrvSH3djYSHBwsJeGhRCCjz76iOeff37JB7a+/tSpU17NvSorKze0wdN8ent7sVqtq3pYHhWn00lNTY3MwViKmpoacnJyVvTA6N2GMzIyvJJUzWYzra2tpKWl8ZOf/MSr9fxa0BVKU1JSSExMXGSAms1mampqOHv27JLGqf4WPDo6yu7du5c1Fh8VXXdiYGAAq9XK8ePHV0wW1mlsbJTlq6uhJzuuZoy6XC7MZvOK24SEhKx4zuDgYPLy8ryWmUwmXC7Xsom0nZ2d9Pb2cvTo0WUnc10dNiwsjISEhEVl1I2NjSQkJBAeHi4ripbD5XJRUFCwofkPG43ZbMZut8vP/v7+y3peN4tHMT7WFnxUbGkMBgOpqamkpaVJcaH56GqeK+UiPAzLVSoMDw97JU7puFwuhoaGZA8LQHYlTUpKorOzkz/4gz9Y9OBaL6WlpbKMNyUlhbKyslWNj5mZmVXfKHbu3Ml7773HwMCAXDY2NsauXbuWfVPUNI1Tp05x5coVWU6rlwmulhPzMExNTdHc3ExhYaF8091IN+tCent7iYuLW9IocDgchIeHL/mdnE9oaChtbW1ehofT6aSyspIXXnhBTsgrGTkmk2mRMWwwGJiamuLq1asMDw8vut9+fn7k5OTwb//2b7KB1/wJy+12y9yl7373u17S+BuFx+PB39+fxMTEVY1fHafTybVr10hJSVlXcrXdbl9SV+RJ0NHRsWIoVk/w1FsKLPV3kZKSQnt7O3v37vUKV+idbHUhvNzc3A3RuNlstpqhsdEoz8cGsZmeD4vFQmtr67Ly3lNTU3zzm99cMY9A0zRZP78e9Hp+va+F3nlxYcXISphMJkJCQkhISODYsWOPNCH39fVhNpu9hHTWknxZWlq6pjyL+f01ANkDYzUGBwcxmUzSKNqo6qOFXLx4kRMnTuDv78/w8DC9vb3LlldvBBaLhZ6eniXfqJfqx7Mc169fl5osExMTUtslKCiIiooK9u3bt+yk6fF4pIbIer47enlkSkoKaWlpK4bmRkdHqaurW1TN8qQZGxujrq5uzd6R+fT09DA9Pb1sd+PHxcLWECvR29tLW1vbsnlaDodDVrTpCb6BgYGMj4/z0ksvPRNGx9OE8nx8gnG73VRUVKzYLCgkJIT8/HzZR0LPQJ//lud0Onn99dc5evTomt+MRkdHsdlsZGZmSq2Re/fukZiYuK6M6hMnTlBSUrKmh9NKCCG4e/fuonsREhIiZYuXwmazrdk7oGsyrBe9PXZ7ezuZmZlkZ2dTVla2ocZHR0cH27Ztkw/gmJgY2ZvlcREbG7vkOfSyx7UYHgDHjx+XRoSvry9//Md/LJu0xcTEyATCpaitreXXfu3XpPro4yAyMlK2BthM/P39eeGFF1YMKSxHcnIyJSUlT9T40P8mV/r9zSc5ORlfX18vqYCFuFwuvvOd77Bt2zaSk5MxGAzPjLfjk4QyPp5y9Pbxqz2MXnrpJS9tAF2RcD6RkZE0NDSs2fugy1TPZ3p6et0VFnrioNlsXtLV6HQ6qaurw2q1rhrz18uK55ORkSF1CJair6/vsU5cOnv37qWkpETW33d0dBATE7Pq7y48PHzV8blcLlpaWjh//rzXcn9/f+x2+4oPZr2c8WERQnD79m0vb1dDQwNxcXF0dnau6RhOp5PW1lb2798vm+8JIWhoaFh0TQv3s1gsj9W7o5OSkrKi1P5WRxcgKy0tfSjjZa0sfK7oeV5rJT4+flEDRsWzhwq7PCSPs9R2rfT19TEwMLCmtuprRW8M9bDu5cuXL3Pq1Kl1h07cbjclJSVe16JnpLtcLvbs2bNipv5KCCEoLS1dNvRy/fp1iouLH7nCZC243W6Gh4eBuaoBYMkmbPPR5cuPHj267Bhv3rxJbm7uoqTIoaEhzGbzksJn+uRuNptXla1fCb1Z2PyxGY3GdX2HDAYDKSkpXpNiU1MT/v7+K47t5s2b7Nq1a0kpdYVC8XhRYZdNQAjxDeAb+mdN056o5eF0OpcMMTwqaWlpjI2NSQnfh+FhcjaMRiO7d++mr6/P6zj79+9/5NIyXWRouQRPp9P5RAwPmLtO/a0uNjaWy5cvr/qWFx8fz+TkJKWlpeTl5S16+y4rK6O2tnaR9DfMGRjV1dWLROtmZmaor68nOTmZpKQkxsbGpIrrw7wVP2xp9HLozddW8npMTU3hcrmU4aFQPIUo42MLojcxW4nGxsYVy9Iehb1793LlyhXZdGs9PMp41tpx92GIj49naGhoUSLsZnr+dGVFl8u1KI9E77HR3t6OzWaTia0fffQRY2NjUsDLZrPR3d3NZz/72SWND5grfaysrPQ6NiAVW51OJ729vdTW1soeKAtVIVdDby2fkpKy7kTIpZiZmWH//v0rblNeXr5skrVCodjaqLDLBrGR1S4ul4uOjo4Vt4mIiHispVgWi4XBwcEV+5QsxWrS4JvFzMwMtbW1iyarlZq4PQn6+/uprKz00k3Qqz5iY2PJzMxcMYfm8uXLHDlyZEsk201OTtLS0sLY2NiifjMbjcfjISIi4rGKqCkUipV56sMumqb9PvBHQCLQAHxNCHF9he3/N+A/AmlAN/A/hRA/mLfeF/ivwFeAbUAz8F+EEB/N2+YbLMjZAIaEEGuvEX1M+Pj4bLgmx3qJioqioaFhU8ewkQQFBTE7O7toeX9//xNJNl2OpKQkXnnllYfad2pqCl9f3y1heMCcXsdq3gqFQqEAeHyvJmtE07QvAn8H/BlQCNwEPtQ0bcmmBpqm/R7wl8B/A/KYMyC+qWnap+dt9j+A3wP+ANgFfBt4R9O0wgWHa2bO4NF/1vea/wyjt8deD1vdi6Y3qJvP0NDQUyvmU11drd78FQrFU8mmGx/A/w68LoT4nhDivhDiPwEDzBkPS/HvgO8JIf6XEKJDCPET4LvAf1mwzV8IId5/sM0/AR8Af7jgWC4hxOC8n4evN1QwOzu7bpGyJ4nexno+Ho9nUxQfHxWbzYYQYkv1eVAoFIq1sqlhF03T/ID9wF8vWHUBWC6TzB9Y6D+3AQc1TfMVQjhX2GZhM40MTdP6ATtwB/hTIcTKyRafIPRkxKU66S7FSkJeW4Hk5GSuXbtGb2+vXLaW5l1bEeX1UCgUTzObnfMRAxiBhaUdQ8ByTQs+Bn5T07S3gUrmjJffAnwfHG/gwTZf0zTtCtAKnAU+++BcOneAfw80AXHA14GbmqblCSFGFp50mRyRZ5rY2FgsFsuaK1AeRmDsSWI0GlfsL/G0YLfbcTgcG1JVolAoFJvBVgi7rJf/DrzPXG6IE/j/gO8/WKcnKXyVuXyORsAB/CPw2rz1CCE+FEL8qxDirhCiBHiZufvxlaVOKoT4hhBCW+5n4y9z84mLi1u1w+V8trrn41mhpqbGq3eNQqFQPG1studjGHADC1WW4oHBpXYQQtiA39A07XcfbDcA/A4wCVgebGMBfknTtAAgGugH/gJYNqQihJjSNK0BeDhlrQ3E4XBw8+bNTR2DEAIhBG1tbUSl+D87AAAgAElEQVRHRxMdHb1qfsH09PQzZ3y43W4GBgbo6enBZrMBPNYS0rUQHh6uhLUUCsVTzaYaH0IIh6ZpVcBzwE/nrXoOeGuVfZ1AL4CmaV8C3hNCeBZsMwv0PSi9/Rzwr8sd74GhkgtcfohL2VD8/Py2hFaGEIKpqSnsdjt3796VYlfLUVtby8zMzGMRPtss9A69eodVhUKhUDw6m+35APhb4IeappUDZcB/AJKYK49F07QfAAghvvzgcw5QDNwGIpmrlslnXrhE07Ri5vQ9ah/8+w3mQip/NW+bvwbeZU4nJA74P4BgfhHC+cSjaRqhoaFkZWWtWT57KxhNCoVCodjabLrxIYR4U9O0aOYSPhOBeuAlIYReE7lQ78PInMGxg7mcj8vAESFE57xtApjT+sgAppgrs/13QoixedskA/+LuSRVC3PGzKF551Uw54VZrSuqQqFQKBTrQcmrbxAbKa++lWhtbSUwMJDk5ORVt92q0uoKhUKh2HgeRV79aax22RJomvYNTdOE/rPZ43lcxMbGrqviRaFQKBSK1VDGx0OysPR2s8fzuAgPD2d8fHzV7ZxO5zOVaKpQKBSKx4cyPhQr8sCttup2165dU9oTCoVCoVgTyvhQPDL19fWkpqZ6tYVXKBQKhWI5lPGhWJWgoCBmZmaWXDcyMoLVaiU7e9O12RQKhULxlKCMD8Wq6D1eFuJyubh9+zZHjx7dhFEpFAqF4mlFGR+KVVmux8v169c5evToU9mSXqFQKBSbhzI+FKsSEhLC1NSU17La2lqSk5NVjxGFQqFQrBtlfDwknxSdD2BRCW1TUxOAyvNQKBQKxUOhjI+H5JOi8zEfIQRdXV2Mjo6yd+/ezR6OQqFQKJ5SlPGhWBPBwcGYTCY6Ojo4dOjQZg9HoVAoFE8xyvhQrIn4+Hju3r3LqVOnlJKpQqFQKB4J1Vhug3hWG8vp6NemDA+FQqFQwKM1lvPZ6MEonk2U0aFQKBSKjUKFXRQKhUKhUDxRlPHxkHySSm0VCoVCodhIVM7HBvGs53woFAqFQjGfR8n5UJ4PhUKhUCgUTxSVcLqBqKRMhUKhUChWR4VdtigPwjjKmlEoFArFM4cKuygUCoVCoXiiKONDoVAoFArFE0UZHwqFQqFQKJ4oyvhQKBQKhULxRFHGh0KhUCgUiieKMj4UCoVCoVA8UZTxsXX5vzZ7AAqFQqFQPA6UzodCoVAoFIonivJ8KBQKhUKheKIo40OhUCgUCsUTRRkfCoVCoVAonijK+FAoFAqFQvFEUcaHQqFQKBSKJ4oyPhQKhUKhUDxRlPGhUCgUCoXiiaKMD4VCoVAoFE8UZXwoFAqFQqF4ovhs9gCeFTRNU1KxCoVCofhEIYTQHmY/ZXxsIEqqXqFQKBSfFDTtoewOQIVdFAqFQqFQPGGU8fGQaJr2DU3ThP6z2eNRKBQKheJpQXW13SA0TRPqXioUCoXik4KmaQ+d86E8H4o1MTIyQmVl5WYPQ6FQKBTPAMr4UKyJ3t5eXC4X5eXlmz0UhUKhUDzlKONDsSZGR0c5ePAgUVFR3Lp1a7OHo1AoFIqnGGV8KNaEEAKDwUBWVhYJCQmUlZWp0mKFQqFQPBTK+FCsm/T0dJKTk7l69Soej2ezh6NQKBSKpwxlfChWxel04uPjrUe3fft28vLy+Pjjj7Hb7Zs0MoVCoVA8jSjjQ7Eqw8PDxMbGLloeGxvLyZMnKSkpYWxsbBNGplAoFIqnEWV8PCSfJJExi8WypPEBEBQUxPnz56moqKC/v/8Jj0yhUCgUTyPK+HhIhBDfEEJo+s9mj+dxYrVaiYyMXHa9j48P586do7m5+QmOSqFQKBRPK8r4UKyKXumyEo/SYEihUCgUnyyU8aHYUFT5rUKhUChWQxkfihVZqtJlOSIiIlTiqUKhUChWRRkfihUZHh4mJiZmTdvGxcVhNpsf84gUCoVC8bSjjA/FiqxU6bKQ2NhYLBbLYx6RQqFQKJ52lPGhWBGr1UpUVNSatvXz88PpdD7mESkUCoXiaUcZH4oVWUuli0KhUCgU60HNKg/JJ0lkbD0YDAbcbvdmD0OhUCgUWxhlfDwknwSRsfVUuujExMQwMjLymEakUCgUimcBZXwolmVkZITo6Oh17RMXF8fQ0NBjGpFCoVAongWU8aFYFovFQlxc3Lr2iYqKwmq1PqYRKRQKheJZQBkfimVZrafLUhiNRjwez2MakUKhUCieBbaM8aFp2u9rmmbSNG1W07QqTdOOr7BtoqZpP9Y0rUnTNLemaa8vs93nNE1r1DTN/uDfzyxYrz1IHO3XNM2madoVTdPyNvjSnlo8Hg9Go3Gzh6FQKBSKZ4wtYXxomvZF4O+APwMKgZvAh5qmpS6ziz8wDPwFcGeZYx4G3gTeAPY++PenmqYVz9vsj4E/BP4TUASYgYuapoU+6jU9CzxsnxY/Pz/sdvsGj0ahUCgUzwraVmgEpmnaHeCuEOK35y1rBf5NCPFfV9n3PWBYCPHvFyx/E4gSQjw3b1kJYBFC/Io214a1H/hHIcT/fLA+kDkD5D8LIb6zzmsQW+FebhQul4ubN29y4sSJde/b0tJCUFAQycnJj2FkCoVCodgKaJrGw1Z7brrnQ9M0P2A/cGHBqgvAkUc49OEljvnxvGOmAwnztxFC2IBrS513oa7Hwp9HGOeWZD09XRaierwoFAqFYiU23fgAYgAjsLA+c4g54+BhSVjlmAnzlq163oW6Hgt/HmGcWw6n00lNTQ3bt29/qP3Dw8MZHx/f4FEpFAqF4llhKxgfii2E3W7nwoULHD16lODg4Ic6xlxES6FQKBSKpVmffOXjYRhwA/ELlscDg49w3MFVjjk4b1n3Bp73qWVmZobLly9z+vRpgoKCnui5hRCUl5djs9nkMrfbzcmTJ9etsqpQKBSKrc2mP9WFEA5N06qA54Cfzlv1HPDWIxz61oNj/N8Ljnnzwf9NzBkZzwEVAJqmBQDHgT96hPM+Mg6Hg5s3b3otczqdnDt37qG9ChMTE0xOTi673u12U19fz7lz5/D391+0fmRkBIfDQWJi4prOFxQUxPT09Jq8Jx6Ph9LSUvLy8ryO39/fT3NzM3l5qvpZoVAoniU23fh4wN8CP9Q0rRwoA/4DkAR8G0DTtB8ACCG+rO+gadreB/8NAzwPPjuEEI0Plv8dcE3TtD8BfgZ8BjgNHHtwLKFp2v8D/KmmaU1AC/B1YAr48WO81lXx8/Pj1KlTXssGBwcpKyvj2LFj6z6ey+Xi+vXrZGdnr7jdc889h6+v76LlDoeDO3fuoGkaMTExS26zkPj4eMxmM+np6Stu53a7KSkpYd++fcTGxnqtS0xMpKGhQRkfCoVC8YyxJYwPIcSbmqZFMzf5JwL1wEtCiK4Hmyyl91Gz4POngS4g7cExb2qa9iXgfwD/DWgHviiEmK8L8ldAIPBNIJI5zZDnhRDLuwg2iYSEBEZGRmhqaiI3N3dd+169ehUAm81GWloa4eHha95XCMGVK1c4ceIEHo+HsrKyRYbRUsTGxnLv3r0VjQ+n00lJSQmHDh1aUklV0zSCg4PX7EFRKBQKxdPBltD5eBbYSJ2PpcIugYGBFBcXc+3aNXbu3LnIS7AQIQTd3d3U1dXR29vLr//6rzMzM4PJZGJiYgKA/Pz8VXu3VFZWEhcXR2rqnP1XV1dHeHg4aWlpq17Hhx9+SGBg4LLr7XY7hw8fJiwsbNltxsfHaW5u5uDBg6ueT6FQKBRPjkfR+VDGxwbxuEXGLl26xNmzZ/F4PHzwwQc4HA6ioqKW3X5oaIiCggJ6e3s5evToIiPA7XZTU1PD+Pg4Bw8eJDR0sahrT08Pg4ODFBUVyWVCCD7++GPOnDmDn5/fxl3gCly8eJHnnntu9Q0VCoVC8cR4FONjS4RdnkY0TfsG8H8+qfOFhoYyOTlJaGgoGRkZVFRUeBkfBoNBqpE6HA7ee+897t69y/bt25f0PhiNRg4cOMDs7CwVFRUYDAaSkpLkerfbTXt7O88//7zXfpqmcfToUcrKyjh9+vRjulpvYmJilhQ9czqdjIyMeC2Ljo5eU06KQqFQKDYP5fnYIDbS8zE9Pc2PfvQjduzYIZeNj49jsVjIysqiurqaEydOcODAAbm+tLSU06dPo2ka1dXVpKSkcPXqVQICAjh37hwBAQErnnNiYoLR0VGvZUlJSctO5PX19ZjN5hWPGx8fT2Zm5loueUXsdjt37tzxknrXPTCpqamyAkgIQW9vL88995zSGlEoFIrHjPJ8PGMEBwdz+vRpJicn2b9/PzA3sZaWlnL8+HGEEDidTsbGxoiIiAAgMjJSfh4eHiY0NJSCggKSk5O5dOkSJ06cWDK0ohMWFrZi7sVC8vPzcTgcKzafu337NnFxcSuedy34+/vLc+lGRXV1NXl5eaSkpHhtGxAQQH19Pbt3736kcyoUCoXi8aE8HxvE48j5uH//Pna7nb1756qKS0tLSU5Oxt/fn8TERG7cuMGZM2eAuRyP4eFhwsLCGB8fp7e3lxdeeAGYC0/cuHFDTtxut5vm5maioqJISEggNDSUyMjIJfU91kN4eDghISHys8Ph4Nq1a5w7d+6RjgvQ2tpKdXU18fHxWK1WBgYGli3Bra2tJSsry2ssyzHfoIE5zRH9nioUCoVieVTC6RbgcSWc3rt3D5fLRXh4OM3NzbS1tfHiiy8SGRlJa2srubm5RERE4PF4uHbtGi6Xi6CgIHbs2EF0dPSi4w0MDFBTU0NRURFms5ne3l6ysrLw8fHB4XA80lhbW1s5d+6cVyLqvXv3CA8Pl9UyD4vJZKKkpISvfOUrlJSU8MILL2AwLN0dwOl0cvHiRV588cV1h1+qqqpIS0tb8t4pFAqF4hco42ML8DiMD5fLRW1tLZWVlURGRhIWFsbVq1f5nd/5HZqamjh79iw3btzg7NmzALz//vv4+fnh7+/vlR+hH+vWrVsEBASwf/9+OXG73W5qa2sZHR1dUmtjPURERNDV1eXlORBC8NFHH3H+/PlljYXVcDqdXLp0CX9/f5qbm9m9e/eKuh8ej4fq6mpaWlrYtWuX9BytBYfDwd27d73yaVZC0zRSU1Mf+d4pFArF04YyPrYAG2l86GWwo6Oj7N27l9jYWKanp6moqKC8vJxDhw5x5coVgoODmZiYID4+nujoaG7cuEFcXByHDh1alCgqhGDv3r1ykmxsbPRqe2+320lPT19WPn1iYmLVTrV1dXXEx8ejaZpXounQ0BBms3ndeRjt7e2YzWYaGxtJS0vDYDAQHR29YrfdgYEBpqenyc7Opr+/n/r6eo4ePSrXx8TErFiiDHDt2jWOHDmypp4yHo8Hk8nE2NgYYWFh7Nq1a03hHoVCoXjaUQmnzyDbt2/3evsODg7G5XJRXFyM3W4nODiY0dFRvvzlL1NTU0N+fj4ffvghL7744oqaGEIIZmdnqa+v59ChQ17Lb968SU5ODrGxsQghGB0dxWq1AnOlvlFRUSuGMdxuN2lpaZSVlREdHS0n4ejoaJqbm5mamlq16kbH4/HQ09NDZmYmgYGB5Ofnr2m/Q4cOycTZvLw8bDYb8fHx8rw1NTWcPXt2kUbJ+Pg4LS0tTE5O4nK5ePfdd8nIyFjTOQF8fHwwm81UVlauGL5yu92kp6fz2c9+ds3HVigUimcN5fnYIB63yJjD4eDWrVtomkZZWRlf/epXKSsrY3Z2FrvdTmJiIuXl5RgMBiIiIti2bZvXm/v8sfn6+tLR0bGoT4wQgrKyMvLy8oiMjCQ8PHxVg2M+V65c4fjx47jdbi5dusQLL7wg952enubixYteiqrBwcEUFBQseaz79+/LMMv846yX/v5+xsbG2LVrFwCTk5NUVVVx6tQphBDcuXOH6elpwsLCyMnJkdLzj1PY7G/+5m/4tV/7NeLjFzZdVigUiqcHFXbZBJYSGduoe2mz2bh69SonTpyQre0bGhoQQjA4OEhdXR1/+Id/yMTEBI2NjQQHB/PXf/3XHDt2jJ6eHrKzs+nt7eXgwYMYjcZFxx8cHMTtdrNt27ZF6zweD5WVlWsKHzidTnbt2iWPU19fT2xsLPHx8fT399PS0sKRI0ekl8HlcuF2u+X+TU1NREZGkpqaysDAAPfv35d5IRUVFQQGBpKZmcnBgwcfOgFUCMHly5e98lBqa2uJiorC5XLhcrnIyclZtF91dTWpqamLhM02gvHxcf7pn/6JP/mTP9nwYysUCsWTQhkfW4CN9Hy4XC5ef/11YmNj0TSNwsJCamtrMRgM5Obm8rOf/Yxdu3YRGBhIZWUlBQUF3L17l/Pnz9Pe3s4rr7zCxMQEVVVVS5aNXr9+neLi4mXl0d1uNxcuXJDnXw6Px0NHRwcWi0UqqQ4PD8vuuT4+PoyOjuLxeMjNzfVSUNX3f/3110lKSiIxMZH8/HyMRiNDQ0OYTCZ6enp46aWXaGlpYWRkhICAAIqLi9etYHrp0iXOnDnjJUb24YcfIoTgpZdeWvIa9f46a2mi9zB88MEH+Pr6Ktl4hULx1KJyPp4xZmZm6OzspLe3l8zMTF577TUsFgtf/OIXuXbtGmFhYRw7dozQ0FCSkpJobm7my1/+MrGxsQwPDyOEIDw8nOTk5CVb0judzhX7shiNRp5//nlmZmZWHWtubi5CCNra2ujt7aWzs1PmXDQ2NnLgwAGpRmq1Wr08MW63W34OCAjg4sWLZGRk8NFHH+FwOCgoKKCvr4/CwkJgzmNw8+ZNTp48ua77qcuz6834NE0jOTmZe/fuLWtc+fn54fF4cLlca0o81bHb7fj5+a0aJnrxxRf58z//cw4dOvTIImwKhULxtKGMjy1ISEgIv/3bv81bb72Fr68vOTk5vPrqq4yNjVFbW8srr7xCa2sr+/btIzMzk7fffptPf/rTwNxE29zcTE9PD0FBQYyMjBAfHy/DB06nc02TqdFo9JoUGxoaMJvNK06qYWFh+Pn5yVBRYGAgs7OzBAQEkJ6eTnp6+pL7VVRUsH37dnx9ffnggw8ICQmhoKCAEydOcOHCBRkWCQ8PJzw8nO7u7nXphmRmZsqQkM7AwIAMTyUkJCy5X05ODnfv3mXPnj0rHn/+/SwtLSUgIIBTp06teK80TeMrX/kK//Iv/8LXvva1NV+LQqFQPAuosMsGsZFhF4/HQ2dnJ21tbdTV1XHs2DHef/99PB4Pv/d7v4efnx8/+tGPMBqNmM1m+vv7SU9P59ixY1RVVWG1Wnnuuedwu910dXVx584ddu7ciZ+fH8PDw2iahsfjYc+ePWRmZmIwGNA0jZ07dy4Kabjdbq5fv05iYqJXr5nlKC0t9VJdtVgsq1aqjIyM0NbWRnFxMWVlZZSXl3PmzBkZToqNjZUlwLpuyLlz59YVftG7AgN0dXUxMzNDbm4u5eXlOJ1Oud3s7Cwej0d+rqioWNFLND09zc6dO4mPj2dwcJCZmRny8vJwu90cOXJk0fZ6Lsz8cblcriWb/+n4+/s/svrsfIQQ5ObmrnjO1YiMjJRhMoVC8clE5XxsATa6sdxbb71FbGwsXV1dhISE4Ovry8zMDImJiURGRlJQUICmaVy8eJGDBw/y85//nNnZWV555RUaGxu9Os6Oj49z69YtMjMzqaysJDU1lYsXL9Lb2yt1P0JDQ5mampL5GjBXItvZ2UleXh5hYWFSoGzhpO9wOKioqOD27dv09PSQlJREeHg4fn5+3L9/3yvso2kamqZJg0ensbGRjIwMWeUSEBCAn58fiYmJ3L9/38uAmZmZoauri9zcXBISEpb1qMznzp077Nu3D19fX65du8bx48e9zj8xMcG9e/cIDg4mJSVlzYJoHo+Hy5cvs3//fioqKigqKsLf35++vj4yMzNlubTb7eb27dv4+/uzb98+eW6Xy0Vra+uKycomk4kXX3zxoUXaFuJwOFZViV2NoaEh7t69K3N1VCM/heKThzI+tgAbaXxMTU3xgx/8AJh7S21sbGTnzp00Nzfz3HPPYTab6e7uZnp6munpaRISEhgZGcFqtZKVlYXJZCI9PV1Wc7hcLrq6upiamsJisSCEwG63k5KSQkxMDH5+fkxNTckutQEBAQghGBoa4siRI3zqU5/CYDAwOTlJS0sLERERZGRkMD09TXt7O0IIxsbGOHDgAJGRkSQkJBAfH8/MzAzXr1/n2LFj+pcUIQQej0f+6NhsNt59911CQ0M5efIkQUFBtLa2Mjw8TGtrK8nJyV5v6iaTifDwcBwOB0NDQ2RlZa2oemqxWPB4PPj4+DAzMyMb0tntdtrb2/Hx8SEjIwMhhLxHcXFxBAQE8LnPfW7FSbq3t5c7d+5QVFREfHw8paWlFBYW8tZbb1FUVERaWhqVlZUUFxc/VNXO4OAgAwMDMvdlIxgeHqaxsZETJ04ghPCqQloKo9EoDYyxsTHu3LmDv78/FosFk8lEdnY2n/nMZzZsfAqFYuujjI8twEYaHzabjY8//lhO0GNjY7zzzjscOnSIgwcPEhgYiNFopKKign379knXd29vLzA30RYUFEjvQU9PD76+vqSmpvKP//iPhIaGUlxczM2bN9m5cyenT5/m7t27TE1NUVdXR0FBAQaDAY/Hw40bN6ivryc8PFxO8C6XC6vVSlhYGM8//zzDw8PExcWRmJhIc3OzDJskJyfT0tJCTEwM0dHRaJom5d8DAgLw8fEhKCgIHx8fDAYD7e3t9PX1LZKGn52d5c6dO16JpkIIvv3tbxMXF4emabS0tGCz2fD39/d6C9fP43a7aW9vl+qruuFjMBjYsWPHIvEzj8eDxWKRJc4FBQXyGhbidrv5yU9+wuc//3n8/PwYHx+XHqMPP/wQt9tNamoqBoMBIQTR0dFeOSu+vr5eKqxLUVJSwsmTJ9dd6bMSjY2NGAwGrFYrLpdrRQNrfHyc06dP4+/vz8cff8zzzz/vlevyzW9+k1dffZXk5OQNG59CodjaKONjE3icOh9ms5mvfvWrMjShaRojIyPY7XYyMzNJSEhgZmaGkZERioqKiIyMlJ6Furo6YmJiMBqNvPzyy4yNjdHZ2Ul+fj5/93d/x65du4iKiuLYsWOUlZVRV1fHSy+9xNDQEMXFxVitVjo7O9m3bx8ej4f6+npGR0cxmUx0dXVht9ux2Ww4HA5sNht2ux232y3VQDVNw2w2Ex8fj8fjQdM0RkdHZbKny+WSVSQOh4OQkBDCw8O98lCCgoIwGAxeoRldYn0+tbW1UmOku7vbq3pGx2q1cv78eYKDg6mvr+fcuXOkpqbKidNgMBAUFERQUNCiKhUhBAMDA3z44Yds375dJtzGx8fLiVoIQUtLC1lZWdhsNj71qU+haRpNTU243e4lO+82NDQwPj7O4cOH0TRNGgG5ubnLfidGR0dpbm4mJyeHurq6dYU5PB6PNJ4WcuHCBWZmZmTCss7CsJjdbqe0tBS3283hw4cXHWt4eJgf/vCHfO1rX1MhGIXiE4IyPrYAG+n5cDqdXLlyZZEGxNtvv01DQwNf//rXuXbtGoWFhfT29tLf34/RaMRgMNDV1YXL5WJiYgK3243L5SIiIoKRkRFSUlLIzMwkNzeXqKgoHA4H7777Lh988AH/8A//IKtUbt68SUJCAs3Nzezdu5fR0VF6enq8qkVgzkPz1ltvkZmZiRCCoKAgjEYjd+/eJSYmhtbWVnbs2EFbWxvZ2dl4PJ5Fb9e9vb34+fkRFRWFzWZjamqK6elphBDMzMyQmZlJQECADBOkp6fj5+eH3W7H5XJJb0pSUhIej4fo6Givcfb19dHW1kZqaiput5vExESv8IzH45EqsU6nE4PBQGxsLBMTE7I8t6enh5SUFAIDA3E4HDLB99y5cwQGBkpV2IsXLxIWFkZkZCTFxcVUVVWRk5Pjpeqqo/edOX36NL6+vly5coWCgoJlG9TZbDa+/e1vU1hYyLFjx9ZV/qsnDSckJHgZOEII3njjDe7fvy+9Gvry6elpcnNzSU9PZ3R0FCEEVquV0tJSXnjhhSWrjX7wgx+wf//+JQ0uhULx7KGMjy3ARhofDoeDN998EyGEfMiHhYVRUFDAn/3ZnxEbG8vevXsX9WbRJ4gf//jH9PX1ce/ePZKTk9mxYwehoaHMzMwQHBzstV95eTk1NTWyWgbmJqvXX3+d3bt3YzabSU5OJi4uDqPRKCsvAgIC6Orq4uzZs0xOTnL16lXZeM5isZCVlcXQ0BBWqxW73U5WVpaX4TE6Osr4+Dipqan09vZiNBpJSkoiNDSUkJAQDAYDLS0ttLW1ERoaSm9vL11dXZw+fZqAgACam5tJSEhgx44deDwekpKS2L9/Pw0NDURERHglzpaWlpKWlsa9e/dwu93k5OQsG2KYmpqiu7ubsLAw4uLiZFiot7eXU6dOMTw8TGJiIp2dnVy+fBmj0cj58+cJCgpidnaW733ve+Tm5tLe3k5AQADj4+MkJCQs6Q2YnZ2lvb2dlJQUZmdnaW5ulsmz2dnZ0hiYnJzE4XCQnp5OV1cXu3bt4ty5c+v2MDQ2NjI8PCyVcOvq6picnOTVV1+lqqoKj8fD7t27iYmJQQjBtWvXKCsrY9++fTKk9cILL1BRUUF0dDTp6em0trbS09OD0WhkZmaG999/n89//vOL7q8eQkxMTCQ7O3tRBZHH49kwz+FWZqFHSaF4mlHGxxZgo0ttR0ZGeO+998jOzsZms1FdXc327du5d+8e9fX1FBYWepVf6h6AkJAQTCYT/f39fPGLX2RqaoqzZ88yPT3NX/7lX/KZz3zGK3GxpKQEl8vFzMyMnPhGRkZ49913KSgoIDExUYZ0xsfHGR8fZ2pqiqmpKSYnJykqKsJqtdLT00NAQABjY2OYTCb8/f2Jj49nfHyc+Ph4AgMDCQ8PZ3x8HKfTSXR0NEIItm3bxq5du+jr6/OSfHc6ndTX19PX18fo6Cizs7MEBq+PEaoAACAASURBVAZiMpnYuXMnZrOZhIQELBYL27ZtIzIykuHhYQwGAyMjI4SFhbFjxw58fX2ZnZ2lp6eH9PR0TCYTNptNTnS+vr5e1S12u50dO3Zw+PBhEhIScDgcTExM8M477+B2u6V2isPhIDExEV9fX9xuN5OTk5hMJnnNHo+H6elp+vv78fHx8fLGOJ1OMjMz8ff3x+12MzQ0RFpaGocPH6atrY2ioiLu3LnDtm3byMzMJCgoSAq3lZWVERQURGhoKFlZWev+bvX39/Mv//IvZGVlMT4+TnZ2Nna7HbPZLNVl7XY7RqORiIgIUlNTMZlMVFVVERISwuHDh4mKiuLWrVsUFBSQkZFBUlISQUFBBAcH8/bbbxMXF7eobxAg2wO0trZit9sZGxvDbDYzOzuLpmnr8uY8CaampigsLNzQLsUzMzM8//zzygBRPBNsivGhado+4D8DEcA94NtCCNNDHewZYKOrXX784x/j5+fHwMAAx44dw2Aw8NOf/pRz585x6dIlfvmXf1mGSWDOLT89PY2fnx/BwcH09vYSExNDd3c3mqbhdrvlm7XL5SIvL4/Y2Fjsdjv9/f2Ul5cTFBTE5OQkNTU1FBUVeR3fbDYzMzMjS25hruX94OAgAQEBpKWlERwcTHJyMkajkdHRUbZv387w8DBVVVU4nU7S0tKIjo7GaDTidDoZGhri3r17hIeH43a7mZ6exul0yrfo8PBwBgcHOXjwIJ/+9KeJjY3l+9//Pvv27SM9PZ3g4GCuX7/O+fPnGRkZkV119SZ8utdG0zQ6OjqIjIxcFNYQQtDV1UV6eroMjzQ0NGCxWIiIiMDtdtPX18fg4CAJCQkkJiZSXFxMQEAAfX199Pb20tHRQWBgoAyhLJxYGhoaSEhIkHkSDoeDuro6UlJSSEhIIC4ujunpaa5du4bVaiU0NJSgoCAGBweZmJggJyfHqz9Oa2ur/B1qmobRaGTXrl1yG6PRSE5Ojpw0HQ4Hs7OzjIyMUFVVRXFxMR6Ph6qqKlJTU+np6eHw4cPYbDYZ+nI6nV7XoW/ndDppbGyks7OTbdu2yXNMTEzg5+fH9u3bef/993n11VdX1EcBiI+PJzU1dcUqpc3E6XRy6dIlzp8/v2HGwsDAAO3t7UsaZwrF08ZmGR+tzCVc3gf2Af8R+C9CiAsPcazfB/4ISAQagK8JIa6vsP1J4G+BPKAf+CshxLfnre8Eti+x6wdCiE892OYbLEgYBYaEEEvLXa5+DRtqfHz/+98H5t5U9UTIpKQkXn75ZWZnZ3nzzTdl/H5ycpLu7m6Gh4fp7e0lKCiIkJAQtm3bRnx8vNTO+K3f+i22bdtGT08PV65cobq6mr179xIREUFHRwdJSUmyJFXXp9Cprq6msLCQqakp2traZDVMb28vL774otdbq8fjoa6ujj179sj8Abvdzuc//3kAWYKblZXF2NgYMKdCOjg4KN+AL168iNPpZPv27XR0dLB3715gLkzU2dnJF77wBWDO6HrzzTd59dVXCQwMlKJfAQEB0gNkNBplMq6ujwJzk3J9fT27d++mv78fm83Gzp07MRqNNDc309jYSEhICAEBAURGRtLT08O2bdswmUwyjNTa2sr27dvx8fFhaGiIwMBAqcvi4+MjK3mamprIysqS1SpCCPr6+mTeSnx8PIcOHWJmZoaWlhbpmbHb7XR3dxMcHExeXh4xMTFYrVYsFgtpaWlkZGRgs9moqakhMzNTJvrOzMzgcrkIDg5mcnKSyclJrFYrhYWFGAwGampqZA6L7iFa+DtfiBCCv//7v+f5558nLS2Nqqoqr0l0aGiIqqoqJicnCQ0N5aWXXnqIb//Woquri/Hx8VVVbtdDU1MTLpdrVfE9hWKrs1nGR7kQ4uC8z9FAqRBi6R7pyx/ni8CPgN8Hbjz499eBXUKI7iW2Twfqgf8X+BZw7MG/XxJCvPVgm1hgftlDIlAF/LoQ4vsPtvkG8CXg1Lzt3EIIy3rGP29cG2Z8zNddEEJw4cIFzp49y8DAAG+88Qa/8iu/wq1btxgaGqK/v1+64UdGRqQUudVqpb+/n9HRUWmUxMfHe028AQEBHDt2jODgYGw2G0NDQxQWFnp9djgcjIyMUFtbS3BwMH5+fsTGxmIwGAgLCyM1NZW+vj6ysrIYHBzEx8eHkJAQenp62LdvH1arlZaWFq5du0ZxcTEHDhygv7+fPXv2yDfj8vJyqS8SGRkpy2b37dtHTEwMJpOJz33uc4SGhtLc3Mxrr73GX/zFX+DxeDCbzTQ0NMgwUXp6Oj4+Pjj/f/bePLix7Drz/D3sIAmCBLjvZGaSSSYzmfu+VSozq0qbrbLGGrsc3YqQekJeOmLGnrGnR+MOeSK8dEzb0+MJ2922pZG77RlppLbsKrmqsnJfKnfmwn3fQRIAQYDY9zd/MO8VQDLXYlalZHwRGVUEHvDuW/Duued833cSCSlvFXC5XNy7dw+/34/f75cBQjQapaysTJqXKYpCcXExNpuNxcVFbDYbiqIwPj5OTU0NiUSC2dlZampqcDgcssdOaWkpS0tLaLVaqehJpVLE43GCwaDkd2TeJ8FgEI/Hw+zsLIFAgJKSEuLxOBUVFXLsyWQSWOaI5OXlYbVa0Wq1hEIhfu7nfk5e07GxMckNmZubIxgMUldXR0VFBXV1dbS1tQHLAdv3vvc9tm3bxq5du4BlXszBgwdXSY4zcevWLSKRCDMzMxw6dIjBwcFVWYF0Os3Vq1f5wQ9+gMlkor5+eQ1gNBppaWn5RMsN9fX1cv8fBxcuXGDv3r3rWn65efMmNTU1OWlyDj/V+LSCj/8XuAv8iaqqqqIoWuDeCwQft4AuVVX/VcZrw8APVVX9N2ts/++At1RV3ZTx2l8DW1RVPfCYfXyTR5kVVVUjj177FvBlVVXXZfmx3oTT69evy79DoRDd3d2YTCacTicjIyNs27aN6upq6uvr0Wq15OXlsWfPnqyHezKZ5ObNm+h0Ou7evUtxcbEk/omMQHt7u+SOTE9P093dzZtvvsmVK1coLi7GZDKRl5dHVVUVR48eRafTSYfM4uJihoeHGRkZIRaLUV9fj0ajIRwO09PTQ3V1NRaLhcLCQqampjh//jxNTU0cO3ZMkg5dLhfnzp3DZDLR1NTE3Nwct27doq2tDVVVsdlshMNh2R13dnaWaDRKc3MzHo+HgoIC8vLyWFxczOpaK0ilmeZYi4uL+Hw+ysrKyM/Pl1yW0dFRduzYQXFxMQUFBasm0z179kj/jvHxcbZv387ExAS3b9/mC1/4AiaTieHhYRwOB4uLixiNxqxrodfr0Wg0TE1Nsbi4SGtrqywB6XQ6VFVlbGyM27dv093dzbFjx/D7/ezZswdYDhbGx8cZHx8nEAig0+no6+tjdnZ2lWNqOBxmdnYWj8eDXq/H7/eTTCazSiDJZJLa2lr5uXQ6TSKRwOFwUFxcjNvtlpmtRCJBPB5ncXERjUaDzWbD7/cTCASkLb3JZCI/P5/CwkL0er30gYlEIsAyWVpIssvKytDr9RiNRhobGzGbzeTn56PVaqVN/bPCbrc/Vh0EcOnSJQ4cOJBVPnwRxGIxLl++zOnTpz/W92RCVVXOnTvHli1bsszzRPCe44Tk8NOAlxZ8KIrSCgysNasqivL3wDbAyHKppB54j+VgxPGMAzcAYeCXVFX9Qcbrfwa0q6q6qn2poihXgG5VVX8947X/Bvh/gDxVVRMrtleAUZZLLr+R8fq3gN8GfEAMuAX8L6qqjj3L2NcY17oFH4/D8PAwPT09zM3NyVT5zp07V63IVFVlamqKvr4+9u3bx9jYGCaTKYv0ODs7y/T0NOFwWKbu3W43t2/flpPF0aNHicVi3Llzh5KSErmaHxwcZOPGjWi1WlmiWFpa4s0335R8j9u3b1NWVobRaGR+fp6RkRFcLheJREL6esTjcVlyCAQCFBcXo9Vq+cVf/EW5InQ4HKTTaWkxPjExQTAY5KOPPuK1116TD+5EIsF7772Hy+Xi1KlTTE5OUlZWRmNjI3a7nVu3blFSUiIzF6lUSmaXEokES0tLmM1m/H6/zMAYjUaCwSDT09OcPHmSgoICrl27JjveXrhwgV27dlFcXIyqqvT09KCqqlSnlJeXS0mwXq/HbDbjcrlQVVXyMIREWTi4imtgsVhQVZXy8nJZdlNVFa/Xi8PhwGAw4Pf7cbvd5OfnYzQaUVVVWtfX1dVhNptRVVV6qwCyJBMKhSTBNxwOEw6HcbvdMlhUVRWNRoNOp0Ov10suSyqVwmw2S45OOp2mrq4Ol8tFcXExTqeTZDJJZWUlZrMZn8+HTqejuLiYubk5bDabzCgFg0HpUisybeJY0um0VD2JcQvXWavVyuzsrOSZFBQUYLPZsFgsctIWMvNEIiFbAiiKgtFolAGr8JMREMHVWhP/yMgIqVQqq7+RoigyiH0RJJNJ+vr6sjJhiUSCQCCQtV3m9xsMBnbv3v1UPk0OOXwSeJnBRwr431VV/Z+fsE0+sJXlQET8q1JV9alUfEVRqgAHcExV1SsZr/9b4G1VVVd1MlMUZQj4W1VV/7eM144Clx/td27F9qeBM8B2VVUfZrz+JmABBoAy4H8FNrOcQfGssd9vsZojkoX1VLssLi7Kv3t6enjvvffQ6XTU1tbi9Xrxer0UFBQwOztLMpmkpqaGvLw8uRotKiqSE3hPTw/Hjh3LMuBKJpOMjo6i1Wr5whe+gMVi4dKlS9hsNv7iL/6CX/7lX0ZRFAoLCxkYGOALX/gCqqpy6dIlTpw4gdlsRlEULl++TEtLC263m4GBAeLxuLQl93q93Llzh7KyMj73uc+h1Wr5/ve/T2FhIRUVFezfv192lHW5XIyNjdHT00MoFMJoNPLWW28xODhIf38/XV1dnDx5ktdffx2v18sf/uEfcuTIEckF6ezsBGBiYoK+vj5aWloYHByU3AgRrInJVPAxxLnu6emhubmZ8fFxudoX1vQGgwGHw0FJSYmcrLxeLyaTiWAwiNFoJBwOY7PZCAQCUnFTUFBASUkJyWSSSCQim9aJIAGWJzy/34/dbpfXzmw2E4vFgOWeOyaTCUVRCIfDGAwGioqKiMViMvAaGRnBZrPJ741EIiwsLGAwGFBVVX5eyDxFuSwQCMjrIxRDDodjValCo9FgNpupqKjIclhNJpNcunSJ+vp6Serdt28fhYWF0q8lFApJKXVRUZHk0eh0OlwuF+l0mkAgIIOjUCiE3W7HbrcTDAYpLy+XZSyNRoPb7cbpdEqyazAYJBqNymyKKFGJybm2tpa6ujqKioqIRqNUVVVRXFxMOBwmGo1mHWcymZRy8dLSUqqrq7OOt7OzE6vVSmNjI1qtVgbPBw6smXB9KQgEAly7do329nbZIiCHHD4tvMzgIw2EgOaVk/p64BMKPn4A1GfyUx4zlgJgDPgjVVX/5AWOZd0yH5FIhAsXLshJ0Waz8aUvfSmrPjw5OUk8HgeWra8/+OADdu/ezYYNG7K+S8heS0tL5YNZQKywLRYLOp2OS5cuYbFY8Hq9lJSUsH//fiKRCJOTkzQ0NNDV1cX27dtRFIVAIMDk5CQbN26ktLRUWpEXFRUBy6Ujl8vFN7/5zazUeDwe57vf/S41NTVyXALvvPMOdXV11NXVSUMrq9VKQUEBfr+f3t5erFYrDodDqlHEpF1SUiKzBSMjI1RWVlJdXU0kEmHbtm2S3LfyHAjMzMzQ09PDyMiILEVNT08Ti8VYWlqipaUFnU7HkSNH0Gg03L59mw0bNjA8PCzLISMjIxiNRqxWK3q9nunpafLy8jCbzeh0OgwGA6lUKqunTSqVkp4nNptNrqQjkQjV1dXSL0RMriIrIyY/t9vN0tKS5IIUFhbKTEJhYaEMVsVxC6O1qakptFottbW1zM7Okk6nZUajqKhISnszr5vf75cGcLAcbAeDQcknUlWViooKIpEIAwMDwHIgvVLJFIlEqKqqQq/Xk06nOXLkiMyGpVIpbt++LctlbrebLVu2YLfb8fl8hEIhGhoamJubIxKJoCgKyWQSn89HIBBAr9ejqiqJREJmVyorK9mzZ48MXkRvH5PJRGFh4arMRTqdxu/3MzU1RUdHh+wIHYvFaGpqYmJiAovFwvbt25mensbv90vuzCcBVVW5f/8+oVCIAwcOvHIS5Rz++eBlBx/9LJc5/tsnbPcfgK+yXLr4uqqq08+085dcdlEUpQyYAX5dVdW/eobxXGS5zPSrzzL+FZ9dt+AjFArxzW9+k8LCQo4fPy7Jj5kr0mg0ysDAAAsLC1LZ8rd/+7ccPHhQymQFWXXz5s309/dTXFwsFR7Dw8NMTk5SXV3N7OyslJBev36dL3zhCywsLBAIBJiensZmszEzMyPdRbVarexau2HDBkpLS6V6IjONff/+/VUclL179zI8PCyVFlarlXQ6zdDQkFSl+Hw+OSnX1tai1+spKytjamoKnU7Hli1bGBsbIxQKsWHDBqLRqPTS6OjooK+vjw8//JCOjg7GxsaYmpriM5/5DFVVVY89516vl9///d/ns5/9LNXV1XR1ddHY2Mi2bduIRCJcu3YNj8dDKBRCo9GwsLBARUUFNpsNn8+Hz+ejtraWyspK2bzO6/UyPDxMc3OzzBoYDIZVBlwGg0GeG6fTKY3OBDFXURSamppklmR6eloGMPF4nIGBARYXF6UHSzqdJi8vD5fLJbM3Go0Go9GIxWKR2wrvFZEVMZvNhMNhaaSWmdo3GAxSZi2CBI/HIwMls9lMbW0tk5OT1NbWcuLECQoKCjAajbhcLtxut9zW6XQyNDREXl6ezI5YLBa5r3Q6jdfrlffM4uIier2ewsJCbDabDL4yM0iwLDEW3Z8DgQCRSISpqSn8fr8k3IpgxeVyyWtRVFSE1WolkUjIayrIxz6fj4qKCoxGI01NTVJS7ff76evrI51Oo9VqsVgs0na/sLBQZhlNJtMTe+YINdWLYHFxkRs3bnD06NGs85dDDp8UXnbZ5RjLZYvfUFX1/15jm0LAC3wN2MdyluQzzzyAZcLpQ1VV/7uM14aA//oEwumXVFVtznjtL4GtKwmniqL8NvC7LBNNg08ZhwkYB/4iM6vyHMexbsFHIBDgz/7sz4jFYmzatInCwkIWFhZYWFiQBDWdTkdLS0tW5iCz2+jCwgLz8/NMTk5SWlpKbW0tg4ODRKNRdu3axcmTJxkYGKCjo4ObN29y8OBBvv3tb9PS0kJDQwPBYJCCggJGR0fZtm0bc3Nz7Ny5c9VYb9++zQcffEBJSQlVVVU0NjbS3t6+qsdKOp3m/fffp6WlhUQiwfXr12lqamJxcZHe3l42bdokJwGdTsfNmzepqKjA4XDQ2tqK2+2mp6cHnU7H+Pg4hYWF3L17l40bN0qTq1AoxMTEBK2trTgcDpaWlrBYLASDQSwWC1arlW3btmW5nwLSmbSurk5atAvnVEHMhWWPBpfLxeTkJB0dHQQCAVwuFxaLRWYMotEokUhEkjCFSqauri6LEJs5aQpCpyhNxGIxgsEgc3NzlJeXE41GpeEXLJNKYTlDtri4yIYNG+SkOzc3h06nw+FwEAwGJflWHEsqlcJut0t5tcgwiNW+CFK8Xm9W9iORSMhSkMFgwGAwYLFYZDZBjMVisVBfX09JSQkmk4l4PE5RUZHMiIleOrCchVEUBYfDgd1uf6yaJJFIMDw8jE6n4/XXX2dsbIylpSWKi4uzAqRgMEg4HKaoqIja2lpJbv2Hf/gH3n33XbZt20ZJSYncPhwOE4lEZNlHdOkV11L4jwi3W4fDwezsLOXl5TJoTqfTBINBlpaWqK2tld2eRXCoKAoVFRVYLBZKS0tXZZRmZ2clkRuWS24WiwWj0fjEoCXz3Jw7d44DBw5IX5qci2oOnxReduajAvgs8BfAL6uq+qMV2+wGLqmqWqAoioXlLMMfPcfgvwL8F5Ylth8B32A5kNmiquqkoij/GUBV1X/xaHshtf0r4D8Bh1iW2v6SkNo+2k4BBoHLmUqajPf/PfAuMMUy5+N3gaMsBzGTzzr+jO9bt+AjGAzy13/916TTaQYHB2loaMBsNpNIJJiYmMBsNmO329m/f78kIopgY2xsDKvVSnV1NWfPnmXv3r3SPKujo4OioiKWlpaYm5tjbGyMYDDI/Pw80WgUq9XK6dOnyc/PJ51OMz8/z9WrV4lGo+zYsYPy8nI54cBytqC7u5vFxUVCoRAnT55EVVUmJibIz8+nrq4Op9OJ1+uVq+tgMEhtbS0jIyNSXrtjx44sb4ru7m4aGhooLCwknU7T19dHfX09FRUV0mlz7969zM/Pyzq9z+eTHYD7+/vlgz6VSjEyMiJ728zPz8sVrKIoRKNRJiYmJBFSGLV97nOfo6ioCEVR5INckG1F92DhbLq4uMjWrVvJz8/HZDLJvjqiw24wGJSma+JziqJQUlJCZWWlLBVdunSJhoYGioqK0Ol0hEIhent7iUQiOBwOwuEwdrudtrY27HY74XCYmpoalpaWGBkZwWq1UllZSTqdZvv27ezcuZPh4WE++ugjzGYzdXV1uN1uHA4HWq1W9q3ZsmULWq1WKpmmpqZkqS3j/paqKJHpsdlsUgGkqioNDQ309fUxPT1NcXEx+fn56HQ6eb8WFhZSUFBAIpEgEolIGfLS0hJTU1OUlZVRVlZGQUEBWq1WZhxUVSUajXLmzBmpvBKNAA8dOsS2bdvkuRb3ZigUYmFhgUQiQSKR4OHDh/zd3/1dFocjGo1SUFBAZWUlsViMaDRKY2OjdPO12WyMjIzQ0NCAzWajoaFBck7eeustGfhEo1F8Ph9XrlwhHA6zY8cOSdpdXFykoKBAZqAyA6bFxUXGxsZwu93y3giFQpSVlbFnz541sztrIZVK0dnZycaNG+nr68NgMFBSUiLVZ3v27FlXmXAOOQi8zODjNvCmqqoeRVF+Hfg/gL9k2dRr6lG24G+AWlVVD77IAB7t59dYVp5UshxY/A+CA6IoyiUAVVWPZ2x/7NFYhMnYv1MzTMYebfMacAHYp6rq7TX2+T2Wg40SwA3cBH5XVdW+FzyGdQs+EokEXV1dwE/ksm+++ab08JiZmeHy5cvEYjFMJhMzMzOSIKfRaHjvvffw+XxUV1dLC+75+XkikQhNTU0yi6LX6/F6vezcuZOrV6/S3t4u+RkWi0UGKVVVVRQVFeHz+WRaH5CqCZvNxu7du+ns7GT37t3odDp8Ph8zMzNUVlZKBUEikeDu3bvs3LmTmZkZvv/971NWVobNZqOyslJmeEpKSigtLUVRFFnDHx0dJRKJUFxczLFjy9W4VCqF3+/POnd2ux2r1cqlS5cYGxvjs5/9LMFgkPfee494PE4gEGB2dpaioiKpBFEftbkPh8Ps3LmT/v5+rFar5DcIx0+tVisn1uLiYtllOFOuDMtk38xJTpBxjx49isFgIB6Pk06ncbvdDA4OMj09TV1dHcXFxVitVlpaWnA6nQwPD+PxeHjzzTcxGAyEw2HOnz9PZ2enrPdbLBa0Wi0tLS1EIhGuX7+O2WwmnU5jtVopKSmRk51YEQuVkl6vx+PxSOmy+qg/UCgU4u7du6RSKekNkxmEiXt0fn6eWCzG6dOnSSaT7Nu3D1VVeeedd3j48CENDQ1UVVXh9/uZnJwkEAjIwAygpKSEgoICSktLMZvNMrBTVZWCggK8Xi+tra0yg5FKpfjoo484dOgQO3fu5Lvf/S6HDh2SJZRMm3xAqmAyr8Obb74p///+/fvcunVLNjZsbm4mlUphs9moq6vj9u3bOBwOvve97/Haa6/JktjIyAiqqq4yHhN8nkgkIv1mzGYzRqNRNj8cHR2V10Kv19PS0iL5N83Nzej1evr7+7l165YkZRsMBkKhEA6HQxKaMyHKR2fPnqWjo4OKigq8Xi+zs7Po9Xrm5ubYsGFDFjdEXEvlkadNZWUlBQUFzMzMUFFRweuvv772wymHHDLw0oKPNXa0F/i/gN0sS1T1gAH4ovoCzqY/S1jP4CMcDvOjH/0kwZRKpTh//jwNDQ1SpbGwsEB/f79MJff390uFSTweR6/X8/Wvf53m5maGhoa4e/cuJSUlXL58maKiIvlQE74SImWeOYmKCWjfvn1rjlPwTV5//XX8fj/37t1jaGgoq3eMgNfrpbe3l/n5eWpqarh58ybNzc2YTCY8Hg8LCwvodDo2bNgg9xcOhykrK5NOrsK7wul04nQ6Za+VzIexWCkajUbOnj1LV1cXBoOBYHC56rZ9+3b8fj8dHR1otVqGhobQ6XRs2rSJUCjEnTt3iEQiJBIJioqKpJxTWL5HIhF27dpFOp2mvr5+TQKrIDOK8RiNRuLxOB988AEHDx6ktraWRCLBxYsXWVhYoL6+ntLSUhoaGrh48aJcuW7cuJFgMMj9+/exWq1Z90NBQQHd3d2UlZWxuLiI3+/H5XKxefNmmdoPBAL4fD6pyhDBhSCBplIpEokEc3NzUlar0WhYXFykqKiISCTC1q1bMRqN2O32LBt08V16vZ5EIiEDzIaGBlRV5c6dO3i9Xo4ePbqqBAfL2ZOhoSFisZhUo4jvXVxcZGZmhvr6egYGBlAUhc2bN6PVauns7MTpdFJSUsLu3bu5ffs23/jGN0gkEszMzMgMmpAhJxIJNm3aRG1tLUtLS1RVVREIBCgtLaW9vZ10Os25c+dobm6mr6+PgYEB8vLypOpFGObduHGDt956C7PZTGlpKT/60Y/YuXOn9GIRuH//PktLS9y9e1c2SaytreW1116TJdD79++TTqex2Wxs2LABjUZDZ2cnDQ0NWZme0dFR+vqW10IGg0Fmk0TfJHFPRCIRZmdnicVihEIhampq2LBhA9XV1cRiMdLpNA8ePKCtrY3JyUnZU6msrAxFUZienubevXvMzc2xdetWhoaGaGpq4tChQ/j9/lXZl8LCwjVLsDk8O0RWrpdBkwAAIABJREFUM5N8/rzQaDS0tLRkPRs+aXxiwUfGDjcABwEdyyWXf7Y9XQTWM/hIJpMMDQ1lvebz+ZicnJTM/oqKCgwGg1S9iB4tgvjm8XgYHR0lHA5TVVXFqVOnGBwcZNOmTWg0GkZGRsjPz8fn83Ho0KFVY0gkEnz/+9/n2LFjj03ZxuNxWltbGRwcJD8/n82bN9PV1UV1dXUWFyUWi3H9+nWOHTvG1NQUZ8+eZceOHVl23iK7cfXqVaxWq5SRjo2NUVpaKn9ger2e8vJySkpK0Gq1eDweKisraW9vz2oOd+PGDSwWizTSEp2ChdJjcnKSffv2SZ7Du+++y5e+9CWp1njnnXfIy8vDZDLJzMHIyAhVVVUsLCxw/PjxVT1JYrEYPT09zM/PY7PZKC0tzXpwu1wuWSJyuVw0NjZKEqzf72dkZIRgMEhpaakMBM1mM2azeZVJmMgsTU1NSZVKYWGh5GaszHhUVlZKZ1RYNrMSZQoxxqKiIilrbWlp4fz58wCyO++WLVtkcHr//n3y8vL4yle+IvvEqKrKiRMnyM/PR1VV/umf/gmdTscbb7yRdZ56e3u5f/8+FouFdDrNxMSEJPiK708kErjdbk6cOIHb7WZ4eJgdO3Zgt9sZGRnB6/VK/5hUKiV9aMTEbLPZ0Ol0cmIWQXlxcTFf//rXKSsrY2xsTJZluru7aWtrw2Qy0d/fT39/P01NTTKD1dXVhc/no6amBp/PRyQSYWhoiJqaGlkm02g0MqirqqoiHA7jcDjw+XwyQEskEhQXF6PRaEgmk4RCIXn/i1KWoiy3GMjPz5clKFgOOiORCHq9nr1792b5v0xPT7Nr1y5MJhM9PT1Sdp9MJmXrAKPRKJ2CxTUVRnKbNm2iqqqKkZERFhcX+cEPfkBzczOtra20t7dTWVkpr19fXx8ajUYuCnJ4dogSWTgclv4zLwpRog6FQmzbtk2W1z9JfOLBRw6rsZ7Bx1rweDz85V/+JW+//Tbl5eW8++67lJaW8s477+D3+2lsbGTLli1yBSnQ2dnJwMAA+fn5bN++Pau3iJiki4uLZTMzgZ6eHjQazWMbYKmqit/vx2q1ZqV00+k0N2/eZP/+/XJiu337Ntu2bcNkMnH9+nX6+/v52te+BiAf1uKfxWKhp6eH48ePS0+OGzducOzYMRlwrITD4aCnp0d6hszMzLB//35p2iXQ3d1NMpmkqKiIa9euyX0NDQ1RWVlJR0cHi4uL2O12kskkHR0dktwbiUQYGRlh69atpFIp7t69S2trq8wyLCwsMDo6yvbt2zEajYyPj+Pz+di6dSs6nQ63283ExAQzMzMcP36c48ePZxmkXb9+nbKyMkpKSnjw4IHsNBwMBpmYmKCqqopgMEgymSQWi+FwODCZTMRiMdnQz2KxSLfQTFm0MLMCpG9GU1MTp0+fRq/Xc+vWLWnDf+XKFTlJCvOxgoICFhcXmZ+fp6qqSpbDAoEAqqrS2NhIKpVicnKSwsJCyUUCOH/+PO3t7VKKK1RWBQUF5Ofnk0qlmJmZoaGhgWg0yqZNm6RvytTUFHNzc3zxi1/EaDRy+/ZtWltbpaRZSGbv37/Ppk2bKC0tlWoaweeorq6WE7TT6eTSpUu0t7cTjUY5evSoDJKnp6c5d+4cBoNBlv6Eq6v4vChJiKAuHA5L8nNtbS0Gg0ESjs1mMwcPHsRutzM1NSV5UJmE10yk02kmJyeZnJxEp9PJayDaBBQWFmIwGGSp7N69exgMBjZv3ozT6ZRlQHG9kskkJSUl1NXVSeLv4OAgDoeD0tJSWf4SJadMl1XxuxTnNRwOU1paSlNTU1YgXlFRId1YhRz5RZBKpaioqGDLli0v9PmfBqiqyvj4OENDQ+zcuXNdAwURhDidzlXvCS6UwI4dO9Y1U5ILPj4FrGU69rLOZSQSkVbR3d3dmM1m2TBOSAlFUCIQCAQk12D//v2SFJo51kQiwdjYGKqqYjAYKCsrQ6fTMTU1RTqd5ud//ucfKwO8ceMGOp0uq0wj4Ha7cblcbNmyhe7ubmw2G1arVcpeLRYLR48elSs8nU4nCY+KorC0tERvby8HDhyQPI3Lly/T0dGxpgJAOK/Oz88Tj8fJz8+nv7+fhYUFiouLs1Qmc3NzcnuA/fv3E4/H2blzJz/+8Y9pbW2loaFBTr4/93M/h1ar5fr162zbtk1mgVKpFOfOnWPnzp1MT08Tj8fZt2+f3Fc0GmV8fJwLFy4QCoUoLS2lvr5evp6JWCzG1q1bycvLo6uri2QymRVkpVIpFhcXOXHihAzIlpaWKCkpkVLcta7B4OBgVvA4NTVFb28vGzdupKenB6/XS0NDA9XV1bS0tDA+Pk4sFpMrWlVVOX/+PCdPngSWA+Du7m6OHz8ux33mzBnS6TQdHR3odDr+/M//nJqaGn7t134NRVGIxWL86Z/+KW+88Qbnzp0jmUzS1NQkMwOdnZ20t7cTj8fp7+9HVVV27tyJ2Wzm7t27NDQ08O677/KVr3yFVCrFhQsXpLfL3r176enpIRaLodPp2LZtW5bkVBjXtbW1YbFYJPfkb/7mb6ipqaGhoUESqw0GAzqdjpqaGk6dOsXc3BzhcFgSg0tKSnC73dy5c4dNmzbJ/UQiET788EPcbjc1NTWYTCa2bdtGX18f3d3dbNy4kc9//vMkk0muXbvGvn37JL8oFArJICsUCtHU1ITVaiUWizE4