{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Gaussian Random Fields as priors on unstructured meshes\n", "**i.e. Inversions in Hilbert space / infinite dimensional Bayesian inference**\n", "\n", "One thing we'd (I'd) like in inverse problems in Earth Sciences is to encode the prior better. A way to do this for Gaussian knowledge is using Gaussian random fields (GRF). Gaussians are arguably one of the more popular priors, even if they are not always the best choice. \n", "\n", "GRF's have a few advantages over discrete Gaussian priors which make them particularly interesting for inverse problems:\n", "- GRF's allow us te encode non-stationary behaviour easily;\n", "- GRF's make the inverse problem **mesh-independent**;\n", "- Markov chains over Hilbert space inverse problems **do not suffer from the curse of dimensionality** (at least not in the same way as their discrete counterparts).\n", "\n", "A typical discrete prior distribution has for every parameter $m_i$ a marginal distribution, and for the complete set of parameters $\\mathbf{m}$ the total prior distribution. In contrast, a Gaussian random field (or process) is a continuous measure of knowledge on a function space. This means, it says something about a function $u(\\mathbf{x})$ living on some domain $\\Omega$. **Effectively, we now invert in the Hilbert space on domain $\\Omega$.**\n", "\n", "The GRF is characterised by $\\mathcal{N}(\\mu_0(\\mathbf{x}), \\mathcal{C})$. Here, $\\mu_0(\\mathbf{x})$ is the mean function, and $\\mathcal{C}$ the covariance operator. The operator $\\mathcal{C}$ is a real beast, and it is __the__ thing to understand about GRF's. It defines the dispersive properties of the random process, i.e. the direction and strength of correlations.\n", "\n", "Note: *I'm not a mathematician, nor well-versed in FEM literature. Therefore, there are bound to be a errors in this notebook. Please consult the references below for rigorous mathematical details. However, I do find that in this notebook the actual content is a little less convoluted for the average joe, MSc.*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References\n", "\n", "|Number|Author|Title|Year|Journal/Proceedings|Reftype|DOI/URL|\n", "|:--- |:---|:---|:---|:---|:---|:---|\n", "|1|Bui-Thanh, T., Ghattas, O., Martin, J. and Stadler, G.|A computational framework for infinite-dimensional Bayesian inverse problems, Part I: The linearized case, with application to global seismic inversion|2013|SIAM Journal on Scientific ComputingVol. 35(6), pp. A2494-A2523|article|[link](https://epubs.siam.org/doi/abs/10.1137/12089586X)|\n", "|2|Bui-Thanh, T. and Nguyen, Q.P.|FEM-based discretization-invariant MCMC methods for PDE-constrained Bayesian inverse problems|2016|Inverse Problems and ImagingVol. 10(4), pp. 943-975|article|[link](https://www.semanticscholar.org/paper/FEM-based-discretization-invariant-MCMC-methods-for-Bui-Thanh-Nguyen/1f671b6638c3330ed70e62abc7a4d2c398c58f0d)|\n", "|3|Stuart, A.M.|Inverse problems: a Bayesian perspective|2010|Acta numericaVol. 19, pp. 451-559|article||\n", "|4|Le Dret, H. and Lucquin, B.|Partial differential equations: modeling, analysis and numerical approximation|2016|Vol. 168|book||\n", "||Abrahamsen, P.|Gaussian Random Fields and Correlation Functions|1997||article||\n", "||Beskos, A., Pinski, F.J., Sanz-Serna, J.M. and Stuart, A.M.|Hybrid monte carlo on hilbert spaces|2011|Stochastic Processes and their ApplicationsVol. 121(10), pp. 2201-2230|article||\n", "||Hinze, M., Pinnau, R., Ulbrich, M. and Ulbrich, S.|Optimization with PDE constraints|2008|Vol. 23|book||\n", "||Paciorek, C.J. and Schervish, M.J.|Nonstationary covariance functions for Gaussian process regression|2004|Advances in neural information processing systems, pp. 273-280|inproceedings||\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Misfit function / Cameron-Martin norm \n", "Now before we dive into $\\mathcal{C}$ I'd like to introduce the characteristic function of a GRF. It is defined as:\n", "$$\n", "\\begin{align}\n", "\\chi(u) :=& \\frac{1}{2} \\left|\\left| \\left( u - \\mu_0\\right) \\right|\\right|^2_{\\mathcal{C}}\\\\\n", "=& \\frac{1}{2} \\left|\\left| \\mathcal{C}^{-\\frac{1}{2}}\\left( u - \\mu_0\\right) \\right|\\right|^2_{L^2\\left( \\Omega \\right)}\\\\\n", "=& \\frac{1}{2}\\langle \\mathcal{C}^{-\\frac{1}{2}} \\left( u - \\mu_0\\right) , \\mathcal{C}^{-\\frac{1}{2}} \\left( u - \\mu_0\\right) \\rangle\\\\\n", "=& \\frac{1}{2}\\int_\\Omega \\left( \\mathcal{C}^{-\\frac{1}{2}} \\left( u - \\mu_0\\right)\\right)^T \\mathcal{C}^{-\\frac{1}{2}} \\left( u - \\mu_0\\right) d\\mathbf{x}\\\\\n", "=& \\frac{1}{2} \\int_\\Omega \\left( u - \\mu_0 \\right)^T (\\mathcal{C}^{-\\frac{1}{2}})^T \\mathcal{C}^{-\\frac{1}{2}} \\left( u - \\mu_0\\right) d\\mathbf{x}\\\\\n", "=& \\frac{1}{2}\\int_\\Omega \\left( u - \\mu_0\\right)^T \\mathcal{C}^{-\\frac{1}{2}} \\mathcal{C}^{-\\frac{1}{2}} \\left( u - \\mu_0\\right) d\\mathbf{x}\\\\\n", "=& \\frac{1}{2}\\int_\\Omega \\left( u - \\mu_0\\right)^T \\mathcal{C}^{-1} \\left( u - \\mu_0\\right) d\\mathbf{x}\\\\\n", "\\end{align}\n", "$$\n", "This thing is also called the Cameron-Martin norm (of the function $\\left[u - \\mu_0\\right]$) associated with $\\mathcal{C}$. The mean function has no role in the Cameron-Martin norm, only in the misfit function." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The covariance operator\n", "\n", "Choosing an appriopriate $\\mathcal{C}$ is serious business. It has to satisfy a few properties to make the mathematics work out. For starters, because $\\mathcal{C}$ is a measure, it needs to be positive definite. It should also be self-adjoint. Additionaly, it's covariance functions (we'll get to these) need to be bounded. There is a bunch more, described in [1], [2], and most completely in [3]. We'll analyse a few below.\n", "\n", "For an in-depth analysis of General second order elliptic problems and their variational formulations I refer to page 96 of [4].\n", "\n", "#### Non-stationary dispersive operator\n", "One nice choice of $\\mathcal{C}$ is $\\mathcal{C} = \\mathcal{A}^{-2}$, where $\\mathcal{A}$ is a Laplacian like operator. \n", "The Laplacian-like operator used in [1] and this notebook is:\n", "$$\n", "\\begin{align}\n", " \\mathcal{A} = -\\alpha \\nabla \\cdot \\left( \\Theta \\nabla \\right) + \\alpha\n", "\\end{align}\n", "$$\n", "with the Neumann boundary condition on the field u:\n", "$$\n", "\\begin{align}\n", " \\alpha \\left( \\Theta \\nabla u \\right) \\cdot \\mathbf{n} = 0, \\quad \\text{on } \\partial \\Omega.\n", "\\end{align}\n", "$$\n", "The nice property is that we can allow $\\Theta$ to be an non-stationary operator that encodes spatially varying dispersion and anisotropy. A great example $\\Theta(\\mathbf{x})$ for velocity distribution prior is given in [1], which has been replicated in this notebook (further down).\n", "\n", "With the chosen $\\mathcal{A}$ the covariance operator becomes:\n", "$$\n", "\\begin{align}\n", " \\mathcal{C} =& (-\\alpha \\nabla \\cdot \\left( \\Theta \\nabla \\right) + \\alpha)^{-2}.\n", "\\end{align}\n", "$$\n", "The resulting operator is stable for at most 3 spatial dimensions, as demonstrated in [2]. \n", "\n", "#### Stable operator for arbitrary dimension\n", "Another operator that is not implemented in this notebook is the generalization of $\\mathcal{A}_1$ in the case that $\\Theta = \\mathbf{I}$, as proposed in [2]:\n", "$$\n", "\\begin{align}\n", " \\mathcal{C} =& \\alpha^{-1} \\left(I - ∆\\right)^{-s}\\\\\n", " =& \\alpha^{-1} \\mathcal{A}^{-s}\n", "\\end{align}\n", "$$\n", "with the Neumann boundary condition on the field u:\n", "$$\n", "\\begin{align}\n", " \\frac{\\partial u}{\\partial n} = 0, \\quad \\text{on } \\partial \\Omega.\n", "\\end{align}\n", "$$\n", "These operators have the nice property the the measure is well behaved as long as $s > d/2$, with $d$ the spatial dimension. However, in this operator there is no non-stationary component." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The PDE associated with the GRF\n", "\n", "The PDE associated with the covariance operator $\\mathcal{C}$ from [1] is given as:\n", "$$\n", " \\mathcal{A}u = f\n", "$$\n", "where f is a arbitrary forcing term. The boundary condition is still the same:\n", "$$\n", "\\begin{align}\n", " \\alpha \\left( \\Theta \\nabla u \\right) \\cdot \\mathbf{n} = 0, \\quad \\text{on } \\partial \\Omega.\n", "\\end{align}\n", "$$\n", "\n", "Solving this PDE for different forcing terms is very insightful. By applying Delta function we can for example compute the covariance functions. By applying Gaussian white noise as the forcing, we can generate samples from the distribution. Both are demonstrated in this notebook." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Eigenfunctions and Eigenvalues \n", "\n", "**To be written**\n", "\n", "Decaying eigenvalues, minimal variance length, spectral decomposition, FEM discretization, infinite eigenfunctions." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## What we'll need\n", "\n", "We'll be solving PDE's using finite elements on some arbitrary domain in at most $\\mathbb{R}^3$. We use the FEM package *Fenics* and its associated meshing package *mshr*. Additionally, we'll import SciPy for sparse matrix algebra, NumPy for random number generation and linear algebra, and Matplotlib for plotting." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# FEM tools\n", "import fenics\n", "import mshr\n", "\n", "# Linear algebra tools\n", "import numpy as np\n", "from scipy.sparse import csr_matrix, csc_matrix\n", "from scipy import linalg\n", "from scipy.sparse.linalg import spsolve\n", "\n", "# Plotting tools\n", "import matplotlib.pyplot as plt\n", "import matplotlib.tri as tri\n", "from IPython import display\n", "\n", "# A function to extract mesh coordinates into triangulation objects\n", "def mesh2triang(mesh):\n", " xy = mesh.coordinates()\n", " return tri.Triangulation(xy[:, 0], xy[:, 1], mesh.cells())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Creating the domain and mesh\n", "\n", "To start, we'll use mshr to create a circular domain and mesh it rather fine." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'y')" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create mesh and plot\n", "domain = mshr.Circle(fenics.Point(0, 0), 1)\n", "mesh = mshr.generate_mesh(domain, 15)\n", "\n", "# Let's refine a half of the domain\n", "cell_markers = mshr.dolfin.MeshFunction(\"bool\", mesh, 2) # Create a boolean function on the mesh elements\n", "cell_markers.set_all(False) # Set all the values to false\n", "for cell in fenics.cells(mesh): # Loop over the cells\n", " coor_midpoint = cell.midpoint() # Find the midpoint\n", " if coor_midpoint[0] > 0: # if the x-midpoint is larger than 0 ...\n", " cell_markers[cell] = True # ... set true\n", "mesh = fenics.refine(mesh, cell_markers) # refine where function is true\n", "\n", "# Let's refine another quarter of the domain\n", "cell_markers = mshr.dolfin.MeshFunction(\"bool\", mesh, 2)\n", "cell_markers.set_all(False)\n", "for cell in fenics.cells(mesh):\n", " coor_midpoint = cell.midpoint()\n", " if coor_midpoint[0] > 0 and coor_midpoint[1] > coor_midpoint[0]: # if the x-midpoint > 0 AND y-midpoint > 0 ...\n", " cell_markers[cell] = True # ... set true\n", "mesh = fenics.refine(mesh, cell_markers)\n", "\n", "fig = plt.figure(figsize=(10, 10), dpi=80, facecolor=\"w\", edgecolor=\"k\")\n", "lines = fenics.plot(mesh)\n", "plt.xlabel(\"x\")\n", "plt.ylabel(\"y\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Variational form\n", "\n", "To solve the elliptic PDE associated with the covariance operator we need to create its variational form. For the operator from [1] the variational form is given as:\n", "$$\n", " \\alpha \\int_\\Omega \\left( \\Theta \\nabla u \\right) \\cdot \\nabla v+ \\alpha \\, u \\, v \\, dx = \\int_\\Omega f \\, v \\, dx\n", "$$\n", "with trial function $u$ and test function $v$. Identifying the linear and bilinear forms as respectively the RHS and LHS make this expression easily solvable using Fenics.\n", "\n", "We'll start by defining the function space and test/trial functions to live in this space. This directly defines the shape functions used in the FEM solve." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "V = fenics.FunctionSpace(mesh, \"CG\", 1)\n", "u = fenics.TrialFunction(V)\n", "v = fenics.TestFunction(V)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we enter expressions for the linear and bilinear form. $\\Theta$ is taken from [1], but rescaled for the unit circle, and only 2 dimensional." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Create the operator theta as a space-dependent tensor operation\n", "theta = fenics.Expression(\n", " (\n", " (\n", " \"Beta*(1 - x[0] * x[0] * (1-Theta) * ( 2 * pow((x[0] * x[0] + x[1] * x[1]),0.5) - (x[0] * x[0] + x[1] * x[1])) / (x[0] * x[0] + x[1] * x[1]))\",\n", " \"Beta*( - x[0] * x[1] * (1-Theta) * ( 2 * pow((x[0] * x[0] + x[1] * x[1]),0.5) - (x[0] * x[0] + x[1] * x[1])) / (x[0] * x[0] + x[1] * x[1]))\",\n", " ),\n", " (\n", " \"Beta*( - x[1] * x[0] * (1-Theta) * ( 2 * pow((x[0] * x[0] + x[1] * x[1]),0.5) - (x[0] * x[0] + x[1] * x[1])) / (x[0] * x[0] + x[1] * x[1]))\",\n", " \"Beta*(1 - x[1] * x[1] * (1-Theta) * ( 2 * pow((x[0] * x[0] + x[1] * x[1]),0.5) - (x[0] * x[0] + x[1] * x[1])) / (x[0] * x[0] + x[1] * x[1]))\",\n", " ),\n", " ),\n", " degree=1,\n", " Theta=fenics.Constant(0.0004),\n", " Beta=fenics.Constant(10 ** -0),\n", ")\n", "\n", "alpha = fenics.Constant(1.0)\n", "\n", "# fenics.dx creates a domain integral, fenics.ds creates a surface integral\n", "bilinear_component = alpha * (fenics.dot(theta * fenics.grad(u), fenics.grad(v)) + u * v) * fenics.dx\n", "linear_component = fenics.Constant(0) * v * fenics.dx" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that the operators are constructed, we could solve the PDE. However, to compute the Cameron-Martin norm and to generate samples we need the actual matrices, i.e. the discretised versions of our operators on the mesh. Luckily, Fenics allows us to extracts these objects." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The stiffness matrix we can directly construct from the operators bilinear and linear form. Note that this generates also the forcing vector, but we have not added any sources to our PDE, **yet**!" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 11.3 ms, sys: 61 µs, total: 11.4 ms\n", "Wall time: 11.3 ms\n" ] } ], "source": [ "%%time\n", "stiffness_matrix, forcing_vector = fenics.assemble_system(bilinear_component, linear_component)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The mass matrix is constructed by multiplying the trial and test function." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "mass_matrix = fenics.assemble(u * v * fenics.dx)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now get the actual data behind these matrices (petsc4py matrices)." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "K = fenics.as_backend_type(stiffness_matrix).mat()\n", "M = fenics.as_backend_type(mass_matrix).mat()\n", "f = fenics.as_backend_type(forcing_vector).vec()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Convert to something we can actually use, i.e. SciPy sparse matrices. See [this SciPy reference to constructing CSR matrices](https://docs.scipy.org/doc/scipy/reference/generated/scipy.sparse.csr_matrix.html). We could also use PETSc subroutines from petsc4py, but I'm not too familiar with the framework and no API reference manual exists as the time of writing. This document is the best I found on it: [auto-generated petsc4py reference](https://www.mcs.anl.gov/petsc/petsc4py-current/docs/apiref/index.html)." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "Ka, Kb, Kc = K.getValuesCSR()\n", "stiffness_matrix_sparse = csr_matrix((Kc, Kb, Ka), K.size)\n", "Ka, Kb, Kc, K = (None, None, None, None) # Freeing up space\n", "\n", "Ma, Mb, Mc = M.getValuesCSR()\n", "mass_matrix_sparse = csr_matrix((Mc, Mb, Ma), M.size)\n", "Ma, Mb, Mc, M = (None, None, None, None) # Freeing up space" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Inspecting the discretised operator matrices to show us sparsity! " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(20, 10), dpi=80, facecolor=\"w\", edgecolor=\"k\")\n", "\n", "if mass_matrix_sparse.shape[0] < 500:\n", " # Don't do this for large systems\n", " \n", " # Stiffness matrix\n", " plt.subplot(121)\n", " stiffness_matrix_dense = stiffness_matrix_sparse.todense()\n", " extremum = np.max(np.abs(stiffness_matrix_dense))\n", " plt.imshow(stiffness_matrix_dense, vmin=-extremum, vmax=extremum)\n", " plt.title(\"Stiffness matrix\", size=30)\n", " plt.colorbar()\n", " \n", " # Mass matrix\n", " plt.subplot(122)\n", " mass_matrix_dense = mass_matrix_sparse.todense()\n", " extremum = np.max(np.abs(mass_matrix_dense))\n", " plt.imshow(mass_matrix_dense, vmin=0, vmax=extremum)\n", " plt.title(\"Mass matrix\", size=30)\n", " plt.colorbar()\n", "else:\n", " plt.subplot(121)\n", " plt.spy(stiffness_matrix_sparse, markersize=1)\n", " plt.title(\"Stiffness matrix (sparse)\", size=30)\n", " plt.subplot(122)\n", " plt.spy(mass_matrix_sparse, markersize=1)\n", " plt.title(\"Mass matrix (sparse)\", size=30)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Remember that we have not applied a source term yet to the PDE, which should be reflected in the forcing vector:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'Forcing vector component value')" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(forcing_vector.get_local())\n", "plt.xlabel(\"Forcing vector component\")\n", "plt.xlabel(\"Forcing vector component value\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## A short discussion on solving the resulting linear systems ...\n", "\n", "We can now start to solve our PDE. However, we have two ways of doing this. **First**, we have all our Fenics machinery, which are nice wrappers around the linear systems with handy functions if we'd actually be interested in the diffusion problem. **Secondly**, we just extracted all these nice matrices, and we could just start to solve systems like $Ku = f$ directly using linear algebra.\n", "\n", "We'll see that both are useful. One nice feauture of Fenics is that it implements various source terms, which it automatically discretizes appropriately for the given problem. This is especially nice when working with sources like **Dirac Delta's**. Therefore, we'll use Fenics' machinery to solve for the Green's functions in the following section.\n", "\n", "However, for generating samples the source term will need to be a special kind of **spatial white noise** (we'll discuss it later). Fenics does not have the appropriate mathematical source, and I'm not able to dive into the specifics of the forcing vector of Fenics. To still solve the system, we'll do a manual solve on this system, using either NumPy or SciPy. Additionaly, the matrices we extracted for this are essential in calculating the *Cameron-Martin norm* of a function." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Covariance functions and Green's functions\n", "\n", "The covariance functions are not directly defined, only through the covariance operator. But investigating the covariance functions for a few points **is** very enlightening.\n", "\n", "The definition of the covariance function is the following:\n", "$$\n", "\\begin{align}\n", " (\\mathcal{C} u) (\\mathbf{x}) = \\int_\\Omega c(\\mathbf{x}, \\mathbf{x'} )\\: u( \\mathbf{x'} ) d \\mathbf{x'}\n", "\\end{align}\n", "$$\n", "*That's a Green's function!*\n", "\n", "Yup, and that makes investigating these rather 'easy'. We simply inject a dirac source into our elliptic PDE and let the FEM package compute the solution. What we see then is the **covariance function w.r.t. the injection point**.\n", "\n", "Let's give it a try for a few different points." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(10, 10), dpi=80, facecolor=\"w\", edgecolor=\"k\")\n", "\n", "# A few different Greens function source locations\n", "y = [0, 0.25, 0.75, 0.9]\n", "\n", "for i in range(y.__len__()):\n", " \n", " # Create the solution function\n", " solution = fenics.Function(V)\n", " \n", " # Create a new RHS vector for every solve.\n", " forcing_vector_copy = forcing_vector.copy()\n", " \n", " # Create the source (a Dirac Delta, for the Green's function)\n", " DiracSource = fenics.PointSource(V, fenics.Point(0.0, y[i]), 1.0)\n", " \n", " # Add the dirac function to the forcing vector. Note that if this is applied consecutively on \n", " # the same object, two sources are added! That's why we make a copy of the forcing_vector.\n", " DiracSource.apply(forcing_vector_copy)\n", " \n", " # Solve the PDE \n", " fenics.solve(stiffness_matrix, solution.vector(), forcing_vector_copy)\n", "\n", " # Compute values on mesh\n", " mesh_values = solution.compute_vertex_values(mesh)\n", " \n", " # Plot the Green's functions\n", " plt.subplot(int(y.__len__()/2), 2, i+1)\n", " plt.gca().set_aspect('equal')\n", " image = plt.tripcolor(mesh2triang(mesh), mesh_values, shading='gouraud', cmap=plt.get_cmap(\"pink\"))\n", " image.set_clim(vmin=0) \n", " plt.colorbar()\n", " plt.axis('off')\n", " \n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you might be able to see, although the covariance operators look generally symmetric, the upper right quadrant actually has the most resolution, due to the finer grid. This is okay if the mesh atleast resolves the dominant eigenvalues / variations.\n", "\n", "If we now inspect the forcing vector of the PDE corresponding to the last Green's function we'll see how the pulse is implemented:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAD4CAYAAAD8Zh1EAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAARQElEQVR4nO3dfYxcV33G8e+DjWmB8JoF0sRgQ00r01II24BUoKiE4ECxKW9y1IrQ0kZIWIDomxFVhFKpEqBSCeEWTIkKCGoCLe1WNTKUUlrahnoTwosTTBYTsE0gSwikEi/B8Osfc51Oll3vXWd2Z3z4fqTR3nvu2Xt/PjP7+O65d3ZSVUiSznz3GHcBkqTRMNAlqREGuiQ1wkCXpEYY6JLUiPXjOvDZZ59dmzZtGtfhJemMdM0113yjqqYW2za2QN+0aROzs7PjOrwknZGSfHmpbU65SFIjDHRJakSvQE+yLcnhJHNJdi/R50VJrk9yKMl7R1umJGk5y86hJ1kH7AGeARwDDiaZqarrh/psAV4D/EpV3ZbkIatVsCRpcX3O0C8A5qrqSFXdAewDdizo83vAnqq6DaCqbhltmZKk5fQJ9HOBo0Prx7q2YY8GHp3kP5NcnWTbYjtKclmS2SSz8/Pzp1exJGlRo7oouh7YAjwNuAR4e5IHLOxUVXurarqqpqemFr2NUpJ0mvoE+nFg49D6eV3bsGPATFX9oKq+BHyBQcBLzbv2K7dx6KvfHncZUq9APwhsSbI5yQZgJzCzoM8/MDg7J8nZDKZgjoywTmliPe8v/4tnv/kT4y5DWj7Qq+oEsAs4ANwAXFVVh5JckWR71+0AcGuS64GPAX9YVbeuVtGSpB/X663/VbUf2L+g7fKh5QJe3T0kSWPgO0UlqREGuiQ1wkCXpEYY6JLUCANdkhphoEtSIwx0SWqEgS5JjTDQJakRBrokNcJAl6RGGOiS1AgDXZIaYaBLUiMMdElqhIEuSY0w0CWpEQa6JDXCQJekRhjoktQIA12SGmGgS1IjDHRJaoSBLkmN6BXoSbYlOZxkLsnuRba/JMl8kuu6x++OvlRJ0qmsX65DknXAHuAZwDHgYJKZqrp+Qdf3VdWuVahRktRDnzP0C4C5qjpSVXcA+4Adq1uWJGml+gT6ucDRofVjXdtCz0/ymSQfSLJxJNVJknob1UXRfwI2VdVjgY8A71ysU5LLkswmmZ2fnx/RoSVJ0C/QjwPDZ9zndW13qqpbq+r73epfA09YbEdVtbeqpqtqempq6nTqlSQtoU+gHwS2JNmcZAOwE5gZ7pDknKHV7cANoytRktTHsne5VNWJJLuAA8A64MqqOpTkCmC2qmaAVyTZDpwAvgm8ZBVrliQtYtlAB6iq/cD+BW2XDy2/BnjNaEuTJK2E7xSVpEYY6JLUCANdkhphoEtSIwx0SWqEgS5JjTDQJakRBrokNcJAl6RGGOiS1AgDXZIaYaBLUiMMdElqhIEuSY0w0CWpEQa6JDXCQJekRhjoktQIA12SGmGgS1IjDHRJaoSBLkmNMNAlqREGuiQ1wkCXpEb0CvQk25IcTjKXZPcp+j0/SSWZHl2J0nh9944fcsvt3xt3GdKylg30JOuAPcDFwFbgkiRbF+l3FvBK4JOjLlIap51vv5oL/uyj4y5DWlafM/QLgLmqOlJVdwD7gB2L9PtT4PWApzJqyqePfmvcJUi99An0c4GjQ+vHurY7JTkf2FhV/3yqHSW5LMlsktn5+fkVFytJWtrdviia5B7Am4DfX65vVe2tqumqmp6amrq7h5YkDekT6MeBjUPr53VtJ50F/ALwb0luAp4EzHhhVJLWVp9APwhsSbI5yQZgJzBzcmNVfbuqzq6qTVW1Cbga2F5Vs6tSsSRpUcsGelWdAHYBB4AbgKuq6lCSK5JsX+0CJUn9rO/Tqar2A/sXtF2+RN+n3f2yJEkr5TtFJakRBrokNcJAl6RGGOiS1AgDXZIaYaBLUiMMdElqhIEuSY0w0CWpEQa6JDXCQJekRhjoktQIA12SGmGgS1IjDHRJaoSBLkmNMNAlqREGuiQ1wkCXpEYY6JLUCANdkhphoEtSIwx0SWqEgS5JjegV6Em2JTmcZC7J7kW2vyzJZ5Ncl+QTSbaOvlRJ0qksG+hJ1gF7gIuBrcAliwT2e6vqF6vqccAbgDeNvFJJ0in1OUO/AJirqiNVdQewD9gx3KGqbh9avQ9QoytRktTH+h59zgWODq0fA564sFOSlwOvBjYAvzaS6iRJvY3somhV7amqRwF/DPzJYn2SXJZkNsns/Pz8qA4tSaJfoB8HNg6tn9e1LWUf8NzFNlTV3qqarqrpqamp/lVKkpbVJ9APAluSbE6yAdgJzAx3SLJlaPXZwI2jK1GS1Meyc+hVdSLJLuAAsA64sqoOJbkCmK2qGWBXkguBHwC3AZeuZtGSpB/X56IoVbUf2L+g7fKh5VeOuC5J0gr5TlFJaoSBLkmNMNAlqREGuiQ1wkCXpEYY6JLUCANdkhphoEtSIwx0SWqEgS5JjTDQJakRBrokNcJAl6RGGOiS1AgDXZIaYaBLUiMMdElqhIEuSY0w0CWpEQa61FNVjbsE6ZQMdElqhIEuSY0w0CWpEQa61JNT6Jp0BrokNaJXoCfZluRwkrkkuxfZ/uok1yf5TJKPJnnE6EuVJJ3KsoGeZB2wB7gY2ApckmTrgm6fAqar6rHAB4A3jLpQadyccdGk63OGfgEwV1VHquoOYB+wY7hDVX2sqr7TrV4NnDfaMiVJy+kT6OcCR4fWj3VtS3kp8KHFNiS5LMlsktn5+fn+VUqSljXSi6JJfguYBt642Paq2ltV01U1PTU1NcpDS9JPvPU9+hwHNg6tn9e13UWSC4HXAr9aVd8fTXnS5Bi89T/jLkNaUp8z9IPAliSbk2wAdgIzwx2SPB54G7C9qm4ZfZmSpOUsG+hVdQLYBRwAbgCuqqpDSa5Isr3r9kbgvsD7k1yXZGaJ3UmSVkmfKReqaj+wf0Hb5UPLF464LmnieNuiJp3vFJWkRhjoktQIA12SGmGgSz351xY16Qx0SWqEgS5JjTDQJakRBrrUU3knuiacgS5JjTDQJakRBrrUk7ctatIZ6JLUCANdkhphoEtSIwx0SWqEgS5JjTDQJakRBrrUk7ctatIZ6JLUCANdkhphoEtSIwx0qSf/2qImnYEuSY0w0CWpEb0CPcm2JIeTzCXZvcj2pya5NsmJJC8YfZnS+HnboibdsoGeZB2wB7gY2ApckmTrgm5fAV4CvHfUBUqS+lnfo88FwFxVHQFIsg/YAVx/skNV3dRt+9Eq1ChJ6qHPlMu5wNGh9WNd24oluSzJbJLZ+fn509mFJGkJa3pRtKr2VtV0VU1PTU2t5aGlu80pdE26PoF+HNg4tH5e1yZJmiB9Av0gsCXJ5iQbgJ3AzOqWJUlaqWUDvapOALuAA8ANwFVVdSjJFUm2AyT55STHgBcCb0tyaDWLlsahvG9RE67PXS5U1X5g/4K2y4eWDzKYipEkjYnvFJWkRhjoktQIA13qyRl0TToDXZIaYaBLUiMMdKkn71rUpDPQJakRBrokNcJAl6RGGOhSX86ha8IZ6JLUCANdkhphoEs9lXMumnAGuiQ1wkCXpEYY6JLUCANd6sm3/mvSGeiS1AgDXZIaYaBLUiMMdKknp9A16Qx0SWqEgS5JjTDQpZ7K+xY14Qx0SWpEr0BPsi3J4SRzSXYvsv1eSd7Xbf9kkk2jLlSSdGrLBnqSdcAe4GJgK3BJkq0Lur0UuK2qfhb4C+D1oy5UknRq63v0uQCYq6ojAEn2ATuA64f67ABe1y1/AHhLktQqTDpedfAob/+PI6PerbSsF771v1l3j9ylbfgF/ow3fXxtC9IZ6xVP38JzfulnRr7fPoF+LnB0aP0Y8MSl+lTViSTfBh4MfGO4U5LLgMsAHv7wh59WwQ+49z3Z8tD7ntb3Sqdjw/p7cOirt/Pz55y16PZvfecOHnLWT7Hp7HuvcWU6U93/p++5KvvtE+gjU1V7gb0A09PTp3X2ftFjHsZFj3nYSOuSpBb0uSh6HNg4tH5e17ZonyTrgfsDt46iQElSP30C/SCwJcnmJBuAncDMgj4zwKXd8guAf12N+XNJ0tKWnXLp5sR3AQeAdcCVVXUoyRXAbFXNAO8A3p1kDvgmg9CXJK2hXnPoVbUf2L+g7fKh5e8BLxxtaZKklfCdopLUCANdkhphoEtSIwx0SWpExnV3YZJ54Mun+e1ns+BdqBNiEuuypv4msa5JrAkms66flJoeUVVTi20YW6DfHUlmq2p63HUsNIl1WVN/k1jXJNYEk1mXNTnlIknNMNAlqRFnaqDvHXcBS5jEuqypv0msaxJrgsms6ye+pjNyDl2S9OPO1DN0SdICBrokNeKMC/TlPrB6FY+7McnHklyf5FCSV3btr0tyPMl13eNZQ9/zmq7Ow0meuUp13ZTks92xZ7u2ByX5SJIbu68P7NqT5M1dTZ9Jcv4q1fRzQ+NxXZLbk7xqrccqyZVJbknyuaG2FY9Nkku7/jcmuXSxY42grjcm+Xx37A8meUDXvinJd4fG7K1D3/OE7rmf62rPYse7GzWt+Pka5c/nEjW9b6iem5Jc17WvyTh1+1sqC8b+2qKqzpgHgz/f+0XgkcAG4NPA1jU69jnA+d3yWcAXGHxo9uuAP1ik/9auvnsBm7u6161CXTcBZy9oewOwu1veDby+W34W8CEgwJOAT67Rc/Y14BFrPVbAU4Hzgc+d7tgADwKOdF8f2C0/cBXqughY3y2/fqiuTcP9Fuznf7pa09V+8YhrWtHzNeqfz8VqWrD9z4HL13Kcuv0tlQVjf22daWfod35gdVXdAZz8wOpVV1U3V9W13fL/Ajcw+CzVpewA9lXV96vqS8Acg/rXwg7gnd3yO4HnDrW/qwauBh6Q5JxVruXpwBer6lTvCl6Vsaqqf2fw9/kXHmslY/NM4CNV9c2qug34CLBt1HVV1Yer6kS3ejWDTwZbUlfb/arq6hqkw7uG/i0jqekUlnq+RvrzeaqaurPsFwF/e6p9jHqcurqWyoKxv7bOtEBf7AOrTxWqqyLJJuDxwCe7pl3dr1JXnvw1i7WrtYAPJ7kmgw/hBnhoVd3cLX8NeOga1zRsJ3f9oRvnWMHKx2YcY/Y7DM7oTtqc5FNJPp7kKV3buV0tq13XSp6vtRyrpwBfr6obh9rWfJwWZMHYX1tnWqCPXZL7An8HvKqqbgf+CngU8DjgZga/Bq6lJ1fV+cDFwMuTPHV4Y3dWMpZ7UzP4yMLtwPu7pnGP1V2Mc2yWkuS1wAngPV3TzcDDq+rxwKuB9ya53xqVM1HP1wKXcNcThTUfp0Wy4E7jem2daYHe5wOrV02SezJ4At9TVX8PUFVfr6ofVtWPgLfz/1MFa1JrVR3vvt4CfLA7/tdPTqV0X29Zy5qGXAxcW1Vf72oc61h1Vjo2a1ZbkpcAvw78ZhcIdNMat3bL1zCYo350V8PwtMzI6zqN52tNxiqDD6J/HvC+oVrXdJwWywIm4LV1pgV6nw+sXhXdnN07gBuq6k1D7cNz0L8BnLwiPwPsTHKvJJuBLQwuzoyypvskOevkMoMLa5/jrh/afSnwj0M1vbi76v4k4NtDvyKuhrucRY1zrIasdGwOABcleWA35XBR1zZSSbYBfwRsr6rvDLVPJVnXLT+Swdgc6Wq7PcmTutfmi4f+LaOqaaXP11r9fF4IfL6q7pxKWctxWioLmITX1t25ojqOB4Mrxl9g8D/wa9fwuE9m8CvUZ4DrusezgHcDn+3aZ4Bzhr7ntV2dh7mbV9aXqOmRDO4k+DRw6OR4AA8GPgrcCPwL8KCuPcCerqbPAtOrOF73AW4F7j/UtqZjxeA/k5uBHzCYn3zp6YwNgzntue7x26tU1xyD+dSTr623dn2f3z231wHXAs8Z2s80g5D9IvAWund+j7CmFT9fo/z5XKymrv1vgJct6Lsm49Ttb6ksGPtry7f+S1IjzrQpF0nSEgx0SWqEgS5JjTDQJakRBrokNcJAl6RGGOiS1Ij/A4ficqlAebt5AAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(forcing_vector_copy.get_local())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I think that the authors of [1] have created a very nice and useable prior using $\\Theta$; we see that the covariance near the center of the domain looks like simple Gaussian blobs, while at the surface the response becomes very layered. Note however, that the **absolute value** of the Green's function increases (i.e. the variance), according to the authors as a result of the boundary condition. What this means for the prior is that we can expect larger variations at the surface. We could correct for this using a spatially varying $\\alpha$." ] }, { "cell_type": "markdown", "metadata": { "scrolled": true }, "source": [ "## The good stuff: sample generation\n", "\n", "Now, to generate samples we need to 'randomly' force the PDE. We can do this with scale-invariant Gaussian noise, also called a Gaussian free field. A few other names for this field (if you want to Google) are *massless free field* or *Euclidean bosonic massless free field*. If the GFF is subject to boundary conditions $u = 0$, then they are the n-dimensional extension of *Brownian bridges*. Generated GFF fields are used as the source term in the PDE. \n", "\n", "Now this may seem like an abstract thing, but what we do is use the FEM mass matrix $M$ as a covariance matrix. To now generate samples from random spatial noise we need it's matrix square root $L$, s.t. $L^2 = M$. **This is the main expensive operation of GRF sample generation!** \n", "\n", "I'm not sure how to avoid this operation. At least in the spectral element method, this is cheap, as $M$ would be diagonal. Generally, $L$ will **not** be cheap to compute!" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 1min 9s, sys: 29.4 s, total: 1min 39s\n", "Wall time: 8.94 s\n" ] } ], "source": [ "%%time\n", "massSqrt = linalg.sqrtm(mass_matrix_sparse.todense())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Constructing the combined operator\n", "\n", "After applying the spatial white noise as a RHS term we still need to solve the PDE. This can be done in a number of ways (as discussed in the next subsession **Generating a sample**. One of these is to construct the combined operator for generating spatial white noise and solving the PDE. We'll see that this method turns out to be the fastest way of sample generation, **HOWEVER** it does require us to generate one additional dense matrix in addition to the square root mass matrix. Computing the combined operator can either be done with direct inversion or a sparse solve, the latter being faster in most cases.\n", "\n", "Again, in the spectral element method, the combined operator would be sparse, and therefore *even faster* to apply." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Option 1: direct inversion" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 12.5 s, sys: 1.55 s, total: 14 s\n", "Wall time: 1.28 s\n" ] } ], "source": [ "%%time\n", "combined_operator_1 = linalg.inv(stiffness_matrix_sparse.todense()) @ massSqrt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Option 2: sparse solve" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 787 ms, sys: 538 ms, total: 1.32 s\n", "Wall time: 414 ms\n" ] } ], "source": [ "%%time\n", "combined_operator = spsolve(stiffness_matrix_sparse, massSqrt)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Checking the sparsity and equivalence of the resulting operators:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Are the resulting operators numerically equal: yes.\n", "Number of non zero entries: 4145296\n", "Number of non total entries: 4145296\n" ] } ], "source": [ "print(\n", " \"Are the resulting operators numerically equal: %s.\"\n", " % (\"yes\" if np.allclose(combined_operator, combined_operator_1) else \"no\")\n", ")\n", "\n", "print(\"Number of non zero entries: %i\" % np.nonzero(combined_operator)[0].size)\n", "print(\"Number of non total entries: %i\" % np.prod(combined_operator.shape))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Generating a sample\n", "\n", "Now to actually generate a sample! To reitare we need to:\n", "- Create spatial white noise\n", "- Solve the PDE\n", "\n", "We can do this in 3 ways:\n", "1. Create white spatial noise and solve the PDE using a sparse solver from SciPy;\n", "2. Create white spatial noise and solve the PDE using Fenics machinery.\n", "3. Use the combined operator we just created, which is **dense** for FEM, **sparse** for SEM.\n", "\n", "Let's try all these methods. First we'll use the same L2 random vector to see if we actually create the same samples using all three methods." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "random_sample = np.random.randn(combined_operator.shape[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Option 1: Use a sparse solver to solve the PDE" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "5.17 ms ± 95.4 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" ] } ], "source": [ "# Generate spatial white noise\n", "forcing_vector.set_local(\n", " massSqrt @ random_sample\n", ") # replace with numpy function for actually random samples\n", "\n", "# Create sample function\n", "sample_method1 = fenics.Function(V)\n", "\n", "# Solve PDE with random forcing\n", "%timeit sample_method1.vector().set_local(spsolve(stiffness_matrix_sparse, forcing_vector.get_local()));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Option 2: Use Fenics to solve the PDE" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "5.38 ms ± 80.2 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" ] } ], "source": [ "# Generate spatial white noise\n", "forcing_vector.set_local(massSqrt @ random_sample) # replace with numpy function for actually random samples\n", "\n", "# Create sample function\n", "sample_method3 = fenics.Function(V)\n", "\n", "# Solve PDE with random forcing\n", "%timeit fenics.solve(stiffness_matrix, sample_method3.vector(), forcing_vector)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Option 3: Use the precomputed (inverse stiffness * spatial white noise) operator" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1.7 ms ± 135 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" ] } ], "source": [ "# Generate L2 white noise\n", "l2_white_noise = random_sample # replace with numpy function for actually random samples\n", "\n", "# Create sample function\n", "sample_method2 = fenics.Function(V)\n", "\n", "# Apply the combined spatial white noise and stiffness operator\n", "%timeit sample_method2.vector().set_local(combined_operator @ l2_white_noise)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Whew, what a difference (on my machine)! It seems that the combined operator is the way to go, as it avoids operations that can be precomputed. If we would need to generate many samples, this can be a life saver. Let's see if the samples are equal." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Asserting the equivalence of all methods" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Are all the samples numerically equal: yes.\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(10, 8), dpi=80, facecolor=\"w\", edgecolor=\"k\")\n", "plt.subplot(231)\n", "fenics.plot(sample_method1)\n", "plt.xlabel(\"x\")\n", "plt.ylabel(\"y\")\n", "plt.title(\"Sample method 1\")\n", "plt.subplot(232)\n", "fenics.plot(sample_method2)\n", "plt.xlabel(\"x\")\n", "plt.ylabel(\"y\")\n", "plt.title(\"Sample method 2\")\n", "plt.subplot(233)\n", "fenics.plot(sample_method3)\n", "plt.xlabel(\"x\")\n", "plt.ylabel(\"y\")\n", "plt.title(\"Sample method 3\")\n", "\n", "\n", "plt.subplot(212)\n", "diff12 = np.abs(\n", " sample_method1.vector().get_local() - sample_method2.vector().get_local()\n", ")\n", "diff13 = np.abs(\n", " sample_method1.vector().get_local() - sample_method3.vector().get_local()\n", ")\n", "\n", "plt.semilogy(diff12, \"-r\", label=\"sample 1 vs 2\")\n", "plt.semilogy(diff13, \"-k\", label=\"sample 1 vs 3\")\n", "plt.xlabel(\"Parameter node\")\n", "plt.ylabel(\"Difference\")\n", "plt.legend()\n", "plt.title(\"Sample difference per node\")\n", "plt.tight_layout()\n", "\n", "print(\n", " \"Are all the samples numerically equal: %s.\"\n", " % (\n", " \"yes\"\n", " if np.allclose(\n", " sample_method1.vector().get_local(), sample_method2.vector().get_local()\n", " )\n", " and np.allclose(\n", " sample_method1.vector().get_local(), sample_method3.vector().get_local()\n", " )\n", " and np.allclose(\n", " sample_method2.vector().get_local(), sample_method3.vector().get_local()\n", " )\n", " else \"no\"\n", " )\n", ")" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 21.9 s, sys: 13.5 s, total: 35.4 s\n", "Wall time: 11.4 s\n" ] }, { "data": { "image/png": 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PnrZTu/Oy+y5Ff0XgdDMwOC0AdbDqGGIXjCePNnSDZ9X2nJ70BB8ITiepq9M1xyenGFF7tj68iRsiwfMeRBi6Pmfweh8IzmGsVdfvEIng0AEQfI8foi19GjB1w5d+zuv47n/0l5/p22HCM4SJ3L3A8NiHH+H4v/4YL7lWUe/vF8rbSNg0dq4GW2swcemajWVOsgJnrGbIGm0jHLImJoVrNj7OLcJgjLUr1Dti7F10AZA6SbBN1FIQb06cJWih42KjsWwK44hi6ZKs5GWX7NbB2VbxIglLLlw/IG6ILluHDKre4V1uHSSuy3F9wY/nCQhi47V5l8cX4rGD97hqhjMNfn4JM1tg64aWWg1yEHoxOFMxDIEbH/o1XvcZnzoVSp4wYQf/5b+8i7/53T/JBx+/wY3HP4q1lqqymdhV1tLUFfPlAmcq1g5aHzKhs1V1LvbO1jXL5Yym0n1Lgmf8gBHBWMNiMS9UO5NVu6Ti5cQFU9N5JZaNMVgRvPfa89oH/OCZ1ZZZZWhqS1NpbJ4Hru7VVFZVNk3OGCe0Eh8I6tXYDI6zzmFE1byjdYcRoR88Hz1p2XSOw1VH22pVgNoIvnc8cbihd4PW3Ds5pN9sckyfnc1YHR5lEyrGEJy6nF3f44eO4Hq1+0OHdwN+GDBVhaka2pObT0vRM1XF73nDq3j7//31z/YtM+HjxETuXiA4PTnhsR/+fl72QCxfUhC6c3/G4E0Fts6lTsTGunWFGzYTwapIomCb4OWkigtUu2SAtHDwKLWp8nbrDKwQXZ6Z3BUJGXLueQpDp10opCBuiXzGA6cVJZCjVqilUFIiRswoEz+A6zFhIDhPEE3mkKElZ9cGT3CDqnqDi0HIcXyVJl7gk2tXSao3FvauglGXkLc1RvQz2ZgGjGHA4uyMAcP1Dz7Eyx98Ndfuuvbx3hYTJtxW+PCHH+V/+d/fyrve+wG8c1TWUldK7C5a7i0XUDc4W9FTsRo0ZMIkcldV2OiOnS8XzJsqx9plt2xtqaI9qeua5d48q3WZ1BXqXVUZJKhibyHOJYMqZ0FtTfAau7aoTSSTSiTrSksvzRp9bI3gvM6Z55XGNjvvaYeUSKZWbNPHygXA4DzH7YAPAecDh6ueujIcnHU8edyq29V5Np2jdZ6TVcfx8Qmnh0cIQr23ZGg7VjcPCGKo53PN6u2dlgzF4J2jW2/UNbs51Y5AVQz3cY7NyQF4x7A5BbHjBygUoTLF09byWQ++gn//D/88L77/nufobprwVJjI3QsA7/2+t/LqewWzUNerSy7THdWu/PNilbQZGwmekjyzo+R5q0kU2RW7tYyzuuAzGYwl4bKhKbctoWrcxddzTrlLM1ZGYphInSkIo4mPR4KnapkpT5TdqYV6B6TCx8EPkbAmoucQ12lOSHTjhr7NY8G7kdwl9W/o9Pno6hWJ8Ymg8XrJHV3PoWoIfQfLS0g1I1Q1g53hxNCbmbrFxeADPPrrD3Pvi17ES18+FUiecGdhtVrxp9/0T/nZX3mY1ckpdV0xa2qEoGTO7hC7+Hg+q6kWC7yt8abC24o2GFa9MqYUh1fPGhbz0R2biV1U7ioDeMdyuaCu1RVbR5Wwtoa6MtTGUFmhMgZrhMoEDNA7H8lcwPti3Xlm1mRiN4vqXVPbXAJKRGgsVLGNmQ8afhKAzeBigXXUdgn5NULgYD3gQmDTDbQuMPiAc56zzvHkyYa6tvRDoBscfT/w0CMH1M2MTe/wznF04xBb1/hhoFtv6Ns+xy8O/UDfevqu1w4eYgje5b9hcwbe061OcN1KJ+Cmih4MVfkuUvZEDK//5JfzL//Wn+b1r//k5/IWm7CDidw9j3jX23+I18yOqPavkAoHh1hkd4Ckp2e1royp8xKzXwv1LpE8ia6FVPZjW7VDg3LjGJJxGd2uT63K6TFC3j8lTZzbJnCe3EmxjxndEikSz0js7xjUqBI8iK7HkD+yK5ZY+DhQqHs6m0418rLy5z1CKpsS1F2LV6I4FHWjomFj6DTbLZUPiOQPyO3W8psp6oaR+R6hnmmc3+IyvpkTfKC3SwxKnvtqiSPw+KNPUtcVn/KGT3nK93nChNsBX/31384Pv/9RDp54krqpaeqKuq5ZzDWj1Q9ui9BVOwrecm9JsDXeKrnzpmIwlo0XNi5gqorFclEQO7Ol3M3rikWjsXJ7TaUKnQiVFWwsWGxN/MvrSsgWlUEIDIPHRbUukTvnPLWRrNKNCp6qeT5AVZlsOgJQG+13DToJdioEUhnooiqp22m83kk7YGVMRRu857h1bPqBm+ue040qfBLg8aMNJ+uettdxtc6x6jynm46jg2O8Rwnm4Bi6nm4zMPQexDIMXku3uAHXbRjWZ/ihw7Vr+m6tk+agU37v1H3br89iPT0Zi9AniPDKlz/A3/9zX8gX/6EveG5vuAnARO6eF/ziO3+OV5x+kPld18BE1ykp+1WzMgexMYzMnSN4Wb0ztiB3SuowlRIQY8FqEc3MiShmhnHdbZGwkuDdevzlLZMTJDhPCsuEW4nsLCCIBAxqQMdWZOqWTYbMGHWJjC5d3WYr4SL4zPokumZJGbYpgYKAoIRPH4P4Yad0is8JGcE76GOF+KGPyl5PcA5xbje4MC61YHKwsSRBMwdTYaoKP7sERtuiOVMRbEVXLfEIj984xq9O+PTPeuPHcfdMmPCJgbf8g+/hX/38wzzyoQ9TNxVNXVPXFU0keLNZzeXlHCOCG3qMMZnQKdmrlNwtGqSZ4YxlMBXOVDhjcVLRi6XFsFzMWM5qZrVhUVvmtWVRmxgTZ7m20OK+BJjVmhUbgrYZs4aC1CWSN5I7K2AjveoHr+pbJHiGwKyuqKNLtrFRxavUA+HEMgRNKKsleS2017VWEoD1oOcKIdB6TwhQ5cQuJYC9U3IpIjgfOOkGfQ64ftpx1jmO1z03TlqWtaqST560HK17Vr3ncNVythm0k4ZzDN1Au9aafq7XBBLnAs4F+q5jc3IcCZ2Wj+o3K4J3+E5duSLC0LWIgB8G+tXRLe+DF7/0Jbzpiz+bv/CVX/zs33QTMiZy9xzi1x76De59+Gdp9vfH8iXIheTOicGjnRS0PptsKXdJvQtVM7plC3KHqTRLlqLwSOIicd2HcAtyps/eSsXbJXcltpIm8jJktmiK5AyDJlAkN61m1cZzS3TTpjGEkImewceyLDollsheg09EbnTXhpRBG+MAzxG6EDThIiVh+FijKgToN5ngiY9qYLcZ4/XSe1G6h+NYsRWyt6+Eu1kq2bQ1rl7QVzOQio1d4IPw5OGKq8sZD7zigY91C02Y8ILHv/veH+Pr/9VP8dFHH6eqKppI6Opa15N61zQ1+5cXmkSRCggHipg7JXezpmK2WOKsEjtvqnHdVkhVc2muCWNNZZhVqtzNal2/1FQsaoMPHu89jY0kMvaPDYzkzkRil0jesjZUcdJZiWAkZCIUYpxvU1fq1q0s88pgRGPzDGCsxYkqhaBWozKSbY8XYfBjnDIp6Utg8BLLrMAQO+ik7FsXYN2rW3fwns3gOFj1nLWOWWXZdAPXT1sO1wNnnSOEwNGm5+Zpx+mmww8xxi94VsetKpPO5+SUk+M1/XoFBDWJzuM6nfT23Qrfd4jVtmrdyU2GbsOwPokxe8OFfXZf/NKX8sN//8/y2td90nNxG97xmMjdc4AbN26weecPcc9LrhFMrDUnqYfrjnKH0S+8WBJ98UHrNKm8ZXdi72qoqoLUqXs2GItPgbD5Iy5ds9pyazcGbhsxCeKCl9Jts3vzBJS0JVuVXbFF0kSpHFqhIHeJ4MXRxti/kgBKjMnTsOCAiapdLoycyFXszZiyaUPuYuEQN2ih4zhgE4shh1Q+xYiqeKsjGLTjRSqtEoae0LdKBsv3oiR56fwBzPIyWKula6Ki5+o5vl7QmwpPRVstae2cJz/4q3zW75y6Xkz4xMR73vMB/tK3/xDve9+vYkVDSlSlq2maqlgfH1++tKCpLFWlalNwXhMtCrdsFRMrQtWoamcrvLGZ4F1aNFhR96kxosSuMpncXV3UMYxDY+YM5PIltdX4OlCbXBI7a4SFESrLSPCM5EnpMHisqKuzqQyNifF0IeCDloCy1gBKXtVBob6EsrWiR4jlRosSUfqcQ21gG4TOpxAW/e88bHqPC4H1oEkOnfOse89p6zhZ9xyuB2ordM5z/axj1TlW3UDnPEYM627g4UcOGQZP3Vh8EHqnCuVm1dGuN5rA4WHoeoauV7eseEQstp7h3EB7ckNj9danDJszhm6D6zbFb4/CVjVf8gWfzvd8y198ju7KOxcTuXuW8dAP/Fte9mKthxYQHKlUidIgH9W6RPTOkzvJcXE+BfxfmFhRumMrfZ5t8pV5D2hAcEHccoLBLfyxWUGL8BfcNr54KhOxHfKWzNOWYsh2QoWYURVLZQQy8YvHtYR8PB1fJKohRgSWhFYS6UJr4LkB0JlryqoNwSHBaFHk5NbtN7HQs1dXbb/RGemg/R7pWiBl0CWXb+pzWyic1iKzBWa+zHUJqWfZRdvWewyNum9X7UB/fMBr3vCGp7qtJkx4weDo+Ig/9Y3fzX/7pV+jbzc0dcWlvQVNU+MCUbErCF5TZZJ35dJCla+YuVrHHq+u77FFJu1i3mBn8x3lzmo3isbGSSBAoLImlyjZayx7jfZeTWVMCJ5ZNZK7KmXNGsGHMfbXiDCvhDqpeaIkrxKYWaGKxQWc0ySvEDPqE4m0RvR6kscAiaEpcdqcJrHRZomovTfJqomgU3oT7T9KaoOMKp4PUXkMdB467/EBVpHgnbUOT+BkPXB91dEOntoK18861r1j3TuuH661MLQRDk9aTqK7tuscbvCsVi1ucPjB0bXqknV9j4jV6wke79Xd254e0J0d4vuefrPC9don1zu39ftx5a57+K6v+cP8oT/w+c/JPXonYiJ3zxLe+4P/kVffHbB7l+KXUyPHXGx/levMxRmjl9FNG0Rj7rwYPBBi7SRPyhFw2U3rjVE1MMXe2UrJY6HSbUFUOnOF/F8SvKcKttPRSuk92Fbwdo6VjjeSt3ScwrAVp8wqYTpGJIZbJE7GmlE2kcdMFUdCp3S5dCGHnHwRgkNifJ7EdmW6SSyfktrz+EGVPA0sgb7Vv24DKWOsW+ftQwhKHKOCp4/j/rZG5gs9h62QeobUDd5UrOdXGeb7StIRBtNw89FHeNVrXzvVyJvwgsaf+tpv4x3v/zAnB8fM6ioSt4rLl5bM5jOqumLwXt2zBalL65f3FixmlWbLFmTLijD0A8YIVUxUmMes2aTYBVuxN9dSKGnymWzMLLpnry5rTKHapb/aiiqGNmXJmuweFqPZ7dYIM6vkrhKYGU10MBKyPdKkLl+QnBA5XKAmTVTz1jHRLHkVxglzmsiOJmy0395YnfRrMLJOygWMaNkVT+xAgbpoXRB65zWRQwKd08zbg3VPbQyrfuDx45ZVr3bvYNURAiybiuN24OCs42Tdc3DaMvT6vp2stMhxCNC1A6539K0j2zkx6rJtz+hXJxhbazLG5pj25Iju7BTXd1sEr2pmfP5nfgrf/y1fyXKyc884JnL3DOMX3v42Xru3prl2Tb90jN0fVLnTgsLJFYvsELyo4Ln452Nma3bPQg7oRSgSK5occ5dUO9gld4GUb69y/+j6fDrqXYKQlLsd5S8TxFGJG2PTdrYrzje6YbeJoMSD7W6X25qZRPyU2JXKnu45Xr1kEhqJYEjZtjqTN66PsXlDZK6CuHaM33MxuHjotS9t36qLNqDKYLvSOnlDp4TOu5HsJd6pg9ZSNYs9zGyhyRbG4maXNaO22cPN96GqWXWO9c0nee2nffpTfh4TJjzX+Io3fRs/8dBHuf7oEwVpi/F1dcWVSO6apo4EL2CtLdS7Oit8i1m9VZYkkzxjcIPGv2pixVxr3pkKby3zWUMdW4YlD4Fm1muniL2Z5XJW7WIZk6jgSUqEiOcpiWVy1QaExgpzK1hTVAfdCr+Iz2fFPnXBUXs02tJoBGL3CF0PsU+3gHPRMo02KxBANAYu9+sR7euNSC555SVVV2D0/PhALYEBQ+80Xq93mml70jqePOv018kIv359xaKxeNHs3HXvOV73HJx1HJ71DM6xFyRaFGAAACAASURBVJW962cd63bg7LSjbx3tusd7PY7a+KD19JwS89XB46wPrtOeHTOs17i+O3cv3f+yB/imP/Y5fMWX/0/P0t16Z2Iid88Q1qsVT/74f+T+V9xHNC/Z3eqRrMo5UXKXXarEXq0hbMXSOYxui5K6VDZyaz0alFC4ZlMSBWwTu631+JH/ZshdiBmvVnaJ3cWP84nyatjOyqXYfmvfsOXStckgFocTES0nFTTWBgrX7Tjg4vTJfOpMM0QXSYqnE+9iL9o4Gx+6aIe10LF4p8WS3Qacw/etBmSnDFs3ELqVumu9Fk5m6EmFkVMR5FwDa3lZYyQlYKoGZxu65V34+WVCNSOYGl/NOLpxg/te8hIu7+/f8nOZMOG5wNHxEX/8b3wPP/fz78MKuV6d/o3r+/t7zGZNTJ5QgucBSXF4keQtlzP2FrNtUmftlrsU73HDwKxpqBfqmpWqZjmrdhKvRmU/hMD+vKIynCN2ScU755rdIXnzOiZCJJktZeUX5E5Szaeg8bwp3hbnModTl6vJ26TJaELyO+gknzGkpPxpNtEbIxAS4QvjZDFEO5S8NlkdFJsn+50L9C7Q+cCm96wGz6rzXD9rMVYJ4XE7sOocg/PcWPWcrAf84GkqQzt4zrqBTe85XPecnLasz7TFWd/HJJOQYpBVtQx+4PixD9OdnTB0azZHh1pXb5d2iPA/fO5n8G+++cu4656rz8Kde+dhInfPAB764Ie4/9F30dx9d1Toojs11a4r1Lst5S62CfNi9UsLsEPutmLu0NmRT+skj+AApiaYCrdD7HYJXg4DO0emSuXtYnKnhXyTS4AdpWybIJZkrYQU+yU1TwsX647bRlqNoKAkLil65S2bSqlYZXn6XAjFu5DWt0cyusWT7Q4E7zC4XDZFXI+JmcoEp4qcMUi3Qfo1YVBVTolgC8OA79d6YeszQjdm22o7tGjGrR0/mKpGmpm6bYFheRW/d007kPgBv3c3Q7OkpWLz6If45E//rAs/mwkTnm289Xv/E3/re3+exz78qNaUa6yW/ihIXdNUzGold82soW60pl0d1bpkt5pICheLGZeWi0yqMsmrxhi8yhoMgb7rmS/neFtzaVFTx/7WRkZSp8kO6jqtjU7kdsldqkBgBe0qYUu3rCZHzDRTAmIZk0ToUmZ+Uv5Tt+7cMSe2KUy+mt1EK0m7l8YxTjSzmzYVB071O1McMTK2hzRWj5EOkurMidFTyhjHja2ynfRBawN2QTtn9N5zcz3Qe1X3zjrH0WagqQwfPdnwxEmHDeAFeh846wZV7jqnvXBPW46OWtpYM895jzGC65X0GqufwerwBqubT3J2/Ulc37M6PBivs8De/hW+7o98Ll//v/6JZ/z+vdMwkbvfIt77I2/nNfcaZLbIJE5jICiyYPWr7jFad87YLXI3qngjwfNicFKdj7mDbVct5KbUvlDtngpjZFokTOapEytCcsEWs2QT3Qm7Ltm0TF0ldtU7w3ZXCkDr3cl2ORQbx5XHKalnRqpvl8aceuGWhI/sOkluDm2flsicricdMKmRqrCNBjk6yaNiF1uTidUEjG6NDC2pHAvdRnvahphRuz5VQ79ZEfqNjqosmJxHqjXyZL7UMYklzJYQ1Vh3+R6GxT6DqQFD5zyLquKu++//mJ/zhAnPFL76f/tOfvAXPkTftqrQFa29mtoya5otkrd/eRnJXZ3Vu7rRMiiIYfCBpqlYzBuuXFreUrkbSV50lXrPYjZT1Y4xSWs3aUtjcjVL3nmvXSbCjms2hNi9YiR3i8pGe2SijYh2I5O7C1yyyfaEWFYpxPqaIZHA6C/wRVefOCEOYnJcnnoRYuH1TB5HcpjLiySbJ1rwPeQ4FLtViyoJDSHWQE0tJocgDAg+llhxCGsHq95x2jlWnWNZW9a9um8P14NuFzQ+b/DaFm0de96KwM3jDScnHZU19J2WZul7j62MepiA1eEBBx/+dYauZXN6zPrgYFQ9C4gIr3j1K3jbW76cV7/m5c/ULXzHYSJ3v0mszs44+ekf5K6X3T+6U5Hsgh3nbpHsZeVuLFOS+8Rmkpfq0oVI7uw2sQua4+mTehfiHzrrKl2et0L5aZcfvKEgebAV6BuQLaWuLFliLiR4kpW43dGUbtOUBbtV5kQklkcBSXF6Rki0VZIrtVTkVOAj5OfGi03GV0lzYUTj50TeQt8bn2rfEbRnZUnuYgxN6LU9mfE9xscuFrGbhQQH3YbQrWFwhPWJrnuv1dwH7XebxpJm/cT4GU22qDUWp2rwy6v4+RWCrfD1jKFe0jaXaZ94lFf+tikWb8Kzi+vXD/gTb/l3vOeXHioIXcWssfFxpWVACrds09Rc27+UiV0da9uNj2vEGobBMZvVXL28VxAsbf+lpVFsbgumsXFaisQWSt1od7Yfp3IlKQaPEEleLELso8KWat7V0Q07xslFWxHdsqN6R0H00kStJHe+2K54PSpzGpoBWYWTVAYl1tzLJZtCnFCmup0+G6lQ9tvOSl88flTqiOMOKTvfaEkWgGAsztQMXn9nvBicF1aD57QfqCPZPNkMtIPnqFPS1zmvpVfwDC5wc9WzabU12uFZx+m6Z3Ce9Xqg7ZUkpmtOb8nm5IT27JSzm9dZHd6k37S4tqVbn51T8i5fvcIf+V1v4J++5SufiVv5jsNE7n4TeP8v/TKvPHsIe1XdsD7F1iUXbLGuLtVUnFjwph5r2xWkbvs53XdAEyoc+gVRMhdyIUsleFpTSRU4s01u2CZwsO3SvOj1lGVqTHQVFG4PNZpyntyxrfqVZA1GJTCTuviaiR0qRGTMfE0KXzTYGnsXl9HIbRnIIhs2kdBo54r3ImQDmmfMaUYuybGi3Tp8zKI1YravwccYmkTS4vskrkNcr7Ns77TUSnCEdoMMG3x0z9KutOJ7TLag7xjJXRqmlrmRqlL372yBVDPEVvh6zrDYxzcLuuXdDLZhaDeEtuWBVz94wV06YcJvDf/ku36Qb/2JX+H6Eze0jVeh2I3qnRK9uopELyp3165eUndsXVFFQpdctFUkfFp+w7K3nI2JDUbyn01LSesxnCR990oyt2OHjIRI7qJtTFPtoOQutRMzAotaW5MltY5kG7aWbLlXR5csbM2YvcvTxy1DlN2zow3SAZt8iFSLT4VCJaQS+2Rvk77YfrF09ZKnsLH/dewTbio9h4k1T8UQbBV/oyzB2igYaOeL1qmS17vAWSyS3DvPwWbgrPV4Apve0frA4AInm46zznO46lh1A8ernr71sW9u4GgVk85iXLR2w3CcHhywPjqkPT1jdXCTdnUKPjC0q1jTdcSnv/H1/IM/83v43b/7t//Wb+o7CBO5+zjx33/k/+U1L9vXJtZR5vbcityl2DudAbookWc37EWuWTE4LC6ROMbK5KnpdFLqQrGN3XGTlig/4AvJXTi/HYwFhsuYlqTKnctQK8hddqeW5I5t10kmbDG2TvcPeQa+pegBqYWYbI0/bK2V1x1S/AqjW2RLuUvxKdGAq7s7ur1z7Sg9RpmAolmwDoP+GJjg8DEZw7oNMmgVd1yvZVJcB31P6DeE00Mldk5dtwwdmWjGIsp5pm4szPeQukFshakbQtUQZnu0y7sZqhk+Ztf664/x0jd8xgV364QJvzl8+Tf9C37k3R+mNrFuXKHU6Xokd82o3s1ivN1s1nB1fy+rdLukLrtqmxojJvd0rcxYQLgS2Vo3ApUVJWkhdavZUe8ysYtlkrLvZFwfn0vEKE7kzGhpttyxcIF6t+OS3TKi47GTJyHbn7h9TqxKgw4pdIRM7LItC7EHNtk4RddvmuhG25it5+ilUJdvRR5dVPGCWD1PaokoJnuEMBW9D7TOsxlC9mhsBs/gNSbvxrpjM6iosBkcp+3A4ANd7zlrBx4/XMcCy46zduC07bECg4Ohj3GPLtBuOtYnJxx95GG6dkO3WjFsVgybs+iCHu37bDbjLX/mC/nLf+FLnsnb/LbGRO6eJk5PTul/4Ye5/OL7Sb1C1SUaC0yWRG93CeQCxqa+ON7OaLuxIdUsiu7HLVKXVbtinXBOWTvH7gpc1DrsIletGsmxptx2rF0RwLxFztgil+V6VTC98tiluxfU/uR4vaAp9iYOUjNZSyO5azRBjMlML206EruEFAeJErzoGsnmOgRcJnRRCqRwmxQ/JAyaLSYG6qFV5U4EhlY7YXQrcL32p+02sD4hdK3uB0jwhMFFNZAx+SJ9MGKQ5SWknoM1iLGExWX6S/fiqhl9vUeoGobjA1784Otv/cFPmPA08KFf/whf/R0/yS9/4CM0Fi4t6lxk2BqoK2FeV9EFa+N6VPIqTa5YzBr29y9RNxVVXeeEijq3HlPCJ6havkXsZFTtttfJ5UgE/d6c8xoUE00rI4nLBc53yN3oso2GqCR28JTqXWmHkutRQ0kSUYvbiW6TCVtpbHds0hbycYo+2oFM9sTE6p4hZJUPEU0AC2OmLCb21CWKDCaWUYlLRPv1BkxU+DQpbzOoi9QFGAKcdg7ntWbezXXPuldPxmYIdM5x2rqYjetZtY6bZy2n655V73Ahxeh5un7AeXD9QNd6+l4LJR/fOODwsUfoz4719885utMDfN/mt8RYw5f+3t/Bd/+dr/r4b+w7EBO5exp437vfw4Phceyl1BPWjpmskcAp0YtELsffjbF2ntEtu+uS9TE7tlTqSgK3q9iNj9U4WTGZcKiixC0J3oUxd6FYj8fMbtFogC5W727lnpWCxBErucvW+dOM28adJBE9ks3TxArJBC7k7g+qpvncLzYbzmQsA4yxLLAVhxhjCENU7pS6jWpeim1MxLqEiES3bbrOoCVS4rXb4DDBqasWEN9rvJ6LKl17pire6YF2uUh9bJ1Tgji0apidK4brx1n+bIFpZkhVE+56AFc1+GqGq+b09WXC6ph7XzW5aCf85vCt3/79fNd7Djg6PGZmYVbBpUWj7timYl5X1JWNihrZRTuPRK9pKmZVxWJes3/l0o5ip+RuNmuw1uRJppI7LnDBjqQuxdkl2pWIWl4v7EZ6nLb/mOpdQrYRI5krs1FL9S6EgCmNZ1pm+1PG4yUXqypsadvR0zAeX4rt83raolAMxxi7EFsrBkQueD6pd+NFRgXPZiJHSrTAEKwl2BrvNXnCiaX3Su5yH1sX2PQDKwfrzuEFBucZQqAdPN3gNT5vcDx2tGHTO9adZ9U7eucIHs7aAecC63VPcPr+nZ60PPnIRwGhPTmk36zoTo/YHD6+dY+KCH/4934Ob/27E8H7WJjI3cfAB3/sB3jFS64iVRO/EDvkLtaxc4nkITmbdZfoKbnbLYNSqnVxn1C6YsvHSc0Luf2XMZIJXUmyTCRIJS5S7XbXBW2vs1UeJRseNTWZ4JWEjzLbNRK3onzJ2DO2cB2HEHsuRjIYfD62bhny6CTExAaS8QvF+qi6kcnlqLil50Mo3BZ54xjzIlGZIyasCeNPQAjFSKJ9zTE0HjEWg7ZEkzAoyfM+FkQeNIvWayKFrM9gaAndirBZqYJnKy2K3LWxZl4br1nJXfBOZ9oAVYWZLZHLV2FxGVcvcbbBN0t8NcdLRbOYc2n/rgvv5wkTLsKffctbecdDh5jgaCphZqGp4PIykrtYuiQRvabWJAQr2nt1VlfMm4qmNixmM/b39yKxq7JrtqnrXMoofZdcCJnQ7Sp1VSSRVsauECWpY0e9S3bQ5MnpxeQOAjbahpxpCmzL/aVqx6joieSYt3G3NHEdE9rCVghJfD7bDCATvYJURkdu2rb0oujxiNsk5dCPyp2eVO1MjtsrzhBra4ao1gEEYwsFL1Z4MBaPxuh5sQwBeq9xdwGthbeOJG4zqOu294HOa5KFC6renWwGOuc4bgdunnase+0Kctb2rHotR3N43BICkeh1HB9u6DvHZrXh7PiI/vgmq4PHGGLlgRK/6/M+ne/923