OEhVVRX5+fmMjIxQWloqgxfhjzIwMMCVK1cwmUzY7XYZOKVSKUwmkyT11tTUyN9ZMBiU5GyRUfN6vcRiMQwGg+yyLNRnP/zhD/mFX/gFRkdH8Xq9slSjPnL0bWtrI5lMyqxgJsfmWSEI8/F4nCNHjkh33CdB+OcIGI3Gj5VF+LgQ5b5MCFm8eO5WV1fT3Nz8UpRIMzMz8lmbOaZAICC7bb8M5IKPVwDrmflY2dtldHRUyiO7urrw+/0oikJ9fT1utxu32y0j2omJCfx+P2azmeHhYdra2tbMFsBy6j2VSuF0OmlsbMTr9bJhwwYePnyYVcsWNeiRkREAKa3MTMWuxMjICLOzs2g0GsrLy9Hr9UQiEWw2G8lkErPZvEp2mEgkaGtrIy8vj+npaVRVlfJSQRptbGxctS8RxGi1WhYWFvB4PJSVlWG321cRJTMhvE9SqRSlpaUyOyACjKmpKerq6mhsbGRkZISWlpasMko6nWZsbIzi4mLsdrs8V7BcHrJarVit1izb78dB9O9pbW1dc2UyMTEhJ0fRdXjl+VuJ+/fvU1xcnKVaUVWV7u5uXC4XN27cYHZ2lq997Wvs3LmTM2fO8MYbb2QFa2fOnKGsrEy6r05PT8sMBSyvum7duoXdbpf3yXvvvYdGo5EGdjMzM3g8Hk6fPk15eTmHDx+moaGBK1eusH//fpmt83q9fPTRR6TTaU6ePEkoFGJ6eprKykr+4A/+gNdee43KykrZqK+6uhqdTkdXVxf37t2jo6ODeDyOTqeTHZ3FeATZ+uLFi7L/zuTkJJFIhIKCAulbEwqFqK2t5eDBgzLL4/V68Xg8xGIxvF4vk5OTtLe3U1VVJYPhoaEhpqamKC4ultequLiY2dlZnE6nbBQoegsJlU1+fj42m02Sp4UDLixn08LhMBaLhYWFBQoLC2lpacm6r7VaLY2NjeTl5cnuz/Pz8/T09Eg+j9PpZOvWrRQVFUmOVCqVwufzSSdcQWgW/YlEEKPX65mamqKwsJDS0lLppwM/MRJsamqipqaG+fl52dFYkLmFESJkk1xXQqPREI1GcTgc8jcjyNTi/UzE43GpGissLKS8vJyioiJMJhO1tbU0NjZ+Yk371Ed9eoQ6TiA/P5/a2tqXqjQSmWWNRsPu3btXnVu/38/Vq1c5cuTIU58XL4Jc8PEKYD2Dj0gkwj/+4z/Kv7u7u2lvb0dRlh0fb926RVNTkywptLW1MTg4iE6nk6slj8cja99PQ09PD+3t7XR1dZFOp2UKNZVKEYvFiMfjDA8Py0lxZmaGlpaWrKZtKyE4J5kp+MLCQjZu3Eg8Hqevr09aowuIiUw0crt79y7t7e2YTCa6urowmUxyEnwcamtr2b59O3a7/bFBl8Ds7Cxnzpzhq1/9KoqicOHCBU6cOCHfHxgYIBAIMDExwf79+1+anfXIyAiTk5McPXp01QolmUxy4cIFDAYDAwMDnDx5MmvSexJUVeWDDz7AaDSuaq4mJLdms5mLFy9KKbLVakVVVSwWC5WVlWg0GmKxGIcPH6apqQmTycStW7eora2VfBUxRtF4LRaL8eMf/5h4PM6dO3ekkmVsbIzdu3dLQ6+6urpVvJlwOCy78+7fv5+lpSUMBgP5+fn09vZSX19Pb28v8XhcGumlUim5wtRqteTn5xONRqVaqaCgQJYJGxoa0Gq1GAwGGhoaqKmpQVEUFhYW0Gg0sj2AcMld6zedTCZll+fMzN/S0hLhcFies4WFBWKxmMyi5eXlySyNIPtqNBr5PXq9XiqRtFqt9JFJJBKyrBmJRKRXinDEjUQi6HS6LEOzdDotJ36NRoPX65WBR+YxRaNRwuGwtOHPNMETbQEUZdnaP5VKodPpyMvLo6SkBKPRKEmu8Xgcm80mS0/V1dUYDAaZ9hcGhLFYTJbrNBqNLGvl5eXJ/blcLrkvk8lEUVFR1gQuCNCNjY2yT9DY2BjRaJQNGzYwPz+Pw+EgEonwxS9+kcOHD8sGhi8j63Djxg1qa2vXNdhRH/XnCgaDxONx6VoslGKANIzcuHGjLOeJDGtmVkiQ29va2tY9IMsFH68A1jP4SKVSTE1NAcs3zr1796QC5Pr161y7dk3yH3bt2rVmZG00Gp+5rnjjxg0OHDjA/fv3cTqdkiAopIKCq3Hy5EnOnj3L6dOnn2rp/NFHH8n0+Vo4f/48n/nMai+6UCjElStXOH36NOFwmO7ubrkyFi3h1wuqqnLt2jVpFDU5OUlzczObN2+mpqaGVCrFhx9+yI0bN/jFX/zFNTuoqo+avXk8Hlknf9K5EQ/51tZW+Vppaelj692dnZ3U1dVht9uZm5vjzJkzbNmy5ZlY8m63m/7+fhKJBA0NDZJ4Wlpayvz8PJ/5zGekBPp73/seFouFY8eOYTAYuHDhAocPH5b/v2vXLsbGxojFYhiNRkZGRjhw4ICcfO/du4der5fZMK/Xi8vlYs+ePUSjUbq7u9m6dSvvvPMOGzZsYP/+/WtmsQDpmXHlyhUcDgdVVVW0trbicrkYHx/n5MmTMqtWUlIiuQdOp5N0Os309DTJZJKqqqosHoJWq5Xdeq9fvy7LLuK6zM7O0tPTQ0tLC9XV1QwPD2O32yVvRJBbYXliHh4ezprQRNC28j4R2cWRkRE5sQu+TiAQkJO/CDoEEVUETsIbJZlMYrVaiUaj+P3+LNM3WA7uhX9NPB4nFArJbUQAITKEor+R+Ew6nZbbixKo2WwmLy8PvV5PNBqVqqp4PC4DGLEAEVwkISE2GAwyQyM4UyKgEAGOwWCQ/kWiZCHcfkVTQFEiTafT6PV6GXCKUkambFxkb0wmE1arNSsoNZlMlJWVySDIZDLJMq+iKHJsoo2BCAThJ+UL0Z1aKL0Eb07464hzK2AymSgpKZHHLBYWPp+P6enprMWdaISo0+mIRqO4XC5sNhsmk0nK8gXPKzNgFEGgCOSEaZ5Q7GWOJxwO83u/93u8/fbbT312PCtywccrgJdFOB0YGKCgoICamhri8Tjf+c53MBgMWK1Wmpub2bp16wt9b+ZYr1y5wq5du2Sp5+TJk1kr63g8zs2bN0kkEnLl+jQ8LrgQuHPnDs3NzWt+l8fj4cGDB5w4cYLvf//7VFVVcfTo0ec5PGC55j87O7sqwyJw9+5d7HY7dXV19Pb2UlVVhd1up6enh9nZWXbs2CH9NhYXFyVPZSWKioqw2WxcvnyZ9vb2pwZ9N2/epKmp6anbCYl1Ziv30dFRfD6fLEetBa1Wy8DAAHq9nt27d+P3+/F6vaRSKebm5mSTvEwVhSDKXr58mWPHjpFOp+nq6uLw4cOS5yCCwEgkwsTEBLdv32b//v3cuXMHi8VCb2+vVDDl5eVRXV1NKpXi8uXL0sVzYmKCxcVFFhcXCYfDa3JW/H4//f39zM7OcuTIEXp7eykuLpb7F00ARYO6WCxGJBIBfpLSFwFlJjLveWG0lp+fL43OotEosViMBw8e0NjYKEs3brcbu90uuTsiYMnLy8Pv90tir/hel8vFxo0bcblcMhMiShmhUIhIJML27dspLCyUJUhhWDczMyOzJULubDabJQFZSNKFl47P55OqJXEMgJzcBSFUeMtEo1GZPRTnQ3xfMpnMIn8LSbZo6ldQUCB9asTEJrhjmQGYmEzFhCuCjUx1ldh3MplcZeSXSV4X+xBusolEAlVVpSGe4EeJMYvjzrwXxJgEzytTmZQ5lpWZUsFtEe8piiKdi0VTShGsCWg0GhkQrTxvgLw+4rhEECiCYqG+y8vLk54xgnhst9vleyJjGI1GicfjchEgAivRuVkEhqKx5W/+5m+yf/9+1gu54OMVwMvifHR2dkq56NmzZykvLyeVSrF169asksbTkE6ncTqdsgtu5g9+amqK/Px83nzzTTwejzTuElbdU1NTmEwm9u/fv+akl0qluHjxolz9ptNpxsfHZT8SAUVR6OjoAJBW6N/4xjfWLI/MzMwwODjIwsICzc3Na3qHPA0ffvghqqpy+vTpVefJ5XIxMjLCwYPL3ngXLlzgtddeo7u7m2AwKJ1RJyYmOHr0KD6fD7fbTUtLC4qiSBmkeBDdvn2b2tpaKioqCAQCeDwemfZeue90Os3t27eli+XjIFbeK0tnwtPhcZiamuJXfuVXXijFGo/HuXjxIjabje7ubik3nZ6epqKiIuuBPjo6Sk9PD2+//TbV1dUMDQ1RUFCQ1UPn5s2bq3gst27doq2tDZ1Ox/DwsAzqxsfHcbvdFBcX097ejk6n40c/+hFLS0tUVFRIU69kMsnVq1exWCyy3w6wit9jNBppa2ujqKgIo9EoM4oiIBgaGpIlD61Wy/z8PEajkdHRUZn6D4fD7N27l1u3btHS0kJJSUnWPtxuN1NTU7JEI7xVfD6f5Gl5PB4KCwtlBmByclKuovPz8+VvREzOHo9H+sOIiUN02A0Gg0QiEXnMIisRiUTk/Za5QheZmszVtyj7xGIxycsQYykoKECv18uJV0z6mV4iIrsRjUalPwwgy1mKokh/GVHuMxqNVFdXSwmwoiy7C4uSmtPplKWddDotMyAr1XAiK5JplpdMJuXqX1wzMR4xsYtxigBMnA/xvjhWAZElE5O3cOMVQZxOp5PBQ6Z/jsjSiOMQHB6R2RL7FN+fOUYgSwEnODciQBUdtkXXa3GcIgOTmQnLDNq0Wq3M5nzrW9/iy1/+8nM/Fx6HXPDxCmA9gw8RqafTaS5fvsxrr71GT08P9+/fl74aokX8c4yP8vJyKisrV31O2HOLzpxnzpxBo9Fw6tQpYHliPn78+Jo8g9HRUe7evYuiKPzCL/wCWq2W0dFRtFptFtER4OrVq+zZs0cqaP7u7/6OYDAoszeKolBQUCB7vPh8PiorK7l48SKnTp16rnqtw+HA4/FgsVhIJBLSHRaWJ68PP/yQN954Qz54Ll68yLZt2yRpL/O8+Xw+HA4HV69epba2lsLCQrnaDofDjIyMYLFYZCZDkGnXkh4Kcmt1dTUDAwNreqzEYjGp7BBKk2fF1NQUN2/eJB6Pr+pw/KwQxNFkMklXVxc7d+6U9v3l5eWyE66Qa7rdbkn0HB0dla66brcbjUYjybgC6XSa3t5eqdxwOp3S4VXY91utVjwej3TgHRsbyyJBi065mX+vzHSEQiHJHxEkz7KyslUKLqHyEYGlkCYLhdbdu3fZvHkzxcXFcuUqzpPZbJbGaE1NTZSWllJWViZ73jidTkwmE1qtVgaSiUSCv//7v6eyspLKykoZgAo1Vn5+Ph0dHbIf0ezsLB9++CGtra1s376dmpoa7Ha7lJKnUim6u7uljHql6kJMTk6nk56eHtnzR5yPQCAgXXXD4bCcNDOzEYqy3KNGkKzn5+dpa2vD7XYTCoUwGo0Eg0H5t8FgYH5+Xl4jUQ5QVVXa7MNPXJKNRiP5+fnSyVZkMcREbTabKSsro6amRvrZiG7QopGgUN+JLJEoPcFyRkAc28qsCZCVGRFBmzh+MZGL1zObNWae40xklvhE8CM+B0gPHxGkiABHBNBi35m8ncxACJafTZkBkxhPZlkoc2yKovDVr36Vb3/726wXcsHHK4D1DD4CgQB//Md/TEFBgWR9j4+PEwwGsVqtnDp1iurqaulr8XEhJl9Btnz48CE3b96ko6MDVVW5e/fuKidHQLZyj0ajfOYzn5E3/6VLlzh8+PAq7sP8/DwLCwtZ7e1FgzlhyCWkgEtLSwQCAWA5kIBlqdqz4vbt25L9vXL8Dx48YOPGjfIBuLS0xMLCAktLS2zbtm3VuEXdv7CwkPfffz9LzhmNRqmvr8/icDwNZ8+e5dSpU9y5c4fq6mqZKXA6nZLIOD4+jtVqzTJrexJUVWVoaIhUKkVra+tjr9nzQgRWwqdDNCusqqqisrKSzs5OFhYW+NznPseGDRtwu91YrVby8vLo7e19bLlMVZc7Lh87doxYLMbVq1clVyKVSrG0tCQn2AcPHlBTU4PRaJSBjUA4HKa3t5doNCr9WUSaOpOfMTk5SSgUkpkZUUvv7+/Hbrev+i319vbS2tpKS0sLP/7xj0mn05KQuxYWFxdlE8RMiKxKIpGQhM4HDx4QDAY5dOhQVjADUFFRkWW+J5BMJnnnnXfkMYrficfjQafT0draKu/bRCIhzezcbre0WzebzWzcuFFmFebn5xkdHZUZmy1btrC0tMT8/HzWilwEoyJ1L/gPIkslMkviOOPxONFoVHrUiHMnZPMul4tIJEJRUZHsFyXUMZkTdKbXjOBjiHYIIjgS+wRky4TMcomYyEWwkEgkZFYyU3JvNBqzOjaLc56pqlnZa0eUbUSwJPgt4hjE94gAQQRSmQGMGGdmuUhcx8wAR2TFBKlYBC2CwyJKUmLM4vyIcyHG+lu/9Vv83u/93pr38IsgF3x8CniZPh/C4fTb3/62bBKmKAqf/exnuXbtGocPH+bu3bucOnXqqYqOZ4VQegQCAb7zne+QSqX41V/9Vebm5vD5fGtOrk6nk/HxcY4fP56VlXgc30Nd4RsByz/MDz74QGYh1oKqqpLo+iyYmJggEonIMQvrarvdLnvEiAAIlgOV+vp6hoaGOHLkyDPt4+Pg/v371NTUUFJSwvvvv8+ePXt48OABdrudjo4OWWJ71v4ayWSSy5cv09TUJEmcK7NMLwqhmMmU4MIyae7SpUscPHgQrVbLpUuXJLdkYGCAzZs3Z5WVMlPTIhUdi8Xo7u5m9+7dWSUCgeLiYqqqquju7qawsJD5+XlpaOV0OhkbG8NoNMpVu9vtlullMXGuzJYFAgEcDgfRaJR0Oi09QFZCqJwcDoc0ikskElK+KyZi+AlnQqz8M6HX66XEUajGRGbE6XRKInAmxIQxPDzMxMSErOen02k8Hg+AVJJkqlPEeRZpdrPZTDAYxOl0snnz5qztRPdis9mM1+uVnJSGR/14xLUS18RoNLK0tCRdYhOJhHR7DQaDVFRUrHr+zczMsLS0hMfjIRgMSov4VCpFNBplaGiIoqIiCgsLVyl9BL9CuAyLbI3dbs8id4qOxE6nk+npaaxWK4qiEIlEZEATDodJJBJEo1HZsdhgMEgyrbg2gUBA9nESJRZRFhKTv7gOyWRSEmALCgooLi5GVZeN7PLz89mxY4dcOAQCAUZHR5menpZNFRVFwWAwSF6QcCYWbtWKomQRX1cGRSKYzcwSCX5NXl6ebLwovFxMJhN6vZ7f+I3fWDO4fVHkgo9XAOuZ+UgkEly4cIHZ2Vl+6Zd+iXv37qGqKnv37uXGjRscPXpUtncXHIqPi0uXLskVUSAQYPPmzUxOTtLb20tLS8uaJQSTyZRlrAU/8at4HKnp4sWLHDlyJCu7MD8/z9TUFHv37n3s+B48eCAf+o8rv4jadGdnJ7t27ZLbJRIJ2QdHUZRVrq2XL1/GaDTS3t4uV+0vE4LTc/z4cXw+HwMDA1lWy729vdI1MxaLceHChSeaLiUSCfbs2ZPlbutyuZifn1/V/OxFMDMzQ09PT1Ygk0gkOHr06Jomc93d3dJdNBOZpENxbSYmJvD5fKtIwaIEMTY2Rjgcpq+vjxMnTnD58mUcDgcHDx5kw4YNRKNRGcytLPMZjUaqqqrWHCOQtfJcC+fOnZOZKFGfD4VC5OXlYbVasdlsUkqaqZoREKvNzHu9rKyM2dlZlpaWmJiYWKVy8nq9dHZ2MjY2Rnl5uXTRFb4qz4Pe3l4sFovsfvw4n4fZ2VkGBgaIxWLSmVVMsMlkkoWFBVlWEpLOaDTKtWvXmJ+fl0qjgoICOjo6yMvLw+l0Ul1dzfz8vJQULyws4PV6KS8vJxAIEI1GuXnzJoqiUFlZKbkKImAVgZvZbGZ6epqioiIWFhYwmUyym3UqlaK2tha73S6bRmYqnUQpRlEUaecvMg+COyMme8EXEYo0u91OKpWS5R0BvV6P2WzOCqzF9bbb7cTjcTwejwwSYrGYDL7F/SOyTYWFhfJ5o9FoaG1tZceOHZKXY7FYpIJJZIZF/yzR+VkQ5cU2QnkUCoUkgVcETiubXn5c5IKPVwDrrXZxOBz4/f6sjMPY2BiKosjV7ZkzZ9YkU74IhM9BKpXC4XDIyeBpqpWVELXnxyk5JiYmSCaTq9Ln165dY8uWLWvKWWF5svuTP/kTfud3fifrdTFJiZLD0tISiqKs8uTo7Oxk69atq4KodDrNnTt3UBSFvXv3ypUSIOv0L8Md8ObNm48lnI6Pj0u587Vr19i2bdtzGwRdb/lxAAAgAElEQVStlWX6pCCatT2r3XZXVxf19fVZJQ2xgt+yZQt2u5379+8zPj5OS0sLsViMkZER2Xl49+7da+5LkCSFNFSkqNca78TEBAMDA1JN4fP5mJ+fl0Hd0tISMzMzGAwGOTGL0k5m+j3zGZBJzs3cV0VFBWazGafTKaXsme/n5eVx4MABqWhwOBw4nU7ZDPFpSCaT3Lt3TwYLyWSShw8fsmvXrjWDLRHkJJNJ3nvvPcbHx7PIqSLQyvx+vV5PW1sbdrtdykZnZ2e5cuWKLJdoNBqampqygq+lpSWuXLkiSy7Nzc1MTEwwOjqKxWKhqKhInsd4PI7f75cBglB5hUIh9Hq9ND1bXFyUE/z8/Lwk0658LmbyKUTmQZSNBC9D+I2I7JwwyxPKEbHAEcoioTbJLMcIiEyFMBsUELb9mzZtWhXQj4+PS6M1USITiMfjOBwOyU0SKqbMMo6AMI4TnxNB8Ntvv73q2ftxkAs+XgGsd/Ah3B8zb77Lly9z6NAh+WMeHx9fRaZcj/3u27dPEsh6enqeS5p1/vx5Tpw48cTsxKVLl7LMvGD5gfb+++9nWcTDskug1WplYWGBiYkJmVaFnxDDKisraW5uRqfTcebMGV5//fVV+xdGRCtTjjMzM3R2drJ///5V+06lUtK/Y70xNzdHIBBY89qJ7Ivf75dy1xfB1atX2bt372NX/q8KUqkU77///qrAMxaLMT4+TiAQWDUBBgIB2awNkDLFx/0GhSQ08/1oNCq9QWpqamhra2NhYQFVVamtraWyspK+vj7Kyspoa2tblyA/E8lkkjt37mQFFEVFRbL0lgmv18uNGzc4cuSIJFGLDrpCcSECZ5HlW9mrqbGxcZWp28tAJBJh8+bNq/aVTqcleb2ysnLVMfb39+NwODh8+PCa5cJ79+6RTCZl+STz8+FwmIcPH9LR0SHdap92vRKJBD09PQwMDJBKpcjPz5eNHEWQmqkUEd9nsViw2WzS/Cyz+V8mRNZmLQgL/bX8elRVZWxsjHv37mURf0Wpq7y8nMbGRjQaDWazWZbfRAlOBEiiPYCw2p+enmbHjh3rxhWEXPDxSmC9g4+1Mg4rXxOkvWflBjwNK1fL9+/fp76+/pn7NaiqyoULF56aKXlcgCKIgpnfFwqF8Pl8nDlzRrq8Pmn/mzdvfqzt+4cffrhKNXP16lWWlpb4/Oc//yyHuG5Q1WVLZqEoWgvnzp3j6NGjL9ywy+l04nK5XtgL5pNEJvlvLYjU/+PQ3d0ta97PCoPBQG1trcxs6XQ66urqVhGOx8fHGRwczLKC/zSQSCS4du0ag4ODhEIhNm7cSGFhobyf9Xq97C2zMlsnShyiL8+ngY8++ohNmzY90d8mFApx/fr1NbONqrpsJb5r165V1ygej3P8+HHZZ8bj8TzxWSEmfdE+Yb24c58E5ubm6O/vl7yQx0HwqmDZk6aurk7a/K8XPk7w8WSbyhw+FSQSiVXuj9FodNWNJsoL09PTq8oMws75eSB6mQgsLi4+l7+Gx+N5bNfOTFRXV+NwOFb5UOj1+lUPHdH59Pjx4x97Em1qaqKnpyfLh2J8fFx6fXySUBRFyonXmtDm5uZks7AXRVlZmXQWfdWRyfZfC1VVVVnXLRPCV+XYsWMvZWyNjY3U1tZy586dJ/qrfBJQFIUvf/nLz/Q7y4SQ+4ZCoU8k+7ES4+Pj5OfnP9VYLz8//4kB+Y4dO+jq6pIqKmGcNzU1xdWrVzGbzWzatImtW7eue6bqVYGQaIuS35OQmbF51ZALPl5BqKqKw+GQElPgsSvYzZs3c/78+azgI5lM8sMf/pADBw48F1FtdHRUPsBXdlZ9FoyNjT2T5HTDhg1cv379qSZYQgL70UcfsX//fkZHR59rPGthZmaG6elp+bdGo3lhP4yPi61bt9LZ2bmqrKKqKg8fPnxmdc/jIOragrX/s4qbN2++kAPu80Cn03HgwIGXuo+XjZ07d3Lv3r1PRNGViWAwyMjIyLrwj4qKisjPz+fs2bOSnFpRUcGOHTue2gn3Zw2Z5NyfRuSCj1cQiqKsMmaamJjA5XIxNTVFSUkJra2t0tXPZrPhdrultKu3t5fXX39ddm19llVSpmsgLJMAm5qanmvcoqPl06DX65/aIA6WLdjLy8uxWq0fWzIqsFJdkMkh+aRhNpul5DMzFTo0NMSmTZvWJT26adMmhoeHH9s75qcdY2NjT1S05PAT5Ofnk0wm6e7ufqn3vLC2j0ajKMpy76CVcvyPg127dq36zeTw04dc8PEKYq1antfrpaOjg8OHD+N2u7l06ZLkenR0dEgDokxTMFVV+c53viP7djwJfr+fnTt3oqoq169fp7i4+In9Q1ZCaM2fFSUlJSwsLDw2MBIPF4/HwxtvvPEzO7k0NTVx4cKFLDa8OOb1QEVFBb29vT+TwUcqlWJoaGjdOE//HHD48GF8Pt9L3YfoZ/Iyf7O5wOOnHznC6QviZZqMCSZ7JmpqaggGg8zNzXHkyBGuXLnCkSNHVpk4jY2NkUqlZLklEonIQOVpP1hh6b1169bH1tcfh7GxMYBnzpaEw2EePHjwWL6Fw+HA7Xbj9/tfekr900amTTgs+1M8rWvw8+DevXuyX8/LQiqVwmazsXnz5k8s/X3jxg2am5tXZQlzyCGHTwY5tcsrgPVWuzwObrebO3fuUF9fT35+/ipjpbUUHQsLCzx8+PCJktxUKiXtsJ+ldLISFy9e5OjRo89Vgzx37txjJ9nu7m6qq6s5efLkc3tc5PDpYGFhgcHBQSKRiGy493GwsjdFJoRZ1IvKkHPIIYePj1zw8Qrgkwo+YDmbcf36dbq7u7OcIX0+Hy6Xi+bmZvx+P0eOHJHeCQsLC09Nt9bX17+QodazSmyfB89rbpbDq4VIJPKx/VFEAL3yvwKiF0cOOeTw6SAntf1nBrPZLCfmTN3+hQsX+PznPy+bG505c4ZTp05hMBgoKSl5bnnes2J+fv6x3hovgmg0um4E0xw+HfxzUx7kkEMOz4cca+enGGazWVqBizbWItWt0+k4evQoFy9eXDcuyuMwMjKyrnLV8fHxVT4nOeSQQw45/OzglQk+FEX5NUVRxhVFiSqK0qkoyhPF6IqiHHu0XVRRlDFFUb6x4v1vKYqirvg3v2Ib5dF2s4qiRBRFuaQoyqcuCxB9DZ72r6amhqGhIeLxOPfu3VtlCGaxWNiyZQu3bt16qeONx+Prymyfm5tb10xKDjnkkEMOrxZeibKLoihfAf5P4NeAa4/++76iKG2qqk6tsX0j8B7wHeBXgMPAnyuK4lZV9b9mbDoIHM/4e2UR+reB3wK++mjbfwucVRSlRVXVwDoc2gshkUhw586dp26nqir37t0jFApRUlKypnNhTU0NHo+HkZGRdW0oJOD1etfVclpkaXK1/BxyyCGHn128EsEH8JvAd1VV/atHf/9rRVHeAH4V+DdrbP8NYFZV1X/96O9+RVH2Af8jkBl8JFVVnV/1aZazHsB/D/yRCFgURfmXgAv4ZeA/fcxjemEYDAYOHTr0TNvGYjEOHjz4xMm6o6ODDz74gA0bNqz7pD40NLSuHhIejycnncwhhxxy+BnHp152URTFAOwCPlzx1ofA45puHFhj+zPAbkVRMuUaTY9KKuOKonxPUZRME4pGoCLze1RVjQBXnrDfVw52u/2JDbcESkpKCAaD677/YDBIQUHBun3f6Ojop2Z3nkMOOeSQwyeDTz34AEoALeBc8bqT5eBgLVQ8Znvdo+8DuMVyOeUN4F89+sx1RVHsGd8hPvfU/T6GQyL/PekAXyaampqeqedJWVkZLpdrXfcdDofXXdUQCoXWNZjJIYcccsjh1cOrEHy8FKiq+r6qqv+fqqpdqqqeAz7P8vH+yxf8vm+pqqo87t+6Dv45UFhYSCDwdHpKaWnpugcfQ0NDTzQue168SDO7HHLIIYccfvrwKgQfCywTQctXvF4OrMnXePT6WtsnH33fKqiqGgR6AdHmdT7jc8+631cSGo3mqYZOoonZesLj8ayrd8jU1NRz9ZPJIYcccsjhpxOfOuFUVdW4oiidwCngBxlvnSKbPJqJG8CXVrx2Crirquqa7VIVRTEBm4GLj14aZznIOAXcydjmCPA/Pf+RfHqoqanB4XB8ohN3PB7/WPbZXq+Xvr6+rO62LpeLt956az2Gl0MOOeSQwyuMTz34eIQ/Af6Loii3gY9YVrNUAf8RQFGU/wygquq/eLT9fwR+Q1GU/8CyKuUQy/yOXxJfqCjKvwf+f/beOziu7L7z/dzOQAONnBORCBAECRAEGDEkGGaoGUvrka2xbFneerK0jnqr92ot6znV6lV5V1tPLq9Gz3a9LcuWXaXdkeTRjDya0QwjmANAIhA5ByKH7gbQ6Nx93x/QPUYTANMwDs6nqovs7nvPPX0bfc/3/uLPgFEgFfgLwAr88y/GUn+x/58qitIN9AJ/DriA//UEP+tjJy8vjxs3bjyQ+FBV9bFkvFy5coXq6uqH2icQCNDV1cX09DQJCQlUVVXJSpgSiUSyCXkuxIeqqj/6RSDonwMZQDvwmqqqI7/YJPeu7YcURXkN+O+spONOAP/xrhof2cBbrASgzgLXgX2rxgT4f4Ao4G+BBFaCVF95ljU+HgWTyYTFYuH8+fP33K6/vx+Xy/VIjeNWMzk5icfjeWgRo9Pp2Lp1Kzt37vxYx5dIJBLJi41sLPeYeJqN5R6V8fFxXC4XJSUljzyGz+fj/PnzvPLKK7IQmEQikWxiPk5juech4FTylEhJSWF2dvZjjXHlyhUOHjwohYdEIpFIHhkpPjYRJpMpIsDzYRkYGCAtLU3W4ZBIJBLJx+K5iPl4EVEU5ZvAf37W83hSLC8vMzY2Jp6rqsro6CivvPLKM5yVRCKRSD4JSMvHI3J30bFnPZ8HRafTEQ6H77mNFtcRGxuLzWbDZrMRFxdHXV3d05mkRCKRSD7RSMvHJiMxMRG73b5hcbBwOMy5c+eoq6tbt0uuRCKRSCQfF2n52GTcq8eLqqqcP3+ePXv2SOEhkUgkkieGFB+bjKSkJObm1q1AT0NDA4WFhbKlvUQikUieKFJ8bDIMBsO6fWB6e3uxWq3k5eU9g1lJJBKJZDMhxYeEUCjE0NAQ5eXlz3oqEolEItkESPGxCdHr9QSDQfG8paWFysrKZzgjiUQikWwmpPh4RBRF+aaiKKr2eNbzeRiSk5NF3EcgEMDhcJCWlvaMZyWRSCSSzYIUH4/Ii1rnA1YyXrQy6zdv3nzo7rQSiUQikXwcpPjYhGi1PjweDz6fj/j4+Gc9JYlEIpFsIqT42IRoVU4bGhqoqal51tORSCQSySZDio9Nit/vx2AwyGJiEolEInnqyPLqm5Ti4mKysrKe9TQkEolEsglRVPWFStR4blEURZXnUiKRSCSbBUVReNSEC+l2kUgkEolE8lSR4kMikUgkEslTRYqPR+RFLjImkUgkEsmzRMZ8PCZkzIdEIpFINhMfJ+ZDZrs8RhTlhSp0KpFIJBLJM0FaPp5TfmFJkWpGIpFIJJ84ZMyHRCKRSCSSp4oUHxKJRCKRSJ4qUnxIJBKJRCJ5qkjxIZFIJBKJ5KkixYdEIpFIJJKnihQfEolEIpFInipSfDy//N/PegISiUQikTwJZJ0PiUQikUgkTxVp+ZBIJBKJRPJUkeJDIpFIJBLJU0WKD4lEIpFIJE8VKT4kEolEIpE8VaT4kEgkEolE8lSR4kMikUgkEslTRYoPiUQikUgkTxUpPiQSiUQikTxVpPiQSCQSiUTyVDE86wl8UlAURZaKlUgkEsmmQlVV5VH2k+LjEVEU5ZvAf179mixVL5FIJJLNgqI8ku5Y2VcumI8HRVFUeS4lEolEsllQFOWRLR8y5kMikUgkEslTRYoPiUQikUgkTxUpPjYpPp9PxqhIJBKJ5Jkgxccm5fz584yNjT3raUgkEolkEyLFxybFYDDQ09PzrKchkUgkkk2IFB+bFJ1OR1RUFC6X61lPRSKRSCSbDCk+NjEVFRW0trY+62lIJBKJZJMhxccmxO/3YzQaiYmJwePxEA6Hn/WUJBKJRLKJkOLjEVEU5ZuKoqja41nP52FYWFggPj4egJKSErq7u5/xjCQSiUSymZDi4xFRVfWbqqoq2uNZz+dhcDqdxMXFAZCdnS2zXiQSiUTyVJHiYxOy2vKhKAopKSnMzMw841lJJBKJZLMgxccmxOVyERMTI56Xl5fT3t7+DGckkUgkks2EFB+bEFVVI7oRGo1G9Ho9Xq/3Gc5KIpFIJJsFKT4kAOzevZvGxsZnPQ2JRCKRbAI+MeJDUZQMRVH+WVGUWUVRvIqidCqKcvge25cpilKvKMr0L7YfVBTlvyqKYnqa835eiImJQVEUFhcXn/VUJBKJRPIJ5xMhPhRFiQeuAArwS8A24H8H7hVF6Qf+GXgFKAH+D+DLwF8+0ck+Y4LBIHq9ft33ampqpPVDIpFIJE8cw7OewGPij4FJVVX//arXhu61g6qq/UD/qpdGFEWpA156/NN7flhcXBRptndjNpux2WzMzs6SkpLylGcmkUgkks3CJ8LyAbwO3FAU5UeKoswoitKiKMpXldVRlfdBUZQi4FPAhSc2y+cAp9Mp0mzXo6qqiqampqc4I4lEIpFsNj4p4qMA+ANgEDgBvAn8N+AP77ejoihXFUXxAn3AZeBPN9guoqLp3Y/H9kmeMKsLjK2HXq8nMzOTO3fuPMVZSSQSiWQz8UkRHzqgSVXVP1FVtVlV1e8D3+UBxAfweaAK+ALwGvCN9Ta6u6Lp3Y/H9UGeNEtLS9hstntuo9X9UNUXRlNJJBKJ5AXikxLzMQl03vVaF/C1++2oqqp2i9+pKIoe+J6iKN9WVTX4mOf4XBAOh9Hp7q05FUWhvLyc+vp6sa2qqlitVvbs2fM0pimRSCSSTzCfFPFxhZWMldVsBUYechwdK+dED3wixceDYrPZiIqKinitt7eXwcFB8vLyACgqKpKBqRKJRCJ5aD4p4uO/A1cVRfkz4EfALuA/sip+Q1GUbwF7VFU99ovnvwV4gTZW0m6rgW8Bb6uq6nu603/+aG1tpaqqCqPRKF6rqqri0qVLZGdnk5yczI0bN6irq3t2k5RIJBLJC8knIuZDVdVGVjJefg1oB/4L8BfA363aLAMoXPU8CPwJ0AjcBv4z8LfAl57ClJ8JD+Jy0QgEAsTExGA2myMeR48eFfEg4XD4Cc9YIpFIJJ9EPimWD1RV/QD44B7v/293PX8LeOsJT+u5YnFx8b7BpgAOh2PDdFydTsfRo0c5e/ZshFVEIpFIJJIH5RNh+ZA8GPdLs9Xo7e1l69atG75vNpvZt28f7e3t0vohkUgkkodGio9NxMLCwj0LjGm4XC5iY2PvuU1iYiK5ubk0NDQ8rulJJBKJZJPwiXG7PG0URfkmK3Eijx2/38/Vq1cfer/i4mIyMzPZqLDrwsIC27dvv+cYHo8Hi8XyQMerqanh0qVLlJSUkJCQ8NDzfdaEQiHee++9iLkHAgFefvnlZzgriUQi+eSjyEJSjwdFUdRneS6DwSC9vb2Mj48TGxvL9u3biY6Ojtimvr6eI0eOiOfrNZhra2sjLS2N1NTU+x7T7XbT3NyM0+nkxIkTGAwvlpYdGhpCVVUKCgrEa/X19dTV1W0o4CQSiUSygqIoPGqRzRdrtZBsiMFgoKysjLKyMhYXF+ns7MTv90ds09HRgdlsBlZcKyUlJRELL8DMzAzl5eUPdMzo6Gj8fj8HDx7k0qVLEcLmRWBkZISXXorsIxgTE/NAbieJRCKRPDpSfDyHaGms61kmHgSbzcbevXvXvB4MBsViq6oqp06dIjMzU7hZQqEQOp3uoe/64+PjyczMpKenh5KSu2u9Pb+EQqE15zg9PZ2pqSkpPiQSieQJIsXHc0ggEODGjRtr7so/DqqqRogKRVGora3l8uXLHD9+HIDh4WG2bNnySOOXlJRw9uzZjyU+5ubmWFhYeOT91yMtLY2YmJg1r8/Pz5OYmLju9g0NDRQXFz/WeUgkEonk35Di4znEZDKtcZmsZnh4mPfee++eFopgMMhXvvIVcQfvcrnWLMJWq5WcnBy6u7spLS1ldHSUQ4cOPdRcjUYjfr8fk8mEwWAgEAg8Uv2Pqakpurq6KCoqeuh9N0JVVa5du7ZuAGlfX9+67iWTyUQgEHhsc5BIJBLJWqT4eA7x+/10dnYSCoUwmUzi9cOHD9PV1UVfXx9HjhyhtLR0wzGmpqb4zne+wze+8Q1MJhNOp3PdNNuSkhLOnDlDTk7OI7l6kpKSmJ+fJyMjg7y8PEZGRh5aQCwsLHD79m1efvnlxx7oOTExwcLCwpr6JsvLy+taRCQSiUTy5JF1Pp5DdDodZWVleDwekpKSSEpKIj4+nn/8x38kHA4THR3N9u3bMRqNGz5ycnL4/Oc/z9/8zd/g9XrvWWDspZde4v333yc9Pf2h55qcnMzc3BwAOTk53Llz5z57ROLz+bhy5QpHjx59IhkmlZWVtLS0rDmmFni7Hpo1RyKRSCRPBik+nkNUVSUuLo6JiQn8fj9+v59Tp06RmprK0tIScXFxtLa23necrVu3UlNTw49+9CPGxsY2FB9ms5nDhw8/UpxDQkICDocDWEndfZiKp6FQiHPnzlFXV/fE0nQtFguqquLz/VuvwIGBAQoLCzfcJzU1lZmZmScyH4lEIpFI8fFcotPpSElJIS4ujuTkZJKTk/niF79IdHQ0jY2N6HQ6mpubH2is2tpakpKS1rhw7iY9Pf2e72+EwWAgFAqJ5wkJCdjt9gfa98qVK+zdu3dNPZLHTUVFRYRYm5qauqeVR8t4kUgkEsmTQcZ8PCJPssKpXq8nLy+P+fl5YmNjRVbG+Pg4qampXLx4kYKCAoLB4H0tBoqicOzYMc6dO0d7e/tjnWd2dvaaOJKioiK6u7vZs2cPExMTZGZmrruv5tZYL+PkcZOQkMDCwgLhcFi4du7l4omNjWVpaemJz0sikUg2K1J8PCKqqn4T+Kb2XFGUx1beVCuv7nK5aGxsFOmrbW1tOJ1ODAYD169fp7W1dUNXitvtpqamRmSe6PV6BgYGNjzm4uIi+/fvf6DeL7DiGmpoaOCVV14RzxVFwWazsbS0xPj4OB999BG//du/ve5Cr2XYPC1KS0vp7u7GZrORlZV1z21ldVOJRCJ5skjx8RxiMpmoq6sD4MyZM2RnZzM0NITf72f79u1cuHCBz3zmM8THx1NdXb3uGAsLC7S1tVFbW/tAx5ydnWVycvKhMlWSkpKYnZ0VlgKbzQasuGLa29t56aWXGB4eJj8/f82+MzMz7Ny584GP9XHJzs7m9OnTWCwW9u3bd9/tFUUhHA6j00nPpEQikTxupPh4DtECJKemprh16xY5OTkkJSXxW7/1W8zMzGCz2bBarVy6dIkdO3bg9Xq5fPnymvoaHR0dTE9Pi1ofwWCQQCAggljD4TA+nw+Px8PS0lJEddPR0VE8Hs89i4YpisJPf/pTcnJymJ2dJTs7GwCHw0Fvby+lpaX09/evER8ulwur1fo4T9l9URSFrKwsent77xnbMjs7i8/nw+/309HR8UQa5qWmpj5SfI1EIpF8UpDi4zlkaWmJP/mTPxG1PEZHRwmFQlRVVdHW1sbRo0dpamrCbrfzgx/8ALvdTnd395q6FaFQiAsXLpCXlwesuF6MRiMGgwGdToder8disRAVFUVUVBSXLl0iKSmJ1NRU2tra0Ov1LC0t3TMuY25uDoPBwPz8vIjj6OzsxOPxcOrUKbq6uggGg5jNZsLhMIWFhUxOTt63u+6TYNu2bSQlJW34/sjICCMjI2RmZmKz2RgbGyMqKuqxziEYDDIyMsLBgwcf67gSiUTyIiHFx3NITEwM3/jGN7h+/TrV1dW0trZy7NgxETCp0+morq5mcXGRjo4OsrKyyM/P53Of+9yasbq6ujCZTPdMLdUIBAJs3bqVvLw8YmNjOXLkCKdOnaK2tnZDS8Xx48e5desWW7Zs4ciRI6IOiU6n49ixYzQ1NdHY2Mh/+A//AYDe3l7Onz+P1WqlrKzskfvXPAo6nW7DLBeXy0Vvby/Hjx9HURTy8/O5fPkyW7Zsicjm0el0j1TBdTWnT59eU+5eIpFINhNSfDyHBINBBgcHMZvN/PCHP0RVVaKjo5mdncXj8XD+/HlUVeXnP/8527dv5/333+fEiRMRtSw08vPzOXXqFFlZWaKB3EaUlJRgs9m4c+cO09PTKIpCXV0dZ8+e5VOf+tS68Q9Wq5VgMCgWaK253NzcHA6Hg6qqKoaGhjh58iRHjx4lOTmZV155haSkJC5evBixAC8uLvLqq69iNBrxer2cPHmSvLw8KisrP+YZvTfhcJiLFy8K4QErbpqOjg6CwWBEKvDCwgLbtm0T1qRHITs7m/HxceGm2gw0NzdTWFgo4oIkEsnmRlHVx5aksalRFEV9XOcyEAjQ2NjIjh07cDqdfPDBB3zpS1+ioaGBvXv3YjKZuHz5MvHx8XR2dqIoCsvLy6Snp697cXc4HHR2dvI7v/M7G2bHwEqztR//+Me88cYbfPDBB+Tm5qIoCgsLCwwMDLB37951A1Ln5+d5//33+cM//EOuXLnCyy+/zNLSEj09PdTU1HDr1i3S0tLo7u6mvb2d/fv3U1xcTEJCQoT4mJmZYXx8nG3btnH27FmOHj3K4OAgPp+Pqqqqx3Ju1+Py5cuUlJSQkpICrJRkb2lpwev18iu/8isR26qqytmzZ6murn7gzKDVuFwurl+/zu3bt5/oZ3rS5OTkPJA1DcBut9PV1SWsPXv27PnY1iOJRPLsURQFVVUfyYQrLR/PIUajkYqKCm7fvi2CM99//33i4+MxmUxMTU0RHR1NaWkpP//5z6murub111/nwoULHDhwYN0xk5OT+Yd/+Aex4Hk8Hp3oeR8AACAASURBVCoqKiLqcCQmJuL3+xkcHOS1114TizHAj370Iz788EOsVuu6tTuampp48803SUtLIxgMYrPZCAQCnD9/nm3bttHb28uxY8dQVZWioiJGR0dpbW2NEB/BYJCWlhZGR0d5+eWXiYqKYvv27XR2dvLRRx8RExNDMBh85POqqio9PT0RVVhdLhcpKSmoqkp3dzder5fExEReffVVGhoaWF5ejnA5adagkydP8vLLLz904GhPTw/V1dXo9Xpqa2ufWGXXJ83FixdJSEh4oDotra2tHDx4UPQYqq+vJz09/aFrvGRkZDxVN51EInlyvJhXvk2A1Wpl//79qKrK0NAQf/u3f0tRURFHjhzh9u3bHDt2jJaWFvLz80Ucgs1mY35+ft2gyr179xIKhSgvL8dms6GqKidPniQhIUEEVSqKQmFhIQ0NDaiqyu3bt4mNjSU9PZ3U1FT+8i//kqamJiwWC2VlZRHjZ2ZmcvbsWeLi4vjBD35AZmYmBQUF+P1+Ll68SGNjI06nk8TERKxWKxUVFdy5cyeimFcgEGBychK/308gEKC4uBi73U44HBZuHS0F+VFwOBxYrVbRzTYYDPLTn/5U9M4pLS1Fr9cL91JaWhrT09MUFBREjGMwGDh8+DDnzp3jxIkTDxW7oTW5Ky4upq+vj23btj3y53mWHDx4kJMnT3LixIl7CgKPx4NerxciLT4+nldeeYXJyUmWl5cf+Hh+v5+xsbEHSpOWSCTPP9Lt8oisV+H0SZ7L//Sf/hNf/vKXaWpqoqioiN27d3PhwgXsdjs7d+6ktLSUQCDAhQsXOH78+LpjeL1erl27xpEjR4CVheHChQucOHGCkZERhoeHuX37NvX19bz++uvk5eWxvLxMfX09KSkpmEwmFEXhzp07GI1GqqurSU5OBlZcL7Ozs9TU1NDb20t2djZ37txBr9cTHR3N0tIS9fX1fPWrX8XtdtPZ2UkwGCQ1NVXMLxgMsmvXLlpaWigpKeHUqVMiwBZgeHiY6urqDWMlVFUlMzNzw/Tgrq4u4uPjycjIAFZ6vOh0OvLz8xkaGqK7u5vy8nJycnLE+WpqatrQmjQ5OcnAwEBErRVFUe7ZtO7cuXMcPXoUVVU5c+YML7/88obbPu/Mz8/T1dV1z1oyV69eFYL343L+/Hn27t372DOQJBLJoyHdLs+Ap1HhdDWzs7OEw2Hi4+Ox2+28//777Nixg97eXnw+n+gsGw6H6e3tXTf+w2KxYDKZWFpaIjY2lqioKHbu3Mk777xDVlYWdXV1zM/Pk5CQINwbwWCQgoKCCEtHZWUlPT09fPjhh/zmb/4mOp2OuLg4bt++zcWLF3G5XFy5coWysjIURWFqaorFxUUGBwf5h3/4B9GILi0tDZPJRE5OjnA/jI2NMTY2htlsRq/Xc+TIETIyMkhOTmZ2dpZ//dd/vaf1o7Gxkb6+vnWb5M3Ozka8PjIyIsbKz89ny5YtnD59muzsbBRFwWKxrBvEq5GRkYHf74/os+P3+4mJiWH37t1rtl9d30RRFKKjo3G73U+8t82TIikpiZiYGIaHh9myZcua90OhEG63e13h4fF48Hq99xw/Pj4+wqpUU1NDY2Mjhw4d+thzl0gkzxYpPp5D/H7/mjbwNpuNb37zmxw6dIjt27eLi7cWo6GZvlNSUrhw4QKZmZnU1dWJxe7GjRt4PB78fj/f+9732LVrF7DSL6atrY2FhQXeffdd7HY7cXFxzM3N8eqrr9Le3s7v/M7vrIlNqKurIzs7G6/Xy6uvvoqiKMLiEgqFmJyc5ObNmxFWgPj4eFJSUsjNzaWiogK32019fT0dHR3k5+eTnp5OVFQUNTU1nDx5kl/6pV8iIyOD2dlZOjs7CYfD3Lp1i/r6+g1dHVqArF6vX+MuCYVC4nOEw2FUVY3I4FEUhczMTKanp0VKrs1m4/z582Ibl8vFoUOHxIKal5e3JvOlqamJwcFBCgoKWFxcZGhoCIDBwUFiYmJYXFzEZrOxfft22tvb2bNnz7qfZT0CgQC9vb3PpE7KelRUVHD69GnS0tLWWCTa29uFi2s1ExMTtLW13bO5n8/nIxwOR7hZrFYrer1euK4kEsmLi3S7PCYeZ7bLepaP6elp3nnnHXbt2kVubi6ZmZmoqkpTUxN6vT4iHbW7u5uoqChyc3M5cuQI4+PjzMzMCMFx+fJlKioqmJ2dZXp6mn379vGtb32Luro6oqKiGB0dJS8vjx/+8IeUlJSsqVDq9/sZHx9nfHyc0dFRLBbLmoUe/m0B0ZiZmeHmzZt89rOfjVj0A4EA4+PjIv5Dp9PR3d1NdXU1DoeDnTt3Eh0dLQqh5ebmEh0dTTAYXCNCVFVldnaWiYkJtm/fzo4dO8R7bW1t4vnMzAyBQGBNnxdFUQgGgxw+fHjd7yYcDtPY2CgE10acO3eOiooKbty4wb59+1AUhcuXL7Nv3z4aGxtFrMTp06cjXC/Dw8N0d3evmxbt8/nE971jxw6x2KuqiqqqmM1mcnJyyMzMfOhAVpfLxeTkJFNTU8Lq9aCxLNq8jh49yrZt20RM0alTpzhx4kTEtmNjY/T19VFXV3ff8VtaWoiJiYnIsPL7/Vy6dIljx4491OeTSCSPn4/jdpHi4zHxOMXHevT39/PRRx9x6NAhwuEwMzMzeL1epqencblcQljAyh3+j3/8Y2ZmZti2bRujo6MUFRWJi30gEGBkZIScnByKi4tZWFhgYWGB3Nxcurq6CIfDbNu2jfb2dl577TURI7GwsIDX68VisVBYWEhaWhpnz55ly5YtLCwssHv3bgKBAO3t7czOzhIfHx+xCMbGxtLe3k5iYuKGi3soFOKjjz7CZDKJSqw3b96krKwMj8eD3W6nt7eXz372s2vSNUOhEOFwmKqqKhwOB//8z/+MXq8nMTGRQCDA8PCwcLt0dXWxdevWNcGSXq+X8+fPi2Jr670/MjJCQkIClZWVa2I8NCEQCoX44IMP+OxnP8vBgwcxGAwi3mNubo7u7m5qa2tpbm4mNTWVxMRE5ufnaWtr4/Dhw2sW5oWFBa5evcqRI0dYXl7m9u3baywmXq+XiYkJpqam7ht/tDpLR6sjk5GRQVpaGkajEbPZ/FACZnJyko6ODtFYUKsTo8XPREdHk5SUxPDwMIcOHXpgYVNfX8/OnTsjgqi1lgOr44XC4fCaTsTR0dEypVcieYJI8fEc8CQtH6qq0tjYKIIvd+/eTSgUor+/n71792K32zly5EjEBf2nP/0pk5OTOJ1ODh48KASEhiYyYKUAVEFBAS6Xi56eHgwGA5mZmbjdbkKhEJ/61KeAlYu5tmipqkpWVhZdXV1s376d4eFh7ty5Q1RUFOXl5RFpuqupr68nLS0NVVXXdR04nU66urrYu3cv586d4/jx49jtdhobGzl+/Dg6nY5vf/vbfP3rX193ATt9+jTHjh1Dp9Ohqir19fWUlZWJfjZFRUWiVsdGgbnNzc0iliEhIUGUrbfb7bS1tREbG8u5c+dITk5m27ZtWCwWKioqIsZYWFigubkZu91OQkICBw8eZHx8XMSYtLS0kJCQQEZGBi0tLfh8Ppqbm6mpqVkjeLReOdXV1eh0Oi5dusT8/DwlJSXrFn5TVZWlpSWcTieBQACItGJ4PB5SU1NFsPB6eL1eQqEQUVFRJCQkrIm/WA+tMF5WVhazs7MRmUAdHR10d3fzu7/7uw+VHaSJ0ePHjwuRFwqFOHPmDCdOnGBmZkaU8L97jpOTk4+UDi2RSB4MKT6eA56E5cPn83H79m2cTifl5eV0dXVhNpvZtWsX0dHRnD59mtzcXJGNojWQ83g8DAwMYDQaaWho4I033iAmJob9+/evufBPTk5y+vRptm7dSnZ2No2NjWRnZ6OqKtnZ2bz77rvk5ORQU1OD2WwWi52iKLS2trJv3z66urrYuXMnQ0NDa1Jw76ajo4OkpCT6+vooLS0VIkVVVYLBIGfPnqW2thaTyUR7ezvz8/PASvXT3t5eioqKOHv2LLt27Vq3ToTX60VVVXJzc8W4TU1NhMNhtm/fTjgcZnZ2luXlZXJzc7FarWtM+G63m5aWFg4cOIDD4RAWpp6eHmpra9HpdITDYd577z1sNhsLCwvMz8+zbds27cdIc3MzFRUVLC8vMzo6Sl9fH0lJSRGZOJ2dnRQXF6PX6+ns7KSkpGTdO3Wj0Uh5eTk6nY6ZmRkRpOpyudZ1dymKQnJyMunp6esGs6qqyunTp3nllVfu+V0BLC8vMzU1Jb6H+6FlY8XHx0eIqKioKILBIDqd7r5/I+vN4dKlSxFipru7m5GRETIyMigtLV1XYCwvL3Px4kVOnDghuxNLJE8AKT6eAx53hdMrV64AsHPnTrHIXrhwQVgZqqurOXfuHIcPH+aDDz7AbrdTWlpKOBzm8uXLXL16lezsbDweDzExMSwtLZGZmcmuXbtIS0vDYDAwNzfHz372M/7dv/t3JCUliUU5MzOTrq4uKioqCIfD/OQnP6Gqqoq8vDxqa2sJBoM4nU5u3LhBRkYGt2/fJhwOk52djdPppKamBkVRsNlsawTC0tISXV1dVFVV8Vd/9VcRsQ0Oh4Ps7OwNF6eRkRFUVSUQCNDf38+RI0dIT08XC08oFGJubg63280rr7xCMBjE7XZjNpt58803OXToEH6/n76+PioqKjAajZw6dYrPfe5za+Jazp49K0TJRnEKTqdTiJSxsTH6+/s5dOgQN27cIDo6Wpx3LaV5cXGRUCgkjuXz+ejv78dsNrNnzx7y8vJE/5mNqodeunRJVLk9derUAwmI9WhtbSUtLe2eQZ+PQigU4uTJkxw7dmzdlONr166Rk5Pz0KXlZ2ZmuHXrFvv27XuoTsNasPJGbj6JRPLoSPHxHPC4xUd/f7+wZGj09vYSHx8vqmReuHABs9nMjh076OjoEK6VkydP8mu/9mt0dnaSm5vLhQsXqK2tZXJykn379jE2Nobf70dRFOLi4qipqQFW0lRLS0uFW+Ho0aPAStaC5tMvLi7GZrMRHx+P0Wjkxo0b9Pf38+qrr5KRkcHMzAw9PT3s37+fgYEBXnrpJaxWK06nk+vXr2OxWGhqaiIqKoq0tDQhTkKhEFeuXOGll14S1pDm5ma2bt0qMnYaGhqYnp6mqqqKt99+mzfeeIOBgQG2bdsmXAjnzp3DaDSSnp5OUlISVqsVr9fLlStXaG9vJzc3l/HxcbG4+3w+MjIyqK6ujrAiaL1IAoEAMzMz1NbWbmg1WlhYAFbSkufm5oiLi2Pfvn1YrVZiYmLIycnh8uXLHDlyhImJCXp7e0VX4dnZWVwuF7m5uaKQ2sTEBIFAQFhSVnPz5k2OHDnCzp07uX37NqmpqY8kIEKhEPX19Ru6nu5FIBBgenqazMzMdS0KLpeLt99+e930W80SVVJSsqYL84PMubOzE4PBsKHLaTVxcXHs2rWLgYEBFhcXI+KiJBLJx+eFrvOhKEoV8EdAPNAG/H+qqg4921k9W7xeL2+99daaOIKlpSWam5tFumV2drbIpNBiHMbGxtDr9czNzREfH8/8/LywYFitVpaXl9m6dSt9fX00NjZSWVkpUkmbmppE1cmWlhZxcQ+HwzQ3N3P48GGWlpZ46aWXgJXF4P333+dLX/oSExMT5Ofnk5+fT2lpKVeuXOHAgQNcvnyZqqoqmpqaOH78OAaDgaWlJWw2G1VVVfT09DA2NoZOp+Po0aPMzs6Ku2KPx8PU1JQo8hUXF0deXp4oJJaTk0NlZSWNjY2oqkp5eTl79+4lIyODwcFBUQ8iHA7T0NDApz/9aRITE1lYWGDr1q3AilgZGBggKSmJO3fuiNdjYmK4fv06NTU1a4SHVqzNZrPxxS9+UZz7paUlBgcHsVgsIlhTVVXOnz/P8vIyRqNx3dTcQCBAX18fExMTmM1mamtrGR8fZ2RkhL179xIXF0d8fLwIqIyJieHq1avs2bOHixcvPpL40Ov1xMbG4nQ6H6pHTU9PD8PDw+Tk5NDb24uqqsKSsby8jMPh4OzZs6iqSkVFxbpWikOHDnHu3Ll7HicQCLB79+41lrNjx44xNTVFU1MTqamp94wfWVxcpLW1lYqKCm7dukVTU9NDpejqdDqys7Nl0KpE8gR45pYPRVH6WKkU2gVUAV8FvqGq6qlnOrH78CQrnKqqyvXr10lNTY0IFNVcKlVVVXz/+9/nc5/7XERGgtfr5erVq9hsNsrKynjrrbf49Kc/zcDAAFFRUZw8eRJVVXn99dcpLy9nYmIiImOivr5eVD9taGggNTVVuEW6u7ux2+10dnZSWVnJ7t27aWtro6ysjKGhIbxeb0RXWK/Xy40bN+jo6BC9YjQx884773Dw4EEGBwepqKggPT1dvNfQ0MCePXvw+/20t7fjcDiorKzE6/XS19cn3E42m43e3l6RTTEzM8Ps7Cw7d+5kcnKScDhMWVkZJSUlOBwO3n33Xb7yla/Q39/Prl27xOfS6/X82Z/9GX/0R38ksjS0Gh7aXFbj8/nweDzs378/oufLRszPz9Pa2sr169fJzc2lvLxciEXt37S0NJHN4fV6GR8fJxgMMj4+TktLC2lpacTGxhIIBEhPTyc2NpaxsTHm5uZEZtK9qn6qqorf78fn80UEoPr9fjo6Oh7IIuByuejs7CQzM5Ps7GysVqsopDY2NkZbWxsWi4XOzk6qq6uZnp5mZmaGz3zmM8DKQp6YmLhmIQ+Hw0xMTDA6Oorf7xevh0Ihcf7XK98eDofvW6RscHAQp9PJli1byM7OFufrQQmFQkxPTxMKhUhOTiYrK+tj9+JJTk6mrKxMxqBIPhG80G4XRVEaVFXds+p5EnBOVdWKe+z23PG4A07D4TCnT5/mxIkTeDweLl68iNlspru7mxMnTnDt2jX2798fsc/ly5dJTk4mJiaGvr4+du/eTXd3N0VFRUxMTIhGYAMDA8THx7Nv3z6xGPj9fm7cuCGsGh6Ph+HhYTG2qqoMDw8zOjrKxMQEWVlZHDhwgB07dlBfX098fDzp6ekRYkkr2R4KhaipqSE2Npb+/n6mpqbo7u7mN3/zN9csmpq7p7+/H5PJRDAYFEGifX195Ofnc+nSJYqLi3n77bf57ne/KwSP0+nkzJkztLa2cujQIZaWllhcXKSrq4sdO3ZQXV1NZ2cne/fuFcdzOBz09PTgcDj4+te/TjAYZHFxkeHhYS5evEh+fn5E0OZ65dM3yjjp6+vD5/MRDAZJT08XBeHS0tIivueZmRnRV0cLWNXr9eLczM7O4vP5uHXrFi+99BLj4+MYDAbsdjt2ux2TySQCbDf6W9L68WifRQvK7erqwmAwrPketA602t+02WympqYGo9GI3W7n/Pnz9Pb2UlZWJsTtwMAA+fn5xMTEEAqFuHbtGgcOHKCwsFBY3YLBoBg7HA6j0+nIzMwkLy9vTW0Th8NBa2vrx+rnc+PGDWEFu7umy4OiqioTExP09/ff8wYjHA5jNps5cODAhhaZsbEx2tvbyc/PZ+vWrQ+V+fOgc33cY0okG/Gii4+3gJvAX6uqqiqKogeaNrv4AETa69jYGNXV1URFRYmy6haLJWKh7+/vF/EJsbGxpKamkp2dzZkzZzh27BhnzpzB7XYzMzOD0+mkqqoq4o5yenqaYDAoLtBa91nNsnD79m1mZmYAOHPmDDExMaSkpLCwsEB2djazs7O43e6IrAOr1UpRURHBYJDm5mZx119SUsKlS5f47d/+7TWf+ebNmxQXF9PS0sLBgwfR6/WcPHmSW7du8fWvfx2TycTy8jL/43/8D0ZGRsjNzUWv1+NyuRgdHSU9PZ1AIMDc3JxwdYyNjfHGG2+Imh93m/LHx8f5p3/6J15++WWqq6tFHRODwcDAwABpaWncuXOHQCAQ0WsGViwur732WoQVRMvOKCsrIzc3l3PnzolUaO070mhvb8fpdLK0tMTAwACFhYXC8qIF7U5PT1NZWcmPfvQjFEXhC1/4gjjeyMgI165dIyUlRczL5XKxd+/eNXPq6OjAaDSyfft2lpeXuXLlCnNzc8JlpTE8PMzy8jLhcDjioaoqMzMzhEIhUlJS2LJlC1evXqWgoIDU1FR27NhBbGyscP/19PQwMDDA9u3buXPnDhUVFSKYWBMeGlp9FFhJae7q6sJqtRIVFYVOpyMvL4+4uLiIhVWv12M2m7FYLJjNZlJSUta1ADU0NNDR0cGrr766Jo5q9fHv3LlDcnJyhNjU6XSEQiEGBgaYmZm5r+XD4XDQ19fHrl277pniOzExQVNTEwAlJSURnysmJob8/HxRsO1+2O12+vv7WVpaIhQKER8fL4K+JZInyQshPhRF+SLwQ1VVg3e9/g6wEzADHUAe8HNWxMj4U5ncY+BJiA9VVXn77beJj4/H7XYTFxdHV1cXW7ZsWXORNZvN7N+/n1OnVrxVWhbEwMAAiqKIYMqzZ8+yY8cOxsbGqKqqEvtfv35dVBLVjn3r1i1CoRCJiYm89957VFVVibvh+vp6kpOTCYVCjIyMMDo6Sm1t7Yb+cW1BMRqNWCwWjEYjxcXFERdIv99PTU2N6OOiNWD77ne/S3p6Op///OcBmJqa4ic/+QkHDx5kZmZG3JFu27ZN9JDp6+sjMTFRNLf7jd/4DWBl0fP5fKLuh16vJy0tjQ8//JDZ2Vm2bdsWceG+du2aKKi23mez2+04nU5xfkOhEF6vl5deekncya8O3l393V65coW0tDRR+EyLTbFYLFRWVhIOh1lYWODOnTu8+eabnDhxgp07d9La2rqmcmxsbCyxsbEkJSWRnZ1NU1PTuhaDxcVFbt++TXR0NOXl5SJrJiUlhejoaCYmJlhaWmLbtm0YDAYhOPx+PzMzM5SWlpKcnMzw8DA/+clPeP3113E4HExMTPDVr36V2NhY6uvrSU9Px2q18q//+q+EQiGKi4u5ePEiy8vL/N7v/R5FRUVER0dHfP+BQICPPvqIqakpioqKCAQC9PT0iG7Mbrebw4cPR9T78Pl8+Hw+vF4vo6OjxMbGUlFRgd1uZ3FxUYzd2trK5OTkmno3sCLMent7SUlJYXl5Gb/fj8FgICkpicXFRRRFIT09ncTERGJiYu65qPt8PtLT0xkfH2f37t0RVi6fz8fExASAqE1iMBiYn58XlXc1y9vY2JhwRcXHxwuhptVeKS4uxmg0in5PRUVFQqhoqd11dXX37DgskXxcXhTxEQIyVFWd2eB9K7CDFSGiPTJVVS1ab/vnjccpPrQKmQBvvfUWPp+PN954A6vVysjICMFgcE0qpnaH9vd///f8xm/8hgj0C4fDolgXrHQGra2t5fz58xF3cQ0NDfzqr/5qxJ2hdhG7ceMGf/EXfxFRZbK9vZ3BwUFhRRgaGqKhoSEigyEYDBIbG0tubi46nY7l5WX6+voIhULCKrJ6DqFQiEuXLjExMUF5eTk7d+5kcHBQ+N5ra2sJhUK0t7eTl5eHw+EgOjqarVu3irnpdDpMJpMonDY1NcXly5eprKwkMTERnU4n7pQVRWFkZITMzEzMZjO3b98mPz+fnp4eYmJiKCwsJCkp6Z7+ea0A3OrYkJSUFNLT0zEYDCwvL9PW1saePXsYGhpieHgYVVVpaWlhy5Yt6xb6GhgYEA33tGNMTk5SUFCwbkt5rWhaeXk5er2e/v5++vr6RNpuU1PTmrtwn8/H4uIiTqeT5uZmIcrcbrf4Tv1+f0SDwdUF13Q6HVu3bmV5eZnS0lJcLhdXr14VsRELCwtYrVYGBgaYmpoSJd+XlpaES81sNmMymQiFQgSDQfx+v7BMaYtmKBRifn5eNDx0uVxER0cTDoeJjo4Wli+DwYBer8fj8TA/P09GRga5ubkRtWmmpqZwuVzk5+cTCoUYGxtjfHwcj8eD1WolFAqRlJREVFQUBoMBn89HVFSUEBuqqmKz2cjLyyM/P3/dhV1VVaanpxkZGWF+fp7ExES2bNnC9PQ0qqqSmprKwMAAiYmJbN26FbPZLFyTq8vIa2jnxWAwkJqaSlFREV6vl5aWFhRFifj7DIVCdHV1kZiYSH5+Pr29vRw9enTdUv0a2nXmRRIpoVBINMd8keb9SeRFER9hIH0j8fGi8zjFh8/n4+rVqzgcDux2Ozdv3uTXf/3X0ev1+Hw+ent7I3qWwEq8g1a++gtf+ELEe5cuXaKmpgaLxcLw8PAa8eJwOPi7v/s7kpOTqaysJDY2VtxRaQvUzMxMRKZAVFQUbrebqKgodu/ejV6vx263i4uZxvT0NJ2dneTn5xMVFcXExATp6eki02a9WIXvfOc7qKrKjh07SE9Px+v1Yrfbefnll7l58yYFBQUkJSVx4cIFXn/99TUCxu/3i26/ycnJtLe343a7I7qhhkIhvv/97zM/P8+BAwcwmUycPHmSvXv3UlpayuLiIn19fSL7R0MrTqZZQRwOhxASmqXA6/WytLREMBhkamqK3NxckpOTycjIICUlhTt37rBjxw5xp6otoquFW319PdHR0fj9fsLhMB6Ph7i4OAoLCyPKimuoqsq5c+fYvn27yH75+c9/TigUoq6uTnynXV1djI+PExcXR1ZWFqdOncJqtRIfH09zczPV1dWiumliYiJ5eXlkZWWh1+vFgqdlT42MjNDW1kZzczPR0dHCApadnU1CQgJzc3OiEm9WVhYZGRmEw2HsdjtDQ0O43W7cbrfIFrJYLNhsNkKhEB6PR7hmXC4Xfr8fr9dLdHS0EK+KouDxeIiPjyc2NpZgMEggEBACxOv1YjQasVqtWK1WIVCcTieJiYmkpaWRl5dHdnY28fHxmM1mhoaGRCflhYWFCAtTMBikvb2d0dFRdDodSUlJ4jehBfVu2bJFCPjR0VGuXLkihNOePXtYWloSVhTNyqIoCoODgxFiavUx5+fn8fv9LC4uMj8/j9vtxmAwkJKSgl6vF+48l8tFVVUVLpeLASjq3QAAIABJREFU/v5+nE4nY2Nj61rsNKva4uIiOp1OBEPb7Xa8Xi8JCQmYTCbcbjcA5eXl5ObmYrFYSEhIWGO1fBS0DLGpqamI7tGatSclJWXNMQYGBjh//rwQ00ajUbRi0DLhHmReiqIIAbz6ZuR++zxIoLB28/iw64GWfv8iIcXHyvgZwH8DXgNigUHg91VVvbDB9nXA/wnsAeKAfuA7qqr+4yMe/7EXGbt27RqZmZnk5OQQGxsr6nGszkrRCIfD/MEf/AF/+qd/umZB1y72u3fvJhwOc+HCBbH/5OQkjY2NJCcns2fPHk6fPs2BAwfo6OgQXWT37duHqqrY7XYKCgooKSmho6ODsbExdu/eza1btygsLIxoVx8KhXjvvfdISEgQ/vSJiQmqqqpITk5mcHCQy5cvc/DgwYi57tmzh//5P/8n+/fvZ2RkhOzsbFpaWkT7+uTkZJGdMTk5ycDAALt27WJsbIyBgQGCwSCpqanExMTQ0dFBVlYW4XCY5eVlkpKSSExMJBwO8y//8i9iLu3t7Xz5y1/m5s2bDA0Nibt9QPS9mZ+fx+FwCAvT9u3b0el0tLe34/f7iY6Oxmw2iwtOOBxmenpadLEtKysT5b+joqIiLBE+nw+n04nf7xexDwaDAYfDQUlJCR6Ph7m5OU6cOCECiS0Wi7joms1m4Q64evWqsASdOnUKi8VCbW0t3d3dOBwOCgsLyczMBFYClKempoRAKCgoEPOKiooiOTlZuPcSEhKwWq0MDQ2xvLwsYkR8Ph/vvPMOIyMjZGVlMTg4yMDAAFu2bMFkMmEymYiNjaW7u1tYITQx4Ha7xQKkdVxeXl7GYrGIDrY+n4/ExERMJhN+vx+73U58fDwOhwOPx4Pb7RYLl5YyrH0fVqsVVVVxOBy43W7C4TChUChiUdViShRFIRQKERMTI6wghYWFJCYmoiiKGE+v14vv1m634/F4CAaD6PV6dDod09PTJCUl4fV6hWDUgpQXFxeJiooiMTFRuJxWXzOGhobweDziGFpmlXZso9GI0WgU52VxcRGPx4PJZCIzM1N0ow4EAlitVhFgrp0Tn8+HwWDA5XKxsLCAwWAgPT0dVVVpbW1lZGQEi8VCSkoKcXFxGAwGrFYrsbGxzM/Pi/nr9XqWl5fJz88nNjYWi8Ui4oICgYAQ3m63m7m5Oex2u4hDM5lMhMNh4faEFauLxWIRmVxRUVF4vV4WFxfR6/UkJyeLqsOwkjFkNBoJhUKEQiFcLhdOpxO3243X60Wv1xMdHY3BYBCCwWAwiHOnPbSqysFgULizzGazEABxcXHivN5tOdSCwjWrm06nixhf642k0+nuK1i033wgECAQCBAKhbDZbBiNRiEsFxcXcblcpKamkpaWJs7jarejz+dbc/OnBXZrYmjPnj33bKvwsLxI4uPbwFXglqqqY49x7HigCbgM/A0wCxQAE6qqdm2wz58C0cCHwCRwAvh/gX+vqur/eoQ5PDbxEQqFuHjxIgaDgb6+PlEo7I//+I+xWq2cP3+eo0eP4nK5GB4eZmZmhvn5eSYnJykqKqKurm5NWe0PP/yQjIwMQqEQ169fZ9euXUxMTDAzM0NCQgLR0dGkpKQQCoW4evWqCHYsKCggNjaWiYkJhoaGcLlcDA0NYbFYyMzMZG5ujqqqKnGR1364IyMjTE9PRwR3rv6RhUIhhoaG2Lt3r9hnaWmJ+Ph4PB6PqOPhdrvp6OigrKyM1tZWjhw5Iu6U5+bm6Onp4datW6Snp1NZWYnVamV6elqY93U6HRkZGej1eoaHh8nPz+f69evk5+eTkZGBz+ejp6eHpKQkSktL8fv9FBYWMjc3x/j4uMjcyM7OJi8vT5RON5lMpKWlERcXx4EDB+jp6aGmpoaRkRF6e3tpb29n586dtLe3izoeUVFRpKSkRNSn0M6b3W5neXmZ2dlZsUAmJiYyPj6O0WgkGAyyvLxMXFwcDocDg8EggkDD4TAmk4mUlBR8Ph/j4yuhUqmpqSwsLBAfH09+fr4IQNXOXXt7u1g4a2trIywvXq8Xp9MpFnan0yk+7+LiItPT0ywsLIgLf2ZmJktLS8LkPzExIWIStLvT1aIuFArhdrvR6/UUFxeztLSExWJhbm5OiAWPxyPOhbZY+3w+lpaWIlyAHo8Hp9OJ0+kkISGB1NRU/H4/CwsLeDwecXer0+mIiYnB4/EAiLEURRG1WVwuF3NzcxiNRnQ6nSgJr90Z3x2EazKZsNlsYnGLjo5mcnKSxMREcb71ej1erxe32y2EiM/ni7hDdrlc4nfg8/nQ6XRER0djsVjweDx4vV6xiCiKgsFgwGQyib8Nl8tFOBwmKioKq9UqfiM+n08IVVhpHRAIBDCbzRiNRlwuFz6fD7PZLNxZy8vLYrzVVhNNFMHKXbpmWdLaDWiWJ01chMNh9Hq9EI6auIZ/6zW0+negLZzaNquDkLVtNUGhba+Ji9VtHwDx21j996YoinisDnhenX21+pjaZ32Q6/rDXPvvtrBoc7rXWA9qZbp7nLvP89e+9jW+/e1vP/BcH+R4L4r4uANodZXngGbgFivCoUl9xOJiiqL8V+CwqqoH77vxvcf5MaBXVfVXH2HfxyY+3G43b775JgUFBSwtLZGfn8+Pf/xj9u/fj8fjoauri5ycHKxWKxkZGcTHx3Pt2jVyc3N54403OHPmjGjE5ff7mZycZHh4WFzgRkZGiImJIS8vj5qaGn72s5+JCzOsxHPY7XaSk5P53d/9XXQ6HRcuXODgwYN4vV4uX75MWloaTqdT3FWYTCaRDWK320XZ8tXFtmZmZiIWoPHxcZqamnj11VfR6XT4/X5OnjxJYmIiZrOZ/Px8AoGACAodHBwUd0OKopCQkEBmZialpaU4HA4R5KcJLy0wVbMYDQwMYLfbqauri2hq19vby7/8y7+QmJhIcnIyDoeDxMREsrKy0Ol0bNmyhd27d4tAx0AgwF//9V9z+vRpvvWtb7Ft2zZOnz4t7qjD4TD79u2jsbGRwsJCUlJSaG5uFi6kyclJcQHt7OwUi5zNZkNRFNrb2wmHw8JtMTMzQ2pqKj6fj+npabxeL7m5ueLuNBQKsbCwIERAcnIywWAQk8lEeno6fX19EVkTi4uLIt2zuLiYcDhMZmYmlZWV65roNRP+yMiIiNOYnJxEr9eLOiwej0dYx+bm5hgbG8NmsxEbG7vuhVNVVZKTk1FVlf7+fpKTk4mLiyMxMZHY2Fji4uKEhcjv99PY2IjT6SQ2NhaPx8Pk5CQWiyVibM2lYzabRaM5WBEny8vLojGi1uU4EAiQk5NDIBAQbqBgMChEjtPpFKJES/k2mUziNe1vVmvAGAwGhSUiEAgIC4fZbCYuLg6dTsfCwgKBQEDElGgLtOZC0dxdXq+X2dlZsUAuLS3h8/nEQhUKhcRn0O6Ata7OmiANh8NiW20h1eYdCoWEmV/7PWnB0trCrIkKbTzte1u9QGv/1+alWYCMRqM4liYUtJuOUCgkhMzd10zNInG3ULhbEGi/n7sFwt2CReNuK9NmpaCggIGBgcc23oskPtIBL7CblYJi2mMroABOVVXXdgu7/9idwEdAFnAEmAC+B/ztwygCRVE+AsZUVf3KI8zhsYkPv9/PyMgIt27dEumm586dIykpiUOHDtHf3096erqIpL9x4wa3bt1Cp9Pxe7/3e7jdbs6fP09UVBRGo5GMjAwyMzPF3Y/X66WpqYmDBw/S0NDArVu3+P3f/31xMdVKgc/OztLc3MyxY8e4cOEChw8f5tSpUxw/flyY/QYHB/nggw/Iz8/n4MGDTE1NMTAwgNvtFgGEk5OTjI+Pk5aWFlEjQ1EUUcnz0KFDmEwm+vv7aWhoYMeOHZSXl3Pt2jWysrKw2Wzk5OSg1+sZHBzE6/WSn58fUUHT7/fT1tZGSkqKcD3dvHlTuGm0GIy7K4zCSkXXhYUFUSRLE01RUVEcPXqUnp4ejEYjlZWVWCwWvve97xEdHY3b7RY9XjRLUGFhIdPT01gsFrEAqqrK0NAQeXl54g5XW6DT0tKorq6mra2N+fl5fvmXfzniLtjj8Yg4jhs3bghrjdVqJRgMkpSURGpqKjqdjqtXr9Lf34/NZhOWBO1OXzPNGo1GcnJyhGUhPj4eVVVFgKTRaBQXaofDgdFoJCYmhnA4LKw0xcXFFBQU4Ha7ycrKYmZmBrvdjk6nw+fzkZeXd98ibNrfeUFBwYbBm3Nzc8zNzTEyMkJpaSnR0dF4vV5MJpOY92pTs9frpbW1VVjzVpu8R0dHMRgMuN1ukpKS2L59Oz09PSwvL1NWVkZ2djY6nY6lpSUcDodwHWguitWuEECIBc30rQXBWiwWgsEgMzMz6PV63G43y8vLIsbA7/djNpuFS9LlconvQqfTCcFtMpmEpTAhIUFYkla7LAwGA36/XwgibTHW6/UEAgG8Xq8QGVo8kl6vFxk02mdcWloiEAhEVDVebalY/Ztd/Zrmslr93mqxoaFZhjS3huZSWG2B0ESG5iLSrEJ3Wwa0Y93tzlgtflb/PWlCTIv50YSVJoQ0EaMoinBtrf4b1ISl9tDmqc1B+1ezTK3eRttOE3iaq2f1e6vP5UbcnZau7bee2Ft9bjRRqc3pz//8z/na17624XEelhdFfGyY7fKLTJcqYJeqqt99hLG1Uof/HfgxUMmKC+X/UlX1bx5wjE8D7wIHVVVtWOf9b3JXRdO7eZzn0uVy0draKmIiWlpaGBgY4Fd+5VeYn59nYmJCpF2aTCaGhobEXf2DNO169913+f/Zu/OguLL8wPffm5BAQrLvJCAkFgkhhEBCKxJor5bdZVePp+zqttsznn6eDo/jtWPs8LPnvXhTLxzucYxn5o3fPD93eCbcbnu6uqvavbm6rFIVEkILSEgCgdj3NdmXzCST3O/7g7qnSTaBhCREnU8EUUVyb+bNFOT55Tm/8/uFhoZy+PBhWltbRQ7I/fv32bt3rxg0LRYL169fx+v1Mjg4GNCTQ1v3TE1Npb6+HovFgqqqREZG8sknn5CWlkZQUBCFhYVi0F36h+33+7HZbNy7d4+FhQUOHTrE0NAQLpeL1tZW3nnnHZ48eSKS6IaGhkTfltDQUHp7ezEYDGRkZARMtw4ODuJwOLhy5Qr9/f0bKlK1sLDAvXv3cLvdorW9oih897vfJTs7m6KiIqKioqirq6O9vR2bzcb+/fvp7+8nJCQEs9mMz+ejsLCQsbExEhMTOXTokHiTOXz4sKjaevz4cZqamkS5+L6+Purr61EUhW984xvizWkpv9/Pw4cP+R//43+IKXm9Xk9cXBzt7e1YrVYcDgdhYWHk5eUxOzsrEve01zwzM5OioiLGxsZoa2tj//79dHV1kZ+fLwKFlpYWsWTQ1NQkpvFh8Y2mvb1dFEbTlne0JbrIyEgSEhJYWFggNTVV7NRYWFhgcnJSPBft07bFYhFJqNqb4/LnHB4ezsjICHv37mV0dBSz2UxOTg46nQ6Hw0FCQoLIQdCSF2Fxmn1p8KG9nh6Ph9TUVGZmZjCbzWJg0AKKpYGXNvBr1VS1YzXacUun/bW8B21Q0Ja1tCBBe47aoKcNyFpQrqoqBoNBDN7aTIzT6RT3peUmaPkA2mNpg5K2lVx7LO3fYWmQtvS11gYvWNyyv3SHj2bp8og2yGr3uTy5Ulse0aryaj/XvrSBf+n9agOkdj3aYL303097ntq/U3h4uAgAl1bH1e5fu07t/I0klC6dNVp6rpa/pM1imUwmjEajCCa0wE2bBY6KihKzkNrjaku1SUlJmEymgJ9t1NIZoe3gdQk+XljCqaIobuChqqonl9z2TeAtVVXzN3D+KRZzP/43VVX/6hmvYctmPmAxGbC4uFi88Y+MjNDe3k5mZibZ2dl8+OGHhIaG4nQ6SUxM5OrVqxQUFKAoChUVFaJOwVpT3n/7t39LZmYmNptNJJJ6vV4aGxtF2WzNp59+ysjICH/8x38c0BIeFt/YRkdHefz4MT/60Y/YtWsXZrNZZNDb7XYcDge7d+8WdQ20Fug+n4/IyEgKCgp47733uHfvHoqiUFBQwNWrV9m9ezdf+tKXuHz58pqvU19fHx0dHWRnZ5OTkyOe7+joKP/4j/9IZmZmQOny5ubmNf9wq6ur2b9/Pzk5OYyPj4vCXffv3yc+Pp6pqSkOHjzI3bt3+eIXv4her2dycpKBgQHRDFB7k0pLS8Pr9ZKVlUV0dDStra2kp6fjdrtpbW1Fr9eLBnrBwcH09/cTFhbGkydP8Hq9ImFNS6ybm5vD6XQSFRWF0WjE5XKJ5bPs7Gx8Ph9Wq5XQ0FBmZmYwGAyEh4cTHh4ulmeioqJob28XnXVnZ2eJjo4mLCwsYLq9q6sLq9VKXFwcUVFR4g2+r69PbCOenp7GZrOxb98+ALGLY2hoiIyMDDGIasswRqNRzLx5PB5cLhdJSUlil8vy3QZjY2NMTEyI5Z25uTmReGk2mzEajSQnJ2O1WlFVldTUVMbGxsR2VG25RstzslqtTE5O0tjYiMfjEUXytCWVhYUFJiYmxOttNBrFLIU2g2g0GsUn3KWF17QBa+nfv81mE0W/tERl7ZM1IIIEbcZE++St5VJo+Rbaa2IwGAgLCxPJhVpAsTyIAEQwoyWm6nQ6McOmJShr972wsMDMzAwul4uoqCicTueKgVobiH0+n8i5CA0NJSYmRiSkaonJdrsdu92OxWJhYmJCLHUtDTK0fBet3g/8vG+Tlq+i7Viy2WxiQHe73QGzM1quTkREhFhq05o8Go1GjEajSDxdbQZn+WyCVoNI+33MyMgQfwNLn+PCwgLd3d3isTRxcXHs2bNn3a3NO83rEnxcBG6pqup66sGbv+8B4NOlyyWKovwGi03q1p37VRSljMWiZv+nqqr/9TmuYcuCD5fLxXvvvScaqmm3PXnyBJfLxalTp+js7BRb7mCxBLeWkKh9kp2YmMBkMpGfnx/wh9bT08Pk5KQYFNPS0oiJiaGpqYnMzEwx65Gens6jR48YGhrin//zf86NGzcoKytbteritWvXGBsbY2xsjO7ubv7kT/6Ejo4OysrKsFgs3Lt3jyNHjqAoCg8fPiQqKoq8vDy6u7v58MMPGRkZ4fTp04yNjfF7v/d7WCwW/sW/+BckJCTwta99bUVCGSA+cYSGhjI6Oiq2FWr1ObRpZvh5N9X8/HwxnQ2LM0yKojA6OordbmdqagqdTidmB06ePClmKcLCwkRjPr1ez+zsLEajkcHBQaxWKxEREZSXl4ttx1NTU+ITMyDe5NPS0khJSSEsLIzo6Gja29vxeDwiL0AbGJxOp7j+8PBwbt26RWlpKcnJyaIbb1dXF+Pj47jdblEKfmpqStTr8Hq9REdHExERwaNHj1hYWBC9ZFwuF1lZWWKg83q9VFdXExwcLJa4tKlzs9ksEpK13SD5+fki72NmZobOzk6xRBQREUF/fz/R0dHs3r1b1KPQZqb6+n6e3qUN4FFRUURERIhdHCaTCZfLJZKDtaU0rXT748ePxaBot9tJSkoKSER1Op0ieTQ2Nlb00bFYLJSVlYntvKGhoaKy6djYGGfOnKG3t5exsbGAujfDw8Pib87hcIgge/nSw1KRkZFkZGSQmJhIfHy8mAnQ+ghZLBaxNXt6eloEmdrMUHp6OhkZGSKPSRv4tGUhvV4vZiqW7pbQCqzFx8eL5750dmHpax8UFCTym1aj7WDx+XwiD2np7g/t72xpXoYWHGq/y8sHeo32emmBhTbTFB0dTVZW1ppVa5fTihbu2rVr3cqy0tZ6LYKPF0lRlPeADFVVTy+57U+Af6aq6v51zjsDfAT8e1VV/8tzXsOWBR8zMzP8p//0n1b8EfX19RESEiIGjoWFBTIyMrDb7WJ2QGvprhUVGx4epq2tjcjISKKiovD7/fzP//k/KSoqIi8vj7a2Ns6dO0d/fz/Xrl0TnXQdDgdVVVUcOXIEh8PB4cOH8fl8PHr0iL179xIdHY2qqoSGhhIVFcV3v/td8enlH//xHzl69Kh40wVEiWptMLPZbFRVVXHo0CF8Ph+pqancvXsXu92OyWQiOjqaxsZGjEYjhw4dEt1mtTcrj8dDc3MzkZGRYnDRciCGh4exWq3s2rWL8PBwvF4vAwMDYq3bYrEwMzOD3+8X2ydHRkbIzMwUb6Kzs7N0d3czMzMjPjlpuwNCQkLEJ1Gv10tCQgIlJSWYzWZ27dqFoijk5OQQGRkpKqBqtE90sPiGq22f04qUjY+Pr5h56u/v53vf+x5vv/22qM8SEhLC+Pg4tbW1dHd3k56ejtfrpbOzk5iYGPGctU/kFotFFArTyuxrOyG0WQer1SrqXWifxJfuYoiIiCAsLEwM+Nq/vRaszszMsGvXLrEN9PDhw6Jcv8PhoLOzk/n5eRISEgJqpcDPk0W1hnSHDh0Sv++Tk5MiMVSbndFmgLKyskhNTV1zhs/r9dLU1ITL5SI5ORlFWSwsNzY2JrY+A2Kn0fT0tNg+qjWUi4yMFImmdrudsbExDAaD2EXl8/kYHR1lcnJy1aVXrW6JNqOhLUuoqiqCBLfbLZZgtGUVvV7PwsIC8/PzYteNwWAgOjqa1NRUkpKS8Hq9ovPu0mA1NzdXlLrXfl8iIiLETMBmaL/nzc3NFBcXr1olVvp8ksGHopSyuIX3XeB9oJjFhNN/p6rqX352zH8Ajqqqev6z7ytYDDz+P+A/L7k7n6qqk2zSVgYfHo+H1tZWEQhoPv74Y4xGI/fv3+fKlSvs27cPu93O1atXGR8f59SpU1y7dk00fFuajKktr/zoRz8iJydHFDz65JNP2Lt3Lz/5yU/46le/Kvqq6HQ6SktLqa+vp7W1lX/5L/+lSGi7fv06+fn5hIaGEhERwQ9/+ENqa2vJz8+np6eHM2fOUFlZyfHjxwO2b1qtVi5cuCDu58aNG/T29vJLv/RLpKSk8PjxY/FpNDIyUiypdHd387u/+7siAHG5XNy9e5f09HQmJiZEK/f5+Xnt3wKv18vjx49F/oQ2yCuKQkZGBrt37xY7Dh4/fkxiYiIOhwO9Xs/Y2BgzMzNcuXKFrKwsdDodjY2NHDp0KGDqHBa3oAYFBYmcDqvVSmZmJk1NTczPz6Oqqpiq1kRERIip6P7+frGt9eHDh6LugrZMoU2B5+XlcenSJVRVFU32tCqPDx48EMXLtJkdbf36zp079PT0EBUVJSrN9vX14Xa7ycjIEJ9me3t7SUhIICYmBrvdLnYkaAPu0m2jRqNRbKHWXn+HwyGqmMJiMDE8PExYWBjh4eGiNkhycrJIylyeZOr1emlpaSE/P5+JiQmMRiNer5fjx4+LgG/pOdoW5r6+PmJjY8nIyAj4hD02NsbIyIjoIru0kFVjYyP79+8XBenm5+eJjIxEp9PR09MjdgGNjo7icrlE8S+j0Sj+32aziYq1uz9rFKd9Sl9raU/Ll6mrq2NhYYFdu3YRGxtLdna2mKFY/vuicblcopT+0hwMrTLvwYMHV+wA2gitVobNZhNbb5fSiqRpv/+SpPncBx8AiqL8AvBNYC8wyGK9j/+mRQSKovwtUKGqataS739zlbsa0I7Z5ONv6W6Xb33rW6KID/z8jfk3fuM3aGhooLy8nODgYO7cuUNRUREGg4FvfvObXLlyhcePH2MymUQTL1VV6enpETMP586dE9O0jY2NREVF0dXVJaaf33rrLZEA9+jRI+Lj42ltbRWfMFVV5fvf/z5hYWH09fVhMBhob2/nnXfeobq6mitXrtDS0kJ8fHxAkpvD4WBycpJdu3aJaWYtAUv7FKlNd+fk5FBaWsro6Cg/+MEPRN+V/Px8xsbGxE4FbRutJj4+nrCwMB49esSxY8cwGo1cv36ds2fPim2pAwMDDA0NMT4+jtlsZt++fWRmZjI3N8fs7CyZmZmiBDYsrqV3dnaSkZGxYgq4oaGB3bt3093djdVqxel0UlpaitVqpaenRxQc0hLoYDGJV1tWSUpKIjIykvHxcUpLS8WOi46ODvr7+0VBq7m5ORFIabkcsbGx1NXVUVRUhNfrFYNveHg4KSkp1NTUoNfrRaClfLaNV5uZycrKAqC9vZ0DBw4QGhpKV1cXaWlpItFZK3lfVlYmam9o+RhLCzdpya8abev2T37yE4KCgjhx4gSdnZ1kZmaKx11KVRd73Rw6dEgUTNNyWrQy88tpwVFYWBjj4+MBSzmwWOZ+edM2zfz8PD/96U+x2+1kZGRQVFQkiq91dXWhqqoIdu12u2jel56eTkhICP39/UxNTXHs2DGRkKrNbLhcLrE0snRJBhaXRw0GAxUVFStmf55HY2MjCwsLHDt2DEVRsFgsPHnyBKfTue5Mh7bsouVIREZGrujarOVUSNJyMvjYBrY64dTpdFJVVcUbb7wh3rzq6+vZs2cPTqeTkZERsrKyuH//PuXl5cDiJ73vfe976PV6zp49i9/vp7OzE7fbTWZmppjO1dbOtU6t2hbEt956iydPnqAoiph10ZqiaeWYYXEpZ2pqisjISCYmJvB4PHz00UckJyeLolH9/f0rklNhcaDLyMhgYmKCxMRE4uLiaGhoID8/n87OTi5cuIDZbBY7BPx+v+hVEhQUxNDQEOHh4VitVgoKCgJmVmBxiWJ8fFyUWh4dHRVT5/DzBFm73S56iGhFlkwmEwaDgba2NnJzc7Hb7UxPTxMREYHRaGR8fFwkWMLibNLk5KSYYUpOTqa+vl4kVGrJjst3cthsNgYHB8WUuJaIGxkZKRq4JScnYzKZGBkZQafTcfLkSdLT00Wiok6n486dO6L7qVZyXcup+OlPf8qXv/xlsWtHVVVu3bpFV1cXly5dEiXT5+bm6Ojo4NixY1gsFmpra0XlVEVZLPsdGxsbMIum0XYx9Pf3Mz09HTDIaSXx09LSmJmZwWg0EhUVxeTkpAjwlibmafkn2jKd2+2mr6+PQ4cOPeWaS4hLAAAgAElEQVQvZW1P2+Gg1+sDytwvde3aNc6fPx/wnMxmM5OTkzx48ACDwSD+PbTdFi6XC4vFEpB3tNzSkuxbbXh4mKamJvR6PdHR0Rw4cGBFsUFJ2koy+NgGtnrZ5ZNPPiE7OxuXyyUCgaGhIZxOJ7m5uTQ0NIiy5kvrKTx48IC2tjZSUlJIS0sjJyeHsLAw3G43t27d4mtf+5oYqGpra9Hr9URGRmK1WsUsQltbG/Pz8xw5coSqqirOnTvH6OgoLS0tzM/PiwqhFouF0tJSfvjDH2IymYiLi+PLX/4yw8PDojTxas/txo0bhISEUFFRIWYAKisrRSJjamoqV69eJTExkcLCQmZnZ/nwww85dOgQxcXFYvCGnyevabU2bDYbCQkJ2O12sQ12165doglVSEgImZmZIhgJCwsL2BVks9lobGwkLy9PJBe6XC6mpqZ48uRJQEOx/v5+0tLSRDXNmZkZ2tvbRQb+8mREjdbwTZtFcblcYrtwb28vu3btYnh4mKGhIdLT0wNqtGjH9/f3o9Pp1vxkn5eXh9ls5ujRo/j9fvHJ+NSpUwGzNzU1NRw9ehRVVbl//z7Hjx8PKAxXW1sbkPi8lKIoNDY2kpCQQHZ2dsB1LN8Crf1OAWLHz/JS0Mvve8+ePVs2M7BZVquVwcFB8vN/vllOmynMzc0lLi5OBDda3kt0dLRYOnlVtO24cnlEehlk8LENbGXw4fV66ejooLa2FrfbzcmTJ4mIiMDlctHS0iKms+Pj40WPDa/Xy969e4mPj+cf/uEfmJubCxg0pqamyMrKwmq1YrPZOHDgAM3Nzfh8PlJSUkQjJ83g4CDNzc1iF0dfXx+5ubkMDQ1x8OBBkpKSRO+M73znO5w8eRKbzcaRI0eor6/n0KFDAW/CNpuNjo4OdDodExMTorS6prW1leDgYC5evMjPfvYzMjIyyMvLIzw8nMjISOx2Oz/96U95++23RRdZRVHo6emhvr4eg8HA/Pw8MTExTE1NicRcWEyEtNlsYmfD8t0JS9+ox8fHA6rHao3O1M+KcHm9XlJSUvD7/XR0dJCfn09MTAxBQUF0dnZSXFy87hS1uqwolt1uF829ZmdnsVgsor9IRkYGDx48YHZ2NqCUdH9/v0jA1KqErjbYOJ1OhoaGMJlMlJeXExERwalTp0Qgo/175OTkcO3aNU6fPh0QyLa3t2MwGFYtyqbNzB0+fHjVRnc7QXt7OxMTP68MoNPpOHz48IZ2X0jS54EMPraBrQw+fD6faPhVXV2NxWLhrbfeAuCDDz4gIiJClF3XBnC/309TUxMOh4OsrCyqq6sD3iRbW1s5cOCAKL3d3t6O2WzmyJEjmM1mkZS3VFdXF+np6fT19XH06FFxTUsHo76+Ph4+fEhJSYlYE3/w4IGYRVFVla6uLubn5zl48KBYSvnud7/LO++8Iz5l19XVMTo6itFopKSkhPr6ehobGzlx4oR4rN7eXtFBVWvilpCQQH5+PnNzc/T09FBeXo7JZFp1MNa2OGp1GbTXbSmDwUBUVBSpqakcOHAgIAFQVVU++ugjysvL6e7uJjg4mKysLLHd9eTJk0/91Nva2irKvGvbVrWCYVNTU1y5coXY2FhRAn15QNDb28vIyAiDg4OUl5c/9RPu/Pw8d+/e5eOPP+by5cu43W6xDNTR0cH+/ftRVZU9e/YELK14vV7u3bsXsGyz9LFcLhdnzpyRA7EkfY7J4OMVUFapePoiXktVVfne974nKhtqOxvCwsJQVZXS0tKAdWmHwyESzZYOFq2trVitVg4dOiQKTP3sZz/jt37rt2hqauLgwYMrHru+vh6/309RURF6vZ7p6emALrQ2m433338fvV7Pl7/8ZUwmEwsLC7S2tlJaWioS9bT995qpqSm6u7txu93s27dPtADPzMzE4XCQn59Pd3c3N27cQK/Xk5eXh81m48mTJ0RGRnLp0iXg58WPysrK+Iu/+AveeecdUYZ8NTabjbq6uqe2rVZVlYGBAVpbWwMKJMHi8k5wcDAWi0UU99Jaz2+Eliycnp4e8O/W3t7OwMAABoNBVCrdt2/fiuCivr6epKQkPB4Pu3fv3tBjTk9Pi908x48fB+Du3bsUFBSIbbLLDQwM4PP5AnJcJEmSlpLBxzaw1TkfLS0tAbddvXpVzFKYzWZKS0uZm5tjZGQkYF1aoxVq8nq9OJ1OOjs7MRgMTE9Pi86nycnJlJeX09/fT15enmh7HR4ejtvt5v333+fLX/4yBoOBqakp+vv7Az6Fq6pKTU0N6enpHDlyBFjMg4iMjBR5FMePH1+xDNHY2Eh6erpom93Y2EhOTo4Iro4cOUJNTQ2nTp2ip6eHzs5O4uPjKSkpERUSjx8/jqIodHR08OmnnxIXF0dKSkrAMorNZsNsNovXtL29nZMnT66ai7L0OWnr+FqRruWzGbdv38btdnP+/PlN/KsuBgHaTp2l/H4/t2/fpry8XGwRXi0JEhaDl7y8vIBE5KdxOp34fD4ePnwoqkiOjIysmcsBiwmXly5dkrkDkiSt6XmCj81Vm5FeioWFBa5evRpwW0NDA4WFhVy7do20tDS+853vcPHiRWZnZ5menl6RmKcNoCEhIQwMDBASEkJBQYHYGpqRkSH6bmj1F2w2G+3t7SwsLOByufit3/otCgsLgcUGbV/60pcCBsWamhrOnTtHVFQUZ86coa2tTdRI0Aatzs7OFc/v4cOHK4IErTzy3Nwc1dXVmEwmxsbG6OvrE/0trFYrXq+XyclJampqeOONNxgbG+PatWv83u/9nqguOj09TUNDA0lJSWJAv379Om+//TZDQ0MEBwevqKGyGRMTEwwNDZGamrqpZYfBwUEuX768onjco0ePuHLlCsnJyQwNDVFcXExubu6K87WtyVqjvI26desWGRkZpKenU11dTVlZmShq5nQ6aWhoCKjt4PP5ApJFJUmStpoMPrahsLAwysrKAm7bvXs33//+9xkZGSEyMpLMzEwaGhpITk4Wn4ZXMz8/T01NDbt37yYkJISTJ0+K/96/f5/q6moqKiqYmJgQ5ac1/f399Pf3A9DU1CQacWm0QCUrK4u//Mu/ZP/+/aIV/XqWHjM5OUleXh4xMTHU1NQEdFr1+/189atfJTY2loaGBsLCwsQsz/T0NB9++CH379/nG9/4Bp2dnej1etxuN1FRUZSXl4suoJ988gmXL18mKiqKpKQkOjo6qKmp4cSJE880wNpsNr74xS9SVVXF5cuXxcyIx+Ohp6cHm8224hyv10tbW9uKTq+qqmKz2URV04GBgRW1SzSdnZ2rLo+tZ2JigqSkJDHbkpycTG9vLwsLC9TX1wNQXFy85kyLJEnSiyCDj20oODhYfDJVVZWRkRF6e3tpbW3lD//wD8WUf2JiIjdv3sRqtVJRUbFi/X58fJyf/exnFBcXk5mZSXR0NMnJydTV1XHr1i3Gx8dFYaeMjIxV6xJoRkdHVxR7yszMpKOjQ8x0+Hw+ent7iYuLW3NQV1WVmJgY8VgtLS0UFhZSW1vLL//yL/P973+fEydOrAimiouLuXv3Ln//938vbvN4PJw6dYrS0lKKi4u5fv0658+fJyQkRBR9qqur48iRIwGD6969exkeHubGjRucPXt2U1sjR0dHRV+WI0eOcOvWLeLj4xkfH0ev15OTk7NqUaympiYuX74cENxplta70Nqtr8bhcDy1Tf1yWtKqJikpCbPZzJMnTzh69KhMGJUk6ZWQwcc25PF4qKyspK+vT3Stdbvd/OIv/iKRkZE0Nzfz+PFjIiIi0Ov1DA0N8ad/+qcBSY8WiwWz2czZs2eZn58nLi6Onp4eQkJCSE9P56OPPuKtt97ixIkTtLS0kJKSEtCl0e/3k5CQwMGDB0WBseXT/TU1NWKZ48KFC7S0tFBSUkJVVRUVFRWrDurT09Mi8NB6jtTW1nLx4kUmJyfZu3cvU1NTq87kLCwsiOqsGq2wGcCVK1dob28POEfb4bNceno6BoOBysrKNRtR+Xy+FfUo5ufnOX78uOjPMjo6SlxcHOfPn193FsVmswXs3FmNVmxsNQ6HY9MFo7Ry8cuX5J6ncJckSdJWkMHHNuT1ehkaGiI3NzegV0Rubi5Wq5WHDx/yb//tvxWDytmzZ7l16xb79+8nPj5edC89deoUNpuNrq4ujhw5wo0bN6ioqABgZGSE2dlZDhw4QE1NjSgYtjQZs729ndra2jWrNdrtdjo7O/mDP/gDYHGm5ezZs8zMzIgKkdrArqoqP/7xj5mbmyMuLo6ZmRn6+/tpbm7m8uXLohT4yZMnqaqqWvWxDAbDuks6RqNRJL5uRHx8vNg5s5wWAP76r//6qtU9NaqqUlVVxejo6JqJrOPj46vOeCynFRVbTWdn56p5IOt5/PixDDQkSdqWZPCxDUVERPD1r3894LbKykoqKir48z//c8LDw1d8yi4rK+P9998nIiKC0tJS0XlyZGRk1QEtOzsbg8FAYWGhKG2uzUBo920ymfD7/XzwwQd84QtfCMhl0Cpi5ufniyUObadIfHw8Z86c4c6dO2L2Q9vVMjs7S25uLsPDw0xPT/Onf/qnqy4zLK8r0djY+FxJopvhdDq5fv06Z86cCWipvhpFUTh79iw3b95EVdVVg6PW1tYVOTyrGRoaWnN2ZHp6elOBhM/nw+FwPPX6JUmSXgUZfGxDbrebmpqagNtMJhM1NTXk5OQQHBzMj370o4AGXXa7neTkZPx+f0DL64mJCVGrwWAwsLCwAEBoaCgjIyP4/X5sNhstLS2EhYXx4MEDMYDq9XoURaGlpYW2tjbS09OZnZ3F4/EAi4279Ho9HR0dAAFbSCMiIjh37pz4/tatWyLB8+zZswCigNdyMTExzM3NiRkHv9+P3W5f0cflRbDb7dy8eZNz585tOB9CURQqKiqorq5GVdWAYM/tdq/ohLsWr9e76nHrLcespaWlRTQWlCRJ2m5k8LENud1umpubiYyMJDIyEqPRyN27dwkLC2N+fp6pqSkSExOZmZkR5wQHB3PhwgW6urpobm4WZdd9Ph/Nzc2iTXxvby8hISE4HA4sFgtJSUkEBweTmJhIcnIyzc3NREVFodPpCA0NpaCgAL1ez4EDB5icnCQ5OVkMyvX19QGdOaenp0UuBCwGEVog8+TJE77yla/Q0NCwZo6FJiMjg+HhYRF8dHd3r7rkoKrqivbfT6OqKrOzswwPDzMzM0NwcHDAwO7z+bh48eJTr3E5RVEoLy+ntraW7u7ugPsrKSl56vlut3vNx+zt7d1wQTFYfI6jo6Ob3hkjSZL0ssjg4xmtVuF0qxiNRr72ta+JFu9ms5mpqSl++7d/W2y1zcnJCeiN8uDBA+bm5sjNzeXWrVtMT08zNzfHw4cP+cpXvsLBgwfxeDzcuXOHiYkJUZr84MGDREdHc/r0aSwWCydOnKCxsZFTp05RXV1NTEwMsbGx7N69e8UAGBERsW4ORn9/P7Ozs+zfv19soV3adn0tCQkJNDc3i+8HBga4cOHCiuPq6+tF8zeNtnV1ZGQEu92+oneLqqoYjUZSUlKIiorCYrGset/PQlGUdQt3rWdwcFB0G15ueHhY5OpsxNDQ0Jr3JUmStB3ICqdbZCsrnC7X1NREUlISbW1tjI+PExcXh81mC0gCdblcdHZ2UlhYiM/n49GjRxgMBtLS0iguLsbr9fLkyRMaGxvZtWsX2dnZHDx4cNVgoK6ujqysLPR6PfX19URHR69I5NQSLZcurax17Z2dneh0OvLy8khKStpQI7IbN25w7tw5Zmdn6e7uprS0NKDuCCwW59LqY2j8fj9xcXHs3r17Q63La2pqKCoq2vQW1tX4fD5u374dcNvY2Bhms/mp23m7u7vZs2fPqsfp9foVVVHX4/V6OXfu3CvtripJ0s4nK5zucJOTkxQWFpKSksJf//VfExQUxPHjx0lJSRGNxrQCW6qqEhQUxNGjR2ltbcXr9VJXV8eDBw8oKCjA4/HQ3d0tesOs1YDt29/+NocPH+ZHP/oRSUlJ3Lp1K2AWQVVV9u7d+9RrP3jwIB988AHnz59nampqw3kI2vNpamri2LFjTE9P09/fL2YA3G43Op2OM2fObPyFXEV+fj5tbW2b2iWzGofDwc2bNzlx4kTA7phr167xq7/6q08tZqYFW5IkSZ8HMvjY5vx+P36/n8bGRvx+P6qqEhISwrvvvktSUhIJCQnExsYSExNDTk4ONpuN9PR0UfDq0qVLzMzMkJuby+HDh2loaGBoaIg333xz3cfdu3cvvb29YufMG2+8seKYqqoqnE5nQJGs5VRVJSoqCpPJxOPHjzf8aTwtLY3BwUF8Ph86nY779+9z+fJl8fOenh5ycnI2dF/riY2NZW5u7rnuY2pqigcPHnDu3LmA18JsNpOWlvbUwGNhYWHd11CSJGmnkcHHNtff309fX5/oLDs2NkZZWRkFBQUByZaNjY1cuXKF6upqcnJyRH+YpKQkrFarKNmdlpYmymqvJz09nfT0dHw+H0FBQdjt9hVLE0eOHOHhw4frbiPt7e3FZDKRl5dHdnb2hp93eno63//+97l06RJVVVWcOXMmoBut2Wx+asdVl8tFW1vbUx9rdHSUu3fvPtPSi8vlYmFhIaDMuqa1tVXs7FnPwMBAwM4lSZKknU4GH9uY0+nkBz/4Ab/9279NbGwsU1NTZGRkEBkZyfXr1wOWPex2Oy0tLcTFxRESEkJISAinTp0iKSmJq1evkpCQQHx8PHNzc8zMzDAxMUFiYuKGepuUlpZy//79FUmPkZGRYhvsWgO31p0WeGor+6W0QGtwcJCCgoKAbbZ+v39FIulyWjO50tLSp25zjYuLo7Ozc1N5FRpFUVbNLbFYLBiNxg0959HR0TV780iSJO1EMvjYprR6E4WFhSKHYHJyksTERGw2G5mZmQH5E3FxcTQ0NODxeGhqaiIhIQGTyYTP5+Ott94iIiKCmZkZhoaGgMVEyEePHnHmzJk1AweXy0VoaCgGg4GQkBBmZmZWJKiuFZjAYgAwNTUVUPZ9o1paWjCZTKIc/FLDw8Or9k/R+P1+KisrKSsr21DDtJiYGDo7O1f0xnkejx8/DtiNtB5VVWVyqCRJnysy+NiGHA4Hf/M3f8NXvvKVgJb0U1NT5OTkMDQ0tKLceVJSEgaDgSNHjvDXf/3XHDt2TFQZ1VrNw2KPkQMHDlBQUEBeXh63bt0iNzd31ToSY2Njoiy4FmT4/X6OHDki+oxogYnFYlkxA9DV1UVqauqmZjxgMXgwm828/fbbq9a+6O3tXXOpR1VVMeOxmU6t0dHRzM7OBiSLzs/P09TUhNvt3vD9qKqK2+2mra0NVVXXTOpdevx65dslSZJ2Ihl8bEPh4eEiOXRpSXGtAub09LRoLa/R6XT4/X4SExM5f/48IyMj6HQ6FEUJGPztdjtZWVmMj4+TlpbGxYsXaWpq4vbt2ysSOJubm9m3bx+jo6PAYkl2h8PB1atX0ev15OXlodPpiIqK4ic/+cmK0uD37t0jISFBnB8SErJu51zNkydPKCwsXLfh22oVP1VVpbq6msLCwg09zlL79++nsbGRkydPMjMzw+PHjwkJCaGkpGTTDd3q6ur4zd/8TRlUSJIkrUEGH8/oRRYZAzh+/Dh/9md/FtAOXTM/P7/qUklQUBBer5eSkhIWFhZob29nz549AV1ZfT4fqamptLe3i1mNAwcOMDMzQ0dHB6Ojo9jtdgA6OjoCKpYu5XA4aGhoEN8PDw/T2NiI1+vFZrPh9/txOp2kpKSIUvFut1vkh6SkpBAcHLxiVsDn89HV1bVmMun8/DwWi4UnT56s+NnS0ubLu9tuxKNHj3A4HERFRVFWVrbpKqeA6AAsAw9JkqS1yeDjGamq+i7wrva9oihbXmGssLCQmpoaKioqRJLlksdbcXxaWhpms5nMzEySk5O5du0ahw8fZnBwUBzT0tJCaGgojx49Ej1aNLGxsRw8eFAsV1RVVW1otwYszso8evSI1NRUUlNT0ev13Lhxg7Nnz6641unpaZqbm/F6vSuWZLq6urh06RJxcXGoqkpRUVFAnkltbS0HDx7ckqJgy0VHR5ORkUFCQsIznT8/P8+DBw9WzEpJkiRJgWTwsU0NDw+zd+9ePB4PPT09xMTEPLU0eXp6Og0NDWRmZrJ7925KS0sDciO8Xi+qqnL69Gk8Hs+KWRWn08nExAQdHR3Mzc3R0tKyod0wS/X29tLb2wssLrOsdn58fDzl5eUrbvf5fHg8Hi5evCi+v3PnDnFxcRQWFgKLMy4vIvCAxYJjNTU1G+rFovH7/fT19TE7O0tERATFxcVbmrgqSZK0E8ngYxtyu938+Mc/pqCggODgYB4+fEhYWBhf+tKX8Hg8a3Y4NRgMOJ1OYLHGxPJqokt3q2RlZXHz5k3xM1VVCQ0NJSkpiX379jE/P4/JZBL34XK5Akqbb5TW8XYjhoeHA3JcgoKCKC8vp6enh08//ZTS0tINd5p9FmFhYWRkZGzqeSqKwu7du1eUeZckSZLWJnu7bJGt7u1y/fp1zp8/DyzOSPzH//gfiYuLIy0tDavVumZRqrq6OsLCwnC5XFy5ciWgdkVbWxuxsbGkpKSs+9hWq5Xbt2+LtvKqqvLpp5+Sn5+/6Z0rm6HX60lMTFz1Z3a7nU8++YTTp08/87KIJEmStHWep7eLDD62yFYGH263m/b29oCW6FVVVURERGC329m/f79IFtV4vV7q6+tpaGjgjTfeYNeuXbS3tzM5OcmpU6fQ6XTcuXOHo0ePrptIaTabaW5u5uzZs6I4V0NDA3Fxcc9Ur0OSJEnamWRjuR1oZmYmYFnk8ePHHDp0iPfff58333xzxfZPv9/PwYMH2bNnD2azGYB9+/YRFxfHtWvXOHv2LB6PZ93Ao62tjdnZWS5evChyNSYmJnA4HBQXF2/9k5QkSZI+l2Tw8Zo4ffo0R44cYWFhAb1ev2pFUVjM3Vi6DTUpKYmKigru3LnDkydP1kwg9fl8pKSkcPLkSXGbx+Ph4cOHqzaVkyRJkqRnJYOPbSgkJGTN4MJgMJCZmcnt27fXzI8YGBigo6OD6Oho4uLiMBgMXLhwgaCgoDXvdzW3bt2irKxMlv6WJEmStpQMPl4jWk5JdnY20dHReL3eVY+LjY0VvVi6u7vxeDw4nU76+vo2vHXW5/ORmZm5qRLlkiRJkrQRMvh4Ri+6wulq5ufnRXfX9XZ8aImqS7faDg0NkZOTQ25u7ou9SEmSJEl6Cjmf/oxUVX1XVVVF+3oZjzk9Pb2hbaYmk4mRkZEV526234kkSZIkvQhy5uM1MjU1RV5e3lOPCwkJwWq10t3dLW4bGBgI2LorSZIkSa+KDD5eIzabjcjIyA0de+LECdEgDhYb1cnEUUmSJGk7kMHHa2ajCaOxsbGys6okSZK0LcmPwpIkSZIkvVQ7JvhQFCVVUZTvKIoyqSiKU1GUVkVRVrZO/fnxYYqi/K2iKE2KongURbn5Ei9301ZrPy9JkiRJr6MdseyiKEoMcBe4A/wCMAnsASbWOS0IcAL/L3AF2NZ90GdnZ0VHWkmSJEl6ne2I4AP4Q2BUVdWvLrmtb70TVFW1A18HUBTlINs8+JiampJbZSVJkqQdYacsu/wycF9RlPcVRZlQFOWxoii/q2w0O/M1IOt0SJIkSTvFTgk+9gC/A/QCl4G/AP4M+Ddb9QCKoryrKIq61tdWPc5antaRVpIkSZJeFzsl+NAB9aqq/rGqqg2qqn4b+H/YwuBjeUXT5V9b9TiSJEmStNPtlJyPUaB12W1twDdewbU8N6/XS1tbW8BtWlM5SZIkSXrd7ZTg4y6wd9ltecDAK7iW56bT6UhNTQ24bSNl1SVJkiTpdbBTgo//G6hRFOV/B94HioH/Ffh32gGKovwH4KiqqueX3LYfCAESAKOiKIcAVFV9/BKvfQWdTrehBnKSJEmS9DpSdsp0vqIovwB8k8UZkEEW63f8N/WzJ6goyt8CFaqqZi05px/Ytfy+niWHQ1EUdae8lpIkSZL0NIqiPNN4CTso+HjVZPAhSZIkfZ48T/CxU3a7SJIkSZL0mpDBhyRJkiRJL9VOSTjdFnZQQVVJkiRJemFkzsc29VkOiYxmJEmSpB1HLrtIkiRJkvRSyeBDkiRJkqSXSgYfkiRJkiS9VDL4kCRJkiTppZLBhyRJkiRJL5UMPiRJkiRJeqlk8LF9/V+v+gIkSZIk6UWQdT4kSZIkSXqp5MyHJEmSJEkvlQw+JEmSJEl6qWTwIUmSJEnSSyWDD0mSJEmSXioZfEiSJEmS9FLJ4EOSJEmSpJdKBh+SJEmSJL1UMviQJEmSJOmlksGHJEmSJEkvVfCrvoCdQlEUWSpWkiRJ+lxRVVV5lvNk8LGFZKl6SZIk6fNCUZ4p7gDksoskSZIkSS/Zjgo+FEX5HUVR+hRFcSqK8khRlNPrHPslRVE+URRlUlEUm6Io9xVFefNlXq8kSZIkfR7tmOBDUZRfBf4C+CZQDNQAVxVFyVzjlHLgBvALnx3/T8CP1wtYJEmSJEl6fspOyVNQFOU+0KSq6v+y5LYu4B9UVf3jDd5HHXBbVdXff4bHV3fKawkwPj6O1+vFZDK96kuRJEmStiFFUZ454XRHzHwoihICHAY+WfajT4CTm7irSGB2q67rdWY2m7l37x4Oh+NVX4okSZK0w+yI4ANIAIKA8WW3jwMpG7kDRVH+DZAO/P0aP39XURR1ra/nufjtyGaz8YUvfIHq6mr8fv+rvhxJkiRpB9kpwcdzURTlnwF/DnxZVdWB1Y5RVfVdVVWVtb5e7hW/eD6fj/DwcEpKSqitrX3VlyNJkiTtIDsl+JgCfEDystuTgbH1TlQU5VdYnO34qqqqH76Yy3v9aPu3k5OTMRqN9PT0vOIrkiRJknaKHVFkTFVVt6Ioj4CLwA+W/IwtlUwAACAASURBVOgi8MO1zlMU5W3gO8Bvqqr6Dy/2Kl8vS5Nni4qKuH79Oi6Xi6CgoDXPSUpKIjY29mVcniRJkvQa2xHBx2f+C/D3n+1YuQt8HUgDvgWgKMrfAaiq+tXPvv81Fmc8/gC4pSiKlhviVlV15iVf+7ZXUVHB+PjylJpAjx494sKFCy/piiRJkqTX1Y4JPlRVfV9RlHjg/wBSgWbgypIcjuX1Pr7O4vP/r599aaqBihd7tdubqqoryuYGBQWRlpa27nnt7e2rnitJkiRJS+2YOh+v2k6q82G322lpaeHo0aObOq+trY2YmBhSU1Nf0JVJkiRJ28Xz1PnYMTMfnycul4uPPvqIuLi4NY+xWCz80i/90jPdv81mIzIyctPnZWVl0dDQIIMPSZIkaV0y+HgNNTU1UVFRsW7wcfv2bTweD3q9ftP3/6zBh8FgYGFhYdPnSZIkSZ8vO2Wr7eeGqqrMzs6uG3gAJCYmMjk5+UyP8azBB0BwcDAej+eZzpUkSZI+H2Tw8Zrp7+9n9+7dTz0uOTn5qbtT1jI/P4/RaHymczMzMxkaGnqmcyVJkqTPBxl8vGa6u7vJycl56nExMTHMzc0902P4fL5163msJyMjQwYfkiRJ0rpk8PEasVgsREVFbWgr66va7hocHIzX630ljy1JkiS9HmTw8RppbGzk4MGDGz7+VW39DQ8Pl91wJUmSpDXJ4OMZLe9y+6Ifz+v14vV6MRgMGz7HaDQyPz//Aq9qdbt376avr++lP64kSZL0epDBxzNa3uX2RT9ec3MzBQUFmzonKSmJiYmJTZ2zFRVKnyfZVZIkSdr5ZPCxDfl8PgYHBwO+xsbGSE5e3rR3fc8SBNjtdiIiIjZ1znKfVb0LuE1V1VcyCyNJkiRtP7LI2Da1PGnzxIkTm76PZyn69Tw1PpaKjY1ldnaW2NhYxsbGePz4MV6vl2PHjpGYmPjc9y9JkiS9vmTwsQ0FBQWxZ8+eLbmvzS6hPE+Nj6Wys7Opr6/H5/MRHx/PpUuXAPj444+5ePHiM1VelSRJknYGueyywymKgt/v3/DxWzXzER0dTXR0NGfOnKG4uBidTodOp6OsrIzbt28/9/1LkiRJry8ZfOxw2vLHRm3VzAdASUkJISEhAbdFRUVhMplobW3dkseQJEmSXj8y+NjhNpt0+jzVTTdq7969TExMbCookiRJknYOmfOxwyUkJNDZ2fmqL2OFsrIyKisrCQsLE7d5vV7Onj37woMfSZIk6dWSwccOt13LnQcHB/PGG28E3DY2NkZTUxPFxcWv6KokSZKkl0EGH59TfX19mEymFTkZz0pVVSYnJ5+rpLuiKHR2dpKSkoJOt7EVwYSEBDlTIkmS9JqRwcfnQEhICG63WwQaMzMzdHZ20tvby/nz58Vxfr//maqbqqrKzZs3iYmJCVhGeRapqancu3ePffv2PfVYr9dLR0cHZ86cea7HlCRJkl4uGXxsQx6Ph4aGhk2do9fr2bt3L+Hh4St+lpiYyOTkJCaTCZ/Px71797h8+TI9PT20trayf/9+ABwOx6arm/p8Pq5fv05RUdGmK7CuJj8/n08++YS9e/duaPajsbGRgYEBdu3a9dyPLUmSJL0cyqvqfLrTKIqibtVrqarqpiuTLiws0N7ejsPhIDMzk5ycHLEcMTc3R29vLyUlJdy+fZv9+/cTHx8PQFVVFSUlJURHRzM6OorFYtnQrAMsBkmVlZUcO3aMuLi4zT3JdYyMjDAzM0NhYeFTj1VVlWvXrnHu3LktW0KSJEmSnu6zVhrP1AxMBh/PSFGUd4F/v/S27fBaqqrK0NAQPT09YglFVVUeP35Mamoq8/Pz5OTksLCwQFFREYmJiXz66ae88cYbdHd3ExERgclkWnG/LpeLtrY28b3dbufWrVsUFRWtOtuymqioKEpKSjZ07CeffMKFCxc2NPsxPz9PXV0d586d29B9S5IkSc9PBh/bwFbOfLwIV69eJSgoiIsXL4rGb9euXaOiogKLxUJvby8hISHk5uYSFRW14vyWlhZCQ0NJSEgQSy2/+Iu/uOHAA6Curo6cnJwNzZIMDQ1hsVg4cODAhu5bu76cnJwNX48kSZL07J4n+JBFxl5DXq+Xhw8fbuqc5ORkTp8+LWZDFEXhzJkzVFdXk5SURFhYGC0tLWvmfExOTrJnzx5iYmJobm7m/Pnzmwo8AIqLizecy5KRkcHIyEjAbJLL5VpzdqmgoIDe3t5NL1dJkiRJL58MPl5DtbW1+P1+WlpaNnxOSUkJBoMh4Lbw8HD2799PfX09xcXFIqhRVRWHw8HQ0JD4GhsbY2RkhKqqKrxeLw6HY9MDvV6vJyIigrm5uQ0df+DAAZFQWllZyaeffkpvb++ax5eVlVFTU7Opa5IkSZJePrnb5TUzMjJCeHg4hw8f5tatW0xPT4vk0bX4/X7u3buH2+1e9eetra309/djsVhoamri29/+Nvv27cNkMpGdnY3RaMTr9TI+Po7ZbObYsWO4XC7u379PRUXFpq6/pKSEO3fubCg/w2q18vHHH/PFL35RHF9VVUV2dvaqx4eHh5OYmMjg4CCZmZmbui5JkiTp5ZHBxzbkdrtXfIJPS0tjz549NDU1icqgp06d4tq1a+u2qHc6ndy4cYNjx46tGaSUl5fz8ccf4/F4OHz4MG+++SaPHj0iPT2dnp4ehoeH8fl89PX18Wu/9mtiF83AwACqqqIoCh6Phx//+Mfs2rWLgwcPrphl0YSEhBAWFobVal01t0TT2tqKx+Ph61//Oq2trSLxVK/X43K5CA0NXfW8wsJCPv74Y0wmkyw+JkmStE3JhNMt8qITTisrKwkKCqK4uJiYmBhxu8Vi4eHDh5w7dy4gH6KyspLMzEy6u7s5e/bsmsGAxu/3c+vWLTHD4HQ6mZycBKC5uZno6Gjsdjvh4eEcPXoUvV5PY2MjaWlpJCYmMjIywvz8PCkpKTx58gSn00l6evqqQZHL5aKhoYHjx48H3B4SEkJGRgZdXV1YLBaOHDkCwK1btygpKcFoNDI5OcnIyAiHDh1a87lMT0/T2dnJiRMnnvKqSpIkSc/qeRJO5czHNrTazEdPTw9ms1kkjDocDsbHx5mbm2NiYoKPPvqI2NhYAGZnZ7HZbExNTZGdnU13dzc+n4+wsDDy8/NXnRFYWFhgdHRUfB8WFkZGRgYAXV1dnDhxAkVRmJubo6qqirS0NHJycmhsbCQxMZHx8XH27NlDdHQ0ZWVl+P1+RkdH8fv9Kx5Lm/1wu90YjUZxe2dnJ7Ozs8zPz3Py5Elx+9GjR6mpqeHcuXMkJibS2Ni47usXHx+P3+9ndnZWvCaSJEnS9iGDj21qaZnz4eFhrFYrJ06cIDs7m4cPH2IwGCgtLSUhIQGdTsfg4CBOpxNVVamrq+Ps2bMUFxfT19dHb28vZ86cwWaz8eDBA/Ly8tizZ0/A49lsNv7u7/4Ou92+6o4X7XpiYmK4dOkSAwMD3LlzR9xusViIjo4Wx+t0ulXrhWgSEhK4c+cORUVF4rb4+Hhu377N7/zO7wQcGxYWRlRUFBMTEyQlJREVFcXMzAzT09PMzMys+Rjf+c53eOedd7ak8qokSZK0deSyyxbZymWXhYUFKisrURSFwcFBvF4v09PTWK1W0tLSKC8vJzw8PGAWZGZmRsw2wGLyZWxsLDk5Odjtdp48eYLJZEJVVfr7+5mcnCQ/P5/S0lKSk5MZGxtjcnKS0dFRLl++LK7F6/VSU1Ozav+U2dlZ/uZv/oZ//a//NQ8ePODs2bObep5aUKUJDg6mv7+fCxcu4HQ6WVhYEDMnPp+P9957D5PJRG9vL6Ojoxw7doyTJ0+SkpKy6v339/fzwx/+kJMnT264Ud1yQUFBnDx5UuaPSJIkLSOLjG0DWxl8jIyM8K/+1b9ibm4OnU6H0WhEp9ORkZFBcHAw+fn5+P1+MTAbDAZiYmJQFIXGxkaOHz9OREQEnZ2dREZGYjKZGBsbIzw8XMxOeL1eurq6RCVUnU5HZGQkHo8Hr9dLamoqsBhgeDwekpKSAnJKgoKCSE9Px+Fw8ODBA0JCQigoKBBLNc9CVVV6e3uJi4sjLS0Ng8Eggob5+Xlu375NQkICX/nKV6iurub8+fN8/PHHvPHGG2sGF2azmfHxcYqLi5/pmmZnZ6mrq+PSpUvP1HTv88psNuN0OsX3LpcrYLdVcHAw6enpa76miqJgNBrlay5J25gMPraBrQw+vF4vP/vZz0hLSxMN0wYHB/nggw9ISUnh8OHDnDp1akUyZ1tbG2FhYSQnJzM/P4/f76euro60tDTS09O5f/8+b7755oo39NHRUerr6ykrKyM8PFzsjomIiKCuro6CgoIVSzFer5f79++TlJTEe++9h9fr5dy5c5w+ffqpya3rcbvd1NbWUl5eLm7TqrGeP3+eubk5GhoaSEtLIzY2luDgYAYGBjh69Oia91lZWcnp06fX3CHzNOPj47S2tlJRUfHSB0Ov10tnZycWiyVgMN/MdWi/l0vL7T/v83C5XGsGZL29vYyPj5OWlgYsluKvra0NWP5yOp2Mjo5SUlKyaidkn8/HzMwMp06dIjIy8rmuVZKkF0MGH9vAVgYfDoeDqqqqFWXIGxsbGRoaQlEUdu3axa5du0QzNb/fz8OHD8UgbLFYOHfuHEajkerqavbu3YvdbkdVVXJzc9d9fJfLxc2bN7l8+TI3btxYsyaH0+nkW9/6FjMzM/zKr/wKg4ODhIeHP3ePlcrKSs6fPy8GtqamJqKiosjKygJgamqKuro6QkJCuHDhArdv3+bgwYMBOSdL2Ww27t27h9FoZGFhYd0lGJ/PR1JSEvn5+QQH/zwlamhoiMHBQU6dOvVcz22jVFWlubmZ0dFRCgoKiI+PJzQ09LmDBlVV6erqIjMzc9VBf6MGBgaYm5sLyNmBxUDj7t27K8r4nz17dkXw53Q6qa6uZt++fat2JXa73dy5c4fk5GQKCgqe+VolSXoxZPCxDWx1V9ulU9Q+nw+Hw4HBYKC6upq2tjYOHTqEXq/H4/GQm5uLxWIhNjaW9PR0YPGNu7Kyki984QsA1NTU4Ha7efDgAaWlpSsGsdraWkZGRsT3VqsVq9XK1NQUiYmJ4rq05ZmIiAhCQ0N59913+au/+isKCgrYs2cP/f39FBUViet4Fl1dXej1erKyskSS7PKAZnp6mv/+3/873/jGN9DpdNy4cWPVT+LarEVHRwdf/OIXA5aFHA4HN27c4OLFiwED4+joKG1tbQQHB1NQUCBmcnp6epidneXw4cPPHASMjY3R3t4eEACpqkpkZCSxsbHExsZit9vp6upacxlLUZRnenyr1UpNTQ3p6enMzMysmsezGTdv3qSkpETUa1FVlY8//phz586J13N54Lic1vTQbreLmZLlBgYGGBwcJCsri8jISIxGI8HBwaJirtFolB2NJekVkMHHK/Aiu9o6nU6qqqrw+Xz09PQwPz+P3W7n13/91xkcHCQvL49/+qd/IjU1lX379olPocvzGiYnJzGbzRQVFaGqKj6fD7PZzNzcnBgMVFXl/v37zM7O8kd/9EcBn4adTif19fUB217dbjcDAwOMjIxw7949fD4f09PTBAUFkZiYSHd3N36/n/3796+YYQgODiYvL08MFNrrpdfrSUxMJC4uDp1Oh8/n486dO5SXl3P//n2ys7MZGxtjamqKw4cPi2vv6urigw8+IDg4GIPBgF6vXzFYp6WlUVRUhN/vp6qqikuXLomfffrppxw+fJja2lrOnDmzYnrf6XTS3t6Oy+USt42OjoqeM/Hx8ZhMpg0v5ywsLPD48WOOHz8eEDx4PB5RPXZsbAydTkdhYSGJiYmrztJ4PB5CQkI4cuTIhvrrqKpKQ0MDVquVkydPEhISwr1798jLy9tQk7+1eDweKisreeONN1AUhQcPHpCWliZ2OVmtVh49erShROS5ubmA5OPlXC4XExMT2Gw2bDYbPp8Pl8vFnj170Ol0uN1uPB4Pp06dWrM/0evIarXi8/nE93q9PmB7uiS9SjL42Aa2cubD6XTywQcfYLPZyMvLIzY2FofDwU9+8hNyc3MJDw8nISGBjo4OEhIS1k2GrK+vJy0tjZSUFIKCgggKCuLmzZtcuHABWCxXPjo6yq5du2hqagqYFTGbzeh0ujV3k7jdbp48eYLVahVl151OJ52dncTExLB7926RzKooighUjEYjubm54hO8x+NhbGyMn/70p2KpY3x8XCTb/v7v/z4mk4nu7m7u37/PH/3RHxESEkJlZSWJiYk4nU46Ojqor6/nwIEDKIrC/Pw8c3NzTE5OEhERgclkwmw2ExQURExMDDMzM4SEhLBnzx7Cw8NpamoiOzub/5+9Nw+OM73vOz9vH0ADje7GfRD3QYAgeBMcXjM8RpRmxoksb1KKo3ilshWtnY2dVTbedSlVyWq0tVVbcqXiyJaztrO7yiHLq0hKFM+MPCOSMzyHw5sESAIg7vvuBvpCo69n/wCfZ7pxkwBBgPN8qrrIfvs9nre70c/3+Z0FBQVUV1djNptV/xppiZIiMB6PI4RgenqakZGRpMlhMVJSUkhPT6e9vZ0dO3YkuXNgLnjX6XTicrlwuVwq0NbtdiOEIDs7e0G2zczMDI8ePUIIwf79+9m3b9+i3wGfz8eFCxeor69X2U6PHz9mcnKS5uZmTp48SWpqalL2lByz0+lcsH0+AwMDjI2NUVRURG9vryocFwgEeP/99zl16tSiVgmTyZQkEjweD4FAAKvVSkpKClardcUMpUgkwt27dwkGgxw4cIDU1FQ+/vhjiouLqa2tXbC/1WpVcVJTU1N0dXUt+9m1trYSCASStu3evZsjR4489+yn/v5+Hj16RFZWVpK4DQQChMNhjh49ukD0RqNRurq6cDgcFBYWPpf4pFgsRiAQWLY6seazw6YUH4Zh/BXwO0IIr2EYvwqkCiF+8lwutglYT/Hh9Xr5sz/7M3bu3Mn+/fvZtm0bhmHQ1dVFe3s7d+7c4Zvf/CY2m40PPviAx48fU1BQwO7du5VZWsYHSFP4/v371SQwMTFBd3c3PT09mM1miouLOXPmDH6/n8HBQRU3cuXKFV555ZVlTdrXr19naGiIiooK7HY7WVlZ3Lx5k8nJSbUKlZk5wWCQ3t5e/H4/4XCYQ4cOUVRUxO3bt7l//z5vvfUWlZWVCCF45513iEQi5OXl8Rd/8RcUFhby7W9/m56eHj7++GOOHj3K8PAwKSkpSSnHbW1tmEwmMjMzyc7OJiMjg7GxMbq7u7HZbPT39xONRhkYGKCoqAiPx0NBQQF1dXX09vYSj8eJRCLKrVRcXExGRgYOh4OcnBxcLlfSpBgIBJidncXhcCxZ4j4QCPDLX/6S8vJyZV1ZbmIIBoMMDg4yOzuLzWYjIyMDs9mMyWRSQk4ePzs7S1tbG36/nyNHjiRVvx0YGKCzs5NgMKjSsCcnJwmHw9hsNnw+H4ZhKPedy+VSE1osFiMajarJORwOU1BQoO7RarXS2NiIw+Ggra2NwsJCTp48SU9PD/39/YyOjqrPYDHk90EIQSAQUPVbotGoeqwUGCuzoiKRCC0tLUQiEWDOtSWte4kiIRgMMjw8rL5XdXV1S1qtpIDOz89X22KxGI8fP6a7uxvDMKiqqiI/P3/JMUo3ZV1d3aqDZqenp+nu7qawsJCamhqsVis5OTnY7XZ8Ph+PHz9mamqK5uZmHA4HDoeD6elpJiYmsFgsVFZWkpeXRyQSUeJ9JUtJamoqWVlZuFyuRUVVMBikvb2diYkJdU6v14vZbKasrIzy8nLMZjNCCEKhEMFgkKysrGdOb18On89HU1MT4XBYve+xWGzRJpdysWUymVYUi+FwOKkgohACs9msgvUX+w1M/NyFEMTj8aTvr8ViweVyvRCXoBzP/DnJbDavqyjdrOKjSQixxzCMncB/Bi4CcSHEP3kuF3zBrHd59enpadrb22lubsbtdisLQkdHh+o629DQgNfrpa2tTcWF5OXlEYvF6O/vV9kgsVgMj8fDjh07VH8X6UN3u91s376d8fFx8vLyVOxBQUEBbrebL37xi2o8i3WUHRsb49KlS7z11lucPXsWh8NBPB6npaVFrW7z8vKS3APhcJiRkRF6enooLi6mrKwMj8dDcXExWVlZtLS0sG3bNoaGhkhNTcVqtdLf309vby8ul4ve3l5V1KywsJDU1FSEEAghqK6u5tvf/vaCSaWrq4tLly5RWlrK3bt32bNnDykpKUQiEfr7+ykoKFCTzejoKACHDh2iv78fn8/HzMwM4XA4aUKUZeLz8/MJBAJEo1H5XUi6dn9/P2lpaeTm5tLX10cwGKSysjJpoq+pqVk0YDYYDKpaL1LEyR+5WCymUqPdbjcdHR2YTCZ27Nih3FTxeJzKykosFgtFRUUEAgHq6+vVyvXevXsqaLSzs5NwOExtbe0CIRWNRnn48CEFBQXk5+czPj7OtWvXKC0tpbCwkOHhYaLRKLm5uTidTuUSFEIwODioPkuz2UxaWhppaWn09PQwOzuLy+XC7/cnTVbxeBy73a4q8gohyMjIIC8vT1mOBgcH6e7uxuFwsGfPnqTvmKxtk/g3aTKZqKmpIT09nfHxcUZGRtR76fP5VEB2T08PKSkpFBcXK3EpkZ9tJBKhu7sbj8cDzP3YS9dfIrFYjPHxcWZnZ3E6nUkVd4UQSeeGufo8xcXFBINBJiYmmJ2dZWRkBL/fj8ViwWKxYBgGNptN3a8UbrLFwdTUFPF4nJycHDUJJV5T/ptYQyccDqvvdzweT/oOywD3hoaGJPEdj8eZmJhgcnJSnTc1NRWLxYLX62V2dpZAIKDe18TJORKJqGvK+LaUlBRl9bJYLEkW02AwSCAQUCnYiaUGJJFIBK/Xq8oDJN6LvJ9ES6ycnOU2+b2S9yctnvJaiedIfG/mf8fk+eR7JH+bEveZP1fMFwqJx8h/5T7xeJxYLLbgvIkkjisx2+2b3/wm3/3udxc95lnYrOLjNtAI/CFwTwjxl4Zh3BZCHHwuF3zBrKf4iEQiXLx4kaNHjy7wX8diMX7xi18wMDDApUuX2LFjB/X19RiGgcViobm5mWg0Sm1trfKhFxcXk5+fT2trK8ePH6eiogIhBL/85S85ffo0XV1deDwe5XqIRqMcOnSIH/zgB/z+7/8+d+7cYWhoKMnKAHN/RD09PYTDYW7fvo3dbqeiooKsrCwmJyfx+Xxs376dYDBINBpdoLonJycpLS0lPT0dh8OB3+/n+vXrfPWrXyUzM5OWlhays7NViqYshHb58mVVQl7Gisig2CtXrmCxWPiN3/gN1XBvZGSEtrY2Tpw4oYI9S0tLmZ2dZWZmhra2Ns6ePUtdXZ2y3sh4mX379iX9kPT09Kgf05aWFmpqapSVRK6uEu8xFouRkZHB7t276e3tJRgMUlVVxd27d4G5ycbj8dDW1sbU1BRlZWXY7XZmZ2cxm80qqDIvL4/CwkKsVisdHR3qGhMTE3i9Xvx+P/39/QwNDTE8PEwsFqOiokJ195UT7L59+8jMzFQ/XtPT0/h8PhUrMzMzQ29vL4ZhMDMzg9/vB1D31t/fz9TUFJmZmdhsNjweDxaLRa305OcoC8SlpKSQlpaGzWbDZrORmZmpRFZ2djZWq3VBKrAkEAgwPDxMdnY2WVlZaoJPjEsyDINQKMTQ0BCxWGzBe+/3+/H5fGos8vVoNEowGFTnSElJwWKxqBT1zMxMotEoWVlZ7N27l5qaGtLS0pZcQUsLjlyRJ1qpJKOjo0xOTqpJrrm5GZiLhZIr9GAwSCwWUy7AeDxOcXEx4XCY/v5+CgsLCYfDdHR0MDAwQCAQUIuT3Nxc8vLyMJvNhEIhxsbGlLiJRCL4fD6i0WjSxBuJRJR1S05q8j2RE7MUScFgkEgkorYlTm6JK+3ER+JELPdNJPFvKxaLLSoq5n83dKjAs5Odnc3k5OS6nW+zio9vAL8LZAK7hBABwzBahRA7nssFXzDrKT4CgQB/8id/gtfrpaysjLq6uqQ/vsePH3Pnzh2+9KUv4fF4sNvt5OfnY7PZqK6u5kc/+hF79+5VmRMDAwM8evSI7u5uNSnNzs6Sm5urlH1WVpZKbczPz1fxDvKH2GazLWhTL3/YZZbMq6++yuPHj3G73RQXFzMzM6Mm+LS0NGX+lcGFPp+Pzs5OXC4XDQ0NpKSkcOTIEXJzc5cMUmxra1MBuW+++SYVFRU8fPiQQCDAoUOHuHbtGv/1v/5X0tLSqKqqoqamho6ODvbv38+jR48Ih8M0NjaSmpqKzWZLSlX+4IMPmJycVFYOn8/H6OgokUgEv9+P3+9XYkAIgd1uJyUlhWg0qopoJVpIzGazen9lgKTNZluw+kxPT1fnkuZjac2Jx+OkpaVhGIYSGnLMhmGolWZKSgpZWVk4nU4Mw6C+vp7p6WkAioqKcLlcVFZWMjIygsfjUT/60WiUTz75RE3ooVCI6elp1QtIil85KWZlZZGRkaFW5eFwmImJCWZmZjCbzUQiEcrKylSsgs/no6ioiJycHHw+H+Pj47jdbpU1FY/HmZ6eVq4h+T2X/4/H42oFneiOkSvj1NRUcnNzcTgcKn5odnZWuWCk6JGm+dnZWfW+paamqskuHA4TCASYmZnBZrNhtVqx2WxEo1G8Xi/hcBiHw4HNZlt0dSvddXLylqv1cDjM7Oxs0opVWqvkPcwX5UIIJRLkPSViGIZyKcTjcTWOWCyW9JhP4nub+B2cf+35v2Mv+2Q/XyDJ/893cSYy36ogzzP/XHJb4muJ/5fWLCk+bTab+m7K+Cf5Wcs4qPnnMZvN6rtksVjUZxiLxbBYLOqcVquVr3/96+zYsX5T8KYUHwCGYWQCUSGE3zCMGuBfCCF+87ld8AWy3qm2wWCQ/v5+bt68SU9PDydOnKC4uJiJiQl+gP+s5gAAIABJREFU8YtfUF1dndTfxOPxMDMzQ39/Pzt27Ejy1wPqR0qagG02m/oSZ2ZmqklMCEFbWxvp6enKBbF//35cLheRSESt+mHO7XD27Fn27t1LVVUV4+PjZGdnY7FYGBoaAuZ8tFlZWUSjUTo7OyksLFSm+eHhYT755BMqKys5efIkZrOZ1tZW+vv7SU1NZceOHeTm5pKVlaUmocHBQUKhEJFIBIfDQXV1NTAXJzMwMEBNTQ39/f08fvyYsbExgsEgBQUFhMNhsrOzcTgcKqsG5n5gXC6XMhPH43H1hx6PxxkaGlJN8LKyspQgGR4eVi4A+eMUCASw2WxqdRoMBklPTyc1NZWRkRGKi4tJSUlJ+nGKxWLK5B8Oh9WK3Gw243A4lHUiGo1SU1NDVVUVNpuN3NxcXC4XGRkZBAKBpM86HA7T09NDaWkpxcXF3L9/f8EENjMzo7JH5KQsJ8RQKKTuX0740rIWjUaVEJAuhvT0dFJSUtR2t9tNJBJR7hIpwBJN/Ykmb7PZrH5k55u25epcCIHValUugkgkogSKtOIkMt/qILclXnuxY+SYE60Ai000i5E45sRti5nAEyePlUzwy/no5x+bONEtNpb5+8pJL/HzkGOa/77KMS9mzl/svUi8V7kt8XOR+yRum++SmP/+zBdK0tolPzuTyaQsXPIhJ+C0tDRl4VpMVCQKB7l4kCndUuC7XC4KCgrIyckhNzdX/T6lp6cvcLmlpaXhdDoXFSNLvW9Pi3RTrWccx9OwacSHYRguQFaw6hBCTK3byTc56yk+JiYm+IM/+IMk//LQ0BCFhYVMT0+zf/9+ampqkr7UNpuN/Px8ent7icViHDt2LCmrQgiBx+Ph0qVL3L59m9LSUkpKShbNZInH4/zkJ3OxwaWlpUxNTamgq6ysLGw2m0obLSkpoaGhge7uburq6pKuKVMiOzs7aW5uprGxUVlfPB4PGRkZHDt2jB/84Afs379fRfDPzMzwySefEA6HycvLIxgMsn37dtLS0tREW1xczPDwsFL8MGeJuXPnDkII3G63ivqXNVLkuCcmJkhJSSE/P59QKITX61U/TDK4MxKJ8OjRIxwOBykpKaSmpuJwOMjMzMTj8XDy5En6+/sRQtDX18fExIQ6v8fjUWb+zMxMhoaGKCoqwmQyMTIyoj5Xi8WiRF8iaWlpzM7O4vf72bZtm5pwvV4v5eXl2O12xsfH6e7uxuv1qkkk8bOW/YBkVo+MRzAMQwlIOdlIQSB/cKV7IfE4meUgt0tLhYxhsFgsOJ1OhBA4nU4cDocyo8u4GavVSlpamgqGloIyFAop8ZM48cvtaWlpWCwWJWKkGLTb7UQiEeUOkJOOvLf5E9l8sZK4cpQWCemmkNYlueqUx8tjpbiX15HWDzkZys80caKW7520tEgLWeIDUC6bRFfG/M848dzzJ/P5wmo5sbDYb1bipD3//uV7KF+T+8tVt/xbNJvNSXFXUhxIgSktj3IRJL8bcpvVasXpdJKdnY3dbk86tzx/SUkJeXl5ajzyeyf/hjXPnxcuPgzDKAP+FHgLkAMRwC+AfyKE6F3zRTY56yk+fD4ff/zHf8z+/fvVH9zY2Bijo6OcPHmSoqIiBgYGknyjbrebn/70p/z2b/82u3bt4tq1a6Snp1NQUEBhYSFOp5O2tjZ8Ph+FhYUMDQ1x8ODC8JuRkRHu379PZWUl3d3dvPHGG1y7do09e/aoCqHXrl0jFApx6NAhent7OXz4MLOzsyr1E+bM+ZcvXyYSiTA8PExdXR1DQ0NMT09TW1vL0aNHCQaDahX/rW99i29961scOHAAmFu9/5f/8l/o6upSgkFaGmKxGPv27SMWi9HT08Pjx4+V5UC+JxaLhUAggMPhUGbzxNfkZCoj0qUJe3p6WrlZSktLlfiQQYCxWIzy8nJ2796Nz+fjpz/9Kfv27aO8vJyysjIKCgqUy+Hq1avcu3eP6upqUlJSaGpqYseOHaSlpREMBpmensbtdqu4C7fbzejoKO3t7USjUWw2G5FIRPX2CYfDxGIxZY5NTMs1mUwq4DUSiajMhG3btilX0szMTNIkLau9Op1OlR0hJ085+coJNjFy3+12K0EwNTVFfn4+VqtVxZrIicbr9RKNRlUWjbSChEKhpODGRDOxvAdAiV0ZT2O1WgmFQkrASfeFfD8Sg3EThYBEip1Ea9VSJJqw5RgTJzR5j/Ka8rm04CQGS0qLkvzbkC4deV/y85N/N36/X1m/ZDxUopiRIs1kMmG1WtW4pBtMrvKl2ExNTcVut5Oenq5cVTJTRlp65GTvdDqVmy/xfUtPT1eLFbna1mheqPgwDKMYuAnEgX8LPHryUgMge6MfEkIMrelCm5z1FB/xeJzOzk5u3brFyZMnsVgs9PX18f3vf5/jx4/z9a9/fYGyb25uJiMjg+bmZlpbW1VvFo/Hw8TEhFrt19XVAfDo0SMyMzMpKyujoqKCjIwMbt26RU5ODnv37sVkMjE1NaV6vly4cIHjx49z6dIl9uzZo7rLmkwmKuZVrwwEAvzwhz8kLy+PwcFBamtr1Y+31WpVE7LD4VAreI/HQ2trK6WlpUSjUVVwa9u2bdjtdlwul3IzJU5mNTU1HDp0iKGhIdXFF+bSTFtaWkhPT6e2thaXy0VPTw+jo6Nq5SxXzePj4/j9fhW45/F4yMzMxGQyEQqF1Eqs4kkw7ezsLDdv3sTn8/Hqq6+qNMqJiQmam5tV7ICM3pcTSmZmphIAcjKSZmLxJKhvdHSU2tpabDabChiU2QDxeJxQKKR8uSaTiUAgQCgUSnJpyAlHrjTl9aRAMZvNKohVuldkzEk8Hlfjl6mwgDpWuoBkppC0UEjBMt8aJydAk8mk4mHk2BJN2tLNlJ6erlbH0WhUfXd9Ph8wJ0rl90haq+S9y1W5FCPw6YQsXUcZGRmkp6eTnp6uhJthGCq+JTEzS4qurKwszGazst7IewwEAmpsUjxFIhFCoZASLBkZGSpmajHz+PyYC9k4UsZAzcdsNlNUVITNZlOF6WR9lKqqKrZt2/ZcUlw1msV40eLjL5gTGp8TQoQMw2gGfkUI0W8YRjrwS+ChEOJ31nSh1Y3lHwP/K1AEPAT+qRDi8jL7nwT+9ZPxDwF/KIT4s2e89rqJj3A4zMcff6zSBRsbG2lpaaGgoID/9t/+G8FgkMbGxqSo/4yMDL72ta8xODioaoHEYjGcTic5OTmqiBXMTWLXr1+nt7eXkpISdZ3q6moqKyuTxjI+Pq789263m+rqahVV39vby/bt25PMq1NTUzx6NKc/T548ydGjR9XE5fV6yc7OJhaL8cEHH/DGG29gNpsJBAJ88MEHyiXj9/sJhULs27ePR48e8cUvfhG3283ExAQ9PT3s2rUL+LQ6q9/v54033lhQ+CgQCNDT0wPMreDb2trYuXNn0j7xeJyBgQE1wQ8PD1NZWYnNZlOrbGlFkObyeDxOdnY2wWBQuQMmJydV8aXc3Fx27NhBcXGxmijz8/Pp7u4mOztbTZBlZWWkpKQwNTWl+vZ8/etfp6ysjPHxcW7duqXK3CdOKH6/n76+Pm7evInT6aSwsJCcnBy1koW51fXMzAytra2UlJQQDocZGhpSmS52uz2pBofX6yUQCKh6D9LiIQOGg8EgwWCQsbExcnNz1QQdCoWYmZlhampKiQ/pbpETu9VqVTE8O3fuxOFw0NXVRTAYVMfLR2KcxfT0tMq8cTqdKmhu9+7dyvICyQGYiZhMJgoKCigtLcXlci3q438WX7nf76elpYW0tDR27NihXGqASlVfzXk9Hg+PHz9e4BpKbK2wVEBoamoqBQUFFBUVvVQVXTVbixctPgaA3xBCXHzy3AfsFUJ0PXl+CvihEOLZm32sbhy/DvyQOWvLlSf//hawUwjRt8j+lcAD4P9lzmLz6pN//74Q4mfPcP11Fx9CCNVE7cCBA2RnZ5OamkpTU1NSlDvMTR6jo6McP36cgoICtbKenp5mbGyMgYEBDh8+jM1m48GDBxQXF2O327lz5w6VlZX4/X5isZiqACrT8mCujLl0eUhf/tTUFG1tbRw8eFBNAmNjY4yNjan0QKvVitvtZmpqCiEETU1NFBcXE4vFmJ6eZmBgAJfLpbI9JiYmMJvN+P1+nE6nco+Mjo5SUlKiKnEmTjLSJD02NqZWhXa7PcmsbRgG3d3d5OfnL/ihDofDVFZW4nA4+PnPf87+/fuxWq0qYFW+j7KOhTRJj4yMkJmZydTUFE6nk5SUFAoLC9V7NzIyQjQaVdVU5QQqMx8S4wbC4TAmk4m8vDwVM5KSkkJeXh6pqakLAtaGh4cxDIO//bf/NnV1dUmBr3KicrvdvPvuu1RWVhKJROjp6WHPnj3qdZmWKzN3srKySEtLU1YU6Y6RBdbMZjPnz5+ntLSU1NRUVXdCuvXmj1H+LYTDYWXZkMWxZEVdaT2Rk21iQGh/fz8mk4lvfOMbyhX3/vvvc+bMmQ0z+ctAXEk0GuXBgweqtP2zFo9yu93cvXuXjIwMdu3atSDTYn5Ku0azWXnR4mMWqBZCDDx5Pl98lACdQohn62e++nFcB5qEEP9DwrZ24KdCiH++yP7fBf6OEGJ7wrb/G2gQQhx9huuvq/i4evUqgGri1tHRoSaKmZkZhoeHF6z0pUn/xIkTSW3tZ2dnuXXrlkpr9fv95ObmKhFw48YN1UW2t7eXsrIygsGg8hOPj49z5coVGhoaVFCeYRj09/eza9cu5efPzc1VLiNZWn3btm2q8qgsLiXTX7dv387o6Cjj4+OMjY1htVpVkKnMhpHm9MuXL2OxWFSp+MXqQ0gXinSpmEwmtUKfmppStUDmE4vFaG9vp6ioSKVcpqSkJEW1FxYW4vf7lTjKyspieHiYzMxMbt68qTJZZFny1NRUwuEw9+7dIzs7WxWBSk9PX1D1s729HafTqfqU7N69e9HKm7JzcVVVFcXFxfj9fu7du8fdu3cRQuD3+5W48fv9FBYWKrGVm5urRFs0GiUnJ4dt27bh8XjYtWsXLpdL1eGQlUYTBdI777zD5OQkr732GrW1teTm5ia9f48ePUqK15AIIfB6vcoiJ7OdEl0ddrtdic2BgQH6+vrYuXOnqtYaDoe5c+cONTU1Sdd9XoyOjqqKuInWRZPJtOZuwFNTU2RkZHDgwAEdN6HZ8rxo8dEPfFUIceHJ8/ni4zTwH4UQC9tzrhOGYaQAQeArIqGEu2EYf8pcjZGTixxzCWgWQvxuwrYvAz8C0oUQkXn7v828RnLzWc/MoeUIBoOcO3dOBUb29/erFaQsPOR0OlUFwlgsRk5ODoODg8o6IDMapqenVdEoWYpcxh2YTCa1ys7OzmZmZkb5sE0mkzKJl5SUYLfbicViuN1uDhw4oHqjeL1eioqKaG9vp6SkhN7eXqxWq4orSWR0dJTU1FS+9KUv0dTUxK5du7BYLLz//vvMzs4yMTFBRkaGKgtfXl5Oeno6mZmZC3qQzMzMcPnyZTo7O1XsSE5ODlarlZKSEhVvEIlEePjwoQqiy87OpqamBpvNhtvtVu4I6QqamJhQVhCbzUY8Hic1NZWcnBwKCgqYnp4mHA7j8XhUxU+YCyKueNKVdT6ZmZlMTk5SUFDAsWPHVJn3RGZnZ2lqaiIlJYVQKKTiPQzDYNeuXap/TVZWFiMjI5SUlCyoy5LI9evXVQDhrVu3lOhqa2tjenpaZbjI75UQgq985SsLXBvRaJTbt2+zffv2ZSfllJQU9XnORwiBz+fjwYMHlJaWqr4/AN3d3XR2dnLkyJHn2lAtFArR0dHB6Oio6g3zPGInEt1FGs1W50WLj3/HpzEfM4niwzAMG3CO5xzzYRjGNmAQOCmEuJSw/X9jziVUt8gxj5lzB/3vCdtOMFcGfpsQYvgpx7Bulo9gMKhSXSW5ublUVVURi8W4du0aZWVlKpOgrq6OlpYWZb5+/PixMonv3btXxXr8+Mc/5siRI6rIjBCCs2fP8vnPf56rV6/i9/tVhdPz588Tj8epqqoiNzeXBw8ecOPGDQKBAFNTU0SjUdXwrKOjQ7k3EtNVrVar6nni8/koKSnhwYMHZGRkUFJSwszMTNLqLxqN0t7ejt/vVy6iwcFB7Ha7ilWQ9SpCoZDKrpABhXK7tADZ7XbS0tKIRqOkpqYyPT2tqm/KCP9EwSLTXhODFuf3fIjH4zgcDoqLi3E4HCoodXBwkIKCAmw2G36/n4KCAiU0xsfHyczMVAGccvLJyMhQqaoNDQ0MDw/T1tbGkSNHkkz6MnPI6XSyY8cO8vPzaWpqIj09ncrKyqQy2bKC63LdauX3tK2tTbnoBgYGACgpKVGF0BKzIlwu14JJMxwOc+PGDfbt27cuwqC6ulp9H2KxGLdv3yY/P5+GhoY1uSFklsv8WiehUIiuri4CgQCpqals375dVdPVaDQr86LFRzFwG4gB3+fTbJedzMVdmHjO2S4vm/iYnJzkO9/5DqWlpWqlKRtlzc7OcuDAAUZGRpQLpbm5mZ07d6oJIBQKcenSpaTAtZmZGUpLSxkeHlbiY3h4mLS0NFW6WvaLkHEVsiDPO++8Q39/vwoelZkGo6Oj+Hw+ysvLmZycxO/3c+bMGbKzs5mdnVWFv5qamlSF0/r6en7yk5+ooj3zSy/LRmEXL15UmSpWq1WdTzZDk/snVoKEuQwLmU7pdDqZmJigtLRUVWN1uVzs3bsXm81Gb2+vWvFWV1cvcGMFg0E8Ho9y18hrzK+fkp6erjIz9u3bR05OjsqakVlG8nOUWRGGYajzy+yIoaEhlSIqx2+32wmHwxw+fJiqqipgzgrS2NiIy+Xi5s2bKrW2v79fBXSuhlAoxF//9V9TWlrK4cOH1eexWIGuxY69desWBw8eTHLxrReGYbBjxw7Vx+PSpUsLgi9XQu4vs3/mi02r1UplZaVuUa/RPCOboc5HJXPBml+Qm5ir8/EB8LtCiO41X2T56z93t8sqxrCu4uOb3/wmkUhEmfN7e3vp6OiguLgYk8nEnj178Hq9uN1uampqVCrg8PBwUi+ViooKcnJyVL2A9vZ2iouLsdlsNDc3q6Zi85EZMHfv3qWsrEwJD0CZ4tPT01WtBxmwKl0VqampbNu2jbKyMkZHRzl06BBer5f29nYaGhooLi5etM7I5OQkN27coL6+nlu3bjE2NkZmZialpaW0trayb98++vr6mJyc5OHDh6oIl5xoZP8LGS+QlZXF9PQ009PTFBUVMTw8zMzMDNu3bycjI4OzZ89y9OhRSkpKyMzMJCcnR93nxYsXOX78uKoJIu9xKVpbW8nLy1PZDnl5eZSUlCwQAzLgNDE99OHDhzidTrZv367e487OTgYHB1WqqiQUCqksidraWtWZeOfOnauanOPxOHfu3MHr9fLKK69w/fr1VQmORILBIK+//vqa4h9Wg7TCHThwYMmYHY1G82J44eIjYSBZfFrhtF0I4Vm3k6987evAfSHEbydsewz8bJmA0/9OCFGbsO0vgN0vOuA0FArxN3/zN0xOTtLV1UVTUxMOh4P8/HyGhoY4fPgwra2tFBYW0tjYSF9fn4rbcLlcNDU1KTN5R0cHXq9Xrc7z8vLUar6mpkYFdsqW3DC3sm5tbWV2dpb6+nry8vJoa2tjcnJywQSVmpqqKhMmTpCzs7Oq+dv09LTKmJApj6OjowvakUciEYqLi6mqqqKpqQm/309GRoYqQe7xeFRK6cTEhAo8lcimYDKDJj09HbfbTTgcxul0KveHrJrqdDrJzMxkz549xONx/H4/Xq+XeDzO6Ogo8Xhc1VSQ97hcgap4PM7NmzdpaGhI2r5UQzIhBA8ePGBwcJBoNEpJyeoSwsxms2p09qzs3LkzqV38ZmRmZoYPP/yQ1157bYFVSqPRvHg2jfhIOrFh/BXwO0IIr2EYvwqkJlolnsP1fh34T8y5eq4C/wj4h8xlr/QahvEfAYQQX3uyv0y1/XfAnwPHmbPefGUzpNpevHiR0dFRHj58SGlpKe+99x51dXXEYjEePHhAQ0MDPp8Pn8/HwYMHVWO4wcFBGhoa2LNnD3a7HYfDQTQa5eLFi8zMzNDT00N3dzenT59mbGxMBYTK+hPhcJhPPvmE3NxcPv/5zzM+Pk5PTw/Z2dkLmr0l1leQlRrnc/v2bWpraxes/nt7e4lEIqoomLzvH/7wh7jdbr72ta+xe/du9donn3xCQ0MDGRkZfPTRR+zevVuthMfGxrh79y6lpaXU1tbi8XgYHx9ncnKSnJwcXC4XbW1tnD59mkAgwI9+9CNycnJ49913+cY3vkFRUZESStIqcfPmTV555RXi8bhypazmczt79izDw5967GQwpSzGJi0ysViMu3fvUlFRodwemk+ZnJzk+vXrG2Jd0Wg0z8ZmFR9NQog9hmHsBP4zc7EUcSHEP3kuF0QVGfsD5oqMPQD+ZxkDYhjGBQAhxKmE/U8Cf8SnRca+KzZBkbFoNMqNGzdobm7m0KFDXLhwgcrKSiwWC2lpady4cYN4PM7evXtJSUlRtQc++eQTVTwqLy8Pn8+H1+tlZmZG1VoQT/qeDA4OsnfvXioqKtRKPhKJcPPmTfLy8qiursZsNquMjvnFueDTXg+yMNLIyMiCjJ9Hjx4lHSsLUMksk7S0NJXeGY/HycnJITMzk0gkwr59+9TYrly5wquvvsrt27cpKipi27ZtAPT09OByudi/f/+i1oW+vj66u7s5ceJE0n1+//vf5+/9vb/H3bt3mZycpL6+noMHD2I2m7l16xalpaUUFBQQi8XU+3348OElMxXa29vp6uri6NGji67Sw+Ewjx49Ynx8nHg8zt27d2loaFhVfIYsrPW8Vv8yduZFIou99ff3E4vFcLlc7Nu3T2eGaDSbmM0qPm4DjcAfAveEEH9pGMZtIcRCR/9LwHqKj0AgwJ//+Z+zd+9eHj16RHl5OQ6Hg2vXrmG1WmlsbMTr9ar4DiEEU1NTnDp1Sq38P/roI1wuFzk5ORQVFZGXl5fUsfHSpUuqR0xxcTHl5eX87Gc/o6qqiqNH57xOHR0dBAKBJeNCJBMTEzQ1NVFVVZXkBpEWiNraWvkeqbLa0loSCoVUrQ8Z9CqP7e3txW6343a7CQaDquaGFB4wF9OxXLEnm83G4cOHk1wlgUCAs2fPkp2dzYkTJ4A5kdLa2kpKSgqPHz/mlVdeSTqP1+ulubmZkpISlaECc0Kxra2NwsLCBdVhF0MWLDt16pSqQbISwWCQpqYmfD6fqkK71iJUMzMzdHR0MDY2pgIyXySyJkxikLVGo9ncbFbx8Q3gd4FM5oI+A4ZhtAohdjyXC75g1lN8SIaGhhgaGqKxsZFYLMZ3v/tdfv/3f3/BRCGEIBAIMD09zYcffsjU1BTbt2/n5MmTS8YF9PX1qdLjIyMjqlDWvn37AFTsxGJBoRIZ4yCE4JVXXlngdrl06RKHDx9+5olNprl+/PHHvPbaa+tWlOn8+fMcO3aMzs5OZmdnk1wq9+7d49ChQ4uWrBZC0NPTg9/vV9sMw1hQYn4lEsugPw1CCDo7O+nr61tTDQqZRltTU6O6gmo0Gs3TsinFB4BhGJlAVAjhNwyjBvgXQojffG4XfIGsp/iIRCLcvXuX69evc+zYMQzDUO3dTSYT09PTAEkTmOy4eurUKaqrq4lEIpw/f57Tp08vu8IOBoNcuXKF/Pz8FctFyzobkUiEqakpbt26RX19/ZI1JUwmk7IsPCvxeJyPPvqIz33uc2s6j2R4eJjh4WFVsntgYCCp/kNGRobOqtBoNJpVsGnEh2EYrwOvAWHgilimqdvLxnqKj5mZGf7Vv/pXlJeXqxW4xWLB7XYzMjLCl7/8ZSwWC36/n4GBAdxuNwBf+cpXklaxs7OznDt3jlOnTi26km9ra6O/v5/9+/er/jHLIQuHWa1Wbt++zb59+1ZdU+JZkQXMZP8Zme4qH0/7nre2tvLmm2/qzp8ajUazRjaF+DAM418C3wH6gShQxlzhr68lFv56WVnvCqfvvfeeKioFc6b6mpoafvzjH7Nt2zai0SgOh4PKykpyc3Pp6+sjEAgsCAwNh8P85Cc/weFwJAUsRqNRSktLqa6u5oMPPuDMmTOrdh0IITh//jxnzpx5qvsaHR0lFAqten8hBO+99x47duzAeNIOXboslsuwWY6srKznLpg0Go3ms8BaxMeaQskNw/hnwF3gPvBN5gqK/V9PXssGfht41zCMvyOEOLeWa32WsFgsKltFMjU1RX9/P2lpadTW1lJUVJR0THl5OR988AE7duxQE7Lb7VZ9N8bHxykrK0sSNFJEHD9+/KliFvr7+yktXblVz+XLl1VRrp6eHoLBoEo1ldfPzc2lrKxs0euHw2GqqqrWzeWi0Wg0ms3BmiwfhmHcZC5NVc4c7wPXmBMkd4UQQ4Zh/EPgfxRCNK51sJuZ9a7z8fHHHy/62szMDF1dXQsKWcFcbQS328327duJRqNkZGRw8OBB1QG2ra2N3t5eVS3yxo0bFBYWLtuAbDFkLMlyVgfZifbkyZP09PQwOjq6oJaFEIKRkRE6OjoIh8NkZGQkxacMDQ3pypYajUazSXnRvV3MQD1wE/gpUArsBZzAJNAOHAL+e6AZaBNCxBc/29ZhsS63zzN4N5Hz588vaQ04e/Ysp0+fXrI+QiwW486dO4yOjlJWVsaePXsQQnD//n2mpqbUfvF4nIaGhgWNtmZnZ7l+/fqKgaSylHpJSQktLS2cPHlyxawK2RJeYjKZktJaNRqNRrN52CwxH78EPhZCvP3keRWwHzgJ/B4wAhQCs0KI9e9E9YJ5Hqm2S3Ht2jVVwXQ+k5OTdHZ2LqhTMZ94PI7JZCIYDHLp0iUaGhqSXClCCN5//31ef/31JJfInTt3KC8vX7HiZ39/PxMTE4yNjfGFL3xBp3NqNBrNS8ZaxMd6hvz/L8A3DcP4T4ZN8aoXAAAgAElEQVRhHAfGgA+ZazA3KITYBuQDb63jNT+TbN++nfb29kVfy8nJwefzJVkQFsNkMtHZ2cnVq1c5derUghgOwzB47bXXuHQpOVZYlixfibGxMVpaWvjc5z6nhYdGo9FokljvVFvZ3fYMnwqbKPBbQogfrduFNiEbafmA5GDO+QQCAdrb23nllVdobGxcUL/D7XZz9+5d8vPzk/qnLEZXVxc+n4+9e/cyNjbG0NCQKkS2FLFYjD/6oz/iG9/4RlKAqUaj0WheHjaF2yXppIaRCxxhLhD1uhBiYN0vssnYaPGxEh999BENDQ08ePAAu93OgQMHGBkZobW1lczMTNUXZjVcvnyZ+vp6Hjx4wLFjx5Y9TgjBhx9+SCAQ4Fd/9VfX63Y0Go1Gs8nYdOLjs8hmEx8ej4fHjx9z+PBhZekoKipKSsVdLfF4nPfffx+bzcbrr7++7L7Xr1+nqKiIrq4uTp06tYY70Gg0Gs1m5oXV+dBsXrKysvB6vcTjcbKzs9dUK8NkMvHqq6+u2Pm0paUFu91OWVkZXV1dz3w9jUaj0bzc6BrTLzH19fW0tLSsy7mcTueSPVxgrmLqwMAAu3btWpfraTQajeblRYuPLcJSwaXLUVJSwsDAwIbUHxkbG1MZM7FYTPdO0Wg0Gs2S6BliC9DR0cEvf/nLZzq2rKyM/v7+dR7RQkZHR1VBMq/Xm9RHRqPRaDSaRLT42OSEw2E6OzufqvdKInV1dbS1ta3zqBYyNTWl0mqnp6e1+NBoNBrNkmjxscn5+OOPOXbsmIwqfurjTSYTmZmZuN3u5zC6ZGQxMa/Xi8vleu7X02g0Gs3WRIuPTczAwAAulwuHw0FWVhYej+eZzrN3717u37+/zqP7FCFEkjDSbheNRqPRLIdOtd2kxGIxmpubefPNNwEoLCxkZGRk2YyTpUhJSaGwsJALFy4suU84HKakpISdO3c+9fn9fj8Oh0M9j0QiWK3Wpz6PRqPRaD4baPHxjCzW1XY9uX79OocPH1aujNzc3DXFbtTX11NfX7/sPhcvXsTtdj+1wBkdHaWwsFA9171cNBqNRrMc2u3yjAgh3hZCGPKxnueORCLYbLYkEWCxWJ4p3fZpePXVV/nkk0+IRCJPddzo6Cj5+fnPaVQajUajednQ4mMTYrVaOXDgwILtz9uiYDabOX78+IJOtisRDoefORtHo9FoNJ89tPjYQthsNmZmZp7rNVwuF+Xl5TQ3Nz/T8ZFIBItFe/M0Go1GszRafGwhCgoKGB0dfe7XqampwePxMD09veK+0WgUs9msnk9PT+s0W41Go9EsixYfW4iCggJGRkY25Fp1dXUMDAysuN/ExAS5ubnquU6z1Wg0Gs1KaPGxhbDb7c/d7SLJzs5eVWGyxLLqoC0fGo1Go1kZLT62GBvRJA7mgl6j0eiK+3k8HrKystRzn8+XVPNDo9FoNJr5aPGxxTCZTM895fZpEEIkdbCNxWJJMSAajUaj0cxHi48tRm5uLpOTkxt2vY2ytGg0Go3ms4MWH1sMWWZ9I8jIyMDv9y/5eiAQwG63b8hYNBqNRvPyoMXHFmO1gaDrQW5uLhMTE0u+Pj/YVFtJNBqNRrMatPjYYphMJuLx+IZcayUXz/yy6rOzs9hsto0Ymkaj0Wi2MFp8aJYkIyMDn8+35OuhUIi0tDT1fHp6Wtf40Gg0Gs2KaPHxjBiG8bZhGEI+NvLaK8VirBdP20vG6/XqGh8ajUajWRHdhOMZEUK8Dbwtn2+kAJFBpzU1NXIs+Hy+55KC6/P58Hg8C7bPT7GFOctHYWHhuo9Bo9FoNC8XWnxsQQoKCrh+/Tomk4ne3l7i8Tgulwur1bru15qcnKSrq2vRZnF79+5Neq6zXzQajUazGrT42IKkpqYqMXDixInnWtTLYrGQl5eXFFi6FItZQzQajUajmY8WH1uUY8eObch1cnJymJiYWJX40Gg0Go1mNehlqmZZcnJyVl1RVdf50Gg0Gs1q0OJDsyyrbTAXDoefOjtGo9FoNJ9NtPjQrJl4PM6HH37IoUOHXvRQNBqNRrMF0OJDsyqWc6lcvnyZAwcO6EwXjUaj0awKLT40K2K32wkEAou+dvfuXYqLi3VAqkaj0WhWjRYfmhVZqsFcV1cX8XhcFTvTaDQajWY1vBTiwzCMVMMw/sQwjAnDMAKGYfy1YRglKxzzzw3DuGkYhtcwjHHDMN4xDGPXRo15K7FYgzmPx0Nvby8HDx58QaPSaDQazVblpRAfwL8B/i7wFeA1wAm8axjGctW3TgH/FjgGvA5EgXOGYWQ/36FuPRwOB16vVz2Px+Ncu3aNEydOvMBRaTQajWarsuWLjBmG4QL+IfBbQoizT7Z9FegFzgAfLHacEOKNeef5KjANHAfeeZ5j3mrMT6G9fv06jY2Nz7Wyqkaj0WheXl4Gy8dBwAr8Um4QQvQDLcxZNVaLg7n3Y2EXNRZ2sZ3/WMP4txRDQ0NYLBYdYKrRaDSaZ+ZlEB+FQAyYHxE5+uS11fI94B5wbbEXhRBvCyGMpR7PNPIthNlsJhQKcf/+fRobG1/0cDQajUazhdm04sMwjP9jOUvDk8epdbrWvwZeBf6uEGL9+9K/BGRnZ/Puu+9y/PhxXclUo9FoNGtiM8d8/Bvghyvs0wccAcxALjCe8FoBcHmlixiG8UfA3wdOCyG6nm2oLz/FxcWkpKTgdDpf9FA0Go1Gs8UxtnozsCcBp+PAbwohfvRkWwlzwuQtIcSiAadP9vse8OvMCY+WNY5DbPX3UqPRaDSa1WIYBs8adrBp3S6rRQgxDfw/wB8ahnHGMIz9wH8CmoBzcj/DMFoNw/i9hOd/CvwW8A8Aj2EYhU8eGRt7BxqNRqPRfLbYzG6Xp+GfMlen48dAGnAe+Nq8+I065lwzkn/85N/z8871HeDt5zNMjUaj0Wg0W97tslnQbheNRqPRfJb4TLtdNBqNRqPRbC1eFrfLpkCnoGo0Go1GszLa7bJJeeLG0WpGo9FoNC8d2u2i0Wg0Go1mQ9HiQ6PRaDQazYaixYdGo9FoNJoNRYsPjUaj0Wg0G4oWHxqNRqPRaDYULT40Go1Go9FsKFp8bF6+86IHoNFoNBrN80DX+dBoNBqNRrOhaMuHRqPRaDSaDUWLD41Go9FoNBuKFh8ajUaj0Wg2FC0+NBqNRqPRbChafGg0Go1Go9lQtPjQaDQajUazoWjxodFoNBqNZkPR4kOj0Wg0Gs2GosWHRqPRaDSaDcXyogfwsmAYhi4Vq9FoNJrPFEII41mO0+JjHdGl6jUajUbzWcEwnkl3ANrtotFoNBqNZoPR4kOj0Wg0Gs2GosWHRqPRaDSaDUXHfGi2DLFYjJmZmaRtdrt9TX5HjUaj0Ww8Wnw8I4ZhvA18+0WP47PE1atXSUtLU2JjenqaiooKqqurX/DINBqNRvM0aPHxjAgh3gbels91qu3zJxKJcOLECfU8HA5z48YNLT40Go1mi6FjPjRbgunpaZxOZ9K2lJQUwuHwCxqRRqPRaJ4VLT40W4LHjx9TW1v7ooeh0Wg0mnVAiw/NlsDr9eJyuRZsz8jIwO/3v4ARaTQajeZZ0TEfmk3D/fv38Xg86nk4HObUqVMAWK3WRY/Ztm0bQ0ND2iqi0Wg0WwgtPjSbhsnJSV5//XX1fHR0lNbWVlJSUqiqqlr0mIKCAq5du6bFh0aj0WwhNr3bxTCMf24Yxk3DMLyGYYwbhvGOYRi7VjjGZhjGvzcMo8kwjIhhGBeW2C/FMIz/3TCMbsMwZg3D6DMM4396LjeiWZZoNIrFkqyFCwoKGB0dZXBwkOLi4kWPs1qtRKPRjRiiRqPRaNaJTS8+gFPAvwWOAa8DUeCcYRjZyxxjBkLA94H3ltnv/wPeBH4bqAO+DDStfchrIxaL4fP5XvQwNpTh4WGKiooWbHc6nfj9/hULiemmfhqNRrN12PRuFyHEG4nPDcP4KjANHAfeWeKYAPCPnuy/B8icv49hGF8APgdUCyEmnmzuWbeBr4F4PM69e/d47bXXXvRQNozBwUF27969YHtubi7t7e3LHut0OvH5fAtScTUajUazOdkKlo/5OJgbt2elHVfg14CbwD8zDGPAMIx2wzD+2DCMjDWPcI18Fl0JwWAQu92+YPvQ0BBZWVnLWjaKi4sZHBx8nsPTaDQazTqyFcXH94B7wLU1nqcKeBXYC/xd4PeYc8H8+8V2NgzjbcMwxFKPNY5FswThcJjt27fT19e35D75+fmMjY1t4Kg0Go1GsxY2vdslEcMw/jVzguFVIURsjaczAQL4B0KI6Sfn/z3gA8MwCoQQo4k7zy+nvsjYXioBMjY2xsOHD5eMtRBCUF1dTVlZ2ZqvFQwGSU9PX7Dd6/XicDioqanho48+ory8fNHjzWYzsdhavw4ajUaj2Si2jPgwDOOPgL8PnBZCdK3DKYeBQSk8ntDy5N8yYHThIRtDOBzm3r17SRO/0+nkwIEDGzaG5uZmTp8+jcm0uHFMCMH58+fXRXwslc3S3t7O9u3bMZlMWCwWwuEwKSkpS55HCKE73Go0Gs0WYEuID8Mwvgf8OnPCo3WdTnsV+LJhGBlCCFkiUxaL6F2nazwzsm+JnGwvXLiA1+tdcv9IJEJWVhb79+/HbDav6dqhUAir1bqk8AAwDIPU1FRCoRA2m21N1xseHubo0aMLtk9NTZGVlQVAfX09LS0t7N27d9FzZGVlJe2v0Wg0ms3LphcfhmH8KfBV5gJEPYZhFD55yS9Fg2EY/yfwihDicwnH7QRSgFwgwzCMfQBCiHtPdvkR8C+BHxiG8TZzGTHfA34qhHihAQQpKSmcPn2anJwcCgoKgLkMmJMnTy67sh8fH+fDDz8kLy+PPXv2LCseluPhw4fs2rVsKRUAduzYQWtrK/v27Xum60ii0eiCCqbRaDRJROXn53P//v0lzyErnWrxodFoNJufTS8+gH/85N/z87Z/h09jMIqA+X3VfwEkBgncffKvASCE8BuGcQb4E+ayXjzAz4Fvrcuo14jL5WJ6elqJj9Wkk+bl5fH5z3+ekZERPvroo2UtIMFgkGPHjpGZuSALGbfbzcGDB1ccY15e3rKCYDUslcXS19e3IMajuLiYjz76aFEBFo/HuXPnDg6HY11cQRqNRqN5fmx68SGEWNGJL4T4zUW2VaziuDbgC880sOdINBplcHCQrq4u1TI+NTWV4eFhnE4nQghu3rzJ7OzskufIzc1d0kUBc26aDz/8kDfeSCqjwujoKPn5+asea1pa2pIBo6thKVdJX1/fgjonO3fuZOfOnUueKxqN0tvbu67iY2pqatn3+XngdDpJS0vb0GtqNBrNRrLpxcdnEZPJREVFBUNDQ8rycfv2bdLT06mrq6OrqwuXy0V19Xxjz6dcunRp2WtYrVYqKipUUKekpaWF48ePr3qs0vXyrMGwAwMDiwabxmKxp45dsVqtSqytlcnJSW7fvk1WVhYZGRtb+uX27du89dZbOnhWo9G8tGjxsQkxmUzk5+fjcrnIy8sD5iwMs7OzCCFob2/njTfeWHZySk1NZXZ2ltTU1CX3qaur4/3336eyshKLxUI0GiUejy/ZQXYxcnJyuHv37so7LsHExAQNDQ1J26amphZ1B01NTeFwOJYUJTk5OXR2dq6p1LrP5+PWrVtkZGTw+uuvL+g3sxE4HA7u37+/5liapRgbG1tQF6W2tnbZTCKNRqNZT7T42ITE43G8Xi9+v5+pqSkACgsLuXnzJt3d3VRVVa24Ks7Ozsbj8VBYWLjsfq+88go3btzg2LFjtLW1sWPHjqceb3p6OoFAYNEKpSshhFgQGNve3r6gS60Qgr/5m7/h8OHDS3a4ra6u5sKFC5w7d+6pBFQiNpuN48ePLyvanjclJSW0tbWtSyZRIuFwmGvXrmG325PiaQKBAE1NTTQ2Nq7btTQajWY5tPjYhMRiMbq7uxkeHqa7uxuYc09MTU3R1NTEl770pRXPkZ2dzeTk5IriIzs7m3g8ztTUFENDQ8vGVCxFfX09ra2tqwpSTSQWiy2akeP1enG5XEnbWltbaWxspL+/f0nxYbfbeeONN8jIyFiyC+5W4ciRI3zyySecOnVqXc7X0dFBZ2cnR48eXRC0nJeXR0dHx7pcR6PRaFaDFh/PyJP03G8/j3NbrVb279+P1+tl7969mEwmXC4X165do7a2dlWxAFlZWSs2ZJMcPnyYd999l+Li4meKM8jKysLjefpWO2NjYyqmRTI/xRbmREpfXx9vvPEG/f39y56zoKCArq6uJcXHzMwM/f39DA0NEY/HMQwj6Z7j8ThCCPLy8qipqXnmQNq1YrfbsdvtjI2NJQUA9/X10dbW9lSWnVgsxrZt2xYEFyficrmWdHdpNBrNeqPFxzMyv9z68yiv7nA48Pl8uFwuqqqqmJycJBKJrOrYlJSUVe9rtVo5dOgQOTk5zzxWu92O3+9/quDMgYEB6urqkrb19vZSUVGRtO3OnTsqoHWpwmZCCC5fvkwkEqGpqWnJgmx+v5+UlBTMZvOiVpdIJMLevXsxm83cu3ePUCj0zPVSFkMIQXFx8QK30mIcPHiQDz74gDfffJNgMMi1a9fIz8/nzJkzawpG9Xg8OJ3OJJG3c+dO7t+/z7Fjx575vJr1p6mpiZmZGfXc6XRSX1//Akek0awPWnxsYmStD5fLRW9vL7/2a7/GpUuX+Ft/62+t+7VKSkrWdPzOnTs5d+4cRUVFmM3mJSf3RAYHBzl06FDStr6+Pk6cOKGeh0IhfD6fCrytqKigt7c3SbRI4VFRUUFZWRmGYSzqrhgYGKC7u5udO3eSlZW16Pji8Tg3btwA5lwf6yk8JOfOnaO0tHTFdFqTyUR9fT3vvfcedrudV199dc0xIKFQiPPnz1NTU8O+ffuIx+Pcvn0bv9/P7du3CYfDCCGw2+0cPHhwzdVyNc9OR0cHJpOJ3bt3q233799ncnJyTQsFjWYzoMXHJiQejzM+Ps7s7Cz9/f2kpqbS0tLCm2++yc9//vMVs1gAzp49u6ETh8vl4q233iIWi6lHPB5f9pjFUoXj8XjSuG/cuMErr7yinhcVFXHx4kUlPoQQXLlyhfLy8qT6Hov1eXn06BFnzpxZVlCYTCaOHDnC6Ogo77//PkePHl33qqnHjx/n6tWrnDlzZsV9KyoqyMnJweFwrPm6QgguXrzIr/zKr3DlyhXGx8e5efMmBw8epKCggOzsbAoLCykoKGBiYoKzZ89SW1u7ZIyN5vkRi8Xo6OhYkNXW2NjIxYsXV/Xd0Wg2M1p8bELi8TiTk5OEw2H6+/vJz8+nsbERwzCoqanhwoULy/rvh4eH8fv9hMNhotHoqtJFA4HAureldzqdT7VCc7vdSRP99PQ0ZrM5yZVjMpmSUmmvXr1KWVlZUvaGy+VaELQ6NjZGbm7uqi0ZBQUFfOELX+D27dtJZu+1Eo/HsdvtFBcX09HRQU1NzYrHrIfwgDn31c6dO+nr6+PatWtcvXqVEydO0NLSQktLC+FwmAsXLqjidKmpqVy6dImf/exnFBcXJ713TqdzyXgYIQSdnZ3L3pvFYuHo0aPasrIEt27dUn/ziVitVlwul7Z+aLY8WnxsQoQQ+P1zve58Ph9+vx+/309XVxcZGRmcO3eOwsLCJSuYPnz4kC9+8Yv84Ac/YGpqitzc3BWv+fHHHycVG1sPmpqaqKmpobS0dNHXZ2dnk+JS/sN/+A/U1tZy4cIFAO7evcuuXbvUc2nNaG1tVdafqqqqBWXYCwoKGB0dTRIfTU1NT505YrFYOHz48FMdsxo++ugj9uzZw6VLlygtLd2QtN7h4WHVfPCv/uqv+J3f+R3u37/P5z73uaT9TCbTgh5C4XCYwcHBpP06OjqWfD9bWlqIRCKUlJQsKUDcbjdXrlzh5MmTa7uxVTIxMUFTU9NTudEMw+DEiRMbXuzN5/MRCoWW/Lvdv38/Fy5cWGD9kJatioqKBXFTms8m4XCY4eFhBgcHCYVCHDx4cEEm4YtCi49NiMViUYW35hfhKikp4S//8i85d+4ceXl5bNu2LelYr9eL3W7HYrGQm5vL4ODgiuLD4/HgcrnW/QervLycCxcuYLVaF6T8Pnz4kJGREZX2OTIyQnl5eVI8SywWWzA5wlx8ydjY2JLN7/Lz87lx44YK6pTFyV5EwbDFkLVVjh8/zscff8zp06ef6/VCoRD37t3jzTff5Hvf+x5f/vKXKSwsZGRkhJGR/5+9Nw1u8zrPv39YiIUEAZAEdxLcCVISJVKiJFKWLMmSbGe140nqJG06SSfTdd5MP6TT+U+b9u37pZ1Ml5l/m26TtpkmrbN6MnbS2LIlWftCiru47wsIkAAIgNi35/3AnBNClGTZkVOl1T2jGRHL8zx4lnOuc9/Xdd2urGtTXV3N0tJSVglLp9NRV1cn/15ZWWF4eJh0Op3FQVEUhbW1Nd555x0aGxv5/ve/T0dHB2VlZVgslh0T/+LiIv/2b/+Wte2HDUVRqKqqelfAnEwmuXHjBjk5ORw/fvw9ZVoWFhYYGxt7X/Lznydu3ry5o7XA9tBqtVgsFjweT9azfe3aNZqbm3G73ayurtLV1fXEJfd/SaysrDAyMpK1kFEUBa1WS0VFBfv373+knkGPIh6P0fhJZIVKpZKGXUajMcu8Ky8vD5VKxa//+q/zz//8z3z5y1/OuuEGBgYkibOrq4v/+q//emCPF/Gd92Kp/l5+x4kTJ6TpV1FREel0msuXL1NeXp4FLN544w0++tGPyr8flFYuLi5mZGTkvvvV6XRZNuv9/f2PlYojLy+PnJwcUqkUhYWFzM/Pf6Ar1VdeeYXy8nK++tWvkslkWFhYYGFhgXQ6zblz57L8WdLpNIODg/e1yw8EAkxPT+NwOJibm5PKC8HvSaVS/Mmf/Anl5eX4/X6uXr1KTU0Na2trKIrCrl27suTVV65cobm5+T31ExLHeeXKFSwWCyUlJSiKQiwWy/rM0tISc3NzHD58+H1JiGtqanjjjTdobW39hU3iosz6btmwu7Mfg4OD2Gw2KioqqKioYHV1lTfeeIMTJ0486RP0mEUmk6G/vx+/3/9zlR0zmQzJZJJUKkVlZSVnzpz5QAjyH1Q8AR+PadyLMClCTF6f/vSn+b//9//y5S9/GZVKRSKRIJ1Oy8GmrKwMn8/3wG2Fw2G0Wu27WmtvbGwQjUZ3ZFreLVQqFadOneLs2bPs2bOHoaEhurq6KCwslJ+Zn5+npqYm6xinpqbum9l4LxNBKBQiJyfnv9Wx9F7R2dnJpUuXOHXqFBcuXMBkMj1UeQx4VyLv9hgZGSGTyVBbW8vt27f5whe+QDweJ51OA1sgz2KxZPFKnE6nVC1tj3A4zMzMDB/72McoLS2lp6eHEydOoCgKt27dwu/34/f7mZmZ4caNG1RXV+PxeNBqtRQVFZFKpTh//jw+n4/i4mI+8YlPcOTIEd58802eeeaZh7pGm5ubDA4OEovFUKlU9Pb2Ultby+Li4o7sSlFR0X25Uclkkv7+/neVo4fDYb71rW/9wki3GxsbD6Vm25792NzcJJFIZC0yysvLKSgo4PLlyw/0hFEUBaPRyL59+56AlF9ALC8vMzw8TEdHx3s2ZdweyWSS//iP/8Dr9aLRaJienubSpUs7PIuqqqqywH5bW9uTssuTuH8kk0kuXLjAmTNn7tmjxW63Mz4+TldXF0eOHOHf/u3f+MIXvsDg4GDWAKRSqSguLmZ5efm+vIv+/v53bQqXTqe5fv06OTk5GI3G96z+UKvVnD59mp6eHs6cOZM1GCqKwvj4+I5JIhwOP9AzxGq1srGxcd9jycnJkRPMz/OQf1Ch0+koLCzE7XZz4sQJzp49y9GjR3f85ng8zujoqLTZh63run2SvZ+yKJlM8t3vfpcXXniBv//7v+dTn/oUwWAQg8Eg76eOjg4GBgbo6uqS33M4HPT399PZ2Sk/F4/H6e/v5+TJk+Tk5HD9+nXKyspYW1vD7/dTVFTExsYGX/jCF1hYWMDn8xGPx/nEJz7BW2+9RXd3N2q1WgLKvr4+vvnNb3LixAmOHz/O+fPnH0hQ9Xg8TExMYDQaaWlpobS0lN7eXnw+HysrK/zGb/zGQ68iV1ZWJAh+mJYAZ8+e5cCBA7+QVaVWq72n6d29Yu/evfzgBz9ApVLR3d3N/Pw8arWa6upqVCoVBoOBM2fOvOs+A4EAPT09pFIp2trapKz9XpFKpfB6vTvMAX+RsbGxweDg4Ae6D7VazYEDB95Xy4i7I51O43Q6mZycpKioiOeff/59Z9IUReHmzZu89dZbvPTSSzgcDqamphgbG0On02UBSNEHzOVy4XA4UKlUP1ffq0cdqsfpYH6Z4l4Op4/yXDqdTubm5rBardhsNpaXl0mlUgAybS4ejP7+fjKZDBsbG5J8qVarqampkbbZ9+rZkkqlmJ2dfaDhlVAuNDc38/TTTzMxMcHzzz//yFZJMzMzpNPprGOIx+PcunVrR917aWkJnU5HaWkpGxsbzM3NZQGnQCDA8PAwgDw/BQUFktQ4MDDA+vr6A1eC6XQarVbLrl27HjgIP4rIZDKcPXuW559/nmQyydmzZzl9+jR6vZ5oNMrt27dJpVLs3buXgoKCHQOW8OgIBoNZ10MQec+fP095eTl2u52ysjK6u7vveRwXLlzAbrdnTa6bm5sMDQ1hNpvZtWsXk5OTnDhxQipcJicnyWQyuFwuYrEYra2tBINBHA4HFy5c4LnnnqOvrw+z2UxeXh4LCwtZ3Il0Os33v/99FEXB4/Fgt9vvCaBSqRTT09PodDpqa2vlMSqKQm5uLpOTk1RWVrK6usoLL7xwX5At9tnT04NOp6Ojo0OCabGf8+fPc+jQoR0lmuXlZTY2NrL8Nn4Rsb6+zvXr1x8I9qPRKI2NjfK8xGIxFhYWeOaZZ95zf6NkMsnIyAyPmIQAACAASURBVAh+vz/rXkun0xw/fpzR0VFcLhc2mw2Px0NnZ2dWBvNRxPz8PBMTE/fNggWDQdlFW3C4xLj7oAn9Qdnfe0U8HmdoaIiKigqqq6tltnl7mEwmiouLMZlMeDwe2QpDRDQald25y8vLqampQafTEY1GCQQCRCKRhz6edDrNrVu36OnpwWg0cvToUTk2V1RUZHG07g632y3Hyvb29h3tFX6e+CmgeV9I6gn4eEShUqmUR3Uu0+k00WiUxcVFXC4XBoMBo9EovS0CgQAzMzNy4hUpuFOnTsnBNxQKcfXqVSKRCEVFRRw+fHjHA93b20tDQ8MDB7eFhQXZoO7q1atUV1dz/fp1Dh48iEajeeAD/W5qAUVRePPNN3d4GYyNjWE2m7Ms0hVF4etf/zrV1dXSe+L8+fM888wzwBar++233+bUqVOo1Wo2NjaYn5/n4MGDZDIZLl26hN1uv6e3yN2RSCS4c+cOHo8Hs9n8gRK15ubmcLvdGAwG4vE4ExMT1NXVoVKpcDgc5ObmytX+doCxtrbG7du3JaETIBKJ0NPTg0qlwuVycefOHV544QW8Xu8OmbHD4ZC/KxaL4Xa773l8Ho+H/v5+4vF41nlIJpMMDAywubmJ3W4nPz+f7u5uBgcHaW5uliBlcHCQ6upqIpEI4XBYfl+lUqHT6djc3GTv3r2Mj48DW9d5Y2MDl8uF0WgkEolQX19/X7CbSCSYnp6W3ZWrqqruO+mm02nsdrvMLiWTSTQaDcXFxbjdbk6fPs34+DiVlZU0NDSg1WplOUrwJ35R42UikeD8+fM8++yzWddNo9FklUhjsRharTaLTB0MBrl8+TLHjx9/YPYwmUzS09NDLBajvLyc+vr6HWOEoijcvn2bN954g8997nNycZNKpejt7SUej3P48OEHPiMjIyNUV1fvSPeLBpo+n4+NjQ1WVlZoamqipaXlnmOG2+3m7Nmz1NXVkUwm7zuupFIp5ufns66VRqORzxNsZUYdDse7ArSRkRHcbjcdHR07zsvm5iZOp5Pr16/L7J/oPA7suC4CAOl0OvLy8jAYDFm/QVEUIpGIVDcmEgmKi4uJxWIMDQ1RVFTEoUOH5BimVqtpamp6KJAZDoe5fPkyJ0+efKRllyfg4zGIRw0+3n77bZ577jneeusthoaG+J3f+R354CiKwmuvvZZ1E/X19fFbv/VbWWlCRVH42te+hs/nw2q1sn//fumtMDIywtjYGJ/61KfuexzRaJRLly7x7LPPolKp5GTv8/no6+vj1KlTDwQfbreb8fHx+8opp6amUKvVOwDB+fPnOXnypNy2z+fj5s2buN1uHA4HWq0Wg8HA+vq6VIq89dZbHDlyRA62iqLwzjvvcPjwYd555x3JMxEOniK0Wu0D0/ViEPggY/sx+f1+JiYmsjw0RkdHWV5eJplMUlhYiMlkkoBErVaTSCSYnJwklUrhcDhIJpPcvHmTXbt2oSgKgUAga2U0NTXF+Pg41dXV5OfnZ60Kt58bwSOamprCbrej1+sxGo0YjUYKCwsJBALcuHGDp556ioaGBkks3Z6NUhSFt956i8OHD2M0GllaWmJ5eVk2FRwdHaWyspJ0Os3CwgKZTIbi4mJKSkqYn5/ni1/8Ilqtlrm5OVwuFy0tLTvA8tTUFMlkkoaGBpl1SSQS9PX1vStYCIVCXL58mXQ6jaIoKIoiDf5sNhtNTU3s2rWL9fV1otHojnYAH0QoikJPTw+7d+/ekfZPJpPEYjEqKyvJyclhbm4Oo9Eos6JOpxONRkNDQwN37tyho6NjR4lEpOOdTift7e1YLBZcLhcLCwskk0lpcuj1elEUBZvNhk6nY3BwkNLS0qz7RciwI5EI8Xgc+JlRoOisLYB1MpnMItOK0pC4r0wmkywhbs+CZTIZKRnt6uqitLSUnJycrLFHlCIDgQB37tzBarWi0WgIhUKsrq4Si8VYW1tDpVJJcByNRqmtraWlpUXy3sQ2RcnaarXi9/u5efMm+fn5hEIhVlZWiEajJJNJFhYWaGhowG63YzabqaqqwmQyyWfnQaFSqcjJySEajTI2NoZGo8FisVBQUIDBYKC/v58rV67gdrtpbW2lpaVFgjxFUVhZWSGTyZCfn4/JZMoCOhqNBoPBkAVwFEVhz549j9Qf5gn4eAziUYKPZDLJK6+8wsGDB3E4HPz2b/82f/VXfyVXYYqiMDExkUWWCwaDLC8vy9R2PB5nY2ODRCKB2WzmwoUL5ObmMjc3R3V1NdPT0zKLUF5ejqIodHZ2Zu3j7NmzPP3003LVefnyZQ4fPoxOp9vR4Mzr9TI1NZW1Akqn06RSKUwmU5ZcWIRGo+Ho0aM70P/58+c5deqUtDpPp9McOnSIK1eukEqlOHXqFBMTEwwMDFBUVMT09DTFxcU7yiR9fX3s2bOH48ePo9fr+dGPfsTw8HAWudLn8/GVr3zlsZUkrqyssLa2RnNzs7zuP/7xj3ekThsbG7OAl8gYhEIhKisrcTqdwNZA3tPTw8GDBxkcHJR9g+4VovRz6NAhcnJyiMViRKNRIpGInJx8Ph81NTW0t7dz6dIl/vAP/3AHNyKVSnHx4kV0Oh12u53Kyko5UKbTab7xjW/Q3NzMkSNHsoCgx+NhcnKSffv2cePGDbq6uhgfH2djY4Pc3FxaWlpk2v/cuXPs2rULj8fD0tISgUCA7u7uB5JYQ6EQ8/PzckLSaDRYrVZycnJYW1vj1q1b8v47duwYY2NjlJeXPzC78qAQGc0HRW5uLqlUCpvNJstMYjIToSgKb7/9NlNTUzgcDjQaDdFolJGREUpLS1Gr1czPzxOJRCThPBaLkUwmicfjeL1ezGbzfbMiKpUKi8WC2WyWPAGtVoter8fn87F3796s66RWq7FarRiNRm7dusX8/Dw2m43p6Wm0Wi2lpaXodDrp2urxeOTkaLVaycvLIxaL4ff7SSQSaDQatFot6XSacDhMMpkkGo1iNBpRq9UYDAby8vLkMQhwIjIoorVDJpORpTWVSkV+fj5WqxWPx0M8HicejxMKhVAUhZycHDQajVTlFRcXEw6HcbvdbGxsEIvFZCNKYXQo2hCI4xD7jcfjxGIx0uk0OTk58vMqlYrc3FyKioowGo2Ew2ECgQCwJSIQoCsUCpFMJsnJyZE2BZlMhkgkgkqlIh6P4/f7ycnJQavVkkqlSKVSEmgrikIqlSKZTJJOp0kmk/K9P/uzP+N3fud33vO9e794Aj4eg3iU4COVSnHnzh2+973vUVtby61bt+js7GTv3r3YbDYmJiZQq9U71BHbrchFynhzc1P2QhE3YU9PD0tLS+zfv5/BwUE5QAwODrJnzx5UKhXpdJrq6mqqqqpQq9WoVCpWV1dJpVI7TL0ER+NeQMLj8XDlyhUURaGlpYVgMIjf70dRFAwGww7AsLGxQSgUorq6GkVRcDgcFBUV4fP5cLvd5OfnE4/HaWhoYHV1lRs3bhCLxaitrZUDwpEjR1CpVFy9elX+v6enh+npaT7zmc9k7e+1116joaHhnuAIkINWfn7+f4uM7dy5c5w4cQKNRiMB4fHjx7NA3vj4OKFQSK503G43iUQCi8VCR0cHb775JkePHpWfNZlMspfPxMQE6+vrO5RFoVBI8m7uNdHm5uby5ptvsrGxwdraGlVVVeTm5lJaWsozzzzz0GBudHSU2dlZqqurJVk6GAwyNTVFWVkZy8vLzM7O8tJLL2UBiXA4LIGI0WikuLhY/rbXX3+dZ599loqKivseh9frlWZ9Z86ckQO23++XWQSXy0U4HGZ+fh632y0n62g0iqIo5Ofn7/A5KSoqorS0VO43EokQCARQFAW1Wn1fV1gxqXk8HmZmZmhoaJAS5HA4jKIoxONxpqenZTq+urqadDrN3NwcsViMffv2kZ+fT3t7O3q9HkVRWF1dJZPJUFhYKJVCp06dkveTKO2KSKfT8ngVRdnBwwmFQkxNTaHX62UPJ41Gg9frpa+vD7vdTn19PUNDQwDSX0copZLJJHl5eaRSKUKhEOFwWAIOscgRSia9Xk9hYaEsPer1elQqFbFYjFAolHVsIqtRVVWFxWLBYrGQk5MjJ91UKoXT6WRtbY1gMIhKpUKj0UiAI86xkK8mEgl5DDqdTo6B4hyJhd/2MV+0lVCpVDKjur3VhKIoUhqbyWSytinuge2dttVqtQQu2wEVkJXtEp+9e+wVr4vyuKIo/NEf/RG/+7u/e8978P3EE/DxGMSjLrusrq4yNTXF2toaU1NTsran1WqJxWL39K3o6+vD4XDsKL3cuHEji2zY399PWVkZRqOR/Px8RkdHpR+D0+mksbFRIuntg1BeXh4zMzNZxDtFUejv72f37t0PXGWOj49jNBppaGiQKdHR0dEdnJDe3l7a2tp2bEtkWSKRCAMDA3R0dJDJZAiHw1lKje3kwOHhYWpra5mammJ2dpaPfvSjO2rTa2trnDt3jl/5lV9Bo9GwubmZlVESKxGxQoKdxDZh6qYoCm63m83NzfueBzGJPEwIe31RllpeXiY3NxeLxUJZWRmVlZXSM2DXrl0kEgkSiQThcJj6+nr27t3L5OQkBoNBll3OnTu3Axx4vV6Wl5fl35ubm4yMjNDZ2XnfFf7k5CR79+7lwIEDfOMb32BmZobS0lKmp6cxmUwyk/GgDMGdO3dk87yenh7pwpqbm0tlZSVer1d2FhbXZ3tkMhlyc3Px+XzMzs6Sn5/PhQsXZFnRarWyZ88eufLe/r0rV65QVlYmQfp2EKwoCvPz83g8Hnm/+Hw+AEkYTKfTUtouVsxCqSJS4SKL0tbWlpVRFJ9ZXFzk2rVrcmIQ7zU2NpJMJllZWcHr9QJbgCyTyaDX6+XEJY4lNzdXZj/i8TiJRIKysjKKioowmUzk5+eTTCZZW1tDr9eTSCTkat5gMEhAFAwG5WsCaKdSKSnLvjvEMcdiMRRFkQuGQCCAyWQiLy+PdDrN5uYmWq0Wh8NBbW2tHMP8fr/kSGxubhKNRjEYDNhsNvmcJBIJdDodOp2OWCxGJBKRWRyVSsXS0pLMhIkSopigt49d6XRa+sCo1Wq8Xq+c6MX1y2QyxONxOfZtL8WJvwH5HXHdxDnaXt7YrlIS13v73/dTnmi1WgkkxH7hZ8BmewhwIjImopS5HXBsz7oA/MEf/AFf+cpX7nk93088AR+PQTxK8CFCURS++tWvSpnfyZMn+frXv05tbS3PPPPMjsE4EAgwOTm5o1PshQsXslw03377bWlOFAgEuHr1Knv27MHn80k52HZlgTiWsbExtFptliz21q1bVFZWZpFD7/db3nrrLY4ePSoHu+HhYcrKyrIG/nPnzt3T1fT8+fNEo1GOHj3KwMAA1dXVsuHa3RmJwcFBcnNzMRgMXL58GYPBgMViQa/X7yCqKYrCpUuXKC0tpaioiNXV1Sy+ybuFABwTExOEw2GqqqooLCzMAjDbtzU7O0s8Hn+otP3CwgIlJSUUFhZSUVHB7Ows+/btQ1EUnE4nTqeTRCJBbW1t1vnXaDTk5uZK4CmcLn0+H+vr6/fkLSiKQjQaZXh4mLW1Nerq6h7Ihbl58yaZTIZ9+/axvLyM2Wymurqa1dVVbt++TTKZxO/3U1VVJQdStVotSXiZTIaioiLKysokr6SwsFCWY/x+PxaLhVgshtFoZGJiIivjJlLeeXl5WK1WcnNzWVhYoK6uTmbC+vv7GRwcpLCwUA7kqVSKxcVFamtrpQeCmLzsdrskWHo8Htrb21Gr1TIjMj09TTAY3HHexEo4Ho+zubkpJ9JUKiVBQSaTkaUE2JpMgsEgVqtVng/xulgdi3IHbIEeYUwngE46naagoEBeJzGBBgIBfD4fqVQKg8FAMpkkHA6Tk5MjQZjYnlqtlseel5eH0WjMWn2L6yVW8iqVinA4TCqVkn4xgri7PbZPgrm5uahUKlkeSCaTWK1WCgsLZbZju/Gez+cjEAiQTqcJhULy/+KYBVE5GAzKyXp7piGRSMjfsP14tFqtBC9iWwIwChC0XcYuyhYChABZAGP7tsV74j7fnrUQCjqRRREhSiaCZyOeXQFUBKAQ+zAYDFnHG4lEsrIo4rsikySuoeCWaDQa/uRP/oTf+73fu+9z/V7j5wEfT3w+HuNQqVSUl5fjcrmoqqqit7eX559/HpPJxIULF7IIRrFYjNOnT8sa4v0iHA7LzIjX66Wnp4dnn30WrVaL3W5n3759nD17lvLy8h0p4pKSEv75n/+Zp556CqPRyLVr1/B4PBQWFkpJ74NC2K1/6EMfQqVSYTab6evrk5mUaDRKKBSS/AS1Wi1T2DMzMzz//PNYLBa6u7u5dOkSi4uLWah+e7zzzjvYbDZmZ2eJRCLymO9V5xap7VAohMPhoLe3974GZ3fHxMQEkUiEXbt2YTKZSKVSNDY2YrPZiMfjuFyuLEnd6urqQ3UkVRSF69evc+TIEXp7e5menubUqVPympeWltLR0cHZs2eJx+PMz8/L76rVaiorK1lfX8dsNss+QcPDw+zdu3dHZkZRFElabW1t5ZOf/OQOJv72ENLY6upqBgcHJY/AarXicDg4c+YMP/rRjwgEAqyvr0v79EwmIyegVCpFLBbD6XQyMzNDPB7H4/GwurpKIBBAp9PhcrkoKSlBpVIRiUTo7+8Htp6LZDKJx+NBp9Oh1WoxGo0oiiJXwNvT1KJ9gAAyIg2+sLBAOBwmEokQiUTQ6XQyw1VcXMzw8LBMlYvzlJOTg9lsltdBrPC3n3sBLAOBAF6vl1gsJn+vyFasr69LV+GWlhZpE5/JZFhbW8NkMmG32/H7/bJPTjKZxO12E4vFKC0tJZFI0N/fL8sUAvQ0NDSg0Wjw+/2MjIxgMBhoaGiQmRPxXAtOlsimCU6PAGoCqIvrFo1GWVtbk5wM2MrOGQwGOXmK67G9hOH1euXEGY/HCYfDeDweOTGKlbvYj4jt/jV3ZwpycnLksywmXgEWBBAS11+ce0Hs1ul0ZDIZCRDvBiriu+Kf+E0iIyFAm7iPBTgR74mSlChzazQauZ/tLrwC3Amiq9iOAGKCkCvIq4L3Ings+fn5GI1GzGazBG7i2oksV05ODl6vl/X1dekB87jEk8zHI4oPIvPh9/uZmprixo0btLW14fF4+OQnP3nPzwYCAXp7e8nPz8fhcGQpYS5cuEBra6skpVVVVWE0GllcXJT13+0Ri8W4cOHCPc1wRIlGp9OhKMp7qu/H43Fu3rxJJBLh0KFDLC8v4/F4ZNnkBz/4AWazWZIpE4kEXq+XF198kR/+8If84R/+IbCVAv+nf/onvvjFL97XiyMSifDVr36VqqoqaYx1v1haWuL8+fPU19dz7NgxRkdHycvL28FtuTuSySS9vb10dHSwubkpAcz09LTMCgjODGyVeNbX13d0qRUDjJgMRK0+nU5TVVVFf38/m5ubPP3008BWvbeiooKcnByuXr1KYWFhFsBJJpPMzc3h9Xo5deqU9BSYnp6+Z58Ssdo8cOCAXImKyeJece3aNZ599llKSkp44403CIVC6HQ67ty5w4EDB4jH46ysrNDS0sLKyorcv6IoeL1eWXNPJBLMzc2RSCQoKChArVZTV1dHbW0tqVRKmpgdOHBArrRh6/qfPXtWGmsZjUapqti+shTPo8vlko6rbrebnJwcEomE5GAIZ1SXy0UymaSsrAyNRkMgEMBsNpOfn09FRQX19fVkMhlWV1dJJBKYTCbC4TDRaJSCggJKS0vRarWS/Dg5OSmJm+J5iUQi3Llzh9bWVoxGIxaLhd7eXqqrq6mrq0On09He3o6iKExOTuJyufD5fAwPD+N0OqmuriaZTEoA2djYKLs4x+NxCerFhNnW1iZJm6lUCpfLJSdMUabLZDLyvInJVgA8ASydTieBQID8/Hz0ej3hcJhMJiMBgPh9yWSSUCiUlS1IpVLShVWs4LcTIsWKXYCo7dkMg8Egt7s9aySAzXYgJN4TE/72Vb/IDhQWFmIwGNBoNEQiEfLy8sjNzZX3guCwqNVqjEajzJCIz7jdbgkIYQssCoWK0WgkGo3i8XiIRqOSVJufny8BhShpRaPRe6phMpkMPp+PaDRKfn4+gUAgi3y6ubmJ2WzOynaJspQARSJ8Pp9cbFosFhRF4Td/8zff1VTyvcSTsstjEI+acDo5OcmdO3eoqqpicnKSgYEBmpqaZC+Nn+5T/l8YPhkMBkpKSjhy5AjhcJj+/n7Onz9Pc3MzNpuN/v5+Ojo6UKlUlJWV3Rc4rK+vy8EGfkYetdlsfOc732Hfvn383u/93vtSiZw7d46xsTEcDgfDw8Ps37+fVCrF8PAwv//7v5+1TZ/Px5/+6Z9SXl7OM888g9frxe/3U19fz8zMDO3t7TJ9azAY2NzcZGxsjCtXrtDe3k5+fv676tr7+/tZX1+ntLSUuro6zGYzt27dorCwEK/Xu6P8VFhYSF1dHaOjo9TU1FBWVobJZCKZTDI6OorBYJDyuaWlJVl6mJqawu/3Zw32sEXis9vtlJSUyDKL2H8ikaCoqAiv10txcTHpdBqPxyMn26WlJQoLCykuLpbAQdTQ5+fnyc3NlcC1rKxMrtLF9RREPZPJRCKRkCqASCQiJZPb5X3JZJLV1VVpfhcIBFhbW5P1/vn5eTQajZRDKorC8PCwlM8WFhaSn59PLBaTzekcDgcVFRW0trbuAMJra2t4PB4JmpxOJyMjI7S0tEjfltnZWcrKyna0CPD5fPT29mIwGPjQhz7Eq6++yuzsLJlMBqvVSiKRkKoBAJvNRmdnJzqdjsnJSaampuTEVlRUlDUBAhJ4RKNRVlZWcDqdckUqSnziGsZiMTmRCxDj9/tlVsTn85GXlyfT9IJjZbFYKC8vp6SkhNLSUsbGxmhsbJTbX1paYnV1lUgkIiepxcVFmXoXrxmNRrRarQQtGo1Groy38xkAWQYSyiaxDavVKiduoVLRaDSS+xKNRuXv2O5VEYvF5DkWclKr1YpOp2N1dZVoNEpOTg4NDQ1ypS44GrFYDL1ej16vl5kHtVpNOp2W/YACgQCxWAyTyURhYaEEEuL1dDot39v+G+12uyxjiLKQWACkUil57OLeV6vV2O126urqKCwspLKykoqKig+kdYMgEldVVWU9f5lMht7eXlQqFQcOHHjX8feDJsk/AR+PQTxK8JHJZPB4PFy6dImnn36a5eVlrl27RjQalf1a7mY3w8+agrndbimjFQqCqakpbDYbY2NjlJSU4PV6aWpqkgN2Op2moqJCWlwPDAwwOTlJMpnE4XBIuZ9YUT///POk0+n31fHz5s2bTExM8LnPfY4bN27Q3t4uHUnvTguGQiG++93vEo1GycvLo6GhQSpzRkZG2LVrF/F4nMbGRrlqmZ+f5yMf+chDubDOzs4SDAbxer0cPXpUljGmp6dxuVx8+MMflucoGo0yMDBAIpGQzPm2tjYcDgfr6+tkMhlaW1tlJkOQXwUzfXR0lLW1tR1ll1QqRV9fHyqVimAwyNraGplMhqeeegq9Xk9eXh5tbW0sLi5y5swZCgoK8Hq9/Omf/iktLS18/OMfJxaL4fP5pBNoT08PTz31FIqiMDQ0xPDwsOQCTU5OsrKyQnFxsUzfb25uYjAYZBlhc3OTqakp5ubmZFfg0tJSnE4nxcXFMovhcrk4ffo0paWlWCwWMpkMr7/+Or/6q7+KwWBgaGiIyspKNjc3s7Iz6XQavV7P8ePHCQQCOJ1OxsbGpHnd9pifnycajRIOhwkGg6TTafbu3UtOTo70DREAaPt3RRYjGo2i1WoJBoPs3r2b7u5uIpEIY2NjRCIRJicn0Wg0lJSUsLKywtLSEj6fj2eeeUYSjpeXl+U9KJ6FWCwmPUEKCwspLS3F7/cTCATw+/1yRWoymSgoKCA3N1eu/k0mE2azmUQiQTKZZGJigpGREUmCLSkpkYuQ6elpycnYnuVSq9WEQiGZ8RATsyBAb584xSpbrJoF/0WMWWJyFfJTUaIpKCiQ3jIiIyDGHY/Hg8fjkRmUnJwcqU6xWCwkk0nsdjs6nY5UKiV/0/LyMsvLy0QiEUpKSiR4SaVS6PV6ysvLZRZLlEREiWG7v8f28W9tbY1kMkl5ebkk+paWlmK1Wh8aHIjrpdPp0Ov10j/jcWzWtri4yPj4OMeOHXtot2lR0nqU3b2fgI//hlB9gPbqiUSCK1euMDg4SHl5ObOzs1Iz/tnPflaS5ISywev1EggEZN309ddfp7u7m7m5ORwOBzdu3JDaeKvVSnNzM/n5+UxMTGSRUwXY2LVrFzdv3uSjH/0oxcXF9Pf3E41GKSkp4fz583i9Xj72sY/R09PD4cOH39PDGQgEpLRSqDfi8Thut5vOzk7KysqykP6rr76Ky+Xi6NGj0vVVURSampoIBAJS/isMd5LJJPX19fcss4TD4SwOAmytxFpbW1ldXZUr9urqavbs2cPi4iLf+ta3ZFZgenpaqo6cTidarZa1tTVGRkbYvXu3TEGLOq6QsGo0GhYXF/F4PNKfQvy+6elpSRxbW1uTBMSGhgbW1tYoLy/H4/FQV1dHKpXCbrfjcrmIRqNsbGxw+vRp3n77bXJzc2Wzsc3NTdxut/ydbrebZDJJZ2cnbreb8+fPs2fPHoLBoAQXd2eH9Ho9paWl0jzJ5XJhMpnQ6XS0tLTwxhtvsLS0RGVlJcFgkIKCAhRFwe/3S58NkZI2m81Zz4ZKteXyKBRXQpERj8dZWFiQ5mkigsEgfX19FBUVSSWFy+UiFArJbYmMjpgcxb/8/HxsNhu5ubkUFxezubnJzMwMGo1GlvcEOXZhYQGDwSBNvMS2i4qKpE+FkGqKlHZRUREFBQVyBW2xWFhdXWVhYYFYLIbZbCaZTMrSk/C9EUA5nU4Tj8clD0Os1kVGZHt9X/AlxKpccFAE8XZ7el+n02E2myXJUaPRSJXI3fLZVColJF/iWgAAIABJREFUiaSRSITq6mq0Wi2BQEAqewSxVHhTiOyMOD4hbRUmaCLbEAgEsFgsWXJVQZQVfhpCNrw9y6pWq6mtrd1BfL87ZmdnmZycpKur6311Lv5ljkgkwrVr12TW8H5ZkGg0Ksfww4cPP9D19r3GE/DxGMSjzHyIvhw+n4+Wlhba29uZnp7mrbfeoqamhmg0Kgdj4Ta5XfWxsbHB22+/TWdnJ9euXZOupOl0WpZchFzMZrPJbINKpWJhYYHh4WHZmnt5eVmWaHp6ejhy5Airq6v8y7/8CzabjUQi8dCdbjOZjJQNCwt0kbIG5ApZsMM9Ho/U94uJ1Gaz3Xclk0ql0Gq1lJeXywFf1GZFAzSr1UosFpPSU7/fz7Fjx9BoNAwMDLBr1y4CgQBqtZri4mLa29uJRqNcvHiR06dPc+HCBfR6Pb29vXR2dtLT00Nra6tUosDWoCCknLFYTJa/BLAym82sra2xuLiIzWbDZrNRUlKC2WxmYWGB0dFRcnNz5YAdiURkaSGdTmO1WllYWJB14NLS0izPgvX1dT75yU9KPoxaraasrIyZmRnGxsZ4+umn8Xq9LCwsYLfbsVgsxONxeY7j8fgOVUcymeTixYusrq5SXV1NRUUFAwMD/PZv/zbpdJrbt2/jdDqJRCJ8+MMfJh6PMzs7i06nY+/evRJQZjIZxsbG8Pl897yOAmAKe3PhLFpVVSXJkxaLhdzcXHnfClAgJkX4mQpF+FYEg0FSqZRMl8NWaVFwAgwGAwUFBbjdbpl5EF46gogp3Djn5uZIpVIUFBTIrFhDQwN6vZ6LFy/S19dHQUEB3d3drKyskEwmSSaTzM7OUlNTw8bGBlarNYuQKGSlQkEishiBQIDc3Fwpgc3Pz6egoIDGxkYMBgPBYFB+Xyg5xG8XixNxXgSH4u7ylGhemUgksNlskidgMplkpkGv10vzq+rqahYWFti9ezf79u3bIV8XapSZmRm6urp27E+lUknO0vsNMfGWl5eza9eu91X+/Z8SMzMzTE9P093djdlszlIJCaDd0dGxg2v2KOIJ+HgM4lGCj0AgwEsvvcSzzz4rzaDEymdjY0MaMN3tTVBWVkZVVRVarZZr164xMjIidfeKomAymTh9+jRarVaS2EKhEDU1NcTjcRwOByUlJVy7do1MJiMJiIKBL1ZXk5OTvPbaa5w+fZpkMimlwFarlfb29qzfsV1yOjExQUNDg+xFIuKb3/wmx44do7a2Vr528eJFAI4ePcrFixdlD5ftcfnyZblqExGLxWSb6cbGRpqamrh9+zYGg0Gqavr6+lCr1aysrLC4uMjU1JSsrYq+KqlUSq4ke3t7OXjwIPPz85hMJnw+nyTQCcfChYUFzGYzLS0tLC4uSoa7MFQT5a66ujoUZat/iXDgFNf1+vXrqFQqGhoa0Ol0RCIRFhcXpYTz2rVrss8PbIEto9EoHUNF6UWUI0QfiOLiYlZXV3nttddQq9UcO3YMm81GV1cXJSUlXL9+nYqKCvr7+yksLJQS0e1htVqZnZ2ltraWH/7wh3g8HkpLS/F4PHIl39LSwujoKHa7nZqaGhobG4lEIkxMTNDU1ERBQYHk+oja/HbOgXh+fD4fr776KpFIhLKyMsrLyxkfH5fSakVR7ttIS/AqRDktLy+PpqYmSkpKpH271+uVPJvc3FyqqqrQ6/WMjo7idDqlyuTq1asS0Op0OlkeyGQysoySyWRk6SCZTOLz+SSYFFya9fV1/H4/JSUlMpM1PT0tPwtbAECUZ8rLy/H7/ZIno9Vqsdls1NXVUVNTk9Vcb3l5eYe3jFB4jI2NSc+X+wF2Rdlyzd3Y2JDAp7y8PCvbIDKLQkVlNpvp7u7eASpEiM7JnZ2d7wkUKMqWZfjDKOcymQzd3d2PrMHlL3skEglu3bpFMplErVaTn58v5e8fBCdFxBPw8RjEozYZ+9a3voVKpeLEiROoVCoWFxfR6/WcO3cOh8Mh+yGIEP0YhEoCoLi4GLvdTiAQ4JVXXqGlpUX2YIhGo5IMZzAYqK+vZ2Jigs9+9rPcunWLffv2SdJhWVmZbMI0Pz/PK6+8QmdnJwaDgdLSUiKRCO3t7VkeHYlEgp/85CdZfVvMZvM9J42//uu/5ktf+pKsRc7Pz+Pz+di/fz+bm5uMj49z8OBBKZmDrYZPer1eShTvDkXZ6l9x4cIFampqKC4ultsVfAy1Wi2t191utyTS1tfX4/V6GRsbk6tVIV+rrKxkY2MDh8PB3NwctbW1Uo8/NTVFXl4eKysrkpRnMpm4c+eO5IWUl5ej0Whk23O32y0dJnft2iV7TrS0tJCXl8fExASpVAqr1UpZWRmvvvoq+fn5rKyscOrUKXJychgbG8PtdqPT6aQt9PT0NCsrKxJUCW+FgwcPMj09Lcs7iUSCtbU1zGYzsViMlZUVSktLs7JZYpITq3BB9Nu/fz9ut5u2tjaGhoYYHx+XPCIBAIUfxeLiIqFQiPLycknQFaBDrPKFL8LExAQlJSVUV1cTCoUYHR3l2LFjLC0tyXMHW4AoPz+f9fV1OfkKa3SHwyHt5aempjh79iwWiwWPx5MlRzQajdJuOz8/X/JGhoaGJMdAZCcEUKiqqpK8CaFq8Xq9ciVfVVVFSUmJVFwIXkZVVZW0yS4sLMThcBAKhbL8TYScsrW1dYeKY3FxUXq7OJ1OyWW5u+OqMBRrbGyU+9wuF77b5yYej2M2m9mzZ4/0CdkeTqeTmpoaKisrSaVS0g30fiFKQQ8bAnQISXFjY+Mj5SU8iQ8unoCPxyAeJfgIhUJ84xvfkDXupqYmFGWrUdr8/DwFBQV86UtfykK0YvCGn/X22D4ADA4OYrfbZedTIcOcn58nEAiwZ88ead3c0dFBXV0dAwMDnD59GrfbTV9fH9PT01y4cIGPfOQjuFwucnNzZdMmk8nE4OAg9fX12Gw2/H6/7CS53W56ewhG/blz52hra8NkMlFaWorb7aa7uxuVSsX8/LyUp42OjkoFitfrlXI9o9Eo5ZGbm5sSoIishCA0VlVVYTabSaVSTExMyJ4pU1NTrK+vYzAYWF1dBbZMjyKRCBUVFbKOX1lZyfLyMvF4HJPJJNPN+fn5UoXi8Xh4+umnqf2p3XsoFJLcjMnJSdra2ojFYszMzLCxsUFDQwMdHR1yQoetiUZc6+eff16WCTKZDP/wD//A9773Pfbu3UtJSYlsECYyY8LHQKPRsL6+zvr6uiw1NTc3Y7VaJTdBp9OxsrJCZWUlZWVl1NTUUF1dzcWLF5mZmaGwsJD19XVSqRSBQIDa2lomJyeJRCI0Nzej0+kwGAwMDAxw+PBhZmZmJDF1eXl5xwQleBEia7T9nhASUeEXIkzSlpaWMJvN3L59m7y8POl+KVLL0WgUtVqdxd8oKSmRk7Ho32K1WiUHRTTzEvfSdqKt1+tleHgYrVZLbW2tlGSKkoZQpIh/Go1GrjKXl5elIZfgPQhDOUHEVKlUlJSU7ChVCCWDKIeKcyecTUWpFLa4S0J1IjxNtt876XSa2p86iYrzfr8Sh/BGESRaq9W6gzthsVjeE5h4r6FSqXa40D6JX454Aj4eg3jU4ONf//VfgS2VilgBhsNhrl+/js1mo7m5OauOLqypzWYzzc3NssHU9ohGo4yPj+NwOLh+/Tomk4lDhw4xMDBAKBSi9qeukHv27GHPnj0sLS3JQV6lUrGyssLLL7+M2WyW21pcXJQp4v379+NyuVCpVAwODtLS0oLH42F9fV2mk+8+Jr/fz+bmpiQ93rp1i6KiImw2G2tra3i9XrkyttlspFIp3G63lOwJiavf7weQ8kFAuk0WFBRgNptxu92S9LaxsSGlooIzk06ncblcFBYWEgwGJbdAkAuFdLGoqAiPxyP7Z8Tjcerr62lvb8fv9+P3++Uk6/P5qK6uxu/3YzKZ8Hg8wJaxmSB+CSJiYWGh5NFMT0/L82wymThw4ADz8/MsLCwQiUQ4fvy4LE01NTVJ4qPyU/dT4cMwNTXF6uoqtbW1qFRbLqdiYhRGZGLgF9yGcDgsOQnNzc3S/G1zc5NDhw7JayUUKsFgUMomS0pKUBSFffv27ZjwxApcZN6ElFH8E0CipKQEi8XCysqKBLUlJSUSEObm5pJMJtnY2KCgoECeM3H9Bavf7/cTDAZpbGyUxFZxn9TU1GR5fEQiEVwuF1NTU1gsFj7xiU/suFcFCNkegmszNjZGTU2NbMYmGpTFYjGZPQOyQAT8jKS+3V9CnKuhoSEJWkQIiWhxcXGW66gI4aPxXiIvL+8DTc0/if+58QR8PAbxqE3GIpEIa2trrK6ucvHiRQ4ePEgsFmNhYYEXXniBwcFBPvShD8msxKFDhzCZTCwvL3P9+nXpEgpbNdvz588TCoUoLi7G5/NJj4ja2lrS6TTr6+tyAigqKiIej0vzn5qaGjQaDQUFBVkroM3NTfLy8igpKZF9NFZWVvj0pz/Na6+9RllZmQRCbrebyclJObh6PB4uX77M/Pw8jY2NeL1eysvLeeGFF3A6nYyOjtLe3s6VK1d4+eWXqa6ulr/DYDDQ1NS0g+gqVo8iLl68yNNPP00mk+HSpUu0trZSVlbG1atXaW9vR6fTMTU1JVebwtNidXUVr9dLWVmZtNtuaGggGAzS0NDAv//7vxMMBnnxxRclIfX69essLCxQXFxMPB5neXlZGk/l5+dntT4XyqO7j31jY0OCk4aGBtmMKxgMEolESKfT+Hw+Wltbcblc1NbWsnv3biwWizRmikajLC0tUV9fL425RkdHs1bHooYv0v8iU5WTk0MwGKSyslLyGBKJBF1dXdL0amFhgcbGRvLz81lcXKSgoEBKkFtaWlhfX5eGVvczgBOkR51Oh9VqxWKxEIlECIVCvPjii7Kv0cLCAhcvXuTMmTMcPXpUlj1GR0f58z//cw4fPizdMsPhMJBtf60oW+3gRQO4SCRCZWUl9fX10m5/+8Q9Pj5OIBDgy1/+8kM+pVtdh8fHx3nqqaeyJv1EIoHL5aKvr4+XX375PQGCZDLJuXPnOHDgwH3P4ZN4Eo9D/I8GHyqV6v8ALwEOIA7cAP6PoigjD/iOAfhHYD/QClxVFOXEAz5/FHgHGFcU5eF8tXdu45GBj0QiQV9fHyUlJRQXFzM6Osqbb77Jl770Ja5cuUJFRQWhUIje3l7sdjttbW1Zg2gikeDixYvk5OTIbEl9fT1PPfUU09PTTE9Ps2/fPvr6+iQ4CIVCXL16VRLOxETkdDpRFIU9e/bscOQLhUIUFRVJoBMOh2Xmw+fzYbfbJSlSpIerqqqYnZ2V6pvi4mIqKioYHh6WLPqjR49KSens7KwEJx6Ph3Q6jc1mk06KwhdArLJTqZTU9wvVxODgIK2trZhMJjY3N1laWpIpdiHlEz4DTqeT8fFxdu/ejd1ux+12U1RUhNvtpqGhgb6+Pqqrq/nIRz4iQaHIYPj9fr75zW/icDhkq3PYkroK/ovRaGTPnj3k5OTc09NClMVGRkZkWcPj8XDz5k1KS0tZX1+no6ODl156KYtPI+LNN9/kmWeeeVclwfDwMAMDA+Tm5uJ0OiksLMTv9++wZA+FQvKa2mw23G43hYWFTE1NUVFRIVUrqVSK+vp6+RuEUVRLSwsmk4nZ2dksjtLa2tqOBnsul0v2Kkmn0xQVFfH5z3+eEydOyM84nU6+9rWvYbPZ+MxnPkMikWBiYkIqlFKpFPPz84TDYSmBFSHeFxmxu/v8GAyGe2Y87hWZTIY7d+6gUqnYvXv3fYmVAqg9bESjUc6fP8+xY8dkKelJPInHNf6ng483gW8DPYAK+P+AbmCXoii++3wnD/groA/4MGC9H/hQqVQFwG1gCqh8HMBHNBrl9ddfB7bkgGtraxgMBsnQF8qJgoICPvaxj+0Y+K5evSqNj4aGhkgkEhw7dkxOZM8995wkr6ZSKZ577jkUZatdu1A65ObmSgLr9evX0ev1WZ1TE4mEzJYIQmx7ezuzs7P4/X527dolTZ5cLpeUQq6trVFTU0M6nSYvL4/V1VU6OjpIJBLk5+djt9tZWVnBbrdz+/ZtgsEgZWVlklxoNpspKSmRZYSBgQGWlpak5NdqteLxeOjv78dut0vXSrHyvHLliiT7CSWRiHA4TE9PD8ePH2d9fV22aBd9OG7cuEFpaSldXV0SAJ09e1ZmMW7fvk1bWxv79++Xq3TYUteMjY1RXFws3U8XFxcZHBzEarVSVFSESqXC7/fLEonD4WB2dpaCggKKi4uZmJjg8uXL/Nqv/dp9fUwWFhZQFCVLNXSvUJStZnjf/va3JUE0mUwyPT2Nw+HYcT+Fw2GWlpbQ6XRYLBaZdRF9RNra2iTx2Ofzybb0Op2O6elpyVvS6/WUlZWxuLgo7wMRovfG8vKyvHdmZ2cxmUzEYjEpL56dncXj8XDgwAHpuFlTU0NBQYHsgNrW1vaBej6sr6/T09PD/v37dyi33k8kk0mcTidLS0uEw2GOHz/+nksnT+JJ/HfE/2jwcXeoVCoTEABeVBTl9Yf4/N8Bex4APl4FBtkCNp98HMDH5uYmX//612UTqZqaGrRaLYODg3z605/mO9/5jlyZRyIR6uvrpZ/B/Pw88/Pz1NTUSPfBpqYmLBYLGo2G1dVVWltbURSF8fFxYrEYdXV10r9Ar9dz+/ZtDh06RGdnJ3V1dRiNRv7xH/9RNqWyWCzYbDasViu3bt2SDqU9PT1SSSKyGXl5eeh0OilpNBqNqFQqSYg9cOAA/f39kvkfCAQoKiriW9/6Frt376a+vp7c3Fw2NjZYXV2VPUfUajXT09M0NjbKBlLCAEoQFUtLS2UfEUAaeZ05c0auwuPxODU1NdhsNnp6ejhw4EAW8W1zc5OOjg5mZmake+S9THrcbjderxeHw0F/fz+5ubk4HA7m5+f58Y9/zLFjx6TRlF6vp7CwUPpK+Hw+SdAUPi46nY7jx4/L5m1dXV38xV/8Bc8995xUJWyPVCrFpUuX7ilJvlfcuHFDqhiEJ0RXV9d9iYU6nY5z585hs9koKipiZWUFnU5HYWGhNMYS/IvCwkI0Gg3Ly8u8+eabTE1NSX+Z5eVllpaWOHz4MMFgUJZLcnNz0ev1snutwWDAbrfLe7a3tzfLXO8jH/mI5E9sJ2vebYUv3hfx8/hBpNNpxsfHUalUO4zQ3m+IbreVlZVS8vsknsQvS/xvAx/lgBM4pijKlYf4/H3Bh0ql+l3gV4Gnga/wAPBxL0fTu+NRSm3Pnj2Loijs3r0b2MpmCLOgxcVFXC4Xzc3NLC0t0dzcjEajQafTMT4+LksPNptNWkonk0neeecdXnjhBamscLvdBINBVldXUalUdHR0MD4+ztLSEjU1NbIBkcfjYXBwkLy8PJm6Fsx/g8HA+Pg4bW1teL1ewuEw4+PjfPjDH6a6ulr6TQj/hUwmw3e/+11OnjxJVVUVNptN+h4oikJHRwd/+7d/i91uZ21tje7ubiwWCyUlJQwNDUljKEGm3N4eXlEUaUcuVtnbY3p6moKCAiYnJzlw4AAajYbx8XE2NjaYmZnhzJkzssQgel8Iguvy8jLNzc3Sn2K766NWq2VpaYmTJ09iNBplA725uTnsdjsbGxsSbDU1Ne3oGOtyubDb7ZSWlgJI/oMgMJrNZhYXF6VjZm1trfxsOp3mypUrDA8PU1NTg16vZ2hoKKucI4iJ2++v0dFRPvaxj/HDH/6Q3bt3Sw8KEaLRVzAYJBAIyAZxYqK3WCxZfIREIpF1XAUFBdjtdgYGBjh+/Dh37txBURSuXr3KsWPH0Gq1lJWV7XBWjUaj3Lhxg5MnTwJbNtLz8/N0d3dz9uxZRkZG+OxnP8v4+LhUz/yiIpPJsHfv3qys1pN4Ev+b47EHHyqV6hXgtxRFCapUqo8DekVRvvc+t/VdoAnoVBQl/RCfvyf4UKlUbcDbQJeiKHM/BRePReZDdCVtbm6Wr129epX5+XkuX76MzWbj5ZdfJhgMUltbKxuN3b59m0wmw8mTJ6moqODGjRt0dXWh1+txOp14PB7ZGruzsxOA//zP/ySZTPLyyy8zMTFBaWmp7KT53HPPEQwG6e/vl34j22N0dJSysjIymYy0PU+n0/zkJz9h3759fOYzn+Hy5cscP35cTn7xeJwrV67g8XgoLi6Wr4syhCBsOp1ODhw4QGNjI+FwmNHRUdLpNMeOHZO+E4CUQ4rw+/1cv36dP/7jP96RuhY+JELeq9Fo6Ozs5PLly9JZ9MiRI9LUSzTUWlpaYvfu3Wi1Wgk2hKpGrVYzOTkpZa7iHhAyzEAgIAmrgqOhKAparVZaTBcUFOxY8QqCZzqdprW1lW9/+9t86lOfQq1WMzQ0JD8zMTGBzWZjc3OTsrIyZmdnaWpqoq6uToKDSCRCNBqV2xYdUDc2NigqKmJ8fJyPf/zj8n1h0y9KQkVFRVy8eJFIJILRaOSpp56ioKBgx/EODg4SCAQ4cuQI09PTXL58mS9+8YuSd3HhwgU6OjretSRy/fp1Wlpa2NzcZGFhgUOHDnH+/Hn0ej3vvPMOzz//PAcPHvy5HDKfxJN4Ej9//DKAjyFFUfaqVKpdwHeBi0BGUZT/5z1u56+BTwNHFUWZfcjv7AAfKpVKD/QDf64oyjd/+tr/y2MEPu7cuZP12rlz5/D5fDz77LPcvn2bgwcPEo/HOX36NH/zN3/DkSNHsmSZQqorJrz19XVpax4Oh7l8+bKU57a2trKyssLx48epqqoiGo3yk5/8hHQ6zcrKCt3d3bJ/wN1t5vv6+ujr6yOVSvH5z3+eq1evMjQ0xIsvvojL5cLtdhMIBORxXLt2jWQySX5+PtFolO7ubpm+7u/vl43r6urqpGFaJBKRE2xbWxtarZbJyUkpA9XpdDgcDvbt20cikeDtt98mEAiwb98+KUVMp9MMDw9LB9aenh4CgQAVFRXMz8/T0dFBWVkZd+7cIS8vD6PRKKWXpaWlspfM4uKilLGKa+VyuWhqaiIcDrO6uio7gAaDQUKhEIcOHeL48eMAUo0i3E9Fl1vRg8NkMskGZMJfY2ZmhpWVFT70oQ/JiVxRFGZmZqSnRWNjI3Nzc3R1dUlXVKEgcjqdklciskZer5eamhp8Pp+UoArCsGg/nkgkiEQiqFQq1tfXqa6upqWlZQdJdntEo1Hm5uaIx+OkUimqqqowmUyS3LvdAfd+kUqluHjxIsXFxTQ2NjI4OEhbWxuvvvoqf/mXf5nVnfRJPIkn8d8Xvwzg4zbQCXwVGFAU5T9UKtVtRVEOvIdt/A1bwOOkoijj7+F79wIftcAcsD1zomaL95EGPqwoytmH3cdPt/lIOR9/93d/l/VaeXk5q6urLC4ucvz4cX784x/T1NQkCXzR/7+9ew2K6zwTPP4/zaXFHdQSSAghJHERAgESIHQXsSRk2YkrHsfriTNex7OTqYmzNVtTtR9mqqZqPTu1la1M1SaZ3WQzW1MTJzv7ZRwnFbscWwYhJEDcbwIECCwQ92tzaZrupuk++4H0G1o0CGQkt+TnV0WV6cs5p1uuOg/v+1xsNnbu3Mnx48cZGhoiKCiI1157DbfbTUVFhVomdzgc1NXVERwcTEpKCrW1tRw/flz9telJHq2pqcHpdHLp0iUiIyMZHh7ms88+w2q1kpKSohopmUwm9u/fj9m8nPv70UcfkZycrEpNQ0ND6ezsJDk5ma6uLubn5/nWt76lbng9PT1cuHCBkJAQbt++TUlJCS+99BLh4eE4HA41x6KiooI9e/ZgNBo5dOgQFRUVqgrCarXS0NBAZ2cnra2tZGVlERkZyb1799Rgt+HhYQwGAyaTiZaWFhYXFwkJCVETemdmZujr6yM2Nla1NY+NjSUiIgKn00lTU5NK2F2Z0LmwsEBBQYH6/g8ePMjY2BiapnH48GHVZhuWA4ZPPvmEgoKCVaWvnq0WT+t2TymqpmlcvXqVvXv3qtWVvXv30tPTw/bt24mNjcVisTA5OcmePXtoa2sjOjqaffv2YTKZ6OnpobGxkeTkZBUwud1uNbcnNzeXsbEx+vv71aAwj23btqmy66SkJBVAPYynid2ePXuorKzk+PHjREdHq+DmxIkTqqzbl5mZGYqLi4mKiqKnp4cjR46orcTnn39+Q9cghHj8/CL40DQtneVS1VUH1DTtz4DvAdEsBwJWTdM6dV0/tMFj/xh4jeXAo2OT1+Ur+AhiuXR3pbeBS8DLQJ+u6/ObPM+WBR+evhue4VawPIY+PDycsrIyJiYmGB0dJTs7m/fee4+vf/3r3L9/n9TUVFJTU6mrqyM/Px+r1arGznsm1g4NDZGSkqLK+Hp7e9m1axdms5ne3l4mJycJDAwkOjpatY92Op2qS6nT6VTllgaDQfX62LZtG/fv32dmZkatWngGvFksFtxuNzt27CAkJASbzYbT6cRoNLKwsEBvby9hYWEEBARw4MABlbNhNBrZu3cvISEhqvy1o6ODmJgYtm3btuovYJfLxWeffcZLL73EyMgIY2NjDAwMoGkao6Oj7Nu3j/v37xMaGqryZCwWCz09PWoKqKfNdkJCgupYGhUVRVpaGqOjo2zbts1rz9/pdDIwMMA3vvENtc3jaa09NDREV1eXCjTu3r1LdHS0V67EgwmRdrtdrTZ43L17lzfffFN9/1VVVYSEhKhBcJ7VjNHRUU6fPo2u6xQXF1NUVERtbS2HDx/2Kvesrq6mpqaG/Px8NYU2OzubhIQEkpKSHnk7Q9d1ysvL2bNnj1rpWlhY4MaNGypo6Ozs5KOPPmLHjh0+K0UWFxdpbm4mOzubmZkZTp06pb6/xMREabsthB/xl+DDBfyDrut/vcbz0cCSruvzmqYlA3+r6/q3N3DcnwBvAF8H7qx4at4TIGia9n3guK7rF1a87zAQDPw1kAz8GYCu681rnOcd/GTbZW5ujr//+79XN31Py+quri7MZjPJycnDV+WuAAAgAElEQVTouk5zc7NqFx0aGsrS0pKaeupZ9vdsPdTV1XHu3Dny8/O9svSHh4dVMBMSEsLOnTvV+HZPXoOntPDgwYPqZtne3o7FYsFgMDAyMsL09DRjY2MkJSVhMpnUdsPS0hKVlZVMTk6SlpamhrsBqrrG0z9jeHiYixcvqo6a7e3tfPbZZ6o5WkxMDKOjo8zMzKhEU09+hmcOjd1uJzQ0VFVceG7MXV1duN1u4uLivBIrw8LCyMvLIyYmhoiICFXp4hlO5hl4p2kaxcXFZGVlqR4YHlarlfr6es6ePQssz6aZnp5m9+7dJCcnExAQgNlsprGxUQ0Z8/wbzM/PMz4+TnR0NCEhISpxeGXwERUVpXqmTExMYLVavRI1FxcXCQsLU9+Jy+VSXU7NZjP5+fnqtSMjI1itVl555RVsNhv19fVcvHhx1Tk3y+VyUVpaSmZmptf36zlnY2MjgYGB7N+/n5SUFObn51Ub/JXHuH79OmfOnFFB3pNMKBVCbI6/BB9uwAqk6ro+siUHXT7uWhf4d7quv/P717wLFOq6nrTifX3AvgfftNYX5U/Bx+LiItXV1VitVvr6+pibm2NgYIDp6WnOnz+vbiyDg4McOXIEXdfZuXMnUVFRfPzxx2RmZnLgwAG1MuBp8Xz48OFV53K5XLz//vu8+OKLHD16dFXXUA+LxUJrayu7d+/2So70rDbcu3eP+vp6Xn75ZYKCgrwqS3Jycrh79y6HDh3CaDQyMzPD3bt32b59uyrtbG9vJzo6GrPZrBIiPf0aGhoaVLvqiIgIysvLuXjxIrquq7btbrebzs5Odu/eze3bt0lNTVXltJOTk1RXV3PlypVV+QpOp9NrfHxYWBiLi4t0dHSo/iNDQ0OqN0d2djaxsbFqcujw8LDKl5iamiIxMRGTyeRVsmqz2dRcmvT0dI4ePaq2ggYHBzl27Jg6jmc15sFrdDqdBAQEEBcXpyadehgMBjWRFP7QqvvTTz/1SnS12+3cvn1bdcttbm7m+PHjqm38g///bubGPz8/7zMR1cNqtarZJr7ouk5JSYkKBIUQ/s+fgo8OoFXX9T9e53U/Ar4N1ADf0XW9f0su4Au2lcGH1Wrl17/+tddjFRUVnDt3jt27d2Oz2Whra2N8fJyvfe1rjI2N8dprr6mKFs/yvKdU1rOtsHKirMPhUDNEqqur+ZM/+RM1XMqX8vJydu3axdjYmNdQMF3XSU1NZWlpiQ8++ICsrCz1Gbq6uvjzP/9zwsPDmZ2dpa6uDqfTSXh4OOnp6dy4cUONqJ+amlIdM/Py8ggNDVVTY8fHxzl79ix9fX1UVFQwPDzM6dOnCQoKYmpqSg09O378OAaDAafTSUlJCZcvX0bTNH74wx/yxhtvPLRVtWeb6dq1a6pLqGfS6s9+9jOvEeEGg4HZ2VnMZjOZmcvx6v3791VflZXa29uZm5tT3WStVis7duxgenqagoKCVTkhiYmJXpU6nuqatRgMBjUZ1e12U1tbi91up7KykrCwMHJyctB1nbq6OnJyctA0jfr6+lU9Tb5INpuNzMxMNbFWCOH//CX4cAHngavAf9R1/ec+XhMJTAP/AShgeZXkwoOvexpt9bbLv/zLv7Bnzx51Y3pwy6K/v5+f/vSnJCYmEhYWxsmTJ7l165aqHmlvb8dkMrFr1y7q6+vJzMzEYrGoltaeZfampiYCAgLIyspC0zROnjy56npsNhu1tbVeCYeeslqDwUBFRQXV1dX85V/+pddN81//9V9VEylY7iuye/duAgMDaW1tJTMzk7S0NOrq6igoKCAoKIjg4GDMZjNnz54lICCAd999l/T0dAoKCgAoKSkhJyeH/v5+EhMTqa2tZefOnUxNTZGamqpafI+Pj9PT06OG7r366qvrfuf678d6Nzc3U1hYSHh4uGqhPTY2htPp5MqVK+r1ntLmCxcueAVsTU1NangZLK8M9fX1UVRUpIK/f/qnfyIvL4/c3FwmJiaoqKggJiZGrSw9ah8JT2JsamoqoaGhdHR0EBgYyN69e1XFiycAy8vL89ksTQghNspfgg83sIvldub/G3hd1/XfPPCaPKBM1/VwTdMigO/puv7ft+QCvmBbGXzA8l/RnZ2dJCYmqioUD6fTyS9+8QtCQ0MZHBzkxIkTqvwzOzsbWL6ZlpWVcebMGWprazlz5gwmk8krOCgpKeHUqVN0dHSQnJzMwMAAgYGBHDrknQdcUVFBTk7OqpvV6OgoNTU1WCwWXn31Va+/zhcXF6moqPDKN/Coqalh3759RERE8MEHH3D48GHOnDmjnjebzVRVVXHu3DlqamowmUwEBASoOS1Hjx7lJz/5CWfPniUvL0+NIL979y7Dw8Pqu+ru7sZoNBIQEMCpU6dUF82V36XVaqWnp4fFxUUSEhJITk7GbrfT0tKCzWYjNTVVjUX3VLnYbDauX7/O5cuXvbZxdF3n5s2bXtsXLpeL1NRU9Re9JziJjY0lIyODuro60tLSuH//vioZfhQWi4WbN29y/vx5wsPDaWhoICkpiaioKD744APi4+M5ceLEIx1bCCF88Zfgoxa4ouv6lKZp3wN+CPwf4Ae6rvdry8PefgHs1XX91Jac1I9sdc7HrVu3gOUbfFNTE5qmqeoAs9lMSEgIJ06c4Fe/+hUvvvgi169f5/vf/75XLsDs7CxNTU243W6vtttOp5PW1lZCQkJIT09nZGSEmZkZ0tPTqaioIDk5WZ3LbrdTXV3tNdxrZGSE9vZ2IiIimJiYoLCwEKPRyPXr19Uy/ujoqBrbvpInfyI5ORmXy0VDQwMmk4mZmRkyMzNVALO0tERVVRWzs7OEhobS3d2tppLCchmoy+UiPDx83e0UzzTZ4OBgFhcX1cCymJgYDAYDQUFBxMfHExwcrLp3hoSEkJWVpYKtkpIStcLhcrm4evWq6ma6UlVVFQkJCWtuHXR2duJwOMjKylLVKKWlpao89/jx4z7fZ7fbV7VTX8lsNtPe3u41UK64uJhLly4By6s00dHRkrwphNhSfhF8rDqwph0H/ifL/T1mgCCWq09e2mwPDX/kq936Vn2XbrdbjVY3m83cubNc5JOdnU1ERAQ1NTXk5ORgNBr5+OOPVaDgGYW+Um1tLdPT01y8eJGBgQEsFgtBQUEkJCSom7bL5aKqqoozZ86oxL/c3FxcLhf19fVqMunw8DDDw8PExsaSlpZGa2sr+fn5xMTE0NbWhslkUpUOVVVVmEwmr7LNubk52traOHVqOfbs7e0lOzsbk8nEwsICtbW1Xtfe0dHBgQMH2L9/P/v372d4eJiQkBBiY2MZGBjgl7/8JWlpaV4rBouLi1itVux2O7qu09jYSG7ucjuZ+fl52trasFgszMzMoOu6at2+1o3ZarViMBjUdpTNZuPEiROrkiJbW1tVS/aBgYFVxxkbG2NyclK1y/f06ejr6yM3N5dz5875vIb+/n5VXrwWo9Gots0ANcjPk38jhBCPg18GH+oEmnYQOAUEsrzl0vtYT/gF2cqVj6WlJe7evYvdbldbJi6Xi+rqas6cOcOtW7cICQnB5XIxNjZGT08PRUVFzM7OrsrZ6OnpoaOjg+eff54DBw6ozqLXrl3z6rNw/fp19u/frzpnlpWVkZqaisViUXkUkZGRqlMmgMlkUv1Camtryc/PR9M07HY77733HqdOncLtdqvmWE6nU1VXwPJN0zMLxCM6OpqgoCDsdjtVVVVqxsdKra2tfPTRR8TExJCenk5/fz8LCwukp6erIXae7ZWhoSEKCwtxOBxcu3bNa6tE13V6e3vp7u7m1KlT6rtxOp3qXA0NDaos9uTJkz4TNHt7e5mYmCA7O5t//ud/VgGGx/T0NH19fSrZE/4Q8O3cuXPNrRaHw0FLS4v6Xjdqenqar371q9J+XAjxWPl18PFlsdU5H76W94eHh+nt7eXmzZu8/fbbREZGsrS0pG54s7OznD171mt2xo0bN8jOzqauro6srCw1YO7s2bNs27YNi8VCc3Mz3d3d5OTk0NnZSUJCAm1tbUxNTfHCCy+sOenUY2FhQXUTHR0dVXNeTpw4QWho6KpBamtxu93MzMyo9vLJyclen8WzIjQ6Osqf/umfous64+PjAAwMDKj8l5XnMplMGI1Grl69yvnz5wkNDV11Xs82l9FoZGxszKsqKDw8XAVhVVVVxMfHeyWELiws0NfXR3x8PJ9++imXL19e1W/jzp07XLp0adUU1J///OdcvHjR5zaNruvqmh/c3hFCCH/weYIPaRfop27evElBQYGqDPFMc33//fdVE6alpSUA4uPjWVxcZH5+nhs3bnjlZ8zOzqJpGklJSfT29lJdXU12djbDw8N0dXWhaRoZGRlomqZmnCwtLbF9+3YGBwc3lADZ0tLC6dOnmZub4+DBg3zta1+joaGB06dPr/s+l8vlM5fBUwZ87tw59RlhOVelsrKSN998U61eePqSxMfHk5SURGtrK06nE7vdzvj4uJqNsmvXLlpaWnA6nWob5kHFxcVomkZn5x+697tcLjIzM9UqQkNDg1dbcM/1e3JTHA4HN2/eZGlpCYPBwK5du7hw4YLP8esmk4nBwUGfwUdjYyMZGRkSeAghnkmy8rFFtjrhtKWlBYvFgqZppKenExUVxdWrV9F1XeUJeG7A3d3d2Gw2rFYrzc3NnDhxQiVQdnV1cejQIdxuNx0dHWrQl6Zp7Nu3T60ENDY2qnyNrq4uZmdnGR4e9hpm9iDP+VtbWzly5Ajh4eFEREQwMjKCrutrNiyDPySUPjhSHf7Q8v3BG6/NZlMrKet9dwaDAaPRSEJCAhMTE0RGRqobfF9fn/rsD76vqalJlfSuPGdDQwOnTp3yGUB4EoFra2vJzMwkPDyc6OjoDbUBLy0txeVyrQpOxsbGuHfvns+yZyGE8Bey8vGMcTqdtLW1kZiYiMFgoLOzk4WFBZ5//nlu3brFW2+9RXl5uZrXERcXx71798jLy8PtdquGTYODgxiNRjUe/itf+YrPHhKefh0JCQm43W7Kysr46le/Sm1tLSEhIWsGEQ6Hg+zsbNLS0jh69Kh6/NatWxw9enTdv9qrq6t5++23V81nWVxcpLy8nAsXVrd/uXHjBkeOHPEZBHiEhoaqvAyz2UxXV5fXTTw7O5urV69y+PBhr5yImpoaXn31VZ+JnQcPHqStrc1n/gksJ7JGRUV5DZx7GM94+vj4eD7++GOv2Svz8/MyQE0I8UyT4MMPhYWF8dZbb6nfdV2ns7OTnp4eent7iY2NVUPFPBYWFgDIycnh/fffJysri6CgIL7zne+ohNG1dHd3s2/fPhITE3nvvff45je/yfnz5wkODsZoNHr14FipsbGR8vJyXnjhBa/H7Xb7uoHH/Pw8DofD52j0xsZG1Zn1QW63e1Pj1Lu6unxWfBQUFFBTU6M+19LSEhaLZc2Kkp07d5KUlER9fT15eXmrnq+rq9v0KoWnSdqePXtWbbtomiZlsUKIZ9raf0IKvzE2Nsbc3BxhYWEkJCQQFxfn8+fQoUMUFRXx5ptvYrPZiI2N3dBf4/fv3ycxMZHS0lKMRqMqhfVMu11LdnY2HR0dqypAHnbjrK2tXbW9AcsrPlardctmeywsLPhMlo2OjiYgIICpqSkAmpubycnJWfdY+/fvJygoiK6uLq/HPT1X1tsK8mV0dFRtcxkMBq8fCTyEEM86WfnwQ4uLi149L1paWjh27Bjj4+NkZ2f7bKplMpm4evUqRUVFnDx5kn/8x39kfn