+Ga3dPNfFuhYnc3QI3bxzQfOCnWNx7b57phJh1FMRskzspyFv5OIzlS0Imd0m5S7F1qsil732pyqUsIx9S8sQ20Uu16kqX7BbJ21HvzpG7UKyTYlUuVuK23a6JTumTZW0pI2ZH0dsmnIJem82z7XTs0RiO5q4wWqUrJGWkCdmCZRoXFbtRrUtMMhnM8X3Jbl1js3KX9h8LUOsbHyAmtpBbDKXm4GPsT6LxSlRtzKbVbNsB3ID0a43L846wPtOSKpHAhXajil7fauJFNtyl3BqUkO5dxlQ1ZnkZmgX93l24eomvF4Rqjl+dctfLXvl0bvUJdzDe8+4P8Ne+7wN86OEbNFGtm1WS16/szTKhm0V37Dxlxib3bG1ziEVTWZbzmitXIrmLap2xpsh0H22Rj4RojLNjK86ujjXutondeaJXhkroWC52x5owJmOd/+HbMZiJISUlj4BaraKkye4+xfWlkk3JOiWTlYjd6HEwbLExzttpVeagjPXTuDQfRxEb3foYoydWJ5cQkzHYJqgxHEWKZYrTCyJaixWLB3qfRAtNojgbPIPzmfSd9Y7NEGKceNCM2d7TeSV6R5ue06jWuRA43vSsOsfZpqfttPhx12nXi7Ozjs26Y9j0rM9OOXn8YXwIdCc38d0a7/ps2++//x6+/y1fzhs/awpHuQgTubsA733HT/Ep+z1mofXGiCVL2CJ31ZZyd47gIbjyuaBfjqTcqRs2kbc4HyuVOnYUu4LkhVAkHJQz1vw4vVYoV2y7ZGFbsUt15XKMHdtkbiR3u9mxkeiJKn42Wtk8NinVvVCQIJONbh5NSeJ2SI1gkpSVDaeSy5GhZoJWXnMicyXZK9+DNNsW/QwJxHY/um9ykYsYhqTgFUQ8ccdc96/8ISFg3KDlUvCR3GkBZNyAuE5LqLRrCA7ftRqXNwxj2RTv9P7bVS1thcyX2MUeVA00c4blXfhmqSSvWdA+8mFe9Nve+DTv+gl3Gt709/4tb3/U0m1amkjqZhXMrNBUMK/gciJ3O8rdSPS211M5k+VC+8rOmpoyKemW5E4uyI6VMs7u4mUyalvxwaRM2bTd9nqyAdtTyQRh++nSlui+I+e7BbEjvpbLohTbZVUuTo7LfUjaXT4TY3mnUoqTcQeROPnUiWU6mMS6nEnZS5UEdDjaslJiZyQiufOM3guttVqpB0MEF7SPrcbdeVqn8XcuQNsPrHp1zfogDN7TDo5173NHjH7wnMV4u+NNz2nb51p5Zxt144YQeOKJUzarjm6jf8fXr9OtzuhXx7huzbA5xQ99ft9e8pJ7+YY/+rl81Vf80Qs/izsZ1fM9gBca3vezP8Pr7glglzmlnLJWULnM88aUQn/enJBrqQkhCI6YWBHCDpE7r9r5GEM7xuClODBtVZZ4TbIRgch/sn2SLQOyOyNMo7cSij6thfJHodTtKHd5RlwY0THhomgdJhKLAccxRWYkohXiR1IHlE24ty8NxGVPhoRRDy25Yf4Rye9HJLhh5z2I26Xxpcm5drZISRMmG2CJ2b8WwcWxJVLtQyCIqq8SlTyHYInDtRXBGIzrEeOhnhGMQN/F2XIFpoZ+g/igpVZsjXQaExNSplwfryjo+6QVSHt812ksovfYeqmZdKIz/cUDr+Lm+9/NXZ8yZdJO2MY3f+v38rbHGoTAfNbQWJjXSvDmdfyrhEt7s0Kh213a8XHxWhPj8Oo6Zmpm9askd7pUe3Y+zk7dsaONuuVftkvJ9VrE7u4Qu0SdtiC3fJAfjzzKZHN1EbFLpG58JU5IiwlnyGQqJXVJQVLH0BOJvx0CW/F45bnSCION6qAf9BmjChw+KnmVJq/46Cou+9PGk489bqN1V9LtkFiQn2jneyP4YAANoelcIFiDMYZ2cLROCd6ssogIbe+xXruFzCpY9UEbo0Ux4MgMzGtL22v5lCtX5lRW8HsVXdsAwuETgeD66EK2dCc38jvw6KNP8lf+8f/H9ZMN3/BX/uS5z+ROxqTcFfjvP/PTvOZqQGqNrwsx9iDF2SmpM1oEMit3pSv2YiXPBY3JGzxa3TuSuhTPVSZQKJnbyY5lXIfd8iFcuL5FzqQwLAWSQmeN5Bg6PUZB4NL3f4vshWxE80w6ujskj0223LylDzgRqdwvtswIi4QtpPOmXSW5KBJRDPmaRjdrnFUru8n7B/JFkMz8tm1O83ndL81cgWyA05zf589uO+EiBDWQ22Vhii4XiTz2myLRQrNpJUTj1Z6qa9b1uvSaaJGWgrZIwymBYxgIVqvPy3wPaWbI/BJhuc+wvIafLQlS4c9O2H/ZJz2dr8CEOwDf+A+/j7c9XmFQN+rMCpUJzGxgXgmzTPLgyt78Kcjd+eVippm1ybbAtocgfYeLORkhUJC6sZ7dGGc32pnzLlqiqzJN1qAqMmUJ4cL444xzJG18nDW3cptbqXW3UvLyzDG9Nsb5JVEv7xUz8fOcNSpr+tSo9CVHbK4CkCaofoh2K058fakaxvg8AfEoAdTp6XjdO2QzjD8gpKTAgKha5/S3rHMeF6AbvLYwQ58/67WOoIuu2XWvNfK6wbMaHJtes2uP1z2DD2w6x1nnaOPz/eA4OlrRrgZuXj/hxvUjQj/QnR3Sr07ozw4YNmf5bTZG+JIv+hz+5ZRJmzEpdxG//M6f5DV3G8Q2BZlLsXaxKGTOMtIZxDh/TCrdaH5S9JUqdZJdr3GuFVU4nwnCOdUukYiC5HkSIYLC9OT1kURFC5EIWbrIwvgImsWa48UyIQxbsXv6/Za8TyaA8bxpRqxxZqgxNaNxF704xj6xZCKXy4x4P75WjDtdW545J9dO0Jl6iplLYl351ggl8ZOCLabg5njufB0ybhJVu+IKCldM+oEan8uu3fIjiTv54i7xIki9QHowaF/M4OfgY/kUP0ek0uBp22hnC9fDIBiLFkFOJwhAHd0q3hM2Z3oP2BazOsSaSlU8W9PvXeHokV8nXNrn6v41Jty5+IZv/T7+0/WGpjbMasOsGv9qCTQ2MK8lk7tLT4PcpdIotZWtjHoY7UWCfuO23bQ+BKxhrGdnpCBxJZG7xTKeQBW7cj92QjJ2BnILYjcqdbcghLtf9LB9jdEqZXUuWz4pYt6QaMNGGxRy0kOya/E9EkGKAJZMuLzX36p0hFjTLpFaTKJqAqJeACEQYm4WxuKDiVUHxjGOhi7SyDAKA8aoJ0OADWCMxYdAJbBxHhdEPUEirHqPi+shaG9aqZUc1kbt5aIynLaDtpYD5rXhdDNgBdxyxrypsdZy6cqSk+OWoxsNq6AxzCJCvz4FNA76rW//GQYf+K6/+WUsl8tbfHZ3DiZyB/zKO/8zD97dILbeUelsjrVLrcIkkr4gtlB0TKHwxOzYELNmd5S3QGoCPc5aPSHymzAmYGRCNyZlpNgwxUg6RtMi2/93DFhaSz2xx1i9kuTJqPqlcybyFqX5NFPWYyq5Sy4Uiu1sfH1r4lvuF7tBEI+Z3RdhJHSJ9AU/xsskQpd8O4mmSXyzR/skW9tnZU6nxdtvStoyMrfklk3Za76InTHxcSKXOU6FnUuJYwioh0SLExtCvSAMa60DUdVaawADzRKxvZZSMUKoK8J6RTAxGYOg916o4o3jEBfvEB8I61O8taoWdqcYA54FdlgTZjNc33P8+Ee4cv8DTLjz8Ne/9T/yUwdL5jOJxM4W5M4yq0uCB/NauJzIXZ2yZEdiN4/ELiVB7BI72CZZeTIHo3qFmgGNs1OCt+2O3SFrF/yZdKBskZXksRNzvEvBdh9/bFK3u5+cP0yeCEt+IZVdyhvHbbQ2KjmxYmu+KWT7lo6bs4yjXQvGjHZO0N+pELSrRVTw8uFENEQkTqpz+J4xhFhDL9kqfR+ibQ3o6yiRSwO0xjAn0PlYPsoa5mjYihNNyKlEOO2cTmwrQxg8JoDUJsbwqRBQW4uRlsoIbe8YHMyqwN7M0g2B5aLm+pPgnWDM3RhrOeUjiDEM7Xqro8X3/fDP8uj1I/7Fm/5nXvXgKz7G53h74453yz70zh/nlfcs1J9vlMTlOkAFudPXRJcXuGVdQFPHUWPlwvay99su18FrZpHz223FSvdrGWsH+kXIrbuiERUKt6zsZMzm9diWi0TsRgJndrbNyRiMJE0k1XWKxjOvx2UIWzN0Edkq0ZKeA7LrNTfgJs5SU62mwvAQz51IVELOREtHCGUkTaZ6ajhFtgzdWCalnEXH/XaahYfY7zW50CmMn36OgRDGkYVAfp+TvSW/v+Po0sxa+g3i+nwt4nrMsIZurcWQ3YBv1zEDzkclT7tYpBgdrZE3jL+SBOTSPmY2Ry5fI9iZlkmpFwzVEm8M7vGHuet1UxzenYSv+0c/wDuP5tQ7ZC4TvGK9MdBYz6IW9i/Nt+LqmqZi0VQ0lcXG+pVWxrJI1ozfxBB/vHOvaMZwkUzyGLPOc9/YgqSdV+lu7aoNqTSKFEkIT4XCPbo9ST6PEMixt8UBto5THGjcr7ArkOLsds6VXA9x/9GdvU1Ok1Cgr+0OcNy0DFVJZ5JijNthOpJta4obVvukz6TVTM5lFDJAVbg+uV99wHkYgmbVeqB1nnWvsXiJavROy6lsnCZc9M5xunH03mt27bqnGxzd4GljFu7xScvBwYbNZmC97rl5/ZjDR3+d7vSQ9vg6IfYKTtd27937/LOv+WP8vt//Bec+yzsF9s1vfvObn+9BPF/4tXf+KK+4d4lYq8UcjQEbY+yM1aheYwlxqa/ZSPpiGzGKIsSMZCwv0VpOuThu8bwuR8IQGFU6/T3XeIZzxO6Wte3OE7uywXYdja8RDfhPMXGGsRm3jRn1GtAcsMT6bYyByeNSn09lTXbVOq1zl1y2sX2YkK9YClImMTskzUSzSBl2TG7QoGMB3T+UsTc+uxKQcd5allgpY1d29DZGsrl7TqIrYjSKOtuWTC5HFhtGchwPlrYbDW50bQSv8XLGJi4Kwel5jL6T2qXDIlaQqoqjDIWKm85XEOm+1ebhMWnDdV/IvwAAIABJREFUeKexebEANPv3cPq+d7F8ycvOfykm3Hb42v/zbfy3zZL5rGI5q1jOapbzuJxVW+t7s4q9RcMibnPl0pzlvGE5b9hbNiya2K0i2ZYcHye5XV8mX3mSWMb/Eu9VyWTQCDRW3Xmpx3RuIVYQx5T0lWKOz60znm/7GywX/yVlf2v7i7cdv2/xr/xC7yxze7FkH/KFJxoafwtSRly0cyNZTJPWi8nmLrErE1bScUI+3hgvrC9vr6vuX24fX4sELoiJil26RL2WNEk2hc20InHIkm4ArNGetXUlVFbDm0T0+lMtQwDnk+hgmNc2/06mzkjakSN9VoBYTHOJfnNGvbyC97F0lHeICKt1y4/94m8wPznksz/7Uy98H2933LFu2Yd/9sd5xX2XSTF0u4pdmRkrWwqeLr2x2myZbbJ2q78UP5fcfmNh3EAZW5diuJToJQO2Wztu2516EcErXa3brb4S+SNvV2bJVsowcoIEwjibY9tUSN5uVPqUdEWlyhdxdRmSVSdFyA+z2hXb55SmLRUNVneuS3siQUglUiLVKc9U7D9eYwguEq+UcZwMt24YcoazwojJYcfZFSyFwigphmg7xtEnYho/i6RQJMVP7EyNo+91HAYwNcFGAloryZN2pZNoEUwT8KnfZAiI1AQ3kGbZ+Ro2K6gdVI0a3vUJsjTgDME21J/8Oq6/+53c8xmfx4TbF1/7HT/ELw57LOdRsatVnZtn5W5HxSueW9TClWVDU1dUVjKJMxInOzImdhkz/vDuUpKSJm09F7/vad/xuTAStTgZG+1LOkqyEPlLqN9ttq3N9hnjnqXSf05s27U8aXe54HHI3/1RGds+V/r+5wl8NkRAkC11bvRC7JyrVNuy7S22kZGw+VxbL66nLZ9CnUx2LMVFZwsff3d03Wo9zuh1QLRwOyLUJtq+AE0QnWAbwYSAC8LlWaXJFz6JBFoGjEHLYdlaqIzhaDMgeIwY9mbaNu2sVUFgSQ37GqcsBpz3iCzZnL2IoV3jug1GDP0mRHsITzx5wF/7rv/E5eWSL/vyP3T+M73NcUeSu0d+7kd5yd17jK63XZfsboas3UqmcCIFaRvJ3UV/riB1JQksDdNFBilJzKOKFY0pZDfrNpkr3azj68llIjGwdSR+O2SvJIdxVKPitU3m8nPh4gw2CEiyMYVRDJBj5wpztkP/wrZaJ9EYpze7KGCsNZxc3D79sKihCWEkbNl8JnucnxuLjCrBLJNSYtFVK+RMszhbz+UBxiGCSHapn8sSDOR4mkTwiAQ7GU6VPIXgB33exB6zIhAWSN8ifsCLQ+pZ7Fer24itCOK0ynKqBeh6AoJ1Hb4XcANmttC6VYM2FDeveh3X3/tfuee3fTYTbj987Xf+KB9wl7g8h0VtWTRW+7/WSvLm1tAksheX42PDvDKxp2zpek1qimSVzSa7dItxxOTMrQiIkkJl8paekfG7PL6WJpGh2CfkJYwT51uPJKEYjKTyKAVB20EIFx8xREJz7tBbc9k0mZU8WU7DzNYv89QwErViElmOy6Qs/rhNeaqtDhlxQplCStLhLypLk87j4ji3PRHF74FoCZRsn4vxVgZiO1p1r4dA71WN7eNxjAi1RPdtUN3QBaF3eh37c8uqU1fu4A2X5jXWOFadw4hXZW9fx9K1Du8Ce/v7nBw46sVSf/eqGZujJ/J19YPjG/+fn+BF9+zzRX/wd1/wKd6+uOPcsk/81x/lvmt7pBInIsndWiG22na/xufLx8FYXMyCLZMdtoheGBU7F6I6R1LpyMkSI+ErXbNjN4TR5VC4HgrXxGh049II1hhdiq5vBToT3SDEAOb4vCVmqckY75JrRRWV3lNxUCWDGiNXulFMKEp/xFpsYwxHUUhUp7CRqJEVudE4FWYnxde5QbM/08wxaGK+8a7o41gY+TC+o7vuV+VoYyZbMmAiJhM4IP4GmGzckjvCJDcLBWksJ+6M2XLJVpYKwfnfg5CNrpg6XvO4sQhaG4/CqFK8V/GzzT8IWo4UCV7rVblBtzFGW6XF60IM1ZW7OXv4gyzuvu8pvzcTPrHwNf/sP/Mht2BRW+aNZV5blnV0y9YVy8aymFXsNVafi8u9xqprdqZxdaqqjW7R0VU62iMBjDH53LLzB9vegRxSEh+XYRj6WjGpNduT23Kym46bzxKluzIj9cI/2f4bXX3/P3tvGqtZcp6HPW+d8y33dk/3zHA4Q85GiRK1krIokVpoRY4cWAiSOECQILGSPxGSIIEdA4kcIL8DBxGCIDCCKEEUxAhsypRt2QoiyZQomyJFag0lTkRSiiSuw53DETlr9+37nVNvfrxr1Tnf7dHG6W52zZy+5zunTu311lPvVusgzjepCZxFGRSW6r2pleSPOedppY0sYXPZjh3LXEypIzl3s9fDc4DstJP8P+YAg7nqgJJQ+5gdf6peXzSE0a6gWZnLGhILg+Y1lXdwH8kBJuU0EmBTQqDrdSByMa250xqKPJ9q1VOZgM2m4NI9W18/h+0WN84Yw+4EBEadD6jTuZf4+Rev432feArf85oH8PCjD6308J0Zvqo4d1/8rX+BV9x3GXFGrDooBpz35HoRuvgFd0/iT8p98QmBJbcuAF860QA5rmzvWtGs7awItVYUkOuxXXgpAcwcvaxnF0SU3F1JdhlQdOdr6ZnYtRHF6rZvXSQLj2uGFlLRAHXBiVPq4mLXAHLuXrQWJTLsDo0z7CV/XsGuX0fiwFOdjBr4Mm6cVKDCjGKyJZjvrCn5lLKdKwPMVfxCmUiojGAFw00tkli4KqvOuBk2JqBtL+AtLQIqihHAyeDNHqWcA5PBRANvEEs4ZrG0wwFUq47DGSjKVawkWw8G6OwaeLOLOp5dQ9nugMsPgOqMedhh8+DDeP5TT+Kex17z0ibS3XBLh7/1996Lz+AEl3YF24GwHYQDJ+5NCvbbLJYdsO/+7jbFfdXZsi1jUERqjY4ugtZYWANImRnk8IRC8hAft1wjGcTC41b4hNB+DVrqrHFy9+GrwQDG6jMWX5VZDBrlOPKToi79O9vIZwOGSFfKm/NGF89AlKntSH9koGQpcTiud4BmYtYAYQ151nRh1NDFwYbycjmgQFHSKV5O6IZYaTgRRjDCYRNhMwBFjQapmHSDgAG4hIKhVJzZCkQVoIITSNxxLtgUApE6aQdwXkQ0O0wVV+7ZgQGcXJLj7b78hS8DYOwBzCdXMN24hsOLzwAgfOTJp/Dv/u1/gPf++IN4+NFXLcbFnRi+ajh3X3r/O3Hv1cvCsVjo1oWLE/hhyq0uHqPoyRJoz4xl5c6x+Nox5dRqzopTPJcsInZInJ9BxbjodeVaDt6Qf5f8zjhycIOJDAKF8xai2QwIxf1AADgj7MaJK2T6EuzWsf7OgaAhXnag5MjOn88OdEnfhZ+4tD+sahzBZkARoE7SSQdzs+n6cRDXLDeVzJBFut4JDR/Nylhjd84M885ucYkEuJMuPJmTIFGCIHbV0nsBnNkpNaXNBBF0Q9EtMFREP8+4dU78q60kUu4abczGIT2ci6Nkw9dlE+oBwwgiYD4csDk5WZs+d8NtEn7krb+Gp7DDfiNgzf6ebAa/P92O2G8LTrYDTjYF++3QcPj2m0E5/qU5Fqw54kulA2YZb3tj5w51l407t8bXexvv8puad+GWKesam3izQ1P5mW8Vj1yZ47byfInr1uBqCk2cBHwgNL4xxsiAS2MXim9L5tBrPCue6WfnasNrkbTwUndE8ah952Xmpl0LFc/TuaSgBij6Zt820U1bZE6cflu6Pkx1G4mE60topFCzkuJC5KoBpRTMtbpLsULQEzFs71qw2Z+AaVS6LNd4cgllHPHcC9fxoY9/Dv/m930LdrvdxX16B4SvCs7dM0+8E1fuuaQL6KC7hOTuhIrx99UnEbWcPSp62kT4nWuNJYw7o8AOcEMLIESx+st3RZzeux885gas9cYQRlwNULiVaklEETax4q8ZUACtEUXchzsT4gBexEvyCLBwkBzMYYlkkojQHhnZIuXCxTaT/XBrN1QwcMQ1uHjgFtApOLOWBbRzKLH8tS8DUVZgLtGIDBkPRcpjYgTCrO5ZCM79I/XoXqEWZAQi3YlqEQqFiF2K2ZTOnyVNFsxM4CKAHCQDSJiQ2mIZkG72DmyZAR4AqhOYB2BWQ5FS5Fxaa7dplmfnZ3ooeMF8OPc5QKWAN3tMLzyLs/0J9ncB3m0ZfuRtv4Evlx0uDUW5dcK1246Zg0fYjgrwkoHFbjP476Ab/UKN4O4YsKMl9FmFQsGYauIFF12JDRAcdaWVBozkVoyRkOmHzuPIfEU8Cji9vQiqtdDKNp4XfJDiS/IZjBm1ixSzVMA2guG/LugFYACQEY+k3rYvNZDFMJqVYnUAj1nWNj+0gsUhvkkaGnDILfh07Nu0CUXCQEPfBOBxm1eRQs1iAivP1cP7XogWbqAKwGOAN7o+VQbNDGwHzCzqQKBJvTmIQaNzBOdJ6DKNknCdMYwb1PmA+fwMAPBL/8+H8dd/9Cfx1h/9T2/Wqbd9uOPB3dmH3o17Lp8GWHPgpou+/y2q10Sy6ME4KQWVSqtLVxXAcVzZp52DPpuIaUI6By8gjrPU49xBdBc1f83tgLkRaAAaOn2W5m8n6vX0QjzbAjnRqwsRbXD1urO3ZK9cQxySgZfhEifYTRxSK6wKE60QAK7sFrcClTUrA3jm5845glBwxiB1J0IG3nhO+nUK0JSwoYjFFmoF0xCkmEUcwDQo4IzG9HWECoqWucIsyziItsFO7ogfyP2rMouDYyOoBqYNKNK4kWaZdJngEbw5AfF1mOimzipSHgbwZG1RgDrpcWWTuEahAthJFmUPnibQdgLPk+jl7fc4/9IXgPsfugvwbrPwN//JE5g3e1wZBMhtVP92q2Bua8+HuD/ZDgngCVcvODQB7pYcl5JASCCfi0CegBTjiqkKRwm+mYEHSh8atchUo6oZEvUvG9JSIIYSawWKEx1aahS/3QRB28AcLgO2MUvx9V12jdSqmyxBpkNISsBOEknt1QI9Xxsa4InITdvA9fZSbnkzWRxABlozGka5IzQDB41GVgzYY4mrPS+tr+I5GNeOKosKEcMksCgVmAg43QwYicQfHgCepadeOK+yB6WC3cwgjLj3pODa+QTwhP1mxL2XgNP9AK4zhnHGZjdh3Ax4thDms2uYz2+IO6kygGjAP3nXB/Hif/lj+Om/85/jTg53tFj2U+//Fdx7aSsjcBhF3DqMYjzhrk1G+WuXHQEzyHPRsyMHcROAGWLiLYCOA9DBQF8ymHDOXejgAUjSS/K4Mwfo6sWydvbiaEYSSUxinDsxqgi8moFfGD4wQrxCrcgWWQSbd37JUEILHwbzBvossBOp+N6Iduz2XAyb3J44aFO9MhGjJp92tSoHT8W1BkY9vw6IqhhXQFF3xFmtafWRMlNVbpctaiz7WsszDENmPT5N02HGYESPQ4k517/d39rCYT8pEUnTZSRXUnftPRNTkxC7WIoAmtXYpHKIYkkX0Srcz2KLznQQUGtibt+1MHDpXpx9/A9x+qqHL5xbd8OtE/72W9+FGyeXsRsHMYjYikHEPXu5Lm9HXNoNuLQbcFmNJ/bKqTvdjm5Jux0KxiL+yMai4tihJLFdGB80xg0IOpFRGiUikr8vCBcqDiKb+xCNNsDP8vZ/KVmmZjhDibUll1E0F5HqlX/7BpRS4YnalJvvYTBQpUJdevab4RKhDPQ4XVHeLthzUhWehvIqxUiN1UPuDOycFisybqRCsDUg+tPWiMFAOCGOllwpaqSdQHpe8AheFl58Q+loM/ELawYVc5V10vzoEcQilyHr3XYUUfLJ6c5POyEAVLYAGMNQUMaCMuhVgN//yKcxP/cc/uW3vGG9IndAuGM5dx/+0AfxtVe3AGwgkWwVoFy7pG+XT6GAniErE73gkECbKcUzy47LRbK89HVn3Bp/j3jPsGPGVBFWxZJC9NACO92BLxx6Nn9bMav9FbxhyvpZNCvP3NcdYkILqDFyqOCm3ZtZazY7zUCr8pN6YpXjpt9M5By8nIc0S1byNbKWkwiwSbAdt+6dPUlqRSvaMQyEyNePBtKasXARRVIk5v9Op1QcCxqUYBUFYaJqLhsCqFhDxAXEaM5ntEpkwGuvKgCUgsJG4ORjGkYwb6QQE4s4FroYsgK6aQDhBkAqapkZgLhToXmScs0kz85e1EWBfKASATxdx/DY1+Kp3/hlPPg9fwl3w60d/o+feAeev/cRnKhR1X4UMexOuXX2dzvS4tluFBBn8VsYI8E0Am4W8ljOa3rzbZqHWYwY7wGQiSHbt8ww2zflhsm9gYA83yVGab/XbxpQgfb3KrhyirIMrIlyittnxtR+zM17pYHOlbNHyQgD5OohJlr1zXEH2mpl1dlT4Jk5b/DmldaxeEpX3U0xV6FBpLIcIqDahrJthex3MLtYqXrPeqa4qeBM6vhTvDVoIoVcCkQAdgOBWfrubKoABmADjFRxRoSxDDgMhBcPRTxDXGe8CGDmEYQZVy5vgam6/vs8nWEuFfNQMZeKOoqj47K5gf/+p96Lq/uC/+Jv/LWV3r39wx3JuXv6i0/j1fxHuotS8aqKpbK/Oqw4J3YDChowqTjWuXLcXrxyH3/jLNng4uXnERcQvSsBa+pXaqDOv1RrNJHBnSs2o/1rO5isq5fTkTjGzdML9rcqcNJGzboghlhJQaBx0QwkYLkLdaFF3rn65poagm0ZO7DLogt0gC6LSXxRsAZOC0FyCcBpxaK2ksFR9PQy6eYoNCtn0F2lGCCGcx5Ks7+GO361HXyvJ2NtEQozArtJOaUMEWGjjBASWV21QETiDHAVrvQ8ATzrIJvFc3vejcwzUMZWn4cKeNhIm73yYTz7vl/F5a/5OtwNt2b4rd/8Xfw6rmA/DtgMBZsi/ul26qNut9HfY/c3vTffdxJWIAzd/Eo4oxnPDbzSOW70x7h0LYsu4uZnDpA6rpdFCs5UAJtc9nB5eXElVrl6R9qBtVzcpZFJEJUkAu7S8u2qfmDrAbRdTHRare3YkGIXEp4siaZQ1wz+10iL0W6oujFHTUqiYyaxaI6NI6hRXRKrI4BeNsjI/RJ4jpzWEeBH1umKgwECYjfKQa4MDMMQgJZE13kcCqbKsQEhwuEwN8yUWXa0AgH0aNxpYswHkVi850NP4qH5Ot74nd+ybNvbPNxxnLsb167hnmc+DhozP0qDWySGZWL+a3p4TAWzATsQKlf5q7sB92GnHDg3oNC/9tx06tbuw/GxnMPnQK0gTZpW186uhp4gTeSVv6GD14paS/eXAOUwKZsJQLev1UeKmgguAiSNykeAHZCJa+AjwUgBzhZcAnVxEF7Zc0RquYG8LDM3Z0zq87QLlkiqTmynUswVRBybAKPWml9BBU+TAKxSQDzAzrQUnU5HrME/YFJ9PCnNzNYmtutXnqMTqeQl3gFqAQ0isKD5IBGHLUATmApoOog4e5TTK2izFVBsgLsyMB+8GbhO4PNt28VlAA5nulwWjK9/Ez7zzl/AI//Kv7roz7vh5Q3PPfscfvZLhEvbMdQuAD0fVrlxakyxM25dfjaKgcU4xOHzdcFBb2bOIhyTJPqHKTVz10EA/KzmBAg8Tcsw/TUDi575n4GN6bvFLIt0+2pJ0qZXZ18fC0azEjfN0wsb+tgjKaUlIwXFaaOBumo0CGbMYPUwTWwDe22Neo/JBqqEq2lqGlFn8htScq35puSC7xgbdqFzwuHyNVLfF7JovBgY7E7hQ96Sx0cm28JtlXXPTvIZiVGJMBNhwzNmCOfwdDPgUCvGMmCuLMY3o5x6cXW3wUDmH2/GPSdbHCbGYWZMlXFa9yC+gTpUHEj2tMM4YdhuAVQczs/wI3/vXbhyaYd/5z/4N46Ogtsx3HHg7vonPoB7TnfICIcA91WXAR2rWDZbxjKpg2JOXDr7DfgRYT33Lf9dXFjeI903/ulgRg/HRLDLv0QhciWsi2gJZjCRRbkG+KRwceC2hZ608+qtVSgDOItiO6o21SAolP46j8t2swxQz0FMJWtza4vmnMSmCuztbkSsLY+tPhQ+9iwDk8mTUGiabwB1BNfq31HZACOBeXbDCNO7qWR8PAPaBW4cot8zi58tUzyXN2b8odmXjeRZNtFmXIHNVpr5XMpYtjshzsbhJAJPBTicK1ePgesvJO4kiy7q+Zm2vYhVNt/2Jnz2Xb+Ih3/gB1da+m54ucKP/fJHcOXKlVZniuSM1v04LEWzDcgj7NS9RJ5WDXj504TjSAnqMjIxodKcJ9J3LXDwTVKXR56eBhyBoKm2B20BBsfO0gvbuwZutmYNkLPf7jY9FbXRpzORqM8v6GZLKK6tHwQD1do+HBUzI65l2SIP1vWiOV/WasXhk64vH3nNAdQqUoa8SGnUIhHAdqxZwz2sDYIrityMo9kLtAcDt0rnBorxMCc97wLRozvMQRsNYF7aDjjMBfV8lmy3Aw7MuDExtgPjdDsA92wxDIRKchJGrSc4XCfMM2GYgLI5YBi34Cr1unF+jv/qJ96Dq1dO8Vf+6l/GnRLuKLHsx3/nfXjgym4B4oQrpydOdKLY9oixghmDa5nF3wBvZkTBTEuwx+brzubJS7iHGjwUUQ71EyjKiggWS3Dnx4uhJfKuT5ffkXn8Dr0HF8UGryiolaHQFChTM4crISptCQw5MFnQe+4Jqup8QUBmky5sV6up9hQbLQF0QKl0UuhD1MMd/KpLEXevUqdIqK+7xTERdGoLB8Vm7FEnfTcrWGcXfQDSZ4CJwKVzQlmdvY7BkTVRiz63Rc18/RHE2IRIRLKAcOEq++kdno5ZinMF1VnqDFILHBHLQhccZt0OPPQIXvzgE7j82ON9L94NL0P4O//gndi/6lXYjuLaZFPE6fBmEABnxhKNOHbMfwc5xN2X037uWE4GP7B+Uftd/raf72QpOa5aiaigYHXnZsATHUVaBZLkxWcgdFJSoamLv6wl4HKNxImvtvGxZ2RbZpm7SyfFwYlbnGjU1wUZWHeazo69MjKm1DShXxcXNWQy0+g16tkbi1DuYNlZemG8dBRAtuEWAiA14WqfIdrK3lHbDrI+xbi0tpJk5M4YFmMh1CpnzTKzOVHAoGJdLgTQgJkLpqmiVmA6zKizeWAQI44XXjzD+z76ebz50at45PE7w5jsjuHc/d4Hfgevu2/f7hbyRHOw111J127mEs6J0enTQYaj+aerCtAaFygI/3aGgYKbR8ly1pjvAdrMYaeDMahI1clOiGhLaY0pDLyt/c1cvRb4hUPiNqxt2wPYeOu449ylLp23uf6NPolZGr3EDatA6VRDU7IIJW+EnWBY3pzy8Uyo2+LbzjQmN2AgSLhuRiiZFfSoD66cRABh9TFXlOdKBOIJtcwoZRBiVAYQFOiZ3qf1KhlnWUudxBQEiP6nqgUUVIAFgBWuoDKCuYJ4BMYNmAeYmwqiAtqfykZmOgi3Tv+WYSOjr1agEHg6A12fJO5uLwrc4yTXdA7e7FG/5nV49qMfw9Wve+3K+LgbvlLhf3/rO7B97euwHUvMZyLfrG1KALlWDBtcPD9h4EgevuA2MtLjgbqbHjgBJhKEKvSTLuisZ1CriE4tJRfyg4tEsjpXuAMttgEki6OV8jmMHj4drZXENFqCwFamFxcUh5y8RETZrHIic06++ixdDBtkC4Bz9sLIgmODB8S23ETH3KngZI6il9E2psYAMRWb1EJcoz1BQN4oaqjV+qcmOmxjKITOhhPdAbEnJHXbjYS5EiZmAWtgbPS87Y0S/QICjQVjkU1xhaib3LMfQQC2w4xNmTAOoas+zYz5vIJOdhiY8AJGnF07x7A9l9YoA+YidPNjn38BP/Tf/RR+7f98DR588IG+d267cEdw7l549jk8WF4Ujo8DNkr3xq5a4dopx64a78o4ciBU7sSzHDp2Faz+7sgnbmtcEb7t8j2UQ2VnvhLBz2z0s17VDcHQgLjesTFfyLULFykInZwG8IXirZQqz7WO7ORn7kDXdnqAndIQu76OyjfAz8ngBT1qRF6ApC02tsXL+87W9J56mtyIRVoSZ6FK8ZyAwn30hZJx4kymd55mnRNQFZ99ZCJRXbjAKvqgKKt535dFqDiY93d5EbZmZSvjrCep2EMDg3J+bO8MNf5qus7pM/9PIobFjetefuFs6nFnpeD8hRdxz4N3z6B9ucIf/sEn8OHd/TjZDtiUglH92W1Lclg8EE63wwq3Tv4OSgRsOvlUpe63/2NhHeBlYGdgYn1m84LTF9/Yl/Yuz2MFPAn4OC3NQMqoQp8H8uynVqrouWcoRA0tsw1XBpORppcOZpFvjIBcAisvo22bUO3hjptnG1A1uOOYw03I4msRe8AJhH4fer3w+jTt4fWzARBAOIAZ+TeZ9op7pZaWu2eCPMa8hc1Qw9YiBeS2jpn+Y6HGkbW547GygOKc45nZ9ZmlHRm1mmNn4FArZj9CCiAquHFjBoadSzrIDjEg4JnnX8T0wnP4we9/47K9b7NwR3Duhmc+CdqMaGduolQ2IEk5G8q1s/uZE9uck+sTB2xxJp4APAWApGLYHgCmSWucQNhESIt2YJ91fTqi2JUT1IpJgZ05Mg7Ls1bvrqGPSDTAf7eKx4YRgjpnHqZ+q8YH0B22ow4kiyWPrITNRJddn4VOBsK83/stdFOiD42qzmiIMM8Rh7lJN3KCl5ebtMziNVEjB4Oad2zTo2qA7mJJ+5XBcwXUzU6xjQMzmCu4jHDLba7AwCjzDJQNQEW177QdCCjMiL13WiIM2IEkzTopZ1HzKnoObhlAmx1oGKWIB2tX2+gAPG4g5/hGGxfMonF8HVA30EKWS0HhS6ivfAhP/rOfxWv+9b+Ku+ErH37hc+d46N5TdSNBvkj6phCyiduPw0LfbjuYk+2LAJiEhtnt8xjfQLvNAAAgAElEQVRIW0DnhuVNoZODI4k2eebpZgNbw8wcdknIADB+R2kaucDRuvkzTom2b5p0ndtHPTVJQEb/YaUDpktGOR5zAoSp/YA4waEtBgB1oYQAY3a0ovVLRTisbyua28k4jrnnoo2cujMQZ12TrjNW4pZ4G/Bc0HvfDGshTWLBmjiChBrAa9IgYTiMhaT/B8IgRNHX2k2hVHbGZiCccPGjyuZ5kOPJtiNMEnb9fMb5dgBPFbyp4EPFvVcv48VrN/BCnUXvbqzgOqPSAUQF/+vPvA/f8chV/NB/+G/jdg63Pbj74u8/gfuuXpIf2vPsVkWxQLIDBV3gIMBuAhKwY+famS+60JOI3+HjLixgK8Li0XdjHCWw8/OAdpIBcDErwcQspiay4vIEAehYL6cPlj61v3NenGaT+dhbArv8BeCU2zh0RjH6+44MSlnI2wmVU92Ti5Amu0SG7BgxzYMhbPSGvFYFTP6VgTLrCCGFFt/bwYCdc+AUUJkDYu1f6cCszq2UxMFeLDHMkONvmEQTWU+JQKnqPJtBc/W1jNNCU2hALYOMISLUMlhBASIBbakGwp2btU8EgKEOSshZgJ3q15mYltUBKTODhkPicOscmWeAK8p0BpyRD17enQDzOTCN2L/5e/DFDzyBV37b7b+zvZ3C//Rzv41HH3+VOBbWDR4lemAbvQB3cTLFbizNYmpcDZ/WXV5rz2RckY/Hnpb13ze/TVwYSTVz30+PAdTCXcCNaWzFnG3LQ5a2pZcSzs9Y0ZqrQPTlNnppt5wc6i2CuSnpopC5KzFyZaJSlUGEbBhhLQxwjXUDgFqjsqYX9RbDA6UxCXDqiuYcMyKSs74pQKpTRqP1qfQRxzEYZkR/hWstdnLfkMTF5j01Wq1+QoUBPvEqIAtX5t4xS+UPFRhBqNYOIJxXxlhsDbc1uIBLxW4s6rhYRLDMI4DZ9+sn2xGH7QxMFZjsPHIxpOB6Cc/PE7hW1DIBBAzjBjNX/Lf/12/hLd/3Jrzm61+zNghui3Bbg7sPf+h38JoH7mn3Xj7odJHTAUG6aNrRDRWC+F3BFcqZQ6f0yljlzMXfuJ9rdTEtAOe8yX1L3CzEEWBx2sQS1FlaGaqS+5VzYmv0IwG1LArJ+RvrXahATVR/va2dVW+E2nZnRrCWXzTfMrPQTDZxq5Ju5uZbtf1yK1MhtsnHG2m+pjlrZvoJlAEFqDPMwEGqpuS06okY7DxVGBcun28p4oICtraJJUaBoVA0E+F63nXysvhiWGYQy5mHTAVM56AyggYWNyZmBCEeWVFoECfGRKjaP6zU2luVTL2AwbxRIEygeYLpxzBXud9dAp1fkzJZ2ccx9Z9Cba5AVcBwuI5KBYVG4MaLIp6tB9R6ivqKu6LZr2T48Z98Jx57/TfrCRKyyRsKYSyxv8rgbjcCu03o23UkQUIPgtK9AC40kzrGndCAQp1+2UWhj5TSZko0gAA7bzSLakUHdQnOLkhW0uYMDbv4jOSaJdUxSwE6Ccuxann76RxtOXRWt7TxTynWtAOvEElQQzs1LfmWPJ5z9VJjmKoNQ85cdQmAiS6VvNmGOxfeLPV9M8mAu3FRcam3l3ZUjIm+caVghDkkx2TmFfY+dPQkb9EVHoqBZFmLhZMHkHrlLxzGgMNcMBfGXBkDFVzZjzGODNxtCqbNAGwrSmWcbMWdyvlhRp0r5noZL84H0KFg2J7oQjvg409fw3/2P/xD/PyP/9dHev/WD7etzt0nnnwSj927dRl86NWFoUQoi2YDigGVCmZ102vnvLqoleNMBjtibN1pMS3uZQrIgJWjwNpjvgjJcMsBW6tvV0qcGTuWDPKC0DTOb/Mu2h92v/UZpWc96FsnYEG93ayjb+8MXill0l+A94ekZCeFyGQSx9G5v1oRuvUr6W+xqrU+HxMXSotejLvpQk+ti/VuokbO/mzLa4SCkcQfKl639onHST9Pj1ADz7KLNjETzzCi6Ja2JSztwFYnaW9PC6y6IaFX5Mid9Z33zRDA0zpdj9Szo9hkQVMHyGWQQQmWc37yWOFZv1XwquiSdpfwR+95L66+7nWro+Zu+LMLb//5X8H4tV+Pe3ajnhlrZ8MWbAolXTp9NhScjANO1WK26HgmH9stncj0oBv+zTONnsLSCv4Y0LPFPYMBW389HwNiTTzq0on53eR1DH2lNGQvmkHXssC2zeSVK6L3YloDh6k1KBdSqUKHBLOTYkYYTfQhAznkfx1oGRXi+M+zpyiCtweW5fd30Su5Cj52WF6QIUX7jLHoq/jF8VvplouYvYTsutHF0kvtScoUsCM3ZWNDCozj2gy2Dhtbh3B+qOAqgHC3G0CFcGOaMc8Vc62Y54rzG1Oqv+ZaGR/7zBfwGF3Dt3/Ht651zS0fbkvO3bVrL+LVe4aL7QA0I3hBjXTnAQJDdOwaDh1aXTt/tnqJ1Wt/b7vEQhQ+H5uitJMmg7Nez25M3DzKkRc11Qlgf3RX5m85zTmO3bhZb0VaTl3bbTEpAeeWICzaOZE9V6jtqaftCgEBY4n75TUhv5O8Ta/Nd5QCSoRzIFy1JOAQxQytn+y89TmZB37Vi6sG5clFIMbZzTWy5YusMTOXkVO+tgtVrqSf1OGAsYRLkmHUPFm4iFyBITYizBWliAgXRUz5QytPFz/dVTNUDFxn5QDCzNcglrtSPgaBNpsE9ACaN1JeZuFyOjCmqN90A3Q+OPmsAGizB9UDLn33d+Fzv/orePVf/L61kXE3/BmEz33uKXzpgcfxqtOtO2qNM6ZJOXi6CdRviODWsUhTDu1UjTl+LPTv05xeBzeL9T0+7V8wnBsU891eLIsRiZt7nlbM26PMKHqHZDpgtlbOCwGq3lF6IE0ShNbFr10j9emyxWUDdgl0RsIgkjUm18+sWnO17Z4gpIP1u7CMtg2mKaCQS1RsbczAM0wnWKlmWiniyA/EaplAXBeM9tlRIcZNbLqQK+y87EEdSFV1alyYgIFcF7Mw4XwGSmH1KiH6plTFiTcRYSwzBppxbTcAteJkW3D9fAYVwsluxHQYUWfRubt+ske103z0vO35cAYqG/w3//R9+I5v/0a84U1/YaVmt3a4LcEdnvkCaLvRHxktdVuUjqD1QE0MHgzoxekTDeDrLtO3M/92NkHNIShB10miBs9QVyR7lvXtxtLq1HlI9C90IQIw5sgGxtIa3RHdvAeE07/CtD4xsUhgJVIiTMwKntARgDauAJmwhDXrU0ZRFjwALkHA3A2K8rlsVeEDXN5RBl84hDOW9PGYwPUA4z4xk1vDOsDjUIj2s3HZtC2zoMgALMMWO3FJIu9qdQU5/Ub9yRU9/wYE0AzQKHWdk4GPyt6ZK1BHFAwKUgl+Bq4D+QJWoOzyGSLVv4Ool6pDZMza0awJiMMnuJ87S59YnR9X0ZE8uyZpMFCGLVAn8OEMXEZsHr3r9+7PM7zjEy/ga155j+vZmQV9vnfQR2FotTWuNbrFX/u+w0Kx0UQPLuyWE0CxWImOpA3a2gbTQIrHSoUzpf++vI2leHPXzdlUtxZP9fplPl3Ri3dzG7yUkDd4PudSubO4OihE/Pa1JMfhHMfuFQTBZ6j3QcKDzvUTtR4Fg/p6VqBmxhfWR3H6T+4rDgmM1ZPh+m8mznXybFIMKnAtdafpafGzjbnXQ+lVkv0Xj1/AehSmm3RpvqIhw6ikaswIGUwpQCXCts6oTNiMBXtm3Hdpi3EQwwoBvMB+N2KaNpjnCmbg3iuMpw+THmVWMR/OxV3UOONzX76GH33bu/G22xDc3XZi2Y/+7gdx7333JDGgXaX77fsYARJEcqQYQvRq1k3MzhwGg1z3zsSyWRybLwB+Xmgj1kAQJ3NI7Jy4dA2lqFi2dXsSIJAcLAKRrgNIbZOS87eIOhmjPDax2vTim5Tg4pibIC/ttQz57NQ+cwY1/db2oQEcRPqkgKOQgx+3OpUGlV2kGclQAQ1m0DBYBwVwrIn4AMr5Q/Rf6jcglRf94sNB+ewbB1iJGDv4YwfiAnzZW1XpoWwxEpsl+l/TNPGucRc55w3hVgLizNjyNHE2yAmwfMrqEshWBy1TrQrqBNzJswk4vyZtPwygavxvRjm9hKd/+wlcec1rVsfC3fAnD3/3H78b3/ANj6mDYnV5MpA6K7bfIpoVNyhmQJHGrKOHpCBvGTTgbSVQTiAFPhIfCchQBiicxih0w2NQRbPK9K0pQIObWrqVcIN/Rcvvl2Xk1VcOmrwex+qX3y8TCqCWW0D+rZyMyyi/69K2taXbtC828V05S3qeM+HKSfMk1samjomecOXU2KkfqO0h70Ol70G1og3MDZSroYD1HGxPImijvpebosmGKo9kVeREC/VSIUAQfo4vQ/zO2j2BxJXKoO+JcP18AmpVv4pFj54fMXHBdBD/d9ZOzMDvfeJzuHz2DL7nu78Nt1O4rcDd2bVruLrvFvibgjzdLVHyXwfTdQggZ9pIwckjOYYMrajWoEEpYctF6U4c1ZLBSt9Nufi1hMuSgbK+XUt8W726eJ5FtQHWloAvg5KccEMgu2+a+Pn3ajuTGz3kRGQ3t0Yak4g5Ci7pWBva/SpI1ysRHRMPUCqP6+dZnt6uwVlzP3YOnlIZvXET4LPfUkGrKIybSFH59j1U7OmE08mt+5ETwqeOR8hyU5Cl5NsdTRvVVpGGpRVtK4STWa2z7Xxca0eO74M5kNp8PsSS5Nt2AX10fgYat677x6WgbHbYPfwonnr3e3D1dV+/0ud3w58kfOEzX8RzV+7Hlf0GY1FAV+Qc2LEQxmJ/495On8lK6zF1ghb4iLXpZHG7v6aCkD0AGLA7oh6m3wdqMa6cw5Ce2CDRqUVC6+Bsmd+R+Ec+t/I4qBIk0gApj5v+9lU2bwj5vV1iE9ECMeZsUKGAq//WM3EqYUipoefVJA6AW8PLPPbonp4rjzA1fShtkMW7AWYaQKd17Te9IC1vITfkkG+c36bPTIpRVefYRpUCvdSwri7ULEgBk40/KABOXM8MRKq3HO1njBcVPvj3VEiOJQNjGAYMJdF7/X6aSU+viER4nvBbH/k83vLIPXjstbePtOK2AnfPfuqj2J2exELVL/wrFzNQqeiuyfTu9FILQ/sbZ8gG5864djZJZJ20+yBWTiybK7h6Ab7MASPp4Grfw79b4injADrGabBOAngOSjROBjmpzShR9/QkfZzY9D2os9hGMQx0IIh6ppes+hLKoddnVu+okO3y212iAZCoIAPKNTXDDAAYNE6IL93oAlWc/ibA4y5EQA5amkb1kEVZRtQ5/DpZ+5ncB7GDtvpJmxjXLghkAEwBUZY/AWIUVKyskV4Qx3Y8giFAkUjrSWmspHpZn1lTlwEYRhCEkEm9lCAqOKU6g+cDMG4lnWEj35QBmwcfAmrFuN/jbvjTh5/6zY/htQ/fr0cS6ukTQ9CMgdD9Fd9kw4q7JQBhAA6sgiB2wpXBho2wWH25+9s/b34TNfc+T5ryrRQWib5i+ToXPz9v8lwghCb1zNSKZ03dNU0HY1n1P4CT6Vojvcs+ToH2iEqkOCDyk404fdO0fabB+rEbXhiNaCiTfRtgr284qeeyJ63+1vK5DsjrQvourz0AQly70kd2pCRXFpCnusEOJnWx8jUrbeKtKcTWTL6Zq8QpJda2XKs4MSq8WhBk0zuOg4JD+H58mmfMaql8fphdysNVXKVcv3GOzz3zAv6tH/h2jBtTCbu1w20D7j755Kdw/72X4SJCakZjCt0wpABzIOPGJY5dcyJFBnax2/Fs8rofeER+pmLlRdfuTSRbKItnAZu8eVPr31k+yCChfY6Vd21aqWWofRd5+Zdantya8c45bJwJS6JagOuq9TvhaD924GcKzGESn4CItrrHlZLBdFp8x+l5UfqMXE8tdqGmoQHPyy1xTWRJASJ9F+y1118GdhC+DvOykI0ypD0soUC73uJpMJmpfxwHR3D3Log6up6ix7G+Qbh36cSxQRl176tbW5F+WFzVkzR9O+tW9QXIDOBwHsBx3IIU3JWTEzz3Bx/B5Ucfxd3wpwvv+Pn34uHXvRY7PU1iLEU5cvBjlRzYUdK7G4JnFwsj4i+1v9so3ACiGF8tbKPVp23o32V3Fxm0yfSkpojxLo3wPAkR7kn60JeNe3CTy8hd3G4hsQU/QF0H7FJe/X3DzWP2tMz0K8BecPKqixgTl5RyOeSB/V0eJxa0RdostYbT0wCinjhFezPMbRc19RJiyCl/wMBXYLKWUcA5FU40Telm9jFqG8m8dsHoLwHm7VDWFHUxRaJSNSSuYdH120JVAGgAroDFuXy0EuaZVROFMc0VdbZ+GHA4Pwe4ok4TTG/7I5/6IjbXn8f3v+X20L+7bcDd9uzLKGbx16OYxFXK7xkG2hJnDkiT1XZs+lsJQkUSOfpCDOcw+WJLaeF18BZ/i08CmQjmw86hkqeludhvICae/20JYcQJYLPWJED7twF+1riuvKpPmeK73LbeFs30B/JENoKS35oYIXOEMiCzYjTfKZCxiiKIkANp7UPq0vHVK7WPABRHj3qSBLmLFTYghODGKd5rSL/XuqpolBOxgpVJ6+flj9L7YkcAJQE2pYp5fzlnUIURjThWPzKRr4/Zkrh2sTI6B5MB37uruyDnHppV26yuvfPWVjmvOD8DD1tgsxP9xjKAhgG7V70an/35X8C93/zNuBv+5OGJZxgP33cqoK2ENeygoqdxKMGxK6K3OyjLZA3MLLBQnv/UWmo6yKMWuNhdD25yaKjBipgzQEBHf3q61hc4f9ARlhUKhIo27yUoS23luCWDtxXRYF/XBPxigyeAAxR6dVUzyS7WM2ALIBjARKdnU4YALW29rPylaTOrRUSn/jugoatAcoxsafkmM9EszmsgmkIGI0P/JkBugE5yVCDnUh7h4hkgZG2YWMbZq250vgDqFqU4PYwxLRK6WuHHftpzUHBWCxFmLVetjGmSe8GcjGkuOBzORec40cBf+90n8V0PnuC13/ha3OrhtgB3H/7gB3DvK+6LhXpxYfGMmVBd7BqTd0Y2nlj+zeruecC0OyOs3+eLIo3sqy7ikGMQT0cnTwPAbPBmIqg3re+79m/zLUJXbzkZYKXpvgtfQSFKDQoUk5vjL60Q566HnDBQTheebn6SAVXsW5XIcAChluOnedhuku1bgp/mQCbiBdyJhItyoyU8OSuab8PVQXDi4jX1TX3pjW4tmCoVAF8eECj8+QHq3Dg4db6h6NrJVwSrF4CszBI6iSLm5VoRBipWQeX66Wd1Pnj94O0vIhUGQLtTAXYmNi4F+8cfx3ztRWwuXcbd8McPb/1Hv4Q3vP61DtyKAzgDccbBK66va7QF6OZSF6j7CwjHiHSwGg3sUwnOUXp2k99rNCBP1IaL15fdfh8DWLQEdVFWhllWrn2c/dhJfPh+pweu/bPmcvGphOrlFncdWaHfymUeFmbNWJzdp3TIpppyCxU0ZrGlbJw5EaRElSnKJc+SJCO3a/7pO1dab2tPr1/w2FVz7FVe23IIEGerjPYtm6SgwlxXGS2NNalbI7VMwoErTdls/Ar4k3ablHaVRNtnBeYgYCwFh8ri826uchhBZd/wnJ2dg2cFd2rwNteKJ59+Dv/eD37nLS+evS3A3eWRdaGj45f73pGrUqdfB9szhPEEo6joVTl7XJpdlt9q0iHCtGf53j4zMasMtKGErhy1RWxrYO8BB0B5UBtYBLg5TzaXtrH6BJo4Pbhrv2t/+2bJCXBqDg443Ad3H5IC2yRuMmRPl5lAjVJQAmv6g2CCE/Z2E2tQAxzVaZT5PlT60IhnSR0lWzwDe5zU0MUdSm4jMtzU1jUtigaC0j4W7n9PZJ9+DE/0t4m5lb5qBXwYUagSeNtGx3haDqydGFoj2jt4rqTH7oGKW3mnjkhAVQwzME/yZebcMYPmCpoPsUtX442y3eG5D38clx97DHfDHy88/9xzePbkPlw93SRAly9ZjPwc2aSL575cm3ABnUQGWAYwgtuTQYx9l0HeGrha49YtQuw8Yl72KRl2YcZqOPI4XiXiuixAG59NtYJacepNrlRU/+tnjOuzxpUWzBAg/VU8YzyrKgVK1csqQcZ4sHJbn0dsE7mGTrVP/1izDCxmkEW53dAQOiFJa0RZqU0z7ijogT1Oa6TTORidqXoySW3Wv6BxlqyN2/yuiJ/TVEczejQwXLT9g8RRR6NjvbxxmIXTZ32of6/fOIDVXQszwTbAT37+S9icPY/v/95bWzx7y4O7L3/i97G9dOkorWqvcGlrenUtR85EsxTWs/pXdPFCPLlKL2GDsBXVmmg2FEvJjwxr9OT64lL+LsS7YG7zQE6nFdsipW2cmzwv7FtLzDlWNplW0jGi7/oROiEVTcRvIIGLViRrx1z5pCb4NxwUpdldpqXE04xnaMGQlc0mbKqEZCWgkWDQMJUDQ6onRX2JYFwz2HfUx0vlBjkoy0QDPgoj+G9ftAiUv2sIW3AYW4IKAVq+0WEfY2lQeRlg8fOOohQ3hJB8Bj1z1kSzqWMONwA7f9coJzNQJ9D5dRHrcpXfdQLViv1DD+JjP/N2PPCGN+BueOnhp3/jY/jmx+/HWICxyCHpg96HZWx2XkzqF1PHJqd7tGOmmeMEVDuWDjF9e3BjSI/BjS5Tz8kLDLZGLduwNicCQJCPY9aCHgVX1JUBPtoTIHopIU6ICKB2AXpcKYuI/ih05vRZgA2O+hj9S6DKdOaaOjPa498oaFjD6WSnugh6kDmXRr+s7I50unbTqEZHEigKEE5O8+JIzVhjrGyZ+WHiValsDdJU44zXtTFhdM55frr2eD5+zFOotSQhQ5TFL9HJK6XXJxR91akKRy6kr/KbaEClETNXlDKoQZ6k+d4PPomvoxfx+lv49Ipb2onxZz/9GbzivgfwUqcqADCpPyHIwOQ0AZqL494moitsNgkuF+rljiY+IsB17ey3heaelmLWPHhDstDpk+W4HTDLy3rDbQPrqQbwibsAdOlvPmXC/jLgvtYSUklXytTiKZklSyDnZVFrW39JvltNEjHJQNF2no07LntGnLZuQgycQ8gMYEg6JKpvYYC2EIiLDKCq7q3JeBvk4BFUoSd9x4AKWpTKFJV03RPjXuaYzCCq4Co6bwKW1XuV589i9FCsxcQYwr1csWxRQAFr/fDuvKsfNtFns6ZVqys6gxk4vQK+/py2XWmNReYZ9OKzYj272QoQHK8D5xs8+pf/JdwNLz386rt/C2/8xq/HZqDubOms0oFYpHzBDhrTnwXrz9NfAJh1LGbg0c1itNPVNlRL2HOMudbHuYihF/SGXlJ6N8nN7yoSjT5atrZOyftau09ayaJpPwdtvCLGtj7ipoTiCiWoLqu+q4NXhtO3avQ4AW2FW6mcDFSgUm5wssfyS2mIH5+YyloUFBaW8TUbneKQm9hH5hiZyKm71l8cHhetAOnpOb6QWOXMmftkur01EffUcjzrs6LfFo9PhTAALqGz+hHr6eTq/24sBOYCRkVlwn4oSZWYwWPBfffsXD/S8p/misOhYq6Mw/kJpnkGjyOGugVqxTTP+N/e+2H8tf8It2y4pTl35cUvoWx2aYtw86tSkUFmbkwo+bQDJZGscvLYxGMJbN2kXAuQlgCEW8KmeGv3DfjrwRaFLzz5TeHAtgeC6Xebbyu+pZTezcBdn0fOx3dkvuWXiVKUsJk+BXTyGDeoJQ9tfmFowTBOkb/n4NCBsg5gBwC91iYOrWnSG64JgCXtasBJ31XdK5ai4lsbV2pVa86RTSfO2lGJndXDnjHM0IKjjHm1Sw19TPfI/dQ10a3uXTo6kLIen72XjYuNUz0Jw9tH70tRYowA9rU6gSZAHR5rVaqcyUjjRiyPhxG0v4yy2+KTP/N23Pf61+NuuHl4/1NneOSBSyDQEtAh7mM+i97RAnykeZ2DrVs9x47z+2P3GXGxgZo/Xv3W6En/m/3JSxDvpo+ZWzclbXotcF27LI2YVZKwiVUzRyic3tvxk2v5RFrZipWR/K91+Uu2rbWnx1zr5PSNZKGgMsUNDl7uL5nnlMpuYmEvGFndGaYgnNvFjiZzUpbSN6ZAUcJI8ZnmHK3l1rKWgO/Urd5oGt/XTF9vjc6Ru4fJqgZWb5OOWHUMlBp4ZUC43kUAnYllzw9qPVsZTAWHw6S61soImM/xyc8/jW/cT/jWv/BNfcfdEuGWBXd/+KEP4v5XvlIVzPXhTYCdgTVD85UUvFHSuSMDeOH2ZI0kUnpK3e+1Z1YMcVq8jNNfuIBz5+n5vU2WNGn6ODkus3rfjjj5vnT5tX+1pQwXGPbp/nqww+gdcFVfAfJmzES2rGmw1VuBFus3JZVjsQfO89/zD6Grt61zx9YXu9ym0qqiU0GAWICmkzDM6IEV/OQjwJwT5oC0ZkrXXoC7IGkszqgXo0m+8DiMfMqK9mBXuQBxQU1NrCyiVwOpDFKnn6InR0idZGUzYxGr6HwIAszdjJkO7hYFu1N3dLx/5GFgs7/llY5f7vAP//E78ebv/AYM5hSd4Xp1Tk8oQJ8ZUfRzNy9kABqARIAY0aRF3HXa8jCFP1qIafMCfnxWtXsXi3sM3DXfpXxi1l/0Bdw69WjsCz5vAGoHqvpXDLgVJXO4NbF0MqgzKujACpC5mICW3JrunbpF8TSs6C3Y7N9aWqSbNOoq64IEfWxHbBLCildSNQojoEmMCqD1iL42bl3fqNYFkpf1dTKYsbpwW5vsS9M21gt6b//mLLVSWV+YtXxQxg6DvA6Wkug0amlI0jE/hWZh7fp2c8XZ+ez+CSszDjMwTwepS53AVXzhvVCBH/rXvhe3Yrglwd3ZtWu4eqoLhg2olwLsUBog5zs6mzzaoTOrvzteTovl8G3D2jsDFDHegjgH1yitvRTgomHiWPyyjBsAz/KKydMCPolrnD9L25PrnuU6tXWXyXZc8y3NWdQAACAASURBVEUv57LFb0VqIFOWNVLIjPBrlL5loCjia9o3VqoAgE5WNUqi75Q/c7FCa14fLm5y71HTd7FQGkAKQEVaAid9Sv/M6SVqjeN1/IxZbupunUzpb5BRBsoAI6V57EexKTqTbAFpKu/fkfm56weXf19WxlL0o4FbzAc3qGjyYQbqDNrsgf0JSC1ox90Wn/0Xv4T7vvUu9+5YeP7Z53H98r14xeUdiOKkGqJ0ug0Fx85+91SonddpsuvLqgufLYQOOFZmN9ABFk7vHXhlg4w25EfUjNmLQ88NbMqzIAzLOKu/m4mRn3Nf0EUboLtfuNCy+NyLthsN30U60cYxdxtHxoi2cJLil4JKrZfu46OOBNh56VHt1jcgO63TM2gN6YDdNxylcgHi85WIXPQf9JUaUqJPvDyhg2e6walVeG39qF4P/+t0inzc5vusr0mWf2rLXEYTfFsZ3I0Ny9NSCIfKmKaKw2FWK1pGnaXdD5PQOp7Oweox4SOf/AIewTW88TtvPd27W1Ln7suf+jjue+TRFsf7j3VqMacBWfOksd1IWpPMWqnf7eSsMlgy30/9u+RFRxdobo5iyaVtgVP6Tcvnzd+88Po3sfugKEwLctL9sWuZX0/epE5H6bMReOfPp3yN6CRCSnCaEKkzQGRkgT261YEhIl/3QWfEhYRANotaKpeUQXs7lc/aDw7iNDEalGiJHl01El6KiybZdecqQEOIpisBw+Btx3UOdynWLCzsfWLW82WFE0cDad9FD1CtUl2v8yyLgadWxRUMq66dNyyDqYIrgQoDpFwzjq4I7p8+JgIPm3QkG4M3gJ0zS1ylvLsJXF8AhkFHBYMwSCKHG+B5Qpkn0b0rUrcHv/dNx0bO3QDgZ3/1D/ADbxGRTl5+bX7nhbMo6M6+EfsgoyO2BQCh2lgDglsHTmCKu7+IYcbJwjOfv30E2PXhZly+Ju6Fz8kjWLaJJAcVpu73RWl2aLIHlzmdBmQC3p6WabbsbfToVspAhFhPErm1PTHpXLZTkUKFRFIzC9+Gs2v5OB2J/jXaYyBI7FNDelP1GDRRxlCxfW1XOF8DGSLaZJMiKJevGOcPbvUra6KORiLA1J9c8pGPCTVdOgbzLLRNvwFK0FmjXSpF8A31sBUnxtpOROKlgtPeuhBhW3QcE4ChYA/2Y0Y3EF28K6dbvHj9gN1uxP4wiyNkABMD54dTXJtuoIwblHlCmTeo84S//+sfxQ//J8vx83KHW45z99QXn8a9996rHZ6gSFqUVrl2+Wix/pgxmIWsAIIKxJFVNoZuhoKQQJbOWvL/DMzACWvsWmj9v4SqAsilKvqzFXCX4ubi9aboDYOmrUYDBKVOLCCLrYJIIEm/XawDGfhRipgzWIfQDk41FSdOsAWq/9Y16LosbAy0bRQiKiXFllZTmFAWz/Ui7VsfgwThSFmDF4rIRqWp1ds0Yhji6iyGL06dKenUucFCIQGCNu41WwGzKRcKZWI/zYLtn6IWsSme1icMI+SZOT42Uaxw6wYZe1khej4EN9IbTFYl2u0lPzBI/ekNmw0++XPvwH13LWcX4f3v+xBe8w2P42Q7LEWw2qsmns06d834X0k3xl/ayMLAApwT1N8LIYTSyvgWnoalq7F1U3cRyGu2hWnz+ScNLj5O09Xx0Uraa+DqIsDZ47u+zp4nrUReycdpELfPm7QRvyf1sRYSp2xpCxiwcaBudIM59aOm2Td2WnAMNNba6vkZh89drti/eSx5W1CKobRPwaVZ0xowhK532UWfnKfdAXFfQtjXraDvQqv8/PDIAVRGkdhV2XTaeJ5zLF0fi7WtrjJF23Y2CQ9kY3/jUFGrcC3nCsxVgOCNa9dFJMuyeec645OfexqvHQ94wxtvLQfutxzn7vTwAnD6iosjZTazsqHdMpaSLJ3MzxB0x1LAdvzVSyxP0q6IgUj2Lpdp5dBuXECAqX2XQeNNw0qcNSfF/Q47Az+b/z3oaxFcngZpmwnE6mGZsvoC8qTsZd6SprZLfSAcu7znjR1nLlVuNxO1opQAhzlxINW9NETRjK8sHec+luIcx+C6VYB1Z1lsF2mgiwHIcV1ZtNqUPRmXSMokXD31fWgE0AEXs8YVVWfZZg+QU0RmKQtF31hNuM4Qi9a0KWLhMAZkgztRrhkkAkI4y6AWaiNYKQPN4aGdTq5I2amAcNANtDj/xCzuUUhdrdj10Pe+EXfDMnxm3uF7L28BLKdzq6+Ur3YTY7TJxr+P78RVcV1jLC0587158zdRbBMSmEJauC9Caz0ggo31Y8DqArB0M/ck8T05R8pC7Wjg0vlGW+Zo23gGoF1zsu5sU84IrX+3lrAb4DMSVmEATeiku5BiM/ivQga0LHaaBNeKquetElisRy3PVG8m+dZ/s8Enpe5Gylk3EMyYKVRQrNADiehyTp1VIHqgYmyibUOxHqGyWKwCYqg2s24mR3GhlNZS3ZOG/l0QwGjXWsFmEazpGKNA1gYym1oMZH1qTA85smyooo8/FoBRsGPGwXzcMePeS1tMM2McZBM+V8bhUHHjfAYNI8pm65y7Mm5Qpg3e+psfxb//w7ilwi3Fufv/3v8E7n/kUYPZ6er9fsUl1rDt5Zw67owndFD3k/IiPNUqu18Q2AZ04uZRLmm6uucBtIyrR+v36TfSb59IXdruPDmVf9G0WgDqibpTtzzFqYlwbHMYyq7yDyulatudI8pK2679DkBI3YTW9BxHElYLR/B6FgVohuuoqSF7GkJHiqcvzrStMfVmGLzP5fPQKbSiUbJUxCCcLRpGySedkZiJe84iAKU1dFtH0ude92JGGHq8Wtr9+gKXxw0gxNJcoVj/EsGO4GE1nkGuiy1i5hOvjKDBuIaEYTPi07/4Ttz7rXe5dxZ+8m2/iL/0lm9GKSWdM21HFsYcL/4sjXENLdxJY9fBl2m8xrzOIIkNYSD2aX4oPTKnrt1GtGcbW+wVysjNH//2GIq7CL6tcdtWxajc5gcEZ1vqd0EmR8pjM9FzT0R0gYETty4Mw7QcGlnWoKynxy76y2WvHH+zrUG/rZtZT2JIu+XZ0HRqB/tR2ejgSl0ZSX2JujZjtyDOQMqG2Fp+2bqVQIFqG1FQ5g9bc5HoLjs4DTdMyfsdQOp7DmpEycs2NG9YWTpHZJw4J3UApB2NC0pFTrMwGqlesVAx4DDNqPMEnifn4n3sU1/A/Yfn8ebvunXo3C3FuXv88VcjcLaFnqzBf7u5ut3DdkKtE8kshjAklU3FIxcft00+ecdzUbw+LGuxrIOv1dCBS6ukMn3UGlNkt0a0cnn+eULrNqkFNKkWecQ3VFqJCGdS1AdK70jy8cZif+/tmMp/k2oHEMvcV4bs5EDaNlCQIh+IlWDiCjqX0YqSypqqaXiKyRj54sBS2PEtgDeuHzCC66QWbAVU5W8dEMd+AaDKsq1MzW6nYvgCzaYdQ+7wM04ISyCPKRRofNlIo9QXE7ImUtFGcHv8LxG4bBqOKUaANgfwPIPGCdieiIVsqQpqNaeZwDfOAHpe2kRXASbgVW9+A25cu4bd6enNO/qrIDzy+m/CRgdvP99jnNo0TSAbfZ+tTxzjBlmKJq1w/TksQYL1f61B5NjGjpMFueGb0aiV0ALPAELHQstlXMbjtU8p0/mAqAWt3vSFIYOotF4074+kQ9ppTXRNw9uZ497e2zXVdsOcyRMTOWB0jJziTgDqzBiHoG9iPMbuihP+SYL5aW2zYHpzQUUoDUi1LtVNf4Fs3ivHOT/2m6v5mbP6GvSzjaxIIVh1/biQ6vuJugpzMmOZp/BWwKK/jGI1qSAUqad1kc6bUkjLJjkzMwYSB+Azq7p0IWwKYUPAAeIgfLcZsN8OuHFeUAbCZijY70ZcuXICLgXPAyjD4EdEcp3xd9/zB/jrf2N9bLwc4Zbh3H3205/G/vKV5Y5olQOTrZaUQ6cD3tB6Ru6VofJ46exI6yVcFxRlUawuXuaitfE6Tly6FsXquStonZpeeKG7RyjiIk32hsvUkp50H4Dn+LJCXRslCt2IbI1OLLl/x0IAWFPSTSU0QlTCCXVuM+PWCSi0tm7rlfuJUmfmfAJcdnXMu8+GilqdqUnbznilIZlFU6RiC2F/FJp1KHnaFGW3xZ8GNObWRH7+q/ETDNw17Wv5lgLmfAKztut88AYhAqBuAaKNtCzzATRugXEElVEO+C4Fn3/nL+PqG27t43q+EuFXf+k38U2vezXGQd3spD73+ar34qeaG9qQQ/8tAJh6RGOBmadhM9XJ93Gxx7HFnhffYmXc9GXJ3wLpW+5+G+DqKEnkeQGKsnRuQjt0e4ELEdnqN7msBkTaeZjBUNMkK9lk0tqAPA4XJZWDQQHImjVr+2QOk5UpSuiEUWqbwGLTil5IpQlI+rpNfY0ypy3E4jzbpILCiPUrFc22IeHQn+MrBV5tfEu/0fD0OpH/1g/KqFIJo3utXihDwG0/UDIdnqq0kBheShtNyfKyFMILZ5NYzFZRc5irlGeaCfPh3Ll3qBVfePoZPEJneON3fAtuhXDLcO7203Uw3Sc/8grqREf/0d8VssvMziYzx85NxxORM2CXu/pm+hx5+DcL/AVxMwiSbzJA6wZaPz/tqzxZOHb4lIDNSyFXx+JIerqXz6KWXLeOKMl98uWWgszLjrXOOZFUt5VyxTLXpb3C2mt2t84NoHB0bBwGixOx07eUSFTKKuXvWVune35F22nq6g8VE0Coha1UpgmjxKgUVQy2xY2EuhBFfSQJEufQYBgHlO2QbfJzVaKw1jiZjluLW1QbdIwk6pBQWRxfl7LRPHQwlBHY7OBLEzNw43pKS/UYmYF5Bs8TqM6g+Rw4FDANePA7v+Uu9w7AU7zFt40EQI87opYmAO3csGXxZryymKpp/CBZxQZCg/d/930AD1tiOUc/ym3rqcEqRSUE5y/nmdJsyns8JXlzMdluwgwbqhdzC3OuC9zJ/U1LNy4KjZSIQ3mfYfehD5z7ATrf06cAWv25TK+qxs+bV2JZJwdKa4cuYJT61t4ZDYweaWAZAmwxyHh1Vee/0vyq3xUQDhVgrhhNm4XgRgzWjsalixrZ+d+2VqR1WyUnGLTupr/MFWTO5aFcOzbDXyN8AS4LETYq4GESHeSRCKOeYFEHac/LJxscporDJL7vttsBu8OI3X6LG9cGDMOAOm5QR9G/+/u/8RH88H988Xj4SoVbhnM3D4rEASy4d/rMgnkI5/4ykMdodkYOsPJuwQb3CmHNV7OA5qKkBdQlYxTFNCBmJuIWTLequajPt+X0AElBlXLZVr7N77t39jsvF2Hly0FRPI69DB2yyDuXIgHY3KZLFmH6uiWS1BSe4krBQbVxohZc3ZStPUqcNHtsoC27UgmAG2Ap0cEGBIXbEGkn1voQ18hEvZmTbihcFDqEQ+HQTQxfdL0BTNyQ/h8cX6kreZ2koAVuAQvVt7OB6adSJOs7b5NwfG219VHIFeBZ6s2iewcSkbfp1diJF+bFgJjDnQoYQwE+/55fw9XXf/Vy77701B/h3is7XN6NPs9jTvHiMkOdcFQroSM/8ZfRSDBswAZd7ESy6Xc+eD3IAMUzskcr49N/d/N15b6h66SAzsvEF6bRPO8zX4vjm702PW+aI0DP2iW/XdtQ3jx/ozORZ23uA9jl595fUFclHM9By7SWXHjyuve27dbKVr6mjxS05TQJaP3kecN09CdR9FAbaVaItO8kR8Qtc0VLxim1jLJJPGFk6QXpOdtGh7xNmHKKUbbEmSEKPXxAuHZTjfE4V6GJFUaydTNcGTfmimnibh1ifPKzX8Q9Z8/hu7/r5ffvWW4e5c8/fPIDT6DS2LCUjTXfD3jbVbrItQrLdGZWf3bpgpqWJx2xnljYTqIBQS8h+PhO27ZVgquZmoK0D/ouw/y7wTYcx4hlsObx0H4jaYUSayP2dWBQ/PdC7KcFjmNYVyjARaGL24AIzi2j4KNphNwQEdVBFRmh6crAmprOW+vucO2xBHY57ZrrqiDWsyfbKMQiDN0ZNsrWdjZkpkUGQv3Q6agv5Q7v2zgH5/pmCt9OFGJGAaNwBXgC8QTmCbZkEyfunachfznlw9BFvBDqsAEbh7GMcvLEMIKGDUoZUcYdhs1OXMQMWr9xAxo3wvDjACiYJ2A+x6vf+PW4ce3akYre+eGf//Lv4KErW+EysJh/lQQ3qLunPGjBMZBtHqTLDCjaVNKlc2sxn7E29Fj1WBPNZAVeq4nLxQmhZHodImJa0HgoEKlayHy08Z/28rm1Qthl3nOsH7X6usEpTnN/YX5LXcYKWZds7mWQZ91q6VaWuLO6Q5lq9TJZHOP4VQUhVn63tE31yn3q6ySz6Jkxo3JdrJfhRqQfDpF21E3Snaq4ChExslxNv5OogYivOB2jbAaOoVJVaRBRqy5m7o/Tj4g0ugkQqljaVjFqQBWPBTzbZhIgYl1l7K8lE/rSRbl1cgiWWPVuCmEguUoRTt7pbsRuO2C3GbAZC8bNgEv7DcbNDsNmK9d2h2G3x7g/xf/yzz+41opf8XBLcO7KuAGPWzTUK+0EMoeNmTHbAOF2VxPgT5c1XbXNAs1SabhbnkebN7DkbvTAj2CDpQN0Cbw5/dWKLHLJoGwtDwpruQbY5TzT9/ZNftfHzWVtAKjHbcGVewZKYOloyMhJf7KlaQtMjg4otyf3eyoBCxjNwO+YZ3zrLgNeZPVy4pDiwcrVFtlOtMjfRFkV5Cm1dtCVAKGprK+OGs2Qmg6lVDby9vGvVJRLzWRYLuzwNgTMUah/U4rrIwa61XwsvzxOfDwZF8mCWsvWGY5i51me+wakyDgp6qZgGMXBcxFu1VPvfi+uvOGr0z3Ki4dzPHR1r23NPhCde57mJjgMKbwH8rxu5ojo2dkSnAEE7N43LMGNs8dZZGhxrHhhjJYLdzysgQNK+fe00qiywQrXZkgprQKOSHmlENzSyUQgF25JYqKlvU+II3OZmvJ0Wa+cniX94usIAoT5umUgDU2fmEuUVZDpwybKGzSb/Ene6KP5PnEK+8vSbRfeCJr8QldP6VMzfqllmjQcXwo6CaUZclayxjGAlsdjpll6F54LpAKymS7t+NbvWrM6q4z8a8DU5sGk/SQWtaL3PFfGtRsTDpNuBKo4Nj4cJjmtoorPu/lwA1/68rO4f76GN7/p5T214mXn3H34if8X8/bkyGZQlxdOOz4krh1sB2GcOpX32w4Hy8HdhzXyQCtXH98I1lrc1Yuo51PBCrZ4Znn4N50ozkl7x5Fr3uQFm1uQuVYZowtaL5/qicLY98eJbdM4TjgDjGlGxhEiSg5Bqf2+5+DpWMj0xiawcNeOkPr+YUOE2x4mJyIpivdxC2wtFoMBFccaESM/w7A0saEArPkvcVY5xyYCKCuqiD4Js+xOG+qMKha4VYGXikNhpyfXOc4EDnaQpsfellmhWww/RoAGtUwbwZsT8O4UGHeig7fdA/tTBXBy0TAC4yYamvU4tukcmM7xyje89quSe/fTb3s7vu2xK8G149aBE1Bd7G2ucCJEH7X8YwnVgB3H1F0u3GG1yBDO3DrNNXqa59RLNHy6IA4FMWou4xdxX/ZqHKcj9dHFOF9VVSGAAG220DfcvJuVm4IDasYMa0Aot5evOXEKIWaWM06zYV++5pyOltsU9rMnhxzWnrKPINPxjnc1nYnb93OWds21+m8fW6kMGTClxvTyzJD6uM57X28FsRNru4AAGkKqoeokKMHBc/dN1kmuHgQdIJIJ2ZzhisIs/vjIzcece+drYrpKUe6dXkMp2I8DdkPBUAoGKtiUgt1W9Os2Y8F2HLDZFFw6GTFuthjGDco4AgyUMmLYbPATv/7h1f77SoaXHdy98sH7gvCsXAbabMBN2rdVCUKwrXkxeXrjBbKbI2FBwI4gtRUm3zoSbILpMtw8vmzcVixiEb7rjOBanfpBu8aJAVaIQ5o7vlumo7E9L84P/DZRVM+b4p1eGYJyA3njYsiui5PDKIcltggiqGnbd2YoYAta1h2idDqEdSYj75SzdaI8M7KZT5gEbKl1zpq1YR4rKpqV/jR/jfZeU9IGde6l6cmttG8JCuuThAzMsZ4m4f7o2NuGVGy8NvRkYYwkK+siUwisoI3LKIR32ID3l4BxK2LYzQa02euZsgLuyjAK505XOZ4PwDQB0wHDfI6n/+9/hK+2cOnhh1C4osCAHYtiPMvSXFjMwYQ7XOHn7KX+Jq6LRT8vuM79WvvP6SSgA7UNnh03i6CFm5G8oDUt8NSkF7+hefWAI88s4241lr/HLqP3aXrg2HdpffF4TZvKSweOR/JrwR5rWYXjY4YSGTxl0Wmfhok0c/u81CAjJ9opi3LX5AhWL3Bw8UxcOjeZZ8OHNrRtkeseai5mYSoYjAO8A2AawGUAYwDTgFpG1FLAxvEvg49DH1zeYHauWIWdqmTqOiGOTUezETCSHEnmp71oklIocY0yloJRxbLjULAbC4YiXqs2ZcDVy1ucnGyw34/Y70bstyNOTvVkHgbKZiPXuMUTv/9p/I//89v+mD35ZxteVmvZz3/6M9heeeAmsWSAia+e4MiZ0YT7trOBzMYiD2X2m207dXn3qH60Szpn5jhmC0vWHC//bcSILP80ivNd4qbYviScKV1noy2VkCUHfU7t+0XMTAyJwIv0OH0V92RWm0cDGcW9MBAgyvjc9oErxHJJz0T8tGJuo4RK+itz+FqAyb5qeU3Y7qzPbbABxrWzujBX9X6uoImtTRDfrhRNrOWALFbL9fd2Yk7+7mx1DZ6hiYoNqDEVgGe4XgqgZ9fOKoY1gsoSDyb6YG9X+06iSbtxlbnDlgcNeqrHDOIinLntXojsMAM7yP18cNafcyPV6IJ5AnMFlYoHvumRZSPdweG3f+X9+Ivf8IrkP9DGnF7W6cyAW/wBIFaLZu0jasd1s8Cm4deDkD7YhqfqKhzgKc91/X2T+dsmTD7fXE81jfnOZMlIYUJa6XlOFpynSEM72TYvMBK2Sh3akAl+lx/3v7tyRdbk73sDDHeEm8qSnRe7jh+oYU70ZVilFXrTjiAKf4hN2VNdM2nzj4Opkj2Emc86prbHGlraDyyWMTgzC6kZ7Li80Ex2HXomPX9HgJQZYQGjUG9i2Uz6jpN0r0OpDAkZky76ZEZtJe3Zyel0AdSxN+k38n4ojMH7gnAgKdduKJiGgmlmlALsNgWnpyPO54rDXHGojNMbB+DqCW6MM85eYJyppKTOB/zYL3wQf+tv4mULLyvnrlz7srJee4K0Mr1ZlTdZvUtX3SXUxPJ1PzQB7JxQ6o8FYIpXLXBy7tCqwBOAGSYsOU/U/c0ZkE0qycgX8L5URzlx3W/j5JVFvLAo6olXf9e2grV/Biocf/Jqcozy26tcqC6wTmrpE4lDTXtYXyR6AtLjURNny05iAGKbZsTPG8aSDMIUnEP7pnh6JhJA+usGKOAk4mQvlykOU8l1SGNCT2xYW21bHZ+8Ww4xCyVganptVI+p0JsoVt/bWNZ+FV/KmdMDMJnxETfdznosmRhXKAePRmBzIuLZcSMcvO2JHpOmPvyKnlc7jsnoQnT/Bp7x6Z/5p+tj5w4Mn/jil7AtM1APckwbz8JtRbaOrQraVUxr3JVOOYpYlkXhroZI0MWBzDm6Y6eQaAQnDwTXAZOpQomG3FzlpAmB1GBqIKWELt0iupXTYqytA4jqw+5hhhDVuYyZVBnp6ou2uCj48U0VumAbs5w+M9yQwecLJz0tjT/NFfMsbjQm4+hV9nNKG2aE1TcV2H20ctvuBeScqUwypR0TXk5tY23YPPc6VOcyOgOFuWlvbw+7MsBOFxBStdX253yfuMls9F3Fs1REakCjLwANuIRSx1od2BqdKzCgG/MrlgYT7bIP4kIQNyhF2nUopP45CduhYDMoN68UnGwG7HcDNtsR282AcSzYbQv2uwGnp1tcvrzD1at73Hf/PfijZ57Fu971Gyuj6isTXjZwd3btGjYPPrr6rgd8leU8O9d/QDtYstjWQUIXjsCQoyHA0TKdC68GxMHPnl9LIzhDOV8cEVTaN5Hc2m/DMDnd9fvONs9ZAlL4VoGasE76+tTTsxUCu/yqXSY4/6LIk/MjnZ6hPGsGBSXeNWNA6+LA1eoI7ScK1yplSI4x7cib1GJm7epg08zwkahmBoVtE1mN1q7cUpmU+uK12vyyu+EaAM5BXJ0RomS1IqszwC3eJeVAmhQw/EQmNQeIrzoBqAb0ihhBjTtg2ACbLWh7msBxcY/yXLSNh8H7ZT8c1ip0x4Vn/+hLeOPrHnCdIMIsPgB5AtWDcjsnBeOs3IoUfCeRH9VE/7IhwMrYuuiZzYUj1DFm0Eunnnk8S/JLgMdQWm5AhLAyDzTv5TRq8rHv5ZnOcWrft2g3zZOXWB/Qcp1p2lKBiYlj3eoVopw/I+mE+zrGqlfIKyCnn+9LnTky2pVQHXmB4QySAFEBPpnhINRcgXifcUjGjGnSALV1QtR0CoHcKtfXF0vH1vaUj4wI+y/0scmMyZTm5iPEYOuzzoVA9aznY3NL50xca+Q7bWSAAHhiKQu9TFRbHPCNpeDSboPddsC4LdhuBNzZdXq6wemlPeo0ASC8/Tf/8KLh9ecaXjZw97nf+wDqsF19Z5Ou1VlIXrw5lDdl4iTl1LxlRT/J1xfVtUU2RArJGCGBtvXt6/GQgRfSoMqlaDhwCaQ0Z/TRUhG/saHznWbsvXn1sk+OVKKxBeAGsCoqWNQ/mr19Z0Q+NyJb3glU5jjMra5Im5blYWkFwGtFNl0VqSsULK/03sAdpWjNJ+E3jlIZFqdCeJkCKHq7d/4eyAvLXgxGHp1IcayoCXSC5Wiz2qYbcyFOWLY0Mtcu+i4tIvkvQ3RkTE9G/wqo2wHbU7n2l0D7y0Ahd/3CRc+ZNaVpDfe8+v5F396J4e0/9x48dt8eYcD1OwAAIABJREFU4FmNXWa/pzqjqEsHN7DIYCshn35JNe6691nuv3wh/17rX/HlZRnEVMnj6yYhTfdMFmNhpUTzWOPbhqQpYACcdHlTwICKgkbnmtn0UT5g1wg9zec+vWaurF/G7cncuprBHBs4OZ6Hc+1YrGSdYbFy5bZFsxG3vk+hJ2vpnvsGNC5Y5obxul6jqT6tpe3PEoiMbIKbPLsIOgBm1qPP+oEA3PWSnYcNlYg4l6SXGBH7XPCNLQeDxDmcODI2ESS8FOXaKcjzPWkBNkPBTrl427HgyukG4zBgtyPstgUnpxtcurzDbr9VjigwjCPe/aFPrrTaVya8bODuvse/5ug7zgNAB5wMBmMd50nTTiDTULF3mmAQyLUR2ueP0IlzEW0Ki4HSAbY1LLHMI8eX/JIXtBY7MjeDNXP3/G8mxkc4l6vF0bo1VrFWwAWlORasrVLlUitRWtQ9P0r6OSU52o1KoN/zc6pDA1ALhbNgjthEUQl349J3ju0AqaRv453Nek7id6aCioJKA1x4RcXFjvZbgGAJn03eFm1P9LpO0X4XhwRjZWdKAMya1hfPdjUvLJazIdoJw53GKt3BQCLKZQwDi2FUcW3+O4I3e2B7CRgKaBhQxv+fu3frsSXJzsO+FZl7V51zumd6hnfKhmyCgGG/+MGAX/QL/N/86DcbhiGAAijAME3ZlmnB0IxImSZNaXgxSZMUSYvX4Vic6enpOZeqnbH8sO6RkbvqTJ/qOc0o7Nq5MyPjHmt9sWKtFas7brZtYYCx8D3+7B/9tw/W8Yse/v7f/ypcq9wt/Drcqhn70ZA8i1cOhOgjSiDDGWq5ju3X+CtDwRewDIR+cioPvcXnWvA5y/sy1JofbM2W35XOZTWCCjBsGj1Qugdo9PSaAbifuPxcy2Pbnd221+WdLJzwd9jSG8ht6oTcZmO8Wr0BiPGo2z3IYNMi2/QE85yvi70AcVySmDeg9Ju9Q0lKiEpjUAUzDFaAl61nFzjtnEhYfJs1hYaOpTXZXjWJnG3QwD6kPDQUqeTkCjlf1iR5Td9dGrAuYnRxXhs++uCED17c4PmLG9zenrGeTmhtwf3dHZZ1wbIu+L1/8xf4+Z//pWkbPXX4oYC7P/rX38B2++H+QSZYNiFgk4Hqqq7HpDFBiA9dl7ykDqf5PN4TmL2BwgzgvU2g4WJcQQDWESPCmscdvx8kUHnBY1jkqJAkk9ENNoYylBd4+G2fVqVYRbKV3KBM91y0rQX46bRLBK0QF1bpWBofAnB44AqZbdT/hrLlSxko9mU3HTInOmTEJoAp5/r7KRr7NpYyW/7G5TLVTtQvl9Xi52CWY+mZEXbZ7kv6W2ZtaVJXL48VbyTowzfgQM7OdiwSvbbIVvZ6Ap1u4EuPzFQSM/vwR7+Ev8vhF3/uf8R//jMfgbCpnp04mBaN8wjs/6CAXFrLW00Vyk0yZXpz8kwc0uqlgwkfQhiYaWKkI2PeGSNkKfiOUubC7wOlx8VKlAd3G5MEroGqEUvsAF6eKo/9UNRvtu24Kw8FTzJy4/3nz801VyZFJnCo0iogAN+1UMhD51JWsgVAotn+7DDBZJNPJttPrsY4tUtOa2ijLBzMF8yiFxoLxYGWpDHp+Rlfh+jasdPYqGhI9BS+mBNjiP4goHQuL+iV5DbMz2WP7Voh3SuRSvGQJHnNF8VgYFkaPvzwOU7nM9Z1xWlZcH/3Bsu6OrhblgW//Id/ddQDTxp+KNayP/ojHw5HmiRAhyACecLKvY7OlES6sRrwlS2kk8xy0inCjDKkYJNuNxUcL9KUICKBwQy69oQTu98OJShSkPvki3WHTFTTN2nPIOw6qNy+WteD9gJpTooHaiKpPVPbRr2thJkQVBBlBROCESCFTcpjVMMJlr1vyYVhBMp96++eGKSNE3bBCDNE6lfaUa1RySxcjRGK9akA/Q7qBOZNf5O3B3tGCECrSr8BdCrX9cVDQetjp9XfqeVSflRiEG/o/b6CSuog3hyQ2vglaQrZNiKEYXEHqJGc0wiAmdBoEZcebQW3Lk6Ku1p5tkV83tksdamtEF9TcwCAFz86WeD9HQrLB+fQoUtbSwToCRDwaVTJjw88+TY/OzArVFuqMGzVtnWJY4r6aV2zO1psTsckNKNzqHT1mIBU5p/vuuV9yYtAlACo12kO6nJZKD+Y7FQE7U+lfQRosnIlyLwrh5UlS/zHSJmP2Zw2fta1grFNGtTRPldJtOZtAIQT7S0O+oHy22v3kASTubQfFAT5mDNKTvtykoLjEK7Av3db1Ry5uIU3pXYgtaQlxtIWRWSrLFQ56BW89Zr0XBdazI3k8IIF4veurU5ajYcuTdiNKf4QIOrLOigJakHLVLZpF33f/OeeWsO2Are3Z2x3b/CqyynG62nFejphXU9YTyu+9tv/7/W2f6LwuUvuvvOtb4G/8hMA4Ku44pSY6z58vZ+UMYvouPs0IR+a9t90qobJaMQlfYzJ10/oth26KElhNoVGAFYFOpGm6waM9DClS0rh/Eiyx4aRapUK8C6CMBtOka+ktyuIJEzK0LIkrFoXJ6vXVGlhfpQMHZpL/OpJIhNrFSs3RfrBfhJgRPRD0FtNq0VZ3SJaDQRsg1zM90MyFVsF4z0ZQ1zKbRJHA3RpJZ+6wqQ0tdFtnAM23vO27shqyazJuMuWbO+gbfNuHxcmzZgS6/aSNpARZoYYWPS2ivUsia8q6PFjaOrQWPVmXGpo/Qoj+Azqd/jzf/zf7fvv70D4vX/1O/gHP/sRqF/gWwuJ0UF/xekH7I6F9wDGpCppy8z6SNMmQCR4E8ldjCf5P1uglrGlg2OcaZZPkI00zobkKI0tiVoIRhkHmfFP9d/G9K8Eq+9OSvSoT9Ci2k96Pdzfh8GyFkZfbCci+EnT0xUy7Z/phnnKRM6smQFWHXQnrfZAvx8D7Mp9p60WdK6PUlbPoraC9TWnaNGvUe7M3yUqqc48x9FkrJRNt2XF991JBdqlZnHFic6hq9HShqSRXQ68XAhYrNQqZbV2NL6/tgCDTV1/tQacF9m6XRexsL25PaMR4XLZsJ5EWmeftiz40z//G/zDn/un0z54yvC5g7v+yb8Do01AXTrfLg2CevZd8gwAuGg6byccfWddPYxxuPr5OQ4JmdmkahUQ2gQ+eFsZavz2D9kkrydZhEFF0PoHV2EHYZiPQ8GoFkwv7KDmcVt3KtseRY0Z5KXtTCGSUSGfeu4bJSYdj+mkzzV7N+9rLUuxXmWG+1BK8C/IsRrPz+rXSHVAop0E5LXUTrQbZ9bEcWqHPMnwuazj9cuYw1i3AuDMgXE+tidzdq4bRMxdtghRdb6ia+XJps20+XwMK9oNDX09i7+78y1wfgbYCRbn58CNnlzRWgh4c4MoqvnK3/uxgx78Yod/8yd/iA9vpOLS9zqG/UYFPwBicIwg0GhltZcJRuh0jfws0/HTfcw8jnY8JP1xwDJ9OaoyIzkxnk3Hcx/LwN44lx4THh1/1lBSwAdbKXR40yKbypcfv7WYuyoEiGsEnBaVjiXanp8XZ7uWRQEgUd4oC2GU5F2rvn/v+oD8WQG59HD78nCxsbrqSekZCR5BnlOkrK9M6ty48KjU2Aa6fWtWcpHvnvhy/W5NARDBAWBwJMEV6yL+7m5PK57fnPDivOLFzYoPbld8oN9962Ai3L54oZ/nuHn+HDfPn+Hm2TOcb27wj3/98z+x4nPflqWPfjwpUMo9X72l+xl41Wfd9QKYgjwe4RMfAyz5NAyMl7GbnI+oBQySSPmvhWHbtpQxtmSN9FMuj9/H7v6jw8g//JbNUtaS6PYHBxEPAs2Auu99kOilTNnjU8pZJ1HyQ5hzodyYduQWyrpQyujbEdKg4fNKGoq4NpjnzgxCB1NLcbjUG0aw09YJsbeQ9qM5ECbECCDIkRpbqhfBndGyMnQFptLf7NGE2Vn6eXRRGaeyrZtzSPKPvqk0DTDzf5PucFcjE4peInBx+WKEvkkrhUNTaAEYYDtLdhG9mOwO2UErQU6xuLyR49h0VZ2lMtwJ5xvg1ccf49lHH+HvUvjZr96Atw0EdQUjgxZ1217bwld87PE8kLGaLOHa08/Q07MD5kOKFNLf+ewlHXfjYxXi+ptcnqWZzftF9owoMtssj0g6pDz/3jUdrnm8beDxaleexwFdnl1nUVR+kGmIgmwiwqI5Me37ojWI4QVMJSf6l/R9I9WZp1HKl1rwwbLlTrvlw1A5ntCbSMfprglWZDTDaO6jeIHRLTI+L7ybwFiM9moFmRgbkzpMV/TVm8wHU/foeaGq08XGkTZcbLcywN23VUGhtw89lm1ZCH0j9Na93ZcOoAF96zgRAWsL/7qsgqlux7cBN+cTejsJvVsuwHpBO21o5w1Y7nHhhl//v/8Ur1++xO3z5w+02rsLn6vk7vuffA99vfHJzDAzclG8FElBWMSWLVn7zhZ9bn6jGSTql8Fh5oV5m8uY0dsQjwzEEiRTAhkAzghXy1I3iufym4aPJamiewN+BjamkrIHPql89lcaxkGeAo6yvIk8hcgsOLJoi25INr/ZuqkYIUTblcaBTmrKBgl2ZJelocYNi7kXsWKm8s76LfWJsjMpce/Rb16HaJOAQGLcQRRrvPxt7oRDGpnGizdOAmQjo+P0lg9aTvfTR8dwke9wPPfzSl3UY44+czq2nceh0lVKHqEe8af6NzY/2wJeT+BViBsvZ3FxtJyA5Qa03iYDmrzNrVIGdHz7n/3CtM++qOFPfu8P8R/8yK1LVP3kTyNc2gd2QkSMNw1sCwFod7MrF7PRN9uJ0M+4M9HRXdIa4/jxIQ/ZYbYWcMNaBz+Fhctj/z34Yh4+ielai/wgiG5WjzSN6ueAjnmZ6vZw2SpGbU3nIYVsBrW1j4AM2Q5skK3BlQin5ChXTkyI47Bcqd/SUTAW5J1KmRwAegcctYvREDgINF4D5wMGyPytYmRxGCrrkDfdANKAYuwC+K6czxTdOVBeIH42xXirE0SvjszYgpweAdBtWat79BlBj/uDUn+nP8JbF8qOoaXQrQnvaa3hVs+UPS/6vYprlJu14cV5wZdePEdvZ/R2Buv33dZwd2G0ZcH3Pn2N/+bn/rfr7faOw+cK7r75u7+JrpYvmTHn4KyHYytCkLJ4JQ9HjGmlmGjjA8NO4kwmw/g7EzKaxN0VGjaYySeyT8L0/u73+EnvAeaIka9k/oMFzjPPAKhRpwGQwQAXwQEW7+LStHK59aRfjbAqSLfJqYfTm6Ng26p1sLej9uTtXXrNiRYdE7cxKZatygx88ggxwi04K9UxAdOsC8hk2hyhAZrdwcTiXXUCnRDlMg0AL3MoLTMNZQ7/eSqp05UrwMlytlrP2pm05hh3bBwjdNu46EpMe6NVHBovJ2A5gfSbF7lP601YvRGhe3dJG334Uz8y76cvaPj1X/413KytIIuyHDBmQ6ySW2VpLsWr6ilxkgAnNxsMt37WzuDei/sN2OLtgfAYZs05GUqSvmZpYEqHZejO07dnQstRwNG7CO7eY7KdffixcmHOn7zcwwfIIC6+7QQhA2lra1iXUNQX4GaLeeUbFM+IzMJTgd8i7j1SJaukbpTATcqZn+1IISdAZh8Op8f5vp8Xe9gB8LFvwhkDeOB6r5ys4v1F2Ny3ppyUk1o5tmyToRKSikpNTOZYAzuYBYW0tBG52xQTypjbMeu/Z6uAufOin7XhvIpblOc3Cz548QzcTthoxet74P7SxR2Unrf99T/65pXGevfhc92W/cpP/gQu9iPxsx3/OvqG6JQA2A3iq2GHCz47BckpsAOxKgb3OXcl2z1wdDhQXiB91vnt6j6Nqe93nchuuJeuH0qVqBdCcBhT20bfCgKjCJa1IERQQEPpvcQtrD3KEl9nZhZZkG3pSFrCg+Qhc3I5k1a8/l6PrV7P3ohnMtoRqmjlifql5rH9FlMiSenE1rb0cSWxZCS3NO6+U9jeTwsV5g1otuWb2smy4E23OcwXXoPopAxrvLSSl58GzFl1UzlKxSpNbyvWhdEUMDJ33bY1xk/A5Q7UWbZpE0C4fUb49G/+Ah/8xPzEmi9aePHBWsAzbxdpYwNCBO+TKQZjBvMGXhY/IqvDrBZtU8q8BthRVhBmx2nTimg6n3e3JlyehngECChP43eKFh4RHPDpnGjDi/Z8tIJ9mxAkIYxWHtikLPkoFcojvSY+Er6hwYgiPSLdiqSwTCcK+rtA5hap4MOeuXTN+Yicf2rAxMjlzPrZ68L7trUCEptKht0Kekvp38a2hSrjzXeplBbk5tiVI/FAoR/VKKXry82KSmqNmgoseom6PbucwNu9GDhoRG8P4ynMspBVgy5Z+KbdMFuYDN0q1FDqYOS9EaFpO7UGOW+2My5MOHHDpXecm0jxPrhZ8PLFM3zv+3fAcsJ6+wx929AvFyyXe/yLb/zR57o1+7lK7vqHX0WcX2eWYcYwY7Vqk9utwhCT1d2GJKa2+84D1jL3QUulUzN2yH1tA/DIIXD9HcDubT5ZuqfFts2/ad0A6MHPj6Oic2CXLn3lY0DSxN3CPJiQfArJtYjEkUTiswzqh9NWLRBQDzCxeLJ11jyQtu4MpHkjaSj3jNCketnMz9FGB+cuNYOR8vgdNKDW0oFn9qJu4NPPlrW4Wg9fxpoElNz6y5ldLlcumw7+rIZgh2HvGY85wyg3hZEyw1e1MPARdRbaPgGSOgFNXyZL70yi1zvjghV9OYEXsZo1CR6WFWTHlJlT0vxh4Lu//M92+X5Rw8/+6Mm2HAA9/1d8cfko97jVLCjJuXVBwcbtod8u4oLF1DclmDSk7BzQ8Gr+rf1OJTUr28BkmWE2noVWTobhDOgxYiwJA9XUKOeeFhbMuzI9FIoTXps6Po24ngk7ftKzwqdiCs5mXA2pbbPNmVhcmnQOWJtYXJ6Wpo5xw+EuwVxvhATPTkzwc089zcSjJkCO4Tv6tezeB+R0Nq2tY9HBAJjiDPcewHxqCOMNngpRnksjlW36LnlEedMWrveLFaWJs3QUMltqLbdVgqd0Ls8zUok5me5xItmNCAs4rJftG4wFwHlteHayLVnCjW7RnpaGhcT4Yj2dsZxusJxvsN7cYr15htPtc3z/dcd/+V//k1mhnyR8bpK7v/jDP8D6Yz/tfR3jRpD20TEsu4+vUuSOrTxsXE6/M4IbwkjMcmgPxLeaVJPy9EWR9wyoBTFPFlfWQjNiqZFklcNHo3tfwrwK7rPXkrSLx4cpH0dJSBdHEryKVKw/ou+sbAjAXuqakmFGpl+kK7IskTP4VMpBpFKiTOVz2UJ521d6DhBTEfzVWvaSj1USxp5MRii+j4iWyN985gFKeBSOpeLNxln8R1mkhAIx1H9aUsFn6EpVt7+YxSdU75Wq6fuNwmdayTtJhXw+9XGuMRqtoEVcEfBy8rIy3YO6+qtqBHQCNRKbFDC+9NN/N6xmv/YLv4R/8O8/A6vUjjhvz5q0FICBdsrXyjTB7oKGSJS4g/5lMGcSO/lnkrx8Ws04WmcUbbd4Gd4TWpbmis1HG84U4AdQ2pRy6l4Q1rGd5mqiDZGhjEtb2I9lPjwVgaMmhyCMcECv9vd4uA53g1cseGcFjqwLWTMaY23BLNJRJxNDPpzSMGmtgWAeaehBvl5PTbilSERKBhO5D0oZFKgrTV2gksQk8Ss7xtiPpQ2ySJB+kAYwvo4Un43WQFSxSBdLDX3wuTqOVIp0WE+CSfzKpKeNVHLqozGSJJXuhfWx6EeSihfPS8N2YvUowDgv4jZlJcJpJby4WfH9tqC1FaRbsmgLuG/4lT/+1kEvvfvw+UnuPv2Oj5qyCuLA2mVm5ngcAyCsS+M/sAdPu++HgNCAIrP0LH/Gl4rVGGKA+rfxz+HbRL6UZ9IhRRoLGZPay8X1d53MjwCBJBK2cnoEjbWnlLuluVhL4KilJKlSolkBZCvTy2KGCsk8PoFgtoThuEP09YofvahDjh/DLOlsKvPlrKAD+HfYKyaMOJbf86qyGRsHWWrn33aAYQG9CcjNxAYMLU0oeockHG5IQS6ts/oE8AtgkYIXmpzY+htpLpprFDsbc3RZ1GkFqwSPV5XckZxFW/wGKqdlAOdTx3f/5PN3F/Cuwze/9depzzid+Zt0Iq8EBuLYRTbAImzS6GSyBfT5KO+EXbmF/QxOM/QKEKklqnTO06VMX+fDaefjTdBdACmigcwkuutSccsgvzjklcf/wSdPpZ1rmUEvb5R2ea4PpC9lmbfkyItakpqRSu5W9Z9mR2UtJNK6rKPnZMPSHIAdAWF4YU3qeaX+mpBrA5mz6uaToqyNSv0oSEh2yxK8WiLY+A7n2lzcLXleHHqktn2L5SSeFoyWzngOxZfpt0oTmAFZ/bZ5ZSU1SekCNXpphEWNWxa1TD4vDc/WhnNbxPAFZhjT8Px2RTutqm8nRy/ytqEtK/6v3/lj/M23/nY+QN5x+NzA3e2P/1SZPAO/ga3g8uSL3xLBlFMzdarsMNiivcNgjztDUHl8+kT2yXKNEO/1HBro8BU6+N7dmxDJWd4e38DHAKB8O/uRn1wadqMBJa6kDN6/KX1DROXAHhhSbFcGgQ7AILcy0SbZpqNgXGZzxkPL7bZyKIhOzjvytW3atJ2cKu7MywGR6kuldnEpLO3fS10BHxulHNdGAFIbpToWLmGTxJX49hMoB9t6Hce+X4bz25HhGykuGBf19dG4wrdpGbgwsGEBn25la9b8VDUBeNYXIeEhUGe8/O1fxRc9/OgHDQHkRvTQwT38EUqYSJtUScyluZwWFpS6UMeKMUnXFUJm6gcfDN/DR9412qLUkOP3jH55UgMQ9GtGzAQfZ5yu68edzl5ZnIYFd23DoP7xt7tDyX8quHyA2N6dp/TA5wrrsPplX4FeZ4ozn816NjveLWo7FO1kbek8ZDgC0uNRGGfMHCcbuHGysWvv4K7V7CzVg+ricJaGPXQppbay0ZAOiKPmLgtIagtoWbT2LZynD/mPme7AnNHMRPsWGtOIG3lrvFGcVtEgJ1Q8O4mu3c15wWlVI4ul4fnNGW1ZwUzg3tGWBdQWvHx5h//qH34+Z81+buDu/vlXJluvjE4ymcwowf1GeEtXAlMCGREEjqjXbstvTGL4HQrje/AW4dqzSPc6LT14/xqePAoDJXFA84MGonA5A8Ac9LpbEkegAWCcYRs4dNClSUbiqe2ci3gMk+TaatZN3ltzEJnYQvnOC3tb6DmjMW6X86MKyHw7LDWkbGMOJN3eIaQ2shoU7qjXKq1qC0BL6httNxL9IyfIV6QUrqg/erTNI80RWI8CBnKAEzcHh1oXe6a+8Cx7hZMuHTIrxE11cMIZOWPrHVtnXEhOsdiWG7GkbYvUVX3jycZSbaov//QX22r21cuX+M9++gzmXiR2nPz7if5dD4CnYwyc9IwMYnCw0Tier0ImAxJZ45fS2JmBpqwqMqNTNincShMBPEayVRc6kUhIiLLCfpQ/3qPZMK95HNzfbcMOQ/0IdJUPwhVHnSc54SsfL0t8zz7RBtWgwGauPbNvs94MiV20W/AP8vnjunfaxoRwmjxrvwzq2tiHk2vABC4MTFzXpLdS5fbglRDtjl3Z4tfWdRZQA9lpNyqtY0WlvBjIS5WpycD1lu0YQCj9ZJlXpBa01gZjeVznUb1zLQQ/OnxpwO2p4fnNio9enHF7XkQfciE8u1kFkAJoq27PrvL5+V/9g1nDvfPwuejc/eGv/ks8/4/+U+eLQUQijjF1179LE3UEUjT+sJlphIQT+LI8H4F1MnHaZ5Rv7R84o0qPGfV3XMpsz452x3E5L+6APOoo9glzPfDVSA4TzHW6MhhK56c6mCCufWilpCrqLmmnScQTwk5ggJqvaoUYJm6E5hOW1Dls6GBEYXK6PjyAoMJenWiPMFLoadxQIUhyPTpKyFRKYplOpGmEGoEXdZUmWNhdtJM1NYj1bNddz2hOzFUxJh6U+ntVeQPY9P0C2HlZM5erNQp6yQHscrAt2QYbCtG2DUDXVW5fTqJnw+bFSsYF00V08y4X6Ytt+9wdfb7L8Ev/6L/Hf/Ef33hbOqBTESebA2lSRNykP5gZrpqH/LE/Gx9iGQuKhZdZ93koNHY2ikyf76ASbOnN3/VUyWgD/F6mLKz1d6BZ5t21AtTcxlIYGIvJaCkFQOMc+Ura+QclTGLz/WFaGgkFbRinJhfQNubvPGD/YtArfW60qJPorcnwGt6ZlLmldGJdmcrCSad5eLecw02hmmzjyyjhTO88/yz8ETE+6i5Njc9YxOkA6Qdd62s6ywRuwg+aLUEHYUFuF3F3JXrY5DxNSiNgWlT0gGrIswx1W0h2sVojXHrHaRF3KB+9OOP1/QXff33B7c2KD7/0AbbLG5h/USIG+gWffPoSn0f4XCR3H3z5A+9MhjkujuPHnKg5wMtA4TGoLD6MmCQPvVlw3LXIGVvss4wjZFL8cYjVvEwPKyjKSGxm+eQNPioR03bBwzRzXkVrcwMbnK6RrFkPv41ly+Qrit/WSEnCB4rTJ0ptklQrtm5DRys7xPWtYV/OktclB3cCrYwx4vigqdQ5vefX+hJ3rmPF89V24vLGLh4Rwc+otTNzVapFJKcZZMlLHRcJnKVP1AXD2FGDEtteTvjPtiiy3olVpRBZL0qyWIOxUgEmW2dcOmPrthYmbKC0LiZ0WsDLDdBOIcVrC5gW17VcsOHj3/gVfFFD314Bl3vAR27SeYSCW9+q3XysiVFZjMtwoAv/sBJKSv3Q2ZQWJNADHwdAGEenzYPQkbqeTn0v3AdpGhqrJbFRmUtpLpZ5GWKpPFVL3VzCqe0wM8TD5J4B4RwnJz6+exyGea0verGt3JN6X011Es92L0x3zbZfbdtWSckkz8wvoOS2SmAfGis7k5FUvNHBszQD76Lvx0t6zmOdQ8