7+oTeypaUl2traVOLpnTt31HZEfHw89fX1LC0t+cxhGBgY4OTJk7S3t6v5Jna7fd05JGNjY0RGRvq8WdfX13tt36zkdrs3PehsvSqd/Px8SkpKuHjxItPT0z5XNB6UnZ1Nc3MzZWVlXo8/LLHWF7fbve72kRBCPMsk+PBTK1cTdF3HZDJRWlrK3Nwcd+/eJT093SsIMRgMFBQUqGZh3/3ud/nRj35ERkbGuh1A29rayMjIYPfu3dy7d89rO8dkMhEcHMzg4KDPFZTPPvuMwsJCrl27RlpaGkFBQYyMjKwaqb7yczQ1NVFUVLTq8ZqaGiIiItbcVpment7UikhXV9e6lTqBgYGkpqby29/+dlPBw8NWSDZicXFRenAIIb7UJPjwQ4GBgerGOT09zZEjRxgYGCA1NZXnnnuOxcVFysrKVt3Et2/fzrZt2xgeHiYgIIArV65w+/Zt0tLSSEhI8Hmu0dFRMjIyMJvNlJWVUVBQQEdHh3reZrNRXl6OzWZD13XVglzXdQwGAwEBARw/fpza2lpOnz7NyMjImjkbH374ITabjerqavXY0tISjY2NJCUlkZCQgK7raoXDM6sFlnMkQkJCmJ6e3tB32NDQsGo0vS99fX2PtHLxeQwNDa357yGEEF8GEnw8Il/t1beKwWBQJagdHR3k5uZSWVmptiqCg4OJiIjAarWu2lrIzc3lk08+YceOHSQnJ5OZmUllZSV2u53k5GSv19psNrZt20ZrayuTk5OEhYURHByMw+HA6XSqPhwWiwWr1aoSIT15CXFxcdTW1mK1Wrl9+zZms1kNaXvQ6OgoNpuN119/XT1mtVopLy/n9ddfJyoqiv7+flUarOs69+/fV/NJKisrycvLW3dLx8PhcBAQEMDZs2cf+trz589TXFyM0WjcslyThxkcHPSZ8yKEEF8Wsun8iHRdf0fXdc3z87jOY7VaCQ8Px2AweG3FpKSk0NPTs+r1mqZx8uRJGhoa1DCxM2fOsLCwQHFxMX19fei6Tk9PD++++y6lpaW0trbS0NBAeHg4c3NzwHLFzfbt21W5b2RkJDExMURHRxMZGUlERASRkZFkZGRQWFjId7/7XcLCwnzOt3G73dy/f5+kpCSqqqrUT1tbG1euXCE2Nhaj0UhKSgp9fX243W76+/u9enEsLi5uKPCA5ZbyKSkpG3qtpmlcuHCBqqoqrFbrht7zeTmdTp9t2oUQ4stCVj782MqkSU3TvGaOmEwmWlpafL4vOjqaN954wytBMysrC7fbTU9PD8XFxXR3dzMzM8Nf/dVfERERwbVr13z21oiOjsbpdGI0Glc15lopODiYkydPEhISsqrstL6+nm9/+9ur5rj4kpWVxe3bt5mcnPSaxLsZo6OjHD58eMOvDwgI4MKFC5SUlHDp0qXHGhhIoqkQQkjw4ddWJk0aDAav4MOz/eFyuVSn0ZV8VXoYDAZSU1NJTU1lamqKY8eOERERsW5lSExMDNu2bVu1EuHLyMjIqoZkCwsLWCyWDQUesFxh09jYqFZ7YHPTgj0N0zZbrmo0GiksLKS0tHTTZbOb4XQ6V21/CSHEl40EH37IM+jMkzRps9no6+vj0KFDXsHGvn376O/vX9Vw7GE8x/SUx969e5fU1FSfr9U0jcDAQK/AZy0jIyOrSlZramo2nd9gNBq9ZrrMz88THh6+off29fVt+vvwCAsLk86iQgjxBMj6rx8KDg7mxIkTFBQUUFhYqH53OByq+gOWg4++vr5NH39oaEjNYYHlipr1Ood6ViBWBgS+OBwOr7yMsbExIiIifE6SXYtnlcNgMOBwOACYnJxct1x4JU/DNCGEEP5LVj78VHd3NykpKfT397Nz506ysrL45JNPaG9vV+24AwICfE6FfZjR0VFV2bG0tORz22al2NhY5ubmKCsr85pB8qCOjg6v7Zvx8XFefPHFTV2bZ+smMTGRuro6zpw5w8TExIZyODylwJJTIYQQ/k2CDz81Pj7O4cOH+fTTT9VWwMWLF/nBD37ApUuXVMBgMpmYmprCZDJt+NgzMzMqf6O3t/eh2xTx8fHYbDbVdv1BNpuNyspKLl265NW/Ijg4eNOBQGdnJ+fOnSMwMJCQkBDKyspoampSpb7rWVpaknwKIYR4Ckjw4Yc8qxGNjY3k5uaqm25gYCCZmZmUl5dTWFgIQHJyMm1tbRsOPnRdZ3JyUg1VGxgYUMdaS1RUFLOzsz63T3p6erh37x6XLl1ad5jcRiwuLmIwGFQr99zcXHXNa02UFUII8fSR9Wk/ZDAYyMzMZGFhgdjYWK/nMjIycDgcNDc3Mzg4yMzMDH19fRvu/Gk2m1W79o1uU/hacbDb7ZSWluJwOCgqKnqkwGN+fp6pqSn109DQQEZGxqaPI4QQ4ukiKx+P6HF3OG1qauLcuXOrnktMTGRoaIiYmBhsNhuwvDJw/fp1Xn755YduTQwNDbFjxw40TWNkZIRdu3Zt6JoCAgJYWlrC7XZTX1+Pw+EgPz9/3RyQtbhcLqqqqtA0jcjISPX49u3bVyWWPmxQnRBCiKePBB+PSNf1d4B3PL9rmrbxZhQP4XQ6OXDggM+bblBQEE6n06vnRkREBDU1NV5j2tcyMjLCjh07gOXBcPn5+Ru6pri4OEpKSggKCiI3N5fo6OhNfKI/GBoa4vbt2xQUFKxbYeMxOTmprlcIIcSzQYIPPxQUFMTBgwfXfX5xcVF14oyLi8Nut/Ob3/zmoVNXb926RVZWFrdu3aKxsXHDCaGePh8hISHcuXNng5/E28LCAjExMTz//PMbbgI2OTn50OZmQgghni4SfDyFEhMTGRgYUAGKpmm88sorFBcXr2rytZLL5aKmpobLly/jcDhwu93rvn6rrUwm3aiZmRmysrIe0xUJIYT4Ikjw8RRKSEjgt7/9LbOzs16Pz8zMUF5evuZ01omJCWZnZ9Wo+tOnT/v9gDPp2yGEEM8eCT6eQoGBgVy5cmVVx9E9e/bQ0tKyZq+LmZkZDh8+THJyMqmpqRtuWS6EEEJsJQk+nlK+em5ERkZiMBi8KkhWmp6eJj09fc3n/c1Guq8KIYR4+vh98KFp2t8AfwSkAQ6gGvgbXdfb1nnPNuBnwDEgHajUdb3wgdf8EfAXwFFgG3AH+G+6rn/wGD7GpngGy63HM+/lwS0JT0OwqKioVe+ZmJjgwoULj3RNd+/epbe3d92yV03TOH/+/CMd3xez2bypzq1CCCGeDn4ffACFwE+BOkAD/itQomnaYV3XzWu8JwCwA/8LeAHwVRd6HigF/hYwA98CfqNpWqGu6+Vb+gk2KTg4+KFdR6empvjkk0947rnnvEbAHzp0iDt37qyaJGu321lcXPQZlGxEX18fRUVF61apXL9+3Wvq7uc1MTEhZbZCCPEM8vvgQ9f1yyt/1zTtDWAWOA18uMZ7rCyvaqBpWhY+gg9d1//TAw/9naZpLwJfB77Q4GMjTCYThYWFlJaWcvLkSZVkGhERgcViWfX6kZERTCbThktcH3zvrl27Hvre5ORkuru7OXTo0KrndF3nxo0bmzrv7OwsaWlpm3qPEEII/+f3wYcPESy3hd9YP/HNH/txHPexCA0N5fLly1y/fp19+/apAMTpdNLX1+eVUNre3u419G0z2tvbNzRbJSEhgWvXrvkMPgYGBoiLiyM9Pf2RrkEIIcSz42msYfwx0AxUbeVBNU37HpAA/N81nn9H0zR9rZ+tvJbNCAgIUHkcIyMjjIyMqI6nnt9HRkYe2rhM131/hPn5eUJCQja0laJpGsHBwTgcjlXPdXV1ySqGEEII4Clb+dA07X8AZ4Azuq67tvC4rwD/ALym6/p9X695sJ26j2N8YQGIpmmkpKR4Pfbhhx96BQEWi2XNOS66rvO73/2OmJgYTp065fVcc3MzR48e3fC1pKen09HR4dVpdXp6mqioKOnXIYQQAniKgg9N034I/DHwFV3X723hcb8B/BL497qu+8wheRoVFRWpluiwPA13re6iVVVVHDt2DIvFQmNjI8eOHQOWS10dDgdhYWEbPu/OnTtpaWnxeqylpYWTJ08+wqcQQgjxLHoq/hTVNO3HwDeB53Rd79zC4/47lrdZvq3r+q+26rj+wGg0Eh4ern7WGnnf09NDeHg4u3fvJjU1laCgINrb2wFobW3lyJEjmz53WFgY8/PzADgcDjRNk8m0QgghFL8PPjRN+wnwFvA6MK1p2q7f/4SveM33NU279sD7DmualgPsAMI1Tcv5/e+e5/8Y+H/AXwM3Vxz34aNWnxHT09P09/d7zU45cuQINpuNnp4eJiYmiI2N3fRxMzIyVADT0tJCdnb2ll2zEEKIp5/fBx/A2yxXoVwDRlb8/OcVr9kNPJhN+TugCXgNyP39fzeteP4vWN52+tEDx/31ln8CP+R0Orl165bPpmB5eXmMjo6um6C6nsjISCwWC263m9nZWaKjfbVZEUII8WWlrVXlIDZH0zTdn7/LyspKrxwQp9NJQUHBY2u13tjYyMLCAvv27WPv3r2P5RxCCCG+OJqmoev65ptH8RQlnIpH53a7cTgcPPfcc0/snOnp6fzbv/0bp0+ffmLnFEII8XSQlY8t4s8rH/39/djtdlJTU5/oebey1boQQgj/8nlWPp6GnA/xOfX29rJ///4nfl4JPIQQQvgiwceXwNLSEkFBQV/0ZQghhBCABB+P7MF261/09azFbDarmS9CCCGEP5Ccjy3irzkfNTU1ZGRkeA2ZE0IIIT4vyfkQa5qfn5fAQwghhF+R4OMZZrfbpa25EEIIvyPBxzOsp6eH5OTkL/oyhBBCCC8SfDzDxsbGiIuL+6IvQwghhPAiwcczyuVyYTAY0LRHygUSQgghHhsJPp5RAwMDMlNFCCGEX5LZLn7I5XIxODj4uY7R3t7O5cuXt+iKhBBCiK0jwYefcrvdn+v9ubm5BAbKP68QQgj/I03GHpGmae8A/2XlY/JdCiGE+LL4PE3GJPjYIv7a4VQIIYR4HKTDqRBCCCGeGhJ8CCGEEOKJkuBDCCGEEE+UlENsIWnoJYQQQjycJJz6qd8nsEo0I4QQ4pkj2y5CCCGEeKIk+BBCCCHEEyXBhxBCCCGeKAk+hBBCCPFESfAhhBBCiCdKgg8hhBBCPFESfPivv/uiL0AIIYR4HKTPhxBCCCGeKFn5EEIIIcQTJRzrLFcAAAAnSURBVMGHEEIIIZ4oCT6EEEII8URJ8CGEEEKIJ0qCDyGEEEI8Uf8fZcdaVBwgdZMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x2304 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "try:\n",
    "    backend\n",
    "except NameError:\n",
    "    import emcee\n",
    "    backend = emcee.backends.HDFBackend('samples.h5')\n",
    "    \n",
    "chain = backend.get_chain()\n",
    "\n",
    "# These chains plotted were generated using\n",
    "# v0.2 so the labels here are in a different\n",
    "# order. The model also had two free\n",
    "# temperature parameters instead of just one.\n",
    "# Also, inclination was the parameter, not\n",
    "# cos(inclination), and the prior was flat\n",
    "# in inclination, not cos(inclination).\n",
    "labels = [r'$D$',\n",
    "          r'$M$',\n",
    "          r'$R_{\\rm eq}$',\n",
    "          r'$\\cos(i)$',\n",
    "          r'$\\phi_{p}$',\n",
    "          r'$\\Theta_{p}$',\n",
    "          r'$\\zeta_{p}$',\n",
    "          r'$T_{p}$',\n",
    "          r'$\\phi_{s}$'\n",
    "          r'$\\Theta_{s}$',\n",
    "          r'$\\zeta_{s}$']\n",
    "\n",
    "fig = plt.figure(figsize=(8,32))\n",
    "          \n",
    "gs = gridspec.GridSpec(12, 1, hspace=0.15)\n",
    "          \n",
    "for i in range(len(labels)):\n",
    "    ax = plt.subplot(gs[i,0])\n",
    "    ax.set_ylabel(labels[i])\n",
    "    for j in range(50):\n",
    "        plt.plot(chain[:,j,i], 'k-', lw=0.5, alpha=0.5)\n",
    "    if i < 11:\n",
    "        ax.tick_params(axis='x', labelbottom=False)\n",
    "        plt.setp(ax.get_yticklabels()[0], visible=False)\n",
    "        plt.setp(ax.get_yticklabels()[-1], visible=False)\n",
    "    else: ax.set_xlabel('Steps')\n",
    "    veneer((250, 1000), None, ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The chains rendered in the documentation were run on a desktop machine in about a day of wall-time. It is visually discernable that the ensemble distribution has not yet evolved to a stationary state: a rigourous application of ensemble MCMC would cover convergence criteria, auto-correlation, and examination of sensitivity to initial conditions and the transition kernel. In fact, based on the analysis with nested sampling on path ``xpsi/examples/default_background``, we know that the posterior mode in the vicinity of the above ensemble is rather non-linear in the space being sampled, so ensemble MCMC may require *many* steps in order to argue for convergence."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Nested sampling"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We interface with the nested sampler MultiNest in a similar manner, by defining some runtime settings, and then passing those settings together with ``likelihood`` and ``prior`` objects to a wrapper from the [Sample](sample.rst) module. We will run the sampler for a specified number (1000) of nested replacements (iterations). Note that the output below was actually generated with the temperature of the secondary hot region as a *free* parameter, resulting in an additional dimension to the model above."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The environment variable ``LD_LIBRARY_PATH`` must be set before launching Jupyter as follows:\n",
    "    \n",
    "    $ export LD_LIBRARY_PATH=<path/to/multinest>/lib"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Get the parameters that are periodic or *wrapped* to inform MultiNest of boundary properties:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "wrapped_params = [0]*len(likelihood)\n",
    "wrapped_params[likelihood.index('p__phase_shift')] = 1\n",
    "wrapped_params[likelihood.index('s__phase_shift')] = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Checking likelihood and prior evaluation before commencing sampling...\n",
      "Cannot import ``allclose`` function from NumPy.\n",
      "Using fallback implementation...\n",
      "Checking closeness of likelihood arrays:\n",
      "-2.67136014e+04 | -2.67136137e+04 .....\n",
      "Closeness evaluated.\n",
      "Log-likelihood value checks passed on root process.\n",
      "Checks passed.\n",
      "Commencing integration...\n",
      "Estimating fractional hypervolume of the unit hypercube with finite prior density:\n",
      "Requiring 1E+03 draws from the prior support for Monte Carlo estimation...\n",
      "Drawing samples from the joint prior...\n",
      "Samples drawn.\n",
      "The support occupies an estimated 11.9% of the hypervolume within the unit hypercube...\n",
      "Fractional hypervolume estimated.\n",
      "Sampling efficiency set to: 6.6952.\n",
      "  analysing data from ./run/run.txt\n",
      "Integration completed.\n"
     ]
    }
   ],
   "source": [
    "runtime_params = {'resume': False,\n",
    "                  'importance_nested_sampling': False,\n",
    "                  'multimodal': False,\n",
    "                  'n_clustering_params': None,\n",
    "                  'outputfiles_basename': './run/run', # make ./run directory manually\n",
    "                  'n_iter_before_update': 50,\n",
    "                  'n_live_points': 50, #100\n",
    "                  'sampling_efficiency': 0.8,\n",
    "                  'const_efficiency_mode': False,\n",
    "                  'wrapped_params': wrapped_params,\n",
    "                  'evidence_tolerance': 0.5,\n",
    "                  'max_iter': 100, # 10000 # manual termination condition for short test\n",
    "                  'verbose': True}\n",
    "\n",
    "for h in hot.objects:\n",
    "    h.set_phases(num_leaves = 100)\n",
    "    \n",
    "likelihood.threads = 3\n",
    "likelihood.reinitialise()\n",
    "likelihood.clear_cache()\n",
    "\n",
    "# inform source code that parameter objects updated when inverse sampling\n",
    "likelihood.externally_updated = True\n",
    "\n",
    "p = [1.4,\n",
    "     12.5,\n",
    "     0.2,\n",
    "     math.cos(1.25),\n",
    "     0.0,\n",
    "     1.0,\n",
    "     0.075,\n",
    "     6.2,\n",
    "     0.025,\n",
    "     math.pi - 1.0,\n",
    "     0.2]\n",
    "\n",
    "# let's require that checks pass before starting to sample\n",
    "check_kwargs = dict(hypercube_points = None,\n",
    "                    physical_points = p, # externally_updated preserved\n",
    "                    loglikelihood_call_vals = [-26713.6136777], # from above\n",
    "                    rtol_loglike = 1.0e-6) # choose a tolerance\n",
    "\n",
    "# note that mutual refs are already stored in the likelihood and prior\n",
    "# objects to facilitate communication externally of the sampling process\n",
    "xpsi.Sample.nested(likelihood, prior, check_kwargs, **runtime_params)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The verbose output of the MultiNest program is by default directed to the host terminal session. Instead of trying to redirect that output to that of the above cell, we simply copy and paste the output from the terminal below. For the purpose of illustration, this output was for a 12-dimensional model variant (as for the emcee plot above but using a longer test run).\n",
    "\n",
    "    *****************************************************\n",
    "    MultiNest v3.11\n",
    "    Copyright Farhan Feroz & Mike Hobson\n",
    "    Release Apr 2018\n",
    "\n",
    "    no. of live points =  100\n",
    "\n",
    "    dimensionality =   12\n",
    "    *****************************************************\n",
    "    Starting MultiNest\n",
    "    generating live points\n",
    "     live points generated, starting sampling\n",
    "    Acceptance Rate:                        0.724638\n",
    "    Replacements:                                100\n",
    "    Total Samples:                               138\n",
    "    Nested Sampling ln(Z):            **************\n",
    "    Acceptance Rate:                        0.649351\n",
    "    Replacements:                                150\n",
    "    Total Samples:                               231\n",
    "    Nested Sampling ln(Z):            -116670.287917\n",
    "    Acceptance Rate:                        0.569801\n",
    "    Replacements:                                200\n",
    "    Total Samples:                               351\n",
    "    Nested Sampling ln(Z):            -115291.669431\n",
    "    Acceptance Rate:                        0.449640\n",
    "    Replacements:                                250\n",
    "    Total Samples:                               556\n",
    "    Nested Sampling ln(Z):            -108499.449911\n",
    "    Acceptance Rate:                        0.408719\n",
    "    Replacements:                                300\n",
    "    Total Samples:                               734\n",
    "    Nested Sampling ln(Z):             -95430.022790\n",
    "    Acceptance Rate:                        0.367261\n",
    "    Replacements:                                350\n",
    "    Total Samples:                               953\n",
    "    Nested Sampling ln(Z):             -77360.112633\n",
    "    Acceptance Rate:                        0.319744\n",
    "    Replacements:                                400\n",
    "    Total Samples:                              1251\n",
    "    Nested Sampling ln(Z):             -66119.380404\n",
    "    Acceptance Rate:                        0.263930\n",
    "    Replacements:                                450\n",
    "    Total Samples:                              1705\n",
    "    Nested Sampling ln(Z):             -57607.930990\n",
    "    Acceptance Rate:                        0.213675\n",
    "    Replacements:                                500\n",
    "    Total Samples:                              2340\n",
    "    Nested Sampling ln(Z):             -53505.956949\n",
    "    Acceptance Rate:                        0.173119\n",
    "    Replacements:                                550\n",
    "    Total Samples:                              3177\n",
    "    Nested Sampling ln(Z):             -50428.177797\n",
    "    Acceptance Rate:                        0.147893\n",
    "    Replacements:                                600\n",
    "    Total Samples:                              4057\n",
    "    Nested Sampling ln(Z):             -47108.755667\n",
    "    Acceptance Rate:                        0.132653\n",
    "    Replacements:                                650\n",
    "    Total Samples:                              4900\n",
    "    Nested Sampling ln(Z):             -43437.007007\n",
    "    Acceptance Rate:                        0.125381\n",
    "    Replacements:                                700\n",
    "    Total Samples:                              5583\n",
    "    Nested Sampling ln(Z):             -39888.092691\n",
    "    Acceptance Rate:                        0.113533\n",
    "    Replacements:                                750\n",
    "    Total Samples:                              6606\n",
    "    Nested Sampling ln(Z):             -36841.337131\n",
    "    Acceptance Rate:                        0.100251\n",
    "    Replacements:                                800\n",
    "    Total Samples:                              7980\n",
    "    Nested Sampling ln(Z):             -34450.919514\n",
    "    Acceptance Rate:                        0.088450\n",
    "    Replacements:                                850\n",
    "    Total Samples:                              9610\n",
    "    Nested Sampling ln(Z):             -32545.531967\n",
    "    Acceptance Rate:                        0.080121\n",
    "    Replacements:                                900\n",
    "    Total Samples:                             11233\n",
    "    Nested Sampling ln(Z):             -31270.147897\n",
    "    Acceptance Rate:                        0.069674\n",
    "    Replacements:                                950\n",
    "    Total Samples:                             13635\n",
    "    Nested Sampling ln(Z):             -30103.155016\n",
    "    Acceptance Rate:                        0.064201\n",
    "    Replacements:                               1000\n",
    "    Total Samples:                             15576\n",
    "    Nested Sampling ln(Z):             -29365.169148\n",
    "    Acceptance Rate:                        0.058427\n",
    "    Replacements:                               1050\n",
    "    Total Samples:                             17971\n",
    "    Nested Sampling ln(Z):             -28879.280235\n",
    "     ln(ev)=  -28879.280235090871      +/-                       NaN\n",
    "     Total Likelihood Evaluations:        17971\n",
    "     Sampling finished. Exiting MultiNest"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Synthesis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this notebook thus far we have not generated sythetic data. However, we did condition on synthetic data. Below we outline how that data was generated."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Background"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The background radiation field incident on the model instrument for the purpose of generating synthetic data was a time-invariant powerlaw spectrum, and was transformed into a count-rate in each output channel using the response matrix for synthetic data generation. We would reproduce this background here by writing a custom subclass as follows."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [],
   "source": [
    "class CustomBackground(xpsi.Background):\n",
    "    \"\"\" The background injected to generate synthetic data. \"\"\"\n",
    "\n",
    "    def __init__(self, bounds=None, value=None):\n",
    "        \n",
    "        # first the parameters that are fundemental to this class\n",
    "        doc = \"\"\"\n",
    "        Powerlaw spectral index.\n",
    "        \"\"\"\n",
    "        index = xpsi.Parameter('powerlaw_index',\n",
    "                                strict_bounds = (-3.0, -1.01),\n",
    "                                bounds = bounds,\n",
    "                                doc = doc,\n",
    "                                symbol = r'$\\Gamma$',\n",
    "                                value = value)\n",
    "        \n",
    "        super(CustomBackground, self).__init__(index)\n",
    "\n",
    "    def __call__(self, energy_edges, phases):\n",
    "        \"\"\" Evaluate the incident background field. \"\"\"\n",
    "        \n",
    "        G = self['powerlaw_index']\n",
    "\n",
    "        temp = np.zeros((energy_edges.shape[0] - 1, phases.shape[0]))\n",
    "\n",
    "        temp[:,0] = (energy_edges[1:]**(G + 1.0) - energy_edges[:-1]**(G + 1.0)) / (G + 1.0)\n",
    "\n",
    "        for i in range(phases.shape[0]):\n",
    "            temp[:,i] = temp[:,0]\n",
    "\n",
    "        self._incident_background = temp"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that the analytic background is integrated over energy intervals, as required by a ``Signal`` instance, which would then straightforwardly apply the model instrument response to the background."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can now construct and instantiate a ``background`` object. The base clase ``xpsi.Background`` is inherited from the [ParameterSubspace](parameterSubspace.rst#xpsi.ParameterSubspace.ParameterSubspace) ABC. We therefore need to specify the number of background parameters, and define the hard bounds on those parameters; in this case we have only a single parameter, the powerlaw index."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We would then instantiate as follows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating parameter:\n",
      "    > Named \"powerlaw_index\" with bounds [-3.000e+00, -1.010e+00].\n",
      "    > Powerlaw spectral index.\n"
     ]
    }
   ],
   "source": [
    "background = CustomBackground(bounds=(None, None)) # use strict bounds, but do not fix/derive"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data format"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We are also in need of a simpler data object."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [],
   "source": [
    "class SynthesiseData(xpsi.Data):\n",
    "    \"\"\" Custom data container to enable synthesis. \"\"\"\n",
    "    \n",
    "    def __init__(self, channels, phases, first, last):\n",
    "        \n",
    "        self.channels = channels\n",
    "        self._phases = phases\n",
    "        \n",
    "        try:\n",
    "            self._first = int(first)\n",
    "            self._last = int(last)\n",
    "        except TypeError:\n",
    "            raise TypeError('The first and last channels must be integers.')\n",
    "        if self._first >= self._last:\n",
    "            raise ValueError('The first channel number must be lower than the '\n",
    "                             'the last channel number.')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Instantiate:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Setting channels for event data...\n",
      "Channels set.\n"
     ]
    }
   ],
   "source": [
    "_data = SynthesiseData(np.arange(20,201), np.linspace(0.0, 1.0, 33), 0, 180)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Custom method"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We are in need of a ``synthesise`` method, which in this implementation wraps an extension module. Let's check what the extension module offers:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [],
   "source": [
    "from xpsi.tools.synthesise import synthesise_given_total_count_number as _synthesise"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [],
   "source": [
    "_synthesise?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [],
   "source": [
    "def synthesise(self,\n",
    "               require_source_counts,\n",
    "               require_background_counts,\n",
    "               name='synthetic',\n",
    "               directory='./data',\n",
    "               **kwargs):\n",
    "        \"\"\" Synthesise data set.\n",
    "\n",
    "        \"\"\"\n",
    "        self._expected_counts, synthetic, _, _ = _synthesise(self._data.phases,\n",
    "                                            require_source_counts,\n",
    "                                            self._signals,\n",
    "                                            self._phases,\n",
    "                                            self._shifts,\n",
    "                                            require_background_counts,\n",
    "                                            self._background.registered_background)\n",
    "        try:\n",
    "            if not os.path.isdir(directory):\n",
    "                os.mkdir(directory)\n",
    "        except OSError:\n",
    "            print('Cannot create write directory.')\n",
    "            raise\n",
    "\n",
    "        np.savetxt(os.path.join(directory, name+'_realisation.dat'),\n",
    "                   synthetic,\n",
    "                   fmt = '%u')\n",
    "\n",
    "        self._write(self.expected_counts,\n",
    "                    filename = os.path.join(directory, name+'_expected_hreadable.dat'),\n",
    "                    fmt = '%.8e')\n",
    "\n",
    "        self._write(synthetic,\n",
    "                    filename = os.path.join(directory, name+'_realisation_hreadable.dat'),\n",
    "                    fmt = '%u')\n",
    "\n",
    "def _write(self, counts, filename, fmt):\n",
    "    \"\"\" Write to file in human readable format. \"\"\"\n",
    "\n",
    "    rows = len(self._data.phases) - 1\n",
    "    rows *= len(self._data.channels)\n",
    "\n",
    "    phases = self._data.phases[:-1]\n",
    "    array = np.zeros((rows, 3))\n",
    "\n",
    "    for i in range(counts.shape[0]):\n",
    "        for j in range(counts.shape[1]):\n",
    "            array[i*len(phases) + j,:] = self._data.channels[i], phases[j], counts[i,j]\n",
    "\n",
    "    np.savetxt(filename, array, fmt=['%u', '%.6f'] + [fmt])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Add unbound methods:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [],
   "source": [
    "CustomSignal.synthesise = synthesise\n",
    "CustomSignal._write = _write"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Instantiate, and reconfigure the likelihood object:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating parameter:\n",
      "    > Named \"phase_shift\" with fixed value 0.000e+00.\n",
      "    > The phase shift for the signal, a periodic parameter [cycles].\n",
      "Warning: No data... can synthesise data but cannot evaluate a likelihood function.\n"
     ]
    }
   ],
   "source": [
    "signal = CustomSignal(data = _data,\n",
    "                        instrument = NICER,\n",
    "                        background = background,\n",
    "                        interstellar = None,\n",
    "                        prefix='NICER')\n",
    "\n",
    "for h in hot.objects:\n",
    "    h.set_phases(num_leaves = 100)\n",
    "    \n",
    "likelihood = xpsi.Likelihood(star = star, signals = signal, threads=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Synthesise"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We proceed to synthesise. First we set an environment variable to seed the random number generator being called:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "env: GSL_RNG_SEED=0\n"
     ]
    }
   ],
   "source": [
    "%env GSL_RNG_SEED=0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Check write path:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/tuomo/xpsi/xpsi_group/xpsi/docs/source\r\n"
     ]
    }
   ],
   "source": [
    "!pwd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Free parameters\n",
       "---------------\n",
       "mass: Gravitational mass [solar masses].\n",
       "radius: Coordinate equatorial radius [km].\n",
       "distance: Earth distance [kpc].\n",
       "cos_inclination: Cosine of Earth inclination to rotation axis.\n",
       "p__phase_shift: The phase of the hot region, a periodic parameter [cycles].\n",
       "p__super_colatitude: The colatitude of the centre of the superseding region [radians].\n",
       "p__super_radius: The angular radius of the (circular) superseding region [radians].\n",
       "p__super_temperature: log10(superseding region effective temperature [K]).\n",
       "s__phase_shift: The phase of the hot region, a periodic parameter [cycles].\n",
       "s__super_colatitude: The colatitude of the centre of the superseding region [radians].\n",
       "s__super_radius: The angular radius of the (circular) superseding region [radians].\n",
       "NICER__powerlaw_index: Powerlaw spectral index."
      ]
     },
     "execution_count": 113,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "likelihood"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Exposure time: 984282.608809 [s]\n",
      "Background normalisation: 1.89132786e-05\n"
     ]
    }
   ],
   "source": [
    "p = [1.4,\n",
    "     12.5,\n",
    "     0.2,\n",
    "     math.cos(1.25),\n",
    "     0.0,\n",
    "     1.0,\n",
    "     0.075,\n",
    "     6.2,\n",
    "     0.025,\n",
    "     math.pi - 1.0,\n",
    "     0.2,\n",
    "     -2.0]\n",
    "\n",
    "NICER_kwargs = dict(require_source_counts=2.0e6,\n",
    "                     require_background_counts=2.0e6,\n",
    "                     name='new_synthetic',\n",
    "                     directory='./data')\n",
    "\n",
    "likelihood.synthesise(p, force=True, NICER=NICER_kwargs) # SEED=0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_one_pulse(np.loadtxt('data/new_synthetic_realisation.dat', dtype=np.double), _data.phases)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Check we have generated the same count numbers, given the same seed and resolution settings:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "diff = data.counts - np.loadtxt('data/new_synthetic_realisation.dat', dtype=np.double)\n",
    "(diff != 0.0).any()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The output should be ``False`` if there is no difference in the expectations of the Poisson-distribution random variables, as was the case for ``xpsi.__version__ <= v0.5``. Now however, because of slight tweaks to the signal integrators, small differences manifest, especially when hot region visibility gets truncated at the stellar limb. The major cause of this difference is because we swap to the Akima Periodic splines phase interpolants from GSL. Previously we invoked the non-periodic Steffen spline interpolants (the important feature for comparison being that minima and maxima in the interpolant can only occur at spline nodes), also from GSL. The aim in doing this is to increase accuracy near the signal maxima and minima, whilst potentially sacrificing some accuracy when interpolating a curve that is truncated at zero due to a radiating element going out of visibility, or in the context of an extended radiating region, that region going fully out of visibility."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The change in the log-likelihood was small, at the $\\sim5\\times10^{-5}\\%$ level, but let's plot the difference between the expectations:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = np.loadtxt('../../examples/examples_modeling_tutorial/model_data/example_synthetic_expected_hreadable.dat')\n",
    "y = np.loadtxt('data/new_synthetic_expected_hreadable.dat')\n",
    "\n",
    "xx = np.zeros(data.counts.shape)\n",
    "yy = np.zeros(data.counts.shape)\n",
    "\n",
    "for i in range(xx.shape[0]):\n",
    "    for j in range(xx.shape[1]):\n",
    "        xx[i,j] = x[i*32 + j,-1]\n",
    "        yy[i,j] = y[i*32 + j,-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_one_pulse(yy, _data.phases)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_one_pulse(yy-xx, _data.phases)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And normalised by the root-variance:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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OiFvKbJiTrJnNLHV+lJmNlC8A55NNHp8ErsjP/wHwk5SKRiEYmlVE/Bcj0EtmZmblEBqtxQoVEBEfk/QjspV2X8tzK0GWLueTKXWNQjDUSWZPM6uh1N5Wb77aQ15YwZiDob5rTCXQcO7c1HqGPhiKiPWSprNwfq3hrsXAJhfRzMzMqknSG4uWjYhvFC07FMGQpPnAC/KbY8AiSTsDD0fE3cyShdPKlzr1w9+vrCPunbABETDuX1z9sLxguSCbL1zIUARDwG7AVQ23T8iPc4FDC2ThNDMz65xgzCvHShcRpczvHYpgKCKuZpbOhJmycNaFV5+ZDbGSd3Ive3+vsus3K9NQBENmZkDyeKznT9dE2YFWD744ZsNk7hnqN0lzgN8nW1E2r/G+iPhS0XocDJmZmfWAV5P1l6QXA98CdiCLRyfJ4poJYB3Z9lqFOBgys+ExQkM1lRuWSmlPak9M1V6rVcWpwApgZ7JUOTsDTwf+lWyOcGEOhszMzLrk1WQD8XvAayLicUlTwJyI+G9JxwKnAy8vWpGDoSHmCdfDqex5LipxC4yo2DCCky5az0heTdZ/Ap7If34I+C3gp8C9bEy3U4iDITMzM6ujW4HfBe4AbgD+RtIkcBjw85SKHAyZ2dCo3DyaUZLSoziEHSjCE6gH4B+Ap+U/Hw9cSJZzcDXw1pSKHAxZX6TuPu7eZuuIg6FaSB2Sr0uQ6zlD/RURlzT8fAfwEknbAI9EpP3RcTBkZmZmQyEiHu7kcQ6GuiRpGfDRQbdj5JWcvdd6I3VydvL85tRFAyVOFh85Nem9KYuHyfpP0gUz3R8Rry9al/8idCkilkWEpo9Bt8fMzAZAMD6mloeV5pdNx6/JEjDuRTZvqDD3DNmTUsblp8YKbwac8Tdw64cR750YpJTfH07jYb0QEe9udV7SP5MFRoX5HWlmZtal6WGyVof13VnAe1Me4J6hOqnxvJja9wuVudWADYz7kWaQ+vsmqWcoLUAoMxFoL3k1WWW8KPUBDobMzMysdiT9S/MpYHvgj4AvpNTlYGiQPL9hcHzth1Jd8tG0lNr7UbVeiDpf+x4QHhIbgJ2abk+RbcvxVzgYMjMz67N8NZn1T0Ts06u6HAyZDVjZ0yHqMt+iJ6ZS8wyV1I5RlDJnyNfdKsbBkJmZWZey1WSDbsXwk3QVBdfkRMS+Ret1MDTMKrT6bCr1m6B/qbTlazmDkrscnEvHZjLuOUP9cGvDz+PAO4CVwPX5ud8nm0T95ZRKHQyZmZl1ydtx9EdEHDX9s6RPAecCRzduzCrpVBK/BjoYMrPhkdgbmtzLZmZVcgiwe4sd6s8AfgAcXbQi9+OamZl1SzA+1vqw0ohNl9fT5tyM3DNUBs8V2ET67uDubrZ0tc4zNEKSR5MqNP+x7VPiYbIB+ALwOUkvJOsJAnglcCzwxZSKHAyZmZlZHR0LPEg2HHZifu4B4BPAP6dU5GBokJIzzvpbh42W5Dk9iT0I6T2W1lZCb0zlcl/1pCdJXk3WZxExBZwEnCRp6/xc0m710xwMmZmZdcnDZIPVaRA0zcFQnVSoJym1KV61Y33hOUMGfh8MMUk3A6+JiEck3cIMCRgj4uVF63Uw1CVJy4CPDrodZmY2QPLKsT75OrAu/3l5ryp1MNSliFgGLJu+Lcl9IKMueeXLeDntGEVTk2nFS2pGR5J7Myr2vkmZdzOEPTceJuuPiDih1c/dchxrZmZmtSNpTNoYhUvaTtJfSNojtS73DNlGJX5bc3eZ9UNUadf6Iez9mFHKarKpDSU2ZHDcMdR3FwLfAU6TNB+4EXgaMF/Sn0fEl4pW5J4hMzOzHhhDLQ8rzW7AlfnPbwR+DfwmcBjwgZSK3DM0zCq0+qzs1WSpmYe9o/iQ2rB+0C2wEvjzbW3MB36V//xa4JsRMSHpSuAzKRX5HWNmZtYlkX2fbHVYae4GXiXpacAfApfl57cBnkipyD1DJYiC7/7kfZQq9G1nqmoZZGvMvyx7JyYTV5P5fWw9NObPcr+dApwHPAbcBXwvP78XcEtKRQ6GzMzMrHYi4ixJK4DnAJfl23MA/AL4SEpdDoasL6q2a73nIAypxNVktVbjnuWh5CGxgYiIG8lWkTWeuzC1Hn86zMzMuqQ2K8m8mqxckpZK+pGkJyQ9Pz/3N5LemlKPgyHri6nEw6wjU5NJR0DSMVIi0o5S2zKVdCjxsHqS9H7geOBsnjqccD9wZEpdDobMzMx6wKvJ+u4I4LCIOA1ozOT538BLUyqacc6QpDcWrSgivpHyxGZmZsPEq8n67rnArS3OTwBbpFQ02wTqojvCBpXbNdDKlNopXvcVzCld6Z5s3TupE+8jdaPW5DdywpBK2e+DOr/PKvYLoWg6FKucO4BXkC2rb7QE+HFKRTMGQxFR40+bmZlZ/zik6ruTgU9L2pLs8u8u6WDgWODPUiry0voBGqXl3WVvxzFKqpamoEpiw8Sgm2AjSsCYe5j6KiK+KGkOcCKwJVkCxvuB90XE+Sl1Jf11lfRHki6UdJuk5+Tn/kLSfin1mJmZmXVK0pikHYGvRMRzyTZo3S4inh0Rn0+tr3DPkKR3AGcCnwP2Bebmd42TdUldkfrkw6q04fAKJVlL7elJ782wganQ+yxZ4pyhKr0tk3uKS2pHJdXkPemOob4K4CZgR+DnEbG6m8pS3jHHki1h+yueuoTtB8DO3TTCzMys7sbaHNZ7kX3D/inwG72oL2XO0AuB61qcfwzYuheNsR5L/jZV3oJApzWzvkjcjmNqtPpXzIbNscDJkt4L/E90MQSREgzdD/wOmy5h24tsUzQzM7ORlCVY9DhZn30V2BxYAWyQtK7xzogo3FGTEgydDfyLpL/Ibz9H0p7AScCyhHqGiqRlwEcH3Q4zMxssJ13su6QtN2ZSOBiKiJMkPR24jCwSuwpYB5wcEZ/pVYPqJiKW0RAMShqJfvfU3sjJstfWV2iCZfpE2JLzlVZp76XktqT9dYnJtAnUNgP3cljFRcS5vaorKc9QRHxY0j+Qzd4eA34cEY/1qjFmZmZ15fixvpKTLkbEE8CNJbRl9FSoN6NsI9Fd1qEqLe+uvRovrbceGkBvqPDKsTpLyTO0OXA0sB9ZcqOn/L9HxMt72zQzMzOz8qX0DJ0B/CnwNeBa/GXfzMzsSV5NVl8pwdABwFsi4vKyGmMDljBmkNoJXbm9ycrsRq/xcGZHKjRBu0p7k6VOpC9b6t6Gye1PKV+1a9OL30/yarI6SwmGngDuKashZmZmZjOR9IWiZSOi8M71KcHQScAxko7oJsvjKJgagcuT+gonR+CadMo96z2UOIG6cj2WVmv+KPdF8/Ybe5ENVtyS334Z2Zzm76VUmhIMLQb2BF4n6cfAU/qjI+L1KU9sZmY2LISHyfohIv5k+mdJxwFrgHdHxOP5uacBn2djcFRISjC0GvhmSuVm0yarNUWg1tInaY5Q94eX1tdC1eZTWW29D9hvOhACiIjHJf09cAXwD0UrSslA/e6kJpqZmY0Qrybru/nAs4AfN53fHtgypaLkpItmZmb2VB4mG4ivA1+U9EHgB/m5VwKfBL6RUlHhtZaStpH0r5J+JulXkn7deKQ8qXVGMZV0lGkq0o5IPMw6EVNTSYcNRozNSTqIqbSjpiQtlXSnpLWSVuSboc9U/jV5ubWS7pB0RGqdkjaTdLqk1ZIel3SBpGf3+rWV5D3At4BzgF/kx7nAhcDSlIpSeoY+D+xCtnv9/YzURAQzM7OZddMxJOlA4DSyP+L/lf97saQdI+LuFuV3AC4CvgC8E3g1cIakhyLi6wl1ngq8ATgI+CVwCvBtSbtGRKV3Po6INcDSvGfot/PTv2icQ1RUSjC0H7A4Iq5PfRIzM7PhJsa6mzN0DHBORHw2v32UpNeR9X4c16L8EcD9EXFUfvs2SX8AfIBs+GjWOiU9HfhzstVYlwFIOhi4C9gfuKSbF9RHW+THTRGxrpMKUoKhBwHvUF9AVbrMUofKUjLUpqaaSs0zFIm/VJQ6tlbiRMf0TL9VeccMgdQ8Q6mf1pT/q5Lnj6S+zyqVGT318z25Ial8jKVNhx10bjhJ84BdgZOb7roU2KPNw3bP7290CfAuSXPJ3oGz1bkrMLexnoi4R9JteZlKB0OStiLrGXsT2Z/eFwJ3SDoTWBkRy4rWlfLp+DDwMUnzEx5jZmY2/JTFeK0OYIGkGxuOw5sevQAYB1Y1nV8FbNfmGbdrU35OXl+ROrcDJslS5xR93ir5JNlqsleQ5Rua9m2yvVQLSwmfjweeBzwo6S42TbroXetHSOoUxYlJ9360lTzhs0Lf8BOlT+wfTyue2DNkA5LaS1WDSdGKmKmXd3VE7NbP9oyI1wN/GhE3SWq8+LcBz0+pKCUYWp5SsZmZmRWymqyHZmHT+YXAyjaPWdmm/Ia8PhWocyXZN44FwENNZb5fvPkD80yySd/NtiJ77YWlJF08IaXiYSDpm8DewBUR8eYBN8fMzKqswx6siFgvaQXZtldfa7hrMRsnQze7jk2HghYDN0bEBECBOleQjfIsBr6SP+bZwEuAazt6Mf31Q7LeoVPz29O9Q39JYvuddHFmp5FNznrXoBtSNanzDSeqltPFk5aHUkxWaDuO1D+MNRgK6pXUCc7Jw58DupZd5nc7BThP0g3ANWSrxZ4FnAkg6UsAEXFIXv5M4EhJpwJnAa8CDiVbIl+ozoh4VNLngZMkPcjGpfU3A5d382L65EPAJZJeShbPHJP//PtkG7gWVvgdmc92/zDZhV5ENgP9SRGROLhffRFxtaS9B90OMzOruugqCIuI8yVtSzY/d3vgVmBJRNyVF1nUVP5OSUuAT5Etlb8feN90jqGCdQK8n2xo7Xyy5elXAIdUPccQQERcK2kPsnQCvyBLAfTfwO4RkbRRa8ostr8n6yH5Z7L5sx8EPkMWSRbO9Chpe0nnSnooz4j5Y0mvSWl0gefYK8+ieZ+kkHRom3JJ2T7NzMzKEhFnRMTzImKziNg1Ir7XcN/eEbF3U/nvRsQr8vI7RMSZKXXm96+LiKMiYtuI2DIi/iQi7intRfZYRNwSEe+KiJdFxI4R8c7UQAjShsneChwREd+RdDLwnxHxizwfwWKybroZSXoGWVfdfwF/TDZh6/lkOYxald8DWNGcRCnPvBkR8b9tnmo+WQT8pfxoVXdStk97qqnUYbIRWk2WnN8pdcggNaVSifmmOqm/VFUbjq2Q5NxdJeYlSm7LVGKeoaTSPeTh976StCMwGRE/zW8vJuu0+RFwUkrvVsq7fSEbd4Z9DHhG/vN3gNcWrONY4IGIOCQiboiIOyPiioi4rbmgsu1/TweW5wmkps8/F7iKGXqjIuKiiPhQRCyn/SrwJzNzRsRteRbPB8i6G83MzIqLGLq90mrgC2TbhCHpOcB/AtsA7wU+nlJRSjB0N9nEK4CfA3+Y/7w7T012NJMDgOslnS/pQUk3SToyD3yeIrIUx0vIMkqeL2lOPsv9SrJZ9K3SkxfSkO2zOXvnTNk+29W1LB+Ki+k8B0U3L03efLBCmxVGRNIxMTWVdJh1ZGoy6ZiKSDpsBmX+bqrQ7z6rlBeTzRECeDNwfUQsAQ7mqRPJZ5USDH2TbHISZMNLJ0i6k2y32M8VrOP5ZD06d5AFU6cBnyCL4jYREauAfYGdgK+SBUI3AQd3ObmrULZPSZeTLUlcIuleSbu3aOOyiND00UWbzMysxhRTLQ8rzTiwPv95P7KNayGbTN2cX2lGKXmGjmv4ebmke8l6UX4WEd8uWM0YWQ6E6br+n6QXkgVDn27zvPdLehtwI9kw1jsiIm0AuUMRsX8/nsfMzIaAA59+uxV4j6RvkwVD07HFb7HpFiMz6jjPUET8APhB4sMeYOO8o2m3AUe3e4CkBWS9T5eQJYI6U9KfRXT1rusk26c1SL346zYkTuKt84iEfyEOTIzSdhxV2ng1kVL/n0p+rXX+dTPi/gb4D7Kl9ec2rCJ7PXBDSkVJwVA+Z2cv4DdpGmKLiFMKVHEN8KKmc78D3NWiLJK2AS4D7gPeQBbtfRc4S9Lhkbp1+sa2dpLt08zMrI3u8gxZuoj4nqTfALaOiEca7joLeCKlrpSki+8gm7m9gWxJfGMgEmRu/kLtAAAgAElEQVRZK2fzKeBaSR8mS/C0C/A+siySzc8n4EKyPEYH5Mvr75C0L1lA9HGyJJCt2jofeEF+cwxYJGln4OGGZfMzZuY0MzMrbHpRjPVVPn/4kaZz/5taT0rP0MfIEi5+pNPJyxHxQ0kHACcCHyFbofYR4IwWZUPSR4BrI2Jtw/nbJe3DzD2bu5Etv592Qn6cS5auvGhmTmtjMjHR0ERqYqI6S+ywTM254k799iJxJeJkmX+7KjbWW6XmJOcNSs7F5aBkWEm6AHhnRPw6/7mtiHh90XpT3mELgc91m6I7Ii4k6/EpUrbl3ijTCZZmeNzVZDv2zlb/GbQIxMzMzNKEk372xy/Z+I2w1Y71HUkJhi4C/oBsWbyZmZk18DL68kXEu1v93K0ZgyFJb2y4eRnwyXxH2FuAiaYGfqNXjbI2Uj9oZabTTyy/NnE1WbKyr02FfsmNVW1ULeXalL0qqNRxL6r1WhOHV6cSh6rHUrdlSWpM4gDD2NDtA24VM1vP0PIW5zaZ7Ez269bvVjMzG10V+tI0rCRdRcGveBGxb9F6ZwyGIqK+iSzMzMz6JaJas9SH160NP48D7yDLD3h9fu73yRZFfTml0lnnDEn6I+BfgZdHxK+b7ns68D/AYRFxWcoTD7MO0x/VSupoRGrSxdR9oJK7JUv8Bpe8S/zwv102Srw2UtoqoqmJtFVKo7TfWJVeaemryWxo5ZuqAyDpU2SrxI9uzDso6VQSR26L9PwcBfxTcyCUN+pR4JPA+1Oe1MzMbOh449h+OwT4dIsEzGeQbdZaWJFgaCeg5RL33JXA76Y8qZmZ2bDxRq19J7IYpVmrczMq0vf4G8y8FVUA26Y+sVHrFVCTicMLT0yM0J5RiUMAozRUU7bSV5NVSOlvmzJ/36T+bhovN+niKOWEHTJfAD6Xb/g+vVfqK4FjgS+mVFTkHXYv8HLg9jb3v5xs7zAzM7MR5b3JBuBY4EGyzd5PzM89AHyCbMeMwooEQxcCfy/poohY03iHpC3JtukolFHazMxsaDkY6htJY8CLgc9ExEmStgZoNb+5iCLB0D8AbwZ+JunTwE/y8y8BjiQbszuxzWOtlyqUdDG1W3nthhEaJkv8f5pMvJbJSRdHSOowWepwb5KK/WFMHgoq8X2mDeuTysdm89OeYGLt7GWs7gK4CdgR+HmnQdC0WYOhiHhQ0h5ky+tPZONHJIBLgPdGxKpuGmFmZlZr4WGyfso3c/8p2bzmn3dbX6FZaflO7kskPRN4AVlAdHtEPNJtA8zMzOpOeG+yATgWOFnSe4H/abHEvrCkKfp58PPDTp9sVIzCyoTU4YXH1iYmWUsq3UGiw9R9lxLq12Tia039/CbuSTVKpiZHZzg2dRVi6vss9TOSQpMTsxdqMJWYdNGfkJHxVWBzYAWwQdK6xjsjYuuiFTmtp5mZWS9MuWeoz47sVUUOhszMzLrmvcn6LSLO7VVdDoasI5OJY4Gpw2Rlq9LYvhKHvZKHACq0CjH5j0Xii43Eb+apQ01KKF/mMBOkDyVXavh+MnE12fjcpPKpn5FR2E9y2EnaDpjXeC4i7i76eAdDZmZm3Qq8mqzP8s3i/wV4K02BUK7wHt7lfnUxMzMbEd6brO9OJtsb9QBgLfB24INkO2ccmFKRe4YGKXWy3Vh19iabSMwU+MT6tFU+lerST5Q6POIkir1T673JSt5PKzW5Z/LIUcLvM21IW00WY4W/4Nto+SPgoIj4vqRJYEVEnC/pAeAvgeVFK3LPkJmZWdfypIutDivLM4C78p8fZeOm8dcBe6RU5GDIzMysFxwM9dsvgOfnP98GvE3ZipQ3Ag+nVORhsi5JWgZ8tPFcjUd4CptIHOJ7bF21VpMlK/EXWu1HyVLGUxKvY+oQYpWGyao2VyR1xVTqSrsUSlxNtiFxTHBOxa69leYc4OXA1WQ71X+bLPfQGNlO9oU5GOpSRCwDlk3fljQKsZCZmTWKgKnRyYBeBRHxqYafr5T0YmA3su3Cbkmpy8GQmZlZD6TmubLeyvMKFc4t1MjBkJmZmdWCpL8rWjYiPla0rIMh60jq0vrH1iYupU2dr1ClLMuJKRDGEyfGpGb/HiWj9M08eQ5QSe3oh7Lf8r2p38NkffKWptvPBbYE7s9vPwt4AvhfwMGQmZlZ3wQOhvogInaa/lnSu4FDgHdNb70haRHwReDfUur10nozMzOro78D3t+4B1n+81/TtMp7Nu4ZqpPUIYDx8mLdtRvS2vJ/FduotdTcH2NpH6uUzT8BxhI3drX2KrQSP1nq0E7yyHNa8TSJw9Rza5CmPQhi0j1DfbYQ2KLF+c2BBSkVuWfIzMysW0H2hbXVYWW5DPispFdKGpc0JumVwFn5fYU5GDIzM7M6+gvgHuBaso1a1wHXAPcBh6VU5GEyMzOzrnk1Wb9FxEPAEkm/A7w4P/2TiPhZal0OhkpQmZXPZe5an/gi1yTOGarMNeyH5LQA3sG7V0qcVle61I9IakqGMj+DMT43qfxYHTY5iiAcDA1EHvwkB0CNHAyZmZlZLUk6ENgP+E2apv5ExOuL1uNgyMzMrBc8WbqvJP0T8H7gKrKkix13IToYso5MJK5J3jCR1n1cg07xganzyvrUndwr91JT2l9mlnPSh7FS/0wnZ4FPqXs8Mf3EVMVSc7TkYbIBOAQ4KCKWd1tRjUfMzczMbISNATf1qiIzMzPrxvR2HK0OK8vZwDt7UZGHyczMzLoWnjPUf88A3i5pMXAz8JQdwSPifUUrcjBkGyVMRkldWj+xrubfjsrcvqNqSp7rYr2ROqenSkvrU7esYXJi9jJd8BzF2tqRjcNkL266L+m/1cGQmZlZtwLvTdZnEbFPr+pyMGRmZtY1Z6CuMwdD1pF1ibvWT6xzBuq2EoelUne5r5RRGm4s+bVOJr4NUsunvstS0ibE+Ly0ulOX1g/ifRYOhgZB0j7AQcAi4ClvrIjYt2g9nhxgZmZmtSPpUOBiYCtgb+Ah4JnAK4Afp9TlYMjMzKwHYmqq5WGl+QBwZEQcRLaS7LiI2AX4MvBYSkUOhszMzLoWzjPUf88HLs9/XgfMz3/+NHBoSkWeM1SCMtPYV8VE4red9WUvrfdcFAM0lvb9bqzGe5ukzqubTPy9VOq8vdTr7ve8tfZLsiEygPuAl5HlG9oW2CKlIgdDZmZm3ZrOQG399H3gtcAtwFeBf8kTMO4HXJZSkYMhMzOzLgXh+UH9dySwef7zPwIbgFeRBUYfT6nIwZCZmZnVTkQ83PDzFPDJTutyMGQdKTvP0CjMu3pS3edDlNj+Os/pKVv6dhxp9afOMRp5HibrO0mTwPYR8WDT+W2BByNivGhdDobMzMy65qSLA9Du29JmwPqUihwMzUDSN8kSOV0REW8ecHPMzMxGnqRj8h8DOEJSY06hcWBP4CcpdToYmtlpwBeAdw26IWZmVmHeqLWfjsr/FfAXQOOFXw/8L3BESoUOhmYQEVdL2rus+lP28gGIxD2sSF3ZkFD/+sQJCOvWTCSVr/UsmsT/19LfB1VSsflR4zWek5S+N1naAzxlKFWk/861jkTEDgCSrgLeGBGPdFvnwH6rSjpOUkj6dAl17yXpAkn35c9xaJtySyXdKWmtpBWS9ux1W8zMzKz3ImKfxkBI0hxJ82d6TDsDCYYkvRI4nCxT5Ezl9pC0WYvzO0h63gwPnQ/cChwNrGlT94Fkw2AnArsA1wIXS1pU4CWYmZk9lbfj6AtJ+0l6a9O5vyXbj+xXkr4j6RkpdfY9GJL0dODfgD8D2nZtSRJwOrBc0tyG888FrgKWtntsRFwUER+KiOW0H3E5BjgnIj4bEbdFxFHAA8B7Ul+TmZmNuAhiarLlYT33t8Czp29I+n2yjo3zgGOB3wU+nFLhIOYMnQ0sj4irJH20XaGICElLgO8C5+dR4HbAlcB1wHGdNkDSPGBX4OSmuy4F9kisaxnQ9nUMqzXr0z7gG9YkbSBcvfkKFZvrUqZInEdT5qyb1Ck9Gq/xfKpEU8l5hsotXylV2ofNyrATWUA07S3AtRFxGICke8gyUH+waIV9/c0h6TDgBcDxRcpHxCpgX7IX/lWyQOgm4OCI6CbcXkC2/G5V0/lVZAHXdHsvB74GLJF0r6TdW7RxWURo+uiiTWZmVmMxNdXysJ57BtCYaPFVwHcabv8Q+K2UCvvWMyTpRWTdWK+OiMJLiyLifklvA24kG8Z6R0SkpTPuUETs34/nMTOzmosgUtN8W6ceAH4buCefV7wL8JGG+7cC1qVU2M+eod3JemR+JGmDpA3Aa4Cl+e1NJkoDSFoAnANcAkwAZ0pdry1eTZaXYGHT+YXAyi7rNjMzs/JcDJwkaV+y/cgeJ9vBftrLgZ+nVNjPOUP/Qda70+iLwO1kPUabpM6WtA1wGXAf8Aaybq/vAmdJOjw63MAqItZLWgEsJhsGm7YY+HondY6a1DlDE088WlJLhkDqfKQ65xmqmOS9z1L+r0r+f0rNMzSR+AD3caSJoG89Q3nnwcnAQcAWwBXA0oi4d5bHLSWbR7M98CPg/RHx/Yb7Z61XUqs30nsi4syuXlSavwO+AVxOtoLsXRHRGEP8GVnsUFjfgqGI+BXwq8Zzkh4HHo6IW5vL56vJLgR+CRwQEeuAO/JI8Ltkk6NazhbP8wy8IL85BiyStHP+XHfn508BzpN0A3ANWbbKZwH9/A81M7OhEP2cH3QqWQfBQWR/I08Bvi1p13bzaRvSySwF/iv/92JJOzb8XSxa72HAtxtu9/XbbkSsBvbKV6c/1uI1v4UsSCqsshmo89VkHyGbIb624fztkvYh25Oknd3Ilt9POyE/zgUOzes5P9/Z9niyKPlWYElE3NXTF2JmZtYjeQDw58C7I+Ky/NzBwF3A/mRTSlp5Mp1MfvsoSa8jSydzXGK9v4qIgU8piYiWQVhEPJxa10CDoYjYe5b7L29z/qezPO5qCqz4jYgzgDNmK2dmZjaj/g2T7QrMJUsFkz11xD2SbiNLDbNJMFQwnUxKvadJOhO4E/g8cHZEvfOPVLZnyMzMrE5mCIYWSGqcM3t2RJzd4dNsR7YAaHXT+aekhml+ftqnk5leNV203r8jG3l5DNgP+Oe8/o8XfgUV5GCoBJUJj8fKm8C5fkPaq5xITLqYnAStSl9KEucNxFjax1BTfcksUQlKXCMxSkkXUzdeXZv4ma110sXqWR0Ru81UQFLbebAN9uldkzoTEX/fcPMmSeNk7XYwZGZmNsoigqnJrrbeOBX48ixl7gZeSdbLswB4qOG+hTx1eXmjIulkVnZQL8D1wNaSFuaJkmvJwZCZmVkPdLOaLF8h1TxEtYk8LcwEWSqYr+Tnng28hGzD8VZ1F0knk1xvbmdgLU2rxevGwZCZmVlNRMSjkj5PlnTwQTYugb+ZLO8OAJJ+Anw6Ij6dn5oxnUyReiX9Cdn8oeuANWTDdh8jmwOVlPG5ahwMWUfWpc4/WL8mqXyH+TRrKcbGk8qPTSRey/G5SeXrTInz5Oo8xSj1IzKROpctrfo0w5g4tL/bcbwf2ACcz8bkiIc05dt5EdmQV968QulkZqt3giw/0SlkOfzuIJtQ/Zlev8B+czBkZmbWA/0KhvJemKPyo12ZTdLLzJZOZrZ6I+I7PHVD1KExhOG5mZmZWXHuGTIzM+tSRF+347AeczBkZmbWA1P9mzNkPeZgyDqyZiItn8bk+rWzFxpRGxKT241PJF7LOk+gTkymOTaeOBk9ddf6Ckn9u5u6a33y3/UyL2WVkqraUHIwZGZm1q3+7U1mJXAwZGZm1q3+Lq23HvNqMjMzMxtp7hkaoKhY4rGU9qRu4rhhXVqiwFH6fpU6l2PzyYmk8pVKX1ny3I+xeYmb3tZ3yhBTif+zE4mf2dT6K2UA/7FBd9tx2GA5GDIzM+uWh8lqrVpdE2ZmZmZ95p4hMzOzHnDPUH05GDIzM+tWwJTnDNWWgyHryPrEXeunNqwvqSX1Nz6WONmz5Mmhqbuhl0mJE65Td60fKzVTYLlSFzGs25CYKDX173pavkuzSnEwZGZm1qXAE6jrzMGQmZlZtwJiMq33zarDq8nMzMxspLlnyMzMrGvhpIs15mCoThInh5ZpMvFDH1Np3cfJk3jrOw+WuYkTqGPOvJJaUn+jlIE6edf6xAnXZU6kT86+P5b4pyrWpZXvBW/UWmvV+etqZmZmNgDuGTIzM+uaV5PVmYMhMzOzLkXAlIOh2vIwmZmZmY009wyVoDIRZuokxQSp2W+tvfGpicQHeAJ1O2Nz5qaVr/EE6qnEGc5TiZ/ZKRInXJf4+yYS3/NjU4+W1JKZeDVZnTkYMjMz65ZXk9WagyEzM7NuBcSke8zrqjIjOmZmZmaD4J4hMzOzLgXh1WQ15mBoBpK+CewNXBERb+75E1Qoo3SqsidQp04OTb6WUaFfWpNpE6hjPG2ScK2l/j8lTqAeT01BXeIk4VSTiZ+R1AzUpX7GUz+vY+Np5ac2pJXvhYDwwpLaqs4nu5pOAw4ZdCPMzMysPA6GZhARVwP/N+h2mJlZ9U1NRsvDqq+vwZCk90q6WdKv8+M6SX9cwvPsJekCSfdJCkmHtim3VNKdktZKWiFpz163xczMhl/kS+tbHVZ9/e4Zuhf4G+AVwG7AlcB/SHp5q8KS9pC0WYvzO0h63gzPMx+4FTgaWNOm7gPJhsFOBHYBrgUulrSo6IsxMzOz+utrMBQR/xkRF0fEzyPiZxHxYbJhqN2by0oScDqwXNLchvPPBa4Cls7wPBdFxIciYjnQLiw/BjgnIj4bEbdFxFHAA8B7Ul6TpGV571NIcn+omdkoiiAmWx9WfQNbTSZpHHgLWS/Otc33R0RIWgJ8Fzhf0luB7ch6k64DjuviuecBuwInN911KbBHSl0RsQxY1lB3ee/8sleylFi/UleDlC31tZa4+kwb1iaVn9xym6TyY4mr1epMm22RVr5K23EkvidTV1xOJA7XVGl0ZypxBeWcQawmA88PqrG+B0OSdiILZjYHHgP+NCJuaVU2IlZJ2pcsIPoq8DLgJuDgiJjsohkLgHFgVdP5VcD+DW29HPhd4GmS7gXeEhHXdfG8ZmZmVjGD6Bn6KbAz8HTgzcC5kvaOiFtbFY6I+yW9DbiRbBjrHRHRl7A/IvafvZSZmY08701Wa31fWh8R6/M5Qysi4jiynp6/alde0gLgHOASYAI4U+p6PGc1MAksbDq/EFjZZd1mZjZiApiaipaHVV8V8gyNAZusGAOQtA1wGXAf8AZgH2A/4Kx8gnVHImI9sAJY3HTXYlrMXzIzM7Ph1ddhMkmfAC4E7gG2At5Ott3FJrmG8mDnQuCXwAERsQ64o2EO0ceBD7d5nvnAC/KbY8AiSTsDD0fE3fn5U4DzJN0AXAMcATwLOLMHr7NgwfpOiB4fS4tFx+bMK6klFZS41YAm1iWV35D4TTP1yqdOzE2aGl/ye17zNk8qP16lCdSJyh6RKXVLnMT3QWpTmEq7OIm/zloLrxyrs37PGdoO+HL+76PAzcAfRcQlzQXz1WQfAa6NiLUN52+XtA9Zr2Q7u5Etv592Qn6cCxya13O+pG2B44HtyfISLYmIuzp/eWZmNqq8UWt99TUYiohDE8tf3ub8T2d53NXArLF+RJwBnJHSJjMzMxsu3rXezMysS9l2HB4mqysHQ2ZmZt1yMFRrVVhNZmZmZjYw7hmqk7JXnyWYNydte425W8xPKj+Wmjmh7O01UupPrFuJWwdMJH77nFf226ZC78vU1WTJ77MUFdrype7GZlwvs6mYm/Y+6I3wBOoaczBkZmbWrYBwgsXaqs5XOjMzM7MBcM+QmZlZlwLvWl9nDobMzMy6FeGNWmvMw2RmZmY20twzVILC+9xUbG+ySFhZs8W8tNVk87Z6ZlL50pW50qfk/9ee7KM0pLRZyXuTlfl/m1j3eGJTxsp+46S0P/G1pq64jPG0Hfl6dWWcZ6i+HAyZmZl1KcJzhurMw2RmZmY20twzZGZm1gMx5QnUdeVgyMzMrFsRHiarMQ+TmZmZ2Uhzz9AgVWhPp1TP2GJuUvktt/2tpPLJW0bVeG+ymLNZUvk5iauCokrfecpeabf505LKj5e4wioqtqpw7lhae+amLrUrcTUZU5NJxWM87fdTT3jX+lpzMGRmZtalACddrLEKfWU0MzMz6z/3DJmZmXXLeYZqzcGQmZlZ18JzhmrMw2RmZmY20twzZGZm1qUImAr3DNWVg6ESlLVYt+yluim2mZ+2EeLWC9I2ai39lVboWsactGuZvBw8cYHLWGpeg5TyJV93bZG4tD7xpVbpM5i6VH6zOakbwZa3tD75Oqamwkj8TPUqw8Kkg6Haqs4n28zMzGwA3DNkZmbWpQA8f7q+HAyZmZn1gIfJ6svDZGZmZjbS3DNkZmbWJQ+T1ZuDITMzsy5FeJiszhwMlaDoMs3k5aUVWtb7zMRd65/xG+XuJl6lJc+pq3RjLO1jqMQdvKuk7P8nzdsirXxyGoHqvM/mzUlr+1bzxpPKjydemyp9BpM/U6nvAxs6DobMzMx6wMNk9eVgyMzMrEtBeJisxqrTr2lmZmazkrSZpNMlrZb0uKQLJD27wOOWSrpT0lpJKyTt2XT/4ZKukvQrSSHpeS3qeKak8yQ9mh/nSXpG717dYDgYMjMz69L0arJWRwlOBd4EHATsCWwNfFtS24lhkg4ETgNOBHYBrgUulrSoodiWwKXAshme+yvAK4DX5ccrgPM6fSFV4WEyMzOzHujHnCFJTwf+HHh3RFyWnzsYuAvYH7ikzUOPAc6JiM/mt4+S9DrgPcBxABFxal7fbm2e+yVkAdCrI+K6/NxfAt+X9KKI+GkPXuJAuGfIzMysPnYF5pL14AAQEfcAtwF7tHqApHn54y5tuuvSdo9pY3fgMbJepWnXAI8n1lM57hkqQeFlmmUvRS1xuei2W6btCr1o+/lJ5VN3E6/SkufkL4djaUueNbUhqXzqMuNkSdc+MS1A4v/rVOLS+vT3WXWWYM9LbPz8eWnvg7kl7lqfLHXX+sTPVC92rZ8lz9ACSTc23D47Is7u8Km2I/sgrW46vyq/r+XzA+N5mebH7J/43A9FbHyhERGSHpzhuWvBwZCZmVkPzDBMtjoiWg49TZP0ceDDszzFPh00ywpwMGRmZtalbAJ1V5OGTgW+PEuZu4FXkvXyLAAearhvIfD9No9bTdabtLDp/EJgZUIbVwK/IUnTvUPKhkJ+M7GeynEwZGZmNmARsZpNh742IWkFMAEsJlvZRb6s/iU8dS5PY93r88ctBr7WcNdi4OsJzbwOmE82d2j6uXYHntbuuevCwZCZmVmX+rVRa0Q8KunzwEn5XJ1fAqcANwOXT5eT9BPg0xHx6fzUKcB5km4gm/R8BPAs4MyGx2xHNvfnd/JTO+Y5hO6OiIcj4jZJ3wHOknR4XuYs4Nt1XkkGDobMzMx6oo8ZqN8PbADOB7YArgAOiYjGFQovIhtKAyAizpe0LXA8sD1wK7AkIu5qeMwRwEcbbl+Y//tu4Jz857cDp7NxCf8FwJHdv6TBcjBkZmZWIxGxDjgqP9qV2WSNXEScAZwxw2OWMXPCRSLiEeCdBZtaGw6GSlB4mWbZy3RLXOq6TeKu9S/efuuk8um7iZd8LVO+8aVe99JTLFQn7UDZbYk5myeVH09dU13mF//EazM38VJutVnacvM5qf9VZX4GE6976ekkWj1nedmmrQ8cDJmZmfWAN2qtrwp9ZTQzMzPrP/cMmZmZdSmAxDzZViEOhszMzLoWHiarMQ+TmZmZ2Uhzz5CZmVmX+pV00crhYMjMzKxLPdibzAbIwVAJCmfbqFL+l0TPTMwztMO2T0sqP56asqT0azk6UyNT08VEwrWX0q5jSt0AjKe9L1PTDFVpZsG8xMZvnpg4aG7qxSnzM6jEICOxLanV2/BxMGRmZtYtJ12step8zakgSd+U9Iik5YNui5mZVdf0MFmrw6rPwdDMTgMOGXQjzMzMrDwOhmYQEVcD/zfodpiZWfVNRuvDqq+vwZCk4yT9UNKvJT0k6VuSXlbC8+wl6QJJ90kKSYe2KbdU0p2S1kpaIWnPXrfFzMyGn4fJ6q3fPUN7A2cAewD7AhuAyyVt06qwpD0kbdbi/A6SnjfD88wHbgWOBta0qftAsmGwE4FdgGuBiyUtKvhazMzMbAgoBhi1SpoPPAocEBHfarpPwI3A/cAbI2IiP/9c4LvAVyPi2ALP8RhwZESc03T+euDmiDis4dztwPKIOK7h3N7549/cpv5lwEdnfbFmZjY0IuIpuQckfQdY0Kb46oh4Xfmtsk4Nemn9VmS9U4803xERIWkJWeBzvqS3AtsBVwLXAcc1P6YoSfOAXYGTm+66lKzXqrCIWAYsa6g7mj8knXJd9W6T63Jddamrim2qel3N5xzs1NugJ1CfBtxEFtxsIiJWkQ2n7QR8lSwQugk4OCImu3jeBcA4sKrp/CqygAsASZcDXwOWSLpX0u5dPKeZmZlV0MB6hiSdArwaePVMgU1E3C/pbWRDZg8A74iIDf1oY0Ts34/nMTMzs8EZSM+QpE8BBwH7RsQds5RdAJwDXAJMAGdKXed9Xw1MAgubzi8EVnZZdy+dMAJ19UpVX18VrxVU9zX6eg2url6p6uur4rWyiuj7BGpJpwEHAvtExG2zlN0GuIJs+OoNwG+RzSH6DnB4FGj8LBOo/yciDm849zPg640TqFP1clx6FPh6FedrlcbXqzhfqzS+XsOnr8Nkkj4DHAwcADwiaXp+zmMR8VhTWQEXAr8kW222DrhD0r5kAdHHgQ+3eZ75wAvym2PAIkk7Aw9HxN35+VOA8yTdAFwDHAE8CzizJy/WzMzMaqGvPUOtZuDnTshXZTWX3x+4NiKeaDr/IrIFZz9r8zx7A1e1uOvciDi0odxS4Fhge7K8RH8VEd+b/QSVwLkAAAhTSURBVJW0528MaXy9ivO1SuPrVZyvVRpfr+HT156h1DdPRFze5vxPZ3nc1cCszxURZ5Algewlj0un8fUqztcqja9Xcb5WaXy9hsxAky6amZmZDdqg8wyZmZmZDZSDITMzMxtpDobMzMxspDkYSiRpqaQ7Ja2VtELSnrOUf01ebq2kOyQd0a+2DlrKtZL0RkmXSnpI0v9Jul7S6/vZ3kFLfW81PO7VkjZIurXsNlZJB5/FeZI+lj9mnaS7Jb2vX+0dpA6u1dsl3STpCUkrJX25IRXKUJO0l6QLJN0nKSQdWuAxO0n6rqQ1+eP+Lk8PYzXhYCiBpAPJ9lM7EdgFuBa4WNKiNuV3AC7Ky+0C/CNwuqQ39afFg5N6rYDXkO0998d5+YuAbxYNCOqug+s1/bhnAl8iS046Mjq8Xv8OvA44HHgR8Bbg5pKbOnAd/N56FXAecC7wUrK8cDsC/9aXBg/efLJUK0cDa2YrLGlr4DKy5MC/lz/ug8AxJbbResyryRLkWatvjojDGs7dDixvlbVa0ieBN0bECxvOfQ54aUQM9aavqdeqTR03AN+PiL8uqZmV0en1kvQN4H/IUkm8OSJeVnpjK6CDz+JryTZd/u2IWN2/lg5eB9fqA8BREfHchnPvBk6PiPn9aHNVtNvBoKnMe4BPAgsjYk1+7njgPcCzi+yUYIPnnqGCJM0DdgUubbrrUmCPNg/bvUX5S4DdJM3tbQuro8Nr1cpWwCO9aldVdXq98qShC8mysY+MDq/XAcAPgWMk3Svpdkn/kmerH1odXqtrgO0l/YkyC4C3kfXW2qZ2J/vS1tiLdAnZjgbPG0iLLJmDoeIWAONkXaGNVgHtxtK3a1N+Tl7fsOrkWj2FpPcCzybrrh92yddL0k7AR4F3RsRkuc2rnE7eX88HXg38LvAm4EiyIbNzymliZSRfq4i4jiz4+TdgPfAQWc/ju8prZq21+z0/fZ/VgIMhq5x8TtU/AW+PiLsG3Z6qkbQZcD7wgYi4c9DtqYkxIMjeU9dHxCVkAdGbJC0cbNOqRdKOwOnA35P1Kr2O7I/6WYNsl1mZ+rodR82tBibJhiUaLQRWtnnMyjblN+T1DatOrhUAkt5MNiH4kIj4VjnNq5zU67U98BLgi5K+mJ8bI9vfeAOwJCKah0WGSSfvrweA+yLi0YZzt+X/LmLTb/bDopNrdRxwQ0T8U377ZkmPA9+X9KGIuLecptZWu9/z0/dZDbhnqKCIWA+sABY33bWYbHVGK9e1KX9jREz0toXV0eG1QtJbyYbFDo2I5eW1sFo6uF73ATvB/2/v7kKsLOI4jn9/mCXZC5hU9CZLZpGaZmCQum0skRdLhF1sN1GSFxV4ZRddVReBLXWRUKggsRiVYdAbJBstuVL0Qm9KBoWY5GovUFRsa7LEv4uZUw/bLuxu63nOOr8PDHvOmZnnPDO7e87/zDNzhuWVtA04lG+P28engyn+fb0PXDJqjtCi/PO0HX2cYl+dTQqgqhr3/Z7xXx8AayTNqTx2K3AcOFLLGdnkRYTTBBPQTbqGvoH0yXwLMAQsyPk7gZ2V8m3AH8DTufyGXP/OutvSgn11FzBCWpZ6cSXNq7strdhfY9R/DPiy7na0an+RlksfJa0oWwysIi2f3l13W1qwr+7N/4sPkOZarSJNPv+07rY0qb/O4d8PGcPAI/n2FTl/M9BfKX8+aQRoF7AEWAf8Dmyquy1Ok/i9130CMy0BD5Ki/ZOkT1ztlby9wN5R5W8GPsvlvwXur7sNrdhX+X6MkfY2+7xnQn+NUbeoYGgq/UX6bqG38xvcMeBZ4Ny629GifbUROJj76nvSZOrL6m5Hk/qqY5zXot6c3wscGVVnKbAP+DP316Pkr65xmhnJ3zNkZmZmRfP1XzMzMyuagyEzMzMrmoMhMzMzK5qDITMzMyuagyEzMzMrmoMhMzMzK5qDITP7h6QOSZF3KjczK4KDIbPCSOrNAU9IGpF0WNJTkubWfW5mZnXwRq1mZXoHuBuYDawBdgBzgZfrPCkzszp4ZMisTCcj4oeIOBoRL5K2W7ijkr9M0keShiV9ImlFI0PSBZJekjQo6YSkg5LWVw8uqV3Sh5KGJP0m6WNJSyr5N0kayMc/JmmrpPNOeavNzMbgYMjMAE6QRokaNgMPAyuAn4EXJCnnzSHtt9dF2vR0C7BdUieApDOA14H3gGXAjaTNiv/K+UtJe4S9kfPXkTbCfO7UNc/MbHzem8ysMJJ6gfkR0ZXvrwTeAvqBrcC7wNqI6Mv5q0iBzeURMTjOMXcBQxGxQdI8UgDVEREDY5TdCYxExH2Vx5YDnwMXRcRP09ZYM7MJ8JwhszKtlTREeg2YTRrJ2Qhcm/MPVMoezz8vBAYlzSKNGnUDlwJnAWeSdj8nIn7JAVefpH5SkPVKRHyXj3MDsFBSd+U5GqNOVwIOhsysqXyZzKxM+0iXpq4G5kTEulEjMiOV243h48brxUPAJuBJoDMf5zVSQJQqRKwnXR7bB9wOfC3ptspxduR6jbQMuAr4YpraZ2Y2YR4ZMivTcEQcmmLd1cCbEfE8QJ5LtAj4tVooIvYD+4EeSXuAe4A+0nyjxf/j+c3MppVHhsxssr4BOiWtlnQN8AzQ1siU1CbpibxibIGkW4DrgK9ykR5gpaRtkq6XtFBSl6TtTW+JmRkeGTKzyXucFPzsIa1C6yUtzW/MNxomjRTtBuYDP+b8HoCIOCCpPR9nAJgFHAZebVoLzMwqvJrMzMzMiubLZGZmZlY0B0NmZmZWNAdDZmZmVjQHQ2ZmZlY0B0NmZmZWNAdDZmZmVjQHQ2ZmZlY0B0NmZmZWNAdDZmZmVrS/AaE/me//6wjDAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_r = (yy-xx)/np.sqrt(yy)\n",
    "plot_one_pulse(_r, _data.phases,\n",
    "               'Standardised residuals',\n",
    "               cmap=cm.RdBu,\n",
    "               vmin=-np.max(np.fabs(_r)),\n",
    "               vmax=np.max(np.fabs(_r)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The difference between realisations is far larger than one count (which is what might be expected in some cases due to discreteness of the Poisson probability mass function) for many intervals, despite the small change in the expectation:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_one_pulse(diff, _data.phases)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I'm actually unsure why a such small changes in the Poisson-distributed random variable expectations yields such large differences in the random variates for the same GSL RNG seed. For a substantial subset of elements, the random variates *are* equal, and that is not always where the difference in expectations is zero or relatively small. I consider this an open problem: please get in touch if you happen to read this and you have some insight you can share!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here is the distribution of standardised variate residuals, for the realisation generated by this notebook, bearing in mind noise and that the Poisson distribution deparature from Gaussianity for lower expectations:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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vGGE3dOhQVq1aRXFxse8oInEv0AWCiNRt//79gS0QioqKat3qKCKNpwJBJEEFtUAAyM7O9pxEJP6pUZJIgqnse3DgwAHatm3rO05YlZaWsmvXLrp37151To2SJJGpUZKINMopp5wSuOIAIDk5+YjiQESaTgWCSAIK4vRCpTlz5vCtb31LowYizaQCQSSB7Nu3Dwh2gZCbm8u7777L7t27fUcRiWtagyCSQA4fPkxqaipr166lX79+vuNEhHMOs/9OuWoNgiSy5qxBUIEgkmAS7Qdmor1ekeq0SLEe6qQocqQ333zTd4So+O53v8sdd9zhO4ZIXAt0gaBOiiJH+vGPf+w7QlRs27aN2bNn+44hEtcCXSCIyJFmzJjhO0JUZGZmsn79eg4fPuw7ikjcUoEgkkASpUdAZmYmZWVlrF692ncUkbjVwncAEYmO999/n3fffdd3jKjIzMwEyjelEpGmUYEgkiBmzJjBo48+6jtGVPTu3ZvU1FQVCCLNEPUpBjO71cw2m1mBmS0xs9ENXDvWzN43sz1mdtjM1prZXdHMKxIUK1asoH///r5jREVycjIDBw5UgSDSDFEtEMxsIvAH4FfAUOB9YJaZ9arnIfnA/wJjgAHAL4Gfm9mtUYgrEigrVqwIdAfFmjIzM1mxYoXvGCJxK9ojCD8E/uace8I5t8Y5dxuwHfhOXRc755Y4515yzuU45zY7554HZgP1jjqISG179uxh+/btVXPziSAzM5M9e/b4jiESt6JWIJhZS2A4MKfGm+YAZ4T4PoZWXPtOeNOJBFtOTg4AAwcO9Jwkek499VQuvPBC3zFE4lY0RxC6AMnAzhrndwIN3ntlZp+ZWSHwMfCYc+7xeq47onNizSMcL0IkHlUWCBkZGZ6TRM9pp53Gf/7zH98xROJWvPRBGA2MAG4B7jCzb9Z1Uc3OiTWPqCYWiSHZ2dl06NCBnj17+o4iInEimrc57gZKgW41zncDdjT0QOfc5oq/rjKzbkAW8Fy4A4oEVU5ODhkZGUfscpgIbrzxRt8RROJW1EYQnHNFwBJgQo03TaD8boZQJQGtwpVLJBFs27YtoaYXKp1zzjm+I4jErahu91xxm+NzwK3AQsqnDG4EMpxzeWb2LIBz7tqK628DNgPrKt7FGOB3lK9DuKcJz6/tniUhOecoLCykdevWCbf9caK9XpHqmrPdc1Q7KTrnppnZscB9wPFANnChcy6v4pKa/RCSgYeAdKAE2ATcA9S5SFFE6mZmtG7d2ncMbz7//HO6du3qO4ZIXInqCIJvGkGQRDRt2jRee+01nnjiiYQbQSgpKSElJYW7776bhx56yHcckahrzghCvNzFICJNtGPHDlasWEGrVom3dKdFi/JBUrVcFmk8jSCIJJhEGkGA8td74oknsmXLFt9RRKKuOSMIKhBEEkwiFggAe/fupWPHjp7TiESXphjqUbOzou88ItG2bds2TjnlFF5//XXfUbyr7CYpIqEJdIFQs7Oi7zwi0Zadnc2GDRto27at7yjeqUAQaZxAFwgiiS47OxtIrD0Y6tKuXbuqj4WIhEYFgkiA5eTk0LVrV7p06eI7ilcDBgxQgSDSSCoQRAIsJycnobZ4rs/AgQNVIIg0kgoEkYByzlVt0pTopkyZwmOPPZZQd2+INFdUWy2LSPRs2bKF/Px8FQjAqFGjfEcQiTsaQRAJqMohdU0xQFlZGe+++y6rVq3yHUUkbqhAEAmoytv6NIJQ3izmsssuY+rUqb6jiMQNTTGIBNSJJ57I1VdfTadOnXxH8c7MeP3110lLS/MdRSRuBLrVspllAfdXPxfk1ysSikRstZxIr1ekOrVaroc6KUqiKisro6CgwHeMmJKXl8cjjzzCrl27fEcRiQuBLhBEEtUnn3xC27ZtmT59uu8oMSMvL4+7776bpUuX+o4iEhdUIIgEUGpqKvfddx+DBw/2HSVmVC7WVMMkkdAEeg1CTdruWSTx5uSrv97jjz+eCy64gKeeespzKpHo0BoEETnC+vXr+fLLL33HiDlquSwSOhUIIgF05ZVXMnnyZN8xYs7AgQPJycmhrKzMdxSRmKcCQSRgSkpKWLt2rToo1iEjI4NDhw6Rm5vrO4pIzFOBIBIwGzdupKioSB0U61BZNFV2mRSR+qlAEAmYyh9+P/rRjzCzWkcidxMcMGAAoDsZREIR6ALBzLLMzFUevvOIREN2djZmxo4dO3DO1ToSeXi9Q4cOpKWlsX79et9RRGJeoAsEdVKURJSTk0Pv3r19x4hZS5Ys4amnniI9Pb3OEZb09HTfEUVigvogiARMRkYGffr0YcaMGQnV76A+9fV9aOx5kXikPggiAkBRURHr16/XHQwNWL16Ndddd53vGCIxTwWCSICsX7+ekpIS3cHQgIKCAubMmeM7hkjM0xSDSIDs3buXOXPmcNZZZ3HCCSdoqJzaUwbOuar1BppikKBrzhSDCgSRgNIPunJagyCJTGsQRASA2bNnazvjGtLS0uq8W6FNmza+o4nENBUIIgFy22238cADD/iOEVNyc3Nr9YL4yU9+QlFREYWFhb7jicSsFr4DiEj4zJ07l6KiIt8xYt7AgQMpLS1l3bp1ZGZm+o4jEpMCPYKgToqSaNLS0ujbt6/vGDGv8i4P7ckgUr9AFwjqpCiJ5IMPPuDRRx/l0KFDvqPEvFNOOYXk5GTtySDSgEAXCCKJZMaMGdxzzz2kpKT4jhLzWrVqxSmnnKIRBJEGqEAQCYicnBz69eunAiFEGRkZKhBEGqACQSQgsrOz1UGxETIyMti0aZOmZETqoQJBJAAOHjzI5s2bVSA0QkZGBs451q5d6zuKSExSgSASAKtXrwbQJk2NMGTIEM4991zKysp8RxGJSeqDIBIAlXPpGkEIXd++fZk7d67vGCIxSyMIIgGQk5NDq1atOPnkk31HiTulpaW+I4jEJBUIIgGQnZ1N//79SU5O9h0lrtx5553079/fdwyRmKQpBpEAyM3NZfjw4b5jxJ3TTz+d1NTUqi2gReS/Ar3ds5llAfdXPxfk1yuJq6ysjEOHDtGuXbuqc9q2uGn0cZMgac52z4EuEGoyM5dIr1cSm37QhWb//v0UFRXRpUsXQB83CZbmFAhagyAS52bOnMmNN95Ifn6+7yhxp7S0lO7du/Pggw/6jiISc1QgiMS5vLw85s2bR2pqqu8ocSc5OZl+/fpp0yaROmiKQSSgNFQemm9+85vMnz+fTz/9FNDHTYJFUwwiIk2UkZHBZ599xr59+3xHEYkpKhBE4tgXX3zBwIEDmTlzpu8ocauy+6R2dhQ5kgoEkTiWk5NDTk4OLVqopUlTVe5foQJB5EgqEETiWOUPNW3S1HRpaWmkpqaqQBCpQQWCSBzLzs6mQ4cO9OzZ03eUuJWUlMSAAQN0J4NIDY0qEMwsrsYxzSzLzFzl4TuPSLjl5OQwYMAAtQlupoEDB2oEQaSGxo4gbDez35hZXOxu4pzLcs5Z5eE7j0i4ZWdna3ohDG688UYeffRR3d4oUk1jRwR+DFwP/MDMFgNPAtOcc2rhJhJln3/+Obt3765ahS9Nd9ZZZ/mOIBJzGjWC4Jx7wjl3BjAQWAD8kvJRhafM7MxIBBSRulXOmatAaL6ysjI++OAD1qxZ4zuKSMxo0iJF59wa59z/AD0pH1X4BvCuma01s1vMTIsfRSKscs5cBULzmRlf/epXmTp1qu8oIjGjST/IzaylmU0CZgG/Az4ErgOeBn4KvBCugCJSt65du3LxxRdz/PHH+44S98yMmTNncs899/iOIhIzGrUXg5kNA24ArgaKgWeBJ51z66tdkwF87JxrE+aszaa9GCSRaE+BptHHTYKkOXsxNHaR4kfAHOBm4N/OuZI6rskFXmpKGBEJjXOOkpISUlJSfEcJjLy8PF599VXfMURiRmOnGHo75y5wzv2znuIA59xB59z1YcgmIvXYtm0bbdu25fnnn/cdJTDWr1/PHXfc4TuGSMxobIHwtpkdW/OkmXUys0/ClElEjiIpKYk777yTzMxM31ECQ4s9RY7U2DUIZUB359znNc53A7Y451qFOV+zmFkWcH/1c5pblEShufTGcc7RuXNn9u7dq4+bBEZz1iCEVCCY2eUVf30ZuBGovnF6MnAOcLZzrl9TQkSLFilKUOTl5dGlSxfatm1b7zUqEBpv9OjRLFiwQB83CYxoLFJ8ueJPB/y1xtuKKV+YeGdTAohI402cOJHU1FTmzZvnO0qgZGRkVBUI2t9CEl1IaxCcc0nOuSRgC9C18t8VRyvnXD/n3GuRjSoiUD4Uvnr1as2ZR0Dlx3T79u2ek4j419hWyyc553ZHKoyIHN2nn37KgQMHtElTBFR+TLWzo0gIUwxm9kPgMedcQcXf6+WcezRsyUSkTtqDIXIqP6bZ2dlMmDDBcxoRv0JZg3Ab8AxQUPH3+jhABYJIhGkPhsjp2rUrAGvXrvWcRMS/oxYIzrmT6vq7iPiRnZ1Njx49OOaYYwBIT08nLy+v1nVpaWnRjhYYjz32mO8IIt41ttVyLWaW4pwrDkcYETm6nJycI0YP8vLydFtemCUnJ/uOIOJdoxYpmtntZnZFtX8/BRw2s3VmFtM9EESCoKysTHcwRMHNN9+sOxkk4TW21fLtwC4AMxsDXAl8A1gO/Da80ZrPzLLMzFUevvOINNfmzZs5fPiw7mCIsFdeeaXOaRuRRNLYVsuHgVOcc5+a2SPAsc65G8ysP/Cec65LpIKGgzopSrzbu3cvM2fOZPTo0aSnpwPqmBhuZkZZWZkaJUkgRLzVcrUn2glc6JxbYmbLgUecc383sz7Acudcu6aEiBYVCBJEKhDCSx9PCZLmFAiNnWKYAzxhZk8CfYBZFeczgM1NCSAioXvnnXdYuXKl7xiB9+CDD3LNNdf4jiHiVWPvYvgu8ADQC/i6c+6LivPDgBfDGUxEjqTbGaNnx44dvPrqq5SVlZGU1Njfo0SCoVEFgnNuP3U0S3LO3V/H5SISRnl5eWzYsIHCwkLdxRBhGRkZHDp0iNzcXHr37u07jogXTeqDYGY9gK7UmKJwzi0NRygRqVufPn18R0gI1fdkUIEgiaqxfRCGmlkO8CmwFPi42vFR+OOJSHX/93//x8GDB33HCLwBAwYA2rRJEltj72L4CNgD/H/ANsr3X6jinIvpG4d1F4PEMzMjKSmJ/Px82rRp4ztOYFXexXDiiScyduxYnn/+ed+RRJqsOXcxNHaKYQAw1Dm3vilPJiLN06dPHxUHUZKRkaERBElojV2euwroHokgkaBOihI0WpwYPQMHDmTNmjWUlpb6jiLiRWMLhB8DD5vZuWbWzcw6Vz8iEbA5nHNZzjmrPHznEWmqgoICALVYjqKMjAwKCwvZtGmT7ygiXjR2iuHNij/ncOT6A6v4t7ZAE4mAtWvXAioQomno0KGMGTOGw4cP+44i4kVjC4SzI5JCRBqUnZ0NqECIpiFDhvDOO+/4jiHiTWMbJemrRcSDygKhb9++npMkHuecNm6ShNToHqJmNsjM/s/MZpnZ8RXnLjOzoeGPJyLw3wIhJSXFc5LEcvvtt3Paaaf5jiHiRWMbJZ1HeUOkE4DxQOX9VicDIbVbNrNbzWyzmRWY2RIzG93AtZeb2Rwz22VmB8xskZld0pjMIkGwYcMG3xES0rBhw5gwYYLvGCJeNLZR0iLgGefcY2Z2ABjsnPvEzIYDM51zPY7y+InA88CtwIKKP68HBjjnttRx/R+A7cA84AvgGuBnwDjn3HshB//v+1OjJIlLpaWltGjRQtsQR4G2e5YgaU6jpMYWCAeBDOdcbo0C4SRgjXOu9VEevwhY6ZybUu3cBuBl59y9IWZYDLznnLsz5OD/fawKBIlb+sEVHTU/zocOHaK4uJiOHTt6TCXSNNHspPgF5dMLuTXODwM+a+iBZtYSGA78psab5gBnNCJDe+DLRlwvEtdef/11XnvtNd8xEkZaWlqdixLT0tLIzc2NfiARTxq7SPEF4BEz60l534MWZjaW8h/6zx7lsV0o75Ows8b5nYTYndHMvgv0BJ6r5+1HdE6seYTyHCKxZuPGjcyYMcN3jISRm5uLc67q6NOnD1//+tfJy4vprWZEwq6xBcKvKvFIAAAgAElEQVR9wGYgD2gHrAbepnw9wQPhjXYkM7sCeAT4Rn2bQtXsnFjziGQ+kUi5/fbb+eyzBgfoJIIyMjKq7iIRSSSNKhCcc8XOuWuAvsBVwDeAfs65bzrnjtawfDdQCnSrcb4bsKOhB5rZ1ykfNbjWOTezMZlFRJojIyODDRs20KtXL8ys1pGenu47okhEhFwgmFkbM7vfzFYCK4GngZ8AE83sqNvLOeeKgCVAzXuGJgDvN/C8V1FeHFznnHs51LwiQbBnzx6GDx/OrFmzfEdJWAMHDqS0tJTXXnvtiKmHykNTDxJUIS1SNLMWlN9qOAx4A/gP5fsvDKD8tsMLzGysc67kKO/qUeC5ijsRFgK3AD2Axyue51kA59y1Ff+eRHlxcBfwrplVrlUocs59EeqLFIlXOTk5LF26lKSkRvc0kzCp3EEzOzubQYMGeU4jEj2h3sVwM9AHGOacO2KDdDMbSPk6hCnAnxp6J865aWZ2LOVrGY4HsoELq60p6FXjIbdUZPx9xVHpHWBciNlF4pb2YPCvX79+JCcnk5OTc/SLRQIk1ALh68ADNYsDAOdctpn9GriSoxQIFdc/BjxWz9vGNfRvkUSTnZ1Np06d6NGjwR5kEkGtWrWib9++KhAk4YQ6bplB+RRDfd4E9CuOSJhlZ2czcOBAbRbkme5kkEQU6gjCMcCuBt6+C+jU/DgiUsk5R3Z2NhMnTvQdJeHdfPPN7NxZs4WLSLCFWiAkAw0tQCyruEZEwmT79u18+eWXVYvkxJ/zzjvPdwSRqAu1QDDgeTMrrOftrcKUJ6zMLIsQd5kUiTVaoBg7SktLWbFiBZ06daJ3796+44hERahrEJ4BtgF76jm2cfRWy1FXs7Oi7zwijVG5KE4jCP6VlZUxatQonnjiCd9RRKImpBEE59z1kQ4iIkc69thjueiiizjuuON8R0l4KSkpzJw5k6985Su+o4hETaO2e4532u5Z4pm2e45N+rxILGvOds9qzyYSg5xzlJYebXsTiaa8vDz+9Kc/cfDgQd9RRKJCBYJIDNq4cSPt27fn1Vdf9R1FKixZsoRbb72V1atX+44iEhUqEERiUMuWLbnllls05x1DKu8mUUdFSRSh3uYoIlGUlpbGo48+6juGVHPyySfTqlUrdVSUhKERBJEYlJubS0FBge8YUk1ycjJf+cpXVCBIwlCBIBKDzj33XK699lrfMaSGQYMGsWrVKt8xRKIi0AWCmWWZmas8fOcRCUV+fj6bNm0iMzPTdxSpYfDgwWzbto3du3f7jiIScYEuENRJUeJR5RC2CoTYM3jwYABWrlzpOYlI5AW6QBCJR5U/fFQgxJ7Kz4kKBEkEKhBEYszKlStp3749aWlpvqNIDd26daNbt25ahyAJQbc5isSYlStXkpmZiZlmxWLR4sWL6dGjh+8YIhGnEQSRGOKcqyoQJDb16tWLFi30u5UEnwoEkRjy6aefsm/fPhUIMWzDhg1873vf45NPPvEdRSSiVCCIxBAtUIx9hw8f5tlnn2Xjxo2+o4hElLZ7FokhW7duZfbs2Vx11VW0a9fuiLdpW+HYUFZWBkBSUvnvV/q8SCxrznbPKhBEYkx6ejp5eXm1zqelpZGbmxv9QNIgFQgSy5pTIAR6ikGdFCXe/Pvf/yYvLw/nXK1DxUHsePLJJ7nwwgt9xxCJqEAXCOqkKPHk8OHDXH755b5jSAj27t3LrFmz2LNnj+8oIhET6AJBJJ60atVKHfrihDoqSiJQgSASI5KSksjIyPAdQ0JQuSfDihUrPCcRiRx1+xCJEa+88gr5+fm+Y0gIunXrRteuXTWCIIGmAkEkRkydOpUDBw74jiEhGjx4sAoECTRNMYjEgMoWy4MGDfIdRUKUmZlJdnY2vXr1wsxqHenp6b4jijSLCgSRGLBt2zZ2797N0KFDfUeREA0ePJjCwkLeeOONOm9LrauXhUg8UYEgEgOWLVsGwJAhQzwnkVBV3smghYoSVCoQRGLAsmXLMLOq1fES+/r3788ZZ5xBy5YtfUcRiYhAL1I0syzgft85RI5m+fLl9OnTh/bt2/uOIiFq2bIlCxcu9B1DJGICPYKgTooSL5YtW6bphThVWlrqO4JIRAS6QBCJB3v37mXz5s1aoBiHXnjhBTp06MDnn3/uO4pI2KlAEPFs48aNtGjRQgVCHOrfvz9TpkyhpKTEdxSRsNN2zyIxoLCwEDOjZcuW2j44IPR5lFig7Z5F4lyrVq20Gj5OFRUVqeeBBJIKBBHPbrrpJp544gnfMaSJJk+ezDnnnOM7hkjYqUAQ8cg5x/r169mxY4fvKNJEgwcPZtOmTezbt893FJGwCnQfBJFYZ2a8++67vmNIM1QuLl2xYgVjxozxnEYkfDSCICLSDMOGDQP+2y5bJCgCXSCYWZaZucrDdx6Rmn70ox9x/vnn+44hzdC9e3e6d+/O0qVLfUcRCatAFwjqpCixbuHChRw8eNB3DGmmoUOHagRBAifQBYJILCsrK2PFihVqkBQAQ4cOZfXq1RQUFPiOIhI2KhBEPNm0aRP5+fnagyEAhg4dSmlpKdnZ2b6jiISNCgQRT5YvXw6gEYQA0EJFCSLd5ijiybJly2jRogUZGRm+o0gznXTSSTzxxBOMHz/edxSRsNFeDCKefPWrX2XHjh1VIwmV1MM/GPR5lFigvRhE4oxzjo8//pgRI0b4jiJhsm3bNl544QXt7CiBoQJBxIO8vDz27NmjAiFA3nrrLa655hrWr1/vO4pIWKhAEPGgrKyM66+/nrPOOst3FAmTiy66iBUrVnDKKaf4jiISFoFeg2BmWcD91c8F+fVKMGjuOhj0eZRYoDUI9VAnRYlV27dv1w+PAJo1axa//e1vfccQCYtAFwgiscg5R0ZGBrfffrvvKBJms2fP5mc/+5kWKkogqEAQibKSkhIeeughrrrqKt9RJMxGjBjBoUOHWLt2re8oIs2mRkkiUZaSksKUKVN8x5AIGDlyJAAfffSR5yQizacRBJEoW7ZsGevWrfMdQyKgb9++dOjQgY8//th3FJFmC/RdDDWpk6LEgvHjx3PgwIF6f8vU6vf4Nn78ePLz8/noo4/0eRTvdBeDSJwoKytj6dKlapAUYCNGjGDFihW+Y4g0mwoEkSjatGkT+/btU4EQYCNHjqSoqMh3DJFmU4EgEkWVc9MqEIJLn1sJikAXCGaWZWau8vCdR2TJkiW0atWKAQMGkJ6ejpnVOtLS0nzHlGZIT0+nW7duvmOINJsWKYpE0bhx4ygoKODDDz/UYsQAKy4upmXLlvr8indapCgSB0pLS1myZImGoBNASkqK7wgizaYCQSRKVq9eTX5+PqNGjfIdRSJs9erVgBomSXxTgSASJYsWLQLgtNNO85xEIq1jx44A5Ofne04i0nRagyASJYcOHWLp0qWceeaZVQsS9f8xuPT5lVjQnDUIKhBEPNEPkGAzM0pKSkhOTvYdRRKYFimKxLgDBw5w7733smbNGt9RJIo6duzInj17fMcQaRIVCCJRsHbtWn7zm9+Ql5fnO4pE0cGDB6vWnojEGxUIIlEwcuRI9u/fz/jx431HkShKSkriww8/9B1DpEkCXSCok6LEkjZt2tCyZUvfMSSKMjMzVSBI3Ap0geCcy3LOWeXhO48kJuccX/va15g2bZrvKBJlo0aNYtGiRZSVlfmOItJogS4QRGLBli1bePXVV9m9e7fvKBJFaWlpPP744+zfv5/k5OSqW1vT09N9RxMJiQoEkQhTg6TElJuby7p16wB48skncc7hnNNCVYkbKhBEImzRokW0atWKzMxM31Ekyvr27Uvnzp354IMPfEcRaTQVCCIR9uGHHzJ8+HAtUExAZsaoUaO0UFHiUgvfAUSCrLi4mKVLl/Kd73zHdxTxZMqUKWzbtg3nHGZaKy3xQwWCSAQtX76cgoIC7eCYwC677DLfEUSaRFMMIhG0YMECAM4880zPScSnvLy8qi2gReKFRhBEImjhwoWkp6dzwgkn+I4iHl100UX06tWL119/3XcUkZCpQBCJoF69etG7d2/fMcSz//3f/+XYY4/1HUOkUQK93bOZZQH3Vz8X5Ncr8UXbPScmfd4lmpqz3XOgC4SazMwl0usVvw4dOkSbNm3qXbmuHxSJo7S0lOnTp9OzZ0/GjBmjz7tETXMKBC1SFImQH/zgB/Tv318/DISkpCR++MMf8uc//9l3FJGQaQ2CSIScd9559O3bV/e+C2bG6NGjee+993xHEQmZCgSRCLniiisASE9Pr7P/flpaWrQjiUejR4/mH//4h+8YIiFTgSASAZ999hlFRUWcdNJJ5OXlaZpBGD16tO8IIo0S9TUIZnarmW02swIzW2Jm9X7VmNnxZvaCma01s1Iz+1sUo4o02dSpU+nXrx+HDx/2HUVixKBBg+jQoQPt2rWr2vq5+qFtoCXWRLVAMLOJwB+AXwFDgfeBWWbWq56HtAJ2Aw8Ci6ISUiQMFi5cyPDhw0lNTfUdRWJEcnIyZ555Jr169ara+rn6oW2gJdZEewThh8DfnHNPOOfWOOduA7YDde5k45zLdc7d7pz7G/BFFHOKNFlBQQGLFy9We2WpZfTo0axevZo9e/b4jiJyVFErEMysJTAcmFPjTXOAM6KVQyTSFi9eTGFhIePGjfMdRWJM5TqEyj06RGJZNEcQugDJwM4a53cC3cPxBGaWZWauviMczyFyNPPnz6+6rU2kuhEjRtCmTRs2bNjgO4rIUQXqLgbnXBaQVd/bVSRINMyfP58hQ4bQqVMn31EkxrRu3Zpdu3bRtm1b31FEjiqaIwi7gVKgW43z3YAdUcwhEjEFBQV88MEHml6Qeqk4kHgRtQLBOVcELAEm1HjTBMrvZhCJe4sXL6agoEAFgtTrk08+4fzzz+edd97xHUWkQdGeYngUeM7MFgMLgVuAHsDjAGb2LIBz7trKB5jZkIq/dgDKKv5d5JxbHc3gIkdTvWPipZdeWnVeHROluuOOO46dO3eyf/9+31FEGhT13RzN7FbgbuB4IBv4gXPu3Yq3zQdwzo2rdn1dAfOcc+lNeG7t5igRY2bk5+ezYsUKzjhDN+ZI42h3T4kEbfccIhUIEkn6Bi+NUVJSAkCLFuUDufr/I5Gg7Z5FYsRPf/pTdu3a5TuGxLhVq1Zx7LHH8sYbb/iOIlIvFQgiYfTQQw9V/UYoUp++fftSVFTEW2+95TuKSL30nUwkjL788kvdxiZH1bp1a84880zmzZvnO4pIvQI9glCzs6LvPBJ8Kg4kVOPHj2flypWakpKYFegCwTmX5ZyzysN3HgmuN998E4Dc3Fy/QSRujB8/HijvvCkSiwJdIIhEy6xZswDo2rWr5yQSL0aMGEH79u01zSAxSwWCSBjMmVO+SWlqaqrnJBIvWrRowZgxY1QgSMxSgSDSTNu3byc7O9t3DIlD55xzDuvXr2fLli2+o4jUogJBpJkq1x+INNb5558PwOzZsz0nEalNBYJIM82dO5fjjjvOdwyJQ/379+ePf/wj55xzju8oIrWo1bJIMzjn6NGjB+PGjeOll15Sq1xpMrValkhQq2URT7Kzs9mxYwfnnXee7ygSpw4fPsz06dN9xxCpRQWCSDPMnTsXgAkTJnhOIvGqsLCQb3zjG75jiNQS6AJBnRQl0gYOHMhtt91Gz549fUeRONWpUyeWLVvmO4ZILVqDIBImmkOW5tD/H4kErUEQ8WDTpk3k5eX5jiEBkJ+fD8B//vMfz0lE/ksFgkgT/epXv2Lw4MGUlJT4jiJxrrID50svveQ5ich/abtnkUZKT08/YuQgJSUFgLS0NF+RJM4lJZX/rvbGG29QWlpKcnKy50QiWoMg0miaK5ZIMCufJl6wYAFnnnmm5zQSFFqDIBJl//rXv5g2bZrvGBIwKSkpzJgxw3cMEUAjCCKNZmaMGDGClJQU3n//fd9xJCDMjAkTJrBlyxbWrl3rO44EhEYQRKLs448/5qKLLvIdQwLmkksuYd26daxbt853FBEVCCJNdfHFF/uOIAFzySWXAGiaQWJCoKcYzCwLuL/6uSC/XokOM6NXr17k5uZWLSwTaa7Kxa/Dhg0jNTWVBQsW+I4kAaAphno457Kcc1Z5+M4j8e/AgQMAXH755SoOJCJuuukmRo0apV9mxDv1QRBphNdffx2AK664wnMSCZq0tLQjis7f/va3Vedzc3M9pZJEFugRBJFw++c//wnA6aef7jmJBE1ubi7OOZxzlJSUsGLFCpxzauct3qhAEAnR4cOHq0YQ1OlOIuknP/kJp556Kvv37/cdRRKYCgSREG3fvp1Bgwb5jiEJ4Nprr+X555+nVatWvqNIAgv0XQw1qVGShINaLUs06f+bNEdz7mLQIkWREBQVFXHo0CE6derkO4okiO3bt/P000/7jiEJTFMMIiF444036NatG0uWLPEdRRLEli1b+MlPfuI7hiQwFQgiIejXrx933HEHmZmZvqNIgjj11FO1hbh4FegCwcyyzMxVHr7zSPzq168fDz30ECkpKb6jSIIwM6666ioAvvjiC89pJBEFukBQJ0UJhw8//JD58+dTVlbmO4okmIkTJwLl24uLRJvuYhA5iosuuojs7Gw2b95MUlKSVpVL1DjnSEpK4uyzz2bevHm+40gc0l4MIhGya9cuZs+ezaRJk0hK0peLRFdl6+W3335bHRUl6vQdT6QB06dPp7S0lKuvvtp3FElQJ5xwAgDp6emYWdWRnp7uN5gEnqYYRBowfPhwysrKWLZsWdU5TTFItJ199tls3bqVdevWVY0q6P+hhEKNkkQioEePHmzfvh3giF32dOuZRNvNN9/Mf/7zH/Lz82nfvr3vOJIgNIIgUg8zo2XLlmzbto1jjz3WdxyRI2gEQUKhRYoiYVZYWAjAZZddpuJAYsbKlSs5dOiQ7xiSIFQgiNRh5syZANxwww2ek4iU+/jjjxk8eDDTp0/3HUUSRKALBHVSlKYqKioC4Nxzz/WcRKTc8OHD+ctf/sL/+3//z3cUSRBagyBSD83xSizT/08Jhe5iEAmjFStWMGDAAN8xROr04osvsnXrVt8xJAGoQBCp5uDBg4wbN65qkxyRWDN37lytQ5Co0BSDSDWlpaW88cYb9OzZkyFDhmgIV2LO4sWLOe200wD0/1OOqjlTDCoQROqhOV6JRc45TjvtND766CNKSkpITk72HUlimPogiISgZi/7mj3tP/jgA+6991727t3rN6hIA8yMO++8E/jv7bgikaARBEkY9Y0IVJ6/+OKLWbRoEXl5eaSmpmoEQWJWSUkJKSkpnHXWWbz33nu+40gM0xRDiFQgJLb6fuCnp6fXuZVuWloaubm5UUgm0niV+4MsWrSIU0891XMaiVWaYhBphtzcXK699lpSU1PZs2cPzjmccyoOJOZ16NCBRx991HcMCahAFwjqpCih2LJlCy+88AJTpkyhc+fOvuOIhOzb3/42//jHP9iwYYPvKBJAmmKQhFHfFMMdd9zB1KlT2bRpE7169fKQTKTxzIwdO3Ywa9YsJk+eTIsWamsjtWkNQohUICS2ugqErVu30qdPHyZNmsTTTz/tKZlI42kRrYRCaxBEmuhXv/oVJSUl/OxnP/MdRaTJpk6dyt133+07hgSMRhAkYdT8jWvXrl307NmT66+/nscff9xjMpHG0903EgpNMYRIBUJiq2tI9qOPPqJHjx6ccMIJnlKJNF9JSUnVGgRNPUh1KhBCpAIhsVX/xllaWqoWtRI4eXl5pKenq0CQKlqDINJIl19+OXfddZfvGCJhU1paypgxYwBt4iThoQJBEk5JSQknn3wyPXv29B1FJGySk5O55557AJgxY4bnNBIEmmKQhKG5WQm64uJiWrZsSd++fVm5ciWtW7f2HUk80xRDPdRJUWqaPn068+bN8x1DJCJSUlIA2LBhAw8//LDnNBLvNIIgCcPMaN++PaNGjWL27NlVm92IBImZMXHiRF599VWys7Pp06eP70jike5iCJEKhMTlnCMpKYk2bdqQnZ1N7969fUcSiQgzY+vWrfTv359Ro0bxxhtvqBhOYJpiEDmKl19+GYBf/OIXKg4k8Hr06MEvf/lL5syZw7PPPus7jsQpjSBI4O3atYtBgwaxc+dOiouLtamNBFrlYtzS0lLOPvtsNmzYwObNm7VgMUE1ZwRB3ykl0Jxz3HDDDezduxdAxYEkjOTkZJ599lkKCwtVHEiTaIpBAu2xxx7jtdde04puSUjp6en069cP5xw5OTm+40icUYEggbVq1SruvPNOLrjgAm677TbfcUS8mTp1KkOGDGHlypW+o0gc0XirBNb+/fs55ZRTePrpp7WKWxLa5MmTKS4uZuDAgb6jSBzRIkWJW/Vtd9urV6+q82VlZSQllQ+UqZOiJIKj/T/fvn07Xbp0qWqqJMGm2xzroU6KwZaXl4dzrtaxZcsWsrKyqnofiEi5zz//nMGDB3PrrbeqWJajCvR3T+dclnPOKg/feSTyysrKANi9e7emFURq6Nq1K9/+9rd58skneeCBB3zHkRinKQaJWzWHUouLi0lJScHMKCkpITk5ucHrRYLoaP/PnXN861vf4rnnnuOvf/0rN9xwQxTTSbRpikES3quvvsqgQYPIzc0lLS2NFi1aYGZHHGlpab5jikRcWlparf/7ZkZ6ejpQ/gPjySef5Pzzz+emm27imWee8RtYYpbuYpC499JLLzF58mRGjhxJ586dyc3N9R1JxJv6/v9Xn3Jr2bIl//rXv7j00ku5/vrrAfjWt74VjXgSR1QgSFz761//ypQpUxgzZgwzZ86kffv2viOJxKTKkYWaWrduzXXXXceePXv4wQ9+oLU7UkVrECQulZWVVa0xOP/883nllVdITU31nEok/pgZV1xxBf/85z95++23GTdunO9IEkZagyAJZf/+/VxxxRUA3HLLLcycOVPFgUgzTJ8+nVdffbWqOCgtLfUbSGKCRhAkrnz88cdMmjSJzZs3U1ZWRllZmYZERZqh5l0Pq1at4qqrrmLatGlkZmZ6TCbhoBEESRivv/46hYWFvPPOOwAqDkTCrKSkhGOOOYauXbv6jiKeBXoEwcyygPurnwvy6w2qxYsXs3//fs4991xKS0vZv38/xxxzjPoaiIRBXV9HzjnMjNLSUm666SZuvvlmTj/9dE8JpTmaM4IQ6AKhJk0xxB/nHK1bt6aoqKjW29LS0nRLo0gzNVRof/LJJ4wdO5bPPvuMSZMm8etf/7qqn4LEB00xSKDs3LmTH//4x1XtkouKiti7d2+tPRdUHIhEVu/evVmzZg0//elP+fe//81XvvIVvv/977Nlyxbf0SQKNIIgMSM7O5vf/e53PP/88xQXF/P3v/+dq6++WlMJIhFU39dXfbul1kcjerFJIwgSV9LT0+tsBTto0CBefPFFbrzxRtauXcvVV1/tO6pIwqpvt9S8vDxuv/122rRpA8CkSZOqzkuwaARBos7MeOqpp5g2bRrz5s2juLiYQYMGsWrVKnbv3s2xxx5b63p93kQio76vr6N93e3du5cXX3yRzp07M3HiRMyMCRMmcN999zFmzJhIRpZG0AiCeFPfaEDNhUzz58/nrrvuqvr37Nmz2bx5M7fffjvLli1jxYoVALWKAxGJTZ06deI73/kOEydOrDq3bdu2qr8vWLCA6667jr/97W+sWbNGzZfiUNRHEMzsVuB/gOOBHOAO59x7DVw/FngUyAC2AQ875x5v4nNrBCHMKn/LKC4u5tNPP2Xz5s2sXbuWe+65h/z8/Dofk5aWxpo1a6qGKGu+r/qeQ0TCr761Bo1dU1D5dVp5i+Tf//537rjjDnbv3g1AamoqmZmZDBkyhIyMDPr06UOfPn046aSTam3NLuHTnBGEqG7WZGYTgT8AtwILKv6cZWYDnHO1lsWa2UnA68BTwGTgLOAxM9vlnPtn9JIHz9G+KRQWFpKfn0/r1q1p27YtX3zxBfPnz+eMM86ge/fuLF68mN/97ncA9OrVi61bt1JWVlb1fo455hjGjh3LH//4RwYNGkRhYSEpKSkkJdU/aFXfZjLaplkkcsK1sLC+r9/jjz+eX//61yxbtozly5fz4osvsm/fvgbfT25uLgsWLGD37t107NiRTp06VR0dOnRQQRElUR1BMLNFwErn3JRq5zYALzvn7q3j+oeAy51zfaudexLIcM41umtHuEcQHn/8cfbv31/12231hTyV/z755JOZNGkSAL///e/p3bs3l1xyCQA///nPKS0tbfDxI0aMqNp34J577uHss8/m/PPP58CBA2RlZdVaQFT9/RQXF3PBBRdw6aWXsnfvXm644QZuvvlmvvrVr2JmnHnmmRQXF1NUVFRVEHz66aekpKRQXFwMwJ///Gduvvlmjj/+eHbs2FHrY9CqVSsmTpxIenp61dG3b19OOOEEdTkUkXp/GenWrRuPPPIIkydPxsx4+OGHeeONN/jkk0+OuuAxNTWVNm3a0LNnT5YvXw7A//zP/7Bnzx6eeuopAO6++25yc3Np0aIFycnJJCcn1/p7Wload955JwCPPfYYHTp0YPLkyQA8/PDD5OfnV30fq5w+rfw7QL9+/aqmWP7whz9wyimncMEFF+Cc46GHHqrzcdW/Lw4ePJgJEybgnOO3v/0tZ5xxBmeccUYTPsr1i4tGSWbWEjgEXO2c+0e181OBgc65sXU85l1glXPuu9XOXQm8AKQ654prXJ9Fjc6JIiIiiSwephi6AMnAzhrndwLn1vOY7sCbdVzfouL9ba/+BudcFpBVX4CKEYSjfqBi/bp4yKiPTexdFw8Z9bGJveviIaM+Ng1fd7Rr6qO7GERERKSWaBYIu4FSoFuN892A2pPb5XbUc31JxfsTERGRCIhageCcKwKWABNqvGkC8H49D/ugnus/rrn+IEQ/D/N1Pp831jP6yteYa7FpVxQAABFuSURBVBPtYxiJ59bHMHrXhUrfb5ovEb/f1BLtuxgmAs9RfnvjQuAW4EbK70rIM7NnAZxz11ZcfxKQDTwB/Bk4E3iM8oWO3m9zbMw8lS+xnjHW80HsZ4z1fKCM4RDr+SD2M8Z6PoitjFHtg+Ccm2ZmxwL3Ud4oKRu40DlXeU9LrxrXbzazC4HfAd+hvFHS7bFQHIiIiARZQu3FEG6xVOnVJ9Yzxno+iP2MsZ4PlDEcYj0fxH7GWM8HsZVRdzE0TyTmN8Mt1jPGej6I/Yyxng+UMRxiPR/EfsZYzwcxlFEjCCIiIlKLRhBERESkFhUIIiIiUosKBBEREalFBYKIiIjUogIhDMxsvpm5GsdLvnPVxcrNqsj4dd95KpnZE2a2ycwOm9kuM/u3mfX3nauSmXU2sz+a2dqKjJ+a2Z8q+nrEDDO72czeNrO9FZ/j9BjIdKuZbTazAjNbYmajfWeqZGZjzGyGmW2t+Hhd5ztTdWZ2r5l9ZGb7K74uZprZQN+5KpnZd81sZUW+/Wb2gZld5DtXQyo+ps7M/s93lkpmllXHz5D6tiCIGhUI4fM05c2fKo9v+41TrzuBMt8h6vAxcB3QHzgfMOBNM0vxGaqaHsAJwN3AIGAyMAZ40WeoOqQCc2hgV9Noquie+gfgV8BQytuqzzKzXg0+MHraUd6w7fvAYc9Z6jKO8u6xZwDjKd+H5k0z6+wzVDWfAT8ChgEjgHnAq2aW6TVVPcxsFHAzsNJ3ljqs48ifIYP8xtFtjmFhZvOBbOfc93xnaYiZjQReAYZTvm32lc65l/2mqlvFN5gVwFecc+t856lLRZfP14BOzrn9vvNUZ2YjgI+Ak5xzuR5zLAJWOuemVDu3AXjZOXevr1x1MbN84HvOub/5zlIfM2sH7AMuc87N9J2nLmb2BXCvc+7PvrNUZ2YdgaXATcD9xND3bDPLAr7unIuZ0SHQCEI4TTKz3WaWY2a/MbP2vgNVV5HnBeBm59znvvM0xMzaAtcDW4Bcv2ka1AEoBA75DhKLzKwl5cXonBpvmkP5b8TSeO0p/779pe8gNZlZsplNonxUpr4N+Hz6C+WF6du+g9Sjt5ltq5iOe8nMevsOFNW9GALsBSCP8r0iMoBfA5nAeT5D1fA48IZzbpbvIPUxs1uBh4G2lA+3neOcK/Sbqm5m1gn4BfCEc67Ed54Y1QVIpny0qrqdwLnRjxMIfwCWU77TbUwws0GU52kN5ANfc86t8pvqSGY2BehD+dRgLFpE+RTrWqAr5fsVvW9mGc65Pb5CaQShHmb2yzoWjdQ8xgE45/7inJvtnFvlnHsJmAhMMLNhsZDRzL4JDAb+J5J5mpqv2kP+Tvk89VhgPfAPM0uNsYyVw7wzga2Ur0mIqKZklOAxs0eBs4ArnHOlvvNUsw4YApwG/Al4JsYWUvajfA3MN5xzxb7z1MU5N8s5N905t9I59yZwMeU/n7/lM5fWINTDzLpQ/htQQ7Y452oNL5tZElAEXOOcmxaJfBXPE1JGyhc5XcuRixOTK/79gXPuLJ/56vkYtqR8GPUW59xzkchX8TyNylhRHPz/7Z159F3TFcc/3xjbpKtqaUMRqRgSlBRNY5mqxEzFUGqolFUEq4pQRIhpGRpjpaqKmIqmhpAgxBRaM02kRIL8MoghSvj9kAjZ/WOfl9zffe/33m/Iy3tqf9a66717z3nn7LvPfffuu8++d9+HB1HuYmZN1ZKtQHv0WA8xCGkMP8XTs4/MbB8ObGRm29ZCrpao5xgESZcCBwDbmdnkWstTDknjgOlmdnitZQGQP5lyPZA1qpYBDD8Hdq5HT6WkR4HJZjawVjLEFEMLmNn7wPvt/PkP8QPw7SUnUTGtlVHSYGBYbvPLwCBgVBVEAzqsQ6VlhSUnUTFtkTHFcdyf5Np5aRgH0GE91gwz+1zSC0A/YGSmqB8QKdtbiaTLca9k3RsHiU5U+X/bRu7Gn5LKcj0wFfcsfL7UJaqApBWBnkBN4yXCQOggknoAB+F3le8DGwAXAy8B/6yhaIsws7dwd/giJAHMNLM3ayJUc1nWAfYBxgFzgDWAU/AAwNE1FG0RyTh4EA9M3AvonIIpAT4ws7o4yUhaFVgVWC9t2iDFS8wwsw9qINIlwE2SnsX/D0fhj4z+uQayFJE8Quuk1U5AN0m98TGdUTvJnORtOQQ/5j5M4wvQtLQM1HJIugAYA8zEAygPxB/NrJt3IZjZXGBudpukT/AxnlQbqZojaRg+bTkDj0EYgsdi3VBLucJA6DifA9vjz1F3wf8oY4Cz6myesJ6Zj59UTgRWwoPYxgNbmFnNXxaS2Azom75PyZVtBzy2VKVpmaPwR7gKjEmfvwZGLG1hzOx2+cukTsef7Z4E7Gpm05e2LC2wOc3v0s5Kyw140FitOTp9Ppzbfhb18a6LVYGb0+dH+PsFdjGzsTWV6qvHGvg7VVbBb5KeBvrW+n8SMQhBEARBEBQRTzEEQRAEQVBEGAhBEARBEBQRBkIQBEEQBEWEgRAEQRAEQRFhIARBEARBUEQYCEEQBEEQFBEGQhDUEZK6p9wKm9dallogqSm9GrcabY+WNCKz/pikK6vRV6aPSSmV71JF0ghJZV8yltfHEur3a338/r8RBkJQVSR1lXS5pDckzZf0lqT7Je1aA1kqnjSD5qST/b61lqNK7A2cWmshqsRx1G/mwuArQrxJMagakrrjr9dtxE/EE3CjdHv8VbvdaiXb1w1Jy9fL66CriaRlgS+tFW+Aq9Grp8vSFvnLYWYfLSGRgq8x4UEIqsmf0ufmKZXpa2b2qpldCWxcqCSpm6S7JDWm5U5Ja2TKh0pq9s50SQNS9r1mdSQdkLwVjZLuTpkQSW7eQ4HdKqVILngaJB2XPB4fSro+m3q6lHs676FIda6SdLGkDyTNSW2uIGm4pLmSZsjTcedZT9KTkuZJmixpx1xfG0gak/bzPUm3Zt7Tn92H30uaBcxqYV+/Lemm1MY8SW9K+l0qa0jVRiZ9NaTtPSSNkvSOpE8kvShp91y7DZJOl3S1pI8lzZJ0Uq7OOklH8yS9lm8j1bkglX2W2rxInsimUF4Y9wGS3sBf291Z0jeTDpokvSvptBJtNxtDSXtLmpj6+kDS45K6Zsr3kPRCkneapPPkGSsL5d9LevlM0nRJh5XSeU6GluSXpJPTsfyZpJclHZz77Rmpn/lpLG7MlOWPxdboo0HSoAo6OljSc5njbqSk1cvs33KSrpA0O8k5U56/IfgKEAZCUBUkrQzsDAwvlVQmJVAppMYeBXTFcxpshyfzuVvyjFJtoDue9a4/sCPwI+C8VDYM+DueEGq1tPyrTFtbAxsBO2TaPK6N8oAn8moEfgJcAFyGZ5ebgucBuAH4q6TVcr+7CLgC6A08BIwqnIhT3fF4XoM+ScYuqU72P70tbojtjHttSnEunn10d2B94DAWJ/b6cfr8Da6vwnoXPKtlP2ATPDPjnZJ65to+Hs8auilwIXCRpC3SPnQC7sLPQVukfodSnAXwk1TWC89LcAAwOFfnB3iSoP2SPPPw8e6HJwHbHj8WtmlBB4UkV7fh49Er1b0pU74TcAtwJbBhkmlfPBtggRF44qcd8ORKv8KPyUqUkv9c4HDgGDwB3PnA1ZJ2S/Lsg2djPRpYFx+/Z8v00SZ9lGF5PNfHJqnPVfAcAi3xW/y/c0CSc3/gtXb0G9QCM4slliW+4BcuA/pXqNcPz9PePbNtbTxP+w5pfSgwKfe7AXhGOzJ15gHfzmwbDLyeWR8BjG6F7CPwpFvLZLZdA4zLrD8GXFnid6NzdZ7KrAtPxHJPZttyeMKvfdN696S3wZk6nXCD4ty0fjbwcK7v76Tf9cnIMgdYocK+3gNcV6bcCrJVaOdp4PTMegNwa67O1EId3ID7EuiWKd8q9TegTD9H5cZ0KLAA6JrZ1gW/Ez8ot20uMKLUGOJGjAFrtdDveGBIbtteQFMa1/XS77fMlK+V9nFomf0pJX9n4DNg61zdy4D70vcT8AvtcmWO4dFt1EcDMCjXziIdtdBPz7Tfa+SO383T+hV4oilVOoZiqb8lPAhBtWjt3X8vYLaZNRQ2mKegno3fObWF6dZ87nU2njq1PbxizbNxtretiYUv5mfM9/C76sK2BcCHJdp+KlNnIfAMi/WxGbBNchc3yadaZqayHpk2JpnZ/AryXQXsL2mCpGGStq20Q5I6J1f/K/LplybcG5KPKZmYW8/qsBfwljVPqfwMbhhm+9pXPtXyTurn0hL9zDKzdzPrPfA73awOm8jovQQTcO/SJEl3SBoo6buZ8s2AwTmd/w2/mK+a9mchmbt480x8s8v02ZL8GwArAg/k+hvI4vEdmepMk3StpP0k5b0vBdqjj5JI2jRNo0yX1Ag8n4paiicagXvBpsin1XbLebmCOiYGKqgWU/E7iV4daKMQqLWQYoNjuRL1F5T4fXuP8UptdUSmjsrZCU/j3Du3rAtkn9L4pFJDZnY/fqc7DHcXj5F0fYWfDcPd4UPwaYze+IVx+Vy9Du2npL64238ssAfuFj+dYj1X3M9KJGNwx7RMxN37UyVtkqp0wlMsZ/W9Ma7zOdmm2tF9Xv6CjvbI9bdhkg8zm4lPCR0JfAxcDLwgqXM7+i9Q9phObY8FPgUOwaecdk7F+bEnyfki7lU4Ne3XDcBDYSR8NYhBCqqCeYT4WOBYSV3y5ZJWSl9fBb4vf+KhULY2HofwSto0B+iai0no3Q6xPgeWacfvSjEHn5fPskmpiu2kb+FL2u8+uK4AXsQvFtPN7PXc0tjWjszsfTO7ycwG4BfGQzN3owso1tlWwI1mdoeZTcQDIHvQNl4FVpe0ZmZbH5qfk7bEvQznmNlzZjYVN2Yq8UaSO6vDznhMSYuY85SZnYVf/Gbjc+bgOu9ZQt+vm9kXwOQke59Mn93w47itvIJPCaxVoq/pGXnnmdkYMzs+ybshrrM8rdVHs2NaHgyajSvpiRuRp5nZeDObTCu8ambWaGb/MLOBwG7Az/BYjaDOicccg2pyDP6Y4/OShuB3ZsIDEU/F3ZLj0vZbJBWCAP+In5AfSeuPASsDp0m6DfgpHiDWVhqAXSStD/wX+Ci5+NvDI8BlkvbE54KPBNZMfSwJBkqagruBj8YvjFelsuF44ODtki7ET+xrA78ATmyLkSDpbFzX/8HPB3sDb2amJhqA7SU9Dsw3sw/xeIj+kkbhF54zcXd3WxiHX1RvlHQ88A18+uCLTJ0puBFxEO4e3wn4ZaWGzaxJ0rXAhZLm4Bf6MyhjHCZvxQ64Ufsu7q1Yk8VG6tnAaEnT8WDXL/ALbB8zO9nMXpP0AB5IeAQeQ3BJ+mwTZtYoaRgwLBmH4/GYgb7AQjP7i/xlUsvi0zJNuCGzAPfctVcfjwCHSboHP6YG0/waMQM3XI6VNBz3Dp5Tbl8knQC8Dfw7yXcg7vEo+VRNUF+EByGoGimWYFM8Cv9C3BB4BNgTOCLVMeDn+Anp0bS8A+yVyjCzV/H51yNSG/1oHj3eWq7B71yfT/2VuttqLddllsK7Hu7qQHt5TsED0Sbgbtz+ZjYLwMxm47IvBB7AL+7D8ZN3pZiDPPPxJz0m4PvxLdy1XeBE3KCbCbyUtp2Ax1I8gT/N8HT63mpSXEV//Bz0DHAjHrk/P1PnXuAPeHBeYdzPaGUXg/Bj6a70OQm/0LbER7hOR+MX2YuBc8zs5iTLWPzudzt8OuVZfIyyMRQDgGn4MX4vHqPQ0Ep58wzBAxgH4eP7EP4EwrRUPhf39jyR9m0fYG8zm1bUktMafZyfZB8FPAg8yeIxx8zm4I8K74UbTmfix0I5GoGTcH29iHv+djGzTyv8LqgDlM7BQRAEQRAEiwgPQhAEQRAERYSBEARBEARBEWEgBEEQBEFQRBgIQRAEQRAUEQZCEARBEARFhIEQBEEQBEERYSAEQRAEQVBEGAhBEARBEBTxP+Romq+I7yiLAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,8))\n",
    "ax = plt.gcf().add_subplot(111)\n",
    "\n",
    "variates = (yy - np.loadtxt('data/new_synthetic_realisation.dat', dtype=np.double))/np.sqrt(yy)\n",
    "\n",
    "_ = ax.hist(variates.flatten(),\n",
    "             bins=50,\n",
    "             density=True,\n",
    "             histtype='step',\n",
    "             color='k',\n",
    "             lw=1.0)\n",
    "\n",
    "_x = np.linspace(-5.0,5.0,1000)\n",
    "ax.plot(_x, np.exp(-0.5 * _x**2.0)/np.sqrt(2.0 * math.pi), 'k-.')\n",
    "\n",
    "ax.set_xlabel('Count number standardised residuals')\n",
    "ax.set_ylabel('Density')\n",
    "veneer((0.25, 1.0), (0.01, 0.1), ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And there are no discernable correlations:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_one_pulse(variates, _data.phases,\n",
    "               'Standardised residuals',\n",
    "               cmap=cm.RdBu,\n",
    "               vmin=-np.max(np.fabs(variates)),\n",
    "               vmax=np.max(np.fabs(variates)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we switch back to a Steffen phase spline, the issue does not entirely disappear, but the differences are seemingly too small to affect random number generation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [],
   "source": [
    "xpsi.set_phase_interpolant('Steffen')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Exposure time: 984307.621509 [s]\n",
      "Background normalisation: 1.89127980e-05\n"
     ]
    }
   ],
   "source": [
    "likelihood.synthesise(p, force=True, NICER=NICER_kwargs) # SEED=0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note the small difference here in exposure time and background normalisation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [],
   "source": [
    "z = np.loadtxt('data/new_synthetic_expected_hreadable.dat')\n",
    "zz = np.zeros(data.counts.shape)\n",
    "for i in range(xx.shape[0]):\n",
    "    for j in range(xx.shape[1]):\n",
    "        zz[i,j] = z[i*32 + j,-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_r = (zz-xx)/np.sqrt(zz)\n",
    "plot_one_pulse(_r, _data.phases,\n",
    "               'Standardised residuals',\n",
    "               cmap=cm.RdBu,\n",
    "               vmin=-np.max(np.fabs(_r)),\n",
    "               vmax=np.max(np.fabs(_r)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 129,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "diff = data.counts - np.loadtxt('data/new_synthetic_realisation.dat', dtype=np.double)\n",
    "(diff != 0.0).any()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Summary"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this notebook we constructed a model including a likelihood and prior objects. We also looked at the sampling interface, and concluded by synthesising the pre-prepared data set that was loaded at the beginning of the notebook."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.18"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}