rnUlD/JM6X6D/02EdqC5jOqu/AAAAgAElEQVRWeEcehNj34dQ+SqFYv63Bhmq7tTKpk2nVi1xa6NqtC+HFzQkffXCD82nB6bRgWU+gdcFyWoXd945PPv4U/+obTy+9+1zA3fLVn5BOysujRLvqubIxBTOTPhos5f7A1Y/4bH4+rhhsopZIVO/NkhsJrBO73ffkxYMBeUwW0lRiG7DGnGNqTj9Uf1sVgwrQ7nkiE7WmCVSQT/KMCZPD45y2TVBl6h3kjihtElNTa8pC8An11ItxVBizqUPBwY+3jaRjhMPSIrue9IdJ62KFW9sjsqhUdq/VNiuvEis7PzGFOhYTUIABO2P4sxWI6ZySOClWRdbR95lIDM17WmVSxkxsEozbTUAYV2wYFdGTx3kidGrY2gl9OYMXBXbattY3/Tt/s2/8L0j4qWf3QO/gzUyAAqFUtzZdFcUv6OruxGmgbuFWI5WenrPvbqQ1QHQ71etEHCPejG9z9PdxiPGafYHtpmJKx8aS/KCa1FDm6QxJadtYzmPLjIps8XJI967WKwIf/jiIPzClXX9gaIvxMwN19g5ziVeNFKLfsssVXTbqVuNwuoXSp1kZRgCZAf6sSVgrywiSNI1fCPGkAXfVT+ogOyJO4FHDMPMS09fmeY93pqJ3uLSGhZpK7ZqeGrIfjDb+BNjZmcDxWZemp4rI93lt+NLzE57dLFhOJyytCV3oHaRl/MWv/eakMd5tePJt2e9//Aler8+L3oGDjJHJQFG6Pmi7jpdwnQC9XSD9N9IfJ4IPErwMD9Nd25IY4o63PP+UTM77arnBAn6QJt1EdBdyGWM4cR/W3kTIkGXMyQwWKG4NeaAQb0KeXrSrDpNuVdr5sUygvAfANZ1Iof6ycrtOkiyPIi0vVgw48ro2WUzo78T+kDvAti0Y5CCWagWxQ5QZJCbA7XVoDeKHCc6UaJaOlSZtn5pLk5AALzCfaIRkRcbBPBhAo47OGyj1jrcmb2gKwAjwHXcDEhGfERLbKKrdu+i7ROL2wFiLnFVrALqhLWfg/vuwMWeE+uajD3Z1/yKEP/6d38d/8tVVGmS7B/M5C6FDGqt9Y93MgwtfM1YywlMWIEiLCB9PadpZX1g2QRTq7ElD0+cZYUebjkLQAfK0tVj6PElh0n3LKFvQsm6RZVqRrzxt1u1pW0SmxaRdZBcspU0f2M6YOQD2lMZXd16hjT6OpU/dnfIg7PObbcmO5bL3ilELxWLK5qw4MZ/kYXGO8rfLRH8IKI7tLdbWgXWpuoOzoePj8IBfGJm38Sj1iIYkVu0FQ44O7pu0rbtsih0jue5lq9mq2LRtVgI2OcBWcQiJ8YaeN74S4Z5h8DHR5ljonhtwxwA3iL/CJkfImQRPtmoX3Nyc8Po79+J+ikxo0fBbf/mdSYu92/Dkkru//N1voJM5khiFt3VlFTyd6sCm+gHt75WPppxo6zQQrhO02Ur2CPxYfEzKOeZVy6VsMR0inmjylTBaCpvkc/LSpNHZTgpgnVDaCaNUptiIEcJi9rhYOBL6u0yWAEC35XStSdklSCNwk2OqwolyK1uyBrbgaYb1bm3lFAoHk86lVo007L4xIWdE2kXl428MMtncwbqsLuVyi93Ybqbdy6lJ2cCrsnqGS3gMgJk1WKz2tUOHvMnTY9VdMimS+ISivnm98oos1xUpX5ecuGQJfl503rY3tyms27G0nID1hJgwksv59rzvty9A+Ndf/xc4r9Iv4A5sF5/z5Rsm8Wqg5QRSh6xiKVgtMcctx3RGSp1/ww1KDwhloJYQwOM6HRzfmUWtQBYxjfx22VzbpTURmKQ4YeiUaV7mGz2NN5Nw9t7RXZH+7cN1SCj5WTldMDt5s0jLCl8LFYwsPbPfY7D3zcpVJE3RXn7sGVIbZunfLL1UPr8/M6EdSCcSrzG+TmStUtOfLlYxbJNzlLUUEPBTWkzC7UZ7xcBPaalK8Eh18YynZZ+BBtbEGbTYHwvvkboLC8qwdZCakhi7nBbCSpBt2VWdUVNoBC5Lw3o+4fz8OdqywtxAUWv4f/7s6f3dPbnk7sOf/Cm8SsjfJwOGi4RoMoInf/GR1Edfmm2BTlPg/YOjnB68nxZgExZ98HZdGURCx/lZDgSZWPKtv2mSE5n4XFuW4t6uDtOC7bLWVQ/BxOVeopZXYUPqvtAy3TSpZHF6qmmSAZMkARUJU4cuUZWUi0zIgAihB9HlaMQsLRgrZytibxG2q0xsxoGKsjpkA7WkwNmiGnFBAyi7MaGhXNaWB8HS4QB44kVYHS8zjLWpFJSCa4/c0mYYd3CnUBrtXVf+oc9oBJdTu7nX/tQi5szUQMjGhIsdhMGExk3166R9euvi3PN0I4CoXwAirCrv+6KFW3oF9BvRyO4C7rh36M7zPDgjbz7SuKtxBVDHb7yEQ4KVh88o2Rqzho2CDFGuhzGtPG6Dnl+HRDmn0XHtrFply1UHHdlkmBTO7nYE3XgIpI1plTIChffkzQXfHaDUFlBaPNQlQwX/Nun7I3hbU7puwCEL+5ZEy7ILLClS4qOYkAIrnwG8AyBG6TtKovMe5DtxuzO0ad+ePlw5aLy71fK2UV5m9L9In233wAAeBxvyBJq/myXViXqjiUtkcQbRZRvbjlhcqIFbx/0WTsEZBhLZweEq3EdOtVCc0uz84IWwrgvauuD87Dkud29Ab16BWsN3vvu9XTu/6/Dkkrv7D75ajhrxcw+5I0vzfECSTQwuK4ZRewnpOn8OFh3xDmW/NYn3pescpKx1RTHmZ/d2IRGvudROrsZ7zn+HYBKjkZBxSe04hGHBWwQ++IB2dMC0tmT7JK5z39p7MZkpuTjxgnqdjPHZR/S3muvp+RFpJiHLB9S35gr+U9FCGhlF2nilkQogJmuHGt/1Hnfi5BSPUtxBmrhjogYClKm51G7ryeMt4Mr6fROJxZ6ipXvm5850lkLnlXgDXKNJiWmawwQqq2JGPMtHB0kquqJe1HDCVtd6EDi3JhK8dgKIsPQN3/z6Pz1s//c1/Mzze3c9w9ZH22UvSfeubvGdJNK28ImpJuOL7XgmPv5YyC5CgDm4mcmzMti6TkP3dMbj2BTSm0Ffg/bEtDhW7PeSE3wMWkZGS8rwHhj4YwHrY8J+N4RB5iqoIJfcIfAC5fdzGQs53eUZ1yOPibYmV/DP94qD413J9/UZeepRMIhjxhwE0lOcKNEGjZv7HmO/Ruic+3hoE1ugZPqkI0GcBQXAc9qiRhYgMbQgNbcd95qiLuaGf2hbpEMGElsgMv+L5o9QpHUg2XJtS0Nb5HtZGk6nhmVZsJwWnG5vsd7colHDJ9/+BL/+G79/pbU/e3hScPdvf+/38aadwFBfdsZI2PQnNKJ/2zaYtOZ+MHAiDLhGFaahKozmTtTvFK+ueBK5maxsZuBsR6QOijd7d3gNu1uU2S6ANOhnk7e8PzCCnO7bfkCkIEs+1Rx+1nv6Sas0U34NImczSbZrfavVAE4z0bZaXKbWdpBLDaAFZmVbRfeah9+zGVsHFtl76bOXcdjo2OtSOoNDvLvTTsrcYch714b5ucArIVgmKTLAp9+UtqOykQeTGaXoHTYF7HCQ6hos1iyoTNhW2uFhfviGgJKNGUwNXfsDpEYUtCiYi/NlaVnEB15r4Jcf78bO+xy+9j/8T/gPv6zOi3sH9Q5iOYKNei9t5z3qgN3GWvNrbWRPP9YOxpJqyHPSdLAyw3UQri/KcWAaK0ulbEyQpjqhrzTENSYYJbxmQLYn0juLdM/HGDt8YDH29ZnhqT7cf9swB1uSmJShAhp7ZwfUjMWZRJuD/6WEp4XMQLjc80YPkrU7uYJC2d9fIdrdBybtj7GH0m+OgwQaCmlU6RirBD/eO0xLg61NvQ3zD6VyG4Z+Rzzr1HxBH9uy6R6UL5n7E6tzQp9N9eas7Vzax2JEMdYjr8cJLGfKrg3LIkB7Ub27dSWc1gW0NNDS0JYF6/mM9dlz0LLiF/750xpVPCm44zffQ2fauzw5+GAECEMQmrMnlg99JGkKlyUDb7e0GZjmn7c6R/PtUrg0O8KK6sCI4iDspjnXd5zuCkoKn8/5G9faWMtXJsoPHszQoijZzz6JOAIDQdZrP9KKVYnfADYFMPHN0yztsMkMUhARlrfk97OkUBvCR/8BB0vBVqU8RHUmOG+d+KaR1dHx9bUB4vlafRjjaQhk7QMBe2Z1xjYHclYUKSFJI0grTZZUzjs1XbaOzUcIbWrgsYGwURO9Wz2pojf55mUF0yqOSGkF2gosZzz7ypevNMD7F/6/P/kD9Pt78OUC3jZw0mPkyx2y1EnaOcarOek2R93uEgcxXi3IlK8S8zx/5X4YvMzi2LFOOyMCu+e3q0WmFx/zkUuPvaaUdhBnj0kwGkaJ8NLQDrHV5vRE/83A1rsCef475037eFbjACRRANerdCHH48IImEbGbSDP21FfuHrO8ATY1ToEkxQ9s1j+5XdoeIWHe4eCGIpyZTC+9bzYl9TM4t4SMzouW8Kxu2PULO+e+M6Oc/kchIARAQsqcDVHxebnLpFeb3MiAXTPb1Y8v1kF1C1qQWufdRXLXAN/a8Pp2Q3+19/9812rv8vwpDp3y+2LMqnUP6BP7DKgmFOnaMRxyHnLcr4xxMn3JA0Rn+7fGAfn4URQSSOlwViHd9x0+j3kty/p3OAj21T696Qp5u0gEQl7YmaEf28plYHrrpCe6tVg4OvBePqPEzPZZaaNZ4QvjQcHLZxajwhmKUvWyWxaGZBnJFax5E1GYHQxKLElWqmtRnSAhPKu13Ro5KyjFmnFNZNa23qEBuZN07Z0K+JWjRYB0U4pTX+PYHpupPpyRRoII0gdcsx3jINcVUlRFfptwCWu6akJunDCaxLL3tl1VRgUejgQyzoi4KIOSQVdLOLAty1CPbtszTIA3L85tJJ/X8MJ5gJlA7YLcH+nnGEVJ83bRQxItP1MmmzSbpPa+XhnoYPhHoq8XxhhIW9hv+2X/8d9WwyM807oMVXQl6JkulfeG6eOjiWfL7NrjZevbRwa9cpHglmZ7f24Hr61CH1CV3xGG0g9IHSZJs1o2XThzxPIkMjHSLpHg4pcvjmdPw6F6huYg7WT8DNmLnxNM96VKQNQjbIji340doqT5bQh6Z/zmVndYnyLgZ8DNpShAeh8AMmZryCjMUbEGswo0Vu1iNhSyY0nWLmU3rUGtM2cRAtuYE22QWiZ0Taga7tKPmsj3K4NH9yu+N6bC5aVXO9uOYX0brk5Yb0/4dV3N3z68s2+Qd5heFqDimcv9gQBgdTtt6G9VuJdWSHk63Hc+i1Vpkx5jGxPsz0GGhZTn3UbL5gQOqtTInBAAgUDzZzlZrWdATwCfHBnK9GAg4Uf7+pkK+ZroZQ5p/dA+zwu7AnMWO5CrHZvKAHyScpKpJTqGBhUgNJySswiDckAL9fHKNmUIwFEDPcJYACPU6cmsES58ZyT9YhrFH8YQeE+gjR5A3UYwLDeaCRUKO7IViCUGiGIdTd3E7pl4ioRlrbWi4jLkWRuMMZQZeMEJFwCYb2joK4DaEGeGwJYXJgAUpBJkGOF2gm8AsR3QH8NAFi3e3yRwnPcg3uzIzuAzqBLB9oFTAvo7g683ogqgekbIo9jVwjxb4Lo8xRfbjTKa/bgZry23z7Hrs7jqqi/fzrmbbQuxv81EpMBQxgxoRBU7gHojupU6NzueZVslhnqP9jLUN59Sxp3NbaitR2AS8EV/icJXuMT06Adt5dtVCD3IH4cUJ1WYyeMMdyUt4NtRHu8MpasHHV0ZoC2G7fDDTfYIrESzrViUDBoVmO7zPxhbUHOJ4AwDDOa2IjRmHBRXmG0inWabqwgs7UA8CzOjM2h8Yvzgu+ti0vu2rpgPa3oN2f0yz0ud3dojfDtb3/3Wk985vCk27KX022In21bzlajSNePFE9PRetcB5VPigTsiPZxKqinMclpeHDuD6Co7O2nPE2cWz/7Z0j3U/IIR8+S2wgGx7JyZspXQoC5Gv8HAXa73BRP9Flf51VjIkZGvH18lIawrQf9JIfJ0nbqyjMprLtVYh4A+vFtXUSDH7XYri21oEYI80grtfX8Ul0MBg1NvGvzQjVLRLBv5elqtDviAkMJL8MBnjyzQsdvKZaOp9hTKt9G6EZDKIZtx0IP/JZ4slUbqhl+egXJtiwWOYNREhUJ7IINf/W1/+Wg9d+/8OV2786GuUsbd9ZDz22LdrvAdgDK2GO4nlB2lVCUwxHOWWP7KebFDOzY79DBi/DgbI7hsx92VK9t7Jp7CAcCOsxdh8n+Mi0uzzRrMjCbgB7bmEvXDixjiPY+1nQ+h2N9wlfp4kPt9BieNUvL6u86cQNZcMCUbG2O8p8B00ir6qgTPcDwD2iOlyOVO1uQllXeDKECiaZcr0vQ/P24Dl1KckM5mQ9NknZDrcH8cmgEaqZ7nXJkh3gC8OxcX7CcJ0simVxJnRlbe+r9E0EdGcuW7PPzgmcnOWZy1RMq2rKgX9RF0rLg5fc+xdd/5beu9chnCk8K7u7baUp8uI5KAKQOCeMOMGGikxlSVwYJRE2iHyX12GAuIKZhl6De8LpSIZrja+O3XFcrXausi9mN4Vr50n/AGLCYs4Dy7wnAHvNKDORayMckZcJ7NJd9JXsFPFbAwB4/389tUn63ADnu4HkC8MYPCKpPFwMrH3tW7u8rdbwgKFdKhDjSCl2QKMcYGEhW0pVQubqAJWnRFAiQt511TgdnSeKw7Ck+WtPAsvER/UC7frf4G1diHETZfLkRGAvQzq4v0/sW5WAG3nxy0KLvX/jx8wW8yckUrCdU2DWY0GkVhtRZ7idpm+t/qj5i1b/LnFV19JRO5kWSN/0wB80SMYcZyBh/Z6M2i+HxhvFhElpn/OazAxUrjKPN72nBGYm+2ngyQJtuZhrHUoA9MNgXM1lxz9tiDI/lF4fU0ebqQ+kOQohi1/VQHlcC2bga395jneMPGDuZ8iiIgAHITBdJx4bSFPt2QmUp+qiJ+zZ+Ufux5zkDAXiMOPM662MzSP2kZrqdF0yDkYRmkgGlG5npKUpRE1PzopBWkgC6VQHhQqI32Bm4WReczmf3u3e5uxcrXl3E/cLXf/vRffq24cm2ZV9+/AnueHDyJJQjmLnObgIUZloHjqRlAn44JgClGzZUMp+k9HuXTiRXijm9r8Smc1JMTwPCppKMqYMpyVHOmh8NZcu2mexflGAYgXwF21PbybFTRiCxB09pW4Jn+SDeeVhqdwxsgHrGfcGkQ7quO5bKaHpA1l7ZVYNhgPwsl5mTHzwgQLn0TXMJCzmHiTbwY/I8P0LlCgPR9HTSbUrv5Gf2LqdcycjoBtNpIxri1NZSxra3SAyrZVKv/lFGs7okBVql0MwwBBk6MzEifUcapp9jxDAxZms/qKUszHdUd++DiybLxNJHREC/1KKAcPPi2a7W72P4nX/5f+LvrRDfhgresFh7rui0iKf9jcXWhxm4dNAaLIYTeJMwyOJtPBawI4F3FxFmunWPCb5lOpn7eeSTzhUl6/68NQGyBiTAcJd9TpOQxk8CpED9Zh0P4bA7MeEMBBRM5XIYTSzeD6i2Q2HyKezm3RU6yJoHUt0CuU7eS3TKwIG152zz8tH9NrvhurzxdEavndYegNJ9HlR48PW4iTbr/4BqwwAZArP04zLwB8uBQaK/aymyTRcCkY3POYow7xmWLgG+uDWfd/JMeaqO15CAyibvxuygrnfGm4u8tzYBfKdVzr29f/MGbRGH/aKDt+A3/vxvjxvwM4Ynk9z92W9/o/R8XjkVETvqtQROrZ0+FiiSjuOgyNE2ULtxmpRfXIMm+5CdIvqbBlqsbBgeFtFKkiqZ9EUpjgl08vo0b3/tB3+dIn5PZoQO1ihsOAHNxG5v6m357TzkZ7Dw6PbaE+t8PZOGZmDnyr4whjAvgdcnUXe2AmgfhE85sq6AR9YW6MYgYmm6G38u8XtUY+zjWa85LPY8tJwRCcc2yNA6RVH9nHaCGpewu+KwbLSRhDEnX3dRMh0jPgVTBhQ+tHaSXzKjpbRUYGDb6lYkw7ZTxGo27fMW0LC89Uj74YQ//e3fFYlc77IN21mtgk8urYuPxBEfhZsCbGsa2n3HmMhzkJJkLuaRnOEb8za7mJiFgZxO6WUkkCwRMzffEUK45M2s6PMQl++Q5NisDvoWlo6ZfA6jvtBbQtARp5gmqfb80mtjeR5cvM7Djp/khafnQ/Uegt5mdyRyH2Wezfvh3YQjnmhFkDhmPR28omV6k+KWhFMDu4z/YJFA2rkZ0MZeU+heukV+5hlgl+Z1zikS3KlTW1yAseedWg6vz1xNyowxCck1VP7d5IzaBuDVXcfW2S1sF7W2Pa0Nm23HtgVtWbG0BY0avvO9l4/ut7cNTwbuFooDsavQg7yhY+hrp3C+vpK4ERBlwmGhU3ly9sWTPaKBgkCObgOACYAYCJjESY+0jpb+LnqOa3VOxKAQn54lacDhqDyIQaUUyfRen3q5MkG+kt5s+9ShwEEf7WDIQKCriD2Y15iPlcWIvRNzz5sKKCj10eedFUhb3Tm9izpgTApRiRHV/JCZro2j1IueVwzyIqn2NqxkNTO9IPCTeeDZDDqH5d1wCs0Q32sAHExYy3us3DAcDgV8zqTXGBBnndonnTV5pcB+ekUPHTx3hQRC59Q+vYP7JfTC2Ig7cLp/iVefPr0X988aXn/vY92KlXp3OqFzQ98YfWO5vym42xLQ2wTscdfGyttG6cPU0FV31EBypi9+rRecvmMbPOJicu3hYDjZo2xRWWjWwbeNkfEZmHXL2tKUEhW97PGDxNh9POV2CDrnZbbBm8swIadHC0a2Fx4NAIOuuQ5rqvtC5EcEesikQdvGaVD+PDr3mrSBtLyufSgNfwe2ocaTMnCKT/MCPCIUgeGOx0afjkfzSZHMwjyd8LJDnqpesx+Fzn+sfeyxLZQNoOU3afhrpI6kF8Kzc8N5bVgMk5A8v9zdoV8uaOsJLfm9o6Xhr/763719oz0yPBm4O33wAt0Oc9+TohRSlw0NfBSctzZzyJiVck1xNxhkXMMTJmdyk/QHAorppMhiWtpPnKPy50QzcLLP1OxorP38UYZeRDT1Qk+7i0laFHlccxvw9nI8S74SA84zdihHIeCJyLD9Rp7koWTr7WTxKZ5naUjKDHXgZWoY/WvEJOLbT0oMWcT1XDJJHepEu4VeoMeJwCVTuzk2ZkrPFPFTWlISPTeWoo3N4TH6BkCsZF1rxZiskUwK5plLa0NV/BKSS4vEe7yCGAAXBi5ouICwEeGC5vH3tZbkF77g27/2z8cn712g+9dAh5y2QYsClzCmcGleHwEe/B5vXYFb+LpjbaM6JaRfdrsgyhxdcmcL6iRZq6DPU/PvGQAEzPWDjJc81AD42Lj2ewR4MKqhEhUpd9Qn+0Qt/lEN2MHKn97pqkNaWMjAF5TZjh8pyp7GjWBrDDPKZ++EM9zIs7Vwiv4Yzwzengf5H5ZXEvEyzrbmR9xYhSLJywSlNNNAFH03G5tD6a6x+qOyU4zhSu8roLf+tzGxdRsjoiplDvVjMU3lzHEG9EQjJMfgERpR7FikBhV/d+lMXyW1WaK3EOFLtyd89OyEr74446PnJ3x4s+B2lX5v6ypn2bYmY0E/r77/Er/4P/8fj2uotwxPBu7uv/KTcrFjTMGsMlov17mj82qRsmg0bScGv94Rn0p4EmjBMXDJcQ6fKwMvUjZOefFwc5oeAQ5FxqcjMHg4ZHxUCWoAoUmxdmlc+x3FC4up3aP0qWCippYBmq2ieIjbU5xZGWJ4hJ5QJo9crg2kEaos14DalV5Xo4xyeoRaN3Y7SYNi26qCtto6lMBiWPbmzdFcpuZM+rAd7HY2r0sTwVukB6PI6scw62sHClkO0nWrmyyJmJ8sTqdBQmBNibhzdUSachLGoO8xNfCzD4HTDbCcpPxo3g+tv5rX9z0KP3H/t+BmBhMoYI63AHByT37bp29xTdsGO9O3+1ig3XAkJXiZEY4ff8nnRfpp4ege13u2BR/MHwOIOvieADwBbJQkb/ut2cIidnWNa7HG5jTno1AyxVNLDM04BWtHcyu9kz/Z8CE+ChqR0APzjtKM5ZqR0X2fXg+1HzlAziTxLPUcP2V3ho8AounlyrWpZ+zKRIXK1M8QnaK5dB7toYMBuVxfS8vHBwf9HHdHalsMdZKVL+D9x2E4ASjoo904ICsLySkVp0U+N+uCZ6cVt+uCLz+/xQcffQXr7XMsp1uR4C2LA7x/8mt/sGu7dxGezKDCiHuecDJpx23Hg8DWFwyipmQvEsvAapw0mcCM7PoxE+XBonGYfBRQeZB3XgGN99PwuFLK9JugivJR91nscQJVhda4GHvCiPcQ7Rjz0H6i1lJTmfiZIOd7pmPnEgek9qSQzFlKUs7yCxkgHfY0NQEzY31y9Fwp7yP7VqCjoCYMN1JCTieoMEKnmCk7f6Z+68y/XXAkBtR3nRk17OaPDSZmqK5C5JfaUiR4rQwaOXS7w711ep6prgTzUuJ5y5afpsySjumTUXKJAR4AIYk0b2HA1ZX1CDIsK3hdgXvJMB9C/r6G7b6jbz3OfXbGbhSqFZbAeioloYHSkWykwDymikmpzIhCr238pCE3MkEtRbpmGVc09GwZ8/HMgZ9JytNw8yqO4HBGiEryYQrGWgGXOGbJDKdjulI98xYzp0q4tXFmvlMeTvU+KmjJur37smP37hiyWxPbxrRFXF1w1nyPygPe74tEW2TeOE/LDAWs/J4GUBZr+f68Y4M+e5z8nACwtW2lhOawnXlS58P2VHWPoQ7BI8xQRgZAA2lcoUdLy8ZAhQGmgWMAsOaJ1E+Nmo9HgGBG4ESkkkIrAjvZXO3YMf2YZG8lws3pBKIFbV2xnG6wnO5B7Q0IDXcPLCx+0PBk4O6ynLF1YGmzAbgfXMBwa4dCjEkxXPkxxYiVIu+e5W6cFWgAACAASURBVFyBPRjho/IcBc3MAGfhh1aeIe6uMF4tmixlRkoZv6fSrxx7QrAymNoRcCvDlcA8bx2eNXJ6Z6yKr7ITIc2uUcZy9F2+XOIfUlwOCLS3sdL3FPhE3SbbH8owHBBqfSrxGN4afW05cYNvbcFKxxmip/jKCgsBJYgvNOvPnHsWH5RmSZIRstbQo8oK6QTERYpYERu1IoZYdkF8mNHWy1Atrja0PbuKZczajDQd8XEnnwUdID0LFwysK1wSCgKzku8vwFEVX1o28P096HwLLAZS5UP+EX9+WFbQOnyWVeq/CCm2XuKMYOwB4mfHMM7s0eG84B2T9Rxo6Eb7TuB6J/n3/BJdTQ/yvSxRD0V5T3iXrt2wbX7LJ0MkXxiMeac6WMiUz+ffrI0GEDa25ZSm6/3mabLOmZgnlJ7lks1OTZJsOV1PizmWaAoevW0SzbTFcy7J2LdHfRe/JXVCtKj1KQH79WVJNUp8yHXt3TyOdvxLqGSHnIzT2STEtnU7P5nD5gF0qWE1tyW1pWFkvJHoDcPmCJsrsjD0kIEtNPm8NJyXhpPylgbRyVuJQOsZdjwmwyzKCW+2mQLVZw9PBu5eY5Vm7gQmVvEmOTGB8QWCSivmwYGa92pdzVdgV4GVD4I0mMug9uu9UcUYeEhHC+fplJVbeuzlSdch7RtAxzznK3crCauT0vj9QcsWwsL15jxqyfsQDyZgtZvOA/CU6AHyrhlveEkMWHlfxJZA2ZD19ChaZuQELiWbM0qiICoGhgj5HSmPxOkBrDjXvgG8RZu5TwjLQHKzrS97WMZmz65JZOOulNmAHbRdDEySXrgZrabAG7AReG2oyJ2z2z10im0mYtuS7siWamBUlysQqT0tWnaGxqdyRrPfB2OhxevA/aIPGe+74O5vv/kt/NhZjVUu94CCvJ0z4ha/yf3XkX9TsxFVjQJC+Z6C00Wzl1DmwPXpvKeBnEGdzhkluk5niNB7TxKcWo6je2VhaeXnmAL5KpfZjuqzqZSMqlOdI342Wqo8QWcRBeg4Il2zMJIMl5gh7dqUZ8F9Fl8/kadl70Q5j0tjLWP03O9nXpLiHPLQ4X0LQnr2BjdGN8fFQL6y23knzhedCQxS/JvlPqW8pDRSQFrU17E2kxzOw+IixYCdVkebvEqKSy1IuYICVc402Ual1Y/hUrs83mS/RuvuklqWM2V1jqwtPqeFsKwrxNcpYbvfnI99/81l3znvIDwJ+fzTb/wmLlhC7A6zduEq7aHUxRSDNF/nDywusBsVPlEoeJ0IA4YZmPJ+u1kuA9a0o3xHf0IsdsnnyUhRX6sZgcFXJvlQDM90ZtIQRCjSm243TDHjAcB8bDslQlYJRYoy/L5msDEvUWxTyfOjztSJa22bqLSJ2oUAzN43fZV6aoX3ej49QBm5HjsN15EzZ7REqks25mH1YwFhiLZLauBpzGifp3LlEekD38ua0tzhV0IcETb0T7SyuhZiH7OEWMTIYrNOZoKdEkBFZ8ZogNdYHSlnS0ihoBvIT19hEG94n8Nv/e9fl20gQIq8beC7N1qfAHb+rdfUZDsWuh3NIss0TJuoAoLLDOObEPqmPp5TnBnYAo7nlfWD64N6RjGfKTl0PQoZg+6k8X4p28T7HRSksWoTXG8EQZE5Y0Atf9JsdhKb701odQ67Z1NgE3MyRj0NfzrlLU+LS0nX9lo5fLFWinBI6R7HyhIHTdO+GqzksRR5j8NhVqYM2A0I2bWdUDPj6SMFGiWBltasnJ2BSzZO0u3SmEumZz0MFJ1b5NeVj46gvZA57Psht8+NOjNuKq1bSa1pQTitJ3Br6MmROQH49NXTnDH7JODu5be/BdORMP0JV7JOK/5rYWy4OniPXuY00OaE7iivo8lh744NlS0+nbBUXqfx8jtBEGgY2T4xeDb041PAUVCN8nmovofBCfk8heJEOBWL0xlHD/nCm1qmXQF4lK7DNF71hzgxq4N8w59U3pJJeZeL1H6FYVqv2TFfCUxRMGFuVPwX7jhCRjtIcTlHzQMn67kEK7E+T3R4F0RODkB92dVnGKhkH7iyxRSIYd3bYaYWpNsVwmQ3FsvQjRkbANvW7RwEd2M4oLMzau3TIWOAt3sYI2cG1svreeXek/DxX/0ljLE712YIwNs28ATY+VFjLUn2loG6cOkEuzmJE094ds2RVLnu0cZQJulzn0bGqjRHPzOmnPPLYTevOYCLnZqT60URDaZ608a9y9TUM7Ixa7mxTNekZVffTXVwujLgBhHGUvAFIwMTmvOQ1K5e8x5RTGj/tFEmiTMQPheRgBiut2FddNrYtz45zt9A2lHYjavMXzAagVi5lfaDsSU65aTM6aSByyKW8W+iBkItt9VvSSy2AXoUWfRzkR1pn4OBE5F8GuHc5Pt2beBOcgQZBej8828+jSPjJ9mWPT27EVEp4O4OGglT2HQwSaPFxHUTAZoPrAQr0h0a7tbnlGJdm7Q7MppWnHk+TUPJkuvEhvK5FCeXp6Yb9T/KjzXhXF5ZwdodebMN+1nXlIVTJJihSNrInMTRsuZVbbpudAwufWu7bNXwLo151rUO6fjUB/s2AKJNPkLVJocTkatlsbHpEr+s+cMA6ykTuVSJY2UtDwC6HabbnSalIsC2ckVaHFuhRh1lm1bbBMN4MYxR9qB0y9gApSQCcHPpZuH+SJKRlL4TMCOqHIZT4u8uH2uWL9mTZ/+D/wcz+O6NtIcu0alv4lrkPQ73Lz8FTokZIdqI7++Bu7u6TTvxY+fH4aUucObkvysDlvknETZOdHQWDh7leVei7AlTeQSYexQq9yyvh8gMWMZ9o+ZH0UWtJnOZhaZsrsua9HXHuBOaTal19oBpn18M2aS7nRJwGJCfe56j3nDwtysaZofB9bEplPZN1/haSo/JyWmp0dWBLs/S850xq5rSGDsRKvdjGZVXeNpRXl4HipHGHO0JwJavxjllC1eBh0u2EXreHkYYYdXJt532JUEC5XkZY7AZXySJczLpXSP1eUfu4/Dy5nUCB/J5fnv7yNZ5u/Ak4I6ef5jE/DZpbasoKSy2aBjnOenaBpP+GnOJSwbgE8FvvHW5Z2/NCIIPaJQ+ckbpipx5PA23MhEZM80Sq1w2tnoiBjRBtsBA5Hopc2wiPTFO3txkNiGuEndCAn/XKPk+kZlfqSkx4cmEHOIKQzWKF89SE5W4RijAln563mO++Ux2YldS2NWRupdG4lAD85aYR5LsuKUue5KujrLT+5AfCQpCGFvft18iNJziCrWxfGz712YjBajz+93bVICgbC1TAnRGwHLPdwV4G6jo7PncVwbFvuiIrTXxcaZGHlnMBKBt95M2f3/CcvcSOKE0RhoJQN/Ab16DzzcipRslePpdARHHF09+O+Ij7663JXXO8IZs8xFhPpYGMgsk0DGU+qpkxhYmdjRiT4CfS8Tp+2agI1FoN8djvg0EMNHdXZ2R58xYn5G/KFyh+Vt7WgWMRbkW/yiM6VQduOsgbxesyNaO+ZFJaD1teKaZZ1G6QdjXz+OOAOoAW43liOgV+Ds1VD4FhEWtRWNSgOf6vQaph76xtIbgIG2IbEIqG+NdeTwr4JR2EDUWJuB0ajifFtyeFtysDedFJHebiRZVpccWfC9fP8227JOAu/vz82I0WAFS9DQryjZpl8+dSXCwO357BqzicpuEwggTWzoMRtCactrp1uHVMlG5Z6sNZcc7YHeYsI1lMoCXCYwCjhRd6L3Uu9uK7oBoUJ6V18KVKE5AB3A0C/Vw+uGZRKhgLUsSrgC+UpYjYm04hPbNazjLmGUBg/7AfmaydhByYh7X6h5kxASFtu2uQ1bqkBcnEitAYc5/N5D0QjV+w4I4wGPtKMsjgSjiAH4K4sSdiUZri2xBdbNzjKoSRZKbSu3yfLB+YIJKqOC+r0LRgUFooOdfAr95FfVgRrs8jaLxuwq3l/3RQe5NJoFrfvNGfPndJMMKA3bWLpzwW/pYMBAkvr4odItSrMxD87guI1N/GFMs8RPAG8NId8ZnYd37QOBEM9Nc8C22RAMH1Jfo4zFqKkZVjyvRFODlqV80Db2ameZTKc8OkOmPx5RlDDtH7SXnx7V5lvxGCpNeHMBcDqYvGIvg6zkXA8RCvrIJxhxYy32qQyBl1lnOck0rYy9Ulq55+hMmkQ0hxpzHViXITqPNOad/WiejZJvW23TuWiMsS8NpbWgLcF4XPP/KV7Hd34dhFQivXj2N+smTgLvvri+wJfzdtCEZcOsWmTQkujiIbVonMlBTcQc7iH7UXreV2GJgKk1EWX02l4LtBlG60b2PqUa4hmAGRmv5EyDe/ikPushyl+KMUg6xssJnln7a6pK1PMdSO3138vxtCU7ouF1Ph0DI8G50XcITYndVB8UBQwyEcYsXMKYWQKkU0/oqEYyw6zLuWlnkNfLJgBgmZFDGAKk0hhih3WtIiAgw4FuYL5XyTfPMlHJXELvmSCvfpxzRAKBszQpDJffNIFG7bOFyB2NJTE76wH2RKYOWOSTGK25tZ9Q5E3Uy0GrmIEYpG7CeBAS9eSXg7v4VXr98idvnz+cd8EMOP02vgPYc3FagLQpg01FHqR/7/R3o7g3a+VbGp1nJNiNuKFyJ2dRY1EE0wpVMJ7h6C82kDZNgwI58zGu5OoubGyRMlV8c0p6BvN756twd4xtQtbKYRCbqMRB8ved7Pw8tvmdbpvabhqmAPSiONAOGZGFCvu/p53KkRIyvPFZSV6tRG5/G78e0ORt8Hgqm6YShE5UYReWD8uiYl+V6IWov5kQGjnu1Hj6XAFDnMGaCjRSjJXLf3AU1jvrUjCbjiAxUxpy0dl4IAHex1NW3F8SC5H5T3NIIbSG0paEt0vd3m4zJdVmwnM9Yb5/h8uYViAjf/fhpjll8EnB34YbUziVIm9WVhChE1lX/XqwrJtJNQaHSRwSrgDpNzOdqzolRvj7il0Jg5s+y2xOf2FRfFfAxuT0NPP0OwXSqV8y4XaoPTnZCBUMPocGxlOP++aQG480Ao1QiCbPhUJge8iEiZRq1XqNUaOY/yjPwdzxh9eM2xCZ1NzK8F1od81ru4Kmn24yqevqdA9IQLXC/eaXA2u90oPXIrBK0K2OptYD9pWko9Tc7RXKC2Kx+8SFmxaY92hvYKd0L6GBwF+fEMH/Iqm1sCstkFpJkbmU2df6r7IUhx6H1DbIo7Hj9zb/C7c/87FFtf6jhxBt461iWFbSeQacb0M0NcLqR69MNsJ719I1VuuHuTWzTUisSO5fKQY9zYwNCFXJx3hZhY0SEPMUMV9t1x0ReYo6NTep/pa7jaAyg9jhgN01RwaysD6SOsuvCJd1xjZLrNg10ja6nhNIlD7fzAiQEcyMwoR2N39GWVObPEhxwPLKt63ohjZ0x3ckWbUkAAY7jl5ISP6xnZPLYt8u0kDiMlMfkbNHBxsuaJWV9Yf411ReAuk2hK+PU2nanl+d1jJwX3SVpzNhMgs62OAlDD2qhOvB66zGOTGK1bb4IYWa8evkSz97xIvZJrGVPfAcG+5mBwDB4tKYBZaQVNpMIBMuRDiYTcyLEw5GMRUuMXpkTss7UcXBx8+RTioyDsZgHcipP5HwwgY7S28XZg5tclnw9Wo2OehQxgFmJYP07aivOlRqvD8NoQmATwIhvKJLPANyRkCpvASksKFsPtq1nEy3rk7jkgmqPxtZKdncyDojRUtYbFaYUnxqoWM76GcgpLZR3uJTH6mVpwYCWcGOvI1JdhcJ0cSHC7OfFxvZXQhI2P8YJyqldaCkjQnmxgA3rx+HTmXHpMpcv2X8BWJg2kTdf8/YGcLkHX94A2wUOPhl4+c2/2A+C9yR8ciGAO3i797lFJCt2ano4+LqC1hPodBbQd75x4MBtSaCOnWaWEz3sL7cx6nOQWib3eZ9wTu/wW2mUDaM0VEr/p9/iDecxXLym4SERcBt2BqkymMiyXv9L829Pt4Oxer/kLCfly9TAjCbk+Cm9zyJltnvFuZHGaUNTZPo16rQ9Jkz1jh94x6cb9pRcp33tzwfSp4P+HeuW35+38ePrLsmR7xDkt7N/zY7Q92UejixLA3XkL5McdZGT3DBB3UA5HYXfW8BYCDgRsJJcj3PtvBCWJkZD29Z9XN6/ucN2f4++qcqJCjH+9E/+8tHt89jwJODOGAAjzgbdNe1soNtAYmCFOFRd9NsnEw3f2E+qfbKS6Djx9tDj4P2HInDEC1IU9/IK+jHp5LSSlyZUElW/7dVRafjYzchBEdh7rX54f+vhGoVlWS5PBb7DFe+vC1HklMaOUySQC/gSwYtMScfp6JMAx7zKe/ckxlVKW5u9fC5eApAG8FwiUMCieVNMZJhZthesDNzR3V+cGSTkwqYTILwREgiMRk4EjLUoUjZxFNrz6Epn/QbxZQUW5gqllw+pGyTzVSWEtCloCc+yDDrfgtez9pMw/O3738X7Grh3sB6Eyf1exmVycyIfAi2yBetGFUvzBcFFQXtHnCnrHwNzHO25GeoCyrfRM/vr+dqlY8N7uS7M1x6XezyLQzHfpm01PMqLIaPvmRnRwcceyhgyx/g76CdOt5Fp5mQ6pnf9TpmHkVe4rkCa7/FsaIorIOftgy8I09nRVV85fRC0L9wNJdA+pj38PhwDlGNwqdusfyaV2OXDs+uBpjNnCbYmnjJiojg8yOfA0A64BqwTcKNhFzCXzhu4wxyqwLGJnQodNVmaqKW8uuuyTdtk17F3xul8g+V8E21ChN/7/X97UL4fPDzZCRVmSRK/0ySQH/rEAEAaLCQN0xh+lItPsHzt/cye3myQxHBMv/m6mLbWJcrunU95QLNfZdbv6XnZ6qTIpZM8YjviMQR2VmarmxCqafWcwc5CSD8jbtTuWlpDrXIBiXZlqvWcbwntLHujmzUCSq+ap3HKEdiLIEAG1ltDjiXdoca7xqYan62s+Z1sVEEx/gqyZQF4GE/JDltoQLdHCa7bZwAPXZ1hanHsnE1igtt49SYTyVuaPd2wmc0ETGDBhSHONmnxGEBaOXs/ijsUA5ybHlPLDN+dtqVCZ9Eh2+kUJrcttCzA+QZ8dwaoAZc7vLeBZZufewdvHXy5B+GZgjz9ECFOp1AJrjJo5g5S8Gtj1Zz7Zp+Okhd0O3YYeGnmz/Tv3DSHEM6yKXWecETY9hAotsL21a35j3P2+saulkbrJmM8zX8yEyJGGqLSLOl3kRila+cdnJ+N9GBX4Pru5LHQ+lRnstlcd5DG6U3px0Ot8phg+Yz8beynEcSMQHy3LmDexZkGn6I03vJ365yevIw6YhN5PgxBLmUkN/8Nxw22RWtjmaFqCGRwa++IxviWpHGd2zKzuHJz0tdFRQyxYGW19icFegsBL+8uchJhazHvIV4IaFlwun2G7f4O9Pol/vrbnzzQEm8fngTc5a03OSg8T1oK4UV+KU9U60Dt/NbifoC7DLISsNuN9ki+4o3HTzkbAE4EMsI3hprKfZiGM9WRRJMPvxFc7d+268ymI85j6la2ZichxvpgtDFPTMtxDQJCJ14CwQPBtCfZcGJvTXutXnuiE+UOOMelzIC7FuF5WgDiuLyj7I3KWGRlso10Ikft0jt6r4s+W05izIYV4BnnMl9wkozqwxHFYbwEuMWutjvDlMzZCSBppuyrUc/NJaOdO7rumTE32OH1uTuMObhQqbMvztyy04mgzutROAxK3JpAywJez8D77A5FK8b+vcm2sko+w+WJgTwjXAS0AHcGF/YL0Pop27HGlLm2vft/TAyPcqJ5sqEyRZ0QIaFKwaUmP0BwCTzIx70bQ6X0K4DZU7aRAkwppYMrfdfBa7wzzmMDwGOgNMADyFEBc7ksmaf9YHqIUYcrgib/Ghe70c72u7zycGaJ5g7USkkJ7fk2lB86+JtkgesutqL8+z72ZyA95jCrc9V6sAIAFxqMfKxgjDR6qMYFqBjJGW3OnLAhcI3QyCwpFWn5eTF1nBDq2HnZNrbasmA53eBvPv7+9cb5AcKTSe4sWKe60JIRZ8+lVSJBpXWDaMYathox5OsHgtKToF1p0h+/cvysFRYY8fPAmb5ZVwIgUtHvZMv64A6X6+uz5SHpnaU0l+JZHR9PoDJArffj4iGCl98egd2R4USAwuO08rSkfGdGpUtIKQzUrjtTTFI25dtyZq2u78mMK7oTIInTAOpiWdu3AHhe0kS6lLmTrxB7pJmlkbyF/zQvv44xEbGJNK0RQItPTvI0O8Bq7JGYuc3bzkO59Km4b5KK9d7BLNsQbmjBog/TSYhd7yIZJMi22mINZxItALxdgMsd2vP315FxbImzbs8yeNuA7R5Ez0Jy12h3lmxH6Ika2JZjGus2VNmOjZz319rVRNofPZhudS9Sv+eMNJLdgb8h3rXZU6XzFagZBRtDXoDAcEcCZjswx1fAmQGVERGO8a7QycJjnMuTv2P8Ksc5ahO7fxVsYQ/sam9ziZMtlUcwV5LZJTopRW6EKUFNjLSiSq8cY+ThEtrQl9cCDxcxBCWRDjk5ovBDnSuN5KCEBboIdeld5iNRZnMIv8twaEXmKv8jbQ6w6Zvo6TvdwB1wuy748HbF914taU2XJffAdrlgu3+DN6N93TsITyO5M95DwRiYDHWzMw73/5Po0wjgciCo7h3pd+qsTLMwXJdvB1VXwtEA1MpQmtxkaV55dwQ91UA0/5iUa1yeXVnb7C/ncXeie46Lz7LivDZzryWbgY1JmOq7VL4fzi0xJcTkNwha08ico7ZX+TVWwMdtZTni9NdOqbC0m4ApW+LYCRnuhFa3ZgFQ76gjlgFO69XUt27hixiHDjSa5mecOvsGU+TgFmaMkAQpAyPqEKvexMg2ARmb6dep4URuAoJsvUo5xFLNHJbLvGXEMWQdF+4g7urOqAOXe9D9G5GCEQ1z5f0KrGdacs+r9g6+bOB+EUK+08Fr4NYkHmQTZ5z2vhDWduXcxuO3vZMkefGbB3vv3FEJsA0ATrahlFY7oJm2AB6c805cbCFvdZGt2B3IjMcwa16bl9PcDsFU5SCFfw+A7Wg7mfInCResbjv+5ETMAOCQWLo0eoQJsEyCtKlkLhKRTA245MfXONy8K6vUzjLXEk7KOOysINpqqvJEQ12mtLgUJ/V3RvjyvbHquil9oabgD6KL2Rm4ADixjTm5J/r5aTxnV0QeepIqyzMaflu7sKZvSTQClqXh8vrix/zdLg0vTgs+aQ2tNfTesd3fYbu/A2/iJ+TTu3d/jvbTgDuIQq8dr2QnJ5ibUz1QIWgLQSY6rO8qTMsMTFb7AQCBAJC1DHGR6SEQLmbH8OC9kU4O6T4mZG26sVw7iu330qTzGIWto27TxmrjbVwVBMZLDOAtQjemMOKQlL7QNC3TBJwD9HCZH1Gn0d1LbUEMv9KELUR49lbcESBakoD3l4r6rK+YCA3q/446ilWqv5fcnBh145S4Sens2Q4VGJNmAYlLSOdqJSRhAZo93xKgQgA6h+QJQkE3COF06039zrUASRq9A9xsTks6TaWvfdvAuIAN0C4LuJ8SEFWJJzVxPfCeBubuRhVhXKHS1csF3C9Cp5IEz7dmfZKEbiaxbc/WI8kOt2OZh2eIfgFg64g5KBwpV/7NTqM/cxjyo0l5Cu1Wuj4uwKtkuwaR6KBEGGeWYwMrTol5XPRr92OGV/AzWv7PZJSUC3UYKmBzMmA/8+8rwG4GxDhfX6GnhbxljDWWPpXF+vho/BgwekzIbk2E9sHJmakgmO9ccwIVixI71YRAKqFrpQ7RCl4antyb9Z++T7KlAYLo1q0A7i9A3xjbpePubsPLNxfxc7cQvvylG7z6BPAzKZQefHr37h22P42fO12NMqCTN/a8bTtxlKzIxdjhxkSzFRnrwMk4OsCi3fRJPBlDZABimueYe74RpMEmhLy+n+A5ZNVhBkJf30CHrrpmE34kDNJuth6P9pmW/S2pc/Xz8/aUPW/BVACaoTrc0W2etIflmGfkk54eKmrKK/OAKJ9xGPhY3ZWhLKGT4vnAqYQBBWHJbEAwijiAsyNrDABmdyS+JWU3bEVeKLroazkhMrAwEHABweUGQHnFHDos2WhCfAEymC8AncCQo8X2qtemTZJ6Wx9fOmNhxmL6epKwSOQgwLGh6dmLHa2zWMkuN8D6Ro4qI0LbnuZonncRzn1zvbvQv+vxfX8PdNXBS8DOtrENkJXD2hkAbxAvf6Rn98YWrusuogI+B3nDMyDOu45tteu/M23dbRyUcN3XQB5necekvGND2P4Nv6drk10+I/udv+RSt/TOTAK3zyC9qOlS+l0eY7jOc3BXzn2YSucQfHMXX7/75F4u/+yeZXG0I7IDb1Svj2j3gzT5oC6WZ+YVTr+N4+0iwJ/Pjs/L27ImafNqOKg1+m0LXlb8kqR1ezEqANlmPS2LqlQIoLq73OPN3QWv7zdcmFWcJ5/OHc9vF9DlDLqccXklnhH+7G8/vdZgP1B4IifGYVVnwnEnOGSELClZame1BG6ofDh8D5H4uzPkNow32MvXVnogBSLM5c1hzFQ2lpi75cwAuKuOwZ6/puxicPhRUzmHAhL3ZS0/yewbm6ZAVynGY3QMZ/Efspw7KqLjjUmbjtfDbtA0n6NSj3odV1efGbOO6bK9G6V9jE+kmiIHwWfTd0unUDDg1qumg4f4HJI64/YG5HroxpFatUrZk16aN2qHn9AinoK9IaKdY66hb8AC90PH6akRLpuvTUu9dSuDPL900TXZFJBuHdgIuN86FhJv7a0RFpj1WAeRtCdf7gOcbAqaQI8etz+MQL2jqysU4qpQ7du1sowvblBkSzYdO8bsrlDkIzKIjaEn+OhZ3NbWGEDcFeAHBeXLONEOv6mQJ5sWM3WJWciMeCex0jKQWR4mgGFDPebSYHDxUF+QMWPLIz3D/HqmG1bSRFa9qb/z97U89mlKGOvjXcD7IEZBWQAAIABJREFU+wBgnic4PYjrWGIdpSvRjLZXGmf1O1pwM7PrmscbvMNoR2DPSnXUhyWvMaLy+Vxve4HYtmQpdo00mp0764sonQcdcWJFHuiyG2K7GJy+2cchp3a2vpIjxggnUv/rDNxdOjZAffzIvPfjxi53WBqwNMapbTivHfftbbTbHx+eBNytfMFrY/LdJFwspvh+goStSKH6OBSd5v8ZpL7AiNKATIMzwMTDBGAMAvBC9+8wHobEczkNgWZJEobkMqC7LmaCEfCIZinm9JRZP2JIPIogI4GjTHCZd04uH84PKD4K3qpcAf8ek6sxnIe3FeKZg37rVCpPCzHKidQ8JnmlV9wlCUgAGeD+88AEaovQkd7jhIbZB4nI2O/g2qorB6EqlMeJGXJ0/43eVeEk6hiwkh3IE5HohahuGAgwTy3iKLcSYGYDIawgJFj61ju2Rg5S7jqwUsOpAdS6LNSI0XoH370Gv3kFvnut9ZGibeuzWbe+F+FVJ/DWga2jXzpo24BNvkkBHnoH390Bt2I801mMTvwUCpXQGQOSoMAWQF6EhnNjLluwdh45p+EhgJvVeEOCne4Tw2RAJlQBRgVIhFgI7ce/72Q8kk0Fs6wgboyTcscjIN6u4JmMRrWtTcd8jvLfAzrrmx2YGX/TfFvW50+61XkaRdNJJGFkBzku19x816zEr3VnQIUU2AHjnEls8XM51tV1d8dC2WD6jMgl4wWCgTYtP4UuHTOwsdIVIA5QBkqNZ+cnx7jvVqk0K83aNealvwRzdk3ivrIDz88Lbs4L2usmPi5VanfpGxZ+A7q8Au5fqfNzWeb9ez/ywWdrpEl4IlcovvBWn1Y2YihxBgF8sgMk1i+Nxb+nEP3qVDD+D+yabEUSWmcZS0VuqDfy+9Atg8moPoIgeSHsEUcQkOoKL9mVclkNFXjwWBGL4RKYBMSufANzoizFU8aengXdI0/g2vZMqQeX12pe+TdP+shAO2PXhwctVYD+1TBSasvEWpEn8Urfze97XXIaiP4hCkkegWQlZ+5XlGLvxkHpuJznwce4ORHsaK9AfqzALo4/5y4SRDtahwvJjI5hl/zJ/Cz1JbV6VWldZ9YtRBlrjeJons6yjdw74U7ndGsNJwJafw18+h0xpLCG9A/tGN77FHgDeGP5dPnGxnL/0tG3DtoEvPa716DbW2zLiq7n+bp+kKU3/MpXDD3FgqNNpK3JLZJno6Mzp56VuA7wrL3ZaO2EPozBtrnGHYEkNXl4NgpjMDMinzukz7RcZO1jgOLBdCOh3XTXMlqMWVkpxcn3SMtCGK1jjck9VNvZ9jV7OgFUMu0d6Xd9ddY3+V73eMGLnC0NL++tmqNCdmX02QFdYjI0aQcHUL6QfDg4u/RyVVBmj3uqiw+Z/5+7d+u1ZcnOhL4ROdfal3OpUxeX6+q6ucp22WWX3b4bt+2WLUHTiJYs4KEFAvHAH0ACWuKFN/gf/Il+BgECCXFrIcBy25gu211ddU7tvddac2ZGDB7GNSIz51xrn7NOnVOxlXvmyoyMe4zxxRgjRiBs+o1v1gbRWpT41n55YzyRKVcsltNP3ezQrXbUPlZ5JzXRKM6toQE4TITnTya8PAnAe3lzg7sf/QC8nJRwaGsr/X/j6oM/T+JRwJ0Rdd0QCDOQZQifIRMI6AgpyQZJmnMb9gBGAGUW5F2URuiUpY747ezg8kHoKq3M4HYA3grsKNCwoeHvt4GdJ74TMrDbFJezDFweJlWeZ4l2dxIuzgUcAd9OmYZmCfDYEQab9Jc2RIw7hu8T9oDWTuxUBgarY18j1FspG8WCV/QcoI1vOaSVDhp1HJKBJliHBnEEKaguMtlzmg0hzTOqbDiO4Ua8Jqpx6Sqzs0s2vUQmuNZLpqa1SE4AdZ4yRI1g5dbPCkj3gYiEztS1VSV6rQGyTzipR9gIGLkvKCtfM6JrDMKljwZSCXwPKfCPK3Q7Zdt4QfpG22ZqLOoZSF05hrOkNaYdo9KDgR0DbfadSekMdDkD1LFhjA/MviGG0u9IE+7T4kZPdheN3YNUVr3hMV4CCxaZKAAFbYyDMR+neR3dBbYqtLXT08ra+XpTYBc0Ncwy3GjFdvWuytODpEsAZ+XFYCsS9S/dnY6WPbervWGPa5Xt+Uqm3zT8Bp5L/TxIfGlkCh2NvQzs8nvbfMmWfqpnLzMJ2m51K+JCw9vAqKHwZWGGZhYmlE/rn7UiXUMJjXSzqpi9ABfxSMDs6YDVL2iTI8fu5gXHxYAhlBbY2TGp75jx5uGDB3ePc/yYXq4uAPsROnEf58aZVKCTGNlPpvfpMr9RlK5iRsvps5zieK3iDQhmK97mFbPLB5sZavp4gQl3c9hPlais73XEM/Ztkc7DH0raPvLxnK/zgYNReDJ5s4tlk6a2rfDTtV+8lNZAqB5iexUqIglmE7lKgsb+55AegTcJtn8II3glALaBE0rlteelgLMkihTgKZBxgtxsi8OYpY53pPOXFThFB4oNGLc0DqWgwoDM7YZROK0F/EQLHW+AbG5gs6czU4EYJNXOMdWdsY0ZC2e7M0l6ruH/CQw9ozN24fL1c9DVMzRjMBnw0JrhfZTCNqjrr9ZYmMDVNWi6RqEStl7uydlTHHPw/8c5ZpJSB9e82tvh4NsAtvnLq9an6DfT+D33MsRVvRF+HsM85nw/jQx87509sEVY5990uMrGM5OwUardisgNV1ecDSIx8hIvZkbobHHj3xg8HeYuzY7/7AZe3XqbD7RyM2Okqa8AxL41SrSTm2K2gWZ4kSmKvkFft8p0cfngeGBr5Me7zgyEbOz26dsMsrngOM36ayN5p6lQfuDEWWisk8xANyjEmBfGca54cTfjvbsFd0vT88CBtz/xJp48fSLx06IQ+judmW+vGx7pbNlgQI0zM0qEg0MV4CCQhq7kmFjngFr3zEFenvCrEq6Yff6eIlb+Yr++XuIMunRw3B+TXGZklFwkeI7bbQFE/QjGky8PoHE6df3RqSTuF0b7lkQO13nn+hOt6maEsU9/nca4kzoA9kaew189U9stKYIgsgvW/A1HDM69QiVtGiIxUjYg6UCPkFp8HXx8MkTiZwSHQ6qXwKXPq7LTAgy0SUTp7NySYw4PyH8icZzqsKSI09BFT9rIjIfhJofObClXU22McTigXD+LtvdxRqj8EXZi3NauUOxq3ERlc7iSedsYXOcA6VRC+qWGjAbWR55mgtaUs25I0b7oQHU4UjVaa0zPDlkHoGWw1OL/fDfO/wxF93xR7oX89jKdW99v0YLNiy6kfSH/jp/YXNuo2nYK75NBjxLOjdQz7ffFsAkl7LkuOla4SO+bSb04p8lAGkPdvYWOMWa6MAxW5a97VbSrpQ3/XQFZgfmAB/xi9gUCjcQX6Neu6ZuxHoZJMpDr/NmZN3DEGdK+IBvmKTfGzVJxtzQszfqCujjXT67x9NkzoRF29rden3v76XaDvY/weJK71HnMhFbN8FdXNUQhyVMQaCsQJzc7yH98tkEL1qJ1B3PcAT65D6aT03EJyjBWeRhM61Lsh47ha56MWAlvDmbPilPdYnXoxfHi8vB3lHGd5sPDfb7r8kgAT4DmdgrWL7Yqt/irSPZio8n3mMxmltavuT/vKYnoOo+lNxRXBeAkS8cpEXo1OmF1QGaS2OaircSrysDzAdfeu+ZzLfcU55sgaHZMmNdFC2LqXZubTRmG7VDrGAMzloYAEzbuOqmA7AStTOr8GC75AwBMB5Qnz1NbaVHK1YV++PGFLVVsU9clmK4AmkR6Vyu4VtSjnJMbPu8KJgV50SdAzOC436WDJOWQPoJK5eC01kCdbXgxph3MG1ruxKc38uPEtx9OQKhjdL583kprHIt8GTh2OQWhf62wSdo36rniORS/Y7w1AL0/EAZsXllB+n70vozI2/VJ/XregU36Lklmg/44F0LeBJl54h7pPPc8g9ZxOHAeE+ne5puN/Yb4OByLA+ZTdN3uZpogoC1LCmW8hw9Q4RMtfRnc1AQKT6aC59cHvPX0gDeuJzw7FFxPugjT+Xe4vsLTN9/wipug63Offmu7cd5HeBRwF41ttjncrRQlxKDsViOZuBjx4ejsELsnwNaBt34ShR+b8VpPthEIuh+7HZBp5byPlcp27jHgtyb8pVRXNHHn14CKqdceErbo+d5kjPecIg3EB9t1DRA0qkkQEq7U3/rRfrmHlVqWUoyM05+kcvU+/zb6f1zV6je9wgVOAG3TDuUBC4i0DNRhvLxDuVcbdL0aQDlWUalMHFIh293UFRZBtHTlTx0ytVAAc6pLhAVqT5sYTEjnpWQiyWN14yGukfLEYm2nxoTDcgcss5/JStdPo4oAyvMPfhfZBxVW9nYMoBxEDdsYXBu41pDo6S5aKsUld3IcWUkaA+tDG5P788wZqS4KrR9kJ65cprLtR06+OK1TQiIb8xjJyHyjDe59sa9lfNacIXDjfOtpZ/98LEumN+fKNObVtSkHDenUyImOOH+hxJW45yEj4fdZom2R6drIz1ZtcoF4e3kh+XT1Iitz0NNuEQqhKF3bKE2hgZbC0uc+fY+ySd/X5V1pXYb78ZNRGMmI8WTSa7doS4nL3+zju0tfv3M1vh3pmCR0PgkQtLaliUJa/+uDOF0vVHCYCq4PE55dH/DkUPDDH/wIx9sTltOMqRQ8e+OZNwwz4zvf/sa6gd5neBRwd+LJd3ABmRcnPbl1lP66DQ8M0Nk0CAYcaoa+47u5R+vnLp3D4K7knvWRSRdEUGF85EFbQ7EPm2/Pf7I9I/qSobeF6NO29rU1RqeqG67swsJX9DtUkazoGyCuky51JT1fnWBuGWhv99IIyreIXlavd5oCp+CR1sWw03nkCcblWgISUGSqdCIEaOuofuxiBUaXAnm09+3LrSXibao9c1FgqSXynnZoec0JfrC9pJJtHgFKijgrk6lZLSlxOyBSmdrCDowB8QGXUpBd8OQqxevJmIwS01alvtdPVfIFPPv8Fy90zo8vXPPioI4pDKxZJXVy6XFki/7Osy8aSdvO26UUsUd0wqgneBA7DeugCMU7G9zyqahmW+vnxtYwpvFN5tg23M4BzHuFtCOd0/i2ObgCA9wBDyizHvMcWiNValUr9K/zDAN6MBhcx+50QsPpLfZtnu8bzvKfVLG+zrbxxcqJvl3SvW/2AFI7XypVb6vs+TtRShTa+Eu3Gog453PZG0thcmQRbaHjAG0AmrGByFwFUTeEPal0ZrMhW0rx2FWwSsdzxdLC2QQXrv7Xjmy6Ce56KriaCFf6OxHhtDBOJ8bt7YJXNzNevTri7q7icP0ENB1ABfjGz33lYrs9NDwKuFua+LhyNO1AzXa/US/9YXnnnYMQ48vf43P2SbmxOOrVrv7MjLi5XyFtfb95pUE/gol7DOrNt/RQIjEQJfQT4WzxcL6YsfvtTCRPh9P/PQMB1szAVUQbZesLEVmz/h98a5SJ9WXfL6d8ZPdkRKrLZzsEYfFCpOtMNYiwW1h7QfFXLnH3P6M/P9mIiwM79njOkBKTF0aqxKgxeNC/SZwMqZsX22pYfEIpgOOW5i1jqRW3taUD7vs5bXa1VetRCmEqhEMpKMSao2eBwgxqC6gtYBCe/fQXzrb1jzPQUrHMC9oiQK5lKZ1fNSR4taIdTyA2m7sCU8ObJI+ooEwFxVzoWHs700t0MTMzDqlxbVhL6wawEH2U0urS70fj+2wp5DHfPd4Jnv+96NEHELYIU/fs8rwHegA18hCjYV18z6oXWnR0fcja+0m/k80CvfQ8S0gzOerKM5R3DD04cojlQFIWrMM4wwb/6WjCxrt0KbEGcy+p86C0vBuvUP6FkM5lh95jnTrhEpTLUIrArSsUq+N4W9mabV7wp9g5PhFjKsXdD82NcTcveHo94e7UcDo1nE6M09zw8uURNy+P4EZ4/vz5fke8ZngUVyif4Rf4S34iO+jcoFr8fJWpqJ8aQrH2I+tMTuAtVFUWx+4Nmfmq1YJ2GAG9Zwp7tjWB14vGs4HyfwkgPHwdl0inpzMoeNNqqftSPxoJgU12u28ttU8i7lvycMbahcy9A4Wbla0Sr7Lj9TPa+hXxkcbfbuG9du9cNOx9r+pIJqzOspTXGdBvFrB7KOL9DI2QCLqMWclL/1biSERqMKJ2ewrg0KpK5JoCNaCpy9vIXvMzojQVT8NscwDb8q/9bODQDrH3AciywvU5aKRSym4+7ZbWMNeKu8q4XRg1n30EUcsSZPNFVocTAQciVV2Q1I8ZoKJ1rkA9AnWR8Xt4gjcfgeh9UOF7T97Bp9oN2ryA7u4AmoAy4XB1jVKbgrqN82drBV1dxaLRCBbg/UQGjJuOrXT1f/cajn6na5rP5whUesdKzUJy9nDKNobB+EHLqnNvqMfwoZdn41X642FUy2jDpa8YOleJO4ZSzjbm8P0DyiU8agB2GPrcnwVA6Y51S5W6ZC7kioRcZk2rp30sm4MYXS+x5aE0Op/4MXaJU8VUv72NdnvvcxnNafFIbsnIoS4cqTGKeO+WuUFqTcwMJCMEs18OF1SA6V5JgZ0s2hnmQ5S4gRuhTZMIszQ5ArBAzE4agLZUTADABTe3FS9/dMSLd19iuT2iccOnPvUJPEZ4FMnd03rXESNBy7Kqd4meumvIu1WYEQbWkA+77d5p9Aru2UAIW0sjRfswRroRfevT7RDqZhtU9/mub48YUH2kDQI3puMTOZFEqx/gNiAA9MiYABWeRutXJhlWOqh6aEgqgW1nHkMLpDxWAKp783AVSLdjdhBZEENOTVEARPC5ah+n1W3UhsDp1AEedqN1pKf/zUykUzMnwkWUVB+psHZxGPyKe7pAU76qdK5AffKsq1o9LUEnGahVIVqDqjjMJkzSJ/FPlTHXhlOV3WCLzs2l9Z1mpa4+lqNep8p+X4qUnVnpAaRMNiYJDJ6u1537EQr1jbf6ecQNPM9oN7dYXr1CvTu6VM9VtLWizUeX3NnGCttkESJMuIPUjrnDurZnfEIazXTFNqxwNw42hVMYAIV2kO2s/aBd0XhqzNglnJxvjFtrrYfyPKR83k6mpdiLkKcerH2CjoSqNtPjqNaKL9hKbI/J5IVomr5G4UeedanYO1XpQiapqzhJo5T5ic3nLH/cy+Nct2QKmK+QuK1P69itp/WT0TnLwIaXll/l46lf02KITbXbwG1Relr7nAgI+h1An6Dup2w8EeEwhfue2Y7naYynE+HFj+5we3uMDW8MPHv2ZL+x3kd4FMnddHeDdg31aRUepQuLt/pqPdLES35lgFhOpQiVnq7uqO9Ms1cRYoaLyMqIHhArGaJeL58H23220rt7jzQh7w0/OKZGD1q0XrZKSvExxNsplddhTfC268Sr2l/IIhXpXMjSmjHJjrh7/O0MA6BtCBA2H67Ti515ub+G5V5KM4PCVblIV0OMVd5sKztnWpnMDtnAYWt/xyYpS0zCx+nIpYUwUPeeQE0VnZOVxShfg2zq0IqY4oAZNBm4JOSzbxnilLgazNU6yyJNzC+WnbFgZz0KKJZiTGQCSpJVb63gZZZVMQCaCvhwBRwm8InQyqOQpw8slLc/Adx8D+DmoB8KWFEr2vEO/FJPxZ4OwNUTlKWCTwvoOQuoS6PApEOCFZOqVLvbbfE8OMLQrkxHlHHQgsD9AWosGbL/WFiVnftaurlyJlwml12QrDzD4U2OpPN1h8kDW3RuTCLm/Dpq0HCbj1l7sa41BQnZiEDDby6n0/yhyk6FhjZ2WknCFzNgdLIwNl+XYXq0RcfuEexkk630pGypPbr3cH54jgsJmRy8KAzxxvg5IWuHXg1uc8pwgkmgZV5MRekR9HiymCRAq0I780YKXWR2uyfA6XQL9VtqRzpqJSoDkzrvPc0LeKlY7k5Y5gVVwVCZJtQyAWC88fxjBO5wnKPNCKp+ZTQV7RYlJI2BhVl3YzU9sqiAjcjBOpX14F1t83NjNREt+dQGzzCBFEhldyKXp0DEiglD9/24A3bbM5N8wDOZy5ju8+7TffjQv8vEPOjE+ULvqUPuEwzf5BSsPJ6iggmC7r7MgNaAPbIUbaSmZ0DYOprfNAjogIMcbfdV8ntpbktXjYgYg8iV9xFmYzEGJ/KAsFpb/nlXakyozNBTmszqol3TaS0vMOW/Mil41HN2GECt4HIFW2qK5E7UCRX9Kt3azBjn0gZ9LAxghFsOt7UkrZOd3FAXXSXriOQg+KAJPF2h1LpK/6MUnn32M+B/HtJQl3S6ZFekvW1ZQLd3ApzLBFxfoywz6Mmz8F9HJMeX5U4LdGBsZfiNyw3KkcGPtHscqr6e0/0TdgnIfpzXCJtcPjH2AcOFTfXG52fm+lY2hhPv9QGwqigPr8a/aaBM3lYp4ih562hzkvx19H0oW+7rVYVsUWlxu8bMvXsZq1sCKz+GXXbSYbunEXnDY3PgdPWkGAf+DKlddsaAYipvk6mk75TARrKKJxr3RyMxA1x1cZnpqfyGKyczTUn1sXeennIqIsytQkAe43R7wuk4oyZ7XOiCS8zUDnjx8nbdSB9AeBS17Juf+nTnSNMNGDn4kw1m2yghtjwixpxrQ6tpd+trrDzyJNizPXD/UoEgLiSYfZBRTOytZdvG93QhUhBmCtcK9i4RgdUHHHGyGtK/5z4+GbcdOQSPcfao4uXgqr38MLVz3rk77uI1sNURzZ2yXBobykdcou4bR+ztBiU9r+o5b8lCgdzQgbJUu24bkFJc1onhuy9hNCptzW9V/u7qzAIsutYD+g7Vb+ssv6b+JABoIK7eQLrWQigl8qCIOho/yZumFlXZ1qQldpWFtoPJJjvLJSOyDpKkvsvVG2da+scfPv3Vr0mdRlc0SY0ez/XZfEJ7dYP53XfBd3fuFkakZmk3ZHY0O/AduySrfsxEr2V6QXoa0ODnUjvAyQHb2ER6EXm9n9CTImWMtiDyeRJzL0OSFXnNdO5MyBqa/fc9XR1IZTeHzc7NYpjbmZHOdbOd+vt+sd4XbnS/1BXIy5Ly6gbHun45f6eBrxm2mtGpCwevZ4hkK9SeMW5tURjjM5sVpbbn9K39bXSmhRrU297whdGvoTnImLTSODlppwKsronA3aLZbO8KdJFsczpX2sqvY9YocG2MpbIKLICnT6668mczNIDRWsUXPvvJ1++YM+FRwN3P/NIv4sBL5zPJdvTYv/He4soxRkCFqRh08mWkoo27GnDcEwAAnc3KVjBVmrNbF+cO13jqRQD1HWlcz8D79dPWlUlvmuhOcIcUOH95/n4snp03eenydlxxmP1gk9EaqdsFNibTZWQr3iBWCadqUdZ5d4A2pTHidU7fW/8FwY1OZIuwVTfLx9SNQH9xurwcQyWtjk7gICpde2YNwwD8uLAMIBANYycbtGwzqYQogY2OqBi4axV2ICzrvTkY7rs7jgmsTWzsjkvFqcYuvbkJsLMde1WlhgyR3oGAg3cEiaopap97yIEdCoEPH22bu2//we9JXXP73uOemUUlfbxDgRiHe5dj/bvpN0z/Y1baqozG3T1k2qkptVHSyumG+SIAuISnLtGSTH/8b6MTOUaem5YGrdPZrMoDyivZDwBv7DPkmQpYa67ZUQI3wtXkl9eXj/OoYi8Zw/DHAH5S4TFGtZtV3Exnd/p487HRzI3IWbCxlvCvs8+7ee3h6EXMgdrYvujpv92tdAdWHh7ceyH6Ug7BTpsnMjNiW/wucm/IhPW7wYN7Q3zeQOo5gEVingpXa8OyCJ2V+b+gzkdwXfDpt5+tG+wDCI8C7p49f443+OjtkY0WuWubJKXQBiTAj2gyA8vRuLIfD504qPclRpdkZRaV7kcJxu927vvC2rAf0j+7jFqDgc3JvRGb0wMnOsP792skfY6Id7aIwGY9912XAN6P3TMdIztprfxWbRA9GVcKgbSwBFvZr9tjq4VGG0mPa4N4N35PQFwFAIDtYOrunW2SEPkZm8Ruk2qm585ArI8trYGQuaf1HEd20PZGzWHDtTTZ1l/tBIb8OQuIW9jOLrW6yFwugOxYIwKTrIhlXBpIZgAlqGERFyHtccjTBxY+87nP4fvtEECAo70Z0d6NVUVeCujqgPLkGofnz3B4/tQBNplTGE4Lg+hWD5kXMcei2JaGmoRLEjr3GPo3/BvnUX2fngkj6RjTXccf8rOyD3+vLCWG8D6ETusyDRd2fsdidO3UpZbpnz3fl/CfbeINlXinuu3y4lV5jZzl7nAqdKlvoTTrHP2mfpz056oPia0CdQVd9cHA50L+l+PqstrnQYqtdNi+cfBM/SJc6F/t6awfL7ZRuFRHQDei2flavqCVha+sa6V8y1LRasN0dcBc5T0Ro84ntLp4Ps8Pj3PE4qNRz+d8jPNlseFB2gYm2Xw24q+DWfGW+M5Sb/etb+c8flYSuxTvPkFcEGxIY+55bWU0TsrXCT3BWBOhMa/h4fpDBP3MhONsGQYGcS7eOTXp2F/W/zzE4rHcnIHY6tWqDjQ8O1dFF9mvZH37dd1Wp6xIb1/QvsB66VYFK8OqcykWKeYTLRNf44gM9L6Zwn2K5Zeld8yQtJjAXMDlAFDBQe3wmvuojMUVgd13k1eF4POVFcRUPeqKAPX5pEbHPrdMTMVRR0AA3XQATRPMNq3V1501H154MT2FqdTB4WuMqIAOB5QnV7h6/hSH509xeHqNw/UB01URf8cEtTsUaYEZcwcTG4dOPDNth73sbJS6IUiJVup9CwAq34X8iNPvzmhez8ML83438Pp+41F3vym9v1cGEfpZDowahrGu/fMQSHRCihRnBaiHiy3PXK+U4TadXcNK++5es2TAbF0amWdmHrj1wdD+efTk8myVy7Rdm/XGxnMbExzXZtWUflo5CmTzRDGXS/qdmXnBNmo5nUy9k00qNmeB0m2lkWZKtlT1aZnqUJs4Exfbuiu0RiiHa5Rp8koyGM8f6YThPA18AAAgAElEQVTFR9uOVhuAIhOBWMETxCO7e/nOhMf5EsnuvQZwsZcy+SoY1EjsxjdWOBnY+aCj9QDcC3EA8/0IVc6jRynq9y3HdInWfUjRABfJfNatJVp2H8Svf+9EyF5knaTM4MvE4ZJdW1fv9ae5Rc/nxV1e9t3eN2O6XR5mdJuXrTuS3L6vNt6NkkATsXQPcZ76JGJh0jrKHxtwG4nKmlunNmGVVKfe1ikjGzJammtFY9gytsipCtMBRBOgEtCrIpseFmP+sNWzOSCOrMCQDQOAqydsI0WAZgmG0+RQiqDWse9MPuJyAA5XoLqA62sAhg85+HFihwnT9RXKMwFy09NrTNcHlMNBTp4gaT8qcSJFrS3aV1XVQhPNtncM2uvMieFxop86vrp+S/SVpP8b8rjO1FJ+vRxngk2nBwO7PE/I0mI1zkfwA5y5vxCsTKPN3bnvTT07mvEwkDa9GHsIvpSrBUA3PNND2Eii3T0HMJ7W0/LoU+d5uf3v20gb4SGzLa8vu9AR4iTlz++BVRvnP2wUaxJOf/JOZmsLoXNBb0RBEP1Osg9T51yAVpoOgNsxW0aa08hEx8IRAWgoDZhbwYJwnFyUzrbGWJbmVylFD3dgUJlQrp7IRivc4ao9zsaxR5Pcfeb0LhbzlaQMhjGorBGd5/YJyPZ4ZhzZr2bzYeYeDNipNGFvpO5JqqxT42igB1ywARSp9RBlJANbF7r7EcSNDoIdX4w4wL4ZV4AK5FaVTt+eWx11nz0wvpdpsMPLZWAllpwKLXyAh8pGGAHj7qYLy3tVj0Q0yHYT5pQBOfKm3wo/tvu6HyzO0EgMoC0uF+nJNMeAQj8S+q5rnf2dr0YpjSNmUfWZk+CYaF4WJj0D1aTlBjdJjsE6ELlPvVjFCsM8TOq2CEBjSpK7UM8tST1BiOMFiUo61FvHqI8JBthcuUw4Hj/aalkAuPv8V4BWMR0mlKtJHTTDBa3ZdV2+QJCVflMfeGoHya2C2oJikjwDbAwwy0arTBPNLnm0uRslTjayTYMC2MNEaca/h4uH+4cAu45upQW+EoYUI8sn9xddY9pBevfLdDGtHTzts7UjyjvSzYEl7QmA1urq+DCvHXOaRsd6ur5B17aqwkN5crU1DU7051I4S/a9qfZBp9QxCtXRGR28IVEk/2irdARZNPppOghARxzmOB1vB4GKOB0HALTYSEHcUFjcopD7+mQvmlWQIefJAkCtFcuyoFWh70tj1Nr8YmbQNAU/Y+ErzBV//O0v36fJHxwejXoeTkc0QByetuzoLwh7G4iSevjyOR9gr793z89sLFK+oRgD3SC4NFwZQBwnsjH6HxBsAjZlmg5o1JVLXNz97U5sqWf7+SZPzt3FhUXsvo3pvkNr+s+b4YMsIQiG8ZCwRdzWu2P7vvO62ouOYA5qWyTgu6lG6Muf28ajE3m/jS0iR0WN6Sq5Xx2smIlRcAJWsDUea0MqgemAl42XjhpDTev2OiAtCHweRB696oFVDRvtnN0lyLgloBSUSSRM2TbWikWlYIL0h50nazRw0vYyw2JbbJ3crqW/mBGGtYVENXt4gp/6zd/ZquxHKjz55KdQjzPml6/AxzuA2EGdgDxGKYySnhU/WcyMt6sDPTm1Q1U8zRiM0b6WNqn1vjpHsGEvwg4J7sEA2Do1+LIEf1xM3QcI5LkO9HQrSx1Toh0AyVP2nAkJW+IXyrQFepwu6UIlAF0qufIamwd5fzqnpIYkNe796aZ/l/iAPTeJa1cPoyGWR4+idwNtXKuV+pjXWNAu07wg3smw+5wD26cSMUeJaDBDyeV08Ka/zhMZvhgmcNoIuabhDvhKkZN9sEXPRdZtttCmdWAwGk0oRDhME8o0gYosvkqrmNXerlZGq6KeLWVCawvqMqPNR3Cd8fbbb+BP/9E/2Grh9x0eTS17NV25Qfbio1x2hjUit99hhu+EEj80JfgfaYcRumcyoKnnh+gn0ArfeOg7mYHw1M85Bq/i7oUuVjeIzFGmlc8Ey/vBiO9IDC2jbCPD3Tf9fZZq3m/92+cjP+Rpvp+DshnbwItSDFME5VbPtPpSb1wE8GwqFxIGPH7FIyhLoWEzg+02GfqicawAjZ1mgGfEIscxhuhuQZS0j0Wj3EZps0gU0Amh1KMB0yQrVgfEAKveiUsB00EZiQAAFDkmkBpUahQ7Yu9qjV3uLZjdQaVXtaUdgQr6CJGGXYQGOkwAX8HOcFyun+H5W29utO9HK7z1xc+j/W8VvDQstyfg8ArT9TXwnJPkThmM8ioQ0FqFLG2L9DOEuTCLD0JlX0rwCgomLCxvAJvnvEkDLHRgo6nq0/RUBmDI5tZlYORADFqnNCltI9VeCnluOxDbLC2wku5jPfT7MhkTuD+93sOJ5mfUaV/p3/pdVxklETS00VjOrbVnR6fjN57zZt39mc7xcUMMc3qda+CgcegrovURjAMw33TVAqPeQBtp0HggQO5i440w4LpN4Tdx4tDPjmcp+pZSvBXZZMYEN1BwbktUwCyLqxV/8JQMkEiGRISrw4QjMwoDZZJjz+Y6u80dM4Mb4/ZWj1ZcFpfYf/mLn9uo4QcTHk1y982/82vg2rqF+tJYXCiYJCCtOEL9JoPFJHrW8Y6juaUdtLGbD9x3xc44xArqsZws4Ci+i38eiK3S3iIuSs1jqur+wM4Ts00KU7GlpLRA3WRGqEh6ZYmmz+nDcRJ3Yb9+mfB3qgDGkN/5Cwh/VuMVqvjz5euInpannf1O46c4/Y7acxA7rRKdQkZ6XUFkQApxNamIS8pqXGJIsC3p0wniJfIDqkmeO8EdWQX3R/Wd7QG7GyaFjTXY6rZoO5llbBxmTyQ7XeU0Hd0ZpkkUipFYiFVCJXnVxpiIcD2Jqjc8w8tFzDgwg8sktmvTATgcUD/ip1NY+Mrf+S64Mlpt4KWJN/pXt2g3t7JJokAkdzqnS9Gj19wVzfDL6uy06t+QFX8xgMhhvmLAJjwR8MaV5kFaKcXwHaSy8CjDKILH29u17lLmjXbyNGys0PjMEvIE13Rr0G33NPH+oSOP6VmmL930HqhtFrTnWZb/Yes+8T2/NJ1mEkNNMN4PBR2aafwr6tD33fh1rmuoTaIPtxtO56w3otTMx80lgpzKNJJQ51Na3TUwps2L0q85/ffFFHI3540iY0tEi8S7xICz5FBpciM5k5tJNm9MhwN4OqCVAyoTmvrqbU3Usi9vZ7z33guho+rwnLnhk289jhsU4DF3y77zDt7kI1z9ymGX446KW/jGCqISonqZEC0IlK5QgoSkSWhSmTQ54GnuBAV2W6GDRbS+fE74vOiJ0Xi/DbHS0NPVZ8IL0Q42kaxue/WKmbJ6vMr5YfRwldaleWyxOuZgv4mI5dk2MpaOgA8UoYBWPpI8agJEW+4CpE0JfsSTU3tsfmdf02B/x65mNVcWqYAKXAhmx6FgMZ/r2wY/Sl2nm3uSta2TVcY2ZQSoHNPRckOZr1oU20HYTk0JYCpyKooa/UP/tufzwIyWyshboxhi2HwgcuPlQuQ7ZwF1hzLsHbym5jYwXCZJjSa8/OHjeG3/oMPP/dp38aOFwEsLgFcb6nHG8uIG7fZOpLckwJdI6V2r4CYr+NYqmtrdsblNmSaU6QCaroFSFESHqsqHEDK4GKYJIRbS+ixGVA89bC7ukQWTFNpCbct8JdsFj9PS0+U8fuH3/ipNVl5nMZTnvmEo50aM8dlq9zHS+E/tlmD2ikbx+LuKwt1UHdPbIeermm3SZM5agcxEgsTIa6VV1g5n+GHOM36pP7d81Ub91UX0RFL+56vbB5Yd/La/kkht70qQtnUDKm1NpYmFtZaDJjhL2CiQqGSLaDfUROxqElmgkPiGuTbMteK0NNweF/z191/CNTFu6sL49icfz5fnoy6P36QTXuKZHXak2i12D/inBoDCxQKD0PTvViDnzSqjbUR+jJmoZilNDhaiBwTYYoZ12xax6YFdfruxJmJsoiHSdMJGapuo2eCX+GsVZwZ265Cepor4BOsIjxKFFaXaTHg3bEwHBxHjxo7Vt139VNGpx75Y8TfMH1YJRtdw90F3skX6nhNjChu8IBs5ft/bm6MDm2oKjcsG2vzTvuMZLVSvXSWFo3FjPccwwFjnh84d49pRX+viCSBTcHWJA2Tdtt4Q68YMowDqGoUg4IwKQE2o26I+mmxGGfDNK+Gi9SplcjUxQ1Sx1ucT4HUlbphYbNFY7RqZigBLJiztcXw/PUb44fQGPtFO4GpATQBeqxX17gh69QLlyRUmeg4UkjjMbsAuEr0CKgcAE0ATiCZUmkRqqptTzG2OGYkzTGIcGys6Pq7zbpNWDGCjAaJ63wN4efFKeT5tTF4EX+2GHsfbvH3J4oOijAQOs5z8aRrrW4Bjo9ir+cOrmzUHWPnO5KSqxbrGVlZKf68oCwP57PJuDTaUq1uUWl/lBafT+3MVTLQ7lTn3Y67r+D7Tch7fAWoLmigo5bzSjtVcNAPNfrHT6Jx/Nw7PdG4pCdRZfXTcOcBD0Pm84O6lDM3TRHL6NLAfickUIvgyAeWApUn6jRnHtEt2nivee3XE7enkCzqAXWPzb/z2z+9U7v2HRwV3b/BJ7HNYGryqsKBCO6EAc20oEKI+QRiadzzHpLFVKjFhYhKfpwyVGdBKve+9qr2T4EHY2GFA7cGt4VTUY/VT2of8LiiDxXD7DGFymhYZ4UlppMk+ErVhoaPP5Mb9XVmx03fngd0eREvlT4N7DUrXQG0EX+6WgKNs4CFn2phEHmfIUyvUM4+NBFINOcWPMmzHl7ct+nf1NrFEG6QDGbddV2Bdvw5StezPLGqopC6fLoFU4EQod7tUV4MupQNkkqVc8lZyUsfFKAdd7lqbqMsibda5NVSODTanGuM3U+BJdwpkgHEoJo22kxiEsBWyg7z9c1HllgOYCV/+/X9lr5YfuXD7/C3w8V+45K4tFXWpKHNFnSvKqWJ5eYPDm2+CWlWnzkXanSYwCaCrNKHQJC5qUFDLBOICUonfVAjUOLRSbOCZgRbynpHm+C+s+7d3ejYEgIF+Z79+S/2rcyGW1oQY7+TlyJjEp5L+keeGmbyudpS+ZsgAZZXeRsI8vJNFo9LtRN86EMVD+okdWRgdShtNGnfSGn3Pp2mMhc18IkycQtVpNCYvfA3YjaCOcoF32kKhkrZFX/7RU8zIOXup3nY+1pb769YYq5QrSem3S7vpSDTanYxz9JGZpEDP35a+tfKnghyuZNGlF1Aw1+Yg/LRUzEvDaa549+URx9OCuix+tqyB9HfeeQt/8g/+aK+C7zs8Krh7zifUKiqpygBN6guGye3mJu0DZjl2jBigpitTQjr0OpC+0DJyhG/MY1OknGaV+ARruwN3FdKoHCDLdtx7puWp6QxINO1Bv05c9opwqUw7xbSymQqmIyLcE4gtjLTVF5wS7YHdRjyMoIxTP0Sm3bqR+nYce9iITXTBDrAjBo07ebyBFTz5ak9TdkmWEYu0p3EAdlkt6+/qIqDOT6JI5THWZgTTKf6wBSWLZYIiDR2Ux26YMfQwMxNFwqznh4XRsSphO46ncYzp6bNJVbS2kSUMmKHvIG1taIUJoAltejRrkUcJ/ObbaC+/h3ZaUE8C6niu4EWMptvSQNOEVhuWuwWFFlw9vcJSzDG1qlq1HUQVPgFcuh4hCCButSclgsmLsE0z4Iae3stpaCANxU2mKr3cSKWsW9w5D5VLYdCMhBRtQD65LS1tzl/2wG7zm/MF2c9nJ73xVQADYFATePl6Ev8w+Mn6Ta7neEZq7kjjeTy8tnSszFH2sS4DsBvp8rmycprvHGmyFc5odVIh2bux+41EWZzcbOT/rYNIr81vpiW6ZWtn7wJByOhPv9Fw8N6nAhFDWTqmGSwgsw9W6d0M6ytJ9TgzTkvFj25mHE8LXt0t4Noc3LVlATPjM59++0JLv7/wqODuaj6hXcnukQK4+qCx7Cxp2vnuBZ8FBBYGppZAnbe/NHzzDmR1VSF/n2UJlDrOBmeeGiOF6OhSZpC8+ckKeKVkRsCSk/fvXwOISULjai6Dv4elm6O6dGAgUlk1sV+kPENDLddPdvL//Rkb0VmlKJIfl0YZuNye+RkYSrqX1clSph0iYIPQy5uUvQr4XCplFbF0DBCiT7e7OtCXvs+AMJVyKHSfTiqrNGgcYp1bn8GyM10pNCuo9PZXW5KJMjYUY+CpEEDN07IFmFXdNjkdSpqbCgrBDdMUzEWLGB1HwIIrfLRPle1Def4muCqwai0IuapnwQyUCfW4gMsMLgeUcsD09Ao8TQAEzJkEj2kSNwsMtNpv/6E0PmkYpwRWO8coW8RQcxaEQrT7mlQNqosmWXiPc19/qf97DCva4GNs/e4+9Ik0jXN+LB9CPl+H1GZ6opg5IRtax9V3bl+FNXjKoMZ/OSR1q7Ya4xINm6qsqXkF3DCUP9ODh8FQC70LgZjCoY61iT1yTnNYbfXt+KNhqzNlM0mdbT6E8yn28Rwfyz70YqYyCj4ZjOK0lXuUSQA32aPe8REAPF2JbbDOVWDCqepGs8aYl4a704z3Xt7h1e0Rx3nB7d0JrZ5QT7eo8x14OYGXEz7x1vN7t/brhEddIn/hsz/tx3T0myrMBYISmfTO2ntuagxMPSsURk/qMkxfNvQjfytYv3q/x8DLq5jNK73TAvdJn8m3A4AjllQERXHrZcK5v7UwYa0QNcm44iIVGyoq6er02JpVG+kZMVn7nhsuq8NGYvcltrv12ipsKo87sdzIyMeUvqdcIMdKY8chAbjxmzQYHRAGUDPHtC6ib3J+LFFOkyMdThlzzJdgLrnDEXmnMhTAfaV5DBKS558rMGmwc2KtT6MMIl3nnjNA5sdU5LIRaRsqbCfugUQadCjkGwMOBFn9unRdWvO9v3533VEf4fDNf/UPZTW+hLSOF90ksVTQ1QF1rqinRa5Zfts8Y0JDUT9ZU5lkZ+wkx8GRMrCVY3UEDXD6ROaP0exBKSQ/rAxvE/Qp8PNh1Pd3DpfmaTcKuf871wFDvaQe6ZnFNwaOAHia2DjKHxR26bxeZeMZfPagm4f2Gxv++nL5UWQDD9z7dx9W5sGA0Dg2vMz2LLv70LbWGLnNMXx7Lt9xuWqh2xypYyr7wFTG5eMysCkHHxqqaMF9R2Ksr5Tf6Y3XxUBdbHxzbwTqR9JrHeRVbKLBSZKul9rXgSZZGJcJM4Cqx4/V1nBzXPDuizvc3s2Y5wXzacGrm7sA4Wmn7G9+9mMM7r76nV/ET+GmF0IMvMhs8hqHVE8dR2BWPzHu+Z7RTyLWd2AnZKPQI6spAtCfYYZB2fp7DpcVKwPUM7NhnKS8mV3mlH38PWNXIUKU4mhiDtKCcOdadjVOoCwsYoKg3jvQ5W98YhsIxQZo1nKMZd3IDpbafYigx6FoboqigI1UUbRhLrgqqxCOgDPm4m589A6LzcVFOjtU3xVjwoxh80UQn27ThjeI7RJWduBzITHUNP59zkDVwIX0ZIrkINQ5bNGslJ2xqlC1BWoCsweynWFwwjqR2M0SCYgz6ivv1SQDMsbigC1SCWLx+K19vNSyv/Gv/TH+5vCWgLp8LVXUsQujHmfU0yy/RwV5xwXtuIhH/DKBJrmYyupki0LRznn8x2ySDiciP+4MyFiNuzm1DYwMgEjqmV53m7x7X9yrdEaSFqSpn+8dgErAZOtdx/R5z0HIuXAfSpGm4SpEbnwm4qY7mo2StGb8DP5rm2LWTEykwtbY3ZqLu5aCAWcH0I6YYmd7YOS+BSmV72wb2YjaLiqAGDdr/hc81daJwHpsWHDH36sxvzF+0gKiEFRi14N2uURqR6keSPNFJIJBobwedBDpukruGk2YW4z/BmBeGrguOB1POJ1mnE4nnO7uwHWWlmOAlTf8m7/3nQst/f7Co1PRL5SbDcmdvAtEHxPBiIsNlKWlY8YSYOlWP87oej9ioYrQkMCUM9XNkBm8USaKkZjCJjEa3rfxo41AWjmKqu5QTb3doaYdgaTwNzYSTnlvrGFjFm7UaZVGIrLnbGKcQCcGY/W9j0sDkwd5PpzfRcgr6fRwkwnkXMlAn3O/xPq2yudgTsExRVwX/fPwLbMeLD2w1bSBwts32d0xkLzVx3gPFIcoR5dvxLfnssAxQ2CjlmoUXCa0ckjMWkrTGFicCJIzk7wxyJwWW0cXCnUrQdR7E8mCrWp7i2dkxPwsBa0UNJrwmV/91Y0e+2iHl5/7ikrvFjS9xJUNoZ0U2Jnkzv+WZ+20gLiiTHrWr7msoTzvQrIVEtGekZdiEgw7CYMA9H5FV4w43ZvdUNBZdOAkk6NhFN87rJn4hq1XT2T8VobXGpBcAnomLXzdkEk/v8a1RUMMDPjvPRozU7Kgo1G+uGjFqqwJMi3179G3zqWWooGnjPGbMngnUXYhjxnyD4M/9GXqzoK1fLck2YlX9wsi6sChP+eMC5LWpGMs9oF5Ii/gw5UDO0xX3h/WjwsDd6dZ26DidDrh7u6E+XRCq4ueJSsN8alPfwJ/+Pcfd9PYo3sKfev4Eu3qp8QfjBKQA1RWokQnpHaktnhxnFFlwlwbJppi5yzg9+ZI1Tb6uZNUAzs7I1XcSBhQ4GF02UxOGwNa0w0ZFkVtQO4hRiLY/puU/w6aEmlJ78Il/3Z1SOkDWcTdvx//7soNtQbZIgZbFUm3PaGN9M6k0AFP2oynBvsr6ajc2XFYJrXc6rfsUHVtb5JsLZ3oDpzOxoWt7myMpG+kP3qVqwGovkYGsoSoOIA3yufgy6R9KQ0rQyqaq1cJ0eEj80jJejqlgA7XiN2Z6phY24TLQedj07lp0rqsUmE/13nW07oJulizJjfGopOSCJgKXCLBjcNm1vvO+q2gEfDk+eOqKx4jvP3z3wB/75+6GxSuDThcoc4L+DSjTFdub8fTAVyuwGUBTzNKOaCUKxSqKE+uQDWDGbvhjtSAINIcY1ggJ3vdotUlEhx9k+ao2de5OksZnQ0h2QkaNpVjIEt7yM/C5uLtAq3E/utzn14IvCrbufz97z3+weGvbDuhdTtseRtIpTtbL7M3z/GYVaJ1oWpOaxNIovx8O0P/2eYF/Zs+zpoC2ic8vqDVbaLjKTWyDRzajtyDS7lkl79v1iL1pJEAbbFVp7t2gtNd4YNjIRE0E6QahoIKUm0iuzui2+OCu+OC43GW9GvFy5tbAXZ1Blc5exYArq+vtlr1Aw2PLrn7xd/8TVy32aVyttOmWy36xcEE7JmqZZcm9j5La6iN/eoAotukx6g4RyTyAO/sLFQCE4RwK5UegGQ25WmgH3yJ56YvhnKR7QKVKJbDKvaYKUawtR883gbB2S+ZfbIhCWOz87nH95vt2a+43B7EyzOqc4aKD38ZYMnUk4FubDn42+pbBtwdSm6fBAZLlsw5+BsAooNEzUcJjtffdsdyL9slzyuBTyJV1/Y6MXdCynkCJEfLpQCHa8BWnSVWojb423SlZzWzngENB3YLh+kENI7NQYJKh+z4Mmb1NyXEldnmltkaiq1Ja20YBXH38vY+cu6PXvjuP/z7OC1I6tgidncqmWunBW22+yr384I2V7RF/ua6oPh5snE6iTEuo1choSO/QhXVP7dLrYg2pXYdaLC/09DL75KweCWN6efY2g43B5dKUl+3qK/Fy9LJeLaZJkaKkPM7Y1PdfRuAeSxPR8fp7Bapwb5uHbbabo9bce6TFMV5xFBA09T6mCAzm+glWLmNu/y6xlyjKKL14/uEVe0o1SHVJfOS/J35dyyIcWFSvKkAVxNhMvIGG1cG+cTmtxtXOsec18dLzVg2g0J3x4boTxwYVwaaflgBvLqbcXc84e444/buhONxwek0g+uMNp/QliPqLNcvff3z92y11w+PLrl74xPv4Av0f+MvcO0AyiRz5v/OpHaNZccJkHZ0ydlGqMyYqzg3tq36E8lm5YkZB5KHhcvu5M/BB8zqBafO7V9t7a51IHEhdMDjUtyUP/s4kxHLWsacIyMmHNJq0gmRxeMekHpaQ/lpI/6qbMMzz9MkBUNa472XO7/J+ZmkYfjaiIAB4K2W97qNdfC6sx/jlCV55H1qrj4Y/U5XLbWDuvQsnaPKzgWDdAu4CcBjtY/yB7WM8kcaYvwbZyE6y0iSRjZg50BObLj8tHoyx5vpmq7D1pUZjRqYKhoOYvPKyaQChNZkHuYVsWQv5Sk6N3Xa4lB0z5kSUjmjm1DKJPVRVyjGem++/wN86lsbnfoRD1/+1jfw37310/ja8gMADcyEehLJHGepXbkCTzOabpyYDjPo+gpABRGD56M4LWYWl1AM/7s0wsSy2czUsKzndTOTNuXaNZKBLj+RBdJfjVTi57FUOoL4kImT37L9HZ/6usv3UjCA0dI4AgWtI07SFXu9QedScVdl8Xrcozyb9G4jXri4vUeali4SOHQUndw3nQHCuTCZ9BTqXq3uCftmOX4l2pj5hqdFa/mPYJxtqWXSi9wrMELC5G42h/J6mZy3SD9NJBLlycxCclwrJ6SVJ+yYzOgJWD6ujPpyU6fq6nfSPAtQQS0H1AZdEMsnp6XhdFxwd7fg5asT3n15wou7BaCDbKyqM1pd9FjBip99dl9I/PrhQznA8XO4wT9r77gaSKR4duKESQYa0EjBnBB9YgI13anCk+ywbaTe8227tzBFKsBV2rps8yczepPEDdMqXbaEGIan/zmOIFEPckuj0qMHIeyIjjJJIqyyGUNH1IbiZLiB4e+xuHm14vG1yFs0xfLL8c+qIIYvY1U4DOAE2NagGsE8SMGDid+HegDYVRNZvTIx6IlVeqKUVlx5SCGY8zFiOk4cTI+gzZ6l42w0boA4rBvZP7eRqOCGEbuqiEKgx15UOKcaJJBWDrdLmQ7iZkNPOxD/TGpSrKoFng6gqaBMBzRbeikxn1uYRti11IpTjU0e0kfiomapzdfIRvj8U4IAACAASURBVPwLgAOa9qEQ4UOR1fU0MdAmMFn7aV8fnmz268ch8Fe+Dv6/vg+mgwO7aboKgDfNYAVzhSsmajiUhonkIlTwwq6xCCEs634eBuiAQldCOw0UOUMSA3LQhlmHTvamACbTEDMEYKibKquQfAiQPDf1bF7/nlvY3oPEaRIDbfHxpe2K/j6KRudpSk4P2CZ2r1vmVJ5dH6tDCCmeQg6nAVgT+dW3/d9m4+r1Hr43YGcmKkETM+ihLv7YlxeKtK7zQ1BdytdB+33y1P+MP5ldaWeHh/7q4OkGKSZD6zaeFNhxOajErgDupijMy6pjF8aLmxNevLrDuy/u8OJ2xt2p4vZU8eLmiFIKqo9xuf6tv/frD2+sB4YPBdy9XdTlAsFdLRAzqmtglEQVWam2Fn6imzZ805WsADvtRNX7U5FBLOpb4KpsSZz2y9fDsq2IGdoTRnJDRN1xM2MKHcEgUqkRbWe1Uz73DbRHoJQYtg5V7ETVOGZjcKkYPlFsgG415hYoVqaRweUeT7Dj4jwpKWj3jcdND7LtC1HfA6QlyBKH3BddWWwFlybgGpT1LFHKDXQAS3/zDsbxO5GGtE69YQUSKT/5SQLxfQCgiM7RBvbCTokAyap7mkQ1q4BOiNUETAegXIEh6gaiSaAZFRAmd2PnG5ZYfDh1jlW78guhFa2vrKQPOi+nAhwmUmGi/pLYsJIBTT015jO/9Mv4uIaf+pWfA/3Z/ySOi08LMM3AYQYOVyhPFpTCmArrL/ysWbvqUsFc1V+e8RlGqzKPynSFWg4oEK2FrSkLlLbS2pDegtEQs/1Na4shYi95sWntGgT0c8hufPGRyBp7ApdDzF3NbxPdBVBxMncPUOXlO/OerQxGK9LcX+UwgNGe/qzzXefFeY0m9blHNdi+Tr5djSSIGVBGd0ED3R9cLCOxZWc9NpCBoi2S/xo4bj9kmkb945wtpSK7pK4xykSpXggAS3CvBFCpdVeNLekGszsRJ8r+J4vTUcEw7OYqx6XhvZdHvLxdcDs33M2M25lxNzNOp0XHxgQCgbnh7Xfexu/9yW99EC13NnwoPge++we/j1Jn1Cq2Oo3Zf8erbvzGBb8XG7zEZjl23tZzIAg9eLBJ5jMNG9d96Md9xOpegIcKr9HvokUALsub9IH7dDt3GbCD/G5ZhXhcjrhS9HPpr/+ZKt4PeN64xAQsdjZ5GZ2hcDdh+6ak7V+vhwGitaVeLoP8ndqhaxLdiW1Ai22wmc8ipOHC3bfZV5wb9o5YUAvTV42CWVjefcL502AuVISQEGC7YknVC34aQimyM9YAH0je2xZ/FOWjMT8qM7iY3Va+0lxTBkM6Dif1aTeV0l2HQgHmtcyW78dxM4WF3/23/yHu5iabKHgB0DAVxjQxConPrUJNfG9R3Be953pyB6dxP6Og4TAVPX9WQOFE7N75bb6M9nZEvd3dRMUlb0Cme4mRcgxh+23Iz9i/82fD1fks2CGp22SWLtC5PM/vcaG/rE3OXt6e8WyVMPOalmwBu+G70aecJZDJyu5lTcC2WSC1iTYIp4ZxuzR9VkAo2v8u5cJ4pY0HGSCFee7ute6sy4H0P68LWbtJxYynEdnGkaCBXp5VucgXyLBv0kAMn39Cv33QS+PqolpNu8y0Rf3bkR4NaPb9VV213c0Vx7nhdm64PTXcHCtuTw0vbxfUukA2LTXdBMp4842n92+k9xE+NIdSP0s/wt3CONWGpbZtIKeNlVExIKbtsoGiodaGpTU0YTPuJsV28ZkefIt/2t9szLl7b5RsoFjZA6MPEgyzzmxGwnZkDRyGcb+z4tzffdVfnJ6b6wSPd4/QET2sAVsX8V7p9V92K1tst8NIhLeyJbAD1q0wGm57WokwGLGIeNK5vOrX5DrEM2jRr8bRbA2t37kfvIFbcRucF6SkOwkhWU1z8XrKHkU3lz9RYZfydRsm7BIwR6Wo/Z2sQGkqXQcwEUj9zbnrE7IpIIspK0NtUI/sYS/LgErQbSwAU7JTKVPBVCZMUxFbMc2bYc5BJ3z/L/92p5c/HuHp8+f4q09/DXx7A6onFEogziR0MKBnm5DkvjGDl1mB3QyeT6C6iA3jNOlZtHJqRWEh3AcSNzPmz4yod/0wkfr0on5IAN3aQB/Ycx27CuLc75p+YxtvfCjr+y1XPHuOfc9dsLrkfxR1k6HeS2o2wcYOGd0L59LapeHpOVI77aW9/kjxxz3KFzbN+nf3EkFGmGXjQKKZe7+rIhnoSxGoe48OcGGI90AWNATjx8n1TgLRmcK7AGMoREjrlJqmxUCXD3PefRljXD0FWEK8+hXPebUxKgSfLABe3lXMlXFn4O7U8OpY8er2JGnWKkdM1gVoDX/yrc+9Vgs9NHwoalkA+Ey7RW0N8yJ2dY2B64MiZIaogfTscjD0jNkGLgWtNQEwAABZ3Ul/iMsGQPuL9Dswqq9whukjFGRFAUSNtQUJWUfy1hS052QpbE/ULA+25LCtmqWhXH06XtKzVMHchWx/vq0+YC8bbTzczqcr9/g30TaRYNsZS+vvOoIk7VrO5W1AaWvVPJQldAsc7wsEgCXCHM0/PNtYJtgKsFOLah39PdcE0pqny5zytXfJFYqDwdbQs8d1G5gdp68yp4MYAhdCmVQFOx0E/F090XGaCZeAP0YRabhmXUBo3BzY2UivbKfOxEaMYmWRbhTfdiXZBhFhst1ssPmmE16J6htf/pkznf3xCE++/lW0//HPUF/dgcqEw9UEev7EpXQThaSumK0dNdR57lSxpUyyBZAKmvYT6XxguJLeN5UV/d1y/WMgzUZ/+E2MUatkWEKaKkYuTSqLlIYPCPssDc9uRvrcu29gJ9ED6ezSPQeKzGRn9XwopxTvss3cip6M31K0zSWQM3CXffay8033bU4DQXO9DGcWxvcNlkcDNvqS0/89peT0vcfWQq8AJ6U6pLJ7Sune/dcBXX0LTFNEOBBgLtkz7XS6a6UrJMChtUST9HKsENdiwiSlk6e54fa44HiqWBZRxd6eGl7czFhOt2iL+rhrFdwqnj9/iv/yH/+j+zX8+wwfGrj70pe+BP6LGZUnHSkMXoRJXE+ysreds8QiFSjF7OhEImdnVdq+wWB7Eg+NpV8UAM6NcWWnGylDLWkmdZPDCmozvwMEAO4zRZypD3AgY7h08xB6J77dZGt2TneXKAyJmwuac24E1ghtGzjtBdL22vvCxOW776Wk8FX5maYfd+eOq8jIMwFdFqP/rCuKPIFMljJwMy7njMajpZWl3Se3IJQkuzZahbDIkWOc8glOGn+uOpexktp56YvY17n0bpqUUFHoVRTgsZ6CYGrZRrK1v3nbwKWatfm+dcmJZPFgzsWrHtVTSpG5qe1kwM69y5MQzqvCAIuUEKyLNiYc72Z88kvfWHf0xyx87e/+Jo7//T9RlygL6u0RNL1EmSYcnl6r13wOgIcGItbddDJHSzmofY80HhdpLznlQ13QGAAn4MDAbPwHgDHDTUGSjuGmIBIFumEthh0R3AG1gzxL20BiBUAh9bexuAXEGDjjMH5VPMQiUwoh30OBqu7epQwDxgRySdYkciRpD6FxQKI9W9/eAyh2heKw2T4XaKhPxq6k7wnoWqRrf4rx8pDQATUbIy1clfTd2i8YnJYAPQrby2tnDZC9R4yuXMaTXDK5Ix0rzuM7P6LyVDSzpo6dwquAeRZwm2DCic3kC76wfXG74OZuwau7BbenirtTxfdf3OGHP/wheJkBBXV2as13fvnreOeTn3xAD7x++NDUsl/9+W/i87iR48TStVTGaRGR5qzns1XVZzMgPrU4ifj9ssFA3tiMvuFZQaIQLoKvYiGsVZhl/HYrz5VkJaF9Tpn53zrhDQAg2S8gP8vXWpW3dWWGLmnqoDUCjP4+4uXr8grunvR34yMWRk1hwDrmb21nDEPUUxsTk0Li2tct/lly3W7e4b3nq/1YWB0fJ0CGdfelPkUfFz3hsU0pDLha1MZUBo9eVr3scYBCDN9YPqo2Bq/7rSsjQFRA08EpG1G67G+T4Kmkzk6mEPccB++lbnds45VFglQ77GChwM58abH261SkLyYiXBVZSVPKe5wJP/x//3qs5ccy/Oof/yH+5vodtKWCa1M3CBX17ojlxUssNy/B9eQgDxC/f1hOmNS27qCq62I2i0QQg+xku2rzBXD/ZXYqRSkCudy+Cmt7s6Iqc1O9y1iOMSjjOkxfONFUo58yJuI9NsYK52cXrrWHw5jLHXikLfq2jxvuE28vvc2LQkW8SmdHa2IhSyIzODxXxmAzOV3uyhM0dF0qGn4fHLQTOfW/HwuK0SDFeNagjt/kpdlURil35sFR1TikQEXXWcfT0X3jG8zuzgpomLiFHWKmtXnUkXNXp7omQFoQWorKEmNp6rj4VPHidsa/eO8WP3h5FDMVZjDEJttts1vFd96cXrcXHhw+NMkdAHzp6oS/Okmjm4876bgGYsJxISyNcCDG1aG4QXZR9Wt/wVUYzSY+q2KU0j0YhUNKxuYuYicwAhTwGM8GS5aj+wfxTB4ppEmzOX0Fe3IZcGWpUgAkkKriWKd5SnydD5wgngsmrMx/7xQq0kvpdtGHb3vQJW04Jh8rDatIH0NUIEgAOuelHcG8Knf8qYAsi+Z1opqu31aP4WaCo9/ZiFFPzoJYEMx/idfTxgSnv3Xw2neEpq4mkPLox5Nw10SItKDuXNMkdrZ07XzbkWzrJ0pnuIqtW6OihCjUwa2JKra3ie3NUZuqaqdStK5BYguJ38knE3A9kQMVIjlxhlBkU68dZ9YWfPpnv4mflPDqC18F/3//Rzpntvl9O85YXrzUsVXlHPLra0zTFagUtEJ6tmxID7gUsWfUcU8cO17ttI+JWdwtpHI4aUphnOPcGDQlKR8hbEWJUhphDpK/t/yzJN0YcVeWcc5uBUZ3LFRXbvuPh3kxfP9QALPVRpeCUTIa6u7vk4p29a21H/kUjrLsY8IuZ7uX/NPmCKOpG7T1/QC7EYQDcN5ode/bcaf+vPZ+YAvZsYQd6NX6xbF7Qj+NpmRgK/oHGSMEFpdpCZz6gj3RUwIFrw8pA0zbUJl0M6ftkhV/ny/vZrz78oh//oNX+Nv3bvHquOC4VJyWJq6ofP4v4Lbgrbee47/6L/7D1+qG1wkfKrh7px7ds30gdeEY3NT3FWRH2NTEE36hglI4qWJDsgDA/c4IoFOVHgviloeEhaWiph5KYhotSf83jNFxpBHvhnuXj9sg15VBGitSzQz5+rA7p3koX5IWUVcOzTdVjTyJbSC1F/ZxL3dxtqJ1z5i3iRwZFDAARRvpbamskyoAe6qPNbDr+toA1rACzmUn87vGZktncYx5IQ2+df7SCc1VAA4AyTZYJDJpRMfFYy1WuOk0CgK7jZWXtUxh0AbAdpyGJ/WkXlDgIKpYAiASu0aTZAU9VgwiMZ8bsLCqIGBFEaB3WhqOutOpKiCdtAONLj49TLiakqQowT+BxmY/Jm9ubm7xyS9+daM/P57hE9/8Kvgv/xfwIqdVcNVTKBzkNTGwXhZwZZRaMV1dwx1LG3NRMV0rRaXPOjRgi4e4JiJcF7MJUp2AjvM2IggDJQAA8dPJRe+RgFR3H6pD/9YXIUgv2OlTN16By6rHS+89bWBlrnwGpW2CLI5PzmV7EW8hQFUGedvHjRmaMxA2gsI1wNtbbBtLcmAHA0D6Pn1AON+2I8i0YCYADGPT7PE5fbuRotqI2l89h8x8cN1t8iRsGQPAWmWyPXdXdzQxE2DFZkrvjYZn2kusqtjE/SNRAqO4C5RmNJJlcdqYsdSGv/r+K3zv3Vu8vFtwnCvu5obj3HBzN4sGqxRwq2JvVyt+5Re+iecfojeAD00tCwC/+tu/jus2y24T3TW7NHYpQW3UqWQrw9/3Iv4wCDfRMCvgMwZlm2Ga3jfbfMHacYhN0Y1NtUvGY11Y0+vs9GHw+rSk4W6gjusdYXzC2pRldr80XupMtzMKpT5NDAPXJVtWhgTsHnLpx0OZsjsTxqrM1Nc5VmRqk+VEyOqSVLCpdXN+Abg2KM9QYAL6Hajp4tYDrf6yPs1/D2VNqgRX36cB2ascDBjGuDBqKMAwNk5k61G0JuVs4sFcJIAZZKYxOB2SPQjJBoppAk3q8sR2qRYCDgf9O4E9s7Hj3sTBTp+ord8sIa6HGo5LE/Bgq3n7jqHHBGbJpwTb1S6tLM7KK3M6vonw7p//5bp/P8bh1/70X8epEZqBuqUCaoPHdZF7uxqD5wWYFznZA9l9iZmIF1e7Ou5L+O9A6hi6qDqczOxSJKaHknfRJjcpDrh1LCCpXRku0TXmtr37lb2PO7OZpsfMpfhbIU/Li0DKJDf+z+b9hc+2LluMnPnuPsCuL57aNCeJOg3vtRo+J+5b7s13A10c3Uh1u6SxXX8rzxisX8zth2+g8h3yegQoR//7OEDf/0jjBsiSxnDfE2VKgDTXnSOet4C3p23esjERI855SB60jdNbvTKuAAmdhEm0+9I0BubacHdqWCpjVtOy09Lw6m7BcjqCuYJIubfa3f3GJx//PNkcPlTJ3fO33sLnDkf82XzAobBDF8CbDbaiZxYmU4iwVIhfp0LdRgpAwB2ljRRVPXvKykbglqiDTEpk8oPINVYTmi4ZULC4NCxvDMbFL8OIjJaMsTlrQl1rr3sCsD5S5xIRCONQs3kKonKOdO2/JUC9v/cq7D0is/n3hsRQJnW0517a2SkoaVod6EzfZSfGMKKRJQpsoFj7y9IyO0YHWqncCchpb2m3NpUe7AHF3FcMsTrnSD+Bv/hV4Mdmn2HMMXbZ+o5eMPw4oKyPcB92kzrfVKnedACmK12B2maLgzjmVCmhSe0WMI41+ZRs4ZpoaQ3HaravWktl/nGghq6Yi2xkeq6E2gCEYX2DtHNjkaYD+Pwv/wp+ksLnv/41/LfPP42vLO9JPyqQgxlWt4pWK0AkjovnBWWaQdMB5elVZyXORV3HtHBALLuTZSYdCrnLKMCHk1MnuwnaEHHYPvDIgO9WSN/m9+ari1J+3XxED+5NJZbVtTluF7oH52nXGOc+scf8rFphgvHBhEyrBoqwyvtcyP03dpHTOv114JNobuJeyM7qPd+U7lrS6NZz2ufxNFM6pwWpXn0q67+lmAlZJ8ln2IiuwaiNo851lwFEqB06mXDEeM1g194WbK8GtAy60UyprYM9BrwdKhgnLri+Ljiqj7vTItfCQGsLzPtBmeRE26dPr/Gf/+N/byPfxwsfKrgDgC8fTvh/js/RUKAbrvwXkGa8mgoqi61ca3Le5dIKSm0gFBf5NpVUNZDA6QJMIDmrkKW78n2lqLAJnPP/8DIYck+POQ1f51QB7EJ1uzWU1yEkWym2D8jhYR9hTMnLME7eh+4Cy8HdVQzl6cn4GXBH0bLeNj559yBrnrR9yk6A0hOf9DoNnQGZpCuDS672siu/22FsNBUpwE0JR50cJHbJKThrKAqeCElqaHllSV9L9/otmtiKiLq2Iq9Eg3oG6SMT1RSS3aeFQNOVArni9njutLiIo2NwkL+aZMRjG5wqi9Q7vTXGUxuDJil+0fyZyf2D5stW9HLEoCDB0/GIdz7zqXXjf8zD6UtfBf78fwZq85U7V5HOit+rilYBnBagyFXKAiozytODuLEphFoExhkTaywbKFwtZwsZ47KFAPVDCNhCTe+1v0FwtZRJUKFM3OYC+xgLmrQ94zdCAh8BJNbq2i41ulfKXaDVzTB+eee5PglSMKDOlOwlALZOtcMsK+CT59g26ImuzC86YFjy1yrIILFF69SVCQDaXM9fZio8LpgdDqXy50VBrEs5yrCqC63bJNcj5QcKwUvvAUF3SBudS98SzP2JamecBadW1oU0M4NMg7Pqa6VOarYSUDDbIgsemFvDy5MsdsUkjFUlK2rZ27sToIu3uhyxHG/QliO++Qtf+VBVsvASf4jht77zLTzDrL6y2urX1ESthdjXVLVLEzVtVTVtZaBWlTAAqhO3ezvsPO6b+ufKpGocuCt4NR6rgIZ+5pkqNDB+KJzWDG59GTCJXx9a3Ofj+Q1/O+DQcrljC75vGQyv9uTbfAZZA/X5XiDGLgGDA5pCiLZhRuGmu1htjWSqyNZ/b3lRKsu6CbytyNFE8yuf62dN1e1G5b7tDdTZbmrLM1aEFqfF79A/QaPYd197H+eytQrbVYXWxImtr/6sygObceqWnRYrkDOfdpNuogABdoROuvSQVzn31Evdq1zrlkdw/yV/X0iAHUFUJNp6WixCMeeUBuBVpfwv/+n/eW4UfWzD7/xH/y5udLNIqGKXcGZKQFsWtHnWa/EL8ywHnatqT3wIyjidSFSvE4mdneym1fvSH/sWu2XTmb+w3bbJHtIQX6ZI4eM11iCgcZ2iV6hjnSWalFfHijs+VvrcUTZaT+X7Xtj4GxeeI0mg75P+fQMj6Kguu4Z+SLT2HmkBCNyeXjhwc3pqtnbk93mzgaWThf3Iv5b0QGMc2vOwBk3KjqyJsnKf66P4P5n6ECVhdW+rSxjVtgFaZVe+mB8QMZjrQPODppKauqytz7X8RAOwUzMtbSgGcFcbXs0NpyrXq2MFlYLT0nCnblBOd3dopzssdy9R727EMXld8Kff+qkzvf044UMHd5/56c/iu2/epd0n6vFeARyI3HjR1D7ZYaqpjJbW1FM0Upw+vqmYzGakshiKC6Exo+NM2yhmXxYbAzFLsmo2gRdJZAAj50IsfXTCJrsqfZ4B2+VEWaMI6SxaQ1v1X7oAdQ6JaIKc7UicKL+zawCT3VFoA5HKwAetBfhpPfDJNmrFd6L69ItJPILCbGfHA4BzaVxLO1YRINtneJLSjdI3CIEKQAhP21eISc3qK0gHsPnbbKenK8zcqxzt3ZHfTLkBAQPFQJwSKwVRTSLELtpiatyDDmPuCLjMF8asTpTt9JcYsuyLMbfl8r5nNYWQ0h20jOQcRstUK77xd/8AP4nha9/5Nr73M78YmyoW3UAxy9UaOkBX5xlVgV6dF/A8Y2I9YowYhwIcDI9TqKLCDYqcTDBB/r4ioylZxUUdc9yepz2dy1Ics9HsbKsQ7yXOOEbsFCG1Z1a0EotpxPR5jXYOQLW+Nsllqs8HGbwcQ+hmaAJ54zGRY2K5TpkPUPrfENoeyzoX1vEUdHFa3Olz9ucDKHZBiaaQWdUgCcw5Cz0kH2+ucs0JBXrsQaqWPexLSd0BibI2AF5CocZDvNx9ywv/F3tlMrMWmhzUNQA3c8PLo+yEFRs7AXfHhTGVgrtTxQ9/+B6WV+9hOd3pDlmR2H/xi5/Ff/qf/Qf36pcPMnzoalkA+MYbV/hvflRRTTakXqJ7WztGaUK0GmWDTsJijEMNI7Ovpm7cm61KYVCTQdSK7B6zqOzq1H7AcySzExi9KlYG7H3JxooY+FjWCaMHqTsosV+yb1O+/leoPrwN8gTcUdOK+nD9brfuzKvJZpUYv/EuSQ3qXaT1csfSafnXYOJ5bVcDduRRAnhBm8Y9dBoA60jPug4GqDv8bNOZlRFw7HzNFNcBHmDgfAUCU77mfiVOw9D0G4OrrixbFUkPGHlkRcmsnwboTQhpnaloqUD8bBSY13V2YGXOi6ck5c58kXVzhUjLmVUi3mKxZNLyaaKuX4TwyiHZIi0iFHX23ojE8TvJzsubH/wAb3/iHfykhp/5o98B/9f/e3KJoLZ3VFDnCp4WcFnA04IyVUCvMlW0Q0VZZhwO1yAAVZdtBEK1DLbIjU2GQmgtPGkGWSQToAY94XUSOWRayIDvNB3j+HcEdXRLno3ZfOVNXvI87DEfFFIhOf99Lp0B2I2/Q7L3DpdOuOhAS0Iq2SeeSVm0SbytDGiFvXgAudgwsUmML5Z5Xcoe2HUAXEFZBna7dV6lbfGh/S00IZOytYsUWrErq7NvnvD6Cy9xdtGqk0VqFUBNE2C0cQfceTHExpV1MwWR7L9dmHC3zLhbGm4XxrE2vDouuDktuJ0XvJoX/M0PX+Lu9gbMujverwW/9PUP57ixMXzokjsA+O5v/zp+4dkxSexUaoc4jNdcL4hhN1Brcm7MIoXrdvI0YGF14dCgUgfGzGEcvnBzdW9rykLZ4FBChenirePuM6LsmPkaQKQ/AITqYq1ajWCTt5cyMUykRBvkqVcFm1Gp7sQ1IGNEIv0DY/Ns2a0rHKheVjEQ4JK83ATmy812A8vqKq+25CoGhFSkTlnVPIAk2Y3LIa1LfZF3stquWRPXRxom/bM0omnD9pZ9Fys3A38xSogNBMaqkZJE0tMwNGh9W2dQXaScaev3qNaKAgk146xbma4EvEGBGxTEwUBduNhgfcc0SYv67jfJS4CbbHhYOFbqIf0WqXmzIQnbbWkMSItEwFURB7wtrZSZYz/0iz//i53R85MRfvff+VP8s7e/KKt4Vck27WuX2i3LIMGTZ1wrME3CzKaiR7fFdZhkF+yVqmh9xyyRH8M0ZZUsht2UYAcRKzVeWpHZ0X2mdnUJbrp8py1605fwn4j9i8N8BufiAeD8L5Up042INVDVe0rsHooxN8OgFoldsvqbLv/ErkQzXaWeJH5r1eSAzvcqkJvoTJA4uX0jAU7vgw/2WRpg32yWYRy69HLgE5m/5AKHKYICPaikmoM32Zhn1/hU7IUO2GVvAhCaWfU4xtqa/rKoZBfGzanh5lTx/ZcnfO/7L3D76kbnebKxVa3S7//0G+cb/ZHCj0VyBwA/d7jF/9qewOFGESZgGykKM0oTXXoxf3dN1BCNlfH49jGSHm5Qux8GqRUxNUY1iQ7L5g0bkNdp9SFDSKD/xcVPnlCrkc394NaJ4Eah4zd7ge0rTYPSCysGwhcRNO1+a4UnJJ9RE5G0AQQOAr+uzJhX1LcHbNkANojXZnoUP7az2CVnvG43Zss3k0LOSVnFvAU4SzwHluF2kQ7+Bc5hJwAAIABJREFUOKXXg8KgXCbSD0oWdnPWJgxuy1oqx83LQWBZUTYBfdzU/sq/Myu1UMmSoWFe96rXzwitqVzTsTliMJ9cpiQ3KJXUTRDg9qrGqGd1UZRdYCyLui3i2CErXR4rbIao9q+IcKXHkTGgcxq6m01teOqMb/29P8JPenj2K78M/h/+ia/mCwh1riiHBZj0KiLBw1RRrlqQEVsEWd8hzai0OWLSI9wmm5vqOaAwYnMFmcROO9poGOVEJci6kntQkpisSXA61ZtL6qibyszUzdxVdhT59VKVLSI5zoL9mPGUVsAuO97Nf3vd++KlPzbyPifBSt/vnVxh54Bzijdmad3ktDr9rr4ZijKWzEjt1rPsvjNf/ckkgOkPvDcYnd9BVtqeJZQHk7Qh04wB9Cb+YIkVIyLUt4HY6uk3JihQOmu7y9GajsWtfoOap0wdbZSj+AiLYpEGcmDXFOgda8PNvOBvf3SLH7z7AqfjEae7WzGraItcamP71a98Hv/xf/Lvr/L/MMKPRXIHAL/1u7+Bzx1mVN0kASAkdnYEGauPOiTfOiySBZPYCRNqvU2ed4apcvuNGS4N9JMujKH2k17+4PEJ1sO/BwouKfKVT97wcI8r5Wnnk4qnbXSXOcXNUsC1RLBfZ2fjfpNJngsZVsXkCmPY+Hu8mm+gGC+0Hix10k9m9/nmZwGa/7dsQ5EuTuCLZCB5WtmOzleCnYSNnQiYM+Gw/2uDlBB9ORX8MVc12FUJozkxNnBo75hBLPdRF5UkWj2y9NHGjzPtkjpBQZv6sZMdsZPf///svXvQZdlVH/Zb+9z79UyPXiMJPUHDDBqNxEhCj2EkEBoplogB2wmGYIxRAbEJYBzjqjiuyh+pip1U4nJwCLEdUqRwkQcYKoATYofExR/GCirAiAQIAgUQICEQg0bT093f9917zzl7r/yxHnvtfc79uodgTfeod/f57r3nsc8+++y99m+9ediC0xaMQdSvaYtCGxSSdGNTBkZTvWZ2R6U5M2a/fbVPHRXYWT+Uwt6UOFWM4Jr0xPZntkVUtrPHH7/ByHt2lHd98zfiiXSPgztmtbUbZ+TRpHeqkrexU3Q85dnHUkKpKcniRrod2b8hQoz/ZQymbOsSezAvbMIaGgDoNKg2dSJwDlIzBwNLyV1fIsiqgGKNMq65kq3X6XV3wG6t9KFc4vnNfTpU1AO7tb7q77PW3+Z0kbDsZ0KMVWc2ZuaogUaSJ42KLQgP0ZVIwoQMh366cFFo00bGc5vb6PPYc/XV9tqieHUrcICqXymAOvL+sN++toEBzkir63ZoJwFVyyEbE2HmhDFoFKfCOBsLxswYS8FUGPsp4/GnznD92nVMhz2mcY9pv0OeDi515yJS+s//nE+/I4WVZ0xyd9fly3jzPSP+6ZUNCFFqB5HcFbW1IwV4FJ0lRAJVxAgFDMIWRcI9aEgUgDw8in2nbn8u8n6TBv6QScMQMqhAQRT6YZzwxZQiFLme+z1PrzhnCwcqvdRNSPayUc6FqjTLOCB7DvnZkyNe1LH4Hjj5BJcvwqR4ZGd3TbKFw0GWtkOamLW/5F3EG1fCdWRpYChRS3ofe1D2fvL0SJzbvoQSabQAv5HWBdDNHAJL2+/gvOFhWBpQqGC1ZAWqpgvNjcOIA8/wbC3hc0jtGSeIhnqUQrBic6xIVPFz8KxlkJoqEGaV7syMaoOHylRlVbWZ+taYqJRMGiHj79KQcNdG2lMdpSQVmQG8VOS6+fFPAg+9ZuV9PrvKPfe+ANc/7/V46Uc/CIDBcxaP2M2MlMUj2sPl2FhQtQ5y9v2UCAkFBUlj1tmooCYOGVBHDUizh5T6PgrDTYNlTQzAxubIBZIo2H1XFvUCLGLZLSnKSmXxdn0bbpLWrmW/WCMX0vYqRVurnuK5/T4O9rA3IbFbHiCvY+3Yset6sGPFpHqRrstHD5lqPYz6klxqyGj6JNr7eT0K+rl/Z2tgLDxPC1SptrcZJ7R4tgjykj6Sj1EEFS+jrm8cneSKPm9aH5MNQq3iBxEQFZHaFQgDzJK5Z8yM37tyjsefuIZ5HDEddhh3Z8jjOabdHsXspovc+8+95XPxTJVnDNwBwJsfvA//9Gf/EIVIU40RhjRobDvN4cb9pxGpMGwLMAFglsTbPahDUlyval1onsZZJTo2MIxIDjr6XNQcgd0NS5gNNuD8SACMN1t05lVApMABpJizBXbHgF5TjLjDZgZuqF7oG0Xd90pgrH3HHiVwVP4OSw0x4h6x6PqJnLukjrpVMlYE3Fhd3m+oAAr1WFgeIcBMhw2X0E5GXCUIrEFk9TkdnPUAz2+swG52YCdSSTWuNwldKaKmdVzL/u4NPikLCzKDXxCQxGFCFRKSoYKqx6yHP/EVOYE5qR91QS4FpYTciSrVNknemAv2cwvuuN8KiwE/IvGttjVxKogkPeOBx96xMkKeneUNf/ZP4fS7fh5DZpRpArYnYlMK9vHgYXCCBJcV/AEA1CFsSIQcAB4aYFf31WErc5wBIImqllFpaFzo7dJjxd8lepIYVvuwALcw6UjNobLIfzJX96GbKYvzeOVnB+iOUcm11sZ9fn1HM9fA4FobGiY5tMvPW6Gfsd8ZVPlrJb5Gf1f530WREw28RYDXPkFdyyI9dlXxykOalM2JQ7jG1LFmRxgeGOY8F6XJsSUpiSDB1y6K94/9RfWvEh6vuW+viz0TitrYGUufWehZpItzYVzdTZjGjMNBMlQcxoJrpyPmuSDnEWUaUeYRXDJeeO9z8Off9xU3eBf/6sozCu5ecd8r8eiHP46fvrJV256kYueEIfWhTaiCPpLFZ5PC21IvWgKDBgKpVE6OAUg6cAggZvW2rSoLQIMhQkKxqPzIx3u1OetJw5EpTctjdSyG/cc41OVsA8DVVi0Qwngm9VcxixTHzmKu06ePRr9S+knWt1XqKn4v5uK4elEYqq6MhEOdPpom2+9Uf5PRMdLg1ZUwNksI59DTPdAKDTHKFn6TnR9AdG2PEau6+FCe/bx6naqSAyAXFVtdwIlNhBJBoS7qRnCccKfaN2kQ2x1SI21XxyaV5BkRI8S4dhXgSaUMCmAPmLl4cuyZa5aKwyzqiJyrl6wIktS4vogHLMMMmavdDiDgTuGt8FgqMbz66x/Gy972hSsD5NlZHnz0rfixF70aD519DGVIoCGBT7bgfMk6NEhwS0XQRTOcKOMCEIiLMJ+0WWEeK1tn5sgAgERgSYjh0lgLhEwmRP4jP50BJh2wDSFqbUUv5h3JGZsFPqF1ctK0ogdzPWC66Nrl7Vb39X20wArhe0OjtIGMFhCao1WkX8ckirFbhblEYwtpUlNbqW5kb8WBBNpnb5xkI2+RxxcV4MUWRo/X5nvYAGP6jBZV0OfArLuZrNHhWAB2ZiLUcgi2ztUGrAM88hqKbUwaXq2IRgMiyZuZcTrOOD0fcThMmGfGfj9jt5tx7fqu0lbVzpR5wpe/4XOOdf+npTyj4A4AHr4n4f1PFMwgDb5bOQnhVAe3mytEqhIij2PXl8lG6AClcNHBQmH4kFxSNBcgaTgHVqwTPwuzpD5bY6XiZ/9jQcnWQWAj5g/ncRy0DvQEkNl+gk1BoHOm727trNcK6NS6WMFemHBtSxE0zBHoGhCyeuqxhXGwcXMwgFelabFeA0WsQSepW8SS9Q+1ZNiui6qPCkh70sxYPIdJ4uJxtqmvUg6nhOo5y9GOMdjZ2XOVDMxT8N5iV7m5p58BPw5EL23CUh36j1IAeOoogaQcqpK6NFSX/rAxJx3bGksSgMggi+Z3FlOHXDRXYg75I3UucDFmi51DH0hS7Ajwlv6xEA2MimNBAJUJr/r81+Ezrbzk0beCf/K3RNU6zyiHvdChgUAn2yrBc+luds87iVAb5w1Lfh/aqNe0LcLkPEmy+VHk6KAqdAMFhWXOi1mKSmwXI+54MTodV/nCxZllo1Jk7bJGrpAmOa9jWOPc1ml3I82Cg6QbADsON75Z0Hf0PF7nzynQoHiswb6+hyptuYk2UffbyHsB/A0WHAfTrLSaw/VFaVFsZ2zrWmnMZToVrJ8DIJmtsP2msL6Ea6Wq2qHtfVuTHyWFOkxs3WDYytlfK0ufOEuY9JBBgimQRHgUnlvAHmuUDsZuLLh+/YDd2Yjd2YgyzdiNGVeu75FzFVCwzt37738Fvu87/+qRnvv0lGcc3D36JV+In3ry5/ChUwJyEgSRGaAM4fgZjAEEybEoNnnmrFAtpcxKjhWwEdAAPBQGm7s/s9rbiWozK82M0jqrN0EJIdjkSAFsrRemOslq6adkO4Av4gLjdTVNqnyp55U6GanyM3Kqcv0OkhTI9VI7A2hmV+G3LXo4gLdj4MivqfZuzWM3gDAb1dZL2CdrvUuYqlF95Ce0JNhi9kVTx9juhjhGqV4Meuwgrug5sq9K9KqDR5X2KUCz1RUQ26l5CrZU0WlC0lB5DD2/T7AbdPVreBgCPHadOVO4eoH03ScFeX0oFLEWnBmYWBihiaFSOwlxMhfGfs44zKKynXXLuVQjdzZHDwngKXaqYgfLzJ4T2rArM1AUA5z95m/gs7/oUXymlXd+4/vwT97/L/BAfsrDotA8A+MIPj9DTgTaDuB8AvCsc0NtMski6zNAleIlZLBK8HzoQsgeIamXrM6HxB7lx6R6/snqcVvEmeZmSh/s1iTB7PTJm+m0qtlvhwN9aC5tkFK9p/1c9YDsPhffA63gunOBgm6uC4xyKEg+BqT0HpVsx7msUCjSu/C9Oa+7rnC7djh1M4Cva8VaGkf7EoFdBHPxe33SI8+m7WnClwDNb1JGcOizZrDY3+rX+l71Mez6IdXfTXua9QYut1j4Z/tY1LVE18dMCZmTzwlRw5LbpppEez8XXD094Ox8xOnZHqdnB5ydjZimguunhyq0MMFCyXjsgZcc6bVPX3nGwR0AvOmejF96akDSZUlCByZPSwUUJ0xESexOmJsFHNBBqRzfpGuwUTFOwKYwcqo2WVnfKgGgIUw0IvW2sWlTB0uiCIzCiAL82rW8xGui7b7tgImfeUkg7STqd9ZflTDq9Gwop4GE2P7SXwmz2fNgIgFwIdYdvxs1jsBP9/GCwHA9l4s+kty/qhm4kUO6cTCbvZkdZOnXcF9S6VIU88d+awiDAVADbABalWwEaxXENZM5Ajruns2AXQB3DvJyDu1GleJ5P2hbE8RxonnTAIYBHssubSTW3eYE2GzBwwmyBinmsNnvQwHGLIbCk3rMjgU4zBK7aT8XTOoZNhcJjTKVLmuMhicyDaIt3iIsotAfNh4SmAte9QWvx2dqGR58LfDhDwCWtSIGNp4mlN1OpGpDQjo5qSp8WIgcQmUCZLxGCZ4J35NGAUis81xfxQaaC5jlHRGxvyt5hfJ9vtGDOC3QPx25kjnPPndlOLOTBbMXdNLZMJdaepLRnRYZx2h7xSueFWuqzghMDFg8vRIbpX0QmNRjV9TQW+xVRFBlWofmOvUcFPAjcw9EDppi23vAJ8F9ye7Y1tsBu6YdsXT3WCxLEWShrij1cmo0QWT/IpAj7beKDgFUT2FLUbYhMSnYaHxHNPI2pZ8mjGCAhtYjFmpXV0AeGNzkbhmErDMtA5ghAYuvXNvj9FRB3W7C2X7C2WHGYZSQJ0VVseZE8cJ7n4f/9u98e9+Ln/ZyS4C7f/09X4yf+OGfxSdHa47J0KpxvQ1sVkQNZvAmYWO2RraxSOiSfUfyWHhlIFWfiS7dVLPmxVfFwQEsUHDPB0LAxToFfCB3k6ApzYxZOYvsvovpiUpAG/K2epumZmOrU5JhHKrzuzmnR9p+A36BGBibGEAcWf1GpEJMt8UDR6Csiz67EwVQQdSNnUGYcwCLKwBfiT5rW0WKVxbdZU8noUkqKHMpn4M2+P4U9wWiIiCxSu5EvWa5YTOKhUZhdpWbS0OtP6z/GlZU+k32p9ByAmGogG7YSoYKzVJBaeOvzcYtc22xhDzRuHXFwqAI0PbQKFnP0SwVOYA7CzieqL6vOEcldz1LxhBdyJmA/W/+Ou7+4s88qZ2Vd37zN+EX//oH8eIyy/gIuWZNmod5RtnvhQkFQCcnSPcMoYNRo10k/wDTtqo/tfgiW5EMmKoywzHEoFNcwcLmAgmesYQLoKCbq+sBxNlcqZl5+ldq0VE6rbACsjYWaQQV+ru5eAnk0B7qjskkKQYUbxLmrbX5qIPFCrhcKA4V2JSVxrP2mYC1boXgztYtzEcArqlauGhwjajZh4tZxDhcefZYLFafnR+BnOeNNVqMKuVTftArbDykuR4foKBOAV0TikXXMvtuwlCAQUnUrZaj2c1XiGrEKXQbqwGOLlXXdhlnY8b5VGQbC85GyTF7bS9xSst4QBkPyNMBedzjT33RrcHA3hLgDgDe8eKEH/14QVITE/lMSFmyD9Bs9nh6gb78ZKEzdLq4zZzuzVkkLhvzMjRxMUleWl2JGg7I1bNkBuJcZzKADYxrvBiItCUCt+4IVUIYgWX72cAt59yOFSeABOdkmhUCUVK2DqpsHzdSUgM33H2PNm2RirYkTaNL+rui0L9i9bPWR10bheKvPndyIBzJfGyDgbqgSvU2BFBnz1ZyrVc6I2ylfhaVrnDREBbmBWnSRLOlEpWuG1MzB4V66LMoUQgiCjEKTsClux3Qsce4G4C0QUmDEPMiY1wW3TqmJaKaZG+xwMSzxrjLYPcMk62o9E4IXlabxJNBesTjrJE5J0nWBEZCYcYGGm+NC179GQzsAOC5L34Rnnjla/CiP/xVjYWlIU8son2uv2UczcD+HLh0Atre1dTVTC0CEmYA6kTTQA+AE/tkc8cKDk4XAfzBQHlhzw0c7+lgS6XmPolX0FSMNuBAaO3cvvRzO9C5sJ63v/sptH754nirbGgdQJ5Oaa5ThqbvV9tlks1FHUe6xiV5bFSWG0pu0rloTtPwiAqI+vY2TWT2dvfOEFj5Xh91HQQasBPHHRMaVCDa1N93OumaA8LJEOL5+WEDj3FtjGuo3oEE2BmsrIiQNDVpFNxUMwNzGDvdZ5weZpzPBadjwemYcTplnI4Z1/YTdmenSKmgcEYpEzjP+LzPeyW+7+/+uys99ekvtwy4e/SBl+J//d1PYMqiLhBjdcADqW6Sj+ahAKkAm5kwpIKNxfKCZLVIJNxjIdKE2gQwMJCAskJme1c5obmwppcjpxYOppxCyckzgE1QC9w0xoszzr+Rc57HiEoj9u6I2A0JEVdSv2hHlKgFoGcw0rnAyEVHkGNU26V2fQO7c62u2OgGNFof1xNW6wVE/dL1mUnr5MIj3sneFgNlBY0doUc7h4AxTXlWvWGlDnb1rNnliXMFsuWIrQ4UFexp7DJEgm2SwvDckVA2L1gfeHtSCZXZ0zXBi5P0j3IphcXDXIiYjHXxDCuejcK2cbaA31GCV1P4lcI42SQHcqRcMyUhmNshOaEvjh6Aw0d+HXjZ2/CZXl7zJ9+D8b/7FdydZxkLppb1INhR7arON3MGtnE57tEKV6YV7FI5z9kcBtGQ4POBZNQCDYUgdSKTShbJm5i9hc5EN0iBfL8zhwggwE4LbW5bQMvHw1Fe7khpKFXzeLw4L3xTla6zwjdxzzhtRcHBCyeBtdZZRo9m3xFmPdrhsd1H6XpKeh+upizN2zzSjoZuUpWmlb4NHT2O1y+keuG5XWJHFegRoeaURSB3fYMg67J427cOEkb2erBq75uMRrLZnQsz7EwxxBlNNFXcALy4nU8F1w4Trh8mnE8Z18cZ18eM62PGtXHG9evXgTKBOCMRY5pnlDzhXfe9eKW3n5lyy4C7+x64D4986BP4qcfFi9DAXCoJiWThSYUx6KIzJLEXormAhyR5FRP5YKjQTLhQShKRXxY5tWFIFdwRE3LnYDAwGnmUshQyAAjYuij6xs/XwxXu9zuwWru2J4H6uaikLTEMCCECCgUFR0vvqRvrWAN4SxCH5hx0+6jeowd3fk+qgLPqWWufGMGrLlNtNxhg6sFqBJoh12zzTObVqhJGB2ARzPp5QXqXZwd27jhhscuKqGgX/WVSPRhhspVRnp9BoGEDSy2Whi14c8lVsOwpdGroEyNehUiIHGvmlwHqDWvcqdicuG2dSukMzM0lqGeLqGi3gzo2aTxkkBJySNoxC3/iXQVgAOOhd9wBdgDw8Lsew//8Iz+K1+U/BBdxnJCsFLKhyBiinEF5lgW0ZMlBPCjBcvBn9ID1vy74gErn2oWZICCcs/ywGlpKINeYepVLm24u0p5IyaJWoTCqoTziDARWjY9j/WsGy3qd8d2RbqyfrfcOj792ngkP1o4baI3QaAmD5Y81uTnW9X0lXxymv61QqnZdkrnm3gD8XTgQMRMJaNdSBV7yXSmfrgW9ijt+GgiLpc/A0dfj/SAn++82q0ZoV9jita5a15KSqXNt9asvskL3uN7I/dnWDpAH2hQzBtK4nxYKylGn5pmHhwk6zBlXdyOu7SZcV/s6k95dO2RcvX4KlBHME5hnpCTz9iUveQG+5+/8Zdwq5ZYBdwDwxucC//wTBTORq2MTqZMFtb+HxCqJYyQqgsoLgv2dzjrNs8iQBS2bgwVkodsODBoSqIhEjiR5rUxauzLQJYap6AgTGJsVWnW0qNSqDscI1tB9V5LIF9S/AnrivXqARv5TwUg0VDgitevY8kZ6ZZPLVav9s9YfTTtMpVNV2+T18aLdjNXw8/48UeW82hEwyVqg2HpIwJmrDKzNGl/MvKPd2YFD+8xWj4sQWAN1HqMsXOdq2GAs7WIPXUA0Vh2GDUD6XT1cabD8h4M6TWzEoWLYgpKkE8MgKlnJHTs42SvGsTKhZEZJ7B6wc5HgxFmdJg5zcTXsnAUQmt3dOIuEXJLTwxPYC72U/SlVdZSNosKM8bc/ArzskSPv5zOvPP91D4N/+Q803mF2QAeT7NpvZlHVzhMwqdPMsQhmDadU54zRqioeYc1FK+PTwXigRSIVksU1JcIh5zC747d1qYfZLEmt1dHD1X7WvE56dzEh5XjrtjXHpGTkbihybnN9AFlxb/hRFkcNONXriE2VifpssOfTUE6gBY/a3secT9YeQirjlTcQVw+zB0+onrtNnwRQR/q71Qi1ksT4vPXTIikca6jQgsr0yW1T2B9zUS8AXndfk87FVGvQ6wuEaYzMuB33F4HBAV0Fd2a2QGH0VrOVKRc8tZ9xvdt2Kr27enYOng7gInayZR6RpxGMjHc9+PKj/fJMlFsK3P1r7347fvvwL/HjH81CWArcBo8KQBkgYmwSkAthKgXIDCJJLzJ4uqUqtRPxN1yDZcGNs84mLqKe2g4Swjh5tH81ooeBOoJp72sCKtJjpqjoJseKSNuCHTaF+umKhguqF4cdAXAupmQHyNYIlBM3piqCCWS+3gABQKE9p5G0dfdZAXfN5GW07eQQcsSrqtNvTTpqbyNQrPaebEbI3P4u+rtkRGrLYAk4jNL1O9dnNQAapW6mhg3Azj9LqUTUgGXoL4baOCUCezDiVMGeBilmSqDtJQF0wwactuoluxGAtzkBD1vxiNW4TdbFhQEe5DVOhbHP6iGbgcMsEvDdzGI4PGZMuWicu4JxLjg7TBCpofiwW35LU81yEaZLvNgSNon0M+FSYjzwBZ+/fHmfweVP/JVvxY//B7+Lh/cfDWPHcg4bk5CF5ykZPM/AMIPmCdgOUI4AcLoDVCmQTR2fHUqxKiOXlJ5RMts7pZEswK6oCMnUfycpVVV9ZFCcKQNcGq8ojdloU533zlc1ZI7idPDST/cI/npo4VL8xZWVWe1J8RqwixLKCFYXNepOqz2CLPkkb7CBXbvnGmW+ACv5ddJP61aBtodUPGbVGbAdoOPDQDCRe3bGsiCxDWhu79s7xQBV9WpSOu0Jr6e3t2OVDve0vdrqqf29UnqNDaDbSqc5R0FgtlSLy2w92QIVQxwrOYl6dprFSeJ0N+HafsLV3YSnzkc8dT7i6m7C6X7CeH6KaX+GcXeGaX+Oeb/DfNjjwQdeif/xu//ask3PYLmlwB0AfPkbXoX/8/c/gitzHST1JQuAmwdGyhrDBBJni8A42agOnUgMd0kNJ6kGPSYg2NoRSKV5nAtyIUBTmG0QJ1Sd6FVOJPWbk+0657gC7MgmhrltSG16Rq09EOvmUFujg6DKTvLy2JHixMkBZ6wjbqt3dtLVntOfzzhOvaKkrr+8Pj8hhjepxK4B1MzgZF8NnmOh5fE2qyerS+w0IHFrPxjazwZArd2m36zBjKEOFe45q4byCyDseNJWCckR6/Hr0lA9vHSjTfSM3aqN3Ra8OXEVbUkDNMU8IlRmkqYemHE6iiRusq0IiDsbM8ZZJHaHuQj4mwsOc8ZYgJNB7LW2G8J2IGwGwqCfJ1sCFD4kiLRnSEAiBn/kw7jrnV905P1/5pY3fu1X48nv/3t4oUvuOs9ZiNQO8wweZmCYQPMGtClquCSlTpc6701SFNgfHecynAbYQmeALjiONVAF4CTMEEHfawlmLwwwkQaTrwDGYhpaphoDde381StKcVByw3JEgt+UY2pdUhAbWNc1YNWTzF5daJ7GzlPS8pq1Z6mSzJZirsbea9rDDQBu6KDd6li3hLb3zOrCA3mVe67rSuy3VVs72DpI9V2He8dXzGzyBNsj653ZDw56rkX5FN7XQGCA8YEuG532GJxpI1dHiR0lz0SRuaY1tVRjZxNjN2Y8fm2PK7sZT56NeGo34dpuxvXdjLOzM4AZ0+GAPE3I44R5mpCnCV/y2fceeQnPXLnlwN3LX/EyfNV9H8X3/kauqlnzmCWxuZuyQqw6NuSDRHLAqfJTVCDgjwEqJGpZBjgLGGCdOEOShV9CpLBKJoLxMAJR60CfhRi9EempNiN2ZUft4rk31VuExlNtAexCOQKw6nypIGzJG3ZVAa2nbqBu7jDRgLSFI35dfEyaBrEBI7MpWoArR4F+AAAgAElEQVSy2k2NOje2tlQw6PeM7XARfnEiEJ0looNEy+abXR2HehjIU7uvSSElarYK7OS0nmv1FGLBMUKcE9RBgggYtuCTyzXkSRoA2gjYU3s7pgFsaoggWc4stqZTBvZz9Y6dimxzZpw74KuesWMuGLO4/5sK1piTRKQ2MYRBN5cGOXdOOCHggbd+wQUj6TO33P/mN+PX/tnDuPdTH6rx7jxDhapk51mym5hX9DwD0yjvHAzzuFxI7ex7kblB4d0kU2FA7Y5QTT+WG3sCeKMMFjIkTk8hqUoTk04PSNDk5Lo1oBN5VWDUV3isrHC6DakBbgAATZpd6VxTWyMBxDKFmJbMS9u0egdakNqmTluZKrldPa/+buMYGCWN4oCqCg6IE9UztV4cwRr882jXh3P7NcF/a50GyOKWoEIZsnh8cR2o6T6lrbJ30HOrzV79bQKeVqigq7OBOrS2dclHstohW576ovHsirxni/F5PkrasdODZKDYHUSbcf38gHm/R55ngBnzOGKeRuRpwv33vRz/9S0Q164vN0pB94yUL337G/CGF4j+e8rF7X7EyBsudRiDBGLMjEOuRuEWl6vAkqKLrZHXWWpqJfMEZEAlfGJ/lxGkH0oMWSdv4e63TcJ1KqmliqlvplxE75oJ78YcDU/Yfb/BvQKlubnWab0d4GEoyFHY2wCjFU7LoIh8Sjw4XkgOFUIHJ4UI1CzsiMSsK8s2Ijo0SNvI2hbCWPo97BlYvRW7tnNR5wlZKfR3btvWpDFbfso4UJs6IjUtUJu7zQmwvQRsT0DbS+DtXcKJuuPEAB4G8JDAw4AyDMhpQEmVO80gCUycWTNRyDwxe7pJwdt+zjhkC1pcdP6IOnY3ZeWyyT3JI8OdCNgMqp41KbYtKgSU3/0I7r58+aZH02daefe3fws+Rs+vkjvbCG5rx9MMnnWbJvAsmS1aCZDONZVLVMbCKBfUFkuJUQBzA1FYPGmxudSFoLaVpPjMDPbh77sNVAsNJaXKRNZc4bYQw3KHszr3tNPMMgQw1+f084+dp/PxohJjukUKibXvtH4eUL1KFzzf2j+uG6y9XRucAsVn6s9h1Hu2TxWWGHsHHbAjaoEq0epz6WMvgFwPfP1IBJDGeAcGPKYai+sh6cAaElrg5vVVb/xFa4wOszlCmPdrcupu0jpbl43RzTqGbGyK5I5x7TBL7thxxlwE6J2OM3bjjN004/zsTKV0o6we04wyzcjzjEdfeetJ7YBbUHIHAHddvoyveMUJPvTkHjkTZhI1rAwEagYL6ScAiHOFqrigUjvLuMcqZUh1ZpDNKotzzCQR3HX3zLKWRrbFOR2ymtsJeBwYhakRZfQND9bcAcZxmArYOd+GA4IOdJtE3cznxZfVQjdxjp/hkqhA1eyoSeJKCX22rLe9H6ttpAKfY81w0Gc1VJ6SrLooDmA7Wp0mHFTGUCXWbkuDgqCq7sGre9jq4AnUveaKnVHt7NYeo6jaVSR1nAYFdgNo2KpzxFClekOwu0upHldpXaEN2HhaTpgU1GWWWGXu8cqlSuxYmKfzKWPMxvQIAMwF7mBxskm+cKekkjmqgC6Cg0G7KwE4QcEb3n7HieKicvl5z0N63ZtQfuOnMTTx7UqV2G0E2GEzoeQNUp5R8gzabEGc4PbF9Q88plf8BJzeeBpCnT4udXUgKEWmU9VkcDheFL01S34kgDptCotNaTtbu9lLfFTKEB7LgWTYtaCejAvoB6L6ub0OCGQNAgJvlMvWJHvenbSc7gvpnN+jpdPcfQLQzD31uqja7MEXk0R3ANQPy87rdeGxflp3jrA90RllTSDBHLxiTW1KTo0dwLU1UzPG4vMQmblSGL72fAs4a6MRIU4so7CFYvKGwbRvFoTdPm3f6UECFZ/p5z4XHLIGLJ4Knrq+Qx5HlDkjT5LzuZSMeRrx+a95Fb7/u57ZHLLHyi0puQOAd77zEXzZq06CpM1URnURirZDc652QnMuIqnjGoQ1l4LMsr+Uithtc84y7JOYYFXWw80nPNp78c+a63ZZ6jAmY4UjWOnZNDYCeIxSNdNCZ4ERjA58XXAP20ykfaNiE7NKBdjF50H4LRS2CRXSbtUDVRwRHAitSO2E+y21oSYZc7a+1snhOHMWaV6pAYXj5v2r7aAA2Ap4cQ0bIHSwWPua43cKwZzsU48zA+Rq2MEdJLCV1GGmYrWAxC6xG06AJAGL7TiTAD+T1k1MGNnyxVZ7upm5Su5M9ToLAbP5VKXgItE7PeQamypw1qZOTgScDOREPRpGExjpt//fG46lOwV47N/+Jnz4rs+BpaQDIF54JrGb5laCN5kEb/I5RurxXRdZCpI1+y6jXQMIWJQIscFLhE1CUIeF927WAgrePUeotp9CPfV+cDs6JnG4iaRpTUK3Jr1bk+Zlpd1x3+LcI/9qqq1WarVGEqNky7aycp61pX8u5/nQri0Mk14euW8o1YECsBA4vHJmtHNrhHNNXagMJxAbWD/Dycw6vG6w1fdegb+NnaGGpvWx4RLhZpzW70Y53SbewCBB0+lxfQ8k4Z4YhCinbjexQZ5L1crJp2SpOJ8yPnUuYU/ORglafLrPYq4yzepEcYY8HjCPB+RpRJ5HAECZJzx2i0rtgFtUcmfly1/7Uvyzj30McxaJW5oFOq3wEDosxIt2ZuAyJIREBmASL7G7g4dDscokIHuV2hEkij8BQCIxOgar6on1MlvJGFBbMWa4Pd5iavUsJrDKDfkVOmGammId/SRmdHlWUdmeCwv7JL2p4pSs3xfuFah4w/2Gtjn/bTdXwie/7bj+daLU3AC9ClYel7R5wUvPyHmQsjmwhNr9lXhOANV6/gIcGrm3eoItHwDNaRj7RvsDEDCnnt1ErZSONxq/bhgEBBrIC6FOWFW4nBIyBmQmzGoUPBd4yjAxYTCTBD3GEFu6WSRz+7ngMMn3gzpQ7EaJNbkZErZD0hAoJrmTvtlYvDtbUMLnhoDXP/bFNxpJd4qW+9/zXkw/+YO4hKJ5Z8U7ludJbe02wBDs7zYb0DSCho1IeiOBcEndcqW3xdWmpybn0e+ETZJxorvkfJbZQ2Qei+zSWRDALM5rEjOx84jXigoHJwRqvUuh8zXr4n0jaZk3DkungAsvCScZBY87G6B3s+3QUpirbeHavfxPbW9Pps0xry8iDexOtk+udnW0ONjXQ6sZjQioZj1Oh+tzFBxfG2KoEgNgFrbEYtQlrbNR8euNk92krqaVWUA9zxRSOZ7JVS4lKlmNx5hMRUtufwwiEe6U0gK8wuoRO+HK+YQruxGn+xnXDxm7eRZbu9MzcZ5Qlew8HjAfRnBhvPr+V+K7/rNvXe+cW6Dc0uDu/s+7D199/yfwjz4iqaxVyKNRJ6LNXEJmscXbbuTlH2y0DMmxVY4zGKygjQA2eyFyTtI8yJLdL5mDBWCeZpHjKhVayDSmeisLDwD7CODH93Xoj8J0tWbTGlrznxRq4DCR2e+3AHFKb5bRvpuKw66GBDZ1N6DJ9rNI3I4TyhZA2fM6s0qhj+L9TUIHWtbdAbu600CYSQmDStYStDe5YyuQY7BnlmiOF27r0XFDKbX3tk9iAWkkYM7S4SENAeSJNK/EMChpAJvkbhBpXgaQkUSSAU14zSRSag62pCbBmwumnLGbJE+iS+zm6lxhkr5DLhiGSrDNoWKTyEHdZkiVS4eEWzDJD//Gh4D7Hjvyzu+Uvrz2He/A//4zH8Cb8idQphEpmbqenAmwRY69wwnIW5UCb+rEXoA7rcNlIL6eyun2nU0qB6BwnXbUUgLW8zjBo/s3xRZvY3KUZuai3pBcYU7/qRYyx0ukqXoPAQxLGtD87EANr/xolgYsnSKcttI6+MuFFyCoraNnTyOwpEU/W1WlBMeIhnYHYGeAyEEV6o6uCeG1ensi2DWQuUZ2Y4m2dEYHbIverU37VjYbphGW2jsdqLZZxkY1DVi8L98bjQe0z0tRezuT2slznk4Z+1mcxnZTxm4quH7IuLKbcOVswrXTHabdOebDHtNhj3m3w7STfdP5Od75hlcsO+YWKresWtbKN3zZ2/G658PDNkxm/O3G4aKyneaMOWfMs6hdc2EcZlnUstoRRQcKQe4yHDLU2BLwQdBsUAcLNqWjW3GZTMi/mwpXSjOMu1Jng0im+OgESE0NgWi3sz2eobu4ZuBAUMXYMWpb327tT8dfBngMYEVw07TRbrQCSEOT2eoEXEInG6vqVS93C2MDXXpOkJpZeBMLBFIF86zg7YhCxvPJ2kcFdgb+rD8N0HmcKG0TmQN3soDDGltJQ5qY1yvSViUuGw9vQiaZG8SejocBtDkBb+8Cby+jXHqOADzNGVsYyDRgRsJsgK6oIxAjSOnYHYf2ueB0KtjPooIdZ8Yu2NvNuh1msVsdkknmElJKGChpiBPCNiVsiXAyJFwaEi5tBvkcEp4/nuGR994Bdk+3vOtbvw0fy5dBPAGsjhWsW4yBp+PbzBKoZCTOjTrV1bOB+VmjJ81G8VhQlblkqKpbTQ3fL+C+EnNVp0VQ46kk0TkZ2G9E1enKFqZkFaKbQ0Y1yWicJvgG6l4Y0LJ2tMpXb6edxfE5Y1sYK5YfzVZ9rfo2LU+ufaMlgvGwayHpQmW4ohQO1g+oYMmflCuJBUI7GVWlHjZZS6qEzrNWoI6V+OYtxImr7cM4jZ6x0VTAVw2G11oAkRSz6WLcCEjWcRaGV8JBVUFN3IxWjpnFI3bK2E8zzg7tdrqfcHr1Ks6efBJnV67g/MoV7K5dw/7aNeyuXcNjb3oN/sF33ho5ZI+VW1pyZ+Ur7zvBr/3SHjnrYMgqxs9AooQ5ayRwGkAkdnYpE4CCCQkMX3nFvosEsIGATWrVsUUDHJNORlPPFsg9hyFMBqgZJwmn5+oJgseUqlI7vuCzK44a/Ee766YKKQ1iuLSqB4A3WZ9MsupsAIOv/bNx+0xi2B2OqUqoIVDuRBFB1+Lu9dMlAkeeeo3NbIBdrBPyki/An/Vm9QR7/yiivrTwLxKrzi9yIsdgZWeHJjAxmSOFAje3o9verecOkn0ibZBtYQs2JkVVsdVGlCoDw6xu/qKG3U/C5My5YFYp3ji19qtjLiiFsUk1QPFAweaOBNgNqXWqIACUCHdtCA8894537B+lXH7u87B/6QOgp34VVDKozPpZv8M/u03HWhoIBZaOT5dZsoVRB6ZORxXQtWOfRDqSzOnMeBoLH8WiybBkLykZ30MqzeqfSp3BtP5c2EOIcD3qtFdIhNnxHpngXZHr2UGHNcJozCJXKo5TmZo9ZuU4V1rVn1JXDydzCI9dz6VK9S9qTzwe1a6GnyOIo+4z4aL6aeXZghpWv8U0aCaptHYNyjjE1qbUAjoHcTjWVlXxB8bDzqkamb510hhG63xT206ebKBX15tNZ5TcXd/PODtknO4zDlPBqTpU2OfVq6fiETvPmA8HzIcDpv0e0+GAB+97Gf6Hv/W+viNvuXLLS+4A4F3vfBR/8nNOaviSUhOdZ5c6IHxXZ4tZJX0zYz8XTHPVuWef/O2WdSAUXSTNEHYuxcW51aATVYJHcYDBDT0BtGzVym/BTAZuLkAZa3Pz2A26Ge6TxFi14/zxYiOzbVtGBF4pSmh7KrYg1i15bGp2Fn3l+80U534toPBafYxl2JSudUpNKSyW/jgAJE3YIHZRSVVjGt4EJrUDQCkhbTagjdhI0WYD2pyIE8XJJQl7sjkBtneJtM4cJ1QNGx0ohDslZNZI6wz9JB2janSuhudTLjgbxbV/nCXzxCEXHDJjP2dMc8Y0F4yzELkhaXDiBGx0pbC4dhsibBX4mWpKjPMlntRzfufX8LyXvOTm3tGdsijv+ot/Cb/CL5YwJmzes5J/VkKbaKgTDsdNwqfAL1nKK5WGWF7NRsJmZKkDBwB88ax1hNAoCO+bzE6PmvpqfLK4aJsnJbkDgtDR6mAQ5WWrThJx2l7wu0r+2G2sbmarJGJdl2G0d7HfYU3YzxUsNtJE+949J+kFCypuKNE7MvKOLb13VpLa9ltjTEIYJZF9WBkB6R2pVHGemWcYaasUUdseGEAfUzYeEMPrGL3owS/7c0WJbhu+xc5fOk6IYsekdeZ0I1tmVrMVwQ7X99nB3fk4Yz+JnfG5blfP9hjPz8SBohSJaTeOmA8HUJ7xvrc8gHvvfT5u9XJbSO4A4E+/9rPwgd//OM7yAAlsaApSgvCbBaTZKnKW/LRC2cR7gkAYIZP+ZEggEEpKyFxAujiSbiYBAUjtmNSWaBhcipFJOi8RwETYaNoLghoYA0e42ZVClYMF0CG4FtBUfoj72dGWZp9xlcuUMzdTatsIITFkbUfzaRzuCphjDqTQ9tnXUmu4AMQ5Z3wThYBWtRH0CsSldfUPbVpkzQAEsKnIgiDvPHKIiRmIXrLG/Q5JHCjMYSIluM3dYKlxknjDDlt3oGAFiSVtNECxEl6Qp8+RjXxxzEzuTDFmxvkkoU7Oxhm7OXsO2WkuCurE1OGgoG9IhJONOFCkVMOcWD7Z7VAJtIfI0Dh9zzlcx+e/60tu7sXcKUfLS9/0Npz/yk/iOaqKJQ1qTObNXQooq1lAyeodFo06lCalGh6nZ2GWM7NencAe2L2ZOqgSmZozNZpR2KKMRltR7YTls6FACzpX6WDpF/abKAwlT0foR793lWzykfseIUkWrYQjKbMdK5fHvcQAUu2lWI49u/QPRXILe4OEaitITTcv6fExRQnrn0CNq9MUqsQtAjk4kKsqe1t5W5BvzARV2mx1xL9qBF5YbHm7nmmaXbzfa1iX0hH2rPx9LsD5VPCHpwd86nTEdVPDKsA7O8w42084u3oN0+GA6XAQyZ2Bu2nClz76MP79v/H1y467BcttA+4efOjz8DUfewLf9+ERiUS9JByhqGJtQ2acbADKap5L1UzXxc4oIE7YJGg8O7UrKEBOjAkQSYUucGZIbnHDbHDNJLGFbJ4k5Rwkaj9aTssn+zrRk1OMsPSzrgNE/a54aOVUNFUeB05rpXWf7790n8EBIt66XkX+t31mOdP3E9X+CkTyGLBr9vsXBaFWl1pyywIgXNwyzIySCderVDBLmq1EWNcWhJL/adsgjhXkceo8CwVVRwn5vgE7sBtccifnb8EU0omxgLipkHvBmrQuM7DT1GHncxbQZoGKZwlMnFkldzPjMGfss0j50hDsYILzhMWW3Lg6tobFgH6/ZwO87hWftXwxd8rTLg+/50/gJ3/1V/CW8rgGxp6BLjixgD79Ti5ng3kJqqxEbDhBGg1AIQCpk5jeT84W5iAV1vASADE1jlYGECTmZpS72L74qzWBELvfiiZEPZsqYLR5qZmEEKbsjQBeA5ZQYc5FXOwxCihtOB58alFC2+raUn9HyFZJZwCPkS5HvNaoK812EmHfeusbcu83pMXxpj1xX7MzhsVpHTfqiJN9G5XqVglwuxBFyXDss8gcN69ZL19bCWs7afE8zaaCBItrd5jFWeLskDFncaA4PcziLbubcPV8wpNnB1y5cg3Tfu+q2PkwIivAe+NDr8L/8t1/ZaVFt2a5bcAdAPwb73gDfur3Pojfuq4SOzKpnEnuZJDM2YZgPCafiSQhyZ4LUgJmVulEUTBX1DsQkPVdgnuBSIIp56Lcmk5GkPxmXfAYUHUtoyQCDcbdqIough+Cazqfrvu925isTQFnywJbab+eBrbzezhwsv3RWqZ+yn6/elFfxGxxX3MTYx3rauH7+u5Z41KP355qHQYoues7rudF6SS7FEG8BJeA3X7qeSRuHAbu2DxjUwR51Wu2DFtxqoihTxTkFRpExc9qEAy4R6tFXBdnCgF3Z+Ncc8bORVQOGupEPGYLcmGcjzN2cwGRxqMK3LanDYJmMABpzKqWyy5FznvRH3wE9zzw9pWXcKf8UcojX/O1+N0f+V58zkkGwCIVLp061sCeyUYobkkBoKjYM+D2WDAgp3PRU1YxKy/UeWDCFvQQxNiwXSEwFwyqbm0ZVl1+wzyypZxB6gXaP7me4cya0jE7kdtp3WvsuPtxU2TB9utN45RupV+rFy2+1j1L8CH9GsDNyn0WasjIP6/QP6GpK2uAvr/SXXiBUqRp7QLUEVUbLpPQJU075u8qUAin6+3D+pi6yaWOV54bJOPHpH5LkFe9fjMzTkdVw44Z5wfRZBzGjPPDjHNLM6aOFdP+gDxOdZtGcM54zqUNvu1dD99co2+RcluBu7svX8ZX338Jf/sX9yBKoMxIVHTwiUo2lYIpmxOFADxGEtsrJAAZpSRshoQ9MbbK4HpOxFTVC2ZYSkNCKowcwF0Ec4PRMKrXDEkI4syEAVUiJzGFbOrXSHYMaB68FZXgRaUHctCvJnXy8/zATVft3PaSblQCHKqMC3+4aXstEcTWzSiwzfpo2BsNseuistYv60QiUPaOG5UPUxgw3DoccBu5+swKirkqNsikFipaiD0v3S7gzcEgKEjhDNTV7zxc0kDEJrWrUr2ctihEmDLcPiYzY2LJFyvBusmldnNm7CeR1s3FUvJlj2M3ziLFOx9nzEWciXoCbg9CpPY1iXCyEQm2qVwGAjaUsBkIzz+7goe++A6w++Ms977spfilu1+Oz8HHNeWeespaMO5iqe5mVGCHwCSpTeSgi3LaNKmrbP7KDrhd1UCk8TWXW62ZKrOoC3wCMDB7nDsCV893CvsAD6JcSACVxd2L09W/c3vv+Okndz9dUL88vHZJvc8KITkGhC4CJnbJAo94A9udPf4xBrG9XtaNxT54/qXVhvRmJyX255Fn8Ptrlclt7AzwyXfLJ714RqpBd/ot3eTKtmDiSyv4YD3JvKJj25VPAQMYp4wnzyecHiRm3V7zx54dMg5Z1LCn46yBiyecPnUN83jAdNhj3O2wPz3F7vp1TLtzvOetr8E3ftOfvqn23yrltgJ3APDed70NH776M/jx35nE7i4LEDDF1UBATiqp4yI2Tyq5AxuwM36Ggc2gLtYAJ1UokIKuJLG8MjOSLqwzk8f1YlaAR6iSPqVgBMlzR0pxetsBBzBWCH7vNY+n9lr95IJGi7tG0Yz5fZr93BplBLbUVAZGRHs1crNy1MWiFZDZNLdrA9WL4E+lCuTSiLY9FCl5OFIx7bEHp8Xz+AMZqxhtC0nflVGzQPXJ7fjUdo5CvaYi22zhXlwB3PFwIrlkTWKnEr0yXMJs7vxF8sKK3YjYA04Z6s4PTDm7jeikIU/GbFI6cSQ66L6dBijORRd9W5xtQaeq/jED6EtJQp74tpHAxtuU8IIt8LaHX7vWwXfK/8/y7m/+d/BT/81/hbdcOpf50HjIFnXlV8mdc1kdFEtyHqXIMAbPUh1PRIShwi9diIO0Kf5m+26KYDFZSImQdIy6IZpfH6V68OkFZXT9xPC9mda8jFzp13QlnnczNO/p2PDGa5b3XS909Ee9jrrfzSXWRaZmjHR3cfKyjbbOWao0Xjs5XhRoQOUZgskGqJH0N5vReq/aqPzSptAfPGisUj8cTMNC8PZD9/fNBsHX8QI4I7vTOHbXDjOu72acHiZ3nNjPGWf7jLP9hE996gp2V5/C7vp17K9fx7TbYdS4dm98zavwP/2971j21y1ebjtwBwDf8O7X46P/5JfwS59igIpK7SSkxVASplx0QlRCV4okOWcUWUTVFo9IJXtqUyUgLxAv51ogtn6Fa3DFuNYHkEcpgdhCVgTBkFEwA0QN8qmElXGc4gTYpDddHml/IwAO292TlP4mK8Bu8b3iIb8rdc/XXFLb1eTAXQGk1W7HUYdXJaeTAyiW4A8VG0bAyNZPdo/umcmApj0E15h2dQVCf2X1d9O2qQuZGEgPlfiQLosapJgN7KXkdnakQY0tFEpOW4/TZBK5nFUyp/G8PH4dC6DLpXjmicOcNY6dAropYz+ZtE7G8TCYWqwSaPOIjdK555wMOBkGbAe1vxvIweDJBnjV2e8BeBnulH815Y1f+TX4yP/2w3j1to1zVz1lg1oW9qFQahhgcR9R1CyAUW1o2caxzimqY1ykaVUNZ7MgMTTDhGSqAFRCqIBvAFzlG69zaR/38wiI5ihrEK7uOU6zCKgZHriSlMi7rRXWk5c1Ryhc9xwDcH7eCuqTNgTAuSRBi3uZirgXvRWzSWxuFcLJ6PzuW2G2mAvgtGgsu3drfCMO4oHACK49UKWVjBCWpS7DdbR6Pcd6vjvm66Q9U7u0GM3NDOwnZWhnGeFj0ZzazBgLYzdL6JPTw4wnrp7hDz7xhxjPzzCen2PcnSOPE+ZxQh5HvOi5d+M//KrbM9vObQnunve85+IvveVl+I/f/3v41CFpbkWR0OVEmCXnWB2gDJRBQZzsUcJSNG1McbbBbexgEfglMwUVQk5tlouoirXRTJRc/J052CkAMJF1i2poqRYggzDHiZkVM5J28FKtkx3IUT05ILIjpKrR18QLLyjKZh/zDl7njmM/NGcLUFqriIJNjE52olTBVKjOgWHojva+3uwWbPv7b5uEnkCrjZLZUsrYMXs6qpW7rZ3a2CmRrSFPUvVsTAMK1HEHGpTYHCbYQptIPLpR88GOals3l4L9xNipWtakd9f3E/azegYrVy6CxhUuXt+TgT0LizKkEMJAQeCLn/p93P/2ty7f0Z3yx1Ze+PJX4OP3vRFPPv7LeNGJSuEsv3EpQFa1bIXoALJkuDBnCyKhSUNUfyqoK6xkr19E2yHsUjtf+Ll+dpKegSy2XPWmNcBl18PawNAYoTrn6xEFnP3C35pBLNWvSwh2MSCrNDaet0Z1LR+sPeeirtI+Q8TbRorX6u3bJ/213hpmo/dLW7P+stTtp9CeZvUJjZJgw61dra1NxvQBaE05AvBz4KbvnrkGMI5PE7De6mfzTOELowZajscYwgCPbopS0ynup+wmKv12mAtyzijThGIpxsZJHSn2mMcR733rg/iKP3N7RgG4LcEdAJtBAqAAACAASURBVLz2da/GtzzxFP7z//sccwFI3Vg3iTG7h6wsiBtOAeqZJRmBOYEog4bBjYtZF3jSVDnEjFRE9ZAzIyf2EWrcGitVs0GeWSZDHIg2kxIJIOm5kOXQtonUVWHfFlSLuv0NCsLKBcvSqT0X31c4UyHCWLQ1LiPVNqMhzc4V1gv1+ArLXYEYB7WEQXU9ZhQtihRRF5QYCqZyfT25GwBkcLhuLT8b16er9XgQqFSfzaV0G4AGDWsC+aRUw5wocDWbTnGQiB6xIq3bZ9lMMmfSuuuHXIGfOk6MuWBUCV1S7MoOOiEBve25SRkDSDiUSxsJFySe34QhJbezef6G8IVvf8uiT+6UP/7yxi99L97/3/8+nj9fwclWQZ3HwUvKLDBI4p8Aan6ConadkidMQ6kYiNesDgAI1fvbpHeFDJQEIMfmsBbDn0AXfeiYhtoiKwxThtPy0grIiwiJK4gzBBKnWkdujH9dK8e8XI+c3gC75bGLd67a4l0gIlw4y2nXXKgSNjVqdzMyBnelqwxIA603tJNUwO0ineIZeLOzAy0PIQzXARjb2FN6TMYYKhNANSxKr7Jd590DkAX82a0HYkaNILsAA7h6mHGutsWWuWpiCf2U2QBdZYr344SrT13DfH6GhIJ5mpDnCSXPKDmj5Iy3vO5+/MP/8tbOQnFRuW3BHQC8+52P4FPjz+N7/p9zJTaarUIXMeYEVmM4gwEyUKqzBeaEpEPe4jslkpydCYRMGlOvQBwqwoBLzOBE2ICQQmYKSchNHjZFCJ+FshAHCyNzdfIF1ip+opsIC6Yuqe0do6tQno9CGhuq1y/mVg/sGqKyBvrgE8vI6iqx7GziYuNdYGYSPwtdsjrx7ZYmKahA0YjgUhvM9T7goJoS0keWzRx6vbkBskkOLwDEXBfD+u4s9ZhIS5hIANxwArPJsy3rO+LCwlTowjgyazIQyRebi6hjpyL2c1UqV/PAno2aQqxIsG07f9LUQSnVRYJ1gS8sA1UTDIAgi/Ldm0Ft6shD+mwHC41CuGc74MHyBO6oYz995bFv/Ab88+//h3jbXSPMsQJlhodBIdJMKwb41Owkm/QubFAmh9TOLgA7KxG4kc9PVct1U6JQPU+HPlJi0FwdKaQoSx25q8iDmWqWrT3rqKchc1jO0AhS10qkC7Gei0oEWEcpAldWz7GqNkjIz9O555FwLLyMWOfvJq4hoVEMWmbtadYW+dEEn3ZaG1uTHPC3gYpVCEKyXnoqMdTxEO9rYyvy9H2rTfIbFTL6+B6kWsye6rHZ4nXmgv2s2ySfwuhmnI8TduOE0/M9rl25irzboYx7bHhGmSbMe8tCscfL7r0H/8W3fvnaW7htym0N7gDgq9/zhfjo6c/iJ37nAAIwDwTMjDIAbJ6yKGBWMAdd4IMX7ZAAKBBMRCIJtMFeKgeTqUpWBlIPJgV1qgkGkajR7G5NcY6LFsRp4Um0QgWEWATqtqAAtVaXPPk5AWmixVzV/iKyp6vdHY6ztruevMaJxpQ9/bUOCZNO+ZYtxHLayzNVrrs+DKUU1MKVAHgXxH5oqI62IhJAcoUSjnWE4NCkj2IvNnndTOrxigFAAmuQEZPYZabqwRg2yxFb9AWNmbGbReUwaR5Yc5AYNcvEbso1a4ulGNMMLdZnLgVQyWcyTpuBu7cDLmnw4kE3C2Rs0ruNAryXPPkxfPYXf+Fqn9wp/+rKF33t1+H/+sc/jDd/ltra5QIJjAMFdFkkdaaONaldkf3E4sHNlmrR5oUzk6popaqBsDlhcfIc9MXLmBf7CQIACoL6NszYSmsMWcag7xdDn7XZaFK7NZLY85Y3FXIqHG6kR5GGrLQr3j+6y/XQ0PeTw6/uDO8Wb2vf7ijotHOXd1JgFtS4UUVsn/X6ALi07uS0UgGev/h6owjm4iErJsmL9S7WifjMCuwatsCAHeu6ysUrkeDscHWs5cueipirWEaeT/zBEzg7Pcdut8d+P2Lcj8iHEWUcsYFmojiMKNOIL3voNXjb29+A27nc9uAOAP7iY6/Fhz75y/jYGWOeC3gQqZ17ODCBB+FsZKCQLrYF4IQDCrARkDGzuvEz/BNFhdkEpCxx8Jg0L62slyIkS4RcZKQPvPQRMk8nBjw8ik3aAmoma5wEPkEXDFiYkWFyR64RdbddhBjfTYDdkgytfudYf+uB5+3hfmov63FVgFIXZgOBVI8jLamETmaqFyEiVg8340TRkmP2qNOkhgFAGmg2YNioUdqOd+BMMmaq9CEFYLcFp2TRFx3UGdArlDCbe1eSuzLEG1uCEouDxNkkRMocKia3FxHJ3elB4trFlHyzSvsYFmrCvBpbym7EfkjAZkjYDpI7djNImrGNpSIjCWL8ks2Mt9wBds9IuevyZdz/tsfw+If+BV62LQHEhe+lmgVUCV5yCR6ZDZ7BLWqhWlzsqwF9ZLKigX0NaRLplY23IZGYBjL7fHX1bYvrnC4WZ0BoMee8UKWqRjuNOW2AUWh1FEU9rawXnVqwD1S82rx6sVZx/H5CbshTVkarkptrn/anPV4HZL1B0aax6Zi+0TXTRddKq0ieJ4A4MdmAS3ZdKIIqDbR6Fnly0Y4sT4VGoc/ZvGCl9z2yhS9JjOuHGVOpdnZuc5erpmM/ZeQ5Y7874HC+x/58h935DrvzPXbnO0z7A3g8YB4PePdbXoe//53ffjNv4JYuzwpw94J7X4BvfdPz8Td/+gr2E7BlQknwvK9iRNcDmKqaLYXc47LYtYWQ1cN2mxLyIIQqJcbAQEnCmQ7QrBRJ7BmGBAwal2w7sNssmUF6tE4W3BmAR4s/fPFNPt0UyDgQIadkjWOFYx6bBWvkKKbZ6gAYr+wLtzsGBtmPdagyEElbOFqbuHCwA14GqruWtNdGKRxb6wyCMTyivoM36+/aDgFres0aW9kDPJPSgRScJemBNIBJMkwUSmAMKMplupqWEmZOMoYKqzE21NYOmIoFKmYccrUXmUtBYTMcLjibJMOE5VvOKrkzjtU920IX2WJoT3OikrqTJABukwzYJZfWbQfCXQPhwUsZd8ozV17+4Kvx0x/8l7j3nhl35Ul2EiqIY/OQjVuG2d2hzEhp00pwbCGtw7+OmST0MDuzS5rdRWheLuwBtp1xJZbzCJ6q0ew8F2yf3U9jcopdaGV4Vwuzq2wvAlmrZW1ar52mYMgpJ9fzokTp6D2ac5Znt7Zl9eRiEjYOAIgrs+kqa4T3h2rb3T5PH/qk0mVbPpIRXquQvEXBLy81gMzof80zrEAOFUASAtgDNc9CZr8cx0NYothoeFBj2ykG/iyPLDGwn4tn5THVrGXgMSb4MBdcuXoduRTs93vZDiMOhxHjOGIcJ4zqRPGS51/Gd3/Hn1l/t7dZeVaAOwB49JEvwL+3/yD+9s9dx74QNgNjkwnzUDAOKo0YJEbXRn9vsnjLpiShUO4m0mzpAvzYwqWoTzoxMM6SbqUkQk6EDUE+9beEQiHcvQEAQiaxQZHwEoyBNVcnzL6vRoFa28B2d8CzcAA4RmJsYkpZ48AuKD233F9ionBeOyFwz4ZXWcLTVBVCS10bGMjxuaihN439jZ0XAKBcrwtCpVEuVWstWDrwZkTcJAxA221hnzsjgOApxECiElYgKmC02tYVGlBKgkFIhuQrLupVXUiTqau6f18E0FUpXOm8vFTlMGecTaUBdtnComSufbOyRpqNzkBQdayEOTkZVFJnIE/B3T0nAx44/The/No7ThTPdPmSr/sLeP8P/AAeedkBwyZ4zg6z2OENW2CjdnlDATbBCWPYgLak3tlaIjMIbkmAMoiaNtsT3MtKW9S+2MJI1XnKVISBIDFfMSP+Y8XmenNb+87tMT+hoR619PUImbgJVeyi+hhUvbtHt8+FjVghoSvtN8nnot5o2xcuOhZgmSLX1tcXAZ8BzuAMszCGs2v0QcwxxiRxKZm3fP2sQovoSSt03sKgEBREakMscLWBPWuHv3MyhxFzMJMHsRyyUTVbmHF6mFVilzFHT1m1S95NM566eorz03PM84RxP2K/O2B/vsNhd8B+t8dht8d+d8ArX/Q8/K2vexde/ZrPXfT37VieNeAOAN77JY/g8d0H8b2/eF2I3mAGxEaUitJCRs6EnBTobQrGicDIwpltxBavZrYgt9lLGeCkCzSTfAd8IBIBG07YELtEb2BCSpa3UZJnFxIbvk0Sw2YXIjna0Q8KYI8jCOSG25Y22vfAOjon2UErlWaxJgF3RNZI+rh+RB1qPOZfDb4AlvWBoVw8ApsZm9AQML/RgtjHHQvizd31zW/7pNpGC13iN67E7vgiUO/NAJA2MPWXB1gGgdNQOXsDeBjAg3GdLL8poXCCJpHCDPHPnTI8u8Sk4G4qjDFnTSlWdGOcTRLPbgnuZBui2K72lj/RJpHb2W1ScJxQNeygThV3bQmvfOK3cf8XvW2lX+6UZ6I89r734f0/9AN420tnISK2AmeVJufK4cgcND9DgNKsk2JYwUYVckQ64wuxgzxzSErVkQIEs68lNVcgzSG7GRh5DoyhBQg35g1thDtTbrikSudunZvVsSBKsxaIKdKKbm4fO7UHbXavSFJN2lb00+zr1ihHpIq+r+OR472rAC0AHzaziiUQvkh9vdqYQIrXriT/Aw2BpAAOmoYQQjvsFg2A81sHBxw9wXFoUKs7kIvtgw+1ykdwBHd6nBlPnI/YTxoGSsNBRWB3mDOuXT/H+dk5xsMB02FCzrMDut35DjsFeM+/fIJveffr8dV/7kvX+/M2LM8qcAcAX/+lj+C3rvwMfvJ3djo6SD1mCeAEThlcEtgkdAQgJwwDA3NRQjOgDAPEEcOkLcqR6IAsVBfswhKs2GKDFS7YahyxwqK6SCxSmpSo7kui+r201fZBiScCOOE6gQAEjoiaY87/mI4EBq60HvvD3WcD2Kz0KGwZvqUtPSpVe7oINuuRo/VEcMsdIFwST5PA6cK1xrY2p1NdCbwmqsSOJF5iVQMbVbIXoYyCSVoDqAMRigYplhA7CuShkjsF3pnFVGAqhBlmW8eeF7ZYzDoWuzlTr46Z1eNLwN5hzphLJXqV4Mm23ST4U4b3bI8yEOGu7eB2dRa/bqsSu81QQd9LP/k7eO077gC7W6089nXvwy/82A/g9fcaWDOAZ5CsmXr1nGEGZUjORAzuFAZQ+K4XGsJyOsMuvRsoKc1DUMnWYMLRe5ZYxlxu5h9X4EbrNCHuZTYje4OBWnEshvAC7bwIdPWMYiUjvLIP6J0rindRaWzOpLtr5U0cTgSmd61h3nigSg8lhJbw3xTPOkZJG+TYJtup11v+aAdpVMGcOFZVqdxAcGkdheu8Dn92vRGHGHeqjqWuiZ41g2M0i9BvpaZcNMBntO50zLi2n90z1qMEaCiow8y4ev0c16+dYr/b+5ZzwX5/0G3EfrdDKgVf/+hD+I6/9udXe/N2Lc86cAcA3/buh/Bb//iX8ZGrGuLEQF5iCTQ7mKF99WlNM4EHkdAxZ1yWvahmrhq9OwvgK4mU4BByFondkAgbjWkxJhKJnU0UlrAq8qkTpxRVyya3z3M3c6VKLXiTEvcZwJP9RmBkBshc61i1FTraeJ+69K7erKor6Ti+05ocLcW6jIp5PjbA48Dp+1kGcW6fWghUtD2MvRH2ER9tI6dQL9VeM9UsFKCRS/coNEHPSUPbHzHkiWaWsDWxUELGIAGJIZz+XAijSteY2UPmWMaJQxHCZPZ14hwh9ndTKTiYxI5Z881qPWwphoKKxP7oq90oQ3Fi4M1s6pLEsUvELbB76uN44x1gd8uWF7/2zfj4b/8CXnmP5ZjtTiClCEU3Shr4WEfzwAA2i0Q5DDSqWGfUVORU88GS88e2udQtbkTYDAApQ5JLiOHm9KgCPo8yEGlVOM8hVhe/xUlcvKY+1lIyz/FrBW4GIq2CJhSKfi96jYENKMBzMoTOuxXt6zG7tR7geUBnjgkqhE4M9pL6uDXo69D7B3GaSf7iexosaDEt49FF9Wujik0tsCMAKSXfB7TBjr2RK0C7t/+tMWg1aLv3LyuDzD5+njqfcDZmCVSsqcbMoeLK9TPsDhP2Zzsc9ocG3JWccdiLGvawP4CY8bWPvhb/yd/85mVH3ublWQnuPuslL8RffuSF+I9+6pM4nQEmldYNSWxQSB0sqAA5gUjCRyCoYc8LcPeJcQtm9yb2d8xmNyX5FIlkMfQgiwCGLIttIkl9lpOAt1KEo8lZ4o8NCV7nkIDtECYH18kIVOJlnJLJZ1ztDACcsKESIpQfQToR7KEDdFDAp7N9DUpVDg0wzrsGJbbqArBD+No1ybCUgVE/HBFubPMaQrXF4QLwSUiuOjX7vFp/C/Aa8Ac7TsCgOWCt70jt59QLNmsA48ICyjL0/bMEJZ5VAmdgrrBI7AqgDhGQGHWZ1Ui4eoGZyrbGrGuBHQAMKbmarOl3Ap5314BtGpASsNHzBqoSZyLClgT0fdbpE3jznQwUt3S57+GH8XO/8Zu4d3oKl4nAs7132SysiQ0AosHBnQEp4V+Dk0Vdab2wBF4EKQVkKO0DKtCzhPEGIMJvS1WGJHHyCFApXlzqK7sXAWJsq/1OyhAa+DFSUxHq0yudYM0Bnu1ZU89avDWzARNbMig5EQ9YFG4esaejBkTdxyAQyMI1OLQV4Y1VihfVm339ZKBUQZu/k3B/B2KA5ZmuQE8FEh3Aa2zswrki+LCHWOvf/l3H9uraoX0Itow8VSuRFWyb6dPV/Yz9LPlhm2wU6hX7+B98CufnO+zPdpjGCeM0YppmzOOEaZyQ0oDD/oBpHPFnH3kI/+Dv3r6Bii8qz0pwBwCPPvJG/NXTX8B/+oEnNQQFo8a5i6RDPGBTluNiWye8Eo/A3WCwqmgHKEAI3GciwiZBM2GoHR6rgwWLE0VOhIGhEjuxRRnU+cLUGLLIy0DeJnZuKU5KJdn+3QlQZJMBIA0QZWBpzpcHiyxuvaaPHVfDJLTlAs/+cEJlnT0rRMuy6aLjO/TSHsqSNa7j+lbYQN2xIO1RZQVA7ORQF754DgBJE1bj1cX2gZJIfiWFiTpMyPu2MA6VIDEOGShcmn2Fqz3dbDZyXKV4U9EME4WxnyTx9VyK2IlqUOLCIkSBqap0G6zZEAPovttTSjgJ8exMBbvtCPmLp1O85a0Pr73dO+UWK2/7yn8T7//BH8AjL5mRtiR2dzreKZOM5RxDosyQ+SNziAYoN7pxIbvDQ4Y4TqCCuJj5wGiTf/Ly08CDhYsqkHtSUW9bGKgkiRwQUCYBqvI1xisEG4C6uqn0L877SNqo3xekdwG/BUC3/I6VY9Ukp0rwTM1oAeUNoDnwQa1M+kQZfcM+JiVVoFX8e3gGB+C9N+yyiCCRA62tKtWk5hgugXOAJxJ+0yIZXdgEhwqro/LHHYI1su39QSuHuevP2ocW51MkeQai5bz9XHBtP2M3CZA7n7N4xqqt3X7KmOYZ4/6Aw+GA3blK7ULYk3maME8TvvzND+H7v/s7LujB27s8a8EdAHzFu9+KX3vyZ/Fjv3aqi2zSwVNABWJnRQWzMrNs8fCYUDiBhwI+AJcvCSkZVVeRi0Z410WSDUZxDfY5FlZuBwrsZPGdFdiJt4/FH1XCSepdxmbgrpwRB2JqEipAaTS3LCekIk4DNspliy2ZtNKvjUUnvnuMrp+wXqwhRmGDsTS4VU30hd3uZAnoXFVEdl5XT08vAxGx5zBiaBcwoFkotBcbkKkLoeV/DaCQAQ1xIqnCZB+ptE2e0+yNbJtyBXGshCqzhSspfsxUsnNhGaOFsc8Z+1HOKQHQ5RIkfQoUcym6iIjxOjmhbjtoO5hkOLkXrAO8EAbluangdS9/xfH3fafccuWxr38ffvZHfxBvemFughdzCrHvCsl3i7beFQKEsYGq6tgAFnu8AAAanJgsX0GVshE84op8ihlMYs3/w7bYiyYEChaMuVmgMWuV72OVGraAIlphRJs4DseOkaAlmKu2XQh1xbot5pqDuua3gh6jyyQAbZO6ewbgywxLZy3PQ/acHbrU/ojq4qLfG2xlgKr2YAWTMCBeV5IorTMwt6GggiXTLrWvpn8PvNKW9T7neg1X0GbvrG6ka7XatJeCuQBXdpMEbp9Fand+yI2H7FNXTzGOEs9uv6sq2Rr2ZMR+t8ejr7sPP/T3n73ADniWgzsA+Otf9Xa8+P/4IL73F66EgVNt7QBRyyLbZC7huBCT8wPjrpNBgZYG8FQ7OpPWbdQObwOx2Uq5iBqWxJFiSELIkgE7CK0VxzNRFScygCefmSHhKTrGyDhO+aR2dgAww1ROCYOm9DKFB0HzTDo8iZyhU5gLerTjhQPxISfQgaoaUQf776omajm6SEIcI64aHpO3Vo61+T2ICBKVn72ZDtRifDrAQRzbA9AgiyIJoOeUtHuNiMkzFFRVK2vUzcJVvTp20jmX4AGYGRXcxfNYVLH7SfIiZtsczMG/z7l4fKuBAERgl0wVQ/5eLm8HbFLCNgEnSUMCJRnHBvReMBQ89NLn4fLluy94/3fKrVje/m99PT7wI/8Ib32Rxr9bADhSqXS/RMfllCUHMuASdwFzJjGjGjAXUNuu1oPffidVy/ocBgMpefpGglJgtZCZS6APfbMR519/XO22lBhUMNa3s5KCRuW6cm4gpUu+ubSSJFEPB6k9Sk33F+pNDmjYTWZEzSrOajFOaYfn/IHYGWEOB9nfgz23MK5OSVveWT/ctIeEelqqwRSk+Ka8ECldpSWE5RJh7LRIWXkprbQmBG1IdaQIzimxL1kY+1wYnzwdcXU/Y1Ygt5vExu4sqGbP9iOuXb2OcZpw2O99c4C3Fzu7dzz8ufiJ7/0bq+17NpVnPbgDgG/8skewSb+A7/n5K8guZ1OgA1N/SqAxHiRdGTSLhX8fZZDPKcmCGLiO/jMRgxTcDUTIiZEKuSo2AjSY+VaWHLZDknApFhevwDIEKIHoKQ+r4NoojU4w6MQAVRsVk5KxAVomELLnBuRVIHWsGKUwkGcNo8VpvscOhx01Un482eqm5T7YM5vHany2eF+KlBwWf65R05LsEy/XpLrMKrUrVGPXlWKW49Xod9YI/BaLiZVTt7yu7igRvjNCmjAFdDXRtUj85mzpmOpiY0BPnCyK8SLKdVOjVhH2pb7Lu7eijt0OCUPSTBQa93GjBP25G+DB527vALvbuLzja/4CPvAjP4S3vlhVEURdqJRBBpPm214iCZtqgwMqD/UeJph9dVDHNt1IJU8AaVDvJgWjWsSQ0krod/HQNebHFvxqf2etjZ8RnBGJLbO3H6jmI3pBiT87CZ985/Y3c9M1Ng9rhgReOFWYHR6XNpdFyew2rcYYUtjMR9QC6TevRGkmkUVs4MrKKuHzOoL2omF2w6dJ6pcx68zBAlInVUmeSf1627mlVsbu3aHJph/lgVpAFwCer6PSr/tJgNxT+wnXDxm7/4+9Nw227LrKBL+9z7n3DZnKWalZssGSbdmWZHmewTbGCmyMwQbcZaimcFWXu6qoimp3U1ERRAHdVBHdER1AFXRHdzXRQXdXAAUBFNBAt4s2pjDGgwZPkmxL1mQpNWXme+8OZ9h7r/6x1tp7n3NfypacaaVe7k+Reveee+65Z7hn3W99a2o9Fr1H57mwrOkdlo5TWE6e3EK3aNAvW3RdH6ti86KKm6+9Av/uF//eyn7tRVwQ5A4A/tY7XoHa3opf+dTJSNpUoTMxzJaW883MOXhUAZ48AhHWqgrTWkigqDYh/rUxRAakSIjm2AXYGI4lAkdPoDd7kDYqKoeLikf81wVgUvHdYICMyGGF8A0qv6xlmR0hk+z1cTZVggyM8dIl/ambjiYIyZKbPjO3aWcApJt+RP40LCqPhxCCalZNBBt0JmOUVh1+alaloUUyUbmIg9T5Ry8E/vEyZFJjJiV1Esonoz2ZmATH9iXRY+droqqdlyKKXKXT6RFBiJ7zhJ5CJHoue1/vSX44eFkIQJDQBDsQyYDmCdkxx8lwAnRtDNbrClNrpUo2hWYnUjG7UVtcEU5j/5Hnf1NXveD8xRve/wH81e/8Jl5xzKf8O/1nx7WsuyAQbBUQqgmQucAW4rxgtahCx0VRvF81zYSdvtyfqzDM24uPK77PQoDM9s7pUXpg4sMhiRmLfuOjy22Ihvt0vdXwbFKQlAzya7lqNwrJKjFV4jomWZKmA4K0BaFMWIirDH3ftJl0TAQEkxTSfF0NHWsfOrUN+hkW0soEWRhWVPvKDPPp4r+cMBpV5fLrkCOptXGPdz238vuYEWN9XQlfH4BFx3Ozl85j1jrMWy/LAuadw6Lj56fnS/Rth+V8iX7ZMrnrPdpli05myHZth6uOHcD/8s8+gEOHD67s+V7EBUPuAOBH3n4zKnsrfvmTJ+HVbBkL49PXLbVHkcR7JQYQkgdC44E6+DiPsxbSVlPgfDlxwbwxsIFQWSV1nPdHNnmB+uXWm4UrpLgiqpI7LVCI+Sk80F0OSGy03jQgxHmOSqUAAPIjn2R/I8cGCQmwySYldsT0d0CqBlZkdGLzeIIeSH73i0qYqF5OoJA9FkNns6Rw/UjKPtTKnFaDuF4eagEghQ/8ekAdt6ueKceDhNwZOWdK7IhD2k485dyga4g2J3Y+M/CeAOcp9rDrPJfqs0KHuNz5NDN20IBYnw/CsTwz2ekPXO49I5E5Dcuq131oo8bE2lj5xrNiLSZVIngbtcWRJx7E8ZtuQMHewBve96P469/5Ldx01LHKo7NmvbRM2eVftBjGw2ICGItggNioOydT6kyIY6cFE0ZsViQ48pqqdGr0dGtaTGHkXlIDaMWB0o+KXCkzMYN7HUI8NDybdjESjcQ3KJah+pAIW048EtnIPoOSrR5XyuakTkmftkLR80VCWK3hDgvaAy6n2aqO6XnRcwxZHgsosn2NV1CIdiJvqUoWsr28KXHsz7W8RQAAIABJREFUaQfE34bY2oQ3GPtfDrHiomfXQV5LnC4qdZF8D14bEjpNN5l12taEmNz1AfPWY9Z6LDoXC82a3mPR9Tjx8KPomxbB9YD38F2HvutTC5SmwdUXX4Rf/M/fgWtfeOE4sBcUuQOA9731ZlTmVvzSJ0/CSRsUYzICRx6kChu4mhDEY8binWhSZaMjgzoETCvOz1JyR9LjzlqLWjwUnncbRBHiBsaVVNUGskBtOd9OyZwxMF5vRNYZOwOs5c3lldxlBM9L7COGDSyL+RU0yAgZdaPd65nQpnJ2zhFbIXgKEz8q+98ua0aCpy6rvk+tjrqKVbbZ7LVsm0bcypAXV2Qh1iRk2Wz76ZwE3boMUNeQbgAnfodA8kvAJNfL/Ex+v+SSKKGDkrq8ygsxxMohWFbkOs9NiXPC5gLxRIrASoUWSuRhXC2a8FJ8ATA5U+Ofn+LUgkH/8fd1ra4wlWpYLaKwAOrKYloZrFUG+x/6Cq557at3u8oFz2G87n0/gr/+3d/CjUcdO4n6T0HqCXogOJiqBqjm8WWWk4HTaERCMBTvK7Ui0bEgzherhcjx91OJnbpvkpNl0nfUgJPlo/3Q16wo1Tm54o0MiAGARHj4yYDgxfdlUIWdCQeJ/Ry2OcmVJH3PmYsoaEj4MCSYVsgrIG2KZK9Y5Ry2M9m1GGIMiSJAzrlBamNSi79rhbymalglfuzwKmmzhmena3sTfU2JXtYmb/DVifnT2TmibJ3Br4FJOXQxfyYjz4nYAb3nHLqTix6d43KRpQtYdh6zxmHee1HrHFpHWPQep7YXaBcNXNOia5Zolw36tgU5h77p0C5bHLtoDT/19ptxy7u/a7czumdxwZE7AHjvd9+M2t6G//6vTqL34kqShCwyCVuhXkfG7QYIAWgpoDcUbxaq2OhUhtBbJm2VyOA2q1TUv73ljVpjpEyd5B/n3kVPjNggTmy6gUhdIGV66R7i13nDIGtQkxpYVug44TkAtoLOgFSvk4/1zCTP5HdxlB/N0HUT7Ys96+TJDtqNxBCqyfI6suRoZKEBq+ub+FpiN6kwgij1xtJh5LIBUf407KpGGfEzA2WvET8Psj3NC/KyLFDKu0tTJTAgcp0LotJK2FX+hcDjxlIzYl5GAJyEa/nrmYw0jIHNCF78gdUfRsNFOJsTizWZoTytePrERImetECZ3n83rn3ja3e5sgV7Aa/7oR/BX//Ob+Kmi12yZ2orqhrxJjUG7EVaGMtfTBO8/GATYCpYQzKb1EqRmJVcudS2ift6pkR4doTMoJIc4AiEmg4bb1L+x7lzHJ2Iil7u5CEpdUpwcmKmoUMara/Hnhwgip+fFKRVFQ9IRRTjdZLql1fZ6melHcgJWzzfACiQ5FxnPQEjDx8RP6R7PapvSOtapJw5Hv+Wyszia1b7WiIq+Xng3sb367UZnvccK8Sb0nlbadESyZwZRKkAw7Y0EJY9F0UsOo9563m8okyMavqAnc5jLsRuISHZ7Z055lvb6BYLdE2Lvm3RNQ36ZYOuadAtG9jQ48de+WL85IffhwsNFyS5A4B3v+XlqO1t+KVPbaGn1MNJiw+I0pdRSQP/o/Tt139AfOADj0ZZqyyqyqK2hIoCyJrYKqDSt2RGjQiYB4+12spki+RRaRsVgJ878XhrraHPDUtmXNg5V/E+EaGKADKiZRGTpdhoNPvLpKwCnYHg8b1PGPbOy55zvwNohgmvLnoiIapnaUh2RtT0eTRyJn2okj9TJUOvhx1fz0gbZa0F9EhIetSBEJLWIN0BNeSiYRfemhfy5Ynicx8AR5r86wcVsz4g5ddlBM4HzsUbV8NqmKj3Hr1P1zt+3WIaoUntFpCFZAGsVRbrkwrTmtW5OubXpb/rlQHuuQsvfcvrULC38br3/Sj+5vf+PV5yxGMSGcFopegbVazkGQtDXu4bg2GWnLRHMcTRDJuS4w0lpS4vGuAl+l0lUQT5eSAaONIw2b1qDGfKZLu8+ljbGmX2SULDY57F62f5apQRTAzJG+RI9X5WMrf6ODnTFpBWS7ySKv+GlKzleXJ8LZjfCRkzecIKoiPM2zWxalWJWEw8UaJmMnKHtE9V9hqQwq05fUyzYHWWrCiJVn879LBSHuKYxKXpGjTY9uBaZI5pIKBzHo0jNC6gdUzgZp3DQlS6znF++Lx1WPaeCyy6gFOnt9EtluiWSzSLJfplA9e1TPKaBl3b4uL9U7zn2ivxMz/793Eh4oIldwBwy5teDmtux698dhttIMn10Kop8f8skBOeFcs4WJRe6zyhRkAI2uQYMTQbyWOyA2xYLOB7H8dDWQ3HGkj4Qn/sOaF/KqHf3GuKbqUmJOcEMPA+couUZBDZfGch2+yxWi5WrvLlGaFM7jQiQTPDmzuacyF+GhbOQ6uJwGXnMh8FBiVvNhsTNlT4EhGnuJ28Ek6NrFa2BkhPQ8PX3od0bKrYxesDDp32Qa9nyrlTAtf7EC/BgLh5IXiaR4cUunUh9bRz8vkSWUmKpRl60jDpe6PK3cbEYr2yqCtW7aYVq3X6fZpYg43aYO2he3BdIXYXDF7z3vfjU7//u3jRkYA145GxueE/y4QOJA2PoQ3OKGMcbFv4hx+w0i490bVULDB6S5rGwOW3IKQeerpunm9HkLZQ2bHQ6HGyykMSYkxSl9ippMHn8AvDrRkLGHGwYrgwDPPq2JTy8dUmI3MDcKTAIlO4Ml6txEv3kyMlVp6rs5YVPtiM9EWnXyM5vBHNtcuJnTEaLbLDfDpgUECxm1YRW95Qfo4SUdMojBm8ll8D+a1QB1oMsOaZe+J8up2mR2UNWql4nbUOO62LxRRK8GYdk7tZ43D61Gl0iyX6tkW7WKJfLtGJWue6Dn3T4rrLD+Afv+MV+OBPvneX63Nh4IImdwDwvW+8CbW9A//6th0s8xYUyIyGPlE+kr1/wE3ka20NV371nmJif3y7kLr8Oefi8dxZ7lg+JnhMKvTmVPneB2A6CM8iqXhhZbcjsQxkAFPBkOf8s6ir7ebraj85zdXjmt9AokBmhQuDxIz8HEUWmBkLk3aYdGoEn714UtNkkdSUmHvQVfJ6ZEBxb2PytxGCLmHimCjNLQXhkSdBAx4mM1yjqjhZ7gOTt1REkUKznQuDileSC5Gre/x6iHl1jQsrnwExiFYOS3+eVsidfPnYgALrkwprWuBjLKa1ie1PplIVu88SjrRbuPQ1r9z1OhXsXbz6B34In/mD38W1RwLWJ0riDJfiGwNjRbXTqRbGQdjbrrBECLbiKnxY+c4OCVRO9FQJUvtpDFDBxEa8+k33ZGBMiPe7KkEhNxtIj/WWGJO+uC5vRLJFkp0b758WhwjFEjInFet6zNHW735S8ttTnfEKWc5ZlsfCpA2xXZaIXgP7nodf+T0pdBtblMT1koIf18VoZJiRHnYYqv1qPfNGx0pi1fZArl8kcJTO9eAaZMsBjjD4MAxn65SeuYRa551HLQRvp3WYdT5WwkZCN1ug7T3mOzNW5poGfdOinS/QLhYxDOvaFq+69jL86kd+FC9+2bW7XqcLBRc8uQOAt73+Rlj7OfzaHTPMnRY8pB9XpThaDTRAvsCIkZAbyAeuiEzhPhNzveKy/Llho8nzaD0m1sYcPiZ2+c0seS4hJdLGm4uGRnDYdUlMmyXU0E7zicoO3hUr1uQ1CQPqiLZJXYnHuHJWhucn5uApmUNixUDyqrMq2eiLG/5cIs7zyV/Xc57cYBsLJ7SxKO82CcFjBNJqVyWAibzFIgpjRMmj6MF3gTJil1oquEBZU+KhYqcKXuMCeimO0GrZQBk3BmJCdX59lWjmhjvH4fUp526qsbfapNiIcseK3Wa3xGUHNnH4iuef+VoV7Gm88j0/hM/+4e/hBYcDNkTBi/0fgxNWYWNoFtZLvLUCDEn+HbcRIlNJM3Qr5WdGFDzs+g9qu4CYmwdAnFHKVKkU0lOrVBkT8+9ya5MTi4jM9qX8Oy1gSLZwN5MVyY4B9zGN5bwmc752x3g3TH5MapOIHTFW0rI+c1o5K4xpUtnMrA3zaa2qdNlvTRWJWrYuUo53zLOzw9d1m5k1jYQuP6pI5CilJ+X2FIQoglK2vkLto27dB2DWJmVuu3HoAxfwcMsTF6tkm96j6Xs8+shj6JoGofcI5BGcQ9+0kdR1bYu+7fDWl16J3/qlf4KNzc2nuFoXBgq5E3z3a29AbT+HX/vCAjtd4HwSmOyO3sVkxftASRDfTAprLfcm8xiEYlPeRlLxAiHzsNjGegqoiSsdmdzlXl3Kv/Myy1bvPMq3P/oHUa8Ay0VxhiREihgqJRBSNa0eTfaYxJAEgyCtNuxupk+IHRvaaCGGjEbPrhZirJA3E+dL8inPXjfpGmjRRfIO+YrIHzbUkMbDoEjecm/SU3qvUnl9jXPkshFgRJHk5aqd8yH2wFOlb6fzMX9Pl/WBf+AoZN654SbXem2NAYxNiuK4Bcq0MpjWWT5dxRMo1KOvLRO89ScexfU3vWj1+hRccHjFu9+LW//oP+A7DnlsTDx0mguCBSwXUvAMZS+PIZ5lUrVZXNcWSmILYMRVlP+ylA8mLhDnV77rqlRZI/aIv+SUfccxWjeStsGLjLH1iabKGLn3SfZQHguRZIXNxHuabbHc9zZz9pDSMHZD9C+zPc972CmsRE8iucvy4axMKcpniufvj0RXllu5xxOZzcip4Xzb+JuBvGCDCSKQNztP493yyJVeOGOG+YhjaASCz4WJBC+mrMg/EKELAfPeYxl71jHR632AD9wKRV+bNR1OneL8Oq2EZeWuRQgewTu0TQPre7z3xqvwf/xP/+wMe3jhoZC7DG969Q2w9ov41S/soPFZEcWAILGiZUxmcYwYi1xYAsQocejOhVy8YianTZAhOV+6DWsMLLHx8cFwA2PLbVs0Dy+2RzEmhgitWFENJ+jHMZKZIMPqUV8Z1NBwXyJv0aDqO7PlJMTOAoAnad1iYC2reEryVDWDKGhcWMelCXEUT37yNQQbDaKcf82r4woCMe45wRNyDANQahUSVHpFIoRe8uJkB+M+MOmCkLsUko0NhIlimEZDsakaFlGN0+17zwas94RZ6+IkC4B/HFop8w9ibIMaa6g6mxRaJnhqY/l4ams41GqNhGJtqoDNiiesAab3fRUveeOrnvqLX3BB4eZ3fT9u/5M/wvMP9Niw0g7FWhidQ2ssjLcgE1KSlnRMMnKfgdQBDBmx05VkHWStPSgpcuoPq1NZqR3VqlTZz/xvbhPy18zo+XB9eUdtY0V6UBtBGYmLzxFzawNIRkbmW0zvzT9PUyiYWPEne0p2LidptbA7vZ1VuatNCq3qceV98vgU8vlkB9AMiGHOiVMRRbLVw6gPn2UlihqKjq692Hg+cu2tR1E4GJ9v3bdI/jPbmxM7VfAWWdh1IeSu6X0cKcaFEx6ndxaY78zQLJZol8sYiu3bFt2yieFZSwEfvPka/Mov7/2RYk8HhdyN8IZXvgS9vwO/92DAiVmPofkY+I2DfFxjcx82Sdd6cxEBzofYCy+Qqnac1RElejIwMjUDSDex4zZ4KTnWjBS8LP9OCQso/QUFhGDhgrRXsdxSw4theSpCF0MdskzL58kQKIgxAUAVk7yUWqKETHciNR5eDTGmnedO+GBWk7n9ibAmTUB/XpTQDlQ72d/YCDjo+Ua0TuqlRsMu/7Q3XU7keORXqqxlFS71oltKQrAqgL3nSjD98aC4HxRJHDsGiC1y8oTpgeE2iLMfp7ExMStzUyF1cbSYFE6Eu+/Ey7779bt9zQsucNx0y7tw6x//AS47ZHB0nVjatoEdMAoAeSZ94kAZvQ9tBcSxjNojEzCR5BEMqkT3iFI9htiEaFPEqSQAVpT7IMvVhOR/q0w9GtglJLuV+ujp9sWOAgjGRIJnM0fNUlrOyf9J1a+M3veJLgKIJE+VsDFq6O9BPIW8vJL7PrOl09oOtjEmivqKNamnQVL7hiofh2lNjLCrM83rZrl6SL8hA31RbabYUphkI3PEaAIyAQSAzpaFRDhSrjH/22kcGpf61XFencOiC2gcV8NuzRdYzBu0S1boWqmK1aKJXkKwfdPi6sOb+MDNV+Of/4v/cuUaXOgwNC6HKQAAnHzyNH778yfwlw/MUsirThWIecWSjnDRocsxlDYK+xFYUeI5fmlygM4EtODS89gPzxgZRabhXulnVJlB37xICCDtUZD2qTaJNOhA6MFfazDR7QgJiyFZIWccntROcIhtUWoL1HXNhNNW3KTT2iwxl6LkSZFpAsYkgpqgCzLCBjFwmcqmvfnUigdKxgXQaqyUm6OFLV6vRdB9UBWA0Pu0DW1CHMOuQUOsPE1Ct0kAvE+DqzsZYt1L9asFeDJFSOSSCSIT9zr7DlXWiNJmM2I3/OGYCIGzxgrJ5+/J5oTH4bF6x0U4+yxh84lHcM2NLzlbt0PBHsWJ++/DyfvuwrUHwL3vqgn/rSdANQHZGmRs/IeqBmwFshOEaoJhPrGV+9bAw8BJKxUfK04TKVJBTFNU8p6RqgDlv0zqkKmbGAJF+5FZB2iF5m7IJ0rkhUxjBQ9iY3S5C0OnXmEk0hCDFBmSPU1SnAE3EjaZ7ZtaM8yFG+x7IndW2JhO8ojOvZJvZKQuUwzVnsBwcUdudxPhzs4zqQNsBuebkhg3iG6Y7Hn6rUutpFzgedmt5wkTW00f01KWUkxxetFh0XssO4ftnTmW8wW6tkMrc2EX8wVmJ0/H/Lq+aeC6Hjc87yh+7oPfg7e98w27Xu8LHYXcfQP86d98CX94f4uOspmclY035KAxcZTKUw5C9GooT9wP8cas5Ede31tJaHb83GYVWkrK1BhUur4RkoCUy6ESfb5vWkEV/0qILxZHkIrx0ug4I3ZpMDgbjulEyR0PpTeitmnejYUQshG5i6FHQFLnTDSUavAVavB4j5IhVgOkrwHD8EAgwAHSfiQRwdzm+mxeq/5otLGdSdazTjzQQLzOwnEIwcu8WE0A1mIJIqT2JkTwIcRcm1qmRdTyPaqrROY1hJITv/WaeyZWOTGX67VvWnEoVhS8jdDh0mmFg5ccPUt3QMGFgDv+nz/Gdx6bYG1SDQgeVRMEWJaBrBK7WshdnZE7dvm4QMxGwudho5KtLTHi/Zs7S0oKBup7gt6P6fE4jrJKVHbDYNJERuhUVSeCRJ3Hr6f9gHyulTD1mIgCWW+5SIiEgNks5QKIggDvfwqlahGESn8agVHndZyblypgkw6X0ngytS9T+FSZAw0JMZ+HrHhicP7yc5jOCNvOYRh2u+1BgdAFoO09ZqLQLSUE6wOhdwGnlx225i12tnZiYUTfdejaFs2yxWI+x+zk1qBB8ZtefAV+83/8hzh0+NA3vugXKAq5+yZw++fvxh8/HPDQdouJtJeohSjV1ibSZFNBRfSAKLshkAyUgah4lV1R6HZ7nt98Fllird688cZNRKiW/ass52nVllUfnYxRZSRCk3OtQVZMIXSKKMsroUTKwCOurLWoKlbuKDcy0ehIPbAcu7VaDRatWqy0i00yBZQZnjw8oL3ikC0jYW4ExDy3oRqQrgUTSULLMZdowH0gLJ2PVbG6dVXwGhewaF0KN3gukJh1Liuq4GVOwrrjKudpXcXviubK6XdI16kMsF4Z1FWVyJwosfGxZeVOmxPv2zmJq6+5FOulUqzgGeBLf/ExHNz0uGSTFTqqpkLkhsQuKXe1KHV2Rb0LBFb7rEUfpBvAiOCtEq2h+nOmnyYlegRV9pOKZrBKSFbeP/rcnMgBw8KKPB8vhyrrDP5cJYcAVvPhKEVKlGDpesrh1JZrNCaStOHOCwHlpXmYFfJZuTKX7+egBx6GDrSeVz1/UtyabCuG9jUn5tpJwGfErnEeO61H57ixe+MIs86hdVoByyRvtujw5Klt9F0L8gFd0wrB44bEbdNitr3DkyiaFqHv8M6XXoXf+p9L4cQ3QiF33yRmOzP80RcfwScfXibFpU5tKxIp08qiTLFDRiqQPC6tvFTvLVf/hgoeMBb+ayMkaeS1jeuZcjKQiEMiB7UQhnwUmpWEO1Xt2PgMCZ6Su0ltmYBIaJaPb2xIkorHr9lhOMMkkzw2zjlJVm9TKdfAmxbj7IKO7U7GJyoHlN5vDNB5jz7odeHwUesC+oFRl/YnIWAuPZh6z0qcvu58wKJP/et6x+tEAx9JG8nECJvInTzW3MqJ5Zmv65MK1gBrEmo1uVKbqa2bkxrTCpg8eB+uf+3Lv4VveEEBsPXY43j4q5/HtYeqjOBVA2IHW4GqKYKtYxg2wMa2ToGY6KGyCKjgYTPylql3mQqfF0Hl6l4O2uUJZc/HxCZ3DMfvjwQvOt0ZuRtEB9KkmRyqhgHJSVXCFJCl7BhEm6spJuoAI1tvqK6tVtkOVEmxV0bCrBqWzQsw1MVXh5HiqDixsJmiOD6t+bKxjdWcZY1gdIFTT7gVFBeRdd5ju/Uxh6530tbE8YixedNjZ+lwctZivjOHbxZYbJ9G33aighKCD3Ci3s22Z9g5dRobFeHdL74c/+uvFmL3zaCQu6eJP//UF/D/PsbkIeZNRRVMlDslIVnogQ2NEh3eFhu8wLnMOZkbEbyV5rVAzLkbdzQf9ili1AYxrDfcX2ThWiPrGWxUrPZRUGKn0j/Fx0rwJpWodpWFgY37ogQvryQbGK7MOOaxi3F4IGTnTz3Q3HOMxIyEmIXk0etn63zKSLjls1qfCiYAg94HtJnipuStc0zsWhfQeZ4q0Qf9y2ROlUJtVJyGc+d964DphKuKK5n5WkshhIZWK2OxXivJ5qrYSW2j8qrhfP0h2zexqL56F15SJk4UnEXc8dE/wwuv2IeqnowUuzojd1Uid0bCspDKdVuDTIVgeB3NY1ViQNlzVerCwF6mEOSuGKlK/ICiPQTORL7S2Kxxs3J2CLM5z5mCl+fdqSKmWKViw8iKRjo09y0SPGRKvU4rgokqZDoGwlDJy/uTyiZNEg1y26p2WE5PiuuMyF1O4nYjfJDzpX0/nTjCSxeiDe2lGrbpPXZah6bnObGnFh3azsMTYd54LFqHpnPY2l7CN0v4bon5qVOcU9c0cH0fiV4IAX3fg5YLfPgNL8DP/8t/vHKuC3ZHIXfPAHffdS8+9gThwZ0uqXY2FULk5C5I1mnqJ2SiUJV7sl4UsmFodpi3MUYNVu/0Bs7DljkMgLqSELLJQr6RRGLw2ACc52WVIKX61PHziQUmdT0spMjInRoTIg1DjsMI44NTIjaU/1WRzJtlqoHXEGnnQvwRybetXncejui95NNRInitCzG/btl5NC7ASfJvIIgHmqZMuKjSZaElaVodcxkNYOQa1ULgamswnVisC2lTUldZJnxrtY2ksJZlqrJWouRVxmCfb2AeewTXvqoodgVnH1/9zKexseZxyWYl6l0d/4ZqAhJyF0SZI2N43rM0OYaxkdxpEYUnRGdqEJINQ6KXPx4jb/M0UJaAaJdygsPPza6vQRREICOYGBZfEGlRBUOdRt5Usl+5865UMJ/ZmjvKSvBi9Wzc19UDTkRtVHghRjC9P7Vf0WPMhQF1avPzlUKtQzs8UO/Av2WdJ3TSfN35gKU8731AgNhDH7C1dNhuHWaNw6zpMVs6tJ1D27M9dT5ge95jOZshtEzulttbXBXbNOjbBq536LsOfdvjjS++DD/17tfjlh9468q5KTgzCrl7hmgWC/zHOx/GZ57sgZwo5Tl3eRg2u/GVYAzDAjJ3FFmI12AlJJvfgqy8sVqmOWRnggEk984OQ74m72Iu+y+Waa0yWKurpBKCknERc1AZYG1SIxZSDIishkCTSmgMV4gpGR2TO1U483BswO4hGRdC9CQ9ETqXKl0DJa815udBqmcdb9cTV9I2zsMRK5FK8pY6USLLnyMlc5J/18n4MN0p/RGwZkjSawNUtZA5KcrZmFhMqiqSOyVsa1UqstHvwFpdpRC6NVizBNz7Vbz0Ta/+Bt/SgoJvDc1shgfuvAPPO7IOU6XwbKgnICNhWQJPjzEVyNoBwQt5Dh7yVkOZA4wU5Rg0eEciXLmHm9u5McFjhX+YgwYkEqb2i5chPlFVL4Zo8RTkbrxNYNUJJx3Fpm1Jhrl1oNQOKX9bvo1E2TAI3cZtyIu5Da1khcGuZPs0VjvHSt04DAsDGZXIds95LkBzgdB4jmR02i3AeZkw4dH2HovWY3veoes9ui6g7R2azmPZOsxmS4RuidA18O0S7c42mvlc1DvOubvq2D689XlH8W9+5adR8PRRyN23iE985vP4m8UGFn2Iag2QbpKBt5WTO4xDE8mD1QaY1RlCsjnqLPl2twqzHNZAWm6YXQkeh/x4vzSna1JxOHBSparcfDC4BbA2rYEYBuWj40bPiezlxQLGsBo17uOkpfMA56tFg7+LcefGwSkvJgT2LHNyBxAqa+NzH7gSlhU/DsMunY8tT2CAtmdi532aOKFGrfcBi84PDH1uaPXHQc9tLTl0k4pJHc965Xy6aQy1qjpnsSaFFRNr5Lui5M5GFXB/6HDINbj0Bc97yu9FQcHZxJ1/8ee4/IrD2JxUQFUhVFMmb4RYTcukjlU+JXde1lGipnbPIxG9Iakak75d1LsYQo1PR2Rl9wbCuWqnExE1TzlVqiZCl5M7VfhzxxXIcul2Q2YPxgUSGrKN+zXa1zwEnDZPieBl26Ns/VR5O7T/RBrwpXjOgGFngsxPZWdZnFsXNPSK6Oy2WZeAWceErvMBTR+YwHUOp3Y6tL1H3wd0vUfvPHYWPeazJVzXop1tw5IH9Q262Q6a+YzDsa7HK7/jKH7pIx/A9S+9bvdzW/ANUcjdWcD99z2A//S4x4MzFxNcLczgJlxR7pDlmFBuULS/moQ/vwG5s2Bitltuym4X1gCYaoWuGeXfiWpnjFb+yiB6m4oCpjLiKvci1+pajOaI1GUhCc3101wRJjEpc0Se/Q+bAAAgAElEQVT70Gl4ZiKxD30OmHhuvBRNhMzoDma/ejZGfUAkpEsf0Lt0RhwRty6R93rJldMS/Vj5JcZs2bGHGs/tSD3Q47ASRlU1rq4SiVubWKxNKqyNiN2GKHo6RHyqrXZk+2u1xaYNoK/cjRveWno6FTw7uP/zX0A96XF834Rz7iQkC6ukbqjakeViilx9Hyt4PnttGJLNW6Xo/ZY3MkdMy8hbpMRlyPq9IVfwsr8j25qIky4ZFlt4yshTZt+HyKhWjE6kzxwTs2hwR3l1af3VHMLxceV2ftx+BUjREH1M2TnS/EeFhlfVsW1cyi/mgrEgTYhlhJhMlehcQNsHtI5Hh52ad2hbh84FdH1AJzl2fdPC9x26tkG7vY2+WYJ8D3It2vkM112yH7dceww/99+V3LpvFYXcnUV89NYv4/ad7Id5ROhWw7LD/A5dpjeik0qkb3SFdMD8bjgTwZtUq5W5PAAsVddWRkZd1dVAedN+ehPLxmtaAVoBO6z6SgRPKzwB8cQNG9PapBCtngvdx0Ra+e+yd3DyA1AppTJ8fjrn0XqK+XdBVD0vodsupG3XBmiDViszkWt7h8YJefSB+9MF4gqvPqycR1JGl4HPlY3nVkOwqnyuTyzW65pz76Iqyu+JPexExYtDvwEc2H4CV11+HPuPHX7qL0JBwTnGcrHA1+/8HK665GAsmlghddkyLwMJx+pdEEcwAHE0Y17wNCR6KS9OyRugdjHl6mlqBJDudS1iUPub37NjYhaLv3S1aKulqXFQArh7HjTJzsXpQvwhgxzggXqnD0b7Y6ARlOTcG/nRSHNhkZYjnRMjvwWxMndkpwbdGwbneThJQiv/tUgtLQ94eKvBrHExP7nzbCOb3qN1HlvzHvPGoesclq1Hs+zQO49usYDvOriug+taNDvbcE0D1zYwvsM7rz+GX/uF/wKHDhU7dzZQyN1Zxl9/4lbct3YUjy39gNwMlbvd2gHwcmtMdtOlmaU6Amu3BOPdGNwKGRk9s4YJRk7wmNoN+6hVEkKtKjMgd3nvPQNgYyK9/7IiEPVSNdwrnQ4GJJdz8RC93JBZI/WSO/EaO++lgk5OkDHwUn7vpPGw5uh4SiFuLpQInPBNTJq1OXHQqq/eIwjhU8PWSRXsbhi3nDEA9q1V0ujacuf5Ss+jxVptsCHh2IlVpU7IXCTTWe87a7EfPcz99+Bl31XUuoLzC3d9/GM4ctVlOLRR7xqOJav5dnZE7HTMFxDIxPBsJBlZODYnIUm9G4djKXvMr64QPKt2KhG9VQxDs7lt02bA4/y2lS2IfVNSN9zXZC9y9Y5MerPNbLBws0Hkh99Lg/0bHoGsM5buMmiOcn4OdebrmNyxzZUOAVIssdM4PLLVcMFZz7l1TlpD6SztrXmLxdKhbTo45+Gdh+8d+sUc3vVwbYu+adDOtuHaFi+/6iL88A1X4sP/9MfPeG4Lnj4KuTtH+MSn78C91WHsdD4jM/KXhk00BzdrZphi/piQFM4bk4rOwCFJ9Sx9pnil0Vppe6OHUIKnTY51QmQ1IhpKNuLINSVv2T4rUZtUGSm0aRg2h2HtGXNLNBcwJ3ZEXOyw7D3qiklZJ1MelOCREDPtNUdg4plGffH5ax0bHgMCGcPqng+xQ3rjQhbyTeSud5RIHGU7P8K0YvVtra7i9ImpPJ7I+eBJEqm/neY9pkbG6ZytWWD/Yw/i2hteVBoSF5zX+OrffAJHrrwU+6aTAbGjUaVsTuq0oXGA4cIKrJI5JSHDytlkwVKeWCJzY7IHrCp4it3IUXLChwqe2u7d8t2GTJFgRakcmw2OMIiNpqHtzD97NwKpT2227pkwIHij1BG2i2NyzIVhC+fhiSNFPnAEhPPrOJd52TucWvbYXvY8HzaSu4C258eLtsfprSWc8wg+wPcO3nkE5+F6h2ZnC75rEZyD71psUovvecFB/PIvfBgbxc6ddRRyd47xl7feifuxD41PHpnK5WMPbJD7QGGgPukIrfyx3qYsn2tvtgAdfK1r5J9zJoKnlbD1iNhVxuwSmmVDF6lY5l0qwcvXAzjPr64ygpftBSucqQ8eH4+PZfcAv+aE3DkKMi+WD0jDskp2dRt6vprec/EFOCE5tjGRBGCdg6iqng9s1NL8yuzciUHUc8XHxe1LJrGqFdK7Tl6rLDanPMFDq4Y1FzCfUlEbgwOmx8aJB3H9G1/zjL5vBQXfbixmMzx6z904etklmNY1ICFabypxxPKm4iYui6odRgodRuFDceg0gmEk/1bZUFLtzkzwDBAbgT8VParskOQBWVGcwe4EL9uiwdDOZkEGmGx5cnTz3wVdtgvxFFFAJb2nUhDDLq/HojKiAZH2RFzd6kOaupPlILeecHLexYkSpxcd5q2LhRNd79FLtezWToPlrIHrOnjnEEJA8ITgPXzv0e5swbUchn3Jpev4yC034t3v/94zHkfBt4ZC7r4NOPXEE/jcw6fxdbcGRyKtj2/OXGHLSNxu6p2OBQuSi8ZtQLT5brqRB39D6sgevUVV1ZC1RMkIXf48D83mhC7mFSIZv4k05o2ETdbjQgKbGUUNP3BYANBQLBM5JXc6wisQNx7WatXeeVTWgALQ6rqBYlELe6GJwPlMztQxOCkURCDxWnuZPhH3dBTlqCznz02ErOr811qrWuW8TSVEu1bbqH6mRtJIve2swWZF2PfAV3Dz2970rX3ZCgqeJZx85GHMt07j8PFjqKqaQ7LIlTpkSt4oJIuRepdFNvQ1JR0xkpl9dv4rlunt2TazBuxPQYzSGMdkpzXUmvp3rhI8k70/7Ud6YHbZaV6WCimU35kVuyPrZKRtPH0jx/gHPSd2msOtSt6893Fc2Dgcu7V0eHLeYdl5eOlpd3rRyfgwj6YLWLYOzgU0nUO77OFazqnzfQ/X9/B9D+89yAe08zku2wd8z5Vr+B/+1T884zUoODso5O7biPvuuRd3NmvY6p96PaKU7K8hxhiSyG7MnLy5rMHk+DUlPcNleqOn+aea/L97aBaYyJxTY1KH9Zwo5gRvWlWxdx5lyty6zFXVA+3l+PgpE7Damuy4pTedDys9sFrnQUSojOFjz+bJWpt+EFqpivXS1sT7IJW1MuqG9JwH8fLNCnlVlXNaMYmbahhVCN7axA6I8aQy3MeuYvKmylwKyyISvUvCHJdaj6uuf+HZ/cIVFDwLeOjuuzA9eBCbG+uAELyc1D21cpe1PxLnVZ1ddV4VOYFLy7JQ5GjdvO/omaDkT/W3cWGYNRnJwzCsyu8fKnrAkIjtRvKQkTtdZ0Bc5bWc3A33eRip0ffmkzXy3wEdE9b49Lj3QVqd8Jzs7cZh1josOo9FxxWwvfeYt1wR23Yey9Zj2XTwHnC9R9/06LseXsidd0Lu+h7kHN5w9Rp+9sfegutvfNEZz3/B2UMhd88CPv/ZO/DEvotxqt/dyARRjlS90zYAwFiVyz0yndCgrUGGHttwWVoOsNHoZBRXHiZUcqeq3lSUuyHxSTkpeY5KZVipMtEYpmKMtdrCkYRcNaSSHROBR53BcDjHS0m+FpuoEtlK3pzJzomqdZ4ACgFtSOurgde+edoCJVUrk4Sb03XRnMhJZeJM4UlsdWLjGDE9Vp0ioce7Jv3tNBSrY8UmFri438LG4ydw4/d89zn5nhUUPJu47/bPYv2SK7Bv30Y2pSKRvHG+XT5+TO9nJnqIIwFdSAMWxz9chLRwrOqpChgJG5Ds2AhjdS4SOiTyp49TW5IhcRxzsHx/x6qbRj7G7xsfX04AB8dNqlYOx6p5T9GJNTAIYHu36DmM2vsAR0AfAnr57dhpHBoXsOwctoTcLeXfk7MGbetBBLS9h3fSWcAF9J1H3/bwvYPrevi+g3c91kzAq6+Y4q1Xb+Lv/L337bL3BecKhdw9i7j1bz6LrcNXYOayhTmpAxOv3Nglo5cRGlH6eq8hxVW1Ls/VUxKlybtE3PIjraMqVabkibJnrRmodsl7HZI7A56GUWuVbdYeJlBqgwL5fAoknrzuG6GqLIcIRHmrLf8oqLLZySibrhdVTw04DQ3pOI8n9/6DEEGfzYMd/3BwNTE3RK6siU2FKylG2ZhWHG42qTLYiDoXmxMrQbbAZYsncMQ3uO71Ja+uYO/j3ts+g31XPh/TtUkM0XoygzFk7NSZgZIeGwhLeoqmqJwpNAusqnWA2ECI3cEw9AqshmnZhmWqHVS9YyKm5C/NeNbpPSOSRomsDckmDdVDY7ipcrb+mMUZACSGK+VPy/kD268suMNRkAC0IUiuMr/HE2HecduoTsYraq7d1rLjfnWOMO94fNiy95xv1zk8sdXC9R7ehdguKgRC8AFd44XUOfRdjzXj8eYrK/zgy6/EO7//zbt9LQrOMQq5Ow/wmU/fgdnhy9B4MDHhxLoVUqeq05joRePnwyg0uxupgxQKsGHIVb/VPD1uFpyPyMpJWp53Eo3l4Dlxnpll39RT8nZ1fe3ZpJ/rQprlOrFJuVOvu6osKHABRSfhhBw0/kuIqlwa85Z7yBR72jEJxQrBU8XOGHCrE5ty66a1kF4ZAxfnASMfH2axrwq4ZOsErjxyAFe99MVn9ftTUHC+Y7FY4LF7voqNy69BVVfwSK2Pkp0bh2YxsnF873rKmolnnzH+JdPt59MvKnktpZOMQqrCygy06fo4DLsbuct65InlWA3PnjkUrK9S9jjm2wEyTYOPXVXLPHSryqamsRgZwM0TeaR4LPhog+cdK3c6Nkz7152UfDrnA3Zah0XHecmzpsd82aNt+DXfByZ4Qg5DICZ9bY/jm8DNRwI+dMvLcMPLi517NlHI3XmC+WyOu+99ENubR6I6NQ7B7rYshBSW5bYfeZ5eHoZN66rSpstdlnORr5u/l3Tag+SYJUOGmJeWCF4yhCCZQZupV3kYt5LHmvvhs6+jGtj8WLTatZPGwnloBLTL7EQaDSQnLp4Yml6C9yRqWwofqwGdqgIpVbAamq0l/BpJryFYY2OuoTUGU0N4/un7cP31L8Thyy89J9+dgoLnCuZbW3ji0ROYHr8cZtADLyd0WRsUgjh7KU84qvsCGj0g/RdV+6Te66juGOLM893GBA55M/aRajfKwTNIin2KZuSUTtS2XJ1bPYJdMQ5ba6qItrwiUd7yXqjaS7ULWQ87sfHL3rNCJ+SOCV7Ak/Mes9ah6SUU23ssmh69VMb2nYf3Aa4P3OpEwrLeB2zagLde3OGffvDNuPSKYufOBxRyd57hxP1fx4mTp9AdPI5FyEIWA6OXK3jIvFrKZgFm6l0WnpVJigMVr/PaO2+oDA4IonxGNGQmea1K1KKhGyyjSFbVEKn7GUMkCOjDangESNM3AoFDCJ5SKCQnkVkmDpHZhdzxEj2W3MIaXjEjd4ngwUDamJhIVuusGljD1mluLr/veNXh6MP34Oa3vbn0cCooGOGx+x/EfDFDdfRSVJNpFp0YErxklzR3OEUjFAP1DinCoWqdPgaGUYPolMbHGk7llceOqF15nEUukEY5mvFrJu3cmXLqzlj9KuYyNh8OKQIBsN3hKR/DZvde7GyfkzvpQDBrHDwhqnet5Ng9vN2g7WSEWOvQOw/npGVU4+B6JnLeBTjH4dgXHanw0skO/sVHfvjpfwkKzikKuTuP8cVP3Yr+4BEsp/vj3NRBdWem2A1Cs2G1eIIv8+75e0sXhtW0cZtZSFiS2bx6wCMjlnuwq+QrS5bOSN7AkGfGGJmyZgxi4QNM7lUnI7tbyEO/1cNxO8NKvDFqA9haZ+2mitbppIqkTVu9MPnjnDslftYYHKs6XPLgXXj9D7z77H4ZCgr2KL52x22gg8dg9h0EjF2xcS6zY2rvXBj+bMX7HWdWAa2GS8ehWCTSlbdMmlZmaN+y9cf2jogwsTYVkY22HQLJpIzdbc8oKDskfoEGx8E2LZsnTpCcxOx3IBA8Bbgw7Ou5dB4ntloYIy1PHE/imTUOW00fmxIvWoe+8wiBc5qbNsu1c4TvPAi8fmOG/+qfFFJ3vqKQu+cAFrMZ7vr8XcClV2FBFRMsonhDh+yGDqT5c1lFLAHAaq6eksI2y7fzWXVpiEQIscBDDUgemsjJ3Dhh2Yi8F8KolUlOukg/f6hSJlKaGUuTfR6euq1BJJEYkr0U0jFp2wAmE5uUO5ty5tRg6/JppesRaluhMoSraYZDj9yPV7/3XWfxyhcUXDiYn97CIw/eBxy9HFSvATBZLtlIvQuroVnNqx06wSnnTvtf6v0+ntvKNjTtTy3V7QP1Dsn+6GM1sVwwZbP3JJvlQ4CRtBRgSO+M7nO+XPdN9muYXjKsKtbfAiamaXpR7zzawJ0Qmo4bFW83PWatl5GMHr1n+z9rHDoJ1zZ9wLLp0fUewROc8+i6gAqElx8FXrHR4EN/9wfO3oUvOCco5O45hq994cvYmkzRr+3Hwo/CpyLHq6eWhyN2a6Gi+XZchDEMwWquCoR0Re85cNFDVO8wDseqp0swxsb9zo1vJHek49OQhYDHva7SMfB28n56ZpS/MvaKZf/1M6Hq4er7tM+ftWYQZs3n5VrDjZwn8nzDelxsO1xz6hHc8L1vO1uXuKDggsfX774T88l+uLX9PKOW8oIKGihskfBg9xQWJUK5vchDsFxtmt4TXwcwqW1KQ5H3DBxYeb8xQG1s7DKQh3SB1MJFHUNkn0PZ5zL7TJGLaLOQ7GZyurXTgcdO47E2sSBCDLX2otb1YuNb5/HEXCtiAzrHTdw7T9hZ9ug6x+1TXMC86eEcT5jYZwOu3iS858oJvv+H3noOrnbBuUAhd89hfPZjn4C54mosq/XYz0j7vDlxBVN+3Uixk8e941L48Xgz9Ug5BLLaVNkTDarFkidrBsQrCofQxOZsXBCJ5xu0UnYYeg6U9iONG9KN5TkqZwp1IFaOhRDfhjBaXfPrNMSqrVu0WKKu0jEdqT2uaE5i/xOP4uXvekfJpysoOMf48u23oj94Kbp6HZ7SVB4dKQhV6ZAr/vyaPibQMNIAxHYhISdQ8plqHnTajL5nmI6SIgIGiAVW2gKpijaQYu6fhUYCkgHKf4BzKxbzgwFUlZGep9ISRvKqXeD529q7TjfiYpUsE7zOB2w1XDCh5K51Hr3j5u9biw7OBTgJvR6pA75j3eOaMMNP/Pj3lhnXz0EUcrcH8PjDJ3D/A4+Ajl+BeTBwIYVRV4ndcBnL84m4AcmTVG/WeYrecl6dqzlwZ1LvVJUjk9hUnuwcqZl62UHza8QzHXmsuhUNY2iPvhVqd4ZIreb15WFaIIVb4/QIa+L0iIk1uHzS4uLZEzjczPGaEnYtKHhW8OTDX8fjp7Yx33cMHSycz2xbzKdVJ3JI8AyRVLKykqaObAxvhgDSUKh8XlLvzK5FFYi2x4hyt9qs3QLwsj11mo3hqTVa7TpGJJ6UKoUJFMch5rbcyXjFZc+h1k5akwBMAmOuXR9wesmtTlqpkFX1rvcBfRdwzQbhUtPghWs9fvgDt5ybi1jwbUMhd3sMt3/8k+guvRJdVPPOTPC0EXAIqowRAuWjv1J4dzDnlvIh3lmIFHn+XWJYYfQVi9VeWVhFw68aVh60NcnUPGPSSCIlaWfOultF3u+Oq82SN15Zrnhbt4Sr6haHFqdx3cENvPCNr31mF6OgoOCc4Cu334ZT+y/Fguqs+fkw9WNYTAFAVDQXhuFOgO0bZSHb/G8dq2BT3h3AdixXAnm8oI35utYY1CY5oRpKNUZGD2b5d9FBFWXOGHGsKdnFEIhnbxsTcw+TCsckjytgPXcVkH3sPOH0ssOi82h7H/vbVSBcvuZxkVvirdccwuveePM5u14F334UcreHcd8X78JDjz6J6tgl8BsXYRmyFihQcqcKWU76EvnL26qoQdHcPp95ogP1Tj5fv1hht2+YyZQ0YWmpyTAbWn1NVb1hxW1unIefZ+IzAwoAMuUQ+hkYkrsNG3D5pMeVTz6IG2++Hpdd+4KzdBUKCgrOJb7+la/g5KLBYv0g5phiEYbqFgGwWSoKmxuKYVh1HBVG/peTPA2lqp0LlKZk6HJtbJ5PuoHBgOBB2pdoSDfO2c6gGSjq6Cq5U5tbC1P1gbDseYxY63mSBBM3iuPFrDFoeo+tZY/WB9TkcXwScFl7Gre87sW45vlXnYMrUnA+oJC7CwiPP/gI7vziV2AuvhjhwBHMXTJ+g4q0TLXbbXnM2ZPneThWk4XzL9WY3GmeXvSuhaXFIg5wOALICB6RjNHJEp9H5E7XH2PXLzgR9lcB34kdHDt9Aq//vrdj34EDT/ucFhQUnF948pFH8PCJxzDfOITH/QRLpy2cKDmGSE4ip7CMQrIjFU/nbBuR2Qiq2KWIRWVycqepI6z81VZTSFJbFU9ajZtFOYLO1kZU7QIoOdSUiCWBGxL30oR+2aWpE3H6hA9Yg8fxSY/DO0/ife96U8mfu0BQyN0FjNn2DJ/9+KfgDh0FHTqM1k7QhazPXZZjF1Ye5+qdGSh4wJjcDavQ8moxJYv6LVQD6KSCV8MqeSPjqNhR8rwHCcrZV5oNJeFATThuO+xvd7Ax38Kx9Qqvfc/3ne1TWlBQcJ5hsb2Ne75yD3bWDuIU1nC6D+h8InpeWRjOTO4MeAxhyrPLyJ2QNVbuuJCCiKMPnLenE21MTGXRWa/WJPVO8+x0uZK7PHLhMxs8JnfOB0wRsN96TPsW9WIHhxHw9u97yzk+wwXnIwq5KxjgP/3ZxzCfboIOH0Nbr6H1GBC9pNwNGx6PZymeSblToxjXy/Jk1Gpq0+I+pBBKbN3iQhZOGX5OZYBDU66MvaI7hX3z0zg6AW588+uw/8jhs32qCgoKnqP44q234fTkIjyJNTy69OgCDYgcMnsWc++kAELJHK82Uu4q7hqgeXNK7oxBLKIAtFn7kDT6zJjt1nxdQ7OGCGuWIyn7+iXqxTbW+xaveM2N2LzoonNzwgqecyjkruApsbN1CnffehdOzhbo7QRhfRNhYwNhMoW3EyzIcN4eslYCqsLJNoIs1CraMfKcF0JqVNr7EBORlUhqovDBqcUB67DeN1hbbOE4Nbjpza/FRYcLiSsoKHh6mJ0+jYfufxALF9BVa+jsBEtboyWLxgNbnY92CMhIXfa4khCstlqKs2izdSbWxKpcRW1XK/gVGxWwbgKq4FAt55gsd/Cym16KzYv2n8vTUbAHUMhdwVnB9tZp3HXbnTi5vUBf1fBrmwjrGwhTNpQdGWxU0pIAATYQDAVYCjAhIFAAVRNMFzuAd4B3CCEAfY9J8KgQUINgDOGGV92Eo5df9mwfckFBwQWGnZPbeOj++7DwAV29JkSwRkMW857Hfe2bVkz0jEFluMK1AqeHgACywLrvYcjDeLF9rkMdAuAdKBDIO7zwZS/CoeKsFjxDFHJXUFBQUFBQULCHYL/xKgUFBQUFBQUFBc8VFHJXUFBQUFBQULCHUMhdQUFBQUFBQcEeQiF3BQUFBQUFBQV7CIXcFRQUFBQUFBTsIRRyV1BQUFBQUFCwh1DIXUFBQUFBQUHBHkIhdwUFBQUFBQUFewiF3BUUFBQUFBQU7CEUcldQUFBQUFBQsIdQyF1BQUFBQUFBwR5CIXcFBQUFBQUFBXsIhdwVFBQUFBQUFOwhFHJXUFBQUFBQULCHUMhdQUFBQUFBQcEeQiF3BQUFBQUFBQV7CIXcFRQUFBQUFBTsIRRyV1BQUFBQUFCwh1DIXUFBQUFBQUHBHkIhdwUFBQUFBQUFewiF3BUUFBQUFBQU7CEUcldQUFBQUFBQsIdQyF1BQUFBQUFBwR5CIXcFBQUFBQUFBXsIhdwVFBQUFBQUFOwhFHJXUFBQUFBQULCHUMhdQUFBQUFBQcEeQiF3BQUFBQUFBQV7CIXcFRQUFBQUFBTsIRRyV1BQUFBQUFCwh1DIXUFBQUFBQUHBHkIhdwUFBQUFBQUFewiF3BUUFBQUFBQU7CEUcldQUFBQUFBQsIdQyF1BQUFBQUFBwR5CIXcFBQUFBQUFBXsIhdwVFBQUFBQUFOwh1M/2DhTsDZzc2sGffearuOPex/DAo1s4cXIHp7Zm2N6Z4/TJLTTzHew/dAh1XaOaVNg5tYX9Bw9gfXMd1hjs21xDu2xx5RXH0Hc9jh26CH3vcGDfFAc3JjDG4OiBfdi3VuN933UDrrn8+LN9yAUFBRcYnjy5hb+4/T7ceWKGr287PD73OL30mDUOW/MWfRewNrEwxsAaYNn02FizsDCoKqA2wLJpcfzAGpZNi8ObE3Rdh/1Ti/1TCyKP4wc2cOyiKX7iPa/BJceOPNuHXPAchSEierZ3ouD8xcnTO/jY576GO+45ga89chonntjGk6dn2NpZYD5vMJvN4fsewJm/RkSE0LWDdQgAUYB5BvtkjMHa+hTPu/oyHD9+BMcO7cOrrrsCH7zl1bjk6KFnsMWCgoILGU+e2sJnvvQg7n5sgYfnHk80AdtNwLz1WPQe884hOIL3bMMoECgQAlF6HAK8JxARQLIOESgEEAVQCAjBg1yP4B2C6xFchxA8Qt+BvAMFDwoBMIDve9i6wkX7N7F//yYuP7SJt990Ff7+D74eR44UO1fw1CjkriBisVjgNz56B/7kr7+MO7/2KB4/OUNwDjAQXiaGC/wYBH4NBuTdGbdLRPCuQ+jb9FYigPxZ3X9rDS655BisNbj+uqtx9OAmbnrexfjQD74ZBy666Kx+VkFBwXMTi8UCv/9Xd+GTJ3o8sNPj1LJH8GzM1L5FgsZeKIIQteCHhI4Ig9coW5cCwViD0HuEEIDgQSAYY+HaBsH18K6DqWqErkNwHSh4BO9h6ym872EM4NoGVT1FcOJEE6GuLUCEay47hEsuWsc7bn4e/u7734TNzc1n89QWnEco5O4CxunTO/i1P/w0PnbbvfjKA09ga9bC2GEaJlFAtHIEULJ4AAGmqmCMBcGwZ+pWSR4brB6haxG8E8PJ3iwonPfNZfgAACAASURBVPPjNMZgY2MNL77uGuzbt45rLz+CG553Mf72D7y5GMOCgj2OU6e28e8/8WXcfsrj6zs9Zq1H/qtHBCZsQuSIMnIHVuAUIQRQAIIPCKrOhUTqALB6FwKMNTDGIIQA1zoQBVhrARh45+Dahu2trUEA+tkWgutRre2DtRW87xDaBoEIhgjBs6NNIbDC53v+SwFEhHq6DkMBBzYrrE9q3HD1EbztxqvxoQ+8/dt5ugvOExRydwHhoceexL/+vU/hk59/AF+693F4YuJjNDZqjApx8tSIYJcIXfy6yHNb1TC2AhkbF1PwCM7H9UPfSqjBsBccww8eIIiHKvKgGElrDQDeN+89EDxsVQEwbEQpI5HP8Ct8+NBFuO4FV+GmF1yKX/jw9+PAgQPPaDsFBQXnDx4+8Rh+99MP4EvbhHuebODH9mH8lIjXyZQ6Gj1Wm6ikL5K87G8IvHFjLQc7VAUUAuh9QMiWBR9gjEUIAQYGzjuQD7DWiONLcH2vOSwI3vNzdqUR+lbUvoBqbQO2qhCcg+sWTC5hYKoaJrQ4ctEGvvfGK/Gvfur7i0N7gaCQuz2MT995H379T2/HbXc/goce20HrOCQg+hsyThcxeFxVAADySb0jZOTOGFhbA9bKdgHARG83iIcZvOfPIkIgD3IOITDBs9MNJnpdwyELWKCeIHQNh22Jdyq4Pu4chcBebJD9gnrd+vzpo6oqXHnFcbzhFdfiH737NXjFy1/8jLZTUFDw7cUX7roXf3L3k/jKDuHErMe843QPo87qU5kEYosWNH8uJ3cAENRWiu0Bk7ZBuFZsHYwRJxUxLAuwLTSVQfAE7wKTPRAMwGFeUf6s5XVAATAEa5n4+c4h+AACE0IQ4LoOFBxC36FaW4e1FULwABH6ZgFjgGoyRfAOvmskvcaimk6xb73GW150CX76P3sDXvgdl5+DK1JwPqCQuz2G/+3//jR+5Xc+hcdOLRFQJUUsgkkZDGD00pvsjz62VjxQAy9GY6DeEWBrDskay39hrBguxJBG/NQQYmJx8J7DD5Mpq34UAFjYysL3nRgxB7fYYYNUT9nQuQ7e9SAK8F2H0DUg8vy5Quwo5KFek0LITwNVVeE7X3AVLjl+CP/gXa/ED77j9U/r/QUFBecWf/gXt+G3v9bh8Z0OrQ+JyJlE6mxGtM4IItHBpFiCMvIGTUsZln1p+HUYviWOdGSfxeIbwVhw6goRvPOs1jmxhYHg+gBjgbquYKyJ5otDvR6+83C9QzWp4F2I++A7TnGp6gmTU+9Y0RNHmG2hB/kOfdOg3tyHqrJsW/sAW01wYKPGlYc38DPvfzne9KrrzsKVKThfUMjdHsCXv/4ofubXP45PfekEGl+xwCWy/gqxA2AqVtooqIeb1tDHpqqZGIrBIs9h1mjIkPLtjLWAkdy7PGoLSDGGEkJOMDbWAMbCd5wvAmNRVRUrdN4xgQu8/xQ8rGUCGbyHaxcADMhUINfCtUsOX7QLMWpgsmlrQNTB4B3qtU3AWHQ7T8r+UfSyx0ivsSd+5NhBvOz678DbXnolfvpD7/mWr1dBQcHTx/33fR3/+60ncNtjDU4vHMQ8SWoJ38vpOZO7mFaiGPzaJYUuV+/G4dkxcvVOyd2utiTavrR9I9sLIUgRBxPItP9mQC7TuryO90m9I7GrRCbm/VUTbrvSLhp2phE4wmHYYbdWwrudg6kmqKZTQH4qKku4/tINvPfm4/jb737tM7hCBecTCrl7DuPnfuPP8Qd/dS8e3fYwtkI0U0QxZyNBiJ0xQpZSXgfMbqpdFdcHJO8tZhgzSctDskb+amEFf3QyuLYysg6HIYyp4AMhuIBqMo1hXoDg+4690GoCeJ+RTMC1S9i1TVYUuwYUHABCcA36xQyubWEnaxwy6Vsmh5N12HoCCg7dfAu+bUAUMNm8CP1ihtAv01kSYsdKpIlhGz0XBw9fhOddczlueN5R/Nuf+YlzcFULCgoUy8UCv/PxL+H/ezTga08uNUsjErj4GFhR7fIQ6W6gjHgREYIUVsT6MX1xF95GWkxBya5G5Pl52br6WOF9SI4vUu6z7lfcZEY2gxZuKEkkgu+DKHiWc5UJ6DvH5NEA07Uafe9hNLrhHZz3mKxtxNw/3Wk7qVBZA7geRzcNvuv5B/CzH3rbN3WtCs4vFHL3HMNf3HoP/utf/0s8eroH1WvJWkSVLgufBm01ouFXJnbsxZkUah2RO5updkbeR5LQq58VVTtTjQhexcYJnDNirYWtUmhYQ7AcyjUcprBW2gZw3p53ToonwGEIPUQlqBJGCT6IEQdct0S/2OFwhevhul6I3RqsrWMBh+8buGaOen0f5+51S7SzLQDcgwreyw+IgfaA4eO0yHtWwRCmkwkuveIS/NQPvgY/9bduOduXuqDggsUdn7sbv3r7Fh483WLe+kjirM2JXSJ40Mfg5sE52VpR73S5OG4Dghcy0hdyhrWKQGKbBixMXxuqhXFbI0UOGaHUllORMCKR07xFC+X2kNhG2tqyUpnlAnofMJlwEZr3HM7l8xJEIWRF0Dt21utJBWs1fKzhZANrAjbh8JG3Px/v+a4bvuG1Kzg/UMjdcwDLxQIf+bcfw8e/8Ch23ISDovGyKaHLHuvyELJ1wOSusqlCVsIG8hL/lVw7ZXwGJr4Y25xo6NMkUgd5bG0FWIOqMkz68v0xYNWwqqICGIhAPvNU1cDpwY9DFBLKEGExkk9F33ax31TfNICpuLDDBwlvOLjljPeZCMH3aLeflGMmzuMLAd45LgQxEkYGhIw6gALnCgaP4DrAAMcvuwQffOfN+MV/9P6ne3kLCgoAbG1v4//8+N34qxMeD51aik2QEKsdEzqTyB4yggegGrdzAlbIXSR2UHKXetYNQrNn5nYx9y5tc7h9/fBBz7z880eh3cH74r4TDA13gtQhV2UShKqqEgEMJAQPUnnLRI8I0oVAzqc1rNoZxO4Eany95wKPamLTcQRCFVr85M2X4O+8+1VnPjEF5wUKuTuP8et/+ln8xn+8G/c/4WAm6xi4fVCpP1fsMHqeVDxV7bT3khKWmL2rqp2t5LWhcgdp8EnB83JbDYidrfh9msRsKwkRZAaZAMBKyARDL1RJ23SdJ+JZY6L3aw3gJJHYWgvvPButQAhjw+cDuq6Px+SWvbQpUO+X4HoPIjZsvm/gmwWMNfDdEq6ZIzjO++PkZundJ/sSgk9er+tTY2bBRYcO4Z1vfhn+r58rIduCgm8GH/3LW/EfHvK488QCbZ+KI4xGGPTximJn4jpnUu2MwZjXxVSLnNSpckdgnzhoYdguyMOt42XxeV5Ylq9PObGjgck2SCqesYjklnOcRyxTveHR8ebHnAuKXlRC7buX8hQJ1aSK79P1AYKt8hzqlKNsLYC+x/dds4n/5gNvPMNZKni2UcjdeYa77/06fv63P4PP3nMand3cJSqQX65EksYhWV415d2Z2sYbWsmdkhQQiZGsompnYhKLfI4YGfKS3ycqnSqBSeXjj7YVEz2jBA9Iip7Jth+PiY1HXVUpGVryYCprYpghhg0kzKBGGgDqCjABaHsmoBQC+raHd0zuDAiTaY3lvJMWBkIWfYDrO/SLHfTLHQTnQMaA+pZHAzkPW9eYrG9gsXUK1PfclLnv4F2XCHKG9c1NvO61L8Xv/7c/jo3SV6qgYID7770Pv3nH4/jUiR6P7bRDQgdEm1KLop6IzO5hWX08Vu0Uw585KULIyZ0QvEBZS5ThFgZEh/+uEj0lQeNJF4B2bkptqEiOMxVlJIdXiRflKwti0UWgYT4N8nV4eSK32T6HpPzFMLcQZLbn8vkjtZHtOEX1r6os4B1ec9ji53/szbue94JnD4XcnSc4eXqGD//aR/GZB7pYzMBYcTsB5AZQb0Lpim6y9bTv21i124XcAZJrF1U7/pRE8lIIADASJrExHAIMDYp+nsr/2nCqqmQ/KL2vqiRMkBdgxOfJYyQgzXYUz3cyrbidgPOwuX9rAOcJrnfolqzkTTcnCI6wnLUgMphMubWA65Oy532PdrEA+R7tzmn+jPUNWFuBvMNyewsEYHHqpJwWC98uQd4hSMf4HPXaFC+76Xr8u3/+Pnzn1aWnVMGFjVNPnsK/+dhX8edfm8MFiorbmKSZaEfEhuQbOYN6t6LaZW9Jv3K5UrdK7lRN8xIVSaQt/7tK7oafkS0f+dvZu3kf1bapMmaQkb1E8IwVNTComoc0u5ZGSp0evxmywnhulDDG5YhdDDT8zfnSiPthxA5XlZXCk4DaWlgDTGsLEwJesObxke+7EceOlmbw5wMKuTsP8A9+9U/x0c+fBKai8BBF6XyIofcZX8/Xi54ixfU4PDokdYO8uxBigUS86VW2jyrbONwxJHT5Y92uhmajV5iFaZNSJ0UeYIWusibaHmv4eQwhy/F1LsSjq/5/9t496rasqg/8zbX2Pt/j3ltVQFGUQKABUfAxpEAlPmKMMT7bdGvs4aMdms7oqOmO0XakHya2odtX0x1s8ZEEM5AIRiXIQx4C4S0CrYIkgMAQUR5FQVXdqlv3fo9zzt57rdl/zDnXmmuf81WVyKtunVXj1nfOPnuvvfbae/32b76DEMwIgAkYh4S9haRVMen2eDmgX/QFCE+OVugXnZhw1xPGQfJMhUBC9ibGNE1YHV+RKNuU1NcuYVieInQLTOsJyyt3SYqY0GE8vYw0rJDWp+KHVyYqFq3oox73GPybH/5m/M0v/ry7exx2bdeuunZ6eopnveZdePkHBhyvJ0MM+b9hgtPatdq49jsg7hg+uCI4lxBrDbnT/1Vfu5k51n02gTmx1otFq5krfW6Quy2fNzR6KGZXG6Tt2uK9w3dHxsQCUa+D1F1mmszsWsfVYvTsHIQyHpk/NO+GGIXoRSJ0nQB6p9jMLMEgpKS7I8LeImDRRSAzbqABP/A3PwePefj12LVPX9uRu09j+8lffwP+w1tuxtSf3/hNJLO5ua+9VY32bqODKi7WIAolbAUUBU0L+dMweg8AZ7UYCwuU/89Jnid3RBJ5ZQBMAhQG2mJ+ke9BpUGJ0iJElR4NeAMFMBhTZkSVMKPun5mRTJoFhO2R+OulAoYVKVPKWC0l+3sIpJq+hHFIAuxZUgTkLOkDxmGFcTUCFJESMCxXyMMaKSWMy2Ok9QlC7LG6fBvG5QkodgjCGoWwqx/fDY/4a/jx7/5KfP/f++qzJ3jXdu0qac97xVvw3A8DF6+sW00dWoJRTbNOkwchcT6gQlpVVRkZmbcNcqcfsmrshCRt0eLZftCyYRZkYfs5Ld6Gr12jvoNi12wfjZzd9uptBOgwF6LtqmpUr+XyI6qZBWoVIfljgR9zXDfTa4gmdNf3QtcRAon2btEFEbz1t8yMLgYMk9To7QNh0Qd0USJ297qAAODcNOBbHv9g/I0nPGrjOnftk9925O7T0P7dK96Gf/XK9+GYDluwapppnu6B4JXjTfKd6+bRRMh6QmeaPPOhoFD9P/zx21qMmgdOJUxJZSJMzZM72jgXsPDaOiL0nRA5A/BIAV0kpAz0CtoGvpbHKTPXYA/lazVAgwEm9aGRAt9jYph1eHLO0lYTUlICZExTxqDli0YFL/FFZqSUsF5aGbSAEIHhdC2m39MVxtUKBMb65C7kYQnOCcPpCUhfElbk2zR71954I77/m5+In/ofvnX7JO/art2H2+ve8Af4tQ8QPnDHsgRRzcmdaOrFt7b5zRG9belPgNZS0BK/xgABoOa9y+rOIfninCbPa+70e4aLoM1Sf/buyJ3/LMg4226aQz2vldsuOKYH2jzBIluVCG4Tuj35s1JoJhhbhKyci+FP0xwbW+tMCIQuBlAQfA5BhPFFF9B3EYHEYjKlWuaNGSqcExZRiN7hImARA8JqjS+9oce3fOUXnPms7Nonvu3I3aewvfEdf4Ef/tU/wDoelpxuZzbnmLt5i6rJtSF3wMb3EOU8NaLMASSRc6BF2VZcfrnpqjk/qZatAlPViFlf4ncnR0TV4sVA6GNAr+PqXODFnpFBB9RFO+mGIk7PKoE7XxMBQJVcmQpYW2CGReCOKTeXZuA3afb3pLUil6upmGVCIDH7jkIAS2mjzBiHEZyB9XLAuJoAkpQqp3d+DGkasD4+RohBonCHNXKeiiYPRLjmhhvw3H/xHfiaJ3/h3T4Su7Zr94X23v/8Tvwff3yCj91VAyVCQ+oqFoVIlQgV86QnLdtNs+0+KIFW1uaQZQIsFAsYXCJiDUd89KqRu2zkiCvRS/PyYyhd63gqLpsvrxlSJD9nJXgCmy6IwkE9xapJ83PB7rO/XjOrBsXjrOQuZy4EcfLYNxP4jdiVOY+isQuEYkXpu4hFDFh0wbin4iWDVTCPQdxtDhcR+33EuUVE3wWsj07x3970UDz64Q++dw/Srv2V2o7cfQrah269iH/yK7+PP7sLCN0Cm1q6bc05WkAIDTd+eA7IHKEzaZbZkgir1BeoWcTeAbkBS0f8LEnmtuadb6u2rpI8r7GLRuBIztlHwqKLiAQs+ghP5MzPw4irJ6Pe+dgAZUOvWbR3NZGogCYDJECUSjHwKrEDZr6QXzJnXLmyFlLotAt23pQsubKkVJnGhJQS8sTICYhdwDiOOL54q5RUW60wnJ5gGtYYV6dIw1oIfNAycMy46abH4c3P+OF78Wzs2q595rXbPnwzfumtt+IPP7JEylkFqk1tXHCfjVAAVdDaZqatplkvQLaEb/4m84ouLyAaUaupT1STBwAzTZ6Rs0Lysmr7i3DZnrSQSG3mn1ZcS7LUsGVhjzWnnu4wJ6Vc8NrmkcpORSCHCzwJpH7ItVJQ1PRTdp1WGYNi1G2o5M5pDM0HuhBrAL1q5fooGjrzm1YPlurDR4RFBA73ehwsIhZdwOEigphx7uQK/vtveOK9fax27eNsO3L3SW5//+d+F2+7eYmwd1C2FQ50d82rpMqmuRZv5kthOn2ntXNfW7MGSeRT1ebpPjPTKuBInpcUqQ3KaIBWfeuEYFIjdQeCSH59LD4chodRP3ShjquQ00JcpSUN52clXN6kYoBpaQ1CGSuV36tpxaT12oeB9npMZZanxBgnLaum968kJ80qETMjTVnz7zHGIWNYLpGnCcPJEVZHV5DGAdMwYFidIk8JPE3gPCGNAzhn7J07j5/+ga/DD33319/DA7Jru/aZ0U5PjvErr30PXnvLqHnqAHOBmzK2E7qCO47cOcHVmyxt/yJMzvDGB1Jsg9W4BUdNe2dmVtPkNduxhdw5M6cJtsOoiYAdzsp5qkbSyoYxm+auau9Kf3B+eG7IVlWoNCfoWnIDi24VP2f1kVPPmS4EGUNmZBb/4pxtTBDzqt6HQvQAdF1ohWug4Lm40wR0gcTnTs87qbuM3e9D9cXb7wPO7Xc4XHTYjwGnJ2vc9EDgK7/oc+7FE7ZrH0/bkbtPUvufn/kavOpPLgH75zZ/pHatbm8zcufJyJkEj4rPnYS2y5ZC7mTHqlXb4qRcypM1EiIVItWYTkoUrqUuQYmgMh8Ri3i1vgOJA6747AEBKI64Bv4x6Al4JnWrRIjSv2w2kDIy12rm6lxFje3nMk+V0BVJ3ky+qIlMSc8xJiFx5gZJjVM2Y5wYaUpy/iQS8jhKnrxhucRwfITY9xjXUgd3fbrEuFpjXJ4ijSuwlT4D49GPfiTe+swf2uXI27XP6Pbsl70FL7014Gg1NYKiCW6mZZe17jV41XJgBEWRq6zMzLU/w5KW4LU1ZK015tkG39zvZnptNHXOVOv+ZrcvoZpQvYA4uqCL9mxVoMyKH2CNbs2GQCipMuf4Xq0tmz2XahOxavQsyhVE6KP4znVRrSEsgRDMIqzafZlSlvsRSYLPZCSyLVCjaAiqqSOIS00s/nhirrVxeSuNaf8u7EVcs99jvwvoQkAfCNOVK/jOv/5o7O9w7hPeduTuE9ye8pw34KXvuA15r0bAbsyw16D9ZdqM4LXh7kXV5tT4EPKl52Q1A7ZmDvnRq/gLadPj6ufWVFs0f6GGcThOaNRHyZsAQwFod1mm2QvqoMec0avKP+WMPrhqFS4Qw1KkeNOKgXCeTXoxCQHghiDaZ0fuUE2/BuSZRWuXkkTq+n7tulOWnHkpZ6TE1RE7McAZ43pCnqTCxfGl27G86wrG1YBxPWBcnYrGbxokGIMT9g7O4Qf+6yfjqT+yK2m2a59Z7fm/+/t48R17uHgyVgJm7hgqtJW1BUYygaho7Sx4aoY9slMheMx1fZlvru2/jdgBLbmbm0n9Pt40O0+HIgEURvK4EE+5HsDBIAhCkEwgtMCL+dCS+vNaalGrnGOaPdYcnratgipmOG2ErxI/cX8JZa5qYIRlJhCSt1BtXFIVHRGwGqYyT1NS9xOV5L1/ZOkc1QfP3mO9BlwAhP1eMo4aqey17m0fgQt7PfpIuLDf4dr9Hgd9xOWjJW6gNb7+yY/feq927eNrO3L3CWrL01P8g19+Lf70spTj8rO6we3cgrx7gnf37M/88KTPum/Rvnmtnf89VpOqB2XbfRM8KvJ6s66BuvVvZNBopin6AlGJuiKI463XynnfF5srI3wm9UElfWYUydH887zk7c2xpm5scNLASQljMRW5OTVs9bUji19OAT5tXH37mhdDqtumlMEZotVLOsaUcOXWW7FersE5YX2yxHq5wnR6hDwOyHlCThPyNODhD7sRr/ulf4xH7ByRd+3T3E6Pj/CLr/tTvOmjQyFRRARTtltUbBda4mWaOCM9DRFUNwygkrv6GZqsVzWCsXXZOKuV85wBsJXMVVOrfS+mWl3v7YGbX40sTTkXzLNfstPoeYFRPgNWeztpkIV81uTzXK0Sch3sAuMqNpdtLrrWp44xwbqLYiXZU80ZVPs4Tqng8KjZA+zavfA6pwrVNKxCfCD0MRZC2WsKlUUMiv+SVqWPAdef73HNosfBosMiEs4tIi5dvISv/byH4rprL5x5X3ft3rcdufsEtDe+48/xv/7m2zEsnLbOocI2cmfmzEKgINUiWjC6e3IHKCiZNytUMxeoLv7STSWSRM6M6ghckcBn5M6G0vjZoV34nugJsgYn3XKNigU1Pi1zADVzq4F/ZvHf6boghavVpBtJesowjaDCqTO1AFXT6O9GcNdhc1CGrv/LLBK4t44nZZHDxMiuU4bz42N291MicCWNigDzuJ6QJi61I1fHx1hevoLllROkLJUvpuUpcp5AFDCcXgFPA0CE7/g7N+HXfvoH7vGZ2LVd+2S0P/3jt+Pn3pdx69FY1g7zdn86yz1Zmq0hR9SMFG6SO7T4BTOZWrLiikVnNsORu9mnCazgmvrE+/jOLQCtR0zV3WVmDE6gi8HwDUWTT4SCe1B8GCcroyhuHDk5YTH7dC2s5RKrcD23AEVNMUXUYprNmc1rH4G9rhPrjd6DrMCXWFJFBaKSCortfqASPDtnEaLBkvA4yP1cdAH7fQRBhPOF+ed1gt0POOxx7X6HXsf8oMMFzi8i1sOE8c7b8Y1fvssc8FdtO3L3V2w/8ezX46XvvgvRBUwAtiC3A0tL7uYEb3s+o7bz2VcWB13MIljPInfmt+bBb65J9ATRg0hodPSe1M3U9/BAhiK5+e2V2HndWr0mOECxcwdqyZwBl/fZq1PkDSdt30Ygo5N25y8Dr23wJDTlLMEVajZiqMlFfydSs5SObVJgT4mRcsYwiFNzSuLDszpZ4srtdyJNE4blgNO7rgBg5HHEcHwJaVghpwlMjP3FAq/4hX+EL3vizoSxa5+69oKXvxHPu20Po1ZIKFhRNHFVa0dUfe6aZoQg+7x2tcpM2c1hkv9ur6qoZsYtXW+cz1sD5o1n5M7vaTjHs+Pnb0udAvFjy7m4bIhvW9X224GJ63VwZuQWMTGMWWpiK7ELqBkBeiIMKQuelATHNXDNqnSEWO8NSHwd5XpYMU9SmnRkFYKopIlKuZLolBLGXAVx6VI+mdI0qZljYlaiLqmuAhEOFvI3xoA9Tauyv4iFBJ7TKNr9LuKBhwtcd9Bjv5O+Lx2t8IXX7+ORD91ZKz7etiN3H2e7cnSM7/vF1+LDq8WZOevOmtq55q75XuACM6bU/NnynbUPA8YWIBty1wRS1JqGlRy1gRUbxM8NwUDQCZMAao45ACVitQRDwANqnSsP4v54M5MQapmhLtb5Kr4faMd5VqvBGNTkcTJzRpk/tgANk/JljCmL78wwZfXPU7OMORbp8cGSgBLAkOOmJFo887ExEWC9XGEaRqxP1lgenSBNCeNyiZNLd2JcHoM5ASlhGtfgacITP+8ReMtzfvzuL3TXdu2v2E4uX8bPv+H9eOedUxFAi1Cqn00TZ352RGKW3WhuYRZzI2q1myqItuexQAzrMpyBt1ubmV4lfgGNINmYZgVrGjyb4ZgdXb9IX2aJyKrVD1SvKbNo8XLScmZcUygZ1JubBxGhVyxbT7m4hTBb0AMwpowhSSqWKTGCmmqjkknmqgl1Mn7RmHUWfMHV5cVwlSBjERwNYmZOGWPOYDcXDY4r+Z0U00IgdCTm872O0MWIGAh7mvx4T/Pj7fVivu01Z941exHnFh0O+4iDPuJcH0DMuHLxNnzjk3fJjz+etiN3H0d78ZvejZ956XuR9zfLhs2bzS7rlw0yNyN6xRzagJDvr3ZoSq+iKnflarxpQ75W0PKJKlsz62ws2mej6UP9XHp2QGLXaOOrBK7WVjwTLMt8uQg2t683pZpjsG0vkXcWrOHJ4pb7Ety1G7FrgI5qtY7MGkShLzIjeikzVkNCUtPLlLjeE/g8UWVqMKmGb7J0CFyTVYOAabXG8miJaZhwcukyVifHSMOA4fQEw+kp8rTGtD4FmHHhmnN42g99C77v2/72livctV37q7V3vOkt+Dcf2cPlVWpNfU5DZ0KQrctilr0XBMyEOEuGXtJ6oBI4O499tvKF8zW9SSUrhvhzrO46hgAAIABJREFUmSbPb89qhp0LqnqpKHysHXyxzFRhFBgmSQVDQU2UoCIQjokbEiXjrsFiMVgaKCWMibHSpMOLGDCljNV6wqRsWsy6CZmpkNRJXVcsmGGvj5q2hcS9JQadh+zwkoqJ1oi6WCMYgPgSjqmmj/KKAcFDLfGoiYw70moVpJq6EDRqVvz9LMJ2rwvouoC9PqLX7/tdwLX7EecXPW44t8BhT7jl4hEeGAZ80eMfc4/P1K7VtiN3f8n2o894Nd74kRGh6+7V/iWPGqAmjLsnd6QAB3eMEQbrr2x320rEqieJ1gfV34Bt5G470bN8dV4C9OTOriz444CG4BRyZwCI2bidNN9E/8IDKiNn2SLmB7gAjSqFE821eO2YrD97CZUIWtI8UXq8mX3hxs8aBZfZBV1wxpjEFDNNGaupplIxVaORRivhk43gWTJllc5z5jLfOWcMqwGXP3YRw+kpxvUK65MlVsfHmNYr1eRlzZU14Xu+4Un41Z/+Qezarn2i2nNe8nt49ZWanqLxyUXFqfKZ629BScQ9tYo1zv/VCaFFmFTJKASpWXpvXlhlzRcc8qTOpTnR9ecj+P15CQATSj3YuemEPc6xmGaDEjsbCTOKdUAsARkhhEZbSJC0ISmLz5ulGRmmXBKpQ8d8vBqLgNnFgNUoKZQsn99KK+gsYk1iD/09RgnysPtTUlYFQtQRTyX9S7WgTGqOn5L6G6O+X5Jho2JahhD0GAh9FwuxW3SERQiIhXhKcMXBIqJXTV8fIxaRcH4R8ZBzCxwuIhYhYBGAWz98M756V8XnXrcdubuX7Y5LR/jeX34dbs/7jfmwQsLZzSbYFtJZ2jqvMatsblNDNyd8MJIIgi99Y+hJ7rM3yW7/axowB9z18K3bGu1duVYzh1Spcco1WqxI3zOCZ8TLLs6uCxAQiW68zRgZIOJCNBvCSVRJJuYO4NoXKgEj0nnyc6+mm0ntsAZ660lSn0yZcbyaCsjb7+Q1giTmkSlJebMM0QokTYkQXCoDzpBatqcrHN1+B04vHyGnEXmacHzpLqwuXwKnhJxGMDMe/fAH4b2/839te/x2bdfudbv8sVvx83/wEfzFiZoXN8yr7bqpghIKwQukiXPvplnVGvNjbYQxmhMtPca5TNyb19Y2Yme4ZJ+zCmHlOmwcs22NkA7DYqqafAih6SNhYvHFtb5isDKSKvMFqVcdAyFpMmQxmcqcDVOS2q6EYiEoGM6M9ZQACjUrAAOrMSEGwqh+vTmrdUMntdNzeoETUFO1kk/SdAQ5K86p9YghpJWU5A2aF8+g2dK/mOCbUsaUNRAuEiKFkvB40Qnhi0Q4UP+7EAgHPeFQ06T0QRIfX1gEPPjcAgddxLX7Qvo+cvPH8FU3fe493vtd25G7e9We86q345de90HgoCYkLvAz42JnNQOUbZq7DU3b/NiZ1q69Y1yDHBoNnQGhjnYuJd/N3xBQar9WmrUJvu1vAgykorWBaU1loj4pY4ImdFf/DSCjkh8L5/ckzwhWZoAY6DrRsMUQlWBLlLAEKKCQszo3TuJWu4M3y9q57JrtpVYTJvsIXM1ppWS7+r9krIcJ66S1a909MoCNpPUaSUw6xZ/PNAjkrtnlwloenSAEwunlKxhOTrE8Psbt738/OCew2ozSNOLhN1yLP3/5/3PGU7Rru3b37Y9e+wY88/YLWGu0ZKTq42qRrdZEPmu1eUAVXs8id4Gq5QCo6YYMsuq6nxE7oma9AijEcFuzZMOb5K5+NiHQrsfW+Jy8FuNA0d5Vk6xp3yz1iwV6pcxAzuKPTWJWtaobfhaJBAeCkihC9XvrYlCXDpLceQAiRDM3ZSNhQv4WXcBymCS9Clkgl/jK1UwFQiQXMWJU/+AuypltzFZ5gxmamLniEECSKiUlZBDcdIjFIovLiRHMcRJLyyIqoQsu4XFHaqIN6pMn5cm6LmBP918Ewg3nFtjvAi7sRRz2EdfuRXzoltvw5V+wM9HeU9uRu3toP/jLr8bbbh0Q+0X7w1lM7IxdvCanSIa24O5Byi13iCvRMR8tIy8FNBqtl5HGSh63+dvZX2aRtPouND4v1TLi1F/UavFsX9Z+ItUoOBsRAxhT0tqKQtv6GAFozicHtgZQgaA1KkXCS4o2XSeyo2kGrbyPTUExuQZCnRFGoOrfI+cg9wKr19HFWnqnRr2ZtC5+KGJCEZBMSYjeOCWsxoQh2S2rufSASnbtJWBjtsSndr+ZBUxzlpJmAMA5Y3l8guWVK7jjQx/C8Z2XkMdJ9k0JzAn7PeFN/+5/w+d99l+722dq13bNt2e99PfxxisHbk20iWrreqm4ZVodoNW2CSncxDQvMFnzVR3q+mvXovnEFkHVfphp03wrZO4Mkmd+YQWlHcaZ4MUOR70ga32AuVxTDWaQcSYlbDZXfQxg1GTOlUS2OAcIUTSfvJ4CmCrhY7UeEDPW6hLSkZaSBOOu5ViCuCxVFFB9kc2SYNcZg7iBGBZNiq/MVCwSyfCIBX+rW4qr8IGaC3TKEvSRJhF0SQkeQFj0hP3YIUbCgQZVWC68PfW/i5Gw3xEO+h7n+oDzi07/Bpzfk6CLO+68C4+98TpcuLDLiXdW25G7M9pf3HIR3/9v34yjeO/Losxwy/mQUfO9krv2oLP4YkPujACg+mEUTaDrxIDQkztgm1m2gpeVqgkOhD25q9+pUR/W65J+YiGQrYbP8jWtxlz8LqxFBTcjatZPCAKKDUVzplwCajSrzZH2KVnRJVIrQ9KVWOULk9cZzsfO5iFUqdT75XmgYyaMWi7MSp+txqQmCQG15ZDKNfl5tBeCvSBNW2fFy3OqNS5zlrJFOeVCNNM44o6bP4I0JRzffgfWJycYTk806fEIcMKzfuJ78V3f8hVnPFG7tmvSbvvgX+D//eNLuHXVphWSBOE1xVBD7jArHaaNARE40QZUkOtn3kowmP5P8KIwLUQtWWj9eJ9fOX6b0aRaODYJHrBQAas5zpHJCsQkue9yq7m3c5cqiYwiZBbMCCLwdTp+W+NBtXASZMGq5aypSCqRtM+y5g2TbJ9AUCsIF2ERpP66k/jslQAvSOlEn+6pD4JDk7qF2PUSAetJUj2ZwCz+dlQqcKynXK7J/PGqaVbMsoOWNzNclGeGtEpGxF4v6VEkqbHcj70+Yl/98LoYsIiEC4uIPkacW0QcdAHXH/a4sAg4DAmr9QheD/jsxzxi4wnYtR2529r+z19/A17y3suI+2cTuw2YclLnWTuVyEhwzSN3Zod1k9fo+B+NaJEDv0ronPbO/W01d5XkdbqgzOnWS87N+eDPpRiswLbXS7i7gappJ01KLSDnwA1UXyjMQor64uxrLxxG5kr6xJSLou2DmneJAjJnTcMgWi8LZgCo2mJc6xWhjWfXzO0MT8aJSIIqFLDMjGNmkayELiXJUWXbj5dTyVNl82YvhajOxQa6TR1LTbeS2MidahL0GVgdHeP0yhWcXLqMYbnC6vgY66MjcE7I0wCeBnz31z0Bz/zpf7T5YO3argF42Uv+I150fD2yrUFH7owwmKDm/VTnfq2VNED8VLlaI7Zp63wzjVeFLucqocfDfS9CLGztQ0kSNX3KGm61dQCwiBDtPc3wFHYC1/dsu1kuomqhSh1rs6RAsNPmzHBJRTidK8MNKdllzZIJm/k1QIVMQDRs2h+DlcRxxVfFmolNGyjJ08fErv9qHYjqdkMa1CE5OzVKWUnmqKZfm6e1mYKV8AnRNOE6i9Cpc5ByxnrK6o8s4xi05nYMInDv912J5l10hC4ExAhc2O+wiLEkPT7shdjta0TtQRdx/WHAuY5woWOslkvc8pHb8BVf9qQzn7H7a9uRu1l72n94M37znZcQFj2s1um2toFXDU/bTtqMW2yTYM9U2wEo73SuG2oyYacJtIHVn0rHrbau9a/roiykoBKtT0DqJdkNoqeS9UITVAaXisUkTjGpzidMwNhInJlmrKZiCAFaplD7ATJnMXWQBShwccjOZWyC9ga4Ju3a9RtwZQ/0LgLPNBY2zeZ/4gNoDEhBorFLWXzuxiyRs1lfNoNKv2MSB2gDWptPM11F1ZCYJsFedIkraUyZMQzJuQ0K8Ty9dBdOLl3BuB6wPl3iym23gRMjpzXSOCKPK3zNkx6Dlz/jf7mbh2vX7o/tNS9/FX7z8vWwtWimWHNwN82d+ZKJUOJww+HIfDsAfcY3tXVzmDNS5Ambfd7mZ+dxybrOM+3dhr+d4m5vZRcNM++G3M2/G+kFtpPJVIjV7HqpkjhvWfCWDSvfRaipWkzT6XNy1j5Uq69brMLEkLloW4VgqWk3khNGnUlaxzpp+bEy9qKxE2uBVK2QVE9emLWoWrviSQXSKQnRG5MQvDFlTBNjygnjJJeyL1I1DhYBiy6qL17AYR+bHHiHfcA1+z32O9PoER5yEHEQA67pEs7RhAUPeO+HL+LJT/4S7FptO3Ln2s/8+zfi+e+5gm6xKGIhhfmKl0ZzJNhCgKzNU35sJXezY5pmmjtdSSVIAHDETkndTKxtnJOplqYBWB12JUqrBBEEJ3m6ITWaPGbEqDUDNYWIRZnOWx9VE6YmRi5oUM/rI9E4i9+fnZQIyCk3PjwxUo0gU5KXGAXYVmNqTMtT4pn2gKt5qfgWBdQXHYpkaq0L0OzzahLRpKIi5XIx254MScA+ZYwsRbknNVGMmuOuaAKVrPbRXpahaDUz52LulcTHCQwqwRxEhGmSmrQpTVhePsLq+BSndx1hefkyxtUx8rhGTgkPuNDjo695+hkP167d39rLX/oqvPDkehXuBAvMT8vWzVxzd7fkjqo/V+cSd0NNedbO4k4OEgqRa/3stpM7+Q6AfRksaWaOzSymUatHXYndphZ/2yCN1JkFwqJXnZwt+wU52AQvu+6Aio0yRCOedc7sms0CQmQEr6ZLMf2ff11bypFiHuW2Skjjo41q0pUylxKskWY5/DrFMbsfgwapJa5J2seUsRxzEbqZob6E1SKzHFMhetVFRfyS12PS5M6S187eJXt9cNo8IXpSxizgmr0OXSScX/Q46APO9wEPWADXdQmHGIBpwAduP8ITbrpp857eT9uO3Gn7F7/2erzkT48LsSNdIWTEada28rOzOJvb2fzktke+ntFHMctyNTEWIrdpljXCZ5qsDZMsGLELJdFlIXUF1Dc1d0akRK0eyn5ewjcw8sf2kUr91yoYVhV+IHkZmMpefM8ccUWViNVCI6kG9K7sqVlzzDVB6DAlMfPq3IkEqnOD6h9jmkYCyssMqKlLJr05dq1TkhxWUMIFMgdjcTbOLCYIIXFcNHgn66lIvWNSP7xyo9kFWejzxtVPKOm5CDUKbUoyKeVFkhnr0xUu33YHVkcnWC9XOL54EWlcg3PCuDzGdYc9/tNv/Bg+66GfteUB27X7S3vJS16Fly0f3AQRmeaolK+iqsVrNHfbiJ3ijURCygvbCIfhjxCLdhyNqOW06z5IwXCnCK5w++l2w6dS29n1ySxasxgdkSrnb8ngfFCGAUbKGJUElaTm7jAxv7oOzBzszktuHsrZyZ+2VoeQLnhjlL4/s2RodIdgYumvzg2r9SQ7NVtmEbyZGaMOqtMLzpmrm4xq76bMYK1UMSnOTVMG69yPmt6JUf3wVkMuJdlWQ1LrBmM9JpC+lyZz6YlC6gjAOU2Jst8HdEHy4O13EQd9wLm9rlSz2O8IN+wxDjCiR8L+dIwPXDzFYz/38dg/vPe+8ldr25E7AD/2zNfilX9+itj3Quig4ORADEDD6DY42DYhkNrFTsX/q2xqSN5cw1f65fqZdByV0M2IkAPFRrsH0goWKA6rRVs3J3guAakndWZ+LaYbfTFY5nNJmFmH221zXNbWlzxX1QzhJktfGmLuALfAPKWMCaJNM4flnCE1FWG+I+aTV80bFv4v0VwyqvqCU0BnFLOU+PxpH86PyMCLc/VjqRG10r+UDxKnZ/FXycVcsR7VTOteXqUMWmhBWcw0cq6pmGxQgjaSVrrIzFidrnHpo7djfbrCldvvwLg8RR5XGFen4JxBecBLn/6P8TVftksEen9sz3/xq/Ca9YM1YffMZy5UrY8ndzE6coeW3AUC+mA4Mo9Ct7Oa1kpxDpvWUK6co6xDOdJhl/XmBT5H+pgtZ1vVqvVmhTC6Q15zh62YbdVkqqYOZdy+7zHl8tmE4bTlVary6tbrVve5GjE8w3426RQMotCS4FkfNk++LyoDt/vi3zE6AUSlWoXhnLWcGUn7sGAJBkrC4illjGpdMGG2JHGHCKMnq0nwdhJtn/nzgSw/npq5nZB7uOiKRelwEbHXBZxbRBzudViEgHN9xAMOOxz2Ha7fDziMGXuYcDAdI6YBH73jMs7d+Gg87KEP2bzB96N2vyd3P/qMV+F1HxwQ+85p6uC0dy3BKzAzAwYfMbqtkeunLi4HHuw/+zqrtQ/vu1bG5kQ/mv8OT/6EXPax5haqPnYon32CS4IQNMswbuQjmnSv3zt9CZTAAB2z+fEBQI3Hku12jOV6M1No1aApiUma8dwYj8wKoFrMSOKfF0Koki7VnFwmlRpQJ9Wq5cxiWoARXpfPS8keASWxcPCTqn59AVLI20xAVnGCddyrMRfn4lFNs1MSH5RhkkSf8tKs/oOF8JX7X998NYk1qQO15A2cEhdyOaxH3PGR23By5QRHt13EtF4hDUukcY20XoJzwv/+D/9L/PgP/ldbn9Nduzrbb73oVfj9dENJT2Trtz7vTovnhJ2av61qsqKt31DXi+/H1o7gWGg1VKpp8n5y/hXkNYV6WCFkvh8jaiifK1kA3Hp2xxaiWCGzNFvzVZxtMxM0riMwn1j5Ht1a9WboWqSCnC+dCKKinBP7gxxH9bsd5zR3njCbCdquw5teDe2M0vr3lt274C9eiZv132o/tV4sESb1LWagRMfa5zGJ9aLmxVO/ZAjBOx0S1lMqxHOYGKfrqeQITTqRJthGEv+7hUbPGsk7r5UsFjHg/CLiwecWOL/X4QF7hH3KOMCAvbzG4ug2HJ2s8FFciyc88Qm4v7b7Nbn7H3/plXjTLSNi1xWNXSF4RQPWkjzdBe6N22jSzmpEbRoSa57cwRyBG5In57IxAARzPyOHgM1+Nka9JlbJbxFrQstiUnWETqQlQPwxSCXf0CQzLQBeSB6KFtBMtEbu4ux6ibR2IgTkrD6sOeZGQon48i8Ti6qFmiFDoOJEXFK3wDtg13vDEL8RIY+i7bKQfqv3KKQSyFy1eJYt3l5U/gZ3VNO2FB8ck27V94QhWePHLGlMToZaqmxULd56SAryNeKN0foHFlAnMx9DzyeAa1rArFLzlBjDOOH2D30UaRxxdPFOrE5OsL5yGWlcIU8j8jTim7/y8/HCX/if7v6h3bWroj3nRa/GW/MN2zV2d/tXoyoVByUnGRApbOxHcNgAVDIH+eLJWsElFkEoZyFjJrDZfk2uTVQSJ583tXnQ9SdY5NcvlfEUNwwCkporTXCba+ca0jTbbuZMTzL9fpYamLOsWYZcJxsR5ZkGDlWob3P/UQkYK7tvaB1l/xocK3Pp/fnMH9mIuDXLqWfvucafsJiJK87losWTPTKL68mkRHA15fIOY/39ZD0WDd2kkbMn61wCMAZNu2LaX7u/i06qWPSBsN8FnN/vsYhS7eJAtXkPOd+jjwEP2O9w2BHOp1Ms1kfohyNcueN2vP/0AF/+NV+N+2O735K77//5l+MPb1NH/TMJ3Wy7B4ptbO4MgmeSr++DaFNzt/nXqdBn5NP61U1l3F5CNg7aR8klZETIzKptZJz0u9eFYpYJFIqkV02xvv6qSPax7G9EpF6799EjlTgz5Dy2Ywwm8VE1Q8I7ZosGTvFfNW0RZBo03S8airpmiY+zpoe3KDAJmFBtV+ICqJZepfgU6ryqGyA6u5eu+VxPNnZGjZo1E+rJOql5VswZ05QxZjGt1vqMGYGCqT5AVE3mRnq7qCXMDFDHhPUoWZPNt+/ynUcYV2vc9bHbsDo+xvLyFayPLiNNg6RKyRnf9fVfjF/72V1N2qu5Pev5r8Y7uxs3/OXunuTVz10MqqVrSV3pB+3xnjz4VeKXTBtcJt8jic7KNFeVyM20eOVzxb6G5HHdz3A8uM+2T4ykBgAGF2Gwar64+T4jd/phYoaPbjWSmLKaHXlmcdD1Cqply8ysGtw2ItO9iVsI51YjWKmfm1OgJCM2kzKYC05bMuroSC4ATWJclQgpVw3j/H3GXCvq2DjMDWVKYkmYsuTBs0jerFaNMWWsR/k3ZcbpMGHQVCmFILoKHvaM7ndC5vY6Cb44XHRSj7YPOOgjrj/ssddHXH8ggRaHkXHNdIR+fQXhzlswLk/wnumB+NKv+irc31r36R7Ap6P9d097Gd52e0aM3XYhiOyP/p9rDVmTvLb6x53RCvkiBzyOmBlhqZo6rQOImSaqEDdPRNEQuSY6FqIds6jYXvPYmb+c97MzrduilzIx5l9DYC2ZVc2wJQM6Vb86b6YFrHyRZU6fvzikv8SMheaF4pwxcjVKmGbMbknMEtFnmjsDqD7UVA5GhA2Yy0sqyGujZJ7nWDKppwzsd0KQMoAcDHBlAkuQA9xLSM9jow0g7EWhdaOmR2EQEjH2YsBqSmLeDkDiiNMhYcqMJQGY7DnLCpo1EESePXsYgtOEaioBBdNetaxWQBxgnL/mAMfE2Dt3AOaE2HcYTo5AIYJCB1DGb73yrXjYQ56Ln/mR77hXz/Gu3bfav33+q/G+xY1YEG1o37dGvJKZxqpptVOXDFvD202wFU8Aww1p2wieJ2YAistHEaq37F/wzY4vn9t9LcddQ+jgrle3RTKrBirp0vEz10GYNi4b/nM12YYM5Fiv2chfDLFoAE17FSDaxMxZAsb05OwHj9YiUBLJRyqWAbvirAdbsmPACbeOGKO5byi4DGJEyPPAscwE+iDniqFNG8VQbI9CNiegWCy6EJAjsE4JHQvOMVD8isecQQgglv7FlSUqsYT6QhOgZI+oBneMiUHIiEQYxPkFh4uazuVkkJq6Q2aEKSNnwvm9AzAy+NwD0VHEI++6Hf/pD/4IT7ifpUq535G773nqi/GOOwNCtEuvi7No6mTDTGtXAQZO83aP/I6ogFOVHg2c5krTCiCqUHTncGTQtlELeiiAVfPPGbEz/xkxoTrtmyN3llvIomYLmeBqcp2nSigmWTJNnizgoOdDIVQopFJIWdAxiLYsdBH7AJJ7HdhxBIAjoyOAEYpWzINWmw9KEK6YdoGSDw+QrPMdyTykULV/Zja1+5MtAtf1U0lq9SUy6ZxA6JmxTiIBWzRaDCT1IGNAyhkxEE6HVMwXoZg/gBHij9eQf5ASRqmukbLU8F10AR0LOIZAiBHgDCw1I3y89jzSMGJxsI/llSMcXHstTu+6BCJCThMYwNN+/dV41MNuwD/8b/7WPTzIu3Zfar/8vNfgw4efVQIeAhEi1FUibGrutmn0rD6sCRQtmav7Aq4Sgx6wSe62Ezef8sSTr+DIT8Fkw1Hrh9mlSKqWENOkEaGmb0ElspGcoA0AJGzEtPeNWdb6ZCN6VauGKETS/MvMGiDkrB5s9WUzAwFicRASJxiSZzbaqBeZ1FXDxhpyzennlQ02z815ZybVes/UCsBA19Ucn4TQEGTDn6xaQ8M+GSCwYMagri32JusDYZUyWJMj90FN11CtolmOYsAiRlxZjRgmEVztPo9TLj6ApmnMIKTEmCgDCVgOjCkFJIhgm1hq6w7qi3eKPcSeQecfiJAnXHu4xHT8Ibz3T87jcZ//eNxf2v2K3H3Hz/4O3n0pqJO8SUFVO9eo0LUVWYlNaycrrS2INT+qNiMf/p+Dh5n2r5K9eRQs3Lll9Fw1gk6SBQF7XafkiVpiF6qJb57KJAQqeYbKcVT39eSmjbCVbX0k9ETFr4cg5KOkQFGATCwkbdHptRAhkwQngOSBnDIX6RH18tXMIYt+rxPp24wlWVOTEKDVP9BE6JEWvWWuDtCkL7wRGYEYfRRJ0YIwim8j0FyHhfFLmSXbQ++pvvQmBcVsxDgQlmPGREYWCV1ImDRfXqCAmGVcZlo1Uw1IwZZrNJqZR7oYsB8ippwRQ1fyVhEBfUegGx6Iy5dPACJcN92Iw+uuw/rkBFduuxUcI5An/ND//Zv47EfegL/1pZ9/xlO8a/el9vTnvha3XfgsLByxK/kcgeKKsc1Ua38FB6p/LICyXs0UW/cnt6bgsK0ld7bN/+1c/ekiRBnBBNBQGdefrZmyoZhQa5ITG8ucOHaefM6EKGAzbUvSdVf2M+sOy7l8snQLqshZsKmjUisIKWchSESlEg2geT0LSaOifYyRQFFOZrG5U8plnPb+sXMaRmbUa236hLw7gj4DJrT7fW28Wc0HrOSpvhv1fgRCDFyiZc0EHUJQNxdCIEYXzJrBiBRFcwnCRIxrDjqcDgmrITf3a8q5jMnuz5QZIQNEjBykbNp6YhwNkk80HA940OECkYDLANZdh3P71+F8nkAgXDPegnDz23D7gx6EB994A+4P7X7jc/dtP/kivO+oQ1Aw8Zo5/z0oGyN9mO03wEmJ1PxpmJ2PcvQACneuAmTuOLsLloPN+pVheK3hjPix71982UpyYkfSasBEaMywprnr1C8vbDmmMbuSGCNDkH7MrFrzQtVoU0udYkO3fpMzHRDkZWESaIAuZHVGMckTqJKzNyf57PCZK6j721IkbnWCnj/wkwvht6CLqey36YQMEunaoob9+YoJn6C+J9WUMk4Zp2MqPnhTZhwtRyxHCbawMj2rUaLLLBO+zR2RzmHQbO1Byvb0nbzEJQpXjpUcUxJNe7KcME4ZJ5ePcXLpElZHxzi6eBvACWlYY1wugTTinc97Cv6Lh9+/0wfc19vTnvs6XL7uxma9zj93hkszgmeESqLc29QmRBCfWV3/UTXfprUrwisAI2NcsiDHAAAgAElEQVTtOtwkd14DaM+5/7xB8lx/zXqca9yYXR9tv9H1XwTj0qd1oEnXuWrkDGuh5C7DVcHATJDUf8kIJ1fzrJ0iEqkA174XhJy6kmx6DZlrJHDKucEwq/Lhv4/s5krHFSD+1147K9rcUIRVonqNhpmgTcJb1aqSVzTb/FugV8rFRy+xVOkZsvkWQ/2ONcHxKHg1JCtXlrEc8gbuyjtF8uHFGLAIhPP7Hfb6gMMu4Pxeh/0u4rq9iGv3OpzrCeeOPoZ0x83oji6iH09xMZzHw778m3Bw/vz8gq66dr/Q3H3LU16AvzhdaPAEKgq5v0binOtF1YyRU9STX0YoiGALyDQ4njQWYocqUTU+c641Jbzq6m6IJLkfY6xA2UUqpcSMBFjAg9fgFR+6UMldH73JtgZJNBo8qiSuD4S9LhbtlpGg8iIB1MQr51gEKhJnj2rmsCnKzOoLIhIhgBKGn522rZb50TtCBFKfFiJAUygJoOuN9GaVGKovjPzGiKTJOhlAlmCNSBkDowIe7DkggMXcY/e9pElRM5Htv+hCSRyaMkCdPH8nwwRmmcfz+x0yT3oPMwjRpREQwkdUXxI5A+BcX3qcxbwdA/oQBK1BIEh+PTAw9mKQPrzmHDhn5GnC4XXXIg0rjHoDxyXwhO/6KdzyyqficJcA9D7Znvpbr8fqgZ8lGvQ5sXOm2EjVd3RO8mSNV8LXar5CxUbU/s/ytdsWWCH7mbA309pRXW+e4BUhCmhJzexDXdPVNDsnjsGwWQfmCVQZa5Dr5iw7BIJq4YWsMEESjZOz/2gS81IPlmUpFr81JUmM6q5iOGcR8vX90ObMK9tqGoKmbqyZNf2WPmuOOjf/Qd9fQUluNbNzCaiTuRA2K6eTjcH733FbG72PNbVNVgwMRFinjBAYHcv5MGUkUquEzA5QCH5CNwlOrke5mPXkw0ik/8SCixRESbAaa5KtLjJiEG1eDAkdEabLd6EfJuSwAIcJ1w+XcPObX4HHft2342pvVz25++s/+hs4jtfAzFqVhukK9d9VWyRkDPUvWgmilZNqs4hYwAGWfYb7IG9lGFxVbZ+B3JzcoSwkA5tqLjXft00S1mjvyvdqrjX/uT62VSeqtq5NciwaPk1aHFxCYwN/ZSEGyAtH7syUA2g+u4gSOUZ63Xb9di9qapIg+eMgTsAlAAXiy2EE08CKUQNCZF65+sLASgRBpXMbvwAmBQVkCqCUkGYvA3/nZZTyNATIS9L7uHQEsObyIy31s4gBUwyIBnJBzCCna3EMDmMGIyJMIsFTEH+TctH6/CV1UkbQCGOXoDqpuRZE5TswyRivu4CUEigQxuUpQuwRYgTFiHG5xA1f+09x26v/5Y7g3cfaP3/u/4eD65XYQclZ8CTP/Q2V4M397qSag3PARzXpesJoVMJIASsR8KTJm/ss8huo5K2Si0ruCqFDxaBKGmv2ACNw0tqyXCIm1b7M785rJ4FN8lm+21LryoUVAS6TpQNByelmAV6GVx1R0Vr1gVwqJxlDic61dw47jIEJnAHeAMtghGh4Zr5otRfAEUkAHAiduoaY1q7RgoVK8ImrBrHcIAYCsb2hyuvSZd4rGtIYQv1NB0URCBSLxrGjgEgJqyy4N6UsFojMGJL4bq/GgPWUlKgSiBjD5Mct931KjBAyIkUkZqymhCFndNA6u536Aq4TDnOHKR5KAvnASJFx3fI2/OnLfgOf883fjau5XdXk7vt/7qU4ogs18tNWe8O25K88spV8FEnRiIftbfzPk0AAc0JWwUr9whxIee1d4/Ph8GlO7EiDD3wS0gLKABZdbMgWnUHwSlBFIW21YkVLDp1/HYC+C1WqB5qXQ5yBv0mFJSDDroNaE4ns73L56SXb4raIMwIhq0bKEqgk/Q1qPjJQM18SC56wyaxG1qoFM86UGchE2ItSMzYrcOU+lIiwqTjaAFoCtmgGu+YFBJAmVA5GQFnOOhKBstyrkDKIRM24YLkGGuSBSxz0uKimG00K6mw1koJAZmqdACIJ1GAIAWdIwMqQEq45t0AXCaugBcIfdB2OiTEsOiwWnfztI4ZAuHLXgMd/20/gg6/4l2cvrF37jGrP+vUX48JDH1/Xnwlmtt6MJDnSVvCBqgZPMKJq9yrOOCHV8Ei32X5er2YwZu4JVD5XrKvHtbgQgvgFes0d0O5XXvZctVO2Nq2ZMFfHa4EUrXYR7rulDkFwWEQtcQwk+BKhQhtq/dxixGDpNwR5WVRLkEM4s1wQFWG0zl09f6lFrf9NWXIDBuKiLTRQKIKr9RWg9anVIqR7Bn2f+efCnhU/OYTqL8gMZJJ8qZpVSvL2wQir4JzkC5V5C6R5B5mRiUAUEdRkGxBAlPXdHBTnYpkruX8dYsgYppoBwa5XSjImgCWbQx+Bu9ZiHj6XO6CPuIwI7g7RZ0YfxfWlo4Q9GnDDyUfx3lc8H4/7hr+Hq7VdteTul3/7zXjjB9foFnuqUVEtEdVFb3iz7bOvONGQOaA8+M33GbkzLZ74MlA9BjUQoqIKyrFzfzvRsIWGEBUThv7tlbDNfeVsIRdyF2teOjPNxlADH+ZaOot4tUoTZjIJgEuG7AhdqNtqPjh2AKpgZ/0Eo2sOUzxGs5sIJykCAhjVtMvlJeRNBwX0VBJO7rUDMHoOGDUKVcieFNQWXxmtd6uFvjvmJnmnAGyViG38JU2Lml4EbEuCF33BBIyBsOCAzMCSJiwhJPFEx2cgN0wZE4n/SUp+pqzsTwZlwpgtP5ilhhEJ2czrB4sI1gSvMRLS4T4iT/pvRI8FOGf0qzUuXl7iC7/tn+OdL/jpLStr1z6T2htf8jJ89CGfqzWWob5wziS7RetWt1UCtXAVWox02Yu/krCWdLXkTp5r+82047b2jfoVIlfwqeaz9GmHKim0g7n4AXoM7tjVrnV4yoVg1LFH2sQa+y5rNjiKqv24f5h9tmsxTZ2ZJsvxVM3DzXEgxQf7zq4/9SHWl0RkNLhnlSG5CICVUIvFILS+gpZAmeHua42qNYuKvS/qVcq9aFKhGFYTlwdE32hCxhSvmUXnGDKDS+UgwjAlRE2DtYYIo2NgUMooyap6dY2CZBSQ90rGNFl5uRrskVlMs8HM5cg4GVx+VIqI6LDHAYkDpkzoc0C/OMSU1rj+4vvwrpe/AF/wjd+Gq7FdleTu3e+/Bf/q9R9CPDhfCBvph4aoFZLnNWn6HYyuC83COks7t+23kmndbyclMwpWhDoWcP0svm416vSslAX2d9HNolwdyQtKJrZp8AIR+k6KM2/zr7PajN40YiDcOfLYBFwA5dwEm0vS662SdyVGqNZxmyugRIwVM6feP/85mCZLEcxeKpmrKcFSkRAJUFYvDjtXqMDI6nCufSRIGL6ZX0plC/3euTFr2e6NJKFcgFSeJ0kSqik+mSTqtYsAASlHLPoOYTniIAeMmTWaLEk1jSmrFB5qmpiG0OpwuGpAgjmH54j9hZL0kMHXnMMyj4iY0FPCighDYvTLfTAz/uyWO/E3vven8MZn//hffgHu2qekfeS978Lr6BG4Zr8T8ylVbUwpEeiIXBM1a2swSH1Yb7vYFtBA7rn230OYE0Bd98FWu5IPWWRbE6F7kgXXd/PZEbVK/Khq2Ry5st68adanP4Eea5+LO00RFlHGbGZU04hVBT4bjJfxRcUb0WJVQdbGZKSkYIMKpUFHw+avxlXzCIePlqvT8FHceS0AoyojWHEuGruElhhz98fk5mJ+d/NTNXY2LTXRsxCvqrGzfQiW6F1ooGBeKASfASBGEGV0UYJ2Vimjz4ysuUBXk5C8c4soOBwDhilhOSZ0QXztsjo0mnmWIAI5AwgMTEGSKJu1LVAP5ogpB/QcEfYOkWlAmlagbsCDP/oevP1lL8RN3/ytuNraVUfuTk9P8X2/+AZg/0IlF/oPZia0RYMziB4YIYZ6nJNkSNGlkrrN75X0bSd/nmja8gmRGqJUgPUe/goJC1uJnSd0AQACiubOzLBGDL051icmLiDuFn+kSvIanztA+3XzYNfs4NRfAwBnBnEZ6t2cKXrXeTPgC0GPUddc97scIZKsnUYIoYKVnbojjZIFOCshgphhzVdv1NB+1j4mJYK1GgU32ft9K9dFQsgoEhYAIsSkFBS5A0WpwpEY5/YihikgpgzWPFFTCuiCRNMyEUgdu61NiUGdSNd2bTFUs3LXGeE1J/YFeL1Ap8QuIaCbMvr9NZgzwBlvfe+H8e0/8nT89s//8PbFtmuftnZyfIRfeccRHvTQhxQyJ+syzAhda6rdJHmt6dXjYiF4c/JGVWNtvmjNOnckwZtSswpaxT8VLVlD6aN+1p+b8dRt7rMKM1Wz4zVsol2D+27CoI3dKfrb/XSzJ1uWlNiIVHuMkSBJX2LfS85MmIBqaOcwQ3EuBkJgP95QBNcEI3uClLId0DqGZeABJpDWtE1GVufjJVRNqg3D0m2ZBpRNgwhCth3Z94OioSO7sSypVORYgIOoEnPRMAKTupxIDXN550aNqgUBKRP2+4iUM7oYcLrOYrXRZzszY5rE57iPwDgxVlTzhHLsgExYcERYnEMKExJ1SOMK1K9BcY2HfPCP8Ue/G/El3/R3cTW1q47cfedTX47TaBo7AxcjcCgP3pnEjsSGbxImUH8vAKAgVvq0z0DbH+riwbb99Eun0UW2yLzjc/VNaz+bNq0xyc6IXf3nTB/afxeDHlvJXxelILhFfPrItdYkOzP9wF4gVZL3Giwq8yStKNxQATTopAi+idnCSvGQObnZiyZQ7WcL6NcIV43Q9QActFatEU2Ik3TKAAKXqNyQrVajVMEw/7wpS/SXmUTM/OuB3kvRHlFN4o1EiJ1ExCUCutChj+JkPEXx1TuhhBCAKRESm2YlI5BE00r+qTqhqhQoqXTUMFPnhKjxy4xEwPkDLAOQEDAhoB8z+v2VvBRSRs/Ay97yHvzwzzwbT/9n33uPa2/XPnXtXz//9/Hgxz6urGsvZPkqNBupUNz2zlkXCllzxKdZv2hxgPz+mJE6ckSB6m/VFMzuOL92Wy1e4WPsoknJ97vls7IY8UeTjszXzvdVDCiQ/xmXqkuqrUBEoUakWp48w/Gy/tz+LKyo4lskcPnu+i3nqjhHABCoYItp2Yio5nuCI2H6UvMBFgTNLWc1dkGtiZWMkCkmbZlLAOCgZteZ9o7Ycu/Zu5HLHJUgFLGNlnmLMWiN2SwEkQnE8s4NKaNz/PRg0QFjkmcxaXYAYuz1QvikckW9h/ZeZ7D4TTMjc0RKGcQdwuIQU0iYKCFRj2lYIfQD0A1gWuFB738b/vg1h3ji3/5aXC3tqiJ3/+Tpv4s/uxIRLD2IRhAioEQyVoJXtXj+ewiV2FU/PQUefTuX/QFH1maEbiu52zxO/OBqaanoxjU3w3qC15hkt5G6bSSPWjPrIgbEki+tDYDwYFqIJ7XaOjO91n6983Ado/mCGGj485hm1MZUpVoU4gigJJAOVEG3mBbkFjszDNU0KD4lgN1vBEfKBKgoAB0bUKq5hM2XRjR+ABC0ogWgZlVn7hC/EwFB00FSiXCTEkYpS0myxIzAhJ5q0mTSkNoDRGRoctTMABJSZOxxEAKotWiHlNVU1OblMvNXfQuYvUqib/s+IkZCCOeBuMDEx5iY0K0n9PsHEplsPk4E/MrvvBmPeuj1+JG//033biHu2ie1PffZv43Dxz6p+sjaunQau7be8ya564jceqPysg+Kc5U41bU/J3utSdWvaduCZl+4v8WS4fbBWZ/d+Pwxfnx+fxPaWRPsNsnQLVWRM8FaahPAkTs3Rug+bEmIbRD2G5v2z2GTwy6zRrSJkKv1wHztymclKUXrx/V6Q0AR6nzkb2Yu1X2qVjU4K0g15RaiqNsl5dRs/nTkJsQqGyuTUSwlqETONHus54oqk8vcac1aQLR5Gei7iDxlkLoGMEuAmUTaAinLvao1MKQMGaxf9oKsbZN/mYHVlJEjIS7Ooe+ABdZINCFTh7Q4Re5X4G4ftDhEN1zB+T95E959/hp83pO/FFdDu2rI3dP+/evxyvedotvbs7c49ClW4lVJkz3cc6Jnmdtptn8DJEEXaQGedqHYX9q6vX73ueiEKFVzyga5KsSplYBjqClMovOZmxO6LlpgRM2B5wMlGgAvJKp+lnMqGSWUl0inphAjxCjzUucMTV+OqLr5KCTLbfPmA4s8JQBgKgEqVqXDXlK9A+MgaCYSuX8xQTSUIrF60K0OyswCUJbbybR2DKDXzOsCRIQ+az+sIKSSMqsp1kDNNAhdIIBR/GoYAdCoWcpAQERHkuAzENDHBQ4X4o+yHjOGQFh0XPI7JTYgzMW8rAMo82jRuorwOgdRUrMsepy75gKoX2C5Tqq5kzxSoesQuojQdfhnz3gpvuQLH4WveNL9p3zPZ2J79fNegFsf+UU4sDRDRI1W3gtw2wIovBkWQIHIMFv3QcmZlUGdY1LFC69R29TeVRK3mVhYTw9TvxTTYOlj1pf/rflccbUQKiUJNiZvdq1+c+13oGryHIAZ8Khbzzztiv5G5FKc2BVDhT1oXrz6u2n6vTVVlPyCP0HfXxWZjOyp0sGxS1PmRcxwrqvavzKmAgPG8oqirVxqvZ8qZEPKNDJTGaMfM4gaoiXDa+N/gwVWsARemBIjCUDh/F7EkAjriTHkjBGMww5YJrFGDNrPohOtHWc0lovMct7gCJ5pbxnARBGr7jz6jjHlY0zdAbhbA4sE7DFCAuLJEfLvvQgXH/lIXH/jfT+Z+1VB7j56+5145ptvQdw7X/kc4LkdgK2czxE7054pQAWLuCHXn4JMITLUbLc11IIUNUTQard682uMlbx502kxYYQKigbWBIlws/x2XZyRt7LdR8K6vHVUCaGdh2bXY4TK+96VJMnuJWHmoDIPgBOLHai7f74190iPlb8yx1YGSSCOy74laEU7CWb3dNcBQHPj1XGojCw+LMU/r0rrRcKF3D+CZqRX04QQM9UABCuwXf1kDJIBIJnKTx86NrNLsuLcaBIiZ31hSrWQUFIhMETb0qeq3TxcdBhzRkoZU5b0ANnMHmZ+sttAJJoHUMFdA/EQCP2ix975c0LyrlzBuFqiO11iiB0odMhTxt/90X+NO97wC9i1T0+7/UMfwFsPH40HHSycj50JcdU0O49kL/Wjqa7l2nSNOCLl1z2wScrI/d5qzuo6rxo6+Y3dcZt/Sf1oUY4peMpea9iSD48l3szbXpmc3Sc0N2JX1jhVoienVK2+HiukhUqHjUbPEcEt0wp2mY7nuFdMwXrthXRXkBJc8i8X0jQs+mNZ5+4YI+o2UcX3zi4WSjS5WkiM5HFjMucy0eQ0YmDRilrFkoqbpvigauFq5ksx2uY7i3YPJMne+xCQowrsyEgUigVjPSWsxqp4CSRVLyZleLkIzPr8wbIJaKlGluC4kToMexfAcQ+Re4SwhxAXQNeDYo/+zlvxsVe+ENd/3w/ivt6uCnL37U99JejgAgB9kIiKGbaRAu03Iyv6e0kI7Ijdds0dALRmXOZ2+1zTZ8cZ2fLJg4uZ05G5xpQSgEDeH0/OY0EP+31EDKHJSeeDI4LlxiPni6MvhRiUVMLGUQMCggJFmSOgmHLMf89+k7VKM02cA3WuUOmB3vqUK0INktBjAwmA2fitZTvAtHYOMqO+jJiqZtDSgJr6bF58LBZQqrsxBDxSFg2eZJpHCaowc6y1QDUog2biOHG15ZtpFgC6aJI6kIjQ63MqmfAlSCYwIzKjg5hY1iTJiSUpspC5kAkTBYQkUbiSWisgJ4vu0xuZa7oYuy/1ZS8U9vDwAP1iT+YiMzgxcs5IUwKFgNUy4Wv+wc/itb/6Y9i1T337ld/7czz0cZ/daOuaUoK2ttUntkTMkhfGtvcddS0VzV0hctJX9Qura72SrIqz1fw6P0NLDO248n2mtYMRvlAjXfXn5q/sP9ektcSOCptoj1clerP2/V/TlLV6svZcDc5xvQ6n2yqEpKzH2RgLPjqhS0RJKgne59cWITH3nb7TmMnN3cZ0ILosDRtX4uYcrp8yZqiATCiMmAIjFTy0nJt2bq4Ejmb3is332GrWakYKhUkONhtBkg5L0jxEyuij7DupUNyFgJxzmddqidFKPoHB2UzLtg/jlBY4PDyQ90r5x6BpBEDY/7P/jLf+9m/hi7/9Ozcn8j7U7vPk7tt/8gW4jPMCRur86ckXCVLJogtUt+tTZ2RLCJ3TUpGRqU0JpCE9oSqpQBW8THtkAQuewBUSFe6B3FFL9HolcjFY5YfWNOPJm4G7B/9oZM9eBnAmYPedVMIq2wjlPDXfXZXwy3xtARWbp84t9tLMByUIufBgDwiBNX8UwSWWdAM62eV+zADTm4/spQQlYISaOqAL0nNmRs7cOCQDARTEjy1DX5QqKYvJ1kv/5lso8jHn0omeTy9XX4xFc0hCwCIHLCJhDGKOjSSBLess5cdSCMh5AvVVGo2BsBoTYrJ5lF5T1iztCswpZQVRB/76fNa0GfJs7C/EmeXg8ABpSjInKWN9Iu4OnBPe8q4P4oX/8Q/xrV93dfil3FfaLzzjeXjYk55cot23CYhG+PoZjlg5Me/nNm/eVcKbW+2zuDn49T4na60Z1p+nrfWKjb/wJI9ai4HY+LgZ85zg3f1vtRrNnCR5wmnjVOlevru+GoTZMMsaEeLWouPmQxwwqGjM4M4ZgvnGcd1GVWtXORmrnCgoXchJGZ9qGavGAVZBozoWVrOyf4+VPkjGUXwLDS/1dwqkNa8FK0zIVetq6cemyN6LxSTrCHMgkqoSkSTZcUdII6O3Z5cZBz3AUwJ3AYkzui5iIWo/QJO/ZwDjlJBz1rdIKNeaSLE9C5ZPKWMIAX1khMNrsc+K+imB77oI7J8DhjUO3/tWfPDPvgSP/OzHbNzr+0q7T5O7H3vGq/DuSwGxq5q6UB5YlQCoaibKd8j6NR+7SujuSXNXyZ3/7qy0MG1gXzR1AVYvdptj8/Z8VC2ps/QiJV8btcEPDdjPzK/+Gss5mhcENNrVAyuXcZAbo2AtFyLcOltvgjugIG1SuS1uEj8SU+Wrpl62Uz2uJtYkBEhJMMCSWdZoqXIf9ObYdjMVG6BZyR5i1ISlLONjMukO5XMI1WeDVDKX6hUQqZVZs8Bb1iuJYDUJnN2zUcwgVtLH+YNAXwyRBIyCJZieCCNljDkjdwGUtSQbS4AKZ1b/ScbEGcMkwJsyF0k1RfFRmTKXOSbUdA4mGBwsItYjYeqARQYOz5/DNCXQesDi8Jw8vyGCQofv+Yln4WRH7j5l7UW/9hs494Qvq366RE26IoA1b6VomaV+dBX0fB1QYBu5Y0fuHBag4p8nfGi2U9PnZt+Gi5ukztauX/uNb56ROtW4bPjqydDPJHms4LJtTNuajRNKCGVm55o7FDNk24xQccU5VKLlx1gIG9o5tf0NmwgW/Q4Q1TQjZhcIZGEGULOr0xDCSGLdVs5NCkoKBi1u1+A346GshFZMm/I8jTo/FsdvpLCklXImW84atV+ILgp2SRSvBIMQS7qTAsRarnF02Q26xPKME7AOjJwF8/pAGKaslg8dj44j678pM1YTowsZYyKxip1/IPZzAq9OwBceJJYW6tBfuRN3veg5eOQ/fcq9fHo+89p9lty95PfehRe/+y50+weo5lZPzCpLKC819681xc61dg64GnInHfnvXoMHSPSqEBqXLiRsEjYfFNGSvmoaraSuNZl6TV/UMZXf3HmK6QYomrpo34PzZUHrP1e/w41N9w/BmWUqcJV5nWGej+gK6iwoBaw1RJ/qOKBqepvbxmxLpBGrmmvJzgluzlHvUzV7mkQLKKl0gzQ/khAIlDOyvawMoAzcgwJ1AQ4xS9j3rIQRXDUFpvVkda6R3amQSstVZ/mkIol2NmcZ414XgKQEOwSMk2j2Jq7VJ4aUkKOUJTroRUI9GSbxM8mMRIxFBJZjknQvOqEBKBrd/b2oZYomTCkjB0IXI/p+gXxwAG+wyjljXJ3iS7/zKfjD33oKdu2T2979+tfi5kfchAcs+jZYSj93VNeuT3NTtPNhtja2nqWu8SqwOVKHbZ+rc/62PufbtpO7aiWp2iIbr4lLSi9Mc7XtPLRlGyoO2LZ5epOmP25796Zmnu1NsxPK0Ki8H/zPBWscQ7Tg9TDbbmSsGUflXIgNUXXaTie4Aka4pTpEuTZ7TwDIyJiTU9KBVXHak0DBNs6MAPE77rLk+kxQf75ANV0Bizm0mWEjekW5aamuWvP+fidYNibGJKI0DvoAGhMiRcTA6KPkZ8V6QiLGpBQ8BqlqkZnLWKIK3ylnLEdgrwMmTRDfZfGJ5v1D4MJ1oCye1cQZOY3Yu/kDePtvPhs3fdd9Mw3UfZLcXb5yhJ944bvQHV6opG7LX1sZROS0TZum2AJczT+qqVSwndj57ybBFhMs9ByObLXErCWYlfyhRsA2xBNlP1+9Imp2eeFNtdyUAHur1YvNX5SxFfJk50B7vm21Ked5sYLNBxzhnQG/XUdR+TcvBw0cIZNA7RivLUAlTsGAzWklvFM2bJMBOrv96hgBLgkD7OUixzNYo11tKytwmUhr3A5MhYgW/0CqZYDstF5bKYTRScYkGpdOtXMpAyOJ2SOGiKxkLmbGmDNiyuj1+ZrMMZkJa86aN1HqOUY1a405oItaXDyjmJqN2KXMmFLAFCNyJySx39vDNAyIKSFOCWkaQeEUsV/gnX/+MTzjua/CD3zH35kvz137BLXLd9yKl955iIc/6sKM2KnPrOKJae0MZ/pQI+HnbRsRA9Cseb++Nz4X8lc7m2u2Ns/jLCG2hczPz17w1B7HUCzQ9W48g7CpDWuXWe2DCqu5m+bo0ozwqMp+PrLmo2n4PEEzgue7Y48/DSi6j1TPxMqEguuk4KLHOTdhVgZNVYJiWbBJL6ZY0sAvKuMls2LKGZw69XYAACAASURBVHRbPW/xowRrmhMU60RAwJRzwRTTKubm2udzJ2Nsnk/WlDUMWN4pr3jJOWJUDaCcMwn+aXcEEbD7WNO3WOaDlDOWE7DQFGlDzuhSQAgZlAh7iwPhEuMITCN4GIA7LwKLA3Rvfwve89jPx+O/+Em4r7X7JLn7xp96GfLBhRmhswW1uQ3QRUCiDSPChhnXjpl/b82ywJzgeUlXtjkp2hE5KiTLacMCwdeCFFKHQurCbEwBPrLWafJIq2mo9Ft971qfKjmGqykYVUKz/uxa7Jw+gKJkqvefMfPPA4OINV3JJrC2BarNbIBK9Giu/Wvz2hGqczAr+NZ73J5ve+m4gsIAma+cPhxEJf2J5KqzIA1N18lyDxlAiATKjAT1A0Qdg+Gr6iDLOP9/9t491rbtrA/7fWPMudZ+nXOv7Yt5hfAmQHASJQ0FGmgEoUkapamUiqglStomUquoaVATCamqSh3UpqooSaumkNIAMaZYqDyDgRIwITxDYrCDwZBr/ABs44uf9/qec/bea46vf3zPMeZc+5xLfO89tu/YmnvNNdec4zXH+Mbvew5fwMjaQh1ABAAUkVIUXVTqLDtXHMAAMWphTAvhHsQgeQ+ADiICXFg40Z3G0WsElCo2etcsgZorCKjAsiwo0KCiC6OQcMRLJbRa0GrD+cmEw9UJ2rKAlwWHy7uo0+z2d//N3/ueF8Dds5j+/qtfj0992eeuQxxRhDMygOdzXqV51TYhxTagW4ExQkdnaDjvQB0GpgvGpKxxizkwOfNs5wOoW9XPSLeaD2RvWk7/V4BOk9mt2ROdxLyjE2tpYJ+RVgY9yGOkmHGgYf73EsJsA5curu5Z1StJXU31aWU4RVQQaPcVElveqIs1YdVDAMhBnPc39e9W8vTG+bZqwujrdohEsYdt47At5vymotjcX5amQm4SU6BbX5LBRcZ+YrQD+7iZFokOIbZ38vyBWbYzY3nfrYmG4+7C2JOuS8ocX7eGepC15E4h3D67BRyugeUa/IH3gecT8Mk56t334PI1rwZeAHfPfvqqv/9DuDPdVs4xcYQDuLPRanHcTDJi0jSd6rCtXcwmjlIe7l2YB75+hldY+h1JzajXctypkNJRSNVIw5ZUQmxhleqAqIsR8pAEGkg04qsEuIiNWh/3KoBaNsYOws1d3Y2TNwBYokv7c5O02f2lgMyIF9EvRt9MmkckAMrVqmNfa1otFolIESXOGWsCufIOZHZCFwSsv8fsUyykCAqhNXJJhRFLhnZEI9SKCGysFV04xogFYHYwqu0Q27228ogjAAvUEJ4JhCYkrgEkm0ZiZimEquxFuQAojWVz7FpQWkOtYiN4aIwTrrg8xM66U5kw1aYSwoZDY8yHgmVSw2clDe3WKWotePJwjWl/IvYziubvPfUkPvlP/k287f/7X/FC+tCmV33jt+BTv+DLw77O6ASp1K6I3VHEsiwO7JwSGBhK6i9L/VLPie7YvN6Q1KXnKJ/nOTsAGZnrkccWqFvXi/v89V8uzwXoQ9vyPb1+09mpdWcbAOpqkURy2YHC80kaiCGvMRng6/pleHYLDI655z6xTiBwT7/QO5AQoQtZgqEXnGaalE8udsywKyAMtOlRiziPSWiWCBZtzhMN0Q5Rx7LWMGwEozel8+xd2taRhZqaq0hMvAMV8CJtnpQoT0V362mM/SR70DIg9s26xiyNcaXq6OuFcVlaR8tpnnH6yGOod+8Cp7fBj1yDmcALo77lcbzum78Rf+g///AKj/JhBe7u3LmDn3jzU6DTWwmEUQfqjoE9cSxIgYIFAfp9xn100ruSORpTOaYyEjCw4dkBr0LquBHqWgdnIEwTaXgRA5i99CwAppTlsawG1a5J4TJgE85qfZhax4h5r5bNalcpN6uAsxdqJvr5OXDTnQ2o65dYNALcAUH47R5kYj1QN+bxew/mDJhltUVHsgld3rEg2EoQxM3slRYmtAon2oudaFR6W6xQTEpheaQ6GglLC4NzqQYAfYHR990YhxhUMkaLGA1zE9W9qaqWQrh7LZHeJyJwYexqdfUEuGFXCYekK5F3IOrbQgUTM5gn1Fqwmwru1SUFuGYs7VHxWmMGt4Z2OGCadnjifR/E1/xv34mX/42vwAvpQ5M+8O534Xc++Q/h4xW4ZTMNY9BWO9FQ2Nt2YIxEMk0Enxtr4JBs7tCDOpu3I53LgK6bv5a3Awoz6TiifsU6H5u/BkH898TJUXpoOxTKSCyG0w5cmfpz4xknDXleszs+bBS8SluSs/BYXT/gdCzdO5bU5dnMhi4ALIG8v5ztVE8OTk31PIxem7Qt0da1VDGaqtYgfl/TtQNFym9sQdw1VAnHs/alpQxlX2vJd4ECSAZqYZxMBXcOTRkbQqOGOhUPQcUM8EQpZFWsj9Y/jRl3rptIGHdTrKELY7fbYfrYTwQu74GWA/hwDb68B37y/Wj/8mfx+k/+LPzBL/vSVT88rOnDCtz9J1//w6Cz28jj0QlKBl0J2AGcAhQHIMwen52qIeUzSu7GewEDfgPRs/thSzl1f4Vk6y8LNnoTqMufK+eL9JlVuU6YEWBTHCrYwaEDLSPqCSB6eZTuQboXIaH0AMtI/ancbm9D0gdjlp/C6cBTWlRy8u3CYJqIDdWHlhaEbkxKrCDgCf4+2X8x3tIkcBXmwNH8XUo4FEVjSnzMXs9LVaJmThRGXKPOYUAuBFBVCWAxOSkq1YxMgMbisKMSuEoa5JgZJwCulibBrGv1fD0eH4l37iFLGHWtrEWWg7kWPH3v0MUVhHK9Z6d7XF1coC0HtMMB9fIS034Hbgu+7jteg7/+lf8eHnvs0Y0+fyE90/TNr/pR/J4v+eOxMOlYyd7uPv/SnDQzjA6MUS914xLbAOY0ql8dvCVatqJzdp6u+fdEg+Q56u6V8wG8dXmLTMXmpfuADtNaaEtftnnJBjLL59SFTro5cZLqDbI9Ldi24aL8jFKQlQ1dvmMDLHmA85Tfis5ZLRRwykeBhWGR3xJz63iYYFJHo81WJ/dszZqNoWyvvnALekooJGYfttZUCECr5G9fe1730tY+sy3VWsorfwKyXjUWKbWiRuyrRj4oBfsJYBLNhIC7BlCRiAFKN/O6P1Wp48KM6yb2zVNj1IWxK2rLvDvF7mM+Hnx9BTpcg+88heXiNsrVFQ4/9aO494VfgJOzs9W7exjThw24+5GffyPe+lRF3QfxMOqRAZ1dz0Ct6vZYTrwGYLeS+ikIMTFzgBHyYq0K62sB4LKnabbFm2txlakQ5fCGvQno5aCkBqyyA0VN92egRhTgzz2EkUAdoS8P4VTRq25T3hnUIQPAHuwh9Uv1jjJVbiK4QJxTEOsg3CTODRQ2LVs2dXJnv4hEHfr6mPC/s3/pOFe5lB0tita2AShFXf+V3rVMnJNHv1vEkKgKsj2iEWsKSOnhWibqNwOXEC1N9iMG1PtV+7IQuBGWWmHbA4ljhi2ICiCvm/e62QyxAr9SCi5OJtyheLONGSeHhmWpuLi4wOHeJdrhgOs6oe72aEtDawv+wF/4H/COH/t7G73+Qnom6Q2veQ1e8m99QXi9GphDxK3M6th+z+igRSuJOGJeULoGhu/sQul5ey4DrzyvxnMM506TAZiL5E2q4R6+ZNCnqsd0fUyUtsOC0ovwrk2N1xtszgtQ6e7Ss+ZgJ0iWzRrNhRR0p3pYkUXnFJvET9tv5TkLaDRAaY5J8Ruv6VwHkCliz40U1H7vKpWrru/FPHObMt3OHOdnLYtAgd4vdh+RBnnXIioALuQ7RhiTDEBjwpIESAeD3dmll+iZWjmvraUA3AhzEUezuRKoVlEHNwF4rUnf8iSMrpQpPTNXgklEJ0AiDiwN14UwtYaFJY9Da5geeRHKnaeA6yvg5Ax0fgt0eYn6W2/F46/4Jrzsv/wbqz56GNOHDbj7n773DZj2KrWz+epATseaApgM9sYAxbF3rAIbD/CJzesAXP1ldldBwHRKDQTRVaNeHwFQU4F6MpLuyUqdxG31iVB3Tol4m3TOdr3wthF8x4mQ4hnR4AiAqoRpJam0+qu0MwIWb4A6CtWtLxbMXmckzlUIiawgQaDgC0qkkIzKhM/cbxCheCYR6fskQnCiBN1Q3ImtcJt5wSpgfeel28rLblhM8gfd7is9bfeTLSQEsd9Iz/sm26pykbUjpKVLWGsDGmB5qgSgOPFfjCgtKp2uBfNke8yKA8UiFA91EYhpgNDUwEBBgxBGZkKZQ0Yh9y9YlgmHhXHYMc5v38ZydYW622FaDmjLgrYc8N4nn8Z//fJ/iP/9a/7Kfd/FC+l4+sHfvMRn/OHTwYnC5jf3O9wMqlmbhx3ooniXI50CgsHLi/5I11bn6MFjzk/uyXOUnUCMkrp87p++yLN/erw7A0pd4uGbhk3J5duHNoSGJ1zS74KtZPPHIzpK9dWMWtM+TODHnsj9NT6Yc8znhQY6lwAekKVdti5Jad7iTuLmriROA31+MzsAKwkwZiCZ94yNLnQiFgBR328jAWEEkZ5yg9oWW3B1XZuggJDX5eTySyq36L/TSTRxC4smQuy+GzAX1Uyw7qcd5lCWt9kfgiXcylQaDiR2eFeFUYlRqeDkpZ8A3HkafHoOOrsFuncPdPceDj/7U3jtx38a/sif+7N42NOHBbj7b7/pR/HBeiE2cIBTMBqojgM/BzOljzdnwOYIoLNPGww5SYwhCgKpA3AkmgJ4sopUwxXUUA2XAtm7NqtX1EYhx7TrQJvX3wBiD7Rk2R+lbfl526YsS+xCwmdEzvrB4uGFyieIexzhTCH1yGoh6RFZOJI6Vq4mNWpcXy8YQaByH48Ab9sAOSSHW2raIKA9c5sXmwzum5FJMqIh9RC1gTqRcCJ0FIBOd9BRzl4Jc1HQ6OBPCjXHDJF0wp1Tmj5KDFw37ZNC6lmrZQk9xYFZnUCMsBeUIuFSGIyrxUh11KGRglkFmFIhxtIU2C0Vh6XhcLbDnZMT1Lt7sbs7CMCb24JvevXP42/+1T+LT/7El+KF9MzT93zTK/AZX/AnVrHqOskc0EnshJmj9dxM82XgS4IhQ0/nXJNJ63tvPE+fTpNTGu87KsXLoAqswbrt122pXU7GKKUNYrr82TYe7cVYOrG8Ehu8Yi/b6y4DGkpJ95pGzC3ZtpBdmuisrf1jVgkgdS3conNMiWZqnVcwNallvdBcURiog/9Olo+BLADkUdj7zRpHbYnlb0x3g0mYTYonTy8EmDFAFYTle8A63aVU/tDNMValrrUWzJANY5lEUlhYtBm23pk3cwfsUk8UEm/aq0W2NVtYPGuvG6M2Rp122N9+BHx+Abp3F3TvLnDvEuXyEvzTP4Z7X/5lD7169sMC3P2Tx98ftnaUgQMC5es8taOUglKTg4HFrFMD8gB4g/SK1sDOCUwCLoRUNtARBAeRZCELinPc7rlKEarEvptU0a4Rkkq2ULf1UK6Hg7vUngzsCOZlG4DUtxpL7bf7AXhZNLQ5Foa4Vo7dQwIAM9DyPk2Eh9J3Btw+r+t7tqjxOnlN8mXPugRP5VElCJS9RdLnHGxqjEDm8CIFBiKpL7pQb+RcKAiRxl9XEKrtaMbVqs0Imwq3f3dChjl2xSABchWs24ZpOSwArBbxxIUtzK2h6v6MYv8jNzRiCZIMza8BXArOdwBdN90dQzhc4+ZNmtdaAZUZgIRJOSwNy8JYDg3L0rDb7bFc3Ia9XeYGbgvasuCL/tLfwdt/7O/ihfTM0tNPPYW3f8Ln4ve4VC6Yvn73mVDRFljMzi1Q19t85XMgmYqkOhgwM8kbK/APWtcvvJQ+e2ldn+I+X8o3gaHUWUBdbzdmM8+A03Ya29indf24NbCaxES2Blw6WNOVayrZ7n5e9LpeU8cAW2NM8zPW3iVJCImfNkZKZdv9RswscrkmoAysVlK/sYkUYeIwl/4xhCrY16Qelb1eF29zJXIa4bQtg06XIgojYvaOTaPMFyL14lfpXQGWxd6VSRP7ns752ivPfVNITJuayhq5SUxPLgCaCEhO5wmHlsApezdEDyotXTRoclXP3KmIinZ3fhvlEz4JjCLB5K9lx57yrt/Gm771/8Ln/bWvwsOcHnpw92de/l2g89sOpHxPdgdYCTgo9SEliiNgc+BUtqV2HjZlTBuAxgbnqKo1MGlgbHIPXbjKLTsqGKiy8wz4jABPpKFSNkFdADBQksxFd7htHyGXO54PQM4pebiTr8Fkv6AQhWrXwJfbjGSSmzjCHMjSVUJOkNRlnkw5w36fE0NS5adTTurKz5w5cw8ifakxooggVF5OUhfI/ZyApL5rqY0ELDG1h7bLm0ciZaOsFiFx1LDFTvKQSuVYUUzQrSFJ9na08CnMqLW4SY/ttMFoOCxCvFgCR/n74iL89NWiqlgSgNccqJnxPqPtJgF1SxPbuqViaQ2PPnqOOs8y/mtFnWeUaUaZJnzggx/El/7Fl+M1r/ya9Tx6IR1N3/CKH8Rn/rtfspbalbTdGFnwYuo+M00A8vxMYCfTKGwDoSCt5J82fbLjk831OKchp2MpGD13akhgRK5bfXV23l9g53l7+zmF9eha2QMyo2tbdXQk0D3X5yY0qDkojizCZs/kegFmzHY4MjPmKjznQ4VqtEEpXrc+ZbraaSIsfyKPDzhqKTSD9ClCD7YXbmCw1HX7Uh1WghClW7siKlMmo4VNGFQGuIg6+KDB3w9LrAec8nGmE0Z70/siwkRBG5s2btE1qNYCIgn1ZDQ0j3gHxizSO59fJLbOBcD+/Bb25+egxijzDsvpKZaTM2C3x9VrfwE/863/EF/0nz68ZigPNbj76de9Ge9aTlFnCuKUwJzbigzX+90n5Dx7m20Buy1VLJAmwzC2A1jFIg+oLZxJ2cxuzQGcqYX1N+rr5apYfwYOEDPwOi4p6231TCUstnMB2DJwLAgpXqeiNcCh9TYikQMfd2UjgB0hJGdO/Dtam6RWBp44gJvbXtgL8MdUmlBKd5/VNXNlVnhehJwh6F+nX+AWZayqnECZVLzF7xQqLTfWRiakQaStPka0TI0PqAcZw23sOrmKiO9QILab4qyR1L76LDFjrx1ROLjyQsL5HxpjXwtak23LGhMKC4heVEpgtuNnJ5MDfxmT8k4P14xlAa5OL7BcH1DqjLrbY1oWtP01fubX3j727gvphvT4z/4MPuXf+SKxoe3A3BD6JIG+iZIEH7rwI+hhhlvdudG89BvSb35P/p0AD8I95H9MWpeTzQHK56kAzT7KsgGYJ3OWrLlEPX6kmGxypTPdGKRsziQCxnT1z9ntQ6ZAB2yA1n3tvHAHTUIwlgG2gkGMNcTu81ArrrGAr3HZbg7DZ2ZgVZwnZWp/UurDcNQwQNs0rIrSV7N4Y2RYtdnHWxB5quq5CttWTcddETUoq1er2e2Nz2eg581J91h8u1rElpiLvDI1u0NtJFENqK97gEZZIJoCvFoItQG1MSZmHBiodcL8sR+Hw+U94PIucOsWcHUPfO8eTn/1l/Ewp41APQ9Pevn3/CLqPCsxCkkcbEGkNOj1mTA4NpDRqzSMuGUbvGPATkrST+6JZA86ZPBPxWJSqTfslsSuZOlc/BZHqFXlvthE2gGg9QXgfdPZ5qkKuq6cInqpnoMxu56Ark0IVzQ4QOzLdvWxgzkaiAuc6nj/6Xnxn4aJzX3n5omfgaDXo3tfQshstwy370ljJHOssVBRIrapDmTq1niWqIE04rmoN9jH3ESyDVCvXtfxWEzNZt7SQqBICX4eJxNZQFpbRLV3iTCX4ltM5XhnxlRMU8FejY5rKdjVgrnWxHTIvrVFJc+lKBNBBPMArJA8z/YTTvcVp/q5nytOdhX7XcXZ2Smm/RnqvEeZdijTDgBQphl/5q/+z3ghPVj6/je+Fyf7Ocw1Cvl7cdql6leb2+bR72DN6AbWdrdmkuL0AUjPpsPpSqa3iXbq2AhP/G2amZNPo43fYu7ZUq6AAxsP0dZz8Dk8otQHAp0GTAb6EpXXBrDVTeY6twbzFAgJZAvAlJ+3OrKZfyisIKVNHG3g1vwhNzUBnCkP8B3CAtEUcOdk0RVuthYd7jRDEpHyyT1NpJAMEDe1xWugtqBwvB8a6iHdw6v3a/1YyPY2p25MZuFFSS80t9XXRsvP2pzWn7kIOK8FmCnMj0ywIYGOOZUdTFHWslmYqENrODSR+B2a2C/zxW1ML3kM9dZt1Fu3UU7PUKihPvEOvPZV37Y5th6G9NBK7r72234CH5guwk07c1k2uPS/TW4BGQOQQ+8VWhLhJP88TghY8zYxbscmOVEECA21VHGcqGlhVyli2fiMsCzJ9s5BYW9Q7cS4+6Tta+BQByPAYtjIZZAbv5XhPqSmGnNnXdAZcdt5GZ5T4mMTMl/vVLAIArv1Pd+f78l5xXeL65CAaX6Gk/edfocSqczfdcQVFM8RjOWHSxcSu+jvxGkq+/hBDGP36COoXYsUKsRWiY15Jxvhtj1wRXUieVSIfctSLHaUSFlLjX5ZmCSun0SOQuXi9P564QgiWgBQ1T0Zpe6FCaf7iqUx2sK4Mx1wsqu4XhoOhwmXZ2dYru6hHnZYdHuyOs34iTe8DXfv3MHpQ250/HynH/yWV+Kz/u0vlUUOcMYk7HKRjv6aj2uljzL/Mk2wGcBrVWxHQ/Wchs/xvJALg3wKjiKblMzBIZPMrswtIPQAyVRsnZRtSO6pflM+yMDwPhUw/o6bq0+BzCeunUSEbDSnSQSd3xCaQsXogzLGtJaO5fwyw+l9meIW5lh3OeCzZ6S0zsaEXFZKQKb/MFs8s7MTFxViAkodu8SZziyJHBOJ2gDV6yHODNkmmZuce1/74HNjnI5RMLV7LcBcCGhAq1IOF6At4lkudLZ0DhzQvo9ekL49LIxDEVDXuOHQCLUVHAph/5LHgA8+Cb68C3p3Qb11AV4uUd/8a5ttfhjSQym5u3PnDn7oje9BKRMAAlFxG6a057GkdB52dsZxmrfs2kjZgN79ODxCHhT99+6ai7JV8qFOFCYtcRWpEeoS9TEJzlTCkcE94RBgKjtI9Jx6kkQCDgotLIpzLbBJY5xMcGJxHFHZjJ2in0QIFfhWHx2b8AmUHYuAvnX/lpQvSxLTD8HV632iSjWA1hzkceuXAbO1E+LMEIInKovgzrNaQ/IrYJB+BmAm/6xEmDNQT/03SnJJVRmTvWNkUJ6+I6StZjcy6TiZa8HJVHBSCXs95irc7lwK9lPFrmoZDh6S9Ef7dD9VnO4m7OaC/Vyxmyt2k+xkcXqyw3R6jmmegVJQdjvUeUajgi/5y//jje/0oz09/dRTeNvH/D7MtbpEQehG2gu6UDf3QxocczUka8FwxZixXW2CDo6ai2wS4uMr0w0fk0E7HUQM9CNPfrJKOG0w9aBJvJJEKBRlfo2VI+rnfGLA0GXRH82kUvk6u+QtyQgeEFcmptDog7XBTTTsu+5goeDWf29NpGLGmVkeSlcAo2G8QRM5YrWmbja1LdL3hI68D7fa6Y5kDKAJ7UJb+vZxqhsrHYQHTYl8B/rta4Fet/FbwRqJgZ3OEantqI23sh5X/nyJdc5o4FQJu0qYScONoV9Hd6VIbMg0ljszKSLfi/lqWbCwhLZa2EJKMdq0Q33xY6DTc6FxF7dEivfbv4HXv/L/vu/oeT7SQym5+2vf+OPAxSPDghsDheyfAREjgjb4h8MHCQL43aSKXSXniiNlIGTgpnZSuSCM8ltxaZz9LiqYklSiIVFz8Ja2/wrJWxABI/RA7PYwdXlJu0M129vbCQnoz61Pu95xapK+4zh4AwUxOdbLWxK5kai11o7+1j1b0tjgyF+u6X0MVTcwGE1t7NYR+70s7c9OwpDzpcRp+zsyXpNhO1K4FFKfqSYtTL3j7Sqy+bYH0FabucXsRGy9olBmAbGFj7n4Tzo+lhTigAHMXNCq2ApRY3ChTqponSHrosW+Eund1bWoZa/mhsO+qict4/LsFNd3P4g6TWh1wjLNKHXCG976O3ghHU/f/s3fhU/7U386Fi4HcIRKBZ1TRSFnGksaaz5/lU13OodgAjq6iX4dHqe0/RZgLECjXkpSlXVa0ewE2LaeWF9j/wgHJwTAyJnflIg2y5OfHpDupzoFXckSsc7EP4uyYDZuUg8GtwVmSgRAVLAkVHfUPoDNRi3V1bY79LozelQn9LAo8E7dYAI7ZWRDJUv5R075JaZVJI9CS2wNZsgYZbZYdcluOtNpz7vv+8JI2gpo+BoCSMKRbEkwwbLuudKERApaSQU+SscKa7iVBqAkDE3qzKHZVaXTSSkIUo2J2SZfLxKJoBLjUAj10ReDfvvtqBfnaMtdANcAXaO8/c0bY+b5Tw+d5O6Xf/2d+JX3twATelCxhYZ9LzsAPghja64svdPB5OpQwKVVTiEf7Oi+ZvBl89UnlkxsB5cYuG7Eht9514xQFWcOelC7UgKriHAI2VanpudD6rd+tgd70qElAZ345I1r0PsRqCE+nAY6xslflavNatfR5mUVAy+BKWgeUg+7jp440kgwqTN2ZiDZUGYuNaRy4wLQE9ack3G10Vgyrp3UttDGpbKkpHvv5jEVkkb1jkZIX+y9gvux54vmMD4nMhu80sVCqyRe1xMZ9ytble1qjWf0mAsw15DmTYVwvp9wuqs42RXsZ5Hk7XYFZyczChXUeYcy7yTA8W4HqhO+7C9/LV5I6/S2178Oj37hFyeJXfpUQBDS1ORkgSSVg71bxDhDlvwiOZZB6Fj6HM9lTKptLcTe10OhII1TTaMUfUybki6153KJ0OqwMhLQSOgpM1ORtuthcfJW84zsGZ3rLok6cnTVSXXU4JXkdZZPkwyySuVEM6DXfZ4z0BYQL7A57H2QANy2Ny/3bTNJ6P0AL+B0h8d8lZY7Y2D1ZHaPLaGVZpcH/51S3kajrGct75FyEq3tzaciWgU2mtYd6whDMQAAIABJREFUISm2+2eTzhk9NbpWyE2jTFs2Fd3us6Qj0TxK6/TVsuDqsPh2aRYDbykVZbdHffQRTC96Eabbt1HOL1Df8y68/jtfed++f67TQye5++rv+DnMZ49s/tYtrhRzoFfHDsTKDnCvmnjA+oR0iB00UIxZH7Vh+Iw0UIoPoF5qZ+o0cgLbiZrHIy/eZPkbgNPnUvDjUN0o4PTviZO3awZSNR8MbTPO1GCf/TdalCfupt0J0NNeIy4bgO6YBG+0x9t4SQ5Qc6EZBJkUAWx2OgRCW3GduUy/bgtClhxyJl/GsSo3zlZXQ78mHevb5DW2Pidy+ixcJEcWKskLTRNJtHcrHrGDh/Wsq+ULo+pztQnhk5hTpPH4ZPeLQ4vAn9CdOQjs9n/nJxMYO0yT5Lsw4+rQcG9aUOaKabdDO1zLMc+o84yffeNvbb+zj/L0vT//VnzuH/8il9bFNoJJqk8IUxKdryOH5cA+0YhCNuqCwbNnusfTXB/nLuXn0nl3z7H5iGF852sEDevjV8e78gPp2phfAkF8rB5rab8BkPWdWN1rdcjxK4kA280GOV8YYFKao3X3flBa5OFL8ve2yIsGiXpUiTslumdLkBfmBDi/J9nSS+x9k8SUUtuGZ9jPGUzsNMjpJhhQpzFGAVF1Okcatti1CN7m6BsP6wJZp1sz4EYeQLnzlK0kFjB6SUpJ7Za36muPrU0yZ/oFSWKCasxUA+Mw5xNyIY+o0GWE2Vp/b2GUQ/M5VAiYGrA/PwUfHgG3a/DhEri+B76+i4vffvikdw+V5O7l/+g1eC9drLitfNgkt8Fp3ofyooz4hD2deYoRBZnr9tJ7wBT6+ZHwKVAy4IiQyph328q+xXaYgBLfJC3KoNTBlwPBzKmTeDQWQqlJipjy7dQ9CHVuZ0NjdUgLB0Wz/Hsms7lPaPieYxPZ0QxwpJuNGHB6duzvrhwKNYUDJHuagr/NUj2CwdAMtvQeirvYfOc7wCkluEo3eibXMqSQrTkHHfH4kneccef+ZJI0M2CKcfI2ZnsrOADrTA20zsKZhtH9lo1Wtjs16Y+p+9zrVu8N29D8m1w72884P5lx63yHR85nPHqxw8XJhBe9+EXYnd1C3e1RJ4l7V6cZKBWf9x98NV5Ikb7/H3wrPveLvzBJS8vmJ4E6yZ3TDErAvXu/cE/A7J0IHy8JCObvyIvtcWAHRH73O2K6hWTZ5piDFsRnHPqd4xwbQLEjMHaJ0zxmES/ZPH6QYxOr0hHaRITYUVVTtqlbSf/Cu9YZRrY2N5XitWiv5cWLRP1tTWFOtv+Ve9g8XdFLIXNw9k6T0dGhoV3dLz3BFmne4rZ5QkIN/KbbE4D2dauEqUCYF0Us2MmYGYQHbYxTaU8hs9kzs6pkZgS4MKWjmxjpnwhd5NkCl1D72q4qcRbHiusGXKnn7NKA9tjHob7kpSgXt0Anpygnpyhn56An3oFfftW3bAyg5y89VJK7n3jz+0BnLxIEfeQetWAAMEjLEggyRK/Lugx5I2bOgR0rYSgvDR7F9j44Q4UBNUpPKhCEytSBF+AD2MEHhWTP8vQyMxGmmBy9dA7+HPz5AAh2bgsCEFHni4PfzI33c1Sb3QE9cmlUcIHMx/s0CItK7Sjq6xKz+7wH4zxba57fyIUb+LMtvYSutw6tktpmZCcKB7Ys1zk33pl2AsiCDKdFkKgDhZlDjvoliV3iqH2EUnzPwTa5mWee9E+D2OIdmFE0p7nEyGS2oM+SXSWR7ok3mu6U0YClSMiektvRAJTi7dcsPKhpU1Z6KoTTndjf3amyrd7pyYzbyykY4mlLpQKlShyrZcGb3vm+FzxnU3rHY5+Oz56rq6IEUMdCZCGTTBoxlZ6GZFrQfeZjACX5nRIjjTNJeSw7jdR/TgY6leEDJO7LtvylDj3Ai3mc2MgsZRp5cWtIbkMmUv2N21K5myqt5zfRtbEMZ0BTb3vfJXdNaU/qS1Zqyk2lY9IIJlLAB4hGgPzZ8d1l5tnMg0BK58jqEn2d7YAB7rpy/b6T9krpGZuHr65z9q7M3WLpctqoqz4rF5qAPxYGw7bVPjjtBCZzb6VeCyJ8utqcMtvGICq+lnfSbN3WdhLJzhTja5V1IzRLy8JoJTiIhYFl2mP+2E/CBAbvdlh2e7RaUIhx9sRbV+19PtNDI7n7uV96K+7tLgKJ33B0nl36vEyALQ5MuRkOPf4zT5nH1CsUKlUgq0Wjflavkurde6Vlbia1D8meBmYflUIilB409lKa+/Sdg2HA7Bg62zysj5KpqxGoYXGIruoN/eNyUhl2xIVGodn2G8gLVSLUjZtKBnsJQdH37qCWzfjZmIBoi6gVyN3r5Rl2r1eAHZwiEXvjjPuqW2OUmPqY41BRbDRWbknGzkAEa0b0d3jDktpu9u9c6GXYfM5Fjl1RbzJSW5XSx8arCvjmQhH/jmLMZVXh6W7CVAi7SWLencwFJ7uK05OK04sLDYcyocyz2OFNM778r/wvN7/gj5L0xp/8aXz67/+M8EpGeLZnSanYPpYIdr7hQRj0UI+i7770M1PGjy5cRz5hdGkgAjmn0U70GCnt41AOz3SMXIS5GKVcZvj/b5qY8QyA3Trd/Nz6NwJS7DjrC2O4LH4cJzs5ICR7DYUPKrVbQO0Q97VFnm8LTLoXMQGVRjgTbnSWIfH0Fjhd8mdsNcvEN2Lx2c4bhHjEqwuoVNHqE1LDQiZ4AbJksx8TyaYOyUkojeVJvV+r0q5JPcjtHquYjftZI03MalMs62TxnZ3iKP1uT/on0rtYT2sp7vDBIPGYZQm6vDChvuRjUU7PMZ2eYj47Qz2/wHznSfzyd337gw6tZz09NJK7v/vD/wp1vgUAnZ3CseQkorsnyAgN11xF8btM5J/rTLI61FVqZOecxMU9MM3q0RhogImLIh94zDOX+lH67M6TPR6F1LGLd4es3rs/V+ucdzpW96TJOz7nfeigSNrXMvc0SPD4SB62f+MYJ8+ZSv3agGSzkvIksympcPUFoF5VPWPQ254MbUDY+Y12dGECZIS0z7RYqZwq1+Utl1n3SfTNx0GwXSp4EL0UiPqbKGwnXeqg24yZyrVxQzW2rkl9ZV9I2VuxKdglkrpUACjk9QAzLk4nXC0NV9cNdzUsym6qONnPeHqaQLUKyJt3qPMOr33zO1+Q3gH4p7/0W3jZn/5sGVe6+Pqc9cVLJOqZZhH3JiGZXgho0s+8M0wql4b5tfpMN2/NbzryAx09S5K3LBUapdzdo+mZjh5tcX4jZdhOLnFyBv9BFoE84wfWzXjcVT5xXzBzQ78are32fI2H4u0s+qxQCpn2FGYeic+GRr+ULBiywWqSGLJloQDS6oDhho0ekKKMJjaQwUGjcyobIt2j17d8U0a4ZIa+a6oQJ6NzZNdUZOdzo5Lsj01OdlBI9oK1OWJ0jsnMa9R80XY5aTZPdL1gBjUp4zDWi2k1D64PjLk0HKjINoyFsBTGUibU/Ql4t0c7O0e5uod2fYnb73/Hqi+fr/TQgLvfeJownaOTjHSpWx/ZbersR9+02caXEUaCLIhkPmA9PPPBehOQ1HyMaJFPfgVM1bwhkx0VhdQt1KLJXgZZQhdAz+yeZNyyn4vNQhD4gkzs1xx1f208txAqUq+MMUZib30qLU4wL2ET+aTNPtwiwZtCugxs0k0C5LQcJRpZret5ctTO1RL5npS/f+cguAAilqI1TgENAUBJ3DCSCsY5aOurKJNBurD1hMz/U+7TdedsqcesL0qBGwZb+4u6/rv8j+w7O9BniJrPBQYkHLEDQ5LlooFTnxEsVhcpNT3dz3hE+6IUi/LOuHc1YXd67v0kGTRwW/D5//Hfxi9930fvzhVPvufd+ITP/yNJui895A5XNvd9/gOV0taDyIthfG4m4/qQ5lMGeEewEQ2f4/nxdAxsMTwehd8l12Q8N/e83KbDm9TigSrlDhw2ZzECqmPPWdy69Q3jHI9y1tf6p0ZpmaCWYE7ZxF0ylxPF1Q1aEYYwyuwRZF76nrBABEViV8k6PTMm0dA2Rz6dQ40DL9V2MMONiUQPGs+TfTRfdIsC6pZMPBLxW/WKZWkC59xz5qxh1xuzB/B21a/SOda6eIDvzOUaLuaIQSoq3ERDHchGaoBsTWbr+tJQCNjvJkwvfgytAGW/Q5snUC2g974Lv/r/vgKf/R/9JTzf6aEAd//V//nDmM4v5Ete546ALgcSaQ2ntBitMroPJXgQ6ZUvsFqu27QhgsaOqlIqRpQZhWoKTExJyhfG6yuHCh3t7hwCuBTPaLdNiviNezs/Wyi6+oUKGWlSWx5mx6AvISY91qAqp2PeZuOMyRKquG/zVL2m2DrfCXX/bJKiQTk4CskTuvwihhRgDhG2EIa9mlEaI3ZOiDNDwbpwhT+XEypnNowJ0P5BslWB00ljr7O1zpAc7Abnra8PALz9DWJwnFUotRDa0tz2jokkdhMJSOQWUmEGUJFs77T/C5Hudxsc8NluxtU14+p6wt35gP1UcH4y4cn9Du16Rtvv0Q7X4OUAbg2Pv/O9uHPnDs4+SqV33/fKf4zP/A//nDMgeb1ziTpirprq1hjKfs5vSO06xmJI5KOwB339LTdQzWPgLd+RbbNY682pNuk7p/IcTNjIv7mcvk7HE5Ex4AlAHXncpdy4mcZtl3PMK9c44Axcrf2cflcgt8R7DHs3guwM0ZI0T+ah29PpgyJtL864SXXCSQOqarU9tB1wGwPLrAyp0cFMiZLzCJVguJvFwSuap4Dopu3KERgyzTUaTun3qnSlcbpY4Iw7kwg1mMXbX6SZ7DWTvgtgDAidCyZe9o9tgEYFYLSGILgk9nn5HRZty8LsO/cAIj2k/SnKyRn49Bx0eRt0fYXSDrj1vt98RuPn2UoPhc3dG56464Am7DR0Uo7z0QaeEqs0nZBPzWvIwI88fLwOm1KnLL7emPAE0fH7jhcZUHXnhF0Vj8ZC4aXo+0j684N3nJYxOkeMIDCfY9WP6T6YtDB5pmkfs04oTtwkERyg6uxHjgglfXS8T73fEhixxQjp07V9dmQun7bBoNNG3niewmesKbGQCSoEcGHxfFqYsYCcOxR/NLMgSX0SnR8MsBNr7SQjVsXuH8dNBobb/WROHg7eFGRnKU/uN889IbncxwYUJE6deXPDbU/mWkQyhGTbSSE5ijJsTMR8MubjbCf75E61Yr+bcLKbceviFHXeu0q2TDuACLVO+NL/7O/c0Acf2Yk+6/fr/AeK7hJjNpNAsp+FjKYw4SBYfM6t0EjgNVNFG8ex6+M92Lx/SzuwcbhdWb4m7aFujNpsVZrV1T7AoX9fHTckn6Q0PHI8SgJRlGPep9vlCkgar9m83cgULsVOtniw+31XiORlq0RNVIgLsFyLxyw3oB3kfjQFr3KO1lDUi5bUs5bb4h684y4ZaIuXLzZ9+iwvAhbbovdkGz9tt8ftW7SeLd67gXq/braFtub05jQh4ND1iUKT5dvsUTZhYh//bh8H3ZmC0n7q9luxNRayNaituxS2xPb+SDGFvQbTjgGy7yxgklBzrtihnpyhnpyhnJ6CTk5BpaDe/SB+7Xv+n5vH6HOQnnfJ3Td8z89hOX8kJCaAI2lSiNZBOOd4jcJ1ZKKbbtUHUaKGQ8rFrn4j2lyPbRDKoLGdJ8bB1A8sEPk+srbOkw7W4MrZLoIh4vZSoupFuS3fjxYBfvwcMRn8GYRazvsNQAZxFh5kBBCUBrhNRI8BZ88e6T92iZpnFn2e8sjlAQnUcXxnZUdznZ1opjpF2VAtQS/ls3y8VxnOBNhYYcC9qrqKR8EwKUiMuyQh8FWXUllDPl1rrWLUtTF3imfpKia9O73zvBTmBd80PhNkYByafidCI0Yj9arV/CoBXAq4NTSfi3CJJyMsfeapYq5qczdX7OcFFycTntrvsVxfocwzQECpFXXe4fVveeKjUnr3Y9/6Kvy+L/uT3TzN0jsPYZNi3ZnNnY1NeecbEru0v6ilrTnZ0Vj0I7O7L3/qmLuZMYkcWRdx2DzbAml2zeb0hgrT6b6XfV8u0iVCkka5hTz/IDZ3D2SXl/uRe8Ay1knyFPbR1c8jSPUu4oGWKKVph7QeRVgvdxQEIlyK2GzI45q5fYZdMQl4M3pj74DzWmrvQMRbYtZRnDBbnvKh2gsqoMYq5S/o3729TxEv9LFTo62ynW0LGz5tAevCwCxAzjxzxXxGuoWbqFAXkOy5DbLtcTfGMQFFgauuN+as4WsyYp6Bw7GiMeNqYexOT4HLU9DdvZizTDPo5Ay3n3znaiw81+l5l9z94K+8042AOwBGcXRxdNKRb49QG3HV19fRz3s8bkzUVcn2f8z7/Jm61Ql0uiacRXGalmqXclUwkVzdK4WkhVJbPQiyT+pM9PMfHDD6dmjDgO1aOQCJ/DnSVUIQrZtobpa8Gq2n/Ju2dXwFzj0NZUbwaW17IbEf1vw85pxJ/lQ612xCtix5jD/basvvYbvWR7KyrXaMoYARYd/72NQRRnwJQPG1jDY6y6SD0Hfj/dEtin0fpCf8c7wvv09jNIji3KTGu1p8z1mLEJ+lSZm4mWeaxWAjCBPz6K09bp3PuDidcHZScbqvuHW+B1Uh7nWaQopXJ3zBV/7tVT98pKe31Ec8KLFL7CkYwpjjsqx2MTU7Wsera0Hn4tgiczEuUh7pwMbnM0k+DnWsd5FKTHKT1no2qRHphQR4SK+xEc6VeH599JR6Xbvjv40pMj0eDzWJEVZZ5t9MAxV0KWrCLtnK+7pK02M3izCNse+6u0drKtk7gA/XYJXq8RIx9YKOsEvcRJUR0jaYpNKkd4i4eaGaiTzFkzc8ZMOjV/OARitglTByAzX20EtiOsQohZE9bbM2qdp+y35g+yix4pvmy85Liv05F0r7zaY4kNA1HDlfW8dDA1YK4bIxrhm4WiLu3aHuQNMkfbA7AU5OQftT0Afejce/9/ndteJ5ldy9/k1vx/vnWyu1aVb1j9yQS8EUrAghIicGwLC4Kdo/huf052AkEZxYZJa3N+sHgRPHQitiadudBbjSuUIx6Unrb9Sa0KtqpbJZPaNVMjs8jv1ls+2dTDAdmOiastkP2nBHfVlyRcPzJinz/mOs4mbl9+mJgiv0S2RmwsmxgRIMMk4zGRv3NoCRb35/LmHLjKN+cmqrDbXmZcci0YyTA6Xfk7eZ/uskBnm8+qXUttyhWI9vqaNIbdMF51qNAIKQ6pF6NdUvGwuTjlmG7mxBurgQodSC2hY0gtq1yHifmXBttncU60TkJRWphXB+MuPqwLheGIcG3Llc0B45xd264E4F7pColNrhGr/+zg+s2/wRnN78z/8FXvbH/mjaGvC41N3tb7dASJrfAfyOgJXNCW4/DbTRaGcaRuM8fZDEeWzallVO9Hzi+fdsj7XZgDSvYkr30pfewz0vJPer/Q1caa5FZy831M/LH37jfAv3zzgwW3RO9XNVytPIbC7lQpJumhfuotfNfcpeuKpR3SdfbNO8YpzohgNYih01AAWB5F0txivk94MJrA4euS+ImtvgEVV7WDUoiRqZlkLXwJyLgEq9Zmumt0ZSI0ib2PbPkPBNoq0paLofbghA4ACtLc2BMrHuB88iBMhzzuYkUj2IGdcHxkSM69ZQG3B9ICxcwfsL4OQSuLoELu8BV3dx+q634PlMz6vk7uu+/xdQpoQvfQzml4LEvcRtRkRskQJia6asw7+Bxq2Sv8u0QFrsqSy18ACjKfaUq1AIIdUj8nMHb7Ey94BNz63Cue65DTqNYOS/FIuyTV1diu63F/Y5fS9skSrj6k1SysduTn0EBM0GG1FHejgxf3aPPmDlhKTxyIJmYM7UvEqgOma+mV0LwCz2a2xMKvfmLvIpZbUxH4ZL75jhYnh/ThdEppLs85KdXTEbvoEfNWneRhOlbLvPBkkQYDcBAPydSl9E/2y+qk6CaHOC/Fnf5QBArUUdbQqK7kk7adw7p7QcZWWpMgDMU8Hpica921XsJsLZruJ8X3H7fMajt07wkkfP8NhLbqMWwn/39Q9PPKhnO/3Tf/k4TnfV7YjCOz55ysM86MeYW+lAbz8cqtoj9IJ72zcAIZGjuMc9oYexycNxv5Qfd4lVC/vRDOygcz89MOTW/+4A1D7V/msN7B4kSQcclcp1DScvcn1TrnavNZBLSluaKRD1N1Nh5iZmib1KucCLqGOzjV9rYhLRFpHatZD8cUu2cm5v54TZD8vPJKeFg1KJxE3XW5e6yXPccmQANmIJmJ2eS2ebv5/unaexVoygCrvpcUVtPbT1tRb2uJy2P7yttU670hypBb43t5Bj6vJ0oQmHhM72l+XUD8FAsTO7pYog4nppOOiuFdfX17i8usLV9QGXh4Z7C3AXFZfTGfipD+BXfuonH3BMfujT8wbu7t65g7c8lVdV+AQapWZOjDoAlFRS+gJtw2ADJkzobWppszhg47ssouE2nQMQh9QuBoerWCgZpwOoDl2sQVqeDjBrgzXTxMbS1hhkYVA62OIg3QutE/qF1xcByvf3B7wc5dGcuxtr3vdR+pIy20gGkPzIzxqwWnPBxkH25Qnnl7QWArgg3qLy3sOqxcBZA3ynBa0SzPplYXO6YNvkx0ONdGUY0MnNLqJ6bfFGOnuR3Icj6AtlRO6qWCR8YWEDwujfpd1PUSu3M+W4x64TeEMKbSoLJWbpetUNt8ERHLeblmmB2k8VpycT9ruKk13B6b7gdF9xuiu4dTbj7GyPZTmg1opv/aHXrvrnIzE9/b7345O+8POlH9WkwwNHE3wLslqAWkVy44sVhk9bwAgehPWmdJPtGNm/B8FEN+QTaVjEE4DrtgXTe4fNJY7VMNVvmCNb9x77ngeqT6ib+2eVwbhwGFg9WmoCQfpViuYE6gJ4yTxuDpDydmW0HPRQqZw5YLDa2BkYM6mgOkQYOPOtzfQeub4IwAKQvf2tX4y+WOWFLshzHYj0Lc4SeLNyFNR26mfrA4iqlppKFm24tHAsMcroLKpK10yYIWGCQg1rUnDZG5s3NxaQ9XmkgbYNY9G8ImxasWtQ06tS0JgU4DGurw64vjrg6uoal1fXuFyApe5A11cgItx+79secIx96NPzppb971/5U6gXt5/xcww4YeBh/oukRdC+iYRXD99wqQN3YJC6iloMOwGQcCDpIUoS0AsugZKqNqlN7XetOKeS3aaMg+qazl9uz5x6thmwxVcHtk6CUPeEKtMG+010/ZgkaIsYRt9HsMqwjTMayB5DDun+sd9HhwhgDfbcEYOj8C76OYWY33eVSAAx6qRjidagMtNtixGXJQfZU5aj8ugQVjSiq+MqQDdhiB0F5yxzjWXMsJNhcW7QcWMAFJ6lyAk4+pS0SfacqDCkiqLmMJBXIriub/JdwNxUdaHt8LHM3Xg63U344G7B6b6ArgumNmHGCe6g4c7Td9FaQ50q3vvk0/hoSD/wiu/Gy77izzsdWIUlQjhTgMLEYsW84QExlqYt7CQAYrhGAPT9PjjYOV7gaAZh484xDreQKNxIn7d/DOeFsq0SfaZt2ASZGxdTtsz5UszjY/UxIMdm82aq3pwZ4CpWq4KZUZgkP5t2ULpv3J1HpI1NJna6d705AAe+pC3Vs9xj0v7oikUIgAIfbgs84HJ0BmRPwyphoUyN62Gnii7RA0C2flRKQwDYnAqV7jOFlo4RTLj1F4E15HJHVmGxjWM9FpU06/21MNBkdHYClKSJAwAqskvFwoTrwwHt+gBeGFTFrpjuPiklThPoPc9fUOPnTXL3i+/84PYPW/NqWLSNE/MFF8C4XUprTRmaZDrv54n5gjM+wT2woHfA7F8YFaZSyY4TCrCUC6AE/IxLCO/ODiat2mcOFL2aNjpFvidxcToHBSci5Rftr4CCG8Wu+7k7goI9CLmk9MkdIYC/u47upwaO6owM7LLqtwla6QCxlWJlmG2cSdgY8HFg28c01iC9TtwoqWPRqXMtZIo4ZUQ9mm/YncuLseREVA8aPqOxSO8p9yTDtw0a+hJk3GsJKXGy+fT7h9cPoDMpMG/uqfSqjS2p0ZzUwrZgxfxRPlfH7q19xe3zPS7O99if7DHNE0opuLq8wjRNmKYJtRT8+b/+dfhIT/SZn9NJ3HIfT6R7yxZ09CyDue4c8HeQ59Nm4o3D6mSfNreZFeDdmOODF7YlwQMDGdjdN41URwayAI2gqQ9eZ4qqerV/d2CWOrEjO6K198fcth7Tu+0t5u/DM8wOcqwfbW9ae18RqkWld3afSsXCFSwOGzWx04WpT5tL/br+tO/ZucPUwGCV3oVTBjjyJHfAkBAttES4F1PdEptEsXeqKF1948279gxhEyf0afAuJ9m+rFb4VmNTgZtXxfjU94f4FGaV0yQZ3304a1wtC+41wlImYN6DpllA7tU1UCZwmcFPvBO/+OrvPzoens30vEjuvu2HfwGXZ492E925nhvmW5ZhyUPw1Uw4g/5uibpfXKW2lVacLMJmLr6HBC/s6Xq7GX/p3X2x4Hn9HZAJaOxtl9jbuH30kjuwDfBkc2e/p67srlubjvQHpTMb+xGQ99i9w3dKXNdwX7NOH8rvoBpZbwFsNl/Gsg2lhXQOShQpSRHZ25Hzb5wMtRVEWp1Y88z9E9Itdu0OI/rQOOeWnnPufqPj1tI7LX+jx4gb4M4VajisVJ44AK9kI/lYm3JEwszIZLqlw07bI0fTvGwcQReWWgit8bpNFOW0xmAiXFyc4vr6GvXyCnWacHV5LbZ8UxUHjqnip97wcAT7fLbSP/v278Qf+BN/ajCnIPXMy/O1lzIA6bf0meeNjRQbr/eVuhGOzknP7yYJ3sacjd80jxFnGSDgJuNVC3+g+m6Ws66D20cHUsWNi4g8FZX2rK1ODwIWh17Mi4gz9EM+2hf+pM5VubeqZymna7nNdg5vI0Ek61Yfm+XeBaDYDrU6AAAgAElEQVSNd8nRhcyJCbVnWtBCBrJUzbQJQS+MhnKswxrixNtuILJUaVdDFp9pzXshhPUNsdARkwfmMVNIQjhRC3prXWFRTwrFa7Flw3YbMjq2MQzWtHHjOjdzkiS0+QRlugfUS3CpoKtLoBZwmYBSQaXipYfnx4HseQF33/2Lb0PZvWilTrtfMi/IUMuafZgZGo9EEsKlKFfK6NVXQ+5SlyKqJgNiJqUQYswO3Ay9E8H3jA3ugdXWzjiPZHVngIxCtz8GqQWCoockLy3gOsPcZTtJbY4BPFA/YI919zigWYFVX78HSy0TqkRUfKWBAomUcye1szqkBuQ8OTXEzv0am8g9UiJVKxCXlwSXjOj4DLYhFpcCAzq9RWVHEOG4qGvj2q4wf0lUySvtnRfPa92bqrvjEfJbC4WXL7w9OqZUUsAIWlsKoTBL6CetRoOphLV/iXFo7O/JMlmYcWgtgUTCycke9+7cRVtEyjnNE+Z5xrybMV1OeOrpu/hITm9dTvHx1rcIxq8HbtTNRaMNef76PL5h0t4EmBgBvG7gcxPA21YvbtFNM8onJKmPSXZ0UnVyXqNl98VQClcy6CrbFb9JKzLm151TLAYypR5cNS0keKijtYsQW38ZI2f3+KfRNw7QmmnbETpnwC17z4JbR1/Y8rKaZqYgMcPk5WpbEuhykyd7jSrtCnqekRGpZFG9/H0XDeh+rxSEvAHh6GXdJe4Utu5avxKXiONZkikOA2aWJNUgoJldNXsbzQQlx1E0OleZNTBxfqNip+evluT9ZKETQ+1dfV0u4P0p+OouisYNRJ3B0wSqk3y+6/lhYp9zteybf+sJPNFOfPBuTia64QAQg0oGXIhjE5fjd5Aa1GcJDvsh6lpZ6Myb0FVM6EFTJ5mjcKaQZ+HtMXs7UIZ1mo8NDG1Op9tP7cjNXXUDI+Lg5bzSkfOMxYJSnz/YQUMbHjQ5BwYD5dYHkZd4sAYc8rUBSR3LQROyWjaPgFXBHGCK8mWlo82D15k6VoEOJ69YqawDvVwvHuvCSQkyVkjLacxdXdm5YytvrWISciPEO3P+/i6h0sN83fhgWr/NbqwQDaoNxO4VRMjSuLAnDVWuvxvmZPMS478QYbebUWrB9fU1pnnGPE+oU0U11Wwt+Iqv+vrxDX5EpN98/b/Cy7748z2mVi1QZpA7mmL93F3rZBlHSKA+6vEx1UPcxn+O45jpXQDF7XrLb9vqztU15lWdEPu7pB8MQFAckkF/UD7ksXD4vokGbfXO1m+ZomK4nxx8WdtuPPKTDnis802tartIjJZlWp494oCKdL3SawZyAPcmjXWLUt+lvrR4dRanri0al+4gBy9Auwa1a3F4UGcLZyIRbRAGOb3PjhaFWlgkfnlXDNtFQ3fVYPvUnTHsd9/Zwjxytczk5WtlF61fvLEE2KILhS6aI0Uxc4hB24agcxLnVMrt6WN0g48Wyox+0D+edgJqr67AdVaVbDre8wRe9wPftxoBz3Z6ziV3f+sf/SSmk5f8m2VCNhZF7ZqlQ/Z7XuwAEnf0WmTwZEKhE9GDIVJ6PmafTEVfvKAu2QLiLNhh9pjt8qIAhgbCRvAB5DqH0jBzDb6gJ3dw8ph5CRyOfeBZJMeKm7s3JQ6u6UFS6lt/HcodcsrcwL17rxp3HqV6+ITg9JPkVRew4HSjaEa/EFEqLwsOqbsjrnHK0KTCPNzb5Q0Eh2v/U4Vy4GOTPGbpoI9fEqWrMAWSYah40uC2vJVQNcoVzAvnVkXhEksuQG0cXuT6WQtQF1VFk6mCQw1dC3BgBjGhsIRMEVcPUYoQCkANH7xzQOOC04uLAOnMGuu04bAs+KGffxwfienHX/c2/LF//1N75g0xtwlwKf5oigGkZ4wG3Qhu5EHba3OLYTYq5ueb88Cz2vb2znPbFl+2WGrBfFjGLr1bQZs0lsHd3FwX+7uVP9ynv6QR6TRJ7R6E2B15J77XqjPR0HfTq0RBkFhxCsbY53rzOc9KBzqJe26eAzAO+kNGg+B4eewKl2S5ONdGRx9bU8aBZsQ5mwCUUu+hEAaYF2E6SPep9nWatZwm2vqiNIMAbrKwupLZ4n3qgO3GCIdDmbdLaZzR68XUtoVRG1wbkencssjvW+OFKAQQFoLLOjTPs4kbqFbg1qNAqTCnDlZA25YFj33wud+x4jkHd+++KsD+BpuL+8zJkPjJzSXmTwI5AZwcKCmQoJo2PWZO0i9Tl1CXl00qA0uWCsI4PWLvkH96+Q5ANa/cVOqlKUAP0vrf1BQ3SVHygrB1RB0SwDtC/KPrx9+tZmFlcb/3k89L6jvdns+JH7SfZZ2w7WvIP4zktET8LV+TKCYyk1pt+a4hmbWCR3rkZfT1B8QJoyCUS7ExtRHUnuzZ+OlIjwMyuTeDvPwsACXUSgi9gbKtEAOx3ulvpn4wDYgRfBu7LiW0d5/GZ3UEoUSuAUyMuQrRPVhQ0kzEmTFRQaOGA2zci5lCYUJhoDSg1AmtzsC8B3YHYF5AuwVl34DLa1zzHVwfGn7n3R/Axzz2CD6S0id9zmdo3wZICxqD1ScAP7HX4Zc3xsh4DsBVVFlSDmRbUNZi0jw5Un+7+6bfrRZkAMOLSHPjPuUYzQNizv6u7PFW6aba23QkB3LPpMwxTFRO2Zxk+EEBjDFtw89WKa87ZM4bjUiSfuoGDKc+Dju6DnumgdK/p+ZA3mi/SyYTjfCqdXU2wEfIKlpy5lSuibpWnYa08qwCFgFuwRR2E8D6mI0SNhRU3w7R5pWpvwsICxsolBtKEYc4Igk7BHV49PAraNgT4erQhFkdXoqtX96fBbEGUvQLTzvMF7dEMl8JNAE0EagWlEqgwz0s73gr7t65g9PncNvF51Qt+573PoVlfwYgFuoxyWAxkLX9Z96NPfRJyV5yl7NySxZQspldXU/oMrHNL5HSDc6ZoVfRmoOEDbwC0r1n9TsFADQ7PQOjAuas3emTw2FCgjgGac4cYqdy1dVhvD6CiQCRIQkcgz/7YYP8Pkf3Lg3gJHqxRUSJhMD49l7+GYE/O6CmeXRetpv50urcuMeS4/sqQWJETDyG0dPwpG3+3dS3wfmKdzZ7R3T5WL6J0wZkLHK6D9ZX/ifSs6y6BrPHe/J1VMvPb6Hj8rV7xnA0/l5JgJtjPAoV61SyF6UthrYIA3MpKGkXFosjhSIxJ09O9+C6B9edH1dccXmt25LVCV/51f/H6t19OKd3/Orj+OTf+3EpllZI8vOnLYegmBt+IOiDjdMUIQn2KDausTJCzIjg3pZ4HGvH0zEAYx6ZHlfNSA4QGldVrfJNBzZox7FC75u2qBawXYo5Bd3U+htKSgxSlwzkDtfQ0TTDLkbfci3seVYPUs2zMQy0e7XZ2mwfnMpTdXBWe6oUyYMUWyYcUlduEXyYUiQAq7O3wWhQ8oy1Q7hD88ZVsMesaliNv9ckbp+rb/XTt2BLKlunl1qeb3vG7J6yUa/0flKv2lwS2hQmKa6uNRXtwNivwJ5KJ6T73EcZS2vg/Rmmi1uYL25hvriN+eIWdmdnmGoF1Rl0dYl//SM/sB4zz2J6TsHd13/3z6Lu9v59C+CxgbA88Yy4pd9ifjmJtAzyIymLHnF7nDrkBa4/bC3LcKsHPAkQaRBEd65QD1vSG4M7hYO/vrz1wis7B1DsZ4vtOFnbYGz73EMyYMOux+p2pC8y8H3QEAQOTPRdmRs+OyDJjaYIPqxqDAdVKTp63B5gdSS1471b4LAj/8P9rWX7u7CFYZYYR42TvR3DwaEBOcAWWO7K9LZpe1sChJYXo0CcQUjMVNJojmHSkmo+wFx+37B3PLTXFg1LRtwIQ6xGWBgB8nfmY9nGfoEG/wzGBk5EgbkS9qc7tLrDUmfcawVXB0apkxzThH/xr5//TbY/lOnnfvgnsN/PwbCRbV/Ye9nbPIw53M9Jk1rk97b13b6Mv2fTAGCEN8P5A85nKxdZ0J7Q4hglRCuyzqFDmEn69LvDW7kS6Uq+RutbVt838thcpHh1xHZrGWwMoA7xbjT6DZSvTHVtLoCwQ7buCvu9/ihOO4D0ujfqSA7gjNi09N0CHjcHeaS2crHv7OKAziSJNOTj+9najhkaaoXbAgur4qFSlkXtAxm+L22yLwYYthOHq/3T2tm9DxdsrF+XdT5R7OnsYcv0qAng3WTaYGZEFlqtKXPTmEEnZ5hv3cbu4gInJ6eYagHVCZhmoE54ydWTRyr37KTnVC37q098ENi92L93YSwgpz65TeoDuN1Alr7kru9ew8bLTbKuBOZCFRvOEPBr9n2qqm4y1atXj2CAD1AiXQwA9gu6Ceod4B2paoBFRCgVBNAzjs+DKdoz+byr4zbAswV6axAfmxure+jBVCiupnCEx+FBmgmhcU7pHRv0I8BVB621zTJHe6BRapdVrut6p3qAerCm18xrqrERXLnP+3sYynmhyADPcsuiCiMQVhUj9KT/1nWlVXnZM9ZBmN3A8Lqv1MVaVwEb7GFQZLzF1ju1FRzSG0m5oxAw1YIDL11/2xybSsHuZI/DnWtg2mE+PUVbDlgO1zhcX+HuU0/h8be+A5/5KZ8w1uzDMl2/5KWdY6e8/zKYkBityZL4PAy4o4EAQlKbv6cvPFy/iU52M4ixkuoeSyZZkiGY1Hle69HofQutsWV2dEF+5urZDZrQ1Xm7Chtf+jwemM71dRj72qVPUiEvN+wSSecsAGLwsnierkptQG9nnO11I1/mJLUZGWJ7zlcluSfnZfSMQSBa4t6xC7jP15AqgcEt1Mm+irVFUZXfCmYNiExQ0Gf2u4nOlaqFtTBZSV7dQU/V9pBjPI6WecZUNQBMZkusxRQSZ7txPOT1FmrmAFtDta9YzHfo5Ay7SsDhCrh3C+3yHnDvLnByivabb3pOVbPPqeTuiUt9q86RDJwRJ3KQ0Luh5EDVcrsAoR6M9dKHhOYJKMS6xc8oqdsGdrKvbAmRLonx+FRjC6GpEHZVJGu9bV2aKOglTEbUwzs3Bo4HSCZ0h4E+81Rc1T0DOYRXUCwkAajinlx2rxDu/3rACD/f9qobEzP33qTcqyw7IB9DwQs0kJXvDeAVZWxxXbmO3va86LHXAkJI4ZywqFIJrhw27ljvaxySRd+j1g70h3n72nn3uSUxALAA7kGH/BbspXL/Nd4RpQ6MZOqK7n2C01gSbi9Ll6ynTIJH6Rl9HTq3dDsgZPODnkGZdztMux3mkxPMp6eYT8+wPzvH/vwcf+FvfeSoZn/v5322b1ckQc9LN398PqZPm68uWde+7/ZqHt/pxnWbXytzEy8/T2Bd6Autxuux8ZuLNtrcw8r1wOvmtJF1BTO6EqyelHmba3+/w9o/1iXMDXLNx3reJKET3KEqQpM0bSROBMBokZVDDuTS80ncFpJ9nbtUvI/zRBfpnUjT5JHxnRhp4K6cXDcLOuzq2rZooOEDOEnOXKWaJG6d5M/aY3VkdmmcBCjeCFKcJXNWlyThEw/bpet7ArTO6Oq1Secoj3Hr+5hn1j82x8zkqeoxm4MkhpFl7xR5Ptg6EU1qjVF2O5TTU5Szc9SzW6gXj6BePIrChMdf/d2bY+fZSM8ZuPtnv/Am8Pl6u7FxgN4vhf1KfrEJOKW3QjoZyAln6cGML0AZJJG//KmG2NbUuCPYmjQKthBnk4Bsgau0qOaFGOGuHXVJz1H0kUn0KgHkA/+IejX3L6fFNrc/wzeORb7PjKMvU56Uvoz2ZVtvswNnCcxle7JOkjek8bcO6GWJleXJvep3y7mCvIP663buAF0NhJS29J9ISxyzL4Bba7Itbplmmh1fJhBOO2FQrC8L3WKY1NXUj4GtJbA3rB9aTQDZ+HKGJ2zwjNGx8q1fbVTJ3s4a48rpa8PSGLUUnMwFZZpRphlVD6oTmBve9M7nJ9Dnhzr9wj/+QXz6p33iwDyG1H+c192RbCzMW5VKWc2pY99ZB9gI4MaVyua41KUcwyqRP0N2JoBpHwyMJEILoDMK5PjdzBqc9hE5XYkWjGdYM/9emeOps7faIEqOt4ay89w/lu/okLRFp7IK1gvUie4ghwDmNrQ6SZicrslPlCvOZi8eRMKa00nlBwAZXrfpSPvXQu1/KdndId0fdm7s6lvqCFZ+Lj2fQqDIXrRL1xa73/e+tR0wtE5dXV0tvB4v4/rnQejzi02vq9tpitB/btgm2xjI7zloP7tXMTPjAJLdKuYdaLdDmXfANKFd3sOjd96H5yo9Z+DuO37yjU5Ito5x1csEyw7qiAoAB0PBneVFTW+SBaoEeOttldBLdEgldrW4B2AtySBTP6dCmKtuG4aCStGVQdAJwZFHuXkj8Ng2LEvSssRD/mIr4xiAVmcLprwJDBFevd4/3UqjdXKpzOZ6kHqzPydr8JA6mkqEUZKQ7xnTypCVTToGJ3zdGMmEd6jDSIhHxxLrT6OiFivRiUaiGFbewtxJ3ex6d415Y5yHq0S4TCiJWAFkgtndGd9rYzm4b04gsK/wKHnN/Z6dfjoQaBiRZBcFude4XNnQXrbxSSWkcW8LkY1pMLCwbgFUCfNUMc0zyiT2dlQKWltQSsX11QH//HW/ujEaPrzSm97yrpXUvZPAgzqp3jjXIvzrM0ubwC7nxIiRwAgzCSey2DxkLe3zHd0AvCTL3um5fAk6MlAPTud+OtSftLzcQUeJFKe2bDfI5/Mz3nrMvEyHvNaz1u8RQAS4xM6zCsacLcYcAx6bjlloZslKRclDf+quBeXx7INOCpL0uRmCNtNGKPgise3rJWzNgRYNxCzaxAhJW+TdS/fG85YOfbZzpNA80xjqgKN+JxNIrF8VgIhwsDmddN2LtR2qiZOtFmcV7GRx3zjqTSNFAEpy/lgag3Z7lHkHmmegEJa7d8FUcP3mX8P73vXujQp96NNzBu7e+v7LG3/3eGdbiTnAEZCWupAGSYoXYSuXAxedLOTXM3jKwE73oEPy/iPqCLSpqGopEQ6FoE4PQcCPATUgAB8QxG/k8rOEcC0JiDAw1vLOK4/Z96Es6Z5jdLH7nqR4o7qWdVEYyPQmSJOspH29F2qWNm0T2e4ehIeqgbyG7BEovbio5Gwsh1Oem2UhA8pYhgyQeTu1g6z1EYU+gTdfX/L1fs3JRKJbGlb3WIEyqiRPcYVpnGaCxoLqVOhDU4cZgpK5/DSjrHVEhP0kJgi1FEyl6Lgv6kCxlS/HOCRGnYDdVDBV8mO/n1GnCSjkwK7UCWWe8F987Ss238+HUzr9lE/tGIjxsBfTMWHp063DHCAx8tl4mHrIMhlHON/vPD23ypuB0cZL6m7AfgXXnG5sz+tUAz5WszGZZmH71/CS3Mhvs9MS0NB7jqpk87lhkw5A9kdRCX9IngLQODDUfDlN9tgnNsrInshdeyCq4d4xgt3hzNax3D+5dUQGKLUMA0xtA8C5g8UyvLp0X2sad5qTZ+4G0Uug189ZHVFgTnbhUev3qiOH1cfbY/3W+vZ1r1Ba7P2fD/0FRArkdD92i5ubvdy38vU50hiHpeHQREu0cJPICSq5AwuwIypAmYC7d/COH3/1kRp/aNNz5lDx/npxY2G2SPrATJOgaMTpTYoIyIQapVcJBGUVkxMlghtF9jZ2oX4NZwr1simyQNWSJYFSdi0hkfMqFlP9RhkurVNJWXi/bgA6bLQH6OoPxCDN9k0WMoX0hi1A1/f/+C5YiT7DFnyze0XiJzcHf+L03YmgLwDGOebnY9LG/Qb6bXzkmHcEcWKJnMgZ8lwHK38sz+6LcWTkQPIpBJGeDZILX39JACXBGI/ednBFdGzLIVuMiHJ2QtQR3LrQxQSbEqG3/HM5PREfC181HIUk0Gcv3Yt3W4gwF13kKdt/MqaicaW210AUEHa14nTfcHVouHe5oBbCyVxwZ5K9Jus0oU7iMVumGb/2G88NR/tspXt37uAPf+Ef7JiuVUovhnRy+sKv83cLaxy7vjKET/dr7h2ppHRDOO70FbYp4fVbV32YS2kUxgSEj3HemBXHrh9NOgiNw9IyYoYj5bc1I7B5zR1ADEjxcN8AHCk9iUSn5AvSVlfxLlfDQfuGhTD1cQIJGoxavGPHeR7vINbHrg4j92itdHKz0TdeBxmLY69JO1o4Nubfjrg3C3AkhC840vhuMMcKUm9f+VkLJwWbmMDEAFVAg6QzIIBPGYxG0GjrIafqmy/905p3QMfYEENNThiHIXhD3oJxfItCm2UGHRi4bkITZxYt02Fh1FqwXF8BdSd7zdYJKDN2b37jZp99qNNzAu6+4bt/GtN+f/8bMcx3QLcSOaIyTKCHGUpUjdCZGtXuD5DnUrX0vKhis41d2Bq5M0UhzKV2v3UqlqT67evcXzeJmgHWkXjm77m9AQADrLr0zwiL/mC/e35blP9IIgCliAq9UdALr5RL3bBJPze9uYbv7klFIyBSAuNcaPICNQCVpH6NA7ghE9KhXCtzy+ECqRkBHLUOSCplB5ac3tvwvJ2rGiaelR/Z16j1SxBP6AC3di/Sp1NX6h7cXjcdrI6LsaRCAlADQNuCJWTZ5tRcFbBx2JLWQpiYcGi8ypegtFuZoP2u4vR0wr1DwzRXnN+6wOHqMhigAoAXXN+9izt37uDsOQz0+aFMP/mKV+GP/sWvQD8ajiejC3kebC2V+dXbfsZAMDpb949pGyAEwPPvqS40PNsXQoEC8/jLi33TnzvQk2u0dX6s5jGPRLJ1Exh7wHQMHD4wwJNnVn3K5iKiVWxZpat5OD1gff8sgEbpS3G6a9aKBkKjBt4rghI7KV1P7kk8Q9nUrmvy0QFTo7f6bM7R6LPfx2JeskXnrH2kAYx9HCkxCUBLgIE8ghI7tbErBbYfLafbmMl3+OBUty0GCICvIwzqN+YwkI7wmvU1G+wMvm03aQ9moeQCRmPCoQHXAGYArRLq+SOYH30xcFjAhwN4aWiXlzg8/dR2JT/E6TlRy/704+8CEIvsAyWldBHI0xY1Ay+hLARssbRzJDu0Y56noSrpnScwALviwG6qxZ/Njha2kbDs6xoxvsJeSRdEyPdaUjBFr2MYdLq0D5S+u5VTArfkAK96eRwxlOy++xwrM5YMflJ5SPmO56vXZ5K/m965ga38zJCH0HCZddkmrAeN6OizqTxMMwAnaYnjGuvVAc8YO3bua8uRBdWSA1GYvZx5yJoJQd82Zo2pZ/U0dasSnmZxAdOftSP3U8q6698OmNplxHyxGI1yPc0hf/Mypqc85tOYnJTjaEMdCP0Yn6eC89MJ81zEBm+3R6kVtVYhvIcDSi34B6/6J0f79mFPH6BTV1EJLeCB9vR9CBtnhTZ9Eewdczo3z9YR2B0fkXB+wM5tuoyjZksKGHNhcArZLDVVPOfFMf9Wt9839TfJtGCf431rHuAwQJJjbGbwxkZotg9XZephe6+GF22yu3Pglmlbr4YlueL3AQr00K9vQRNyZ6QLmmfhJp6vnVeq2qdZOUNGUq4ROieaHfCloQ+5hXOIPGZ0qnmetlx7/1osQM03O/j1Xs6tKzv6mgFeC3oKAYV5O8aiN9LWS/YhNUAKWHDjkHZL42zcgxmtiU1dg5kASQiUhRkLMw4ALllsjUEEOjkBTZPY3oHRLi+B978Pv/76X8KznZ4TcPf2pwcpxg0pL7wSBzjs6/Jn/+LtkwO42V8CcaQDOC/aBQjnCTKVbAQ2LAVqL1Ripwg7kI606AWBDNsUXxCRQB1iEQxgZQB0y/FjAB7p/ly2P4d+8B47LI2gyW5YqyT7N6AvbsjXOKRMlMIOLWeYwU2qDLKN0qq8KNY5VjvEHi89lznm1NYu3W9sJknimKfVw/L1ukhlom3DGrNVdp+v9GTzdgY4BeLc9m+MTPLTCv6LTPUxPIlVJkuAs+rfx5eZJlAwLXIQJieSFGuElxXjqhbCya7iZFcxzRPKJA4V7XAA1YpSK171I6+9+T08xOmln/OZGhw8Lex2gBXsyeGhMSzlMRHIq2Nc/Df045fyyZHJzflkPIBgxnKDjk0JA0h5MtsCbsDAiA5iTHA3ByhV6oFQHjiBCWFIhsm0Aj/54NSZW84Q8DZRSxIuzmvPOtmib5+rfrLyAAV1ARoCDKb6JWlY33JOFejnv9cllcdgsYeD0lYLMhyV3jxMQOXt5Rir5GX8/9S9W69ty3Ye9LXqY8x12/tc7Di2YzuREwcFIhwJ3vgDiF/FEzwinuCZB14SFHhASAgpwQoCRSHCCbGNY6Hg2Dm+HZ/Lvq215hy9Wh6qXb5WvcaYc5+9Jme5pvrsffRel1a31r5q1aoKheaxwnZEMU/xcwMWpn+uD08/ZAGQiy5yhXBcYvViU9eDTyliVfBcWZptHPzdiRoVVHbESGWQKXCiLmgzY8tGbIti/P5B7djKFy+BbUO/v4e+vx+bGreGL3/nN/Hc7tmnZb//g8/x/sUnsfruMecCfdimtYOAyOe8H/e6uw6KEjCJAbt5wYSE8BLJvexSo0dXw2hcDBY9DSRdPg28mZAM3iscXsFdg/giCekJAIKAHYDRScTKkdqvM1iKF5xOlPvknOfJiCOnN6dI5mDO6MlPGWTaP95agKc6eWpoCATvlCNKj9/Lfa0VoOleBk9ApLHK6+rnSlu3Kq/OPCPiEXqe00hGuZpic/ElWNOTbFOHRsendeToFxjtkNNxBr3JAJCn1mwlsKRQU5sVgeLUBvPaRQYjtfvop9001IIdCfZ8gBWAETZV++KELx4exmatzQyaW8Pvfe8Hh3L9i+D+4Ld+G//e3/7rGA0b4HN43ZaIxyoOsAOTcyUL9Ze58m+4ue2NdI7vZtfVWqm3Xw9jWbgWNmykPOCYfz2CHKNAoE+Yop0dgZfIjBzTCLDgBbYCWteS4DSsPFQSfAc/m+OZmRoSOGj6H+xr9IMyUxGcy8GfZn1NqF4wAT7SwMW0L2cnNHWAH5QVXuaVwuJ0SrbRKGr2S3QCxzi4vPCI/0QAACAASURBVHywiDpgqLbQGgqA0e4oH3N5xotheycYJkOFEBukKmDnzLL8IT7YWm4cb7Q674TaYrMCckdcrQF9H3nvSDs+1aGp2/ugaTeQtzfgtJ3R334FvTwYgNgg2wlvvnr+rZ+eXXP3X/y9/60cOfY0J2UV6go8zdOsfDkorFOZaSPlbeJkmw/PWju3sTu33NsrNXQ5zern020tQRZPzQJGexNIa3bOrP8+avscpMXUMaZ8wq/016Lhe2fmjTO8edfOWMpEJm1dccZgaISZDGLNLHMvJQIQFFtOW46vOfiXTMq602FFrSTfCNu3OQ0axZftmhDZuEJzJFEIfmwa9hDXEy+mR4MZVnpcpsRGycjtYFbOp+ymt+WxNaH41Y7Jyz7B23OgpDUKf2sNW6sDi9iaR7LfAprfPF82wN+2hru7M16+fo3tfIaYgZ60hrdv759Qyh+f+6f/82/g5d0Gt9NxvFP7n/UjiRae/XfZRgVcoesud3y58na1LTqwc1pvgLnbjgZj9JzvYO1MYg+/rxs/Ex6a6ljAQbyHO7zyNOjN3hhhR4xmSHEI61Hr4vXwn6tZO2GTtHlT3QHY9GkBr5GRZVq5KnXi5wVMAnG8FxS+pcgKD4frDkCveajusLZaQNPVWZbBvklLtx5sKMYRZV6m1GpUx2pdrh/d4cCY2663PJeLzue6qgvK4Klcb0XT53K2yFvGIalkUuSZ4r7HaecVvRDg7g7bt74DuXthwG4D2ob+x997Ull/E/fsmrv/50+/AF6+PLy/1r/LRpHi0zkM8BYaPEyavJYavdmODfDVMYImrfjh51PY0s3gURKw+TOBx1whKwWUuU1c2MkRzUlj1cjNjWmeij12lBlKSfoxBsBxPO4mT0JCKIc94XeOc8VMBFJ4r8gRQKXAWSyA4LgWmQjQN32rq2Lr5wSK0ygTt4FdGYVOz56A891D2di922hzpin8SPwbBtdNYmQ+Fy//9nTbgnw3HG6aNegroQU42K6IX/b9ZAOfXX0qxPuPxoBHm2DvI6AaI9w2wXlruHTF+bzh/OKMV7a44v7tV2MRz9XS/rid/PwvUttkISepATOwHJoryZXkqe3GMpar6S6g2Kj7pw9KohfP3p8SXByAan1XIlbEiiDJ8kggJXgsl8dk/R2DoxZMR0mzdQQSU1zzqE+nklffzWy8O2jfSv5ZQ4YYaDu68j7EI7usL6c2GeTol4uycY3gxDiYI0OPIPAA4lSjDV5zrFHkVHhgUABu1Kq/nPy4TEoBYMCfPVDZywYH986rmnYbJFgfA2kJdRwPtnvUNLTy6F1T7Xy/5s10g5IrmrvXJaFkQcNuU+2896kLaBVAZYOcztg+/S72zz4H2g8h24b+4x9dLe8P5Z5dc/enlzV+vGZoH5okL0AHQDZ1EydF8LXltW2tbF2S1wB9d6eGu1PD2fbf2prEJqubhTs32DFl3m80tlpZL6Yg8Ifs0N5kUkOHhV9QPsdDAWQYdgU+osgpYxLGJc60FRmtN5nJ1wN2XCnH54wj6zE0QopqA4YckK3E13KK03dMN+CVcdsoiUZMfPGJFIpuI6le0lfQdJhni8AY52V2RcvHYI4hNr2fxMbB+fQqcLTb4Mu3I4mjzoDDNdN5q55Ta4toW4MexCkoMYDgy2ie2/NRg56MdxPBedvo6L6Gc2s4bw3nTfDy5Qu8ePUasp3QWsN//l/9vRsl9nG6v/Hrf6ts+FqM6pGC7rAmln7m7IL9jvdHd2if5Glod1uAx9VVt721OGnl87X7+HGlYUU7OsLSnAnU0tieBuYXObhJqC6mfp/oGNgp/aZpgNBE9Q7ZNU9XmOrf931T3xA48pLxh1ZOavrOO3hQNRd7ThsrQjNIoNHjYUZSF3v0BKrBnI/hxMm1TUa9KAI0OTgrRZ60xTA0IiJ+XuAo1a/aHnhOA2lQY4PlvoddIQNpbgotaDxQFguXFixuvHd5iYy7RbyjPrYmJmOM50mLIyMVArQN2MaCivbJp2iffhvYzug//HP83m8+76KKZwV3//Cf/Evg9fHIseGODKLYdMm6MS+PCxGbHhVanSouoNLfuYltyppnyZVnAe42wem0mWZvTCmdWws/MzgbmopGcUyLLpgu1AUV5U7vY1EEKAwS3BVgR6UpUayafgIU2ujGO9gT2SrM+4hfwP200e9DfCRYbiW3AmkjuBze+Xu+FzInhq6waV+ikwHmiiQndTVdfU0bEiBp8T7yqXoEZURvoUmu0ebbHQj64vvB/0LAFdsTEWJYbMYwaN9s4+LanrNdzW04NeigOHJR0kabGZ/PDefzafS104a7F2e8fP0K7XzG3/+Nf/aE3H087h//3f8ef+Ov/TyKwTfcdCMFagV8VZimUKGGZI9P6am8wLO5oL1yaRyMaYk4SdTuqvkEO+7MFWjFqRcRkWeAfpdnj+UnBGIHxhK9l2Hl17yQd8nfY4HCDul8XmqHSF2VWp4djIj3Reu1BKQEgE8b84pRBxa1dBz0+AbHQl8YAHncPu27vjIKf5fn5/LijOHX4pI5DMkUicaVbZwBP/PxKIepDgNMD6WGoEP0YpsZ5wILB9gjj2n6NBRBtngMVVawqPJnNiXxQakQzXGa08Fx2fsivgZFg58spGihuZNtg7QT2t3LAfBOZ7x95kUVzzot+9/8w38OaT979XugXXMpJGfIQvZhqNOsq8UVRRDZPe3rMK2ITQEVp064wGppE+dAkG3ytubTszjQkFQjtkpxP7HcWiqgCzDHAI9B2gTsMJUSKM18b1x7GtVYDRzeXK0rqiNX5Y+OW1emHvh06bfT1KXHNwebGFfRhF0BWOYRgC8AyPSYOQpckImVSh2tuaw6ZONWuk9yR0nNxRZpStLOVeMj7Obg1vLgdDlpMzhm2g/T3/B2l6PzENRIAL81DK2OjjbZrX1uAuzwAQ4v7hnpjrBjM+PLDmxNsTXFaVOcuuJ8dw5wdzptOJ83vHr9Er/zF2wz4z/80x/h7/jxUvOAANR2shPR16lNWSO4tuDH45sd909uRwd/CgA96t28hqY3ppA5H09lE96I2P/yWWofVwMnT0himaibi0QZ99AcRze6pckr+HACrgTCxlMuVDjkFfSO6YPSwNgAjSS4Euc7wZyyvx/zCttw2Hk75dHCp/aO83fMv/Br4rFZ9Uce/CSXIqe+KAx3PESsygU5FaoCih02zzny7GBSgNjsWQGRhr2POwNHL2Od0/XUvD9QsxSk6UpOAbs9X5W5ewceFLhThYqdIiQDeuJ8B23bOOlga5DzCfL6E7z643/99DL9CdyzgruvHhS4W387tBXVCSgBMSoQDldR9rxSNoEbDFhNoI3OkuPnU2tjSleqNqK5UEQCOtbOnQiUDVIl6HS6vMGITNNXmGwHY9Tg02V85+1TrCxw7bcuQN4T3LFSSv2kP/okmWdVzU13kfcCDK+nEL/LqrhI3kFMli+DF/fv8cVJFk6uM49gploMu53fMP8J3vhEYKcuCK74nW3xjkArn/MhG48iBYJSHDktvBZgK2CXYNABo52T2IfdnK+QHW17XCq5MEAANGnYto5NBbJbu3VBFqYEo85Om+C8Cy6b4LSP/ng6bdi20e9e3J3RX77AFz/4YTmG8y+CO716CVFbI6xDEERJCOB7c7kmaLQ1oRNfqOZC0NvK5vk7jv2oAvzis/pD3XCWW43IWP3XGvELb65Xm/7c5mbhfLtdznHx6tEncSwbaKbTA0iUQ/or0ESASuf8JC2jDhuigTJYo2nG4LyS8LlMQHsdZ9JwZpmAb85bBXxe18FS1P3ANHhEG8V/q2hnZctcbhzw6Nfo0rEHnKCRd8+LHJqILzLJTJAHljECaL+M99sJ0Up1EOPy+YKBAXbVklymJxDRMMthOTUoGINYzr7zQFUdK3QhcC1syBuMfe4etOEuNHdj8VA7342FFNsGefEK8uIl9N1b9C++XFfEB3LPCu4+W4C7Y3swZiOs3UK8gzFK/+7cRgyoJVAad586Hdq6Yd9TTpQIQGfTuc2PHJuAHYHEJt5Qk4nGYgmZwSASdEJxbkPz4VPEdap4bGw8BCXqN9TFHScbLkTnRua5/I5iTSZe/a6YVwQplZS8SxGartAMTVF5fKrUUVapHF0BZxMAipiFtVRTIwoAzvFJYZY+pcmHSRc6ubPPuXoCsBthK6DM90Tn9E5IqxbgEwwofUWxLfMXrw+nXyJ8W62eQJbvLZAacETmbQDG1OKpydg0vrvuYkynDyHlq8ovFB9pGb0dnxruVPGwd5xVcD5veHF3hr56AX14wGfv348plVtalo/QvflL3xnnXzqfUq/HtAKSMPDxDuvtdWztEI6y3o6viot2wisBizu+aVT/Mt19YY/TdyOa8jJWgfbUmJVO5cClgLc54sfb6FNcTg0r8lgXRwcOwGD8MTIAD/UUTBlgpTA558/Jy/KmNRyDsjnmADyVNuf9rDFKrWQmIWCtHoUHeZz4/PDG2kXKpwejeo3SmukvgIoYarzr0LkfOKgPlu3guEizwWdsgIveIVujjA9Q37VDpBlwW0sdgW+RXMF2KH8BwMGfF7gRICJoatusRH2PuMJOGuM4sgvchlqA8xk4v4C8egP56i36F18AbcPl+396oO9Dume1uXurG4G1dWMGSLiXd1S9zBORgqfB7dym7UzaWJV3AHbTddqGUffWWmzI6idIpA1f3j3NefuS9WW2erQqdwBKs/nzb60N8DbZ7Y13eRfQ9K4P+0gTINQfAgBJNtbb8MrL1kSRjURDuMtk6I2M7lB1DAwX9X3Nziz5zTHQPIW78BCgqkz92v9cPCGxrUjMXBC/46zwBggrepS+j3SRzFGzo3cf1auu27kM+7k5b9fzOotEZ2pr7wBsIVIr2s4pSjMulkM/5Wh9ax4nwtuZHzN2t81wZNjNcGkNLd6GTQQvThvuziectg39chkA1TYz/k//y//2eoY+MvezP/fdtAfqfvi5G313NH+n1DCegF/ngZu7NEa3dnJojBn/NZx8E8MwfY8AO+jYnFmsPcRB8sRL+HfkvxDIfMwFL29h8pStTLJ4r2dqeqM4LPw6lrb9vsLnjqpN4z2xrUde1aYYB2KLSQXRLB6AwaP1LQY3bufnADHLNplS2RZGe9iySZywkXf18Cw/WJYzLydGWhd1WLogwJShIBN9Ev1j7iT+PRIceVHfhsQXVgxbSP2a6v8UEZJlbiUrIVNzsVl2Yytv8TwOevYOXGDb/kiDnIfdnb57O6qpnbD/4Af47X/8f34tOr+Oe1Zw97BdmZMl5waNiEIEgFGQo3+MzsPKdB1e4nINnO+gf7f5wgmErZxNd8ezG3YfV9+2I1CzVbpp88dbmyArf1A+NkeWtNELbR4m7ZwcF334qt6wAZwE7tAqDjCaReAMdHpnz01t2tj6adna4sANSRA7K1kJmWj97pcuB5Wl1rK+ry2SKP64roHif15ooVPIwuRttBc/Wy5K8HchQgy09VoM1U6aC4TccnWtLtg+R0TCPtKfPnWLe+KJoc1zjd41WmabVjc2PlAbvPs4bg6NepMoSd9uKNq8tf+TDywyxzFAU/Uy7mOvu5cvINvY/uTh/gHbNqZp29bwP/yj3zqW50fq/srPf8eM7MnY3lfz6Q7V3fpGB9joPeTXse3wAGqWcaVcrzlrtxEPyWiunaxjhOBW87SOn4iZwAaAsQUETwveuk/AbnZpa7tIOz2VzAidU3/AaQVEEi4TWcVcXZDOYO/A3eJyjR2DqcdS4cFXJdsB0kSPLU4JzWl8GvUXi7hU7RQgAl3TNcCgD0D8NIsJVC953JX6KwxTbQWxgchuv7vJoa5UVlTYBE7HcXEVNErkLReCqIHVptcBXg4irteD95OYfaALJq+Z1KgSu0R8KheQV68hpw3Qjv72q9jrTrHh/e/+i6t0fFP3bNOyf/7Dz9FevsGx2hXe+HPwk1Oy4/fU+ZCFylfAFwu7NcGZNib2EyFmG7rzNjRiqXlj7R6BrMX30biywosf8MKMnHqNvMR2Kgbs2gTsBGW62O0JPa3Ks1K4jv9aG6B3gijENfioNipUV+LToFlro8VLRDVGMsiBlkSkNrITqGR5lVSKdg0xWk3M6EboGt8PTlLrxdO5TnEo+Pm7jt/dppAclBcWNRfVig9MnXolIFZG4myTk1pGpfjGCLd5fFM5OD0+cmxTuYHye3UKVmRoFrhvkWsiQadP84BoGW1aYzuABgzGhTFA2rrbqvZgcGPXgkF0s3i3rUGk4f7dO9vKqI1jyFrDv/rj598H6kO43/6Nf4Rf+1u/PDIYCMk+SrN+2uDaCxGMTVkbJiRiQeyu88vAg3roO0snGUym9wuv5e7Ts2kTuLBTY5U3gzaTbGWKNvxj+q3ZvkvcM30TmPK4iDkpUKdkA+5kG3ahrSXuaZFWjgqDEBfW+at8jp+wQ+xdQVFoRP3pvHVe7HRYyKJp5sImE4j03E6wB9jh1dnqPJ6AtPOlQ/uJujQG4zOfzn+CDwl8HjUHnrV+Jfahs6MRpWU7kz5kA5z/jhkV4fitnWvvUNvg/OhcoeDlJCyejM9nVczO0/MsZtPU0TXV5CwB69iiRtyMBdCusZhXoHG++yhphbQNIs2mY09Q2aAybPBeff9P1sR9APdsmrv/7h/8s9ASDJdNKW3l2M7OIAuN+gd4MfWzJIMpd+skp03w4jSmYl1Lx3vcuWbPtXc+JXvyBRebUJgJtPm7NnbXlwPw82sc0ZTATg5AzpnuWBzhU731OontZQeNqTAPM9v6MVjk6VOJvwx/MOqNcq+Opw6S4XOwlVGyfXfMEEmNXiOZZMQNrz97H6JuYniFtukefdIYXxIywvPGkjyyiksTKFnSY98i+uuov+NvNZKdiFVFnJ07+KtrLgFZlGIKkkHh9REmiRrPA2k0r03BZvE44KWCjBiVzjsWamujRW0ANuureQ4taa4lTQtUgb0TQ5S8N2no+z4A33ZC205De3fa0PdHyvYjcf/fP/1N09jZ1S82NavlUnoWwKafcv8z16YDyMaJ/J11KcXL7BU12PrlU4tWa5/N9xzJlfstDd4tYAccANHy+wTGOIT3jOB5grBLzMK2PjYDqjJIsxat+VxSkilMk8TrA40lWJ/6YgI1od/pp7CyoomnuMTt0RNwlqJzRkxntLpxmGqeouFX8o8e/E1jinNR5xNgzylu+t53Kw7XWmd6ot1Ox0hb6CVQtC1dch9Bz4PxG9U49SkxRQuedZx6r/UQ6Uo2LZZHBaOIRHH79k9NxuzDqY18OM8f1xj06vt3g462Ae0EaSeInKCffX6Vtm/qnk1z97t/9CMAnyBGAhjgiAGcj3C8Qc6/Vb21OhLJxisW39l2vT/ZVCwDso2ey/vmWjLgcEpFG4i8brdy1OIFqDJk35rg3OYTL0wTN2noovHwb3Fbv8GIhMuFYAB3AImvCdxSExSm3FQrEmGgmBRqlcG5qwscLGURWo4/uRjlIfv4PHrlVrFg5NcAZ7WlS9p4taADtZiy7f3AwPksxhiTMe490JtpzHjpmj2g3ohP4WUkIUC9LugQkNA0HArZmNr8qZSREdB7nwZZTJdrlCj/VDlj8KpBk5MszUwMVOFLKLo3E2aQ4v1ebOqllsvlcsHD/QPa6YTttGHbNrStobUNvXf8+LMf49vf+vaS9o/FvX13PwQmEEJeZINr6oZzwTgWT6QN4vg22iidvm11MG7qrC+eF71uideGEOoFZFwJbnWejUDqh/HEWprSaK78lmsavBvA7lE35TRkBQ/+Bcx/il+dg3q7THqSrhlhz3GwP17tO76xlm1pekJ91UHJcQYiE4z+J4I4yw/AaFOd1sBQX9NqpwYgtMySXimXneL3jtyCZ4U4Tjw5pv8l5RUCDHu7MPXZsro7RI3+CaKntpX4JZdFSxzRFEDzXe8GLBt0jTjWh8hlPTBfKsBa3A5wCMyxI4Rm1sR4JIad3d59piPlir5/i/7uHXC6A7YzZDsBtnr2/g+ebzuUZ9Pcff+r9wBS6A67Opk6kEyNP1XaIawX0+Y+/Xq2He8dPA2AhDhtYpzTa1NFdv5rOS9WULR5Hsa3Z3DAeN62WLHqCyESOOnwcw3YGQDkM2fF84fUxPlpGWJxI8oFRWD6uxxNuB8hvwZSm4O+uVm7Aa5foGdiwta5ostJ3tRjkfpN6Zn981Wn0/O65nzExJsAd1UCjULaMcpDtKvxvqudbCEUx1Q6c1FkdLlqdUkfubQFvKYt1OK3yMVVnEvJPX+ehULG4xtFV1ftdGjUUOoyRrbG1Fzr6HFvtsG394cpitg0/ESDsC36q47tUE5jKla2lvet4T/7r//+IuMfl2uvXg5tXdgpgYDdeiHA3Crkil9fjcxdFIqlsT5f8V0AYwJhKsZ9Eqj8hT14u+hmgBrTfU4QPyvZ27p2xZ8FuciCz73+iYAdU75476Nmz4vxxXi/eKdwo/dVvCz0Z8C19s/frmVx7oqzXWxgeCtfjW840kPyU4mn3qIyiDhol12bxprnbto3HxBnY3SNWLxHvftUsFA7qXuQIP1Gu6Jyoe/WsIfMUS+LyaZRafEDkG3ySU0t+64zZPG8iplWTH2Ey/7UGnYV7FA8dOC+Kx52xaUbjac7SBuAbmjvxnX54Q/xf/2D33gKgV/bPRu4+/0vxp1H8QxGVpdP1/IdkkbjZ5t6dZu5+XSJ44kTfGpECzCYU7R+nFkea7Y+aQIB6k4GDu9sSndMBVetntNSgB6ByMZlApsWDgCIGHsMYIi0bRKaoiV//NsPleZp2Wi0ALxXXWvvB8Zz7dkEOwvzwS+zw7OY4AUQTTKu2fj/wOjYzzyiJX5wbRqywFoHhAv5tOAtGccCLDIdh1M2AMT/JRjMvLA2cvAViWfnLZlfjcejW03yrmmuqy0XASiZlJWS772/GlNXa988oaVwbZ4UJpO2q2Mq9ls//5fx4s0bnF+9xunuDtv5jM0O2P67/+vzHs/zIdyv/vqvDXCjOV2Uv7X8vgXwQP0jpXneSjXJTWwH1tQBtV0fRPChnVXndkmHFZDTs179ZvTaEYDf3CU/yVcacrdin2sAzKN5gtSPbkfp8TYxlg6X54qP8Dvvc7O/XJ3q/GOkK0BMp7qN4EA4NUvLeEUq7Q6wViPYTt/ijjF1uu9HPucAC1N91OILuuNUj77bvpBKq8zrFPEsr5j+kaUJNEYaE88MaXgshkKnl5MFCYwXzcVllw9O3NZ4/M6dLBbTvKc7vPprfxV3P/NdnD/9FO31K7S7F5DtBDmdcPpXv7ssu2/qnm+fu6akNuWRTE5LjoGURCGsv2kcW+Qr9FbnzEprEJ+KJZs3XrGaWgOeJsViYUPaGc3aOLdrG2fQysFPrH5dxNkW305Eh1ievZPG9II/K4FhAKPjC4IB+CjD64CEeJXiPIFQGdyMnzwaZhGCbOyFhyqKR6VPHHHs6UZtg7/NQI0XW6geuvvy95LVWFquDHbQIchTLVZOr33w1DhvhyTn/I0Uw9z7Sv49Lil3lzRTelT+10apKxvGie0fflNgQMd0TRPbINp89/AyNHOXvqd9pjHAJmL7vLlgtsUVAEQamoG604sXOL18Cbl7B5FxjM/H7vaHB0DHNJeWjqCH36K8xQXXrsL2EkEImJinR2Ike34MJNU2Y63NOvHx23U3L2o63Lmj49q3BCyhcnmCu06b94TFV52GOEXSTxyMpqD9rnH+a40C3nfcv+c3Ol8ftlYARKbasTy7fMvceX0mc3UengCOCan9NmhaNQYhhMKF4/dVwWq21jEdq5lPEzozlzukzXVPbcXbYDY66xtmMlOj7aOfSIsyU49bvC3vw4+6KY5PaVs47fAhpZUEfJHYtQF8ZoE6m5KtdBAoaOhIk+BcOZsScVyiwx6wY4e2hvbyjO3VC5zfvIZ+6w0un7+A/Kg9m4bt2cCdtjtbFCAE3uZ7nZZdfRNITL2KeFw2BRuAKs9vlcaALoHUuVWgxwBuwwzEYIKsLq5w/2ObEzIyn8I53Qc7O/drTe8kY+o0Mm3tn0GeC8gZ0AVLUi+wbPzOeMR2U18tTOAtDHxHfY99dk0qn1FPl1za0no8LJGMBfa6IoxBXrE7ASY/Lhuq/yNgTPr4vnKDJWtuCeMdVI9pe2mlHy35ijKZnoOOTgtEArBfEV0ObI2ZMrAWI/TaSljmxYdvlpceNlBHYNevcr6R3iZjh/bWcpHIGOxoRLI1iR0VnAyzyAi6un305La7F2GDotKwdwVaCwD4Mbuf+fZroO9Q2E7lVvu1NXJ5z7CFhLbmkElttaHqtan9vmwDUu48TS4JNOaUl03RjNR9gBjCfw3iZPo9C3rHGz+5m3pVdDbiY9R3w1OAU+8YDEizvuL7go+MbpfgT0qwpCdKdupHzKqSRg186GXHWWo8ML/ifLHIcXTrZ8/yO1TAyINIBu0B6I3PeOftCmAffdRpLYWROShavOA1SqBR/E1tEl4sApQVzscMQnUHtCG0mb2jD8aUxE3AUTx5rfRy8rkAg3WnZL5jg7AmY8p17Bow4umqhdINGKt9MfZ8Ob15jcv5hHbeIK2h9cvY1mzf8Rzu2cCdvHw9wAWsEVpFeQECC4CXY6P4FYAMtgKPgFwukkh/fAasT/+dtyOwq8Cravxk5Q9IP0ibOgddDt5YKxfgbHGd/BkUh7V254N5SaZho5TQ4BxGoPbeN7kK4TuL8nwWQwXHBRaH7reo6EFCM5KKRm9OdQaYBahwR7yCUEAGx8ZY1f2PCKv3OZ6JRwR/d68eRTAAKcE7rRrwYvf0h9FuahSKqDPA6vcKAUi4R2IV4HWdTp8QKfEfjta8VnzwMoeBqxl4+NAgp7lcfnjZbALsZuDcvV0RHw2b0STVFil5leVoOPbpO51hBrK4XPboN+8fnofpfSj3/e/9EX7xZ96Mfbtsgk3mvwAAIABJREFUaUl3W1cBZqDH3K3UvMzrz60d6QBxMGELjmeq4NWCI+7B1ppL2qt7akgyIp9BQVkcMYG55Z3AAuX9KS7CXBHEq3wLE10is3/xSa8WwMzx5t6R9VEXT0S8Bzo1MKO36/zC2rKkOxarCcemR7bond3KOZ/te6yMrSYTmaQviiNwBxoA2uAi8iUC7Bj7tLl/IkpXZQ+uI26FmACc8SOb3hxtUGE7/h6KVVTHlkIiGPsZDFCm0mND9oaGHVLLVlKe8iI5HziLYvRfXwBW8pEvXN5vVCGxqtreq46p7C4dih3bixdop22crvHwbmzv0gTycL8st2/qnkUj+L/8H7+F04u7aMxCFQaq2lU3mgFfasNY+5VX0ao11+ilfdv5NNvZ0SWp9Ws0XVtPphhAbN67zm3i2D5vk+PiCT5z1gHiFrSm1s8NP1mQRglN76mgsty4NK21Rlt8TBcd4a6/XNJ1uGce2FWS08BVMPLujDL9XdvGw0HOpF88ck3j3xLG5WzGEYsYcFz9mpJRQh6UazWilphkvcLesMyPIhdp8OWxB52G2hTTtiozbUEjip9Kh5GMat/IsTnWZmYd4k0EJ5nYNKWj3WmuLdP3Q4y1AHRvZmS872rauhHm4SMHd//8f/yfcBrDc8tQR9MLcnHE7HT5XnuvlUZCOwePNexc595Yuc69KRW4dYUs7Q7ERivmK7fakKlh6RSp/7b8HzTMg6BHtxBiv4uccgYTBB4/H5y3a2+g4Pv8vIaTvsJcsmIqEoa/s/dmQC5trj0EwIi0JhBSF15RMlEH9TsxfIBsHGXqy4XUeYd248WqOnVW/92xbkQL5/HZXXUswgieF96cYUuEK30C2Z4yfaXFH34UItnrlfyP+igyjPDCYSo9KsR5c9aFt8rex+IgVthsNIiF9qHJs42Ve+/AaRtaOzsjV2zxGN69e1p5fk33LJq7//13/g0grwBQF7LdTEOwm5qK5TLf/Xnb7MxX17y5ZsyBlmvsWmrtIMgjxdriFIjyfNv+LjV6qT2L995IhGzm6HeteJBWERCp2r0y1Wppgd8HLyGWI2kLUppn9BP/smJT1bGSXL2e+GRzWJ+yERiPttR+C0BTkDX+iOYAKJD+xRneEeAtQRXTfxAklnNxrVnypLpoI0so4j4MkWdaV9OiXHZyoHU5jRraOVkmp0RLB+KIJxIBQXyU25TuISvioMzLU8vvmiPJs2whIWohQxt+71uAUG7H3shDw74LxtFUJvR7d+PrKrYhALYTHh4eysDt3fvnGdF+KPeD7/0xoH8bsE1Z/ZL9MoYfW9r9kAifnCJ2TJ18j88cejwH9qP4kndQ1OsmOoHvDBeC6UBDPqS2SaePBBA4ntIJMq1rpgVTgtnfVr6KRghDsN/idd7RDaTWvmHxcP9mD87nfFDkDGvJX7kuM/5Bat3+QbzjOn+zPhUyoJB31N7lrJgnG730NtdfjQAdhEGyjqAYpynkDIv2DthxhhEuZNZxgKvAAHjiSh49eDDuAWAbbdNHmCYBPU1m5Go2NYIh43fbGLyJoJvNXoxL4kzso72m52PvPftWaDtphwZ+9vinvHYomoM67OjS0WUfe6UK0LYGff9u1G8b1+WPvnerpn5i9yzg7nufvYVsFdwByAUW/lsShCSwyxAJjhIEpk1bdoAAR/a+ieDUMM6NlXmBxGpaNt9tlryDxWJXh0w/AV1O//r0pAOyw2ILQvbL6yCE857fa8c4dGT1MtT4PToEG68eBcmYclDqWEfnQCiZn9UTHMxJHO8V9UlkeLiuFRxyva8Ain+Pc1ox5+M6zTWXDlLIeXrOZLNRHmWjv2fwNjNb+jYLsHmqtzmAXQK/7BvO/BiIjtdUuA6ulaaBSlxCDDpLoEnWHb8P+0AqiZnKTQQXAUTcDlTDng4CNBm2sicFzsJaOA26xihY8e6rt5mU1cG2PcvEwgdz2qxfhS2RHYwuAugO7EBvZ7OrdbEwLaqw8k+RzM7qZKofwehzbuOTdqrZPjIlqrWp66xAXnrkZwYBWveuU/Lf9Up8R3ejux46v/Mmb/fDzwIc3ow0w4Z9IGUh4rYBbfbtQB7RHyp04zQNDBRMSFN/XDsr7VdozeZC0CnRrAtO1+0zuO9Xf0STtx0gaWGQBiTw3C9m+zTxCHBbw2E/U2dE0T4BJACvAiLKVjtCzSlAwnrNsFZPYsbgKgO2barYPb6pHYrkEoteZEgh2FLi7WcEDuyTDA05O4lsuAlD126b39vGzejQfsHlsx+PqVjT2sm2YXvzakHLN3fPAu5+dN8hr49Nv4448ikqItD/+H1qqdUoW4PIUVs2X5uAtihZaeoWq2BlbLcCTZVt2MTRc6ZLWjijy/PJ064+dSuo4E+AWCTnANWbc7w/lFd1aYBPHTU4C7L36Qw2qNMYo3ZQEMZ/hSlkQ27i2jBl+1hiTMd69s6vHB4EhmbEBcEKADqT9M0knuqyZG+ArgCp7v+WdiEjPtJR6Q+vIcipdMVXcVXtXYrxLMOuwDUdz8hTAjKZ/TEgl2N473++qILZVhVpyeQaBBsUD/Zl7wbyVMOOc9Ct2LUuLAoBpiNcB8YxPc32umtyY4HHx+FefOuNGZqb0GliGgJ71wRNTYsnW8o0wVH6mNNyjXYRzxht2AG06XhSVFLXJ/FZhXUkT7zmag6vlH8wCvOjCETxSG9ZxD+FuFLnocELfvOEvnlIyyND8CuTxZQOSqcog5xkkPStUJlxeA8WejdlzTVjzrensSX5s3uf4o4+1MkjwaEAlIM2B3X+0ft1Dsbnsqeerwrs3QSwLVzwKecib2QVRdIThU4eZB5wq/Eioj9A1j64zmIqdchoxW58zrWakZjVeZvTo/DSvU+whhyIjZQxSjhkPZMNVy4Oe79hU7iP/VXFtoARoJ1PkLsTxOzv+tu3C2q+uXsWcPfFpdpV8Z1HBoW5iFWGVC1e2MI5WLJVs2yvxluQjL3oYHuwydAeyAzspqldyQUSzdPQCdiJawlz37pGvxv5aQZKfUXs6AMaNAuU6CewiGklbKR5s88k4wMQUzxsCAvFONuPm/QNwblCD1Y3Wsc16Ud8NANAzdZt4milI9CIjhMNdXxMBaZ/bxuqmd/8zmWkNIV8LLMCGq1wl2LCwWTFRMtimgJWf0UQHWnLUavzMD1UQWHYkiB05i5F7tJ3RTWwre3Hw4z9JDvVTbQ/+57aCzU8MwYuD9qxq8JPp+e1Zl11AB3vM0jzBy/Fb//sz2J/9x7vDdg13xX/I3affvdTjOOUBKHBg8Q2DVAdixDA07Q+OcTte9HhNNtLihq+8wxGhgYQ77NlzX70yjOAG6UupWHxYoC+7B+LGA5vbk/PJn1A9g3h/jODzAADJZFD2tfojcFdaLacxzkfTd4UAG/JGIb/4EsODHyq07Og+W1p+8UAUmo7UfQEqQt+HrzYZjwiXfbrWer8zRsLlX2IEg0QWaZZxIfcoLpBlJdIs8HKGIS6tntEIaUycgaplgNETMx0oG01104W8VlXDGkttvg2L6hoAtsHNcsgeaBad+7Bg0u1W7ic6VM0dDRsaNBhniINr37ll9DfvsXDD34I2Qa403d/gcDdV9srnDnr/FheEzhQxLJrZ1hbnPog4MUTKxs8kVy6sNkBfwPsXQF207u6wnY0PK/wBFkM5KomL4CdpBZvY39WDIJMg9/FszNsKq8lE6rFSgDvFmjTWgFzhaxjzpsaA5IBsIhnHVxrY+TlwXNvtJHGmp0v0tVkGIMPEoMViXOvpBZG+X29ROSKn5yycFAkkMTM7mtRnkxfCC0GscH3eMKBmIlme2CZv8Bry5zwlPdVp8l3BbwFygjHw4D4Ioi96tzIeOx5mvmIqX1qwWPAH2Iycq3md+/WZ7aG04s73L1+g/dv3w4tmAi++uorvH79+nZ+fkrub/7qz5kGQ5Aje7K/6y4xup1iAfTtjNjsHoDX/uxUNTTdoWyh9mQP0U5Y2BzuMv+m1LV+Z97TlDwtqHR+8yQNN5ZR1LY8gceVexqfu5nK05wYmI2gWr6VjhFtXsvHCE75yvGMV6oSYMq0AvQzuysZdL6odJyiHi8/dULZylVKWmtwmUwnB3pJs2IsaNDutneVv0fbJJTmfNwX3IwBylHApb214wMvhJFf2KpYcW04O1Wa3WA5kwOp2bzGS9wxeZgSafK6BKFuyxc1NO69pz09gLFTiHPShk33oTA6nbC9eonzd76Fh88/g7QNDz/8czyHexajlrZtAZjyWC+zOZMEV+OMyjQsBBCVlStZHNhhAma+yEGikQMamxSbGDLAtV48wcBu4/fNp3SdadY0N2kG7CodZWGG1KnZzMt4bi202mUE7jkqzHoGFDi26QNgOuyiHhEYA1+tRJsZQ31WmggSkgTRP0n28IgKGGrqyKx36sO0Rs0jfFjK6XDHR+2gNSwlXz2QQKzhIrchTa2DqHd+hfIpBEA5hQAz3VSWaiu6eLXrtZLn/ZJCuJN85emgmnuJ73O+g6HFbwTjEitc4Wi8TifBxMJfkP3zvLVow0z7JcCm5uBJRrn2zlqJcfh233fo3qMP/It/+Qf4WN2Lk4zVelx7ArINdbBnQgIdog9ZpkJCHNTGGNVnw5/ah9kQRYVoHDEWNcaV5a8Km9WYXpr5R77OvlDuzmGfMph4zC1GiOqSdnEVnUn0M9SGSf1TSwdyYETgyjPmoMs75yEdTL+9FLXwDK62Uh+RXKY9SD30VqM9SZYI5fzE+bIDRmIQHqet1NS+B98qe7hFPg36JANclxetYBVatcpH5/leeuJCjnhSZk+SUcyaQKR8U16Zy/nFmH5VP85OkwYHXsOPm7GYdk4RcrW09amay8W8kMqBOLvFkbb94lOzhmtO4uVrjUN36Pv3wMPDwADoePcMU7PPA+72hwBnXjDeF3jbkgB4XhBWCELgyMEWb3mSo5Ra+L4i1TU3bkM1tiDh7U3qkWUnP+1ChCopp223BjuarNr7lUUVLZ9FEsj6LrnXNHW8Cjfu0zM7nt6rl73lfgLrIO4/UNj42CB25mO9qqvCPZ4za8EI47fXNzRB6gQW1CLUEmM+Bxjmr8SHUyvm+XQuVQssZV/VAB6FXr6I03lQ+V25z990YvCa25aM+MaKVxbSGU6Cx2U6Wmp2mOamEPNpUc+KTw/xlDPLqmTaNc+VeR3rD1F2QuFGn+BBtwLR5xzAKbRoBd0PINgNoHgFXe7vcXn/HvvlQo0f+Cf/9+/hY3U/+vzdKNM4ixOAMmACvISEf+tuYF9KO/LvipZaO+Tdv6dxOLVvIOq39iTyJ8d3fD8OCQ7MgKjVoOW2/5mSp7mbgFGor1i58xZCgQDs3rKZHQT7wSkqeHR0VlT2qFlle1lr3wlOkdqp4OeS/AgY+53NRACkVaUyd/BUmUgEUzvGS/zOjMW27xhn/eoKUycFzgQDnXL+iRY/t9reCRuRezBxDZ2Xg9vqpRwAmr03cwxr43l27Miga7QBmOZwbIUSbUDd9pjrW8HJu0vZ4HWu5YOYeRXX9WgKQk1AYvZiDFpNYWV52QTYYoDXsX/1BfqXb6H3DwmAFfiTP/yj65XxE7pnXY4WhSvVtmx0Np72RAI+A0VlSja6m0x/GB3LhqybTc1K+MzOJCCtX0ttYexd598h9dnBaOSDNXjV3o/PphWr5A2Cpoom1MDKM19OZ2r1hjvAiWNhR+ca/l0486pWb+iuSVjGpdQxvC/GKBgFwAW48E7DnNPzIzhomiZvhD4yvvE6uFuhsuRRndYjy64jYhKyDKQW1y2XmsMatQLoUoW1iuSYVnCowbGGSpa1q0gNnjOROMk3eB2XmZRnnhJmIMygkEvG292AFhl39qFJs+MDGBvUOACMdmxpnlpuGeD9UlVx2ZNpj/1xFXevXuP88iXatkUcv/f7f3y1Ln76LsGv77eVr0kA4vh7GFv30MIlkMuekW3hGtCrbu5XpY9B6XmRkwOuW/EYi2HmAyXIIx2oRsYNDFNDWV9eAuTVec0kmwefK3sIRvDCy8Yza3RqHh7LUV34VWuKfNUiPY7ak7jiJbW7KQ4s/mh+nr8egAtdbc9Jf097xVmYW3+JaajdRnl2Ss/PhXXSZcqb5TsAn2vzxI4Ya4Eh3T/zrgYEGE3cKBw7uuXN+dc4KjFJ4SNHw16f0vG2xHvSevtwfOINLQfkLC8k2yP5bwJsMBBtZdV0x+nTN9g+eQ05nYZyqzX82e//IT60exabuwLS6SWDAhe1AQrI79a8s9i+N/5xPo3B3ilyZWzhD5JxDuBY7e1OQkbeFJZX9Q30q6Y+FQKpPsVs8fsllH+7mrRo0m6/xfwq7PwA+KIKlsE+hflUV/qKl1Pygoxz4XKRg+J4TIwzII5WHQ7EG5P14VuaxNFjzjR8FZpGsGSQ3Lkz/ziskhvYT00zZlRKlgEiLzXveiyhWgZOF3lz3ysRGaN0xWSTd4ybW/CtrWfUI2CAO/kLAQbUEywKbbxwRW7kmtP2KWggl/hUQQUomsIA56DxtAnuY+GexpF0Qxs+NqA+b4LL3mMgU9o4hknH+eUrnF+8xbu24d/8yY+eQPFPyQXTlgR40gCbolafC/LOR7/VbPUE42QTtWlpvhhqKHyVbJ5FKdw2U/JH2fLr+o778Hjm6dnsuQxIbRrM+5enTc2itGNqtxlvRp+fKxB4pGsWp+hZQppvA2TqdT63ii2N/YlegAao2dZBaTjtx6neVTFo8cK8nUueF69IkJN1wStkpbw3LTIYhFHZxzOdo7ssIi23wgcVXDz5I1FQdQLEbgB83q/C+oCVUyApDuvf/aSK6bspTrr69OzIr2j2g2YF20mmagHHnpQghleUTD6OQcVQFGrEM/rjUU92gpphcodPMYvV13bacP7kDS5fvIH86EfoX/z4WG7f0D0PuIs/sLzNZ3rHBenvtgBqgtAIKDjWwtjynFcClPTd+48fYeYLLfz4MF4JG2ArniUFkaRWrWryEqAdB59JyHKFrCSN7L80Ye4MV3hVMtlqRDr1wivvrgDHwEvXma7XUdkOZZHiWGBBegnhvY+Ih5RR8IyUUtjN8bOG75C7OS7urgwmj59rHEWalq8pCjtSu1f81VrpVlgCAr4Ln2ppx8rSkAAC31ItBMKR7Ix3yif75zJw2puY1tGEisRz0ihtDL2kY2r3Bk2IPtizH6V2aOU8GsIwPD6/fIl//Wc/XOTqI3E0HZVAaB8LKcSndFJLHlNktqdNCnG7AuBVrZ27lR3uXJJCbYT9lu9AaWPHd7Nu0Chhpn2FZRCxgWyO2/C4oH+83y2dC+PS8lcEzb3iCtFigOBG+scB9vzsqNVXU3o4ioPCObAtsxp2Fvj1suV2Zr8JuA07O2S7dC3bPrbfvTq0M63mADw0xewMHTBk1DgjQZFvLbJe5GLpNokN7nPprReE1+SNwWfwMUyAUwwjDA2iNrey6xFbi6ZX+xLLo4xyUOJ7kLrsah3YI2wOXAOUzuTCq4G0m3Hurfd3xXbesL15jdPbL67l/Cd2z3O2LDN1/+2PCwZlXgBUW7ZNHATo0rNYQj4dO2ooG8ssQLoqThA7UqylZs1BmdHJtn0O4lyTdwoQqQQOR4oFqMWlFJ9r5dS0gpJpXy3MmYmsfB4hTd2DScu9rpZbgBvnTvz6FuON/uoq+OzoGv+uUE6DvqrpqvV2mA7liBevyojZtYI3sjDTJB7Mwc1URk5Tp+HgqIVjvpPx+beqxS4CcEmn2DQKMd5s4BHeR7lLJ7nkfwZ61d7Q8zX2bosiCKZU6fKRrmBowYf2jrZFiKY3pol6V5xaw7l1XGiwK9Lg0yUAsF8ueHj/HrveXcvRT9/x3Ey5xrQYNhfEitTgjWe1ZxVbdQiDVNEG1tOyqy7p5eyAwUkbg8mntnqONcMcgNmj0Wl54mYKoq82ZE7+wAhup1b4XKXvUT6XHzPwgq8saZuLRBMgL5OJ7i/jLGKvNI6vbEfiNDN9zmhyQURoG+ELcXqCOl70YG0NikUZJ9Pk6V4AAWIGIE/5I9oB2UZUwXcMohV+lp1cmtgG2DgOuCW13Ud5RNjOwa8IXHupstm7AerGawFsOzSYHO9EvwPN3v2s4Czh0l7jvfVAk+e79gR4dHmwTUbh2fbFaK5NRdYv+o793XvsX36FEz78UYvPpLkrcqfcA0NzvYYQ1rGBqbjtndv0jMIP4AQTK6pjalUqOONRbQA2SGjoNpuiHX55+XJ9HkAvn/0IlQH4WtUWOsBD0sfPddq2GShM2xEvt2NZ8ijHy+8x50zhcZ83GR5/uhrXcdKuBGFg5wADDFNpTCmoWiy7+YLyAHiOUrg3ESAbPMwgFfGqFeO4mn9nQFe/SzBfBSgdiSMZV2XhbSm+lykc6xuZREkvBQq1LfPEwLAwSdOqplwlu65FefgovLWWJyAAZn8ymBqJTArn5zCPPtRj2xQvG4GiY++enTEoO8mOe/Hpjo7L+/d4ePsO++UCAfDV+8u6/D8GdwPcKXZAfVMGZv0mhjVXn6udVzrEwEZT+1anQz3gBioo3cN4wjyjMVwC9OE1AQjK8/RNbasL5yNfy2Xrdu08QYKaAXIJEMA+J09afQgGZ+VFY+VOvq9kJLmPTsGvM8/sEwmKnP9QJ50IcJs3RJ1p78u6YH5WXmhtR5m2Abv9YitkTZPF2YlqUdo6xaMwjtB1WfDCQsqBJ8Tyb21XnC8znz1GVk1uhmRmoL+upxgqpt9+AdqWQNL7VAgYheg+AKWl22yA7HzY+VyGQQzoWZHA/HhgikHNasYlsIOOqVjtPbaM2veOTQDdd+xvv8Lly6+gl7EF/Hb58Hzu+aZlZS2kpPiC91HzJ3YmbNrF5cbCFRIAGtusJIBDLI7wla2nJjg1m4alBRthZwfctLkTo9/t78a0LL2/dl9dSKCXjGAAiEcZW3xZMK559BoltNLeXXfeKUVjz/2k5ilM3o+O6dQxhDCYVZ93Ch51B8M0VMp2dZy8SC5SSNs4PZRMChYSLRPjmLFb0Z4p+19kPhhJNZ12DRtQ6XHg1jAlyn4w6pIFHZePD3ZtUw20CUSyX4oxmE79KpMv+qp5t9qAT1ttthmp95tdHLiZNkHG0v9NgHtnmtb+u60O7baQoFs9320b3rxQfOUHgEvC13cfMbiLLTAOF2wKxqZoN99YXBHn0IpmeLhWZQA8P19zOKn8YSV8a0+l+9rOLr8yqJDqR9PfU3jHIuAITfhHnOFHg7vCVGxQcoi5FIKWow2/zsrAYofqhzZHck/Ia/RR18AmvxnkJWFiQGPG+Bo8kjLBaReBMNdLRhaDeG97wNCwOZbsU/zs18p5JaeTjAVS9bh8lpYCKhJELfGdD9CdKdTEqn/NMAuwYKtlBXI6WREnyHNNufQdTRpVMwHIiX8SiTZARQyQZ+46pmpz824B77YBNN2B/QLZHyD9PZru2Bqgpzv0yx4aTBi22R7eLyj5Zu55pmW3xeaCXC8AXIBz/fo0Z14SQNEBmA9eRATn1sKObgC9Fs/jXEsLH2CT7raQIoHaI1o7DJTvGjjPh0xhEsRxW/XGDPiSH5969q7V1e2qsOhOJK5dVU+M++ACEH09xpzaHx6RXAcjmZgDwNERNOhM1sAgze3vCp/XjAKglWWlsyvFl8yJgh+e6xRBierIW4LxeKe+kmMKzDKI96c70CRpVxIaM63w24aYUSgct/A/Y2S36kWpPIOXqifhcUx5cJ7n9IlNWyjqFDWybffQJiiFbVC9JFAfBYB93yPuzQZdfTOw2DvuNsHrl2fs7854b53xh58/z+7tH8K9PG8I0LYEeA7mXJjaCsatrlYni037vUN1Q6ctMpy38O95ULiSwaOetHx+9LfzJQXGXmKzxJ0JufIt/LSY9TgGWrdhXeTFBxtR5g5wQGYA7n/R5yPFEO4+pRkpPMkV84mOKR3mh9PSLalewpSIO/qknWQNfEGHiCYFH0wMlsqI5RjGAaF2vVLyMymuBRS45Ase4vIlwI/G4gVnF6s0BFS/zvzXyDLSq8jPeaTzr44xG8aLYtQGyjpW24oNTImtM59znpoYmUxOSE6V7b+k2YrkWrGt78D+gNYv2KBjX1yxfTgeHsZ08YtXkBcvxzY4IpAffP+R2vj67nk0d24wrQzgjpo6+xluHOmVYI5t73yj4W1r2JrgHBsEJ2CDgN5hecVCBiC0VAHwwAAvAVvsZcfhYtSk+Rs8FcvX6Jx1W5ea/5V6dy6f2d9wbpFT38WTj8yM1sdc8gVvxY+xAKLNWGwT5MrOGWSY4zNSl3FJkqBGT3QhZ4z+LfJGbx1MrVDc5KogSL8r5qROHNF/YJ8rwElgV+Fs8gZdLCOmDwqJqWrGZfzsfeCakItyAxVPREDTaQ7Q1aZ3m0C6wg3H1bdcUE6r49QaHvoYre4962Frgq0Lug3GTptp8u7fodlWAW2/x6YXtCsa6Y/FbSY4hjagEbCjw9FVAN0R01ct2zMwhI9qNxHqQE/g01zFzpKasvNXBniuGT/yl5WWbkR4/O3+NBmhaamTj6A2OEot28DkiflBMr0bpSuRv5KXJdMg+pz+RwakDoQCEK0zdCMKS282pi/AamJ6P4GruNEWJQSg8iQ0/cZsLAPG8S/D9pBJ64Q8ap1KZPxqInZMVwfUz3lNegDvA9ucgWMGHaSp2AB4UW80A5BpZKfwbYUkbHIUHR29u8Deoi03sRNzpE4BzzkVwThGEKRd19E/YxMnUlAocn/UJnvO8HWzrG8N2AWXL9+iXxT7wwWXd/fYH3YTCB9+V7pnAXet79ia21dx19HYS8aZkBewgy7fk8ZH9mO/O+RxYxzOGZ0Bp1jBCp+eTXDWGLghhd+IRg9TrWxPd9hixcKPHeIlRlZ+rFDdDoVOuqA4QPd0GoCkaM5m8R7au8ddjPoUB2ZZU0aAVE+PbRFmYsWo9XoNeCvZF2lwlbOuPEChAAAgAElEQVQAEVVqyQpIorwfAN6Ufhy1FaopT0ciuwgas+y8XFK75fk9Fs8cbv1tcapEpE/5tXia+ArZKoQODIbz7SDL8+nfCdEJxROgzBrcqvzKS2+YS/6rJWOjHY+67kBuKuoRqJjMI215A+5Og4ENGxTgtPVhm9fdBuULXL78Av3+fkxrouO73/44jx4DgC/f3gPfeT0EWd9TSKkcN4+VHdiGfY/2Aep6CAyAbDWKY/OWUu+y8D73UZk+2snzM/8JUKQVmySvokFT9Dn77d5jIC/Z6FaEEGMofX2ZeWSGbzkBBI20jFcAlWr0cW//3ockpsU9X6s4BjGpCWcefZU0YhTpv9DpAJrDcLzO03qH0BRy2QKFw6jatnY95ImDoMjavNDGxiMuB5yuUvROTmRqtClRP09PogyHLBigC6hA6lhAFN/Ki/CUt7UtT0+alY/1JT8OEMN2X609pvpm4CivQ081wK6Vi1oZic75QvRrt+PrvY+tjGx644KGU2uAGrDThqYNuL/g/rMv8f6Hn+Hy2efQ+3t4I+w/85fW5fMN3POAOxlArDASgWWenOTtbPZz29Zyo2EHSLG4wuJsBN7EhA9pbsolOLyLrU88hPWzBGcV2PngLJiC8y9vLJYQA42D9pAzbI7BRH4nYBfas+Oo4rrT43NysEPiwZT9HdcLA8xJmhib83FyvBEjcGVPVwFJGoFzmjx+cXCiHAHHJblAY10o2SELLQTsnuJGG5tW63p8BOwY7M1A1d8LfNWq2wsmGFvFzTzT27p4XbiQ8eaCUkWLNicHvww4/X3cHQhjGsOrLa6w8xS3rthpY26F2skzLg00wpya4O40mK9C8e7Ld/ji+9/H/v4tdL/AjaL95IHXd89jOfIhXNLptlfTubLOYaRB96G901PLAYb9G20htWYJsDSrT6b2FJX9FPQz/IVGbWprs9ZrETSJkBZ1w/03Qd3Krfi+RPu8IdYj8dwy5przRSCrTwTqJMs4tJTeTpM5LeOPHuVVIE7XFdpp0FmAQ4lSbqTpUeVCgXGmt+t3rXw8vAJjgUKHYEfVOrk22YDJKms61QPLIUhsvZRpaQFIGTj5TLaR621r8D8+0VpmL/luFkXTYCKKugExZ22fnc8WuaNJf2sSms+wK7YID9RbebVWty/ywdwOxQXjEAORBv3iC7z/4z/C/u4toHvgGb8u5w+/K8CzbmIM1Go6nrIyirUJ0DZafWrX8TdC+xbpYBSwJyghWEBHguUzv+N4cwp21BqfTsFp1YtHnnYZGBSdvjmgFIpLavlUg+bUzpUNNJ0N+/evAVJyaiUZ6u3pixI6qHT6HPA4+EkI4Asmrsc1g54npX01v4s8WF594+PCmPUYldaiN57L+aiLNhjAUfQlnmKbM1FZx+lpSwqL0zclzmIydmN7pEU7IO4kEUDCf7Qa9TSJCTKdVMSxHQrlJ2KifEoTbGomE9rQ9j0YoWBo3YF97Dhl7d6/SVOcNhtd97HIpjgd5fDJy48X3IVmjp9VU2uHFKzcP0RsckdWUzGzUXi8Llo85i314ehk/kXtWsp3ahUMOuJ1adw52HkyD5ko8mOo6pCiuNpi136cBtfepXaRQV0NewBllD83QRjvDdhMmDjxkJfnlVzyxvvBRyonCM+lD6zKxCCEUH+m9jfq0ziwcM0aIlLFWMltfrwdwMNNbYoYWwLnhpg1G5qXhTKC3RqwRfrN6OS97ybn3MxX1ka5UwocOmQblaHCbL3h26Kg7klq/sdCiqrwUPHThIbrqlBNpQ/s94jDNywe2vpYtTxhDmv6ccb8u+0vCrgDQhPgv/0hy0Mhbb2dSEyxWjy5jYkk6HP/03MciQeJv+bHksk4wH6wgaq98wUbmwCQdlhcwWAsF3gsgJvT7HlV7xYatmIzo6glN9m2wAVrgg5n9FaS60pYvC52fbcYslKHpMrTrryMiMBEksuxitiiQUKxscKU5YSTSyPKTownSwAumwroKXmWTCNZgNDnOj5MgJNZT0C/LqPkp84W9UDGMhySoTp48ZNPgr2QFu0olAehXg1zeQ9M0aPc2tREbuaHPjHDO+TJOKnnfRPvaRpTIKcm2LvaSvc86L4TEPa+/Mm33uCLz7/Al599jt77mOLoA9z03q+W5UfjTGCm8KwraLV3iG3ZgLbFCuddEMKQ2yFjK49/3iZktPFhRO6/uX9g9TyLRPWd9QmcZqboXts2j24OA7Qlwlm1ObnyzfmcFj4Xg6tJehcsERoqtTNJ0xi+5uFWfsfz2JcMgYky7SMACh7oNFO95SrcuRUn4czTB8ZhRjI9O4rxOCyagrEJKx77zgQELfDI2iqEyS0Q71BftGDt6VAptr0PttTcVy4V8QhNqdYVNCYjON0S3mTQ1oKnF6qDVsBxo5gZhEPDBrHFFa6cIP9eDzrs83ycprDzwiGHpjtmVBToOwQXNOxosGl0UWyffAv9zY+xf/5Z0diF5m6xEfI3df+/au5GWxoNYqMzJz2MF+y4S07HioM61+aJgQsrZAs0kPB4ToZQtX8FQcMF07hvkosrnN6rCyU8PAG7ebo3wKq/8463GLCPDsZMhO9URvDpBwlGVt2CkfjTxJCf5Ejwh9CXOjWg5pGBk7vWjvsBHaK2stwpcO56ni6OGVvlgYSOh3V++GiWi/yaU41oazJxHxzWNU9qRrjXylkoX+6nB6CXGxRM9HTXLlSmmPaKNS6NX0fGX8UVxebyRDNcyCERs3VlAYs4ScanYE/Rz0jYqveH8e7u7ozXn7zGF599jjItC+BXf+FnHimJn6KL3ee9VHxDVDGtQEM7+YHohkaMGYwZIDfProMXL6gwXCdwl31m0VbkVrvJBuz1Ub5Fo1jAaUYQ1FZ19sMxHmjJXwehPZnrpGzO6WIGLkfajj9LahOwq5DjCKYEMX5dJHbFSQI1NklZueSUQvlyJqu58nXOdGiEfS+7K4TAAYkRpVXbJdQWxouazpFLpEQMfuKMNYBlpWaNVRJ5stxYlqvJQi00eixq04A5xXroH+A26Ly5JhXxa8rm0UVdumkpFVUtMirzOnYVkKZjbz3rT4wjAKDdvcT25g0un/149MGW1/sXn6wK7Bu5D79EA6Oi3e7On12YbVvDaWu0SbHZ0qlXFYElEBBzkMbvXLUpmtOvktOus1AKIRNgxS8XUqztS9DH4HDQkILK42uY3tOF+bcSPRZHHHYMmES9Xb5+r96mTnsAh7dYDqgncaDFz8nfI7GaAav3IkTHTYB9mz5eDTZPdQYNUacuGbTE7e8OWUx+U8If7OtoxOIy0LMEpbqQmo+DBkyTpSlsK5GIS0sV+qtZFDvBczMRfwlJOcCZzGKYBPOi3HnkhVw9G1pKuk6+eIra+yBlQJetAaet4byNs2V930mRZJ/n8xlvPv3EaNcg8pd/7ttH2j4WRxo6p1d3tfawhQBKlNyDzw2BO2YQYrohNuMFhig+MoJZYAhg2zGg4hjUtp8LGo9xBhA4hMrfGh5vsaesfDHbw0Mv9MH5TZf8bQCgGB4/ftlJB6lBjVwuUiB34Gl6eHeTKUekCTi0U5kGgGOh4J8FZQq+iSkAfBHEbm0jUQgP9EOQwN9NNAnGilYLw/liHlYv9pdQx9h3yPOMh1Mdi4ayTWu0fXhbm4pSl4SgbhRNPH70jTnu5O+xhRNrdIUl/GoNk8RNkLPkagXeu85kW3nYLGTbINsZ2E5Q2Vx3Z0U5yqOd77B9+inZl432sL35Fj60ezZw55cDvNPWcNp8D7pq/xYLEoAQjmKZ9ooUipcrKc5+dXDmzwI0U5HxCsl6tJjT0pbyrazOpavkFQRCHQhO/gsoRfbDxDvOwEBMgO9rN0aIjDLiC/12Y9q8fy13EAq56uoIszSonsvKd/WOepxzaXkpYSKsHF5mmKP/2SVGSQZ4eCUobeAggEibFPhGSS4HqKoAksEig1OmLmsK4ZeLNSf2CSd4esRwFCinYzie6Jp0Eb/O3ys5BmqrU7v1d86ncwDvH1z7Nn6fXEvfZOwV6XtSNsHnn73F/fsHXC4XbE3w5pPXwTAVin/nr/7CkbCPxZGW0S+JUafLYa8Q50EknA1xDT7oFdFrZRwGGTj8lsNsw9S3OvVbUIXbVfpxaXfjf8jVeUR28zL+DQJ4V0HayuV3jfKbARj58aISDG1n86mzygtXAKKWsZpwiH0dvpbrFFdkNwCY1wPlhBhQWWlcBrFEBw8mpnrkUilFq7bq0/0QD5KpPNKOz2vfKa5OAVvRHhEh2ooi5ZIDvCKjpnJX5iFzItWUoHwqdNn5uUbHUKJU+ai6ew7jYmVSKRpqO1r6iZOiyf+NGSqa8beGtm2QbQPaBkiDfPlj6MN76OUB0hpObz4tCqu//Fd/+VDG39Q9z2rZbcsVpkBkwl0K7fo7hIg/+/fWbDFGntOanSUDlbPvJr7hGodhLydhD5RGylJ5VxH0SM4h2RjGliuTRtHv0zss/OTI4QiQjOKb7CX3SqsCpMaDoumbv4VvzbTqXlXrIGPp+TwKl4P3rFte2WodS+l5omWBNYJHevzFkLcmj4PdmIXtlFqo6adoDsmq2qbLEkXdqcBmMKd6rLm2nqegsr7t3M4u0kGWAWdfjKDxDWZALMGA5qR4mphpCqHZec+2QvnoO8bImzN3okSttLfW0LrGW1+01BXo0vCgDe8vwLsHxUNX3L1+g9O7dwCA/+Df/7VHy+an5V7dbQh7O9/Ty/uNEs8BUprsGlzXB7Bhqi4yDL3hcUq2MVA8pbLyd35nnkA8SLONLHTBFp3S9g8e/ZWOcdNNhN5q44dvM4gDzAwe4H442bRFP2LWRQBnyPnsb2HbxwKo0Iw4MeYJOUwaigaWCUruFYuYHDQQL2Ge6Z3bzXBq5rz/+6CdAdSg48jTDoz8+Kk0H14YKPF58BixM2YboG4j53KL+EYph/lVSsD5qeZzygKNMH32ecikcezfKF4Ddr65sSqG6cRGMasVVT2TyW3tuD5G1abcC0mtY3FYByCy2U4eYz+ABuCM3QZgO6APkP0eqhdsr1+jv30LOW34K7/84QexzwbuXDM212cx6qcPsWq50dRsuVJLB9UYrbrGzDc/juvwexhfnmRacRtxXLGtAyjuDHMEdkwP6rOwdu/Y5AEQ2ll9WL3+SRjuded8xPNyy3mnZyYwGvva7i7s9CKN2o2DaVmUTTRU4nk/rsBdbU0SrI9Ghe7X28L1QljQjWxPDpqGX14teEznKe7qBsOai28iD+JG0COxFSAeAw8Tx5rtmcE6LzGJ8YqTH+AvY/YzZqEOjCc6FXjoA9ydmuBh74FxVAeo1d5xasBlrzall71jaxsu2LCLXbrh/UXx7l7RO/Dv/s0PP6L9UG6zEydyzFTXQLurulUWwPYUZR7zERadr+0jd0ATx2ff762cvqATDVfYB1v3pXA8SNZ14CWB85trYXXt56C5JEZFWCcGo2y/V3FQtnVViDzeT9WZt5F3KIopX2kDPSd8JS+Wn4E/Kr+qefDp16ketS7eYY3eADds2XZdXkS+hJriyBFYX+V8HmL3JhTBKo8SdaQWhgf47l+RfDn25HPwy/WaR+xkURmzGeDXv+UUsGyepoE1KFRIlli0hc9pTPhCYefCquJ+zwa3+xGaRrPjhx2m3MIAV2co2kOHbKfYq1fFZNz+AOkPaHcbXr3+8Pt5Psu07Pndl+PIjZYasrTBy6nYcjUCWb5nFqLuAGQDbK0VAJcauIxf5rRaxlUurO3kStrU8JPmGxq7OY6VHwAzoz8Mqq5dk4q4xpPP6nN087VwMcX71Gu0agwWQlOWK9qFpo2EGI2XK11czqxWb9bZheO/wmmrH1g7qFPBTkswtEOBZExLvut1QGW6ApvOaDNY+rm6yIRUdE6GArYk3xguMbioeWOUaoEKz4fVlAGQqnkksHEFMNcBvhr9mbb3t3GSTPoTi2HwA2eWI/2Hi2LvHWgn3O8Nb+8Vn391j7fv7sdKWVW8fgam96Hc7/7+DwjY2eKKfQe6T9OCCn+6E8ieW4EDbLHp3Vo/dke9H76FkV0K/Hjm31cvp2Xdx76Wk+yR3o75GtpKoetAxXRHLQAlf1ag9Rxav/EKzK9hx2fxulbqajbLE3VafrfKj5eFF1Upcqn5m1Nb8RwvE2aqTsfC+6GK1QEhTfHGzc1Opoi0B0BNM4UO26o7QosxEx7kD2XLqPkGoCmOeg4nxJQIIH7u5oSuCY9fotBu9ooCG/ToOJPWRZCzQQXE7GB9VX/v43SdXQV7rwXFfMzBpePQJg0nadikYYMAukMBtNOGJh3S74H7L4H9HtKA7bsffgNj4Jk0d6+bwm1JB5BxGzqkgK59zj+FYJrZnj815HFkrUlZdLG1cT5ta4LmzyKh5Ts3ofgrQDho7aRS4em41tCbfuRPahyF6JUTxK7g47epjh8JONTL8Ys/VGlLeTtGsiInmUUywFvOO+y4B+OjunRmekhLHEyS9ssYRoZNIRepyZqXHSjTHPkVrWF6oHwj9sILeo7cLjx3W0aX9lXl8yIs+cX1ck32N37EyNW/SPWkWjzX/ACHcuQtaFK7IIVmjfeVLnWGR3GGAA6w6FrWMeA6Wd1tRt9FFCcRvLcpq65qW5+MOn+7C949dOz72D5kGEAvi+qjcZ9/5ufeFogF6D4Qiy+Fm50tnuK9yEhBVGKjfVWLI7ZReKl2HYNf116UdK/+OJKoZDz/DQBeadfwPoZjPynSXDL96PSjD4SGKxq45mAoOsX4WHfXMJ4tfvChln55lXiiCeIcLbl0sAsbLDkswlQvpp4LLVJ+8HRmCz/ii1cYX7B89fqi1uM0mcCVBmh3/RIeyTtJsYI2FTYfl+944AE74zWIa1QOLKtSVNUpcm7IBBRmMMkaF6bZNXiQaLdimjLf/CwXbozpZMbBCuDSh1Zu7w5Lhw/nU8BoSqOHKbSP6Vc3N9maiXWfgeSFJSIQXCBeTk0grUFevrlSD9/MPYvm7pOza9T4jjh5wk+fqN+Hli80cHCAlRq6zU6x4NMr8lgyCSHuYsvjgA4wmE1Cyc+0Mnb+c62T1WxrLfbdc2E4A7tDXFLj8rZe+paNZGK07wxo0r4tZ24jjicgn2Og6UIZ9F+95vQ081XjJUFU7kqBrK6pcxP0qGEd59zIa2gCSbY+pjFzmufVsge7PQJpTEHY5C3pmdi2pj0HK1LiueRDsjyEwiNLd4wyBxcNXmLfGZQFwKPfvHr3WBqeVm57Mz6ItRGxxRpTHuBTsGKnykRmoiz2i+KyK94/XPBwGdOI27bhdL7DdhpjztN2rZ4+Dvf+q/f5Y2on497R932cTtH7uLx/K68jNa4UwkyyEc+n+sxJ0LuuY9VeEb69R6XUBRW4ceUA8usBuxmwSWCwcUlMdXobzlBH7vmkFH3LBEsv1fGmmRNapmWCPnREy02k5/zMVw1zLB6uEeclIImzyms7hJyQ35SEEvgZfpM3ZNC0SeZotHy7yka11k6+5jZErVDNps3aug7mA65k17ghgN2RnmP2C/GUJL13/OebYstUtWppN9eGtwChKU8yyjDD8X4ZxDov9locK2ib+BZqOZPovK5pH4PVy8WOjwPa6YTt1QtsL14MjdTLV1cq4Zu5Z9Hc/cKbM76wZxbosbcPvABR2o6zAreHEIzp1K0B2+bTryDhT3HTO14xCwxboBjcMVU8OvB4ZRVfjRf2XDQL06ndHE/a203TqXp4CC1L807KjZ470zGSR97Nztnuyj01PPuX0cEFYINT3zHoGJprkBk9jT+pDBNsIQYGhTGVgpX6ZP/UIihL+AsVtDjB6Zejbd1qmmw5Al241WILLwFBTvcDAwC2K3GxhnFkL3UKPfj+oCV+C4aBeBSObYiMtB9JGnN/Qi+35KfqlRJ0usZ3aOTG900UO9Hc++gmfe94d3/B+/sL4R0DmgLItmE73+H9V1eL8aNw0k5VyCwAnmt1VA3cyT4OEY+D1UHsSGiVp0fxSF80v11dY4fStaXB0nW6qrA8OmrrcyLx/AT+cK0PKICweVJoI03PMRLAB4BexA5kqI0Hs4jnDB+zIR7Ibbci6C0YOdPkhEy8T2c/KGkwkOKFarGtUKwsq3kdNPtCEkHocEsSNmviJyR4e/MqL7Q5b5Io71nBkAKOssNyV4wndoWI7evYGmr7AuIsiEZl5LQZCMo6XfNMUdsD1P1Ghlz7KhGf2fEc+GvKEfvWUNJS9RXO0ZqiGLxrut23cJz+3getyJ01NvPbVIHLPXR/GAtPAhDbrN9pw+nVS1wuNEj8gO5ZwN1/+Gu/iP/3Dy4AKj7JKVCQ4K7voG5gCrTNNzu+rlkL7R9Qnz2DDMiQFeRTqf6B7cIA8k90Xl/IP2vt5rAI+oe7DapEbBSuFCLU7kf/Qaw+YaphFXZ24p0G6043CCJGJGPlmgM8GLMhhM3/k4K6UixGWLHpZiYRYKYwPyc3meeS1swSlMBagcrGQESub7pMqAhcV1Xbdrvs50UhEbXyilpusDe0vSVewDfEBfPCKQ1mXO4C4MHLOiN1ZheQQCiQjhSHwTGwO3AUWivn/c+mY/1owPPJtppwYBjqxqGt1v2CF+eP+OgxAN/5pV9KYQnUQi0qdmpp2oF+AS4W4HQ3yttmIPqy5iZHXoaNPQG7SJ9koUhoDY40za+m9JenDDxC36P8x7iBtFHXTVAGR+7lGonDIwkN/lIDFr5zKFqBryhdknxAPgCdSxZkjJgEGVEmVEqtBCXzGkYUUQe33EijpDLRP6ZhMx6NcOn/kG+ZHiSnN+tyQ87LaNN83ok433eZSuWe+HFdRiX30YaVSCffLBMC7LkRwzhjN1axYyxiUADd+ixvkdbVpvHTgC/SZMXQAIN2dQbIY8p/zAIagGsC3c6ZP+Z1NijWvWP/mefZqP1ZpmX/o7/z1/Fwf49YnSg0JRnP2aHjPQxAGQT2inXB421mADlwG6z81frIRqPg/Dhc2bRB3ZT3UK9DoGIB7IToEaKPvzltzrAOojJEZt410ww6C7AzDyQMeT7v6cDukasUwo1o/IGefb+hhqGq973EwVHKkXeGjxj9hdcARRwkQLy61ouNc2t4T8TbB5dT1qul245arPo8MV9qC3wBdTHFNTdvzzB9LOno9EmRU69Ahf9z81B61+f3mnZwPhE77+Gm6vYowzZFkTavoD4A7VFnm7X/bkJr2MD6lFnS7unu+wWX9+9webjHp69fPF54P0X36//JfzwWhDzmDjzIB7Dd+BuiIqrX6+3N3ZiKHdqbEcHMV6w9NrY34saA2lAivcnfo4CDErv5neKS3PXA39ZeOT8nWMiNjf374lL+hsUdzsCvdeAjDSQAfIZCPEesEQLgA+TDJcShlGkGyj6ZVO4kKcdF+dfybaJaDiHNtSuywmhzpUoZnE/l4R1eAbF+MPPVdNa+r7WPacA9fUwvOvPIBEspZ+m9H4c28zqbOh7nZ6eZTLdzri92+YA1jkQkXti127YnOR17arQwBG6XbTJN00RC9w7ZH9BE8fAXyebu1evXuHz11aK7CfcNQGmbEfiq1oZNxsanvlkxQJsVu38Kk1q8jPc0bew5OxbyrvYtfdv8xEbG81XyJPmOvwnsiKbo/lfcLJLr8+01Wl/fMY+/ie/0lueJShPqvlDiiBFv54H7PNtUOnCfAXPso0gMKOM6hvf3QYozgoUardo1pk3ZIZ2Iap23p9orlT5CbUXiX5X6a4A3AblglqMieFN4F0Rckz3ikgL+/L7bNfwMerrdBYINLKR5UJVC0eu1WxzbJkF7E8Hl/Tvs9/djzylVvHpxflL5/bTcz//Kr+CPfvgWtU9M/Ve8iRGDaQ2yDXsTKWCsUxSP9/mhsTvOTAh4LaikMkIA9E6DWR808ukHt/q7HhNyjAJPYKLxCoCwj/TbeH3tsJkAMQJhRsAg4+qFjOMQ58re7ZrLsGYfn7QXQCi5V2CBVPw8fSYahb1T/5kYs2WF06ZcMFgStzFcCCnPD5WJUBkxf61sThdAay6rOZM6RTLJEZ3bG4X3bwd+z/QeQ2JWLdjCGhUJnjfvEthnMgFbtHOcyXBssAlwtnvupOGmGFuUsopALw+A7tEe79vz8LlnAXcAIA/3V/uaa1g2X9VKCyXi1Ao7lsyZV+GPngbd870GsFuxlaMzQeoAj/8Y2OHaNW3bEh0CA0BMQjSTfYydfFhAx25lX3WTjD6mEPwagfPoF4FCOgG7BQiM7j1p5Q7PgpyaAZezRGNN/1raQyGb86WkQXMmGe2xxBZZzlxo2UUg8C75+9qrCef2FA0cOXC50YCPrytjW4rnGHHadAJVT9jYYTC2vWvs9ZSrYEfMfdrtLqKxPrsJxz++NoFpcGmaRi2vpiXdzie0bUyhOK0vX3zc07IA8Gc/eosECtytBb6iR1qDbKdxF9KI2F4gDjF8MCVTv/GK0nxRtL3XWIWHUiFPIuUUhZwOv3Klx4x1Su/r7O1YOhCyneTinqlDz9jI8rC8rB6Cw7SEuFl2xKwjrTE35KcN8FUJILLmHcXjWXIgdS24UvoLT4d0HWwsmF3sc9e7KanWUkoM4KlO3yT5WJznaelIEX7TLNiUdV29LYKZ63yGU8yMcGgjY0sVy6eSXwHq3HYUCgCJk0qiJ4iEGaAfj+btP6Md++C5QqWCvh4DZ98ZYGsSoK5bJJbMWGDix4o226PgdEa7O0M2Xy0reIftWLAfwD0b94wMWosY5SxFsCHAUO13m4wlxbynXMxl22nAMQVHfVSh2IR2iqdRTQjNlsIz8bxEOxyVk8aRR8aSd5npR23LaQzvtnCI30eOzEwzpG52Hu0TA/164G9mwPE0j/hmJ1gDUUc8Fjw33Q1WwYmPOoAthHBmqyghPI88FeApj2dOYfyX2eMxhxCRMPL338W7aom70o5ssCkfj8UB68yPCLmyhQpTS/UgFg0w23EAACAASURBVE3cpzijTCTjKyzO37HtYCSp0c45rgKGOT4jq8NGunDwFbwwW7OOGnlxani4351AiAzb2T1ApE396gB+qoq+j6UX2/mE7e4MaQ1be7ax5wdzxU7SgBy2zaa1SFiGW/QNmDARt1d1i0VdAoNOGrtFj6Y31Efi7lucPGE6OeLV491sakf7m5YmLuPwbyzsp07lW2f47wPfSf4/fhKvcYFuGzgXAOB5j/iobIkknctQ6o8kZ4pn8iqQVEoGX6/cxeuibkxMPHRmfkAe0OHgh0GySNjZLTmQpxP2TJqdG2RfHelKvYowpGfi1em8LmALCRxkZ4ZyEQXLC65vqn8C7unNpq9bg3PvkEHkT61dafOtUAY5TQS7xxOlAAiaQ/0AeKOakrbkmWPRBM9IqlVd+7fsvVusbktWHvaNmv/affpw+gKkuXZDA82t6aYNDU1jLm1AoSFgMJA4xKDYRnGUmyxLSfwUKU+RyVP8kpdIyYtf8pgXHiIrVqIkihVFKCKyY4KDw6Wh6evpc/be6///OatGHsa1atZca3XTe59zGmpprn9ealaNqlk16qtRY4wiEid5bkil1rksFu3l0ZvA64p2veJ2m32wP314ZuDuy0tFNSAFePvIYK+7RnwTSu5NiipgL6RuSCgGNbY4+t6plNi5ItEydrzDwGkZdqCxu56mE8zWtmLK7daMhjqqcufMRAAdsHO6x/c/D4B3NLO22s86iJOXJ5BtgF3GKBJTdh4BCIDKTJlsNplu6WBeNAnhYcGky1BlLvAyMJOZ/cinR0Bnaaf2Z17Hu3GVRBl9Btoya+qGvgNJhjDQ3e1dij4kH8TN48asPXs57VvQHLgyJjdh9S7nTQG3L/Xqd2ng5GZFzhtER6WxSOOr1gMRq9VmZOBjk9b3tm0AN3CtqOsV9XrBL33ku++qrNdF+MPf/yQ+8M3/EhTbdZKCJOZGDB9xL2CdnrGBPNIeKffJxmFgtxQr+dzZqPqgTeIhsNn6lhQugQFtV9Ges8POXXaIOhgRS3Adsrxo7E3wcwYU/40gz6KaFihHNpmQDBhH4JStaFMFxKDPfREZEX/Xh9jHqMBEia97OsHo3K+fPdmlGT7q9iAxxSKEpWznyBrarigMxqzOCHAJEwgoUpP3TlQn+TtVRMLPHcD1u60Y1jSAx0Z8St2salWsk9pGT4UBup0iluoluhcEMl1iINvFcFNeRjaBtRUhIdL5HMmqBHPsIdy8Y4pFc2sElKLjvbk/0lRLUR+eUNUTYFkK2te8+856/kLDMwN3X/FCwac6CRlPJHcJiCVAZf7uxt0gXIqnyz/FBnStJB/tPz9eB+ss5iNqCuhmv7SPa0qUse1hMPJDBekhMPOe+U5nsg8JR+/090emoYRMQMq+c+2ZcZ8GSCQ/BqOsTcwoG++V4X6uU8c/PubEErjUP/dNIjHRriwKXkqhaRVTKcPytdbWIDWz+ztJ28jQ01nv4FjqhZQJZeBm8aZNm8c41FVkqi4/qeM9GKhjr08beNO2iwmaAMwyUIiKXADAxvtFrQLgpgBnz1UPJpRSUNczrudbXJ8+xna5oNWG/+BXf3JW2tdVMKfL2DYZTGiwAM/iNT+nnS4ad2cG6hiMBqZof+aTM3e37Mh4GoZlUDJeYt/6zmCNgSIjA3YA3CDgoXyX7B3EgN29ZwlpfsnPH/FQaAebcatjRZzJcibhQMciCMiICWpn4DS+D6SP1fM9BkSFZSfNCkIoXzuAMSBhyca4lkGekF6Cb6D2/DDH454CmzAA4oViz+jyiCODm1TT3pDNyrRbqfFPp4Njjs0AZYBnExhG4mscEz4MfNSld/H5pD6MuGQla6OtjQcmHW8MLmk6xT1ozCoKVn82eaksLp7cO0Bj3CwBBrLeY7WyKh8EW18u7geQwCgFqC++hB/+0R/c1e4XIzwzcPeed7wVn75aN7UZvH7kbOzQDdDs2xTl5djdOeJ6SdLBe5mc5TlcG01AsNbR+Pu+w7bLcuahDKPXQxsD7873wC73bvRLbXeEHlA8NFgndS6jp1mEjoE5JqZp744zMCbE66wDW2KKLarNqOCh3HZZonoTw0ygznI18hLwkc5K8U0SmeaWxccFCjqsz+9qa5QGzhoW+rJ1jy0NbSuRaeorNnClweYwDPTYThT5czRAB7GgYaS7E27EOCSWZAg9PLEmk4edVa3muxBjEwpgjNmszWw5ksDY1hXr7Rn1ckbbKlqtePOjBW9561vuKu3rIrzprW9HbD2m6ytUwMUMdixmNILREawvDDl4ilcA93QGpviW5I/JQcN4eBJEvqxEhRTZJ/RzVxj8d4bEzkZZvY2D5cAdP7D4SPcpvR18RAZM6RdM/WTH8g7+2vf/CSGIuk0VnItmPN+lSd30Cj2Y6yuOAVXL6ErYx5uAQnJ1/uFRd03pktOvSXjhndbBkvOVIVHukkMufc5YMItxkODhvHsv+Ji8NPiV0LHC+oJNuIN3w+mWG9Sl3eWTyrb/0tTVfVOwZXQxRdrZlKgvNVwqx8rjKjM27SZuZKblPSn2qKmM4g4Frm/H3HS7swbUFeXRI/D1FlgIrQDrS89m6zHgGRpU/Cs//F60Vg3YOohbSjj1Lbr27cuwpWBZSujY5eVZlUhkoHezEAr1Jt07xtad9w3Clj5Mb2Y3iRxdnOTD7nnDNalJZtwOXyQ9RfDkgxv8PlgkACUz/gnnJV/2uYsrfyHAzujkoRICdDpphpoyo+RMUwzcff0FY/J6Yc56z/HtkjR0N2D5s/FJhIir6WpCdj2y3pyCP0vgzGeJk3z8+3MvrZJaYI83C+xlzIUP2u8C8vcZw3grMqbkhyyh+sHp0HfG38qclmLZ08m7ZTDQOS22RmhLGNZE8pRprYyXP/sqCOaKRXZ0eOHR69+YAgC++fu+L/qvffG2geoGm7nvVPTJXknAzvtU6m+WCYXKh1tBexs+bgN5+JW5jSjUx76uB8Zeu8BdGaNJBu1E97dHT6rx7l7PRyDSyq7W5oXreEBGvna9Y9jDufW7BATsfiRtPJG7vDMtHSvqWNIkcl8AcEe/0U1qbJQYI41xcrI6hpmQoouLPl3TDaW4J4Pxkltpl3aeNtqEP0fhsrjRwBhCVpCXavNzjvJNqk1wX+mNWBgIqTGlaxhE78uX6s+rZsxI3xa+Zy5QIo70PzEcXEg8fSyKS5hFFeXRQjgtpG6ObL9dBuoKWs9qKX8CnU6gmxPON89u7+xnBu7e9ra34fL4qVaz/qXGJme9ZGwhSlI5k9CxWtYCp0X06m6WgtOi7lIAaWc+aD/ccQgjGz3sVuz9Iver/jCma/oK3KW9z60f7A3omei27DL/QsIDSz8FDfffC0VsRr9mMM+/2YCVpDV2ThzLprO3aezsaQCJup/w1BRn7zdO4oSfRBXTB6/tBtFMlHTizOTi/Mgli0nTAkz2LfTuz703ve9hf9KFuyOMUwUDefmztIPzDBAbk4JAoLJYzRooBLP7jsr5Lam/eOkVFNba8NlXz2i1ojXV7auyXc/73/POO8v0egnf9SM/jM8+ucD1a9wKr4HrCm41C8L1d68XPAIesgmtHTbsWhtjW/61hnvHwUNfyg/JBsSDVuYN11Yh0HXSw/46DWosUvp7uXfsU54w4LGAXgXjvVE5INf65JwIpvxv25QF45m9H79zwJrDXKXChX2Zl3LAWRrLnNzHcJbAD/mRAakiFtuuQ+egTg1+kNqYClhcp9PHVJjPsdSX07jpPvEszY6QZHVL3X0HTUpPrs9Dzpgeh7QvVU0ul3/XwUrdikaA7IYVpNk3t/oMv3ZQfhdAjmwbVdVRNAHUKWZvcIn+7RNDqaCbN4GWBWVZ8Hvbs/FxBzzDZVkAaNcziN46mTRF47FvVUhQsBtQFNJtw0i3HrPn0s5ukrWYLPPYp6Q0OFPXyVJX0AE+KXiCO4IsLbswmr1tsTYMl9hFuujOE4OEmfuja+idHtiDsBnNIz5k5pxT2UWfvW/M1yzjtPHn6En/RWvR33Tnqc5stV67zh2kH5QsaN4BqDTz00wdMLJ8Y+MB8imCQtIEZKl7P1AdgyYtxR2DWQxNYazi10rv7m0jzUnkqJc7B865ruCIKfJd23LH6p4m79l5S8zN3jWQl/eyrT7ABThoiH7EHE5Ca2t4el5xuWyo24amey+2KsuyP/Ph995R3tdX+Pinn+LLX3ohmHlrADWQ7LUG1FXdMMQuEizbgnjwQdwsbAv50hJgfA4xwFpK7nDtoH0wy+DaNZBJXO77bsTSj0uEzA+9D4yNp080sWBr92knDTYVjcR/vYfqUqxLZ4wHqdcARuI7lpvSkrXlx37szzMftsYd52FYNXbKyS8Hv9h308TYkL6DV6UBgfEbWd7s9bhjjJomlUWX/hIb7MpMYohi6jH5vudjtOo34CjXvkz9aNdZ/1O0ZfZxkaL8Y2OhGGk5x6MuwfQtUt1RxrrZOn2fzexmzhnYbYULdrWTFFQYE4IoKJaI3wLlA9zArYK2C8CbcENu6gduAZcFL37dN4+EftHCMwV3S9v6Ok3IyJfWVP+uKJhbCFh09mBGEw7s9Prks1njg9R9cG9gSIN53y6wmyloPn2kRH7SPYl8JcZdw64n4tKkDObSbPgwHEOdTnJ0Hw0HKd+btzL2Ecx0fC+FxPeDRlIzdMrR94PNlH9l5nwAQkKPzvj2vlSj9ISbMX7k5tHFNda6K5+1rTtQaOjC9Pl2NIyPUhx7l1I9PkjXckLvnEwZTg8MgQOesexIYefyjgxGedeKrbFv7WYzapNmmPykNlFqbq3h9rzhcq24XK+otaKq9A4EtFrxt3/tZ+4t6+slfPpzT8Ht7cIjiiBYogamCjTlVXUFygIsioZVNyWkGkWX0qA8hhBSm9QN0bcb2wB91j6Y5fmoD9fF8sYhmn0dQNlZpFpnsYbJEW8S8mobc1Nr+GAO89cyjyHNTsrWmL083tkpgTEvy32cLT83gGj8uQcSHnPsSBlsAEO97Xtc7yZJE8sMwhhnB2AoCGhadrPUc7BtaRaQ+0pxpgEz2NjN4KaB/Bvv3Tql+srjY+dLkBxgmaVrx+xGXkbx3g4kaBnDo0EaeC0/IgAFbONLonX3qciqc6+KQCBXSWmJf21qQcwtvAIwyephAgYAEU7F0geKOi/mWkHXC7BtsiOFzoQJQDk9Qn3zgg9+8P33fZQvODxTcPeC2khaPRSYl3pyUEaAOzDOaHhBLM8uCAOLRdMwIJb74qwNWLzYVMkYYsxSRtDiCae7siQS5fDJIzAwT97/ZqZjfYMfAuzuDm719gCY9sAUEQwb2klHteJUX+QROxo6xeTBL9XeJQl5nbBdTtCIdcDus1h6/j6lUuxn0R1IzN+PuyS9+EZMXmrsaKL9e/ltHNzaW9MZ4Kc7P+ODdJqGlI/eyGDNvhFPntcWIFXuwfeRbXreENa33nw49PdMMd6kfedrxWVtuG5NDCg2kd7VdUOrFafTF6MtP7/w5PFZUXIVpUMCmIvo3bQGEINtb3UFfgULWjCbABAu9UA/jqaBEV07kWvjcz5wOtjj40Zg6XpH0J5j+eZ9ZWemqB3ymySdafZXaMjvILnE1GWZbeCVBjZ5Bl4SHxuSDpScgKkDxH1RgsemOjCplqAuBw0OCAdc1JOmPAUzcnv+21dDklqWBVBfiOzlAUBFQEVKnHI9YggjgI3OO5Sj/0794hN5m83AK09McmUwoLpzSbhiryUqKJepc19P6bz461Gj6bmBR6aB5qE5sqmWGI3s/FAO0jizwYlxUoGTbwjHDY03lHoF8Qa0NUFK0a1nKrg+o23HLDxbcLcAvuuJNi7fmkM/yqI7VPQOiyW+WcOK5C6ke1lUbPwQgHS43LATHyzKVMy/jvclxKBp911U6w2Ou7zcm7xmGs0p4g0THKevH+XzvS9gQBvFUX/qkEZo/UC7ZdCUV9+p7GbPRKzzgJK+g9brDkygq52UhgK40kfoQXliIFavCWg443GGRgFutASyHU1vustaF2zfaSLmGqUmk/4fbc2SSUUhrZRZ2XcT6DGvyTsjAaO7FbtnrZV5hPDG8CCMEUnnpHG/LJvuGZNkpKVcfY8bsG2M28uGp5cN61Zxvm7YLhdcnj7F9ckTrLe32C4XvPnR63vbsTGYjz735cUIoylmhDl43CNmFGY0Xc/hLOUAAN370/gUpdYSQ2gfdFhVPlUcAHRsLPHKHqslfucTzzFyyig3sbvYD1t36lt8DyvuJGzIZGDeHQfKacwCIXxU2cTV7sc4sCuSA7yxmvpxIUdHepaBS0eLhR25yrx04k5Oc35VW4DRRgA31X9j+LtHzqpNFUXotfKlX8oUyj1pxhTtMhtlOMiLCtlrsVNfF54BBdIiabEG8OKLJoLK+L6+w+gHfWjrcCezBtWiN+UdeBhmQEZoLMsVrWk9QvrEYpO0NL6fCCBdjVwKgLahrFdgu4q+3baaPoqvGBEVnG9emn6bL1Z4pi7g/+qH34PWWm/x6udFtx0rfu1Oi/M2ZAQHe75MC6nYAtItjQiuyUFmvoGhgcIB4mh47zqAdwW1yBFwaANjAkO789k9C4k9e77je0dQJ5HkDEdMrV14/FAJD80OlbjQEUWD7R/r3owdw80dHrHU4fehdN5Pzu55TiJqYlq7wTPooCojIdtA2oCc80fEdk1HC/A9sJtkRJMWkZd0hl+7mKXFRMl58AODMmPxzwT3S2cfmZUx2tZjsmm2OFh3C1vIM5PYSXxZYrWdJ6wJNN2+zMvM4gz56XnD+bJh2xjr1nB7FmMDYojhQRN9ux/+wHseWrLXRfja936gZ95NjELY7onCk9/zZ2z7vNLAz4qOc9lpg4TOihapTY6NIQ26nAffEStRiu8DtIGd3a6bw/UDWqEN9N4pWdlC0kmOwqVzu5VBHDuteYANHd4u08khzzjX2fjaSEdPzo73dEujOxr0vR2js/haf52z4QCcozeAHfchgm1xB5g1qear3VukwLZUasU78qZg9esR++x8ySqDYoofZ9DFef5+Tasfef3JMEYIWNPW79VglrYHo8RQX97+dWvMxtrvYBNQdPzM9AwbN2zVG5fPyQiiMrb49lWGKaL8J1RgvQJtixdbA5YTcDqBlkW3Iyz47cfPdhL7TMHd977vPXj62ZfdSKIU3VbMjCYW8nsmwVvIth8jX8KNOCH1ywY4dnhf1X8E+OzMXK0Ae/5m50T9vRzY9tS0xovIYzrsz5hNzoSGZ5mwSe5TmKUczuuAc+c0oHfEkHt/Y9Dyha7EnoJp8H7UV14PBuF6C/ZSt5yQ8zkEpgMYso4XHP7wFYMe+S/KjeiEk4JyGnx5uH9XGAHbfuyl7pycjjyQ7AtF+f78sx4OvZ2vvAn5Dtg4Mz4BhFvNoE+Wa0OKJ3ErByDUFub0bFXir2vDulasa8P1ckXbNu/ATS1lf+YvPjs9lGcRfvCXfgm/+8kncCmdu0FoDmTy/bCsbaAm8WJcomAVk6Ps2oT1MJXQUP7OR9zsOAQLMT7A/YOu7+QWdkRxHA6EOglZhkeUUjLA25e9Z51HeY3PI7fAc6Y2kgtv5dvXS6YPu/OhOgaL1mOt7DtoHpNPE7p80DgIJp03B0rpPvI7Y9GNJGewA77T+uEEGCWdBLo8P/2KxfJW8Gk8GyFRJLJdp1Nd+ISgp/2wHndNwBdJAU9d6TIwp2XKK3ebTm4b2HejMD4ouIMQ6mRi2KnQGgsoCQk5DohREy0nAXnLCSgnfPnXveuOMv3pwzN3JvVoO8ts1NtfLMG6kYT7s0tWs0QO4ApEidE7dwYUCLwkF/B7QHInEN3BQZ+BtcmEa3dhzgktZCaRr7oYREPvGCFCnxeDH+yIeTbLtYuuOBlEjDkm5t14DurmecOLYiL6rDPWMQo9cR9F9q5+NN8KZyzGUdY86u0FzbGEylo+61ucSZbfPG7tvlN6xqm9JRqd5mGZ9CgQEiDs6IfnTcr4xnpsjV2dwXSudvkmOo+CMzQjqC+qLEWkwZeQ/OKp1I6RpHkK6PISrEn5jL81nUScr9XB4FYb1q3iet1Qt4q6VQCLlKdV/LW//AP31ufrLfyLP3oZ3/zVL/UADmqJ0hhiXt/0V88VDIpuHoMX+OCYxlfIKe95U4cJeitUfz3PehnRSHYdIiVpjb5ZnmPkg/AA9hH9gBDbd6XzGY8cGYOKUWiIsuN0nk8JQOpF4Yg6SqiGcrik6453upc56kuqv1f3P3gRIJ54MAAwAET7PJk3yQNoPapxRfcAviI9+0yU/kfEYWGeDLzZLhPZV17xgymPJfvcen4fzNXVd6DnJQCaSc6YSCyoaUjbxHuebQICabwBZLckLxVFXbJKUB2X9dUn25vqq4ZTAvBB/Nu1ChMoiauzpsXTGl5OYCJsjx7hL7zv2ydf4osXnjm4+6a3nPDpEkurVhlLAnQZzO13pQgz4zwRs287fDdhSEUqs5+g9I0spCW7R+m9vB9eDxDkVmqM+2QisUMpj76pcVxp9h4e2j9m/2VmlMzAJ7H9ztDB7gMG1vndoEK/RYCdUHoNCL2nOuwryMHhmFO7AzCFywGjP5uz9Mwog7yYkMf3YP3XOSvpP8khHUbDzLedW+5GcgnAHaSXs+f4ZqSl4o7AfTp7RxY9rTmPzLQygBRg3J/brFUcHgeQq62p53a9D5XyJaBnx7WK8cR1q6iVUSvj9lzFiELdoLRthVnbvfnFZ+fY81mF61bcBQpTAxVWKz6Vnt91mOuU1sTadhKm25Xpd/IxjQ5aAJnR0ahZqWmlZTaTtoIgg6suY3VSrswEDejIyLtDRqz57+kZDYgG4sfBe0iTrPNKAVK/V1DlvCrR6nxugmhniCmDZLZ04vt01GU+7+lEXsxDzeesnJxUf20wbMlSIE2gW3ZzJte6tLixAz2mAuI6vBPljNpNVwz15yacyIAbUy+VyxLDcq+kzdJOfN6rXcBpDPhalAzY72gb8u4SNCrw1PU7NJUy2ioFMyWH7JFHnqyCdMdiblI2Jl2KDf3/pRBOaOC6Aa2iMaMQy64U4xixnFCXR/fWz582PNNlWQD4Nz/6QaznS4A2mMuTWIKdgTnXu1O9PMMTJgIlmDgUvd4dkTth7HjFnOv5WXZmPHsuVwpIvH2F6NiAp//m92lMc9T6izg+a79joueT/0QLWRmmYFI5kzMH1gZ8D4ocUnB6HWVrWQbUsFekTedtrxPYhuuxM4zxaahP4wlS9GQ3RT1DNdcdecOfxL6RS2VwaDcudbE/j6DMxsYIA59TvbqDJA7nCOjrxMvGadNrnhwpHrzuFNghJHZ22FLs1hqutelzyJL7qKPHpoQMnC8Vl1UsZC/rhstacV3FSna7XrFdL1gvF2znW7zrq9/2+dXr6yR878//Ii5rVaChrcor2oAch6Pjls69HfSDOHTmT2jOMaL92aC7B/rzwGlnCnRO/X3ZTvt2t4tA6XsE+hbsaeTfrAhyFNzFkTO7mdSKp8d+wh6/Xj88ANndgJDz2Iedb7yuRJz+z56Z6kdKj/pS5HL3/DnodUDFcQ9UkkGBfS9Kg4D59bTx5ACMRkGHG+R0M88BHIr6lOMAOCq1SXp/4/iwv9+BewNsNv6l8TjsSXLb1DZpeVMBliUU4Mag/Nf4HNJEx43HkPlfgD4iG5N0epRUyAzTLCRSO1Q5eBPLf3GfQkGnOpb+g+3ZT2CfObh729veKnp3CuIC2OVDK0sr7FQINwV4tJAfN0uRd1X/7rQkqV76JXAn6et+lab49n33BASd510QLBh7y0ws9QP0rZSGa8wb3DSkzjKCOD8GNDUy3syMks5dr4otg9Bcd6zvlJxomuqBUf8RdnESMza/Xjy+j+h0nOg6BEDcW7rmbzwCupxPuIyA+2EzZmLq6y3FT9XRJV4O88NwJx5MW0CqC2tfNNzL5ZgNd2NZ2QCZDUI8f09cmLCDNMEb7KBuaw0V7PsrNhZ9lLWKtNTfSWkx98uylRlrbbiuFU/PKx4/3XB7kQ3P67phu5yxXS+o6xV1W/E93/4Ns1p63YdvfO934v/+2CuAKm1b+2I1svBzFkleS+cO7FyKkXT2bNBvWdr3+WvT8dCIM2DwSUfGcEPrHuFMn3gGJyo7ywPaQTC1kG6ywdwlefyycSaxJiVwt7Xj2Dc5e6gdihK7S6Qpdx4jeHcz0Q/0/Z3iGaVr+2e8WW8wG2gwjtwfLafrvGv/TgeadHsxA0Rda8llGMBkVwSC8OqSAFMhcZis6VNZgi4iiIV3ierwdPLybRwOBCkG0g7IGvgbqjmwou0mciQpTO3dDmtr+lnNnZPl7XvockMDuyqY06RtzIRKJlA5EdQgbEPbruB2BbVNjSdOoNMN6PTIf3//5euE3i9ueC4bOH4ZNjVoQFqOzTp2akSxKNhzC1p0v4D1Cep/Eb7yRAmS9jOl7rdvLWwiWULMRORBJ/0Zm48LvlS+7ksB6PmIB52tuiZBhwrSdUIttpwyBQz53VS63ZIHJ/p7VIXBu0hHzCghuz9kXSEViyc6evcKkyKM9yYgO0jf33OlY+7j9Wkn/19knT0G1ux7UIBWT1w39uX7eYkBoUvYVTfzvpwmaeyYbp9/gM99ntmBN4h8GYGZzROGl2/MO5xzwp2j2vXWdHuxFpK4rTaszSYJ5HXNgEv1dMrg98+XDY9vV7zydMXTa5Ul2tpwe13BbZXytebWsj//kb8w1tAbJvzJp58A73678gJ2IBa/cRAMAMQWUQCsw8u3yG3M7+kgmzO272sNZJiUQvMKXoKOx0U6mDR6pVGt8f2RnTD0edAIgm8ekbj2YVCIZ4T2D/nwQpa+uvtWNjuNuuZiZR1Hg5RlnjQ7c0/l6kiJPuVlJE6PaP+O50vDr7xPNpakPIuCJv84FN8QiZuyMwtrC80BJjXtr4wuvo2hU+mdPcsAnXrJmUixeuC2KqucxAAAIABJREFUW5Galc1LbV8vgJ58q94YwsuWgDNbuzQjyUSTAzqj6Y5Jhu97nb5ErU21u8gBHhA+P0sxg0+1liWIP7v1Aq5XFK4ozKFzp3p2Vt8M4Ove+WyNKYDnBO6+711vxe8seQnWpHRmBVsGY4qwqM3WKcDwjXRwM8BIpGoijjCSDU6Wwtjrei39MOtuweOGlG4PsfzcgAH6btvHDKYaTGns5AE6nLmQAE/PfSe1A0JuzcFYupApUvCXvcUncDMLeagI7+JHkVMnNAavFX1khSsgITpZ0DkHcdOyWb1kkJXRUQI5GTwJszR2yQ66Gc6r++EgV2UaH3e6dyV9YU7fNEscbcKS8mOrOE23eJuwLFM+ZINi1ylE0KP14I6EGTBjDanztFwLdOdgmc1uuoQu0jnG1a61TD5+WlpkuivyztYaHp83nNeGtTK2rWGtDevWcDmfVT9F1Ju5VaBV/PyPv3HB3Qtvf4d8Koa6QFFdusLRx4QZhYGRfzr7Htx9D+n/0IFsgW2ZaHU/ri7c1V8IUL0r08tC/wtWugy0GW/Q805H3/gThoQiMzIAcF8X9rfZk7r3Feehdj2e2yR3fDjQOUvAP5eBvEgzeEQAjSRu0ufH1GeApQmomlxWFkHwrMS3jRzTwQ1WRkBhX9HhRGMAIyuPuhaZjFJdsMFU+Tn59XDP6yIBKJ9IpGurnj4T5Ns2znZpgXzu4MzZgB1U7TSBQf+6fSXvs+Xgzd7vGGitYTPDc1KAx6wqX5L2spRO8PSoQHzZcUNRiXuoUyCWsbUeanmE93/7txzX/RcpPPNlWQD4Kz/+/ajX1feLvVmAm4VwWii5P9HD3KKQgMETha+7cGgsx5tOCx6diqcjQK/IViCqp9KNhQM/DYwSOnr5MEbd+UBE/HI6j3R3qaSnwRB4eKv7za2TE3vymWcAGTCnZYUjRjoHHvOnFlJeaQBy/Y5dOYflgTRbYiJw0eUfPwaWS1F7URZ9fzezHN6j4drId6r794/YuynH9nQYE2U/H79sXiYbf/PysTOv6UfinqdZvlkayXbdL7Gb7tK49BSuboL+phKY1mLPlg7kKSjbKiefd2IQUUNFTAFkuEDZKtQ2gH3/2HVt2GrDtrUO2F3Xinq+Rasbal1R1yvaJorHb0RjCgsf+et/A5e1gnWfT8DaZz9YTfmDgwSpXPF/xw7gOgkJIrlRXzWHXTvvaJnQwfnNCe+imATJ/8wUh9Bn/KDDbELNCa8/0fpAa34eXPHoQIqDpLc1YeSJSo+fK2+s40EK24ej+g3eP2QIkEq8W6qrTmIGv3b1mJLzSWQSISxHS58RyQDb6ckh0jbeLEuxCzpDiSwBI3IVHB7bFA3lHOrClpTHcjrtuqwbvBJRbi1LS8+ycd/InPOkPSbWsURbNVZMcHUv7EKuFustybMnxQThb3eBLKALoGMHd6VVX8YWXbsTaHmE9TkYUwDPCdwBwCuf+JSDu6xvF3p0JaR5VPx5KcUlfvLtxEv0jQFDlwDGcVoKlozm9YNHl04zMHsO6mfNifbx3AfbfN3F432DOww9owkgY6NDSjWXwWbflJYZp9Q/MNwxSHT0zCSHFlI5YzI7VP6Q3FHI4Ohe6R3vgVF08BD++xINpONbn5+RNdZip3uR82Xs6OtoT9d+H0gDZf6mvPuK+ZnryJmTYMMCLSiN9xKDSmCsgXR5gfpnqhtWm0jZxL9dQ22iM3fZWvKBx+7ihAGX7G16v0J+L7VhawrqqqS71obzRfTrtsst1tsnqNcz2rbhp37wu8YafkOFF158Ef/H73xSPNPbmvgwWzCWkO/FZAmwr9dYQKI8F15m7k4M8Nik9yiIJGzv55LR0xRj/zDg++CLuMeZR0VO0w5uAHVG2538RikcwNOOD+w6ST5PF2w9who8hmfAlP+ZBN3PWZ3g5nJE1neHO2JYlS+DaxGEg2LAliJHMIWIr3p2PTAq8dyNZoZ4WpBOTSAdrFJjogT4lDbKdO5AbSqfgbTiigGp3UeZ7RkZEExp2qcj07VLy7pxCD2mHtKDt/gUplfsfywqKNWYIinPVZ6WrWbdy0cRW4DF9vRFktpZvysLsCxgdWKM0wn/6+/d3ttavhjhuSzLAsDbF+0oBLfykjVr6vzc+dKt6mV2blCg/u5sfT4D9aHfE8JNkzEK04qzpV4P1tkpxN2uK6aZc0p3zEfbUNwYAcNsqZAI3Bps30R7kSySK9wQbH2TbQZrM5Y7wwEzoZRuEKT1tQdSEXM6IsVvN2rpDTI3MezPXJI1kbD1+Spd95Qzf5dcKnvmeemHzTDIJGO5HG7Fh+mn7IItsef3R5qm7+GBoNXoSfUHK48Gm8XW1rx8RwMOs4FEBbkccVhpWiurNE4lcgr2gAQ+h6VD83dnQI9ZnBZfrhXXVQ0qtobLWnF7WfH0c5/F+vRVbJezW5W1WvHrf+cX762P13t45XaT5eb1LMOLKqV7b6OxXZjEW4wrTOpCOqDaoNlIlzinuY4t31JOYC23hskt7Sjjjf09BXjCo/rnou4hfc11jDBv63f5Qbt3B4XpdWrJfHDfsmt9+mzvjHVlryRGMEpDBuze9c2uHL21ypiKxjN+j64MQto4wEQ8hTA6pgBU1L8iFVUJgIw1DuxFLacDqgquAtsH0CRbdQHQS6LTuYOwVAdc0uiSs7LnnF5J6dvYkcYMy9fBXQeC9ZeWuFcWpTkOraXgU4nWxrrTjo4JxL2nAfs6b1rC9UkhWVlE02ULZkCld+AGWm7Ay9JJ71o54Yd+4DsO2sEXNzw3cPezH3w3/uEfrzg9OgnIIvLf0aGxmxgbamNOIBAwI4cAdxNOoIN0i/YjIKmE2De6RcxmzbjC9JNSk+1He8ULPgHh/Ii6jt2l0uGfybyWqPdz5w1LjTsMqOSHd6KQ3EFKH2+otp0Y14DoyOfHscS/E7yTZ2ZlYKbrsAfU3uXjriPN4g0ABal6Yjsx9gcm5bR3C6lft7HcQz7cPbA61W9teaWW2APYNEpk4LgrK3XjUgc+ExNMl56ZjbeZTGuHdiv2fU3ROKSBssOEAjvVPblsLcqb6Mx7yFYOoGhg77w2nNeGy1Zx3RiXreLxecVnPvEJ1IssyXLd1Lpsw1e9/cvwrd/0TrzRw9d/z4eB7Z8DpYlbhPWq3YNA5QTnWAO2MZ0f+MS1dPUNDBPSGIVhFuXjYHhHV0cDhdTPgQ1P0Cf3fMDoRdovt2ub++H8uDcfAbuB+d0bogPs9OxmOI/6G/Z99swkn8uzBpJl4QdOzI7KkMtJgDrnHTLW14ky8IwH+bNZmoUIzAVEDObqvJlKAVy3rwD2/dJHNaMGtkHNAFQpqW157AB/LklDTyeNoO2BYYgaPlSBnSSSbA/mAHucJkXWd3QE7figrVgID7Q6zPqBCWADeFQIJ11JBFRdjCvQNpD6t0OrwHaV3bBM1y7pKn7sdsG7X3q2e8paeG7Lsu/91m/EZz75magz7k4A6DIDwi1KoYITEd50Kni0FNwUwknv2eGgb3IsS8GiSFuAIPlMB55rPjemqC1YncjlxbL8Z2/7mTNs6huWzS6AuAcScTcIQN8QXS9Nzxu0c1DKJMuau3OgQwh6k4bGenieZ4xHHDqddxpl+T6PEfO33mWVpGU0VOY8mPVffoe6OsgMhfydbB3V05KGUjIZb8+UfFbp13JJKd6+lJZeUGKDg4NeHj6Z02QnCH26yZhFyojdtxzpsunQUo2x2cHMrl+3taxjJxK861axMaNyQ+XmICL7v6tsy7PpGUOcFteG22vFq7dXPLldZTmYxZKPm7gDaa2h1Q0/8L537yvgDRg+9NM/hf/3E4+BtoHbJr+1grcr+HoLXs8A1+AR1taZYZuPkzLCXjiSB7gABcTmrsFRV/Qh6wc7/mDA39psDOoRZZR6pKBSEpEM5oTjp/89Amm8O3bAbheF45iEHthNidFH2u9y55slOSRl48hOfSanO1J0xOdSHMdolN7zCXO4/Oi+CcHBjU2czZpacinp0PeSzptt+yVtLpZc3UAhgyh/x2p4X1l0cJVXQ/ookoeNdV4/vKtVOUjcrzQbO2mgsbum7rD41KUpdG6s1v5s3ydyt8nuQrJd6hIGurgpCu64CcDbVhDXcPelu3XYdm2NFvzW7728r4dnFJ6b5A4A6HqFgwADW2McbbOmcycTh0FSlyR3mIjwu4EPQJ7LTTBGD3MSb+n0WayfGZGAS+cobqVypDgDNYfBJT199OLb59j9MI2XpV1lsnN+06d9GLx06bIHR846OT8aQWvc7iw5s7uEIVUDUeFM1+q2p/loKdPYpYEXHzOdZ8esjYi8zrL7BUr5SsdEZy0bX453deDVTfaZ5I09eLW6CGacIuzK5WkrqHepJvut7lUC6e4ScAbJOoCJAYVKqfWZSesM7NUmUrxN3ZXIs56aTirq6ds2Y5LWdWU8Oa94+fEFn3tyxflasTZJtyyLSOvy0Sr+i7/7b0zL/0YMv//Jp/iWd3wZQAtQKkCbDJ6lAtsKxq0o+Nw8Aj16AaAbAW9UfLP36E+EpuPV2BL7Pt13rgct+xNBtrZq48gsbczbEcVFAkOSIwEoMShOs6SBadwVRmB2T3m6GdAdvHWkh/Z5dPeSBwIgFR/kOyD5S3liaDTtpI+WTtRFLJIORQIm/DVnAJeg5Zy7mCYxc1EbhSEdV4g/N2szPRDqrks20utHMqQJQVQFB4jy9OAA9PAbOWskzT4PFNYBpI8UF3iMIK6gGdi1CQupC3CmbptE41Vbi511KkP0hQ3o6d9CJDr+FEchoLQGtBW0XlDaioIWxj5UwOWkhlCCCCsW/OSPfO+8/M8gPFdw966XFlQyqyidMVCcA/APQxCr2TCkMHDXXyPPaGfBQANbGwigF1F6hBbiW7GE4XFA1Q4zpmUNumu+FMt2Rj+G+P3McWDgOfJ08nNHh7F8zb1Bl8h4nvL2Dhrv7OpreHOfMXaMaQTdrUs/SwjmjDzfG4tsEqrMU63eRzp9yYqGJS39wKwZcMek07sZQO5ohEqn9rSLhIv2lTYfz/ooSmO//Dapf+p97Fkd5Dbt+8K2MI6w5dUe2AUQtGASP1n+gbtFMRDYKuPTr57xuScrzleRCq6VsVXG9bqBWwXRoluOyfH1X/kWvPNr33Fc+DdY2MqbY4mmVqDotkSqgM4kjk1FV4clzs2SBiXAJBrCIyc8rvvw+j0AmH8zaSKzBsX7K53JEE/6q/OBnm+4Pp/1L6WdO0Xnu8IctBzGvhMYZmDXg7K7rhnhPiTu26XyR0e4UkcHxOk7U44AlsVcjHVPeyaR8LF0rszTqPs/A/OIF6jIdnYuGFD9ukIALyBUgIv4t2w2RgRI8jS6eh++wQF/BOBCksCFMVbuxqyUjvlCDT3joCcvvZKCtpgUiXTMAGxe/XKebl+AZG61NYQqiqmlMKNW2VrR9vQGKKomMC+WdsVSDdRJLiYnxbJI4X1JtuD3XgG+/V3PzxvAc1uWBYB//S+9H0+fnq2uJBjoQu7A7EDM9PGyVeyJjna6UFSN8Z287ImcoeTmyxb6q+vwGRKlSUhqdOnSJDOZD6ZgzG9YXYv8PT2jLZ3PQqZFGblb16V03Z9WD2+GxHh3vrccPnonxcqWeZS7VLxu91p3lZiagapUhruCDzkUS1PdK0Q7gJIDoddlsuoc/Sse5j/g8sh7n6MNuvZ58xgotdb/tbS4KlXUM3R/b5AcEJkzb7P20h0kjInp0mtVJWK/NwA7s4I1y9mtGYhLdZrKbMu869bE0raqK5Sq247d3qJum7ZTcsndT37ovffU8hsrfPBf+2V10rypbuGqPv1EL4e4KfjT3SZaBbbNB7S8j6xp/o5ththcMsSiW0F41D9qX9NABAyWiaDIN0V0XrXbyozknrvIUPEI78BVlCzzivtDxOfBAni/RPrQ3ynUtaJOQhovpo+17Lu3eh7slHN8oa6uU3Qavkk4vDYpnGWd4mj8btmVMg0ElJMY+pQFtCzYWbw6wItyjUcofewJp4PP2rtIGd9DTLxBYVDk5V/iHEUnmFEe1/3LdWa8Kk1UfStFlhWNyuaX0xy1C08rbs3J7vpE8AhwIulvAfoMRrbOjQyj6PJswT/72OcmNfLswnOV3L30lpfwuc+8gre+9GYIgNsrFtupeYUmknVuk9g583oQQ4iOZFipw056r5PceYfqLb4OEyfEdCA/2k9qJLsMKL2hl8R2dOZteG8/nqe8STOSZVoibZU6w+xApxFLifBARplC/U++xNm9PxKxN/87rAAhRwcB3fQ8p8xKC8FmosPSZUraSpElWvFlE8vhVOdk9Q4v+27AGy4nJU75pU+g6d+3Os6zuiHBxTvAT7ZhNftEZ6wOK0qAw3gwLrs2hAsA3yqMYyl27eJLvg2IpV7sl5Gs6TPLLPhchYZ1633ctcqo16sCuqrvENpW8ff+zr86qak3bvj6b/om/O+/8RTv+/oTGCqlU2s6scRrLmFjcQ7oBhikFn+MpEM1fHRfBdihgXkvxcE9f0Zp4pD7Rtc5pXHvOOKUgad+y4D5caNRQuNxJj1lCqB82E98Degkix2QnADLBARNZYaNR3SNe6jJzEvvGXtMHzj4WE+XfXeieN5DJFJgnHiXnSv9MjaZbIZ7KaDtNmO82zopFbgn5MQv2enKxgoYeO8elIVEOdeJnQ+yRaMvlcFrxOLbBD2DOm/o1idiKZbNmEJdtITPPdNNDL4I/a0NwudcvxhpwitGZAEFYjIeoEHa9mkp4LaAGvujiLIAtKRt0RbUUvDRH/puPM/wXCV3AHDaNq28oUV7n+MkSYkqKwScqN+1YjzE6bH4ySvUI+2F1MpJEIHv0Uop8xDiUqLPljvk3PX9jDwLlFO6P3RLjNqCpAP3Fq28OzlKMNdX7j8UPx1T4vR4+BAEgNJ3mPRxv7iL0WXGyiGByulYFO+I3TLPkNzIFCTi0InlyPNnB0Dcd8Qwc+G+E3vS5PxlrMb8frfPbKpPW/LdhSnql/fcahKyxNV0QDyazBggzsJnW3rd1G+d65OYg2GWJYm1MVb1Q3fNxhGcDDGYXZ8uS0DHUm1VdqO4rA2rSu3WLXzcXa6rOC3eZD/Zy+PH2M5P8ZYXFrz9y986L9wbOHz85Ys63U1SuhbnbB+ixvIt2XOwN7rOtx2EG5Vy3B46fHJPcD5sAz+sj+XOSUC3XJs7RDekpWeeejjb5QBgD3UDdG8w9xOW38jzuKclT8KZxRFtqGNM6N+RuB+XZofw8QQPR7qc96b6GfOnsEINf3IBdsw9iRWrdww/cKmyOOAgSk6MzaJTjyyVi3Fo+L6pLuI7JsaQ+e5kUjKCdhquuFtls/JxX1cZyJUbcClhKMd5pYaCbzlfTKomiWcCjLUGD+/UvwBZuoZ48rhxF27SZ9x5MQSwo5C7QEK5AU4nfOpc8MJzdtD+3MHd3/rx78Tjx2ccoYIYLMMuCDooG8A7lbxjRbauDRF0PrdjKRn1o+tUyoq6mRIjbYJuh8+c5E3WnjyWppck3X0YQ/ZUKOufhdXsaMHGSkfAmbDM2TF5Himk3flUxwyQPVGNOWfA1nXqnOIIAXrAto/3sGAz4ruWah0YwXTcErDrZp2Re6bLO3fmaRavi+MtBvEd49faoACvZFuduY0tXTXzkST5mKStYy6Y1Z+WOVHIuoRqunQV4qsufNexG0rYFmPXmnVOTA8FulQbgJDZMEpWTGac14rHlw3nreK8VtxeKq62xLE1rGvD+faM6/mMy6uv4PrkCdp6RasVv/ZzP3TnN3+jhvf9lV/Bq+c1fWeR1on0Trdc4yqWtHXTvXU334aN0Aan5XnGl9vPeK1SHAdT+YD/5jbkvMdBBBRfZkM2bd8ZDGZg1PUXSj/aZk364qsBe+fK9x9D0IF/3JmlG73zPS0Ys7q/TWR6Li3V0+fHnoIsSmXOh+YW8s+RTzqFvtzdzxy7XGD6ZlnixlQUIIUiP0OAkVhhF5F0qVNiAXuLpgcHf1qAAYz15zH3T4Tl8WMEciPYAxSkJfcleXlYkBKITvLcnCoXMVZo5SRlVVct4tLKVAH6dhNeAoAK1a1DMqRgVUGBTa61L1GMFScCHi1p4wU0BXjsO8owCI0WMN0Ay8mX0X/zXzw/K1kLzx3cfdU7vhyvfPplCPdAxxxYZ6X96NqPcKRgTvzNAKcijgQX0m9PdnC3se9SAjQaWPSM7ZfgAzGw79tmddn0ITNcp22M+7CZaTQ+54NdfaTraTAO0HNYYqmMLs0jZWDDbI1jtjbhpcUJwj7Ojg8HPTQpRADZAJUjL56SapFmM8KRHM3XYo76czNgNwsO4ngP5DpQ6AlktKsQnILGrHPZFbdrdMak7H+Uc9SFzIO/SOnknoE1sfwibLU5YNvr2Kl+XVIsdksyqYTh85LulgHcrg2PzyvOa8VlqzhvFbdrxXVr2FiMKF753Cu4/eynsT59grqt7rS4cMV//h//ykHNv7HDN7/vu/Cbf/AEaNUBG6ocXGtCynXyq5I8ZudZM126u1iD9IE9BxuGYgDRxvVKQYF9czM+wgBSEPH9d2DUY5omMTIeccck7d5gEm62vFIH2lWQ3RMOXiaV569kHWWfXeVxiEJKNjl2Us28QqN0EKQP7VZXEjUzTUuODzGpEEIv7Yuj/2QmrSRR+lfQRMX07vp3ocZ43aoLEG2DE49yUJ3en6xedNcGRvPEIaff+a2z3xOonNR9C0UapLvv6NgcEjtTSQmDicbw7RQry3Ksd0lm59P2W5JQSVYFRedOBEeL9HFm8PKoA3VcCp62BT/34x+cfLNnG56rzp2FH/qGt+J3a8NSlu6+i8kxApu+oxAg+8eaw0Ec4A3hZd09M6POoR+cI+6UeZI8ZaIvCBlLuslCMw3eVrqsOM82Q9oR1L9rz0VHz1ylaKfhbElKQxrS2cb9Zi3JHE8j92m5tC8TyAjrsinx8a1s2RFmPWvZ9JK2kCrGB80AzV3OpOyMhww1lSixSksShWG86Y1d9pUjM0ZzR5OKOhu3mHftzKV0aRAVn6Xk6eewmzQo46ottsnJvuxiuzDdxQKkwE3ck8QWZbosCzjQsyJ4+eD8GmCRvVy3hsvGOG+yC8V53fD0WnG+bnh6rvjckytuHz8Ry9hqFrIr6rbi29/1pWMhOwsvvvu7gPaxWJJlOUSnSp0c06KALv3WBpC8Q4XvnOTRwZU0wfx0DuzmKVojDkvPEOofccYM7NK9JLEas2CTMj54IhynqsUXAMKS3fHV+HWJ3X3BxqCW0hJEltKb0zx9qjRS931I+3p+I/jRjBl1fA4GurI184yBQQ0MQsK0+z5SccqL5/URY5aNq6PvVvkVC+ThdQSgCz1qSi3S6BCA1kCd3714Jr7i+n2Wk3FJAUhXLQykG3+rahnbtD7M3UltjLUhTNe8swl1BYxTKbIzBURYZC3dNPsKgIWr7EiRnCtbvf+zP3mMH/jaSb0+4/DcJXcA8Jc+9J34+B9/tkNjrLNUC85HEM+hQOdUbDcLuFNB0asT0LcUuINju2/6d9KW2fMoBp78w/YZ97MOb9keyyUpg8RPBsmQspjLCG6xqfhsic6kigY4u8bfzeSGYAwpzypNpO86OkfAzhrzDJGk+nBSEhM/Ysx625V6aU/3EQaS4gR9nMqXJ5CZifR+keBAarS8dUbjDMqedSXt0g1dTGuXqiag10spiXHv69jLMZNUGLNzHstd2buUkgSt2yGiwWemzsz8NzktBrC1qvvFhl878/NkGERmtrxrEQyVBDaoc2PGVZnpprp1163hulU8uWx4+fEFl/MmPva4gWvT9i9T5o/+4Hfu6+NLKHzkl38Zv/mxxwBX1bGraKpTx7XqUmw6akPbdIlW9pGSlpctBncHgB3nUV6pg7k5Mb4TQu2S1YHamKZJ8syq1hmUMuJByuVuKzzxITPlI2x0T/bA7Q/rt1a2KC+nazM6yDrVtlpTuoLeH448Dezf5t1VTzkSD+vzZyEULhnTOjTYMKrigApady36XYxc/0KnOal2SR2Mz03qgHor7X3cpPfn71ijSrSncbBL3uhIgNIlb8P4RnkJVmnn5DcuHANT7ygYpCtWpDynd/nUrVDoSsc6SPrCTZSU4tGy+L73Vj2nApwKoxDjxBULVpRi1uIiYeQkufujT786qZFnH14TyR0AfM2pdu0kS+08pO8ezgNJ8YrMRHwAHPkcmUQ5JCKsz5nSnqA+YIbum5/rpNLxXJrZhP/H1FERg3Mmx3VgXETOY9fCyCC6OvBOZnM1zZftWiV1TuwsnaBISOGJxG6gKkvLvDDUPRfJYtm/oxIlm6FqRXR5BMSek+1uFyYDk37aoYg2syV/oZRstRWzxQGyTzEq5TNKn59o8rn23zTKJ22iGXgf6rBQ6OVlC+EMom3ToLGs8FloYl7MslfisMwqAJBkGaJjZnoOoLbmdeQTL6jvPBiolAcC6jhcCGwNl7Xh8e2Kx0+u2NYN6/WKVlmXYkN6d6KGX/+PfnVf6V9i4TPrm1VqJ57siTmWaMmOAtZzstUMb1+873e7cDdYsXb1+QThYwNfIRIgYmBxlyRFG0a03T2NDLOy74T+SYo3Sn86yfwu1wn98hLCcpXGpw8LLsUzWo0nhRReHAJPxi6w+w60dzsOSLQfn+zlDhhzR3JnrW//SwBfQPzX7eqlFOT1ke55lggqo5s1Gc4fPheGjezSjYOWdg/i+rKST2KQAGbwQAd4MC4bzn8cCPtkVPULddJpPFFUVJTfQZZvVzZpnbVpUWEhAKcT4WYprtIlqmCSKzGjcEOpm+xIoQUSI2UKdzWl4MlG+IWf+IF9RT6H8JpI7gDgl3/svfjEpx4DQCe1k4qST18AFGYsQP8cymdILFZkcA4jiv43JHb515A4e365w8c5535l3CVPx/xVUoZH3SPo5swG6oAE9roDhwd9Eb1FAAAgAElEQVR3BJDnFUCG+s6TZmr7QMHw7nMAPamPEYWZ2f5YIQwB4H1fNUYZjGnK+zHc1PTHapq+QQamYJhsWpRUk/6ej19d9SVAn9pgz6sChA4stz9oPwhkIDd77gMpA2ObMbBVeQR2YeYvh20p1tQ6lndGFpunITP+LAVkJrF43ZqntzbG7bXi6vcZl23Dq7dX3D69oq4Vda1Yrxvq1tBaUZ9vom/3ne/+0l6StfDj/9a/jT94WXakaFV4gUgwBeyK1M6WaxEgBxyWsxCwfgeLODw6ncmjid8QmDFV05BAPnDZZvK+CwDJszD2mhmBmeGXDdSpkxLc8rCnJ3VauXNwIP1quXkCch4acl/LAw+s3yqYHYweDK8KcEu6izuebAynIKS0tLd9Q5KEutRr5PUGEuNeSLSAgWF5mqE3Z1zb7eR3B9vkhK1lJX6Uzmd771o9NGY0BXFxwNuL0Jj82amOXaPF/WzKIXS7ARhitWJjYBPXwriqi6e1xe9WRR94NvQuxLhZCI9Up38phBeW8LErRpmM0iQH+4zRNmylSSR4/+SPXrm/nT2j8JpJ7l588UW0J0/B73iLDGolBkRxa6LKi6njjIOlhaUU1wvKVqwMuOjfeKYBOnLJEoJJaXrWdM2iygX/DNiWLTzQMIYMGjzlTgSVGdjdTFcmzr3OhkjMyB5qBelvkkrm2XDOzn0m0fBgWqqEarrniZMlyZP9julJ54Z6SbcODQeqx+VPSt0Tyu6qvfCDl8qndeKGGCZt9QEHCbCOyzBDmdi0XkIfxZmpNDRl8g8bWMcidrpuk7KZBNp05Jz5taQWwEk6l7xHmA6euV+x+LM6rCqlK9oGGIyLOSluDZet4jOvXvD41Qu2tWK9rHKcr7jentGuV1EpU927v/GXf/hB9fFGDy+97e347U9ueNeXK2hpTQ0siihep8mD6CulgTJ9DZtEMSZSontCnhz6BOaAezUetuazNJAxWPQN4y22Q8bDgqWkPMOZNlT/FK6L51b6dxQ5UTPcTdK1lgHHfVzDolGuvJ5m5bXzRVpOfNd4/0CrdejEg8MCP/Ps6P+SQG4TOUeVgKmIMca7XAYW0GFL4PlZKqavgKSiZV0/0b+z8SZTovyUSFwAmaCD7FnWt+vBKZmSi23Bl6x6TUJHMC8CBkIJWX3Ei2I8UcfFqlsvhmP2oLaXrxBOC3V73N8U8Wl3KuGp40VqWFpNJeek8yXLwua4uLXXTH722knuAOCXPvQNqLX5Fh8EmvpwcjCnJ+Y3Nx9LKQBz53vMVC3zQfZLkl/yzxqBx2sK/jLhCYl3+nlsUK9Mhhm+LOP+mdIxlebF4Y2IIA3dFDeBHSPINTObNUfFGsEGfo44aGYAQ0UZ16eUXIo3Vpcz21n92fUB0OODZyPVOUYskbPzs9CliThdWprHFOZmhp3ezf4PO1cUHG0h+PPBwKITif0s5hgaOmglsxQTnbiK5LQYvXFFdb1PWaI1VrljdiygUZx+yvXVlmHVTcpaGdet4cl5Q9sa1rViWyu2reF83lCvV9T1ivV8i+v5jG2VnRr+3V/56EGJvvTCt/3Ez6LW5N/OtgizCCOgc8ld6v96zxTb7wuM5GyE+3dkIEvW2MZXgSSxM+C2PzIv8YFS+ZItk01XEpLkKT9Le9mn7aMg9QQDe8dHAaEw3I9p13WsNJ1e8QOA3WEwgDL6gYsjW9J3g4I+7epmlMAR0Olads9MWV8c5LK7DSkx0U9pU17uyt+H8jig9UGp3SHpK+tsNepSedlujFJ9Wh/rhnbqH1GvU7lNj9PduCw34fpE68ikwgC5lSsrUOv1jdkt+X3lAeItwHTpzJG7L9PqYfr5SykoJQmYyHzrAo8IkL15w0AKzVQrFqCI2xYmwtoIH/n+106v+DUFd+/+unfg43/yivur8wYF7yL+N94B9jxjWaQ4u/5ycJQiYDIYmYYsXkVigP7M7g9B+4gAeaVR//d+9TQyM6i1HUM6PljxQur4GVkdMdSORsZQCbviH4ZZnL1yjHo5IMd4Bhose6RzOfZi/D7JYPBFZ5s75u2RA8TbVzQK75N4dJZxKeo4mGYDiIOEugm/qQkYnUd0HH73If7OrYpWNCnAM6tZZg58AJXMJZBnGkCtA3jxJy4CGLUm69vGuG7VAV5tjNtLxeWyoW5iFLCtG7Z1w/npU9TtKkux2xW8XdG2FR/90Lfd+R2+1MJ3fPB78b/9f6+Ctyt4PQPbqr7tGvoBcjyqp8Gd9ZD64yIcH5kAB11x39qEL8s5UMm/QxhBAqRtsoERjURHvCcndAQcbVLMuQy5NHzHEc9Zt5DsH49c457QAWIeHn1hAJFK1E9vltXz8jBeMM6voCwZFPjSOBU0It2pYen5BWGXvqt/7MAphF83A3SWzuhfQslU5kM6ESGikDwjnkddSZ5SjhtwuQGg0rlyEmDkOzvElmjWvqzMRlHF0F0QztqZ9wBP+JgajTXu1FLCby75cizZuf4+KgRqG7g2UN1Ud3YDtQ3uRkbHZioF//C3PvYFtZEvVnjNlmUtfM87TniFGwiLgjJpUN51Ml5Bz35m3bSUpIBvEVLbMlNwZqARQE3Azi4to4PV6IBtNsmGGlxSRZlezyoxu0yAs0GFHqygzRI0kpmn5fN7NNRAl0WiKnf0QxBlzNYY691gKwdO4DsItGWdMkYGQZdmM8lDXnHNibbUd0BTGgn2jWzrNKVNoxnQuS8MuR8VvP912g0/J6OdTN99eed2dwQCiXxJNi+9mrJzUz9O4bPJZqot6eUZMFSAp0sXRrLNchno9p9tTfxEEQmzvL1WnC+bLMVeK1oV6d35dkVdr2hV9lhlbmh1w4kq/sGv/zv31MKXXli++luA9eOwGb4soUEHggUunZsdRLa6DwB3eRjy0FldT64zH81tMvcXThGnQGvkQY6i8j1yfhvGDT1osj4TvCOnwGrMEHVxbzjsO3uAdtTHdk7Pvbx6fRcdViDXo7QS5VqP5KRYUeqQfO4SjvQVcJlaCOlyq5dQDQNmDCdVdXoe5e1GYOdzLTO3jiIx7Cp9HCsDZyDJagUr+8AyFbTF/LGmlSgFSOZOhFObBJNI8pR/iXSa0wTWxhcDeBxuTojcx53zNwZu0kqO71EP+SXYrhQC7MCb7BnNFUuroLoiu2sRp8oLHq+EX/iJ75t8w+cXXlPJHQD8xPd/Bz728Ve7+YNZxPqgFVNLwOLR/DAXKXbe/3LffqA6fRgGfcNaEGZHnJbFUv/cAzr9pV7/ZIyXFWa7JcLE0KesiVOH8wmSIZ5E2DgrZoOURwrOlpx1pOISttzddzM9yi5ArJOnNxK9klz47LIBZzxyWqNxRK57U2IeH1mee2u9aCMPCZnObsl1Emd80eNOBgd7FsDqIDyAUOsf7hZFl2U3W55NkjrWNpC3Iqut+R6LnTGGWr7WKkdrTeOqw2MiXBuLT7vbFdt1Ux27Ddt1Q1srzk/PaOuKtl3lqFWkdj/wbXjLW95yb9m+1MJP/Oqv4rf++Al424C6gbdVZv/bBbiegfUMbqss9/hik/XM3k2ILaj6tnBDf27SaINFYA9GbKztJR+ZFxyF6Ak7ob3xngz69Jzyb3K020uoRHkmlwnQrbFswAceNkN7QMh1spPO7yP3ce+gIcYKq89wadIw8lvJLG1g1VNxNNDZN+iM4lL9Go9FS0DoLs3fzNd9MTxKcwc/cqC4G4NyOQp4sZ0mYsmVqIgUj05oRKpjh8HVidYfi5GEGO8UcdieDuN/YFMnaao+AqxVt2Nk83snoPhU8ham5oGFug0RToWwsKiTtG0FbyvaJjvLgGsAUyszEf6nf/pHh/X1vMJrLrkDgBfrxUXFLgcyUAYZqLMLhgAQ8wZHAGyTeGt4DLhSbesiGuTZp2UDu12xzYaszVMAGoIMjkWB0d1jc+o0PjPieyVmib3MZ7FHs1BNf//caOgBpi072kyIrNBe+APKxg6NHvDdFzow5NI6ypROsFR4ubIY7njYizSwNJK2AErLQGNZ9KbgS56Whbr3Zje5uyXtUt4vzBPruSEZNmOQfbtwnROWCfOmzjgrB1Mzn05uUavn69bcHZBPoKC6erbLhU6qbHm3Vt2uR3VV1q3iyZPVQd16FYnduoqRRV2vqOsFbV1R1xWowhz/wd/7sye1s/CJ9QVZki1FBzUb5HQ7KJxDmrecYtRyEQ8gu56I5KIQO0ib9T0LMcfiaVfsXSJJa+1cGHnmKT7JEuFDuFU+NyO2vlPYLyOLJTtLfBrOjQfqtXEB4fGHRE1oykTkx3eU7KEzxBw0mzweKSfo+ndURwJIWvSO/wPB+XTA6zghFQAVIjkDZMu7gq6c89MkZQ3+dS/I8wINvBgIQJf0BW2rsdAbNGCpeRsgVPDfpIiuX8dMqCo18Emu8n4DzlvtVypMx26tImE0iV1uCSfSowiou1kIVFe0toJ4Q2kb0FaV4tUoS1FaS8HKhF/4see/I8UYXnPJHQD82kc/gE+9fAsi8qXZ/oC6PEmm2/pF03yjO8RpMfXXmoYjdUibkg6VGjLFfco3kZjpJLikKU2J3WFuejHrJZiSngHaiNwf3Dn5vC9Q9ytpm16MlwpsmsyUCqzOGFnrruRnSJWSZinGrOxdUChJO2Ng0+Qy0Lgvx50WsxJhVzPdjNrSVWZ/7wR/kAb3z1KxMQL9GXFjOWy5hGKSYdE52kH/RQ6SH6UuCtRM7+3K4sok3KLApXMbMzYOD+12bJs4M65VJXjVpHbQrcpiGXazdNSwYq0Nt1e1lK3iYiWfr2tD3c6o11tslyeolydYz0/x0Q99C978nDfPfj2FH/ubfwt//PJT8Cqzf95WQM+xreBtA22rSPLOt8D1DF6vSZ9AB7MQtQUA5JiMzTmIDoBN+r1vsC6daIiY3WNEPzNpSt7sfsKpcjK75/s+1HNu75LKd9w9RsfJCWpS6bS7/tcBeN3nZc/0yaHrl0l4oOQwJHMUy0cwUQI5qOl2XHCQQzmhdMleXvsCzJbbGMI4hTIzg31TvSCjJ3k6sHrpis3Izqb9W1tbyN/Oyq6OhzvplgG9UqLsupzJ5QSmkwO0RgTZaVmP5KopuoBSMqwUZUth0gojqGQOcBxgbtNE366g6HEiwiMwFm7i144bClcs3LCgyq4UUKv3ctJyLfjv/8/XVtfOwutCcgcAr7z8GF/3lV/m0jtb8BPpnVkgqY86WH/ZW9YCAX9kQkP6sXkXyay5S6FOD4zSr7cUaKb2HqID+Ht0lEZ/nqgLxgRgmJ71sbv7kto+zckLKRIN1AyQYZdaL1nKzIH2GXt19O+4q5P0azND4G5AN1I3fuzdq84EVY8nfTv2f/CPlZfbx6R2QtE7aCM2BtOXzRItpaQldWM2ykzvkNjOpHYmTVuTQYPpjwjga2k5du/c2M8hunlCQ4CCyrIHrS/nKFhsNaR/52vFRfePlYP9/HKtOD95FcRVdO3qhlZXvKls+O/+y797Ry1+6Ye3fsVX4H/8LPA1b5V6oW0DlwVUN1muLRt4k43cmRb14P9U4pxutN3Oe3209eOWOl2aBaKv7BMF7ThZDyMmrXZ6nvuvuMoYqbBXQrrk7p5m8ZwuRL0cMMSHrYYofffxoweuRDgpoy/RfXWOb8yl9QMDm1Owh9rG5yTfbmSE83GtP249i+/rwtyrqMW2EIoMmN2QJgE7LIsaeohwgcopAb10JMtfA/SNCI1LqJ0Yn2V04A6gjv/mCQ6VIjNbhO47IYo+SkwLke9D/4iAgioSO64o+bdVBaPJYwUteGUl/OJPvPZSO+B1IrkDgJ95/1fh9ryGUIjCrUlsLVZEyTGZeNPkKOkQyxckKQwPH9eecUhYmF26Muku2tB6JkBjZLt3GCIykyl82uyoT4uTS4R80L3Wdio5HLeN6Yg+Ii8xghBvxkvpnDOynSVFqVqStOrzCrOPsHvM3bXft3pEMATr0iNIH0NIAsf8gggpPnXtSZPvq8XKTsncxmbuwGG9ZJ3ExoxrbXGNvI+suCcxVwG+FNH6pYnYkgzqp46T0cSw80QDanJ/clkbLquBO8Z1Ff2869pwuW64ffIEbbugbSvQquqobPjpD//ZspA9Ct/4kZ/C7fkqejvrVfQS1yt4vYLXi1rSrkA6xBrPh0zE8Dlq0kow/jTnW8c8Ddh3rTQcxp1+TO+O7NakSyN1BBpPMiDwkkbJYrut/XZcoWd4B1EHh0stM8E+6cIXHBw0DNKySax0ZN3DAHi7dzpQzPo5lN93qpnsPFxWu4aPkqWEmnZMSvO7OT/57ettCPZqWYDFJHQkkrllQdPly3yguw7r36b6l0aS8XBz8eR/Bv5aP0XxEWyoS8G6JrHD4PJEAN4jIhDEEpbahoU3LFz1dxMMoha+vnxMhP/5tz++r5PXKLxuwN27v/6r8IefeNUr+0b3c1vUXUkhRxfSFWwwfcAB5vB1Z8uNel4gx0IFxRV3J1p4NPwCboUD9Axx/lp0BndVkBrcwHb6g3JKESYYp3+eZ3/UM897Q+kQMXZIJc/aaEp1GnJ2X2RK92yGnfiMvxf8i4/roHsQVqVWlMyb+IAgA3aZNqNQ90U5BGRdueyXqCvj2KS6ZQYDYEB3bIzYG5HzUmy/04SZ+hv429yAosn7bkQRy7BbE4fEAhDZHRSbhPCyVdxeN5HcXSsu1032k11Fanf79Ba83orLj3oFsyodtxX/7d//D++ppT8b4QM/+GH81scv4OsV0OVYbCLJw6YSvC2dM2SrsioAbzZ6sQ76zPC9ZAnRjrroNAFw45wQSbcJ+chuT6LPz/q3gRV/boOz4xBdGkYsAWfYOhbVH+/OhUeVBFYeCsz2/Tb1zSN/WuMSajocxI6TweTryqWRu3cm9JmkM0/uob7VMKrqmNXxniOSZjHHZJyuh4ozIYd/IE4JxljZjQGEWGIdwJsAPQNDsuQuIE6BewJ4FYtbwoZbJ472M7RXEzCIW6e0o4s2Bt/7laReS0mSPG0/tr3piYAFol9Xmm4xxhWlyUFEahxiS8myR+6FCb/wke/Zf8jXKLxuwB0AfP3Nhtag+8Yqus4dbrj2+xQD5+zIHdA/rPWnPML6LEE7SrqXf237LOstI8S4S2pPgDvfNKZnvvGslUYHnenaxe+9oCLPxOw6i5WsU1rv755jiIeIZwDNZk9kS8RT7hvxo8jT5VjB770EomcoA581CVgfJdLyazPWGUMwRR0N/UlrareWpaOTkkkqRkB6Qvl51P1sZikMipQpxRLEKLAVwBXLsS5pa/HcfiszWHXmrDn17+kWZLasWxu2ramkL5x8GtC71obzxUCdALtYmq24vT2jXZ+ibclCdr2g1RU/+v537mr+z3K4fsU7UVfxdYeqkrqtv2bzhVer6+TlvtGHyWCONGlIk1CkphxtjQPQIbU5CqCXJ2sPm1aPwLCnsi9HkqLdCaiQeFTwLjf+sNtJJ/AofD5+6h4ad2YQxlk3EKN1a/DMWCiZj2/+JRJD8CVzQzd567YJyW6xHLl6frvouzIrH6Gi1q5kpqV+8LIAyyNgOSUwt8ROE8sjoCxo6g6I1aCCqXgbC726BOJg1sQx6TCaLU44io9lXE5eAJiR9BTH2idvVqdCOEGBXAJ1UKldIQYvJ4gRlIFWkVD+o3/yJ/tKfw0D8RfqjfEZhf/qf/htfM973qEb9caebqeiTgYB3CylE6WKdOsAp9qH5sRk2BiezSJjcFSEIcu/mZ8gXfs96zDsO2IgPYdKzjK7C2MK47LpXvrtAY4hlQTMaHZ/DBlsTOL4pz9qAsM7g+TOaAvGnRlFnoHrfWd4B9lNHhoQ3BsV9HHACWQB6VuzMtgEKjUtnwn6M3nXtrLDJG+3FITFNQiqFl1pOSPSY6+vnSQF0TZjZmq6cEknkMOgobIYLpjRhO2bWCvjmvXwWEEah77duslesMEYdWNtldiJT7y0jMsCAq/Xiusa4E6A3obLteL29orHn/k01ievYD0/xXp7i/V8i/X8FDf1gj/6R38fL/4ZNqSYhd/4z/4T/PC7XgAevQB6pL83b/JrvnkB5cteAr3pRX+OG42D1Jdcag70fc76xf5eNEEKVmJ35vOTY4lz4nP3hVm3N94XRkcHv8xRuiydcp4JYHAkIo8TCOpmXHvwMqVYxGH3lu3uwPPkuyij7m0uX/oFq8PglK7tlJDe49ZckleGKaWr83i6mrftnMQNzE3eM37GCKANNawZ3H8whT4dE4mhgfl+oxP4dANQQaPiE1fS3RzggE95qWNWditYVynBwIdTXGvftTWsDYn3Zd+drIIBCp1+EuvzN1HDI644YcOJK26w4YY3nLDhBhtouQGo1yVEWfDZC/DVX/u1D28SzyG8riR3APCz738HPvnKuRe9kHVxtW4Z5oBEZVgzj2MyoUzoC87cpN0qs6PUuI4Ob0gxmI8qD7MZLKgf4D0MOCuWVPSgSaRExxcUEkBLFY2usnwGXQ7iAfuzblgIihNPzh2ye9Mm3frr+wuDk2CRd/HyTj3ZeMGAXRQ5QFtXb/rRfI9iYHoE85XZZUhD8xJ6hMYM2amInYHnMjfdsscsIGf6I8yyzdeq1qhX1ZNbm52riT/3+nfMsQXZ1hrOa8V5k/idBK82rBsnyaD6h2oNa2246LLr09sN54sAu+vasK6MbWOs5zOIWbYau64qvVvRtg0//aFv/XNgNwnf9nN/DZ969Qxs1zjq6ufEVZZjzarWPOGnXSv6cLCcSfnuEIPwMN4x9IeWfhsLwPR7Ccd0E52UXJcWx/7ITtTk6JZ3O+J3jL07KDMGT4Kn2bCW9ZDn7aDjQ8NeZ9fqIaKEyxJjjtw4ltkVfJGBXGYV2Vf4dpY+U+1dqzjd+ryNiH5SsjzK9sBOwFsAO1mqryTLlHJIXHNnAipo7gpF3iV1j+ISO5bvUpnCFx0Dlckt9it0RcLKZzwTiW+yrlC40IH91ybii+ruLyowWhbdR5aABYyFN5wgwO6EihMaTmgougOIlK3f8u0f//NPfAHt4tmG1x24+7qv+gp84k8+k7szCNBZxH5mlrvIrhvyRCOE8rmh92QKbe9SStqnBzaT2XdV61cWnYFuGyADe2wMJ5VkwEl9KoYUOZ/Dz90gYIw31M1RoIHxoWQ9kF7Jd8psB8Z3rIO4B4L2DYzXun867pd+5BsVjZd8IQ7UWUVa/RKVHQjs6GEeiRmYYgZzQxgB+p5fwkEo79NzYEtzHSEDeOby5LJVsZDlfmk1pGsqgePQs6sM1KoWrZVDMsetc3cSOnfc3a+NsW5V9otVad+6NXGjslXUWnG9rtiuF9S6Cc3bhrqJb7sTb/ivf/3fn9ffn/Hwre9/L/6vJy+qQ2PTsRP9u7ZtavmSDCu2cJkivu50Wpb6PQ2/vrY/8shBRWCEfTs+liYlcpg7XB02jVVx9H8Au76UaUiR0El7SHWj0EsjKXfiJC2aJzoLwSksag/mklsOmuSTV03uPIagnXunZ7eLLbyPQK6PUZAqNo0Fsq9pRda/88mlmZ9wE0lcVwXkP7425JXBE/rJgR2bOxNfLss6cmbZbRavcS5g70afx7c2A4vYQo0E2Km1f7b4rxwTh/5bRNXZKkQ3THJqpSyTEHOBBrB72xCde+BEjAW6FZkucS/cUCAHaxk5L8mWBa9egZ//kQ/sv/1rHF534A4A/upf/Gb8zh9+Dl37IxKDh9LP/PKR+z4N/a0Hdelan0sDaF28POYOmCrwHmKc73CVPWcMgzf5kkqPOmjecFName1mXTzyc6+tyft3A72QNPZK/4chgZT825/nJdt4lgeNlBRcL464+449r006ckilVaCWgXL//fawkxQwjpFHmqM0kdYwixiS6D/6Li1K1lu57ThQgxpHAGtlXCsL23apnPmx03jqZ6411ZlTvbxVQZ0tz/oybYODuq2qb7sEFg3krVvD+VqxbrFjxbapPzv7PZ/RVgUkBLQqErtWN/zo+97551K7O8K//O/9bfzTT57d550dxE0MKNYVvK4J+BnY2yappZ6V+9UwofFBMoVulYL748jqtouX/mDPPo962McN5pwBWOzPrSAh806bdD6EzyUJ0v1g7WAQeWBJJM/+PimY2fOL4cgDjXw5WW7NlQ9GLMs2+Ib2HTQe6Qq/drtxJ4NQnXxiuYE5H459XqF7xC4O0rADeJQcdQ/WsFgEMtEJFQs2JmwN6lw9pMIO8nzFmF1H3duo11Dyf2dA0KtXjSrJ3J0UPycCbohxgoA7AmMhoVBMPZpKKrPu5yLGISj4X/6f15/UDngd+bnL4cUXX8TbcMVWGaebtK4PAPmjjYHT92TrgwLT/LXJYE6Qj790HS70jtyfHiP2d7QZZU6KebfrgD1nNLg/d+aell0Q5kXc0DDRZyFg56XORfGGFhyKHGWyo3M8mz0Fwst8VOWkzPkW79OUIsX9rEMxM32QdyjiYigiURR9KLKlGQDW7g7x0ix7NkjYoCb7ggag25mAEMH05qyRcGoszejXoykTN+tXYVg2C01WsGYwYSCNxQJ2s3cYYG64qhTO9O2qgjkBdbZrhcySI174yxMDC/Fdt1UWQLeZ8YU6PG6My/mC7XpBqwLmuMrg0rYNby4Vv/Hf/KfT7/jnQcKXvfQSPveV3462/S7KsoC2BbxU2IbkqJv6wFtlxwqV8lHZxDmsN3n12aiTI6bcP3uNM4bws553ifrCjK0eWbAjmnb0O31uOwuNOy/kOJ5qZtgdV5HzjqfZc6Jg8E6EpVgmPTuVZzcrPA7sureTTjx7f5YxHXAzQyBevEi/XwRHAnEM32MXw6/xLq+PKDH7/yDUQHN8v46ZAmBQWdBsNWNcAiEZzVyip8DHDSlUty782glMghlRKD92Ax6dvBqPZr+fXZ8MbZeS7zttkF3NsUSy50sxd1VhQEEAbopI6gzQLQCIVYqnB5cbBeXmh1LK+J0ygygAACAASURBVJlbxs//yHfPvvBrHl6XkjsA+OiHvw2/9buf6qVtGZlNRWnBUOTjBYMwBcruw+rB1sKHyYs1pDx7tTDOcK1RtiQJ7xoa0XCeOsp0FkWAbjAeHe/od8ZrHgbqIgEFTlB/e3ccsYuFXtP+HS//ARl7Fw07lnYYfyymtRGHWhTv2Fu2pfYuFYJL4rzq+486qaa9bl1XHgVStt1NMzUaBXZu5JAsXg28bbqVmAGxmt9LALAhpHt2f1MpnwE22YGipXzyVmTVd5SoHH7squZ7XjfcXsQi1iR317WJGlgVC9nr+Vb07Nar/G4rAELdVvzch79j/r3+PHThp/7mX8c//pMWy66swG67qsWsSOtYr5EkfBFGsDGfoI390YVFGr/Tl0P03xmf69hvittZfz5kBWBHLU3OpYebMoZ7K5i9Q/ccui3RkdsmPxgwx7t++HW+nyqgy0jrcVaBHEotUeF6YgPIeD8+FrpaT+nJk7FuYgnfVxxSlbWjOisLsNwoOFviKHYu2+dxOemvuQRJz5Yb2EJx3mXCdskxYJfd7shkVHSfzWGxtSWZ/PdSYquNzu9dimH3zeBx1Mn//9l792jbsrI+8DfX2vs87r1Vt6CginoBBZQ8hEKgoBQUY2RERcG0UZM0OmJ3hulhdyKdDLvbYbrbbjsx6XRrWsxwSOzYtg5MSyk+02oMtPJQEaKiYEEhRSEgUBeqbt17ztl7Peb8+o/5veZca597KQu8j/3dce5ej7nma631rd/8notAWIaINkSIPLFlx5wWCYsQEZqlAjqRPoqq+l33X5pSO+ASldwJvfwZp3G2H3HN3gKTLIaTBzLj+azasxsvAC0/IPKioFyogHIcnPIQELI+npA/xE0T9P1ygqLJmicJ4AjuvIr87CoKNEm+7YcnxWcEXwXJit3GdXFM1RqzN16wzSbGrLkhJz21GmjD+RK4ma1ZqO5FVgmUXajDDNiil+wyXv3m+22eykTZvsL4pP/C5fomQalFiisdKS+ZGY/VnYgQ+VrpmzyDKplLYrdkH8rM+FKpDlOJGvQ3Sh0uuLCPd5cqIOf31Y4vMmCMSWPnqWdZzFknBNQNQ8wZKmJCZPXscLRG6jukMeeQzblke1BKWCDiJ/7lP8KWLo5u/atfj/49v4iddonAThRo2vxhbSXRemspjtoW6PjZWu7yezBPck5+veSDX5fi+hyKyl28gcQ+tpYO2Ec3XKgKrcc7JeVr8vamboSmQcE8qoXivPtC2SNtbU4ymTtWSe34TKHC4dYCNOi9q6Hse83QuO1CC5EIQYbG1We+7iUGPEfMUAiE0Fg9c5791lw9VjJeqlqRYKFnZNy11A6sVm6XThUb4IP5UrNgcBVy9/X7SqBgMTaJYKpYcgsMkmdJJHomtJkSfwnIHNGIJDSU8H5SNaxEymkQsGwIS3GYwIgWDPKIoWhoc4iX0KrNnczHuY7wqpc9d65DlwRdspI7ALj9lhvwB/d9EpvUdJOlo2cIfANLDGj/GgQ0bLgfGBgE8iWqRY5TCdqveenIwkq2s5g4IOfB84adwfqbwuyLUw4gQCXx1pt5UpA0BzsqUMP7AiCIBCiRq2M63d4hwB+X32Kb7Cz5AlXVuqAFIBK8CxPbHYZyRjJD2RyawatTN5K7lIJTH6D2iM4dlzrFFk5VDpX0bkypCDgs6tLyGOUUYMRBh4lzt7JnbP4jrMaItdjakalWYzQVq7QvIVNikrpK2z0P7EZuI8aEFFNWtaasmh2GhHU/olt36LvDDOr6DmPXYexWGNdH6I4O8dVf9JSLuoNbynTn3XfhHWcaUN8hrVfu7xBplf9odYi0OkA6OkA6OAdaHYK6dY6JN+VWyjuo+q0ES+UC1O3XrHXCarmgwA4zgnesg9x7soHK9/Q4NCm/bnwQu7D68jD7JzIskboZaKu+EgRM7fGw+Zeo4id13cAElTiJG4G9YRVxGpMkSvqtKXlyXhyq2jvUY50Dc6jqcEBQILEsIlyYD7Wh40VGlsrtajkvwYNI7NxihJrGBVxnfgSJqyh2wGX8zlHK8XWzIJzgnjf7bghIzDFts1hooUkRoMkRdlrCgmMHBkrZUxYM9kJWz0rMPgtYvACFJVJY4B33fmw6v5cQXXJx7uboV//wo3j2bdcVBpE+VYgcbwM4QHG5ehHgYMDLtjVzwaQMVWAt1yXx7wDHK+UFq47pqxZq31KqtuUJlae1jFmkHVESRLOBcRRF63MOpDqJ3bTs9Ji3J6Tit7bo4F8S421x85fzVloCRls4ybLZWZsf6T9cnTxFScSmKO8b6YfAxu/vbXGMG/HjKMebN2RMAihHMpAkEjKRAKpxMLcz+RByO4OCOpSZKFhip7HtYoLPLSv2cr1Xw5Ixy2GUuE8G/GJKGCQbRcoSwzEl9OwdO7AzxTgkDGPEOORzh2cfxvrsQxj7Ncb1GrFfY1ivMXYrPO10i/f++g9P7tmWjqfDg/N43498P+54osW1879FLLzlLsLuHsL+KYTdfWCxAyyW2TMRgL2PHsxk8s/03L5KsC9SpQpk3isSklkeqOyqrnPm0yOSKd4VXmmqxxo9zuxP+MsGROvJgdrg6qOibVRtuTH4MjNlNY5fJWksyhUgzr4FwY9Zz6UZ3mg88dicvFTPU8qgWZ1UoGPTKIGySEDIDhaSVzXkZy6oJ2mjUjv7xjrex2WyZ6x3nDCePkeEKbQWxwsicwSTtuq5ydggf2dERbtoKKcUSyOWFNFybLuWIhaU7VqpXSK0C1M5M4D9w48/grufedvG/l4KdEmrZYXGo0PE8TTahSR9QiFdmzAP94xkryBCwbMcY6tfAf9I6DG+xn/49R0Nti8XUQCI1bgXlkNJBdKhqick2wlT7uHGPKlT+sOdnGA896oY57JrQzm4kmVeeFtWU2olkcD1lPPhnSSkT+4WTUmBlhjK+mPW/XKBGngY07sx105mZihU5oEZnVyUeF4l7lIOjhlsMUH8USULnolQuutnRpS0fAZuyWxR5I+lfgToKtfyw1IB5tSTlkxyKFkt/NpBGKIHhgICYyQkdpqII6tjJVPF0VHOg5qi2tuNfVbLLlKPX/mx/2XTndvSMXTy1DV48HHPwDP6D6OQ2nvpGwCklNWmTQCWu/ljIx/qxZI9+IB6wQVMFyizv6oqvBDfMoqU3/TEr3AgVu16dlL3hSVuE+41A36ME830yfO/JFDEn/aNHMMrmW8bU5c6hUdRySwU2GVnllnQ5r4JPluQX1f74M0TbhSAUHqmuWvmx1ICuw1j1U3h7wsojNbjQXFgbpmfwablwMPOkaIRO7Ts/Vp/kygIfwvK5wgSnNh1KVSObCSOkNPRktsg/crkh6+ZGX8GdBKsOHA8u6x+bUK2DGxIHCgSQtOYJFKAK4PZ833Cc297woY5vnToklbLCr3qpc/Cu//0DIr31FEAEJr5x12AQLV2k9dEGYxqR7nCAjTCGAuhfA39CoVgajv5kHsJjX30y7/kX2BNVyMjk83GFnX1uQ2jLsqRbVN9TrfD7Lb0e77F6VGqGSQXM5Xv9G9uPvMCtZywYlGLeh5tjq0f1XTUvQ+h/JOxC5MMIaczggFPQGyXcsXZucFJ1sgioot0jQAFSBJqJKf/yteOBD2XnIRNJHcEi84eARQerkAO8FlL8sikd6Ke9UGO65hSwxg5hp2EVpF8tBngDf2AYb1CHIccdmUcNKZd7Dt8519/KZ765EsrSvvlRF/37X8X7zyTkIY+A+ih1+3Yd0jdGmEcgL4Hhh4YOpD89TlfLY2D5tBEQBVy4yKISH/m3rHZP5JcnsYZ8xabeZCVE9rEy+XkvBQnoBhcsc/XVac3ArtCTc3vuYIa430lTijhcM7q4JBabQdUk0glPVsX8C7tug9RQMgBgUP5FxqOyccNEQ+aEKax+uCcQbgtAWJ5JPy90dAwLuQH8jFqFsBiB7TYBbU7SO2S1bBOohUWoGZHgV8KbQ5zElrdpqZBDE22w7OwE9VtcXPZbIg9KAIBuOeKv0+SH7b+E/6ec8gSFiGiCZT/yP0h+/RSk1XLee6yOhbNAhRavOeBB3HyxP7MDb606LKQ3AHAF91yEg8fdLj+mt3yPsMeCFvhTckb16eQ4VMN1HwFFGRFBn5wfM0mxckOD8YQG5YS6Sqw8cy17pm97LoWqxGoXzUGce94dFSqYjeR57oOGIaatR23PQP4pP2NLJ294PTlrq/OJCJ3BYBatwOPcpXci7oqnmhRCRfnQwaU8+FnrGxMpHWIy1khtSOzIzF3f3tOPGYVMCfSTpHAARZ7TiVx5L1tuZ6UJaPeeSKyo4QGJCaxDw2mChGbPFbz9kNWwY5jNCcMtr+LY0J3eIA4ZmldijlYcRpyNopnXL+Lf/I9//mGe7uli6UnvvzrcPD7v4hTHDYCaPKHMLFzl1N/Ncvsnez0U/a32GEAkMnzxvI3O3WJ3RfAgEM4Tf3+AE7VKft8jZStXmG5Plhhew0dFfsqrQkoVCQTLkTFNaBp/6ZUv/QGSMNs1TSzPd+GsthZcGoAd5LOTRmRSatIKpRCOg2lTV0Irs6ZdufmOt8nAXQwvqvfHAaCyACLAj+H6jHbOOldMCCUZ6bgzbLoTglubAR4fu+o/p7PTOL0K8jf9DkAUHrHAktENJTUeSIEC1QcKGUQJ7aGjZufEPCej57FK174BXO9uuTospDcAcAzn/ok/MGHvNuxGaHOiuuLko4t8AqNxAecHRzKxZ6Y3NpqThdXeW+yOJRj0l7ddulUUfZJX4iSuxl61YaDndtIMoKyfo5b7ur1q6CmPO5ngpBXUM7AuJgX1xthjHMyVAs8WQEwJykoVmTk5omvTax2mUgVyBxBbLyb5jmX2+h0QTDbIfcnoXRAxj9V6sUD9//MuQLugQhVv8s+SmaJDP5yWBRRw6rDBEkuWf6L5mgxRpc+jMwYWeLj5TAD2UGCKIdfGVP2ho0xjzOHTgHGkdjWjtD3I7qjI8S+Q+w6jH3PoC4iDj32aMA77vmn07nc0mdNd738pfj9o1Mmues7pK7LoVFEojf2HBKlB40d/61Zise/4xqURjZGB+MZfgNI3pCEhr0CG85o4N0I5kJHZDbk3tOq//o+UmlL5Rc96tlZ/RU0kcI5kOMLKxpzbz7lYL9TlYm8vDNcQWzb/KiK1DLVNoTL1t12fNNxRlnYigRpExX8QuvwYDSoN6tJ4hhkIQB+GyHHqZuRflEIWeUYckgP+UUrwG0BNGxvFrLjRGirLBNBnAyWAo0U2BGqNIisdfAztknb5ka6cY50IQFyz6Xw6nxvNO88gLZBdpIIEQiElrNRLChlBwoitERoQgvSnLimjqXQ4jOriC9+1q3H9PjSossG3AHAN979FHzwz88D4JvZyNpOVjAXV08I+WbrAxEYsshHXT7kQR4k54peoRkK/riiP149WkDNiVGvXlTuiyt5AbL8fmiNUdfiafBLpdsGU2XgpO36uuHqt0khENA2E2GaOqGgYIUG1LQnZbnjVmnTz4QxOpN0hayS5BdbQI8HSDI3fuVYtzcJEeDGVky9G5fOLdm4TBJnANVShiUtFx2Tsz8B/Wxn5z6GPlyKSN8Smdp2GMsUYd7jdohRVbMk10KAo7XRR3aaGFk1zGpYQo4xlSjlfqV8fOzXnHkigjh3LFFE7Dv8j9/213D62msn929Lj45e/l98Bx44OyD1PajvEeLAatjeQN44GNgbes5kkbNZ+L+GsxUEBi9Z9ZTtiyRRfFCxSuFHWiza/PuhoSTCPMDxNAfaGP7Mli3bthAf1Qtpv36FxCIiC5kxB+Tq64iDFVt5dWAQFAG/zbxd+O8sMnV8TTFpyVtrEq2Kftd0Ye+rCQ7EiY1cgKZuq+aZAMxm4QgNQqji14UFEJYstVqC2ImAgvOQDfKXc8WmhtWu8BqFyhQJZrYizjqer3vB5BwV32h57hpzivC2jOBnpQnZI1bKLpvsFdvyIqYhgjiqBOTnX1S0Cuw0JV4OZRwR8GcPnt3Qy0uTLhu1LJAzVzz08EcQbrlG1QBeEu0XN5tIVZOBnR3yGzArRSd+CnMcoflqlfEI1pJyAuwoICI5aVCYMNAAsBQyVyBlNpNTm8z0ZjIOV+tno9b1ah1PTQgq+eIhX7B9LbFJJTMH/OR61XVYfbZyc8xCy+cDek+rug2YGQOm6nzRbwaEyXl3iUOC97AV8CXzrVKzqk75U0aIvICQFa+cG5khigesMFHxmM1hUEz1OsaUY+Wl3ILExvOq3JiyPV3Xs81fJLOvi1lvksFedqoYx4T+8BBxGDAOPcZ+jWG9Qn90iGF1hC+8YR//9Xd80+TebenR0/XXPwFvP/003NZ/KHui6sfeSUzaBTB0buUjqyCRXEWExHwnLJh/eUZJ+itBgZumMWmZ++jqawS7vHijgjk3NQxiNi/Z+Jx6LG1m1oWX6KQ2mt+XzDBFj1GVc3vCd6sPQCjO++uc1+sGKuqUCTzmm5SrEyBbgzT5RLVV34MBTOleoSondnSQ+ZZrXQw7XbXbPhHY69qEDGoT2GQzgdQ0ICyK7yYRa0s4EKpg4gToAtz3Y/JchPkpkmsm34cm87nA4/Yx8AL/1yBhwV/KnCNWghlnIKcLHra7QyMSO8kfazaF7/zQg/jK5z9tpoeXLl0WoVBq+pm3fxBf+byb3erRAhMe9+JNQIJ8oOEBIjl+WYbGkHg7fhXrpYZ2vGqfgDIcigScBMc6tweyZEvuzfGV+WPFmIqrULwuwfWz6F/1RniqQVEBqEhjCRXdqXoqx5M7QdU8XizVgE7AkG9PUnlpjNGKs9ZPe3nvy+Me9PkVqQYRJpdpgghDymm9BLCJM0PdV+JnSxwlkqtrdBkj5DnsYtSsE0RAF53kTgAeSa5YuzdEpJ6yAjSHRIgxYhg5rVhMGIecrUK8YscxavDi1cEBuvOPoD86RH94kOPZdWuM6xV2UoeH3/l/fpZ3cUsXS7/0P30Pvvj6hLCzq+FQdHv/ZA6DstzRUCi63S4QdnbR7O4j7OyCdvYAwEmY3TsjGRFUvZftrCjYwm4WXlG5aNF6Q5AkEHkxGYTnsSQFpt4FaBOr1jYMEDigJ/sOoEKlMa6ns5XXvHn6+Zuw72QLb21zUo0GDamObW6nmD0eEwFs+2hjq+uVuffH877dXw0MbTcsf2nqnLwO4BGBAWEuo44XXDaFkKV6EKmg8WQfBcDHEiUiDJXiS89JWfk2zUyTJCXw2haTCprjWkp1iDJWvVLOE9sgISRCE1hqjSzBXqppAoB2CWpbVkm3CvI+fTjgKTdcN3P/Lm26rCR3Ql/z/Jvwrvsfwhfd/vh8oMAqx0iPZtWC0BeA9IWqQCKDhWxqYY4PJcizHXk+7VjND+wRn4mOBImmXXSyYMj1SqYCYSWL0xLFIs9fMMWiG+bRX5kBdaL5YjS3rcOxl3QTc98EAANsNSjSWz+GgKB5WXPzQVd+s9JZlICxXlkK4/Jg3+ziyoCcwp6tDMEvEDw4FYkbuL+WN9Zs9VRlm/I9V2/Ywg7PQOSYiNOViROHxMhL6jShQh64cCoQQGgOHH0/4OAzD2FcH2FYrzCsV5yNYsgOFUOP133XN87fvC09JvQl3/FavP/1/wLPerz7yMoHd8GBYvVLx3+JEJbItlLjALRtVutqyBTYM67gQyyM83YtJQ/1toILOy4UigsFCJm2oijv2p+lRNLgDLCTH7JjylCId+fsakuoOttyZeif2W+ynh6jZSiOeb69gZ1a/DvArUjlgE66Sr6YkStn5JQWoRhz60Cb8DMP1Lz0jisVKR0a/l55tW+LpGrKkGOJwrL6CEgrBCV8L8ZkT8ocL6/nUnfJvhNiMmWF7P43PG/UCNylrH4NQSV04gHbNGyWEJxpAhJCK8GJG84dyzaICBgS4fzhCsAW3H1e6NprTuGma87hzx9e4dbHn7hg+Tn8AUBF4XkHEBm2fPzIX2zvWVWJtWGrTAaKnkEQ1Et32kHSVRZxvyIRmhnvWAFeevS4la8UMJGmJRX3yLOqSNOZXSQJE/WerNbXEowWH4KNwE4uBFJVXqReebrM29XuWTlj8s0ThOXbVEbk+4sA4gChBdMi76SRAZkPmmnG4wwCSZssVrTymzWg5hmb7d3E49ZLBsWejlW1MWXp28yfhV0xMDqMyfXTVLga607sZMTzljhESowc6mREYhu7scshOca+x8ufdj2+9W999cU/JFv6rOmJN96I+7/sG3Dmd9+EJ17rgF0IWVInuaoI+nCGEBAWLZBGhNQixBEhtvpOC5iwMB5ifIzMV6p3soYbANQL3YjfHK+e9bxPShCKCgMDhGZWPevUoaRvpl3sQR4AkMQBlRfdhjVLs5K0zXQxbLZcdMsgBeD5mXSXefEX4AQIVKzIg865edO6SvI0iWqyAue5zBTY5XpEWgu2p+NzDuCR5It1FfoFNOCcZ2B8LsUED99VRXwx84kNZYPNlUS0CAFoCAhIaLmNJohzUFbHZss5Ev/zXD4Qpxct7ReTzk/A7/7pp/DVL3j6RfT20qPLEtwBwHOedjN+6R334gmnbsH+7qLmGwCA40NvzFN+OLPdhuZ11corZBBgq7ya39XSNK4nwQVZPI6/hMB5XMVOznVE+cecXdn0xZ6fgTC7fRywmwAnONzIfa3HdFxYAvMgq3om/LAq68FP4bGn82ArPQ1w7HqbWU3Qj6BK/1Dw19yOqEXhJHXaD4szJ58Yr7a1oMWhyHWo0j0yBwcBg+A+K9gTqRoJwHQx8mpQxynJdBwOjPajZbLwdoIae49M+pfBY8T68BD9agUQIQ19BnhxBKUISgn7YcS/f+M/n72nW3ps6e6veBl++U/vw+mD92Gn4dAMTcjOEwzuKLIUog0IqQXiCMQBiK3+hraFrlwBgINih0DyVsC2MGEapsqd9YW3LQfwBLN5NlxxRcVjIVRZq6nkNubUJi8qv3kkS7qiWte1GSY7OVQzm+klJZCcctYJ4KquDEX5fL2F27L7ImMxWz9HOoeO18unpOCHKO5nQnDSvHKRkBBUBS+x8ATYyKySiCTI6lc+xo2l5Hmkwv1i1B5sS3/nFg863OqZsWtzOw23J3Z0AuDKnjOgI8pZKkIGdnlBYSroDF5d7MAQcOZwuGyBHXCZecvW9OqXPRtv/qOP550JM5o5OEdUbcrq15eRh6zCQ0TEnk3z1fo/vQbZC9U8Lg00eXChD5mcD1BRceEFqyuyabva6ZAbpzA3JxcH7KRosK7ZS8ftl150JeubW4WJEexxZp++DfcJKaRxAoyID/q5TWxTpMyXnEcqAkvEzAPYZ4fQAMIK3KiUdsmfb0/qCIEdHFwYMpiaNrl2RTpnuRdLkCc2eD3b48WYiutGhxq9Z68wY83dGLMkrx/y3zBkNW0/jOjHAX3XYXX+EYzrQ6R+jRS7HM9u6DgbRYfYr/GT3/t3jntKtvQY06u+/T/DO/snVN6xFsA4xAEheW/ZwQE89yvhPlLMUguNNgD9DTCWoe8biY2we3uPYRRFMPAL8GB9jatMDMoRSTggHGogeIQR2LA+/wn3ZMlkzYipOkDHhEzRPy4zCa/i9lOqGirnI/d6E4yxQ8GBK9R/ZHBFw6D4bwerVkMTOFwKqxk5XRhCi6R5YBdIzYIDEos3bFPAI1ZaIhJ7zSPzusi/wvdikmMyBn/nafLd8N8OoHxKdPQbYhf7VJ/+whDYi7aRsCeEnUBYgj1lA6l9exOQpZSts63jSiSPbBcBil5vdPnRZQ3uAOBbvuLZeMsff2J+YXURVDgEkL1SUt+ERckOA7sJ74DryoYTKr72fyW/cmXsRScqX2YKXnzuIZScZ8NYDxLlujx44RkXp4ot5jjvyFqn4dVn8YEIOWK45OP1oE+ZNZz0DAaQtF9F8wLAqCzPq19RFajUje09hJ/LyjJL1ELJp2H7dUxCBWKa5YF/AbOBc+APlMMrZPuUZKDO16XAztS5CubEtg4chy6ag4U8IxmwAYkdIQhm/+jVuvLdqePl+b+jc4/g8NOfxvkzD2J9/iy6w/PoV4eIfQdQROyznV3sB3zVs2/Eq175ZRd6Urb0GNMr/8F34t1nFxr2RAAexgEhRSDK35h/x5G381+IYw59kqJxFAJmYRjZAXuXp0BQP6z19YAtMhxPA9z7RqUrVJbMMUDSF1Y64zkBuc2Cq5VlkAdI5EDXHJDbyMFnrtE2PQkPw7Ru9VxmKWnFYbNmaB7oBc+jpSVFOLmQXhvKOKQiFEAISKxmTCFkL1fZBxARKn4k/NdmNPOUYKYj9RCJVE0f/EPggRf/H8hipM59D+RZk3zxdXV+7guzopDntsg1z39tcH9Ng6ZdIrU7OdMG2xLmNGM5Th8YMP/ehz6Fp918/fTeXEZ0WXrL1vTQI+fw4TMr3HHTo4u1ZQboDmi5c/WxiyF5UOtjRhymgGi6GgEzgiA4ss6XR+7HMR156eVFQ7BfrtvXK1KzTSFParL5mZFuahmzVZSybg2nZWRy6jIASts9yqAO1b0hNwX+QyEfDoTS4NemjBgkl3zafxYyIMsSVgNgBvh8HDk5bt6tEjIltzMyF/QqXULO91qqcvO1PTtQjByguIsmqYsum4QAwG6I1bzYanpgb9jVEDMITJZOjAjqbXvuMw+hOziPsev0b5DtfsA4DBi7NW5oB3z4ba+/qGdlS489/dkDH8XDP/1/4KZrd7O37M4umt3Ki9b/7uZf7NhvpgCNjTb3C4ubVuCoar9+h2ry9ncWWNbi3HkoIh/v0IA1qR58wbbJvakSp89adD+uY0HCjMx0dm4A5K4JNd+Wmsuj3p5M6ix4KwOgsulkNne+/1KTH5uAKDnPl4Xg7Kj5nNnKeYAY9Fe8ohOFwkY6N2MAx82+w7akuWITCT+thlh9P+Wew38zZENZfwl//ezWX74MOi32ZxssvInZ1iWRcepf6Bv1NQAAIABJREFUnj8JxGx2diT3GwBCg/vOHOKFt9+Iy50uW5s7T48/fS3ed/8ZHFy3h1P7O7NljgNmBJSpr+Q4meejZEbYJN6aPoAEUJhlDvlZbmA+Z2FyXrw8s5FsgJimbmi+WAHKSy71BAjzsVUfGHxcLLCTmnUVtqFEYbPjQJx+CWT1CXuvi9RFKKUEKo3zYFGAm+OLnj1KOZFkeb5KCEgSCyuYE0HhCBLM21UCAMtzoABOAFnyalbvSMF9FADnpoBgNnd2XVAJnqhhLUCxgEGTwAnIqwGv/JodXW7YJHewFGUpYX24AqWIse9yHDv+i5I3duwxdh1i3+GNr3/tZ/GsbOmxpic/9Ta89ykvwXWffBf22xYALDtB2yKkEUgtiH+z1I69ZWMLjD3CYskfMhIuoAtIAVf5wAa+4DETsR2sX5Wieo/lPYW8hzWQyUWaUEm/9INfv9m8TTXEKiCK/hKQPYjnBkF1eV+ELc1mTin38nxM+Zvwk0aD7BcXFpgzMBCyRXjRPakL0O+AVhRcGWQJnQA4BXmepxEXDgEQDZALsq/d4nskw5FzhcAjeSvH0mbafV7svNTiBBn+ghAM2NULff0WuAW8mym0DcyJovgLam8nsfAgz6oDu4TAKUJzjX0k3HLtHq4EuiLAHQB82Quejje97V68/Hm3YXfZFucuSnPOAApOqiOrEJ/yahM5VmWSrVB6FHms4/fFqFb4mbwgpYOCeDe5Lvv2hQlAXgiHKgspG3sIN4KMpsDyQlTzrLoCAcriDOIDR6NiGN67zPM3UamCJWgyuHxPpsCOEjlpg3nuJseV/EfH8WIA7N7Pq3WRsgnwE2AnQG5kkETgY8E5Tsjn0rUpUmHpukVwN3VtpJwWbIhJQ5YkAiglDkbs8sQmYOQsFQYaSwA6jsnyw5JlsJCwKTEmdKs1xm6dQdwwYuz6/NcP/Jv3aejww3//a/HiFz33Ip6OLX0u6ZWv+Zv4hR85h7vOvRfLPc5g0a0RujXSzh7C3h7C7j6a3RNo9rKKlmIE+gHNYoFwzemcd1Zfu4TsQZkgjkgBzk7V/5Lb52cXTavLSKEpW/HvRMVEBdTZARBSJb2TbWRpl+7XnN0hEOHDEMBQlZvThLgBHJ+bVrrGfF6lWYSApryWbP4Au8bG6vb1l/uAAEt1JtcHWRFDA+4isF+fteQld8TfAv2GNSHDHjJwWs+EOrDVw/ZMt8SiMztGEiewGC8fL2LFeiGFk9YqUPXNh+xUkWFtrkUyV2RgF8ARUvL1Mn790DiAFwJWQ8LHzpzDC+64ZX4QlxldEWpZTz/9Wx/Aq+96cnFs5tWebMtHMPFB+WBKGZGGXAj9JBGlq/ohk8NZ5T7kAS/PaxmH0SZ6XrAhccVYtT7pQ6iAVCiHcVx2CG6GGU66MNPj8jp/Xr3jV38otyHlyallubxlcaiAjNjU1fW4MkWbbvVXSLtk261Y1VMVJv6vvVk9mEquncJrlj8C8ivXiOer2dixKrbyhB3YE1Zs+7w61nvf5o9ZrrvrI0v+WMUbE7ohFnHy1qs1usMDpGHA2PdYnXsE3cEBq2R7jD07UfQdvuvVd+H7/vu/d+H7vqXPG73pn/wTfMnyTFbB7no1bN5vWD2LnV2ExQ6avT00u3toTp1Gs78PtAsX9sKFx5B4ZnDvLewdydsC7BpQU8oHNvJaZgWFZVgR2N3/sZ2bArgS5FmQ3+rNF/AX/GE5t+EzVxz3QOpilrnGa4KElJHrCinblG9XjP2YBpzEynm12v0qbaoVSHMf5LjwW5PgNW7EbizW7KbulM/EXNfdtR63BkA9qGsbTmBeaFDwbNe+fJvbIErooK4g6jVLnFJMr+dli5s/MUcYIuE9HzmDr3je7fMDvwzpigN3APDv3v0Avvw5pc68Xl14VZyq2SDxx/JT60GCfMA3YRt7yTOS2mSAXIAq+Q2l+va4sr4DsirVa8lsXGQxHXi7kN3VAPM43gIqr91ctKDgVkkGQBwAmmtLJFrAzNyTA40uLInEJoTVn5Ld7YL9O1AGMomaqAKyqrSMXSfgTiR52XOMy1f9s5WuSOPE27Z0lFBVqwN3okYdxpTb4PNjTOjGMoCxxLrzNnwybzEmrNajS0+W2xocuOvWHfrDQ4x9j2G9RhwG9KsjHJ19mKV1ZnP3n979VPz4v/qei7zrW/p80v/7j78LX3RqQNh1GSx2Hahb7ma7PAF2e/tor7nWgN9i6bJS2IfOwkJMP/aSJi80DRujT9W3cx8UciYqKngCoLZ3/hxI894KuKOUlMfll9cWmgroZsCebIsUb2NPefNi8Na0lhLQZTWrW9rPmPugmDcnrQrTpvO9abWbosJVm7EC3GVpYHT2dOogQdDzxWIf03uWpbTTO1lL9KZSWiunudrBdndecMFakqb4Ts5LTOf4HMjCnATIs0AuJIqMNNdn9tduMcMANyHgt+/7JL7mhZdv2JM5umLUsp5efPvjcN+fn8MzbzYHC31kSF4Qe0D9OYTMTxIcmJC/Y4BdYmYjWLkAavJL5X4Cr2b5hRHnCnlftH8OvPiwTbmc8/pUTBfKt9Uxudn+Vy+6HS9t0YQuxPdEYlfMVxAGa+MT8g4UfvU4qTdUwE4YFQ+PqprrD5M4MAjbyn+mUslA34FMokJCJyBMr4OzmeMWjflAPVMFzMWUQdsgkjgBgcnUpUNMGMnZx1FASjGrZlP2no3ceb+KBve366KqbGPiGHfsbbterzH0Q7ahG1gFO2T1axxHjMOYwV0/IPY9XnHHE7bA7hKmO17zHfjIT/0gbjtFCAlZUsGr0GZMwJ7ZaxECUtsirNd58QmWoi2WDEYaiIo2v1lJ3yYit5CE8M4NDgobSO3yAikfyBRKpuZJriHk/smSkIivYV47B+yKbarK1EVLnp3HewEux++8piXzkjqZMOgnxeoV8xTfYrBt4d9+OZ2dJvJ1GsM3BPXuFKAno4gQEGM8wnEo2ydrt5wZUtDmZyHXZQPT2U1lWRmiSOImqledt2oK6lmX74g7ExyvFm/bBuKwk+enCTLORr+j2UQHTjXLoA/A2z7wCbzqRc/AlUZXJLi74frTuO9jD+Hhg108/tSuHvdqwnrRpisfKZNqFe088PDBPY13HAOk4IAbS/ki3KpVgI7wB4fy6gWfnFKbNJh6UB782ZXV3LGZcc0C4GNHJ4WnqtJ82NUiNm5cuwJU2MsLOADDc+UlgCSsisp6ynG4PjBKTsyNivsqII1gKbz4nNq/wZd1z4UDeKTXeImcqP0Dq17NHo4ALafpxKKX8CWWwjlw6VayfozDGJEoIcZUBTrOx47OnlWJXBwHpHHkDBT5NwRkoNd3eOENe/iVn/7+C93pLf0l0h3PeTo+/KJX4vwf/hKuAbLdaSSEmIDdnMJQgrymADSLBWixBlvZIRE5gFcFEYZZ0mVjdl6YsfrRBFM1LJjjFWYewp/g8ro5cVVdS+BymbvxYTFMkGIV1ymYAfdkjkEc0/Is8TfCQzSSJoKXPpWz4bU5qpDW0x7sumOS41dAXGNgLKhDRNBuEfPABFLbZ3LTYXzD93FK/jNZl/R8EPxkNNV1wf1l7Oslefli2Se9poS1GujYdTGxxM59sbVX8oyJFDqR3RvBseQGQwDe/qdnrkhgB1yh4A4AvvT5t+Oet92Lr37Bk7HgIIVleA0jqrcEWdUAr2pj80Jw6tJdM4IwwxjliDCg4FZqtvqbMtO6T5GyNErjK5OsGMsLPU9NyYKa6sqViuLWv+O434R3ki3XXB9FujhhGKjLCYAqpWZ1k1ZPni1jPvZrXquhYHyipvBOFLVdnYC0lCymnIAt7QNZSJ1ElLNGsBpL0odFKoGa2nrytWMyYNazBE5Ap47PMygSgJiySleAYQXwRgmfMgyIw4ChyzZ1qoLtO8RhRBojnn6qwTt+5YeOuclbulTor33j1+JnP3I/7nroj9DsRDQcaJfAgM590KhdIDUNmpSfy7xYIjR7+0C7rF7sMAF2HsyZDH4z5TfRSeoLXiDOBHNcMMBOiKmLSPgbCKAITYvAseSyg0fSsgVnMcZcqmf9Yv8vSpPV+KwsKhdV6V1w7Qe9bxnEmVNg4HKlGlZCd3jQJhoJaT/H2TQ+V36zCugpz4gA18lNqYEqdLwK7FxdwZXLoCsU+8U5AWnBvm8i5STk4MRmYwfzfvUSaFhdybVFVnv5TQiEdz3wEL7uBbfXA71i6Iq0ufP0C++8H1/1vJsqAFBuq+SEP7De5sqnjyquP27ayD3M7rB/qItfTMvLKmZS1ttJ8Me9tp2QvYavk9MNN6BCcte+9nGG2dVHNvHDTXMiDMv3G2A7iGAvntjKyfySO14cc4zK1Kw2cqm3YGQKzHLZxPue8Y2J9Jza2CWzf6u9aEc+n9m52bIQwF6vGczJ90Wkef0YMaapHR4hS+36GDHEqZSuiK+XrH8EQtdncDeOCcMwoh8spl1MhG61xur8WazPnyvi2Y2inuWcsSdjh4/85g/jxIkL52ze0qVDb/ru/w4vWj6CsLuLhu3uml2Jg8fHTl6Lds8cLprdXbe9B1rsAMGF1SCy98rZ4wFBU1XN2dwB/p0PZXw2oOSDDMRyLDTvYEH8onMg4MJL1nldEjtYEAEUeTsVvSjBHqz8hXBdmBkbiTq2GIk1M+NYYTZ4zCM5e4Q4rsis5HpDMc/abHChS7iumIznqcYA5SKTQNVCtvxmGNAtmpsIJaSA/wbKhggqfJ36DQrO1pLBW8NqWktrTHqPFNwJiOVvaebz/FTxNqXsMBFgXrIA5Qh3E+2R3KN8/CMPHeH5T34irmS64sEdAPzM2z+IV73w1lmA56U0on6zGGQCAvglgagPp1NWH6lMCmZ/i5dhJhWQrI9rodtxXKmWakl2iKJu97IBluSbyKR3x7W2IXzxxj1iRiqr+FqipvcBfh8KlsxWojKs1Wscc4WV07ZhjjNaX1W3qlEhv1DwJE4Rvg7v7UqQsdlz07PkTEBYYuBIBAyJzO6Oyt+YCP2QnCesazuZhE9Cs6zWI/ohcp+y5G4YE7p+ZAkeYRgjVucewdCt0J07WwUp7tX+7lrq8KG3vG4L7C5Tuud7vw8vjh/NgG6XwZ14z+7uob3mmuxMwecUAOqxDPAoNLwgYVAAM0D3HrYaY4+peOch/E0kToBInmZ5IcwxLADmUCEgDyZt1OMKmqYOGCFV+4AyHEoX6fV/wTKeMUuIKZcOspDOOR7VcJ5fjU2HojxV1wlorANLe96lC2ZU8TYdoPPfPIOU1oXgxjz5Djlw6Psg4K4JHEZHAFwjoUlMJa/ZUPR7ROYh68Cb2mzL9wICyKVDeZsSIQQyIQZ//RIatmcvpXYyl/d/+hAvfOoNG+7plUNXBbgDgJ95xwfxyuffoiDKP+g+v+hmCZ4BgprmjtWAym/Lg27bJdCblBfGJ9KoY3iO9MW3ZRHC/UvsGClvZ95klRcL0KJf0w6kimHOPVRqt0Pl/IMZQ8GM+Fz0q05XRiV27iMEdx3xzpSxSVgTq2dkhwYBb3LfYyKMCuYk9lco1KtSLvBEEkFThomThAd4QK5zGDmsipPAiQRZU425vptNXj43cjy8o9WAYYi5LwzuUiL07B07xoTV4SHG9RHGbo31wTkMR0eqis0SvB77scN7fv77ceutl39k9quZ3vh934+X9A84qRwDub19tCdPZa/ZHZPYGQj0AG9pUigBGwou2LtWwV0JOPK22FI5UFNJsDYteiGZe8DATF/klHmFA3em6gv88Y8l+KMK9LmwKhdawhLRNMA7GZ/Raxy403mYUbtKEGKxBzNgZ+BXbQnd9RkkN6pq9HNNxPbBqGJnQnibLYClzBRgGf8XPiwcvsCcKBfK0g/1dvVTQQa21M7Of2+Q3XZCIJ4HuWfQbapDtRSSW14sUD7u7f2yKxA7mzgRiXwj/vyRNZ583T5OnbzyF7BXDbgDsgTva77olqzDRw3uyowBE2me+9DLw1pPnN8vVkaYvigl0GMGdSzAc60cs6IswB0jtqZpdHUjhyfb+kLm4MtFoMmqjbr5WcB7TN/kvK4EAzjqOdSGzUunlOl4RsY9k8dXPG7h6pXmJHUXIPHmSnu6MbqQJbD7PmoAYZO6JWQgO6byGRG+H1lql5IPOpw9YMUejmCmAOSuFyldBpxZHexVKhksJgxjxDDmfh+tek4zxmFSOOVYjAndesA4DhhWR4h9Dljcrw5zqrG+V3CX+g5v/lffiZd+8Z0zd21Llxu98Z/+C7xk9UGW4O1yGJQTaE+cUGmdV8cGB+7Czg6a5Q7C7j5/YBuzEXMAj0JACu2EGQg0qFWxPh5bYViPeWCQAZhJ70gBmu2LLZqoZxuW2yjA83XwHyEBMULUvsdJ8MpgxFTlgRUGOj1WSN50Gw7ItXae5yrbEJptuD+fpyWoytWCsJsQgpQXmYZJ7odsR5fuTL43foHv76GMRr5NQhJSRPrkgZX2VO6ffk8Y6MEBO60ByAsGq9UCJdu3ztTyuWcG9PgaJyXOfD04SWf+PewjGiLc9ITTuBroqgJ3APAzb78PX/X8W9C2+bE0FdwGcMfnNS5Z8i7wmWSrBHeCrahY3QDG3Pyxpjqu9fKL4iHWcQzJv5h2OaFt+GUO5TnlO64/AeyMcUw7Xntbg7a5/gil5JlTKZkS9a2AM69eyPM+DRNTB7mU/iTHHzTenNjuobzPA6tQ+bMBcgGFpT+irgWQc7yq1M2eFSA/J0NMen6I+c9W1CWYK1XE018LXpzQDxwKJVre2MPVkO3sxsiSzhzrbhwTHjlzBrHvkeKAlCLS0GPs1ujOP6LgjroOr/+HX49vec3XbbzXW7r86J5//oO46/y9bGO3i2b/JNr9Ewbs+M9UtLsIyx00TYtmdwfNiVOgxRJoFkDTWnBjAXkIheQOgJNAVSBHt+XcjGpWAYG846RAToFZrar1C2JeADbsXOGvKwFfMqmgOGNs4HObwV3whfwVVpznqZBsOmmdD6TryxKBJYal7R4Byv/8ojXJQtbxIH8MrrwCQ5k7uRuT8Wf+M/cN0AW5XmvX+OiIArWIyH3b7Lhe7ysPId/jIP7Ubu6cHaWCepkHXuR7gJfNq+z5OOgjzjx0/orJPnExdNWBOyADvFfceQt2Fk3pTEGWj7OMb5btpOwj7h46ISrf8wAUK8NSUhYm14QAtVOQVakHMVq1y8O3icj3xYG50v7B2pVGauNX/3LX7emLlaYOHdW0TA5IDEGfYUHBnLvOJFmOobn2tIwbt6xu4er1QYJjzCEfJDftyLZzAu6ylDahiwa8hLxdnD0zVreCKxJnhgz05FoPaBXMCmOCHU+ufqLc/3U34KiLiJxPdmSAJ+BuHLO0LrGEsFt3OPzMg9mers+5Yce+B6URw+qQ88X2+N5veim++7/9tvoubekKoHv+t9fhRWf/GMvdPYSTJ9Hs7TOo2wV2dtAsdxGWyyyp29nRc+3+CTQnTyG0y2wf1i6y9yb/kqprTXInXMkDIItzKXZj5vFZL3xzKbi6ALBNVSF180APGQiZiQtDAgcCQ2Gnl/P4GXAUgBc38tPAq7uk9TtGjhkm68FsUd72ZQ4U0Mk2THUtkrx5cCeahNJJgmBqVe/cJaSRZIrx+XG4suS6XJF8A/MCnwGbqkc9gLNz7BttKnebCd9q/mY2rQOxQcFdAQb9N6Bp81wAGrA59zMPoBsT7v3oGXzFnU+bDuYKpqsS3AHAPW+/D694/i1ACJUa1u97myyoDZVnQpjZBpWSrYIPIEzBFURaZqLy4lrMvn4bV5wscJrUD1QAjk/IWrrY3wDyin7NPDlz4K4GMVrOgTEFVsxVakeCWuXq6/bgTmznrE27b5FKSZsdg4E7lraZNLeUzCVKlRrf28xZQGKLWZeKCGIKVsnCqMhoiMFkIkt31o8J/ZCw7iOOVgPGkdRDdoyEw6MhS+piBq5DjBi6Hv3RAbpzZzOoGwYGdx3i0Gksu2976R340R/6b6Y3cUtXDL3xf/9hvPjsH6M9sa/2dlntulva3jG4a/c4k8WJU8CSJXdtW/xS24KaZU4/5sCIMBCTy2SQ46UwEnh3lp/MkWSmgLO5gwA8YnAHk0TNADxV5yaR6iXnYZu4DfbInfQrVDxtM7jzjgoG2FCu4BXgAaGWhhIU0JXHnHMBM05dKIbgjpUOa4DxSyeTKOabtbS5LBz/pnlgl+vMoDt4SR3lOVeJHxx4U2kp6b0vpHikPtkGel1fKAQG5XxUPh5NAwotqFmYtBIGguXYO+79OF599zPnB3MF01UL7gDg5377Ptz9zCdhb2exUS1bfLApgzwhqjbIn6GZMCb8vwdRclw8jBrH+OZAnqfNL1917SaAF6Bvdi2184a3GXiWAM8zhaJt14dyn5xULV8cQijAXZa8mbNDrDlSVS8pGLQ6JDyAvP9iuyb3zoOxIUmoEnOqySpV64tJ0HxoFAZ/YlNHebsbE5rG+uWdIOS+k5uLVKI7HViiHC5lGPNvPySsu4ij9YiRVa4xZUZ61I2IMatqxxixPsz2dbHvsT73sErs4pgBXux70Njjlc+8Eff85P88/wBt6Yqin33dj+HOB9+N/b1dBXU+REqzk23t2v39nKpsbw/tiZPAzp4Ddvw32W5N/hI8EDJpHeCkMARQE0DUzJq2TMlJ2kjssTIoIwIadnoQkxPZBs140Mo2/4b6XIpAYdvFPXALc+vwdNlNzNfQCCQUG7qsYq29YEu1bFuCPwE5xPMqcytzUKkgdX4hPJb7RGwDB+G15cJd8bLeI2g7NcILfLxB5FNeCgcEijaXEACXGxAXB20sBAaEkedH5gQGimFgDa4dVS+HFim0WXKHLISVZ5AQsB4Tfus9H8bf/CtXpy3xVQ3uAOBNv30fXnTHjdjfWRiwgwN2xW8J7oTqGRxT4vfUGQ4rmJsHd4AxqNZdC1dm7k5tTBtWt1kBvJbf8ADfvgd3rv8e4PHxuisFg5gBdrqqEu7iKphkd4ABo3p8JvUSEEfafnT1iG1kgg8UXEpjBxcHTlSrY7TYd7X0jihLy/qUTIXK50e2rUtEaBXgOaeQmc+Xj9+nYwBhGBK6bgRCyNtDxLqLOFwP6jAhKcb6IQO9cYzoDg8x9mukoUfs11ifZ8ldPyAOOeTJIkV832tejtf+g7896c+Wrlz62R/5v3Dnx38XJ/Z3GNSVjhRZHWvgrjlxAs3OvknsKmBHoUHY2QUtd1VdaZ9flOpZfxwAhca8GWcB3ow3q5PYCTjbLLkTgOckRhIahVW7oQZ5YPs7tsOTxecssJMuFTy6tGXjTuj4gwsjU+g7Q4Y9oZk6WYgGI7CNo+xrf1himvzcogR3uSSfl4WwG43x6Cm4K6G63ZuWorZRSOEkziCXy3Hocl2NZhMxkB1kDn1InRldsPB0VecDagdKaEDtgiV1ZpN4djXio594CF925+31bbtq6KoHdwDwi797H57z1Btwam9ZfMjFiUIM8jMQsOv8xMm2z1pQgzT/zNZgKyAU0rHWbW9e1WL2PFXHi3b5t3HMsAR0/rcEhR7kEU1Bnn+S/HHLDOGAJ0x9LNI39foCYGFnhMFV4VBceyIJy+FKgvL/SMnZUTrJXST0ye7pqAA+mbODA5gGElMZwgQG3vrRnCiCm1ufZkz66kmcNETaFynnh+27iPUwIoSAYUxYdaOT3JECvNWqQ4oRQ7dG6jvEMYO4NHRYnzubs1CwSvZk2+CXfuDv4aVf8vz6EdrSVUA/969/Cl/4Z+/Ayf2diadsK6Buj1Wz+/sIuyfmJXZtC6BBs5fP03LXJC9w0Cx4mMamFo0kj/K2Z45BCWiYSOy9Wo7BHaiQ3NW/2cEiv70TMLcB6Ol+Snxeui8rZbckd8BvAuycdE2uT7xv+WWDs81jFXfjj1epx8AOB4DZ44WARKbG9H/Wu3JblKCyEM9Sr1TwcwW83H7ge9Ag5TktUr9J6Jp8XsBbLk8Qm8YgnXRPgCpnQ5NBno7X3XvABcvO86LArgmgZiEyQiQCPna2w+lFg9uedB2uZtqCO6ZfeecH8Yzbrsc1+zv8wTYnikimehvdhxqoAB7lMBjycAbMADz+r9gHlymAVkDTuDhCmJfcccOFhKsAd3VbAfqitqFhQFkDu7K/BRDljgTWP85KDt222KrJylAMf8vuk7O18yvQYogTpwS/6iyCd/L9ipyRopTcZSA2KFg3kCZAHtqXMnRJzym8UvIq3lxmiGZnJ3MgrDIRckgTiDo8/2ZVblRmGxOh6yPGIWHoR6y6iJEB66obse5Gta0bI2EcIx45cyZ7vcbIDDUiDQPGYY3u/FlEltrdfGIHv/OG78YTb3rShodoS1cD/fyP/z941v2/iWv2d8xLdncP7f5eBfD20eyfVIeKQg3bNAjtAs3eKZXqZYAnTgFMChacZCmUgTAmEjxC/W03EmkPAwl1yBB+Vf1mgJcybNqgjiW2t5sAPyJQGrNNGS8+WQRXdZDH4rGeXmOgS/LAFo4SDuApH5U5U2DIf2p35+bLgT6bayjI0Wq4P6UjmpWF208MyFzJYkytA8rmmALOV0xoaLTzXkKndQDi+Tods58X2DkiYLFEJG/fySAPAdQudW7/4KNn8eInPw4nTuzjaqctuHP0a+/6EG590uNw+uSOOVE4CY8lgHeGs3wtCThIJbhDkCwRUwleCew8wLL9JoQig8Qm8l5nApAmwKzaVyBXgzstFybHAqAqlyLEpzA3KudEGI0BNps7uHIylwre6l8GXAbwyoDGdVte1ZqSBSleDVGDBBdSvUQM5i0MCQIDz5QluENM6uwgjhKJTB0rz4bcAxmU2OGFYNLZAKDnQMTDmL3fxpTQdQLu2MZuTDnf7JjQDaySjYShH9EdHaI7fxbjkG3pEqteKSUkihiODhD7HnfecB3e+cv/bOOzs6Wri37xJ38Wz/jAm3H6xNLUsbs7zabVAAAgAElEQVROare3h7C3h3bvBLBYVsCuzc/vzj7CPkv2mhZBAF7h4VkuYUVyJSCFgpPgOYCyCdtJaXnxCT4awWaAh1kAJ5I5KoCISgVT0gT1QcJw6EstzK7uKZWbTSjKCtCtAR65PpOAwkISCgU1FPhakvkqQZ5mZtiw8M7DIANUyptl5hPnlTUArd8JVrt6cKeQkiJCGm1GiLINY72UJ0AlghWw14WAl9KBFwTLHSjsDP4ZCkBoEQG89f2fwqvvuro8Yo+jLbir6D/8/odwwxMfh1N7y8LLUmObkWVN8CSBcL0TgAdXTXCZIvikbDceRIVqG0AIhLZpppK7al8Xv7JqK9oxFatfHQfp1wTYTcGejTgU53ObpNJH2U9kr7FinRk7ugLcuRXlnBTP8sGSA3JZJSqSP3F8IAVvZk+3FrUqgzjZlowSooaV4yMbWXrpnwQmFjW9gD7LVsHgNwDLJqBpgoK+wGA9sip3iCk7TYwJ/RAxDAnjkDAOEUerEcMoADBpbLt+3WFYHyEOPfqD84hDDnWSxjFvD9kbNqWIr3n2rXjTT/xjbGlLnn753/4invG+X8O1J3emKln52z8FLJxKlu3CwnKZwd3evqppg5RZ7mZ7KMfgvKTOwBxcYONQSPU2gzurxdS3mAd0bhUr0GfWmWLjPofvcCAvN5vtqVWK53vmpWOUbeWMCZcOJvmYj3vnmC7gYrS5eSQAoSnGRxwQWepWp44ABxLL+QNCFYEgh5aRL5dKREnGnetrFdSlwvMYlBDikOeLHJhL0xAzorkJ+vEIpe0iuXE02WkC7J0tz4cPpE0hO5T8+ns+hm9+2bPmHpirlrbgbob+3Ts/gFPXXYebHrc/AXcWDsXE4CIZElBRSO7gAV4o1KxyzjsqGBv0zIlVtAgTYORJgJhK7qwKyEtdSO5cvzyAq6WHfgxwzLcEfCUJKLOVIR8nmlznQZyU15h35K91EjuY1E7m3h/zUrsxJYwpS8pGlbCVUj07loFalu6VwawlH6wczynARJWb+9i2mSk2TYOmCWgdktbo7gT0MUsCewZu59cDhj6DuoHB3Xo9ZgDIcexW6xzKJA0D4jAwuHtEwVwcs1dsGnosmgZ/92XPxA/+r//VxudlS1c3/fxP3INbPvzbuO1UyGBul23vdncZ3J1EWOwogKMQEBZLhOUOws4ewt6JwuEiiApXroEBu4nUjkGIeIEqwEMzASUTHkNir8V80i1Os8Ast1Vo9zAFeHOgztvhBSD/epCjDElAzzFQ1EnfPAAzwGbSPNGUCNAziRz0lzm4K+MDIRumM0lgy9LNKcgzVlSqok2GJ44gNt9BvIlTBOKQJXgB2T4xJUhMQoJIQqfTY2AjuL6XgD4DuzYvEpoWCE1WvYYmq5uDAbuDjvA7f/IRfMOXPnfzfbhKaQvuNtCZh87hLR/8DJ73lMdPAZ7zfhR1rAEKi2qm7yvkpZRMFF6NKhIv8MvA1/rr+C0RANgEBnqw8kosOVQbEHL1V30q2pkAPPP0lRd8DrTOGj67xhzuYfBFZV/gGY0BuOSPs6RUeKpPsyOhU3y4ktHZ2om6tec4dKNTp4r9nAaoRpbuRemD/rLjRTI7PfkDca7wpsEiyP3I17Yc2kbGLfPTjTkjRjdErIeEw/WAc4d9ri/mFGJDH7FexyzNGxPWq1X2hB1HpHHQ0CbD4XmMAu6GDimOuGZvF//6ta/G1//1v1I/1lvaUkEPPPAxvPcNP44X751lgOedKk5kSVybPRND0yLs7GRwt8sOFwLoWDWrYG+xA2pbqK0ZSTgP5k8O2Ai4A0HVihkMto5h1XzO7LbUecIBJ4NUeojBmkibTEJnYM9J8RigBJCG+PDgTkKybIR2IvlyAM+rUHm4CKHVzpaqVFl5e+MXZ5sW2Mu2ChsCiF2alROw6KGmOKypFNTl3TUtDNeZshdxYNVrBnZyTUB2mHDzk8zZwoCbjDvodyFoMGzX/9AAobWsKO3CwB1CIb37xPkeq8Mj3Pn0qyfrxGdDW3B3AXrD2+7D7Tc/Dvu7C1XNjQI6iDCmuWC3U3Dn98EffpVihTAjKTOwVdtPNEGig/O+u9ayXzgw5pibqjCq/lk/yvK6cmMmUjOzpj7gSnkg5yV3BaMWMEqkq08BeXKdgbp8wjtPaFw8mIRNAJ7YSA4emJE5TmTpGxVSuqh5Y81+TrxmR05TFimzyoUbfAhA2zY6ZzFxGADmkBK7boyEc6sBw5jQjTnMybmjAUOfJXbDELNqOBFW6wHr9YB+dYQ0DhnYxSFvc2Di7ui8Se6GHjeevga/+WOvxe1PvXXuxmxpS7P0ph/5N3jB0b245uSuArxmfx9hZw/UtBk4LRnYLXcQdk8g7O47h4scDy+4bbQL0GInN+AkdKh+jTdIOQEnrVM3ilQP8Ew1iHgpmA1wzXe5Cj2XbcpqyV1tZyfAjgFfAe7cJ1PBUD2j00WvjMNADYdAkZV9RRbSqhgJS604ADIpi2He72weg7Pto4QJ303EIJNUEKBAj8FptqNzADiOaNKoYJiYMbOvKgM76bOAOffFqcfCvaUmgzqR1IlHLEQt2y5BaJBCVsO+/8EjPOtJJ3HNiZOTedtSpi24uwh62x8/gM/EBW55/Iki1p1Ic1R1R0ByufEAz1SCAjXxZGoCMkCogJmCKoTivZc6vY2c1C3nvUt+wxdLWrPG1bnJwWMazNjYTrWm1L5cDAkDqoFqBmbmHAGYpxdkPMI6yLI4iBerAjv2KhVgNqgDTEIfTfVa/EbC4EC5eMdqejFxxKBcv4DFtgkqlZMF+kJy98pYWbI4ppTt6Vj9uuojDlcj+iGijwlHHXvFDjlWnUjtunWP1cERKI2gGJHiyAAv/40cy244Osgq2rHHF958Pd76hu/BiRMnLuqebGlLnt7ya2/FiT/6DdxxmtDu7qLZP4Gwu5c/tsslwkLA3S5L7vbMFo89aoM4XoQ285V2AVrsAq33pPVAzx9jaY+CEzOg9+WS4x+yCKVg8e7yT/4tMgUVAK+U1okqVnoiNncK7jTjRe5h+dk04Bd0bT/lizoW7y0rHrUVXyxApFsQK5hrWO0dgODUs75tHwg5IGlb+WQqJGwltqRsLxcH1xeOAZiGUtopcQF12EFBrPY5BNdHvRsOmGaPV4RG1CAKXhGaPNZ2kcEdgLfe/xC+5s4nT+Z3SyVtwd1F0rnzB/i593wKX3DLdaoG1OwH8BkJKnAH6L53AhBats4Oz4E8B3/4JZhK9hrYddIWL8bUjs+yUQR77ynbhBngK+uv+6PjqLYlq4buVyULViXMK1DBT1J1XtW4XnJH4sQCnXv91TK5XB/L9GBjJM1EIfZ2pq7NqtqUEigEdszgNpLExiONVRcI2Ntp8z1qQjG+VoOp5v0hZueHzkno1kPE+dWAbkjo+6xyPVjHDOqGhL4f0a97rA+PMKxWSHFE7NaI4wBh9kQEYqA3dCsMRwegGPHlz7wJv/qT/wO2tKW/CJ0582m86w0/hS8++RDa/T2E5R7CYqESOyx38/ZeluqVMfBYYseOBIE9bUO7zBI8L5VDJb1z6kBLAI8szQlWToEDavhkQAmuvDfcl/dTeZ5XRyYDcyKlCy5mm8XGyzXrrz9GAImtXgVkNI8sgUWMJbgTKuP5+bbKMhDpnY7RQHAxO02rIE6ke0Ssata2XHuUgDQipJjHItJKgJ0oRmGQgNThgWUoPXi19uDtxe0cNQsGvKyGZaedAtyFFrRYYkjAr7/3E/imL7ljMidbmtIW3H2W9H//5r24+abHo2maiTp2Au5CZikBFgRXXq58OgOqhZMCefCmL7mX6LnztXMGuA8ZcOX6Gi0rYM21Y+8joNfB4utR2baQ3/YewFSXcaCzVscqS6xAnBl6lGA4Z3nIy+LE54gsK0VMhDUHEvaq25TAuWJNYidq2tF5uRLMiUKAokjwckzAUEjscqo4A88jM8qYKNvRdSN7xGZ1bDcmHPUjjlYj1hzD7vzBCkM/ghAwrHuMXZ9DnBwegeIIUMTYrXJQ4rFHihFpHPI8ESHFEWO3wt/50mfhR3/gtXOP65a29Kjol//NT+FufAh7e7sO2Dm17N4JhOVeCepaUTE2CEsOodIuM8hrmlyGgxgLeNNt8gFt8zEAhWek7XvyPMV7mOqq1Un0ggIc481OcjcBdwzsQJy5gntMpIvk3LAuMTkagEJJtZkjBz5ZGYGpowNLLpPkuC0B46xKU1Kb+TF7Dh0alUiqNC1FBauST5dUOmm/hV1iSiC+zsKfkNYrwZdrqZ3eR+6L9EnBn5fUNVniawCPn6emwRha/Noffwzf+CXPxpYujrbg7lHQuz/wcbz3oR43Pf7kFNwpcDMqHQRIeUJ+LzM4aENAK4DNgS+hOXBVe9+K1K6QAE4A3rzjBNw+QKpmrNuu96XuGrxNWZYdrOfGl/Fx4mTOEqtQ/YWink0EDClhjEAfI4O6XIAQVEWrdnS83Xs7OyLOGWv1Zu165sJi0yi2jpIDWKSjYyKshsShUxKO+qjSOgl+3A0Jjxz1OFwNWB2tsTrs0B2tkWJEHFOWFMaEftVh7FagFIEUObRJxwBvcCraEbfdeB2+9299KV7zmq/Flrb0WNO7fuc/Iv7hW/CF16UK3O1myd1y19KRNRyio2kzoGuXOYxKu0RYiDQvAM2C7asMbAm4A0qQUtreBQMx02WkkabxcueC//XnCCG00gNVxXqgBznu1bIFuDOJeuBjAQ6EFmDTjok2RvtG03r4hDH2eiy88C1AoqsOCHkMtvrP5VO0vqfowpq4cSWZC7NH1Dkp2gbz2gzwJiBTpIwsjRPJbAA/Kyy9LKV2rTrxILS499NrxLHHXXfchi1dPG3B3aOko6Mj/MTvfQw3X38KbRMszpmsymDABDDQoNJ28KJFJGm82lsUtlwmSvfrIA/u5FxR1gE6D+QUkBTHDUx6aSEPA4um0Wvg2hbK9c4pD+yY8aUS/Km0zpX1TgxeOpfIQJvwjFGcHwCNGyeA0Ox3StXsJF4dScw7MnDHqgaRzLVOBWtSu/xBWg0xq1nHiEjAMCYc8bFujOiGiINuwMHRgPVRh74f0K06rA6OkMaYpXGREIcRQzegX691tUxpRBqzbZ14yKY4Ym9vB6941k245/XfPfdobmlLjxkdHhzibf/2p3H3qbNY7joJ3t6JvN0uAPb49GpYAXYZ6ImRvElqcn5aBngiyoKANyggAMBetqLWND5nZNum/tsA6ArQlbMq5NyuC1YxYlY1m9WYuYfcktunSoonY4H1pan6JOBI6yKUXLSS2ulQK8Dqx+iPJwdGAQNowfUzSpBhC+ZsgBUueHNUxxUBn6V0zs1HBVjlfmTQ12pf1ZlEpH0S8kTVsS0OxoA3f+BBfPPLttK6R0NbcPcXpJ9+6/sx7u/j1P5SjfCB/JzXsdosHEY+6NWnHnAJwLOl0czCjfdbNiARBuklchJ2xato1UbuGAmeD9shYGZRAUNPbQglW/KPVPB9r6901/B1ImFrQlDbOskoYdI68Xg1D9lIhD76LBXGPXN2CUk1RroYzvZ0pipPdomNPZQq2Aa5vm6M6CPUg7bnYMTrITtQHHYDDlcDDlZdVrX2A4b1gG7d4eiRA4wC7MaYpY+rNYb1GgAh9j1CGxAoMbjLIU5SjLjthtN4w/d+K15813M2zuWWtvRY06/f88u4Y/1B3HjtElgsGdztKmgTYKeSupbLicMFS2hCaNggOCd8R2gc7zBJnqr3vPRuwj4MRG0EeLOgLhRXEUFBZwYcUCmVd6rQoLwhFFI7rUQBWigBnAKeYE1TdPsOWAUbU8FVHagtwa3/IHAb0l/fRwV2VJ4ncvaEZQxA37bYUepucG3zQZ0W2VCpBY/E2dOFYM+EAvl2kWPZocGHzvY4fWIft934+Pqmb+kiaQvuHgO69yOfwpsfOI8brtvXGGkSzNgWdFVQXmJwV0nR5H0QqZy3aVM+BXutRMJUq2RLr1drw6sTCycN1079SIjkKoQS5Amp5K5YjVpfdVcYV1U/AQq8IgO0NoCdHMx5QkDcEBOrXH0Q4wzuEthBgoAIQss96GIZgT1yCJs6owYwH3ZGwObIwYeP+sgesOKYQVh1Aw66EYerHut1nyVxvfyN6NcDDs8dYOx7pJgQGdz1qzUoZgNmSknj1QmDTUOH09eewDffdTte98+2QYm39JdD733PvTj3H9+C5z8BWS3LH+OwcIDOg7t2YfZ2KpEJpkYUe6tCTWsgjBznIwGBMwDPg0MhknbmAB4jLAvEwYDD9UNAp/r4imo2184/XmpnAC1IWwLwnEbEyoodXIMAKuzqxKlCAxBPhlxwVe1RCAHmBQuIeplSFYeOxDOYnfVURSugjgz0BumTATqqeKSXaAYRDOg8BruXonr1NnYAJBYimgUe6oDf+fDD+IaXbqV1f1HagrvHkF735vfj9OkchiJLokyClF8f2wahAHcCxkAm8WsaYNk0asTvye9lcOVBmwHFOvtFCfCCgUVdMU4fh1YlggY+xUaQssJkEmW8ljCC2xA1q6g/hfHmMVu6LyCDyuTUrt0YMQoP4vJE2TavH6MGI5a5B6CSOgCqbpXAxGVIFvNK9tQ0ub0xJgyJ2AuWsB5iTgsWs1RwTAmfevARHB4caWqyYRjRdz36bkDX9Tg6OMo2dcOIOIyIfZ/bTQnETDmliDT22SOWAd5LvuBm3PMD/yVufNITJ/dmS1v6fNLq6Ahv/dmfw5def4hmyZK6ViR10/3QLjnbQP64C7CjAAQKHPB4CQNZJuEqwB0yEELw/KkEc/4YEQFiB+gAo4nOvPTJSZaChe2QEB4UsvoWAsD0k+kkbgKOQNAUYVyWONhvCfBE3RoU0Gl5RC1tqkxYm6j34YCl2HST9lOAHCh72gc4QEdQQOdnvKzdA2SosFLbVSQod8A5VXhw14rtZWljh5ADMr/9oyvcfceTcM3Jbey6x4K24O4xpjf8f+/DJ2mJ667ZVQBjUi0LuAsQmuDs2Ryokzsi6sCAgLbJ4TbapspRC2MbhaQuOLu7GuAh56r1wE/I26pZ/RnM1faBnucsGPBZ6IEK2MFsEmWMyTNJBnhjMvG+SASHmNOH+RyuiRj0MeiKScBiCVIJFjrFGG7NHomDDpdgl4gYvCUH5PJ2x+rX7MxBODjq8OlPfgb9aoW+6zH0A8Yx5v6NCeujNY4OjjB2PcahFwNCZuqJF/MsuRs7UBxxy42Pw7f/1efgu//Rtx77zG1pS59v+o1f+lVcd/AxPPeJrZPWVeCuXWSvWf6ghwLUNRpCJXCqMgAGCgT0FNK7Gno4qZ1TZxrAA6COYQ6g6JXeoQNAa+DTpH65z63wcc/cHCATcKdd9KrWwtvVpHZGbPlHABBtLkiYrUjvmF9ITD83YgBqZyfNaDuqgnXhT1SFTHZshjy4I/I83wQVBdCD2dlZ39nbWdTwIsXleH8fPyR84MEjfPVdX7ChF1t6NLQFd58jev1b3odztMSp/SWDmVItGzhXLGDgAzB+oVI3AWqV5G3RBLQcjiUmwrJt0AY53xQgzMKgbAJ4+WRyj8ImcCd1WX4ze7mzJ2kel7fPE/G+SNmKnK3cZtOYChZcJibCOka0IbBXbOmZHFMGdsSgUebHA2Sde578WjJHBA2JItfL/A8x4bCLGutOUpX1ozhLJKz6EQfnDnF0/ghH54/Qdx36dYehZ7Vs16Nbdzg8d17DJNQr6zT2kMTdAGEBwpc/91a88Ydeuw1IvKVLmv7Dz/8KbooP4unX77Aa1oBdtrlbOslTQGBQF1oOecHx74xKpkIIiiAK4KfgTy7z4M4qMIBXqjcV4jnAR2Ee3KlEy/PHQiIIB+ICSnu3ZJ6ngKkCpB4SiGlpKz1koqIPwjMENPnFMYAYISVDgEkSGdiRqozh+iegtISLEz4p8wV3uzwoZCBLIZiNpQQuDhy3rsnATlTgPbX4zfsP8ZXPuxX7Wz73mNMW3H2O6Qd+/b0YFzvY31kUkrsQsvOFvp78wS/AXWM2dz4YsUi0KJmH524bsGib7N0ZgKbl0CpVPLYSoHGCe2GMG8AdIFK5EhySKQ8cwAvmBQy3WIXZrYk0TbxgCdDYxoFB5hCTZgORvoinq88MIuBNtLke4Mk4KCUFfGqQLNdx0OMxJh0b+N6cX4/ox4SRzNYuh1LJgYnPnj3AsM5q16Nzh1gdZnA3dNmJIo4jxn7A4cEhYteBkFxYA2OyKY6gFEEp4uYbH4fv+9tfhm/9lq/77B+2LW3pL4GODg7x9l/99/iC/fN40undwrkCEtybwZw4WIQmh7tAezy4U+bA2SpUuel0g1Npn6+gluAZsMvXGgcjIPcbTvIEoFEpF9xvqPqdbX21bhc+JeemzdeSMCdZ5bEXrqmIYYDTazZC40AjSomeqF+TSf2sfrHBSwr8jCmz1I5BWTmaem6lfx7QyX9B5yWnRmuhwag1v61TxYYGn1oBf34A3P2cbaaJzxVtwd3ngT7x6XP48d/7M4TdJZZtqxIrP/OlJ61TyYZQxKkDzLlA7eQSsGwCdtpGAxArqHMx2RacDUMkdpaerClXpdUvYJI+twbnX8Dz4yB9dWFeiO3mGgChMS9YSSEmEjGFiwyuRnKZKPh34ODDQM4o0TQNJI6g7wPcXJUA2rZjSkiJ08hFUmEkEQO7mCV0I9vUjZHQDRGHh2ucf/gc+nWXnTci4fwj5zGsO7ax69Cv1ogxYug6pKGH2t5QYkmiW72nhGtP7eNrX/gU/MQP/sMLPU5b2tIlSZ/45Bm8962/hRc8YcQ1J3Y0FRmahYE5B/Cy5G7pavCSMDhRuoCDGoBUL7QesYDIub4S8BmQKo8Tq4uD2MwxQFKZIFkL+bLK2SFFmLOBSfAU3BGBYuR1XQAkv7gfkUjkkuPHlNiLl5xTBww4ORVwqLg2UoLa8Llxi91fqVctZ1Y4vG6H4OztqCrNVRZ2dcEBuwCEFkepxVvuP8A3vGzr7f+5pi24+zzSH3zoE3jTvQ9hsdtmH6nKxs7vt8GBu2DnfSzfINdSBk57y7YEdA2c9C5MgV8IaNts/toyQ/NSL6BYp5rXbHUcQLEq1rLMjL20rmGGTcT2csR2dgiqbpXxWnw7wsDZJ2R+JA6eLCorlsbfBElrBAWRAHvWjlmaF9leL0bCGCOGmDNdDGNiW7+ssh3GhKNVx04RPdarNfp1j37dIY4R3WqNse8xdPnYwIGIU0ycbSKBUmaokmGCGOjd9ewn41++9j/B3S953qN6rra0pUuJ/uT9H8T5e9+NO2/aR7tcZmAi+WcLqd1SQ494IsYe6r3KYElzlFpJ/pnjWNPj7KbmQFmpls37pppFEKndXFsMID3AS9lZgTtv5VNEVosm8yYF8tgDCmxVL/KJAVtgNWeAWxQCPB4wiJTMEnJW4pUayDVAW4E0liaSlvDXTDGgyetMZZ147rL3sw91kqWuf/IQcN311+GpT7oeW/rc0xbc/SXQL/zufXjHJ9dYLjnuD5A/9oC+a5oCjF+fmEplg/xSQtZaANhdhCydcymy2grUtRXQI1Y57i5b7LQBbduUKgLX70aYTKHesAWh35cYcbKw9MGFAxGGlOPFySJSwJ/Y40kkdAIQY8Q6+th37EAB4cEVh9SVZJZwUgiIkVRiOowRR+sIIqBpG80de+4wA7UIYGAHjj7mzBProw5Dl8Hb+uAI/bpDv+7RrXscPnIeQ98BKSGOQ1axUgSllFWucTRpHQO7tm1x9xfehr/x0mfh73/733j0D9OWtnSJ0u+98/cxfPIBvOTJJxjcMbATid5i6ZycMp+bgDpnsxXQsGmFtEDFz2RZWh0PIWTpmgNf5ICeEqtmTQVZSe1qwBcaXrClqnwA4gBzlpBFHeUxwo0VOQUYUsrMnxevsnoXyVmhCeZzWZrmZW1uPCK1LFSrNVgTIFhKRi2dG++zrWBoCmYLWXErqGsaDkocENHgTx4iPNQHvOKF25ywn0/agru/RPrR33gv7j03ol3k1auG44CFN4liT8HX1L8pSiym7LG6s2w0q4IHcWVO1IAm5LyriY3893cXaEWt22T7PQFOttIzlYNJ7Kp+uX1pTySSiW3oRB0rLMarqf1v0wSMibDuc/aHZZtVJ5IzNgPDDOCaVlQrFv5kTIR+iAo0xWZvGBMO1wOGkZN8Nw3G+P+3d2Yxkl1nHf+dc29V9XT39HgWezzeZ4yXODE2dhzjSHGiJIjVCURBCLEIXnAewwMIeAcFJMQjD0gICYSU50iAiBQSJbGzmURxbGMnGHtm7BmPZ9zTWy33bDyc5d5b3RMHYmdmyt9P6ulablXdul1z6n//3+bZ3GkIzuOtwyYBapxnZzLFmSZOkZg2THcmmJnBNEncra8TvCWEOMqnFXIeZ0y6LV6vKs0HHzjB4489wq/+ygffok+SIFy5fOkLX+GAucB7blxNzl108EI9KFGAPUVdbkkCKXcvhyHzM+/h2IW529OCqlKkpNcWJN2Xp18U4aNiQcX8DNW9RF7c7ySnSnVqSCLS9/c1xNmzpOhKeS9VFe9zNomkmLNWwq10Gg1r6H4L5JPt3Q4d5XJ7NHT//vmv/hC6dXK95wkBlDPp+Oi2QEW15kQMtUenzqmKp855Riv7efAuGRt2ORBxdwXw55/7DqcmPla/+nhqmkOZ3XOkXa5dANVx7lr3TvfCs1Un/y4XRuR+cjGECvuWBnH79KOSMKtTYQZKdcTdXmJOzV2PwqtOOXEuUHLo8mJeFgU6FbAh5ra5AFpFhy6HULXKve9ivhzEubIzG5tGjwZVcSN9iEUSjYmFGYRQxsQZ5xlPbGxrYlyciRhgZ9zgykiwWIlrA2xt7mBmMwiOZhLz6UxjmI0nzCZjvJmlWbBRxIU0ZDt0Fvm1tWU+8J5b+NPf+wUeevDdb92HRxCuAibjMU98+UluXW647drV1PApkFQAABA3SURBVP+uW5Had+m615Ma6mzbZbdDt+t6R8y04q510dtpNjnM2l3jLuHWdcOzIbmC3TmsbVy1t851rUeFL0IyQBoHlvZDJ8GXZ7oSovM5f7x6xynvX/tNkdvHtCfo+VjmzcOu91SeIT+n92BNvKeTR0cKa6v8Orpi7Gu+ec5x4uYbOX6DhF8vJyLurhA2dnb4i397nrMT3yuK/6HiLq1TuiPuBpVisCs026m8TcIuu4NaxXFno2EdK2c7Aq/7U1Vtnl53h8r5rupXzua1MiSB1H1YV9ypdDm3NbGurWzNeXXGtXkmtVZpVmzMhXPO0+TRYj4wrHURcVHcubZgInhqrbE+MJ5ajPWxObF1BA+zxuKtiwLPOrz32AAbF7doJlOsmeGaGaYxmMkEb01sY2JNakTsUuiibUw8HNQ89sid/OUf/gY333zsx/yUCMLVzcbmJt/4ypM8fPMyK8sj5kVcULp3vZeY3xU05d85l669En/1Fp5cORqKsFOdy3lKRBFr+Xl6zt1er5ceW547u2XtmWxc66JbWKRVXDjb99eZLIHWBOeSjsqFKCnCQw7Pzh23znsvIdZOODauyXsI5Bwq7hynIvCcI49e6x3PMnUkvr5B8x9nNA+/+wSHDq4hXH5E3F1hvHDyLH/39dOcGfvU0Defdfa3i5MNUki2I+4qBcNa73LstFaoJHhy8+Is9kaDisGgittXHUHXFXtJ3FkXQ4uwt/Ccv17alHTCAzncG6MScb6rdXHRmg/R5nw4UljVek+tVJlaMW1cnDObRKFznrqKzZ6tp4g7lwWg82ilmDauI+6igzedzFAovHM4G8Ozxhgunn8jzne1Dc7EBsOxWMLimmlqYxLP2OPCGLj9luv4wD038Td/9rvSq04Q5jh96lWee/Y5Do8C991yTREKpVVHcYbmHLyOuGvZw72jK9DyXa1bV8ZsdUKfvXmrb5K/N389ZIGUBGTJn8vCMQs/KPl2PSeyF4aN4xNz8YnKUzzy8UmPLeJtL8EGEOZuV53q3K57B6VdSru/jhAUivQ+uuIuR3K05sxswFPn4eMfeu/u1xcuKyLurmA++9Xn+PyLW1yYuF33+dTkrbh2oc29G1SxyXERaSouK97F/Lpu7zytYDSqYii3iLos6HS57EMKYSrFaBhzQi4l7rqXrbU0AepBbHnQnkjGx1vncKFtj9LNxgvpH+uJVatpCkU+a7XeM21c29g4uXk+FZ9oDSaFZbO4cx2Xzzofnb/G0sws2+sXUHqA9yo5eB7TzDDj7Tjv1c6wzZRgbfwbWJNCsrnFiee2m67l1x65g8/8ye//WH97QXin8I2nnmbj3FnuObbC0YPL9EK0u0Kyewm8kuNRbtndrDx0Rm61TYbVnNiLt6v2vu5r9F6i/7XpIW7vbRJD7cleFkdFAHb3WdF5P+k5tUalwgSq2EYmVHXJd86h0HIMLiHuilM3fxy8o61mTbf7ti9fDC3nNBNF7MXne/l958yQp9aHfOxDD+56XeHKQMTdVcDGzg5/9S/P8sKGZWsarXpnU2iVvnOnie5dNzQb/792hF1P4MG+UUVVVW34tZd7B8Y6vLXpsYrRKIZw30zcee8xxuBRuHoQC0fyepLWI2cszgV0XfXCtfn3rInOm6cdR5bzVprUsqSMI0vCLjt+7eVUzOFibp6xDmc8zjpMY1KhxJRmvBOdOSq8C/H+WXTqsmvnZhO8M+m7weNdQ6UU77v3OL/80O380ad+/e38KAjCwrK5uck3v/VdloLhgeOHGAyqthHuHuKuzS5rw6N7t+Jlt4Cbux5CatNUKgpCb5LEm4m7gs9hzK6Dl4USdN2xsg+dPLzo1qXRXCr1BKwHHaetI+i673VPR3OPfU1tmeJjdHndnEaisvh1rjiPuR2LU5pnNge8ptb4xfffd4nXEq4URNxdZXz1mZP87ddO8/q2wdjQCrvQrkkaGNTtMhcCZcxYzrPLlyutWFqqd7t2WuG9pzEWndyy3JxYa81wsNu9g3441hgTFwcVczL8YEBVVZ2TzIBtGjAOBkN0pTviLva/mxlXQrQuPb/SilrD1PgyUzZPrvC+DelOJzOm4ymD0QilFM46bMqnc6kq1juHM5bp9hbeNKkq1hCIxS3NeIy3M5TSeNtgp+OUWxdYXR5x4qbDfPoT7+e3Pvlzb+8fXhDeQTzzwku88uKL3HJkmduPHeCHOXel19peocmyUWidKVphFdLorTxRIZ4Ed3LydhVS0Lte8vMUvZBm37Hz4PMmewtMpStyi5SQxkfm+auqjGhr33fs+RdfN6BSoUjej96OtkcpBLBNf83O4fDcizMk2ZwqdwmBqVecmlRcXLmRR+6T+a9XCyLurmL++nNP8eSpMa9tNBCiwCPk3Lt0NhgohRDZqWunXsT8vJJvl3LrFNAYW3JPFPGsVpWiDBUrUzt5G/PLqrUW51xcKLTGoDEo1HAQXT8FzjqwltpZLBo1HMbFLYmzmXFlvFogund5/FdjHRAYDodp0kTMu/OpL523junOJFW+OnRaKH3aJqRtvHPMxhPsLLY7iQJvhrOWQIUZ70SnLnWWP3xgiQfvuokHThzlj//g4zITURDeZr70xFPY8Tb333qItZVOEUYpEmg9vEuhwpxjRscxm6/2KuHZkIokyh27Lscorib37yyP9T6GP7N7p2inTsyLzBKGpr2sczNlHdsZkH3JrrijvO+QX7O9iXmBF5yF1M6kd2yUSmHYUATeRad5bl2xqVf46PvezZKsc1cdIu4WgJNnL/CZf/0vXjg/Y2vHQnKvuoUT7eW+uMvFFDkE65zHWVvmz2raDullrJiKxRbDYdtdvru0eu+xxkI5owarksALCjUaxh52s4YhgYF32AAWjU4um3Eea9vKWQCvwFrPzFhs0+CT4KrrGoih5+jieZxxmDIeLLY2gXgAQnb4nMc2hmYnCjhXnLv4460F77jjtqO86+bDfOjem3n8dx57u/+cgiDswStnz/O9Z57n8HLFfceP0A9Rvgnex+KAEHvNqdwvLoclode+pOuu7Zl7ly+pVlz1XD4fINi2qAKSS9eGQUtbll0h1+TY6aoVcWXs2CVCsSGHUHNotX9cQgjgmrbdSieUTSpke2VS8YNNTbW6xocflrDr1Y6IuwXjn77wNP/8rXOcu9hgnU8CTZUT1Hw5i72lYUVdx3m3WZDFSRS5QMN3cvUUKvfAU4phEoVdQgiYJvZEystmVYFVFQaFRdOgUVozVIE6eGof8+4sGqM0ejBk2rg29y59RE1yE713MXSak5aBejiEVHkbfKCZNTjjYlWrdwTX9p7L7mBwntnOGNdEpy63NqlU4J7bjnDDwX08/tjP8uFHJWlYEK4knvz2czQb65y4fo3rDizvWod6zOXXqU6uWdkkb1fcNIpY2jWCjCyJ2EPcdQRiiCeWcYs0fjBXmmYhpvIUiBRiDcT903HGbAn7lv3vvGYvwzDn73WKIvJjSa6dd7HgI2GC4uVxzeltuP747bznxI0/0rEXrg5E3C0w33r+NJ/92ku8vG54baPh4lYDtOd+Vap8tS6KH6VS+JXOb9p8u9a9SwIx5d51McakGao5pAtVrbBKR/GGYubBGs/SqC4CD+9xaKzSjJs0yoYk7LJzZy26UmVaRPDRpQs+NiKt6wFKg3ee2WRWxF+Z8VpmvTpUVeGdo9kZ451l31DzUzcc4METh/nUJx/lzhPSVV0Qrgaef+kML516FYzhurURd96wxrDurEtZ3F2qZQh0jKyuwGvz4rqtUUIpgJh7rjx+LHQEIjFCoIgnpaUJfHr8/CivtrYiP161d3T3KVcShxyWTo5kDjfnCn6VkvBSFGJqAyfHmv+eLPHe++/m2OGDP+JRFq42RNy9gzh15gJ//8UX+MH5GT84O2Zz2+CcTSHagFYhVeaH1rWjFXY5pNt17wZ1694553Euh2Pjx0oRqCuF0xUWRRMUk5mDENCVZnmppg4e7SyWisYrxjMbB44rVRZJZx3OGeq6wjRxTFhIwi6HWkKIVbcoaIq4Cx2Bl+e9xoTna1ZGPHTHEe4+tsqnf/vn2b9/5XL8WQRBeAs58/o6T79wEts0HD+8xC1HVqLYu4SwCwClkCLdUoQU0b3D97fvNQ1O5F5wpfo2icnk4OVed7mlSBzhFfoSsax5c1/LHcEYUm5d2xIl7XfHtWvdu8DFJvDsemCTfXzkoXskT/gdgoi7dzCb2zv8w+e/x9NndnjljSmvvr7DeGpKEUXON8njyMpPuR6rbQd1lapjdws7krjzVYVFxwpXmxdBqAYVS6Oa2hls0OzMYnGE0jq2TklhWds0MYxRKbyxqXQ/tL8DRcypSqewbQqrAIf3L3HHDfs5sn/IkdUB9956mN987NHLdegFQfgJsbW9zdefO8l0PGNtpLnz6AqH94/K/Xm16jpjak7gZVeufFnuJRQ74m7XNr5tLRLPmFPXgOz2MSfnchFGvpqeUxWB10ZG8j47H9gwgZNbnvUpTILmwNp+Hv2Zu/8vh0tYEETcCT3+8d//k6+/+Aanz0/5/ql1tsdN2wZlD4EX3TuNsbYshlnU5YVnUClCXTPz0Mw61Vrpk1cPB+yrYGY9s6YzamwYGx9bY2JBRJr+UBy5rnNHFJpHDy7jfOD+Ww9w/dqId91wgI995AEOHtj/kzmAgiBc8Xzx299nY2vCykBxz7FVDu0foIsLNi/s2kKFkh+3F2UKRcrIUx3Zlh0173uuXX5Mmx/XLb6YI+2X8YELs4AOgWffcEx8xf7VFR6640ZWViX6IERE3Ak/lPWNLZ747ss8f+Yi57YbNiaW7aljZ2rZmhjOXBgzmzmMNaXZZVfYQaBWoAYDJo0tBRDl7sRoWPeEHRBDrIHowuUwQ8oBvP7gMscOLXNwecCh5Zr7bzvEJz7yINccWH37D4ogCAvFxsYWz55+g/XtSeyt6TyVhqVasTrUHD80ZHmgGNWxbdSe5HYkJbev+9WaTkKdbV27/Jjg+nIxhVNdCJybBM7ueLZmgS0TWFtZ4eG7RMQJb46IO+EtYX1jiy9/53/4/qvrvLY1Y3Ni2ZwYticNr18cs7455dprlhnUikGlqSudfsdRabmv3bVrIwZaU1fgvGekNfuXByxVmn3DitWlil969Ke58eiRy/2WBUF4h7F+cYvvnb7A+e0pjYlh1oGG5RqOrlYcWa55ZctiPRgfG7E7DzakNnfeM6oVO7aVft6miv+6ijPBlWJQBx6+4yauuUYiDsL/DxF3giAIgiAIC8QeJT+CIAiCIAjC1YqIO0EQBEEQhAVCxJ0gCIIgCMICIeJOEARBEARhgRBxJwiCIAiCsECIuBMEQRAEQVggRNwJgiAIgiAsECLuBEEQBEEQFggRd4IgCIIgCAuEiDtBEARBEIQFQsSdIAiCIAjCAiHiThAEQRAEYYEQcScIgiAIgrBAiLgTBEEQBEFYIETcCYIgCIIgLBAi7gRBEARBEBYIEXeCIAiCIAgLhIg7QRAEQRCEBULEnSAIgiAIwgIh4k4QBEEQBGGB+F9M910fovy94gAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%time \n", "\n", "# Create the sample function\n", "sample = fenics.Function(V)\n", "\n", "fig, axes = plt.subplots(2, 2, figsize=(10, 8), dpi=80, facecolor=\"w\", edgecolor=\"k\")\n", "\n", "axes = axes.flatten()\n", "\n", "misfits1 = []\n", "misfits2 = []\n", "\n", "for i in range(10):\n", " for j in range(4):\n", " sample.vector().set_local(combined_operator @ np.random.randn(combined_operator.shape[0]))\n", " C = sample.compute_vertex_values(mesh)\n", "\n", " sample_vector = sample.vector().get_local()\n", " \n", " operator_applied_vector = stiffness_matrix_sparse @ sample_vector\n", " \n", " misfits1.append(np.linalg.norm(operator_applied_vector))\n", " misfits2.append(np.linalg.norm(mass_matrix_sparse @ operator_applied_vector))\n", " \n", " axes[j].tripcolor(\n", " mesh2triang(mesh),\n", " C,\n", " shading=\"gouraud\",\n", " cmap=plt.get_cmap(\"RdBu\"),\n", " vmin=-2,\n", " vmax=2,\n", " )\n", " axes[j].set_aspect(\"equal\")\n", " axes[j].axis(\"off\")\n", "\n", " plt.tight_layout()\n", " display.clear_output(wait=True)\n", " display.display(plt.gcf())\n", "display.clear_output(wait=True)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX4AAAD4CAYAAADrRI2NAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAXaklEQVR4nO3df7Bc9X3e8fdTISAFjxGWkjCAkKg1tcEGQW8FCUyMnRgEpsiZ0olUFysEjyYEWrvxtBb2DCRiOkOaGTvj2DHWGFV2bIMdbFLViGBNIcUuEeYKix8SYF/LtEijGckI86O4doWf/rFfwWq5e3ev9vee5zWzc89+z/ec/ezRuY/OPXvOfmWbiIiojn806AIiIqK/EvwRERWT4I+IqJgEf0RExST4IyIq5qhBvfD8+fO9aNGiQb18jLlt27b9xPaCQbx29u3opW7s2wML/kWLFjE5OTmol48xJ+l/Deq1s29HL3Vj386pnoiIiknwR0RUTII/IqJiEvwRERWT4I+IqJgEf0RExbQMfknHSvqepEcl7ZD0p9P0OUbS1yRNSXpI0qJeFBsxW5JOlXS/pJ1l//3wNH0k6dNl/31M0rl181ZL+mF5rO5v9RG90c51/D8H3mP7ZUlzge9Kusf21ro+1wDP236rpJXAnwG/14N6I2brIPBR249IehOwTdIW2zvr+lwKLCmP84DPAedJOhG4CZgAXJbdZPv5/r6FiO5qecTvmpfL07nl0fgl/iuAL5bpO4HflqSuVRlxhGzvtf1ImX4JeBI4uaHbCuBLZV/fCpwg6STgEmCL7QMl7LcAy/tYfkRPtHWOX9IcSduBfdR+ER5q6HIy8CyA7YPAC8BbplnPGkmTkib379/fWeVjZtHauwddwtgrpyDPAZruv8Xu0tasfbp1D92+vWjt3T3drzpZd6va2qm91fLRXFvBb/tV20uBU4Blkt5xJC9me73tCdsTCxYM5GtUoqIkHQ98A/iI7Re7vf7s2zFKZnVVj+2fAvfzxj939wCnAkg6Cngz8Fw3CozoVPls6hvAV2x/c5our+2/xSmlrVl7xEhr56qeBZJOKNO/ArwXeKqh2ybg0BUPVwL3OYP5xhAonzXdBjxp+5NNum0CPliu7jkfeMH2XuBe4GJJ8yTNAy4ubREjrZ2rek4CvihpDrX/KL5u+1uS1gGTtjdR+8X6a0lTwAFgZc8qjpidC4CrgMfL51QAHwcWAti+FdgMXAZMAa8AV5d5ByTdDDxclltn+0Afa4/oiZbBb/sxah+INbbfWDf9f4F/1d3SIjpn+7vAjFeYlb9Or2sybwOwoQelRQxM7tyNiKiYBH9ERMUk+CMiKibBHxFRMQn+iIiKSfBHRFRMgj8iomIS/BERFZPgj4iomAR/RETFJPgjIiomwR8RUTEJ/oiIiknwR0RUTII/IqJiEvwRERXTzghcESNN0gbgcmCf7XdMM/8/AB8oT48C3g4sKCNwPQO8BLwKHLQ90Z+qI3onR/xRBRuB5c1m2v5z20ttLwVuAP5HwxCL7y7zE/oxFhL8MfZsP0BtLOh2rAJu72E5EQOX4I8oJP1jan8ZfKOu2cC3JW2TtGYwlUV0V87xR7zuXwD/s+E0z4W290j6VWCLpKfKXxCHKf8prAFYuHBhf6qNOEI54o943UoaTvPY3lN+7gPuApZNt6Dt9bYnbE8sWLCg54VGdCLBHwFIejPwLuC/1rUdJ+lNh6aBi4EnBlNhRPfkVE+MPUm3AxcB8yXtBm4C5gLYvrV0+13g27b/T92ivwbcJQlqvytftf13/ao7olcS/DH2bK9qo89Gapd91rftAs7uTVURg9PyVI+kUyXdL2mnpB2SPjxNn4skvSBpe3nc2JtyIyKiU+0c8R8EPmr7kXK+c5ukLbZ3NvT7ju3Lu19iRER0U8sjftt7bT9Spl8CngRO7nVhERHRG7O6qkfSIuAc4KFpZv+GpEcl3SPpzCbLr5E0KWly//79sy42IiI613bwSzqe2h2NH7H9YsPsR4DTbJ8N/CXwt9OtI9c6R0QMXlvBL2kutdD/iu1vNs63/aLtl8v0ZmCupPldrTQiIrqinat6BNwGPGn7k036/Hrph6RlZb3PdbPQiIjojnau6rkAuAp4XNL20vZxYCG8dgPMlcC1kg4CPwNW2nYP6o2IiA61DH7b3wXUos9ngM90q6iIiOidfFdPRETFJPgjIiomwR8RUTEJ/oiIiknwR0RUTII/IqJiEvwRERWT4I+IqJgEf4w9SRsk7ZM07Xi5Mw0kJGm5pKclTUla27+qI3onwR9VsBFY3qLPd2wvLY91AJLmAJ8FLgXOAFZJOqOnlUb0QYI/xp7tB4ADR7DoMmDK9i7bvwDuAFZ0tbiIAUjwR9RMN5DQycCzdX1202T0uQwyFKMkwR/R5kBCM8kgQzFKEvxReTMMJLQHOLWu6ymlLWKkJfij8mYYSOhhYImkxZKOBlYCmwZXaUR3tDMQS8RIk3Q7cBEwX9Ju4CZgLrQcSOigpOuBe4E5wAbbOwbwFiK6KsEfY8/2qhbzmw4kVE79bO5FXRGDklM9EREVk+CPiKiYBH9ERMUk+CMiKibBHxFRMQn+iIiKSfBHRFRMgj8iomIS/BERFdMy+CWdKul+STsl7ZD04Wn6SNKnyyhFj0k6tzflRkREp9r5yoaDwEdtPyLpTcA2SVts76zrcymwpDzOAz5XfkZExJBpecRve6/tR8r0S8CTvHEwihXAl1yzFThB0kldrzYiIjo2q3P8khYB5wAPNcxqa6SiURylaNHau1/7eWi6Vf92+rXzmkfSt5PXnqn2Tt9TRAyPtoNf0vHAN4CP2H7xSF4soxRFRAxeW8EvaS610P+K7W9O0yUjFUVEjIh2ruoRcBvwpO1PNum2CfhgubrnfOAF23u7WGdERHRJO1f1XABcBTwuaXtp+ziwEF4bwWgzcBkwBbwCXN39UiMiohtaBr/t7wJq0cfAdd0qKqKbJG0ALgf22X7HNPM/AHyM2n7+EnCt7UfLvGdK26vAQdsT/ao7oldy525UwUZg+Qzzfwy8y/Y7gZuB9Q3z3217aUI/xkXG3I2xZ/uBcilys/kP1j3dSu3ihIixlSP+iMNdA9xT99zAtyVtk7Sm2UKjeI9KVFeO+CMKSe+mFvwX1jVfaHuPpF8Ftkh6yvYDjcvaXk85RTQxMeG+FBxxhHLEHwFIOgv4ArDC9nOH2m3vKT/3AXcBywZTYUT3JPij8iQtBL4JXGX7B3Xtx5UvJkTSccDFwBODqTKie3KqJ8aepNuBi4D5knYDNwFz4bX7UG4E3gL8Ve1+xdcu2/w14K7SdhTwVdt/1/c3ENFlCf4Ye7ZXtZj/IeBD07TvAs7uVV0Rg5JTPRERFZPgj4iomAR/RETFJPgjIiomwR8RUTEJ/oiIiknwR0RUTII/IqJiEvwRERWT4I+IqJgEf0RExST4IyIqJsEfEVExCf6IiIpJ8EdEVEyCPyKiYhL8EREV0zL4JW2QtE/StGONSrpI0guStpfHjd0vM+LItbEPS9KnJU1JekzSuXXzVkv6YXms7l/VEb3TzhH/RmB5iz7fsb20PNZ1XlZEV21k5n34UmBJeawBPgcg6URq4/OeBywDbpI0r6eVRvRBy+C3/QBwoA+1RPREG/vwCuBLrtkKnCDpJOASYIvtA7afB7bQ+iAoYuh16xz/b0h6VNI9ks5s1knSGkmTkib379/fpZeO6NjJwLN1z3eXtmbtb9Duvr1o7d1HNK+bGl+nVU2HHvXP23mNxuXara2+73TT09XQrK5W7Y3rn+n1W9U8m76drqdT3Qj+R4DTbJ8N/CXwt8062l5ve8L2xIIFC7rw0hHDIft2jJKOg9/2i7ZfLtObgbmS5ndcWUT/7AFOrXt+Smlr1h4x0joOfkm/LkllellZ53OdrjeijzYBHyxX95wPvGB7L3AvcLGkeeVD3YtLW8RIO6pVB0m3AxcB8yXtpnaVw1wA27cCVwLXSjoI/AxYads9qzhiltrYhzcDlwFTwCvA1WXeAUk3Aw+XVa2znQsdYuS1DH7bq1rM/wzwma5VFNFlbezDBq5rMm8DsKEXdUUMSu7cjYiomAR/RETFJPgjIiomwR8RUTEJ/oiIiknwR0RUTII/IqJiEvwRERWT4I+IqJgEf0RExST4IyIqJsEfEVExCf6IiIpJ8EdEVEyCPyKiYhL8EREVk+CPiKiYBH+MPUnLJT0taUrS2mnmf0rS9vL4gaSf1s17tW7epv5WHtEbLYdejBhlkuYAnwXeC+wGHpa0yfbOQ31s//u6/v8WOKduFT+zvbRf9Ub0Q474Y9wtA6Zs77L9C+AOYMUM/VcBt/elsogBSfDHuDsZeLbu+e7S9gaSTgMWA/fVNR8raVLSVknvb/YiktaUfpP79+/vRt0RPZPgj3jdSuBO26/WtZ1mewL418BfSPon0y1oe73tCdsTCxYs6EetEUcswR/jbg9wat3zU0rbdFbScJrH9p7ycxfw9xx+/j9iJCX4Y9w9DCyRtFjS0dTC/Q1X50h6GzAP+Ie6tnmSjinT84ELgJ2Ny0aMmlzVE2PN9kFJ1wP3AnOADbZ3SFoHTNo+9J/ASuAO265b/O3A5yX9ktpB0i31VwNFjKoEf4w925uBzQ1tNzY8/5NplnsQeGdPi4sYgJaneiRtkLRP0hNN5kvSp8vNMY9JOrf7ZUZERLe0c45/I7B8hvmXAkvKYw3wuc7LioiIXmkZ/LYfAA7M0GUF8CXXbAVOkHRStwqMiIju6sY5/mY3yOxt7ChpDbW/Cli4cGHTFS5aezcAz9zyPhatvZtnbnlfW31bmanvbF5zuuVmW8N0/evnNdZ6pPW1U8d0tcxm+U5raee1pttWvX7diHHV18s5c5NLRMTgdSP4Z3ODTEREDFg3gn8T8MFydc/5wAu233CaJyIihkPLc/ySbgcuAuZL2g3cBMwFsH0rteujLwOmgFeAq3tVbEREdK5l8Nte1WK+geu6VlFERPRUvqsnIqJiEvwRERWT4I+IqJgEf0RExST4IyIqJsEfEVExCf6IiIpJ8EdEVEyCP8aepOWSni6DBa2dZv7vS9ovaXt5fKhu3mpJPyyP1f2tPKI3MvRijDVJc4DPAu+l9pXhD0vaNM3YuV+zfX3DsidS+4qSCcDAtrLs830oPaJncsQf424ZMGV7l+1fAHdQGzyoHZcAW2wfKGG/hZlHo4sYCQn+GHfNBgpq9C/LmNF3Sjr0NePtLoukNZImJU3u37+/G3VH9EyCPwL+G7DI9lnUjuq/ONsVZJChGCUJ/hh3LQcKsv2c7Z+Xp18A/lm7y0aMogR/jLuHgSWSFks6GlhJbfCg10g6qe7pFcCTZfpe4GJJ8yTNAy4ubREjLVf1xFizfVDS9dQCew6wwfYOSeuASdubgH8n6QrgIHAA+P2y7AFJN1P7zwNgne0DfX8TEV2W4I+xZ3sztZHi6tturJu+AbihybIbgA09LTCiz3KqJyKiYhL8EREVk+CPiKiYBH9ERMUk+CMiKibBHxFRMQn+iIiKSfBHRFRMW8HfyUAWERExXFreudvJQBYRETF82jni72Qgi4iIGDLtBH8nA1kcJoNVREQMXrc+3G1rIIsMVhERMXjtBH8nA1lERMSQaSf4OxnIIiIihkzLq3o6GcgiIiKGT1sDsXQykEVERAyX3LkbY6+NGxD/WNLOclXaf5d0Wt28V+tuTNzUuGzEKMrQizHW2rwB8fvAhO1XJF0L/Gfg98q8n9le2teiI3osR/wx7lregGj7ftuvlKdbqV25FjG2Evwx7tq9AfGQa4B76p4fW2463Crp/c0Wys2JMUpyqieikPRvgAngXXXNp9neI+l04D5Jj9v+UeOyttcD6wEmJibcl4IjjlCO+GPctbwBEUDS7wCfAK6ouxkR23vKz13A3wPn9LLYiH5I8Me4a+cGxHOAz1ML/X117fMkHVOm5wMXAI3fShsxcnKqJ8Zamzcg/jlwPPA3kgD+t+0rgLcDn5f0S2oHSbdM83XkESMnwR9jr40bEH+nyXIPAu/sbXUR/ZdTPRERFZPgj4iomAR/RETFJPgjIiomwR8RUTEJ/oiIiknwR0RUTII/IqJiEvwRERWT4I+IqJgEf0RExST4IyIqJsEfEVExCf6IiIpJ8EdEVEyCPyKiYhL8EREV01bwS1ou6WlJU5LWTjP/GElfK/MfkrSo24VGHKlO9l9JN5T2pyVd0s+6I3qlZfBLmgN8FrgUOANYJemMhm7XAM/bfivwKeDPul1oxJHoZP8t/VYCZwLLgb8q64sYae0c8S8Dpmzvsv0L4A5gRUOfFcAXy/SdwG+rjFodMWCd7L8rgDts/9z2j4Gpsr6IkSbbM3eQrgSW2/5QeX4VcJ7t6+v6PFH67C7Pf1T6/KRhXWuANeXpPwWe7tYbAeYDP2nZaziNcu0wnPWfZntBJ/sv8CfAVttfLu23AffYvrPxxabZt59j+LbJbAzjv+lsjHP9p9le0MnKj+pk4dmyvR5Y34t1S5q0PdGLdffaKNcOo19/NzTu26O+TVL/YPW6/nZO9ewBTq17fkppm7aPpKOAN1M74okYtE7233aWjRg57QT/w8ASSYslHU3tw65NDX02AavL9JXAfW51DimiPzrZfzcBK8tVP4uBJcD3+lR3RM+0PNVj+6Ck64F7gTnABts7JK0DJm1vAm4D/lrSFHCA2i9Xv/XkFFKfjHLtMMT1d7L/ln5fB3YCB4HrbL/a5ksP7TZpU+ofrJ7W3/LD3YiIGC+5czciomIS/BERFTP0wS9pg6R95Vrr6eZ/QNJjkh6X9KCks+vmzXirfq91WPszpX27pMn+VX1Yfa3qX1Hq3y5pUtKFdfNWS/pheayebvlh1u2veZB0rKTvSXpU0g5Jf1rXf3FZx1RZ59EjVv9GST8u+8F2SUuHrf66eXMkfV/St+rahn77t6h/9tvf9lA/gN8CzgWeaDL/N4F5ZfpS4KEyPQf4EXA6cDTwKHDGKNRenj8DzB/ybX88r39OdBbwVJk+EdhVfs4r0/MGvS/N4n233HeAPwJuLdMrga+V6TNK/2OAxWU9cwABx5c+c4GHgPPL868DK8v0rcC1I1b/RuDKYd7+dcv9MfBV4Ft1bUO//VvUP+vtP/RH/LYfoHalRbP5D9p+vjzdSu1aa2jvVv2e6qD2odBG/S+77HnAccCh6UuALbYPlPe3hdp33YyKrn/Ng2teLv3nlofLMu8p66Cs8/2jUn+HdfatfgBJpwDvA75waCWjsv2b1X+khj74Z+ka4J4yfTLwbN283aVtWNXXDrVfqm9L2qba1wEMJUm/K+kp4G7gD0rzqG37Ru3U/1of2weBF4C3zLRs+TN9O7CP2n+MD5VlflrW0ey1hrn+Q/5TOe33KUnHDGP9wF8A/xH4Zd38kdn+Teo/ZFbbf2yCX9K7qYXnxwZdy2w1qf1C2+dSOwV0naTfGkhxLdi+y/bbqB0l3TzoeoaZ7VdtL6X2l90ySe8YdE2zMUP9NwBvA/45tdN7Q/c7KOlyYJ/tbYOu5Ui0qH/W238sgl/SWdT+/Flh+9BXRYzE7fZNasf2nvJzH3AXQ/6tkOW00OmS5jMi234GPf2aB9s/Be6ndvrrOeCEso5mrzXM9WN7bzkV9HPgv9D5vtqL+i8ArpD0DLVTL++R9GVGZ/s3q//Itn8nH2L06wEsovkHjAupnQf7zYb2o6h9qLiY1z9gOXNEaj8OeFPd9IPUvj1y2Lb9W3n9w91zyw4qakcdP6b2we68Mn3ioPejWbznlvsOcB2Hfzj39TJ9Jod/OLeL2od9C4ATSp9fAb4DXF6e/w2Hf7j4RyNW/0nlp6idjrhl2OpvWPYiDv9wdOi3f4v6Z739B/5L1sZGvB3YC/w/aue7rgH+EPjDMv8LwPPA9vKYrFv2MuAH1D4Z/8So1E7taoBHy2PHIGpvs/6Plfq2A/9A7fTUoWX/gNp/alPA1YPej47gvb9h3wHWAVeU6WNLYExR+/6e0+uW/URZ7mng0tJ2FvB94DHgCeDGuv6nl3VMlXUeM2L13wc8Xtq/TLn6Z5jqb1j3RRwenEO//VvUP+vtn69siIiomLE4xx8REe1L8EdEVEyCPyKiYhL8EREVk+CPiKiYBH9ERMUk+CMiKub/A3Lxtj3W7v5CAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.subplot(1,2,1)\n", "plt.hist(misfits1, 100);\n", "plt.subplot(1,2,2)\n", "plt.hist(misfits2, 100);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## A grid that doesn't resolve all the important eigenvalues\n", "\n", "Now we have said that GRFs make the inverse problem mesh independent. However, the mesh does need to fulfill some requirements. At least, it should resolve the eigenfunctions corresponding to the $n$ largest eigenvalues, otherwise we won't see these variations in generated samples. This is evident when we use a very coarse grid. Let's go through the same process with *light speed*.\n", "\n", "A rather 'shitty' mesh:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[,\n", " ]" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mesh_lowres = mshr.generate_mesh(domain, 5)\n", "fenics.plot(mesh_lowres)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Setting up the PDE:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "V_lowres = fenics.FunctionSpace(mesh_lowres, \"CG\", 1)\n", "u_lowres = fenics.TrialFunction(V_lowres)\n", "v_lowres = fenics.TestFunction(V_lowres)\n", "\n", "# Theta and alpha remain unchanged, as they do no incorporate the function space or the mesh\n", "\n", "# fenics.dx creates a domain integral, fenics.ds creates a surface integral\n", "bilinear_component_lowres = (\n", " alpha\n", " * (\n", " fenics.dot(theta * fenics.grad(u_lowres), fenics.grad(v_lowres))\n", " + u_lowres * v_lowres\n", " )\n", " * fenics.dx\n", ")\n", "linear_component_lowres = fenics.Constant(0) * v_lowres * fenics.dx" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Assembling the matrices for the low resolution mesh:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "stiffness_matrix_lowres, forcing_vector_lowres = fenics.assemble_system(\n", " bilinear_component_lowres, linear_component_lowres\n", ")\n", "mass_matrix_lowres = fenics.assemble(u_lowres * v_lowres * fenics.dx)\n", "\n", "K_lowres = fenics.as_backend_type(stiffness_matrix_lowres).mat()\n", "M_lowres = fenics.as_backend_type(mass_matrix_lowres).mat()\n", "\n", "Ka, Kb, Kc = K_lowres.getValuesCSR()\n", "stiffness_matrix_sparse_lowres = csr_matrix((Kc, Kb, Ka), K_lowres.size)\n", "Ka, Kb, Kc, K = (None, None, None, None) # Freeing up space\n", "\n", "Ma, Mb, Mc = M_lowres.getValuesCSR()\n", "mass_matrix_sparse_lowres = csr_matrix((Mc, Mb, Ma), M_lowres.size)\n", "Ma, Mb, Mc, M = (None, None, None, None) # Freeing up space" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Precompute the combined operator:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "operator_lowres = linalg.inv(stiffness_matrix_sparse_lowres.todense()) @ linalg.sqrtm(mass_matrix_sparse_lowres.todense())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And sampling:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create the sample function\n", "sample_lowres = fenics.Function(V_lowres)\n", "\n", "fig, axes = plt.subplots(2, 2, figsize=(10, 8), dpi=80, facecolor=\"w\", edgecolor=\"k\")\n", "\n", "axes = axes.flatten()\n", "\n", "for i in range(5):\n", " for j in range(4):\n", "\n", " plt.subplot(2, 2, j + 1)\n", "\n", " sample_lowres.vector().set_local(operator_lowres @ np.random.randn(operator_lowres.shape[0]))\n", " C_lowres = sample_lowres.compute_vertex_values(mesh_lowres)\n", "\n", " plt.tripcolor(\n", " mesh2triang(mesh_lowres),\n", " C_lowres,\n", " shading=\"gouraud\",\n", " cmap=plt.get_cmap(\"RdBu\"),\n", " vmin=-2,\n", " vmax=2,\n", " )\n", " plt.gca().set_aspect(\"equal\")\n", " plt.axis(\"off\")\n", "\n", " plt.tight_layout()\n", " display.clear_output(wait=True)\n", " display.display(plt.gcf());\n", "display.clear_output(wait=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see, the small scale variations that were allowed to exist on the finer mesh are not visible on these coarse meshes, only long-wavelength characteristics are preserved. H" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }