From 547b7c5739ac931f75517444a0f5dc120bb57cf9 Mon Sep 17 00:00:00 2001 From: "Steven G. Johnson" Date: Sun, 29 Sep 2024 21:19:47 -0400 Subject: [PATCH] some LS fit notes --- notes/Least-Square Fitting.ipynb | 2198 ++++++++++++++++++++++++++++++ 1 file changed, 2198 insertions(+) create mode 100644 notes/Least-Square Fitting.ipynb diff --git a/notes/Least-Square Fitting.ipynb b/notes/Least-Square Fitting.ipynb new file mode 100644 index 0000000..200f4ae --- /dev/null +++ b/notes/Least-Square Fitting.ipynb @@ -0,0 +1,2198 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "using LinearAlgebra, PyPlot" + ] + }, + { + "attachments": { + "image-2.png": { + "image/png": "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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Orthogonal projection and least-squares approximation\n", + "\n", + "If $A$ is a \"tall\" $m \\times n$ matrix ($m > n$), then $Ax=b$ in general has **no solution**: it is an [overdetermined system](https://en.wikipedia.org/wiki/Overdetermined_system) of equations (more equations than unknowns $x$). But that doesn't mean we give up!\n", + "\n", + "Instead, we often want to find the **closest thing to a solution**, an **approximate solution** $\\hat{x}$ that **minimizes the error** $\\Vert b - Ax \\Vert$ over all possible $x$.\n", + "\n", + "This is called the [least-squares](https://en.wikipedia.org/wiki/Least_squares) approximation because minimizing $\\Vert b - Ax \\Vert$ (≥ 0) is equivalent to minimizing\n", + "$$\n", + "\\Vert b - Ax \\Vert^2 = (b - Ax)^T (b - Ax) = \\sum_{i=1}^m [b_i - (Ax)_i]^2\n", + "$$\n", + "which is the [sum of the squares of the errors](https://en.wikipedia.org/wiki/Residual_sum_of_squares) in each component of $Ax$.\n", + "\n", + "![image-2.png](attachment:image-2.png)\n", + "\n", + "Since $Ax$ for any $x$ is *any element of C(A)*, this is equivalent to finding the **closest vector in C(A) to b**, which is exactly **orthogonal projection onto C(A)**. That is, the least-square solution $\\hat{x}$ exactly corresponds to the orthogonal projection $\\boxed{p = A\\hat{x} = Pb}$, which means that $\\hat{x}$ solves the [normal equations](https://mathworld.wolfram.com/NormalEquation.html):\n", + "$$\n", + "A^T A \\hat{x} = A^T b\n", + "$$\n", + "(which are *always* solvable).\n", + "\n", + "*Common confusion*: $\\hat{x}$ is *not* the orthogonal projection of $b$, it is the *coefficients* of the orthogonal projection in the basis of the columns of $A$. The orthogonal projection $p$ is $A\\hat{x}$." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Example:\n", + "\n", + "For example, here is a $3\\times 2$ matrix $A$ whose column space is the plane spanned by (1,3,1) and (-1,2,4):" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "3×2 Matrix{Int64}:\n", + " 1 -1\n", + " 3 2\n", + " 1 4" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "A = [1 -1\n", + " 3 2\n", + " 1 4]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If we pick an arbitrary point $b$, it is unlikely to be in the column space. e.g. consider $b = (1,2,3)$.\n", + "\n", + "We can check that it's not in $C(A)$ in various ways, e.g. by doing elimination on the augmented matrix $\\begin{pmatrix} A & b \\end{pmatrix}$:\n", + "$$\n", + "\\left(\\begin{array}{r|r} A & b \\end{array}\\right) = \\left(\\begin{array}{rr|r}\n", + "\\boxed{1} & -1 & 1 \\\\\n", + "3 & 2 & 2 \\\\\n", + "1 & 4 & 3\n", + "\\end{array}\\right) \\to \\left(\\begin{array}{rr|r}\n", + "\\boxed{1} & -1 & 1 \\\\\n", + " & \\boxed{5} & -1 \\\\\n", + " & 5 & 2\n", + "\\end{array}\\right) \\to \\left(\\begin{array}{rr|r}\n", + "\\boxed{1} & -1 & 1 \\\\\n", + " & \\boxed{5} & -1 \\\\\n", + " & 0 & {\\color{red} 3}\n", + "\\end{array}\\right) = \\left(\\begin{array}{r|r} U & c \\end{array}\\right)\n", + "$$\n", + "Recall that since elimination $A \\to U$ produced a row of zeros but $b \\to c$ is nonzero in that row, then $Ux=c$ cannot be solvable: $b$ is *not* in $C(A)$. Not surprising! *Most* $b \\in \\mathbb{R}^3$ do not lie in the 2d plane $C(A)$!\n", + "\n", + "But we can still solve the normal equations $A^T A \\hat{x} = A^T b$:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2×2 Matrix{Int64}:\n", + " 11 9\n", + " 9 21" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "A'A # AᵀA" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2×2 Matrix{Int64}:\n", + " 11 9\n", + " 9 21" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "b = [1,2,3]\n", + "A'A # Aᵀb" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2-element Vector{Float64}:\n", + " 0.5000000000000001\n", + " 0.49999999999999994" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x̂ = (A'A) \\ (A'b) # = (A'A)⁻¹ (Aᵀb) … the \"normal equations\" least-squares solution" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In other words, the least-square solution is $\\boxed{\\hat{x} = [0.5, 0.5]}$, corresponding to the projection $p = [0, 2.5, 2.5]$:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "3-element Vector{Float64}:\n", + " 1.6653345369377348e-16\n", + " 2.5000000000000004\n", + " 2.5" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "p = A*x̂" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The error $\\Vert b - A\\hat{x}\\Vert$ is as small as it can possibly get, which is not particularly small in this example:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1.224744871391589" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "norm(b - A*x̂)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Computer tip: don't use the normal equations\n", + "\n", + "It turns out that there are [better numerical algorithms](https://discourse.julialang.org/t/efficient-way-of-doing-linear-regression/31232/33?u=stevengj) to find $\\hat{x}$ than to solve the normal equations. We can get the *same* solution in Julia simpy by `x̂ = A \\ b`:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2-element Vector{Float64}:\n", + " 0.5000000000000001\n", + " 0.49999999999999983" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x̂ = A \\ b # = least-square solution when A is \"tall\" non-square!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This trick, that `A \\ b` computes $A^{-1} b$ if $A$ is square but computes the least-square solution if $A$ is non-square, was borrowed from [Matlab, which has a similar syntax](https://www.mathworks.com/help/matlab/ref/mldivide.html).\n", + "\n", + "In Python, you should use [`x̂ = numpy.linalg.leastsq(A, b)`](https://numpy.org/doc/stable/reference/generated/numpy.linalg.lstsq.html) for similar reasons." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Fitting points to a line\n", + "\n", + "The classic example of least square fitting is fitting a bunch of points to a line, also known as **least-squares [linear regression](https://en.wikipedia.org/wiki/Linear_regression)**.\n", + "\n", + "The following is data on the change (°C) in [average January global temperature](https://en.wikipedia.org/wiki/Global_temperature_record) (compared to the 1901–2000 average) since 1973 (the year Prof. Johnson was born), from the [National Centers for Environmental Information](https://www.ncdc.noaa.gov/cag/global/time-series/globe/land_ocean/1/1/1973-2022):" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "year = [1973, 1974, 1975, 1976, 1977, 1978, 1979, 1980, 1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022]\n", + "ΔT = [0.28, -0.19, 0.11, -0.02, 0.13, 0.16, 0.15, 0.33, 0.51, 0.14, 0.53, 0.3, 0.22, 0.31, 0.32, 0.56, 0.17, 0.36, 0.43, 0.46, 0.36, 0.27, 0.56, 0.25, 0.34, 0.6, 0.51, 0.34, 0.47, 0.71, 0.72, 0.61, 0.65, 0.5, 0.92, 0.27, 0.6, 0.73, 0.46, 0.44, 0.62, 0.69, 0.83, 1.12, 0.98, 0.75, 0.94, 1.14, 0.78, 0.89];" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "PyObject Text(0.5, 1.0, 'January global average temperature change')" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "using PyPlot\n", + "plot(year, ΔT, \"r.-\")\n", + "xlabel(\"year\")\n", + "ylabel(\"ΔT (°C) vs. 1901–2000 baseline\")\n", + "title(\"January global average temperature change\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can't draw a single line that goes through all of the points, but we can try to minimize some *average* error between the fit and *all* of the points. The most common approach is to minimize the average |error|², which is called a [least squares fit](https://en.wikipedia.org/wiki/Least_squares) or, in the particular case of fitting to a *line*, [linear regression](https://en.wikipedia.org/wiki/Linear_regression):\n", + "\n", + "For example, if we want to fit to the linear model\n", + "$$\n", + "\\mathrm{model}(\\mathrm{year}) = \\Delta T = x_1 + x_2 (\\mathrm{year} - 1973)\n", + "$$\n", + "where $x_1$ is the intercept and $x_2$ is the slope, then sum of the squares of errors for $m$ data points is:\n", + "$$\n", + "\\mathrm{SSE} = \\sum_{k=1}^m \\big[ \\Delta T_k - \\underbrace{\\mathrm{model}(\\mathrm{year}_k)}_{\\mbox{row }k\\mbox{ of }Ax} \\big]^2\n", + "$$\n", + "\n", + "### Matrix formulation\n", + "\n", + "A key fact is that **this model depends linearly** on the **unknown x** parameters. And so we can write it in terms of matrix and vector algebra.\n", + "\n", + "In matrix form, we obtain:\n", + "$$\n", + "\\mathrm{SSE} = \\Vert b - Ax \\Vert^2\n", + "$$\n", + "where\n", + "$$\n", + "A = \\begin{pmatrix} 1 & \\mathrm{year}_1 - 1973 \\\\ 1 & \\mathrm{year}_2 - 1973 \\\\ \\vdots & \\vdots \\\\ 1 & \\mathrm{year}_m - 1973 \\end{pmatrix}, \n", + "\\qquad x = \\begin{pmatrix} x_1 \\\\ x_2 \\end{pmatrix}, \\qquad b = \\begin{pmatrix} \\Delta T_1 \\\\ \\Delta T_2 \\\\ \\vdots \\\\ \\Delta T_m \\end{pmatrix} \\, .\n", + "$$\n", + "As we've seen in class, the minimum of $\\Vert b - Ax \\Vert^2$ is achieved by **orthogonal projection** of $b$ onto $C(A)$, corresponding to $\\hat{x}$ solving the \"normal equations\"\n", + "$$\n", + "A^T A \\hat{x} = A^T b\n", + "$$\n", + "or simply by `A \\ b` in Julia:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "50×2 Matrix{Int64}:\n", + " 1 0\n", + " 1 1\n", + " 1 2\n", + " 1 3\n", + " 1 4\n", + " 1 5\n", + " 1 6\n", + " 1 7\n", + " 1 8\n", + " 1 9\n", + " 1 10\n", + " 1 11\n", + " 1 12\n", + " ⋮ \n", + " 1 38\n", + " 1 39\n", + " 1 40\n", + " 1 41\n", + " 1 42\n", + " 1 43\n", + " 1 44\n", + " 1 45\n", + " 1 46\n", + " 1 47\n", + " 1 48\n", + " 1 49" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "b = ΔT\n", + "A = [year.^0 year.-1973]" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2-element Vector{Float64}:\n", + " 0.08468235294117643\n", + " 0.01638847539015606" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x̂ = A \\ b" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2-element Vector{Float64}:\n", + " 0.08468235294117665\n", + " 0.01638847539015606" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Alternatively, the normal equations solution:\n", + "(A'A) \\ A'b" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "PyObject " + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "using PyPlot\n", + "plot(year, ΔT, \"r.-\")\n", + "xlabel(\"year\")\n", + "ylabel(\"ΔT (°C) vs. 1901–2000 baseline\")\n", + "title(\"January global average temperature change: Linear fit\")\n", + "\n", + "plot(year, A * x̂, \"k-\")\n", + "legend([\"data\", \"fit: slope $(round(x̂[2], sigdigits=2)) °C/year\"])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It's obvious by eye that this fit line is a better description of the overall trend than any two data points.\n", + "\n", + "More precisely, if the data noise is uncorrelated, then in a certain statistical sense a least-squares estimate is optimal, as described by the [Gauss–Markov theorem](https://en.wikipedia.org/wiki/Gauss%E2%80%93Markov_theorem)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Fitting a nonlinear-resistance model\n", + "\n", + "Least-square fitting is not limited to fitting lines — you can fit *nonlinear* functions, as long as the **unknowns are multiplicative coefficients** (i.e. the *unknowns appear \"linearly\" in the equations*).\n", + "\n", + "[Ohm's law](https://en.wikipedia.org/wiki/Ohm%27s_law) says that voltage drop $d$ across a resistor is proportional to the current $i$ via $d = iR$, where $R$ is the [resistance](https://en.wikipedia.org/wiki/Electrical_resistance_and_conductance). Normally, we treat $R$ as a constant (the relationship is *linear*), but in fact this is not exactly true.\n", + "\n", + "A real resistance actually *changes* as you increase the voltage drop $d$. (For example, this happens as the resistor heats up; eventually it melts!)\n", + "One simple model of a nonlinear resistance is:\n", + "$$\n", + "R = x_1 + x_2 d^2 .\n", + "$$\n", + "Here, the resistance is constant plus a \"small\" correction that grows as we increase $d$. (We won't have any term proportional to $d$ if the current flows equally well in both directions, so that $R$ doesn't depend on the *sign* of $d$.)\n", + "\n", + "One would normally get these coefficients $x_1$ and $x_2$ by experimental measurements. Such \"fitting\" processes lead directly into the next major topic in 18.(C)06:\n", + "\n", + "## Exact fits\n", + "\n", + "Suppose we put two voltage differences $d_1$ and $d_2$ across our resistor, and measure two resistances $R_1$ and $R_2$. This leads to the following $2 \\times 2$ system of equations for the unknown coefficients $x_1$ and $x_2$:\n", + "\n", + "$$\n", + "\\begin{pmatrix} x_1 + x_2 d_1^2 \\\\ x_1 + x_2 d_2^2 \\end{pmatrix} =\n", + "\\underbrace{\\begin{pmatrix} 1 & d_1^2 \\\\ 1 & d_2^2 \\end{pmatrix}}_A\n", + "\\underbrace{\\begin{pmatrix} x_1 \\\\ x_2 \\end{pmatrix}}_x =\n", + "\\underbrace{\\begin{pmatrix} R_1 \\\\ R_2 \\end{pmatrix}}_b \\; ,\n", + "$$\n", + "\n", + "i.e. a system $Ax = b$. As long as $|d_1| \\ne |d_2|$, the matrix $A$ is non-singular, and this has a unique solution: an **interpolating polynomial** going through the two data points:" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "PyObject " + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "let d = range(0,3,length=100), d₁=0.5, d₂=1.5, R₁=1, leg=[]\n", + " for R₂=1:0.2:2\n", + " x = [1 d₁^2; 1 d₂^2] \\ [R₁, R₂]\n", + " plot([d₁, d₂], [R₁, R₂], \"ro\", label=\"_nolegend_\")\n", + " plot(d, x[1] .+ x[2]*d.^2, \"k-\")\n", + " xlim(0,3)\n", + " ylim(0,3)\n", + " push!(leg, L\"$R_1 = %$R₁$, $x = %$(round.(x, digits=2))$\")\n", + " xlabel(L\"d\")\n", + " ylabel(L\"R\")\n", + " end\n", + " title(L\"fits through various $R_1$\")\n", + " legend(leg)\n", + "end" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In general, if you have $m$ points you can interpolate them in this way by a degree $m-1$ polynomial (called the [Lagrange interpolating polynomial](https://en.wikipedia.org/wiki/Lagrange_polynomial)) in this way: you set up an $m \\times m$ matrix system for the coefficients.\n", + "\n", + "Note, however, that this is neither the most efficient nor the most accurate (given roundoff errors) method to compute an exact interpolating polynomial. There is a much better method called [barycentric interpolation](https://people.maths.ox.ac.uk/trefethen/barycentric.pdf) that is outside the scope of 18.(C)06." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Inexact fits\n", + "\n", + "Suppose we do more than just the bare minimum number of measurements, however. Suppose that we do $m > 2$ measurements. This gives the following system of equations:\n", + "\n", + "\n", + "\n", + "$$\n", + "\\underbrace{\\begin{pmatrix} 1 & d_1^2 \\\\ 1 & d_2^2 \\\\\n", + " \\vdots & \\vdots \\\\ 1 & d_m^2 \\end{pmatrix}}_A\n", + "\\underbrace{\\begin{pmatrix} x_1 \\\\ x_2 \\end{pmatrix}}_x =\n", + "\\underbrace{\\begin{pmatrix} R_1 \\\\ R_2 \\\\ \\vdots \\\\ R_m \\end{pmatrix}}_b \\; ,\n", + "$$\n", + "\n", + "Now, $A$ is $m \\times 2$, and full column rank (assuming distinct voltages $|d_k|$), but of course it is not invertible for $m > 2$.\n", + "\n", + "It will still have a solution (a unique solution!) if all of the $R_k$ measurements fall *exactly* on a quadratic curve $x_1 + x_2 d^2$, but in a real experiment there would be some *measurement noise* that would spoil this.\n", + "\n", + "For example, let's suppose $x = (1,2)$ and we do $m=200$ measurements for $d \\in [0,2]$, but that each measurement has a random uncertainty $\\approx R \\pm 0.1$." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "PyObject Text(0.5, 1.0, 'noisy \"measurements\" of $R = 1 + d^2$')" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "d = range(0,2,length=200) # 20 points from 1 to 4\n", + "b = 1 .+ 2*d.^2 + randn(200)*0.1 # measurements with Gaussian random noise\n", + "plot(d, b, \"r.\")\n", + "xlabel(L\"d\")\n", + "ylabel(L\"R\")\n", + "title(\"noisy \\\"measurements\\\" of \\$R = 1 + d^2\\$\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The corresponding matrix $A$ is:" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "200×2 Matrix{Float64}:\n", + " 1.0 0.0\n", + " 1.0 0.000101008\n", + " 1.0 0.00040403\n", + " 1.0 0.000909068\n", + " 1.0 0.00161612\n", + " 1.0 0.00252519\n", + " 1.0 0.00363627\n", + " 1.0 0.00494937\n", + " 1.0 0.00646448\n", + " 1.0 0.00818161\n", + " 1.0 0.0101008\n", + " 1.0 0.0122219\n", + " 1.0 0.0145451\n", + " ⋮ \n", + " 1.0 3.57001\n", + " 1.0 3.60809\n", + " 1.0 3.64637\n", + " 1.0 3.68486\n", + " 1.0 3.72354\n", + " 1.0 3.76243\n", + " 1.0 3.80152\n", + " 1.0 3.84081\n", + " 1.0 3.88031\n", + " 1.0 3.92\n", + " 1.0 3.9599\n", + " 1.0 4.0" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "A = [d.^0 d.^2]" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rank(A)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "$A$ doesn't have an inverse, of course:" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "ename": "LoadError", + "evalue": "DimensionMismatch: matrix is not square: dimensions are (200, 2)", + "output_type": "error", + "traceback": [ + "DimensionMismatch: matrix is not square: dimensions are (200, 2)", + "", + "Stacktrace:", + " [1] checksquare", + " @ ~/.julia/juliaup/julia-1.10.5+0.aarch64.apple.darwin14/share/julia/stdlib/v1.10/LinearAlgebra/src/LinearAlgebra.jl:241 [inlined]", + " [2] inv(A::Matrix{Float64})", + " @ LinearAlgebra ~/.julia/juliaup/julia-1.10.5+0.aarch64.apple.darwin14/share/julia/stdlib/v1.10/LinearAlgebra/src/dense.jl:911", + " [3] top-level scope", + " @ In[19]:1" + ] + } + ], + "source": [ + "inv(A)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "However, if we blindly do `A \\ b`, it seems to give us quite a reasonable $x$, very close to the exact $x = (1,2)$ of the underlying data:" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2-element Vector{Float64}:\n", + " 1.0148088604163714\n", + " 1.989499364743396" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x̂ = A \\ b" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "What is it doing? Let's plot the curve from the coefficients `A \\ b`:" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAioAAAHLCAYAAADmwLMJAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAABec0lEQVR4nO3dd3iT1cPG8e+TlpYCbQUERVsKYmWIICpLURBFFERcIKgsEVBRQZY4XgQXqAz3ACtDZP0YCg6GWkBlyKiKCwsKEhVx0UKBQpvz/vE0pWnTEWibpL0/15Wr5MlJcp40aW7OtIwxBhEREZEA5PB3BURERETyo6AiIiIiAUtBRURERAKWgoqIiIgELAUVERERCVgKKiIiIhKwFFREREQkYCmoiIiISMBSUBEREZGApaAiIiIiAUtBRURERAKWgoqIiEgpS09Pp1+/fsTGxhIVFUWrVq1Yt26dv6sVkBRURERESllGRgZ169bliy++YP/+/dx9991cd911HDp0yN9VCziWdk8WERHxv2rVqpGYmEjTpk39XZWAohaVIDNjxgwsy/J6GTFihEeZXbt2Zd9v3bp1jB07lv379/v8nC+++CKWZdG4ceM8tzVq1Ijhw4d7vd/YsWOxLIu///7b5+c8mfqWNm+vd2k9J8Dq1atL/fml+J3se76k3xPz58/n3HPPJSIiAsuy+Oqrr/It++GHH3r8bQoNDaVOnToMGzaMgwcPFludvDlw4ACjRo3iqquuokaNGliWxdixY0v0OYvC5XJRpUqVfP9e/vjjjxw+fJh69eqVcs0Cn4JKkJo+fTrr16/3uNx///0AdO7cmfXr11OrVq3s8uvWrWPcuHEn9EfwrbfeAuC7775j48aNHrfddNNNLF68+MRPJB8nU9/S5u31FvFVIL/n//rrL3r16kW9evVYvnw569ev55xzzsm3/NatWwFYtGgR69evZ8WKFbRv354pU6Zk/50qKf/88w9Tp04lPT2d66+/vkSfyxffffcdaWlpNG/ePM9thw4dolevXjz66KNUqVLFD7ULbKH+roCcmMaNG3PRRRd5va1GjRrUqFGjWJ5n8+bNfP3113Tu3JkPPviAhIQEWrZsmX37TTfdxJNPPsmWLVu48MILi+U5g01xvt5yYg4dOkSlSpX8XY0y66effuLYsWPcfvvttG3bttDyW7dupWLFinTt2pWQkBAALr/8chITE1m2bFmJ1jUuLo7//vsvuzX3zTffPOHHateuHXXq1GHGjBknXa8vv/wSIE9QOXbsGN27d6dRo0Y8/PDDJ/08ZZFaVMqg3F0RY8eOZeTIkQDUrVs3uzl29erVhT5WQkICABMmTODiiy9m3rx5HoO9zj//fOrVq8eiRYvyfYw9e/Zw4403EhUVRXR0NLfffjt//fVXvuWLUt/PP/+cK664gsjISCpVqsTFF1/MBx98UOj5uLujvvvuO3r27El0dDSnnXYad9xxBykpKXnKF+V5vHX9/PXXXwwcOJDY2FjCw8OpUaMGl1xyCR9//DEAn332GZZlMXfu3DzPOWvWLCzLYtOmTYWeT0Hn+M0339CtWzeio6OpVq0aw4YNIyMjg+3bt3P11VcTGRlJnTp1ePbZZ70+TnJyMrfeeis1a9YkPDychg0b8sorr3iU2bFjB/369SM+Pp5KlSpx5pln0qVLF7Zt2+ZRrrDXA6Bv377UqVMn3/PJfX3r1q3cfPPNVK1a1aO5vCj1Ls3XqCjvucLe80V5/U5UYe/xvn370qZNGwBuueUWLMuiXbt2BT7mli1baNiwYXZIAXA4HNSoUYPQ0JL9/7H7tfOnadOmcd5551GxYkUaN27MihUr+PLLL/O8V10uF7179yYkJISEhAS/1ztgGQkq06dPN4DZsGGDOXbsmMcld5lffvnFGGPMnj17zH333WcAs3jxYrN+/Xqzfv16k5KSUuBzHTp0yERHR5vmzZsbY4x58803DWBmzJjhUW7UqFHmnHPOyXP/xx57zAAmLi7OjBw50qxYscJMnjzZVK5c2TRr1swcPXrU6/MWVt/Vq1ebChUqmAsvvNDMnz/fvPvuu+aqq64ylmWZefPmFXhO7jrVr1/fjBkzxqxatcpMnjzZhIeHm379+nmULerz5H69jTGmY8eOpkaNGmbq1Klm9erV5t133zVjxozxuF+zZs3MJZdckqeOzZs3z37NT0TOc3ziiSfMqlWrzKhRowxg7r33XtOgQQPz4osvmlWrVpl+/foZwCxatMjjMb777jsTHR1tzjvvPDNr1iyzcuVKM3z4cONwOMzYsWOzy61Zs8YMHz7cLFy40KxZs8YsWbLEXH/99SYiIsL8+OOPPr0effr0MXFxcfmeT+7rcXFx5sEHHzSrVq0y7777rk/1Ls3XqCjvucLe80V5/U5EUd7jO3bsMK+88ooBzNNPP23Wr19vvvvuu3wf8++//zaA6d27t8fxvXv3mkqVKpn77rsv3/u6XK48f9fyuxTFX3/9ZQDz2GOPFal8bm3btjV9+vTx6T5DhgwxFStWNI8++qj59NNPzauvvmpOO+00Exsbazp06OBR9s477zRt27Y1hw8fPqH6lRcKKkHG/aXo7eL+8Hr74nzuuefyHCvMrFmzDGBef/11Y4wxBw4cMFWqVDGXXnqpR7mNGzcawGzbts3juPsP9AMPPOBx/J133jGAmT17dr7PXVB9W7VqZWrWrGkOHDiQfSwjI8M0btzYxMTEGJfLle/juuv07LPPehy/5557TMWKFT3uW9Tn8fZ6V6lSxQwdOjTfeuS8X1JSUvaxL7/80gBm5syZBd63IO5znDRpksfx888/P/uL0O3YsWOmRo0a5sYbb/Qo27FjRxMTE5MnzN57772mYsWK5t9///X63BkZGebo0aMmPj7e4/delNfD16AyZsyYPGWLWu/SfI2K+p4r6D1flNfvRBT1PZ6YmGgA87///a/Qx1y5cqUBzIQJE8yxY8fMoUOHzIYNG0zLli3NDTfc4PFcubmfpyiXovwt8yWoeAtJl112mendu3eRQ9LChQsNkCdAPv300wYwDz/8cPaxXbt2GcBUrFjRVK5cOfuydu3aQuta3qjrJ0jNmjWLTZs2eVyKu0k1ISGBiIgIevToAUCVKlXo1q0bn332GcnJydnlWrRoQe3atfPt/rnttts8rnfv3p3Q0FASExN9rlNaWhobN27k5ptv9hh0FhISQq9evXA6nWzfvr3Qx7nuuus8rjdp0oQjR46wb9++YnmeFi1aMGPGDJ588kk2bNjAsWPH8pTp2bMnNWvW9OgqeOmll6hRowa33HJLoedQmGuvvdbjesOGDbEsi2uuuSb7WGhoKGeffTa7d+/OPnbkyBE++eQTbrjhBipVqkRGRkb2pVOnThw5coQNGzYA9loQTz/9NI0aNSIsLIzQ0FDCwsJITk7mhx9+8On18NVNN93kcd2Xepfma+RW2HuuICXx+hXXZym3LVu2ADB69GgqVKhApUqVaNWqFVFRUcyfP7/AwaIXXnhhnr9r+V3OOOMM30+6AGvWrKFChQoel7Vr1zJr1qw8x/ObTfXEE0/QvHnzPJ/fRo0aAXiMK4yLi8MYw+HDhzl48GD25dJLLy3W8yoLFFSCVMOGDbnooos8LsVpx44drF27ls6dO2OMYf/+/ezfv5+bb74ZOD4TyO3GG2/MN6icfvrpHtdDQ0OpXr06//zzj8/1+u+//zDGeJ1h4/7DVZTHrV69usf18PBwAA4fPlwszzN//nz69OnDm2++SevWralWrRq9e/dm7969Hs85aNAg5syZw/79+/nrr79YsGABd955Z3Z9Tka1atU8roeFhVGpUiUqVqyY5/iRI0eyr//zzz9kZGTw0ksv5fkD3alTJ4DsKefDhg3j//7v/7j++utZtmwZGzduZNOmTTRt2jT7tSzq6+Gr3L8bX+pdmq+RW2HvuYKUxOtXXJ+l3LZu3UpISAjr1q1j06ZNLF++nPbt27Nq1SqmTZtW4H2rVKnC+eefX6RLWFiYz3UriLeQdMEFF3DttdcWKSTt3buXr7/+mltvvTXPbU6nE8g7kFaKRrN+xKu33noLYwwLFy5k4cKFeW6fOXMmTz75ZPZguZtvvpnnn3+e5ORk4uPjPcru3buXM888M/t6RkYG//zzT54/3EVRtWpVHA4Hf/zxR57bfv/9dwBOPfVUnx+3uJ/n1FNP5fnnn+f555/n119/ZenSpYwePZp9+/axfPny7HJ33303EyZM4K233uLIkSNkZGRw1113nXT9T0bVqlWz/1c9ePBgr2Xq1q0LwOzZs+nduzdPP/20x+1///03p5xySvb1orweFStWJD09Pc9z5bcOT+6Bh77U+2SV5nNB0d9Pviipz9LWrVtp1KgRrVu3zj7WsmVLYmJiePPNN7nnnnvyve+aNWu4/PLLi/Q8v/zyi9fB1ycqMjIyz3/4IiMjqV69epH+I+gOI96C35w5czj99NOJiYkpnsqWMwoq5YQv/3vLzMxk5syZ1KtXz+vUvvfff59Jkybx0UcfZTedX3zxxdSqVYtFixYxevRoj/LvvPOOx9TlBQsWkJGRUeDMgfzqW7lyZVq2bMnixYuZOHEiERERgD16fvbs2cTExBS4vkNRFefz1K5dm3vvvZdPPvmEL774wuO2WrVq0a1bN1599VWOHj1Kly5dqF279knX/2RUqlSJyy+/nKSkJJo0aVLg/1wty8rT+vPBBx/w22+/cfbZZ3u9T36vR506ddi3bx9//vknp512GgBHjx5lxYoVxV7vk1USz1XUz2hB7ydflMRnKSUlhZ9//pl+/fp5HD/llFO48cYbefvtt/n5558566yzvN7f3apRFMXd9XOy3EsUfPvttx5dPwsXLmTdunV5uhml6BRUyonzzjsPgBdeeIE+ffpQoUIF6tevT2RkZJ6yH330Eb///jvPPPOM1zDRuHFjXn75ZRISErI/fJZlccMNN3gNKosXLyY0NJQOHTrw3Xff8X//9380bdqU7t27n1B9x48fT4cOHbj88ssZMWIEYWFhvPrqq3z77bfMnTu32Kb4nejzpKSkcPnll3PrrbfSoEEDIiMjs5vAb7zxxjzlhwwZkr02zfTp04ul7ifrhRdeoE2bNlx66aXcfffd1KlThwMHDrBjxw6WLVvGp59+CthjPGbMmEGDBg1o0qQJW7Zs4bnnnvP4n2NRX49bbrmFMWPG0KNHD0aOHMmRI0d48cUXyczMLPZ6l+ZrVFT5veddLpdP7ydfFPdnaevWrRhjaNGiRZ7bbr75Zt5++22WLFmS7+qs3lo1TsRHH31EWloaBw4cAOD777/Pbhnu1KlTiay5U7t2bZo3b86UKVOoUaMGTZo0Ye3atbzwwguAun1Oih8H8soJcM8U2bRpU6Flco+Kf+ihh8wZZ5xhHA6HAUxiYqLX+19//fUmLCzM7Nu3L9/n6NGjhwkNDTV79+7NPvbpp58awOzatcsYc3y2w5YtW0yXLl1MlSpVTGRkpOnZs6f5888/Cz3Xgur72Wefmfbt25vKlSubiIgI06pVK7Ns2bJCH9Ndp7/++svjeH6vWVGeJ/d9jxw5Yu666y7TpEkTExUVZSIiIkz9+vXNY489ZtLS0rzWq06dOqZhw4aF1r8o8jvHPn36mMqVK+cp37ZtW3PuuefmOf7LL7+YO+64w5x55pmmQoUKpkaNGubiiy82Tz75ZHaZ//77z/Tv39/UrFnTVKpUybRp08Z89tlnpm3btqZt27bGGN9ejw8//NCcf/75JiIiwpx11lnm5ZdfznfWT+7z86Xepfka+fKe8/aeP5H3ky+K8h4v6qyfiRMnZn/mczty5IiJjIw0bdq0Oek6FyYuLu6kZgu5+To9+ZdffjFXX321qVKlijnllFNMly5dTEJCggHMBx984PuJiDHGGG1KKMUmMzOTWrVqMXr0aIYNG+bv6gSNb775hqZNm/LKK68U2H8vIlIeKaiI+MnOnTvZvXs3Dz/8ML/++is7duzQMvAiIrloerKInzzxxBN06NCBgwcP8r///U8hRUTEC7WoiIiISMBSi4qIiIgELAUVERERCVgKKiIiIhKwgnrBN5fLxe+//05kZGSxLfIlIiIiJcsYw4EDBzjjjDNwOApuMwnqoPL7778TGxvr72qIiIjICdizZ0+heyAFdVBxL/++Z88eoqKi/FwbERERKYrU1FRiY2O9buOSW1AHFXd3T1RUlIKKiIhIkCnKsA0NphUREZGApaAiIiIiAUtBRURERAKWgoqIiIgELAUVERERCVgKKiIiIhKwFFREREQkYCmoiIiISMBSUBEREZGA5degcuDAAYYOHUpcXBwRERFcfPHFbNq0yZ9VEhERkQDi16By5513smrVKt5++222bdvGVVddxZVXXslvv/3mz2qJiIhIgLCMMcYfT3z48GEiIyN577336Ny5c/bx888/n2uvvZYnn3yy0MdITU0lOjqalJQU7fUjIiJS3JxOSE6G+HgoZJdjX/jy/e23FpWMjAwyMzOpWLGix/GIiAg+//xzr/dJT08nNTXV4yIiIiLFz7z5Ju/Xro1p3x7i4iAhwS/18FtQiYyMpHXr1jzxxBP8/vvvZGZmMnv2bDZu3Mgff/zh9T7jx48nOjo6+xIbG1vKtRYRESkHnE5mDRxIF2PoAhiXCwYNsltYSplfx6i8/fbbGGM488wzCQ8P58UXX+TWW28lJCTEa/mHHnqIlJSU7MuePXtKucYiIiJlnNPJr2+8wf1ZI0MuASyAzEzYsaPUqxNa6s+YQ7169VizZg1paWmkpqZSq1YtbrnlFurWreu1fHh4OOHh4aVcSxERkXIiIQHXgAH0M4ZUoBUw0n1bSAicfXapVykg1lGpXLkytWrV4r///mPFihV07drV31USEREpX5xOGDiQV4zhU6ASMIusFo2QEHjjjWIdUFtUfm1RWbFiBcYY6tevz44dOxg5ciT169enX79+/qyWiIhI+ZOczHaXi1FZV58F4gGmTIGbb/ZLSAE/t6ikpKQwePBgGjRoQO/evWnTpg0rV66kQoUK/qyWiIhIuZNRty69gSPAlcDdYLek+DGkgJ9bVLp370737t39WQUREREBJsyezZdANPAW4PBjd09Ofg0qIiIi4n9JSUmMGzcOgJfGjiW2bVt74KyfQwoEyGBaERER8Y8jR47Qu0sXMjIyuBG4fdw42LkzIEIKKKiIiIiUT04nJCYyZsAAvv3tN2oCrwOWMX5b3M0bdf2IiIiUF+69e7ZsgQcf5DOXi4lZN00FarjLuRd3C4BWFQUVERGR8iAhAQYOBJcLgBSgF2CAvoDHCmZ+WtzNG3X9iIiIlHVZi7m5QwrA/cBuoA7wAoAjKxIEyGwfNwUVERGRsi452SOkLMReddYBvA1EARgDI0bArl3Qv78/aumVgoqIiEhZFx+f3WLyOzAo6/CDQBt3GWPsVWgDjIKKiIhIWRcTA1On4nI46Af8C1xw6qmMzV3OTzskF0RBRUREpDzo359Xxo5lJVAxPJzZCxYQ5sgVAwJoEK2bgoqIiEg58P333zPq6acBePa552h4+eUwdaodTiDgBtG6WcYY4+9KnKjU1FSio6NJSUkhKirK39UREREJSEePHqVVq1YkJSVx1VVX8dFHH+Fwt6Y4nXZ3Tykume/L97fWURERESnjxo4dS1JSEtWqVWP69OnHQwrY4STAWlFyUtePiIhIGfb555/zzDPPAPDGG29wxhln+LlGvlGLioiISFniXiY/Pp7UqCh69eqFy+WiT8eO3Nyqlb9r5zO1qIiIiJQVCQkQFwft20NcHEOuuIJdu3ZRB3hxxQr7toQEf9fSJxpMKyIiUhY4nXYQyVqBdhFwM2ABa4BL3eVCQuzVZ/04LsWX72+1qIiIiJQFOZbJ/x0YmHX4QXKEFAjIRd0KoqAiIiJSFmQtk2+AO7BXn20GjMtdLgAXdSuIgoqIiEhZkLVM/suWxQqgIjAbCMtZJkAXdSuIgoqIiEgZsa1FC0aG2dHkma5daeReddbhCMidkYtC05NFRETKgMOHD3PrrbeSnp7ONddcw31LlsBvv5X6qrPFTUFFRESkDBg1ahTffvstNWvWZPr06ViWFfCrzhaFun5ERESC3Pvvv8/LL78MwMyZMznttNP8XKPioxYVERGRYJFj1VkAkpP5IyqKfv36ATB06FCuvvpqP1aw+CmoiIiIBIOEBBg40F4rxbIAcBlDX+BvoGnTpkyYMMGfNSwRCioiIiKBzuk8HlIAshaVfx5YCUQAcyZPJjw83E8VLDkaoyIiIhLocqw665YEjM769xSg0T//QGKiHWrKEAUVERGRQJe16qxbGtATOAZ0JWu5/B49sjcjDLaNBwuioCIiIhLosladJWsBtweA7cAZwJvYGw9mt7i4XDBoUJlpWfFrUMnIyODRRx+lbt26REREcNZZZ/H444/jytW8JSIiUu717w+7drF43DimAZZlMcuyONVb2SDbeLAgfh1M+8wzz/D6668zc+ZMzj33XDZv3ky/fv2Ijo5myJAh/qyaiIhIwHECdz7/PACjbrmFK+bN814wyDYeLIhfg8r69evp2rUrnTt3BqBOnTrMnTuXzZs3+7NaIiIigSHHuimZtWrRq1cv/vvvPy666CIef+opWLAgzyDbYNx4sCB+7fpp06YNn3zyCT/99BMAX3/9NZ9//jmdOnXyWj49PZ3U1FSPi4iISJmUkGAPjM0aIPts9+6sXr2aypUrM2fOHMLOOstj3EowbzxYEL+2qDz44IOkpKTQoEEDQkJCyMzM5KmnnqJnz55ey48fP55x48aVci1FRERKWa51U750uRizeDEAL7/8MvHulWn794eOHYN+48GC+LVFZf78+cyePZs5c+awdetWZs6cycSJE5k5c6bX8g899BApKSnZlz179pRyjUVEREpBjnVTUoFbgQyge7t29OnTx7NsTAy0a1cmQwqAZUzW8nZ+EBsby+jRoxk8eHD2sSeffJLZs2fz448/Fnr/1NRUoqOjSUlJISoqqiSrKiIiUnqcToiLw7hc3ArMA2oDX23bRtXGjf1cuZPny/e3X1tUDh06hMPhWYWQkBBNTxYRkfIta92UBMtiHhACzHvooTIRUnzl1zEqXbp04amnnqJ27dqce+65JCUlMXnyZO644w5/VktERMTvvmvVivvDw+HIEZ566CFaP/20v6vkF37t+jlw4AD/93//x5IlS9i3bx9nnHEGPXv2ZMyYMYSFhRV6f3X9iIhIWXTo0CFatGjBd999R8eOHfnwww/z9EAEM1++v/0aVE6WgoqIiJRFAwcOZNq0aZx++ul8/fXX1KxZ099VKlZBM0ZFREREPM2fP59p06ZhWRazZ88ucyHFVwoqIiIiAWLnzp0MGDAAgIdvvZUr6te3b3A6ITGxzGw06AsFFRERkQBw9Oef6dG5MwcOHKANMPadd+yVafv29VihloQEf1e1VCmoiIiI+FtCAg/Vq8fm7dupBswha1quywUzZx7fz8flgkGDylXLioKKiIiIPzmdfDBgAJOzrk4HYgsqn5lpL5lfTiioiIiIlKZc402cy5bRJ2sC7v3AdYXdPyTE3tennFBQERERKS25dkTO6N2b2+65h3+AC4Bnc5cPCYE+fY7vkBwSAm+8UWb39fFG66iIiIiUhqz9e8ixTcxjwONAFWArEA92GBk/Hpo3P74jstNZpnZI9uX7269L6IuIiJQbOXZEBkgEnsj69xtkhRSAuXOhWzfP+8bElImAciLU9SMiIlIa4uMhaxn8fcBtgAHuAG51lwkJgdat/VK9QKWgIiIiUhqydkTOdDi4DfgDaBgdzYvuPXzK4fiTolDXj4iISElzOu2un44deeqBB/h40iQiKlbkf198QeXo6DI1/qS4KaiIiIiUpIQEGDgQXC4+sSzGZh1+/Y03OPfcc+0rCij5UlAREREpKU5ndkj5HbjVGAxwZ8+e9O7d29+1CwoaoyIiIlJSsmb6ZAA9sQfRNgFe7NOnXG806AsFFRERkZKSNdNnDLAWiAT+53AQsW1bud5o0BcKKiIiIiUlJoYP772X8VlX37QszpkwAR58sFxvNOgLBRUREZES8uuvv9Jr9mwA7r3hBrr/+itcdJHHwm9Audto0BcaTCsiIlICjh49Svfu3fn3339p3rw5E+fOhfBw+0aHwzOslLONBn2hFhUREZES8OCDD7Jx40ZOOeUUFixYQLg7pGQt/FaeNxr0hVpUREREitnixYt5/vnnAZg5fDh1QnN93fbvDx07aqG3ItDuySIiIsVo586dXHDBBaSmpjISeBbsrp6pU+2AIj59f6vrR0REpJgcOXKEbt26kZqayiXAU+4bNLPnhCmoiIiIFJMHHniApKQkTo2MZB5QIeeNmtlzQhRUREREisGcOXN4/fXXsSyLdw4cIM+oE83sOSEaTCsiInIynE62rVjBgPvuA+BRY7gqdxnN7DlhCioiIiInKiGBlAEDuNEYDgFXnXYaj/35Z95yc+dCt26lXr2yQF0/IiIiJ8LpxDVgAH2MYQcQB8z5809CcpcLCYHWrUu/fmWEgoqIiMiJSE7mWWN4DwgDFgLVc5dRl89JU9ePiIhIYZxOSE62d0POCh0ff/89j2Td/ApwUe77TJkCN9+skHKSFFREREQKkpAAAwfaa6FkLdy2599/6TlqFC6gP3Bn7vuEhCikFBO/dv3UqVMHy7LyXAYPHuzPaomIiNiczuMhBcDlIn3AAG4eNYq/gQuAlwEsyw4xoO6eYubXFpVNmzaRmZmZff3bb7+lQ4cOdNPIaBERCQTJyZ67HANDjeFLoBqwCKgIYAzMnw81amjvnmLm16BSo0YNj+sTJkygXr16tG3b1k81EhERySE+3m4pyQorM4DXAQt4B6jjLuee2aOAUuwCZtbP0aNHmT17NnfccQeWZXktk56eTmpqqsdFRESkxMTE2JsJhoTwFXB31uGxwNXuMurqKVEBE1Teffdd9u/fT9++ffMtM378eKKjo7MvsbGxpVdBEREpf5xOOOss/luxghurVeMI0Al4NGeZuXO1K3IJsowxxt+VAOjYsSNhYWEsW7Ys3zLp6emkp6dnX09NTSU2NrZI20SLiIj4JGu2j8vlogvwIXAWsBmo6i4TEgK7dqk1xUepqalER0cX6fs7IFpUdu/ezccff8ydd+aZ4OUhPDycqKgoj4uIiEixyzHb50nskFIRWDR0KFVDstaeVZdPqQiIdVSmT59OzZo16dy5s7+rIiIikj3bZzn2eBSwB9Ge37UrDB8OO3Zodk8p8XtQcblcTJ8+nT59+hAa6vfqiIiIQHw8Oy2LW43BAHcBfUJCjocTBZRS4/eun48//phff/2VO+64w99VERERAeDgKadw/Rln8B/QEnje4VA3j5/4vQnjqquuIkDG84qIiGCMoV+/fnz722+cXrMmi15+mXCtkeI3fg8qIiIigWTChAksXLiQChUqsGjJEs68+GJ/V6lc83vXj4iISKD4cNYsHnnE3hP55Zdf5mKFFL9TUBEREQGSn36aW/v0wRjDIGBgcrI9TVn8KmAWfDsRviwYIyIi4sHptKchx8dz4OBBWjVsyPfAJcCnQBjY+/xMnaqVZ4tZ0C34JiIiUqoSEiAuDtq3x1W7Nr27dOF74AxgIVkhBezNCAcNUsuKHymoiIhI+ZJj1VmAp4zh3R07CAMWA6fnLp+ZaS/wJn6hoCIiIuVL1qqzAMuAMVmHX+/YkZYOL1+L7oXexC8UVEREpHyJjweHgx+B27MODbYs+r35JuzeDSNG2OEEtJ9PAFBQERGR8iUmhpTnn+d6IBW4DJjy2mvHl8Z/7jl7R+TERPunBtL6lRZ8ExGRcsXlcnH7ypVsB2Jq1OB/b79NhbAwe+yKu+VE+/kEDLWoiIhIuTJu3Djef/99wsPDWTJoEDU7dYL27e1ZQAkJ/q6e5KKgIiIi5caiRYt4/PHHAZg6YQIXPf109sBaTUUOTAoqIiJSLiQlJdG7d28Ahg4dSu+mTY+HFDdNRQ44GqMiIiJl3t69e+natSuHDh2iY8eOPPfcc7B3r73ybM6woqnIAUctKiIiUqYdOXKEG264gT179lC/fn3mzZtHaGioPVh26lRNRQ5walEREZEyy+zZw6A772TDhg1UjY5m2SOPcEpyMhw8aK+n0r8/dOxod/ecfbZCSgBSUBERkbLH6YQXXmDipEnMMoYQYEFKCvFZY1QAzw0HFVAClrp+RESkbElIgNq1eX/iRB40BoAXgCtzl9Msn6CgoCIiImXHpk0wcCDfGkNPwAB3AffkV16zfAKegoqIiJQNCQnQsiV/u1xcBxwE2gEvAlZ+99Esn4CnoCIiIsHP6YSBAzlqDDcDvwBnAQuBCgCWZY9JyUmzfIKCBtOKiEjwW7cO43JxL7AGiASWAdUtC4YPhyFD7HI7dkDlypCWplk+QUJBRUREgltCAgwYwMvANOxunnlAI4cDNmyA5s2Pl1UwCTrq+hERkeCV1eWz0hiGZh16DugUEmJPPc4ZUiQoqUVFRESCV3IyP7lc3AK4gL7AMIC5c6FbN3/WTIqJWlRERCQ4OJ2QmHh83ROnk7937qQzsB+4GHgdsEJCoHVrv1VTipdaVEREJPAlJMDAgfYibQ4H9OpF+qxZ3GAMO4A6wBIgXDN5yhwFFRERCWxZ41Cydzl2uTAzZ3In8DkQBXxgWdScP99uSVFIKVPU9SMiIoEtOfl4SMnyBDAbCMFeK6WRMVCjhkJKGaQWFRERCTxOpx1Q4uPti8ORHVbmAI9lFXsN6ABaYbYMU4uKiIgEloQEiIuD9u3tnytW2FONHQ6+APplFRsJDAA7xGhcSpnl96Dy22+/cfvtt1O9enUqVarE+eefz5YtW/xdLRER8Qcv41EYNAg6dmTnwoVcDxwFbgAmgB1SNmyA/v39VWMpYX7t+vnvv/+45JJLuPzyy/noo4+oWbMmO3fu5JRTTvFntURExF+8jEchM5P/kpLo/NBD/A1chD0+xeGe4aNF3co0vwaVZ555htjYWKZPn559rE6dOv6rkIiI+Feu8SgARx0Obpowge3btxMbG8vSJUuodOCA9uopJ/za9bN06VIuuugiunXrRs2aNWnWrBnTpk3Lt3x6ejqpqakeFxERKUNiYuzxKCEhABiHg7tatyZx3ToiIyN5//33qXXhhdCunUJKOeHXoPLzzz/z2muvER8fz4oVK7jrrru4//77mTVrltfy48ePJzo6OvsSGxtbyjUWEZES178/7NoFiYlMGDmS6V98gcPhYP78+TRp0sTftZNSZhljjL+ePCwsjIsuuoh169ZlH7v//vvZtGkT69evz1M+PT2d9PT07OupqanExsaSkpJCVFRUqdRZRERKUI5pyf9bv57u3bsD8MqTT3LPI4/4uXJSXFJTU4mOji7S97dfx6jUqlWLRo0aeRxr2LAhixYt8lo+PDyc8PDw0qiaiIiUthzL5G+wLHo77Eb/IcA9Y8bA6adrdk855Neun0suuYTt27d7HPvpp5+Ii4vzU41ERMQvckxL3glcZwxHMjPpAkyC49OU3RsSSrnh16DywAMPsGHDBp5++ml27NjBnDlzmDp1KoMHD/ZntUREpLRlTUv+G7gG+Atohr0KbYi7TGYm7NjhpwqKv/g1qDRv3pwlS5Ywd+5cGjduzBNPPMHzzz/Pbbfd5s9qiYhIaYuP57BlcR2QDMQBHwBVcpbRMvnlkt/3+rn22mu59tpr/V0NERHxo8xatbi9WTPWb93KKcBHDge1evWC2bPtlhT34m6aklzu+D2oiIiIDB8+nMVbtxIWFsZ7zz5Lw5tuskPJk0/a3T1a3K3cUlAREZHil3P3Y3fA8HYMmDJlCi+88AIAMydP5rKc4xRjYhRQyjkFFRERKV45phnjcNgrzULeY/37s3DhQoYPHw7As0CP+++HihU1DVmy+XXBt5Ply4IxIiJSCpxOiIvz3Fgwaz2U3Mc+f/11rrzvPtLT0xkMvARYYI9H2bVLLSllmC/f336d9SMiImWMt92PXa48x7a7XHQdOJD09HSuA14gK6SApiGLBwUVEREpPu7dj3NyODyO/Ym9Vsq/QAtgrmUdXysFNA1ZPCioiIhI8cm1+zEhIfb1qVPB4eAgcC3wC3AWsAyoNHy4Z3lNQ5YcNEZFRESKn9OZZ1rx0XXr6HLJJawEqgPrgHPc41FA05DLkaDZlFBERMqoXNOKXS4Xd7z6KiuBStirzp6Tu/VEAUW8UFAREZESN2rUKN555x1CQ0NZ+NZbtIyNVeuJFImCioiIlKhJkyYxadIkABISErimVy8/10iCiQbTiohIiZk9ezYjRowA4JlnnqF3795+rpEEGwUVEREpEStWrKBfv34ADB06lJEjR/q5RhKMFFREROTEOZ2QmGj/zGHTpk3cdNNNZGRk0LNnTyZNmoRlWUW6r0hOCioiIuIbd8CYONFeLr99e/tnQgI4nSS//Tadrr6atLQ0rrzySmbMmIEj9yJwCQl57yvihdZRERGRosu54WBulsVe4GJj+AW4oHZtVn/7LZGRkZ7lvO0HpP19yhXt9SMiIsXP6cw/pAApxnBNVkipB3zodBKZkpK3oLf9gLS/j+RDQUVERIrGW8DIcgjoAnwF1ARWAKe5XN7Dh7f9gLS/j+RDQUVERIqmSpW8AQM4BnQHPgOisENKPcg/fHjbD0j7+0g+FFRERKRwCQnQqlWecSWuCRPo27AhHwAR2Evjn591W3b48Da7p39/e0xKYqL9s3//0jsXCSoKKiIiUjBvY1McDsy6dQz58Ufm/PADocBCoE3Wbaxfb4ePgmb3xMRAu3ZqSZECKaiIiEjBvI1NcbkY9+qrvDxjBhYwE+iU4zbS0vIGHJcLBg3SuiniEwUVEREpmJfBry9aFuNmzgTgJcvi1pw3usemaHaPFAMFFRERKViuwa9vWxZDspbgevzxxxk8bZr3gbGa3SPFQEFFREQKlzX4ddlTT9EvK3wMGTKERx99NP+BsZrdI8VAK9OKiEiRrFmzhquvvpojR47Qq1cv70vje+N02t09Z5+tkCKAb9/foaVUJxERCWKbN2+mS5cuHDlyhOuuu46EhISihRSww4kCipwgdf2IiEiBtm3bRseOHTlw4ADt2rVj3rx5VKhQwd/VknJCLSoiIpKX0wnJyfwUEkKH7t35999/admyJUuXLiUiIsLftZNyREFFREQ8Ze2QvMvl4grgT6Bp06Z89NFHeXdCFilhfu36GTt2LJZleVxOP/10f1ZJRKR8y1qk7XeXiysBJ9AAWDljBlWrVvVz5aQ88nuLyrnnnsvHH3+cfT3EPY1NRERKX3Iyf7lcdAB2AnWBj4GaiYlw6qkaFCulzu+DaUNDQzn99NOzLzVq1PB3lUREyq39NWvSEfgeOBP4JOsnw4bl3atHpBT4PagkJydzxhlnULduXXr06MHPP/+cb9n09HRSU1M9LiIiUgycTg5++CGd+vQhCaiJHVLq5iyjvXrED3wKKrt372blypX88ccfXm///ffffXryli1bMmvWLFasWMG0adPYu3cvF198Mf/884/X8uPHjyc6Ojr7Ehsb69PziYhILk4njBzJ4dq1ua5zZ9Zv2ULVSpVYtXIl9SdPzltee/VIKSvyyrRz586ld+/eZGZmUrFiRd544w169erF7t27mTt3LkuWLGHLli1kZGSccGXS0tKoV68eo0aNYtiwYXluT09PJz09Pft6amoqsbGxWplWROREJCTAgAEcNYYbgQ+AKsAnlkWLjRuhVi27uyfnxoIhIfYy+RqrIifBl5Vpi9yi8sQTT3Dfffexbds2OnTowN13380jjzxCvXr1mDFjBi1atGDx4sUnVfHKlStz3nnnkZyc7PX28PBwoqKiPC4iInICsmb3HDOGW7BDSkTWzxbGQKtWsGKF9uoRvyvyrJ+dO3cyZMgQ4uLieOWVV6hduzbr169n27ZtNGzYsFgqk56ezg8//MCll15aLI8nIiL5SE4mw+XiVuBdIBx4D7jMfbt7PMquXfZFe/WInxQ5qBw7dix7NcKYmBgiIiKYOHHiSYWUESNG0KVLF2rXrs2+fft48sknSU1NpU+fPif8mCIiUriMunXpBSwEwoAlQIfchdzjUdq1U0ARv/FpMO2cOXP48ccf7Ts6HCe9+I/T6aRnz57Ur1+fG2+8kbCwMDZs2EBcXNxJPa6IiOTgdEJiYvZsnczMTPr93/8xD6iAHVausSywLM/7hYTYrSgiflTkwbSXXXYZX3/9NQcPHqRq1aqkpKQwePBgLr74Yho3bsw555xDaGjprh/ny2AcEZFyKWs5fFwusCxcw4bRf/t2Zrz/PiEhIfzvtde4IT7eDiQrVtjdPZmZx8ej9O/v7zOQMsiX7+8iBxW35ORktmzZwtatW9myZQtJSUns37+fChUqUL9+fb755puTqrwvFFRERArgdHrM2nEBdwHTgBBgrmXRbdo0zzDidGo8ipQ4X76/fW4CiY+PJz4+nh49emQf++WXX9i8eTNJSUm+11ZEREpGcnJ2SDHAvdghxQG8DXQzxm5B6djxeCiJiVFAkYBSLH01devWpW7dunTr1q04Hk5ERIpDfDw4HBiXi6HAa4AFzAR6usu4B8wqnEiA8vsS+iIiUoxyDpyNicG88QYjgRezbk4Abs9ZXgNmJcD5ffdkEREpJjkHzjocdkj58UcmZd081bLol3NYohZwkyCgoCIiUhZs2nQ8pADG5WLYwIE8nxVMXn31VQZ06WJ381SuDGlpGjArQUFBRUQk2GXt2UNWKDHAUODFrOtvvPEGAwcOtMsqmEiQUVAREQlmWXv25Awp9wGvZN087dlnudMdUkSCkIKKiEgwyzEF2YU9Bdk9u+fNvn25Y+RIP1ZO5ORp1o+ISDCrUgUcDlzAPRwPKW+NGcMdTzzhsXS+SDBSUBERCVYJCdCqFS6Xi0HAG9ghZcYdd9C3dm17Vdr27e2fCQl+rqzIifF5Cf1AoiX0RaTcyloe3+VyMQB4C/t/nrMef5zb+vXzWDofsKci79qlwbQSEHz5/laLiohIMEpOJtPloj/HQ8ps4LZLL/UYt5LNvQKtSJDRYFoRkWDhdNohJD6eY3Xq0AeYi73B4DvALTlXmXU48raoaAVaCUJqURERCXROJ4wcmT3m5Gjt2txy3XXMxf7f5jyyQop7ldmYGJg61Q4noBVoJahpjIqISCDLtZjbYeAm4CMgDFgEXDtiBAwZkjeIOJ12d49WoJUA48v3t4KKiEigyhow6+7COQhcByQCEcB7QAfQQFkJOhpMKyJSFqxblx1SUoCO2CElElhBVkgBDZSVMk1BRUQkECUkQI8eAPwDXAGsA04BPgYuzVlWA2WlDFNQEREJNDn27/kTuBzYApwKJPbuTYvnntNAWSk3ND1ZRMSfckw5zg4bWeug/IbdkrIdqAV8PHkyjR54wC7To4cGykq5oBYVERF/SUjwvsx9fDy/WBaXYYeU2sBah4NG3bodv29MDLRrp5AiZZ6CioiIP7i7d9yLsrlcMGgQOJ18l5LCJVFR/AzUww4pZ0+dqlAi5ZKCioiIP+SzzP3GpUu57LLL+CMlhcb16/PZwoXE7d4N/fv7p54ifqYxKiIi/hAfn2eZ+08cDrqOHEnaoUO0atWKDz74gGrVqvmxkiL+pxYVERF/yLXM/RKHg04OB2mHDtGhQwdWrVqlkCKCgoqIiP/07w+7djHjwQe5GTiakcFNN93EsmXLqFKlir9rJxIQFFRERPzo+YUL6ffMM7hcLu644w7mTZxI+Lp19mBbEVFQEREpNU4nJCaC04kxhjFjxvBA1roow4cP583WrQmtVy/vdGWRckyDaUVESkNCQvZ0ZJdlMaR1a15etw6Ap556ioeuvBKrdeu805U7dtS0ZCnX1KIiIlLScqyZkg7cagwvr1uHBbxqWTz8009YrVp5na6szQalvAuYoDJ+/Hgsy2Lo0KH+roqISPHKWjMlFegMzAcqAO8AdxsDM2eCMXnvp80GRQKj62fTpk1MnTqVJk2a+LsqIiLFLz6evZZFJ2NIAqoAi4EOBd3H4dBmgyIEQIvKwYMHue2225g2bRpVq1b1d3VERIpd8uHDXFy9OklATWA1RQgpGzZoNVoRAiCoDB48mM6dO3PllVcWWjY9PZ3U1FSPi4hIINu8eTOXXHIJv/z9N/Xi4lg3ezYXPvdc9kJvhIRAnz6e16dOhebN/VdpkQDi166fefPmsXXrVjZt2lSk8uPHj2fcuHElXCsRkeKxcuVKbrzxRtLS0rjgggv48MMPOe200+wbe/SwB8qefbbdvfPkk57XRQQAyxhvI7hK3p49e7joootYuXIlTZs2BaBdu3acf/75PP/8817vk56eTnp6evb11NRUYmNjSUlJISoqqjSqLSJSOKeTd157jb7PPktGRgZXXnklixcvJjIy0t81EwkIqampREdHF+n7229B5d133+WGG24gxN3cCWRmZmJZFg6Hg/T0dI/bvPHlREVESoTTac/qiY+3W0ISEpg0YAAjsv609mzRghlz5xK2e/fxMiLlnC/f337r+rniiivYtm2bx7F+/frRoEEDHnzwwUJDioiI3+VYxA2Hg8ynn2b46NG8kHXzA8DEL7/EER+fXYapUzVIVsQHfmtR8aawrp/c1KIiIn7jdNrL3Gct0nYIuB1YknXzc8AIb/cLCYFdu9SyIuVaULSoiIgEJXdXz19/ZYeUfcB1wEYgHJgFdM/v/u7VZhVURIokoILK6tWr/V0FEZH85ezqsSywLH4yhmuAn4FqwHtAG4fjeBnwXHVWq82K+MTv66iIiASFHPv1AGAMnxtDa+yQchawDmjjLn/XXXZQyR1StNqsiE8CqkVFRCQgOZ2wYIHHpoELgN5AOtASWIq96ixgl5s61XOTQYcD1q/XQm4iPlJQEREpSM7uHsBgD5R9MOvm67E3F6yU8z7urp+cXC5ISyvhyoqUPer6ERHJT67ungxgMMdDyhBgIVDJsjyXwJ8wwQ4rOWlsisgJUYuKiEh+kpOzQ0oK0ANYDljAFOygAtjjUObOhRo1ji+BX60aDBpkz/LR2BSRE6agIiKSn/h4cDj4xeWiC/AdEAHMtixuzD1ItnVrzyDSvz907Kj9e0ROkrp+RETA7uZJTLR/uv8NfDFyJC2wQ8oZwGePPsqN06Z5dvXk11oSEwPt2imkiJwEtaiIiOReHwXAGGZbFv1DQjgKXBAfz9J33uFM96wdtZaIlAoFFREp37ysj+ICxgBPGQMZGdxw9dW8vXAhlStXPn6/mBgFFJFSoK4fESnf1q3zmEp8CLgFeCrr+kPAwpEjPUOKiJQaBRURKZ+cThg5Enr0yD70O9AWe8pxBWAG8HRICI5zzvFLFUVEXT8iUt44nfDCCzBpksfy9luxNxb8DaiOvQvypQ4HPPCAf+opIoBaVESkPElIgNq1YeJEj5AyD3uPnt+AhmeeycbPPuPSESPsGydOhLg4+74iUuosY3IuBhBcUlNTiY6OJiUlhaioKH9XR0QCmdNpB44c41EygUeBCVnXrwHmfPstp0RH5ylLSAjs2qUBtCLFwJfvb7WoiEjZ52VTwRTsrh53SBltWSybOpVTzj3XY0XabJmZ9nRkESlVGqMiImVbrk0FAbYDXbN+RgAJnTvT8/XXj7eWZK1Im6dFRXv1iJQ6taiISNmVe40U4EOgBXZIiY2M5PMPP6Tn++97dunExMDUqUVbfVZESpRaVESk7HE67e6bv/7KDikGeBZ7XRQDtGnenEXvv0/NmjW9P4b26hEJCAoqIlJ2uKceT558vBXFsjhkDP2xZ/cADLztNl566y3CwsIKfjytPividwoqIlI2JCTAgAEe044BdhrDTcDX2H/wXrr9du56+21/1FBEToDGqIhI8HOPRckVUj4ALsIOKTWAj19/XSFFJMgoqIhI8Ms1ndgFjAWuBfYDrbBXnm1bv74fKiciJ0NdPyIS/HJMJ/4XuB34KOume4DJQLimF4sEJbWoiEjwy5pO/JXDwUXYIaWiw8FMy+IVskKKpheLBCW1qIhImTCrQgUGVajAkfR06tauzeL33uP8U0/V9GKRIKegIiJB7ejRozzwwAO8+uqrAHTq1InZs2dTtWpVu4ACikhQU9ePiAStXbt2cemll/Lqq69iWRZjx45l2bJlx0OKiAQ9taiISFBaunQpffr0Yf/+/VStWpXZs2fTqVMnf1dLRIqZWlREJKgcO3aMESNG0LVrV/bv30+LFi1ISkpSSBEpoxRURCRwOZ2QmGj/BH799Vcuu+wyJk2aBMDQoUP57LPPiIuL82ctRaQEqetHRAJTQsLxnY8dDj649156z57Nv//+S3TlykyfMoUbBgzwdy1FpIT5tUXltddeo0mTJkRFRREVFUXr1q356KOPCr+jiAS/XK0leW7LCinHgNEuF9e++CL//vsvFwFJaWncMGgQjBzp/f4iUmb4NajExMQwYcIENm/ezObNm2nfvj1du3blu+++82e1RKSkJSRAXBy0b2//TEjwvD1rSXwncDnwTNbh+4DPgbpg7+szcaL3+4tImWEZk2sXLz+rVq0azz33HP379y+0bGpqKtHR0aSkpBAVFVUKtRORk+Z02uEix948hITArl32v5OTIS2N9667jjuM4V8gCkiwLG7O78+V+/5aM0UkKPjy/R0wg2kzMzOZN28eaWlptG7d2muZ9PR0UlNTPS4iEmRybSAIQGYmvPACxMVxuH17BnfpwvVZIeUCYIvDwc3PPGPv5+NNZqa9Aq2IlDl+H0y7bds2WrduzZEjR6hSpQpLliyhUaNGXsuOHz+ecePGlXINRaRY5dhAMJvDAZMn863LRU/g26zDI4CnLIuwDRugVi3Ytw8mT84bdBwOqFy5lE5AREqT31tU6tevz1dffcWGDRu4++676dOnD99//73Xsg899BApKSnZlz179pRybUXkpGVtIEhIiH09JATzwAO85nLRHDuknAYsB54DwoyBBQvs7qKJE+2xKR07Hr8/2MGlVSuNVREpgwJujMqVV15JvXr1eOONNwotqzEqIkHM6YQdO/inenXuHDmSd1esAOAaYAZQ013O3d2Te0zLu+9C167ex7porIpIQAvKMSpuxhjS09P9XQ0RKSnuacnAaqDpNdfw7ooVVAgJYYpl8T45QkpICAwb5n1MS35jXTRWRaRM8esYlYcffphrrrmG2NhYDhw4wLx581i9ejXLly/3Z7VE5GQ5nXaQiI8/3rrhdNoDZidP5qjLxThgvGVhjKF+/frMnTuXZjVq2EGjcmVIS4Ozz7bvm3tcSkgItGmTd6xLSMjx+4hImeDXoPLnn3/Sq1cv/vjjD6Kjo2nSpAnLly+nQ4cO/qyWiJyMXCvKMnWqfXzAADCG74HbgSQAY+h/3XW8MGgQlWvUsEONt26bqVNh0CC7xSQkBN54A5o3935c3T4iZUrAjVHxhcaoiAQYb2ukZI0xcblcvAQ8CKQD1YA3gJvdrSLuUJPfGkpZY1o4+2zPMJLfcREJWL58f/t9erKIlCHexo1krTDbF/gk69DVwFtArazb3eUYNMie0eMtcOTX2pLfcREpEwJuMK2IBDH3Gik5zAXOww4pEcCrwIdALW+Lt2kwrIjkoqAiIsUnxxop/wI9gVuB/UAL4CvgbocDa8QI2LAh70qzGgwrIrkoqIhI8erfn5VTptAEmAeEAOOALyyLcxYsgN274bnnjg+GzbHwmwbDikhuGqMiIsUm9YcfGDFyJNM++ACAc4DZQHOwV5R1z+xx69/fHpOiwbAikg8FFREpFiseeIABzz+Pe2OLe4FngEruAvl162gwrIgUQEFFRE5KSkoKw3v3JmHpUgDOwp7R09ay7DEoWuNERE6CgoqInLDly5cz4NZbcf73HwD3A08DlcHu6pk71+7uUbeOiJwgBRUR8dn+/fsZPnw4b731FgD1sFtRLstZKCQEWrdWQBGRk6JZPyLik4/efpvG8fG89dZbWJbFUOAbcoUUh0NdPSJSLNSiIiJFsm/fPoZ26cLcL78E4GxgujG0yV3Q4bDXSGnevLSrKCJlkFpURKRAZs8epo8aRYP4eOZ++SUOYBjwNeQNKSEh9tooCikiUkzUoiIi+drx9NMMeuQRPs26fj4wDbjIW+EpU+Dmm9XdIyLFSi0qIpLHsWPHGD96NOdlhZQI4FngS/IJKSEhCikiUiLUoiIiHjZu3MiAAQPYtm0bAFcCr2PP7AHsMSg5d0jWGikiUoIUVEQEsBduGzNmDC+99BLGGKpXrcqU/fu53RgsdyGHA957D6pUgcqVIS1Na6SISIlS149IOWeM4Z133qFBgwa8+OKLGGPo1asXP2zfTq9p07DcmwaC3ZLStSvs3GkPmG3XTiFFREqUgopIOfb999/Tvn17br/9dvbu3cs555zDypUrmfX009T49lt7w8D16+2WFDeXCwYNAqfTfxUXkXJDQUWkHDp48CCjRo2iadOmrF69moiICJ566im++eYbOvz6K8TFQfv29s8FCzzHpIC9f8+OHf6pvIiUKxqjIlKOGGNYtGgRDzzwAM6sFpHrOnTghalTqVOnDmzaBAMHHg8mLhdMnux9AK23nZBFRIqZWlREyonk5GSuvvpqunXrhtPppA6wDHjvk0+o88knkJAALVvmbT1xuWDYMDucgGb5iEipsowxxt+VOFGpqalER0eTkpJCVFSUv6sjEpBSU1N56qmnmDJlCseOHSMsLIwHjx7lIez1UQCwsub1ePtzEBICu3bZ/96xQ7N8ROSk+fL9ra4fkTLK5XIxY8YMHn74Yf78808AOnbsyEvXXEP80KGehfP7/0ruzQUVUESklCmoiAQzpxOSkyE+3iNEfP755wwZMoStW7cCEB8fz+TJk+m8dy/WwIFFe2xtLigiAUBBRSRYJSQcH/jqcMDUqfzaoQMPPvgg8+bNAyAqKoox99/PfZdeSljVqvYaKEXp7c16PIUUEfE3BRWRYOR0eszOOeRy8eyAATwbHs7hI0ewLIs777yTJxs2pOaIEXY5y/IeUnIfV0uKiAQQBRWRYJScDC4XmcDbwP8BTmPgyBEuu+wynn/+eZrVqGGvg+KexZPfQNkJE2D0aHttFPeMHoUUEQkQCioigco9/qRKFTh40GMcijn7bFZYFqOMYVtW8Thg4uuvc9PAgViWBYmJeacaw/E1UdyhpH9/6NFDM3pEJCApqIgEopzjT9yyxo1sbdaMUaNG8UlWC8kpwCOWxb2vvkrFQYOOl4+Pz7tQG9gtKyNGwJAhnrN5FFBEJABpHRWRQOJ0wrp10LNnnoCxC3jUsngn6yMbFhbGfX378nDnzlS74ALvQcNb4IHja6MonIiIH/jy/e3XlWnHjx9P8+bNiYyMpGbNmlx//fVs377dn1US8Z+EBHtMyS23eASLf4HhQH3IDim3AduPHWNiixZUu+6644HD6bS7fNwbBvbvD3Pn5n0u7dUjIkHCr0FlzZo1DB48mA0bNrBq1SoyMjK46qqrSEtL82e1REpf7j12gAPAU0A9YDJwFGgPbAZmA3WM8dzF2B103JsJJiTYxy++2HP3Y9BePSISNAKq6+evv/6iZs2arFmzhssuu6zQ8ur6kTIhIQEGDMielXMYeA0YD/ydVeQ84FmgI2Dlvn9ioh06cs7wAc/unYQEO9TknNnTv3+JnpaISH6Cpusnt5SUFACqVavm9fb09HRSU1M9LiJBzd2SYgxHgVexW1CGY4eUs08/nXeGDyfJsrgaLyHF3TKybl3ecSiZmbB+vf3v/v3t0JKYaP9USBGRIBEwQcUYw7Bhw2jTpg2NGzf2Wmb8+PFER0dnX2JjY0u5liLFKGu34gyXi+nAOcBg4A+gNpDQty8/7NnDrZ07E+Kt4dO9D8+KFfb0Ym969DjeBRQTA+3aaQCtiASVgOn6GTx4MB988AGff/45Mfn8IU1PTyc9PT37empqKrGxser6kcBUwDooOJ1k1q7N/4zhMeCnrLucjj2z587PPiP8kkuOP07ubh336rG1auW9LTfN8BGRABN0XT/33XcfS5cuJTExMd+QAhAeHk5UVJTHRSQg5RzY2qKFxwDXjIwM3n7lFc41hp7YIaU68Byw07IYPG3a8ZACdsCYOtUOHGD/dO/Dk7VCbYE0w0dEgphfW1SMMdx3330sWbKE1atXEx8f79P9NZhWApK3FhDsWTtvWxbjzzyTnVkzdU4BhgFDgKjC9thxOvOuHpvPc3lQi4qIBJigaVEZPHgws2fPZs6cOURGRrJ371727t3L4cOH/VktEd/lXL8kVyvHEexBsvHAncaw0+nk1CpVGH/jjex2OPg/ICpnK0l+vI0x8dba0qeP5/U33lBIEZGg5dcWFcvKM4cBgOnTp9O3b99C768WFQkIOVd/dTiyN/k75HIxFbtL5/esoqcDI4FBDgeVd++2DxbHHju5W1u8tb6IiAQIX76/A2Yw7YlQUJFS5W4tyTUoNnfXy78OB6926MBLK1awL+tYDPAg0B+IcBdMTLRbSEREypmg6foRCRi5l57PLb9VX3N08+zCHmtS2+Xi/7JCSt1atZh6773ssCzuJUdI0cqwIiJFoqAikl8IcXM6PZe3d7ns6wsWQFoaWy2LnsDZwItAGnD+uefyzjvvsH33bga89BLh06Zp3IiIyAlQ14+Ub/mtUTJ3rr1HTkyM3dLSvr3H3QywEnv8ySc5jncARj7wAFdOmpR3DJbGjYiIAL59f4eWUp1EApO3dUhcLnsHY8uC4cOhe3c7vLhcHAbmAi8A32QVDwFuAUZYFs02bsx/5k5MjAKKiIiP1PUj5Vt8fN6dhd2MgYkToVUr9tx4Iw9bFrHYA2K/ASoDQ4GdwDtAM2NAO3+LiBQrBRUpewoaGJv7ttzrkORggM+Abi4XdRcuZLwx/IO9D88zwK/AFCDOfQdfBsgWNnhXREQABRUpawoaGJvfbe6dhRcsAIeDw8BbwAXAZcBCIBO4HFh8zz3sfOMNRoWE4LHHt3uALBQeQAobvCsiItk0mFbKDm8DY93Lx0P+t2WNG/npp5+Ydv/9TF+xgn+yikQAtwP3AeflfrwdO6ByZbu75+yz7V2Mcy78NnWqHYKKWkeNXxGRckKDaaV88jYw1r0hnzFeb0tfu5bF33/P1E8/ZfX69dk31Y6M5N6DB+lvjGfLifvxci9l720K86BB0LGjZ7mC6qigIiKSh4KKlB3ugbG5Wyvc40Zy3PYjMA2Yedtt2a0nDsuiU+fODBgwgE6dOhGalAStWuX/eDkVNYAUVkcREfGgMSpSdnjboM+9sFpMDIdffpl3LIu2QENgMvAP9vL2Y4FdlsWy117juuuuIzQ01J5mnN/j5eZt9pC3AFJQHUVEJA+NUZGyJ8fCaubMM/niiy+YOXMmCxYsIDU1FbBbTzobw0DgGuy1UADv++8UdaG2hAS7uycz83gAyT1GxdfHFBEpg7QpoZR7P//8M2+/8gqz5s7l5z/+yD4eFxfHHXfcwR3XXEOMt26dkx3UqgAiIlIoDaaVciklJYWFCxcyc+ZMPvvss+zjVYBujRvTe8wYLrvpJhwOhx0ohg2DKVM8W0BONlxo9VkRkWKloCKly+m0B57Gxxf9C72A+xw6dIgPP/yQ+fPn8/7773PkyBEALOBKoA9wPVD522+hRw97fAgcn6FjWTBiBAwZooAhIhKA1PUjpSchofB1Ropwn/Tbb2f58uXMnz+fpUuXkpZj2fqGDRvSp00bbp82jTO9PZ57wKvWMRER8RuNUZHAcyILneW4z1HgY2A+8G5EBKmHD2cXq1OnDt27d+eWW26hWbNmWL/9lve5CuNtEK2IiJQIjVGRwJPfOiPr18Opp3rt1kn75htWuly8BywF/nPfcPgwZwLdgVssixaPPIJ1553H7+ieApxzATa3/FpUtI6JiEhAUouKlA5vLSqWZV9ydOvs69KFZcuW8d5777Fq5UqOpKdnFz8N6AbcAlxMjkWA8muZcTrhhRfyDpiFok8jFhGRYqeuHwlMOdcZcTjsZe2NIRl4D3gXWGdZ5HxL1j31VLr+8w/XG0Mbcqx3ktuCBdCtm/fbvE0Z1jRiERG/UVCRwOV0cujbb1mzZg3LJ0xgOfBTriIXnnceXbt14/pWrWgcEoIVGWm3mPTokf+4E8uC4cM1e0dEJAgoqIhvfJkyfALTi40x/PDDDyxfvpzly5ezdu1a0nN06YQC7bCnEV8HxDoc0KsXvP225wwhON4ik5+iziYSERG/UVApSSeyDkgg82XKcGFlc7w2f1aowJo1a/j4449Zvnw5e/bs8Xio2sDVWZf2QHRh9XSPQwG7y+aHH+CeewouWxZ+PyIiZZCCSkk5kXVA/K2gYOXLlGFvZR0OeO89qFyZfWvWsObxx1ltDInAD7mqER4eTrsmTbi6TRs6Pv88DYzBct9oWfZ4lcLknELsrT75lRURkYCi6cklwen0nO7qctndEB07Bs7/3HOHksKCVX5ThnfsyHtOucr+CXzmcrG6SxcSge+9VKdpfDztzjuPq6tW5bK33qLSpk2weXPeUGKMXb+C1j3JPYW4oCnImm4sIlJmKKgUVVG+1P3ZLZQ7lEyYAKNHFxys4uPzBgQvX/LHjh3j60OHWG9ZrDeG9cAuL1Vogj3WpB1wGVB950779cjJW8tJSIhd3wcf9B5WHA7v+/D072+fj7cpyIESHkVE5KSo66eoCusm8We3UH5rlHj71S5Y4LnAWs4pwyEhmNdf57err2bTpk2sX7mS9V98weaffvJYzwTsvXQa4xlMTvWlzu6AlHMdk02bIPeOxg4HbNgAzZsX/hpourGISFDQGJXi4K11JNeXevYX7IksD1+cFiyAW24pvFyuBdZcr7/OjrZtSfr4Y5I+/5yk335j6/ff8/fff+e5a9WICFqddx6t4+NpPWcOLYwh31e8sDEnISH2irRpaXmDRX6vsYiIlBkKKieroNYRb/9zzy8oeBvQWdzdQwkJMGBAoYNR/8MeR/ID8A2wFfgaOOilbEhICI0yM2kN2Zd4slaCdU8dnj3bc5pwSAiMHw/79sGkSfnXpyjhQ60jIiJlmoLKyfC1dSS/oODtPsXdPZSrrgbYhx1I3KHke+CHihXZe+SI14eoGBZG02bNaOa+/PorjZ96ioiCnjdni0jlysdbRsD7TBx3iGneXOFDREQ06+ek+DITxj0TyFtIyT2g09usoYEDITIS6taFgwehShX7Z35TiZOTORoXx68uFz///DM/f/QRP7tc/AzZlxRv55QVUmKBRsC5QDOgmcNB/e3bCa1T5/hzxMUV/hplZtrhJHdrUWKi98Gwc+fmv7y9iIhIAfwaVNauXctzzz3Hli1b+OOPP1iyZAnXX3+9P6vkfSaMw2EHiMREzxDhLdSA9y9mb2VdLo8uoyPAH8BvwO/XXstvF1zA74cO8dvatfz+5ZfsBn4FCpjEiwWchR1IGloWjTp2pNHy5TQAInMWdLfouENKQeeTW37Tf/ObRdS6deGPKSIi4oVfg0paWhpNmzalX79+3HTTTf6synHu9TlyLtXuckGXLva/c3bZePliNg4Hh88/n7S//uLgwYOkpaXx33//8c/OnfxjWfxjDP8A/wD/Zv38B9ib9TPb++/bFy8igLPOOYez6tfnrMOHOeuTTzjLGM5yOKj78stEdOlyfIwHeF+ozdtMmipVvIe0hx6ypw8XNv0392unqcIiInKSAmaMimVZPreolNRg2nXr1vHyuHFkrFxJJpCR45J9vXlzMhwODjmdpP32G2lgX3Lt/uurisCZwBlefsYC9YDTAOu116B+fTssQcGDT73NpOnYMf/F4dxyz2wq6gBXDYYVEZEClNkxKunp6R6b2aWmppbI8/z666/MXbmy4EKbNnk/niOkRISHU7lyZapWr0716tWpVq0a1SMiqH74MNU/+ojqxlAdqI4dPs4EToHjS8sX5O677Z9FGZTrXhjNHR5WrDjeyuJtcTj3465ff7zVJSam6KHDl7IiIiIFCKqgMn78eMaNG1fiz9OsWTOmPPYYIY8/TqgxhILnxeEg5PXXCT3tNCIiIqhSpQqVK1fOvlRZtIhK992HIz0djh6FO+6AIUPyXy/kZBR1KX93ePA2qDd3SHEfT0s7ubqJiIicpKDq+vHWohIbG1tyK9N6CxO5u0Nyr4mS32Z5lgXDh3sGFncXiXuKb+XK9pos7uXgfVHUTfgSE6F9+7zHvQ2C1Q7EIiJSAnzp+nGUUp2KRXh4OFFRUR6XEtW/v/1lnZgIX35p/9y1yz6ekGAHkvbt7Z8JCfZ98ps5YwxMnOhZNibGDhfNmx//+dxz9nMsWGCHh6LwZRM+9wDg3Pd/5hn7p/u6BsGKiEgACKqg4he5w0R+3SeDBtnHvQWBnHKWLeg5u3Wzx57kDA99+hy/7uZrqHDPzMkdSkaMOB7K3GFMRETEz/w6RuXgwYPs2LEj+/ovv/zCV199RbVq1ahdu7Yfa1aIghaFa9fODgK5Z9B4K1tYuMg9CDYmBp580rO76ERm1nh7XNAgWBERCTh+HaOyevVqLr/88jzH+/Tpw4wZMwq9f6nunpxTUZbZdzrhhRdg8mTvS8pr/IeIiJRTQTNGpV27dhhj8lyKElL8Kr/uk5zBIybGHm+ye7fdraLxHyIiIj4LmFk/J8JvLSpuWgRNRETEZ2V2wbeAo0XQRERESpRm/YiIiEjAUlARERGRgKWgIiIiIgFLQUVEREQCloKKiIiIBCwFFREREQlYCioiIiISsBRUREREJGApqIiIiEjAUlARERGRgKWgIiIiIgErqPf6ce+nmJqa6ueaiIiISFG5v7eLsi9yUAeVAwcOABAbG+vnmoiIiIivDhw4QHR0dIFlLFOUOBOgXC4Xv//+O5GRkViWVayPnZqaSmxsLHv27Cl0C+pgpPMLfmX9HMv6+UHZP0edX/ArqXM0xnDgwAHOOOMMHI6CR6EEdYuKw+EgJiamRJ8jKiqqzL4BQedXFpT1cyzr5wdl/xx1fsGvJM6xsJYUNw2mFRERkYCloCIiIiIBS0ElH+Hh4Tz22GOEh4f7uyolQucX/Mr6OZb184Oyf446v+AXCOcY1INpRUREpGxTi4qIiIgELAUVERERCVgKKiIiIhKwFFREREQkYJWboPLqq69St25dKlasyIUXXshnn31WYPk1a9Zw4YUXUrFiRc466yxef/31PGUWLVpEo0aNCA8Pp1GjRixZsqSkql8oX85v8eLFdOjQgRo1ahAVFUXr1q1ZsWKFR5kZM2ZgWVaey5EjR0r6VPLlyzmuXr3aa/1//PFHj3LB+jvs27ev1/M799xzs8sE0u9w7dq1dOnShTPOOAPLsnj33XcLvU+wfQZ9Pcdg+xz6en7B9hn09fyC7TM4fvx4mjdvTmRkJDVr1uT6669n+/bthd4vED6H5SKozJ8/n6FDh/LII4+QlJTEpZdeyjXXXMOvv/7qtfwvv/xCp06duPTSS0lKSuLhhx/m/vvvZ9GiRdll1q9fzy233EKvXr34+uuv6dWrF927d2fjxo2ldVrZfD2/tWvX0qFDBz788EO2bNnC5ZdfTpcuXUhKSvIoFxUVxR9//OFxqVixYmmcUh6+nqPb9u3bPeofHx+ffVsw/w5feOEFj/Pas2cP1apVo1u3bh7lAuV3mJaWRtOmTXn55ZeLVD7YPoPg+zkG2+fQ1/NzC5bPoK/nF2yfwTVr1jB48GA2bNjAqlWryMjI4KqrriItLS3f+wTM59CUAy1atDB33XWXx7EGDRqY0aNHey0/atQo06BBA49jgwYNMq1atcq+3r17d3P11Vd7lOnYsaPp0aNHMdW66Hw9P28aNWpkxo0bl319+vTpJjo6uriqeNJ8PcfExEQDmP/++y/fxyxLv8MlS5YYy7LMrl27so8F2u/QDTBLliwpsEywfQZzK8o5ehPon0O3opxfsH0GczqR318wfQaNMWbfvn0GMGvWrMm3TKB8Dst8i8rRo0fZsmULV111lcfxq666inXr1nm9z/r16/OU79ixI5s3b+bYsWMFlsnvMUvKiZxfbi6XiwMHDlCtWjWP4wcPHiQuLo6YmBiuvfbaPP/TKy0nc47NmjWjVq1aXHHFFSQmJnrcVpZ+hwkJCVx55ZXExcV5HA+U36GvgukzWFwC/XN4ooLhM1gcgu0zmJKSApDn/ZZToHwOy3xQ+fvvv8nMzOS0007zOH7aaaexd+9er/fZu3ev1/IZGRn8/fffBZbJ7zFLyomcX26TJk0iLS2N7t27Zx9r0KABM2bMYOnSpcydO5eKFStyySWXkJycXKz1L4oTOcdatWoxdepUFi1axOLFi6lfvz5XXHEFa9euzS5TVn6Hf/zxBx999BF33nmnx/FA+h36Kpg+g8Ul0D+Hvgqmz+DJCrbPoDGGYcOG0aZNGxo3bpxvuUD5HAb17sm+sCzL47oxJs+xwsrnPu7rY5akE63L3LlzGTt2LO+99x41a9bMPt6qVStatWqVff2SSy7hggsu4KWXXuLFF18svor7wJdzrF+/PvXr18++3rp1a/bs2cPEiRO57LLLTugxS9qJ1mXGjBmccsopXH/99R7HA/F36Itg+wyejGD6HBZVMH4GT1SwfQbvvfdevvnmGz7//PNCywbC57DMt6iceuqphISE5El3+/bty5MC3U4//XSv5UNDQ6levXqBZfJ7zJJyIufnNn/+fPr378+CBQu48sorCyzrcDho3ry5X/4ncDLnmFOrVq086l8WfofGGN566y169epFWFhYgWX9+Tv0VTB9Bk9WsHwOi0OgfgZPRrB9Bu+77z6WLl1KYmIiMTExBZYNlM9hmQ8qYWFhXHjhhaxatcrj+KpVq7j44ou93qd169Z5yq9cuZKLLrqIChUqFFgmv8csKSdyfmD/D65v377MmTOHzp07F/o8xhi++uoratWqddJ19tWJnmNuSUlJHvUP9t8h2CP5d+zYQf/+/Qt9Hn/+Dn0VTJ/BkxFMn8PiEKifwZMRLJ9BYwz33nsvixcv5tNPP6Vu3bqF3idgPofFNiw3gM2bN89UqFDBJCQkmO+//94MHTrUVK5cOXt09ujRo02vXr2yy//888+mUqVK5oEHHjDff/+9SUhIMBUqVDALFy7MLvPFF1+YkJAQM2HCBPPDDz+YCRMmmNDQULNhw4aAP785c+aY0NBQ88orr5g//vgj+7J///7sMmPHjjXLly83O3fuNElJSaZfv34mNDTUbNy4sdTPzxjfz3HKlClmyZIl5qeffjLffvutGT16tAHMokWLsssE8+/Q7fbbbzctW7b0+piB9Ds8cOCASUpKMklJSQYwkydPNklJSWb37t3GmOD/DBrj+zkG2+fQ1/MLts+gr+fnFiyfwbvvvttER0eb1atXe7zfDh06lF0mUD+H5SKoGGPMK6+8YuLi4kxYWJi54IILPKZk9enTx7Rt29aj/OrVq02zZs1MWFiYqVOnjnnttdfyPOb//vc/U79+fVOhQgXToEEDjw9gafPl/Nq2bWuAPJc+ffpklxk6dKipXbu2CQsLMzVq1DBXXXWVWbduXSmeUV6+nOMzzzxj6tWrZypWrGiqVq1q2rRpYz744IM8jxmsv0NjjNm/f7+JiIgwU6dO9fp4gfQ7dE9Vze89VxY+g76eY7B9Dn09v2D7DJ7IezSYPoPezg0w06dPzy4TqJ9DK+sERERERAJOmR+jIiIiIsFLQUVEREQCloKKiIiIBCwFFREREQlYCioiIiISsBRUREREJGApqIiIiEjAUlARERGRgKWgIiIiIgFLQUVEgsKECRNo3bq1v6shIqVMQUVEgsLXX39N06ZN/V0NESllCioiEhS+/vprzj//fH9XQ0RKmYKKiAScH374gXbt2hEREUGzZs3YvHkzP/30k1pURMohBRURCSg//vgjLVu25KKLLuLbb79lzJgxdO3aFWMMTZo08Xf1RKSUWcYY4+9KiIi4XXHFFZxxxhm8/fbb2cd69uzJ1q1b2b59ux9rJiL+EOrvCoiIuO3evZtPP/2UrVu3ehyvUKGCun1Eyil1/YhIwPjqq68IDQ3lvPPO8zi+detWDaQVKacUVEQkYDgcDlwuF0ePHs0+9uGHH/Ldd98pqIiUUwoqIhIwLrzwQipUqMCIESP4+eefWbp0KQMGDABQ149IOaXBtCISUGbPns1DDz1EWloazZo1o2XLlkybNo2//vrL31UTET9QUBEREZGApa4fERERCVgKKiIiIhKwFFREREQkYCmoiIiISMBSUBEREZGApaAiIiIiAUtBRURERAKWgoqIiIgELAUVERERCVgKKiIiIhKwFFREREQkYP0/CS9mKJsj6UIAAAAASUVORK5CYII=", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "PyObject Text(0.5, 1.0, 'Fit A\\\\b to noisy \"measurements\" of $R = 1 + d^2$')" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "d = range(0,2,length=200) # 20 points from 1 to 4\n", + "b = 1 .+ 2*d.^2 + randn(200)*0.1 # measurements with Gaussian random noise\n", + "plot(d, b, \"r.\")\n", + "plot(d, x̂[1] .+ x̂[2] * d.^2, \"k-\")\n", + "xlabel(L\"d\")\n", + "ylabel(L\"R\")\n", + "title(\"Fit A\\\\b to noisy \\\"measurements\\\" of \\$R = 1 + d^2\\$\")" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.023172396639159105" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "norm(b - A*x̂) / norm(b) # the length of the \"residual\" b - Ax̂ is not zero!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This $\\hat{x}$ is *not* an exact solution: $A\\hat{x} \\ne b$: the \"residual\" (the \"error\") $b - A\\hat{x}$ is not zero, as we can see by checking its norm $\\Vert b - A\\hat{x}\\Vert$ above.\n", + "\n", + "In the plot above, correspondingly, the black \"fit\" curve does *not* exactly match the data points. But it is pretty close!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Least-square fits\n", + "\n", + "What `A \\ b` is doing in Julia, for a non-square \"tall\" matrix $A$ as above, is computing a **least-square fit** that **minimizes the sum of the square of the errors**. This is an extremely important thing to do in many areas of linear algebra, statistics, engineering, science, finance, etcetera.\n", + "\n", + "Above, we have a bunch of measurements $(d_k, R_k)$, and we are trying to *fit* it to a function $R(x,d) = x_1 + x_2 d^2$. There is no exact fit, so instead we minimize the sum of the squares of the errors:\n", + "\n", + "$$\n", + "\\min_{x \\in \\mathbb{R}^2} \\sum_{k=1}^m (R_k - R(x, d_k))^2 \\;.\n", + "$$\n", + "\n", + "Let's write this in terms of linear-algebra operations. We have our $m \\times 2$ matrix $A$ above, and in terms of this we have $R(x, d_k) = (Ax)_k$: the \"fit\" function at $d_k$ is the $k$-th row of $Ax$. But then $R_k - R(x,d_k)$ is the $k$-th row of the **residual vector**\n", + "\n", + "$$\n", + "\\mbox{residual} = b - Ax\n", + "$$\n", + "\n", + "and we can see that our sum above is precisely the **sum of the squares of the residual components**, which is the **square of the length of the residual**:\n", + "\n", + "$$\n", + "\\sum_{k=1}^m (R_k - R(x, d_k))^2 = \\Vert b - Ax \\Vert^2 \\; .\n", + "$$\n", + "\n", + "Here, $\\Vert y \\Vert = \\sqrt{y^T y}$ is the *length* of a vector, also called the **norm of the vector**: the square root of the dot product with itself. (More specifically, this is the [Euclidean norm](https://en.wikipedia.org/wiki/Euclidean_distance), also called the $L^2$ norm. There are other ways to define a vector norm, but I think this is the only one we will use in 18.(C)06.)\n", + "\n", + "So, what we are *really* doing is **minimizing the norm of the residual**:\n", + "\n", + "$$\n", + "\\boxed{\n", + "\\min_{x \\in \\mathbb{R}^2} \\Vert b - Ax \\Vert\n", + "}\n", + "$$\n", + "\n", + "(Note that minimizing the norm and minimizing the squared norm will give the same solution $x$; which one we write is a matter of convenience.)\n", + "\n", + "This is exactly what `A \\ b` does in Julia (and Matlab) for a non-square matrix $A$, which is why it gives us a good fit above." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Least-squares fits and the normal equations\n", + "\n", + "As derived in section 4.3 of the Strang textbook, minimizing $\\Vert b - Ax\\Vert$ or (equivalently) $\\Vert b - Ax\\Vert^2$ leads to the so-called **\"normal equations\"** for the minimizer $\\hat{x}$:\n", + "\n", + "$$\n", + "\\boxed{ A^T A \\hat{x} = A^T b }\n", + "$$\n", + "\n", + "These *always* have a solution. If $A$ is an $m \\times n$ matrix, then $A^T A$ is $n \\times n$, and:\n", + "\n", + "* Usually in fitting problems, $A$ is a \"tall\" matrix with full column rank $n$, in which case $\\operatorname{rank}(A^T A) = \\operatorname{rank}(A) = n$ and $A^T A$ is *invertible*: the solution $\\hat{x}$ exists and is unique.\n", + "\n", + "* Even if $\\operatorname{rank}(A) < n$, we still have a (non-unique) solution, because $A^T b \\in C(A^T) = N(A)^\\perp = N(A^T A)^\\perp = C(A^T A)$.\n", + "\n", + "Now (on the blackboard), I will show that we can derive the normal equations directly by 18.02. If we just take the partial derivatives of $f(x) = \\Vert b - Ax \\Vert^2$ and set them to zero, we find that $0 = \\nabla_x f = 2A^T Ax - 2A^T b$ and the normal equations follow." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# More polynomial fitting examples.\n", + "\n", + "Suppose we are fitting m points $(a_k,b_k)$ to a degree-(n+1) polynomial of the form\n", + "\n", + "$$\n", + "p(a) = x_1 + x_2 a + x_3 a^2 + \\cdots + x_n a^{n-1} \\; ,\n", + "$$\n", + "\n", + "which leads to the $m \\times n$ matrix\n", + "\n", + "$$\n", + "A = \\begin{pmatrix}\n", + " 1 & a_1 & a_1^2 & \\cdots a_1^{n-1} \\\\\n", + " 1 & a_2 & a_2^2 & \\cdots a_2^{n-1} \\\\\n", + " 1 & a_3 & a_3^2 & \\cdots a_3^{n-1} \\\\\n", + " \\vdots & \\vdots & \\vdots & \\vdots \\\\\n", + " 1 & a_m & a_m^2 & \\cdots a_m^{n-1} \\\\\n", + " \\end{pmatrix}\n", + "$$\n", + "\n", + "and hence to the normal equations for the fit coefficients $\\hat{x}$.\n", + "\n", + "Let's generate 50 data points from a degree-3 polynomial $1 + 2a + 3a^2 + 4a^3$ plus noise, and see what happens as we change the fitting degree $n$." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkEAAAHFCAYAAAD1zS3+AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAABX2klEQVR4nO3dd1hT1x8G8DessFEcDBFcuOveVkUq7q3Fat0Lt2hbd+uoStXW/triqEodrYM6cFVRanHVicVaRy0O0FhwoAIiO+f3ByUaGQZIyHo/z3MfzOUmfG8iycs5554jEUIIEBERERkZE20XQERERKQNDEFERERklBiCiIiIyCgxBBEREZFRYggiIiIio8QQREREREaJIYiIiIiMEkMQERERGSWGICIiIjJKDEGkc7y8vODl5aXtMops+PDhsLW1VenYSpUqYfjw4RqtRyKRYMGCBRr9GW/z8uVLLFiwAMePH9dqHfri2LFjaNKkCWxsbCCRSLB3715s2rQJEokE0dHRiuO2bduG//3vfxqpYd68eXB3d4eZmRlKlSpV6PsPHz4clSpVUntduiQ2Nhbz5s1Dy5YtUbZsWdjb26Nx48ZYt24dsrKytF0eqcBM2wUQvWn16tXaLqHEhISEwN7eXttlaNzLly+xcOFCANDrgFsShBDw9fVF9erVsX//ftjY2KBGjRrIzMzE2bNn4eLiojh227ZtuHr1Kvz9/dVaw759+7BkyRLMnTsXXbp0gVQqVevjG4pLly5hy5YtGDp0KD799FOYm5vj8OHDGD9+PM6dO4cffvhB2yXSWzAEkc6pXbu2tksoMQ0bNtR2CaRGKSkpsLS0hEQiKfJj/Pvvv3j69Cn69OmD9957T+l75cqVK26JKrl69SoAYMqUKShfvnyJ/Ex1UcdroKrWrVvj9u3bMDc3V+zz8fFBeno6Vq1ahYULF6JixYoar4OKjt1hVCwLFiyARCLBtWvXMHDgQDg4OMDJyQkjR45EQkKC0rGpqamYPXs2KleuDAsLC1SoUAETJ07E8+fPlY7LqztszZo1qF+/PmxtbWFnZ4eaNWtizpw5AIDo6GiYmZkhICAgV30nT56ERCLBzp07CzyP58+f46OPPkKVKlUglUpRvnx5dO3aFX///TcA4Pjx45BIJLm6c6KjoyGRSLBp06Zcj3nt2jW89957sLGxQbly5TBp0iS8fPlS6Zi8usPeVos6xMXFwc/PD25ubrCwsEDlypWxcOFCZGZmKh23cOFCNG/eHI6OjrC3t0ejRo0QFBSEN9dd/u233+Dl5YUyZcrAysoK7u7u6NevH16+fIno6GjFh/fChQshkUggkUje2g348uVLfPzxx6hcuTIsLS3h6OiIJk2aYPv27UrHbdq0CTVq1IBUKkWtWrWwZcuWXF0xhXn9IiIi8MEHH6BSpUqwsrJCpUqVMHDgQMTExOT6uRKJBEePHsXIkSNRrlw5WFtbIy0tDQAQHByMli1bwsbGBra2tujUqRMiIyMLPOcFCxbAzc0NADBz5kxIJBLFebzZHebl5YVffvkFMTExiuf0bR/8crkcy5cvR82aNRX/t4YOHQqZTKY4plKlSpg3bx4AwMnJSaXu1Lxeg7ykp6dj8eLFip9frlw5jBgxAo8fP1Y6Li0tDR999BGcnZ1hbW2Ntm3b4tKlS7l+X9T1GkRERKBnz55wdHSEpaUlGjZsiJ9//rnAcwaA0qVLKwWgHM2aNQMApeeVdBNbgkgt+vXrhwEDBmDUqFH466+/MHv2bABQNAcLIdC7d28cO3YMs2fPRps2bXDlyhXMnz8fZ8+exdmzZ/Ntct+xYwcmTJiAyZMn48svv4SJiQlu3bqF69evA8h+0+7ZsyfWrl2LGTNmwNTUVHHfwMBAuLq6ok+fPvnWnpSUhHfffRfR0dGYOXMmmjdvjhcvXuDkyZOIjY1FzZo1C/18ZGRkoGvXrvDz88OsWbNw5swZLF68GDExMThw4ECxaxk+fDg2b96Mu3fvFnrcRVxcHJo1awYTExN89tlnqFq1Ks6ePYvFixcjOjoaGzduVBwbHR0NPz8/uLu7AwDOnTuHyZMn48GDB/jss88Ux3Tr1g1t2rTBDz/8gFKlSuHBgwcIDQ1Feno6XFxcEBoais6dO2PUqFEYPXo0gLe3akyfPh0//vgjFi9ejIYNGyI5ORlXr15FfHy84phNmzZhxIgR6NWrF7766iskJCRgwYIFSEtLg4lJ0f7Gi46ORo0aNfDBBx/A0dERsbGxWLNmDZo2bYrr16+jbNmySsePHDkS3bp1w48//ojk5GSYm5tj6dKlmDdvHkaMGIF58+YhPT0dK1asQJs2bXDhwoV8WztHjx6N+vXro2/fvpg8eTIGDRqU7+/F6tWrMXbsWNy+fRshISEqndv48eOxbt06TJo0Cd27d0d0dDQ+/fRTHD9+HH/88QfKli2LkJAQrFq1CkFBQQgNDYWDg4MimOVF1ddALpejV69eOHXqFGbMmIFWrVohJiYG8+fPh5eXFyIiImBlZQUAGDFiBIKDgzFjxgx4e3vj+vXr6NOnDxITE/OsoTivQXh4ODp37ozmzZtj7dq1cHBwwI4dOzBgwAC8fPmySGP2fvvtN5iZmaF69eqFvi+VMEFUDPPnzxcAxPLly5X2T5gwQVhaWgq5XC6EECI0NDTP44KDgwUAsW7dOsW+du3aiXbt2iluT5o0SZQqVarAOsLDwwUAERISotj34MEDYWZmJhYuXFjgfRctWiQAiLCwsLc+fnh4uNL+u3fvCgBi48aNin3Dhg0TAMQ333yjdOySJUsEAHH69GnFPg8PDzFs2LBC1SKEECNHjhSmpqYiOjq6wOOEEAKAmD9/vuK2n5+fsLW1FTExMUrHffnllwKAuHbtWp6Pk5WVJTIyMsSiRYtEmTJlFK/trl27BABx+fLlfGt4/Phxrjrepm7duqJ37975fj8rK0u4urqKRo0aKWoRQojo6Ghhbm4uPDw8FPsK8/q9KTMzU7x48ULY2NgovaYbN24UAMTQoUOVjr93754wMzMTkydPVtqflJQknJ2dha+vbwFn/aqmFStWKO3P+Xl3795V7OvWrZvSeRbkxo0bAoCYMGGC0v7z588LAGLOnDmKfTm/148fPy7wMQvzGmzfvl0AELt371Z6jIsXLwoAYvXq1UIIIa5duyYAiJkzZyodl3P/139f1PEa1KxZUzRs2FBkZGQoHdu9e3fh4uIisrKyCnwO3nTkyBFhYmIipk2bVqj7kXawO4zUomfPnkq369Wrh9TUVDx69AhA9l9GAHL9VfX+++/DxsYGx44dy/exmzVrhufPn2PgwIHYt28fnjx5kusYLy8v1K9fH6tWrVLsW7t2LSQSCcaOHVtg7YcPH0b16tXRoUOHAo8rrA8//FDp9qBBgwBk/+VZ3FqCgoKQmZkJDw+PQtd18OBBtG/fHq6ursjMzFRsXbp0AQCcOHFCcexvv/2GDh06wMHBAaampjA3N8dnn32G+Ph4xWvboEEDWFhYYOzYsdi8eTPu3LlTqHperyEzM1PR1dasWTMcPnwYs2bNwvHjx5GSkqJ0v5s3b+Lff//FoEGDlLqBPDw80KpVq0I/LzlevHiBmTNnolq1ajAzM4OZmRlsbW2RnJyMGzdu5Dq+X79+SrePHDmCzMxMDB06VOm8LC0t0a5dO61dIZfz/+7N38FmzZqhVq1aBf4O5qcwr8HBgwdRqlQp9OjRQ+l5adCgAZydnRXPS87/P19fX6X79+/fH2ZmeXdeFPU1uHXrFv7++2/F7+rrx3bt2hWxsbG4efOmys/HH3/8AV9fX7Ro0SLP7nnSPQxBpBZlypRRup3ThJ/zwRUfHw8zM7NcXSASiQTOzs5KXRxvGjJkCH744QfExMSgX79+KF++PJo3b46wsDCl46ZMmYJjx47h5s2byMjIwPr169G/f384OzsXWPvjx48LbO4vCjMzs1zPSU4dBZ2rJmp508OHD3HgwAGYm5srbXXq1AEARci8cOECOnbsCABYv349fv/9d1y8eBFz584F8Oq1rVq1Kn799VeUL18eEydORNWqVVG1alV88803b60lOjo6Vx05H4LffvstZs6cib1796J9+/ZwdHRE7969ERUVBeDV85jX6/u217wggwYNQmBgIEaPHo0jR47gwoULuHjxIsqVK5criAFQuloLyH5+AaBp06a5zi04ODjPEF8Scp6vN+sFAFdX1wL/X77tMVV5DR4+fIjnz5/DwsIi1/MSFxeneF5yHtPJyUnp/nn9TuUo6muQc9zHH3+c67gJEyYAgMqvV2RkJHx8fODp6YlDhw7xijo9wTFBVCLKlCmDzMxMPH78WCkICSEQFxeHpk2bFnj/ESNGYMSIEUhOTsbJkycxf/58dO/eHf/884+iNWTQoEGYOXMmVq1ahRYtWiAuLg4TJ058a23lypV76wBGS0tLAFAMuMyR3xtkZmYm4uPjld604+LiAOQOjIWtpbjKli2LevXqYcmSJXl+39XVFUD2WCxzc3McPHhQcf4AsHfv3lz3adOmDdq0aYOsrCxERETgu+++g7+/P5ycnPDBBx/kW4urqysuXryotK9GjRoAABsbGyxcuBALFy7Ew4cPFa1CPXr0wN9//614HnOe19e9uU/V1y8hIQEHDx7E/PnzMWvWLMX+tLQ0PH36NM9zeHMwcs6YoV27dhWppU5Tcp6v2NjYXEH733//zTXWqTCPqcprULZsWZQpUwahoaF5PpadnZ3SYz58+BAVKlRQfD/ndyovRX0Nco6bPXs2+vbtm+cxOf8fCxIZGYkOHTrAw8MDR48ehYODw1vvQ7qBLUFUInIu9f3pp5+U9u/evRvJycm5LgXOj42NDbp06YK5c+ciPT0d165dU3zP0tJS0SWzcuVKNGjQAK1bt37rY3bp0gX//POPossuLzmDj69cuaK0f//+/fneZ+vWrUq3t23bBqDgeXJUqaW4unfvjqtXr6Jq1apo0qRJri0nBEkkEpiZmSkNNE9JScGPP/6Y72ObmpqiefPmim7JP/74A0DulsEcFhYWuX5+zofh65ycnDB8+HAMHDgQN2/exMuXL1GjRg24uLhg+/btSlerxcTE4MyZM0r3V/X1k0gkEELk+it+w4YNKk9+16lTJ5iZmeH27dt5Pr9NmjRR6XFUIZVK82ydyou3tzeA3L+DFy9exI0bN1T+HXxdYV6D7t27Iz4+HllZWXk+Jzlho23btgCyr+x63a5du3JdvZgfVV+DGjVqwNPTE3/++We+x+X1//F1ly9fRocOHeDm5oawsDCULl1apRpJN7AliEqEj48POnXqhJkzZyIxMRGtW7dWXB3WsGFDDBkyJN/7jhkzBlZWVmjdujVcXFwQFxeHgIAAODg45GpBmjBhApYvX45Lly5hw4YNKtXm7++P4OBg9OrVC7NmzUKzZs2QkpKCEydOoHv37mjfvj2cnZ3RoUMHBAQEoHTp0vDw8MCxY8ewZ8+ePB/TwsICX331FV68eIGmTZsqrg7r0qUL3n333WLVAgCjRo3C5s2bcfv27UK3NixatAhhYWFo1aoVpkyZgho1aiA1NRXR0dE4dOgQ1q5dCzc3N3Tr1g0rV67EoEGDMHbsWMTHx+PLL7/MFRDWrl2L3377Dd26dYO7uztSU1MVVwXmjG2ys7ODh4cH9u3bh/feew+Ojo4oW7ZsgVe2NW/eHN27d0e9evVQunRp3LhxAz/++CNatmwJa2trAMDnn3+O0aNHo0+fPhgzZgyeP3+OBQsW5OqKUfX1s7e3R9u2bbFixQpFfSdOnEBQUJDKsyZXqlQJixYtwty5c3Hnzh107twZpUuXxsOHD3HhwgVFC5c6vPPOO9izZw/WrFmDxo0bw8TEJN+QVaNGDYwdOxbfffcdTExM0KVLF8XVYRUrVsS0adMK/fNNTExUfg0++OADbN26FV27dsXUqVPRrFkzmJubQyaTITw8HL169UKfPn1Qp04dDBw4EF999RVMTU3h7e2Na9eu4auvvoKDg4NKV/0V5jX4/vvv0aVLF3Tq1AnDhw9HhQoV8PTpU9y4cQN//PFHgdNr3Lx5U/F/fMmSJYiKilJ01wLZXcUlNbcTFZFWh2WT3svvKpK8rmRJSUkRM2fOFB4eHsLc3Fy4uLiI8ePHi2fPnind982rwzZv3izat28vnJychIWFhXB1dRW+vr7iypUredbk5eUlHB0dxcuXL1U+j2fPnompU6cKd3d3YW5uLsqXLy+6desm/v77b8UxsbGxon///sLR0VE4ODiIwYMHi4iIiDyvDrOxsRFXrlwRXl5ewsrKSjg6Oorx48eLFy9eKP3cN68OU7WWnCvQXn9+84M8rsp6/PixmDJliqhcubIwNzcXjo6OonHjxmLu3LlKNf7www+iRo0aQiqViipVqoiAgAARFBSk9LPPnj0r+vTpIzw8PIRUKhVlypQR7dq1E/v371f6mb/++qto2LChkEqlua7yycusWbNEkyZNROnSpRU/f9q0aeLJkydKx23YsEF4enoKCwsLUb16dfHDDz+IYcOG5bpqStXXTyaTiX79+onSpUsLOzs70blzZ3H16tVcr1XO//GLFy/mWf/evXtF+/bthb29vZBKpcLDw0P0799f/PrrrwWed2GuDnv69Kno37+/KFWqlJBIJOJtb+lZWVli2bJlonr16sLc3FyULVtWDB48WNy/f1/pOFWvDsuh6muQkZEhvvzyS1G/fn1haWkpbG1tRc2aNYWfn5+IiopSHJeamiqmT58uypcvLywtLUWLFi3E2bNnhYODg9JVV+p6Df7880/h6+srypcvL8zNzYWzs7Pw9vYWa9euLfC8c35+fltBVx2SbpAI8casZ0R67NGjR/Dw8MDkyZOxfPlybZdDWjJ8+HAcP35caZ0t0m9nzpxB69atsXXrVsWVlkTFxe4wMggymQx37tzBihUrYGJigqlTp2q7JCIqorCwMJw9exaNGzeGlZUV/vzzT3zxxRfw9PTMdwAzUVEwBJFB2LBhAxYtWoRKlSph69atSleVEJF+sbe3x9GjR/G///0PSUlJKFu2LLp06YKAgAClKxWJiovdYURERGSUdOYS+TVr1qBevXqwt7eHvb09WrZsicOHDyu+L4TAggUL4OrqCisrK3h5eSldHk1ERERUGDoTgtzc3PDFF18gIiICERER8Pb2Rq9evRRBZ/ny5Vi5ciUCAwNx8eJFODs7w8fHB0lJSVqunIiIiPSRTneHOTo6YsWKFRg5ciRcXV3h7++PmTNnAsiewdXJyQnLli2Dn5+flislIiIifaOTA6OzsrKwc+dOJCcno2XLlrh79y7i4uIU6xgB2TOltmvXDmfOnCkwBKWlpSlNlS+Xy/H06VOUKVMm11TrREREpJuEEEhKSoKrq6tKk2aqQqdC0F9//YWWLVsiNTUVtra2CAkJQe3atRXTr7+5oJ6TkxNiYmIKfMyAgAC1zc5KRERE2nX//n21LTStUyGoRo0auHz5Mp4/f47du3dj2LBhihWlgdyL5Akh3tqaM3v2bEyfPl1xOyEhAe7u7rh//z7s7e3VewJERESkEYmJiahYseJb13MrDJ0KQRYWFqhWrRoAoEmTJrh48SK++eYbxTiguLg4uLi4KI5/9OhRrtahN0ml0lxrHQFQXIVGRERE+kOdQ1l05uqwvAghkJaWhsqVK8PZ2RlhYWGK76Wnp+PEiRNo1aqVFiskIiIifaUzLUFz5sxBly5dULFiRSQlJWHHjh04fvw4QkNDIZFI4O/vj6VLl8LT0xOenp5YunQprK2tuYYMERERFYnOhKCHDx9iyJAhiI2NhYODA+rVq4fQ0FD4+PgAAGbMmIGUlBRMmDABz549Q/PmzXH06FG19g0SERGR8dDpeYI0ITExEQ4ODkhISOCYICIiIj2hic9vnR4TRERERKQpDEFERERklBiCiIiIyCgxBBEREZFRYggiIiIio8QQREREREaJIYiIiIiMEkMQERERGSWGICIiIjJKDEFERERklBiCiIiIyCgxBBEREZFRYggiIiIio8QQREREREaJIYiIiIiMEkMQERERGSWGICIiIjJKDEFERERklBiCiIiIyCgxBBEREZFRYggiIiIio8QQREREREaJIYiIiIiMEkMQERERGSWGICIiIjJKDEFERERklBiCiIiIyCgxBBEREZFRYggiIiIio8QQREREREaJIYiIiIiMEkMQERERGSWGICIiIjJKDEFERERklBiCiIiIyCgxBBEREZFRYggiIiIio8QQREREREaJIYiIiIiMEkMQERERGSWGICIiIjJKDEFERERklHQmBAUEBKBp06aws7ND+fLl0bt3b9y8eVPpmOHDh0MikShtLVq00FLFREREpM90JgSdOHECEydOxLlz5xAWFobMzEx07NgRycnJSsd17twZsbGxiu3QoUNaqpiIiIj0mZm2C8gRGhqqdHvjxo0oX748Ll26hLZt2yr2S6VSODs7l3R5REREZGB0piXoTQkJCQAAR0dHpf3Hjx9H+fLlUb16dYwZMwaPHj0q8HHS0tKQmJiotBERERFJhBBC20W8SQiBXr164dmzZzh16pRif3BwMGxtbeHh4YG7d+/i008/RWZmJi5dugSpVJrnYy1YsAALFy7MtT8hIQH29vYaOwciIiJSn8TERDg4OKj181snQ9DEiRPxyy+/4PTp03Bzc8v3uNjYWHh4eGDHjh3o27dvnsekpaUhLS1NcTsxMREVK1ZkCCIiItIjmghBOjMmKMfkyZOxf/9+nDx5ssAABAAuLi7w8PBAVFRUvsdIpdJ8W4mIiIjIeOlMCBJCYPLkyQgJCcHx48dRuXLlt94nPj4e9+/fh4uLSwlUSERERIZEZwZGT5w4ET/99BO2bdsGOzs7xMXFIS4uDikpKQCAFy9e4OOPP8bZs2cRHR2N48ePo0ePHihbtiz69Omj5eqJiIhI3+jMmCCJRJLn/o0bN2L48OFISUlB7969ERkZiefPn8PFxQXt27fH559/jooVK6r8czTRp0hERESaZdBjgt6WxaysrHDkyJESqoaIiMiIyGRAVBTg6Qm8ZTyuIdGZ7jAiIiLSgqAgwMMD8PbO/hoUpO2KSgxDEBERkbGSyYCxYwG5PPu2XA74+WXvNwIMQURERMYqKupVAMqRlQXcupX38TIZEB5uMCGJIYiIiMhYeXoCJm9EAVNToFq13McaYLcZQxAREZGxcnMD1q3LDj5A9tfvv889ONpAu8105uowIiIi0oJRo4BOnbK7wKpVy/vqsIK6zfT4ajKGICIiImPn5lZwmPmv2yxDLod5zr78us30CLvDiIiIqGBubkj43//QDMAqIP9uMz3DEEREREQFSk1NRa/du3EZwGJHRzz/88/sbjQ9xxBERERE+crKysLgwYNx4sQJ2NnZ4dCvv6JUnTraLkstGIKIiIgoT0IITJkyBbt374aFhQX27t2Lhg0barsstWEIIiIiojwtWbIEq1evhkQiwY8//ghvb29tl6RWDEFERESUy/r16/Hpp58CAL755hv4+vpquSL1YwgiIiIiJfv27cO4ceMAAHPmzMHkyZO1XJFmMAQRERGRwu+//44PPvgAcrkcI0eOxOLFi7VdksYwBBEREREA4Nq1a+jevTtSU1PRvXt3fP/995BIJNouS2MYgoiIiAj3799H586d8fz5c7Rs2RLBwcEwMzPshSUYgoiIiIzc06dP0alTJ8hkMtSqVQsHDhyAtbW1tsvSOIYgIiIiI5acnIzu3bvjxo0bqFChAkJDQ1GmTBltl1UiGIKIiIiMVHp6Ovr27YuzZ8+idOnSCA0Nhbu7u7bLKjEMQUREREYoKysLQ4YMwdGjR2FtbY1ffvkFdevW1XZZJYohiIiIyMgIITBx4kT8/PPPMDc3R0hICFq2bKntskocQxAREZGRmTdvnuLy959++gkdO3bUdklawRBERERkRFauXImlS5cCANauXWuQy2GoiiGIiIjISGzcuBEfffQRAGDp0qUYO3aslivSLsOeBYmIiMjYyWRAVBT23r6N0X5+AICPPvoIs2bN0nJh2scQREREZKiCgoCxYxEul2MAADmAESNGYMWKFQa9HIaq2B1GRERkiGQyYOxYRMjl6AkgHUBvAOs++4wB6D8MQURERIYoKgp/y+XoAuAFAG8A2wGYRUdrtSxdwhBERERkgO5ZW8MHwBMATQHsBWBpagpUq6bVunQJQxAREZGBiYuLQ4chQyADUAvAIQB2pqbA998Dbm5ark53cGA0ERGRAYmPj4ePjw+ioqLg4eGBIz//jLIvX2a3ADEAKWEIIiIiMhCJiYno3Lkzrl69ChcXFxw7dgwVq1bVdlk6i91hREREBuDly5fo3r07IiIiUKZMGfz666+oygBUIIYgIiIiPZeWloY+ffrg1KlTcHBwwNGjR1G7dm1tl6XzGIKIiIj0WEZGBgYMGICjR4/CxsYGhw4dQqNGjbRdll5gCCIiItJTWVlZGD58OPbt2wepVIr9+/ejVatW2i5LbzAEERER6SEhBMaNG4dt27bBzMwMu3fvhre3t7bL0isMQURERHpGCIHp06djw4YNMDExwdatW9GtWzdtl6V3GIKIiIj0zPz58/G///0PABAUFARfX1/tFqSnGIKIiIj0yPLly/H5558DAAIDAzF8+HDtFqTHdCYEBQQEoGnTprCzs0P58uXRu3dv3Lx5U+kYIQQWLFgAV1dXWFlZwcvLC9euXdNSxURERCUrMDAQM2fOBAAsW7YMEydO1HJF+k1nQtCJEycwceJEnDt3DmFhYcjMzETHjh2RnJysOGb58uVYuXIlAgMDcfHiRTg7O8PHxwdJSUlarJyIiEjzvv/+e0yePBkAMG/ePMyYMUPLFek/iRBCaLuIvDx+/Bjly5fHiRMn0LZtWwgh4OrqCn9/f0UKTktLg5OTE5YtWwY/Pz+VHjcxMREODg5ISEiAvb29Jk+BiIhILYKCgjB69GgAwIwZM/DFF19AIpFouaqSpYnPb51pCXpTQkICAMDR0REAcPfuXcTFxaFjx46KY6RSKdq1a4czZ85opUYiIiJN27x5M8aMGQMA8Pf3N8oApCk6uYBqzqV/7777LurWrQsAiIuLAwA4OTkpHevk5ISYmJh8HystLQ1paWmK24mJiRqomIiISP22bduGESNGQAiBSZMmYeXKlQxAaqSTLUGTJk3ClStXsH379lzfe/PFF0IU+B8iICAADg4Oiq1ixYpqr5eIiEjddu7ciSFDhkAIAT8/P3z77bcMQGqmcyFo8uTJ2L9/P8LDw+Hm5qbY7+zsDOBVi1COR48e5Wodet3s2bORkJCg2O7fv6+ZwomIiNQkJCQEAwcOhFwux8iRI7F69WoGIA3QmRCU09S3Z88e/Pbbb6hcubLS9ytXrgxnZ2eEhYUp9qWnp+PEiRMFrpMilUphb2+vtBEREemqAwcOYMCAAcjKysKQIUOwbt06mJjozMe1QdGZMUETJ07Etm3bsG/fPtjZ2SlafBwcHGBlZQWJRAJ/f38sXboUnp6e8PT0xNKlS2FtbY1BgwZpuXoiIqLiCw0NRf/+/ZGRkYEPPvgAGzduhKmpqbbLMlg6E4LWrFkDAPDy8lLav3HjRsVsmDNmzEBKSgomTJiAZ8+eoXnz5jh69Cjs7OxKuFoiIiL1CgsLQ+/evZGeno7+/fvjxx9/ZADSMJ2dJ0hTOE8QERFpjUwGREUBnp7Aa+New8PD0bVrV6SmpqJXr17YuXMnzM3NtVio7jGqeYKIiIgMSlAQ4OEBeHtnfw0KApC9YkL37t2RmpqKbt26ITg4mAGohOhMdxgREZHBksmAsWMBuTz7tlwO+Pkh3M4O3UeMwMuXL9GpUyfs2rULUqlUu7UaEYYgIiIiTYuKehWA/vNbVha6Dx2KlLQ0dO7cGSEhIbC0tNRSgcaJ3WFERESa5ukJvHaZ+68AugFISUtD165dGYC0hCGIiIhI09zcgHXrAFNThAHoASAVQLdu3bBnz57cAUgmA8LDs7+SxjAEERERlYRRo3Bk0yb0MDdHKoAePXpg9+7duccA5TOAmtSPIYiIiKgEhIaGotfo0UjLyECvXr3yHgSdzwBqtghpBkMQERGRhh0+fBi9e/dGWloaevfujZ9//hkWFha5D8xjADWysoBbt0qmUCPDEERERKRBhw4dUgSgPn36IDg4OO8ABOQaQA0AMDUFqlXTfKFGiCGIiIhIQw4ePIg+ffogPT0d/fr1KzgAAUoDqAFkf/3+e6XZpUl9OE8QERGROryxJMaBAwfQr18/ZGRkoH///ti2bZtqM0GPGgV06pTdBVatGgOQBjEEERERFVdQ0KsBzSYm2DV2LAZu2IDMzEz4+vrip59+KtxSGG5uDD8lgN1hRERExfHGFV0/yeUYsHYtMjMzMXDgQGzdupVrgekohiAiIqLieO2Krg0AhgKQAxjZpQt+/PFHmJmx00VXMQQREREVx39XdH0HYAwAAWCCRIL1a9fCNGeAM+kkhiAiIqLicHPD8j59MOW/mx9JJAhctw4m7u6a/blcWqPYGIKIiIiKSAiBhQsXYubu3QCAT4cMwYqYGEhGj9bsD+bSGmrBEERERFQEQgjMnj0bCxYsAAAsWbIEi7ZsgaRiRc3+YC6toTYcrUVERFRIQgj4+/vj22+/BQB8/fXX8Pf3L5kfXtDSGrysvlAYgoiIiApBLpdj3LhxWL9+PQBgzZo1GDduXMkVkLO0xutBiEtrFAm7w4iIiFSUmZmJ4cOHY/369TAxMcGmTZtKNgABXFpDjdgSREREpIK0tDR8+OGH2L17N0xNTbF161YMGDBAO8VwaQ21YAgiIiIqiEyG5CtX0OeLLxB26hQsLCwQHByM3r17a7cuLq1RbAxBRERE+QkKwrMxY9BNCJwFYCOVYu/Bg+jQoYO2KyM1YAgiIiLKi0yGuDFj0EkIXAFQGsChjAy0qFlT25WRmnBgNBERUR6iT51Cm/8CkDOAEwBayOXZ43DIILAliIiI6A03btyAz/TpeACgMoAwAFUBXopuYNgSRERE9JqIiAi0adMGD+LiUNvVFadMTF4FIF6KblDYEkRERPSfEydOoEePHkhKSkLTpk1x+PBhlElJ4aXoBoohiIiIDI9Mlr28hKenysHl4MGDeP/995Gamor27dtj3759sLOzy/4mw49BYncYEREZliKssL5t2zb06dMHqamp6NmzJw4dOvQqAJHBYggiIiLDUYQV1r/77jsMHjwYmZmZGDx4MHbt2gVLS8sSKpi0iSGIiIgMR0ErrL9BCIG5c+diypQpEEJg4sSJ2Lx5M8zNzUuoWNI2jgkiIiLDoeIK65mZmRg3bhyC/usq+/zzzzF37lxIJJKSrJa0jC1BRERkOFRYYf3ly5fo168fgoKCYGJignXTp2Pe8OEMQEZIIoQQ2i6iJCUmJsLBwQEJCQmwt7fXdjlERKQJMlmel7U/e/YMPXr0wO+//w5Lc3Nsz8xEbyGyW4/WrctenZ10kiY+vxmCiIjIKMhkMnTu3BnXrl2Dg709DiQloc3rH4GmpkB0NC+H11Ga+PxmdxgRERm8GzduoFWrVrh27RpcXV1xauVK5QAE5DuAmgwXB0YTEZFBO3fuHLp164anT5+iRo0aOHLkCDxMTVUaQE2GjS1BRERksA4dOgRvb288ffoUzZo1w+nTp+Hh4aHSAGoyfGwJIiIig7RlyxaMHDkSWVlZ6Ny5M3bt2gUbG5tXB4waBXTqxHXBjBhDEBERGRQhBJYuXYp58+YBAAYPHowffvgh70kQ3dwYfoyYTnWHnTx5Ej169ICrqyskEgn27t2r9P3h/83j8PrWokUL7RRLREQ6JyMjA2PHjlUEoE8++YSzQFO+dKolKDk5GfXr18eIESPQr1+/PI/p3LkzNm7cqLhtYWFRUuUREZEOS0pKgq+vL0JDQ2FiYoJvv/0WEydO1HZZpMN0KgR16dIFXbp0KfAYqVQKZ2fnEqqIiIj0QWxsLLp164bIyEhYWVlhx44d6Nmzp7bLIh2nU91hqjh+/DjKly+P6tWrY8yYMXj06JG2SyIiIi26fv06WrRogcjISJQrVw7Hjx9nACKV6FRL0Nt06dIF77//Pjw8PHD37l18+umn8Pb2xqVLlyCVSvO8T1paGtLS0hS3ExMTS6pcIiIqDJksexV4T0+VBysfP34cvXv3RkJCAjw9PXH48GFUrVpVw4WSodCrlqABAwagW7duqFu3Lnr06IHDhw/jn3/+wS+//JLvfQICAuDg4KDYKlasWIIVExGRSoKCAA8PwNs7++t/q7sXZPv27ejUqRMSEhLQqlUrnDlzhgGICkWvQtCbXFxc4OHhgaioqHyPmT17NhISEhTb/fv3S7BCIiJ6K5kMGDv21ezNcjng55e9Pw9CCCxbtgyDBg1Ceno6+vXrh19//RVly5YtwaLJEOhVd9ib4uPjcf/+fbi4uOR7jFQqzberjIiISkhBXV1RUcrLVwCv1vF649jMzExMGTkSa378EQAwbdo0fPnllzAx0eu/6UlLdCoEvXjxArdeW7zu7t27uHz5MhwdHeHo6IgFCxagX79+cHFxQXR0NObMmYOyZcuiT58+WqyaiIgKFBT0qqXHxCR7uYpRo15939NTpXW8EhMTMaB1a4RevQoJgK8lEkytUyf7vkRFIBHizWV0tef48eNo3759rv3Dhg3DmjVr0Lt3b0RGRuL58+dwcXFB+/bt8fnnnxdqnE9iYiIcHByQkJAAe3t7dZZPRERvksmyx/i8GXCio5VbeYKCsrvAsrJereP1WlCKiYlB906dcPXmTVgB+AlA3/weiwySJj6/daolyMvLCwVlsiNHjpRgNUREVGyqdnUVsI7X+fPn0bNnTzx69AguAPYDaFLQYxGpiG2IRESkOTldXa/Lo6sLQHaQ8fJSCjQ///wzvLy88OjRI9SvXRvnJZJXAaigxyJSAUMQERFpjptb9hggU9Ps2zldXW9puRFCYMmSJRgwYABSU1PRvXt3nD5/HhXXry/0YxHlR6fGBJUEjgkiItICmSzPrq68pKWlYezYsdiyZQsAwN/fH19++SVMc8JPIR6LDIfBjwkiIiID5eamUmCJj49Hnz59cOrUKZiamiIwMBDjxo0r0mMRvQ1DEBER6YSbN2+ie/fuuHXrFuzt7bFz50507NhR22WRAWMIIiIirfvtt9/Qv39/PHv2DJUqVcLBgwdRp04dbZdFBo4Do4mISGuEEAgMDETHjh3x7NkztGzZEufPn2cAohLBEERERFqRnp6OcePGYfLkycjKysKQIUPw22+/oXz58toujYwEu8OIiKjEPX78GP369cOpU6cgkUiwfPlyfPTRR5BIJNoujYwIQxAREZWoK1euoGfPnoiJiYG9vT22b9+Orl27arssMkLsDiMiohKzZ88etGrVCjExMahWrRrOnTvHAERawxBEREQaJ4TAokWL0K9fPyQnJ6NDhw64cOECatWqpe3SyIixO4yIiDQqOTkZI0aMwM6dOwEAU6dOxZdffgkzM34EkXbxfyAREWnMvXv30KtXL1y+fBnm5uZYs2YNRo0ape2yiAAwBBERkYaEh4fD19cXT548Qbly5bBnzx68++672i6LSIFjgoiISK2EEPj666/h4+ODJ0+eoGHDhrh48SIDEOmcYoWgR48eIS4uTl21EBGRnnv58iU+/PBDTJ8+XTEB4u+//w4PDw9tl0aUS5FC0JUrV1CnTh24uLigQoUKqFChAubNm4fk5GR110dERLpMJgPCwwGZDHfu3EHLli2xfft2mJmZ4dtvv8XmzZthZWWl7SqJ8lSkMUGjRo2Ck5MTNmzYABsbG1y6dAmBgYHYvXs3zpw5g9KlS6u7TiIiKmkyGRAVBXh6Am5uub8fFASMHQvI5TgqkeADKys8e/kS5cuXx86dO9G2bduSr5moECRCCFHYO+UEn5o1ayr2CSHw/vvvw9LSEj/99JNai1SnxMREODg4ICEhAfb29touh4hIN70WcGBiAqxbB7x+VZdMBnh4QMjlWAZgDgABoFmDBth94ADc8gpNRMWgic/vInWHNWnSBM+ePVPaJ5FIsHTpUuzbt08thRERkZbIZK8CEJD91c8ve3+OqCgkyeV4H8BsZAeg0QBOLlvGAER6Q+XusG7duqF+/fpo0KABxo0bh2nTpmHfvn1wcnJSHJOQkMCuMCIifRcV9SoA5cjKAm7dUnSL/WNqij4ArgMwBxAIYKypKVC7dgkXS1R0Koegd955B3/88Qc2btyIhw8fAgCqVKkCX19fNGjQAFlZWdi4cSO+/vprjRVLREQlwNMzuwvs9SBkagpUqwYge/2vESNGIBGAK4BdAFqamgLff5/32CEiHVWkMUEPHz5EZGQkLl++rNhu3boFU1NT1KhRA1euXNFErWrBMUFERCoICsruAsvKyg5A33+PjKFDMWvWLKxcuRIA8O6772LnN9/AOTExOyAxAJEGaeLzu0ghKC8pKSn4888/8eeff8LPz08dD6kRDEFERCqSybK7wKpVwwOJBAMGDMDvv/8OAPjkk0+wZMkSmJuba7lIMhY6HYL0BUMQEVHhHDt2DAMHDsTjx49hb2+PzZs3o3fv3toui4yMzlwdRkREhk8ul2Px4sXw8fHB48eP0aBBA/zxxx8MQGQwuIAqERHlEh8fjyFDhuDw4cMAgNGjR+Pbb7/l7M9kUBiCiIhIyYULF/D+++/j3r17sLS0xJo1azB8+HBtl0WkduwOIyIiANkz/69atQrvvvsu7t27h2rVquH8+fMMQGSwGIKIiAjPnz/H+++/j0mTJiEjIwN9+/ZFREQE6tWrp+3SiDSGIYiIyMidP38eDRs2xO7du2Fubo6VK1di165dcHBw0HZpRBrFMUFEREZKLpfjq6++wpw5c5CZmYnKlSsjODgYTZs21XZpRCWCIYiIyNjIZHh88SKGffcdDoeHAwB8fX2xbt06tv6QUWEIIiIyJkFBOD5mDD4UAv8CsDQ3xzeBgRgzZgwkEom2qyMqURwTRERkJLJiYrBg9Gi8918AqgngQlYWxnbtygBERokhiIjICDx48ADv9eqFhQDkAEYAiADwjlyevT4YkRFiCCIiMnAHDx5EgwYNcOLPP2EL4CcAPwCwAbJXiK9WTav1EWkLQxARkYF6+fIlJkyYgB49euDJkydo2LAhLi1ejA9NTbMPMDUFvv8ecHPTbqFEWsKB0UREBigyMhKDBg3C33//DQCYPn06li5dCqlUCgwblt0FVq0aAxAZNYYgIiIDIpfLsXLlSsyZMwcZGRlwcXHB5s2b4ePj8+ogNzeGHyIwBBERGYwHDx5g2LBhOHbsGACgV69e2LBhA8qWLavlyoh0k06NCTp58iR69OgBV1dXSCQS7N27V+n7QggsWLAArq6usLKygpeXF65du6adYomIdMju3btRr149HDt2DNbW1li3bh1CQkIYgIgKoFMhKDk5GfXr10dgYGCe31++fDlWrlyJwMBAXLx4Ec7OzvDx8UFSUlIJV0pEpBtevHiB0aNHo3///nj69Ckav/MO/li9GmO6dOHcP0RvIRFCCG0XkReJRIKQkBD07t0bQHYrkKurK/z9/TFz5kwAQFpaGpycnLBs2TL4+fmp9LiJiYlwcHBAQkIC7O3tNVU+EZHGXbhwAR9++CFu3boFiUSCmZ07Y2FoKCyEAExMgHXrgFGjtF0mkVpo4vNbp1qCCnL37l3ExcWhY8eOin1SqRTt2rXDmTNn8r1fWloaEhMTlTYiIn2Wnp6OTz/9FK1atcKtW7fg5uaG34KDEXDkSHYAAgC5HPDzA2Qy7RZLpMP0JgTFxcUBAJycnJT2Ozk5Kb6Xl4CAADg4OCi2ihUrarROIiJNunr1Klq0aIHFixcjKysLAwcOxJUrV+BVtmx28HldVhZngyYqgN6EoBxv9nELIQrs9549ezYSEhIU2/379zVdIhGR2mVlZWHFihVo3LgxIiMj4ejoiODgYGzbtg2lS5cGPD2zu8Bex9mgiQqkNyHI2dkZAHK1+jx69ChX69DrpFIp7O3tlTYiIn1y+/ZteHl5YcaMGUhPT0e3bt1w9epV+Pr6vjrIzS17DBBngyZSmd6EoMqVK8PZ2RlhYWGKfenp6Thx4gRatWqlxcqIiDRDCIG1a9eifv36OH36NGxtbbFhwwYcOHAALi4uue8wahQQHQ2Eh2d/5aBoogLp1GSJL168wK3X+q/v3r2Ly5cvw9HREe7u7vD398fSpUvh6ekJT09PLF26FNbW1hg0aJAWqyYiUr8HDx5g9OjRCA0NBQC0a9cOmzZtQqVKlQq+I2eDJlKZToWgiIgItG/fXnF7+vTpAIBhw4Zh06ZNmDFjBlJSUjBhwgQ8e/YMzZs3x9GjR2FnZ6etkomI1EoIgZ9++glTp07Fs2fPYGlpiYCAAEyZMgUmb475IaJi0dl5gjSF8wQRka6SyWTw8/PDoUOHAABNmjTBli1bUKtWLS1XRqR9Rj1PEBGRTpHJssfeqGEeHiEENmzYgDp16uDQoUOwsLDA0qVLcebMGQYgIg1iCCIiKqygIMDDA/D2zv4aFFTkh4qOjoaPjw/GjBmDxMREtGjRApcvX8bs2bNhbm6uxqKJ6E0MQUREhSGTAWPHvpqYsIgzM8vlcqxatQp169bFsWPHYGlpia+++gqnT59m6w9RCdGpgdFERDovKir/mZlVvCorKioKo0aNwqlTpwAAbdu2xYYNG+Dp6anuaomoAGwJIiIqjGLMzJyZmYmVK1eiXr16OHXqFGxsbBAYGIjw8HAGICItYAgiIiqMIs7MHBkZiRYtWuCjjz5CamoqOnTogKtXr2LixIm89J1IS9gdRkRUWKNGAZ06ZXeBVatWYABKTk7G/Pnz8fXXX0Mul6NUqVJYsWIFRo0aVeC6h0SkeQxBRERFocLMzIcPH8b48eMRExMDABgwYAD+97//KdZCJCLtYhssEZGaPXz4EAMHDkTXrl0RExMDDzc3/PLLL9ixY0feAUiNcw4RkeoYgoiI1EQul2PDhg2oWbMmduzYARMAHwG49uABusbG5n0nNc45RESFw2UziIjU4O+//4afnx9OnjwJAGgEYP1/XwFkD6COjlbuQpPJsoPP65fc53VczrFRUdlXp3GBVDJCXDaDiEjHJCcnY86cOahXrx5OnjwJa2trrBw/HufxWgACXs0l9LqC5hx6HVuLiDSCIYiIqAiEENi7dy9q166NgIAAZGRkoFu3brh+/TqmzZkDM1XmElJlziE1zVBNRLkxBBERFdLt27fRvXt39OnTB/fu3YOHhwf27t2LAwcOwMPDQ/W5hFQ5TtXWIiIqNI4JIiJSUUpKCpYtW4YvvvgCaWlpMDc3xyeffIK5c+fC2to69x1kMpXmEirwuMKMGyIyYJr4/OY8QUREKjh06BAmT56MO3fuAAB8fHwQGBiI6tWr538nFeYSeutxOa1Ffn7ZLUAqzlBNRG/HEEREVICYmBj4+/tj7969AIAKFSrg66+/Rv/+/UtuxudCzFBNRKpjCCIiykNycjKWLVuGFStWIDU1FWZmZvD398dnn30GOzu7ki9I1VYlIlIZQxAR0WuEENi+fTtmzpwJ2X9XYHl5eSEwMBB16tTRcnVEpE4MQURE/4mIiMDU8eNxJiICAFCpUiV8+eWX6Nu3Lxc7JTJAvESeiIxeXFwcRo4ciWbNmuFMRASsASyWSHB9xgz069ePAYjIQDEEEZHRSktLw/Lly1G9enVs3LgRQggMBvAPgLlCwGryZE5KSGTAGIKIyOgIIRASEoK6deti5syZSEpKQtMaNXAGwI8AKuQcyEkJiQwaQxARGZXz58+jbdu26Nu3L27dugVnZ2ds2rQJ544eRUtVlrogIoPBEERERuHOnTsYMGAAWrRogdOnT8PKygpz587FP//8g2HDhsHE3V21pS6IyGDw6jAiMmhPnz7F4sWLERgYiIyMDEgkEgwfPhyLFi2C25sBh5MSEhkVhiAiMkipqakIDAzEkiVL8Pz5cwBAx44dsXz5ctSvXz//O3JSQiKjwRBERAZFLpcjODgYc+bMQXR0NACgXr16WLFiBTp27Kjd4ohIpzAEEZFBEELg8OHDmDt3Li5fvgwAcHV1xZIlSzBkyBCY5oz1ISL6D0MQEem9U6dOYc6cOTh9+jQAwN7eHjNmzMC0adNgbW396kCZDIiKAjw92eVFRLw6jIj0V2RkJLp06YK2bdvi9OnTsLS0xCeffII7d+5g7ty5ygEoKAjw8AC8vbO/BgVpr3Ai0gkMQUSkfjIZEB6usdmWb968CV9fXzRq1AihoaEwMzPDuHHjcOvWLSxfvhxlypTJXc/YsYBcnn1bLgf8/DgbNJGRYwgiIvXSYIvLvXv3MHr0aNSpUwc7d+6ERCLBhx9+iBs3bmDNmjWoUKFC3neMinoVgHJwNmgio8cQRETqo6EWl/v372PChAmoVq0agoKCkJWVhZ49e+Ly5cv46aefUO1tszp7egKcDZqI3sAQRETqo+YWl/v372PC0KGoWqUK1qxZg4yMDHh5eeHMmTPYt28f6tWrp9oDublxNmgiyoVXhxGR+uS0uLwehIrQ4nLv3j0EBAQgaP16ZGRlAQC8AMz/+GN4rVhRtNo4GzQRvYEtQURUOAUNei5mi8u9e/cwfvx4VKtWDWvXrkVGVhbaAzgOIByA19dfF69rzc0N8PJiACIiAAxBRFQYqgx6HjUKiI7ODkrR0dm33yImJkY5/GRkoH2DBjgO4DcA7XIO5GBmIlIjiRBCaLuIkpSYmAgHBwckJCTA3t5e2+UQ6Q+ZLDv4vNnVFR1d5JaVG+HhWLZsGbYeO4bMzEwAgLe3N+bPn4+2Vaqo/ecRkf7SxOc3W4KISDVqHPR88eJF9G3UCHW8vbH5yBFkZmbivVq1cOLECRw7dgxt27blYGYi0jgOjCYi1RRz0LMQAuHh4Vi6dCmOHTum2N8bwGwAzf75B6hSRflOHMxMRBrEliAiUk0RW2bkcjn27t2LFi1a4L333sOxY8dgamKCoQCuAQgB0AzIv1VJ1cHMGp6lmogMj16FoAULFkAikShtzs7O2i6LyHgUYtBzamoqgoKC8M4776BPnz64cOECLC0tMWnSJNz+/XdsNjFB7dfvUJzJC7kuGBEVgd51h9WpUwe//vqr4rZpzl+lRFQy3NwKbJV5/Pgx1qxZg1WrVuHRo0cAsld1nzRpEqZOnYry5ctnH7huXfZs0llZxRvvk98s1Z06sfuMiAqkdyHIzMyMrT9EOujvv//G119/jS1btiA1NRUA4O7ujqlTp2LUqFFwcHBQvoO6xvsUNGCbIYiICqB3ISgqKgqurq6QSqVo3rw5li5diipvDqZ8TVpaGtLS0hS3ExMTS6JMopIhk2WHAE9PrXzgCyFw/PhxfPXVV/jll18U+5s0aYKPPvoI/fv3h5lZAW8zb2lVUomaZqkmIuOjV2OCmjdvji1btuDIkSNYv3494uLi0KpVK8THx+d7n4CAADg4OCi2ihUrlmDFRBqkxXEwqamp2Lx5Mxo3bgxvb2/88ssvkEgk6NWrF06ePIkLFy7ggw8+KDgAqQsvpSeiItLryRKTk5NRtWpVzJgxA9OnT8/zmLxagipWrMjJEkm/aWDiQlXExMRg7dq1WL9+veKPDysrK4wYMQJTp05F9erVNfaz30om46X0RAZME5Ml6l132OtsbGzwzjvvICoqKt9jpFIppFJpCVZFVAIKOw5GlW6zfI7Jmd/nu+++w/79+yH/7+e6u7tj/PjxGDNmDMqUKaOuMys6dXStEZFR0avusDelpaXhxo0bcHFx0XYpRCUrZxzM6/IbB6NKt1kex7x48QKrV69GnTp18N5772Hv3r2Qy+Xw9vZGSEgIbt++jVmzZulGACIiKgK96g77+OOP0aNHD7i7u+PRo0dYvHgxTpw4gb/++gseHh4qPQbXDiODERSU+xLzN+ftUaXb7I1jrgBYL5Fgi60tEpOSAGS3ug4bNgwTJ05E7dq1QURU0oy+O0wmk2HgwIF48uQJypUrhxYtWuDcuXMqByAig6LKJeaqdJtFRSFZLkcwgHUAzgOAEEBSEjw9PTFp0iQMGzYs9yXuRER6Tq9C0I4dO7RdApFueds4mLdcPn758mWs27gRWwHkTB5hBqAXgLE//YQOAwfC5M1uNyIiA6FXIYiICinn8vHXus1efPMNdoSGYt26dbh48aLi0KoAxgAYbmICp3XrgA8/1FrZREQlQa/GBKkDxwQZES1PJKhL5Pfu4cTu3dh85gx2HT6M5ORkAIC5uTn69OmDsWPHor2nJ0zu3OEl5kSkk4x+TBCRyoKCXq0nZWKS3RpSwGKfhur27dvYvHkztmzZgpiYGMV+T09PjB07FsOGDUO5cuVe3cHdXQtVEhFpB1uCyPBoaSJBXZGYmIidO3di06ZNOH36tGK/vb09BgwYgGHDhqFVq1aQSCRarJKIqHDYEkSkCiNcUDMjIwNhYWHYunUrQkJCkJKSAgAwMTGBj48Phg0bht69e8PKykrLlRIR6Q6GIDI8RrKgplwux6lTp7B9+3bs2rVLaQ29WrVqYdiwYRg8eDAqVKigxSqJiHQXQxAZnjyuiDKUBTWFEIiIiMD27dsRHByMf//9V/E9Jycn+Pr6YvDgwWjatCm7u4iI3oIhiAyTKhMJ6gkhBK5evYqff/4ZO3bswK1btxTfc3BwQL9+/TBw4EB4eXmVzKrtREQGgu+YZLj0eEFNIQQuXryIPXv2YM+ePUqLBFtZWaFnz54YOHAgOnfuzAWCiYiKiCGISEdkZWXh999/x+7duxESEoL79+8rvieVStGxY0d88MEH6NmzJ2xtbbVYKRGRYWAIItKi1NRUHD9+HCEhIdi7dy8ePXqk+J6NjQ26deuGvn37omvXrrCzs9NipUREhochiKiExcbG4tChQzh48CDCwsIUszcDQKlSpdCzZ0/069cPPj4+vKSdiEiDGIKINEwulyMyMhIHDx7EwYMHERERofR9V1dX9OjRA3379kX79u1hbm6upUqJiIwLQxCRKgq5DtnTp09x7NgxHD16FL/88gtiY2OVvt8MQHeJBN0//RQNFizg5exERFrAZTOI3kaFdcjS09Nx7tw5HD16FEePHkVERARe/9WysbFBxzZt0P3IEXQVAs453zCi5TyIiIqDy2YQlTSZ7FUAArK/+vlBdOyIm8nJOHr0KMLCwhAeHq40tgcA6tSpAx8fH3Tp0gXt2rWD9MwZIDRU+fELWs6jkK1PRERUOAxBVHyG/GH93zpkAsDfAE4AOJ6VhZMNGyL2tWUqAKBcuXLw8fFBx44d0aFDh9zLVRRmOQ8VWp+IiKh4jDcEPXgAsDus+Az0w1oul+P69es48fvvOA7gJIBHrx8QHw+pVIo2bdoogk+9evVgYmKS/4OqupxHPq1P6NTJ8EImEZEWGe+YIIkE9uvXG8QHttbIZICHR+6WDT0c45KcnIyIiAicO3cOZ8+exenTp5UWJAUASwCtALTr1Qvtpk1D8+bNYWlpqfxAqrSKyWQFL+cRHg54e+e938urKKdHRKT3OCZInYTgX9fF9V9XkZKCxrjoCCEEbt++rQg8586dw59//omsrCyl46ytrdG6dWu0a9cO7WrVQlNbW0hr187/3FRtFXvbch6F6TYjIqIiM94QBOjFB7ZO04MPayEEHjx4gD/++AN//PEHLl26hPPnz+Px48e5jq1QoQJatmyJFi1aoFWrVmjcuDEsLCxU+0Hq7MJStduMiIiKxbhDkI59YKtNSQ1U1rEPayEEYmJiFGEnJ/i8vhRFDgsLCzRq1AgtW7ZEy+rV0aJ0aVRs3brotau7VWzUqOwAVVC3GRERFYvxhiATE8P867qkBypr6cP66dOnuHbtGq5evYqrV6/i2rVr+Ouvv/D06dNcx5qamqJ27dpo1KgRGjVqhGbNmqFhw4bZq6+r6/nSRKvY27rNiIioWIx3YPT167CvVUvb5aiXJgYqa/HydyEE4uPjERUVhb///lsReK5evYp///03z/uYm5ujbt26aNSoERo3boxGjRqhXr16ea/Bpe7nKygod6sYB94TEakFB0ar05tzuGhKSYYIdXfJlFCrUkJCAqKiohTbP//8o/j3s2fP8r2fu7s76tatq9jq1KmDOnXqZLfwqIJdWERERs1oW4JKly6NKlWqoFKlSorNw8ND8W87O7vi/7CS7ppSZ8uGmh5LCIHnz58jJiYm3y2vQcqvc3NzQ40aNZQCT+3atYv/l4ABXeJPRGToNNESZLQh6G1KlSoFFxcXuLq6wsXFRenfr++ztrbOe/FLbX3Aqtol87YWqrfMVSOEQGJiIuLi4hAbG5vv15iYGCQlJb21bCcnJ3h6esLT0xPVq1dXfK1atSqsra2L8ESoiF1YRER6gSFIDXKexDNnzuDJkyeIjo7OteU1uDY/UnNzlHF0RJny5VGmTJlX24sXKLNtG8oAsAdg999m+8MPsPP2hq2tLezs7FS/BBtQvWvtbZPx/ddClS6X44VEghdffIEX3bvjxYsXSEpKQlJSEp7euoWnM2YgXgg8BRRbfO3aeJqUhCdPniAlJUXl0suVKwcPD488typVqhT+P7Q6uxnf9nwREZHWMQSpgSpPYmJiIh48eIB///0XsbGxiI2NVfxb8fXePbxMTy92PRYWFrC1tYW1tTUsLCwglUphYWGh2BS34+Jgevnyqzs2bAhUqpTr8TIzM5Genp7/lpKCF//+ixcAMopdPWBvbw9nZ2e4uLjk+dXd3R3u7u7qbc0x0KU6iIgofwxBaqCWJ1Emg3B3xwshEA9kbyYmiP/mm+x/x8dnbxcuIP78eSQCeAEgqWzZ7K9JSUhLS1PXKRWbFICtvT3sHB1ha2sLW1tbODo6okyZMnC0sIBjVhYcq1aFY5Uqr/Y7OsLZ2Rk2NjYlWyzH8RARGSVeHVZS3tbVEhUFiRCKLq5KQPaHct26udd2yqerJSMjAy9evFB0QaWkpCi12KSlpb26/eefSPviC7xxHRPEtGlA9eqvbgsBc3NzpZakXNuzZ7Dt0QO2QsAWgA0Ac1NT4No1/QgRerpUBxER6R6GoDep0tVSmInx8pnwztzcHKVLl0bp0qWzdxQUvN59F1i+PPfPmz69aB/869frzCzPhaYHS3UQEZF+MNF2ATolv/WfZDLl43KWizA1zb5d3CARFJTdxePtnf01KEizP2/UqOzuo/Dw7K/6NJ5G3c8FEREZLY4Jet1bLgvPRR1XFRVmjAuvYnqFzwURkVHhmCBNK2xXizrWdirMGBdjWEtK1UvfjeG5ICIijWJ32Ou00dWSE7xeZ6hjXGSy7Fa1N7sXc7ytW5CIiEiNGILeVNLjZYxljMvbAo6q47GIiIjUhGOCdIUhj3FRZdxTYcdjERGRUeGYIENmyGNcVBn3xEvfiYiohLE7jDRPlXFPxtItSEREOoMhiDRP1YCjz/MXERGR3uGYICo5hjzuiYiINEoTn9962RK0evVqVK5cGZaWlmjcuDFOnTql7ZJIFW5u2YOcGYCIiEgH6F0ICg4Ohr+/P+bOnYvIyEi0adMGXbp0wb1797RdGhEREekRvesOa968ORo1aoQ1a9Yo9tWqVQu9e/dGQEDAW+/P7jAiIiL9Y/TdYenp6bh06RI6duyotL9jx444c+ZMnvdJS0tDYmKi0kZERESkVyHoyZMnyMrKgpOTk9J+JycnxMXF5XmfgIAAODg4KLaKFSuWRKlERESk4/QqBOWQSCRKt4UQufblmD17NhISEhTb/fv3S6JEIiIi0nF6NWN02bJlYWpqmqvV59GjR7lah3JIpVJIpdKSKI+IiIj0iF61BFlYWKBx48YICwtT2h8WFoZWrVppqSoiIiLSR3rVEgQA06dPx5AhQ9CkSRO0bNkS69atw7179zBu3Dhtl0ZERER6RO9C0IABAxAfH49FixYhNjYWdevWxaFDh+Dh4aHt0oiIiEiP6N08QcXFeYKIiIj0j9HPE0RERESkLgxBREREZJQYgoiIiMgoMQQRERGRUWIIIiIiIqPEEERERERGiSGIiIiIjBJDEBERERklhiAiIiIySgxBREREZJQYgoiIiMgoMQQRERGRUWIIIiIiIqPEEERERERGiSGIiIiIjBJDEBERERklhiAiIiIySgxBREREZJQYgoiIiMgoMQQRERGRUWIIIiIiIqPEEERERERGiSGIiIiIjBJDEBERERklhiAiIiIySgxBREREZJQYgoiIiMgoMQQRERGRUWIIIiIiIqPEEERERERGiSGIiIiIjBJDEBERERklhiAiIiIySgxBREREZJQYgoiIiMgoMQQRERGRUWIIIiIiIqPEEERERERGiSGIiIiIjBJDEBERERklhiAiIiIySnoVgipVqgSJRKK0zZo1S9tlERERkR4y03YBhbVo0SKMGTNGcdvW1laL1RAREZG+0rsQZGdnB2dnZ22XQURERHpOr7rDAGDZsmUoU6YMGjRogCVLliA9PV3bJREREZEe0quWoKlTp6JRo0YoXbo0Lly4gNmzZ+Pu3bvYsGFDvvdJS0tDWlqa4nZCQgIAIDExUeP1EhERkXrkfG4LIdT3oELL5s+fLwAUuF28eDHP++7atUsAEE+ePCnW43Pjxo0bN27c9GO7ffu22jKIRAh1RqrCe/LkCZ48eVLgMZUqVYKlpWWu/Q8ePICbmxvOnTuH5s2b53nfN1uCnj9/Dg8PD9y7dw8ODg7FK16PJCYmomLFirh//z7s7e21XU6J4XnzvI0Bz5vnbQwSEhLg7u6OZ8+eoVSpUmp5TK13h5UtWxZly5Yt0n0jIyMBAC4uLvkeI5VKIZVKc+13cHAwqv88Oezt7XneRoTnbVx43sbFWM/bxER9w5m1HoJUdfbsWZw7dw7t27eHg4MDLl68iGnTpqFnz55wd3fXdnlERESkZ/QmBEmlUgQHB2PhwoVIS0uDh4cHxowZgxkzZmi7NCIiItJDehOCGjVqhHPnzhX7caRSKebPn59nF5kh43nzvI0Bz5vnbQx43uo7b60PjCYiIiLSBr2bLJGIiIhIHRiCiIiIyCgxBBEREZFRYggiIiIio2SQIWj16tWoXLkyLC0t0bhxY5w6darA40+cOIHGjRvD0tISVapUwdq1a0uoUvUqzHnv2bMHPj4+KFeuHOzt7dGyZUscOXKkBKtVn8K+3jl+//13mJmZoUGDBpotUEMKe95paWmYO3cuPDw8IJVKUbVqVfzwww8lVK36FPa8t27divr168Pa2houLi4YMWIE4uPjS6ja4jt58iR69OgBV1dXSCQS7N279633MYT3tMKet6G8pxXl9c6hz+9pRTlvdbynGVwICg4Ohr+/P+bOnYvIyEi0adMGXbp0wb179/I8/u7du+jatSvatGmDyMhIzJkzB1OmTMHu3btLuPLiKex5nzx5Ej4+Pjh06BAuXbqE9u3bo0ePHopZuPVFYc87R0JCAoYOHYr33nuvhCpVr6Kct6+vL44dO4agoCDcvHkT27dvR82aNUuw6uIr7HmfPn0aQ4cOxahRo3Dt2jXs3LkTFy9exOjRo0u48qJLTk5G/fr1ERgYqNLxhvKeVtjzNpT3tMKedw59f08rynmr5T1NbauQ6YhmzZqJcePGKe2rWbOmmDVrVp7Hz5gxQ9SsWVNpn5+fn2jRooXGatSEwp53XmrXri0WLlyo7tI0qqjnPWDAADFv3jwxf/58Ub9+fQ1WqBmFPe/Dhw8LBwcHER8fXxLlaUxhz3vFihWiSpUqSvu+/fZb4ebmprEaNQmACAkJKfAYQ3lPe50q550XfXxPe11hzlvf39Nep8p5q+s9zaBagtLT03Hp0iV07NhRaX/Hjh1x5syZPO9z9uzZXMd36tQJERERyMjI0Fit6lSU836TXC5HUlISHB0dNVGiRhT1vDdu3Ijbt29j/vz5mi5RI4py3vv370eTJk2wfPlyVKhQAdWrV8fHH3+MlJSUkihZLYpy3q1atYJMJsOhQ4cghMDDhw+xa9cudOvWrSRK1gpDeE9TB318TysqfX9PKwp1vafpzYzRqnjy5AmysrLg5OSktN/JyQlxcXF53icuLi7P4zMzM/HkyZMCF2fVFUU57zd99dVXSE5Ohq+vryZK1IiinHdUVBRmzZqFU6dOwcxMP//7F+W879y5g9OnT8PS0hIhISF48uQJJkyYgKdPn+rNuKCinHerVq2wdetWDBgwAKmpqcjMzETPnj3x3XfflUTJWmEI72nqoI/vaUVhCO9pRaGu9zSDagnKIZFIlG4LIXLte9vxee3XdYU97xzbt2/HggULEBwcjPLly2uqPI1R9byzsrIwaNAgLFy4ENWrVy+p8jSmMK+3XC6HRCLB1q1b0axZM3Tt2hUrV67Epk2b9Ko1CCjceV+/fh1TpkzBZ599hkuXLiE0NBR3797FuHHjSqJUrTGU97Si0vf3NFUZ2ntaYajrPc2gYmPZsmVhamqa66/CR48e5frLKIezs3Oex5uZmaFMmTIaq1WdinLeOYKDgzFq1Cjs3LkTHTp00GSZalfY805KSkJERAQiIyMxadIkANm/SEIImJmZ4ejRo/D29i6R2oujKK+3i4sLKlSoAAcHB8W+WrVqQQgBmUwGT09PjdasDkU574CAALRu3RqffPIJAKBevXqwsbFBmzZtsHjxYoNsFTGE97Ti0Of3tMIylPe0olDXe5pBtQRZWFigcePGCAsLU9ofFhaGVq1a5Xmfli1b5jr+6NGjaNKkCczNzTVWqzoV5byB7L+Whg8fjm3btunlGInCnre9vT3++usvXL58WbGNGzcONWrUwOXLl9G8efOSKr1YivJ6t27dGv/++y9evHih2PfPP//AxMQEbm5uGq1XXYpy3i9fvoSJifLbnKmpKYBXrSOGxhDe04pK39/TCstQ3tOKQm3vacUaVq2DduzYIczNzUVQUJC4fv268Pf3FzY2NiI6OloIIcSsWbPEkCFDFMffuXNHWFtbi2nTponr16+LoKAgYW5uLnbt2qWtUyiSwp73tm3bhJmZmVi1apWIjY1VbM+fP9fWKRRJYc/7Tfp6JUVhzzspKUm4ubmJ/v37i2vXrokTJ04IT09PMXr0aG2dQpEU9rw3btwozMzMxOrVq8Xt27fF6dOnRZMmTUSzZs20dQqFlpSUJCIjI0VkZKQAIFauXCkiIyNFTEyMEMJw39MKe96G8p5W2PN+k76+pxX2vNX1nmZwIUgIIVatWiU8PDyEhYWFaNSokThx4oTie8OGDRPt2rVTOv748eOiYcOGwsLCQlSqVEmsWbOmhCtWj8Kcd7t27QSAXNuwYcNKvvBiKuzr/Tp9fcMQovDnfePGDdGhQwdhZWUl3NzcxPTp08XLly9LuOriK+x5f/vtt6J27drCyspKuLi4iA8//FDIZLISrrrowsPDC/xdNdT3tMKet6G8pxXl9X6dvr6nFeW81fGeJhHCQNuEiYiIiApgUGOCiIiIiFTFEERERERGiSGIiIiIjBJDEBERERklhiAiIiIySgxBREREZJQYgoiIiMgoMQQRERGRUWIIIiIiIqPEEERERERGiSGIiAzCokWL8M4778DGxgZOTk4YP348MjIytF0WEekwM20XQERUXEIIZGVl4fvvv0eFChVw/fp1DB06FPXq1cP48eO1XR4R6SguoEpEBmnQoEEoV64cvvnmG22XQkQ6it1hRKT3YmJiMGnSJNStWxelS5eGra0tfv75Z7i5uWm7NCLSYQxBRKTXnjx5gmbNmuHJkydYuXIlTp8+jbNnz8LU1BQNGjTQdnlEpMM4JoiI9NqhQ4eQmZmJ7du3QyKRAABWrVqF9PR0hiAiKhBDEBHpNUdHRyQmJmL//v2oXbs2Dhw4gICAAFSoUAHlypXTdnlEpMM4MJqI9JoQAuPHj8e2bdtgZWWFwYMHIzU1FTExMTh48KC2yyMiHcYQREREREaJA6OJiIjIKDEEERERkVFiCCIiIiKjxBBERERERokhiIiIiIwSQxAREREZJYYgIiIiMkoMQURERGSUGIKIiIjIKDEEERERkVFiCCIiIiKjxBBERERERun/v33zAkNKj7gAAAAASUVORK5CYII=", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkEAAAHFCAYAAAD1zS3+AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAABaPUlEQVR4nO3dd1QU198G8GdpCyKggFJEsSH2rohGQY2F2BV7rKjYY9TXEk0EY8RoJImx/4IlxkKssZcoosaGxhJLEgsoq6KCUkSk3vcPZHVpUnbZ9nzO2UOYnZn9zq7MPrlz516JEEKAiIiISM8YqLsAIiIiInVgCCIiIiK9xBBEREREeokhiIiIiPQSQxARERHpJYYgIiIi0ksMQURERKSXGIKIiIhILzEEERERkV5iCCKN4+npCU9PT3WXUWTDhw9H6dKlC7Ru5cqVMXz4cJXWI5FI4Ofnp9LX+JDXr1/Dz88PJ0+eVGsd2uL48eNo2rQpzM3NIZFIsGfPHmzYsAESiQQRERHy9bZs2YIffvhBJTXMnTsXlSpVgpGREcqUKVPo7YcPH47KlSsrvS5Nk5CQgMmTJ6NChQqQSqWoUaMGFi9ejPT0dHWXRgVgpO4CiLJbuXKluksoMbt374alpaW6y1C5169fw9/fHwC0OuCWBCEE+vXrhxo1amDv3r0wNzeHq6sr0tLScO7cOTg4OMjX3bJlC27cuIEpU6YotYbff/8d33zzDebMmQMvLy9IpVKl7l9XpKWloUOHDvjvv//w9ddfo0aNGjh8+DBmzZoFmUyGZcuWqbtE+gCGINI4tWvXVncJJaZRo0bqLoGUKCkpCaamppBIJEXex+PHj/HixQv06tUL7du3V3iuXLlyxS2xQG7cuAEAmDx5MsqXL18ir6ksyvgMCmrHjh24cOECdu7cid69ewMAOnTogFevXmHFihWYMGECXF1dVV4HFR0vh1Gx+Pn5QSKR4ObNmxg4cCCsrKxgZ2eHkSNHIi4uTmHdN2/eYPbs2ahSpQpMTExQoUIFTJgwAbGxsQrr5XY5bNWqVWjQoAFKly4NCwsL1KxZE1988QUAICIiAkZGRggICMhR36lTpyCRSLB9+/Z8jyM2NhbTpk1D1apVIZVKUb58eXzyySf4559/AAAnT56ERCLJcTknIiICEokEGzZsyLHPmzdvon379jA3N0e5cuUwceJEvH79WmGd3C6HfagWZYiKioKvry+cnJxgYmKCKlWqwN/fH2lpaQrr+fv7w83NDdbW1rC0tETjxo0RFBSE7PMunzhxAp6enrCxsYGZmRkqVaqEPn364PXr14iIiJB/efv7+0MikUAikXzwMuDr168xffp0VKlSBaamprC2tkbTpk2xdetWhfU2bNgAV1dXSKVS1KpVC7/88kuOSzGF+fwuXbqEAQMGoHLlyjAzM0PlypUxcOBAPHjwIMfrSiQSHD16FCNHjkS5cuVQqlQpJCcnAwCCg4Ph7u4Oc3NzlC5dGp06dcKVK1fyPWY/Pz84OTkBAGbOnAmJRCI/juyXwzw9PXHgwAE8ePBA/p5+6Is/IyMDixcvRs2aNeX/toYOHQqZTCZfp3Llypg7dy4AwM7OrkCXU3P7DHKTkpKCBQsWyF+/XLlyGDFiBJ4/f66wXnJyMqZNmwZ7e3uUKlUKbdq0weXLl3P8vSjrM7h06RK6d+8Oa2trmJqaolGjRvjtt9/yPWYA+PPPPyGRSODl5aWwvGvXrsjIyMDu3bs/uA9SL7YEkVL06dMH/fv3h4+PD/7++2/Mnj0bALBu3ToAmU38PXv2xPHjxzF79my0bt0a169fx7x583Du3DmcO3cuzyb3bdu2Yfz48Zg0aRK+++47GBgY4O7du7h16xaAzJN29+7dsXr1asyYMQOGhobybZcvXw5HR0f06tUrz9oTEhLw0UcfISIiAjNnzoSbmxtevXqFU6dO4cmTJ6hZs2ah34/U1FR88skn8PX1xaxZs3D27FksWLAADx48wL59+4pdy/Dhw7Fx40aEh4cXut9FVFQUmjdvDgMDA3z11VeoVq0azp07hwULFiAiIgLr16+XrxsREQFfX19UqlQJAHD+/HlMmjQJjx49wldffSVfp0uXLmjdujXWrVuHMmXK4NGjRzh8+DBSUlLg4OCAw4cPo3PnzvDx8cGoUaMAfLhVY+rUqdi0aRMWLFiARo0aITExETdu3EBMTIx8nQ0bNmDEiBHo0aMHli5diri4OPj5+SE5ORkGBkX7f7yIiAi4urpiwIABsLa2xpMnT7Bq1So0a9YMt27dgq2trcL6I0eORJcuXbBp0yYkJibC2NgYCxcuxNy5czFixAjMnTsXKSkpWLJkCVq3bo2LFy/m2do5atQoNGjQAL1798akSZMwaNCgPP8uVq5ciTFjxuDevXsF/rIdN24c1q5di4kTJ6Jr166IiIjAl19+iZMnT+Kvv/6Cra0tdu/ejRUrViAoKAiHDx+GlZWVPJjlpqCfQUZGBnr06IHTp09jxowZaNmyJR48eIB58+bB09MTly5dgpmZGQBgxIgRCA4OxowZM9CuXTvcunULvXr1Qnx8fK41FOczCAkJQefOneHm5obVq1fDysoK27ZtQ//+/fH69et8w3pKSgoMDAxgbGyssDzrM7t+/XqBPhdSI0FUDPPmzRMAxOLFixWWjx8/XpiamoqMjAwhhBCHDx/Odb3g4GABQKxdu1a+zMPDQ3h4eMh/nzhxoihTpky+dYSEhAgAYvfu3fJljx49EkZGRsLf3z/fbefPny8AiGPHjn1w/yEhIQrLw8PDBQCxfv16+bJhw4YJAOLHH39UWPebb74RAMSZM2fky5ydncWwYcMKVYsQQowcOVIYGhqKiIiIfNcTQggAYt68efLffX19RenSpcWDBw8U1vvuu+8EAHHz5s1c95Oeni5SU1PF/PnzhY2Njfyz3bFjhwAgrl69mmcNz58/z1HHh9StW1f07Nkzz+fT09OFo6OjaNy4sbwWIYSIiIgQxsbGwtnZWb6sMJ9fdmlpaeLVq1fC3Nxc4TNdv369ACCGDh2qsP7Dhw+FkZGRmDRpksLyhIQEYW9vL/r165fPUb+racmSJQrLs14vPDxcvqxLly4Kx5mf27dvCwBi/PjxCssvXLggAIgvvvhCvizr7/r58+f57rMwn8HWrVsFALFz506FfYSFhQkAYuXKlUIIIW7evCkAiJkzZyqsl7X9+38vyvgMatasKRo1aiRSU1MV1u3atatwcHAQ6enpeR7/Dz/8IACI06dPKyz/8ssvBQDRsWPHPLclzcDLYaQU3bt3V/i9fv36ePPmDZ49ewYg83IJgBz/V9W3b1+Ym5vj+PHjee67efPmiI2NxcCBA/H7778jOjo6xzqenp5o0KABVqxYIV+2evVqSCQSjBkzJt/aDx06hBo1auDjjz/Od73CGjx4sMLvgwYNApD5f57FrSUoKAhpaWlwdnYudF379+9H27Zt4ejoiLS0NPkjq0k/NDRUvu6JEyfw8ccfw8rKCoaGhjA2NsZXX32FmJgY+WfbsGFDmJiYYMyYMdi4cSPu379fqHreryEtLU1+qa158+Y4dOgQZs2ahZMnTyIpKUlhu3///RePHz/GoEGDFC4DOTs7o2XLloV+X7K8evUKM2fORPXq1WFkZAQjIyOULl0aiYmJuH37do71+/Tpo/D7kSNHkJaWhqFDhyocl6mpKTw8PNR2h1zWv7vsf4PNmzdHrVq18v0bzEthPoP9+/ejTJky6Natm8L70rBhQ9jb28vfl6x/f/369VPY3tvbG0ZGuV+8KOpncPfuXfzzzz/yv9X31/3kk0/w5MkT/Pvvv3ke/+DBg2FtbY0xY8bgwoULiI2NxdatW+UdoovaGkklh58QKYWNjY3C71nNwVlfXDExMTAyMspxCUQikcDe3l7hEkd2Q4YMwbp16/DgwQP06dMH5cuXh5ubG44dO6aw3uTJk3H8+HH8+++/SE1Nxf/+9z94e3vD3t4+39qfP3+eb3N/URgZGeV4T7LqyO9YVVFLdk+fPsW+fftgbGys8KhTpw4AyEPmxYsX0bFjRwDA//73P/z5558ICwvDnDlzALz7bKtVq4Y//vgD5cuXx4QJE1CtWjVUq1YNP/744wdriYiIyFFH1pfgsmXLMHPmTOzZswdt27aFtbU1evbsiTt37gB49z7m9vl+6DPPz6BBg7B8+XKMGjUKR44cwcWLFxEWFoZy5crlCGIAFO7WAjLfXwBo1qxZjmMLDg7ONcSXhKz3K3u9AODo6Jjvv8sP7bMgn8HTp08RGxsLExOTHO9LVFSU/H3J2qednZ3C9rn9TWUp6meQtd706dNzrDd+/HgAyPfzsrW1xeHDhwEALVq0QNmyZTFp0iQEBgYCACpUqJDntqQZ2CeISoSNjQ3S0tLw/PlzhSAkhEBUVBSaNWuW7/YjRozAiBEjkJiYiFOnTmHevHno2rUr/vvvP3lryKBBgzBz5kysWLECLVq0QFRUFCZMmPDB2sqVK6fQMTQ3pqamACDvcJklrxNkWloaYmJiFE7aUVFRAHIGxsLWUly2traoX78+vvnmm1yfd3R0BJDZF8vY2Bj79++XHz8A7NmzJ8c2rVu3RuvWrZGeno5Lly7hp59+wpQpU2BnZ4cBAwbkWYujoyPCwsIUlmXdTWNubg5/f3/4+/vj6dOn8lahbt264Z9//pG/j1nv6/uyLyvo5xcXF4f9+/dj3rx5mDVrlnx5cnIyXrx4kesxZO+MnNVnaMeOHUVqqVOVrPfryZMnOYL248ePc/R1Ksw+C/IZ2NrawsbGRh4asrOwsFDY59OnTxVCRNbfVG6K+hlkrTd79mz53V3Zfejurqy+YhEREUhMTISLiwsuX74MAGjTpk2+25L6sSWISkTWrb6//vqrwvKdO3ciMTExx63AeTE3N4eXlxfmzJmDlJQU3Lx5U/6cqamp/JJMYGAgGjZsiFatWn1wn15eXvjvv//kl+xyk9X5OHtHx7179+a5zebNmxV+37JlC4D8x8kpSC3F1bVrV9y4cQPVqlVD06ZNczyyQpBEIoGRkZFCR/OkpCRs2rQpz30bGhrCzc1Nflnyr7/+ApCzZTCLiYlJjtfP+jJ8n52dHYYPH46BAwfi33//xevXr+Hq6goHBwds3bpV4W61Bw8e4OzZswrbF/Tzk0gkEELk6Iz8888/F3jwu06dOsHIyAj37t3L9f1t2rRpgfZTEFKpNNfWqdy0a9cOQM6/wbCwMNy+fbvAf4PvK8xn0LVrV8TExCA9PT3X9yQrbGQFh+DgYIXtd+zYkePuxbwU9DNwdXWFi4sLrl27lud6uf17zE3lypVRp04dGBsbY+nSpXB0dETfvn0LtC2pD1uCqER06NABnTp1wsyZMxEfH49WrVrJ7w5r1KgRhgwZkue2o0ePhpmZGVq1agUHBwdERUUhICAAVlZWOVqQxo8fj8WLF+Py5cv4+eefC1TblClTEBwcjB49emDWrFlo3rw5kpKSEBoaiq5du6Jt27awt7fHxx9/jICAAJQtWxbOzs44fvw4du3ales+TUxMsHTpUrx69QrNmjWT3x3m5eWFjz76qFi1AICPjw82btyIe/fuFbq1Yf78+Th27BhatmyJyZMnw9XVFW/evEFERAQOHjyI1atXw8nJCV26dEFgYCAGDRqEMWPGICYmBt99912OgLB69WqcOHECXbp0QaVKlfDmzRv5XYFZfZssLCzg7OyM33//He3bt4e1tTVsbW3zvbPNzc0NXbt2Rf369VG2bFncvn0bmzZtgru7O0qVKgUA+PrrrzFq1Cj06tULo0ePRmxsLPz8/HJciino52dpaYk2bdpgyZIl8vpCQ0MRFBRU4FGTK1eujPnz52POnDm4f/8+OnfujLJly+Lp06e4ePGivIVLGerVq4ddu3Zh1apVaNKkCQwMDPIMWa6urhgzZgx++uknGBgYwMvLS353WMWKFfH5558X+vUNDAwK/BkMGDAAmzdvxieffILPPvsMzZs3h7GxMWQyGUJCQtCjRw/06tULderUwcCBA7F06VIYGhqiXbt2uHnzJpYuXQorK6sC9bMpzGewZs0aeHl5oVOnThg+fDgqVKiAFy9e4Pbt2/jrr78+OLzGnDlzUK9ePTg4OODhw4dYt24dLly4gAMHDsjvdiMNptZu2aT18rqLJLc7WZKSksTMmTOFs7OzMDY2Fg4ODmLcuHHi5cuXCttmvzts48aNom3btsLOzk6YmJgIR0dH0a9fP3H9+vVca/L09BTW1tbi9evXBT6Oly9fis8++0xUqlRJGBsbi/Lly4suXbqIf/75R77OkydPhLe3t7C2thZWVlbi008/FZcuXcr17jBzc3Nx/fp14enpKczMzIS1tbUYN26cePXqlcLrZr87rKC1ZN2B9v77mxfkclfW8+fPxeTJk0WVKlWEsbGxsLa2Fk2aNBFz5sxRqHHdunXC1dVVSKVSUbVqVREQECCCgoIUXvvcuXOiV69ewtnZWUilUmFjYyM8PDzE3r17FV7zjz/+EI0aNRJSqTTHXT65mTVrlmjatKkoW7as/PU///xzER0drbDezz//LFxcXISJiYmoUaOGWLdunRg2bFiOu6YK+vnJZDLRp08fUbZsWWFhYSE6d+4sbty4keOzyvo3HhYWlmv9e/bsEW3bthWWlpZCKpUKZ2dn4e3tLf744498j7swd4e9ePFCeHt7izJlygiJRCI+dEpPT08X3377rahRo4YwNjYWtra24tNPPxWRkZEK6xX07rAsBf0MUlNTxXfffScaNGggTE1NRenSpUXNmjWFr6+vuHPnjny9N2/eiKlTp4ry5csLU1NT0aJFC3Hu3DlhZWUlPv/88xzvSXE/g2vXrol+/fqJ8uXLC2NjY2Fvby/atWsnVq9e/cFjHzdunKhUqZIwMTERtra2ok+fPnmem0jzSITINuoZkRZ79uwZnJ2dMWnSJCxevFjd5ZCaDB8+HCdPnlSYZ4u029mzZ9GqVSts3rxZfqclUXHxchjpBJlMhvv372PJkiUwMDDAZ599pu6SiKiIjh07hnPnzqFJkyYwMzPDtWvXsGjRIri4uOTZgZmoKBiCSCf8/PPPmD9/PipXrozNmzfz1lQiLWZpaYmjR4/ihx9+QEJCAmxtbeHl5YWAgACFOxWJiouXw4iIiEgvacwt8qtWrUL9+vVhaWkJS0tLuLu749ChQ/LnhRDw8/ODo6MjzMzM4OnpqXB7NBEREVFhaEwIcnJywqJFi3Dp0iVcunQJ7dq1Q48ePeRBZ/HixQgMDMTy5csRFhYGe3t7dOjQAQkJCWqunIiIiLSRRl8Os7a2xpIlSzBy5Eg4OjpiypQpmDlzJoDMEVzt7Ozw7bffwtfXV82VEhERkbbRyI7R6enp2L59OxITE+Hu7o7w8HBERUXJ5zECMkdK9fDwwNmzZ/MNQcnJyQpD5WdkZODFixewsbHJMdQ6ERERaSYhBBISEuDo6Ki0yWk1KgT9/fffcHd3x5s3b1C6dGns3r0btWvXlg+/nn1CPTs7Ozx48CDffQYEBChtdFYiIiJSr8jISKVNNK1RIcjV1RVXr15FbGwsdu7ciWHDhslnlAZyTpInhPhga87s2bMxdepU+e9xcXGoVKkSIiMjYWlpqdwDICIiIpWIj49HxYoVCzyfW0FoVAgyMTFB9erVAQBNmzZFWFgYfvzxR3k/oKioKDg4OMjXf/bsWY7WoeykUmmOuY4AyO9CIyIiIu2hzK4sGnN3WG6EEEhOTkaVKlVgb2+PY8eOyZ9LSUlBaGgoWrZsqcYKiYiISFtpTEvQF198AS8vL1SsWBEJCQnYtm0bTp48icOHD0MikWDKlClYuHAhXFxc4OLigoULF6JUqVKcQ4aIiIiKRGNC0NOnTzFkyBA8efIEVlZWqF+/Pg4fPowOHToAAGbMmIGkpCSMHz8eL1++hJubG44eParUa4NERESkPzR6nCBViI+Ph5WVFeLi4tgniIiISEuo4vtbo/sEEREREakKQxARERHpJYYgIiIi0ksMQURERKSXGIKIiIhILzEEERERkV5iCCIiIiK9xBBEREREeokhiIiIiPQSQxARERHpJYYgIiIi0ksMQURERKSXGIKIiIhILzEEERERkV5iCCIiIiK9xBBEREREeokhiIiIiPQSQxARERHpJYYgIiIi0ksMQURERKSXGIKIiIhILzEEERERkV5iCCIiIiK9xBBEREREeokhiIiIiPQSQxARERHpJYYgIiIi0ksMQURERKSXGIKIiIhILzEEERERkV5iCCIiIiK9xBBEREREeokhiIiIiPQSQxARERHpJYYgIiIi0ksMQURERKSXGIKIiIhILzEEERERkV5iCCIiIiK9xBBEREREeokhiIiIiPQSQxARERHpJY0JQQEBAWjWrBksLCxQvnx59OzZE//++6/COsOHD4dEIlF4tGjRQk0VExERkTbTmBAUGhqKCRMm4Pz58zh27BjS0tLQsWNHJCYmKqzXuXNnPHnyRP44ePCgmiomIiIibWak7gKyHD58WOH39evXo3z58rh8+TLatGkjXy6VSmFvb1/S5REREZGO0ZiWoOzi4uIAANbW1grLT548ifLly6NGjRoYPXo0nj17lu9+kpOTER8fr/AgIiIikgghhLqLyE4IgR49euDly5c4ffq0fHlwcDBKly4NZ2dnhIeH48svv0RaWhouX74MqVSa6778/Pzg7++fY3lcXBwsLS1VdgxERESkPPHx8bCyslLq97dGhqAJEybgwIEDOHPmDJycnPJc78mTJ3B2dsa2bdvQu3fvXNdJTk5GcnKy/Pf4+HhUrFiRIYiIiEiLqCIEaUyfoCyTJk3C3r17cerUqXwDEAA4ODjA2dkZd+7cyXMdqVSaZysRERER6S+N6RMkhMDEiROxa9cunDhxAlWqVPngNjExMYiMjISDg0MJVEhERKS/UlNT0a9fP+zbtw8ZGRnqLkcpNCYETZgwAb/++iu2bNkCCwsLREVFISoqCklJSQCAV69eYfr06Th37hwiIiJw8uRJdOvWDba2tujVq5eaqyciItJtwcHB2L59O8aMGYPU1FR1l6MUGnM5bNWqVQAAT09PheXr16/H8OHDYWhoiL///hu//PILYmNj4eDggLZt2yI4OBgWFhZqqJiIiEg/CCHw3XffAQAmT56sM91MNCYEfah/tpmZGY4cOVJC1RAREekRmQy4cwdwcQFy6Y97/PhxXLt2Debm5vD19VVDgaqhMZfDiIiISA2CggBnZ6Bdu8yfQUE5VlmyZAkAwMfHJ8f4fdpMI2+RVyVV3GJHRESklWSyzODzfkdnQ0MgIkLeInTt2jU0bNgQBgYGuHfvHipXrqyWUlXx/c2WICIiIn11545iAAKA9HTg7l35rwEBAQCA/v37o7KRERASkhmedABDEBERkb5ycQEMskUBQ0OgenUAwN27d7F9+3YAwKwaNT542UzbMAQRERHpKycnYO3azOADZP5cs0Z+KWzx4sXIyMhAl/btUf/rr9+1GmVkAL6+Wt8ixBBERESkz3x8MvsAhYRk/vTxAQA8fvwYGzduBADM7tHjg5fNtBFDEBERkb5zcgI8PRVujw8MDERKSgpat26NVr165XvZTFsxBBEREZGCFy9eYPXq1QCAWbNmffCymbbSmMESiYiISDMsX74ciYmJaNCgAby8vDIX+vgAnTplXgKrXl3rAxDAEERERETviY+Px48//gggsxVIIpG8e9LJSSfCTxZeDiMiIiK5n376CS9evICrqyv69u2r7nJUiiGIiIiIAABxcXFYunQpAOCrr76CYVYfIB3FEEREREQAgGXLluHly5eoVasW+vfvr+5yVI4hiIiIiBAbG4vAwEAA+tEKBDAEEREREYAff/wRsbGxqF27ts73BcrCEERERKTnYmNj8f333wMA5s2bpxetQABDEBERkd4LDAxEXFwc6tatC29vb3WXU2IYgoiIiPRYVFSUvC+Qn58fDLJPj6HD9OdIiYiIKIevv/4aiYmJaN68OXr37q3uckoUQxAREZGeunv3LtauXQsAWLx4seLo0HqAIYiIiEhPzZ07F2lpafDy8oKHh4e6yylxDEFERER66NKlSwgODoZEIkFAQIC6y1ELhiAiIiI9I4TAjBkzAACffvopGjRooOaK1IMhiIiISM/s2bMHISEhkEqlmD9/vrrLURuGICIiIj3y5s0bTJs2DQAwffp0VK5cWb0FqRFDEBERkS6TyYCQkMyfAL7//nuEh4fD0dERs2bNUnNx6mWk7gKIiIhIRYKCgDFjgIwMwMAAjxcvxjfffAMg85b40qVLq7lA9ZIIIYS6iyhJ8fHxsLKyQlxcHCwtLdVdDhERkWrIZICzc2YAemuYRIJfhIC7uzv+/PNPrRoXSBXf37wcRkREpIvu3FEIQGcA/PK23ePHH3/UqgCkKgxBREREusjFBXg7D1gKAN+3i30GDECzZs3UVpYmYQgiIiLSRU5OwNq1gKEhlgK4BaCchQUWr1ih7so0BkMQERGRrvLxwb2TJzHfxAQAELhyJaytrdVclOZgCCIiItJRQgiM//prvElJQfv27TF48GB1l6RRGIKIiIh01ObNm3H06FFIpVKsWrWKnaGzYQgiIiLSQY8ePcKkSZMAAF999RVcXFzUXJHmYQgiIiLSMUIIjB49GrGxsWjWrJl8slRSxBBERESkY9atW4dDhw5BKpVi48aNMDLiBBG5YQgiIiLSIQ8ePMDnn38OAPjmm29Qq1YtNVekuRiCiIiIdERaWhqGDBmChIQEtGrVClOmTFF3SRqNIYiIiEhHzJ8/H6dPn4aFhQU2btwIQ0NDdZek0RiCiIiIdEBISAgWLFgAAFi7di2qVaum5oo0n8aEoICAADRr1gwWFhYoX748evbsiX///VdhHSEE/Pz84OjoCDMzM3h6euLmzZtqqpiIiEgzPHv2DIMHD4YQAj4+PhgwYIC6S9IKGhOCQkNDMWHCBJw/fx7Hjh1DWloaOnbsiMTERPk6ixcvRmBgIJYvX46wsDDY29ujQ4cOSEhIUGPlRERE6pOeno6hQ4fiyZMnqFWrFpYtW6bukrSGRAgh1F1Ebp4/f47y5csjNDQUbdq0gRACjo6OmDJlCmbOnAkASE5Ohp2dHb799lv4+vp+YI+Z4uPjYWVlhbi4OFhaWqryEIiIiFRu9uzZWLRoEczMzHDhwgXUq1dP3SWphCq+vzWmJSi7uLg4AJBP9BYeHo6oqCh07NhRvo5UKoWHhwfOnj2rlhqJiIjU6bfffsOiRYsAZI4NpKsBSFU0cvQkIQSmTp2Kjz76CHXr1gUAREVFAQDs7OwU1rWzs8ODBw/y3FdycjKSk5Plv8fHx6ugYiIiopJ17do1jBgxAgAwY8YM9gMqAo1sCZo4cSKuX7+OrVu35ngu++RvQoh8J4QLCAiAlZWV/FGxYkWl10tERFSSnj17hp49e+L169fo2LEjFi5cqO6StJLGhaBJkyZh7969CAkJgZOTk3y5vb09gHctQlmePXuWo3XofbNnz0ZcXJz8ERkZqZrCiYiISkBiYiK6du2KiIgIVKtWDVu3buV4QEWkMSFICIGJEydi165dOHHiBKpUqaLwfJUqVWBvb49jx47Jl6WkpCA0NBQtW7bMc79SqRSWlpYKDyIiIm2UlpaGgQMHIiwsDDY2Njh48KC87ywVnsb0CZowYQK2bNmC33//HRYWFvIWHysrK5iZmUEikWDKlClYuHAhXFxc4OLigoULF6JUqVIYNGiQmqsnIiJSLSEEJk+ejH379sHU1BR79+5FjRo11F2WVtOYELRq1SoAgKenp8Ly9evXY/jw4QAyO34lJSVh/PjxePnyJdzc3HD06FFYWFiUcLVEREQly9/fH6tWrYJEIsHmzZvzvQpCBaOx4wSpCscJIiIitZHJgDt3ABcX4L1+rx/y7bffYtasWQCAZcuWYdKkSaqqUGPp1ThBREREOiUoCHB2Btq1y/wZFFSgzX766Sd5AAoICNDLAKQqDEFERESqJpMBY8YAGRmZv2dkAL6+mcvzsWbNGkyePBkA8OWXX8rDECkHQxAREZGq3bnzLgBlSU8H7t7Nc5PAwECMHTsWADBt2jT4+/urskK9xBBERESkai4ugEG2r1xDQ6B69RyrCiHg7++PadOmAQBmzpyJJUuW5DswMBUNQxAREZGqOTkBa9dmBh8g8+eaNTk6R2dkZGD69Onw8/MDAHwzYwYWLVrEAKQivDuMiIiopMhkmZfAqlfPEYCSkpIwbNgwbN++HQDwA4DPDAwyw5OPT8nXqmFU8f3NEERERKRm0dHR6NGjB86ePQtjAOsAfJr1pKEhEBFRqFvqdRFvkSciItIx//33H9zd3XH27FmUKV0aR/FeAAI+2IGaio4hiIiISE3279+PZs2a4e7du3B2dsafv/8OzwJ2oKbiYwgiIiIqYRkZGfDz80O3bt0QHx+PVq1a4fz586jdrl2BOlCTcmjM3GFERERarYBTYrx8+RLDhg3Dvn37AGROIB4YGAgTE5PMFXx8gE6d8uxATcrDEERERFRcQUHvRoTO546u06dPY/DgwYiMjIRUKsXq1avlk4QrcHJi+CkBvBxGRERUHAWYEiMtLQ1+fn7w9PREZGQkqlevjj///DP3AEQlhi1BRERExZHflBhOTnj48CEGDx6MM2fOAACGDh2K5cuXw8LCQg3F0vvYEkRERFQceUyJIapVw/r161G/fn2cOXMGFhYW+PXXX7Fx40YGIA3BEERERFQcuUyJ8WjRInQdOxYjR45EXFwc3NzccOXKFQwePFh5ryuTASEhH5yJnvLGEERERFRcPj5ARATEiRPYsHgx6ixYgIMHD8LExASLFi3CmTNnUK1aNeW9XlAQ4OwMtGuX+TMoSHn71iOcNoOIiEgJIiIiMGHCBBw8eBAA0Lx5c6xfvx61a9dW7gvJZJnB5/1+SHowtQanzSAiItIwqampWLx4MerUqaPQ+vPnn38qPwAB+XfEpkLh3WFERERFdPbsWYwdOxZ///03AMDDwwOrVq1CrVq1VPeiWR2xs7cEcWqNQmNLEBERUSG9ePECvr6+aNWqFf7++2/Y2Nhgw4YNCAkJUW0AAnLtiM2pNYqGLUFEREQFJITA5s2bMXXqVDx//hwAMHLkSCxevBg2NjYlVwin1lAKhiAiIqL8vJ0T7D9DQ4yfPx/Hjx8HANSqVQurV69GmzZt1FMXp9YoNoYgIiKivAQF4c3o0VgkBAIApAAwNTXFV199hWnTpr2b9JS0EkMQERFRbmQyHB09GhOEQNZ9V50BrPjjD1Rt1UqdlZGSsGM0ERFRNo8fP0b/IUPQ6W0AcgTwG4CDAKqmpqq3OFIahiAiIqK30tLSsGzZMtSsWRO/nTwJAwBTANwG0BeAhLei6xSGICIiIgAXL15E8+bN8dlnnyEhIQFubm649NVX+N7QEJYAb0XXQewTREREei02NhZffPEFVq9eDSEEypQpg0WLFmH06NEwMDAARo/mreg6iiGIiIh0z9vb2uHikm9w2bVrFyZMmICoqCgAwNChQ7FkyRKUL1/+3Uq8FV1n8XIYERHplgLMsB4VFQVvb2/06dMHUVFRcHV1RUhICDZu3KgYgEinMQQREZHukMmAMWPezauVkQH4+mYuR+aIzxs2bEDt2rWxc+dOGBoaYs6cObh69So8PT3VVzepBS+HERGR7shnhvWItDSMGTMGx44dAwA0btwYQUFBaNiwYcnXSRqBLUFERKQ7smZYf48wMMCa8+dRt25dHDt2DKampvj2229x4cIFBiA9xxBERES6I9sM608MDNCldm2MnT0biYmJaNOmDa5fv44ZM2bAyMgo8zJZSIj8chnpF4YgIiLSLT4+QEQEts+bh7qWljh04wakUikCAwMREhICFxeXzPUK0IGadJtECCHUXURJio+Ph5WVFeLi4mBpaanucoiISMliY2MxceJEbN68GQDQqFEjbNq0CXXq1Hm3kkyWGXze7z9kaAhERPB2eA2liu9vtgQREZHOOH36NOrVq4fNmzfDwMAAc+fOxfnz5xUDEJBvB2rSH7w7jIiItF56ejoWLlwIPz8/ZGRkoHr16ti0aRNatGiR+wZZHaiztwRxXjC9wpYgIiLSak+ePEHHjh3x1VdfISMjA0OHDsWVK1fyDkBAjg7UnBdMP7EliIiItNaRI0cwZMgQPH/+HObm5li5ciWGDh1asI19fIBOnTgvmB5jCCIiIq2Tnp6OL7/8EgEBAQCA+vXr47fffoOrq2vhdsR5wfSaRl0OO3XqFLp16wZHR0dIJBLs2bNH4fnhw4dDIpEoPPJt7iQiIp0THR2Nzp07ywPQ+PHjceHChcIHINJ7GhWCEhMT0aBBAyxfvjzPdTp37ownT57IHwcPHizBComISJ0uX76MJk2a4I8//kCpUqWwdetWrFixAqampuoujbSQRl0O8/LygpeXV77rSKVS2Nvbl1BFRESkKdavX49x48YhOTkZ1atXx+7du1G3bl11l0VaTKNaggri5MmTKF++PGrUqIHRo0fj2bNn6i6JiIhUKCUlBePGjcPIkSORnJyMrl27IiwsjAGIik2jWoI+xMvLC3379oWzszPCw8Px5Zdfol27drh8+TKkUmmu2yQnJyM5OVn+e3x8fEmVS0REhSGTZQ5i6OIi76wcHR2N3r174/Tp05BIJPDz88PcuXNhYKB1/w9PGkirQlD//v3l/123bl00bdoUzs7OOHDgAHr37p3rNgEBAfD39y+pEomIqCiCgoAxYzIHLzQwANauxS13d3Tr1g3379+HpaUltmzZgi5duqi7UtIhWh2lHRwc4OzsjDt37uS5zuzZsxEXFyd/REZGlmCFRET0QTLZuwAEABkZODJmDNxbtMD9+/dRpUoVnDt3jgGIlE6rWoKyi4mJQWRkJBwcHPJcRyqV5nmpjIiISkgul7rkss3jtRzAZxkZyEhIwEcffYRdu3ahXLlyBdsXUSFoVEvQq1evcPXqVVy9ehUAEB4ejqtXr+Lhw4d49eoVpk+fjnPnziEiIgInT55Et27dYGtri169eqm3cCIiyltQUOaM7e3aZf4MClJ8/u08XqkAJgCYBCADwDBvb/zxxx+KAehD+yIqBIkQQqi7iCwnT55E27ZtcywfNmwYVq1ahZ49e+LKlSuIjY2Fg4MD2rZti6+//hoVK1Ys8GvEx8fDysoKcXFxsLS0VGb5RESUnUyWGVayT1QaEaHQivNqxQr0mzgRhwBIACzq0wf/t307JBJJofdFukkV398adTnM09MT+WWyI0eOlGA1RERUbNkudQEA0tMz5+t6G1yePXuGLhs24BIAM6kUW5YvR89Ro4q0L6LC0KgQREREOubtpa4crTfVqwMA7t69i86dO+PevXuwsbHBgQMH4ObmVqR9ERWWRvUJIiIiHePkBKxdmxlWgMyfa9YATk64ePEi3N3dce/ePVSpUgVnz57NOwB9YF9ERaFRfYJKAvsEERGpgUyWedmqenXAyQkHDhxAv3798Pr1azRp0gQHDhyAnZ1dkfZF+kHn+wQREZGOcnKSB5agoCD4+voiPT0dnTt3xvbt21G6dOki7YuoOHg5jIiISsy3336LUaNGIT09HcOHD8fevXsLF4CIlIghiIiIVE4IgdmzZ2PWrFkAgFmzZmHdunUwNjZWc2Wkz3g5jIiIVCo9PR0TJ07E6tWrAQCLFy/G//3f/6m5KiKGICIiUqHU1FQMHToU27Ztg0QiwZo1azB69Gh1l0UEgCGIiIhU5PXr1+jbty8OHjwIIyMj/Prrr+jfv7+6yyKSYwgiIiKli4uLQ7du3XD69GmYmZlh586d8PLyUndZRAoYgoiISKmio6PRqVMn/PXXX7C0tMT+/fvRunVrdZdFlANDEBERKc3Tp0/Rvn173Lx5E7a2tjhy5AgaN26s7rKIcsUQRERESvH48WO0b98e//zzDxwcHHDixAnUrFlT3WUR5YkhiIiIii0yMhLt2rXD3bt3UbFiRZw4cQLVObEpaTgOlkhERMUSEREBDw8P3L17F5UrV0ZoaCgDEGkFhiAiIiqye/fuwcPDA+Hh4ahWrRpCQ0NRpUoVdZdFVCDFCkHPnj1DVFSUsmohIiIt8t9//8HDwwMPHz5EjRo1EBoaikqVKqm7LKICK1IIun79OurUqQMHBwdUqFABFSpUwNy5c5GYmKjs+oiISAPdunULHh4eePToEWo7OyN061ZUqFBB3WURFUqRQpCPjw/s7Oxw5swZXLlyBQsWLMChQ4fQtGlTvHz5Utk1EhGROshkQEhI5s/3/P333/D09ERUVBTqAzj54AHsmzUDgoLUUydREUmEEKKwG5mbm+Py5csKtz4KIdC3b1+Ympri119/VWqRyhQfHw8rKyvExcXB0tJS3eUQEWmmoCBgzBggIwMwMADWrgV8fHDlyhV06NABMTExaAzgKACbrG0MDYGICMDJSW1lk+5Sxfd3kW6Rz63FRyKRYOHChWjSpIlSCiMiIjWRyd4FICDzp68vwuzs0HHIEMTGxqJ5zZo48s8/KPP+dunpwN27DEGkNQp8OaxLly744osv8Ntvv2Hs2LH4/PPP8fTpU4V14uLiULZsWaUXSUREJejOnXcB6K1z6en4eMAAxMbGomXLlji6cyfKGGT7CjE0BHhrPGmRArcE1atXD3/99RfWr18vDz9Vq1ZFv3790LBhQ6Snp2P9+vX4/vvvVVYsERGVABeXzEtgb4PQaQCfAHiVmIg2bdpg//79sLCwyLxE5uub2QJkaAisWcNWINIqReoT9PTpU1y5cgVXr16VP+7evQtDQ0O4urri+vXrqqhVKdgniIioAIKCAF9fnExPRxcArwG0b98ev//+O8zNzd+tJ5NlXgKrXp0BiFRKY/oE2dnZoXPnzujcubN8WVJSEq5du4Zr164ppTAiIlIjHx8cNzdHt+HDkZScjI4dO2LPnj0wMzNTXM/JieGHtFaRWoK0GVuCiIg+7OjRo+jRowfevHmDTz75BDt37oSpqam6yyI9porvb06bQURECg4ePIju3bvjzZs36NatG3bt2sUARDqJIYiIiOT27duHXr16ITk5Gb169cKOHTsglUrVXRaRSjAEERERAGDPnj3o06cPUlJS4O3tjeDgYJiYmKi7LCKVYQgiIiLs2LEDffv2RWpqKgYMGICtW7fC2NhY3WURqRRDEBGRngsODsaAAQOQlpaGwYMHY9OmTTAyKtLNw0RahSGIiEiPbd68GYMGDUJ6ejqGDRuGjRs3MgCR3mAIIiLSUxs3bsSQIUOQkZEBHx8frFu3DoaGhuoui6jEMAQREekbmQzrZszAiBEjIISAr68v1q5dC4Psc4ER6Ti2eRIR6ZOgIKwZPRpj346TO6FtW/y0ahUkEomaCyMqeYz9RET6QiZD4HsB6DMAP4WGQvLokXrrIlIThiAiIj0ghMD8L7/EtLcBaCaA7wFIMjIyJ0Al0kO8HEZEpOOEEJg5cyaWbNgAAFgA4AsAEgAwNMycAZ5ID7EliIhIh2VkZGDChAlYsmQJAOD7/v0xx9DwXQBas4azwJPeYksQEZGOSktLg4+PD3755RdIJBKsWbMGo0ePBmSyzEtg1aszAJFeYwgiItJBKSkpGDRoEHbu3AlDQ0P88ssvGDRoUOaTTk4MP0RgCCIi0jlJSUnw9vbGwYMHYWJiguDgYPTs2VPdZRFpHI3qE3Tq1Cl069YNjo6OkEgk2LNnj8LzQgj4+fnB0dERZmZm8PT0xM2bN9VTLBGRBoqNjUXnzp1x8OBBmJmZYe/evQxARHnQqBCUmJiIBg0aYPny5bk+v3jxYgQGBmL58uUICwuDvb09OnTogISEhBKulIhI8zx58gQeLVvi1KlTsLSwwOHDh9GpUyd1l0WksTTqcpiXlxe8vLxyfU4IgR9++AFz5sxB7969AWTOe2NnZ4ctW7bA19e3JEslItIod+7cQaeWLREeHQ07AIdfvULDO3eANm3UXRqRxtKolqD8hIeHIyoqCh07dpQvk0ql8PDwwNmzZ/PcLjk5GfHx8QoPIiJd8tdff6GVuzvCo6NRDcCfABoKAfj6Zt4JRkS50poQFBUVBQCws7NTWG5nZyd/LjcBAQGwsrKSPypWrKjSOomIStKJEyfg6emJ5zExaIjMAFQt68n0dI4GTZQPrQlBWbJP8ieEyHfiv9mzZyMuLk7+iIyMVHWJREQlYseOHfDy8kJCQgI83d1xUiKBwv8mcjRoonxpTQiyt7cHgBytPs+ePcvROvQ+qVQKS0tLhQcRkTYTQuD7779Hv379kJKSgt69e+PQiROw+t//MoMPwNGgiQpAa0JQlSpVYG9vj2PHjsmXpaSkIDQ0FC1btlRjZUREJSctLQ2TJk3C1KlTIYTAuHHj8Ntvv8HU1BTw8QEiIoCQkMyfPj7qLpdIo2nU3WGvXr3C3feuX4eHh+Pq1auwtrZGpUqVMGXKFCxcuBAuLi5wcXHBwoULUapUqXejoBIR6bBXr15h4MCB2L9/PwBgyZIlmDZtmmKXAI4GTVRgGhWCLl26hLZt28p/nzp1KgBg2LBh2LBhA2bMmIGkpCSMHz8eL1++hJubG44ePQoLCwt1lUxEVCIeP36Mrl274sqVKzA1NcWmTZvg7e2t7rKItJpECCHUXURJio+Ph5WVFeLi4tg/iIi0wt9//40uXbogMjIS5cqVw969e9GiRQt1l0VUolTx/a01fYKIiDSKTJbZ90bF4/Ds27cPrVq1QmRkJFxdXXH+/HkGICIlYQgiIiqsoCDA2Rlo1y7zZ1CQ0l9CCIGFCxeiR48eSEhIkA8MW7VqVaW/FpG+YggiIioMmQwYMwbIyMj8PSND6SMzJyYmYsCAAZgzZ478DrCjR4/C2tpaaa9BRBrWMZqISOPdufMuAGXJGplZCXdlPXjwAD179sTVq1dhZGSE5cuXc25EIhVhCCIiKgwXF8DAQDEIKWlk5pMnT6Jv376Ijo5GuXLlsHPnTrRu3brY+yWi3PFyGBFRYTg5AWvXKnVk5oyMDCxatAjt27dHdHQ0GjdujEuXLjEAEakYW4KIiArLxwfo1CnzElj16sUKQC9evMCwYcPkAyAOGTIEq1evRqlSpZRVLRHlgSGIiKgolDAyc1hYGPr27YsHDx5AKpXip59+wqhRo/KdFJqIlIeXw4iIVCWPsYSEEFi+fDk++ugjPHjwANWcnXFu2TKM9vJiACIqQQxBRESqkMdYQk+fPkXXrl0xadIkpKSkoFejRrj88CEa+fqqbMwhIsodQxARkbLlMZbQgY0bUa9ePRw8eBBSqRQ/+vtj59WrsMqavSi/MYdKaIRqIn3CEEREpGzZxhJKAjAxPR1dhw/H8+fPUa9ePYSFhWFy69aQZJ++MWvMofeVwAjVRPqIIYiISNmyxhICcB5AYwAr3j41ZcoUXLx4EfXq1VNYTy77mEMlMEI1kb5iCCIiUjYnJ7z+6SdMk0jQEsA/AOytrHD48GF8//33MDU1la/3wTGH8huhmoiKhbfIExEp2alTp+Dz/fe4+/ZS15A+ffDD2rW5z/31oTGHVDhCNZG+Y0sQEZGSxMXFYeLEifDw8MDdu3dRoUIF7N+/H7/s2JH/5KdOToCnZ+7jDqlghGoiysSWICKiYhJCYPPmzZg+fTqePn0KABg1ahS+++47WFlZFf8FlDhCNRG9wxBERFQMN2/exIQJExAaGgoAqFGjBlasWIGPP/5YuS+khBGqiUgRL4cRERVBXFwc/u///g8NGzZEaGgozMzM8M033+D69evKD0BEpBJsCSIiep9MlnlHlotLri0vqampWLNmDfz9/REdHQ0A6NmzJ3744Qc4OzuXdLVEVAxsCSIiypLPoIRCCOzZswd16tTBpEmTEB0djZo1a+LAgQPYvXs3AxCRFpIIkX24Ut0WHx8PKysrxMXFwdLSUt3lEJGmkMkyg0/2W9EjInDq/n3MnTsXp0+fBgCUL18e/v7+GDVqFIyM2KBOVBJU8f3Nv14iIiDXQQnPpKdjXvfuOHHlCgDAzMwM06ZNw4wZM2BhYaGOKolIiRiCiIgAhUEJzwGYB+AYAFy5AmNjY/j4+GDOnDlw4h1aRDqDfYKIiACIChVwcOJEtAXQEpkByMjQEKNHj8adO3ewatUqBiAiHcOWICLSaykpKdi6dSu+++473LhxA0Bm+Bnq7Y25AQGoUqWKmiskIlVhCCIivRQdHY1169Zh2bJlePToEQCgdOnSGDNmDKZMmYKKFSuquUIiUjWGICLSG0IIXLx4EStXrkRwcDCSk5MBAPb29pgyZQp8fX1RpkwZ9RZJRCWGIYiIdF5iYiKCg4OxcuVKXL58Wb68UaNGmDhxIgYPHgypVKrGColIHRiCiEgnCSFw+vRpbNiwAdu3b8erV68AAFJjY/Tv0QPjp09H8+bNIZFI1FwpEakLQxAR6ZSIiAj88ssv2LhxI+7fvy9fXq1cOfhGR2NEaipsd+0COncG3NzUWCkRqRtDEBEp3wfm31K2Z8+eYdeuXdi2bZt8NncAsLCwQL9+/TD8k0/QytsbkqwB8jMyAF9foFMnzsxOpMcYgohIuYKCgDFjMoOGgQGwdi3g46P0l4mJicHu3bsRHByMEydOIOPtaM8SiQTt27fHsGHD0KtXL5ibmwMhIUD2GYLS04G7dxmCiPQYQxARKY9M9i4AAUpvcXnx4gX27t2L4OBg/PHHH0hLS5M/16RJE/Tv3x/9+/dHpUqVFDd8bzRoOUNDoHr1YtdERNqLIYiIlCeX+beK2+ISfvYsft+8Gb9fuYLTFy8iPT1d/lyDBg3Qv39/9OvXD9WqVct7J05OmS1Svr6Z9RgaAmvWsBWISM8xBBGR8iihxUUIgcuXL+P333/H3g0bcF0mU3i+Xr166Nu3L/r16wdXV9eC1+bjk9kidfduZj0MQER6jyGIiAonv07PRWxxSUlJQUhISGbw2btXPoIzABgCaA2gB4DuBgaoevBg0QOMkxPDDxHJMQQRUcEVpNNzAVtcYmNjcejQIezZsweHDh1CQkKC/Dlzc3N0btIEPU6dQhcA1llPZGSwMzMRKY1EiOy3TOi2+Ph4WFlZIS4uDpaWluouh0h7yGSAs3POS10REQUOJeHh4di3bx/27t2L0NBQhY7N9vb26N69O3r06IF27drBNDq62K9HRLpDFd/fbAkiooIpQqfnjIwMXLp0CXv37sXevXvx999/KzxfG5mXuXpIJGg2fz4MRo9+9yQ7MxORirEliIgKpoAtQUlJSTh+/Dj27t2Lffv2ISoq6r3VDdG6dWv08PBAt/nzUe39009erTwyGTszExFbgohIjfJpmYmOjpZf5jp69Chev34t38zCwgJeXl7o3r07vLy8YG1tXbjBCwvambmER6kmIu2nVSHIz88P/v7+Csvs7OwU/k+TiFTovU7PUZaW2H3hAna0b4/Q0FCF8XsqVaqE7t27o3v37vDw8ICJiYnifpQ9eGEJjVJNRLpFq0IQANSpUwd//PGH/HdDQ0M1VkOkXyIjI7Fr1y7s3LkTZ86cwftX0xs1aoSePXuie/fuaNCgQf6zsyuzv4+KR6kmIt2ldSHIyMgI9vb26i6DSG88fPgQv/32G3bu3Inz588rPOfm5gZvb2/07t0bVatWLdyOlTV4oQpGqSYi/aB1IejOnTtwdHSEVCqFm5sbFi5cmO/JNzk5GcnJyfLf4+PjS6JMopKhon4wL168wI4dO7B582acOnVKvlwikaBVq1by4FOxYsXivZAyBi/kvGBEVERaFYLc3Nzwyy+/oEaNGnj69CkWLFiAli1b4ubNm7Cxscl1m4CAgBz9iIh0gpL7wSQlJWH//v3YvHkzDh48iNTUVPlzbdq0Qf/+/dGrVy84ODgoo3rl4a30RFREWn2LfGJiIqpVq4YZM2Zg6tSpua6TW0tQxYoVeYs8aTclDFwIZM7TderUKWzYsAE7d+5UGLW5fv36GDx4MAYOHFj8Fp+SwFvpiXQab5HPxtzcHPXq1cOdO3fyXEcqlUIqlZZgVUQloLD9YLJdNnv06BE2bNiA9evX4969e/LVnO3sMMjbG4PGjkXdunVVfBBKxnnBiKiQtDoEJScn4/bt22jdurW6SyEqWYXpB/P2sllKRgb2SSQIqlMHR27dQsbbbS0sLNC/YUMMO3MGLZ8+hcGqVUCjRoC2hSAiokIyUHcBhTF9+nSEhoYiPDwcFy5cgLe3N+Lj4zFs2DB1l0ZUsrL6wWQNEZFXPxiZDP+OHo2pGRmoAMBbCBy6cQMZGRlo06YNNmzYgCeXLuF/f/6Jj4TIPCFk3WIuk5XwQRERlSytagmSyWQYOHAgoqOjUa5cObRo0QLnz5+Hs7OzuksjKnn53GKelpaGffv2YcWCBTj+Xrc/BwDDAIzctAkun36auTAkhLeYE5Fe0qoQtG3bNnWXQKRZsvWDiYqKwv/+9z+sWbMGjx49AgBIAHQFMAZAZwBGhoaAp+e7ffAWcyLSU1oVgogoJyEETp8+jZUrV2Lnzp1IS0sDANja2mLUqFHwLVMGlefMyfv2cd5iTkR6SqtvkS8KziKvR3R8Qs2UlBRs27YNgYGBuHbtmny5u7s7JkyYAG9v73d3Rhbk9nHeYk5EGoy3yBMVlA5PqPny5UusXbsWy5Ytw+PHjwEApUqVwuDBgzFu3Dg0atQo50YFuX2ct5gTkZ5hSxDpHiUNJKhpwsPD8cMPPyAoKAiJiYkAAHt7e0yePBm+vr6wtrZWc4VERKrDliCigtCxCTXPnz+PpUuXYteuXfKxferWrYtp06Zh4MCBHAyUiKiIGIJI9+jA3U7p6enYu3cvvvvuO5w9e1a+vGPHjpg2bRo6dOgAiUSixgqJiLQfQxDpHi2+2ykxMREbNmzA999/L5/OwtjYGIMHD8bUqVNRr149NVdIRKQ7GIJIN+UzkKAmevLkCZYvX47Vq1fjxYsXAICyZcti7NixmDhxIhwdHdVcIRGR7mEIIt2lBXc73bhxA4GBgdi8eTNSUlIAAFWrVsXnn3+OESNGwNzcXM0VEhHpLoYgohImhMAff/yBpUuX4siRI/LlLVu2xLRp09CjRw8YZs0JRkREKsMQRFRCUlJSsHXrVgQGBuL69esAAAMDA/Tu3RvTpk1DixYt1FwhEZF+YQgiUrGYmBisWbMGy5cvx5MnTwAA5ubmGDlyJKZMmYKqVauquUIiIv3EEESkIv/99x9++OEHbNiwAUlJSQAABwcHTB42DL7u7ijbuLHG91kiItJlDEFEBVHAeciEEAgNDUVgYCD279+PrAHZGzZsiGnTpqFfYiJMxo/Xyek8iIi0jYG6CyDSeEFBmdNwtGuX+TMoKMcqKSkp+PXXX9GkSRO0bdsW+/btgxAC3bp1Q0hICP766y986un5LgABmT99fTMDFhERlTi2BBHlRyZ7NxEr8C64dOoEODnh0aNHWLt2LdauXYuoqCgAgJmZGYYPH47PPvsMrq6u7/ZV2Ok8Ctj6RERERcMQRMWny1/WuQQXkZ6O0B07sOLPP7F7926kp6cDyJzMdNKkSfD19YWNjU3OfRVmOo+goHfhi5fNiIhUQn9nkb91C5a1aqm7HO2n61/W781IHw9gE4CVAG69t0rr1q0xYcIE9OrVCyYmJvnvLygo53Qe2d+v915TztAQiIjQvZBJRFRAqphFXn/7BNWpk2vfDiqEvC4V6VAfF1GhAk5Nn47hEgkcAExEZgAyNzeHr68vrl27hlOnTqF///6ZAUgmA0JC8n4PfHwyw0xISObP3AJjfpfNiIhIafT2cliaEAp9O6gICtvHRYvIZDL88ssvWL9+Pe6+Fz5qVq+OcZMmYdiwYbCyslLcqKCtYh+azqMwl82IiKjI9DYErQbwhY58YauNjn1Zv3z5Ert378a2bdtw/PhxZLw9rtKlS2PAgAEYMWIE3N3dIZFIcm78gQ7UheLklBmgsl82479TIiKl0tsQ9A2ATw0MUElLv7DzVVIdlXXgyzohIQG/r1+P4K1bceTyZaSmpsqf8/DwwIgRI+Dt7f3hiUyV3Srm45MZoO7ezQyVWvSeEhFpC73tGA0AH9eqhSM3bsDAQIe6Rqmjo7JMplVf1pGRkThw4AD279+P40eP4s17wadehQoYMH48+vfvj2rVqhV8p+zMTESkUqroGK23IcjM1BRJb97g66+/xty5c9VdlnKo4otYB25/T05OxoULF3Ds2DHs27cP165dU3jeFUD/t4/axXm/CnLnFxERFYkqQpDeXg4L/P57jBs3DvPmzYObmxs6dOigmhcqyRCh7EsyWnr7e1JSEsLCwnDy5EmcPHkS586dw5s3b+TPGxgYwN3dHV1r1ULXn39GHQDyXj68hEVEpDf0tiUoLi4On332GTZs2IDSpUsjJCQETZs2Ve6LqThEvH79Go8ePUJ0dDTi4uIQd/8+4iZORLwQSAWQDiBdIkHapEmApSVMTU1hamoKqVQq/28LCwuUKVMGZcuWRdmyZVGmTBmULl0akkePtOLyTmJiIm7fvo3Lly/j0qVLCAsLw40bN+QDGGaxt7eHp6cnPvnkE3h5ecHW1paXsIiItAgvhynB+2+iiYkJunTpghMnTsDGxgbHjx9HgwYNlPNCSviCFULg2bNnuH37tvxx7949yGQyyGQyvHjxQjm1ZmNoaIgy5uawjo+HNQAbANZvHzbDh8O6SRNYW1vDxsYG1tbW8v+2tLRUev+qjIwMREdHIzIyEjKZDJGRkbh79y5u376Nf/75Bw8fPsx1Ozs7O3h4eKBt27bw9PSEq6tr7nd18RIWEZFWYAhSguxvYkJCAtq1a4dLly6hdOnS+O233+Dl5VWwneV3qSskJHPCzexCQgBPz1x39/LlS1y8eBHnzp3D+fPnERYW9sGgY25ujvLly8PKykr+sDQygklSEgzLloWRlRUMDQ0BZPaNefPmDd7cvo3kS5eQBCABwEt7e7zMyMDLly8V7o4qLAMDA5QtW1YhHFlYWMDExCTHQyKRIDU1FWlpaUhNTUVqaiqSkpIQGxuL2NhYvHz5ErGxsYiJiUFKSkq+r2tra4tGjRqhadOmaNasGZo2bQonJ6fcQ09utKxjNxGRPmIIUoLc3sTY2Fj07t0bISEhMDAwwIwZM+Dn5wepVJr3jj50qesDLUHp6em4ceMGzp8/L3/8888/OV5GIpGgatWqqGlujlrXr8MFQCWJBBX9/OD02WewtLQs+Jf9B+oSFSogKSkJL1++zHxs2oQX332HmIwMvJBI8MLLCzFOTnjx4gVevHiBmJgY+X8nJiYWvIZCkkgksLe3R8WKFeHk5IQqr16h1rFjqCkEakoksPnf/9h6Q0Sk4xiClCCvNzElJQXjx49H0NupNGrWrIkFCxagV69eOS/xFPRS13uXWp4aGODC+PE4b2GB8+fP4+LFi7kGh+rVq8Pd3R0tWrSAm5sb6tSpA9PoaOX1XSlsC1UBW0nevHmDly9fKoSjmJgYJCYmIiUlJccjIyMDxsbGCg+pVKrQN6ls2bKwtraGg4MDjI2N39XDfjxERHqHd4epkImJCX7++Wd06dIFvqNH459//oG3tzdq1qyJoUOHomfPnqhZs2Zmq0s+d2GJChXw7Nkz3Lx5E2HR0bjYsSPCLl9G5LNnwPLlCptYWFjAzc0NLVq0kIceW1vbnMUp866vwo7y/KEpHt4yNTWFg4MDHBwcCldPYenwVB1ERFSy2BKUXVAQYkePxvdC4Htk9pnJYmtri9q1a8O5XDnY7twJYwACwIu3j8j69fFfRATi4+Nz7FYikaBWrVryVp4WLVqgVq1a8v46+fYvUnbrhzZ3BmZLEBGRXuLlMCXI903M9gUbD2CHRIKtH32EM2FhCmPN5EcikaBKlSpo0qQJmjVrhmbNmqFx48Z5f2gFuZVe2cFFmzsDa3OIIyKiImEIUoJ838R8+ssku7vj2rVruHfvHh48eIDY2FikvngBxMbCunJlWFepAgcHB9SoUQNVq1aFqalpwQoqTMuGNgcXZeN7QUSkV9gnSNXy6S8jlUrRvHlzNG/eXLmvWZg+LgXsn6PVCjrCtj68F0REpFI6NHOoEmTNip7VT6ckZkXPCl7vy6+jsjaTyTJb22Sy3J8PCspsFWvXLvPn2zv1iIiIVIEhKDsfn8xLUSEhmT9V3ddEHcFLHT4UcGSyd/2igMyfvr55ByYiIqJiYp8gTaHLfVwK0u+pCCNsExGR/mCfIF2my31cCtLvqbDjFxERERUTL4eR6hWk35O+XBYkIiKNwRBEqlfQgFPS/bGIiEivsU8QlRxd7vdEREQqpYrvb61sCVq5ciWqVKkCU1NTNGnSBKdPn1Z3SVQQTk6ZnZwZgIiISANoXQgKDg7GlClTMGfOHFy5cgWtW7eGl5cXHj58qO7SiIiISIto3eUwNzc3NG7cGKtWrZIvq1WrFnr27ImAgIAPbs/LYURERNpH7y+HpaSk4PLly+jYsaPC8o4dO+Ls2bO5bpOcnIz4+HiFBxEREZFWhaDo6Gikp6fDzs5OYbmdnR2ioqJy3SYgIABWVlbyR8WKFUuiVCIiItJwWhWCskgkEoXfhRA5lmWZPXs24uLi5I/IyMiSKJGIiIg0nFaNGG1rawtDQ8McrT7Pnj3L0TqURSqVQiqVlkR5REREpEW0qiXIxMQETZo0wbFjxxSWHzt2DC1btlRTVURERKSNtKolCACmTp2KIUOGoGnTpnB3d8fatWvx8OFDjB07Vt2lERERkRbRuhDUv39/xMTEYP78+Xjy5Anq1q2LgwcPwtnZWd2lERERkRbRunGCiovjBBEREWkfvR8niIiIiEhZGIKIiIhILzEEERERkV5iCCIiIiK9xBBEREREeokhiIiIiPQSQxARERHpJYYgIiIi0ksMQURERKSXGIKIiIhILzEEERERkV5iCCIiIiK9xBBEREREeokhiIiIiPQSQxARERHpJYYgIiIi0ksMQURERKSXGIKIiIhILzEEERERkV5iCCIiIiK9xBBEREREeokhiIiIiPQSQxARERHpJYYgIiIi0ksMQURERKSXGIKIiIhILzEEERERkV5iCCIiIiK9xBBEREREeokhiIiIiPQSQxARERHpJYYgIiIi0ksMQURERKSXGIKIiIhILzEEERERkV5iCCIiIiK9xBBEREREeokhiIiIiPQSQxARERHpJYYgIiIi0ksMQURERKSXtCoEVa5cGRKJROExa9YsdZdFREREWshI3QUU1vz58zF69Gj576VLl1ZjNURERKSttC4EWVhYwN7eXt1lEBERkZbTqsthAPDtt9/CxsYGDRs2xDfffIOUlBR1l0RERERaSKtagj777DM0btwYZcuWxcWLFzF79myEh4fj559/znOb5ORkJCcny3+Pi4sDAMTHx6u8XiIiIlKOrO9tIYTydirUbN68eQJAvo+wsLBct92xY4cAIKKjo4u1fz744IMPPvjgQzse9+7dU1oGkQihzEhVeNHR0YiOjs53ncqVK8PU1DTH8kePHsHJyQnnz5+Hm5tbrttmbwmKjY2Fs7MzHj58CCsrq+IVr0Xi4+NRsWJFREZGwtLSUt3llBgeN49bH/C4edz6IC4uDpUqVcLLly9RpkwZpexT7ZfDbG1tYWtrW6Rtr1y5AgBwcHDIcx2pVAqpVJpjuZWVlV7948liaWnJ49YjPG79wuPWL/p63AYGyuvOrPYQVFDnzp3D+fPn0bZtW1hZWSEsLAyff/45unfvjkqVKqm7PCIiItIyWhOCpFIpgoOD4e/vj+TkZDg7O2P06NGYMWOGuksjIiIiLaQ1Iahx48Y4f/58sfcjlUoxb968XC+R6TIeN49bH/C4edz6gMetvONWe8doIiIiInXQusESiYiIiJSBIYiIiIj0EkMQERER6SWGICIiItJLOhmCVq5ciSpVqsDU1BRNmjTB6dOn810/NDQUTZo0gampKapWrYrVq1eXUKXKVZjj3rVrFzp06IBy5crB0tIS7u7uOHLkSAlWqzyF/byz/PnnnzAyMkLDhg1VW6CKFPa4k5OTMWfOHDg7O0MqlaJatWpYt25dCVWrPIU97s2bN6NBgwYoVaoUHBwcMGLECMTExJRQtcV36tQpdOvWDY6OjpBIJNizZ88Ht9GFc1phj1tXzmlF+byzaPM5rSjHrYxzms6FoODgYEyZMgVz5szBlStX0Lp1a3h5eeHhw4e5rh8eHo5PPvkErVu3xpUrV/DFF19g8uTJ2LlzZwlXXjyFPe5Tp06hQ4cOOHjwIC5fvoy2bduiW7du8lG4tUVhjztLXFwchg4divbt25dQpcpVlOPu168fjh8/jqCgIPz777/YunUratasWYJVF19hj/vMmTMYOnQofHx8cPPmTWzfvh1hYWEYNWpUCVdedImJiWjQoAGWL19eoPV15ZxW2OPWlXNaYY87i7af04py3Eo5pyltFjIN0bx5czF27FiFZTVr1hSzZs3Kdf0ZM2aImjVrKizz9fUVLVq0UFmNqlDY485N7dq1hb+/v7JLU6miHnf//v3F3Llzxbx580SDBg1UWKFqFPa4Dx06JKysrERMTExJlKcyhT3uJUuWiKpVqyosW7ZsmXByclJZjaoEQOzevTvfdXTlnPa+ghx3brTxnPa+why3tp/T3leQ41bWOU2nWoJSUlJw+fJldOzYUWF5x44dcfbs2Vy3OXfuXI71O3XqhEuXLiE1NVVltSpTUY47u4yMDCQkJMDa2loVJapEUY97/fr1uHfvHubNm6fqElWiKMe9d+9eNG3aFIsXL0aFChVQo0YNTJ8+HUlJSSVRslIU5bhbtmwJmUyGgwcPQgiBp0+fYseOHejSpUtJlKwWunBOUwZtPKcVlbaf04pCWec0rRkxuiCio6ORnp4OOzs7heV2dnaIiorKdZuoqKhc109LS0N0dHS+k7NqiqIcd3ZLly5FYmIi+vXrp4oSVaIox33nzh3MmjULp0+fhpGRdv7zL8px379/H2fOnIGpqSl2796N6OhojB8/Hi9evNCafkFFOe6WLVti8+bN6N+/P968eYO0tDR0794dP/30U0mUrBa6cE5TBm08pxWFLpzTikJZ5zSdagnKIpFIFH4XQuRY9qH1c1uu6Qp73Fm2bt0KPz8/BAcHo3z58qoqT2UKetzp6ekYNGgQ/P39UaNGjZIqT2UK83lnZGRAIpFg8+bNaN68OT755BMEBgZiw4YNWtUaBBTuuG/duoXJkyfjq6++wuXLl3H48GGEh4dj7NixJVGq2ujKOa2otP2cVlC6dk4rDGWd03QqNtra2sLQ0DDH/xU+e/Ysx/8ZZbG3t891fSMjI9jY2KisVmUqynFnCQ4Oho+PD7Zv346PP/5YlWUqXWGPOyEhAZcuXcKVK1cwceJEAJl/SEIIGBkZ4ejRo2jXrl2J1F4cRfm8HRwcUKFCBVhZWcmX1apVC0IIyGQyuLi4qLRmZSjKcQcEBKBVq1b4v//7PwBA/fr1YW5ujtatW2PBggU62SqiC+e04tDmc1ph6co5rSiUdU7TqZYgExMTNGnSBMeOHVNYfuzYMbRs2TLXbdzd3XOsf/ToUTRt2hTGxsYqq1WZinLcQOb/LQ0fPhxbtmzRyj4ShT1uS0tL/P3337h69ar8MXbsWLi6uuLq1atwc3MrqdKLpSifd6tWrfD48WO8evVKvuy///6DgYEBnJycVFqvshTluF+/fg0DA8XTnKGhIYB3rSO6RhfOaUWl7ee0wtKVc1pRKO2cVqxu1Rpo27ZtwtjYWAQFBYlbt26JKVOmCHNzcxERESGEEGLWrFliyJAh8vXv378vSpUqJT7//HNx69YtERQUJIyNjcWOHTvUdQhFUtjj3rJlizAyMhIrVqwQT548kT9iY2PVdQhFUtjjzk5b76Qo7HEnJCQIJycn4e3tLW7evClCQ0OFi4uLGDVqlLoOoUgKe9zr168XRkZGYuXKleLevXvizJkzomnTpqJ58+bqOoRCS0hIEFeuXBFXrlwRAERgYKC4cuWKePDggRBCd89phT1uXTmnFfa4s9PWc1phj1tZ5zSdC0FCCLFixQrh7OwsTExMROPGjUVoaKj8uWHDhgkPDw+F9U+ePCkaNWokTExMROXKlcWqVatKuGLlKMxxe3h4CAA5HsOGDSv5woupsJ/3+7T1hCFE4Y/79u3b4uOPPxZmZmbCyclJTJ06Vbx+/bqEqy6+wh73smXLRO3atYWZmZlwcHAQgwcPFjKZrISrLrqQkJB8/1Z19ZxW2OPWlXNaUT7v92nrOa0ox62Mc5pECB1tEyYiIiLKh071CSIiIiIqKIYgIiIi0ksMQURERKSXGIKIiIhILzEEERERkV5iCCIiIiK9xBBEREREeokhiIiIiPQSQxARERHpJYYgIiIi0ksMQUSkE+bPn4969erB3NwcdnZ2GDduHFJTU9VdFhFpMCN1F0BEVFxCCKSnp2PNmjWoUKECbt26haFDh6J+/foYN26cussjIg3FCVSJSCcNGjQI5cqVw48//qjuUohIQ/FyGBFpvQcPHmDixImoW7cuypYti9KlS+O3336Dk5OTuksjIg3GEEREWi06OhrNmzdHdHQ0AgMDcebMGZw7dw6GhoZo2LChussjIg3GPkFEpNUOHjyItLQ0bN26FRKJBACwYsUKpKSkMAQRUb4YgohIq1lbWyM+Ph579+5F7dq1sW/fPgQEBKBChQooV66cussjIg3GjtFEpNWEEBg3bhy2bNkCMzMzfPrpp3jz5g0ePHiA/fv3q7s8ItJgDEFERESkl9gxmoiIiPQSQxARERHpJYYgIiIi0ksMQURERKSXGIKIiIhILzEEERERkV5iCCIiIiK9xBBEREREeokhiIiIiPQSQxARERHpJYYgIiIi0ksMQURERKSX/h+FgrXnI1+P3gAAAABJRU5ErkJggg==", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkEAAAHFCAYAAAD1zS3+AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAABZh0lEQVR4nO3dd1hT1/8H8HfYyFJEGYK4EK1WrVpwVAXrwr1nrVpU6rbWWW0dtWJdP2vdFfeiap11VkFrRcVdR/26QKniQBkCsnJ+f6REIxsySO779Tx5MDc3N5+bwM3bc869RyaEECAiIiKSGCNdF0BERESkCwxBREREJEkMQURERCRJDEFEREQkSQxBREREJEkMQURERCRJDEFEREQkSQxBREREJEkMQURERCRJDEGkUz4+PvDx8dF1GYU2cOBAWFtb52vdChUqYODAgRqtRyaTYcaMGRp9jbwkJSVhxowZCA0N1Wkd+uL48eOoX78+rKysIJPJsGfPHqxfvx4ymQwRERHK9bZu3YrFixdrpIZp06ahfPnyMDExQcmSJQv8/IEDB6JChQpqr6u42bhxI3r37g1PT08YGRnlus+vX7/G2LFj4eLiAgsLC9SpUwfbt2/XXrGULya6LoCkbfny5bouQWt2794NW1tbXZehcUlJSZg5cyYA6HXA1QYhBHr27ImqVati3759sLKygqenJ9LT0xEWFgZnZ2flulu3bsX169cxduxYtdawd+9e/PDDD5g6dSr8/Pxgbm6u1u0bkk2bNiE6OhpeXl6Qy+VIS0vLcd2uXbsiPDwcc+fORdWqVbF161b06dMHcrkcffv21WLVlBuGINKpDz74QNclaM1HH32k6xJIjZKTk2FhYQGZTFbobTx+/BgvX75Ely5d8Omnn6o8VqZMmaKWmC/Xr18HAIwePRply5bVymuqizo+g4I4cuQIjIwUHSjt27dXvnfvO3jwII4dO6YMPgDg6+uLyMhITJgwAb169YKxsbFWaqbcsTuM8m3GjBmQyWS4ceMG+vTpAzs7Ozg6OuKLL75AXFycyrpv3rzBlClTULFiRZiZmaFcuXIYMWIEYmNjVdbLrjtsxYoVqF27NqytrWFjY4Nq1arhm2++AQBERETAxMQEgYGBWeo7deoUZDIZduzYket+xMbG4uuvv0alSpVgbm6OsmXLom3btvjnn38AAKGhoZDJZFm6cyIiIiCTybB+/fos27xx4wY+/fRTWFlZoUyZMhg5ciSSkpJU1smuOyyvWtQhOjoaAQEBcHV1hZmZGSpWrIiZM2ciPT1dZb2ZM2fC29sb9vb2sLW1Rd26dREUFIT351g+ceIEfHx8ULp0aVhaWqJ8+fLo1q0bkpKSEBERofzynjlzJmQyGWQyWZ7dgElJSRg/fjwqVqwICwsL2Nvbo379+ti2bZvKeuvXr4enpyfMzc1RvXp1bNy4MUtXTEE+vwsXLqB3796oUKECLC0tUaFCBfTp0weRkZFZXlcmk+Ho0aP44osvUKZMGZQoUQIpKSkAgODgYDRs2BBWVlawtrZG69atcfny5Vz3ecaMGXB1dQUATJo0CTKZTLkf73eH+fj44Pfff0dkZKTyPc3ri18ul2PevHmoVq2a8nfr888/R1RUlHKdChUqYNq0aQAAR0fHfHWnZvcZZCc1NRWzZ89Wvn6ZMmUwaNAgPH/+XGW9lJQUfP3113ByckKJEiXQtGlTXLx4Mcvfi7o+gwsXLqBjx46wt7eHhYUFPvroI/z666+57nOmzACUl927d8Pa2ho9evRQWT5o0CA8fvwY586dy9d2SPPYEkQF1q1bN/Tq1Qv+/v74+++/MWXKFADA2rVrASia+Dt37ozjx49jypQpaNKkCa5du4bp06cjLCwMYWFhOTa5b9++HcOHD8eoUaOwYMECGBkZ4e7du7h58yYAxUG7Y8eOWLlyJSZOnKjyv6mlS5fCxcUFXbp0ybH2hIQEfPLJJ4iIiMCkSZPg7e2N169f49SpU3jy5AmqVatW4PcjLS0Nbdu2RUBAACZPnowzZ85g9uzZiIyMxP79+4tcy8CBA7FhwwY8ePCgwOMuMpvujYyM8N1336Fy5coICwvD7NmzERERgXXr1inXjYiIQEBAAMqXLw8AOHv2LEaNGoV///0X3333nXKddu3aoUmTJli7di1KliyJf//9F4cPH0ZqaiqcnZ1x+PBhtGnTBv7+/hg8eDCAvFs1xo0bh02bNmH27Nn46KOPkJiYiOvXryMmJka5zvr16zFo0CB06tQJCxcuRFxcHGbMmIGUlJR8fzm9LyIiAp6enujduzfs7e3x5MkTrFixAh9//DFu3rwJBwcHlfW/+OILtGvXDps2bUJiYiJMTU0xZ84cTJs2DYMGDcK0adOQmpqK+fPno0mTJjh//nyOrZ2DBw9G7dq10bVrV4waNQp9+/bN8e9i+fLlGDp0KO7du4fdu3fna9+GDRuG1atXY+TIkWjfvj0iIiLw7bffIjQ0FJcuXYKDgwN2796NZcuWISgoCIcPH4adnZ0ymGUnv5+BXC5Hp06d8Oeff2LixIlo1KgRIiMjMX36dPj4+ODChQuwtLQEoAgGwcHBmDhxIpo3b46bN2+iS5cuiI+Pz7aGonwGISEhaNOmDby9vbFy5UrY2dlh+/bt6NWrF5KSktQ2Zu/69euoXr06TExUv2Jr1aqlfLxRo0ZqeS0qIkGUT9OnTxcAxLx581SWDx8+XFhYWAi5XC6EEOLw4cPZrhccHCwAiNWrVyuXNWvWTDRr1kx5f+TIkaJkyZK51hESEiIAiN27dyuX/fvvv8LExETMnDkz1+fOmjVLABDHjh3Lc/shISEqyx88eCAAiHXr1imXDRgwQAAQP/30k8q6P/zwgwAgTp8+rVzm7u4uBgwYUKBahBDiiy++EMbGxiIiIiLX9YQQAoCYPn268n5AQICwtrYWkZGRKustWLBAABA3btzIdjsZGRkiLS1NzJo1S5QuXVr52e7cuVMAEFeuXMmxhufPn2epIy81a9YUnTt3zvHxjIwM4eLiIurWrausRQghIiIihKmpqXB3d1cuK8jn97709HTx+vVrYWVlpfKZrlu3TgAQn3/+ucr6Dx8+FCYmJmLUqFEqyxMSEoSTk5Po2bNnLnv9tqb58+erLM98vQcPHiiXtWvXTmU/c3Pr1i0BQAwfPlxl+blz5wQA8c033yiXZf5dP3/+PNdtFuQz2LZtmwAgdu3apbKN8PBwAUAsX75cCCHEjRs3BAAxadIklfUyn//u34s6PoNq1aqJjz76SKSlpams2759e+Hs7CwyMjJyfQ/eldvn4eHhIVq3bp1l+ePHjwUAMWfOnHy/DmkWu8OowDp27Khyv1atWnjz5g2ePXsGQNFdAiDL/6p69OgBKysrHD9+PMdte3l5ITY2Fn369MHevXvx4sWLLOv4+Pigdu3aWLZsmXLZypUrIZPJMHTo0FxrP3ToEKpWrYoWLVrkul5B9evXT+V+5sDHkJCQItcSFBSE9PR0uLu7F7iuAwcOwNfXFy4uLkhPT1fe/Pz8AAAnT55UrnvixAm0aNECdnZ2MDY2hqmpKb777jvExMQoP9s6derAzMwMQ4cOxYYNG3D//v0C1fNuDenp6cquNi8vLxw6dAiTJ09GaGgokpOTVZ53+/ZtPH78GH379lXpBnJ3dy/S/6hfv36NSZMmoUqVKjAxMYGJiQmsra2RmJiIW7duZVm/W7duKvePHDmC9PR0fP755yr7ZWFhgWbNmunsDLnM37v3/wa9vLxQvXr1XP8Gc1KQz+DAgQMoWbIkOnTooPK+1KlTB05OTsr3JfP3r2fPnirP7969e5ZWlEyF/Qzu3r2Lf/75R/m3+u66bdu2xZMnT3D79u0Cvy85ya27UltjmChvDEFUYKVLl1a5n9mEn/nFFRMTAxMTkyxdIDKZDE5OTipdHO/r378/1q5di8jISHTr1g1ly5aFt7c3jh07prLe6NGjcfz4cdy+fRtpaWn45Zdf0L17dzg5OeVa+/Pnz3Nt7i8MExOTLO9JZh257asmannf06dPsX//fpiamqrcatSoAQDKkHn+/Hm0atUKAPDLL7/gr7/+Qnh4OKZOnQrg7WdbuXJl/PHHHyhbtixGjBiBypUro3Llyvjpp5/yrCUiIiJLHZlfgkuWLMGkSZOwZ88e+Pr6wt7eHp07d8adO3cAvH0fs/t88/rMc9O3b18sXboUgwcPxpEjR3D+/HmEh4ejTJkyWYIYAJWztQDF+wsAH3/8cZZ9Cw4OzjbEa0Pm+/V+vQDg4uKS6+9lXtvMz2fw9OlTxMbGwszMLMv7Eh0drXxfMrfp6Oio8vzs/qYyFfYzyFxv/PjxWdYbPnw4AKjt8ypdunS27/HLly8BAPb29mp5HSo6jgkitStdujTS09Px/PlzlSAkhEB0dDQ+/vjjXJ8/aNAgDBo0CImJiTh16hSmT5+O9u3b43//+5+yNaRv376YNGkSli1bhgYNGiA6OhojRozIs7YyZcqoDAzNjoWFBQAoB1xmyukAmZ6ejpiYGJWDdnR0NICsgbGgtRSVg4MDatWqhR9++CHbx11cXAAoxmKZmpriwIEDyv0HgD179mR5TpMmTdCkSRNkZGTgwoUL+PnnnzF27Fg4Ojqid+/eOdbi4uKC8PBwlWWenp4AACsrK8ycORMzZ87E06dPla1CHTp0wD///KN8HzPf13e9vyy/n19cXBwOHDiA6dOnY/LkycrlKSkpyi+r973/P/jMMUM7d+4sVEudpmS+X0+ePMkStB8/fpxlrFNBtpmfz8DBwQGlS5fG4cOHs92WjY2NyjafPn2KcuXKKR/P/JvKTmE/g8z1pkyZgq5du2a7TubvY1F9+OGH2LZtG9LT01VatP7++28AQM2aNdXyOlR0bAkitcs81Xfz5s0qy3ft2oXExMQspwLnxMrKCn5+fpg6dSpSU1Nx48YN5WMWFhbKLplFixahTp06aNy4cZ7b9PPzw//+9z9ll112MgcfX7t2TWX5vn37cnzOli1bVO5v3boVQO7XyclPLUWVeRpv5cqVUb9+/Sy3zBAkk8lgYmKiMtA8OTkZmzZtynHbxsbG8Pb2VnZLXrp0CUDWlsFMZmZmWV4/88vwXY6Ojhg4cCD69OmD27dvIykpCZ6ennB2dsa2bdtUzlaLjIzEmTNnVJ6f389PJpNBCJFlMPKaNWuQkZGR436/q3Xr1jAxMcG9e/eyfX/r16+fr+3kh7m5ebatU9lp3rw5gKx/g+Hh4bh161a+/wbfVZDPoH379oiJiUFGRka270lm2GjatCkAxZld79q5c2eWsxdzkt/PwNPTEx4eHrh69WqO62X3+1gYXbp0wevXr7Fr1y6V5Rs2bICLiwu8vb3V8jpUdGwJIrVr2bIlWrdujUmTJiE+Ph6NGzdWnh320UcfoX///jk+d8iQIbC0tETjxo3h7OyM6OhoBAYGws7OLksL0vDhwzFv3jxcvHgRa9asyVdtY8eORXBwMDp16oTJkyfDy8sLycnJOHnyJNq3bw9fX184OTmhRYsWCAwMRKlSpeDu7o7jx4/jt99+y3abZmZmWLhwIV6/fo2PP/5YeXaYn58fPvnkkyLVAgD+/v7YsGED7t27V+DWhlmzZuHYsWNo1KgRRo8eDU9PT7x58wYRERE4ePAgVq5cCVdXV7Rr1w6LFi1C3759MXToUMTExGDBggVZAsLKlStx4sQJtGvXDuXLl8ebN2+UZwVmjm2ysbGBu7s79u7di08//RT29vZwcHDI9cw2b29vtG/fHrVq1UKpUqVw69YtbNq0CQ0bNkSJEiUAAN9//z0GDx6MLl26YMiQIYiNjcWMGTOydMXk9/OztbVF06ZNMX/+fGV9J0+eRFBQUL6vmlyhQgXMmjULU6dOxf3799GmTRuUKlUKT58+xfnz55UtXOrw4Ycf4rfffsOKFStQr149GBkZ5RiyPD09MXToUPz8888wMjKCn5+f8uwwNzc3fPXVVwV+fSMjo3x/Br1798aWLVvQtm1bjBkzBl5eXjA1NUVUVBRCQkLQqVMndOnSBTVq1ECfPn2wcOFCGBsbo3nz5rhx4wYWLlwIOzu7fJ31V5DPYNWqVfDz80Pr1q0xcOBAlCtXDi9fvsStW7dw6dKlPC+vcfPmTeWZqtHR0UhKSsLOnTsBKK55lnkWmp+fH1q2bIlhw4YhPj4eVapUwbZt23D48GFs3ryZ1wgqTnQ6LJv0Sk5nkWR3JktycrKYNGmScHd3F6ampsLZ2VkMGzZMvHr1SuW5758dtmHDBuHr6yscHR2FmZmZcHFxET179hTXrl3LtiYfHx9hb28vkpKS8r0fr169EmPGjBHly5cXpqamomzZsqJdu3bin3/+Ua7z5MkT0b17d2Fvby/s7OzEZ599Ji5cuJDt2WFWVlbi2rVrwsfHR1haWgp7e3sxbNgw8fr1a5XXff/ssPzWknkG2rvvb06QzVlZz58/F6NHjxYVK1YUpqamwt7eXtSrV09MnTpVpca1a9cKT09PYW5uLipVqiQCAwNFUFCQymuHhYWJLl26CHd3d2Fubi5Kly4tmjVrJvbt26fymn/88Yf46KOPhLm5eZazfLIzefJkUb9+fVGqVCnl63/11VfixYsXKuutWbNGeHh4CDMzM1G1alWxdu1aMWDAgCxn6eT384uKihLdunUTpUqVEjY2NqJNmzbi+vXrWT6rzN/x8PDwbOvfs2eP8PX1Fba2tsLc3Fy4u7uL7t27iz/++CPX/S7I2WEvX74U3bt3FyVLlhQymUzkdfjOyMgQP/74o6hataowNTUVDg4O4rPPPhOPHj1SWS+/Z4dlyu9nkJaWJhYsWCBq164tLCwshLW1tahWrZoICAgQd+7cUa735s0bMW7cOFG2bFlhYWEhGjRoIMLCwoSdnZ346quvsrwnRf0Mrl69Knr27CnKli0rTE1NhZOTk2jevLlYuXJlnvue+V5ld3v/7y4hIUGMHj1aODk5CTMzM1GrVi2xbdu2PF+DtEsmxHtXQiPSE8+ePYO7uztGjRqFefPm6boc0pGBAwciNDRUZZ4t0m9nzpxB48aNsWXLFk4xQRrF7jDSO1FRUbh//z7mz58PIyMjjBkzRtclEVEhHTt2DGFhYahXrx4sLS1x9epVzJ07Fx4eHjkOYCZSF4Yg0jtr1qzBrFmzUKFCBWzZskXlrBIi0i+2trY4evQoFi9ejISEBDg4OMDPzw+BgYEqZyoSaQK7w4iIiEiSis0p8itWrECtWrVga2sLW1tbNGzYEIcOHVI+LoTAjBkz4OLiAktLS/j4+KicMk1ERERUEMUmBLm6umLu3Lm4cOECLly4gObNm6NTp07KoDNv3jwsWrQIS5cuRXh4OJycnNCyZUskJCTouHIiIiLSR8W6O8ze3h7z58/HF198ARcXF4wdOxaTJk0CoLiqq6OjI3788UcEBATouFIiIiLSN8VyYHRGRgZ27NiBxMRENGzYEA8ePEB0dLRybiNAcfXUZs2a4cyZM7mGoJSUFJXL58vlcrx8+RKlS5fmJHZERER6QgiBhIQEuLi45OtCmvlRrELQ33//jYYNG+LNmzewtrbG7t278cEHHygvyf7+JHuOjo6IjIzMdZuBgYFqu2IrERER6dajR4/UNvl0sQpBnp6euHLlCmJjY7Fr1y4MGDBAOcs0kHXiPCFEnq05U6ZMwbhx45T34+LiUL58eTx69Ai2trbq3QEiIiLSiPj4eLi5ualtjjegmIUgMzMzVKlSBQBQv359hIeH46efflKOA4qOjoazs7Ny/WfPnmVpHXqfubl5lvmPACjPQiMiIiL9oc6hLMXm7LDsCCGQkpKCihUrwsnJCceOHVM+lpqaipMnT6JRo0Y6rJCIiIj0VbFpCfrmm2/g5+cHNzc3JCQkYPv27QgNDcXhw4chk8kwduxYzJkzBx4eHvDw8MCcOXNQokQJzitDREREhVJsQtDTp0/Rv39/PHnyBHZ2dqhVqxYOHz6Mli1bAgAmTpyI5ORkDB8+HK9evYK3tzeOHj2q1r5BIiIiko5ifZ0gTYiPj4ednR3i4uI4JoiIiEhPaOL7u1iPCSIiIiLSFIYgIiIikiSGICIiIpIkhiAiIiKSJIYgIiIikiSGICIiIpIkhiAiIiKSJIYgIiIikiSGICIiIpIkhiAiIiKSJIYgIiIikiSGICIiIpIkhiAiIiKSJIYgIiIikiSGICIiIpIkhiAiIiKSJIYgIiIikiSGICIiIpIkhiAiIiKSJIYgIiIikiSGICIiIpIkhiAiIiKSJIYgIiIikiSGICIiIpIkhiAiIiKSJIYgIiIikiSGICIiIpIkhiAiIiKSJIYgIiIikiSGICIiIpIkhiAiIiKSJIYgIiIikiSGICIiIpIkhiAiIiKSJIYgIiIikiSGICIiIpIkhiAiIiKSJIYgIiIikiSGICIiIpIkhiAiIiKSJIYgIiIikiSGICIiIpKkYhOCAgMD8fHHH8PGxgZly5ZF586dcfv2bZV1Bg4cCJlMpnJr0KCBjiomIiIifVZsQtDJkycxYsQInD17FseOHUN6ejpatWqFxMRElfXatGmDJ0+eKG8HDx7UUcVERESkz0x0XUCmw4cPq9xft24dypYti4sXL6Jp06bK5ebm5nByctJ2eURERGRgik1L0Pvi4uIAAPb29irLQ0NDUbZsWVStWhVDhgzBs2fPct1OSkoK4uPjVW5EREREMiGE0HUR7xNCoFOnTnj16hX+/PNP5fLg4GBYW1vD3d0dDx48wLfffov09HRcvHgR5ubm2W5rxowZmDlzZpblcXFxsLW11dg+EBERkfrEx8fDzs5Ord/fxTIEjRgxAr///jtOnz4NV1fXHNd78uQJ3N3dsX37dnTt2jXbdVJSUpCSkqK8Hx8fDzc3N4YgIiIiPaKJEFRsxgRlGjVqFPbt24dTp07lGoAAwNnZGe7u7rhz506O65ibm+fYSkRERETSVWxCkBACo0aNwu7duxEaGoqKFSvm+ZyYmBg8evQIzs7OWqiQiIiIDEmxGRg9YsQIbN68GVu3boWNjQ2io6MRHR2N5ORkAMDr168xfvx4hIWFISIiAqGhoejQoQMcHBzQpUsXHVdPRERk+I4fP460tDRdl6E2xSYErVixAnFxcfDx8YGzs7PyFhwcDAAwNjbG33//jU6dOqFq1aoYMGAAqlatirCwMNjY2Oi4eiIiIsN26dIltGrVCnXr1jWYM62LVXdYbiwtLXHkyBEtVUNERCQhUVHAnTuAhweQzXjcjIwMDB06FHK5HDVr1jSYE4uKTUsQERER6UBQEODuDjRvrvgZFJRlleXLl+PixYsoWbIk/u///k8HRWoGQxAREZFURUUBQ4cCcrnivlwOBAQolv/n5cuXmD59OgDFPJ+GNGsDQxAREZFU3bnzNgBlysgA7t5V3p01axZevXqFWrVqYYifHxASohKS9BlDEBERkVR5eABG70UBY2OgShUAwP/+9z8sW7YMALCwRQsYV6qUa7eZvmEIIiIikipXV2D1akXwARQ/V61SDo6eNGkS0tPT0bZ5c7RYvDjXbjN9xBBEREQkZf7+QESEopsrIkJxH8DJkyexZ88eGBsbY/5nn+XZbaaPis0p8kRERKQjrq4qp8bL5XKMGzcOADB06FB80LKlotvs3SD0TreZvmJLEBEREanYsmULLl26BBsbG8yYMSPPbjN9xZYgIiIiUkpKSsKUKVMAAFOnTkXZsmUVD/j7A61bK7rAqlTR+wAEMAQRERHROxYtWoR///0X7u7uGDNmjOqD73Wb6Tt2hxEREREA4MmTJ5g7dy4AYO7cubCwsNBxRZrFEEREREQAgO+++w6JiYnw9vZGr169dF2OxjEEEREREa5du4ag/y6AuGjRIshkMh1XpHkMQURERBInhMDXX38NIQR69OiBRo0a6bokrWAIIiIikrhDhw7hjz/+gJmZmXJMkBQwBBEREUlYeno6xo8fDwAYPXo0KlWqpOOKtIchiIiISMJ++eUX3Lp1C6VLl8bUqVN1XY5WMQQRERFJVFxcHKZPnw4AmDFjBkqWLKnbgrSMIYiIiEiiAgMD8fz5c3h6eiIgIEDX5WgdQxAREZEERUREYPHixQCA+fPnw9TUVLcF6QBDEBERkQRNmTIFKSkp8PX1Rfv27XVdjk4wBBEREUnM2bNnsX37dshkMixcuFASF0bMDkMQERGRhAghMG7cOADAgAED8NFHH+m4It1hCCIiIpKQ4OBghIWFoUSJEpg9e7auy9EphiAiIiKJSE5OxsSJEwEoxgSVK1dOxxXplomuCyAiIiINiooC7twBPDywcP16PHr0CG5ubvj66691XZnOMQQREREZqqAgYOhQQC7HY5kMgf+dBj9v3jxYWlrquDjdY3cYERGRIYqKUgYgAJgiBJJSU9GwXj306tVLx8UVDwxBREREhujOHWUACgew8b/Fi/39JXtK/PsYgoiIiAyRhwdgZAQ5gLH/Leovk8GrQwcdFlW8MAQREREZIldXYPVqbJTJcAZACQBzfvxRsZwAMAQREREZrFddu2KivT0AYPo338B1wgQdV1S8MAQREREZqKlTp+J5TAyqV6+OsdOn67qcYochiIiIyABduHABK1euBAAsX74cZmZmOq6o+GEIIiIiMjAZGRkYPnw4hBDo27cvfHx8dF1SscQQREREZGB++eUXhIeHw9bWFgsWLNB1OcUWQxAREZEBiYqKwqRJkwAAs2bNgrOzs44rKr4YgoiIiAyEEALDhg1DfHw8vL29MXLkSF2XVKwxBBERERmI7du348CBAzA1NUVQUBCMjY11XVKxxhBERERkAJ4/f47Ro0cDAL799lvUqFFDxxUVfwxBREREBmD06NF48eIFatWqhcmTJ+u6HL1QbEJQYGAgPv74Y9jY2KBs2bLo3Lkzbt++rbKOEAIzZsyAi4sLLC0t4ePjgxs3buioYiIiouJh27Zt2L59O4yNjbF27VqYmprquiS9UGxC0MmTJzFixAicPXsWx44dQ3p6Olq1aoXExETlOvPmzcOiRYuwdOlShIeHw8nJCS1btkRCQoIOKyciItKdhw8fYtiwYQAU3WD16tXTcUX6QyaEELouIjvPnz9H2bJlcfLkSTRt2hRCCLi4uGDs2LHKU/9SUlLg6OiIH3/8EQEBAfnabnx8POzs7BAXFwdbW1tN7gIREZFGZWRk4NNPP8XJkyfRoEED/PnnnzAxMdF1WRqhie/vYtMS9L64uDgAgP1/E789ePAA0dHRaNWqlXIdc3NzNGvWDGfOnNFJjURERLq0cOFCnDx5ElZWVti8ebPBBiBNKZbvlhAC48aNwyeffIKaNWsCAKKjowEAjo6OKus6OjoiMjIyx22lpKQgJSVFeT8+Pl4DFRMREWnX+fPnMW3aNADAkiVLULlyZR1XpH+KZUvQyJEjce3aNWzbti3LYzKZTOW+ECLLsncFBgbCzs5OeXNzc1N7vURERNoUExODHj16IC0tDd26dcOgQYN0XZJeKnYhaNSoUdi3bx9CQkLg6uqqXO7k5ATgbYtQpmfPnmVpHXrXlClTEBcXp7w9evRIM4UTERFpgVwux2effYaHDx+iSpUqCAoKyrUxgHJWbEKQEAIjR47Eb7/9hhMnTqBixYoqj1esWBFOTk44duyYcllqaipOnjyJRo0a5bhdc3Nz2NraqtyIiIj01ezZs3H48GFYWlpi165dsLOz03VJeqvYjAkaMWIEtm7dir1798LGxkbZ4mNnZwdLS0vIZDKMHTsWc+bMgYeHBzw8PDBnzhyUKFECffv21XH1REREmnf48GHMmDEDALBixQrUqlVLtwXpuWITglasWAEA8PHxUVm+bt06DBw4EAAwceJEJCcnY/jw4Xj16hW8vb1x9OhR2NjYaLlaIiIi7bp+/Tp69uwJIQSGDBmCAQMG6LokvVdsrxOkKbxOEBER6UxUFHDnDuDhAbwz7jUvT58+hbe3NyIjI9GsWTMcPXoUZmZmGiy0+JHUdYKIiIgMSlAQ4O4ONG+u+BkUlK+nJScno3PnzoiMjISHhwd27doluQCkKQxBREREmhYVBQwdCsjlivtyORAQoFiei/T0dPTv3x9nz55FqVKlcODAAZQuXVoLBUsDQxAREZGm3bnzNgBlysgA7t7N8SlyuRxDhw5Vtvzs2rULVatW1XCh0sIQREREpGkeHoDRe1+5xsZAlSrZri6EwNdff41169bByMgI27dvh6+vrxYKlRaGICIiIk1zdQVWr1YEH0Dxc9WqHAdHzxo/HosXLwYArF27Fl26dNFSodJSbE6RJyIiMmj+/kDr1oousCpVsg1AQgh826EDfvj9dwDATzIZBqSna7tSyWBLEBERkba4ugI+PjkGoHFDhigD0HwAo4XI1wBqKhyGICIiIh3LyMjAsGHDsPi/0+aXAhj/9sFcB1BT4bE7jIiISIcSExPRr18/7N27FzKZDGsAfPHudYxzGUBNRcMQREREpCPR0dHo0KEDLly4AHNzc2zatAk94uMVXWAZGXkOoKaiYQgiIiJShwJOiXH16lV07NgRDx8+hIODA/bu3YtGjRopHsxjADWpB8cEERERFVUBp8TYuHEjGjRogIcPH6Jq1ao4e/bs2wAE5DqAmtSHIYiIiKgoCjAlRkpKCoYNG4YBAwbgzZs38PPzQ1hYGCpXrqzloglgCCIiIiqafE6JcfPmTTRs2BArV66ETCbDjBkzcODAAdjb22uxWHoXxwQREREVReaUGO8GoXfO6BJCYOnSpZg4cSLevHmD0qVLY/PmzWjTpo2OCqZMbAkiIiIqilymxIiKioKfnx9Gjx6NN2/eoHXr1vj777/VE4CiooCQEF5IsQgYgoiIiIrK3x+IiFCEkogIZAwciJ9//hkffPABjhw5AgsLC/z88884dOgQnJ2di/56BRyITdmTCfHuFZkMX3x8POzs7BAXFwdbW1tdl0NERAbm2rVrGDJkCM6fPw8AaNiwIYKCglC9enX1vEBUlCL4vN/9FhFh0GeTaeL7my1BREREahATE4OxY8eibt26OH/+PGxtbbF8+XKcPn1afQEIyPdAbMobB0YTEREVQXJyMpYsWYLAwEDExcUBALp164YlS5bAxcVF/S+Yx0Bsyj+2BBERERWCXC7Hxo0b4enpicmTJyMuLg61a9fGkSNHsHPnTs0EICDXgdhUMGwJIiIiKqBjx45hwoQJuHr1KgDAzc0Ns2fPRr9+/WCcGU40yd+fU2uoAUMQERFRbt6ZE+xqTAwmTpyIo0ePAgBsbW3xzTffYPTo0bC0tNRuXa6uDD9FxBBERESUk6AgYOhQPJLL8S2AjTIZhBAwNTXFiBEjMHXqVDg4OOi6SiokhiAiIqLsREUhbsgQBAqBnwC8AQAh0KtDB/zwf//H+b4MAEMQERHRe1JTU7Fi7lx8LwRi/lvWBMB8AN7jxgEMQAaBIYiIiOg/Qgjs2LEDU6ZMwf379wEA1QD8CKADABlPRTcoPEWeiIgIwOnTp9GgQQP06tUL9+/fh6OjI1b174+/jYzQEf8FIJ6KblDYEkRERJJ27949TJo0Cbt27QIAWFlZYcKECfj6669hbW0NzJnDU9ENFEMQEREZnndOa88puLx69QqzZ8/Gzz//jLS0NBgZGcHf3x+zZs2Ck5PT2xV5KrrBYncYEREZljxmWE9LS8OSJUtQpUoVLFq0CGlpaWjVqhWuXLmC1atXqwYgMmicRZ6IiAxHHjOsnzp1CsOHD8eNGzcAADVq1MCCBQvQpk0b3dRL+cZZ5ImIiHKTwwzr0efPo3///mjWrBlu3LiB0qVLY8WKFbhy5QoDkIRxTBARERmO92ZYzwCwXCbDtIEDEZ+QAJlMhqFDh+KHH35A6dKldVsr6RxbgoiIyHC8M8P6DQCNAIwWAvEJCahXrx7Onj2LlStXvg1AUVFASIjiJ0kOQxARERmUtM8/x+yvvsJHJiY4D8Ukp8uWLcO5c+fg5eX1dsU8BlCT4ePAaCIiMhhXrlzBoEGDcOXKFQBA+/btsXLlSpQrV051xTwGUFPxw4HRRERE2cjIyEBgYCA+/vhjXLlyBfb29ti8eTP27duXNQABOQ6gxt272imYigUOjCYiIr328OFD9O/fH6dOnQIAdO3aFcuXL4ejo2POT3pvADUARUsQ5wWTFLYEERGR3goODkatWrVw6tQpWFtbY/369di5c2fuAQhQGUANQPGT84JJDluCiIhI7yQlJWHEiBFYv349AMDb2xtbtmxB5cqV878Rf3+gdWvOCyZhDEFERKRX/ve//6Fbt264fv06jIyMMG3aNEybNg2mpqYF3xjnBZO0YtUddurUKXTo0AEuLi6QyWTYs2ePyuMDBw6ETCZTuTVo0EA3xRIRkdbt3LkT9evXx/Xr1+Ho6Ijjx49j5syZhQtAJHnFKgQlJiaidu3aWLp0aY7rtGnTBk+ePFHeDh48qMUKiYhIF9LS0jBu3Dj06NEDCQkJaNq0KS5fvgwfHx9dl0Z6rFh1h/n5+cHPzy/XdczNzTnDLxGRhMTExKB79+4IDQ0FAEyYMAFz5syBiUmx+gojPVSsWoLyIzQ0FGXLlkXVqlUxZMgQPHv2TNclERGRhty8eRNeXl4IDQ2FtbU1du/ejXnz5jEAkVro1W+Rn58fevToAXd3dzx48ADffvstmjdvjosXL8Lc3Dzb56SkpCAlJUV5Pz4+XlvlEhFRQURFKS5i6OEBuLri4MGD6N27NxISElCxYkXs27cPNWvW1HWVZED0KgT16tVL+e+aNWuifv36cHd3x++//46uXbtm+5zAwEDMnDlTWyUSEVFhBAUBQ4cCcjmETIZF3btjws6dEEKgadOm2LVrFxwcHHRdJRkYvesOe5ezszPc3d1x586dHNeZMmUK4uLilLdHjx5psUIiIspTVJQyAKUDGCoExu/YASEEBg8ejGPHjjEAkUboVUvQ+2JiYvDo0SM4OzvnuI65uXmOXWVERKQl73V1qfhvHq9EAD0BHITif+iLRozA6J9/hkwmy/+2iAqgWLUEvX79GleuXFHO/vvgwQNcuXIFDx8+xOvXrzF+/HiEhYUhIiICoaGh6NChAxwcHNClSxfdFk5ERDkLClLM2N68ueJnUJDq4x4eeCaTwQeKAGQB4DcjI4yZPDlrAMprW0QFIBNCCF0XkSk0NBS+vr5Zlg8YMAArVqxA586dcfnyZcTGxsLZ2Rm+vr74/vvv4ebmlu/XiI+Ph52dHeLi4mBra6vO8omI6H1RUYqw8v5EpRERylacu3fvok2jRrj3/DlKA9hvZISGq1crprUo4LbIcGni+7tYdYf5+Pggt0x25MgRLVZDRERF9l9Xl4qMDMV8Xa6uOH/+PNq1a4cXL16gYvnyODx7Nqr6+mYfavLYFlFBFasQREREBsbDAzAyytp6U6UKTpw4gY4dOyIxMRH16tXDgQMHcr8Ybi7bIiqMYjUmiIiIDIyrK7B6tSKsAIqfq1Zh/+XLaNu2LRITE9GiRQuEhobmPRtADttiKxAVVrEaE6QNHBNERKQDUVGKbqsqVbD99Gn0798f6enp6NSpE7Zv3w4LC4tCbYsBSDoMfkwQEREZKFdXwNUVv/zyCwICAiCEQL9+/bBu3bqCzwD/37aIiordYUREpBWLFi3C0KFDIYTAl19+iY0bNxY8ABGpEUMQERFp3Pfff4+vv/4aADBx4kQsX74cRkb8CiLd4m8gERFp1Jw5c/Ddd98BAH744QfMnTs360UQiXSAY4KIiEhjFixYgKlTpwIAfvzxR0ycOFHHFRG9xZYgIiLSiCVLlmDChAkAFN1hDEBU3DAEERGR2q1cuRJjxowBAHz77beYNm2ajisiyoohiIiI1Grt2rUYNmwYAMUg6JkzZ+q4IqLsMQQREZHabNq0CYMHDwYAjB07loOgqVhjCCIiIrUIDg7GwIEDIYTA8OHDsWjRIgYgKtYYgoiIqMh+++039OvXD3K5HIMHD8bPP//MAETFHkMQEREVyf79+9GrVy9kZGRgwIABWLVqFS+ESHqBv6VERFRohw8fRvfu3ZGeno4+ffogKCiIAYj0RpF+U589e4bo6Gh11UJERHrkjz/+QOfOnZGamopu3bph48aNMDY21nVZRPlWqBB07do11KhRA87OzihXrhzKlSuHadOmITExUd31ERFRMXTy5El07NgRKSkp6NS4MbbNnw8TE05CQPqlUCHI398fjo6OOH36NC5fvozZs2fj0KFDqF+/Pl69eqXuGomISBeiooCQEMXPd/z1119o164dkpOT0RZA8F9/wbRKFSAoSDd1EhWSTAghCvokKysrXLx4EdWqVVMuE0KgR48esLCwwObNm9VapDrFx8fDzs4OcXFxsLW11XU5RETFU1AQMHQoIJcDRkbA6tWAvz/Onz+PFi1aICEhAS0B7ANgkfkcY2MgIgJwddVZ2WS4NPH9XaiWoOxafGQyGebMmYO9e/eqpTAiItKRqKi3AQhQ/AwIwKVDh9CqVSskJCTAp04d7ME7AQgAMjKAu3e1Xy9RIeU7BLVr1w7ffPMNfv31V3z55Zf46quv8PTpU5V14uLiUKpUKbUXSUREWnTnztsA9J+rGRlo2bs34uLi0LhxY+zfvh0l3j8LzNgYqFJFi4USFU2+R7F9+OGHuHTpEtatW6cMP5UqVULPnj1Rp04dZGRkYN26dfi///s/jRVLRERa4OGh6AL7LwjdANACwMv4eHh7e+PgwYOwtrVVdJEFBChagIyNgVWr2BVGeqVQY4KePn2Ky5cv48qVK8rb3bt3YWxsDE9PT1y7dk0TtaoFxwQREeVDUBAQEIDbGRloBuApgHr16uGPP/5AyZIl364XFaXoAqtShQGINEoT39+FCkHZSU5OxtWrV3H16lUEBASoY5MawRBERJQ/d//8E826dsXjFy9Qu3ZtnDhxAvb29rouiySqWIcgfcEQRESUt4iICDRt2hSPHj1CjRo1EBISgjJlyui6LJKwYnN2GBERGa5Hjx7B19cXjx49gqenJ44fP84ARAaJIYiIiJQeP34MX19fREREoEqVKjhx4gQcHR11XRaRRjAEERERAMVJL82bN8e9e/dQsWJFnDhxAi4uLroui0hjGIKIiAjPnz/Hp59+itu3b8PNzQ0nTpyAm5ubrssi0iiGICIiiYuJiUGLFi1w48YNuLi44MSJE6hQoYKuyyLSOIYgIiIJe/XqFVq3bo1r167B0dERJ06cQBVe9ZkkgiGIiEiiYmNj0bp1a1y8eBEODg44fvw4PD09dV0WkdYwBBERSU1UFOIPHECb5s0RHh6O0qVL4/jx46hRo4auKyPSqnzPHUZERAYgKAgJQ4agjRA4B8Deygp//PEHatWqpevKiLSOLUFERFIRFYXXQ4agrRAIA1ASwLHkZNRxcNBxYUS6wRBERCQRideuoZ0QOA3ADsAfAOrK5YoJUIkkiCGIiEgCkpKS0H72bJwCYAvgKIB6AGBsrJgBnkiCGIKIiAxccnIyOnbsiNCwMNhYWOCIkRG8AEUAWrUKcHXVdYlEOsGB0UREBiwxMREdOnRASEgIrK2tcfjIETQoX17RBValCgMQSRpDEBGRgYqPj0e7du1w+vRp2NjY4ODBg2jUqJHiQYYfIoYgIiJD9OrVK7Rp0wbnz5+HnZ0djhw5Am9vb12XRVSsFKsxQadOnUKHDh3g4uICmUyGPXv2qDwuhMCMGTPg4uICS0tL+Pj44MaNG7oploiomIqJicGnn36K8+fPw97eHidOnGAAIspGsQpBiYmJqF27NpYuXZrt4/PmzcOiRYuwdOlShIeHw8nJCS1btkRCQoKWKyUiKp6eXbkCXy8vXL58GWXKlEFoaCjq1q2r67KIiqVi1R3m5+cHPz+/bB8TQmDx4sWYOnUqunbtCgDYsGEDHB0dsXXrVgQEBGizVCKiYufxwoX4dPx4/APAGcDxUaNQ/cMPdV0WUbFVrFqCcvPgwQNER0ejVatWymXm5uZo1qwZzpw5k+PzUlJSEB8fr3IjIjI0d//8E43/C0BuAE4BqD5zJhAVpePKiIovvQlB0dHRAABHR0eV5Y6OjsrHshMYGAg7Ozvlzc3NTaN1EhFp2+XLl9G4UydEAKgCRQCqAgAZGbwaNFEu9CYEZZLJZCr3hRBZlr1rypQpiIuLU94ePXqk6RKJiLTm1KlT8PHxwbNXr1AHwGkAFTIf5NWgiXKlNyHIyckJALK0+jx79ixL69C7zM3NYWtrq3IjIjIE+/btQ+vWrREfH4+mTZsidMkSOBobKx7k1aCJ8qQ3IahixYpwcnLCsWPHlMtSU1Nx8uTJtxf/IiKSiA0bNqBr16548+YNOnbsiMOHD8Nu1CggIgIICVH89PfXdZlExVqxOjvs9evXuPtO//WDBw9w5coV2Nvbo3z58hg7dizmzJkDDw8PeHh4YM6cOShRogT69u2rw6qJiLRHCIHZs2fju+++AwAMGDAAa9asgYnJf4dzV1e2/hDlU7EKQRcuXICvr6/y/rhx4wAo/sjXr1+PiRMnIjk5GcOHD8erV6/g7e2No0ePwsbGRlclExFpTWpqKgICArB+/XoAwMSJExEYGAgjI71p1CcqVmRCCKHrIrQpPj4ednZ2iIuL4/ggItIbsbGx6NatG06cOAEjIyMsW7YMX375pa7LItIaTXx/F6uWICIivREVBdy5A3h4aLz7KTIyEm3btsXNmzdhbW2NX3/9NccLyxJR/rENlYiooIKCAHd3oHlzxc+gII291JkzZ+Dt7Y2bN2/CxcUFf/75JwMQkZowBBERFURUFDB0KCCXK+7L5UBAgEauzLxmzRr4+Pjg6dOnqFWrFs6dO4c6deqo/XWIpIohiIioIO7ceRuAMqn5ysxpaWkYOXIkhgwZgrS0NHTr1g1//fUXXHnWF5FaMQQRERWEhwfw/tlYarwy8/Pnz9GyZUssW7YMAPD9999jx44dsLa2Vsv2iegthiAiooJwdQVWr1YEH0CtV2Y+f/486tevj5MnT8LGxgb79u3DtGnTcp0aiIgKj2eHEREVlL8/0Lq1ogusSpUiByAhBJYsWYIJEyYgLS0NHh4e2Lt3L6pXr66mgokoOwxBRESFoaYrM8fGxuKLL77A7t27AQDdu3fHmjVrYGdnV+RtE1Hu2B1GRKQpUVGKebxyOHMsPDwcdevWxe7du2Fmaoqfv/8ev/76KwMQkZYwBBERaUIu1xJKT0/HDz/8gEaNGuHBgweoCOCvtDSMnD4dsrVrdVczkcRw2gwiInWLilIEn3dPpTc2BiIicC8lBf3790dYWBgAoAeA1QBKvrdelq42LV6hmqg40sT3N1uCiIjULZtrCYmMDPyyeDFq166NsLAw2NraYtOUKQjGOwEIyP6aQ1q8QjWRlLAliIhI3d5rCYoA8CWAI/897OPjgw0bNqC8kVGOLUbK1p5cWpXYIkRSwpYgIiJ98N+1hDKMjLAYQA0oApC5uTnmz5+P48ePo3z58vm75pAWrlBNJFU8RZ6ISAOuffwxBn/4IcKvXgUANG3aFKtXr4anp6fqinldcyjzCtXvtwSp6QrVRFLGliAiIjWKi4vDuHHjUK9ePYRfvQpbW1usWrUKISEhWQNQJldXwMcn++4tDV6hmkjq2BJERKQGcrkc69atw5QpU/D8+XMAQJcuXbB06VK4uLgUbeNqvkI1ESkwBBERFdGZM2cwZswYXLhwAQDg6emJn376Ca1bt1bfi6jpCtVE9Ba7w4iICunGjRvo3LkzGjdujAsXLsDGxgYLFy7EtWvX1BuAiEgj2BJERPSufFyU8OHDh5g+fTo2btwIuVwOIyMjDBo0CLNnz4aTk5OWCyaiwmJLEBFRpjwuSvjw4UOMHDkSVatWxfr16yGXy9GlSxdcv34da9asYQAi0jO8WCIREZDrRQnvvnmDuXPnYsOGDUhPTweguODh3Llz4e3traOCiaRFE9/f7A4jIgKyvSjh1YwMzBs4ENtDQiD/77HmzZtj6tSp8PX1hUwm00WlRKQmDEFERIDyooQZcjn2A/gJQCgAHD8OAGjXrh2mTp2Khg0b6q5GIlIrjgkiIgIQZ2ODRd27wwNAFygCkLGREXr16oVLly7hwIEDDEBEBoYtQUQkWUIIhIWFISgoCMHBwUhMTAQA2NvaYmj//hg+aRLc3Nx0XCURaQpDEBFJzrNnz7Bp0yYEBQXh1q1byuU1atTAmDFj0K9fP5QoUUKHFRKRNjAEEZEkvHnzBocOHcLmzZuxb98+5VleJUqUQM+ePTF48GA0atSIg52JJIQhiIgMVnp6Ok6cOIFt27bht99+Q3x8vPIxLy8v+Pv7o3fv3rxcBpFEMQQRkUGRy+U4e/Ystm3bhl9//RXPnj1TPubm4oLeTZqgv78/PmzZUodVElFxwBBERHovJSUFJ06cwJ49e7Bv3z5ER0crH3NwcECPHj3Qx8YGjefPh1FwMLBjB7B6tWJ2diKSLIYgIlK/fMy/VVSvXr3CwYMHsXfvXhw6dAivX79WPmZra4uOHTuib9++aNGiBUyfPlVcDTrzAvlyORAQALRuzZnZiSSMIYiI1CsoCBg6VBE0jIzU2uLy6NEj7N27F3v37kVoaKhycDMAuLi4oHPnzujUqRN8fHxgZmb29onZXA0aGRnA3bsMQUQSxhBEROoTFfU2AAFFbnERQuD69evYs2cP9u7di4sXL6o8XqNGDXTq1AmdO3dGvXr1YGSUw/Vf/7sadJZ5wapUKXBNRGQ4GIKISH3U0OKSnp6Ov/76C3v37sWePXvw4MED5WMymQyNGzdWtvhUyW+IcXVVtEgFBCjqMTYGVq1iKxCRxDEEEZH6FLLFJSkpCceOHcOePXuwf/9+xMTEKB8zB9AKQCeZDB0WLkTZr74qXG3+/ooWqbt3FfUwABFJnkyIzJGC0hAfHw87OzvExcXx2iBEhZHXoOegoKwtLtmMCYqJicHvv/+O3bt348iRI0hOTlY+VqpUKbRv3hydf/sNrYSAdeYDxsZARAQDDJEEaeL7my1BRJR/+Rn0nEuLy8OHD7Fnzx7s2bMHp06dQkZGhvKx8uXLo1OnTujSpQs++eQTmJ4+DezapbptDmYmIjViSxAR5U9UlOI08/e7uvJombl16xZ27tyJPXv24NKlSyqPfVitGrp4eaFznz6o07q16pQVhXw9IjJMbAkiIt0pwKDnO3fuIDg4GMHBwbh+/bpyuUwmwyeffKIY2JySgsrTpgH//ANs3py1VYmDmYlIw9gSRET5k0fLzP379/Hrr78iODgYV65cUa5iamqKli1bomvXrujQoQPKli1bsFaeqCgOZiYitgQRkQ5l0zLzbP58bNu1C5s3b8aFCxeUqxobG6NFixbo1asXOnfujFKlSqluqyCn0ru65i/8aOEq1URkWPQqBM2YMQMzZ85UWebo6KgyTxARaZC/P940a4b9mzdj419/4dCECcrBzUZGRvD19UWvXr3QpUsXODg45LwddV+8UINXqSYiw6VXIQhQXCH2jz/+UN43NjbWYTVE0iCEwJkzZ7Bx40YEBwcjLi5O+ZiXlxf69++PHj16wNHRMX8bVOd4HzVfpZqIpEPvQpCJiQmcnJx0XQaRJDx79gzr16/HL7/8grt37yqXu7m5oX///ujfvz+qVatWuI2r6+KFnBeMiApJ70LQnTt34OLiAnNzc3h7e2POnDmoVKlSjuunpKQgJSVFeT8+Pl4bZRJphwbGwcjlcpw4cQKrV6/Gnj17kJaWBgCwtrZG9+7d8fnnn6NZs2Y5z9NVEPkd75MbzgtGRIWkhqOY9nh7e2Pjxo04cuQIfvnlF0RHR6NRo0Yql9h/X2BgIOzs7JQ3Nzc3LVZMpEFBQYozrJo3V/wMCirS5p4+fYoff/wRVatWRcuWLbFjxw6kpaXBy8sLQUFBePLkCdatWwdfX1/1BCB1yexay+wa56n0RJRPen2KfGJiIipXroyJEydi3Lhx2a6TXUuQm5sbT5En/aamCwkKIXDu3DksWbIEO3bsQHp6OgDA1tYWn332GYYMGYI6deqot3ZN4an0RAaNp8i/x8rKCh9++CHu3LmT4zrm5uYwNzfXYlVEWlDQcTDvdZulpKRgx44dWLJkCcLDw5WrNfjgAwz94gv0/PJLWFlZaXgn1EwdXWtEJCl6HYJSUlJw69YtNGnSRNelEGlXQcbBvHP6+BOZDKvat8fK8+fx9OlTAIr/KPSpVw+jwsJQ9+ZNYOJEoGRJnmJORAavGHXs5238+PE4efIkHjx4gHPnzqF79+6Ij4/HgAEDdF0akXbldxzMf6ePh8vl+AyAuxCYuX8/nj59inLlyuGHH37Ao3PnsO7sWdTN7BnPPMU8Kkqru0REpG161RIUFRWFPn364MWLFyhTpgwaNGiAs2fPwt3dXdelEWlfHqeYCyFwaNMmzJfLEfrO8kYAxnz3HbpMmwZTU1MgJISnmBORJOn1wOjC4NxhZOhSU1Oxbds2LFiwQDl5qQmA3gDGAKj//gBqztZORHpAE9/fetUdRkQ5i4+Px4IFC1CpUiUMHDgQ169fh7W1Nb5u1Qr3jYywCf8FoPe7zXiKORFJlF51hxEViEQm1Hz8+DF++uknrFy5UnkxUCcnJ4wdOxYBAQEoWbJk3qePq+vqzUREeoQhiAyTBCbUvHXrFhYsWIBNmzYpr+pcvXp1jB8/Hv369VO9NER+Th/nKeZEJDEcE0SGx8DHuJw7dw5z587Fnj17lMuaNGmCCRMmoF27dsXras5ERGrCiyUS5YcBTqgphMDRo0cxd+5chIaGAgBkMhk6d+6MiRMnokGDBrotkIhIDzEEkeExoAk1MzIysGvXLsydOxeXL18GAJiamqJ///6YMGFC4WdwJyIihiAyQJlnOwUEKFqA9PBsp5SUFGzYsAHz58/H3bt3ASimiRk6dCi++uorTgRMRKQGDEFkmPT0bKf4+HisWrUK//d//4cnT54AAOzt7TF69GiMHDkSpUuX1nGFRESGgyGIDJcene307NkzLFmyBMuWLUNsbCwAwNXVFePHj8fgwYP1bzJTIiI9wBBEpEMRERFYsGABgoKC8ObNGwBAtWrVMGnSJPTt2xdmZmY6rpCIyHAxBBHpwLlz57Bw4ULs2rUL8v8GcHt5eWHKlCno2LEjT3MnItIChiAiLcnIyMC+ffuwcOFC/PXXX8rlrVq1wuTJk+Hj4wOZTKbDComIpIUhiEjDEhMTsX79eixevFh5ppepiQn6demCcd9+iw8//FDHFRIRSRNDEFF+FGIessjISKxcuRKrV6/Gy5cvAQClSpTAsKQkjExPh/OuXYoz2BiCiIh0ggMPiPISFKSYhqN5c8XPoKAcV5XL5Th69Cg6deqESpUqYe7cuXj58iUqV66Mpd9/j0fJyfgBgLNiZcW1jKKitLUnRET0DoYgotxERb2diBXIMbjExsZi8eLFqFatGlq3bo19+/ZBLpejRYsW2L17N27fvo0RjRvD6v2p+jKn88jptUNCGJKIiDSE3WFUdIXoKtIbucxDJsqVw6lTp7B27Vrs3LkTSUlJAABbW1sMGDAAw4cPV53WoiDTeQQFvQ1fRkaKK2D7+2tgB4mIpEu6LUH//qvrCgxDAbqK9FJmcHnHIyMjzP79d1SpUgU+Pj7YuHEjkpKSULNmTaxYsQL//vsvlixZknVer8zpPIyNFfdzms4jn61PRERUNDIh3m+fN2zx8fGws7NDnEwG219+4f+uiyIqShF83m/ZiIgwrBahoCDEDR2KPXI5tgI4JpMh88/GxsYGvXv3xqBBg9CgQQPI/v0371axqKjcp/MICVGEyuyW+/iobbeIiPSJ8vs7Lg62trZq2aZ0u8OEUPzvunVrw/rC1qZcuooM4T1NSEjA/v37EbxvHw6bmCA1NVXxgBDw8fHBoEGD0K1bt7dTWuS3Cyuv6TwK0m1GRESFJtkQJACD+sLWCQP8so6OjsbBgwexf/9+HD58WDmVBQB88MEH6NWrF/r164fKlSurPjGnLqzChOzMbrOAAMXvaE7dZkREVCSSDUHfAVhsZASZHn9h50hbA5UN4Ms6IyMDV48exe87duDA5cs4f+WKyuMeHh7o1asXevXqhZo1a+a8IXW3ivn7KwJUbt1mRERUJJINQUsAmLZogfnlysGgJirQ9llFevZlLZfLcf36dYSEhCAkJAQnjx1D7H9ndWWqV68eOnTogI4dO6JOnTr5m8pCE61ieXWbERFRkUh2YHSm3r17Y+3atbC0tNRhVWqiiYHKen76+9OnT3H+/HmEh4crf2ZevTmTDQBfAB0AtDUygktkZOH2NSgoa6sYB94TEakFB0ar0bJlyzBmzBhs374d9+7dw65du+Dm5qb+F9JmiFB3l4weXasmNjYWt27dws2bN5W369evIyqb08qtrKzwySefwLd8efj+8gvq4p0/BLmcXVhERBIh2ZaguLg4XLp0Cd26dcPLly9hZ2eHpUuXol+/fuqbyVvbIUKdLUHF4PR3IQQSExPx4sULvHjxAs+fP8eLFy/w9OlTREZG4uHDh4iMjERkZCRiY2Oz3YZMJkP16tXh5eWFjz/+GF5eXqhVqxbMzMyKxT4SEVH+aKIlSNIhyNbWFvfu3UO/fv1w7tw5AEC7du2wYMGCrBe6Kygtf8EmJyfjyZMneLx6NZ7Mn49ouRyvZDK8+vRTxLq6IjY2FrGxsYiLi0NycjJSkpLwJjERKRkZSElLw5s3b5CRkQEAyhAoE0I5XkoGxZU1jczMYGxqCiMjIxgbG8PY2DjPf+fn8dTUVCQmJiIpKQlJSUnKf6elpeX7PXB1dcUHH3ygvFWvXh21a9eGjY1Nzk9iFxYRkV5gCFKD7N7E9PR0/Pjjj5gxYwbS09NhbGyMwYMH4+uvv4aHh0fOG8utq0vNF7x7/fo17oeF4f7Zs7iXmop7MTG4f/8+Hj16hMePH+fYEmIIzM3NUaZMGTg4OCh/li9VCu6mpnCvWxfu9erB3d0d1tbWhXuBvC5eSEREOscQpAa5vYm3b9/GxIkTsW/fPgCKFpG2bdvi888/R7t27d5eFA/Iu6urgC1BQgjExMTg7t27ytu9e/dw79493L9/H0+fPs1z3ywtLeHs7AwXFxc4OTnB3t4epUqVQsmSJVGyZEmUKlUKdqmpsBwwAOZCwAKAOQALIyOYnzsHk/LllVdCFkJAbNkCTJwIIZdDGBlBzJ2LjJ49IZfLkZGRgYyMjGz/ndfj2a1rbm6OEiVKoESJErCyslL+u1SpUihRooRqF6UejVUiIiL1YAhSg/y8iadOncK8efPw+++/K5dZWlrC19cXTZs2RYNKlVCtVy+Ufae7KNuA815Xy+uffsK/LVrg33//xcOHD1UCz927dxEXF5dr7fYAKgOoBKCyTIbK8+bB/aOP4OLiAmdnZ9jZ2eU9nqmgLVTFrZWE43iIiCSJIUgN8vUm/tfNddvICOsOHcKOHTtw//79LKuVBOAGwAFAaQCmzZtD5uQEIyMjvHnzBvHx8Yh7/hxxMTF4/OoV4hMS8qzP1dUVVapUQeXKld/eXr1C5S+/RMn3Vy5M15q+hwjOq0VEJEk8RV4b3ulq8TQywtzVqxF49y6uXr2K0NBQnDp1ClcuXkTEw4eIBRD77nNPnMhz8zY2NihXrpwy7Chv1taolJYGy5o1s59VXF0X4tP3qzwb4FQdRESkG2wJelcBWkmSV6zA3ZEj8UQuR4xMhpg+fZD+8ceQy+WQy+WwsLCAnZ0dbG1tYWtrCycnJ5QrVy779JqfMS7qPoupuHVzFQTP6CIikhx2h6lBrm+iLsbLFKR7Sp+Di7rxvSAikhR2h2laQbta1DG3U0Gu8iyFuaTye4VtKbwXRESkUUa6LqBYyRwvY2ysuK+N8TKZwetdhjrGJSpK0aqWzVQWABTdXO7uitY4d3fFfSIiIg1hCHqfv7+iKyokRPFT02NNdBG8dCGvgBMV9XZcFKD4GRCQc2AiIiIqIo4JKi4MeYxLfsY98dR3IiLKBccEGTJDHuOSn3FPPPWdiIi0jN1hpHn5GfcklW5BIiIqNhiCSPPyG3C0PR6LiIgkjWOCSHsMedwTERFplCa+v/WyJWj58uWoWLEiLCwsUK9ePfz555+6Lonyw9VVMciZAYiIiIoBvQtBwcHBGDt2LKZOnYrLly+jSZMm8PPzw8OHD3VdGhEREekRvesO8/b2Rt26dbFixQrlsurVq6Nz584IDAzM8/nsDiMiItI/ku8OS01NxcWLF9GqVSuV5a1atcKZM2eyfU5KSgri4+NVbkRERER6FYJevHiBjIwMODo6qix3dHREdHR0ts8JDAyEnZ2d8ubm5qaNUomIiKiY06sQlEkmk6ncF0JkWZZpypQpiIuLU94ePXqkjRKJiIiomNOrK0Y7ODjA2Ng4S6vPs2fPsrQOZTI3N4e5ubk2yiMiIiI9olctQWZmZqhXrx6OHTumsvzYsWNo1KiRjqoiIiIifaRXLUEAMG7cOPTv3x/169dHw4YNsXr1ajx8+BBffvmlrksjIiIiPaJ3IahXr16IiYnBrFmz8OTJE9SsWRMHDx6Eu7u7rksjIiIiPaJ31wkqKl4niIiISP9I/jpBREREROrCEERERESSxBBEREREksQQRERERJLEEERERESSxBBEREREksQQRERERJLEEERERESSxBBEREREksQQRERERJLEEERERESSxBBEREREksQQRERERJLEEERERESSxBBEREREksQQRERERJLEEERERESSxBBEREREksQQRERERJLEEERERESSxBBEREREksQQRERERJLEEERERESSxBBEREREksQQRERERJLEEERERESSxBBEREREksQQRERERJLEEERERESSxBBEREREksQQRERERJLEEERERESSxBBEREREksQQRERERJLEEERERESSxBBEREREksQQRERERJLEEERERESSxBBEREREksQQRERERJLEEERERESSpFchqEKFCpDJZCq3yZMn67osIiIi0kMmui6goGbNmoUhQ4Yo71tbW+uwGiIiItJXeheCbGxs4OTkpOsyiIiISM/pVXcYAPz4448oXbo06tSpgx9++AGpqam6LomIiIj0kF61BI0ZMwZ169ZFqVKlcP78eUyZMgUPHjzAmjVrcnxOSkoKUlJSlPfj4uIAAPHx8Rqvl4iIiNQj83tbCKG+jQodmz59ugCQ6y08PDzb5+7cuVMAEC9evCjS9nnjjTfeeOONN/243bt3T20ZRCaEOiNVwb148QIvXrzIdZ0KFSrAwsIiy/J///0Xrq6uOHv2LLy9vbN97vstQbGxsXB3d8fDhw9hZ2dXtOL1SHx8PNzc3PDo0SPY2trquhyt4X5zv6WA+839loK4uDiUL18er169QsmSJdWyTZ13hzk4OMDBwaFQz718+TIAwNnZOcd1zM3NYW5unmW5nZ2dpH55Mtna2nK/JYT7LS3cb2mR6n4bGalvOLPOQ1B+hYWF4ezZs/D19YWdnR3Cw8Px1VdfoWPHjihfvryuyyMiIiI9ozchyNzcHMHBwZg5cyZSUlLg7u6OIUOGYOLEiboujYiIiPSQ3oSgunXr4uzZs0Xejrm5OaZPn55tF5kh435zv6WA+839lgLut/r2W+cDo4mIiIh0Qe8ulkhERESkDgxBREREJEkMQURERCRJDEFEREQkSQYZgpYvX46KFSvCwsIC9erVw59//pnr+idPnkS9evVgYWGBSpUqYeXKlVqqVL0Kst+//fYbWrZsiTJlysDW1hYNGzbEkSNHtFit+hT08870119/wcTEBHXq1NFsgRpS0P1OSUnB1KlT4e7uDnNzc1SuXBlr167VUrXqU9D93rJlC2rXro0SJUrA2dkZgwYNQkxMjJaqLbpTp06hQ4cOcHFxgUwmw549e/J8jiEc0wq634ZyTCvM551Jn49phdlvdRzTDC4EBQcHY+zYsZg6dSouX76MJk2awM/PDw8fPsx2/QcPHqBt27Zo0qQJLl++jG+++QajR4/Grl27tFx50RR0v0+dOoWWLVvi4MGDuHjxInx9fdGhQwflVbj1RUH3O1NcXBw+//xzfPrpp1qqVL0Ks989e/bE8ePHERQUhNu3b2Pbtm2oVq2aFqsuuoLu9+nTp/H555/D398fN27cwI4dOxAeHo7BgwdrufLCS0xMRO3atbF06dJ8rW8ox7SC7rehHNMKut+Z9P2YVpj9VssxTW2zkBUTXl5e4ssvv1RZVq1aNTF58uRs1584caKoVq2ayrKAgADRoEEDjdWoCQXd7+x88MEHYubMmeouTaMKu9+9evUS06ZNE9OnTxe1a9fWYIWaUdD9PnTokLCzsxMxMTHaKE9jCrrf8+fPF5UqVVJZtmTJEuHq6qqxGjUJgNi9e3eu6xjKMe1d+dnv7OjjMe1dBdlvfT+mvSs/+62uY5pBtQSlpqbi4sWLaNWqlcryVq1a4cyZM9k+JywsLMv6rVu3xoULF5CWlqaxWtWpMPv9PrlcjoSEBNjb22uiRI0o7H6vW7cO9+7dw/Tp0zVdokYUZr/37duH+vXrY968eShXrhyqVq2K8ePHIzk5WRslq0Vh9rtRo0aIiorCwYMHIYTA06dPsXPnTrRr104bJeuEIRzT1EEfj2mFpe/HtMJQ1zFNb64YnR8vXrxARkYGHB0dVZY7OjoiOjo62+dER0dnu356ejpevHiR6+SsxUVh9vt9CxcuRGJiInr27KmJEjWiMPt9584dTJ48GX/++SdMTPTz178w+33//n2cPn0aFhYW2L17N168eIHhw4fj5cuXejMuqDD73ahRI2zZsgW9evXCmzdvkJ6ejo4dO+Lnn3/WRsk6YQjHNHXQx2NaYRjCMa0w1HVMM6iWoEwymUzlvhAiy7K81s9ueXFX0P3OtG3bNsyYMQPBwcEoW7aspsrTmPzud0ZGBvr27YuZM2eiatWq2ipPYwryecvlcshkMmzZsgVeXl5o27YtFi1ahPXr1+tVaxBQsP2+efMmRo8eje+++w4XL17E4cOH8eDBA3z55ZfaKFVnDOWYVlj6fkzLL0M7phWEuo5pBhUbHRwcYGxsnOV/hc+ePcvyP6NMTk5O2a5vYmKC0qVLa6xWdSrMfmcKDg6Gv78/duzYgRYtWmiyTLUr6H4nJCTgwoULuHz5MkaOHAlA8YckhICJiQmOHj2K5s2ba6X2oijM5+3s7Ixy5crBzs5Ouax69eoQQiAqKgoeHh4arVkdCrPfgYGBaNy4MSZMmAAAqFWrFqysrNCkSRPMnj3bIFtFDOGYVhT6fEwrKEM5phWGuo5pBtUSZGZmhnr16uHYsWMqy48dO4ZGjRpl+5yGDRtmWf/o0aOoX78+TE1NNVarOhVmvwHF/5YGDhyIrVu36uUYiYLut62tLf7++29cuXJFefvyyy/h6emJK1euwNvbW1ulF0lhPu/GjRvj8ePHeP36tXLZ//73PxgZGcHV1VWj9apLYfY7KSkJRkaqhzljY2MAb1tHDI0hHNMKS9+PaQVlKMe0wlDbMa1Iw6qLoe3btwtTU1MRFBQkbt68KcaOHSusrKxERESEEEKIyZMni/79+yvXv3//vihRooT46quvxM2bN0VQUJAwNTUVO3fu1NUuFEpB93vr1q3CxMRELFu2TDx58kR5i42N1dUuFEpB9/t9+nomRUH3OyEhQbi6uoru3buLGzduiJMnTwoPDw8xePBgXe1CoRR0v9etWydMTEzE8uXLxb1798Tp06dF/fr1hZeXl652ocASEhLE5cuXxeXLlwUAsWjRInH58mURGRkphDDcY1pB99tQjmkF3e/36esxraD7ra5jmsGFICGEWLZsmXB3dxdmZmaibt264uTJk8rHBgwYIJo1a6ayfmhoqPjoo4+EmZmZqFChglixYoWWK1aPgux3s2bNBIAstwEDBmi/8CIq6Of9Ln09YAhR8P2+deuWaNGihbC0tBSurq5i3LhxIikpSctVF11B93vJkiXigw8+EJaWlsLZ2Vn069dPREVFabnqwgsJCcn1b9VQj2kF3W9DOaYV5vN+l74e0wqz3+o4psmEMNA2YSIiIqJcGNSYICIiIqL8YggiIiIiSWIIIiIiIkliCCIiIiJJYggiIiIiSWIIIiIiIkliCCIiIiJJYggiIiIiSWIIIiIiIkliCCIiIiJJYggiIoMwa9YsfPjhh7CysoKjoyOGDRuGtLQ0XZdFRMWYia4LICIqKiEEMjIysGrVKpQrVw43b97E559/jlq1amHYsGG6Lo+IiilOoEpEBqlv374oU6YMfvrpJ12XQkTFFLvDiEjvRUZGYuTIkahZsyZKlSoFa2tr/Prrr3B1ddV1aURUjDEEEZFee/HiBby8vPDixQssWrQIp0+fRlhYGIyNjVGnTh1dl0dExRjHBBGRXjt48CDS09Oxbds2yGQyAMCyZcuQmprKEEREuWIIIiK9Zm9vj/j4eOzbtw8ffPAB9u/fj8DAQJQrVw5lypTRdXlEVIxxYDQR6TUhBIYNG4atW7fC0tISn332Gd68eYPIyEgcOHBA1+URUTHGEERERESSxIHRREREJEkMQURERCRJDEFEREQkSQxBREREJEkMQURERCRJDEFEREQkSQxBREREJEkMQURERCRJDEFEREQkSQxBREREJEkMQURERCRJDEFEREQkSf8PUfFmWuNPHl0AAAAASUVORK5CYII=", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkEAAAHFCAYAAAD1zS3+AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAABZi0lEQVR4nO3dd3xN9/8H8NfNjpAQkSWEEhQ1alMlMVPUXlEzJGapn9ojUaSltFWbiJWg9GsrYlPRxm7tFRKVkCAhiaz7+f1x5XJlyLg3d5zX8/G4j7jnnnvu+9ybnPvyGefIhBACRERERBJjpO0CiIiIiLSBIYiIiIgkiSGIiIiIJIkhiIiIiCSJIYiIiIgkiSGIiIiIJIkhiIiIiCSJIYiIiIgkiSGIiIiIJIkhiLSqZcuWaNmypbbLKLBBgwahePHieVq3QoUKGDRokEbrkclk8PPz0+hrfEhSUhL8/Pxw/PhxrdahL44cOYL69evDysoKMpkMO3fuxLp16yCTyRAREaFcLyQkBD///LNGapg+fTrKly8PExMTlCxZMt/PHzRoECpUqKD2unTNhg0b0KdPH1StWhVGRkY57vPRo0cxZMgQVKtWDVZWVihbtiw6d+6M8+fPF23B9EEm2i6ApG3ZsmXaLqHI7NixA9bW1touQ+OSkpLg7+8PAHodcIuCEAK9evVClSpVsHv3blhZWaFq1apIT09HWFgYnJyclOuGhITg33//xbhx49Raw65duzB37lxMmzYNnp6eMDc3V+v2DcnGjRsRHR2Nhg0bQi6XIy0tLdv1li9fjri4OIwdOxbVq1fH06dPsXDhQjRu3BgHDx6Eh4dHEVdOOWEIIq2qXr26tksoMnXr1tV2CaRGycnJsLCwgEwmK/A2/vvvPzx79gxdu3ZFq1atVB4rU6ZMYUvMk3///RcA8PXXX8Pe3r5IXlNd1PEZ5MfBgwdhZKToQOnYsaPyvXvf0qVLs7yX7du3R+XKlTFv3jyGIB3C7jDKMz8/P8hkMly9ehV9+/aFjY0NHBwcMGTIEMTHx6us+/r1a0yZMgUVK1aEmZkZypYti1GjRuHFixcq62XXHbZ8+XLUrl0bxYsXR4kSJVCtWjVMnToVABAREQETExMEBARkqe/kyZOQyWTYtm1brvvx4sUL/N///R8++ugjmJubw97eHl988QVu3LgBADh+/DhkMlmW7pyIiAjIZDKsW7cuyzavXr2KVq1awcrKCmXKlMHo0aORlJSksk523WEfqkUdoqOj4evrCxcXF5iZmaFixYrw9/dHenq6ynr+/v5o1KgRbG1tYW1tjU8//RSBgYF4/xrLR48eRcuWLVG6dGlYWlqifPny6N69O5KSkhAREaH88vb394dMJoNMJvtgN2BSUhImTJiAihUrwsLCAra2tqhfvz42b96sst66detQtWpVmJub4+OPP8aGDRuydMXk5/M7d+4c+vTpgwoVKsDS0hIVKlRA37598eDBgyyvK5PJcOjQIQwZMgRlypRBsWLFkJKSAgDYunUrmjRpAisrKxQvXhzt2rXDxYsXc91nPz8/uLi4AAAmTZoEmUym3I/3u8NatmyJffv24cGDB8r39ENf/HK5HPPnz0e1atWUv1sDBgxAVFSUcp0KFSpg+vTpAAAHB4c8dadm9xlkJzU1FXPmzFG+fpkyZTB48GA8ffpUZb2UlBT83//9HxwdHVGsWDF8/vnnOH/+fJa/F3V9BufOncOXX34JW1tbWFhYoG7duvjtt99y3edMmQHoQ7ILk8WLF0f16tURGRmZp21Q0WBLEOVb9+7d0bt3b3h7e+Off/7BlClTAABr164FoGji79KlC44cOYIpU6agefPmuHLlCmbNmoWwsDCEhYXl2OS+ZcsWjBw5EmPGjMGPP/4IIyMj3LlzB9euXQOgOGh/+eWXWLFiBSZOnAhjY2Plc5csWQJnZ2d07do1x9pfvnyJzz77DBEREZg0aRIaNWqEV69e4eTJk3j8+DGqVauW7/cjLS0NX3zxBXx9fTF58mScOXMGc+bMwYMHD7Bnz55C1zJo0CCsX78e9+/fz/e4i8ymeyMjI8ycOROVKlVCWFgY5syZg4iICAQFBSnXjYiIgK+vL8qXLw8AOHv2LMaMGYNHjx5h5syZynU6dOiA5s2bY+3atShZsiQePXqEAwcOIDU1FU5OTjhw4ADat28Pb29vDB06FMCHWzXGjx+PjRs3Ys6cOahbty4SExPx77//Ii4uTrnOunXrMHjwYHTu3BkLFy5EfHw8/Pz8kJKSkucvp/dFRESgatWq6NOnD2xtbfH48WMsX74cDRo0wLVr12BnZ6ey/pAhQ9ChQwds3LgRiYmJMDU1xbx58zB9+nQMHjwY06dPR2pqKhYsWIDmzZvj77//zrG1c+jQoahduza6deuGMWPGwMvLK8e/i2XLlsHHxwd3797Fjh078rRvI0aMwKpVqzB69Gh07NgRERERmDFjBo4fP44LFy7Azs4OO3bswNKlSxEYGIgDBw7AxsZGGcyyk9fPQC6Xo3Pnzjh16hQmTpyIpk2b4sGDB5g1axZatmyJc+fOwdLSEgAwePBgbN26FRMnToSHhweuXbuGrl27IiEhIdsaCvMZHDt2DO3bt0ejRo2wYsUK2NjYYMuWLejduzeSkpI0OmYvPj4eFy5cYCuQrhFEeTRr1iwBQMyfP19l+ciRI4WFhYWQy+VCCCEOHDiQ7Xpbt24VAMSqVauUy1q0aCFatGihvD969GhRsmTJXOs4duyYACB27NihXPbo0SNhYmIi/P39c33u7NmzBQARGhr6we0fO3ZMZfn9+/cFABEUFKRcNnDgQAFA/PLLLyrrzp07VwAQp0+fVi5zdXUVAwcOzFctQggxZMgQYWxsLCIiInJdTwghAIhZs2Yp7/v6+orixYuLBw8eqKz3448/CgDi6tWr2W4nIyNDpKWlidmzZ4vSpUsrP9vt27cLAOLSpUs51vD06dMsdXxIzZo1RZcuXXJ8PCMjQzg7O4tPP/1UWYsQQkRERAhTU1Ph6uqqXJafz+996enp4tWrV8LKykrlMw0KChIAxIABA1TWf/jwoTAxMRFjxoxRWf7y5Uvh6OgoevXqlctev61pwYIFKsszX+/+/fvKZR06dFDZz9xcv35dABAjR45UWf7XX38JAGLq1KnKZZl/10+fPs11m/n5DDZv3iwAiN9//11lG+Hh4QKAWLZsmRBCiKtXrwoAYtKkSSrrZT7/3b8XdXwG1apVE3Xr1hVpaWkq63bs2FE4OTmJjIyMXN+Dd+Xn8xBCiH79+gkTExNx7ty5PD+HNI/dYZRvX375pcr9WrVq4fXr13jy5AkARXcJgCz/q+rZsyesrKxw5MiRHLfdsGFDvHjxAn379sWuXbsQGxubZZ2WLVuidu3aWLp0qXLZihUrIJPJ4OPjk2vtf/zxB6pUqYLWrVvnul5+9evXT+W+l5cXAMX/PAtbS2BgINLT0+Hq6prvuvbu3Qt3d3c4OzsjPT1defP09AQAnDhxQrnu0aNH0bp1a9jY2MDY2BimpqaYOXMm4uLilJ9tnTp1YGZmBh8fH6xfvx737t3LVz3v1pCenq7samvYsCH++OMPTJ48GcePH0dycrLK827evIn//vsPXl5eKt1Arq6uaNq0ab7fl0yvXr3CpEmTULlyZZiYmMDExATFixdHYmIirl+/nmX97t27q9w/ePAg0tPTMWDAAJX9srCwQIsWLbQ2Qy7z9+79v8GGDRvi448/zvVvMCf5+Qz27t2LkiVLolOnTirvS506deDo6Kh8XzJ//3r16qXy/B49esDEJPuOioJ+Bnfu3MGNGzeUf6vvrvvFF1/g8ePHuHnzZr7fl7yYMWMGgoOD8dNPP6FevXoaeQ0qGIYgyrfSpUur3M9sws/84oqLi4OJiUmWLhCZTAZHR0eVLo739e/fH2vXrsWDBw/QvXt32Nvbo1GjRggNDVVZ7+uvv8aRI0dw8+ZNpKWlYfXq1ejRowccHR1zrf3p06e5NvcXhImJSZb3JLOO3PZVE7W8LyYmBnv27IGpqanKrUaNGgCgDJl///032rZtCwBYvXo1/vzzT4SHh2PatGkA3n62lSpVwuHDh2Fvb49Ro0ahUqVKqFSpEn755ZcP1hIREZGljswvwcWLF2PSpEnYuXMn3N3dYWtriy5duuD27dsA3r6P2X2+H/rMc+Pl5YUlS5Zg6NChOHjwIP7++2+Eh4ejTJkyWYIYAJXZWoDi/QWABg0aZNm3rVu3Zhvii0Lm+/V+vQDg7Oyc6+/lh7aZl88gJiYGL168gJmZWZb3JTo6Wvm+ZG7TwcFB5fnZ/U1lKuhnkLnehAkTsqw3cuRIANDI5+Xv7485c+Zg7ty5GD16tNq3T4XDMUGkdqVLl0Z6ejqePn2qEoSEEIiOjkaDBg1yff7gwYMxePBgJCYm4uTJk5g1axY6duyIW7duKVtDvLy8MGnSJCxduhSNGzdGdHQ0Ro0a9cHaypQpozIwNDsWFhYAoBxwmSmnA2R6ejri4uJUDtrR0dEAsgbG/NZSWHZ2dqhVqxbmzp2b7ePOzs4AFGOxTE1NsXfvXuX+A8DOnTuzPKd58+Zo3rw5MjIycO7cOfz6668YN24cHBwc0KdPnxxrcXZ2Rnh4uMqyqlWrAgCsrKzg7+8Pf39/xMTEKFuFOnXqhBs3bijfx8z39V3vL8vr5xcfH4+9e/di1qxZmDx5snJ5SkoKnj17lu0+vD8YOXPM0Pbt2wvUUqcpme/X48ePswTt//77L8tYp/xsMy+fgZ2dHUqXLo0DBw5ku60SJUqobDMmJgZly5ZVPp75N5Wdgn4GmetNmTIF3bp1y3adzN9HdfH394efnx/8/PyUkztIt7AliNQuc6rvpk2bVJb//vvvSExMzDIVOCdWVlbw9PTEtGnTkJqaiqtXryofs7CwUHbJLFq0CHXq1EGzZs0+uE1PT0/cunVL2WWXnczBx1euXFFZvnv37hyfExwcrHI/JCQEQO7nyclLLYWVOY23UqVKqF+/fpZbZgiSyWQwMTFRGWienJyMjRs35rhtY2NjNGrUSNkteeHCBQBZWwYzmZmZZXn9zC/Ddzk4OGDQoEHo27cvbt68iaSkJFStWhVOTk7YvHmzymy1Bw8e4MyZMyrPz+vnJ5PJIITIMhh5zZo1yMjIyHG/39WuXTuYmJjg7t272b6/9evXz9N28sLc3Dzb1qnsZA6+ff9vMDw8HNevX8/z3+C78vMZdOzYEXFxccjIyMj2PckMG59//jkAxcyud23fvj3L7MWc5PUzqFq1Ktzc3HD58uUc18vu97GgvvvuO/j5+WH69OmYNWuW2rZL6sWWIFK7Nm3aoF27dpg0aRISEhLQrFkz5eywunXron///jk+d9iwYbC0tESzZs3g5OSE6OhoBAQEwMbGJksL0siRIzF//nycP38ea9asyVNt48aNw9atW9G5c2dMnjwZDRs2RHJyMk6cOIGOHTvC3d0djo6OaN26NQICAlCqVCm4urriyJEj+N///pftNs3MzLBw4UK8evUKDRo0UM4O8/T0xGeffVaoWgDA29sb69evx927d/Pd2jB79myEhoaiadOm+Prrr1G1alW8fv0aERER2L9/P1asWAEXFxd06NABixYtgpeXF3x8fBAXF4cff/wxS0BYsWIFjh49ig4dOqB8+fJ4/fq1clZg5timEiVKwNXVFbt27UKrVq1ga2sLOzu7XGe2NWrUCB07dkStWrVQqlQpXL9+HRs3bkSTJk1QrFgxAIovlaFDh6Jr164YNmwYXrx4AT8/vyxdMXn9/KytrfH5559jwYIFyvpOnDiBwMDAPJ81uUKFCpg9ezamTZuGe/fuoX379ihVqhRiYmLw999/K1u41OGTTz7B//73Pyxfvhz16tWDkZFRjiGratWq8PHxwa+//gojIyN4enoqZ4eVK1cO33zzTb5f38jIKM+fQZ8+fRAcHIwvvvgCY8eORcOGDWFqaoqoqCgcO3YMnTt3RteuXVGjRg307dsXCxcuhLGxMTw8PHD16lUsXLgQNjY2eZr1l5/PYOXKlfD09ES7du0waNAglC1bFs+ePcP169dx4cKFD55e49q1a8qZqtHR0UhKSsL27dsBKM55ljkLbeHChZg5cybat2+PDh064OzZsyrbady4cd7edNI8rQ7LJr2S0yyS7GayJCcni0mTJglXV1dhamoqnJycxIgRI8Tz589Vnvv+7LD169cLd3d34eDgIMzMzISzs7Po1auXuHLlSrY1tWzZUtja2oqkpKQ878fz58/F2LFjRfny5YWpqamwt7cXHTp0EDdu3FCu8/jxY9GjRw9ha2srbGxsxFdffSXOnTuX7ewwKysrceXKFdGyZUthaWkpbG1txYgRI8SrV69UXvf92WF5rSVzBtq7729OkM2srKdPn4qvv/5aVKxYUZiamgpbW1tRr149MW3aNJUa165dK6pWrSrMzc3FRx99JAICAkRgYKDKa4eFhYmuXbsKV1dXYW5uLkqXLi1atGghdu/erfKahw8fFnXr1hXm5uZZZvlkZ/LkyaJ+/fqiVKlSytf/5ptvRGxsrMp6a9asEW5ubsLMzExUqVJFrF27VgwcODDLLJ28fn5RUVGie/fuolSpUqJEiRKiffv24t9//83yWWX+joeHh2db/86dO4W7u7uwtrYW5ubmwtXVVfTo0UMcPnw41/3Oz+ywZ8+eiR49eoiSJUsKmUwmPnT4zsjIED/88IOoUqWKMDU1FXZ2duKrr74SkZGRKuvldXZYprx+BmlpaeLHH38UtWvXFhYWFqJ48eKiWrVqwtfXV9y+fVu53uvXr8X48eOFvb29sLCwEI0bNxZhYWHCxsZGfPPNN1nek8J+BpcvXxa9evUS9vb2wtTUVDg6OgoPDw+xYsWKD+575nuV3e3dv7sWLVrkuB6/dnWLTIj3zoRGpCeePHkCV1dXjBkzBvPnz9d2OaQlgwYNwvHjx1Wus0X67cyZM2jWrBmCg4OVMy2JNIHdYaR3oqKicO/ePSxYsABGRkYYO3astksiogIKDQ1FWFgY6tWrB0tLS1y+fBnff/893NzcchzATKQuDEGkd9asWYPZs2ejQoUKCA4OVplVQkT6xdraGocOHcLPP/+Mly9fws7ODp6enggICFCZqUikCewOIyIiIknSmSnyy5cvR61atWBtbQ1ra2s0adIEf/zxh/JxIQT8/Pzg7OwMS0tLtGzZUmXKNBEREVF+6EwIcnFxwffff49z587h3Llz8PDwQOfOnZVBZ/78+Vi0aBGWLFmC8PBwODo6ok2bNnj58qWWKyciIiJ9pNPdYba2tliwYAGGDBkCZ2dnjBs3DpMmTQKgOKurg4MDfvjhB/j6+mq5UiIiItI3OjkwOiMjA9u2bUNiYiKaNGmC+/fvIzo6WnltI0Bx9tQWLVrgzJkzuYaglJQUldPny+VyPHv2DKVLl85y+nUiIiLSTUIIvHz5Es7Oznk6kWZe6FQI+ueff9CkSRO8fv0axYsXx44dO1C9enXlKdnfv8ieg4MDHjx4kOs2AwIC1HbGViIiItKuyMhItV18WqdCUNWqVXHp0iW8ePECv//+OwYOHKi8yjSQ9cJ5QogPtuZMmTIF48ePV96Pj49H+fLlERkZCWtra/XuABEREWlEQkICypUrp9ZrvOlUCDIzM0PlypUBAPXr10d4eDh++eUX5Tig6OhoODk5Kdd/8uRJltah95mbm2e5/hEA5Sw0IiIi0h/qHMqiM7PDsiOEQEpKCipWrAhHR0eEhoYqH0tNTcWJEyfQtGlTLVZIRERE+kpnWoKmTp0KT09PlCtXDi9fvsSWLVtw/PhxHDhwADKZDOPGjcO8efPg5uYGNzc3zJs3D8WKFeN1ZYiIiKhAdCYExcTEoH///nj8+DFsbGxQq1YtHDhwAG3atAEATJw4EcnJyRg5ciSeP3+ORo0a4dChQ2rtGyQiIiLp0OnzBGlCQkICbGxsEB8fzzFBREREekIT3986PSaIiIiISFMYgoiIiEiSGIKIiIhIkhiCiIiISJIYgoiIiEiSGIKIiIhIkhiCiIiISJIYgoiIiEiSGIKIiIhIkhiCiIiISJIYgoiIiEiSGIKIiIhIkhiCiIiISJIYgoiIiEiSGIKIiIhIkhiCiIiISJIYgoiIiEiSGIKIiIhIkhiCiIiISJIYgoiIiEiSGIKIiIhIkhiCiIiISJIYgoiIiEiSGIKIiIhIkhiCiIiISJIYgoiIiEiSGIKIiIhIkhiCiIiISJIYgoiIiEiSGIKIiIhIkhiCiIiISJIYgoiIiEiSGIKIiIhIkhiCiIiISJIYgoiIiEiSGIKIiIhIkhiCiIiISJIYgoiIiEiSGIKIiIhIkhiCiIiISJIYgoiIiEiSGIKIiIhIknQmBAUEBKBBgwYoUaIE7O3t0aVLF9y8eVNlnUGDBkEmk6ncGjdurKWKiYiISJ/pTAg6ceIERo0ahbNnzyI0NBTp6elo27YtEhMTVdZr3749Hj9+rLzt379fSxUTERGRPjPRdgGZDhw4oHI/KCgI9vb2OH/+PD7//HPlcnNzczg6OhZ1eURERGRgdKYl6H3x8fEAAFtbW5Xlx48fh729PapUqYJhw4bhyZMnuW4nJSUFCQkJKjciIiIimRBCaLuI9wkh0LlzZzx//hynTp1SLt+6dSuKFy8OV1dX3L9/HzNmzEB6ejrOnz8Pc3PzbLfl5+cHf3//LMvj4+NhbW2tsX0gIiIi9UlISICNjY1av791MgSNGjUK+/btw+nTp+Hi4pLjeo8fP4arqyu2bNmCbt26ZbtOSkoKUlJSlPcTEhJQrlw5hiAiIiI9ookQpDNjgjKNGTMGu3fvxsmTJ3MNQADg5OQEV1dX3L59O8d1zM3Nc2wlIiIiIunSmRAkhMCYMWOwY8cOHD9+HBUrVvzgc+Li4hAZGQknJ6ciqJCIiIgMic4MjB41ahQ2bdqEkJAQlChRAtHR0YiOjkZycjIA4NWrV5gwYQLCwsIQERGB48ePo1OnTrCzs0PXrl21XD0RERHpG50ZEySTybJdHhQUhEGDBiE5ORldunTBxYsX8eLFCzg5OcHd3R3fffcdypUrl+fX0USfIhEREWmWQY8J+lAWs7S0xMGDB4uoGiIiIgmJigJu3wbc3IAPjMc1JDrTHUZERERaEBgIuLoCHh6Kn4GBKg9fu3YNQ4cOxSeffIJmzZph/PjxWipU/XSmJYiIiIiKWFQU4OMDyOWK+3I54OsLtGsHuLhg2bJlGDduHNLS0pRPSUpK0lKx6scQREREJFW3b78NQJkyMoA7d/Djli349ttvAQBffPEFfH198fLBA5g8faoITwbQbcbuMCIiIqlycwOM3osCxsbYfe+eMgDNmjULe/fuxZdPn6LfuHHo/d132Xab6SOGICIiIqlycQFWrQKMjRX3jY1xb84c9P/mGwDA6NGj4efnB9mjR9l3m0VFaalw9WAIIiIikjJvbyAiAjh2DOL+fQw9dAgJCQlo2rQpFi5cqFgnl24zfcYxQURERFLn4gK4uGDN6tU4duwYihUrhg0bNsDMzEzxeGa32btByNgYqFxZO/WqCVuCiIiICM+fP8fkyZMBAHPnzkWlSpXePphNtxlWrtT7wdFsCSIiIiJ89913ePbsGWrUqIHRo0dnXcHbWzF1/s4dRQuQngcggCGIiIhI8m7fvo0lS5YAABYuXAgTkxziwZtuM0PB7jAiIiKJmzVrFtLS0uDp6Yl27dppu5wiwxBEREQkYXfu3MHWrVsBKMYCSQlDEBERkYQtWLAAcrkcnp6eqFu3rrbLKVIMQURERBL133//Yd26dQCAqVOnarcYLWAIIiIikqhFixYhNTUVn332GT777DNtl1PkGIKIiIgkKC4uDitWrAAgzVYggCGIiIhIkn799VckJiaiTp06aN++vbbL0QqGICIiIol5+fIlFi9eDACYMmUKZDKZlivSDoYgIiIiiVm1ahWeP38ONzc3dO/eXdvlaA1DEBERkYSkpKQorw4/adIkGGdeD0yCGIKIiIgkZP369Xj8+DFcXFzQv39/bZejVQxBREREEpGeno758+cDAP7v//4PZmZmWq5IuxiCiIiIJGLbtm24e/cuSpcujWHDhmm7HK1jCCIiIpIAIQQCAgIAAGPHjoWVlZWWK9I+hiAiIiIJ2LdvH/755x8UL14co0eP1nY5OsFE2wUQERGRBkVFQdy6hXl+fgCAESNGoFSpUtqtSUcwBBERERmqwEDAxwcn5XKEATA3McE333yj7ap0BrvDiIiIDFFUFODjA8jlmPdm0eCMDDhlZGi1LF3CEERERGSIbt8G5HKcB3AIgDGAb4UA7tzRcmG6gyGIiIjIELm5AUZGCHhzty+Aj4yNgcqVtVmVTmEIIiIiMkQuLrjm54f/vbk7ycgIWLkScHHRalm6hAOjiYiIDFTArVsQALo2b46aISEMQO9hSxAREZEBunv3LkJCQgAA0376iQEoGwxBREREBuj777+HXC6Hp6cn6tWrp+1ydBJDEBERkYF5+PAh1q9fDwCYPn26lqvRXQxBREREBmbBggVIS0uDu7s7mjZtqu1ydBZDEBERkQH577//sHr1agBsBfoQhiAiIiIDMmfOHKSkpKBp06Zwd3fXdjk6jSGIiIjIQNy7d0/ZCjRv3jzIZDItV6TbGIKIiIgMhL+/P9LT09GmTRu0aNFC2+XoPIYgIiIiA3Dt2jVs2rQJADB37lwtV6MfdCYEBQQEoEGDBihRogTs7e3RpUsX3Lx5U2UdIQT8/Pzg7OwMS0tLtGzZElevXtVSxURERLpj5syZkMvl6Nq1Kxo0aKDtcvSCzoSgEydOYNSoUTh79ixCQ0ORnp6Otm3bIjExUbnO/PnzsWjRIixZsgTh4eFwdHREmzZt8PLlSy1WTkREpF2nTp3C77//DplMhtmzZ2u7HL0hE0IIbReRnadPn8Le3h4nTpzA559/DiEEnJ2dMW7cOEyaNAkAkJKSAgcHB/zwww/w9fXN03YTEhJgY2OD+Ph4WFtba3IXiIiINE4ul6NBgwa4cOECfHx8sHLlSm2XpBGa+P7WmZag98XHxwMAbG1tAQD3799HdHQ02rZtq1zH3NwcLVq0wJkzZ7RSIxERkbatW7cOFy5cgLW1Nb777jttl6NXdPIq8kIIjB8/Hp999hlq1qwJAIiOjgYAODg4qKzr4OCABw8e5LitlJQUpKSkKO8nJCRooGIiIqKil5CQgKlTpwIAZsyYAXt7ey1XpF90siVo9OjRuHLlCjZv3pzlsffPeSCEyPU8CAEBAbCxsVHeypUrp/Z6iYiItGHu3LmIiYlB5cqV8fXXX2u7HL2jcyFozJgx2L17N44dOwYXFxflckdHRwBvW4QyPXnyJEvr0LumTJmC+Ph45S0yMlIzhRMRERWhK1euYNGiRQCARYsWwczMTMsV6R+dCUFCCIwePRr/+9//cPToUVSsWFHl8YoVK8LR0RGhoaHKZampqThx4kSuF4czNzeHtbW1yo2IiEifZWRkYOjQoUhPT0e3bt3QqVMnbZekl3RmTNCoUaMQEhKCXbt2oUSJEsoWHxsbG1haWkImk2HcuHGYN28e3Nzc4Obmhnnz5qFYsWLw8vLScvVERERFZ+nSpQgPD4e1tTV+/fVXbZejt3QmBC1fvhwA0LJlS5XlQUFBGDRoEABg4sSJSE5OxsiRI/H8+XM0atQIhw4dQokSJYq4WiIiIu24e/eucjD0Dz/8AGdnZy1XpL909jxBmsLzBBERkdZERQG3bwNubsA7417zKj09Hc2bN8fZs2fRokULHD16FEZGOjOyRaMkdZ4gIiIigxIYCLi6Ah4eip+BgfnexJw5c3D27FnY2Nhgw4YNkglAmsJ3j4iISNOiogAfH0AuV9yXywFfX8XyPDp9+jTmzJkDQDGEpHz58pqoVFIYgoiIiDTt9u23AShTRgZw506env7ff/+hZ8+eyMjIQL9+/dC3b18NFCk9DEFERESa5uYGvN91ZWwMVK78waempqaiR48eiI6ORs2aNQ322mDawBBERESkaS4uwKpViuADKH6uXJnz4OioKODYMYjISIwYMQJhYWEoWbIkduzYASsrq6Kr28DpzBR5IiIig+btDbRrp+gCq1w55wAUGKgcPzQTwFoARkZGCAkJQeU8tBxR3jEEERERFRUXl9ynxr8zgHoZgDlvFi+fNw+enp5FUaGksDuMiIhIV7wZQL0KwKg3i/wA+DRqpL2aDBhDEBERka5wc8MSmQy+b+5+DWCmkVGeBlBT/jEEERER6QC5XI6Zq1ZhzJsLOUwA8LOREWSrVhXo7NL0YRwTREREpA6FuCRGcnIyBg0ahN9++w0AMHPcOPh9+SVkBby8BuUNQxAREVFhvTOjC0ZGiunw3t55euqNGzfQp08fXL58Gaampli5ciUGDx6s4YIJYHcYERFR4RTwkhhCCAQGBqJevXq4fPkyypQpg9DQUAagIsQQREREVBgFuCTGrVu30KpVKwwdOhRJSUlo1aoVLl++jBYtWmi4WHoXQxAREVFh5OOSGPHx8ZgxYwZq1aqFY8eOwdLSEvPnz8fBgwfh5ORURAVTJoYgIiKiwsjDJTGSk5OxaNEiVKpUCXPmzEFKSgratWuHf//9F99++y2MM5+bH28urZGfK9GTKg6MJiIiKqwcLokRGxuLpUuXYsmSJYiNjQUAVK1aFfPmzUPXrl0hk8kK9nqFGIhNb8mEeHNCAolISEiAjY0N4uPjYW1tre1yiIjIwAghEBYWhqCgIAQHByM5ORkA4OrqihkzZmDgwIEwMSlEG0RUFODqqjoOydgYiIgw6On0mvj+ZksQERGRGjx69AgbNmzAunXrcOvWLeXyTz/9FN9++y169OhRuPCTKbeB2AYcgjSBIYiIiKiAXr9+jV27diEoKAihoaGQvwknxYoVQ8+ePTFkyBA0b9684N1e2ckciP1+SxAvrZFvDEFERET5IITAuXPnEBQUhM2bN+PFixfKx5o3b47BgwejR48eKFGihGYKyByI7euraAHKZiA25Q1DEBERUR7ExsZi48aNWLt2Lf7991/l8nLlymHgwIEYOHAgKhdVa0wOA7EpfxiCiIiIcpCRkYHQkBAErlmDXWFhSEtLAwBYWFigW7duGDx4MNzd3Qs2xb2wXFwYfgqJIYiIiOg9CQkJWLt2LRbPnYv7b6a2A0A9V1d4T5qEvn37omTJktorkNSCIYiIiOiNiIgILF68GGvWrMHLly8BAKUAfAXAG0DtqCigUyeAAcggMAQREZHkRUREYO7cuVi3bh3S09MBANXKl8e4hw/RH0CxzBU5Fd2g8LIZREQkWZGRkfDx8YGbmxvWrFmD9PR0tG7dGn/88QeunjoFXyOjtwEI4FR0A8MQREREkpOYmAg/Pz9UrVoVq1evRnp6Otq0aYM///wToaGhaN++PYzKl//gNcFIv7E7jIiIJEMIgZCQEEyaNAmPHj0CoDi3T0BAAJo1a5b1CZyKbtAYgoiIyPBERSkuL+Hmpgwud+/ehY+PD44ePQoAqFChAhYsWIDu3bvnfkZnTkU3WAxBRERkWN67wnr68uX4OSEBM2fORHJyMiwtLTF9+nSMHz8eFhYW2q6WtIhXkSciIsPx3hXWb0ExvT38zcMeHh5YtWoVKlWqpK0KqYA08f3NgdFERGQ43lxhXQBYC+BTKAKQjZUV1qxZg8OHDzMAkRK7w4iIyHC4ueG5TIbhQuC3N4vcAWw4dgwuDRposzLSQWwJIiIig3EpNhb1SpfGb1D8Lz9AJkPoqlU5B6CoKODYMcVPkhyGICIiMgibNm1C06ZNcT82FhXLl8efy5Zh8sOHMB42LPsnBAYqxg95eCh+BgYWbcGkdRwYTUREei0tLQ0TJkzA4sWLAQDt27dHcHAwbG1tc37SewOoAShOhhgRwenwOooDo4mIiN7x4sULeHp6KgPQ9OnTsXfv3twDEKAcQK0i87pgJBkcGE1ERHopIiICHTp0wLVr12BlZYVNmzahS5cueXuymxtgZJS1JYjXBZMUtgQREZHeCQ8PR+PGjXHt2jU4Ozvj1KlTeQ9AgKLLi9cFkzy2BBERkV7ZtWsX+vbti+TkZNSqVQv79u2DS0HCC68LJnkMQUREpDfWrVsHb29vyOVytG/fHr/99htKlChR8A3yumCSplPdYSdPnkSnTp3g7OwMmUyGnTt3qjw+aNAgyGQylVvjxo21UywRERWpn3/+GYMHD4ZcLsegQYOwZ8+ewgUgkjydCkGJiYmoXbs2lixZkuM67du3x+PHj5W3/fv3F2GFRERU1IQQmDlzJr755hsAwPjx4xEYGAgTE3ZmUOHo1G+Qp6cnPD09c13H3Nwcjo6ORVQRERFpk1wux9ixY5X/OZ4zZw6mTp0KmUym5crIEOhUS1BeHD9+HPb29qhSpQqGDRuGJ0+eaLskIiLSALlcjmHDhmHJkiWQyWRYunQppk2bxgBEaqNTLUEf4unpiZ49e8LV1RX379/HjBkz4OHhgfPnz8Pc3Dzb56SkpCAlJUV5PyEhoajKJSKi/IiKUpzE0M0NcmdnDB06FEFBQTAyMsKGDRvQr18/bVdIBkavQlDv3r2V/65Zsybq168PV1dX7Nu3D926dcv2OQEBAfD39y+qEomIqCACAwEfH0AuR4ZMhqFNmmDdmTMwMjJCcHAw+vTpo+0KyQDpXXfYu5ycnODq6orbt2/nuM6UKVMQHx+vvEVGRhZhhURE9EFRUW8DEABvIbDuzBkYGxsjJCSEAYg0Rq9agt4XFxeHyMhIODk55biOubl5jl1lRERURN7p6spyXp431/HKADAYwEYAxgBCpk1Dr3d6APK0LaJ80KmWoFevXuHSpUu4dOkSAOD+/fu4dOkSHj58iFevXmHChAkICwtDREQEjh8/jk6dOsHOzg5du3bVbuFERJSzwEDFFds9PBQ/AwNVH3dzg1wmwxC8DUCbjYzQa9iw/G+LKB9kQgih7SIyHT9+HO7u7lmWDxw4EMuXL0eXLl1w8eJFvHjxAk5OTnB3d8d3332HcuXK5fk1EhISYGNjg/j4eFhbW6uzfCIiel9UlCKsvH+h0ogIZSuOEAKjPDyw/PhxZQDquWqV4rIW+dwWGS5NfH/rVHdYy5YtkVsmO3jwYBFWQ0REhfamq0tFRobiel1vgsvUqVOx/PhxyGQybJw2DT19fbMPNXnYFlF+6FQIIiIiA+PmBhgZZW29qVwZAPD999/j+++/BwCsWLECfX18CrwtovzSqTFBRERkYFxcgFWrFGEFUPxcuRJwccHy5csxZcoUAMD8+fPhk1sA+sC2iApCp8YEFQWOCSIi0oKoKEW3VeXKgIsLgoOD0b9/fwghMHXqVMydO7fA2yJpMPgxQUREZKBcXJSBZc+ePRg4cKBiQPSoUZgzZ06Bt0VUGOwOIyKiInP06FH07NkTGRkZ6N+/PxYvXsxrgZHWMAQREVGR+Ouvv/Dll18iJSUFXbp0wdq1a2FkxK8h0h7+9hERkcb9888/8PT0RGJiIlq1aoXNmzfDxIQjMki7GIKIiEij7ty5g7Zt2+L58+do3Lgxdu7cCQsLC22XRcQQREREmhMVFYXWrVsjOjoatWrVwv79+1G8eHFtl0UEgCGIiIg05OnTp2jTpg0ePHiAypUr49ChQyhVqpS2yyJSYggiIiK1i4+PR7t27XDjxg2UK1cOhw8fhoODg7bLIlLBEERERGqVlJSEjh074uLFiyhTpgxCQ0Ph6uqq7bKIsmAIIiIitUlNTUX37t1x+vRp2NjY4NChQ6hataq2yyLKFkMQERGpRUZGBvr164cDBw6gWLFi2LdvH+rUqaPtsohyxBBERESFJpfL4ePjg+3bt8PMzAw7duxAs2bNtF0WUa4YgoiIqFCEEJgwYYLyDNCbN29G27ZttV0W0QcVKgQ9efIE0dHR6qqFiIj00OzZs/HTTz8BANauXYtu3bppuSKivClQCLpy5Qpq1KgBJycnlC1bFmXLlsX06dORmJio7vqIiEiHLZo5E35+fgCAX375BQMHDtRuQUT5UKAQ5O3tDQcHB5w+fRoXL17EnDlz8Mcff6B+/fp4/vy5umskIiJtiIoCjh1T/MzG6oED8X/ffQcAmCOT4Wsrq6KsjqjQZEIIkd8nWVlZ4fz586hWrZpymRACPXv2hIWFBTZt2qTWItUpISEBNjY2iI+Ph7W1tbbLISLSTYGBgI8PIJcDRkbAqlWAt7fy4S1Ll8Jr9GgIABMBfA9AZmwMREQALi5aKpoMmSa+vwvUEpRdi49MJsO8efOwa9cutRRGRERaEhX1NgABip++vsoWoT179qD/2LEQAIbjTQACgIwM4M4d7dRMVAAmeV2xQ4cOqF27NurUqYPhw4fjm2++wa5du1ROgx4fH8/rwhAR6bvbt98GoExvAs7RW7fQs2dPpGdk4CsAS/EmAAGAsTFQuXLR1kpUCHkOQZ988gkuXLiAoKAgxMTEAAA++ugj9OrVC3Xq1EFGRgaCgoKUMwSIiEhPubkpusDeDULGxjibkIAvvbyQkpKCLl26IMjTE0YjRyoCkrExsHIlu8JIrxRoTFBMTAwuXryIS5cuKW937tyBsbExqlatiitXrmiiVrXgmCAiojwIDFR0gb0JOJenT0fLX37Bixcv0KZNG+zZswfm5uaKLrI7dxQtQAxApEGa+P4uUAjKTnJyMi5fvozLly/D19dXHZvUCIYgIqI8ehNwrsnlcO/bF0+ePEHTpk1x6NAhWHEmGBUxnQ5B+oIhiIgo727cuIGWLVsiJiYGdevWxdGjR1GyZEltl0USpDOzw4iIyPDdvn0bHh4eiImJQa1atRAaGsoARAaFIYiIiLK4e/cu3N3d8fjxY9SsWROHDx9G6dKltV0WkVoxBBERkYp79+7B3d0djx49QvXq1XHkyBGUKVNG22URqR1DEBERKUVERMDd3R2RkZGoVq0ajh49Cnt7e22XRaQRDEFERAQAePjwITw8PPDw4UNUqVIFR48eVTkhLpGhYQgiIiLcv38fLVq0wP3791G5cmUcPXoUTk5O2i6LSKMYgoiIJO7WrVto3rw5IiIilAGobNmy2i6LSOPyfNkMIiIyEFFRiuuDubnh3xcv0Lp1a8TExKB69eo4fPgwW4BIMhiCiIikJDBQeYX4CzIZ2lpZIe7VK9SuXRuhoaGcBUaSwhBERCQVUVHKAHQWQHshEP/qFRrUro0DR4/C1tZW2xUSFSmOCSIikorbtwG5HCcAtAEQD6AZgMNz5zIAkSQxBBERSYWbG3bKZGgH4BUADwAHjIxgXbu2lgsj0g6GICIiiVhz4AC6A0gB8CWAvUZGKL5qFeDiouXKiLSDIYiIyMAJITBv3jwMGzYMciEwpHdv/H74MCwfPAC8vbVdHpHWcGA0EZEBk8vlGDduHH799VcAwJQpUzB37lzIZDItV0akfQxBREQGKiUlBYMHD8bmzZsBAD///DPGjh2r5aqIdIdOdYedPHkSnTp1grOzM2QyGXbu3KnyuBACfn5+cHZ2hqWlJVq2bImrV69qp1giIh0WFxeHtm3bYvPmzTAxMUFwcDADENF7dCoEJSYmonbt2liyZEm2j8+fPx+LFi3CkiVLEB4eDkdHR7Rp0wYvX74s4kqJiHRUVBRub9yIJg0a4OTJk7C2tsa+ffvg5eWl7cqIdI5OdYd5enrC09Mz28eEEPj5558xbdo0dOvWDQCwfv16ODg4ICQkBL6+vkVZKhGR7gkMxMlhw9BVCDwD4Fq6NPYeP46aNWtquzIinaRTLUG5uX//PqKjo9G2bVvlMnNzc7Ro0QJnzpzJ8XkpKSlISEhQuRERGZyoKGwaNgyt3wSghgDOPn+OmiVLarkwIt2lNyEoOjoaAODg4KCy3MHBQflYdgICAmBjY6O8lStXTqN1EhEVNblcjplTp6K/EEgD0B3AMQCOcjlw546WqyPSXXoTgjK9P61TCJHrVM8pU6YgPj5eeYuMjNR0iURERSY+Ph5dunTBdxs3AgAmAfgNQDEAMDYGKlfWYnVEuk1vQpCjoyMAZGn1efLkSZbWoXeZm5vD2tpa5UZEZAhu3LiBRo0aYc+ePTA3N8e6wYPxvbGx4sBubAysXMmzQRPlQm9CUMWKFeHo6IjQ0FDlstTUVJw4cQJNmzbVYmVEREVv9+7daNiwIW7evAkXFxecPn0aA9euBSIigGPHFD95NmiiXOnU7LBXr17hzjv91/fv38elS5dga2uL8uXLY9y4cZg3bx7c3Nzg5uaGefPmoVixYpz6SUSSIZfLMXv2bPj7+wMAPv/8c2zbtg329vaKFVxc2PpDlEc6FYLOnTsHd3d35f3x48cDAAYOHIh169Zh4sSJSE5OxsiRI/H8+XM0atQIhw4dQokSJbRVMhFRkXny5AkGDBiAgwcPAgDGjBmDhQsXwtTUVMuVEeknmRBCaLuIopSQkAAbGxvEx8dzfBAR6Y0TJ06gb9++ePz4MSwtLbF8+XIMHDhQ22URFRlNfH/rzZggIiKdEhWlGHsTFaXRl8nIyMB3330HDw8PPH78GB9//DH+/vtvBiAiNWAIIiLKr8BAwNUV8PBQ/AwM1MjLxMTEoF27dpg5cybkcjkGDhyI8PBwngGaSE0YgoiI8iMqCvDxAeRyxX25HPD1VXuL0L59+1C7dm0cOXIExYoVw7p167Bu3TpYWVmp9XWIpIwhiIgoP27ffhuAMmVkqO3MzK9evcLw4cPRsWNHxMTEoGbNmggPD2f3F5EGMAQREeWHmxtg9N6hU01nZj579izq1q2LlStXAlDMkA0PD0f16tULvW0iyoohiIgoP1xcgFWrFMEHUMuZmdPS0jBr1ix89tlnuHPnDlxcXHDkyBEsXLgQFhYWaiqciN6nU+cJIiLSC97eQLt2ii6wypULFYAuXryIIUOG4NKlSwCAfv36YcmSJSjJq78TaRxDEBFRQRTyzMyvX7+Gv78/FixYgIyMDNja2mLZsmXo3bu3GoskotwwBBERaUpUlGIgtZubSmA6ffo0vL29cevWLQBAr44d8evgwbBv2FBblRJJEscEERFpQjbnEoqPj8fo0aPRvHlz3Lp1C46OjtgxahS27t8P++7dNXrOISLKipfNICJSt6goRaB5M5VeAAiWyTDBzg4xT58CALy9vbFg3DiUql1bdcq9sbHiCvDvd7Xl0KpEJBW8bAYRkT5451xCVwG4A+gvBGKePkWVKlVw+PBhrFmzBqWePs3bOYeK6AzVRFLDEEREpG5ubnglk2EigDoATgCwBDB34kRcuXIFrVq1Uq73wXMOFdEZqomkiCGIiEiN5HI5Nh0/jmolS2IBgHQAnQFc+/57TP3hB5ibm79dOS/nHNLwGaqJpIyzw4iI1OTUqVMYP348zp07BwCoWL48fh0+HB369895HM+HzjmU2Vr0/rghNZyhmkjqGIKIiArp3r17mDhxIn7//XcAQIkSJTB16lSMHTsWlpaWH95Abuccymwt8vVVtACp4QzVRKTAEEREVEAvXrzA3LlzsXjxYqSmpsLIyAhDhw7F7Nmz4eDgoL4XUuMZqonoLYYgIqJ8SkpKwq+//ooffvgBz58/BwC0adMGCxcuxCeffKKZFy3kGaqJKCuGICKiPEpNTcXq1asxZ84cREdHAwCqV6+OBQsWwNPTEzKZTMsVElF+MAQREb0rm5MSZmRkIDg4GLNmzUJERAQAoEKFCvD390e/fv1gnDm7i4j0CkMQEVGmwMC35+QxMoJ8xQr8XrIkZs2ahevXrwMAHB0dMWPGDAwdOhRmZmZaLpiICoMhiIgIUDkpYTqALXI55vn44Pqbh0uVKoXJkydj9OjRKFasmDYrJSI1YQgiIgKA27eRJpdjI4AAAJmnIixZvDjG/t//Ydy4cShZsqT26iMitWMIIiLJS0lJQdDZs/gewIM3y+wAjJfJMPKvv2BTvboWqyMiTWEIIiLJevbsGVasWIHFixcjJiYGAOAA4FsAw42MYLVqFcAARGSwGIKISHLu37+Pn376CYGBgUhKSgIAlCtXDhMnToR3u3awfPSIJyUkkgCGICKSjPDwcPz444/Yvn075G+uxVWnTh1MmDABvXr1gqmpqWJFNzctVklERYUhiIgMWnp6Ovbu3YuffvoJJ0+eVC5v164dvv32W3h4ePAkh0QSxRBERAYpNjYWa9aswfLly/Hw4UMAgKmpKby8vDB+/HjUqlVLyxUSkbYxBBGRQTl37hyWLFmCLVu2ICUlBQBgZ2eHoUOHYnS3bij76hVga6vlKolIFxhpuwAiosJKSUlBcHAwGjdujAYNGmD9+vVISUlBvXr1sG7dOkRGRiKgcmWUbdwY8PAAXF0VZ4cmIkmTCSGEtosoSgkJCbCxsUF8fDysra21XQ6RYcrm+luacPPmTaxZswbr16/H06dPASi6vHr37o3Ro0ejYcOGivE+UVGK4PNmMDQAwNgYiIjgDDAiPaGJ7292hxGRer13/S2sWgV4e6tt88nJydi+fTtWr16NU6dOKZeXLVsWw4cPx7Bhw+Dg4KD6pNu3VQMQAGRkAHfuMAQRSRhDEBGpzzvX3wKg+OnrC7RrV+iwcfnyZaxevRqbNm1CfHw8AMDIyAgdOnTA0KFD8cUXX8DEJIdDmpubIpC93xJUuXKhaiIi/cYQRETqo+YWl9jYWGxbtQprN2zAuZs3lcsrVKgAb29vDB48GGXLlv3whlxcFC1Svr6KeoyNgZUr2QpEJHEMQUSkPmpocUlMTMTu3bsRHByMgwcOID0jAwBgCqBL/foYOncuWrduDSOjfM7r8PZWtEjducOzQRMRAIYgIsqv3AY9F7DFJS0tDaGhoQgJCcHOnTuRmJiofKwugH4A+gOwv3hRcS2v/Aagd+tj+CGiNxiCiCjv8jLoOY8tLkIIhIWFITg4GL/99htiY2OVj3300UfwatoUXps24eN3n8TBzESkRpwiT0R5o6Zp5levXkVISAhCQkIQERGhXG5vb4/evXvDy8sLjRo1guzRI05rJyIlTpEnIu0pxKDnhw8fYsuWLQgJCcHly5eVy4sD6AbASyZDq+++g4mPz9sncTAzEWkYW4KIKG/y2RL07NkzbNu2DSEhISoXLjU1NYVny5bod/gwOgqBYh/aVlQUBzMTEVuCiEiL8tAyk5SUhD179iA4OBgHDhxAWlqa8rEWLVrAy8sLPXr0gO3ly0BoqOr2c2pVyutg5iI6SzURGQ69CkF+fn7w9/dXWebg4IDo6GgtVUQkMdkMek5PT8eRI0cQHByMHTt24NWrV8rVa9eujX79+qFPnz4oV67c2+2o++SFGj5LNREZJr0KQQBQo0YNHD58WHnf2NhYi9UQSZCLC0TZsvjrr78Q/MMP+O233/DkyRPlwxUqVICXlxe8vLxQo0aNHLehtvE+GjxLNREZNr0LQSYmJnB0dNR2GUSSdP36deXMrnv37imX29nZKWd2NWnSRHHR0g9R18kLeV0wIiogvQtBt2/fhrOzM8zNzdGoUSPMmzcPH330UY7rp6SkICUlRXk/ISGhKMokKhpFMA7m0aNH2Lx5M0JCQnDx4kXlcisrK3Tt2hVeXl5o3bo1TE1N879xdZy8kNcFI6IC0qsQ1KhRI2zYsAFVqlRBTEwM5syZg6ZNm+Lq1asoXbp0ts8JCAjIMo6IyCBocBzM8+fP8fvvvyM4OBgnTpxA5iRSExMTtG/fHv369UOnTp1gZWWlltcrFE6lJ6IC0usp8omJiahUqRImTpyI8ePHZ7tOdi1B5cqV4xR50m9qOnHhu16/fo29e/ciODgY+/fvR2pqqvKx5s2bw8vLCz179szxPxxax6n0RAaNU+TfY2VlhU8++QS3b9/OcR1zc3OYm5sXYVVERSC/42By6DaTy+U4efIkNm3ahG2//YaEly+Vj9WqVQteXl7o06cPXF1dNbUn6sPrghFRPul1CEpJScH169fRvHlzbZdCVLTyMw4mm26zfxs1wqZNmxAcHIyoqCjlquUBeAHo5++PmjNnanw3iIi0Sa+6wyZMmIBOnTqhfPnyePLkCebMmYMTJ07gn3/+yfP/VHnGaDIYgYFZx8G8PybonW6zRwA2A9gE4PI7q9hYW6NXQgK+AvAZACOA1+giIp0j+e6wqKgo9O3bF7GxsShTpgwaN26Ms2fP6kdTPZG65WGK+asrV/C7XI5NAI4AyPwfj6mJCTp07IivvvoKHYoXh0X79qpP5BRzIpIAvQpBW7Zs0XYJRLolm3EwQgiEhYVh7dq12LplC16989hnAL6SydDzwgXYfvKJYmFUFKeYE5Ek6VUIIqKcRUdHY8OGDVi7di1u3rypXF7Z3h4Dnz5FPyFQMbPbLDMAAZxiTkSSxRBEhksCF9RMS0vDvn37sHbtWuzfvx8ZGRkAgGLFiqFXr14YMmQIPvvsM8gePcp9+ri6zt5MRKRHGILIMBn4BTXv3buHFStWYP369SrX7WratCmGDBmCXr16oUSJEm+fkJfp45xiTkQSo1ezw9SBs8MkQAMnEtQFcrkcBw8exJIlS/DHH38oz+Ls4OCAAQMGYMiQIahWrZqWqyQi0gzJzw4jyhMDu6Dms2fPEBQUhOXLl+Pu3bvK5e3atcOIESPwxRdfFOy6XUREEscQRIbHQC6oefHiRSxduhQhISFITk4GANjY2GDw4MEYMWIEqlSpouUKiYj0G0MQGR49nu2UkpKC7du3Y+nSpQgLC1Mur1WrFkaPHg0vLy/duGgpEZEBYAgiw6Rns50iIyOxcuVKrF69WjnQ2cTEBD169MCoUaPQrFkzyGQyLVdJRGRYGILIcOn4bCchBI4ePYqlS5di165dkL/pvnN2doavry+GDRsGJycnLVdJRGS4GIKIilhCQgI2bNiAZcuW4fr168rlLVu2xKhRo9C5c2cOdCYiKgIMQURF5OrVq1i6dCk2btyIV68UF7MoXrw4BgwYgJEjR6JGjRparpCISFoYgog0KC0tDbt27cLSpUtx/Phx5fJq1aph1KhRGDBgAM9XRUSkJQxBRBoQHR2N1atXY8WKFfjvv/8AAEZGRujcuTNG9+4N9zJlIKtSBWAAIiLSGoYgorzIw3XIhBD4888/sXTpUvz+++9IS0sDAJQpUwY+Pj7w9fVFuUOHAC8vg72cBxGRPuFlM4g+5APXIXv16hVCQkKwbNkyXL58Wbm8SZMmGDVqFHr06AFzc3ODvZwHEVFR4GUziIpaVNTbAAQofvr6Au3a4VpCApYvX44NGzYgISEBAGBhYQEvLy+MGjUKn376qeq28ns5jzy0PhERUcExBFHhGfKX9XvBJRXAzowMLOvYESfeafWpVKkShg8fjiFDhsDW1jb7beXnch4faH0iIqLCM9J2AVrz6JG2KzAMgYGKLh4PD8XPwEBtV6Reb4LLQwDTAZQH0BvAicuXYWRkhC5duuDgwYO4desWJkyYkHMAAt5ezsPYWHE/p8t55NT6FBWl/v0jIpIw6YagGjUM7wu7qBn4l/Xr16+x9c8/0f7jj1ERwFwAMQAcbWwwY8YMREREYMeOHWjbti2MjN78KUVFAceO5fweeHsrxgAdO6b4mV3rTm7dZkREpDbS7Q4TQjm2w+C6cIpKfse46AEhBC5cuICgoCCEhITg+fPnysfc69bFSF9fdB4yJPszOue1C+tDl/PIT7cZEREVmGRD0AMAn+j5F7bWGdCX9cOHD/Hbb79hw4YN+Oeff5TLy5Urh4EDB2LQoEGoVKlSzhvIZQB1vn+/MrvNfH0VoTKnbjMiIioUyYagzgD+NDKCkx5+YX9QUQ1U1vMv6+joaGzbtg1bN27En+HhyuXm5ubo2rUrBg8ejFatWsE4cwxPbtTdKubtrQhQd+4oQqWevKdERPpEsiHoPoC2Tk44bGoKB20Xo05FPatIz76s7927hz179mDXrl04ceKE8srtMgCfA+jz1VfovXgxSpUqlb8Na6JV7EPdZkREVCiSPVmig50dYmJj4ebmhtDQULi6umq7tMLTxMn49Hz6e3p6Ov766y/s2bMHe/bswbVr11QebwzFbK+eAMoChXu/AgOztopxWjsRkVrwZIlq9MehQ+jatStu376Nzz77DPv378cnn3yi/hcqyhCh7i4ZPTxXTUZGBi5duoRjx47h2LFjOHXqFF6+fKl83NjYGM2bN0enTp3Q1dERFfv1e38D7MIiIpIIybYExcfH4+XLl2jTpg2uX78OKysrBAUFoWfPnup7sSIKEUIIPHv2DFHnz+Np+/ZIEAIJgOImkyFt7FiIEiUghIAQAjKZDBYWFihWrJjKrVSpUihdujTs7OxQOjkZFlWr6vQlHoQQiIyMRHh4OMLDw/H333/j/PnzyrM3ZypVqhTat2+PTp06oX379m+7ungZCyIivaGJliBJhyBra2vExcWhd+/eOHLkCABg3LhxmDt3LooVK1a4F1LzF6xcLsfDhw9x48YNXL9+HTdu3MCtW7cQGRmJR48e4fXr14WrNxvFAJR+c7MDUAZAmW7dYFenDsqUKQM7OzuVn7a2tjAxUW/johACsbGxiIqKQmRkJG7cuKHyHrx48SLLc0qUKIEWLVrA3d0d7u7uqF279tvz+LyPXVhERHqBIUgNsnsT09PTMXXqVCxYsAAAULlyZQQGBuLzzz/PfWO5dXUdO6Y4i/L7jh0DWrbMdbNCCDx69Ah///238nbu3DmVbp3s2NnZwdHRETaWlrA2MoK1vT1KODjAzMwMMplMeRNXr+L10aNIAhS3GjXwysYGz58/R1xcHOLi4pCRkZH7vmdDJpOhVKlSylBUunRpWFlZwdLSUuVmamoKuVwOuVyOjIwMyOVypKamIj4+HvHx8UhISEB8fDxiYmLw6NEjpKam5viaxsbGqFWrFho0aKC81ahRI39hLCqKXVhERDqOIUgNcnsT9+/fDx8fHzx6c0mNL7/8EnPmzMl+rNCHurry0RL04sULnDt3TiX0PH78OMtLmgKoAqAagI87dkTV3r3h6uqKsmXLwtnZGRYWFh9+A/JQlxAC8fHxiFu+HHHTpyNOLkesTIanPXsitlIlPH36FLGxsSo/nz179uHXLiCZTAZ7e3u4uLigSpUqqJaUhI9370Y1IeAmk8Fi9Wq23hARGTiGIDX40JsYHx+PSZMmYfXq1crp023btoWPjw86duwIc3PzvAecbLpakvr2xaVLlxAeHo5z584hPDwcN2/ezFJHZgtHw4YN0bByZTScOBHVhHg7kr2gXWv5baHKYytJeno6nj17phKM4uLikJSUhOTkZOXt9evXSEtLg7GxMYyMjGBkZARjY2OYmJjAxsYGNjY2sLa2ho2NDcqUKQMXFxc4OTnBzMzsbT0cx0NEJDkMQWqQpzcxKgo3jhzBjG3bsH3fPuViKysreHh4wN3FBbWWL0d1APYAlKfSexMkMjIyEBcXh0ePHuFWWBhunTuHW/HxuHz7Nq5evaoMV+/66KOPFIHnza1u3bpvxyUVomstu33T6xChzveCiIj0BqfIF4U33VzV5HJsMzLCvYAABL58iaCgIDx+/Fhxvpl3VpcBKAVFV5Xo2RNpGRl48eIFcsuWTk5OaNCgAerXr4969eqhYcOGsHv9OufxReo8EZ+en+XZkC7VQURE2sWWoHfl0koid3bGlStXcODAAfz999/4588/cffJE+T25pUpUwZubm6oWrUqqlSpgurVq6N+/fpwdnZWXTEvU+nVPYtJnwcDc0YXEZHksDtMDXJ9E/PZ1ZIeEYG4CxcQa2ODdDs75fiW0qVLo3Tp0nmboZSf7il9Di7qxveCiEhS2B2mafnsajGpUAEOFSoU7tpj+TnLsxSuJZXXM2xL4b0gIiKNyuEMchKVOV4m86rhRTFeJjN4vctQx7hERSla1aKisn88MFDRKubhofgZGFi09RERkaQwBL3P21vRFXXsmOKnpseaaCN4acOHAk5U1NtxUYDip69vzoGJiIiokDgmSFcY8hiXvIx74tR3IiLKBccEGTJDHuOSl3FPnPpORERFjN1hpHl5GfcklW5BIiLSGQxBpHl5DThFPR6LiIgkjWOCqOgY8rgnIiLSKE18f+tlS9CyZctQsWJFWFhYoF69ejh16pS2S6K8cHFRDHJmACIiIh2gdyFo69atGDduHKZNm4aLFy+iefPm8PT0xMOHD7VdGhEREekRvesOa9SoET799FMsX75cuezjjz9Gly5dEBAQ8MHnszuMiIhI/0i+Oyw1NRXnz59H27ZtVZa3bdsWZ86cyfY5KSkpSEhIULkRERER6VUIio2NRUZGBhwcVK/W5eDggOjo6GyfExAQABsbG+WtXLlyRVEqERER6Ti9CkGZZDKZyn0hRJZlmaZMmYL4+HjlLTIysihKJCIiIh2nV2eMtrOzg7GxcZZWnydPnmRpHcpkbm4Oc3PzoiiPiIiI9IhetQSZmZmhXr16CA0NVVkeGhqKpk2baqkqIiIi0kd61RIEAOPHj0f//v1Rv359NGnSBKtWrcLDhw8xfPhwbZdGREREekTvQlDv3r0RFxeH2bNn4/Hjx6hZsyb2798PV1dXbZdGREREekTvzhNUWDxPEBERkf6R/HmCiIiIiNSFIYiIiIgkiSGIiIiIJIkhiIiIiCSJIYiIiIgkiSGIiIiIJIkhiIiIiCSJIYiIiIgkiSGIiIiIJIkhiIiIiCSJIYiIiIgkiSGIiIiIJIkhiIiIiCSJIYiIiIgkiSGIiIiIJIkhiIiIiCSJIYiIiIgkiSGIiIiIJIkhiIiIiCSJIYiIiIgkiSGIiIiIJIkhiIiIiCSJIYiIiIgkiSGIiIiIJIkhiIiIiCSJIYiIiIgkiSGIiIiIJIkhiIiIiCSJIYiIiIgkiSGIiIiIJIkhiIiIiCSJIYiIiIgkiSGIiIiIJIkhiIiIiCSJIYiIiIgkiSGIiIiIJIkhiIiIiCSJIYiIiIgkiSGIiIiIJIkhiIiIiCSJIYiIiIgkSa9CUIUKFSCTyVRukydP1nZZREREpIdMtF1Afs2ePRvDhg1T3i9evLgWqyEiIiJ9pXchqESJEnB0dNR2GURERKTn9Ko7DAB++OEHlC5dGnXq1MHcuXORmpqq7ZKIiIhID+lVS9DYsWPx6aefolSpUvj7778xZcoU3L9/H2vWrMnxOSkpKUhJSVHej4+PBwAkJCRovF4iIiJSj8zvbSGE+jYqtGzWrFkCQK638PDwbJ+7fft2AUDExsYWavu88cYbb7zxxpt+3O7evau2DCITQp2RKv9iY2MRGxub6zoVKlSAhYVFluWPHj2Ci4sLzp49i0aNGmX73Pdbgl68eAFXV1c8fPgQNjY2hStejyQkJKBcuXKIjIyEtbW1tsspMtxv7rcUcL+531IQHx+P8uXL4/nz5yhZsqRatqn17jA7OzvY2dkV6LkXL14EADg5OeW4jrm5OczNzbMst7GxkdQvTyZra2vut4Rwv6WF+y0tUt1vIyP1DWfWegjKq7CwMJw9exbu7u6wsbFBeHg4vvnmG3z55ZcoX768tssjIiIiPaM3Icjc3Bxbt26Fv78/UlJS4OrqimHDhmHixInaLo2IiIj0kN6EoE8//RRnz54t9HbMzc0xa9asbLvIDBn3m/stBdxv7rcUcL/Vt99aHxhNREREpA16d7JEIiIiInVgCCIiIiJJYggiIiIiSWIIIiIiIkkyyBC0bNkyVKxYERYWFqhXrx5OnTqV6/onTpxAvXr1YGFhgY8++ggrVqwookrVKz/7/b///Q9t2rRBmTJlYG1tjSZNmuDgwYNFWK365PfzzvTnn3/CxMQEderU0WyBGpLf/U5JScG0adPg6uoKc3NzVKpUCWvXri2iatUnv/sdHByM2rVro1ixYnBycsLgwYMRFxdXRNUW3smTJ9GpUyc4OztDJpNh586dH3yOIRzT8rvfhnJMK8jnnUmfj2kF2W91HNMMLgRt3boV48aNw7Rp03Dx4kU0b94cnp6eePjwYbbr379/H1988QWaN2+OixcvYurUqfj666/x+++/F3HlhZPf/T558iTatGmD/fv34/z583B3d0enTp2UZ+HWF/nd70zx8fEYMGAAWrVqVUSVqldB9rtXr144cuQIAgMDcfPmTWzevBnVqlUrwqoLL7/7ffr0aQwYMADe3t64evUqtm3bhvDwcAwdOrSIKy+4xMRE1K5dG0uWLMnT+oZyTMvvfhvKMS2/+51J349pBdlvtRzT1HYVMh3RsGFDMXz4cJVl1apVE5MnT852/YkTJ4pq1aqpLPP19RWNGzfWWI2akN/9zk716tWFv7+/ukvTqILud+/evcX06dPFrFmzRO3atTVYoWbkd7//+OMPYWNjI+Li4oqiPI3J734vWLBAfPTRRyrLFi9eLFxcXDRWoyYBEDt27Mh1HUM5pr0rL/udHX08pr0rP/ut78e0d+Vlv9V1TDOolqDU1FScP38ebdu2VVnetm1bnDlzJtvnhIWFZVm/Xbt2OHfuHNLS0jRWqzoVZL/fJ5fL8fLlS9ja2mqiRI0o6H4HBQXh7t27mDVrlqZL1IiC7Pfu3btRv359zJ8/H2XLlkWVKlUwYcIEJCcnF0XJalGQ/W7atCmioqKwf/9+CCEQExOD7du3o0OHDkVRslYYwjFNHfTxmFZQ+n5MKwh1HdP05ozReREbG4uMjAw4ODioLHdwcEB0dHS2z4mOjs52/fT0dMTGxuZ6cVZdUZD9ft/ChQuRmJiIXr16aaJEjSjIft++fRuTJ0/GqVOnYGKin7/+Bdnve/fu4fTp07CwsMCOHTsQGxuLkSNH4tmzZ3ozLqgg+920aVMEBwejd+/eeP36NdLT0/Hll1/i119/LYqStcIQjmnqoI/HtIIwhGNaQajrmGZQLUGZZDKZyn0hRJZlH1o/u+W6Lr/7nWnz5s3w8/PD1q1bYW9vr6nyNCav+52RkQEvLy/4+/ujSpUqRVWexuTn85bL5ZDJZAgODkbDhg3xxRdfYNGiRVi3bp1etQYB+dvva9eu4euvv8bMmTNx/vx5HDhwAPfv38fw4cOLolStMZRjWkHp+zEtrwztmJYf6jqmGVRstLOzg7GxcZb/FT558iTL/4wyOTo6Zru+iYkJSpcurbFa1akg+51p69at8Pb2xrZt29C6dWtNlql2+d3vly9f4ty5c7h48SJGjx4NQPGHJISAiYkJDh06BA8PjyKpvTAK8nk7OTmhbNmysLGxUS77+OOPIYRAVFQU3NzcNFqzOhRkvwMCAtCsWTN8++23AIBatWrBysoKzZs3x5w5cwyyVcQQjmmFoc/HtPwylGNaQajrmGZQLUFmZmaoV68eQkNDVZaHhoaiadOm2T6nSZMmWdY/dOgQ6tevD1NTU43Vqk4F2W9A8b+lQYMGISQkRC/HSOR3v62trfHPP//g0qVLytvw4cNRtWpVXLp0CY0aNSqq0gulIJ93s2bN8N9//+HVq1fKZbdu3YKRkRFcXFw0Wq+6FGS/k5KSYGSkepgzNjYG8LZ1xNAYwjGtoPT9mJZfhnJMKwi1HdMKNaxaB23ZskWYmpqKwMBAce3aNTFu3DhhZWUlIiIihBBCTJ48WfTv31+5/r1790SxYsXEN998I65duyYCAwOFqamp2L59u7Z2oUDyu98hISHCxMRELF26VDx+/Fh5e/HihbZ2oUDyu9/v09eZFPnd75cvXwoXFxfRo0cPcfXqVXHixAnh5uYmhg4dqq1dKJD87ndQUJAwMTERy5YtE3fv3hWnT58W9evXFw0bNtTWLuTby5cvxcWLF8XFixcFALFo0SJx8eJF8eDBAyGE4R7T8rvfhnJMy+9+v09fj2n53W91HdMMLgQJIcTSpUuFq6urMDMzE59++qk4ceKE8rGBAweKFi1aqKx//PhxUbduXWFmZiYqVKggli9fXsQVq0d+9rtFixYCQJbbwIEDi77wQsrv5/0ufT1gCJH//b5+/bpo3bq1sLS0FC4uLmL8+PEiKSmpiKsuvPzu9+LFi0X16tWFpaWlcHJyEv369RNRUVFFXHXBHTt2LNe/VUM9puV3vw3lmFaQz/td+npMK8h+q+OYJhPCQNuEiYiIiHJhUGOCiIiIiPKKIYiIiIgkiSGIiIiIJIkhiIiIiCSJIYiIiIgkiSGIiIiIJIkhiIiIiCSJIYiIiIgkiSGIiIiIJIkhiIiIiCSJIYiIDMLs2bPxySefwMrKCg4ODhgxYgTS0tK0XRYR6TATbRdARFRYQghkZGRg5cqVKFu2LK5du4YBAwagVq1aGDFihLbLIyIdxQuoEpFB8vLyQpkyZfDLL79ouxQi0lHsDiMivffgwQOMHj0aNWvWRKlSpVC8eHH89ttvcHFx0XZpRKTDGIKISK/FxsaiYcOGiI2NxaJFi3D69GmEhYXB2NgYderU0XZ5RKTDOCaIiPTa/v37kZ6ejs2bN0MmkwEAli5ditTUVIYgIsoVQxAR6TVbW1skJCRg9+7dqF69Ovbs2YOAgACULVsWZcqU0XZ5RKTDODCaiPSaEAIjRoxASEgILC0t8dVXX+H169d48OAB9u7dq+3yiEiHMQQRERGRJHFgNBEREUkSQxARERFJEkMQERERSRJDEBEREUkSQxARERFJEkMQERERSRJDEBEREUkSQxARERFJEkMQERERSRJDEBEREUkSQxARERFJEkMQERERSdL/A154JukbXmbhAAAAAElFTkSuQmCC", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkEAAAHFCAYAAAD1zS3+AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAABdoklEQVR4nO3dd1hT1/8H8HfCFiWKyBJEtLitG+tG6qLuPb5aUVTcq/4cta2jKlWrtUNx4Wqdta62ziqgVq1opda9QImCigMUGZKc3x9ISmTISMh6v54nD+bm5OZzE7h5e86590qEEAJEREREJkaq6wKIiIiIdIEhiIiIiEwSQxARERGZJIYgIiIiMkkMQURERGSSGIKIiIjIJDEEERERkUliCCIiIiKTxBBEREREJokhiHTKx8cHPj4+ui6j0Pz9/VGyZMl8ta1YsSL8/f21Wo9EIsHs2bO1+hrv8urVK8yePRthYWE6rcNQHD16FA0bNoStrS0kEgn27NmDDRs2QCKRIDo6WtVuy5YtWLZsmVZq+Oyzz1ChQgWYm5ujdOnSBX6+v78/KlasqPG69M2mTZvQr18/VK1aFVKpNM9tvnDhArp16wZXV1eUKFEC1apVw9y5c/Hq1aviK5jeyVzXBZBpW7Fiha5LKDa7d++GnZ2drsvQulevXmHOnDkAYNABtzgIIdCnTx9UqVIF+/btg62tLapWrYr09HScPn0aLi4uqrZbtmzBpUuXMHHiRI3WsHfvXsyfPx8zZ86En58frKysNLp+Y/Ljjz8iLi4O3t7eUCqVeP36dY7trly5gqZNm6Jq1apYtmwZHBwccPz4ccydOxfnz5/H3r17i7lyyg1DEOlUjRo1dF1CsalXr56uSyANSk5OhrW1NSQSSaHX8eDBAzx9+hTdu3fHhx9+qPZYuXLlilpivly6dAkAMH78eDg6OhbLa2qKJj6Dgjh06BCk0owBlE6dOqneu7dt2bIFKSkp+OWXX1C5cmUAgK+vL2JjY7F69Wo8e/YMZcqUKZaaKW8cDqN8mz17NiQSCS5fvoz+/ftDJpPByckJQ4cORUJCglrblJQUzJgxA56enrC0tET58uUxZswYPH/+XK1dTsNhwcHBqFOnDkqWLIlSpUqhWrVq+PTTTwEA0dHRMDc3R1BQULb6jh8/DolEgp9//jnP7Xj+/Dk++eQTVKpUCVZWVnB0dMRHH32Ea9euAQDCwsIgkUiyDedER0dDIpFgw4YN2dZ5+fJlfPjhh7C1tUW5cuUwduzYbN3eOQ2HvasWTYiLi0NgYCDc3NxgaWkJT09PzJkzB+np6Wrt5syZg8aNG8Pe3h52dnaoX78+QkJC8PY1lo8dOwYfHx+ULVsWNjY2qFChAnr27IlXr14hOjpa9eU9Z84cSCQSSCSSdw4Dvnr1ClOmTIGnpyesra1hb2+Phg0bYuvWrWrtNmzYgKpVq8LKygrVq1fHpk2bsg3FFOTzO3fuHPr164eKFSvCxsYGFStWRP/+/XH37t1sryuRSHD48GEMHToU5cqVQ4kSJZCamgoA2L59O5o0aQJbW1uULFkS7du3x4ULF/Lc5tmzZ8PNzQ0AMG3aNEgkEtV2vD0c5uPjg99//x13795Vvafv+uJXKpVYtGgRqlWrpvrd+vjjjyGXy1VtKlasiM8++wwA4OTklK/h1Jw+g5ykpaVh3rx5qtcvV64chgwZgsePH6u1S01NxSeffAJnZ2eUKFECLVu2xPnz57P9vWjqMzh37hy6dOkCe3t7WFtbo169etixY0ee25wpMwC9i4WFBQBAJpOpLS9dujSkUiksLS3ztR7SPvYEUYH17NkTffv2RUBAAP7991/MmDEDALBu3ToAGV383bp1w9GjRzFjxgy0aNECFy9exKxZs3D69GmcPn061y73bdu2YfTo0Rg3bhy+/vprSKVS3Lp1C1euXAGQsdPu0qULVq5cialTp8LMzEz13B9++AGurq7o3r17rrW/ePECzZs3R3R0NKZNm4bGjRvj5cuXOH78OGJjY1GtWrUCvx+vX7/GRx99hMDAQEyfPh2nTp3CvHnzcPfuXfz6669FrsXf3x8bN25EVFRUgeddZHbdS6VSfPHFF6hcuTJOnz6NefPmITo6GuvXr1e1jY6ORmBgICpUqAAAOHPmDMaNG4f79+/jiy++ULXp2LEjWrRogXXr1qF06dK4f/8+Dh48iLS0NLi4uODgwYPo0KEDAgICMGzYMADv7tWYPHkyfvzxR8ybNw/16tVDUlISLl26hCdPnqjabNiwAUOGDEHXrl2xZMkSJCQkYPbs2UhNTc33l9PboqOjUbVqVfTr1w/29vaIjY1FcHAwGjVqhCtXrsDBwUGt/dChQ9GxY0f8+OOPSEpKgoWFBRYsWIDPPvsMQ4YMwWeffYa0tDQsXrwYLVq0wNmzZ3Pt7Rw2bBjq1KmDHj16YNy4cRgwYECufxcrVqzAiBEjcPv2bezevTtf2zZq1CisXr0aY8eORadOnRAdHY3PP/8cYWFh+Pvvv+Hg4IDdu3dj+fLlCAkJwcGDByGTyVTBLCf5/QyUSiW6du2KEydOYOrUqWjatCnu3r2LWbNmwcfHB+fOnYONjQ0AYMiQIdi+fTumTp0KX19fXLlyBd27d0diYmKONRTlMwgNDUWHDh3QuHFjrFy5EjKZDNu2bUPfvn3x6tUrjc3ZGzx4MJYtW4ZRo0Zh4cKFKFeuHMLDw7Fq1SqMGTMGtra2Gnkd0gBBlE+zZs0SAMSiRYvUlo8ePVpYW1sLpVIphBDi4MGDObbbvn27ACBWr16tWtaqVSvRqlUr1f2xY8eK0qVL51lHaGioACB2796tWnb//n1hbm4u5syZk+dz586dKwCII0eOvHP9oaGhasujoqIEALF+/XrVssGDBwsA4ttvv1VrO3/+fAFAnDx5UrXMw8NDDB48uEC1CCHE0KFDhZmZmYiOjs6znRBCABCzZs1S3Q8MDBQlS5YUd+/eVWv39ddfCwDi8uXLOa5HoVCI169fi7lz54qyZcuqPtudO3cKACIyMjLXGh4/fpytjnepVauW6NatW66PKxQK4erqKurXr6+qRQghoqOjhYWFhfDw8FAtK8jn97b09HTx8uVLYWtrq/aZrl+/XgAQH3/8sVr7e/fuCXNzczFu3Di15S9evBDOzs6iT58+eWz1fzUtXrxYbXnm60VFRamWdezYUW0783L16lUBQIwePVpt+V9//SUAiE8//VS1LPPv+vHjx3musyCfwdatWwUA8csvv6itIyIiQgAQK1asEEIIcfnyZQFATJs2Ta1d5vOz/r1o4jOoVq2aqFevnnj9+rVa206dOgkXFxehUCjyfA+yetfncfXqVVGtWjUBQHUbP3682ntHusfhMCqwLl26qN1///33kZKSgkePHgHIGC4BkO1/Vb1794atrS2OHj2a67q9vb3x/Plz9O/fH3v37kV8fHy2Nj4+PqhTpw6WL1+uWrZy5UpIJBKMGDEiz9oPHDiAKlWqoE2bNnm2K6j//e9/avcHDBgAION/nkWtJSQkBOnp6fDw8ChwXb/99htat24NV1dXpKenq25+fn4AgPDwcFXbY8eOoU2bNpDJZDAzM4OFhQW++OILPHnyRPXZ1q1bF5aWlhgxYgQ2btyIO3fuFKierDWkp6erhtq8vb1x4MABTJ8+HWFhYUhOTlZ73vXr1/HgwQMMGDBAbRjIw8MDTZs2LfD7kunly5eYNm0a3nvvPZibm8Pc3BwlS5ZEUlISrl69mq19z5491e4fOnQI6enp+Pjjj9W2y9raGq1atdLZEXKZv3dv/w16e3ujevXqef4N5qYgn8Fvv/2G0qVLo3PnzmrvS926deHs7Kx6XzJ///r06aP2/F69esHcPOeBisJ+Brdu3cK1a9dUf6tZ23700UeIjY3F9evXC/y+5CQ6OhqdO3dG2bJlsXPnToSHh2PRokXYsGGDqneU9AOHw6jAypYtq3Y/sws/84vryZMnMDc3zzYEIpFI4OzsrDbE8bZBgwYhPT0da9asQc+ePaFUKtGoUSPMmzcPbdu2VbUbP348hg0bhuvXr6NSpUpYs2YNevXqBWdn5zxrf/z4sWq4R1PMzc2zvSeZdeS1rdqo5W0PHz7Er7/+qpqj8LbMkHn27Fm0a9cOPj4+WLNmjWr+0J49ezB//nzVZ1u5cmX88ccfWLRoEcaMGYOkpCRUqlQJ48ePx4QJE/KsJTo6Gp6enmrLQkND4ePjg++++w5ubm7Yvn07Fi5cCGtra7Rv3x6LFy+Gl5eX6n3M6fN1dnZWO5S8IAYMGICjR4/i888/R6NGjWBnZweJRIKPPvooWxADoHa0FpDx/gJAo0aNclx/YYfpiirz/Xq7XgBwdXXNNuepIOvMz2fw8OFDPH/+PNe5L5m/d5nrdHJyUns8p7+pTIX9DDLbTZkyBVOmTMmzrqKaPn06EhMTERkZqRr6atmyJRwcHDB06FB8/PHHaNWqlUZei4qGIYg0rmzZskhPT8fjx4/VgpAQAnFxcbnurDINGTIEQ4YMQVJSEo4fP45Zs2ahU6dOuHHjhqo3ZMCAAZg2bRqWL1+ODz74AHFxcRgzZsw7aytXrpzaxNCcWFtbA4BqwmWm3HaQ6enpePLkidpOOy4uDkD2wFjQWorKwcEB77//PubPn5/j466urgAy5mJZWFjgt99+U20/AOzZsyfbc1q0aIEWLVpAoVDg3Llz+P777zFx4kQ4OTmhX79+udbi6uqKiIgItWVVq1YFANja2mLOnDmYM2cOHj58qOoV6ty5M65du6Z6HzPf16zeXpbfzy8hIQG//fYbZs2ahenTp6uWp6am4unTpzluw9uTkTPnDO3cubNQPXXakvl+xcbGZpvj8+DBg2xznQqyzvx8Bg4ODihbtiwOHjyY47pKlSqlts6HDx+ifPnyqscz/6ZyUtjPILPdjBkz0KNHjxzbZP4+FlVkZCRq1KiRbe5P5r7v0qVLDEF6gsNhpHGZh/r+9NNPast/+eUXJCUlZTsUODe2trbw8/PDzJkzkZaWhsuXL6ses7a2Vg3JLF26FHXr1kWzZs3euU4/Pz/cuHFDNWSXk8zJxxcvXlRbvm/fvlyfs3nzZrX7W7ZsAZD3eXLyU0tRZR7GW7lyZTRs2DDbLTMESSQSmJubq000T05Oxo8//pjrus3MzNC4cWPVsOTff/8NIHvPYCZLS8tsr5/5ZZiVk5MT/P390b9/f1y/fh2vXr1C1apV4eLigq1bt6odrXb37l2cOnVK7fn5/fwkEgmEENkmI69duxYKhSLX7c6qffv2MDc3x+3bt3N8fxs2bJiv9eSHlZVVjr1TOfH19QWQ/W8wIiICV69ezfffYFYF+Qw6deqEJ0+eQKFQ5PieZIaNli1bAsg4siurnTt3Zjt6MTf5/QyqVq0KLy8v/PPPP7m2y+n3sTBcXV1x+fJlvHz5Um356dOnASDPyedUvNgTRBrXtm1btG/fHtOmTUNiYiKaNWumOjqsXr16GDRoUK7PHT58OGxsbNCsWTO4uLggLi4OQUFBkMlk2XqQRo8ejUWLFuH8+fNYu3ZtvmqbOHEitm/fjq5du2L69Onw9vZGcnIywsPD0alTJ7Ru3RrOzs5o06YNgoKCUKZMGXh4eODo0aPYtWtXjuu0tLTEkiVL8PLlSzRq1Eh1dJifnx+aN29epFoAICAgABs3bsTt27cL3Nswd+5cHDlyBE2bNsX48eNRtWpVpKSkIDo6Gvv378fKlSvh5uaGjh07YunSpRgwYABGjBiBJ0+e4Ouvv84WEFauXIljx46hY8eOqFChAlJSUlRHBWbObSpVqhQ8PDywd+9efPjhh7C3t4eDg0OeR7Y1btwYnTp1wvvvv48yZcrg6tWr+PHHH9GkSROUKFECAPDll19i2LBh6N69O4YPH47nz59j9uzZ2YZn8vv52dnZoWXLlli8eLGqvvDwcISEhOT7rMkVK1bE3LlzMXPmTNy5cwcdOnRAmTJl8PDhQ5w9e1bVw6UJtWvXxq5duxAcHIwGDRpAKpXmGrKqVq2KESNG4Pvvv4dUKoWfn5/q6DB3d3dMmjSpwK8vlUrz/Rn069cPmzdvxkcffYQJEybA29sbFhYWkMvlCA0NRdeuXdG9e3fUrFkT/fv3x5IlS2BmZgZfX19cvnwZS5YsgUwmy9dwYkE+g1WrVsHPzw/t27eHv78/ypcvj6dPn+Lq1av4+++/33l6jStXrqiOVI2Li8OrV6+wc+dOABnnPMs8Cm3ixIno1q0b2rZti0mTJsHBwQFnzpxBUFAQatSooZqTR3pAp9OyyaDkdhRJTkeyJCcni2nTpgkPDw9hYWEhXFxcxKhRo8SzZ8/Unvv20WEbN24UrVu3Fk5OTsLS0lK4urqKPn36iIsXL+ZYk4+Pj7C3txevXr3K93Y8e/ZMTJgwQVSoUEFYWFgIR0dH0bFjR3Ht2jVVm9jYWNGrVy9hb28vZDKZGDhwoDh37lyOR4fZ2tqKixcvCh8fH2FjYyPs7e3FqFGjxMuXL9Ve9+2jw/JbS+YRaFnf39wgh6OyHj9+LMaPHy88PT2FhYWFsLe3Fw0aNBAzZ85Uq3HdunWiatWqwsrKSlSqVEkEBQWJkJAQtdc+ffq06N69u/Dw8BBWVlaibNmyolWrVmLfvn1qr/nHH3+IevXqCSsrq2xH+eRk+vTpomHDhqJMmTKq1580aZKIj49Xa7d27Vrh5eUlLC0tRZUqVcS6devE4MGDsx2lk9/PTy6Xi549e4oyZcqIUqVKiQ4dOohLly5l+6wyf8cjIiJyrH/Pnj2idevWws7OTlhZWQkPDw/Rq1cv8ccff+S53QU5Ouzp06eiV69eonTp0kIikYh37b4VCoVYuHChqFKlirCwsBAODg5i4MCBIiYmRq1dfo8Oy5Tfz+D169fi66+/FnXq1BHW1taiZMmSolq1aiIwMFDcvHlT1S4lJUVMnjxZODo6Cmtra/HBBx+I06dPC5lMJiZNmpTtPSnqZ/DPP/+IPn36CEdHR2FhYSGcnZ2Fr6+vWLly5Tu3PfO9yun29t/dsWPHRLt27YSzs7OwsbERVapUEZ988km232nSLYkQb50JjchAPHr0CB4eHhg3bhwWLVqk63JIR/z9/REWFlboydGkf06dOoVmzZph8+bNqiMtibSBw2FkcORyOe7cuYPFixdDKpW+86gkItJfR44cwenTp9GgQQPY2Njgn3/+wVdffQUvL69cJzATaQpDEBmctWvXYu7cuahYsSI2b96sdlQJERkWOzs7HD58GMuWLcOLFy/g4OAAPz8/BAUFqR2pSKQNHA4jIiIik6Q3h8gHBwfj/fffh52dHezs7NCkSRMcOHBA9bgQArNnz4arqytsbGzg4+Ojdsg0ERERUUHoTQhyc3PDV199hXPnzuHcuXPw9fVF165dVUFn0aJFWLp0KX744QdERETA2dkZbdu2xYsXL3RcORERERkivR4Os7e3x+LFizF06FC4urpi4sSJmDZtGoCMs7o6OTlh4cKFCAwM1HGlREREZGj0cmK0QqHAzz//jKSkJDRp0gRRUVGIi4tDu3btVG2srKzQqlUrnDp1Ks8QlJqaqnb6fKVSiadPn6Js2bLZTr9ORERE+kkIgRcvXsDV1VVj1+XTqxD077//okmTJkhJSUHJkiWxe/du1KhRQ3VK9rcvsufk5PTOCwEGBQVp7IytREREpFsxMTEau/SIXoWgqlWrIjIyEs+fP8cvv/yCwYMHIzw8XPX42z03Qoh39ubMmDEDkydPVt1PSEhAhQoVEBMTAzs7O81uABEREWlFYmIi3N3dNXaNN0DPQpClpSXee+89AEDDhg0RERGBb7/9VjUPKC4uDi4uLqr2jx49ytY79DYrK6ts1z8CoDoKjYiIiAyHJqey6M3RYTkRQiA1NRWenp5wdnbGkSNHVI+lpaUhPDwcTZs21WGFREREZKj0pifo008/hZ+fH9zd3fHixQts27YNYWFhOHjwICQSCSZOnIgFCxbAy8sLXl5eWLBgAUqUKMHryhAREVGh6E0IevjwIQYNGoTY2FjIZDK8//77OHjwINq2bQsAmDp1KpKTkzF69Gg8e/YMjRs3xuHDhzU6NkhERESmQ6/PE6QNiYmJkMlkSEhI4JwgIiIiA6GN72+9nhNEREREpC0MQURERGSSGIKIiIjIJDEEERERkUliCCIiIiKTxBBEREREJokhiIiIiEwSQxARERGZJIYgIiIiMkkMQURERGSSGIKIiIjIJDEEERERkUliCCIiIiKTxBBEREREJokhiIiIiEwSQxARERGZJIYgIiIiMkkMQURERGSSGIKIiIjIJDEEERERkUliCCIiIiKTxBBEREREJokhiIiIiEwSQxARERGZJIYgIiIiMkkMQURERGSSGIKIiIjIJDEEERERkUliCCIiIiKTxBBEREREJokhiIiIiEwSQxARERGZJIYgIiIiMkkMQURERGSSGIKIiIjIJDEEERERkUliCCIiIiKTxBBEREREJokhiIiIiEwSQxARERGZJIYgIiIiMkkMQURERGSS9CYEBQUFoVGjRihVqhQcHR3RrVs3XL9+Xa2Nv78/JBKJ2u2DDz7QUcVERERkyPQmBIWHh2PMmDE4c+YMjhw5gvT0dLRr1w5JSUlq7Tp06IDY2FjVbf/+/TqqmIiIiAyZua4LyHTw4EG1++vXr4ejoyPOnz+Pli1bqpZbWVnB2dm5uMsjIiIyCa9evcLUqVOxb98+1K5dGz/88AM8PT11XZZW6E0IeltCQgIAwN7eXm15WFgYHB0dUbp0abRq1Qrz58+Ho6NjrutJTU1Famqq6n5iYqJ2CiYiIjJwQgj0798f+/btAwDExMTA19cXkZGRkMlkOq5O8/RmOCwrIQQmT56M5s2bo1atWqrlfn5+2Lx5M44dO4YlS5YgIiICvr6+aiHnbUFBQZDJZKqbu7t7cWwCERGRwdm0aRP27dsHS0tLbNiwAZ6enoiOjsb8+fN1XZpWSIQQQtdFvG3MmDH4/fffcfLkSbi5ueXaLjY2Fh4eHti2bRt69OiRY5uceoLc3d2RkJAAOzs7jddORERkiNLS0lC5cmXI5XIEBQVh+vTp+PXXX9GlSxfIZDLExMSgVKlSOqsvMTERMplMo9/fetcTNG7cOOzbtw+hoaF5BiAAcHFxgYeHB27evJlrGysrK9jZ2andiIiISN3mzZshl8vh4uKCSZMmAQA6duyIKlWqICEhAT/++KOOK9Q8vQlBQgiMHTsWu3btwrFjx/I1CevJkyeIiYmBi4tLMVRIRERkvFatWgUAmDBhAqysrAAAUqkUI0aMAAD88ssvOqtNW/QmBI0ZMwY//fQTtmzZglKlSiEuLg5xcXFITk4GALx8+RJTpkzB6dOnER0djbCwMHTu3BkODg7o3r27jqsnIiIyXDdv3sRff/0FMzMz+Pv7qz3WrVs3ABmnsnn69GnxF6dFehOCgoODkZCQAB8fH7i4uKhu27dvBwCYmZnh33//RdeuXVGlShUMHjwYVapUwenTp3U6RklERGToNm/eDABo27YtnJyc1B6rXLkyateuDYVCYXTn5tObQ+TfNT/bxsYGhw4dKqZqiIiITIMQAps3bgQADPzooxzb+Pn54d9//0VYWBgGDhxYnOVpld70BBEREVHxu/zll7gVHQ1rAF0nTABCQrK1adGiBQDgxIkTxVyddjEEERERmSq5HPtnzwYAtAZQUgggMBCQy9WaNWvWDBKJBDdu3EBcXFzx16klDEFERESm6uZNHHgzHUU1EKZQALduqTUrU6YM3n//fQDAyZUrs4UkQ8UQREREZKISnJxw8s2//TIXmpkB772XrW2T0qUBABFz5gAeHjkOmxkahiAiIiIT9cfVq0gHUAVAZSAjAK1aBbx9smK5HA2PHwcARACAUpnjsJmh0Zujw4iIiKh4HThwAADgFxAADByY0QOU09Uabt5EozfDZo8ACACSzGGzd1zdQZ8xBBEREZkgIQQOHjwIAPDr3Rvw8cm9sZcXakokiBMCqrMI5TJsZkg4HEZERGSCbt26hfv378PS0lJ1CHyu3NxgtmYNnMzMMu7nNmxmYNgTREREZILCw8MBAN7e3ihRosS7nxAQALRvnzEEltuwmYFhCCIiIjJBYWFhAACfvIbB3ubmZhThJxOHw4iIiEyMEELVE1SgEGRkGIKIiIhMzJ07dyCXy2FhYYEmTZrouhydYQgiIiIyMQWeD2SkGIKIiIhMTGYIatWqlY4r0S2GICIiIhNTqEnRRoghiIiIyIRER0fj3r17MDc3R9OmTXVdjk4xBBEREZmQzF6gRo0awdbWVrfF6BhDEBERkQnhfKD/MAQRERGZEIag/zAEERERmYiYmBhERUVBKpWiWbNmui5H5xiCiIiITMSJEycAAPXr10epUqV0XI3uMQQRERGZiMyhsJYtW+q4Ev3AEERERGQijh8/DoDzgTIxBBEREZmAR48e4dq1a5BIJGjevLmuy9ELDEFEREQmILMXqHbt2rC3t9dxNfrBXNcFEBERkRbJ5cDNmzi+fz8AzgfKiiGIiIjIWIWEACNGAEoljr9ZxBD0Hw6HERERGSO5XBWAngG4+GZxy/fe02VVeoUhiIiIyBjdvAkolQCAkwAEgKoAnBISdFmVXmEIIiIiMkZeXoA042s+cyislUQCsCdIhSGIiIjIGLm5AatXA2ZmCH+zqGVAQMZyAsAQREREZLwCApBw8SL+ftMj1PKLL3RckH5hCCIiIjJi4bduQaFUokqVKnB3d9d1OXqFIYiIiMiI/fHHHwCANm3a6LgS/cMQREREZMQYgnLHEERERGSk5HI5rl69CqlUCh8fH12Xo3cYgoiIiIzU0aNHAQANGzZEmTJldFyN/mEIIiIiMlIcCssbQxAREZERUiqVOHz4MACGoNwwBBERERmhs2fP4tGjR7Czs0Pz5s11XY5eYggiIiIyQr/++isAoEOHDrCwsNBxNfpJb0JQUFAQGjVqhFKlSsHR0RHdunXD9evX1doIITB79my4urrCxsYGPj4+uHz5so4qJiIi0l+//fYbAKBz5846rkR/6U0ICg8Px5gxY3DmzBkcOXIE6enpaNeuHZKSklRtFi1ahKVLl+KHH35AREQEnJ2d0bZtW7x48UKHlRMREemXu3fv4uLFi5BKpfDz89N1OXrLXNcFZDp48KDa/fXr18PR0RHnz59Hy5YtIYTAsmXLMHPmTPTo0QMAsHHjRjg5OWHLli0IDAzURdlERER6J7MXqGnTpihbtqyOq9FfetMT9LaEhAQAgL29PQAgKioKcXFxaNeunaqNlZUVWrVqhVOnTumkRiIiIn20Z88eABwKexe96QnKSgiByZMno3nz5qhVqxYAIC4uDgDg5OSk1tbJyQl3797NdV2pqalITU1V3U9MTNRCxURERPrh4cOHOHbsGACgZ8+eOq5Gv+llT9DYsWNx8eJFbN26NdtjEolE7b4QItuyrIKCgiCTyVQ3XkGXiIiM2c6dO6FUKuHt7Y3KlSvruhy9pnchaNy4cdi3bx9CQ0Ph5uamWu7s7Azgvx6hTI8ePcrWO5TVjBkzkJCQoLrFxMRop3AiIiI9kNmB0K9fPx1Xov/0JgQJITB27Fjs2rULx44dg6enp9rjnp6ecHZ2xpEjR1TL0tLSEB4ejqZNm+a6XisrK9jZ2andiIiIjNGdO3fw559/QiKRoE+fProuR+/pzZygMWPGYMuWLdi7dy9KlSql6vGRyWSwsbGBRCLBxIkTsWDBAnh5ecHLywsLFixAiRIlMGDAAB1XT0REpHtr164FALRt2xbly5fXcTX6T29CUHBwMADAx8dHbfn69evh7+8PAJg6dSqSk5MxevRoPHv2DI0bN8bhw4dRqlSpYq6WiIhIv7x+/Rrr1q0DAJ42Jp8kQgih6yKKU2JiImQyGRISEjg0RkRExUsuB27eBLy8gCzzXjVh586d6N27N5ycnBATE2N0l8rQxve33swJIiIiMmohIYCHB+Drm/EzJERjqxZCYPHixQCAYcOGGV0A0hb2BBEREWmbXJ4RfJTK/5aZmQHR0RrpETp69CjatGkDa2tr3L17F46OjkVep75hTxAREZEhunlTPQABgEIB3LpV5FULIfDll18CAIYPH26UAUhbGIKIiIi0zcsLkL71lWtmBrz3XpFXvWvXLoSHh8PKygpTpkwp8vpMCUMQERGRtrm5AatXZwQfIOPnqlW5D4XJ5UBoaMbPPCQlJWHy5MkAgGnTpqFChQqarNroMQQREREVh4CAjDlAoaEZPwMCcm5XgAnUY8eOxb179+Du7o5p06ZppWxjpjfnCSIiIjJGL168wNGjR3Hu3Dncv38fCQkJsLW1hYuLC2rXro0mTZqgcuXKGdfBlMuBESP+mz+kVAKBgUD79tl6jVatWoUNGzZAKpVi06ZNKFGihA62zrAxBBEREWnB5cuXERQUhF9++QUpKSl5tvXy8kK3bt3Qzd0dHyiV6sM0mROos4SglStXYvTo0QCAuXPnZjvRMOUPD5EnIiLSoKdPn+KTTz7Bxo0bkfkV6+XlhVatWqFy5cqQyWR4+fIlYmJicO7cOZw/fx5paWmq5zsD6AqgO4AmAOzeHEovypdHREQEvvrqK+zevRsAMHLkSKxYsSKjF8nIaeP7mz1BREREGnLo0CH4+/urrn/Zo0cPTJ8+HQ0bNsw1qLx48QIHDx7E7t278fvvvyMuMRGrAKx687hH6dIo2aEDYmNj8fTpUwCAmZkZvvzyS0yfPt0kApC2sCeIiIioiIQQ+PrzzzE9KAhKpRLVqlXDunXr0KRJkwKtJy0tDaGhodj900/Yf/gwYh49Unvc2toaPXv2xLRp01C7dm1NboLe08b3N0MQERFRESiVSozx9cXK8HAAwDAA3wcHw3rkyCKvOz4+Hjdu3EBycjIcHBxQpUoV2NjYFHm9hoghSAMYgoiISFMUCgWG9e+PDT//DAmA7wCMASDR4CUxKAMvm0FERKQnlEolhgwZgg0//wwzAD8BGAtAAmjskhikXQxBREREhTB16lT8+OOPMDc3xzaJBAOyPqihS2KQdjEEERERFdCSJUuwZMkSAMC6devQa82a/F8SQ1PyeWkNyh0PkSciIiqAbdu2qS5UumjRIgwaNCjjgfbtM4bA3ntP+wEoJOS/M0tLpRnXJcvtMhyUK06MJiIiyqdz586hRYsWSElJwaRJk7BkyZLiP0+PXJ5xTbHMS2sAGb1PRj4RmxOjiYiIdCQuLg7du3dHSkoKOnfujK+//lo3Jyq8eVM9AAGciF1IDEFERETvkJqaip49e0Iul6N69er46aefIJXq6CvUyytjCCwrTsQuFIYgIiKiPAghMGbMGJw6dQqlS5fG3r17dTudws0tYw5QcU/ENkKcGE1ERJSHFStWICQkBFKpFNu2bYOXl5euS8qYBF2cE7GNFEMQERFRLsLDwzFx4kQAwMIZM9C+fXvdFpSVmxvDTxFxOIyIiCgH9+7dQ+/OnZGeno7+AD5ZsCDj0HQyGgxBREREb0lOTkaPTp3w+MUL1AWwFoBECCAwkCcnNCIMQURERFkIITBy5Eic//dflAWwG0CJzAd5KLpRYQgiIiLK4vvvv8emTZtgZmaGHRIJKmZ9kIeiGxWGICIiojdCQ0MxefJkAMDXX38NX11cE4yKDY8OIyIiAnDr1i307t0bCoUCAwcOxIQJEwCJhIeiGzGGICIiMj5yecblJby88hVc4uPj4efnhydPnqBRo0ZYvXr1f5fE4KHoRovDYUREZFxCQjIuMOrrm/HzHYe1p6SkoFu3brh16xYqVqyIX3/9FTY2NsVULOkSQxARERkPuRwYMeK/C4wqlXke1q5UKuHv748///wTpUuXxv79++Hk5FSMBZMuMQQREZHxKMAV1oUQGD16NLZv3w4LCwvs2rUL1atXL6ZCSR8wBBERkfHI5xXWhRCYNGkSVq1aBYlEgk2bNqF169bFWCjpA4YgIiIyHvm4wroQAtOnT8e3334LAFj3f/+Hfs2b66Ja0jGJEELouojilJiYCJlMhoSEBNjZ2em6HCIi0ga5PMfD2hUKBcaOHYuVK1cCAFZIJBglREbv0erVGVdnJ72kje9vhiAiIjIJKSkpGDx4MHbs2AGJRIIVAEZm/Qo0MwOio3k4vJ7Sxvc3h8OIiMjoPXjwAD4+PtixYwcsLCyw7fPP1QMQwOuCmSCGICIiMmonT55Ew4YN8ddff6FMmTI4cOAA+gwfnq8J1GTcGIKIiMgopaWlYebMmWjVqhViY2NRs2ZNRERE4MMPP8zXBGoyfrxsBhERGZ1Tp05hzJgxiIyMBAB8/PHH+OGHH1CqVKn/GgUE8LpgJo4hiIiIjMaDBw8wY8YMbNq0CQBQpkwZrFq1Cr179875CbwumEnTq+Gw48ePo3PnznB1dYVEIsGePXvUHvf394dEIlG7ffDBB7oploiI9Mb9+/cxfvx4VKpUCZs2bYJEIkFAQACuXbuWewAik6dXPUFJSUmoU6cOhgwZgp49e+bYpkOHDli/fr3qvqWlZXGVR0REekQIgRMnTmDNmjXYsWMH0tLSAADNmjXD0qVL4e3treMKSd/pVQjy8/ODn59fnm2srKzg7OxcTBUREZG+efz4MTZu3Ii1a9fi+vXrquUtWrTArFmz4OvrC4lEosMKyVDoVQjKj7CwMDg6OqJ06dJo1aoV5s+fD0dHR12XRUREWqRUKnH06FGsWbMGe/bswevXrwEAtra26N+/P4YPH45GjRox/FCBGFQI8vPzQ+/eveHh4YGoqCh8/vnn8PX1xfnz52FlZZXjc1JTU5Gamqq6n5iYWFzlEhFRQcjlGVeB9/JSTVZ++PAhQkJCsHbtWkRFRamaNmrUCMOHD0e/fv3Uj/giKgCDCkF9+/ZV/btWrVpo2LAhPDw88Pvvv6NHjx45PicoKAhz5swprhKJiKgwQkKAESMApRJCIsHxKVMQfO8edu3aper1kclkGDhwIIYPH446derouGAyBgYVgt7m4uICDw8P3Lx5M9c2M2bMwOTJk1X3ExMT4e7uXhzlERFRfsjlwIgRUCqV2ANgvhD4e/Fi1cMffPABAgMD0adPH5QoUUJnZZLxMegQ9OTJE8TExMDFxSXXNlZWVrkOlRERUTHJYagrk7hxA78plZgO4MqbZSUADOzUCSPnzkW9evXyvS6igtCr8wS9fPkSkZGRqjN8RkVFITIyEvfu3cPLly8xZcoUnD59GtHR0QgLC0Pnzp3h4OCA7t2767ZwIiLKXUgI4OEB+Ppm/AwJUT3077//ou2sWeiCjABkB+AzAHelUqwKDs4egPJYF1FBSYR4+zK6uhMWFobWrVtnWz548GAEBwejW7duuHDhAp4/fw4XFxe0bt0aX375ZYGGtxITEyGTyZCQkAA7OztNlk9ERG+TyzPCilL53zIzM6Rev46569Zh4cKFUCgUsDQ3x2SFAtOEQOnM63gFBORrXYiOZo+QCdDG97deDYf5+Pggr0x26NChYqyGiIiK7OZN9dACIFKhwMft2uHfO3cAAD179sTixYvhaWGR93W8clgXFIqM5zAEUSHoVQgiIiIj4+UFSKWq8LIGwFgAaXfuwMHBAStXrlS/QkBeYeatdQHI6Al67z2tlE7GT6/mBBERkZFxcwNWr0aqVIrhAEYASAPQpUsXXL58OddLJOW1LpiZZdzPHDZjLxAVEkMQERFp1dPu3eFbvz7WApBIJFiwYAF2795duLP9BwRkzAEKDc34+fa8IaIC4HAYERFpTUxMDNq3b4+rV6+idOnS2LZtG9q3b1+0lbq5sfeHNIIhiIiItOLatWto27Yt5HI5ypcvj0OHDqFmzZq6LotIhSGIiIg07vr16/Dx8cHDhw9RrVo1HDp0CBUqVNB1WURqGIKIiEijbt26BV9fXzx8+BB16tTBH3/8AQcHB12XRZQNJ0YTEZHG3L17F76+vnjw4AFq1qyJI0eOMACR3mIIIiIijXj69Ck6dOiAmJgYVKtWDUePHkW5cuV0XRZRrhiCiIioyFJSUtCtWzdcu3YNbm5uOHLkCJycnHRdFlGeGIKIiKhIlEolBg8ejBMnTsDOzg779++HGw9hJwPAEEREREXy6aefYseOHbCwsMDu3btRu3ZtXZdElC8MQUREVGjbtm3DwoULAQDr1q2Dr6+vjisiyj+GICIiKpTIyEgMHToUADBt2jQMHDhQxxURFQxDEBERFVh8fDy6deuG5ORktG/fHvPnz9d1SUQFxhBEREQFkp6ejr59++Lu3buoXLkytm7dCrPMK7sTGZAihaBHjx4hLi5OU7UQEZEB+Pzzz3Hs2DHY2tpi7969KFOmjK5LIiqUQoWgixcvombNmnBxcUH58uVRvnx5fPbZZ0hKStJ0fUREpEcOHTqEr776CgCwfv161JTJgNBQQC7XcWVEBVeoEBQQEAAnJyecPHkSFy5cwLx583DgwAE0bNgQz54903SNRESkC3K5WsB58OABBg0aBAAYPXo0eicmAh4egK9vxs+QEF1WS1RgEiGEKOiTbG1tcf78eVSrVk21TAiB3r17w9raGj/99JNGi9SkxMREyGQyJCQkwM7OTtflEBHpp5AQYMQIQKkEpFIoVq5Emy1bEBYWhjp16uDMzp2wrlo14/FMZmZAdDTAEyWSFmjj+7tQV5HPqcdHIpFgwYIFaNCggUYKIyIiHZHL/wtAAKBU4svAQIQJgZIlS2LHjh2wjolRD0AAoFAAt24xBJHByHcI6tixI+rUqYO6deti5MiRmDRpEvbu3at2bZiEhAROkCMiMnQ3b6oFnGMA5r4ZNFi1ahWqVKkClCgBSKXZe4Lee6+YiyUqvHyHoNq1a+Pvv//G+vXr8fDhQwBApUqV0KdPH9StWxcKhQLr16/HN998o7ViiYioGHh5qQLOIwD/AyAABPTrhwEDBmS0cXMDVq8GAgMzeoDMzIBVq9gLRAalUHOCHj58iAsXLiAyMlJ1u3XrFszMzFC1alVcvHhRG7VqBOcEERHlQ0gIlCNGwE+pxGEANVxdEXHzJkqUKKHeTi7PGAJ77z0GINIqvZkT5OTkhA4dOqBDhw6qZcnJyfjnn3/wzz//aKQwIiLSoYAALLx5E4cXLoSNtTV2HD6cPQABGcGH4YcMVKF6ggwZe4KIiN7t5MmT8PHxgUKhwLp16zBkyBBdl0QmThvf37xsBhERqXny5An69+8PhUKBgQMHwt/fX9clEWkFQxAREakIIeDv7w+5XI4qVapgxYoVkEgkui6LSCsYgoiISGXp0qX47bffYGVlhR07dqBUqVK6LolIaxiCiIgIAHDmzBlMnz4dALBs2TLUqVNHxxURaRdDEBER4dmzZ+jXrx/S09PRp08fBAYG6rokIq1jCCIiMnFCCAwZMgR3795F5cqVsWbNGs4DIpPAEEREZOK+++477N27F5aWltixYwdPH0Imo1AnSyQiIgMml2dcH8zLCxGxsfi///s/AMCSJUtQv359HRdHVHwYgoiITElIiOoK8U8lEvQpWxavX79Gjx49MGbMGF1XR1SsOBxGRGQq5HJVAFIA6C8EouPj4VmhAkJCQjgPiEwOQxARkam4eRNQKgEAXwA4DMAGwO7PP0fp0qV1WBiRbjAEERGZCi8vQCrFbgAL3iwKkUhQJ8vFsIlMCUMQEZGpcHPD1dmz8fGbu5MkEvRfs4ZXgSeTxYnRREQmIj4+Hp03bsRLAK3q1MHC3bsBT09dl0WkMwxBREQmIDU1Fd27d8ft27dRsWJF7Dh8GBaOjroui0inOBxGRGTkhBAYNmwYTp48CTs7O/z+++9wZAAi0q8QdPz4cXTu3Bmurq6QSCTYs2eP2uNCCMyePRuurq6wsbGBj48PLl++rJtiiYgMxNy5c/HTTz/BzMwMO3fuRI0aNXRdEpFe0KsQlJSUhDp16uCHH37I8fFFixZh6dKl+OGHHxAREQFnZ2e0bdsWL168KOZKiYj0lFwOhIZm/ASwfPlyzJ49GwAQHByMtm3b6rA4Iv2iV3OC/Pz84Ofnl+NjQggsW7YMM2fORI8ePQAAGzduhJOTE7Zs2cIrHhMRZTkbNKRS/DRkCMaGhAAAPv/8cwwfPlzHBRLpF73qCcpLVFQU4uLi0K5dO9UyKysrtGrVCqdOncr1eampqUhMTFS7EREZnSxngwaAfUol/N8EoHHjxmHOnDm6rI5ILxlMCIqLiwMAODk5qS13cnJSPZaToKAgyGQy1c3d3V2rdRIR6USWs0H/DqAPAAWAj9u1w7Jly3hJDKIcGEwIyvT2H7IQIs8/7hkzZiAhIUF1i4mJ0XaJRETF783ZoHcB6A4gFUAPACGrVkEqNbhdPVGxMJi/DGdnZwDI1uvz6NGjbL1DWVlZWcHOzk7tRkRkdNzcsCUgAH0AvAbQTyLBtpUrYV6xoo4LI9JfBhOCPD094ezsjCNHjqiWpaWlITw8HE2bNtVhZUREuiWEwMKFC/G/NWugAODfoQN+ioqCBQ8YIcqTXh0d9vLlS9y6dUt1PyoqCpGRkbC3t0eFChUwceJELFiwAF5eXvDy8sKCBQtQokQJDBgwQIdVExHpzuvXrzFmzBisWbMGADBhwgQsXbqUQ2BE+aBXIejcuXNo3bq16v7kyZMBAIMHD8aGDRswdepUJCcnY/To0Xj27BkaN26Mw4cPo1SpUroqmYhIZx49eoT+/fvj2LFjkEqlWLZsGcaNG6frsogMhkQIIXRdRHFKTEyETCZDQkIC5wcRkcE6efIk+vbtiwcPHsDW1hZbtmxBly5ddF0WkdZo4/ub/aVERIXx1pmZi0t6ejrmz5+P1q1b48GDB6hevToiIiIYgIgKgSGIiKigQkIADw/A1zfj55uTEmrb1atX0bRpU3z22WdIT09Hv379cPbsWVSvXr1YXp/I2DAEEREVxFtnZoZSCQQGarVH6NWrV5g1axbq1auHiIgIyGQybNq0CVu2bEHJkiW19rpExk6vJkYTEem9LGdmVlEogFu3ADc3jb6UEAK7du3C5MmTce/ePQBA+/btsXbtWrhp+LWITBF7goiICuLNmZnVmJkB772nsZcQQuDo0aNo3rw5evXqhXv37sHd3R0///wzDhw4wABEpCEMQUREBeHmBqxenRF8gIyfq1ZppBdICIHw8HD4+PigTZs2OHXqFKytrfH555/j2rVr6NWrF68BRqRBHA4jIiqogACgffuMIbD33ityAHr16hW2bt2K5cuX48KFCwAAS0tLBAYGYsaMGXBxcdFE1UT0FoYgIqLCcHMrcvi5ffs2goODsW7dOjx79gwAYG1tDX9/f8ycOZPDXkRaxhBERKQtcnnGRGovL1VgUiqVOHjwIJYvX44DBw4g83y1ni4uGD10KIZMmoSyZcvqsmoik8EQRESkDSEh/x1KL5Xi6dKlWJ+ejuDgYNy+fVvVrEOtWhh7+TI6xMbCLCgI8PTMGG4jIq3jZTOIiDRNLs84iaJSiUgAPwDYAiD5zcOlS5fGkCFDMKp7d3j5+Kgfcm9mBkRHZx9qy6FXiciU8LIZREQGIP3aNexUKtECQD0AIcgIQHUqV8bq1ashl8uxdOlSeKWn537Ooax0dIZqImPH4TAiIg15+vQp1q5di+XffYd7b5aZA+gJYKxUimahoZC4u//3hMxzDr3dE5T1nEO5naG6fXv2CBEVEXuCiIiK6P79+5g0aRLc3d0xbdo03Lt/Hw4lS2KmRIJoANvMzNB89Wr1AATk75xDeZ2hmoiKhD1BRESFFB0djYULF2LdunVIS0sDALz//vuYMGECBgwYAOv4+HefS+hd5xzKT28RERUKQxARUQE9ePAAs2fPxrp166BQKAAALVu2xMyZM9G2bdv/zuqc33MJ5dUus7coMDCjB0iDZ6gmMnUMQURE+ZSQkIBFixbhm2++QXJyxrFe7du3x8yZM9GiRQvtvbCGz1BNRBkYgoiI3iH9zfl95syZgydPngAAmjVrhkWLFqFp06bFU4QGzlBNROoYgoiI8nDixAmMHTsWFy9eBABUq1YNX331Fbp06cKLmRIZOIYgIqKs3pyUME4mw/998w1++uknAIC9vT0WLFiAgIAAmJtz10lkDPiXTESUKSQEyuHDsVIIzACQCEAikWD48OFYsGABr+lFZGQYgoiIAEAux83hwzFMCBx/s6gRgOX79qFRp066rIyItIQnSyQik5eeno6v583D+28CkC2A7wCcAdCoZEndFkdEWsOeICIyaZcuXcLQoUMREREBAGgDYA2AigBPSkhk5NgTREQmKS0tDXPnzkX9+vUREREBmUyGtYMH47BU+l8A4kkJiYwae4KIyOScP38eQ4cOVR323qVLFwQHB8PV1RWYN48nJSQyEQxBRGQyUlJSMGfOHCxevBgKhQIODg74/vvv0bdv34Jf6oKIDB5DEBGZhNOnT2Po0KG4du0aAKBv3774/vvvUa5cOR1XRkS6wjlBRGTUXr16hcmTJ6NZs2a4du0anJycsGvXLmzbto0BiMjEsSeIiIxWeHg4hg0bhlu3bgEAPu7VC98MHAj7Bg10XBkR6QP2BBGR0Xn06BH8/f3h4+ODW7duoXz58vh9/Hhs3LUL9t26AR4eQEiIrsskIh1jCCIizZPLgdDQjJ/FSKFQYOXKlahatSo2btwIiUSCESNG4PLhw/johx8ApTKjoVIJBAYWe31EpF8YgohIs0JCMnpafH2LtcflxIkTaNKkCUaNGoXnz5+jbt26OHXqFFatWgXZw4f/BaBMCkXGofBEZLIYgohIc+RyYMSIYu1xuXbtGrp164aWLVsiIiICpUqVwrfffouIiAh88MEHGY28vADpW7s7ng2ayOQxBBGR5ty8qfkel1yG1m7fvo3hw4ejVq1a2Lt3L8zMzBAYGIgbN25g/PjxMDfPctyHmxuwenVG8AF4NmgiAsCjw4hIkzJ7XLIGoaL0uISE/NezJJUCq1fjUuPG+Oqrr7B161Yo37xOly5d8NVXX6F69eq5rysgAGjfnmeDJiIViRBC6LqI4pSYmAiZTIaEhATY2dnpuhwiwyOXZ/T4eHnlHCRCQjKGwBSK/3pcAgIK9zoeHoBSiTQAuwEEAwjP0sTPzw8zZ85Es2bNCrctRGQwtPH9zZ4gIsq/HHpmsgUcDfW4KK5dw59KJXYA+BnAozfLpVIpunfvjhkzZqABz/dDREXAniAiyp8sPTMqZmZAdHThh5be6lWKi4vD0aNHcfToURz8/XfEPnqkauoCYJhEguFnzsDd27tIm0JEhoc9QUSkO3lNei5gCEpLS8Pdr7/G7c8+w0Uh8DeA846OuJUl9ACAzMYG3VNS0FsItJVKYbF6NcAAREQawhBERPmTx6RnIQRevXqF+Ph4xMfH4/Hjx3j8+HGO/5bL5YiJiVFNalZ59AgSiQR169bFhx9+iDZt2qB169awfPSIk5mJSCsYgojonZRKJaLT0vDvqFG4vWIFooXAXQAx5cvjcZMmiI+PR0pKSoHWWQJAJQDVATQAUB9Agz17YN+li3pDN7f8hZ93TdgmInqLQYWg2bNnY86cOWrLnJycEBcXp6OKiIzTixcv8OeffyIsLAwnTpzAxYsX8fLly+wN791Tu2tpaYly5cqhbNmyKFeuXI43Z2dnVLaxgVPDhpBknZJoZgbUr1+4gvMzYZuI6C0GFYIAoGbNmvjjjz9U980yT35GREUSFxeH3bt34+eff8bx48ehUCjUHre0tETNmjVRtWpVeHh4wMPDAxUqVICTkxMcHBzg4OAAW1tbSCSS/L3gmjXZD6UvTA9Obmepbt+ePUJElCeDC0Hm5uZwdnbWdRlERiE9PR379u1DcHAwjh49iqwHi3p6esLHxwetWrVCo0aNUKVKFfWzMBeVpk5eqMEJ20RkWgwuBN28eROurq6wsrJC48aNsWDBAlSqVCnX9qmpqUhNTVXdT0xMLI4yiYpHIefBPH/+HMuXL0dwcDDu37+vWt64cWP06tULPXr0yPPvSmPyO98nL5o+SzURmQyDunZY48aNsWnTJhw6dAhr1qxBXFwcmjZtiidPnuT6nKCgIMhkMtXN3d29GCsm0qJCXK39+fPnmDNnDipWrIjPPvsM9+/fR7ly5TBjxgxERUXhzJkzmDJlSvEEIE3hdcGIqJAM+mSJSUlJqFy5MqZOnYrJkyfn2CanniB3d3eeLJEMWwFPXJiWlobvv/8eX375JRISEgAANWrUwIwZM9C7d29YWVkVU+FaJJfzUHoiI8aTJb7F1tYWtWvXxs2bN3NtY2VlZRw7eKKsCjAPZv/+/Zg0bhxu3LkDICP8zJo1C7169YJUmqUz2NAPMdfE0BoRmRSDGg57W2pqKq5evQoXFxddl0JUvDLnwWT11jyY2NhYdOvWDR07dsSNO3fgCCBEIsHFiRPRp08f9QBUiKE1IiJDZ1AhaMqUKQgPD0dUVBT++usv9OrVC4mJiRg8eLCuSyMqXnnMgxFCYMOGDahRowb27t0LcwCfALgBYKgQMBs1KqPXJ1Nuh5hnbUNEZIQMajhMLpejf//+iI+PR7ly5fDBBx/gzJkz8PDw0HVpRMUvh0PM79+/j2HDhuHgwYMAgIZVq2Ld9euonfV5bw+b8RBzIjJRBhWCtm3bpusSiPRLlnkw+/fvx+DBgxEfHw8rKyvMnTsXk/v0gXnlynkfPs5DzInIRBnUcBgRZZeWloYpU6agY8eOiI+PR7169RAZGYmpU6fCvGLFdx8+zkPMichEGfQh8oWhjUPsSE8Z+tFO+XDnzh3069cPERERAIBx48Zh8eLF2Y+IzM/h4zzEnIj0GA+RJ8ovE7ig5o4dOzB8+HAkJiaiTJkyWL9+Pbp27Zpz4/wcPs5DzInIxHA4jIyPkR/tlJycjMDAQPTt2xeJiYlo1qwZIiMjcw9ARESUI4YgMj55He1k4K5cuQJvb2+sXr0aEokEn376KcLCwlChQgVdl0ZEZHA4HEbGxwiPdhJCYP369Rg7diySk5Ph5OSEn376CW3atNF1aUREBos9QWR8jOxop8TERAwcOBABAQFITk5G27Zt8c8//zAAEREVEXuCyDjlcCJBQ3T27Fn069cPUVFRMDMzw7x58zB16lT1S14QEVGhMASR8TLgo52USiW+/vprzJw5E+np6fDw8MDWrVvRpEkTXZdGRGQ0GIKI9Mz9+/cxZMgQHDlyBADQp08frFq1CqVLl9ZtYURERoZ96kR6IvPCpzVr1sSRI0dgY2ODNWvWYNu2bQxARERawJ4gIj1w//59jBgxAvv37wcANGrUCBs3bkT16tV1XBkRkfFiTxBRcZPLgdBQQC7H69evsXTpUlSvXh379++HpaUlvvrqK5w6dYoBiIhIy9gTRJQfmroOWZbLefwhkWC8szOuxsYCALy9vbF+/XrUqFFDQ0UTEVFe2BNE9C4hIYCHB+Drm/EzJKRw63lzOY9TSiXaAmgrBK7GxqJc2bJYu3YtTp8+zQBERFSMGIKI8qKh65AplUrs//FHtFMq0QzAHwAsAIwHcGPDBgQEBGQ/90+WYTMiItI8hiAqOmP+si7idciio6OxaNEiVK1aFR0//RRHAJgBGAbgBoBvzcxQum7d7E/UVO8TERHlynTnBN2/D9jZ6boKw5dljguk0ozLVQQE6LoqzSngdchSU1Nx9uxZhIWF4bfffsPZs2dVj8lkMgz19sbYo0dRSanM/XIeufU+tW9vsCd/JCLSR6YbgmrWBNasMa4v7OJmIF/WSqUSDx48wMOHD/H8+XM8f/4cSUlJEEJACAEAkEqlMDc3V93MzMz+uz9pEsy/+QbmSiXMpVKYz5gBEReHx//+i4cPHyI2NhbXrl3DpUuXcOXyZaSkpqpeWyqVolWrVujfvz8GDBgAW1vbjPctr8t55NX7pEfvKxGRoZOIzG8BE5GYmAiZTIYEAHZmZkB0NL9YCis0NGO4JqflPj7FXg4AvHr1CmfOnEFERATOnj2Ly5cvIyoqCmlpacVWgyMAHwC+gwah66JFcHZ2LtgK5PKMIbC3e5/4u0pEJkz1/Z2QADsNjeSYbk8QwP9dF1UBh4q05cGDB9i5cyf279+PsLAwpGbpiclkbm4OR0dHlClTBmXKlIGtrS0kEgkAQCKRQKlUIj09Xe2mUCiyLcu8CSHg4OAAZ2dnODk5wcvREbWWLEEtIVAZgAQAtmwBFiwo+Aa5uWUMKwYGZvyO5jZsRkRERWKyISgd0MkXtjYJIXDx4kWE792LC6dOIS41FUkKBUqWLAlXV1fUqVMHzZs3R506dTRzFXIdflknJydj9+7d2LRpE44cOQJlliDm5uaGJk2aoFGjRqhXrx7ee+89uLm5wdw8l193TZwDKDQU+Ppr9WVFCdkBARnDinkNmxERUZGYbAh6LpHAvoBf2KmpqQgODsbevXvx8uVL1K1bFyNHjkSDBg20WOm7JSUlYdWqVVi9ejWuX7/+zvbu7u7o27cvRo4cicqVKxftxYv5yzopKQkrV67E4sWL8fDhQ9Xypk2bonv37vjoo49QvXp1VS/PO2lqYrc2esXc3Bh+iIi0yGTnBJ399Vc06tQp3897+PAhOnTogMjISLXlEokE48ePx+LFi2FhYaHhavOmUCgQHByMOXPmID4+HgBgBeBDAA0BeAKwlUqRuHAh7r14gbNnz+LkyZN4+fKlqvZu3bph+vTp8Pb2zvlFNHWm5CJKTEzE8uXLsXTpUtW2uru7Y+jQoRg4cCDeK0zY0PTcm5CQ7L1inHhPRKQR2pgTBGFiEhISBABx8ODBfD8nOTlZ1K1bVwAQ5cqVE99++63YtWuX6NevnwAgAAhfX1+RmJiY/ckxMUIcO5bxU4MuX74sGjRooHr9ypUri9WTJ4sEQIi3b6Ghatuya9cu4efnp3ouANGjRw9x9epV9RdZu1YIqTRjHVJpxv1i9vTpUzF79mxRpkwZtW0NCQkRaWlpRVv5sWPZ36u33q8Ci4nJeL6GP28iIlOX+f2dkJCgsXWabAjavHlzvp8zfvx4VQC6ceOG2mN79uwRJUuWFABE8+bNxcuXL/97UEshYufOnarXlMlkYvny5eL169cZX7yZr5d5MzPL9Qv58uXLYvDgwUIqlQoAQiqVioCAACGXywu8Lk17/PixmDlzprCzs1OFn2rVqokff/wxY1s1QcfbSERE+ccQpAGZb+J3332Xr/b//POPKiQcOHAgxzbnzp0TMplM1SOUnJyslS/Y9PR0MWPGDFUoaN26tXjw4IF6o7VrM14n8/VyC15ZeqguXbokunbtqlqvjY2N+GzgwHf2KmlDXFyc+L//+z9ha2urqqdWrVpi+/btIj09XfMvmN/3i4iIdIohSAMy38TZs2fnq33Hjh0FANG7d+/sD2YJEqdPnxalSpUSAETXrl3F6yNHNDrU8uTJE9G+VStVMPjkk09y7xF515BMLj1Uf/75p2jWrJnqNcoB4gdApBVDL8n9+/fFxIkThY2Njer169WrJ3bt2iUUCkXO26ipYUYOYRER6T2GIA3IfBPHjRv3zraXLl0SAIREIsk2DJZTkAgNDRVWVlYCgPDv3VsoJBKN9ARFRkYKTweHjF4aQGyRSArfY/GOHiqlUil2794tqlSpogojXoDYKZUK5Zo1hXvNPFy7dk0EBAQIS0tL1et5e3uL3377TSiVypyfpAdzlYiIqHgxBGlA5ps4YMCAd7YdOnSoatKwmjyCxJ49e4SZmZkAICa3bSuUme0KOdSyZcsWYWNtLQAIT0BEFrVXJp+TgdPS0sSKFSuE45vwBUA0aNBAbN68WaSmphb8dbNQKBTi4MGDonv37kIikajW36JFC3Ho0KHcw48QnMdDRGSiGII0IPNN7NChQ+6NYmLE4927Vb0Tp06dUn/8HUFiw4YNqi/2BdOmFWqoJS0tTUyePFm1nnaAeKKJobUChojExETxxRdfiBIlSqhqcXFxEdOnTxfnzp3LO7BkoVAoxNmzZ8XMmTOFh4eH2pFpnTt3FidPnsxf/do4oouIiPSeNkKQyZ4nqF69evj777+zN3hz8rwVSiXGAKhXoQL+vntXvU0+zi/zzTffYPLkyQCAWbNmYdasWXmfwC/L+XjuKhTo168fzpw5AwCYMWYMvlyxAmZZP6piPp/No0ePsGrVKqxYsQJxcXGq5a6urvjggw/QqFEjVKxYEY6OjjA3N0dycjJiY2Nx9+5dnDt3Dn/99RceP36sel7p0qUxaNAgBAYGombNmvmvndfVIiIySTxPkAZkJsly5cplfzBLL0mTN70USyWSnHtJ8nFU0ezZs1W9HYMGDRIvXrzIuag3c1wUgAiRSESZN70uMplM7Nq1K9+vVyCFnAycmpoqtm/fLnr16qXWO5SfW8mSJUXv3r3F5s2bxatXrwpfO4/oIiIyOewJ0oDMJAlkXH/K2tr6vwffXBX9DoDKAKQA5ABccrsqulz+zstFrF69GqNHj4ZCoUClSpXw1VdfoUePHjAzM1OtQ1GhAg4LgS8BnH7zvEZ16mD77t3w9PQs0OsVp1evXqmu1h4ZGQm5XI74+HgolUpYWlrC2dkZ5cuXR926ddGoUSPUr18fVlZWmnlxPXsviIhIu7TRE2TSIejmzZvql1t4M9QyT6nE5wDaADiigaGW0NBQ+Pv74969ewAAZ2dntGjRAg4ODnh46RJOnjiBR2/a2gKYA2D8kSOwaNOm0K9psPTkMh1ERKRftBGCNHApccOVGUpU3NwgVq3C5jd3/yeRaOSq6K1bt8a///6LL774AmXKlEFcXBx+/vlnBAcHY9ebACQDMBnAdQCfmJnBolq1Ir2mXpLLM3rb5PKcHw8JyZjv4+ub8TMkpHjrIyIik2LSPUHr16+Hv7+/2uPnz59Hw4YNYW1piYeRkbCrXl2jr5+amopTp07hwoULeP78ORwcHFDr3j00/+YbWCqVxnvhzXddrZ0TnomIKA/a6Aky18haDFS2niAAmzdn9AN16dZN4wEIAKysrNC6dWu0bt1a/YGJE413jotc/l8AAjJ+BgYC7dv/t603b6oHICDj6LVbt4zv/SAiIr3AEJSFQqHAtm3bAAD/+9//ircYNzfj/bLPT8Dx8sroIXq7JyjrnC0iIiINMuk5QTdu3FC7f+zYMcTGxsLe3h4dOnTQUVVGKDPgZPV2wHFzyxgiyzxqLnNY0FiDIRER6ZxJh6DLly8j65SojRs3AgD69OkDS0tLXZVlfPIbcAICMuYAhYZm/DS2eVFERKRXTHZitEQigRACcrkc5cuXR0JCApydnZGSkoK//voL3t7eui7V+PDcPkREVEg8RP6NFStWwNPTE9bW1mjQoAFOnDhR4HXUqFEDAFSXpti+fTtSUlJQo0YNNGrUSKP10htubhknnWQAIiIiPWBwIWj79u2YOHEiZs6ciQsXLqBFixbw8/PL8UivvDRp0gQAEB4eDiEEgoODAQD+/v55X+OLiIiIjILBhaClS5ciICAAw4YNQ/Xq1bFs2TK4u7urQkx++fr6AgB27dqFX375BZGRkShZsiSGDh2qjbKJiIhIzxhUCEpLS8P58+fRrl07teXt2rXDqVOncnxOamoqEhMT1W4A0KZNG9jb2+P+/fvo3bs3AGDChAkoW7asdjeCiIiI9IJBhaD4+HgoFAo4OTmpLXdyckJcXFyOzwkKCoJMJlPd3N3dAWSctPDLL79UtatZsyamT5+uveKJiIhIrxjkyRLfnrMjhMh1Hs+MGTMwefJk1f3ExERVEBo9ejQ8PT0RFRWFAQMGoGTJktormoiIiPSKQYUgBwcHmJmZZev1efToUbbeoUxWVlawsrLKdZ1+fn4arZGIiIgMg0ENh1laWqJBgwY4cuSI2vIjR46gadOmOqqKiIiIDJFB9QQBwOTJkzFo0CA0bNgQTZo0werVq3Hv3j2MHDlS16URERGRATG4ENS3b188efIEc+fORWxsLGrVqoX9+/fDw8ND16URERGRATHZy2Zo8rTbREREpF28bAYRERGRhjAEERERkUliCCIiIiKTxBBEREREJokhiIiIiEwSQxARERGZJIYgIiIiMkkMQURERGSSGIKIiIjIJDEEERERkUliCCIiIiKTxBBEREREJokhiIiIiEwSQxARERGZJIYgIiIiMkkMQURERGSSGIKIiIjIJDEEERERkUliCCIiIiKTxBBEREREJokhiIiIiEwSQxARERGZJIYgIiIiMkkMQURERGSSGIKIiIjIJDEEERERkUliCCIiIiKTxBBEREREJokhiIiIiEwSQxARERGZJIYgIiIiMkkMQURERGSSGIKIiIjIJDEEERERkUliCCIiIiKTxBBEREREJokhiIiIiEwSQxARERGZJIYgIiIiMkkMQURERGSSGIKIiIjIJBlUCKpYsSIkEonabfr06boui4iIiAyQua4LKKi5c+di+PDhqvslS5bUYTVERERkqAwuBJUqVQrOzs66LoOIiIgMnEENhwHAwoULUbZsWdStWxfz589HWlqarksiIiIiA2RQPUETJkxA/fr1UaZMGZw9exYzZsxAVFQU1q5dm+tzUlNTkZqaqrqfkJAAAEhMTNR6vURERKQZmd/bQgjNrVTo2KxZswSAPG8RERE5Pnfnzp0CgIiPjy/S+nnjjTfeeOONN8O43b59W2MZRCKEJiNVwcXHxyM+Pj7PNhUrVoS1tXW25ffv34ebmxvOnDmDxo0b5/jct3uCnj9/Dg8PD9y7dw8ymaxoxRuQxMREuLu7IyYmBnZ2droup9hwu7ndpoDbze02BQkJCahQoQKePXuG0qVLa2SdOh8Oc3BwgIODQ6Gee+HCBQCAi4tLrm2srKxgZWWVbblMJjOpX55MdnZ23G4Twu02Ldxu02Kq2y2Vam46s85DUH6dPn0aZ86cQevWrSGTyRAREYFJkyahS5cuqFChgq7LIyIiIgNjMCHIysoK27dvx5w5c5CamgoPDw8MHz4cU6dO1XVpREREZIAMJgTVr18fZ86cKfJ6rKysMGvWrByHyIwZt5vbbQq43dxuU8Dt1tx263xiNBEREZEuGNzJEomIiIg0gSGIiIiITBJDEBEREZkkhiAiIiIySUYZglasWAFPT09YW1ujQYMGOHHiRJ7tw8PD0aBBA1hbW6NSpUpYuXJlMVWqWQXZ7l27dqFt27YoV64c7Ozs0KRJExw6dKgYq9Wcgn7emf7880+Ym5ujbt262i1QSwq63ampqZg5cyY8PDxgZWWFypUrY926dcVUreYUdLs3b96MOnXqoESJEnBxccGQIUPw5MmTYqq26I4fP47OnTvD1dUVEokEe/bseedzjGGfVtDtNpZ9WmE+70yGvE8rzHZrYp9mdCFo+/btmDhxImbOnIkLFy6gRYsW8PPzw71793JsHxUVhY8++ggtWrTAhQsX8Omnn2L8+PH45Zdfirnyoinodh8/fhxt27bF/v37cf78ebRu3RqdO3dWnYXbUBR0uzMlJCTg448/xocfflhMlWpWYba7T58+OHr0KEJCQnD9+nVs3boV1apVK8aqi66g233y5El8/PHHCAgIwOXLl/Hzzz8jIiICw4YNK+bKCy8pKQl16tTBDz/8kK/2xrJPK+h2G8s+raDbncnQ92mF2W6N7NM0dhUyPeHt7S1GjhyptqxatWpi+vTpObafOnWqqFatmtqywMBA8cEHH2itRm0o6HbnpEaNGmLOnDmaLk2rCrvdffv2FZ999pmYNWuWqFOnjhYr1I6CbveBAweETCYTT548KY7ytKag27148WJRqVIltWXfffedcHNz01qN2gRA7N69O882xrJPyyo/250TQ9ynZVWQ7Tb0fVpW+dluTe3TjKonKC0tDefPn0e7du3Ulrdr1w6nTp3K8TmnT5/O1r59+/Y4d+4cXr9+rbVaNakw2/02pVKJFy9ewN7eXhslakVht3v9+vW4ffs2Zs2ape0StaIw271v3z40bNgQixYtQvny5VGlShVMmTIFycnJxVGyRhRmu5s2bQq5XI79+/dDCIGHDx9i586d6NixY3GUrBPGsE/TBEPcpxWWoe/TCkNT+zSDOWN0fsTHx0OhUMDJyUltuZOTE+Li4nJ8TlxcXI7t09PTER8fn+fFWfVFYbb7bUuWLEFSUhL69OmjjRK1ojDbffPmTUyfPh0nTpyAublh/voXZrvv3LmDkydPwtraGrt370Z8fDxGjx6Np0+fGsy8oMJsd9OmTbF582b07dsXKSkpSE9PR5cuXfD9998XR8k6YQz7NE0wxH1aYRjDPq0wNLVPM6qeoEwSiUTtvhAi27J3tc9pub4r6HZn2rp1K2bPno3t27fD0dFRW+VpTX63W6FQYMCAAZgzZw6qVKlSXOVpTUE+b6VSCYlEgs2bN8Pb2xsfffQRli5dig0bNhhUbxBQsO2+cuUKxo8fjy+++ALnz5/HwYMHERUVhZEjRxZHqTpjLPu0wjL0fVp+Gds+rSA0tU8zqtjo4OAAMzOzbP8rfPToUbb/GWVydnbOsb25uTnKli2rtVo1qTDbnWn79u0ICAjAzz//jDZt2mizTI0r6Ha/ePEC586dw4ULFzB27FgAGX9IQgiYm5vj8OHD8PX1LZbai6Iwn7eLiwvKly8PmUymWla9enUIISCXy+Hl5aXVmjWhMNsdFBSEZs2a4f/+7/8AAO+//z5sbW3RokULzJs3zyh7RYxhn1YUhrxPKyhj2acVhqb2aUbVE2RpaYkGDRrgyJEjasuPHDmCpk2b5vicJk2aZGt/+PBhNGzYEBYWFlqrVZMKs91Axv+W/P39sWXLFoOcI1HQ7bazs8O///6LyMhI1W3kyJGoWrUqIiMj0bhx4+IqvUgK83k3a9YMDx48wMuXL1XLbty4AalUCjc3N63WqymF2e5Xr15BKlXfzZmZmQH4r3fE2BjDPq2wDH2fVlDGsk8rDI3t04o0rVoPbdu2TVhYWIiQkBBx5coVMXHiRGFrayuio6OFEEJMnz5dDBo0SNX+zp07okSJEmLSpEniypUrIiQkRFhYWIidO3fqahMKpaDbvWXLFmFubi6WL18uYmNjVbfnz5/rahMKpaDb/TZDPZKioNv94sUL4ebmJnr16iUuX74swsPDhZeXlxg2bJiuNqFQCrrd69evF+bm5mLFihXi9u3b4uTJk6Jhw4bC29tbV5tQYC9evBAXLlwQFy5cEADE0qVLxYULF8Tdu3eFEMa7TyvodhvLPq2g2/02Q92nFXS7NbVPM7oQJIQQy5cvFx4eHsLS0lLUr19fhIeHqx4bPHiwaNWqlVr7sLAwUa9ePWFpaSkqVqwogoODi7lizSjIdrdq1UoAyHYbPHhw8RdeRAX9vLMy1B2GEAXf7qtXr4o2bdoIGxsb4ebmJiZPnixevXpVzFUXXUG3+7vvvhM1atQQNjY2wsXFRfzvf/8Tcrm8mKsuvNDQ0Dz/Vo11n1bQ7TaWfVphPu+sDHWfVpjt1sQ+TSKEkfYJExEREeXBqOYEEREREeUXQxARERGZJIYgIiIiMkkMQURERGSSGIKIiIjIJDEEERERkUliCCIiIiKTxBBEREREJokhiIiIiEwSQxARERGZJIYgIjIKc+fORe3atWFrawsnJyeMGjUKr1+/1nVZRKTHzHVdABFRUQkhoFAosGrVKpQvXx5XrlzBxx9/jPfffx+jRo3SdXlEpKd4AVUiMkoDBgxAuXLl8O233+q6FCLSUxwOIyKDd/fuXYwdOxa1atVCmTJlULJkSezYsQNubm66Lo2I9BhDEBEZtPj4eHh7eyM+Ph5Lly7FyZMncfr0aZiZmaFu3bq6Lo+I9BjnBBGRQdu/fz/S09OxdetWSCQSAMDy5cuRlpbGEEREeWIIIiKDZm9vj8TEROzbtw81atTAr7/+iqCgIJQvXx7lypXTdXlEpMc4MZqIDJoQAqNGjcKWLVtgY2ODgQMHIiUlBXfv3sVvv/2m6/KISI8xBBEREZFJ4sRoIiIiMkkMQURERGSSGIKIiIjIJDEEERERkUliCCIiIiKTxBBEREREJokhiIiIiEwSQxARERGZJIYgIiIiMkkMQURERGSSGIKIiIjIJDEEERERkUn6f+G3Hw1jAUx/AAAAAElFTkSuQmCC", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkEAAAHFCAYAAAD1zS3+AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAABcL0lEQVR4nO3deVxU1f/H8dewiguooSyhaIpLppaaW5lLLplZlktp5ZrinvXr65KW2qJl5fdbuaWSlntZLpWaVi6ZmkuYpmZoQlKiuYELosD5/UFMjiACDgzDvJ+Pxzxw7py587kzcufNueeeazHGGERERERcjJujCxARERFxBIUgERERcUkKQSIiIuKSFIJERETEJSkEiYiIiEtSCBIRERGXpBAkIiIiLkkhSERERFySQpCIiIi4JIUgcahmzZrRrFkzR5eRaz179qR48eLZaluhQgV69uyZp/VYLBbGjRuXp69xIxcvXmTcuHFs2LDBoXU4i2+//ZZ69epRrFgxLBYLy5cvZ+7cuVgsFqKjo63tFi5cyP/+9788qWHMmDGUL18eDw8PSpYsmePn9+zZkwoVKti9roLk2LFjjBkzhkaNGuHv74+vry9169Zl5syZpKSk2LQ9d+4cw4cPp3Xr1pQpU6ZA/F5K5jwcXYC4tmnTpjm6hHyzbNkyfH19HV1Gnrt48SLjx48HcOqAmx+MMXTp0oUqVaqwcuVKihUrRtWqVUlOTmbr1q0EBQVZ2y5cuJBffvmFYcOG2bWGFStW8PrrrzN69Gjatm2Lt7e3XddfWOzatYuPP/6Y7t2789JLL+Hp6cnq1asZMGAA27Zt48MPP7S2PXXqFDNnzqR27dp06NCB2bNnO7ByyYpCkDjU7bff7ugS8s1dd93l6BLEjhITEylSpAgWiyXX6/jrr784ffo0jz76KPfff7/NY2XKlLnZErPll19+AWDo0KGULVs2X17TXuzxGWTXPffcw+HDh/H09LQua9WqFZcvX2bq1KmMHz+ecuXKARAaGsqZM2ewWCycPHlSIagA0+EwybZx48ZhsVjYt28fXbt2xc/Pj4CAAHr37k18fLxN20uXLjFq1CgqVqyIl5cXt956K4MGDeLs2bM27TI7HDZ9+nRq165N8eLFKVGiBNWqVePFF18EIDo6Gg8PDyZOnJihvk2bNmGxWPj000+z3I6zZ8/yf//3f9x22214e3tTtmxZHnzwQX799VcANmzYgMViyXA4Jzo6GovFwty5czOsc9++fdx///0UK1aMMmXKMHjwYC5evGjTJrPDYTeqxR7i4uIIDw8nJCQELy8vKlasyPjx40lOTrZpN378eBo0aEDp0qXx9fWlTp06REREcO01lr/77juaNWvGLbfcgo+PD+XLl6djx45cvHiR6Oho65f3+PHjsVgsWCyWGx4GvHjxIi+88AIVK1akSJEilC5dmnr16rFo0SKbdnPnzqVq1ap4e3tTvXp1Pv744wyHYnLy+e3cuZMnnniCChUq4OPjQ4UKFejatSsxMTEZXtdisbB27Vp69+5NmTJlKFq0KElJSQAsWbKERo0aUaxYMYoXL06bNm2IjIzMcpvHjRtHSEgIACNGjMBisVi349rDYc2aNeOrr74iJibG+p7e6Is/NTWVSZMmUa1aNev/re7duxMbG2ttU6FCBcaMGQNAQEBAtg7bZPYZZOby5cu89tpr1tcvU6YMvXr14u+//7Zpl5SUxP/93/8RGBhI0aJFue+++9i1a1eG3xd7fQY7d+7k4YcfpnTp0hQpUoS77rqLTz75JMttBihVqpRNAEpXv359AJv3NTufjxQM6gmSHOvYsSOPP/44ffr0Ye/evYwaNQrA2h1sjKFDhw58++23jBo1iiZNmrBnzx7Gjh3L1q1b2bp163W73BcvXszAgQMZMmQIb7/9Nm5ubhw6dIj9+/cDaTvthx9+mBkzZjB8+HDc3d2tz50yZQrBwcE8+uij16393Llz3HvvvURHRzNixAgaNGjA+fPn2bRpE8eOHaNatWo5fj+uXLnCgw8+SHh4OCNHjmTLli289tprxMTE8MUXX9x0LT179uSjjz7iyJEjOR53ERcXR/369XFzc+Pll1+mUqVKbN26lddee43o6GjmzJljbRsdHU14eDjly5cHYNu2bQwZMoQ///yTl19+2dqmXbt2NGnShA8//JCSJUvy559/smbNGi5fvkxQUBBr1qzhgQceoE+fPjzzzDPAjXs1nn/+eebNm8drr73GXXfdxYULF/jll184deqUtc3cuXPp1asXjzzyCO+88w7x8fGMGzeOpKQk3Nxy9/dcdHQ0VatW5YknnqB06dIcO3aM6dOnc/fdd7N//378/f1t2vfu3Zt27doxb948Lly4gKenJxMmTGDMmDH06tWLMWPGcPnyZd566y2aNGnC9u3br9vb+cwzz1C7dm0ee+wxhgwZQrdu3a77ezFt2jT69evH4cOHWbZsWba2bcCAAcycOZPBgwfz0EMPER0dzUsvvcSGDRv46aef8Pf3Z9myZUydOpWIiAjWrFmDn5+fNZhlJrufQWpqKo888gjff/89w4cPp3HjxsTExDB27FiaNWvGzp078fHxAaBXr14sWbKE4cOH06JFC/bv38+jjz5KQkJCpjXczGewfv16HnjgARo0aMCMGTPw8/Nj8eLFPP7441y8eDFXY/a+++47PDw8qFKlSo6fKwWAEcmmsWPHGsBMmjTJZvnAgQNNkSJFTGpqqjHGmDVr1mTabsmSJQYwM2fOtC5r2rSpadq0qfX+4MGDTcmSJbOsY/369QYwy5Ytsy77888/jYeHhxk/fnyWz33llVcMYNatW3fD9a9fv95m+ZEjRwxg5syZY13Wo0cPA5h3333Xpu3rr79uALN582brstDQUNOjR48c1WKMMb179zbu7u4mOjo6y3bGGAOYsWPHWu+Hh4eb4sWLm5iYGJt2b7/9tgHMvn37Ml1PSkqKuXLlinnllVfMLbfcYv1sly5dagCze/fu69bw999/Z6jjRu644w7ToUOH6z6ekpJigoODTZ06day1GGNMdHS08fT0NKGhodZlOfn8rpWcnGzOnz9vihUrZvOZzpkzxwCme/fuNu3/+OMP4+HhYYYMGWKz/Ny5cyYwMNB06dIli63+t6a33nrLZnn66x05csS6rF27djbbmZUDBw4YwAwcONBm+Y8//mgA8+KLL1qXpf9e//3331muMyefwaJFiwxgPvvsM5t17NixwwBm2rRpxhhj9u3bZwAzYsQIm3bpz7/698Uen0G1atXMXXfdZa5cuWLT9qGHHjJBQUEmJSUly/fgWl9//bVxc3Mzzz333HXb5Ob3QfKPDodJjj388MM292vVqsWlS5c4ceIEkPaXEZDhr6rOnTtTrFgxvv322+uuu379+pw9e5auXbuyYsUKTp48maFNs2bNqF27NlOnTrUumzFjBhaLhX79+mVZ++rVq6lSpQotW7bMsl1OPfnkkzb3u3XrBqT95XmztURERJCcnExoaGiO6/ryyy9p3rw5wcHBJCcnW29t27YFYOPGjda23333HS1btsTPzw93d3c8PT15+eWXOXXqlPWzvfPOO/Hy8qJfv3589NFH/P777zmq5+oakpOTrYfa6tevz+rVqxk5ciQbNmwgMTHR5nkHDx7kr7/+olu3bjaHGUJDQ2ncuHGO35d058+fZ8SIEVSuXBkPDw88PDwoXrw4Fy5c4MCBAxnad+zY0eb+119/TXJyMt27d7fZriJFitC0aVOHnSGX/v/u2t/B+vXrU7169Sx/B68nJ5/Bl19+ScmSJWnfvr3N+3LnnXcSGBhofV/S//916dLF5vmdOnXCwyPzAxW5/QwOHTrEr7/+av1dvbrtgw8+yLFjxzh48GC234+ffvqJLl260LBhw0wPz4tzUAiSHLvlllts7qd34ad/cZ06dQoPD48Mh0AsFguBgYE2hziu9fTTT/Phhx8SExNDx44dKVu2LA0aNGDdunU27YYOHcq3337LwYMHuXLlCrNmzaJTp04EBgZmWfvff/+dZXd/bnh4eGR4T9LryGpb86KWax0/fpwvvvgCT09Pm1uNGjUArCFz+/bttG7dGoBZs2bxww8/sGPHDkaPHg38+9lWqlSJb775hrJlyzJo0CAqVapEpUqVePfdd29YS3R0dIY60r8E33vvPUaMGMHy5ctp3rw5pUuXpkOHDkRFRQH/vo+Zfb43+syz0q1bN6ZMmcIzzzzD119/zfbt29mxYwdlypTJEMQAm7O1IO39Bbj77rszbNuSJUsyDfH5If39urZegODg4Cz/X95ondn5DI4fP87Zs2fx8vLK8L7ExcVZ35f0dQYEBNg8P7PfqXS5/QzS273wwgsZ2g0cOBAg259XZGQkrVq1IiwsjFWrVumMOiemMUFid7fccgvJycn8/fffNkHIGENcXBx33313ls/v1asXvXr14sKFC2zatImxY8fy0EMP8dtvv1l7Q7p168aIESOYOnUqDRs2JC4ujkGDBt2wtjJlytgMYMxMkSJFAKwDLtNdbweZnJzMqVOnbHbacXFxQMbAmNNabpa/vz+1atXi9ddfz/Tx4OBgIG0slqenJ19++aV1+wGWL1+e4TlNmjShSZMmpKSksHPnTt5//32GDRtGQEAATzzxxHVrCQ4OZseOHTbLqlatCkCxYsUYP34848eP5/jx49Zeofbt2/Prr79a38f09/Vq1y7L7ucXHx/Pl19+ydixYxk5cqR1eVJSEqdPn850G64d7Jo+Zmjp0qW56qnLK+nv17FjxzIE7b/++ivDWKecrDM7n4G/vz+33HILa9asyXRdJUqUsFnn8ePHufXWW62Pp/9OZSa3n0F6u1GjRvHYY49l2ib9/2NWIiMjadmyJaGhoaxduxY/P78bPkcKLvUEid2ln+o7f/58m+WfffYZFy5cyHAq8PUUK1aMtm3bMnr0aC5fvsy+ffusjxUpUsR6SGby5Mnceeed3HPPPTdcZ9u2bfntt9+sh+wykz74eM+ePTbLV65ced3nLFiwwOb+woULgaznyclOLTfroYce4pdffqFSpUrUq1cvwy09BFksFjw8PGwGmicmJjJv3rzrrtvd3Z0GDRpYD0v+9NNPQMaewXReXl4ZXj/9y/BqAQEB9OzZk65du3Lw4EEuXrxI1apVCQoKYtGiRTZnq8XExLBlyxab52f387NYLBhjMvwVP3v27AyT311PmzZt8PDw4PDhw5m+v/Xq1cvWerLD29s7096pzLRo0QLI+Du4Y8cODhw4kO3fwavl5DN46KGHOHXqFCkpKZm+J+lh47777gPSzuy62tKlSzOcvXg92f0MqlatSlhYGD///PN122X2//Fqu3fvpmXLloSEhLBu3TpKlSqVrRql4FJPkNhdq1ataNOmDSNGjCAhIYF77rnHenbYXXfdxdNPP33d5/bt2xcfHx/uuecegoKCiIuLY+LEifj5+WXoQRo4cCCTJk1i165d2Z6HY9iwYSxZsoRHHnmEkSNHUr9+fRITE9m4cSMPPfQQzZs3JzAwkJYtWzJx4kRKlSpFaGgo3377LZ9//nmm6/Ty8uKdd97h/Pnz3H333dazw9q2bcu99957U7UA9OnTh48++ojDhw/nuLfhlVdeYd26dTRu3JihQ4dStWpVLl26RHR0NKtWrWLGjBmEhITQrl07Jk+eTLdu3ejXrx+nTp3i7bffzhAQZsyYwXfffUe7du0oX748ly5dsp4VmD62qUSJEoSGhrJixQruv/9+Spcujb+/f5ZntjVo0ICHHnqIWrVqUapUKQ4cOMC8efNo1KgRRYsWBeDVV1/lmWee4dFHH6Vv376cPXuWcePGZTgUk93Pz9fXl/vuu4+33nrLWt/GjRuJiIjI9qzJFSpU4JVXXmH06NH8/vvvPPDAA5QqVYrjx4+zfft2aw+XPdSsWZPPP/+c6dOnU7duXdzc3K4bsqpWrUq/fv14//33cXNzo23bttazw8qVK8dzzz2X49d3c3PL9mfwxBNPsGDBAh588EGeffZZ6tevj6enJ7Gxsaxfv55HHnmERx99lBo1atC1a1feeecd3N3dadGiBfv27eOdd97Bz88vW2f95eQz+OCDD2jbti1t2rShZ8+e3HrrrZw+fZoDBw7w008/ZTm9xsGDB63/x19//XWioqKsh2sh7VDx1T3fq1ev5sKFC5w7dw6A/fv3s3TpUgAefPBB6/9rcTCHDssWp3K9s0gyO5MlMTHRjBgxwoSGhhpPT08TFBRkBgwYYM6cOWPz3GvPDvvoo49M8+bNTUBAgPHy8jLBwcGmS5cuZs+ePZnW1KxZM1O6dGlz8eLFbG/HmTNnzLPPPmvKly9vPD09TdmyZU27du3Mr7/+am1z7Ngx06lTJ1O6dGnj5+dnnnrqKbNz585Mzw4rVqyY2bNnj2nWrJnx8fExpUuXNgMGDDDnz5+3ed1rzw7Lbi3pZ6Bd/f5eD5mchfL333+boUOHmooVKxpPT09TunRpU7duXTN69GibGj/88ENTtWpV4+3tbW677TYzceJEExERYfPaW7duNY8++qgJDQ013t7e5pZbbjFNmzY1K1eutHnNb775xtx1113G29s7w1k+mRk5cqSpV6+eKVWqlPX1n3vuOXPy5EmbdrNnzzZhYWHGy8vLVKlSxXz44YemR48eGc6ayu7nFxsbazp27GhKlSplSpQoYR544AHzyy+/ZPis0v+P79ixI9P6ly9fbpo3b258fX2Nt7e3CQ0NNZ06dTLffPNNltudk7PDTp8+bTp16mRKlixpLBaLudHuOyUlxbz55pumSpUqxtPT0/j7+5unnnrKHD161KZdds8OS5fdz+DKlSvm7bffNrVr1zZFihQxxYsXN9WqVTPh4eEmKirK2u7SpUvm+eefN2XLljVFihQxDRs2NFu3bjV+fn42Z13Z6zP4+eefTZcuXUzZsmWNp6enCQwMNC1atDAzZszIcrvTX/96t2vPOgwNDb1u2+z8Lkv+sBhzzUxoIk7ixIkThIaGMmTIECZNmuTocsRBevbsyYYNG2yusyXObcuWLdxzzz0sWLDAeqalSF7Q4TBxOrGxsfz++++89dZbuLm58eyzzzq6JBHJpXXr1rF161bq1q2Lj48PP//8M2+88QZhYWHXHcAsYi8KQeJ0Zs+ezSuvvEKFChVYsGCBzVklIuJcfH19Wbt2Lf/73/84d+4c/v7+tG3blokTJ9qcqSiSF3Q4TERERFxSgTlFfvr06dSqVQtfX198fX1p1KgRq1evtj5ujGHcuHEEBwfj4+NDs2bNbE6ZFhEREcmJAhOCQkJCeOONN9i5cyc7d+6kRYsWPPLII9agM2nSJCZPnsyUKVPYsWMHgYGBtGrVynr6oYiIiEhOFOjDYaVLl+att96id+/eBAcHM2zYMEaMGAGkzeoaEBDAm2++SXh4uIMrFREREWdTIAdGp6Sk8Omnn3LhwgUaNWrEkSNHiIuLs17bCNJmT23atClbtmzJMgQlJSXZTJ+fmprK6dOnueWWWzJMvy4iIiIFkzGGc+fOERwcnK2JNLOjQIWgvXv30qhRIy5dukTx4sVZtmwZt99+u3VK9msvshcQEEBMTEyW65w4caLdZmwVERERxzp69KjdLj5doEJQ1apV2b17N2fPnuWzzz6jR48e1qtMQ8YL5xljbtibM2rUKJ5//nnr/fj4eMqXL8/Ro0fx9fW17waIiIhInkhISKBcuXI3vMZbThSoEOTl5UXlypUBqFevHjt27ODdd9+1jgOKi4sjKCjI2v7EiRMZeoeu5e3tneH6R4D1LDQRERFxHvYcylJgzg7LjDGGpKQkKlasSGBgIOvWrbM+dvnyZTZu3Ejjxo0dWKGIiIg4qwLTE/Tiiy/Stm1bypUrx7lz51i8eDEbNmxgzZo1WCwWhg0bxoQJEwgLCyMsLIwJEyZQtGhRXVdGREREcqXAhKDjx4/z9NNPc+zYMfz8/KhVqxZr1qyhVatWAAwfPpzExEQGDhzImTNnaNCgAWvXrrXrsUERERFxHQV6nqC8kJCQgJ+fH/Hx8RoTJCIi4iTy4vu7QI8JEhEREckrCkEiIiLikhSCRERExCUpBImIiIhLUggSERERl6QQJCIiIi5JIUhERERckkKQiIiIuCSFIBEREXFJCkEiIiLikhSCRERExCUpBImIiIhLUggSERERl6QQJCIiIi5JIUhERERckkKQiIiIuCSFIBEREXFJCkEiIiLikhSCRERExCUpBImIiIhLUggSERERl6QQJCIiIi5JIUhERERckkKQiIiIuCSFIBEREXFJCkEiIiLikhSCRERExCUpBImIiIhLUggSERERl6QQJCIiIi5JIUhERERckkKQiIiIuCSFIBEREXFJCkEiIiLikhSCRERExCUpBImIiIhLUggSERERl6QQJCIiIi5JIUhERERckkKQiIiIuCSFIBEREXFJCkEiIiLikgpMCJo4cSJ33303JUqUoGzZsnTo0IGDBw/atOnZsycWi8Xm1rBhQwdVLCIiIs6swISgjRs3MmjQILZt28a6detITk6mdevWXLhwwabdAw88wLFjx6y3VatWOahiERERcWYeji4g3Zo1a2zuz5kzh7Jly7Jr1y7uu+8+63Jvb28CAwPzuzwREREpZApMT9C14uPjAShdurTN8g0bNlC2bFmqVKlC3759OXHiRJbrSUpKIiEhweYmIiIiYjHGGEcXcS1jDI888ghnzpzh+++/ty5fsmQJxYsXJzQ0lCNHjvDSSy+RnJzMrl278Pb2znRd48aNY/z48RmWx8fH4+vrm2fbICIiIvaTkJCAn5+fXb+/C2QIGjRoEF999RWbN28mJCTkuu2OHTtGaGgoixcv5rHHHsu0TVJSEklJSdb7CQkJlCtXTiFIRETEieRFCCowY4LSDRkyhJUrV7Jp06YsAxBAUFAQoaGhREVFXbeNt7f3dXuJRERExHUVmBBkjGHIkCEsW7aMDRs2ULFixRs+59SpUxw9epSgoKB8qFBEREQKkwIzMHrQoEHMnz+fhQsXUqJECeLi4oiLiyMxMRGA8+fP88ILL7B161aio6PZsGED7du3x9/fn0cffdTB1YuIiIizKTBjgiwWS6bL58yZQ8+ePUlMTKRDhw5ERkZy9uxZgoKCaN68Oa+++irlypXL9uvkxTFFERERyVuFekzQjbKYj48PX3/9dT5VIyIi4kJiYyEqCsLC4AbjcQuTAnM4TERERPJf0owZvF6+PA+1aMFb5ctz5YMPHF1Svikwh8Pyiw6HiYiIpDFHj/Jw+fJ8edWyzhYLS2JisORgqEl+yIvvb/UEiYiIuKg577/Pl4APMArwAj41ho+nTs38CbGxsH592s9CQCFIRETEBV26dImRH34IwKvABCD9+grDIyK4ePGiTftT777Le+XLs7ZFCwgNhYiIfK03LygEiYiIuKCFCxfy96lTlC9dmmfd0uLA/7m5UcHfnxMnTxJxdciJjWXPc8/xrDEMAkhNhfBwp+8RUggSERFxQVP/OeQ1ZNQoPGJiYP16PGNiGPHqqwC88847JCcnpzWOiuLQP0OIw9JXkJIChw7lc9X2pRAkIiLiYg4fPsxPP/2Eu7s7PXv2TDstvlkzCAmhR48e+Pv7ExMTw/Lly9OeEBZG+gWqKqevxN0dKle+dtVORSFIRETExXz22WcANG/eHH9/f5vHfHx8GDBgAAD/+9//0haGhBB1113APz1B7u7wwQdOP6eQQpCIiIiLWbp0KQAdO3bM9PEBAwbg6enJDz/8wI4dOwDYfeYMALe//TZER0OfPvlSa15SCBIREXEhf/zxBzt27MBisVz32ptBQUF07doVSOsNOnnyJNHR0QDU7dPH6XuA0ikEiYiIuJD0S1A1atSIgICA67Z79tlnAfjkk0/46KOPAKhevTolS5bM8xrzi0KQiIiIC/n2228BaNWqVZbt6tSpw3333UdycjIvvPACAI888kie15efFIJERERcRGpqqjUEtWzZ8obtX3nlFdz+mUOoSJEihIeH52l9+a3AXEVeRERE8taePXs4efIkxYoVo379+jds37RpU1avXs2qVavo3LkzFSpUyPsi85FCkIiIiItI7wVq2rQpXl5e2XpO69atad26dV6W5TA6HCYiIuIiNm7cCECLFi0cXEnBoBAkIiLiAowxbNmyBYB7773XwdUUDApBIiIiLuC3337j1KlTFClShLv+mf3Z1SkEiYiIuID0XqC777472+OBCjuFIBEREReQHoIaN27s4EoKDoUgERERF6AQlJFCkIiISCF35swZ9u/fD6RdLkPSKASJiIgUctu2bQOgSpUqlClTxsHVFBwKQSIiIoXcDz/8AOhQ2LUUgkRERAo5jQfKnEKQiIhIIZYcHc2PW7cCCkHXUggSEREprCIi2HPbbVy8dImSQPV/eoQkjUKQiIhIYRQbC/36scUYABoCbgMGpC0XQCFIRESkcIqKgtRU0vt+GgOkpMChQw4sqmBRCBIRESmMwsLAzY2t/9xtCODuDpUrO7CogkUhSEREpDAKCSHurbeIBixAAzc3+OADCAlxcGEFh4ejCxAREZG8sbViRQBqVKyI76ZNCkDXUE+QiIhIIbX1n1PjG7VsqQCUCYUgERGRQsoagnS9sEwpBImIiBRCly9fZufOnYBC0PUoBImIiBRCP//8M5cuXaJUqVJUqVLF0eUUSApBIiIihVD6obCGDRvi5qav+8zoXRERESmENB7oxhSCRERECiGFoBtTCBIRESlkjh07RkxMDBaLhfr16zu6nAJLIUhERKSQ2bx5MwA1a9bE19fXwdUUXAUmBE2cOJG7776bEiVKULZsWTp06MDBgwdt2hhjGDduHMHBwfj4+NCsWTP27dvnoIpFREQKpg0bNgDQtGlTxxZSwBWYELRx40YGDRrEtm3bWLduHcnJybRu3ZoLFy5Y20yaNInJkyczZcoUduzYQWBgIK1ateLcuXMOrFxERKRg2bhxI6AQdCMWY4xxdBGZ+fvvvylbtiwbN27kvvvuwxhDcHAww4YNY8SIEQAkJSUREBDAm2++SXh4eLbWm5CQgJ+fH/Hx8eoiFBGRQufkyZOUKVMGgBMnTlj/7ezy4vu7wPQEXSs+Ph6A0qVLA3DkyBHi4uJo3bq1tY23tzdNmzZly5YtDqlRRESkoNm0aRMANWrUKDQBKK8UyKvIG2N4/vnnuffee7njjjsAiIuLAyAgIMCmbUBAADExMdddV1JSEklJSdb7CQkJeVCxiIhIwaBDYdlXIHuCBg8ezJ49e1i0aFGGxywWi819Y0yGZVebOHEifn5+1lu5cuXsXq+IiEhBoUHR2VfgQtCQIUNYuXIl69evJyQkxLo8MDAQ+LdHKN2JEycy9A5dbdSoUcTHx1tvR48ezZvCRUREHOzUqVPs3bsXgPvuu8/B1RR8BSYEGWMYPHgwn3/+Od999x0VK1a0ebxixYoEBgaybt0667LLly+zceNGGjdufN31ent74+vra3MTEREpjNatW4cxhpo1a1o7D+T6CsyYoEGDBrFw4UJWrFhBiRIlrD0+fn5++Pj4YLFYGDZsGBMmTCAsLIywsDAmTJhA0aJF6datm4OrFxERcbzVq1cD8MADDzi4EudQYELQ9OnTAWjWrJnN8jlz5tCzZ08Ahg8fTmJiIgMHDuTMmTM0aNCAtWvXUqJEiXyuVkREpGBJTU3l66+/BhSCsqvAzhOUVzRPkIiIOExsLERFQVgYXDXu1R4iIyOpU6cOxYoV4/Tp03h5edl1/Y7mUvMEiYiIFCoRERAaCi1apP2MiLDr6r/66isAWrRoUegCUF5RCBIREclrsbHQrx+kpqbdT02F8PC05Xby6aefAtChQwe7rbOwUwgSERHJa1FR/wagdCkpcOiQXVb/22+/sWfPHjw8PBSCcqDADIwWEREpTJKTk1m7di2ff/45B37+mcvArUBLoDMQ4O4OlSvb5bWWLl0KpB0KS7/clNyYQpCIiIidffvttwwaNIiDBw/aLN8JrACGA4NbtuTlkiUpntkKcjCA2hjDkiVLAOjcubM9yncZOhwmIiJiJ6mpqYwePZqWLVty8OBBSpcuzdChQ1myZAkrVqzgzRdfpG6VKiQCb339NbVr12b79u22K8nhAOrt27ezZ88evL29eeyxx/Ju4wohnSIvIiJiB8nJyTz99NMsXrwYgIEDB/L6669TsmRJm3bGGFatWsWAAQM4evQo3t7ezJkzh65du6b1AIWG2o4fcneH6Ojr9gj16tWLuXPn0r17dz766KM82jrH0ynyIiIiBVBqaio9e/Zk8eLFeHp6Mm/ePKZOnZohAEHahcDbtWvH3r17ad++PUlJSXTr1o3XX38d89tvORpAfebMGWvo6t+/v703q9BTCBIREblJ48aNY8GCBXh4ePDpp5/y1FNP3fA5fn5+LFu2jP/85z8AjBkzhqHz5pFisdg2zGIA9XvvvcelS5eoVasWDRs2vOntcDUKQSIiIjfhk08+4dVXXwVg1qxZPPLII9l+rru7O5MmTeK9997DYrEwZe5cutatS5KbW3oD+OCDTA+FnT59mv/+978AjB49Gsu14UluSCFIREQkl6KioujduzcAL4SH0zM0NFcTIA4ZMsR6KO3TnTt5sFEjEr78Mm0sUJ8+mT5n5MiRxMfHU7NmTTp16nQzm+GyFIJERERy4cqVKzz11FNcuHCBZlWr8sbMmTd1SYwuXbqwevVqSpQowXc//EDTMWOI88h8Jpvly5cza9YsAKZNm4abm77Oc0PvmoiISC689tprbN++HT9fXz7+7Tfc00+2volLYtx///1s2LCBsmXLsnv3burXr2+9Jli6VatW8eSTTwLw7LPPcu+99970trgqnSIvIiKSQzt37qRBgwakpqayaMwYnnjttYyN1q+HZs1ytf7Dhw/Ttm1boqKiAKhTpw4NGjTg0KFDrFu3DoAHHniAlStX4unpmdvNcCo6RV5ERMTBUlJS6N+/P6mpqTzxxBM8ER4O1x6OuslLYlSqVInIyEheeOEFvLy8+Omnn5g+fTrr1q3DYrEwaNAgVqxY4TIBKK+oJ0hERCQHpk6dyuDBg/Hz8+PXX38lMDAwbQxQeHjanD7pZ3RdZ0BzTp04cYKvvvqK33//nVtuuYUHH3yQKlWq5OjSGoVBXnx/KwSJiIhkU1xcHFWrViUhIYEpU6YwaNCgfx+MjU2b1LBy5bwPJRER0K9f2vgjNzeYOdNuoaugUgiyA4UgERHJrSeffJKFCxdSr149tm3bhru7e/4XkYtLaxQGGhMkIiLiIN9++y0LFy7EYrEwffp0xwQgSDsEloNLa8j1KQSJiIjcQFJSEgMHDgTSLoxar149xxUTFmb3gdiuSiFIRETkBt5++21+++03AgICeC2z0+HzU0hI2hig9J6oLC6tIVnLfCpKERERAeD333+3Bp933nkn0yvD57s+faBNm/wbiF1IKQSJiIhchzGGIX37cunSJVrccw/dunVzdEn/CglR+LlJOhwmIiJyHcsGDWLVd9/hCUzdsgXLhx86uiSxI4UgERGRTJz79VeGTp8OwHCgmjG5viaYFEwKQSIiIpl4afRo/gRuA0anL9Sp6IWKQpCIiMg1du7cyfvLlwMwHfBJf0CnohcqCkEiIiJXSU5Opl+/fqSmptKtQQNa61T0Qktnh4mIiFzl/fffJzIykpIlSzJ5xQq4ckWnohdSCkEiIlL45PIK64cPH+all14CYNKkSQQEBKQ9oPBTKOlwmIiIFC4REWkXGG3RIu1nRES2npaSkkL37t25cOECTZs2pU8hvyq7KASJiEhhEhsL/fr9e4HR1NRsn9b+9ttvs2XLFkqUKMHcuXNxu/b6XFLo6BMWEZHCI5dXWI+MjLQeBnv33XepUKFCHhUoBYlCkIiIFB65uML6mTNn6NixI1euXKFDhw707Nkzb2uUAkMhSERECo8cXmE99Y8/eKptW44cOcJtt93Ghx9+iMViyceCxZF0dpiIiBQu2b3CekQEY595hlVAEeCzp56iVKlS+VmpOJjFGGMcXUR+SkhIwM/Pj/j4eHx9fR1djoiIOEJsLB+UL0//f74C5wI93N0hOlqnwxdQefH9rcNhIiLicpbMnMnAfwLQy0AP0HXBXJBCkIiIuJQPP/yQbq+/TirwDDAu/QFdF8zlKASJiIhLSElJ4eWXX6ZPnz6kpqbS9777mOHmhgV0XTAXpYHRIiJS6P3555/06dOHr7/+GoD//Oc/vPnmm1j+/FPXBXNhCkEiIlJoXbp0iRkzZvDyyy9z7tw5fHx8mDlzJk899VRag5AQhR8XVqAOh23atIn27dsTHByMxWJh+fLlNo/37NkTi8Vic2vYsKFjihURkQIrOjqaCRMmULFiRZ577jnOnTtHgwYN2L59+78BSFxegeoJunDhArVr16ZXr1507Ngx0zYPPPAAc+bMsd738vLKr/JERKQAMcZw6tQpjh07xrFjx/jrr7/YuXMnmzdv5ueff7a2K1euHKNHj6Zv3766HpjYKFAhqG3btrRt2zbLNt7e3gQGBuZTRSIi4ijGGA4fPkxkZCTR0dH88ccfHD161Bp64uLiuHLlSqbPtVgsNG/enO7du9O1a1f9wSyZKlAhKDs2bNhA2bJlKVmyJE2bNuX111+nbNmyji5LRETs4PTp03zxxResWLGC7777jvj4+Bs+55ZbbiEoKIigoCCqV69OkyZNaNKkCQEBAflQsTgzpwpBbdu2pXPnzoSGhnLkyBFeeuklWrRowa5du/D29s70OUlJSSQlJVnvJyQk5Fe5IiKSTXv37mXyq6+yaPlykq7q3fH29qZWrVqEhYVRvnx5ypUrR3BwsDX0BAYGqpdHcs2pQtDjjz9u/fcdd9xBvXr1CA0N5auvvuKxxx7L9DkTJ05k/Pjx+VWiiIjkwNGjRxk9ejTz588n/SpONYFH27fnoZde4s4778TT09OxRUqh5dQjxIKCgggNDSUqKuq6bUaNGkV8fLz1dvTo0XysUEREMmOMYdasWdSoUYN58+ZhjKETsBX4GRi/ahV3BwUpAEmecqqeoGudOnWKo0ePEhQUdN023t7e1z1UJiIi+SQ2FqKiICyMc35+dO/e3ToNSqPbb+e9/fupd3X79Ot4ZTaHz1Xr0hw/cjMKVE/Q+fPn2b17N7t37wbgyJEj7N69mz/++IPz58/zwgsvsHXrVqKjo9mwYQPt27fH39+fRx991LGFi4jI9UVEQGgotGhBVPnyNKxWjeXLl+Pl5cU777zD96tWUe/aU9evdx2vq9ZFaGjafZFcspj0g7AFwIYNG2jevHmG5T169GD69Ol06NCByMhIzp49S1BQEM2bN+fVV1+lXLly2X6NhIQE/Pz8iI+Px9fX157li4jItWJj08JKaio/Aa2A00BwQACfr1hBgwYN0tpFREB4eFoPUPp1vPr0ue66rNzdITpaPUIuIC++vwvU4bBmzZqRVSZLv+aLiIg4iagoSE1lK9AWiAfqASunTiUoPQBBWuBp0ybr63j9sy4bWR02E7mBAhWCRESkkAkL40eLhdbGcB64F/jKzQ3fqwNQuhtdxyssDNzcMvYEZXbYTCQbCtSYIBERKVx+u3iRdsWKcR5oAaxxc8N35szc9dyEhMDMmWnBB/49bKZeIMkl9QSJiEieOHbsGG3atOHU+fPUq1WLFW+8QbGaNW8utGTnsJlINikEiYiI3SUlJdGhQweio6OpXLkyX61bR3F7XeLoRofNRLJJh8NERMSujDEMGjSI7du3U6pUKdasWaNrPEqBpBAkIiJ2NXPmTCIiInBzc2Px4sVUqlTJ0SWJZEohSERE7ObHH39kyJAhAEyYMIHWrVs7uCKR61MIEhERu0hISKBr165cuXKFjh07Mnz4cEeXJJIlhSAREbGLwYMHc+TIESpUqEBERAQWi8XRJYlkSSFIRERu2sKFC5k3bx5ubm7Mnz8fPz8/R5ckckMKQSIiclOOHDnCgAEDAHjppZe45557HFyRSPYoBImISK6lpqbSq1cvEhISaNy4MWPGjHF0SSLZphAkIiK5NnPmTDZu3EjRokWZP38+Hh6ag1ech0KQiIjkytGjR61ngE2cOJGKFSs6uCKRnFEIEhGRHDPGEB4ezrlz52jcuDGDBg1ydEkiOaYQJCIiOTZ//nxWr16Nl5cXs2fPxj39yu4iTuSmQtCJEyeIi4uzVy0iIuIEjh8/zrBhwwAYO3Ys1atXd2xBIrmUqxC0Z88eatSoQVBQELfeeiu33norY8aM4cKFC/auT0RECpghQ4Zw+vRp7rzzTv7TtSusXw+xsY4uSyTHchWC+vTpQ0BAAJs3byYyMpLXXnuN1atXU69ePc6cOWPvGkVExBFiYzMEnGXLlvHpp5/i7u7Ohw8/jGflytCiBYSGQkSEA4sVyTmLMcbk9EnFihVj165dVKtWzbrMGEPnzp0pUqQI8+fPt2uR9pSQkICfnx/x8fH4+vo6uhwRkYIpIgL69YPUVHBzg5kzOfPYY9x+++3ExcUxatAgJkyfnvZ4Ond3iI6GkBCHlS2FV158f+eqJyizHh+LxcKECRNYsWKFXQoTEREHiY39NwBB2s/wcJ4PDycuLo5q1arxcvv2tgEIICUFDh3K/3pFcinbs1q1a9eO2rVrc+edd9K/f3+ee+45VqxYQUBAgLVNfHw8pUqVypNCRUQkn0RFZQg4a1NSmPvpp1gsFmbPnk2R0NC0HqJre4IqV87nYkVyL9shqGbNmvz000/MmTOH48ePA3DbbbfRpUsX7rzzTlJSUpgzZw7//e9/86xYERHJB2FhNgHnPNDvn4cGDx7877XBZs6E8PC0HiB3d/jgAx0KE6eSqzFBx48fJzIykt27d1tvhw4dwt3dnapVq7Jnz568qNUuNCZIRCQbIiKsAWeIxcIUY6hQoQJ79+6lePHi/7aLjU07BFa5sgKQ5Km8+P7OVQjKTGJiIj///DM///wz4eHh9lhlnlAIEhHJpthYvv/8c+579lkA1q5dS6tWrRxclLiqAh2CnIVCkIhI9iQmJlK7dm2ioqLo06cPs2fPdnRJ4sIKzNlhIiJS+I0dO5aoqCiCg4N5++23HV2OiN0pBImISAbbt2/nnXfeAWDGjBmULFnSsQWJ5AGFIBERsZGUlETv3r1JTU2lW7dutG/f3tElieQJhSAREbExYcIE9u3bR5kyZXj33XcdXY5InlEIEhERq8jISCZMmADA1KlT8ff3d3BFInlHIUhERIC0s8GefPJJkpOTeeyxx+jUqZOjSxLJUwpBIiICwMiRIzlw4ACBgYF88MEHWCwWR5ckkqcUgkREXE1sLKxfn/bzH2vXruW9994DYM6cOToMJi5BIUhExJVEREBoKLRokfYzIoJTp07Rs2dPAAYNGsQDDzzg2BpF8olmjBYRcRWxsWnB56orv6e6ufFIixZ8+c03VKtWjV27dlG0aFEHFimSOc0YLSIiuRcVZROAAN5OTeXLb77B29ubhQsXKgCJS1EIEhFxFWFh4Pbvbn8T8OI//37vvfe46667HFKWiKMoBImIuIqQEJg5E9zdiQOeAFKAJ598kr59+zq4OJH8pxAkIuJK+vQh8cABOlSvzjGgevXqzJgxQ6fDi0tSCBIRcSHGGPqMHcuPBw5QqlQpVqxYQfHixR1dlohDKASJiLiQ1157jUWLFuHh4cFnn31GWFiYo0sScZgCFYI2bdpE+/btCQ4OxmKxsHz5cpvHjTGMGzeO4OBgfHx8aNasGfv27XNMsSIiTiYiIoKXX34ZSLsuWPPmzR1ckYhjFagQdOHCBWrXrs2UKVMyfXzSpElMnjyZKVOmsGPHDgIDA2nVqhXnzp3L50pFRAqoTGaDBvj000/p168fAMOHD7f+W8SVFdjJEi0WC8uWLaNDhw5AWi9QcHAww4YNY8SIEQAkJSUREBDAm2++SXh4eLbWq8kSRaTQioiAfv3S5gJyc0s7E6xPH7744gs6duzIlStX6Nu3r64LJk7JpSdLPHLkCHFxcbRu3dq6zNvbm6ZNm7Jly5brPi8pKYmEhASbm4hIoRMb+28AgrSf4eEsmTaNxx57jCtXrvD4448zffp0BSCRfzhNCIqLiwMgICDAZnlAQID1scxMnDgRPz8/661cuXJ5WqeIiENkMhv0rJQUug4eTHJyMk899RTz58/H3d3dQQWKFDxOE4LSXfsXjDEmy79qRo0aRXx8vPV29OjRvC5RRCT/XTUbdArwAtCPtH1kv379+Oijj/Dw8HBkhSIFjtOEoMDAQIAMvT4nTpzI0Dt0NW9vb3x9fW1uIiKFzj+zQZ92c6MD8M4/i8eOHcuMGTNwc3Oa3b1IvnGa34qKFSsSGBjIunXrrMsuX77Mxo0bady4sQMrExEpGDZXrcqdgYF8SdofgIsWLWLcuHEaAyRyHQWqb/T8+fMcOnTIev/IkSPs3r2b0qVLU758eYYNG8aECRMICwsjLCyMCRMmULRoUbp16+bAqkVEHOvChQuMGzeO//73v6SkpFC5cmWWLFlCnTp1HF2aSIFWoELQzp07bSbvev755wHo0aMHc+fOZfjw4SQmJjJw4EDOnDlDgwYNWLt2LSVKlHBUySIiDmOM4auvvmLw4MHExMQA8PTTTzN16lTtF0WyocDOE5RXNE+QiBQGP/zwA6NHj2bjxo0AhIaGMnXqVNq1a+fgykTyhkvPEyQiUqBcZ2bmvGSMYe3atTzwwAPce++9bNy4ES8vL/7zn/+wb98+BSCRHCpQh8NERJzCdWZmzitnz55l8eLFvP/+++zfvx8Ad3d3evfuzUsvvaT5z0RySYfDRERyIjYWQkNtJyZ0d4fo6LTT1O0kKSmJVatWsWDBAr744gsuX74MQPHixenTpw9DhgyhUqVKdns9kYIuL76/1RMkIpITmczMTEoKHDp00yEoNTWVH374gfnz5/PJJ59w9uxZ62M1atSgT58+9O7dGz8/v5t6HRFJoxAkIpIT6TMzX9sTVLlyrlf566+/Mm/ePBYsWGA9ywsgODiYJ598kieffJJatWppvh8RO1MIEhHJiX9mZiY8PK0HyN0dPvggx71Ax48fZ/HixcybN49du3ZZl5coUYJOnTrx1FNP0bRpU13rSyQPKQSJiORUnz7Qpk3aIbDKlbMdgIwxbNy4kalTp7Js2TJSUlIA8PDwoG3btjz55JM8/PDD+Pj45GX1IvIPhSARkdwICcl2+Ll06RJz5861ObsLoEGDBjz99NN06dKFMmXK5FWlInIdCkEiInnkwm+/MfN//+Otzz7j2IkTABQrVoynn36agQMHUrNmzbSG6XMOhYXZ9QwzEcmaQpCIiJ0lJyczs2dPxi1YwN//LCtXujT/9/LL9OzZ0/bsrnyec0hE/qV5gkRE7MQYw6pVq3hh2DB+/edi0LcBo4Dubm54xcTY9vTkZM6h2Ni00/PVWyQuSpfNEBEpoP744w/at2/PQw89xK+HDuEPTAV+BZ4BvFJT0wZSXy2rOYeuFhGRFpZatEj7GRGRdxsi4kIUgkREbkJKSgpTpkyhRo0afPXVV3h5eTFi4EAOWSwMBDzTG2Y2l1D6nENXu7ZdbOy/h8sg7Wd4eL5es0yksFIIEhHJpUOHDtGkSROGDBnC+fPnueeee9i9ezdvTJ2K36xZaYEGrj+XUPqcQ1m1y25vkYjkmMYEiYjkkDGGjz/+mMGDB3P+/HlKlCjBm2++SXh4OG5X9+zExmZvLqGs2uXTtcpECjpdO0xExMHi4+Pp378/ixcvBqBp06bMmzcv8yu5Z3cuoaza2WmGahHJSCFIRCSbduzYQZcuXYiOjsbd3Z1XXnmFESNG5P2lLXI5Q7WIZE0hSEQkG+bMmcOAAQNISkqiYsWKLFy4kIYNG+ZfATmYoVpEskcDo0VEsnD58mUGDRpE7969SUpK4uGHHyYyMjJ/A5CI5An1BImIXO2qSQnjPDzo3LkzmzdvBmD8+PGMGTPGdvCziDgthSARkXRXXcLiR4uFx/z8+OvsWXx9fVmwYAEPPfSQoysUETtSCBIRAZtJCSOAgcZw+exZqoeFsfzLL6lSpYqjKxQRO1OfrogIQFQUl1NTGUDaZS4uA48CP/7vfwpAIoWUQpCICHDM15fmwAzAArwGLHVzo0StWo4tTETyjA6HiYjL27x5M507dyYO8AMWAg9qUkKRQk8hSERcljGGadOmMWzYMJKTk6lRowbLpk8nLCVFkxKKuACFIBFxSYmJiQwYMICPPvoIgC5duhAREUHx4sUdXJmI5BeFIBFxOb///judOnUiMjISNzc3Jk2axPPPP4/FYnF0aSKSjxSCRMSlLFq0iPDwcM6dO4e/vz9LliyhRYsWji5LRBxAZ4eJiEs4f/48vR9/nG7dunHu3Dnuuecedu3apQAk4sLUEyQihd4PP/xAr44diTp+HAswBni5e3c8ypd3dGki4kDqCRIR+4uNhfXr03460Pnz5xkyZAhNmjQh6vhxbgW+A14BPAYOdHh9IuJYCkEiYl8RERAaCi1apP2MiMj3EowxLFu2jDvuuIMpU6ZgjKEXsBdolt4oJQUOHcr32kSk4FAIEhH7uer6W0Daz/DwfO1x2b17Ny1atOCxxx4jJiaG0NBQvp4/nw/d3Ch1dUN397S5gETEZSkEiYj9REX9G4DS3WyPSzYPrf3000889thj3HXXXWzYsAFvb29Gjx7NL7/8Qusnn4SZM9OCD6T91GzQIi5PA6NFxH7CwsDNzTYI3UyPS0TEvz1Lbm5pQaZPH+vDV65c4csvv2TGjBmsXbvWuvyJJ57gjTfeIDQ09N919ekDbdqkBTLNBi0igMUYYxxdRH5KSEjAz8+P+Ph4fH19HV2OiPOJjU3r8QkLyzxIRESkHQJLSfm3x+Wq4JKj1wkNzRCokg8d4oeYGJYvX87ixYuJi4sDwM3Nja5duzJq1Chq1KiRy40TkYIqL76/1RMkItl3g54ZwH49LlFRmNRUTgK/AtuALSkpbKpdm9MJCdZmZcuWpXfv3vTt25fbbrstt1smIi5IPUEikj3X6ZlJ2LuXP4G//vqLY8eOkZCQQGJiIhcvXuTSpUtYLBbc3Nxwc3Oz+bcxhtSzZ0n9+29SS5UipVgxEhISOHPmDKdPn+ZEbCyH9u4lPpNSSpcuzUMPPcSjjz7Kgw8+iJeXV369CyLiIOoJEhHHiYoiITWV74FNwM/A3pQU/rr99jx/6XJAPaBx5840HjaM+vXr4+Gh3ZeI3BztRUQkS0ePHmXp0qUsXbiQH4GUTNqULFmS4OBggoKCKFmyJEWLFqVo0aJ4e3sDafP2pKamWm8pCQm4LVqEhbRTVC2Am8WC76BBlK5QgVKlSuHv70+lSpW4zcsLnz//1GBmEbE7hSARyeDKlSusWLGCqVOnsmHDBpvHKpE24WB9i4WaI0dSY+TInHdNr18PixbZLjMGOnaEZs0ytg8Lu/E6bzRgW0TkGk4VgsaNG8f48eNtlgUEBFjPDhGRm3Px4kWmTZvG//73P/78808ALBYLTZo0oXPnzjz88MOUd3O7+UHP+XwqvYhIZpwqBAHUqFGDb775xnrfPX3yMxHJtUuXLjF9+nTeeOMNTpw4AaSdddWvXz/69etHuXLlbJ9wsz0tISFpQeXaU+lzs97rzVLdpo16hEQkS04Xgjw8PAgMDHR0GSKFgjGGL774gueee47ff/8dgIoVKzJmzBiefPJJ65iePGHHU+mvO0u1QpCIZMHpQlBUVBTBwcF4e3vToEEDJkyYkOXcIElJSSQlJVnvJ1w1v4iI07uJcTBRUVEMHTqUNWvWABAcHMy4cePo2bMnnp6eeVFtRiEhNx9U7H1oTURchlNdO6xBgwZ8/PHHfP3118yaNYu4uDgaN27MqVOnrvuciRMn4ufnZ71l6NYXcVa5vFp7amoq7777LrVr12bNmjV4enoyYsQIDh48SN++ffMvANlL+qE1XRdMRHLIqSdLvHDhApUqVWL48OE8//zzmbbJrCeoXLlymixRnNt1Ji4kOjrLL//Dhw/Tq1cvvv/+ewDuv/9+pk2bRpUqVfK44HwQG6vrgokUYpos8RrFihWjZs2aREVFXbeNt7d33o5rEHGEnI6DiY1lznvvMXjKFC4mJlKsWDHefvttwsPDsVgs1jZOfYq5PQ6tiYhLcarDYddKSkriwIEDBAUFOboUkfyVPg7matcZB3Nx2jR6lStH77fe4mJiIs2qVmXv3r3079//3wCUy0NrIiLOzKlC0AsvvMDGjRs5cuQIP/74I506dSIhIYEePXo4ujSR/JXNcTAHN26kwaBBzCXtl/114NuoKCpePe7neqeYx8bmw4aIiDiOUx0Oi42NpWvXrpw8eZIyZcrQsGFDtm3bRmhoqKNLE8l/NzjFfMmSJTzTqxfngQBgEdAc0kLO1YfNdIq5iLgopwpBixcvdnQJIgVLJuNgkpKSeP7555k2bRoATUkLQNaDxtceNtMp5iLiopzqcJiIZO3IkSPcc8891gD04osv8s0HHxCU1WEznWIuIi7KqU+Rz428OMVOCihnP9sph1auXEmPHj04e/YspUuXZv78+bRt2zbtweycPq5TzEWkANMp8iLZ5UIX1Lxy5Qovvvgib7/9NpA2qegnn3xC+fLl/22UndPHdYq5iLgYHQ6TwseFznY6evQozZs3twagYcOGsWnTJtsAJCIimVIIksInq7OdCpFVq1Zx11138cMPP+Dr68vSpUv573//i5eXl6NLExFxCgpBUvjkYCJBZ3TlyhVGjhxJu3btOHXqFHXq1OGnn36iY8eOji5NRMSpKARJ4VOIz3aKiYmhefPmvPnmmwAMHjyYLVu2UKlSJQdXJiLifDQwWgqnG0wk6GyMMcydO5dnn32Wc+fO4evrS0REBJ06dXJ0aSIiTkshSAqvQnK20/Hjx+nXrx8rV64EoHHjxnz88cfq/RERuUk6HCZSQKWmphIREUGNGjVYuXIlXl5evPnmm2zatEkBSETEDtQTJFIA7d69m4EDB7J161YAateuzccff0ytWrUcXJmISOGhniCRAuSPP/6gd+/e1K1bl61bt1K8eHEmT57Mjh07FIBEROxMPUEi+S2Ty3lER0czefJkPvjgAy5fvgxAly5dmDx5MrfeeqsjqxURKbQUgkSyw17XIbvqch6pFgub//Mf3v/9dz7//HNS/5ngsXnz5kycOJEGDRrYqXgREcmMLqAqciP2ug5ZbCyp5cuz2xg+B+YDMVc93KpVK4YPH87999+PxWKxU/EiIoWDLqAqkt+udx2yNm2y1SN06dIl9u7dy86dO9ny+eesNYYTVz1eAujy4IM8+8Yb1KxZM+Nr26P3SUREMqUQJDevEH5ZX758mXPnznHu++85n5rKRSDxn9vFlBQSp08nsWJFEhMTSUxM5OLFi9Z/JyQkEB0dzZEjR4iNjbUe5kpXDLgf6Ao87OZG0cxms7ZX75OIiFyX6x4O278f3+rVHV2O83PSL+tLly5x4MAB9u7dyy+//EJ0dDSxsbHExsZy4sQJkpKS7PZa/v7+3H333dSrV48WiYk0njwZr9TUfy/nce37FRsLoaG2F4F1d4fo6EITMkVEciovDoe5bgiyWPCdNcspvrALLCf6sr506RLff/89GzZsYMOGDWzfvp3k5OQbPq9IkSIU9/Cg6Pnz+ABFAZ9KlfCpUAEfHx/rrWjRomn/vnKFYomJhNauzW316lGxYkUCAgJsx/jExmZ9OY/166FFi8yXN2uW27dARMSpaUyQPRmTo7EdkomoKNsABJCSkvYFXwDe04sXL7J69Wo+++wzvvjiC86fP2/zeOnSpalZsyY1a9akcuXKlCtXjpCQEAICAvD19aV48eJ4enqmNb5RcIHMe8UaNcrY7kaX8wgLS3v+teGycuUcvgMiIpIVlw1BKVCgvrCdUgH9st67dy8ffPAB8+fPJz4+3ro8ODiYli1b0qxZM5o2bUrFihWzfxbWjYLLTQ6gzvBaM2emPT8l5d/DZvp/KiJiVy4bgo4BpQrAF3aeyK+BygXoyzolJYXPPvuM//73v2zbts26PDQ0lM6dO9OxY0fq16+Pm1smk6Tb4/2yd69Ynz5pAepGvU8iIpJrLhuCYiwWbi+Mf11fc0jm/HvvcbBhQ+Li4khISMBiseDr60tISAihoaH4+fnd3Os5+Mv68uXLLFiwgDfeeIPffvsNAA8PDzp06EC/fv24//77Mw8+6ew1sDsvesVu1PskIiI3xWUHRk97/XUGvPiio8uxr9hYLpcvz3pjWAZ8DxwAsvqAq1SpQsOGDWnVqhXt2rWjVKlSGdZZEE9/T0xMJCIigkmTJnH06FEgbYzP0KFD6d+/PwEBATdeib0HdkdEZOwV08B7ERG70MBoO4pJSMifF8qnEBEdHc2U4cP50BjOXPNYQKlS3FqxIn5+fhhjOHv2LEePHuXUqVP89ttv/Pbbb3z88cd4eHjQtGlTunfvTqdOnSi6aFGBO/09ISGB6dOnM3nyZE6cSJt2MCgoiP/7v/8jPDyc4sWLZ39lOoQlIuLSXLYnqEuXLixZsiTHz09NTWXLli388MMPnDlzBh8fH2rXrk3z5s0zHlrKhzl0fvnlF8aOHcvy5cutk/IFAI8CbYG73dwIionJ9Av51KlTbN++nc2bN7Ny5Up++eUX62O+JUrQ7dw5+gF3pS904OnvJ0+e5L333uP999/n7NmzAFSoUIERI0bQs2dPihQpkvOVOtEp/iIiri5PLntlXEx8fLwBTN26dXP83G+//dbccccdhrQjTDa3IkWKmG7dupm9e/emNT561Bg3N2PSTsZPu7m7py23g+joaNOjRw9jsVisNbRq1cp8OXSoSU5/XXd3Y2bPznwFR48a8913NvVERUWZV1991VSsWNFm2+qD+RDMBTBm/Xq71J9dMTExZujQocbHx8daT/Xq1c3HH39srly5cvMvMHt22vt0o/dLREQcKv37Oz4+3m7rdNkQ5OPjY5KTk7P1nNTUVPPSSy9Zv4RLlChhunTpYp575hnT64EHTNVKlWxCQ+fOnc3Bjz6yDUDpt5sJEUePmr+XLTPD+vQxXl5e1tfr2LGj+eWXX2zamfXrrx+4Zs/+N6C5uWX44k9JSTHfLFpkHgfjedV2+YEZ2ru32bdvX+63IZt2795tevToYTw8PKyvX7duXfPZZ5+ZlJSUTENcrt3o/RIREYdTCLKD9DcRMAcPHrxh+9TUVPPMM89Yn9O/f39z+vRpmyCRarGYHWPGmE6dOlnbubu7mwFgjtmpJ+jclCnmFYvFlLgqlLRo0cJs3749ZyvKSQ/V7NnmuJubeQNMxWt6vu677z6zcOFCc+nSpVxtT2YuXrxoPvroI9OwYUOb17r//vvNunXrTGpqqrWurEKciIgUPgpBdnB1CFqyZMkN248aNcoAxs3NzcxO/7LNIkjs2bPHtGvXzvoaxcC8DCYhl1/WSUlJZtrrr5uAq0JBHTBr3dxM6h9/5Hh95rvvctZD9U8vSUpMjFmzZo3p0KGDcXNzs9bi7+9v+vbta1auXGkuXLiQ43Li4+PN0qVLzRNPPGGKFy9uXa+Hh4fp0qWL+fHHHzPWk4eHGUVEpGDKixDksmeHAfz888906dIl4wP/nNG1aN8+Jk6cCMDMmTPpkz6oOYuzimo2a8aXX37Jxo0bGT58ONu3b+cVYHqpUrycmEi/y5fx8vK6YW2nT59m1qxZvPfee/z1118AVAJeBzoDbqmpcPgwlCuXs43O6Xw2/8xV4wa0KV+eNm3aEBsbS0REBLNmzeLPP/9k1qxZzJo1C29vb+rUqUODBg2oXr06FSpUICAggCJFiuDu7k58fDynTp0iKiqKAwcOsG3bNiIjI22ush4aGkq/fv3o3bs3gYGBGesp4JfqEBERJ2K3OOUkru4JatGiRcYG/xxqOQim+D/tRo0aZdsmm70Rqamp5tNPPzVhYWHW1wwKCjLDhg0zX3/9tTl58qS17aVDh8z+OXPMrEmTzCOPPGI8PT3/fU7ZsmaKxWKS7NX7YafBwFeuXDFr1qwxgwYNMuXLl890wHh2bpUqVTIvvPCC2bZtW9p4n6yoJ0hExCXlRU+Qy54iD+Dl5cXp06cpVqxY2oP/nDKdmJpKI+BnoCnwzZEjeFSoYLuiHEyMd+XKFWbPns348eM5fvy4zWOenp74eHiQkJiY4Xm1a9fmueeeo2vXrnjNm2ffifiyc0HQHDDGcOjQIX788Ud27NjB4cOHOXLkCKdPn+bSpUskJyfj5+dHqVKluO2226hWrRq1a9fmvvvuIySnr69JCUVEXE5enCLvsiEoJCSE2NhYvvrqKx588MG0B9evhxYt6AfMAsoAu4Hg9euhWbOMK8thkEhKSmLt2rV8+umnbNu2jaioKJvHfYD6wH0WC52//pqarVrd1OsVanovRERcimaMtqOWLVsyd+5cvvzyy39DUFgY8ywWZhmDBVgABGdjvEx2eXt70759e9q3bw/AhQsXOPPVV1x8/HH8gVKABdIO8nh63vTrOaXszrDtCu+FiIjkqSyuLFm4PfzwwwAsWLCA+Ph4AH46cYL+/4SPsUCrPL4qerFixQhp3Jgqbm6U5p8ABDd/4c2CKjY2rbctNjbzxyMi0mZwbtEi7WdERP7WJyIiLsVlQ1Dz5s2pXr06CQkJPPvssyxbtozWrVtz8fJlWt93H2O++Sbt8gl5PdYkJCTtchru7mn38zh4OcyNAk5s7L+XGIG0n+Hh1w9MIiIiN8llxwTFx8fz448/0qZNG65+C+rXr8+6devsd12S7CrMY1yyc42uf8ZjZXC98VgiIuJS8mJMkMv2BAG0atWKRYsWUbFiRfz9/Xn++edZv359/gcgSAsDzZoVvgAEWc/tky59/qKrFdbDgiIiUiC4dE+QQ8KOK8ru1dp16ruIiFyHeoLEOWV33FOfPmnBaP36/BmPJSIiLk09QZJ/CvO4JxERyVPqCfrHtGnTqFixIkWKFKFu3bp8//33ji5JsqMwj3sSERGn43QhaMmSJQwbNozRo0cTGRlJkyZNaNu2LX/88YejSxMREREn4nSHwxo0aECdOnWYPn26dVn16tXp0KGD9YrvWdHhMBEREefj8ofDLl++zK5du2jdurXN8tatW7Nly5ZMn5OUlERCQoLNTURERMSpQtDJkydJSUkhICDAZnlAQABxcXGZPmfixIn4+flZb+XKlcuPUkVERKSAc6oQlM5isdjcN8ZkWJZu1KhRxMfHW29Hjx7NjxJFRESkgHOqq8j7+/vj7u6eodfnxIkTGXqH0nl7e+Pt7Z0f5YmIiIgTcaqeIC8vL+rWrcu6detslq9bt47GjRs7qCoRERFxRk7VEwTw/PPP8/TTT1OvXj0aNWrEzJkz+eOPP+jfv7+jSxMREREn4nQh6PHHH+fUqVO88sorHDt2jDvuuINVq1YRGhrq6NJERETEiTjdPEE3S/MEiYiIOB+XnydIRERExF4UgkRERMQlKQSJiIiIS1IIEhEREZekECQiIiIuSSFIREREXJJCkIiIiLgkhSARERFxSQpBIiIi4pIUgkRERMQlKQSJiIiIS1IIEhEREZekECQiIiIuSSFIREREXJJCkIiIiLgkhSARERFxSQpBIiIi4pIUgkRERMQlKQSJiIiIS1IIEhEREZekECQiIiIuSSFIREREXJJCkIiIiLgkhSARERFxSQpBIiIi4pIUgkRERMQlKQSJiIiIS1IIEhEREZekECQiIiIuSSFIREREXJJCkIiIiLgkhSARERFxSQpBIiIi4pIUgkRERMQlKQSJiIiIS1IIEhEREZekECQiIiIuSSFIREREXJJCkIiIiLgkhSARERFxSQpBIiIi4pKcKgRVqFABi8Vicxs5cqSjyxIREREn5OHoAnLqlVdeoW/fvtb7xYsXd2A1IiIi4qycLgSVKFGCwMBAR5chIiIiTs6pDocBvPnmm9xyyy3ceeedvP7661y+fNnRJYmIiIgTcqqeoGeffZY6depQqlQptm/fzqhRozhy5AizZ8++7nOSkpJISkqy3o+PjwcgISEhz+sVERER+0j/3jbG2G+lxsHGjh1rgCxvO3bsyPS5S5cuNYA5efLkTa1fN91000033XRzjtvhw4ftlkEsxtgzUuXcyZMnOXnyZJZtKlSoQJEiRTIs//PPPwkJCWHbtm00aNAg0+de2xN09uxZQkND+eOPP/Dz87u54p1IQkIC5cqV4+jRo/j6+jq6nHyj7dZ2uwJtt7bbFcTHx1O+fHnOnDlDyZIl7bJOhx8O8/f3x9/fP1fPjYyMBCAoKOi6bby9vfH29s6w3M/Pz6X+86Tz9fXVdrsQbbdr0Xa7Flfdbjc3+w1ndngIyq6tW7eybds2mjdvjp+fHzt27OC5557j4Ycfpnz58o4uT0RERJyM04Qgb29vlixZwvjx40lKSiI0NJS+ffsyfPhwR5cmIiIiTshpQlCdOnXYtm3bTa/H29ubsWPHZnqIrDDTdmu7XYG2W9vtCrTd9ttuhw+MFhEREXEEp5ssUURERMQeFIJERETEJSkEiYiIiEtSCBIRERGXVChD0LRp06hYsSJFihShbt26fP/991m237hxI3Xr1qVIkSLcdtttzJgxI58qta+cbPfnn39Oq1atKFOmDL6+vjRq1Iivv/46H6u1n5x+3ul++OEHPDw8uPPOO/O2wDyS0+1OSkpi9OjRhIaG4u3tTaVKlfjwww/zqVr7yel2L1iwgNq1a1O0aFGCgoLo1asXp06dyqdqb96mTZto3749wcHBWCwWli9ffsPnFIZ9Wk63u7Ds03Lzeadz5n1abrbbHvu0QheClixZwrBhwxg9ejSRkZE0adKEtm3b8scff2Ta/siRIzz44IM0adKEyMhIXnzxRYYOHcpnn32Wz5XfnJxu96ZNm2jVqhWrVq1i165dNG/enPbt21tn4XYWOd3udPHx8XTv3p37778/nyq1r9xsd5cuXfj222+JiIjg4MGDLFq0iGrVquVj1Tcvp9u9efNmunfvTp8+fdi3bx+ffvopO3bs4JlnnsnnynPvwoUL1K5dmylTpmSrfWHZp+V0uwvLPi2n253O2fdpudluu+zT7HYVsgKifv36pn///jbLqlWrZkaOHJlp++HDh5tq1arZLAsPDzcNGzbMsxrzQk63OzO33367GT9+vL1Ly1O53e7HH3/cjBkzxowdO9bUrl07DyvMGznd7tWrVxs/Pz9z6tSp/Cgvz+R0u9966y1z22232Sx77733TEhISJ7VmJcAs2zZsizbFJZ92tWys92ZccZ92tVyst3Ovk+7Wna22177tELVE3T58mV27dpF69atbZa3bt2aLVu2ZPqcrVu3Zmjfpk0bdu7cyZUrV/KsVnvKzXZfKzU1lXPnzlG6dOm8KDFP5Ha758yZw+HDhxk7dmxel5gncrPdK1eupF69ekyaNIlbb72VKlWq8MILL5CYmJgfJdtFbra7cePGxMbGsmrVKowxHD9+nKVLl9KuXbv8KNkhCsM+zR6ccZ+WW86+T8sNe+3TnGbG6Ow4efIkKSkpBAQE2CwPCAggLi4u0+fExcVl2j45OZmTJ09meXHWgiI3232td955hwsXLtClS5e8KDFP5Ga7o6KiGDlyJN9//z0eHs753z832/3777+zefNmihQpwrJlyzh58iQDBw7k9OnTTjMuKDfb3bhxYxYsWMDjjz/OpUuXSE5O5uGHH+b999/Pj5IdojDs0+zBGfdpuVEY9mm5Ya99WqHqCUpnsVhs7htjMiy7UfvMlhd0Od3udIsWLWLcuHEsWbKEsmXL5lV5eSa7252SkkK3bt0YP348VapUya/y8kxOPu/U1FQsFgsLFiygfv36PPjgg0yePJm5c+c6VW8Q5Gy79+/fz9ChQ3n55ZfZtWsXa9as4ciRI/Tv3z8/SnWYwrJPyy1n36dlV2Hbp+WEvfZphSo2+vv74+7unuGvwhMnTmT4yyhdYGBgpu09PDy45ZZb8qxWe8rNdqdbsmQJffr04dNPP6Vly5Z5Wabd5XS7z507x86dO4mMjGTw4MFA2i+SMQYPDw/Wrl1LixYt8qX2m5GbzzsoKIhbb70VPz8/67Lq1atjjCE2NpawsLA8rdkecrPdEydO5J577uE///kPALVq1aJYsWI0adKE1157rVD2ihSGfdrNcOZ9Wk4Vln1abthrn1aoeoK8vLyoW7cu69ats1m+bt06GjdunOlzGjVqlKH92rVrqVevHp6ennlWqz3lZrsh7a+lnj17snDhQqccI5HT7fb19WXv3r3s3r3beuvfvz9Vq1Zl9+7dNGjQIL9Kvym5+bzvuece/vrrL86fP29d9ttvv+Hm5kZISEie1msvudnuixcv4uZmu5tzd3cH/u0dKWwKwz4tt5x9n5ZThWWflht226fd1LDqAmjx4sXG09PTREREmP3795thw4aZYsWKmejoaGOMMSNHjjRPP/20tf3vv/9uihYtap577jmzf/9+ExERYTw9Pc3SpUsdtQm5ktPtXrhwofHw8DBTp041x44ds97Onj3rqE3IlZxu97Wc9UyKnG73uXPnTEhIiOnUqZPZt2+f2bhxowkLCzPPPPOMozYhV3K63XPmzDEeHh5m2rRp5vDhw2bz5s2mXr16pn79+o7ahBw7d+6ciYyMNJGRkQYwkydPNpGRkSYmJsYYU3j3aTnd7sKyT8vpdl/LWfdpOd1ue+3TCl0IMsaYqVOnmtDQUOPl5WXq1KljNm7caH2sR48epmnTpjbtN2zYYO666y7j5eVlKlSoYKZPn57PFdtHTra7adOmBshw69GjR/4XfpNy+nlfzVl3GMbkfLsPHDhgWrZsaXx8fExISIh5/vnnzcWLF/O56puX0+1+7733zO233258fHxMUFCQefLJJ01sbGw+V51769evz/J3tbDu03K63YVln5abz/tqzrpPy81222OfZjGmkPYJi4iIiGShUI0JEhEREckuhSARERFxSQpBIiIi4pIUgkRERMQlKQSJiIiIS1IIEhEREZekECQiIiIuSSFIREREXJJCkIiIiLgkhSARERFxSQpBIlIovPLKK9SsWZNixYoREBDAgAEDuHLliqPLEpECzMPRBYiI3CxjDCkpKXzwwQfceuut7N+/n+7du1OrVi0GDBjg6PJEpIDSBVRFpFDq1q0bZcqU4d1333V0KSJSQOlwmIg4vZiYGAYPHswdd9xBqVKlKF68OJ988gkhISGOLk1ECjCFIBFxaidPnqR+/fqcPHmSyZMns3nzZrZu3Yq7uzt33nmno8sTkQJMY4JExKmtWrWK5ORkFi1ahMViAWDq1KlcvnxZIUhEsqQQJCJOrXTp0iQkJLBy5Upuv/12vvjiCyZOnMitt95KmTJlHF2eiBRgGhgtIk7NGMOAAQNYuHAhPj4+PPXUU1y6dImYmBi+/PJLR5cnIgWYQpCIiIi4JA2MFhEREZekECQiIiIuSSFIREREXJJCkIiIiLgkhSARERFxSQpBIiIi4pIUgkRERMQlKQSJiIiIS1IIEhEREZekECQiIiIuSSFIREREXJJCkIiIiLik/wfHA8e7nzir3AAAAABJRU5ErkJggg==", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkEAAAHFCAYAAAD1zS3+AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAABe1klEQVR4nO3deVxU1f/H8dewuiAkLiCiaImalUvinrnlllqZZWXlkiZulfotlzaXSsvKX4u5o60ulWllapmiZlqpaaaWuaGi4i4gCgqc3x/I6Agi4MAwzPv5eMwD5869dz53BmfenHPuuRZjjEFERETExbg5ugARERERR1AIEhEREZekECQiIiIuSSFIREREXJJCkIiIiLgkhSARERFxSQpBIiIi4pIUgkRERMQlKQSJiIiIS1IIEodq3rw5zZs3d3QZudazZ098fHyytW6lSpXo2bNnntZjsVgYPXp0nj7H9Zw7d47Ro0ezatUqh9bhLFasWEFYWBjFixfHYrGwaNEiPv74YywWC1FRUdb15syZw3vvvZcnNbz88stUrFgRDw8Pbrrpphxv37NnTypVqmT3ugqSI0eO8PLLL9OoUSNKly6Nr68vdevWZfr06aSkpGS6zdq1a7n33nspWbIkRYsWJTQ0lNdeey2fK5eseDi6AHFtkydPdnQJ+WbhwoX4+vo6uow8d+7cOcaMGQPg1AE3Pxhj6Nq1K1WrVuW7776jePHiVKtWjeTkZNavX0+5cuWs686ZM4dt27YxePBgu9bw7bff8sYbb/DSSy/Rvn17vL297br/wmLTpk18+umndO/enVdeeQVPT0+WLl1K//79+e2335g1a5bN+nPmzOHJJ5+ka9eufPrpp/j4+LBnzx4OHz7soCOQzCgEiUPVqFHD0SXkmzp16ji6BLGj8+fPU6RIESwWS673cfjwYU6dOkXnzp1p1aqVzWNlypS50RKzZdu2bQA8++yzlC1bNl+e017s8R5kV5MmTdizZw+enp7WZa1bt+bChQt89NFHjBkzhgoVKgBw6NAh+vbtS3h4uM0fei1atMjzOiVn1B0m2TZ69GgsFgvbt2/nsccew8/Pj4CAAJ566iliY2Nt1k1MTGTkyJFUrlwZLy8vypcvz8CBAzlz5ozNepl1h02ZMoVatWrh4+NDiRIlqF69Oi+++CIAUVFReHh4MH78+Az1rVmzBovFwldffZXlcZw5c4b//e9/3HzzzXh7e1O2bFnuvfde/v33XwBWrVqFxWLJ0J0TFRWFxWLh448/zrDP7du306pVK4oXL06ZMmUYNGgQ586ds1kns+6w69ViDzExMYSHhxMcHIyXlxeVK1dmzJgxJCcn26w3ZswYGjRogL+/P76+vtx5551ERERw9TWWV65cSfPmzSlVqhRFixalYsWKdOnShXPnzhEVFWX98h4zZgwWiwWLxXLdbsBz587x/PPPU7lyZYoUKYK/vz9hYWHMnTvXZr2PP/6YatWq4e3tza233sqnn36aoSsmJ+/fxo0befTRR6lUqRJFixalUqVKPPbYY+zfvz/D81osFn766SeeeuopypQpQ7FixUhKSgJg/vz5NGrUiOLFi+Pj40Pbtm3ZvHlzlsc8evRogoODARg+fDgWi8V6HFd3hzVv3pwffviB/fv3W1/T633xp6amMmHCBKpXr2793erevTvR0dHWdSpVqsTLL78MQEBAQLa6UzN7DzJz4cIFXn/9devzlylThl69enH8+HGb9ZKSkvjf//5HYGAgxYoV4+6772bTpk0Z/r/Y6z3YuHEj9913H/7+/hQpUoQ6derw5ZdfZnnMACVLlrQJQOnq168PYPO6zpw5k4SEBIYPH37d/YpjqSVIcqxLly488sgj9O7dm7///puRI0cCWJuDjTE88MADrFixgpEjR9K0aVO2bt3KqFGjWL9+PevXr79mk/u8efMYMGAAzzzzDO+88w5ubm7s3r2bHTt2AGkf2vfddx9Tp05l2LBhuLu7W7edNGkSQUFBdO7c+Zq1x8fHc9dddxEVFcXw4cNp0KABZ8+eZc2aNRw5coTq1avn+PW4ePEi9957L+Hh4YwYMYJ169bx+uuvs3//fr7//vsbrqVnz5588skn7Nu3L8fjLmJiYqhfvz5ubm68+uqr3HLLLaxfv57XX3+dqKgoZs+ebV03KiqK8PBwKlasCMBvv/3GM888w6FDh3j11Vet63To0IGmTZsya9YsbrrpJg4dOsSyZcu4cOEC5cqVY9myZbRr147evXvTp08f4PqtGkOHDuWzzz7j9ddfp06dOiQkJLBt2zZOnjxpXefjjz+mV69e3H///bz77rvExsYyevRokpKScHPL3d9zUVFRVKtWjUcffRR/f3+OHDnClClTqFevHjt27KB06dI26z/11FN06NCBzz77jISEBDw9PRk3bhwvv/wyvXr14uWXX+bChQu8/fbbNG3alD/++OOarZ19+vShVq1aPPjggzzzzDN069btmv8vJk+eTN++fdmzZw8LFy7M1rH179+f6dOnM2jQIDp27EhUVBSvvPIKq1at4s8//6R06dIsXLiQjz76iIiICJYtW4afn581mGUmu+9Bamoq999/P7/88gvDhg2jcePG7N+/n1GjRtG8eXM2btxI0aJFAejVqxfz589n2LBhtGzZkh07dtC5c2fi4uIyreFG3oPIyEjatWtHgwYNmDp1Kn5+fsybN49HHnmEc+fO5WrM3sqVK/Hw8KBq1arWZWvWrMHf359///2X+++/n23btuHv78+DDz7IhAkTXKJb3GkYkWwaNWqUAcyECRNslg8YMMAUKVLEpKamGmOMWbZsWabrzZ8/3wBm+vTp1mXNmjUzzZo1s94fNGiQuemmm7KsIzIy0gBm4cKF1mWHDh0yHh4eZsyYMVluO3bsWAOY5cuXX3f/kZGRNsv37dtnADN79mzrsh49ehjAvP/++zbrvvHGGwYwa9eutS4LCQkxPXr0yFEtxhjz1FNPGXd3dxMVFZXlesYYA5hRo0ZZ74eHhxsfHx+zf/9+m/XeeecdA5jt27dnup+UlBRz8eJFM3bsWFOqVCnre/v1118bwGzZsuWaNRw/fjxDHddz++23mwceeOCaj6ekpJigoCBz5513WmsxxpioqCjj6elpQkJCrMty8v5dLTk52Zw9e9YUL17c5j2dPXu2AUz37t1t1j9w4IDx8PAwzzzzjM3y+Ph4ExgYaLp27ZrFUV+u6e2337ZZnv58+/btsy7r0KGDzXFm5Z9//jGAGTBggM3y33//3QDmxRdftC5L/399/PjxLPeZk/dg7ty5BjALFiyw2ceGDRsMYCZPnmyMMWb79u0GMMOHD7dZL337K/+/2OM9qF69uqlTp465ePGizbodO3Y05cqVMykpKVm+Blf78ccfjZubmxkyZIjN8mrVqpkiRYqYEiVKmHHjxpnIyEgzYcIEU7RoUdOkSROb108cS91hkmP33Xefzf2aNWuSmJjIsWPHgLS/jIAMf1U9/PDDFC9enBUrVlxz3/Xr1+fMmTM89thjfPvtt5w4cSLDOs2bN6dWrVp89NFH1mVTp07FYrHQt2/fLGtfunQpVatW5Z577slyvZx6/PHHbe5369YNSPvL80ZriYiIIDk5mZCQkBzXtXjxYlq0aEFQUBDJycnWW/v27QFYvXq1dd2VK1dyzz334Ofnh7u7O56enrz66qucPHnS+t7Wrl0bLy8v+vbtyyeffMLevXtzVM+VNSQnJ1u72urXr8/SpUsZMWIEq1at4vz58zbb7dy5k8OHD9OtWzebbqCQkBAaN26c49cl3dmzZxk+fDhVqlTBw8MDDw8PfHx8SEhI4J9//smwfpcuXWzu//jjjyQnJ9O9e3eb4ypSpAjNmjVz2Bly6b93V/8frF+/PrfeemuW/wevJSfvweLFi7npppvo1KmTzetSu3ZtAgMDra9L+u9f165dbbZ/6KGH8PDIvKMit+/B7t27+ffff63/V69c99577+XIkSPs3Lkz26/Hn3/+SdeuXWnYsGGG7vnU1FQSExN58cUXGTlyJM2bN+eFF15g/Pjx/Prrr7l6/SVvKARJjpUqVcrmfnoTfvoX18mTJ/Hw8MjQBWKxWAgMDLTp4rjak08+yaxZs9i/fz9dunShbNmyNGjQgOXLl9us9+yzz7JixQp27tzJxYsXmTFjBg899BCBgYFZ1n78+PEsm/tzw8PDI8Nrkl5HVseaF7Vc7ejRo3z//fd4enra3G677TYAa8j8448/aNOmDQAzZszg119/ZcOGDbz00kvA5ff2lltu4eeff6Zs2bIMHDiQW265hVtuuYX333//urVERUVlqCP9S/CDDz5g+PDhLFq0iBYtWuDv788DDzzArl27gMuvY2bv7/Xe86x069aNSZMm0adPH3788Uf++OMPNmzYQJkyZTIEMcDmbC1Ie30B6tWrl+HY5s+fn2mIzw/pr9fV9QIEBQVl+Xt5vX1m5z04evQoZ86cwcvLK8PrEhMTY31d0vcZEBBgs31m/6fS5fY9SF/v+eefz7DegAEDALL9fm3evJnWrVsTGhrKkiVLMnRjptfetm1bm+Xpf3z8+eef2XoeyXsaEyR2V6pUKZKTkzl+/LhNEDLGEBMTQ7169bLcvlevXvTq1YuEhATWrFnDqFGj6NixI//995+1NaRbt24MHz6cjz76iIYNGxITE8PAgQOvW1uZMmVsBjBmpkiRIgDWAZfprvUBmZyczMmTJ20+tGNiYoCMgTGntdyo0qVLU7NmTd54441MHw8KCgLSxmJ5enqyePFi6/EDLFq0KMM2TZs2pWnTpqSkpLBx40Y+/PBDBg8eTEBAAI8++ug1awkKCmLDhg02y6pVqwZA8eLFGTNmDGPGjOHo0aPWVqFOnTrx77//Wl/H9Nf1Slcvy+77Fxsby+LFixk1ahQjRoywLk9KSuLUqVOZHsPVg5HTxwx9/fXXuWqpyyvpr9eRI0cyBO3Dhw9nGOuUk31m5z0oXbo0pUqVYtmyZZnuq0SJEjb7PHr0KOXLl7c+nv5/KjO5fQ/S1xs5ciQPPvhgpuuk/z5mZfPmzdxzzz2EhITw008/4efnl2GdmjVr8ttvv2VYnt7ymdsxbGJ/eifE7tJP9f38889tli9YsICEhIQMpwJfS/HixWnfvj0vvfQSFy5cYPv27dbHihQpYu2SmThxIrVr16ZJkybX3Wf79u3577//rF12mUkffLx161ab5d999901t/niiy9s7s+ZMwfIep6c7NRyozp27Mi2bdu45ZZbCAsLy3BLD0EWiwUPDw+bgebnz5/ns88+u+a+3d3dadCggbVbMv2v26tbBtN5eXlleP70L8MrBQQE0LNnTx577DF27tzJuXPnqFatGuXKlWPu3Lk2Z6vt37+fdevW2Wyf3ffPYrFgjMnwV/zMmTOvOfnd1dq2bYuHhwd79uzJ9PUNCwvL1n6yw9vbO9PWqcy0bNkSyPh/cMOGDfzzzz/Z/j94pZy8Bx07duTkyZOkpKRk+pqkh427774bSDuz60pff/11hrMXryW770G1atUIDQ3lr7/+uuZ6mf0+XmnLli3cc889BAcHs3z5ckqWLJnpeulddkuXLrVZvmTJEgAaNmyYrWOTvKeWILG71q1b07ZtW4YPH05cXBxNmjSxnh1Wp04dnnzyyWtu+/TTT1O0aFGaNGlCuXLliImJYfz48fj5+WVoQRowYAATJkxg06ZNzJw5M1u1DR48mPnz53P//fczYsQI6tevz/nz51m9ejUdO3akRYsWBAYGcs899zB+/HhKlixJSEgIK1as4Jtvvsl0n15eXrz77rucPXuWevXqWc8Oa9++PXfdddcN1QLQu3dvPvnkE/bs2ZPj1oaxY8eyfPlyGjduzLPPPku1atVITEwkKiqKJUuWMHXqVIKDg+nQoQMTJ06kW7du9O3bl5MnT/LOO+9kCAhTp05l5cqVdOjQgYoVK5KYmGg9KzB9bFOJEiUICQnh22+/pVWrVvj7+1O6dOksz2xr0KABHTt2pGbNmpQsWZJ//vmHzz77jEaNGlGsWDEAXnvtNfr06UPnzp15+umnOXPmDKNHj87QFZPd98/X15e7776bt99+21rf6tWriYiIyPasyZUqVWLs2LG89NJL7N27l3bt2lGyZEmOHj3KH3/8YW3hsoc77riDb775hilTplC3bl3c3NyuGbKqVatG3759+fDDD3Fzc6N9+/bWs8MqVKjAkCFDcvz8bm5u2X4PHn30Ub744gvuvfdennvuOerXr4+npyfR0dFERkZy//3307lzZ2677TYee+wx3n33Xdzd3WnZsiXbt2/n3Xffxc/PL1stJjl5D6ZNm0b79u1p27YtPXv2pHz58pw6dYp//vmHP//8M8vpNXbu3Gn9HX/jjTfYtWuXtbsW0rqK01u+27RpQ6dOnRg7diypqak0bNiQjRs3MmbMGDp27Jjl54LkM0eOyhbncq2zSDI7k+X8+fNm+PDhJiQkxHh6eppy5cqZ/v37m9OnT9tse/XZYZ988olp0aKFCQgIMF5eXiYoKMh07drVbN26NdOamjdvbvz9/c25c+eyfRynT582zz33nKlYsaLx9PQ0ZcuWNR06dDD//vuvdZ0jR46Yhx56yPj7+xs/Pz/zxBNPmI0bN2Z6dljx4sXN1q1bTfPmzU3RokWNv7+/6d+/vzl79qzN8159dlh2a0k/A+3K1/dayOSsrOPHj5tnn33WVK5c2Xh6ehp/f39Tt25d89JLL9nUOGvWLFOtWjXj7e1tbr75ZjN+/HgTERFh89zr1683nTt3NiEhIcbb29uUKlXKNGvWzHz33Xc2z/nzzz+bOnXqGG9v7wxn+WRmxIgRJiwszJQsWdL6/EOGDDEnTpywWW/mzJkmNDTUeHl5mapVq5pZs2aZHj16ZDhrKrvvX3R0tOnSpYspWbKkKVGihGnXrp3Ztm1bhvcq/Xd8w4YNmda/aNEi06JFC+Pr62u8vb1NSEiIeeihh8zPP/+c5XHn5OywU6dOmYceesjcdNNNxmKxmOt9fKekpJi33nrLVK1a1Xh6eprSpUubJ554whw8eNBmveyeHZYuu+/BxYsXzTvvvGNq1aplihQpYnx8fEz16tVNeHi42bVrl3W9xMREM3ToUFO2bFlTpEgR07BhQ7N+/Xrj5+dnc9aVvd6Dv/76y3Tt2tWULVvWeHp6msDAQNOyZUszderULI87/fmvdbv6rMNz586Z4cOHmwoVKhgPDw9TsWJFM3LkSJOYmJiNV1nyi8WYq2ZCE3ESx44dIyQkhGeeeYYJEyY4uhxxkJ49e7Jq1Sqb62yJc1u3bh1NmjThiy++sJ5pKZIX1B0mTic6Opq9e/fy9ttv4+bmxnPPPefokkQkl5YvX8769eupW7cuRYsW5a+//uLNN98kNDT0mgOYRexFIUiczsyZMxk7diyVKlXiiy++sDmrRESci6+vLz/99BPvvfce8fHxlC5dmvbt2zN+/HibMxVF8oK6w0RERMQlFZhT5KdMmULNmjXx9fXF19eXRo0a2ZxeaIxh9OjRBAUFUbRoUZo3b25zyrSIiIhIThSYEBQcHMybb77Jxo0b2bhxIy1btuT++++3Bp0JEyYwceJEJk2axIYNGwgMDKR169bEx8c7uHIRERFxRgW6O8zf35+3336bp556iqCgIAYPHszw4cOBtFldAwICeOuttwgPD3dwpSIiIuJsCuTA6JSUFL766isSEhJo1KgR+/btIyYmxnptI0ibPbVZs2asW7cuyxCUlJRkM31+amoqp06dolSpUhmmXxcREZGCyRhDfHw8QUFBdrv0SIEKQX///TeNGjUiMTERHx8fFi5cSI0aNaxTsl99kb2AgAD279+f5T7Hjx9vtxlbRURExLEOHjxot4tPF6gQVK1aNbZs2cKZM2dYsGABPXr0sF5lGjJeOM8Yc93WnJEjRzJ06FDr/djYWCpWrMjBgwfx9fW17wGIiIhInoiLi6NChQrXvcZbThSoEOTl5UWVKlUACAsLY8OGDbz//vvWcUAxMTGUK1fOuv6xY8cytA5dzdvbO8P1jwDrWWgiIiLiPOw5lKXAnB2WGWMMSUlJVK5cmcDAQJYvX2597MKFC6xevZrGjRs7sEIRERFxVgWmJejFF1+kffv2VKhQgfj4eObNm8eqVatYtmwZFouFwYMHM27cOEJDQwkNDWXcuHEUK1ZM15URERGRXCkwIejo0aM8+eSTHDlyBD8/P2rWrMmyZcto3bo1AMOGDeP8+fMMGDCA06dP06BBA3766Se79g2KiIiI6yjQ8wTlhbi4OPz8/IiNjdWYIBERESeRF9/fBXpMkIiIiEheUQgSERERl6QQJCIiIi5JIUhERERckkKQiIiIuCSFIBEREXFJCkEiIiLikhSCRERExCUpBImIiIhLUggSERERl6QQJCIiIi5JIUhERERckkKQiIiIuCSFIBEREXFJCkEiIiLikhSCRERExCUpBImIiIhLUggSERERl6QQJCIiIi5JIUhERERckkKQiIiIuCSFIBEREXFJCkEiIiLikhSCRERExCUpBImIiIhLUggSERERl6QQJCIiIi5JIUhERERckkKQiIiIuCSFIBEREXFJCkEiIiLikhSCRERExCUpBImIiIhLUggSERERl6QQJCIiIi5JIUhERERckkKQiIiIuCSFIBEREXFJCkEiIiLikhSCRERExCUpBImIiIhLUggSERERl1RgQtD48eOpV68eJUqUoGzZsjzwwAPs3LnTZp2ePXtisVhsbg0bNnRQxSIiIuLMCkwIWr16NQMHDuS3335j+fLlJCcn06ZNGxISEmzWa9euHUeOHLHelixZ4qCKRURExJl5OLqAdMuWLbO5P3v2bMqWLcumTZu4++67rcu9vb0JDAzM7/JERESkkCkwLUFXi42NBcDf399m+apVqyhbtixVq1bl6aef5tixY1nuJykpibi4OJubiIiIiMUYYxxdxNWMMdx///2cPn2aX375xbp8/vz5+Pj4EBISwr59+3jllVdITk5m06ZNeHt7Z7qv0aNHM2bMmAzLY2Nj8fX1zbNjEBEREfuJi4vDz8/Prt/fBTIEDRw4kB9++IG1a9cSHBx8zfWOHDlCSEgI8+bN48EHH8x0naSkJJKSkqz34+LiqFChgkKQiIiIE8mLEFRgxgSle+aZZ/juu+9Ys2ZNlgEIoFy5coSEhLBr165rruPt7X3NViIRERFxXQUmBBljeOaZZ1i4cCGrVq2icuXK193m5MmTHDx4kHLlyuVDhSIiIlKYFJiB0QMHDuTzzz9nzpw5lChRgpiYGGJiYjh//jwAZ8+e5fnnn2f9+vVERUWxatUqOnXqROnSpencubODqxcRERFnU2BC0JQpU4iNjaV58+aUK1fOeps/fz4A7u7u/P3339x///1UrVqVHj16ULVqVdavX0+JEiUcXL2IiIjziYmJYerUqfzxxx+OLsUhClR3WFaKFi3Kjz/+mE/ViIiIFG6HDx8mLCyMI0eOYLFYWDB6NJ2fegquMx63MCkwLUEiIiKSf8aMGcORI0eAtIaIQaNGkVSxIkREOLiy/KMQJCIi4mIOHjzI7NmzAfjZYqE8cBhYaAyEh0N0tEPryy8KQSIiIi5mzpw5XLx4kbtr1qSVMfS4tHwhQEoK7N6d+YbR0RAZWWhCkkKQiIiIi1mwYAEA3R57DNzc6HBp+XIgxc0NqlTJsE3022/zXsWKzG/ZEkJCCkW3mUKQiIiICzl48CAbNmzAYrFwf8+eMH069d3cuAk4DWwYPjzj4OjoaHYOH84QY3gdIDW1UHSbKQSJiIi4kJ9//hmABg0aEBgYCL1747F/P63uvhuAlT4+GTfatYuES2dxF0tfllW3mZNQCBIREXEhkZGRALRs2fLywuBgGt13HwCbNm3KuFFoKAkWCwDF05e5u2fabeZMFIJERERchDHGGoJatGhh81hYWBgAGzduzLhhcDAJTz4JXApB7u4wbZrTzymkECQiIuIioqKiiI6OxtPTk0aNGtk8VqdOHSwWCwcOHODYsWMZtj1Xty4AxVu0gKgo6N07P0rOUwpBIiIiLiK9q6tmzZoUL17c5jFfX1+qVasGZN4alJCQAEDxypWdvgUonUKQiIiIi9iyZQsAtWvXzvTx9OXbtm3L8Jg1BF0VnpyZQpCIiIiL2Lx5M5DW9ZWZGjVqALBjx44Mj6WHoGLFimV4zFkpBImIiLiI67UEpYegf/75J8NjagkSERERp3Ts2DEOHz6MxWKhZs2ama5z6623AmkhyFyaFyjduXPnAIUgERERcTLprUBVqlShRIkSma5TpUoVPDw8iI+P59ChQzaPqSVIREREnFL6eKBrdYUBeHl5UeXSBIhXjwtSCBIRERGnlN4SdK1B0emuNS4oLi4OSDuVvrBQCBIREXEB1xsUne7KcUFXio2NBcDPz8/utTmKQpCIiEghl5CQwM6dO4HstwRd3R2WHoLUEiQiIiJO4++//8YYQ0BAQNqV47OgliAREREpNK43SeKVqlatCsCJEyc4ceIEAMnJydZT5BWCRERExGlkdzwQpJ39FRISAsC///4LXB4UDeoOExERESeSk5YggOrVqwOXQ1B6V1jRokXx9PTMgwodQyFIRESkEEtOTubvv/8GstcSBBnHBRXG8UCgECQiIlKo7dy5k8TERIoXL26dCPF60luC0kNQ+tigUqVK5U2RDqIQJCIiUohtWbkSgFq33oqbW/a+9tNbgtK7w44dOwZA2bJl86BCx1EIEhERKawiItjy7LMA1Nm4ESIisrVZektQVFQU58+f5/jx4wCUKVMmb+p0EIUgERGRwig6Gvr2ZfOlu7UBwsPTll9HmTJl8Pf3xxjDzp071RIkIiIiTmTXLkxqKlsu3a0NkJICu3dfd1OLxWJzhlh6CFJLkIiIiBR8oaFEWyycBNyB2wHc3SGbg6OvPEPsyJEjANedbdrZKASJiIgURsHBbBk4EIBbgSLu7jBtGgQHZ2vz9GuIbd26lT179gBw880350mpjuLh6AJEREQkb2y+1H1Vp3VrmDUr2wEIICwsDIDff/+dU6dOAQpBIiIi4iSsl8to1y5HAQjgzjvvxM3NzdoV5u7uToUKFexdokOpO0xERKSQyunlMq7k4+ND48aNrffr1KlTqC6ZAQpBIiIihdKZM2eIiooCoFatWrnax8MPP2z9d5s2bexRVoGi7jAREZFCKL0rLCQkBH9//1zto1+/fqxevZqUlBT+97//2bG6gkEhSEREpBCyjgfK5kVTM+Pl5cWCBQvsU1ABpO4wERGRQig9BOVmPJCrUAgSEREphP7880/gxlqCCjuFIBERkULm3LlzbN++Hbg8349kpBAkIiJSyGzZsoXU1FQCAwMJCgpydDkFVoEJQePHj6devXqUKFGCsmXL8sADD7Bz506bdYwxjB49mqCgIIoWLUrz5s2tSVdERETSbNy4EUhrBbJYLA6upuAqMCFo9erVDBw4kN9++43ly5eTnJxMmzZtSEhIsK4zYcIEJk6cyKRJk9iwYQOBgYG0bt2a+Ph4B1YuIiJSsFwZguTaLMYY4+giMnP8+HHKli3L6tWrufvuuzHGEBQUxODBgxk+fDgASUlJBAQE8NZbbxEeHp6t/cbFxeHn50dsbCy+vr55eQgiIiIOUaNGDf755x8WL15Mhw4dHF2OXeTF93eBaQm6WmxsLIB1gqd9+/YRExNjM2Olt7c3zZo1Y926dQ6pUUREpKCJj4/n33//BaBu3boOrqZgK5CTJRpjGDp0KHfddRe33347ADExMQAEBATYrBsQEMD+/fuvua+kpCSSkpKs9+Pi4vKgYhERkYJh8+bNGGMIDg4mMDDQ0eUUaAWyJWjQoEFs3bqVuXPnZnjs6gFexpgsB32NHz8ePz8/662wXQFXRETkSps2bQI0Hig7ClwIeuaZZ/juu++IjIwkODjYujw9zaa3CKU7duxYhtahK40cOZLY2Fjr7eDBg3lTuIiISAHw+++/AwpB2VFgQpAxhkGDBvHNN9+wcuVKKleubPN45cqVCQwMZPny5dZlFy5cYPXq1TRu3Pia+/X29sbX19fmJiIiUhgZY/jll18AaNKkiYOrKfgKzJiggQMHMmfOHL799ltKlChhbfHx8/OjaNGiWCwWBg8ezLhx4wgNDSU0NJRx48ZRrFgxunXr5uDqRUREHG/fvn0cPnwYT09PGjRo4OhyCrwCE4KmTJkCQPPmzW2Wz549m549ewIwbNgwzp8/z4ABAzh9+jQNGjTgp59+okSJEvlcrYiISMGT3goUFhZG0aJFHVxNwVdgQlB2piuyWCyMHj2a0aNH531BIiIi9hYdDbt2QWgoXDHu1V7Wrl0LwF133WX3fRdGBWZMkIiISKEWEQEhIdCyZdrPiAi7P0V6S1DTpk3tvu/CqMDOGJ1XNGO0iIjku+jotOCTmnp5mbs7REXZrUXo0KFDBAcHY7FYOHHihHWy4cIiL76/C0x3mIiISGGUnJzMwhkzWJaayrZLy24FHkxJof2//+JppxC0dOlSAOrXr1/oAlBeUXeYiIhIHvnxxx+pXr06XceOZRbwx6XbJ8D9QK0BA1i5cqVdnmvJkiUA3HvvvXbZnytQCBIREbGz1NRUXnjhBdq1a8eePXsoVaoUz7dtywI3N74BBlsslPLx4Z9du2jVqhWjR48m9cqusuhoiIxM+5kNFy5c4Oeffwagffv2eXBEhZNCkIiIiB1dvHiRJ554gnfeeQdIuxRUVFQUby9bxoP799M5MpL/O3CAXQcO0LdvXwDGjBlD7969SUlJydUA6l9//ZX4+HjKlCmji6bmgMYEiYiI2Ikxhr59+zJ37lw8PDz45JNPbCf0DQ62DoQuCUybNo0GDRrQt29fPv74Y1Li45n9zTe4p5+zlJoK4eHQtm2WA6gXLFgApHWFubmpfSO79EqJiIjYycsvv8zHH3+Mu7s7CxYsyNYVDZ566inmzp2Lu7s7ny1YQH9jsDltOyUFdu++5vYXL17kyy+/BOCxxx67wSNwLQpBIiIidjB//nzGjRsHpLXw3Hfffdne9uGHH2bOnDm4ubkxAxh55YPu7lClyjW3/emnnzh+/DhlypShVatWuSveRSkEiYiI3KB///2XPn36ADBixAh69+6d43107dqVadOmAfDWpRvu7jBtWpZdYZMmTQLgiSeewMNDo1xyQiFIRETkBiQlJfHwww9z9uxZWtSuzWvh4bneV58+fXj77bcBGAFMf+MNyCJQ7dixg2XLlmGxWBg0aFCun9dVKQSJiIjcgNdee41t27ZRFpi7ZQset9xyQ5fEeP755xk5Mq1DrN/IkcyfP/+a67744osAPPDAA9x88825fk5XpctmiIiI5NLmzZupV68eKSkpLAAeTH/gBi+JYYxhwIABTJ06FQ8PD77//nvatWtns863337LAw88gJubG9u2bePWW2+9kUMp8PLi+1stQSIiIrlw8eJFevXqRUpKCg9zRQCC657RdT0Wi4VJkybx6KOPkpyczIMPPsgXX3xBervFb7/9Rs+ePQEYMmRIoQ9AeUUtQSIiIrnw+uuv88orr1CqZEm2nzlDwJVfp3a6OOrFixfp3LkzP/zwAwBVq1YlMDCQtWvXkpqaSpMmTVi5ciVeXl439DzOQC1BIiIiBcD27dsZO3YsAB9MmkTAjBlpwQeydUZXdnl6erJo0SJee+01fHx8+O+//1izZg2pqak81KEDy158Ea9jx274eVyVWoJERERyIDk5mcaNG7NhwwY6derEt99+i8ViSbvO1+7daXP62OnK8Fc6c+YMq1atIjY2ljujorhj7Ni0GaXd3GD69CzPIisM8uL7WyFIREQkB9555x1eeOEF/Pz82L59O+XLl8/fAqKj064pduUFV+3U/VaQqTtMRETEgf777z9eeeUVACZOnJj/AQhg1y7bAAQ3PBDbVSkEiYiIZENqaiq9e/cmMTGR1q1b06tXL8cUEhqa1gV2petcWkMypxAkIiKSDZMnT2bt2rX4+PgwY8aMtHFAjhAcnDYGKA8GYrsaXWRERETkOqKiohgxYgQAb731FiEhIY4tqHdvaNs2TwdiuwKFIBERkSykHjjAU507k5CQwN13302/fv0cXVKa4GCFnxuk7jAREZFriYhgcqVKRG7ZQjFgVrt2uF09Hkeclt5JERGRzERHs/vppxl+aSaZCcAtr7ySdoq6FAoKQSIiIplI3bmTXsZwDmgB9Aedil7IKASJiIhk4r3Vq1kL+ACzuPSFqVPRCxWFIBERkats2LCBEW++CcC7FguVQKeiF0I6O0xEROQKsbGxPPLII1y8eJEuXbrw9P/9H+zZo1PRCyGFIBERKXyio9MuLxEamqPgYoyhT58+7Nu3j0qVKjFz5kwsN90EFSrkXa3iMOoOExGRwiUiIu0Coy1bpv2MiMj2pm+88QZff/01Hh4ezJs3j5tuuinv6hSHUwgSEZHCIzoa+va9fIHR1FQID8/Wae0LFiywXhx10qRJNGjQIC8rlQJAIUhERAqPXF5h/ffff6d79+4APPvss4SHh+dVhVKAKASJiEjhkYsrrG/evJl27dpx7tw52rZty7vvvpvHRUpBoRAkIiKFRw6vsL7t559p3bw5Z86coUmTJtbxQOIa9E6LiEjhks0rrP8yfDj3TZjAGSAM+OGRR/Dx8cnPSsXBLMZcuiiKi4iLi8PPz4/Y2Fh8fX0dXY6IiDjAZ++/z9ODB5MENAIWA/7u7hAVpbmACqi8+P5Wd5iIiLiMhIQE+vbtS/dLAeh+YAXgD7oumAtSCBIREZewdOlSbrvtNmbMmIHFYmG0xcICoGj6CroumMtRCBIRkUJt06ZNdOrUiXvvvZf9+/dTsWJFfvrpJ0bNmIF7NgdQS+GkgdEiIlLoXLx4kcWLFzN9+nSWLVsGgJubG0OGDGH06NGXB0BnYwC1FF4KQSIiUigkJSWxevVqFi9ezPz58zl27BiQFn66devGyy+/TLVq1Ww3Cg5W+HFhBao7bM2aNXTq1ImgoCAsFguLFi2yebxnz55YLBabW8OGDR1TrIiIOJQxhv/++48pU6bQuXNnSpUqRdu2bfnwww85duwYAQEBDB8+nJ07d/LZZ59lDEDi8gpUS1BCQgK1atWiV69edOnSJdN12rVrx+zZs633vby88qs8ERFxsJiYGH7++WdWrFjBihUrOHjwoM3jQUFBdOjQgU6dOtGuXTs8PT0dVKk4gwIVgtq3b0/79u2zXMfb25vAwMB8qkhERBwtKiqKb775hm+++YZ169Zx5fR2Xl5eNG7cmFatWtGhQwdq166NxWJxYLXiTApUCMqOVatWUbZsWW666SaaNWvGG2+8QdmyZR1dloiI2NHFixf57rvvmDJlCitWrLB57M477+See+7hnnvuoUmTJhQrVsxBVYqzc6oQ1L59ex5++GFCQkLYt28fr7zyCi1btmTTpk14e3tnuk1SUhJJSUnW+3FxcflVroiI5ER0NInbtzPjjz94c+pUDh8+DIDFYqFZs2Z06dKFBx54gGANZBY7caoQ9Mgjj1j/ffvttxMWFkZISAg//PADDz74YKbbjB8/njFjxuRXiSIikgupM2bwaXg4LxnD4UvLAgIC6NOnD08//TQhISEOrU8KJ6cKQVcrV64cISEh7Nq165rrjBw5kqFDh1rvx8XFUaFChfwoT0REsuGvn36if9++rL90vwLwosVCr19/xfuWWxxZmhRyBeoU+Zw6efIkBw8epFy5ctdcx9vbG19fX5ubiIjks+hoiIxM+3lJSkoKb731FvU6dGA9UBx4C9gF9DMG76vO/MpqXyK5UaBC0NmzZ9myZQtbtmwBYN++fWzZsoUDBw5w9uxZnn/+edavX09UVBSrVq2iU6dOlC5dms6dOzu2cBERubaICAgJgZYt035GRBATE0OrVq0YMWIEF5OTeQD4FxgGeMO1r+OVyb5EcstirjzX0MFWrVpFixYtMizv0aMHU6ZM4YEHHmDz5s2cOXOGcuXK0aJFC1577bUcdW/FxcXh5+dHbGysWoVERPJadHRaWElNtS7a4OZG57JlORQTg4+PDx988AE9U1Kw9OuXdiX39Ot49e593X3h7g5RUZr12QXkxfd3gRoT1Lx5c7LKZD/++GM+ViMiIjds1y6b0PIl0D01laSYGG699VYWLVpE1apV0x5s1y7r63hdtS8gLTTt3q0QJLlSoEKQiIgUMqGh4OYGqalMBQYABuh0zz18vmCB7V/017uO1xX7srpWt5lINhSoMUEiIlLIBAdjpk3jDYuF/qQFoH7NmrFw2bKcd2kEB8P06WnBBy53m6kVSHJJIUhERPLUa4cP8/KloQ6vPPcckyMjcU8PMjnVu3faGKDIyLSfV48bEskBdYeJiEieeffddxk1ahQA77zzDv/73/9ufKfX6zYTySa1BImISJ6YMmUKzz//PABvvPGGfQKQiB0pBImIiN0tXLiQgQMHAmkz97/44osOrkgkI4UgERGxqz/++IPHH38cYwz9+/fnjTfecHRJIplSCBIREbuJioqiU6dOnD9/nnvvvZcPPvgAi8Xi6LJEMqUQJCIidhEbG0uHDh04duwYtWvXZv78+Xh46PwbKbgUgkRE5Ialpqby5JNPsmPHDsqXL8/ixYvx8fFxdFkiWVIIEhGRG/bGG2/w/fff4+3tzbfffkv58uUdXZLIdSkEiYjIDVm6dKl1LqDJkydTt25dB1ckkj0KQSIikmt79+61ngkWHh7OU0895eiSRLJNIUhERHIlMTGRLl26cPr0aRo0aMD777/v6JJEckQhSEREcuWFF15gy5YtlC5dmq+//hpvb29HlySSIwpBIiKSY99//z2TJk0C4NNPPyVY1/ISJ3RDIejYsWPExMTYqxYREXEChw4dolevXgAMGTKE9u3bO7gikdzJVQjaunUrt912G+XKlaN8+fKUL1+el19+mYSEBHvXJyIiBUhKSgpPPvkkJ0+epE6dOowfOBAiIyE62tGlieRYrkJQ7969CQgIYO3atWzevJnXX3+dpUuXEhYWxunTp+1do4iIOEJ0dIaAM2HCBCIjIylevDjzunTBu2pVaNkSQkIgIsKBxYrknMUYY3K6UfHixdm0aRPVq1e3LjPG8PDDD1OkSBE+//xzuxZpT3Fxcfj5+REbG4uvr6+jyxERKZgiIqBvX0hNBTc3mD6d3267jbvuuouUlBRmvfMOvYYNS3s8nbs7REWBxgdJHsiL7+9cXdQlsxYfi8XCuHHjNEmWiIizi46+HIAAUlOJ7duXbsHBpKSk8Oijj9KzTh3bAASQkgK7dysEidPIdgjq0KEDtWrVonbt2vTr148hQ4bw7bffEhAQYF0nNjaWkiVL5kmhIiKST3btsgk4BuiXmsq+AweoVKkSU6dOxRIfn9ZCdHVLUJUq+V+vSC5lOwTdcccd/Pnnn8yePZujR48CcPPNN9O1a1dq165NSkoKs2fP5v/+7//yrFgREckHoaE2AecTYB7g7u7O3Llz8fPzAz8/mD4dwsPTWoDc3WHaNLUCiVPJ1Zigo0ePsnnzZrZs2WK97d69G3d3d6pVq8bWrVvzola70JggEZFsiIiA8HD+S0nhTiCBtIukvvjii7brRUendYFVqaIAJHkqL76/cxWCMnP+/Hn++usv/vrrL8LDw+2xyzyhECQikj1Je/bQqH17Nu/aRYsWLVi+fDnu7u6OLktcVIEZGJ2ZokWL0rBhQxo2bGivXYqIiAO9OHkym3ftolSpUnz22WcKQFLo6LIZIiKSwbJly5g4cSIAs2fPpnz58g6uSMT+FIJERMTGkSNH6N69OwCDBg2iU6dODq5IJG8oBImIiFVqaipPPvkkx48fp1atWrz99tuOLkkkzygEiYiI1VtvvcWKFSsoVqwY8+bNo0iRIo4uSSTPKASJiAgA69ev55VXXgFg0qRJNpdGEimMFIJERIQzZ87w2GOPkZKSwmOPPUbPnj0dXZJInlMIEhFxccYYnn76afbv38/NN9+cdlkMi8XRZYnkOYUgERFXEx0NkZFpP4GpU6fy9ddf4+Hhwbx58zSRrLgMu02WKCIiTiAi4vIV4t3c+H3ECJ67dAbYm2++Sb169RxcoEj+sdtlM5yFLpshIi4rOhpCQqwXRj0O3AlEAw8++CBff/21usGkwMqL7291h4mIuIpdu6wBKBl4lLQAVK1CBWbPnq0AJC5HIUhExFWEhoJb2sf+K8BKoDiwYPZstYyLS1IIEhFxFcHBMH06X1osvHlpUUTfvtzWqpVDyxJxFIUgEREX8vvtt9PDywuA//XtyyPTpjm4IhHHUQgSEXERBw4c4P777ycxKYlOnTrx1uTJji5JxKEUgkREXEB8fDydOnXi6NGj1KpVizlz5uDu7u7oskQcqkCFoDVr1tCpUyeCgoKwWCwsWrTI5nFjDKNHjyYoKIiiRYvSvHlztm/f7phiRUScRFJSEp07d2br1q0EBgby/fff4+Pj4+iyRByuQIWghIQEatWqxaRJkzJ9fMKECUycOJFJkyaxYcMGAgMDad26NfHx8flcqYhIAXXVbNApKSk8/vjjrFixAh8fH77//nsqVKjg4CJFCoYCNWN0+/btad++faaPGWN47733eOmll3jwwQcB+OSTTwgICGDOnDmEh4fnZ6kiIgXPVbNBm2nT6Pf77yxYsAAvLy8WLVpEWFiYo6sUKTAKVEtQVvbt20dMTAxt2rSxLvP29qZZs2asW7fumtslJSURFxdncxMRKXSioy8HICA1NZWBffsyc+ZM3NzcmDdvHq10KryIDacJQTExMQAEBATYLA8ICLA+lpnx48fj5+dnvakZWEQKpStmg04FwoEpxmCxWJg1axadO3d2aHkiBZHThKB0V0/rbi79J7+WkSNHEhsba70dPHgwr0sUEcl/l2aDvgg8Bcwk7QP+0/feo0ePHo6tTaSAcpoQFBgYCJCh1efYsWMZWoeu5O3tja+vr81NRKTQCQ4m/oMP6AR8ArgDX/TtyxPPPuvgwkQKLqcJQZUrVyYwMJDly5dbl124cIHVq1fTuHFjB1YmIuJ4hw8f5u6ZM/kRKOrtzTcRETyq2aBFslSgzg47e/Ysu3fvtt7ft28fW7Zswd/fn4oVKzJ48GDGjRtHaGgooaGhjBs3jmLFitGtWzcHVi0i4li//PILjzzyCEeOHKFs2bIsXryYevXqOboskQKvQIWgjRs30qJFC+v9oUOHAtCjRw8+/vhjhg0bxvnz5xkwYACnT5+mQYMG/PTTT5QoUcJRJYuIOIwxhokTJzJ8+HBSUlKoUaMGixcvpnLlyo4uTcQpWIwxxtFF5Ke4uDj8/PyIjY3V+CARcVqHDh2ib9++LFmyBIBu3boxbdo0zQQthVZefH87zZggEZEC5aqZmfOLMYZPP/2U22+/nSVLluDl5cXkyZP5/PPPFYBEckghSEQkpyIiICQEWrZM+xkRkS9Pu3XrVlq2bEmPHj04c+YM9erVY/PmzfTv3z/LqUJEJHMKQSIiOXHVzMykpkJ4eJ62CB06dIj+/ftTp04dVq1aRZEiRRg3bhzr1q2jRo0aefa8IoVdgRoYLSJS4F0xM7NVSgrs3g3BwXZ9qujoaN58801mzJjBhQsXAHj44YeZMGEClSpVsutzibgihSARkZy4NDOzTRByd4cqVeyy+9TUVFauXElERATffPONNfw0bdqU1157jWbNmtnleUREIUhEJGeCg2H69LQusJSUtAA0bdoNtwIdPHiQ2bNnM3v2bKKioqzLmzVrxqhRo2jevLnG/YjYmUKQiEhO9e4NbdumdYFVqZLrAHThwgW+++47IiIi+PHHH0mfscTPz49u3brRu3dv6tata8/KReQKCkEiIrkRHJzr8LN9+3YiIiL47LPPOHHihHV58+bN6d27Nw8++CDFihWzV6Uicg0KQSIieSU6Om0gdWgo8X5+zJs3j4iICH7//XfrKkFBQfR88EF6NWhAlebN7T64WkSuTSFIRCQvRERA375sTE1lKjDP25uEpCQAPDw86NixI3369KHtoUN49O8PkyalDbiePj2tu01E8pwumyEiYmcJ//3HnOrVmWYMm65YXu2WW+gdHk737t0JCAhIaykKCcl4pllUVMYWoStaldRaJK4oL76/1RIkImInx48fZ9KkSUx67z1OXfr70gt4GAgH7poxA8sVF4nO9pxDl1qVSE1Va5GIHSkEiYjcoOjoaMaPH8+sWbNITEwE4GZgANADKA1pLTyhobYbZmfOoWvNUN22rVqERG6QLpshIpJLJ0+e5IUXXqBKlSpMnjyZxMREwsLC+Oqrr/hv+nT+5+5+OQBlNpdQ+pxD7u5p9zNbL6vWIhG5IWoJEhHJocTERCZOnMhbb71FXFwckDaj8+jRo2nRosXlSQ3bt7/+XELXm3Moj2eoFnFlCkEiIjmwbNkyBg0axJ49ewCoVasW48ePp127dhlndM7uXEJZrZdHM1SLiEKQiEi2HDx4kCFDhrBgwQIAypUrx4QJE+jWrRtubnk8ssBOM1SLiC2FIBGRLBhjmDVrFkOGDCE+Ph53d3eeffZZRo8enb/TbNzADNUikjmFIBGRazh8+DBPP/00S5YsAaBRo0ZMmzaNO+64w8GViYg9KASJiFzp0qSEc7dvZ+Crr3L69Gm8vb157bXXGDp0KO7pZ3KJiNNTCBIRSRcRQcLTT/OMMcy+tCgsLIxPPvmEGjVqOLQ0EbE/hSAREYDoaLY//TRdjWEHaZOovWKx8NKXX+JZubKjqxORPKDJEkVEgI8//JB6lwJQILACGG0Mnvv3O7gyEckragkSEZd29uxZBg4cyKeffgpAa+BzoCxoUkKRQk4tQSLisv7++2/q1avHp59+ipubG2907swyN7fLAUiTEooUamoJEhGXkz73z6BBg0hMTCQoKIi5c+dy9913p50dpkkJRVyCQpCIuJSzZ8/Sv39/Pv/8cwDatWvHp59+SpkyZdJW0KSEIi5D3WEi4jL+/vtvwsLC+Pzzz3F3d2f8+PH88MMPlwOQiLgUtQSJSKF3dfdX+fLlmTdvHnfddZejSxMRB1JLkIgUamfPnqV79+706dOHxMRE2tevz5YlSxSAREQhSEQKr3Xr1lGrVq207i83N960WFj8xx+UrlMHIiIcXZ6IOJhCkIjYX3Q0REam/XSACxcu8NJLL9G0aVP27t1LxfLlWWUMw41J+9BLTYXwcIfVJyIFg0KQiNhXRASEhEDLlmk/87nFZfPmzTRq1Ihx48aRmppK9+7d2TplCncZY7tiSkraqfAi4rIUgkTEfqKjoW/ftJYWyNcWl7NnzzJ06FDCwsL4888/8ff356uvvuKTTz7Br04dcLvq406zQYu4PIUgEbGfXbsuB6B0N9ricp2utdTUVObPn0+NGjX4v//7P1JTU3nkkUfYvn07Dz30UNpKwcEwfXpa8AHNBi0igEKQiNhTaKh9W1yu07UWGRlJgwYNePTRRzl48CCVK1dm6dKlzJs3j8DAQNt99e4NUVFpgSoqKu2+iLg0hSARyZmsWmbs2eJyja611AMH+P7777nrrrto2bIlGzduxMfHhzFjxrBt2zbatWt37X0GB0Pz5moBEhFAkyWKSE5ERFwOJm5uaYHn6haV3r2hbdsbv/7WVV1rR4DPUlKYdddd7Dx4EAAvLy+efvppXn31VcqWLZvLgxIRV2Ux5upTJgq3uLg4/Pz8iI2NxdfX19HliDiP6Oi0Lqkrx/y4u6d1LeU26ERHp4Wd0NAM+zAHD/JvSAhLjWEJEAmkP7Ovry/9+vXjueeeIygoKHfPLSJOJS++v9USJCLZc6ll5gJwGIgFzqakkDB3Lsm33YaHh4fNzdvbO8ubZdYszvftS7wxxFksRP/vf0TVqMHu3bv5888/2bhxIyeu+hutSZUq9Bg2jK5du+Ln5+eIV0FEChG1BInINUVHR7N27Vo2btzIpnXr2LV+PYcBe3xoWLKxHy8vL5o3bEj7O+6g4yOPUKVpUzs8s4g4I7UEiUie2759O/PmzWPx4sVs2bIl03W8AH/Ap2xZipcrh4eHBykpKSQnJ5OcnMyFCxdISkqy/ky/XSk9AFkAHyAICAkLo9Kdd1K7dm3q1q1LzZo1KVKkSPYKz6JrTUQkM04VgkaPHs2YMWNslgUEBBATE+OgikQKh8TERObNm8f06dNZv369dbnFYqFu3brUr1+fsLAwbrvtNkI8PSlz+jRuVavmKGwYY7h48WJaINq3j+TatSluDMW5dJqquzssXJi7AJOdAdsiIldxqhAEcNttt/Hzzz9b77unn4orIjmWmJjIjBkzeOuttzh06BAAHh4edOzYkQcffJB27dpRpkwZuzyXxWLBy8sLLy8vStSsCTNmpM0mnZKSJ6fS07atWoREJEtOF4I8PDwyToImIjlijOGLL75g+PDhHD58GIDy5cszaNAgevbsmT//x/LoVHrg8izVCkEikgWnC0G7du0iKCgIb29vGjRowLhx47j55puvuf7VYxHi4uLyo0yR/JGLcTBbtmxh0KBB/PrrrwBUqFCBkSNH8tRTT+Ht7Z2X1WYUHHzjQSV9luqrT93XdcFE5DqcasboBg0a8Omnn/Ljjz8yY8YMYmJiaNy4MSdPnrzmNuPHj8fPz896q1ChQj5WLJKHcni19osXLzJ69GjCwsL49ddfKVasGOPGjWPXrl30798//wOQvei6YCKSS059inxCQgK33HILw4YNY+jQoZmuk1lLUIUKFXSKvDi3HE5cuGPHDrp3786mTZsA6NKlC++99x7BhSkoREffeNeaiBRYOkX+KsWLF+eOO+5g165d11wnfWI2kUIlB+NgPvnkE8LDw0lKSqKknx+Tp07l0UcfzbhPZz/F3B5dayLiUpyqO+xqSUlJ/PPPP5QrV87RpYjkr2xcrT0lJYUXXniBnj17kpSURDtgW1wcjyYkZNxfDrvWREQKA6cKQc8//zyrV69m3759/P777zz00EPExcXRo0cPR5cmkr+uMw4mLi6O++67j3feeQeAl4EfgCBj0k4fv/IK8Nc6xTyzq8SLiBQiTtUdFh0dzWOPPcaJEycoU6YMDRs25LfffiMkJMTRpYnkv2ucYr57927uu+8+/vnnH4p4eTH7wgVsOr+u7jbTKeYi4qKcKgTNmzfP0SWIFCxXjYNZuXIlDz/8MKdOnSIoKIhvp08n7L77sj59XKeYi4iLcqruMBG5tsmTJ9OmTRtOnTpF/fr12bBhA2EdOlz/9HGdYi4iLsqpT5HPDV1F3oU4+9lO2XTx4kWee+45pkyZAsDjjz/OjBkzKFq06OWVsnP6uE4xF5ECTKfIi2SXi1xQ8+TJkzz88MNERkZisVgYN24cw4cPx2Kx2K6YndPHdYq5iLgYtQRJ4ZPDiQSd1Y4dO+jUqRN79+7Fx8eHOXPm0KlTJ0eXJSKSJ/Li+1tjgqTwyepsp0Lihx9+oGHDhuzdu5dKlSqxfv16BSARkRxSCJLCJxsTCTorYwxvv/02nTp1Ij4+nmbNmrFhwwZuv/12R5cmIuJ0FIKk8CmkZzudP3+eHj16MGzYMIwxhIeH89NPP1G6dGlHlyYi4pQ0MFoKp2tMJOisDh48SOfOndm0aRPu7u68//77DBgwIOMAaBERyTaFICm8CsnZTmvWrOGhhx7i+PHjlCpVii+//JKWLVs6uiwREaen7jCRAio1NZX/+7//o1WrVhw/fpzatWuzceNGBSARETtRS5BIAXTs2DF69uzJ0qVLAXj00UeJiIigWLFiDq5MRKTwUEuQSAGzbNkyatasydKlSylSpAhTpkxhzpw5CkAiInamliCR/HaNy3kcP36coUOH8vnnnwNw2223MW/ePJ3+LiKSR9QSJJId0dEQGZn280ZERKTNZt2yZdrPiAiSk5OZPn06t956K59//jlubm4MHjxY8/+IiOQxXTZD5HrsdR2yqy7nkQosdHPjxUqV+G/vXgBq1qzJzJkzqVevnh0PQETE+emyGSL5LTr6cgCCtJ/h4blrEbp0OY8EYCpQA3goNZX/9u6ldOnSvP/++2zcuPFyALJX65OIiGRKY4Lkxl1jjEtBl5SUxPHjx0lKSuLChQsYY/Dx8bHevLy8sr4OWQ6O9cyZM0Tu3s1XwLfAuUvLfYFnn32WF157zfYvG3u1PomIyDW5bgg6dAjUHXbjnODLOjk5md9//50//viDLVu28Ndff3Hw4EFOnTqV5XZ+fn6UK1OGQLDeAoDSFgv+u3bhD/j7+1OiRAkg7bpeycnJHD9+nGPHjnHgwAH+/vtvtmzZwubNm0m9IkxVAQZZLDz14YeUGDjQ9omv1frUtq1ThUwRkYLOdccEWSz4zphR4L6wncpVY1yAtOt0RUU5/Mv6/PnzLFq0iIULF7J8+XLOnDmT6XoeHh4UKVIET09PAM6dO0dSUlKe1FStWjXatWtHt1atqOfjg+VaLWeRkWkDpzNb3rx5ntQmIlLQ5cWYINdtCTJGf13fKDt1FdnT1q1bmTx5MvPmzSM2Nta63N/fn7vvvps6depQu3Ztbr75ZsqVK4e/v3+G629dvHiR+Ph4jh07RkxMDEeOHCHm33+J+e8/YpKTOZWYyKlTp6y3uLg43NzcsKSk4J6URCnSWozK1anDbR06cMcdd9C4cWOCs/uahIamtapdHS6rVLnxF0hERKxcNgQZcPgXttMrQF/Wv/zyC2+++SZLliyxLgsJCeGJJ56gY8eO1KtXD/f0q8pfh6enJ/7+/vj7+1O9evXsFZDeKnalrVvhu+9y/vsVHJzWrRgenvY76u4O06bp91RExM5cNgSdBvwK61/X0dGk7tzJ1uRkVv3zDzt37uTAgQMkJyfj5eVFxYoVqVq1Kk2bNqV27dq4ueXyJMEC8GX977//MnToUOvlJdzc3OjSpQv9+vWjefPm2Ts2ewzstnerWO/eaa2Uu3en/Y4qAImI2J3LhqDDFguVCuFf1wcmTGDG8OHMBg5lY/3SpUvz2GOP0atXL+rUqZPzJ3TQl/WZM2d47bXX+OCDD0hOTsbT05OnnnqK559/nio5Cbb2GtidF61iwcGF7vdTRKQgcdmB0V9Pm0aXvn1ztY/Tp0+zevVqTp06RYUKFbjrrrsoWrSonSvNmSNHjjB22DAiPv+ci5eWFQeaAXc++ywhd9yBt7c3iYmJREVF8ddff7FmzRri4+Ot+7jrrrt4+eWXadOmzeVxMgXs9PeUlBRmzZrFSy+9xPHjxwHo2LEjEydOJDQ0NGc7s/fA7oiIjK1iGngvImIXeTLZsXExsbGxBjAffvhhjrc9e/asGTJkiPH09DSkDSsygClRooQZOXKkOXXqVMaNDh40ZuXKtJ95ZN68eeamm26y1tMczHwwiWnDv42JjMx0uwsXLpilS5eaRx55xHh5eVm3r1evnlmxYoUxM2ca4+aWtg83t7T7DrRmzRpTp04da53Vq1c3S5cuzf0OV65MO7arb9d4vbLl4MG07fPw/RYRcUXp39+xsbF226fLhqCRI0fmaLvjx4+bunXrWr+Aa9SoYdq1a2cqVKhgXVauXDnbL+U8DhGnT582jz/+uPX5695xh1llsdh+obu7Z+sL+dChQ2bIkCGmaNGi1v11AvNvLvZlb/v37zePPvqotS4/Pz/z3nvvmQsXLtzYjg8evPz+OPgYRUQkawpBdpD+Ivbq1Svb2yQmJpomTZoYwJQuXdom6KSmpppFixaZatWqWb+kX3vtNZN64ECefsFGRkZaA5ibm5t55ZVX0kLBzJlpz5P+fNcKXtdooTp69Kh55plnjLubmwGMB5hnwZywRytJDiUkJJjRo0dbg5nFYjHh4eHm2LFj9nuS7L5eIiLiUApBdpD+IrZt2zbb2/Tp08faArFjx47LD1wRJM6dO2cGDBhgDUIPN2tmEvKgqyVx2TLzfHi4sVgsBjC33HKLWbduXYb1suySyUYL1T+RkabTFV1+fmDetljM+V27cl9/NqWkpJjPP//cppXt7rvvNps3b768kj27GdWFJSJS4CkE2UH6i1itWrVsrb9s2TJrK8Ty5csvP3CNIDF9+nTrmKE7wRy0V0vQzJnmb4vF1LwimPTp08fEx8fnbD856QKaOdP87OZmal3xnCEhIWbOnDkmJSUld8dxHatXrzZhYWHW56tYsaL58ssvTWpqqk1dBWmskoiI5D2FIDtIfxE9PT1NcnJylusmJCSYkJAQA5jnnnvu8gPXCRJr1qwxpUuXThsnBOb3G+xqSdm/30y0WIz3pWBQGswiN7fcBaqcDgY+eNAk//yz+XjiRFO+fHlrOAkLCzPffPONXcJQamqqWbFihWnVqpXNYPNx48aZc+fOZahH43hERFyPQpAdpL+IgNmzZ0/mK13qahk/YoS19cOmxSUbQWLv3r3m9ttvN4Ap4uVl5k6alKt6d+3aZZrVqmWtuQOYmBvpWruBEJGQkGBef/114+PjY62natWq5qOPPjInT57McSlxcXEmIiLC1K9f37o/Dw8P069fP3P06NHMN8qLM7pERKTAUwiygytD0JIlSzKucKmr5RSYmy6t99lnn9muk80gERsbazp06GB9vp49e5ozZ85kXthVY1zOnz9vJkyYYB0UXAzMVDCpdupau5HBwEePHjUvvviizWn5np6eplOnTub99983W7ZsMUlJSRm2u3Dhgtm2bZuZMmWKeeCBB0zx4sWt23t7e5uBAweaqKiorJ9cLUEiIi5JIcgOrgxB7733nu2DV3zBjri0zu1gkjP7Ys5mkEhOTjYjR460DmQODAw0H330kTl79qztvi49b6zFYiY//ripWLGitc6WLVuavePH2/csJjsMBo6LizPvvfeeqV27trXW9Jubm5upUKGCqVGjhrn99ttNcHBwhvmV0luSxo8fb2JiYrL/xDqjS0TE5eRFCHLZGaMB+vfvz+TJky8/GBkJLVtyBLgFOA98C9wXGQnNm2fcWXR0ti8X8euvv9KzZ092794NQIkSJWjdujW1K1fGd+JEThrDn0AkcO7SNuXLl+e1116jZ8+eaTM45+D58tv27dv59ttvWbNmDb/++itnz57NdL0SJUpQp04d2rRpQ7t27bjzzjszXMU9WwrwayEiIvaXFzNGu3QIatiwIevXr7/84KXLKAxKTeUjoBHwq5sblv377fJFe+HCBaZPn87//d//sXfv3muudysQPnAgfd9+2+GX48gNYwxHjx7lwIEDnDt3josXL1KyZEkCAgIIDg7OOvQUsMt0iIhIwaAQZAdXhiBPT09iY2Ntgsb+CRMIHT6ci8BKNzda5PaCmllITU3lt99+45dffmHXli3Ez5uHP1CVtGt91bFj8CpQrhdw7HUxUxERKXTyIgS57FXkAwICOHr0KBs2bODuu++2Ln991y4uAi3r1KHFd9/lSRBxc3OjcePGNG7cOG3BPfdkvPBmYQtA1ws40dGXH4e0n+HhaVeoL2yvhYiIFAhuji7AURo1agTAL7/8Yl22a9cuZs+eDcBrkybl35dv795pVy6PjEz7WdhaP64VcKKjL6+za5ft1dwhLRReGkMlIiJiby4bgu666y4Avv/+eyBtHMtzzz1HSkoK7du3v9xKk1+Cg9MGXxfGVo/sBJzQ0LQWoiu5u6cNfBYREckDLhuC7r//ftzd3fn999/ZuHEjM2bMYOnSpXh5efHee+85urzCJTsBJzg4rYvM3f3y44WxW1BERAoMlw1BZcuWpVu3bgC0bduWgQMHAjBmzBiqVq3qyNIKn+wGnMLeLSgiIgWKy54dFhsby7lz56hfvz4HDx4EoGfPnsyaNSt389bI9WluHxERyaW8ODvMKVuCJk+eTOXKlSlSpAh169a1GdycE4GBgfz111/Mnj2bn3/+WQEorxXmcU8iIuJ0nC4EzZ8/n8GDB/PSSy+xefNmmjZtSvv27Tlw4ECu9leyZEl69uxJq1atFIBERERciNN1hzVo0IA777yTKVOmWJfdeuutPPDAA4wfP/662+dFc5qIiIjkLZfvDrtw4QKbNm2iTZs2NsvbtGnDunXrMt0mKSmJuLg4m5uIiIiIU4WgEydOkJKSQkBAgM3ygIAAYmJiMt1m/Pjx+Pn5WW8VKlTIj1JFRESkgHOqEJTu6rE7xphrjucZOXIksbGx1lv6mWAiIiLi2pzq2mGlS5fG3d09Q6vPsWPHMrQOpfP29sbb2zs/yhMREREn4lQtQV5eXtStW5fly5fbLF++fHn+X+ZCREREnJpTtQQBDB06lCeffJKwsDAaNWrE9OnTOXDgAP369XN0aSIiIuJEnC4EPfLII5w8eZKxY8dy5MgRbr/9dpYsWUJISIijSxMREREn4nTzBN0ozRMkIiLifFx+niARERERe1EIEhEREZekECQiIiIuSSFIREREXJJCkIiIiLgkhSARERFxSQpBIiIi4pIUgkRERMQlKQSJiIiIS1IIEhEREZekECQiIiIuSSFIREREXJJCkIiIiLgkhSARERFxSQpBIiIi4pIUgkRERMQlKQSJiIiIS1IIEhEREZekECQiIiIuSSFIREREXJJCkIiIiLgkhSARERFxSQpBIiIi4pIUgkRERMQlKQSJiIiIS1IIEhEREZekECQiIiIuSSFIREREXJJCkIiIiLgkhSARERFxSQpBIiIi4pIUgkRERMQlKQSJiIiIS1IIEhEREZekECQiIiIuSSFIREREXJJCkIiIiLgkhSARERFxSQpBIiIi4pIUgkRERMQlKQSJiIiIS3KqEFSpUiUsFovNbcSIEY4uS0RERJyQh6MLyKmxY8fy9NNPW+/7+Pg4sBoRERFxVk4XgkqUKEFgYKCjyxAREREn51TdYQBvvfUWpUqVonbt2rzxxhtcuHDB0SWJiIiIE3KqlqDnnnuOO++8k5IlS/LHH38wcuRI9u3bx8yZM6+5TVJSEklJSdb7sbGxAMTFxeV5vSIiImIf6d/bxhj77dQ42KhRowyQ5W3Dhg2Zbvv1118bwJw4ceKG9q+bbrrppptuujnHbc+ePXbLIBZj7Bmpcu7EiROcOHEiy3UqVapEkSJFMiw/dOgQwcHB/PbbbzRo0CDTba9uCTpz5gwhISEcOHAAPz+/GyveicTFxVGhQgUOHjyIr6+vo8vJNzpuHbcr0HHruF1BbGwsFStW5PTp09x000122afDu8NKly5N6dKlc7Xt5s2bAShXrtw11/H29sbb2zvDcj8/P5f65Unn6+ur43YhOm7XouN2La563G5u9hvO7PAQlF3r16/nt99+o0WLFvj5+bFhwwaGDBnCfffdR8WKFR1dnoiIiDgZpwlB3t7ezJ8/nzFjxpCUlERISAhPP/00w4YNc3RpIiIi4oScJgTdeeed/Pbbbze8H29vb0aNGpVpF1lhpuPWcbsCHbeO2xXouO133A4fGC0iIiLiCE43WaKIiIiIPSgEiYiIiEtSCBIRERGXpBAkIiIiLqlQhqDJkydTuXJlihQpQt26dfnll1+yXH/16tXUrVuXIkWKcPPNNzN16tR8qtS+cnLc33zzDa1bt6ZMmTL4+vrSqFEjfvzxx3ys1n5y+n6n+/XXX/Hw8KB27dp5W2AeyelxJyUl8dJLLxESEoK3tze33HILs2bNyqdq7Senx/3FF19Qq1YtihUrRrly5ejVqxcnT57Mp2pv3Jo1a+jUqRNBQUFYLBYWLVp03W0Kw2daTo+7sHym5eb9TufMn2m5OW57fKYVuhA0f/58Bg8ezEsvvcTmzZtp2rQp7du358CBA5muv2/fPu69916aNm3K5s2befHFF3n22WdZsGBBPld+Y3J63GvWrKF169YsWbKETZs20aJFCzp16mSdhdtZ5PS408XGxtK9e3datWqVT5XaV26Ou2vXrqxYsYKIiAh27tzJ3LlzqV69ej5WfeNyetxr166le/fu9O7dm+3bt/PVV1+xYcMG+vTpk8+V515CQgK1atVi0qRJ2Vq/sHym5fS4C8tnWk6PO52zf6bl5rjt8plmt6uQFRD169c3/fr1s1lWvXp1M2LEiEzXHzZsmKlevbrNsvDwcNOwYcM8qzEv5PS4M1OjRg0zZswYe5eWp3J73I888oh5+eWXzahRo0ytWrXysMK8kdPjXrp0qfHz8zMnT57Mj/LyTE6P++233zY333yzzbIPPvjABAcH51mNeQkwCxcuzHKdwvKZdqXsHHdmnPEz7Uo5OW5n/0y7UnaO216faYWqJejChQts2rSJNm3a2Cxv06YN69aty3Sb9evXZ1i/bdu2bNy4kYsXL+ZZrfaUm+O+WmpqKvHx8fj7++dFiXkit8c9e/Zs9uzZw6hRo/K6xDyRm+P+7rvvCAsLY8KECZQvX56qVavy/PPPc/78+fwo2S5yc9yNGzcmOjqaJUuWYIzh6NGjfP3113To0CE/SnaIwvCZZg/O+JmWW87+mZYb9vpMc5oZo7PjxIkTpKSkEBAQYLM8ICCAmJiYTLeJiYnJdP3k5GROnDiR5cVZC4rcHPfV3n33XRISEujatWtelJgncnPcu3btYsSIEfzyyy94eDjnr39ujnvv3r2sXbuWIkWKsHDhQk6cOMGAAQM4deqU04wLys1xN27cmC+++IJHHnmExMREkpOTue+++/jwww/zo2SHKAyfafbgjJ9puVEYPtNyw16faYWqJSidxWKxuW+MybDseutntrygy+lxp5s7dy6jR49m/vz5lC1bNq/KyzPZPe6UlBS6devGmDFjqFq1an6Vl2dy8n6npqZisVj44osvqF+/Pvfeey8TJ07k448/dqrWIMjZce/YsYNnn32WV199lU2bNrFs2TL27dtHv3798qNUhyksn2m55eyfadlV2D7TcsJen2mFKjaWLl0ad3f3DH8VHjt2LMNfRukCAwMzXd/Dw4NSpUrlWa32lJvjTjd//nx69+7NV199xT333JOXZdpdTo87Pj6ejRs3snnzZgYNGgSk/UcyxuDh4cFPP/1Ey5Yt86X2G5Gb97tcuXKUL18ePz8/67Jbb70VYwzR0dGEhobmac32kJvjHj9+PE2aNOGFF14AoGbNmhQvXpymTZvy+uuvF8pWkcLwmXYjnPkzLacKy2dabtjrM61QtQR5eXlRt25dli9fbrN8+fLlNG7cONNtGjVqlGH9n376ibCwMDw9PfOsVnvKzXFD2l9LPXv2ZM6cOU45RiKnx+3r68vff//Nli1brLd+/fpRrVo1tmzZQoMGDfKr9BuSm/e7SZMmHD58mLNnz1qX/ffff7i5uREcHJyn9dpLbo773LlzuLnZfsy5u7sDl1tHCpvC8JmWW87+mZZTheUzLTfs9pl2Q8OqC6B58+YZT09PExERYXbs2GEGDx5sihcvbqKioowxxowYMcI8+eST1vX37t1rihUrZoYMGWJ27NhhIiIijKenp/n6668ddQi5ktPjnjNnjvHw8DAfffSROXLkiPV25swZRx1CruT0uK/mrGdS5PS44+PjTXBwsHnooYfM9u3bzerVq01oaKjp06ePow4hV3J63LNnzzYeHh5m8uTJZs+ePWbt2rUmLCzM1K9f31GHkGPx8fFm8+bNZvPmzQYwEydONJs3bzb79+83xhTez7ScHndh+UzL6XFfzVk/03J63Pb6TCt0IcgYYz766CMTEhJivLy8zJ133mlWr15tfaxHjx6mWbNmNuuvWrXK1KlTx3h5eZlKlSqZKVOm5HPF9pGT427WrJkBMtx69OiR/4XfoJy+31dy1g8MY3J+3P/884+55557TNGiRU1wcLAZOnSoOXfuXD5XfeNyetwffPCBqVGjhilatKgpV66cefzxx010dHQ+V517kZGRWf5fLayfaTk97sLymZab9/tKzvqZlpvjtsdnmsWYQtomLCIiIpKFQjUmSERERCS7FIJERETEJSkEiYiIiEtSCBIRERGXpBAkIiIiLkkhSERERFySQpCIiIi4JIUgERERcUkKQSIiIuKSFIJERETEJSkEiUihMHbsWO644w6KFy9OQEAA/fv35+LFi44uS0QKMA9HFyAicqOMMaSkpDBt2jTKly/Pjh076N69OzVr1qR///6OLk9ECihdQFVECqVu3bpRpkwZ3n//fUeXIiIFlLrDRMTp7d+/n0GDBnH77bdTsmRJfHx8+PLLLwkODnZ0aSJSgCkEiYhTO3HiBPXr1+fEiRNMnDiRtWvXsn79etzd3aldu7ajyxORAkxjgkTEqS1ZsoTk5GTmzp2LxWIB4KOPPuLChQsKQSKSJYUgEXFq/v7+xMXF8d1331GjRg2+//57xo8fT/ny5SlTpoyjyxORAkwDo0XEqRlj6N+/P3PmzKFo0aI88cQTJCYmsn//fhYvXuzo8kSkAFMIEhEREZekgdEiIiLikhSCRERExCUpBImIiIhLUggSERERl6QQJCIiIi5JIUhERERckkKQiIiIuCSFIBEREXFJCkEiIiLikhSCRERExCUpBImIiIhLUggSERERl/T/YGv6NKkwD30AAAAASUVORK5CYII=", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "let a = range(0,1.5,length=50),\n", + " afine = range(0,1.5,length=1000),\n", + " b = 1 .+ 2a + 3a.^2 + 4a.^3 + randn(length(a)),\n", + " fig = figure()\n", + " #@manipulate for n=slider(1:40, value=2)\n", + " for n=1:40\n", + " display(\n", + " withfig(fig) do\n", + " plot(a, b, \"r.\")\n", + " A = a .^ (0:n-1)'\n", + " x̂ = A \\ b\n", + " plot(afine, (afine .^ (0:n-1)') * x̂, \"k-\")\n", + " xlabel(L\"a\")\n", + " ylabel(L\"b\")\n", + " xlim(0,1.6)\n", + " ylim(-5,30)\n", + " title(\"noisy cubic: least-square fit of degree $(n-1)\")\n", + " end\n", + " )\n", + " end\n", + "end" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Increasing the degree of the fit at first seems to improve things, up to about degree 6, but then it becomes more and more wiggly. It is still reducing the residual, but clearly it is \"fitting noise\" and the error actually becomes worse compared to the \"real\" underlying cubic model. This problem is called [overfitting](https://en.wikipedia.org/wiki/Overfitting).\n", + "\n", + "In between the fitted points, especially near the edges, the wiggles can actually diverge as we increase the degree, an effect related to what is known as a [Runge phenomenon](https://en.wikipedia.org/wiki/Runge's_phenomenon)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Detecting Overfitting: Training vs. Test/Validation Data\n", + "\n", + "In order to detect overfitting, and more generally to evaluate whether our fit is doing a good job, a common practice is to **subdivide** the data into at least two subsets: [\"training\" and \"test\" data](https://en.wikipedia.org/wiki/Training,_validation,_and_test_data_sets).\n", + "\n", + "* **Training** data is what we use to form our fit/model — it goes into $A$ and $b$ in a least-square fit. This is usually *most* of the data\n", + "* **Test** data is a subset of the data used to *check* whether the fit is actually doing a good job on the underlying problem. Sometimes, this is further subdivided into \"validation\" data that is used *during* training while tuning hyperparameters like the degree of polynomial being fitted, versus \"test\" data that is used as a final check after everything is done.\n", + "\n", + "Here, let's consider the same problem as above: 50 data points from a degree-3 polynomial $1 + 2a + 3a^2 + 4a^3$ plus noise, but\n", + "* We'll use a random subset of **20% of the data for testing**, with the remaining 80% for training/fitting.\n", + "* For each degree $n$, we'll do a least-squares fit on the training data, and then evaluate the **root-mean-square error on the test data**." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "PyObject " + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "using Random\n", + "\n", + "npoints = 50\n", + "\n", + "let a = sort!(rand(npoints) * 1.5),\n", + " afine = range(0,1.5,length=1000),\n", + " b = 1 .+ 2a + 3a.^2 + 4a.^3 + randn(length(a)),\n", + " itest = randsubseq(eachindex(a), 0.2) # 20% of indices for test data\n", + "\n", + " atest = a[itest]\n", + " btest = b[itest]\n", + " deleteat!(a, itest) # remove test data from training data\n", + " deleteat!(b, itest)\n", + "\n", + " # evaluate rms error on test data vs degree n\n", + " Ns = 0:20\n", + " test_rms_err = [\n", + " let A = a .^ (0:N)', x̂ = A \\ b # fit test data\n", + " Atest = atest .^ (0:N)'\n", + " norm(Atest * x̂ - btest) / sqrt(length(atest))\n", + " end\n", + " for N in Ns\n", + " ]\n", + " training_rms_err = [\n", + " let A = a .^ (0:N)', x̂ = A \\ b # fit test data\n", + " norm(A * x̂ - b) / sqrt(length(a))\n", + " end\n", + " for N in Ns\n", + " ]\n", + "\n", + " figure(figsize=(10,4))\n", + " \n", + " subplot(1,2,1)\n", + " plot(a, b, \"r.\")\n", + " plot(atest, btest, \"bx\")\n", + " N = 3\n", + " A = a .^ (0:N)'\n", + " x̂ = A \\ b\n", + " plot(afine, (afine .^ (0:N)') * x̂, \"k-\")\n", + " xlabel(L\"a\")\n", + " ylabel(L\"b\")\n", + " xlim(0,1.6)\n", + " ylim(-5,30)\n", + " title(\"noisy cubic: least-square poly. fit of degree $N\")\n", + " legend([\"training\", \"test\", \"fit\"])\n", + " \n", + " subplot(1,2,2)\n", + " plot(Ns, training_rms_err, \"ro-\")\n", + " plot(Ns, test_rms_err, \"bs-\")\n", + " xlabel(\"fitting polynomial degree N\")\n", + " ylabel(\"root-mean-square error\")\n", + " ylim(0, 4)\n", + " title(\"fit error: training vs. test\")\n", + " legend([\"training-data error\", \"test-data error\"])\n", + "end" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Some key things to observe:\n", + "\n", + "* As we increase the degree (i.e. add more fit parameters), the **error on the training data decreases**. We can \"fit all the wiggles\" — if you have enough parameters [\"you can fit an elephant\"](https://en.wikipedia.org/wiki/Von_Neumann%27s_elephant).\n", + "* However, as the degree increases beyond 3 (the \"ground truth\" underlying model), the **error on the training data stops decreasing** and soon **begins to increase**. By \"fitting the wiggles\" of the training data, we have begun to \"overfit\" the problem, and the fit actually gets *worse* in between the training points.\n", + "* The test error is rather fragile, and susceptible to large random fluctuations if we repeat our experiment. (Though these fluctuations get smaller if we generate more data.) **Precisely detecting when overfitting begins can be difficult**.\n", + "* Overfitting is especially likely **when the number of parameters becomes comparable to the size of the training set**. Here, we see significant overfitting even when the number of parameters is 1/4 the size of the training set! (This is a huge challenge for neural-network models, which often have a vast number of parameters.)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Fitting smooth functions: Equally spaced points and Runge phenomena\n", + "\n", + "Above, in between the fitted points, especially near the edges, we saw that the wiggles can actually diverge as we increase the degree. This effect is related to what is known as a [Runge phenomenon](https://en.wikipedia.org/wiki/Runge's_phenomenon). \n", + "\n", + "Even if there is **no noise**, fitting *equally spaced points* to high-degree polynomials can lead to disaster if the underlying data is not exactly polynomial. Let's demonstrate this by fitting the *smooth* function $b(a) = 1/(1+25a^2)$ to polynomials at 50 points:" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkcAAAHFCAYAAAD40125AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAABDuElEQVR4nO3dd3hUVeL/8c+QTkgiNYQEAhgEJAgSlrosRQ1FsAuIUhSVYEFBd4UvKmVRbAuWpS4BdEXMKmADS1wD6hIbBBvoggIhSoiwkiBKS87vj/llvMNMwiQkM5PJ+/U8eYacnJl7bpv74Z5z77UZY4wAAAAgSarj6wYAAAD4E8IRAACABeEIAADAgnAEAABgQTgCAACwIBwBAABYEI4AAAAsCEcAAAAWhCMAAAALwhFqtB9//FEzZ87Utm3bXP42btw41atXr9KffeLECaWlpSkuLk5BQUHq3Llz5RtaBRYuXKiVK1e6lO/Zs0c2m83t3wKJzWbTzJkzfd2MKjFz5kzZbLZqf+8zzzyjpKQkhYaGymaz6fDhwxo3bpxatmzpVO/hhx/WK6+8Uqn2lOd///ufRo4cqSZNmshms+mKK66o8Ge0bNlS48aNq/K2+Zv7779fQ4cOVXx8vGw2W62YZ39GOEKN9uOPP2rWrFluw9HZWrRokZYsWaLp06frww8/1D//+c8qn0ZFlBWO4uLilJ2drUsvvdT7jUKl3HzzzcrOzq7WaWzbtk2TJk1S//799d577yk7O1tRUVF64IEHtG7dOqe61RWO/vrXv2rdunWaP3++srOz9dhjj1X5NALF/PnzdejQIV122WUKDQ31dXNqvWBfNwDwV1999ZUiIiJ0xx13+Lop5QoLC1OPHj183QxUQEJCghISEqp1Gl9//bUk6ZZbblG3bt0c5eeee261Ttfqq6++0rnnnqvrr7/ea9OsKr/++qvq1q3rtekdOXJEderYz1f4+j9i4MwRLH766Sfdeuutat68ucLCwtS4cWP17t1b7777rqNOv379lJycrOzsbPXq1UsRERFq2bKlVqxYIUlav369unTporp166pjx4566623XKbz4Ycf6qKLLlJUVJTq1q2rXr16af369S71vvrqK11++eWqX7++wsPD1blzZz377LOOv2/cuFF/+MMfJEk33nijbDab266XXbt2aciQIapXr56aN2+ue+65R8ePHy93WdhsNi1btky//fab43NXrlxZbhfW6dMu7f74+uuvdd111ykmJkaxsbG66aabVFhY6PTekpISPfPMM+rcubMiIiJ0zjnnqEePHnrttdck2bsWvv76a23atMnRntKukbLa5MlyXrlypWw2m7KysjRx4kQ1atRIDRs21FVXXaUff/yx3GVUnpYtW2ro0KFat26dLrjgAoWHh6t169Z6+umnXerm5ubqhhtuUJMmTRQWFqb27dvrb3/7m0pKSsr8/D179ig4OFhz5851+dv7778vm82ml156SVLF1sOxY8c0bdo0tWrVSqGhoYqPj9ftt9+uw4cPu52/N954QxdeeKEiIiLUvn17vfHGG5Lsy7V9+/aKjIxUt27d9Nlnnzm9313XWEZGhlJTUxUXF+f4vKlTp+ro0aNlL+gy9OvXTzfccIMkqXv37k7dNKd3q9lsNh09elTPPvusY9vq169fuZ//v//9T7fddpvi4+MVGhqq1q1ba/r06Y79qnSbfPfdd7Vjxw7H527cuLHMzzx58qT+8pe/qGnTpqpbt67++Mc/6pNPPnFbNz8/XxMmTFBCQoJCQ0PVqlUrzZo1S6dOnXKql5eXp2uuuUZRUVE655xzdP311+vTTz912V9Ku+C//PJLpaamKioqShdddJEke/f6nDlz1K5dO8f34o033qiffvrJpV0ZGRnq2bOnIiMjVa9ePQ0cOFA5OTnlLstSpcEIfsIA/9/AgQNN48aNzdKlS83GjRvNK6+8Yh588EHz4osvOur07dvXNGzY0LRt29akp6ebt99+2wwdOtRIMrNmzTIdO3Y0q1evNhs2bDA9evQwYWFh5ocffnC8f+PGjSYkJMSkpKSYjIwM88orr5jU1FRjs9mcpvPNN9+YqKgoc+6555rnnnvOrF+/3lx33XVGknn00UeNMcYUFhaaFStWGEnm/vvvN9nZ2SY7O9vs27fPGGPM2LFjTWhoqGnfvr154oknzLvvvmsefPBBY7PZzKxZs8pdFtnZ2WbIkCEmIiLC8bkFBQVm9+7dRpJZsWKFy3skmRkzZjh+nzFjhpFk2rZtax588EGTmZlp5s2bZ8LCwsyNN97o9N7Ro0cbm81mbr75ZvPqq6+aN9980zz00EPmqaeeMsYYs3XrVtO6dWtz4YUXOtqzdetWY4xx2yZPl3Pp8mvdurW58847zdtvv22WLVtm6tevb/r37+/UxtK67ub9dImJiSY+Pt60aNHCLF++3GzYsMFcf/31RpJ5/PHHHfUKCgpMfHy8ady4sVm8eLF56623zB133GEkmYkTJ5a7fK+88krTokULc+rUKad61157rWnWrJk5efJkhdZDSUmJGThwoAkODjYPPPCAeeedd8wTTzxhIiMjzYUXXmiOHTvmNH8JCQkmOTnZsb13797dhISEmAcffND07t3brF271qxbt86cd955JjY21vz666+O95e2yeqvf/2rmT9/vlm/fr3ZuHGjWbx4sWnVqpXLenD33tN9/fXX5v7773esr+zsbLNr1y5jjH2/SExMdNTNzs42ERERZsiQIY5t6+uvvy7zs3/77TdzwQUXmMjISPPEE0+Yd955xzzwwAMmODjYDBkyxBhjzLFjx0x2dra58MILTevWrR2fW1hYWObnjh071thsNvPnP//ZvPPOO2bevHkmPj7eREdHm7Fjxzrq7d+/3zRv3twkJiaaJUuWmHfffdf89a9/NWFhYWbcuHGOer/88otJSkoyDRo0MAsWLDBvv/22mTx5smnVqpXLdjx27FgTEhJiWrZsaebOnWv+/e9/m7ffftsUFxebQYMGmcjISDNr1iyTmZlpli1bZuLj483555/vtE4feughY7PZzE033WTeeOMNs3btWtOzZ08TGRlZ7vJ0JzIy0mme4X2EIzjUq1fP3H333eXW6du3r5FkPvvsM0fZoUOHTFBQkImIiHAKQtu2bTOSzNNPP+0o69Gjh2nSpIk5cuSIo+zUqVMmOTnZJCQkmJKSEmOMMSNHjjRhYWEmNzfXafqDBw82devWNYcPHzbGGPPpp5+WecAeO3askWT+9a9/OZUPGTLEtG3b9gxLw/7+yMhIp7LKhKPHHnvMqd5tt91mwsPDHfP6/vvvG0lm+vTp5banQ4cOpm/fvi7l7trk6XIuDTy33Xab02c+9thjRpLZv3+/o+zZZ581QUFB5tlnny23ncbYw4PNZjPbtm1zKr/kkktMdHS0OXr0qDHGmKlTpxpJ5uOPP3aqN3HiRGOz2cy3337rKDt9+WZlZRlJZt26dY6yH374wQQHBzuFX0/Xw1tvveW2XkZGhpFkli5d6jR/ERERJi8vz1FWur3HxcU55s8YY1555RUjybz22msubSpLSUmJOXnypNm0aZORZD7//HOP31uqdN1++umnTuWnhyNjKnYwXrx4sdv96tFHHzWSzDvvvOMo69u3r+nQocMZP3PHjh1Gkpk8ebJT+apVq4wkp7ZNmDDB1KtXz+zdu9ep7hNPPGEkOYLIggULjCTz5ptvOtWbMGGC23AkySxfvtyp7urVq40ks2bNGqfy0u+dhQsXGmOMyc3NNcHBwebOO+90qnfkyBHTtGlTM3z48DMuAyvCke9xHg8O3bp108qVKzVnzhx99NFHOnnypNt6cXFxSklJcfzeoEEDNWnSRJ07d1azZs0c5e3bt5ck7d27V5J09OhRffzxx7rmmmucriILCgrS6NGjlZeXp2+//VaS9N577+miiy5S8+bNnaY9btw4/frrrx4PZrXZbBo2bJhT2QUXXOBokzdcdtllLtM/duyYCgoKJElvvvmmJOn222+vkulVZDmX10ZJTstpzJgxOnXqlMaMGeNROzp06KBOnTo5lY0aNUpFRUXaunWrJPt6Pv/8853GxEj29WyM0XvvvVfm5/fr10+dOnXSggULHGWLFy+WzWbTrbfe6lL/TOuhdFqnXyV07bXXKjIyUv/+97+dyjt37qz4+HjH76Xbe79+/ZzGqpy+H5Tl+++/16hRo9S0aVMFBQUpJCREffv2lSTt2LGj3Pd603vvvafIyEhdc801TuWly+305eSJrKwsSXIZmzR8+HAFBzsPjX3jjTfUv39/NWvWTKdOnXL8DB48WJK0adMmx2tUVJQGDRrk9P7rrruuzHZcffXVLtM655xzNGzYMKdpde7cWU2bNnV0E7799tuOfcNaLzw8XH379i23OxH+iQHZcMjIyNCcOXO0bNkyPfDAA6pXr56uvPJKPfbYY2ratKmjXoMGDVzeGxoa6lJeesXFsWPHJEk///yzjDGKi4tzeX9pqDp06JDj1ZN6Z1K3bl2Fh4c7lYWFhTna5A0NGzZ0mb4k/fbbb5LsY72CgoKclvHZqMhy9rSNleFufkrLrOv59MvKy2vn6SZNmqSbb75Z3377rVq3bq1//OMfuuaaa9xO+0zzeOjQIQUHB6tx48ZO9Ww2m5o2berSlrK29zPtB+788ssv6tOnj8LDwzVnzhydd955qlu3rvbt26errrrqrNZDVTt06JCaNm3qMmaqSZMmCg4O9njfPP0zJddtJjg42GW9HThwQK+//rpCQkLcftbBgwcdnxkbG+vyd3dlkv27Ijo62mVahw8fLvPqsdJpHThwQJIcYyBPx3iimodwBIdGjRrpySef1JNPPqnc3Fy99tprmjp1qgoKCtwOrK6o+vXrq06dOtq/f7/L30oH/zZq1EiS/UDmST1vKw1apw/orswBoVTjxo1VXFys/Px8t4GmoiqynKtTfn5+mWWlB7yzXc+jRo3SfffdpwULFqhHjx7Kz8+v9Bm4hg0b6tSpU/rpp5+cApIxRvn5+WUe+KrCe++9px9//FEbN250nC2S5DIQ3B80bNhQH3/8sYwxTgGpoKBAp06dqtS2Vbo95OfnO52NO3XqlMu+1ahRI11wwQV66KGH3H5WabBu2LCh2wHd7rZLSW7vHVV6gUJZ339RUVGOepL08ssvKzEx0W1d1CzEWbjVokUL3XHHHbrkkkscXSBnKzIyUt27d9fatWud/idcUlKi559/XgkJCTrvvPMkSRdddJHjgGH13HPPqW7duo5L16viDEdFxMbGKjw8XF988YVT+auvvlrpzyztDli0aFG59cLCwjyaz4os5+r09ddf6/PPP3cqe+GFFxQVFaUuXbpIsq/n7du3u2xjzz33nGw2m/r371/uNMLDw3Xrrbfq2Wef1bx589S5c2f17t27Uu0tvTrp+eefdypfs2aNjh496vh7dSg9MJduz6WWLFlSbdO08nTbkuzL6ZdffnG5L9Jzzz3n+HtFlV4dt2rVKqfyf/3rXy5XoA0dOtRxi4CuXbu6/JSGo759++rIkSOObutSL774osftGjp0qA4dOqTi4mK302rbtq0kaeDAgQoODtZ3333ntl7Xrl0rukjgY5w5giSpsLBQ/fv316hRo9SuXTtFRUXp008/1VtvvaWrrrqqyqYzd+5cXXLJJerfv7/uvfdehYaGauHChfrqq6+0evVqx0FixowZjrEFDz74oBo0aKBVq1Zp/fr1euyxxxQTEyPJfs+WiIgIrVq1Su3bt1e9evXUrFkzp7FPVclms+mGG27Q8uXLde6556pTp0765JNP9MILL1T6M/v06aPRo0drzpw5OnDggIYOHaqwsDDl5OSobt26uvPOOyVJHTt21IsvvqiMjAy1bt1a4eHh6tixo9vP9HQ5V8Rzzz2nm266ScuXL/do3FGzZs102WWXaebMmYqLi9Pzzz+vzMxMPfroo44xOZMnT9Zzzz2nSy+9VLNnz1ZiYqLWr1+vhQsXauLEiR6FuNtuu02PPfaYtmzZomXLllV4vkpdcsklGjhwoO677z4VFRWpd+/e+uKLLzRjxgxdeOGFGj16dKU/+0x69eql+vXrKy0tTTNmzFBISIhWrVrlEi6rS8eOHbVx40a9/vrriouLU1RUlOPAf7oxY8ZowYIFGjt2rPbs2aOOHTvqww8/1MMPP6whQ4bo4osvrvD027dvrxtuuEFPPvmkQkJCdPHFF+urr77SE0884dLVNXv2bGVmZqpXr16aNGmS2rZtq2PHjmnPnj3asGGDFi9erISEBI0dO1bz58/XDTfcoDlz5igpKUlvvvmm3n77bUmedXWNHDlSq1at0pAhQ3TXXXepW7duCgkJUV5enrKysnT55ZfryiuvVMuWLTV79mxNnz5d33//vQYNGqT69evrwIED+uSTTxQZGalZs2aVO61NmzY5bg9QXFysvXv36uWXX5ZkD3qnd/eimvl0ODj8xrFjx0xaWpq54IILTHR0tImIiDBt27Y1M2bMcLrypqyrTxITE82ll17qUi7J3H777U5lH3zwgRkwYICJjIw0ERERpkePHub11193ee+XX35phg0bZmJiYkxoaKjp1KmT26vEVq9ebdq1a2dCQkKcrmhyd7WZMZ5f7VPW+wsLC83NN99sYmNjTWRkpBk2bJjZs2dPmVer/fTTT07vL72KaPfu3Y6y4uJiM3/+fJOcnGxCQ0NNTEyM6dmzp9Ny2bNnj0lNTTVRUVFGkuOKo7KuoPNkOZd1RVPplWBZWVkudT29lP/SSy81L7/8sunQoYMJDQ01LVu2NPPmzXOpu3fvXjNq1CjTsGFDExISYtq2bWsef/xxU1xc7FTv9OVr1a9fP9OgQQOnS6tLVWQ9/Pbbb+a+++4ziYmJJiQkxMTFxZmJEyean3/+2e38nc7d9l66fqy3MHC3DW7evNn07NnT1K1b1zRu3NjcfPPNZuvWrS7LvDquVtu2bZvp3bu3qVu3rpHk9qpIq0OHDpm0tDQTFxdngoODTWJiopk2bZrT7Q6M8fxqNWOMOX78uLnnnntMkyZNTHh4uOnRo4fJzs42iYmJLldu/fTTT2bSpEmmVatWJiQkxDRo0MCkpKSY6dOnm19++cVRLzc311x11VWmXr16Jioqylx99dVmw4YNRpJ59dVXnZaJu33dGGNOnjxpnnjiCdOpUycTHh5u6tWrZ9q1a2cmTJhgdu7c6VT3lVdeMf379zfR0dEmLCzMJCYmmmuuuca8++67Z5z/0iuB3f1Y90N4h80YY7wTwwDUFi1btlRycrLjpojVqaCgQImJibrzzjt5PAXO6OGHH9b999+v3Nzcar9LOWouutUA1Eh5eXn6/vvv9fjjj6tOnTq66667fN0k+Jm///3vkqR27drp5MmTeu+99/T000/rhhtuIBihXIQjADXSsmXLNHv2bLVs2VKrVq1yusoJkOyX58+fP1979uzR8ePH1aJFC9133326//77fd00+Dm61QAAACx8fin/+++/r2HDhqlZs2ay2Wwul4e6s2nTJqWkpDgeZrl48eLqbygAAKgVfB6Ojh49qk6dOjn6hs9k9+7dGjJkiPr06aOcnBz93//9nyZNmqQ1a9ZUc0sBAEBt4FfdajabTevWrdMVV1xRZp377rtPr732mtOzhtLS0vT55597/LwtAACAstS4AdnZ2dlKTU11Khs4cKDS09N18uRJt8/bOX78uNPjHkpKSvS///1PDRs2rNTN8AAAgPcZY3TkyBE1a9asWp9ZV+PCUX5+vsuDA2NjY3Xq1CkdPHjQ7bOp5s6de8a7kwIAgJph37591Xo7hhoXjiTXBwSW9gyWdRZo2rRpmjJliuP3wsJCtWjRQvv27XO5NT2AGuSHH6TvvpPOPVcq71J+T+sB8GtFRUVq3ry546G/1aXGhaOmTZu6PFW5oKBAwcHBjic7ny4sLMzlgY6SFB0dTTgCaqr0dOnWW6WSEqlOHWnpUmn8+MrXA1BjVPeQGJ9frVZRPXv2VGZmplPZO++8o65du7odbwQgAOXl/R54JPvrhAn28srUAwALn4ejX375Rdu2bdO2bdsk2S/V37Ztm3JzcyXZu8SsTwBPS0vT3r17NWXKFO3YsUPLly9Xenq67r33Xl80H4Av7Nz5e+ApVVws7dpVuXoAYOHzbrXPPvtM/fv3d/xeOjZo7NixWrlypfbv3+8ISpLUqlUrbdiwQZMnT9aCBQvUrFkzPf3007r66qu93nYAPtKmjb2LzBp8goKkpKTK1QMAC7+6z5G3FBUVKSYmRoWFhYw5Amqq9HR7F1lxsT3wLFlS9pgjT+oB8HveOn4TjghHQM2Vl2fvIktKksq7rNfTegD8mreO3z7vVgOASktI8CzseFoPAOQHA7IBAAD8CeEIAADAgnAEAABgQTgCAACwIBwBAABYEI4AAAAsCEcAAAAWhCMAAAALwhEAAIAF4QgAAMCCcAQAAGBBOAIAALAgHAEAAFgQjgAAACwIRwAAABaEIwAAAAvCEQAAgAXhCAAAwIJwBAAAYEE4AgAAsCAcAfA/eXlSVpb9tTZNG4BfIBwB8C/p6VJiojRggP01Pb12TBuA37AZY4yvG+FtRUVFiomJUWFhoaKjo33dHACl8vLsoaSk5PeyoCBpzx4pISFwpw3AI946fnPmCID/2LnTOZxIUnGxtGtXYE8bgF8hHAHwH23aSHVO+1oKCpKSkgJ72gD8CuEIgP9ISJCWLrWHEsn+umSJd7q1fDltAH6FMUeMOQL8T16evTsrKcn74cSX0wZQLm8dv4Or7ZMBoLISEnwXTHw5bQB+gW41AAAAC8IRAACABeEIAADAgnAEAABgQTgCAACwIBwBAABYEI4AAAAsCEcAAAAWhCMAAAALwhEAAIAF4QgAAMCCcAQAAGBBOAIAALAgHAEAAFgQjgAAACwIRwAAABaEIwAAAAvCEQAAgAXhCAAAwIJwBAAAYEE4AgAAsCAcAQAAWBCOAAAALAhHAAAAFoQjAAAAC8IRAACABeEIAADAgnAEAABgQTgCAACwIBwBAABYEI4AAAAsCEcAAAAWhCMAAAALvwhHCxcuVKtWrRQeHq6UlBR98MEH5dZftWqVOnXqpLp16youLk433nijDh065KXWAgCAQObzcJSRkaG7775b06dPV05Ojvr06aPBgwcrNzfXbf0PP/xQY8aM0fjx4/X111/rpZde0qeffqqbb77Zyy0HAACByOfhaN68eRo/frxuvvlmtW/fXk8++aSaN2+uRYsWua3/0UcfqWXLlpo0aZJatWqlP/7xj5owYYI+++wzL7ccAAAEIp+GoxMnTmjLli1KTU11Kk9NTdXmzZvdvqdXr17Ky8vThg0bZIzRgQMH9PLLL+vSSy8tczrHjx9XUVGR0w8AH8jLk7Ky7K81XSDNCwAnPg1HBw8eVHFxsWJjY53KY2NjlZ+f7/Y9vXr10qpVqzRixAiFhoaqadOmOuecc/TMM8+UOZ25c+cqJibG8dO8efMqnQ8AHkhPlxITpQED7K/p6b5uUeUF0rwAcOHzbjVJstlsTr8bY1zKSm3fvl2TJk3Sgw8+qC1btuitt97S7t27lZaWVubnT5s2TYWFhY6fffv2VWn7AZxBXp50661SSYn995ISacKEmnnWJZDmBYBbwb6ceKNGjRQUFORylqigoMDlbFKpuXPnqnfv3vrzn/8sSbrgggsUGRmpPn36aM6cOYqLi3N5T1hYmMLCwqp+BgB4ZufO38NEqeJiadcuKSHBN22qrECaFwBu+fTMUWhoqFJSUpSZmelUnpmZqV69erl9z6+//qo6dZybHRQUJMl+xgmAH2rTRjptv1VQkJSU5Jv2nI1AmhcAbvm8W23KlClatmyZli9frh07dmjy5MnKzc11dJNNmzZNY8aMcdQfNmyY1q5dq0WLFun777/Xf/7zH02aNEndunVTs2bNfDUbAMqTkCAtXWoPEZL9dcmSmnmmJZDmBYBbPu1Wk6QRI0bo0KFDmj17tvbv36/k5GRt2LBBiYmJkqT9+/c73fNo3LhxOnLkiP7+97/rnnvu0TnnnKMBAwbo0Ucf9dUsAPDE+PHSwIH27qekpJodJgJpXgC4sJla2BdVVFSkmJgYFRYWKjo62tfNAQAAHvDW8dvn3WoAAAD+hHAEAABgQTgCAACwIBwBAABYEI4AAAAsCEcAAAAWhCMAAAALwhEAAIAF4QgAAMCCcAQAAGBBOAIAALAgHAEAAFgQjgAAACwIRwAAABaEIwAAAAvCEQAAgAXhCAAAwIJwBAAAYEE4AgAAsCAcAQAAWBCOAAAALAhHAAAAFoQjAAAAC8IRAACABeEIAADAgnAEAABgQTgCAACwIBwBAABYEI4AAAAsCEcAAAAWhCMAAAALwhEAAIAF4QgAAMCCcAQAAGBBOAIAALAgHAEAAFgQjgAAACwIRwAAABaEIwAAAAvCEQAAgAXhCAAAwIJwBODs5eVJWVn2Vzhj2QA1DuEIwNlJT5cSE6UBA+yv6em+bpH/YNkANZLNGGN83QhvKyoqUkxMjAoLCxUdHe3r5gA1V16e/aBfUvJ7WVCQtGePlJDgs2b5BZYNUOW8dfzmzBGAytu50/ngL0nFxdKuXb5pjz9h2QA1FuEIQOW1aSPVOe1rJChISkryTXv8CcsGqLEIRwAqLyFBWrrUftCX7K9LltBtJLFsgBqMMUeMOQLOXl6evbsoKYmD/+lYNkCV8dbxO7jaPhlA7ZGQwIG/LCwboMahWw0AAMCCcAQAAGBBOAIAALAgHAEAAFgQjgAAACwIRwAAABaEIwAAAAvCEQAAgAXhCAAAwIJwBAAAYEE4AgAAsCAcAQAAWBCOAAAALAhHAAAAFn4RjhYuXKhWrVopPDxcKSkp+uCDD8qtf/z4cU2fPl2JiYkKCwvTueeeq+XLl3uptQAAIJAF+7oBGRkZuvvuu7Vw4UL17t1bS5Ys0eDBg7V9+3a1aNHC7XuGDx+uAwcOKD09XUlJSSooKNCpU6e83HIAABCIbMYY48sGdO/eXV26dNGiRYscZe3bt9cVV1yhuXPnutR/6623NHLkSH3//fdq0KBBpaZZVFSkmJgYFRYWKjo6utJtBwAA3uOt47dPu9VOnDihLVu2KDU11ak8NTVVmzdvdvue1157TV27dtVjjz2m+Ph4nXfeebr33nv122+/lTmd48ePq6ioyOkHAADAHZ92qx08eFDFxcWKjY11Ko+NjVV+fr7b93z//ff68MMPFR4ernXr1ungwYO67bbb9L///a/McUdz587VrFmzqrz9AAAg8PjFgGybzeb0uzHGpaxUSUmJbDabVq1apW7dumnIkCGaN2+eVq5cWebZo2nTpqmwsNDxs2/fviqfBwAAEBh8euaoUaNGCgoKcjlLVFBQ4HI2qVRcXJzi4+MVExPjKGvfvr2MMcrLy1ObNm1c3hMWFqawsLCqbTwAAAhIPj1zFBoaqpSUFGVmZjqVZ2ZmqlevXm7f07t3b/3444/65ZdfHGX//e9/VadOHSUkJFRrewEAQODzebfalClTtGzZMi1fvlw7duzQ5MmTlZubq7S0NEn2LrExY8Y46o8aNUoNGzbUjTfeqO3bt+v999/Xn//8Z910002KiIjw1WwAAIAA4fP7HI0YMUKHDh3S7NmztX//fiUnJ2vDhg1KTEyUJO3fv1+5ubmO+vXq1VNmZqbuvPNOde3aVQ0bNtTw4cM1Z84cX80CAAAIID6/z5EvcJ8jAABqnlpxnyMAAAB/QzgCAACwIBwBAABYEI4AAAAsCEcAAAAWhCMAAAALwhEAAIAF4QgAAMCCcAQAAGBBOAIAALAgHAEAAFgQjgCULS9Pysqyv6J6sawBv0E4AuBeerqUmCgNGGB/TU/3dYsCF8sa8Cs2Y4zxdSO8zVtP9QVqrLw8+0G6pOT3sqAgac8eKSHBZ80KSCxrwGPeOn5z5giAq507nQ/WklRcLO3a5Zv2BDKWNeB3CEcAXLVpI9U57eshKEhKSvJNewIZyxrwO4QjAK4SEqSlS+0Hacn+umQJ3TzVgWUN+B3GHDHmCChbXp69eycpiYN1dWNZA2fkreN3cLV9MoCaLyGBA7W3sKwBv0G3GgAAgAXhCAAAwIJwBAAAYEE4AgAAsCAcAQAAWBCOAAAALAhHAAAAFmcVjgoKCpSfn19VbQEAAPC5SoWjL774Qh06dFBcXJzi4+MVHx+v+++/X0ePHq3q9gEAAHhVpcLR+PHjFRsbqw8//FA5OTmaM2eO3nzzTXXt2lU///xzVbcRAADAayr1bLXIyEht2bJF7dq1c5QZY3TttdcqPDxczz//fJU2sqrxbDUAAGoev362mrszRDabTQ8//LBSUlKqpGEAAAC+4HE4uvTSS9WpUyd17txZaWlpmjx5sl599VXFxsY66hQWFqp+/frV0lAAAABv8DgcdezYUVu3btWKFSt04MABSVLr1q01fPhwde7cWcXFxVqxYoXmz59fbY0FAACobpUac3TgwAHl5ORo27Ztjp9du3YpKChIbdu21RdffFEdba0yjDkCAKDm8esxR7GxsRo0aJAGDRrkKPvtt9/0+eef6/PPP6+yxgEAAHhbpc4c1XScOQIAoObx1vGbx4cAAABYEI4AAAAsCEcAAAAWhCMAAAALwhEAAIAF4QgAAMCCcAQAAGBBOAIAALAgHAEAAFgQjgAAACwIRwAAABaEIwAAAAvCEVAb5eVJWVn2V9QsrDug2hGOgNomPV1KTJQGDLC/pqf7ukXwFOsO8AqbMcb4uhHeVlRUpJiYGBUWFio6OtrXzQG8Jy/PflAtKfm9LChI2rNHSkjwWbPgAdYd4LXjN2eOgNpk507ng6skFRdLu3b5pj3wHOsO8BrCEVCbtGkj1Tlttw8KkpKSfNMeeI51B3gN4QioTRISpKVL7QdVyf66ZAndMjUB6w7wGsYcMeYItVFenr07JimJg2tNw7pDLeat43dwtX0yAP+VkMCBtaZi3QHVjm41AAAAC8IRAACABeEIAADAgnAEAABgQTgCAACwIBwBAABYEI4AAAAs/CIcLVy4UK1atVJ4eLhSUlL0wQcfePS+//znPwoODlbnzp2rt4EAAKDW8Hk4ysjI0N13363p06crJydHffr00eDBg5Wbm1vu+woLCzVmzBhddNFFXmopAACoDXz++JDu3burS5cuWrRokaOsffv2uuKKKzR37twy3zdy5Ei1adNGQUFBeuWVV7Rt2zaPp8njQwAAqHm8dfz26ZmjEydOaMuWLUpNTXUqT01N1ebNm8t834oVK/Tdd99pxowZHk3n+PHjKioqcvoBAABwx6fh6ODBgyouLlZsbKxTeWxsrPLz892+Z+fOnZo6dapWrVql4GDPHg03d+5cxcTEOH6aN29+1m0HAACByedjjiTJZrM5/W6McSmTpOLiYo0aNUqzZs3Seeed5/HnT5s2TYWFhY6fffv2nXWbAQBAYPLs1Es1adSokYKCglzOEhUUFLicTZKkI0eO6LPPPlNOTo7uuOMOSVJJSYmMMQoODtY777yjAQMGuLwvLCxMYWFh1TMTAAAgoPj0zFFoaKhSUlKUmZnpVJ6ZmalevXq51I+OjtaXX36pbdu2OX7S0tLUtm1bbdu2Td27d/dW0wEAQIDy6ZkjSZoyZYpGjx6trl27qmfPnlq6dKlyc3OVlpYmyd4l9sMPP+i5555TnTp1lJyc7PT+Jk2aKDw83KUcAACgMnwejkaMGKFDhw5p9uzZ2r9/v5KTk7VhwwYlJiZKkvbv33/Gex4BAABUFZ/f58gXuM8RAAA1T624zxEAAIC/IRwBAABYEI4AAAAsCEcAAAAWhCMgkOTlSVlZ9lfUbmwLQKURjoBAkZ4uJSZKAwbYX9PTfd0i+ArbAnBWuJSfS/kRCPLy7AfBkpLfy4KCpD17pIQEnzULPsC2gADGpfwAPLdzp/PBUJKKi6Vdu3zTHvgO2wJw1ghHQCBo00aqc9ruHBQkJSX5pj3wHbYF4KwRjoBAkJAgLV1qPwhK9tclS+hGqY3YFoCzxpgjxhwhkOTl2btPkpI4GNZ2bAsIQN46fvv8wbMAqlBCAgdC2LEtAJVGtxoAAIAF4QgAAMCCcAQAAGBBOAIAALAgHAEAAFgQjgAAACwIRwAAABaEIwAAAAvCEQAAgAXhCAAAwIJwBAAAYEE4AgAAsCAcAQAAWBCOAAAALAhHAAAAFoQjwN/l5UlZWfZXoKqxfQEuCEeAP0tPlxITpQED7K/p6b5uEQIJ2xfgls0YY3zdCG8rKipSTEyMCgsLFR0d7evmAO7l5dkPWCUlv5cFBUl79kgJCT5rFgIE2xdqIG8dvzlzBPirnTudD1ySVFws7drlm/YgsLB9AWUiHAH+qk0bqc5pu2hQkJSU5Jv2ILCwfQFlIhwB/iohQVq61H7AkuyvS5bQ5YGqwfYFlIkxR4w5gr/Ly7N3dSQlceBC1WP7Qg3ireN3cLV9MoCqkZDAQQvVh+0LcEG3GgAAgAXhCAAAwIJwBAAAYEE4AgAAsKjVA7KPHj2qoNLLWAEAgF87evSoV6ZTq8NRs2bNfN0EAADgZ+hWAwAAsKjVZ45+/PFHbgIJAEANUVRU5JVen1odjiIjIxUZGenrZgAAAA8UFxd7ZTp0qwEAAFgQjgAAACwIR4Cv5OVJWVn2V8Dfsb2iFiEcAb6Qni4lJkoDBthf09N93SKgbGyvqGVsxhjj60Z4W1FRkWJiYlRYWMjVavC+vDz7Aaak5PeyoCBpzx6ejg7/w/YKP+Kt4zdnjgBv27nT+UAjScXF0q5dvmkPUB62V9RChCPA29q0keqctusFBUlJSb5pD1AetlfUQoQjwNsSEqSlS+0HGMn+umQJXRTwT2yvqIUYc8SYI/hKXp69ayIpiQMN/B/bK/yAt47ftfoO2YBPJSRwkEHNwfaKWoRuNQAAAAvCEQAAgAXhCAAAwIJwBAAAYEE4AgAAsCAcAQAAWBCOgKrG08tR27EPoIYjHAFViaeXo7ZjH0AA4A7Z3CEbVYWnl6O2Yx9ANfPW8dsvzhwtXLhQrVq1Unh4uFJSUvTBBx+UWXft2rW65JJL1LhxY0VHR6tnz556++23vdhaoAw8vRy1HfsAAoTPw1FGRobuvvtuTZ8+XTk5OerTp48GDx6s3Nxct/Xff/99XXLJJdqwYYO2bNmi/v37a9iwYcrJyfFyy4HT8PRy1HbsAwgQPu9W6969u7p06aJFixY5ytq3b68rrrhCc+fO9egzOnTooBEjRujBBx/0qD7daqg26enShAn2/y2XPr18/HhftwrwHvYBVKNa8eDZEydOaMuWLZo6dapTeWpqqjZv3uzRZ5SUlOjIkSNq0KBBmXWOHz+u48ePO34vKiqqXIOBMxk/Xho4kKeXo/ZiH0AA8Gk4OnjwoIqLixUbG+tUHhsbq/z8fI8+429/+5uOHj2q4cOHl1ln7ty5mjVr1lm1FfAYTy9Hbcc+gBrO52OOJMlmszn9boxxKXNn9erVmjlzpjIyMtSkSZMy602bNk2FhYWOn3379p11mwEAQGDy6ZmjRo0aKSgoyOUsUUFBgcvZpNNlZGRo/Pjxeumll3TxxReXWzcsLExhYWFn3V4AABD4fHrmKDQ0VCkpKcrMzHQqz8zMVK9evcp83+rVqzVu3Di98MILuvTSS6u7mQAAoBbx6ZkjSZoyZYpGjx6trl27qmfPnlq6dKlyc3OVlpYmyd4l9sMPP+i5556TZA9GY8aM0VNPPaUePXo4zjpFREQoJibGZ/MBAAACg8/D0YgRI3To0CHNnj1b+/fvV3JysjZs2KDExERJ0v79+53uebRkyRKdOnVKt99+u26//XZH+dixY7Vy5UpvNx+1SV6e/SZ3bdow2BSoCuxT8FM+v8+RL3CfI1RYerp06632u//WqSMtXcq9W4CzwT6FSvDW8ZtwRDjCmfC8KKBqsU+hkmrVs9UAv8bzooCqxT4FP0c4As6E50UBVYt9Cn6OcAScSUKCfTxEUJD999LnRXH6H6gc9in4OcYcMeYInsrL43lRQFVin0IF1YoHzwI1Cs+LAqoW+xT8FN1qAAAAFoQjIC9PysqyvwLwP+yj8DLCEWq39HT7/VYGDLC/pqf7ukUArNhH4QMMyGZAdu3FjegA/8Y+itNwE0igunEjOsC/sY/CRwhHqL24ER3g39hH4SOEI9Re3IgO8G/so/ARxhwx5gjciA7wb+yj+P+4CSRwtvLy7GMW2rQp/wuVG9EB/s3TfdTTfR44A7rVEJi4/BeoXdjnUYXoVqNbLfBw+S9Qu7DP1xpcyg9UFpf/ArUL+zyqGOEIgYfLf4HahX0eVYxwhMDD5b9A7cI+jyrGmCPGHAUuLv8Fahf2+YDHpfxAWbhEH4A7XPKPKkK3GmoWLtcFcDb4DoEH6FajW63m4HJdAGeD75Aaj0v5gdNxuS6As8F3CDxEOELNweW6AM4G3yHwEOEI/iMvT8rKsr+6w+W6AM5GRb9DzvSdhIDFmCPGHPmH9HTp1lvtp7zr1LF/gY0f774ul+sCOBuefIdU5DsJXuOt4zfhiHDkewySBOBP+E7yWwzIRu3BIEkA/oTvpFqPcITqd6Z+ewZJAvAnFf1OYmxSwCEcoXp5csM1BloD8CcV+U7ippIBiTFHjDmqPhXtt2egNQB/cqbvJMYmeR3PVkPNV16/vbsvDp6FBsCfnOk7qaLfcagx6FZD5XjSx85YIgCBjLFJAYtwhIrztI+dsUQAAhljkwIWY44Yc1QxleljZywRgEDG2CSvYcwRfCMvz96P3qaN+522Mn3sjCUCEMiqY2zSmb6LUa3oVsPvPDntyzgiAKiYin5v0gXnc4Sj2uJMAwHz8n5/jpBkf50wwbU+44gAoGIq8r3p6XextT6DvKsc4ag28OR/IRW5Xf748fa+8qws+ysPYwSA8nn6vVmR72LOMFUbBmQH+oBsTwcCMmAQAHyP7+xy8eBZeOZMp1Q9/V8I3WUA4HuefhdX9OG4dL9VCOGoJqvqAdR0lwGA73nyXVyR73a63yqMbjV/7VY702WcFTmlmp5uH9BXXPz7/0IIPgBQs3ny3V6ZZ1z68S0E6FYLVJ6c2mQANQDgTDz5bq+uAd4B3k3HmSNvnjlKT//9Es06dez9ypVN+bV0MB4AoAKq45jiybGsmnDmqKapqvsIMYAaAFBVqnqAdy25DxPh6Ey83Q3GAGoAQFWqygHetaSbjnBUHk9WrKcp2tMNr6JnhBISpH79OGMEACjbmY4Vnh57PD2WVeQMkx9eTVe7w9EPP5T9N192g3FGCADgbZ4ce3zdTVfecbsKBXtlKv6qQwfpH/+o+Ah/60ZQmqJPH8RWVjfYwIH2z0hKKv9sD0+yBwB4myfHHk+OZZ4eGz091kr2M0q33OL5vJyF2n3myJiyEyrdYAAAuOerbjovXWBfu8ORVPZAMrrBAACovOrupqtGtfs+R5Kiz3RvoLw8z7rBAABA5ZzpWPv/78NUVFKiGKna73NUu8cc1alz5nsDMfYHAIDqdaZjbekZJuvg7WpUu88cbd+u6Pbtfd0cAADggaIdOxRz/vncIbtaxcf7ugUAAMBTXjpu1+5wBAAAcBrCEQAAgAXhCAAAwIJwBAAAYOEX4WjhwoVq1aqVwsPDlZKSog8++KDc+ps2bVJKSorCw8PVunVrLV682EstBQAAgc7n4SgjI0N33323pk+frpycHPXp00eDBw9Wbm6u2/q7d+/WkCFD1KdPH+Xk5Oj//u//NGnSJK1Zs8bLLQcAAIHI5/c56t69u7p06aJFixY5ytq3b68rrrhCc+fOdal/33336bXXXtOOHTscZWlpafr888+VnZ3t0TQd9zmq5vskAACAquOt47dPzxydOHFCW7ZsUWpqqlN5amqqNm/e7PY92dnZLvUHDhyozz77TCdPnqy2tgIAgNrBp48POXjwoIqLixUbG+tUHhsbq/z8fLfvyc/Pd1v/1KlTOnjwoOLi4lzec/z4cR0/ftzxe2FhoSR7AgUAADVD6XG7uju9/OLZajabzel3Y4xL2ZnquysvNXfuXM2aNculvHnz5hVtKgAA8LFDhw4pJiam2j7fp+GoUaNGCgoKcjlLVFBQ4HJ2qFTTpk3d1g8ODlbDhg3dvmfatGmaMmWK4/fDhw8rMTFRubm51bpw/U1RUZGaN2+uffv21aqxVsw3810bMN/Md21QWFioFi1aqEGDBtU6HZ+Go9DQUKWkpCgzM1NXXnmlozwzM1OXX3652/f07NlTr7/+ulPZO++8o65duyokJMTte8LCwhQWFuZSHhMTU6s2qlLR0dHMdy3CfNcuzHftUlvnu06d6h0y7fNL+adMmaJly5Zp+fLl2rFjhyZPnqzc3FylpaVJsp/1GTNmjKN+Wlqa9u7dqylTpmjHjh1avny50tPTde+99/pqFgAAQADx+ZijESNG6NChQ5o9e7b279+v5ORkbdiwQYmJiZKk/fv3O93zqFWrVtqwYYMmT56sBQsWqFmzZnr66ad19dVX+2oWAABAAPF5OJKk2267Tbfddpvbv61cudKlrG/fvtq6dWulpxcWFqYZM2a47WoLZMw3810bMN/Md23AfFfvfPv8JpAAAAD+xOdjjgAAAPwJ4QgAAMCCcAQAAGBBOAIAALAI2HD00EMPqVevXqpbt67OOeccj95jjNHMmTPVrFkzRUREqF+/fvr666+d6hw/flx33nmnGjVqpMjISF122WXKy8urhjmonJ9//lmjR49WTEyMYmJiNHr0aB0+fLjc99hsNrc/jz/+uKNOv379XP4+cuTIap4bz1VmvseNG+cyTz169HCqE2jr++TJk7rvvvvUsWNHRUZGqlmzZhozZox+/PFHp3r+tr4XLlyoVq1aKTw8XCkpKfrggw/Krb9p0yalpKQoPDxcrVu31uLFi13qrFmzRueff77CwsJ0/vnna926ddXV/EqryHyvXbtWl1xyiRo3bqzo6Gj17NlTb7/9tlOdlStXut3Xjx07Vt2zUiEVme+NGze6nadvvvnGqV6grW933182m00dOnRw1PH39f3+++9r2LBhatasmWw2m1555ZUzvsdr+7YJUA8++KCZN2+emTJliomJifHoPY888oiJiooya9asMV9++aUZMWKEiYuLM0VFRY46aWlpJj4+3mRmZpqtW7ea/v37m06dOplTp05V05xUzKBBg0xycrLZvHmz2bx5s0lOTjZDhw4t9z379+93+lm+fLmx2Wzmu+++c9Tp27evueWWW5zqHT58uLpnx2OVme+xY8eaQYMGOc3ToUOHnOoE2vo+fPiwufjii01GRob55ptvTHZ2tunevbtJSUlxqudP6/vFF180ISEh5h//+IfZvn27ueuuu0xkZKTZu3ev2/rff/+9qVu3rrnrrrvM9u3bzT/+8Q8TEhJiXn75ZUedzZs3m6CgIPPwww+bHTt2mIcfftgEBwebjz76yFuzdUYVne+77rrLPProo+aTTz4x//3vf820adNMSEiI2bp1q6POihUrTHR0tMs+708qOt9ZWVlGkvn222+d5sm6jwbi+j58+LDT/O7bt880aNDAzJgxw1HH39f3hg0bzPTp082aNWuMJLNu3bpy63tz3w7YcFRqxYoVHoWjkpIS07RpU/PII484yo4dO2ZiYmLM4sWLjTH2jTEkJMS8+OKLjjo//PCDqVOnjnnrrbeqvO0VtX37diPJaSPIzs42ksw333zj8edcfvnlZsCAAU5lffv2NXfddVdVNbVKVXa+x44day6//PIy/15b1vcnn3xiJDl9CfvT+u7WrZtJS0tzKmvXrp2ZOnWq2/p/+ctfTLt27ZzKJkyYYHr06OH4ffjw4WbQoEFOdQYOHGhGjhxZRa0+exWdb3fOP/98M2vWLMfvnn4f+lJF57s0HP38889lfmZtWN/r1q0zNpvN7Nmzx1FWE9Z3KU/CkTf37YDtVquo3bt3Kz8/X6mpqY6ysLAw9e3bV5s3b5YkbdmyRSdPnnSq06xZMyUnJzvq+FJ2drZiYmLUvXt3R1mPHj0UExPjcfsOHDig9evXa/z48S5/W7VqlRo1aqQOHTro3nvv1ZEjR6qs7WfjbOZ748aNatKkic477zzdcsstKigocPytNqxvyf4gR5vN5tL97A/r+8SJE9qyZYvTOpCk1NTUMucxOzvbpf7AgQP12Wef6eTJk+XW8Yf1KlVuvk9XUlKiI0eOuDyg85dfflFiYqISEhI0dOhQ5eTkVFm7z9bZzPeFF16ouLg4XXTRRcrKynL6W21Y3+np6br44osdT5co5c/ru6K8uW/7xR2y/UF+fr4kKTY21qk8NjZWe/fuddQJDQ1V/fr1XeqUvt+X8vPz1aRJE5fyJk2aeNy+Z599VlFRUbrqqqucyq+//nq1atVKTZs21VdffaVp06bp888/V2ZmZpW0/WxUdr4HDx6sa6+9VomJidq9e7ceeOABDRgwQFu2bFFYWFitWN/Hjh3T1KlTNWrUKKeHV/rL+j548KCKi4vd7pdlzWN+fr7b+qdOndLBgwcVFxdXZh1/WK9S5eb7dH/729909OhRDR8+3FHWrl07rVy5Uh07dlRRUZGeeuop9e7dW59//rnatGlTpfNQGZWZ77i4OC1dulQpKSk6fvy4/vnPf+qiiy7Sxo0b9ac//UlS2dtEoKzv/fv3680339QLL7zgVO7v67uivLlv16hwNHPmTM2aNavcOp9++qm6du1a6WnYbDan340xLmWn86TO2fB0viXX9ksVa9/y5ct1/fXXKzw83Kn8lltucfw7OTlZbdq0UdeuXbV161Z16dLFo8+uqOqe7xEjRjj+nZycrK5duyoxMVHr1693CYcV+dyz5a31ffLkSY0cOVIlJSVauHCh0998sb7LU9H90l3908srs697W2XbuHr1as2cOVOvvvqqU4Du0aOH00UHvXv3VpcuXfTMM8/o6aefrrqGn6WKzHfbtm3Vtm1bx+89e/bUvn379MQTTzjCUUU/01cq28aVK1fqnHPO0RVXXOFUXlPWd0V4a9+uUeHojjvuOOMVMy1btqzUZzdt2lSSPZnGxcU5ygsKChwptGnTpjpx4oR+/vlnp7MJBQUF6tWrV6Wm6wlP5/uLL77QgQMHXP72008/uSRpdz744AN9++23ysjIOGPdLl26KCQkRDt37qy2g6W35rtUXFycEhMTtXPnTkmBvb5Pnjyp4cOHa/fu3Xrvvfeczhq544317U6jRo0UFBTk8r8+6355uqZNm7qtHxwcrIYNG5ZbpyLbS3WqzHyXysjI0Pjx4/XSSy/p4osvLrdunTp19Ic//MGxzfva2cy3VY8ePfT88887fg/k9W2M0fLlyzV69GiFhoaWW9ff1ndFeXXfrtAIpRqoogOyH330UUfZ8ePH3Q7IzsjIcNT58ccf/W6A7scff+wo++ijjzweoDt27FiXq5bK8uWXXxpJZtOmTZVub1U52/kudfDgQRMWFmaeffZZY0zgru8TJ06YK664wnTo0MEUFBR4NC1fru9u3bqZiRMnOpW1b9++3AHZ7du3dypLS0tzGbQ5ePBgpzqDBg3yuwG6FZlvY4x54YUXTHh4+BkHtpYqKSkxXbt2NTfeeOPZNLVKVWa+T3f11Veb/v37O34P1PVtzO8D0r/88sszTsMf13cpeTgg21v7dsCGo71795qcnBwza9YsU69ePZOTk2NycnLMkSNHHHXatm1r1q5d6/j9kUceMTExMWbt2rXmyy+/NNddd53bS/kTEhLMu+++a7Zu3WoGDBjgd5d2X3DBBSY7O9tkZ2ebjh07ulzaffp8G2NMYWGhqVu3rlm0aJHLZ+7atcvMmjXLfPrpp2b37t1m/fr1pl27dubCCy+ssfN95MgRc88995jNmzeb3bt3m6ysLNOzZ08THx8f0Ov75MmT5rLLLjMJCQlm27ZtTpf3Hj9+3Bjjf+u79BLn9PR0s337dnP33XebyMhIx1U5U6dONaNHj3bUL73cd/LkyWb79u0mPT3d5XLf//znPyYoKMg88sgjZseOHeaRRx7x20u7PZ3vF154wQQHB5sFCxaUeQuGmTNnmrfeest89913Jicnx9x4440mODjYKWD7WkXne/78+WbdunXmv//9r/nqq6/M1KlTjSSzZs0aR51AXN+lbrjhBtO9e3e3n+nv6/vIkSOOY7MkM2/ePJOTk+O4ctaX+3bAhqOxY8caSS4/WVlZjjqSzIoVKxy/l5SUmBkzZpimTZuasLAw86c//ckljf/222/mjjvuMA0aNDARERFm6NChJjc310tzdWaHDh0y119/vYmKijJRUVHm+uuvd7nE9fT5NsaYJUuWmIiICLf3ssnNzTV/+tOfTIMGDUxoaKg599xzzaRJk1zuCeRLFZ3vX3/91aSmpprGjRubkJAQ06JFCzN27FiXdRlo63v37t1u9wvrvuGP63vBggUmMTHRhIaGmi5dujidwRo7dqzp27evU/2NGzeaCy+80ISGhpqWLVu6Df0vvfSSadu2rQkJCTHt2rVzOpj6i4rMd9++fd2u17Fjxzrq3H333aZFixYmNDTUNG7c2KSmpprNmzd7cY48U5H5fvTRR825555rwsPDTf369c0f//hHs379epfPDLT1bYz97HZERIRZunSp28/z9/VdetarrG3Wl/u2zZj/P5oJAAAAgfv4EAAAgMogHAEAAFgQjgAAACwIRwAAABaEIwAAAAvCEQAAgAXhCAAAwIJwBAAAYEE4AgAAsCAcAQAAWBCOAASU2bNnq2PHjoqMjFRsbKwmTpyokydP+rpZAGqQYF83AACqijFGxcXFWrJkieLj47V9+3aNGTNGF1xwgSZOnOjr5gGoIXjwLICANmrUKDVu3FhPPfWUr5sCoIagWw1AwNi7d6/uuOMOJScnq379+qpXr57+9a9/KSEhwddNA1CDEI4ABISDBw+qW7duOnjwoObNm6cPP/xQ2dnZCgoKUufOnX3dPAA1CGOOAASEDRs26NSpU1q9erVsNpskacGCBTpx4gThCECFEI4ABIQGDRqoqKhIr732ms4//3y9/vrrmjt3ruLj49W4cWNfNw9ADcKAbAABwRijiRMn6oUXXlBERIRuuOEGHTt2THv37tUbb7zh6+YBqEEIRwAAABYMyAYAALAgHAEAAFgQjgAAACwIRwAAABaEIwAAAAvCEQAAgAXhCAAAwIJwBAAAYEE4AgAAsCAcAQAAWBCOAAAALAhHAAAAFv8PHtUOMIliFBAAAAAASUVORK5CYII=", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkcAAAHFCAYAAAD40125AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAAByDklEQVR4nO3dd1gUV9sG8HvpHQsKCIq9d4iKDWxYYtfYazSKJcYYEzUa22diiS3Ja43YEms0togFKxoxsWCJYosCoiKKCqj0Pd8fZFdWlr67s7vcv+viQmbPzDwzs7vzeMocmRBCgIiIiIgAACZSB0BERESkT5gcEREREWXC5IiIiIgoEyZHRERERJkwOSIiIiLKhMkRERERUSZMjoiIiIgyYXJERERElAmTIyIiIqJMmByRQXj8+DFmz56NK1euZHlt2LBhsLOzK/C2U1JS4O/vD1dXV5iamqJ+/foFD1QDVq5ciY0bN2ZZHh4eDplMpvY1YyKTyTB79mypw9CI2bNnQyaTaX3dn376CZUrV4aFhQVkMhlevXqFYcOGoXz58irlvvvuO+zdu7dA8eTkxYsX6NevH0qXLg2ZTIbu3bvnexvly5fHsGHDNB6bvpkxYwY6d+4MNzc3yGSyHI/5/v376NmzJ4oVKwY7Ozu0a9cOly9f1l2wRRiTIzIIjx8/xpw5c9QmR4W1atUqrFmzBtOnT8fZs2fxyy+/aHwf+ZFdcuTq6oqQkBB8+OGHug+KCmTkyJEICQnR6j6uXLmCCRMmoFWrVjhx4gRCQkJgb2+Pb775Bnv27FEpq63k6P/+7/+wZ88eLFu2DCEhIVi0aJHG92Esli1bhtjYWHTt2hUWFhbZlnv27BlatGiBO3fuYP369di5cyeSkpLg6+uL27dv6zDioslM6gCIpPbPP//A2toa48ePlzqUHFlaWqJJkyZSh0H54O7uDnd3d63u48aNGwCATz75BI0aNVIur1Spklb3m9k///yDSpUqYeDAgTrbp6a8ffsWNjY2OttfQkICTEwy6iVy+o/Y999/j2fPnuHcuXPw8PAAADRv3hyVKlXCzJkzsWPHDp3EW1Sx5qgIevbsGUaNGoWyZcvC0tISpUqVQrNmzXDs2DFlGV9fX9SuXRshISFo2rQprK2tUb58eWzYsAEAcPDgQTRs2BA2NjaoU6cODh8+nGU/Z8+eRZs2bWBvbw8bGxs0bdoUBw8ezFLun3/+Qbdu3VC8eHFYWVmhfv362LRpk/L1U6dO4YMPPgAADB8+HDKZTG3Ty71799CpUyfY2dmhbNmy+OKLL5CcnJzjuZDJZFi3bh0SExOV2924cWOOTVjv71vR/HHjxg30798fjo6OcHZ2xscff4y4uDiVdeVyOX766SfUr18f1tbWKFasGJo0aYL9+/cDyGhauHHjBk6fPq2MR9E0kl1MeTnPGzduhEwmw8mTJzFmzBg4OTmhZMmS6NmzJx4/fpzjOcpJ+fLl0blzZ+zZswd169aFlZUVKlasiB9//DFL2cjISAwaNAilS5eGpaUlatSogSVLlkAul2e7/fDwcJiZmWH+/PlZXgsODoZMJsNvv/0GIH/XISkpCdOmTUOFChVgYWEBNzc3jBs3Dq9evVJ7fH/88QcaNGgAa2tr1KhRA3/88QeAjPNao0YN2NraolGjRrh48aLK+uqaxnbs2AE/Pz+4uroqtzd16lS8efMm+xOdDV9fXwwaNAgA0LhxY5Vmmveb1WQyGd68eYNNmzYp31u+vr45bv/FixcYO3Ys3NzcYGFhgYoVK2L69OnKz5XiPXns2DGEhYUpt3vq1Klst5mamoqvvvoKLi4usLGxQfPmzfH333+rLRsdHY3Ro0fD3d0dFhYWqFChAubMmYO0tDSVclFRUejduzfs7e1RrFgxDBw4EBcuXMjyeVE0wV+/fh1+fn6wt7dHmzZtAGQ0r8+bNw/Vq1dXfi8OHz4cz549yxLXjh074O3tDVtbW9jZ2aF9+/YIDQ3N8VwqKBKj3OzZswetW7dWJkYA4ODggJ49e+LAgQNZzgFpmKAip3379qJUqVJi7dq14tSpU2Lv3r1i5syZYvv27coyPj4+omTJkqJatWoiICBAHDlyRHTu3FkAEHPmzBF16tQR27ZtE4GBgaJJkybC0tJSPHr0SLn+qVOnhLm5ufD09BQ7duwQe/fuFX5+fkImk6ns59atW8Le3l5UqlRJbN68WRw8eFD0799fABALFy4UQggRFxcnNmzYIACIGTNmiJCQEBESEiIePnwohBBi6NChwsLCQtSoUUMsXrxYHDt2TMycOVPIZDIxZ86cHM9FSEiI6NSpk7C2tlZuNyYmRjx48EAAEBs2bMiyDgAxa9Ys5d+zZs0SAES1atXEzJkzRVBQkFi6dKmwtLQUw4cPV1l38ODBQiaTiZEjR4p9+/aJQ4cOiW+//Vb88MMPQgghLl++LCpWrCgaNGigjOfy5ctCCKE2pryeZ8X5q1ixovj000/FkSNHxLp160Tx4sVFq1atVGJUlFV37O/z8PAQbm5uoly5cmL9+vUiMDBQDBw4UAAQ33//vbJcTEyMcHNzE6VKlRKrV68Whw8fFuPHjxcAxJgxY3I8vz169BDlypUTaWlpKuU++ugjUaZMGZGampqv6yCXy0X79u2FmZmZ+Oabb8TRo0fF4sWLha2trWjQoIFISkpSOT53d3dRu3Zt5fu9cePGwtzcXMycOVM0a9ZM/P7772LPnj2iatWqwtnZWbx9+1a5viKmzP7v//5PLFu2TBw8eFCcOnVKrF69WlSoUCHLdVC37vtu3LghZsyYobxeISEh4t69e0KIjM+Fh4eHsmxISIiwtrYWnTp1Ur63bty4ke22ExMTRd26dYWtra1YvHixOHr0qPjmm2+EmZmZ6NSpkxBCiKSkJBESEiIaNGggKlasqNxuXFxcttsdOnSokMlk4ssvvxRHjx4VS5cuFW5ubsLBwUEMHTpUWe7JkyeibNmywsPDQ6xZs0YcO3ZM/N///Z+wtLQUw4YNU5Z7/fq1qFy5sihRooRYsWKFOHLkiPj8889FhQoVsryPhw4dKszNzUX58uXF/PnzxfHjx8WRI0dEenq66NChg7C1tRVz5swRQUFBYt26dcLNzU3UrFlT5Zp+++23QiaTiY8//lj88ccf4vfffxfe3t7C1tY2x/Opjq2trcoxK7x9+1Z5jt73v//9TwAQt2/fzte+KH+YHBVBdnZ2YuLEiTmW8fHxEQDExYsXlctiY2OFqampsLa2VkmErly5IgCIH3/8UbmsSZMmonTp0iIhIUG5LC0tTdSuXVu4u7sLuVwuhBCiX79+wtLSUkRGRqrsv2PHjsLGxka8evVKCCHEhQsXsr1hDx06VAAQO3fuVFneqVMnUa1atVzORsb6tra2KssKkhwtWrRIpdzYsWOFlZWV8liDg4MFADF9+vQc46lVq5bw8fHJslxdTHk9z4qEZ+zYsSrbXLRokQAgnjx5oly2adMmYWpqKjZt2pRjnEJkJA8ymUxcuXJFZXm7du2Eg4ODePPmjRBCiKlTpwoA4q+//lIpN2bMGCGTyVS+6N8/vydPnhQAxJ49e5TLHj16JMzMzFSS37xeh8OHD6stt2PHDgFArF27VuX4rK2tRVRUlHKZ4v3u6uqqPD4hhNi7d68AIPbv358lpuzI5XKRmpoqTp8+LQCIq1ev5nldBcW1vXDhgsry95MjIbK/GauzevVqtZ+rhQsXCgDi6NGjymU+Pj6iVq1auW4zLCxMABCff/65yvItW7YIACqxjR49WtjZ2YmIiAiVsosXLxYAlInIihUrBABx6NAhlXKjR49WmxwBEOvXr1cpu23bNgFA7N69W2W54ntn5cqVQgghIiMjhZmZmfj0009VyiUkJAgXFxfRp0+fXM9BZtldj0ePHgkAYv78+Vle27p1qwAgzp07l699Uf6wWa0IatSoETZu3Ih58+bh/PnzSE1NVVvO1dUVnp6eyr9LlCiB0qVLo379+ihTpoxyeY0aNQAAERERAIA3b97gr7/+Qu/evVVGkZmammLw4MGIiopSdig8ceIE2rRpg7Jly6rse9iwYXj79m2eO7PKZDJ06dJFZVndunWVMelC165ds+w/KSkJMTExAIBDhw4BAMaNG6eR/eXnPOcUIwCV8zRkyBCkpaVhyJAheYqjVq1aqFevnsqyAQMGID4+Xjmy5sSJE6hZs6ZKnxgg4zoLIXDixIlst+/r64t69ephxYoVymWrV6+GTCbDqFGjspTP7Too9vX+KKGPPvoItra2OH78uMry+vXrw83NTfm34v3u6+ur0lfl/c9Bdu7fv48BAwbAxcUFpqamMDc3h4+PDwAgLCwsx3V16cSJE7C1tUXv3r1VlivO2/vnKS9OnjwJAFn6JvXp0wdmZqpdYP/44w+0atUKZcqUQVpamvKnY8eOAIDTp08rf9vb26NDhw4q6/fv3z/bOHr16pVlX8WKFUOXLl1U9lW/fn24uLgomwmPHDmi/GxkLmdlZQUfH58cmxMLIqfRigUdBUl5ww7ZRdCOHTswb948rFu3Dt988w3s7OzQo0cPLFq0CC4uLspyJUqUyLKuhYVFluWKERdJSUkAgJcvX0IIAVdX1yzrK5Kq2NhY5e+8lMuNjY0NrKysVJZZWloqY9KFkiVLZtk/ACQmJgLI6Otlamqqco4LIz/nOa8xFoS641Esy3yd3x9WnlOc75swYQJGjhyJ27dvo2LFivj555/Ru3dvtfvO7RhjY2NhZmaGUqVKqZSTyWRwcXHJEkt27/fcPgfqvH79Gi1atICVlRXmzZuHqlWrwsbGBg8fPkTPnj0LdR00LTY2Fi4uLlluwqVLl4aZmVmeP5vvbxPI+p4xMzPLct2ePn2KAwcOwNzcXO22nj9/rtyms7NzltfVLQMyviscHByy7OvVq1fZjh5T7Ovp06cAoOwD+b689ifKTfHixSGTydSe4xcvXgBQ//1MmsPkqAhycnLC8uXLsXz5ckRGRmL//v2YOnUqYmJi1Haszq/ixYvDxMQET548yfKaovOvk5MTgIwbWV7K6Zoi0Xq/Q3dBbggKpUqVQnp6OqKjo9UmNPmVn/OsTdHR0dkuU9zwCnudBwwYgClTpmDFihVo0qQJoqOjC1wDV7JkSaSlpeHZs2cqCZIQAtHR0dne+DThxIkTePz4MU6dOqWsLQKQpSO4PihZsiT++usvCCFUEqSYmBikpaUV6L2leD9ER0er1MalpaVl+Ww5OTmhbt26+Pbbb9VuS5FYlyxZUm2HbnXvS0B9jYtigEJ233/29vbKcgCwa9culY7SmmZtbY3KlSvj+vXrWV67fv06rK2tUbFiRa3tnzharcgrV64cxo8fr9GHi9na2qJx48b4/fffVf4nLJfL8euvv8Ld3R1Vq1YFALRp00Z5w8hs8+bNsLGxUQ5d10QNR344OzvDysoK165dU1m+b9++Am9T0RywatWqHMtZWlrm6Tjzc5616caNG7h69arKsq1bt8Le3h4NGzYEkHGdb968meU9tnnzZshkMrRq1SrHfVhZWWHUqFHYtGkTli5divr166NZs2YFilcxOunXX39VWb579268efNG+bo2KG7Mivezwpo1a7S2z8zy+t4CMs7T69evszwXafPmzcrX80sxOm7Lli0qy3fu3Jll9FXnzp2Vjwjw8vLK8qNIjnx8fJCQkKBstlbYvn17nuPq3LkzYmNjkZ6ernZf1apVAwC0b98eZmZm+Pfff9WW8/Lyyu8pyVaPHj1w4sQJPHz4ULksISEBv//+O7p27ZqlGZI0i2e3iImLi0OrVq0wYMAAVK9eHfb29rhw4QIOHz6Mnj17amw/8+fPR7t27dCqVStMnjwZFhYWWLlyJf755x9s27ZNeZOYNWuWsm/BzJkzUaJECWzZsgUHDx7EokWL4OjoCCDjmS3W1tbYsmULatSoATs7O5QpU0al75MmyWQyDBo0COvXr0elSpVQr149/P3339i6dWuBt9miRQsMHjwY8+bNw9OnT9G5c2dYWloiNDQUNjY2+PTTTwEAderUwfbt27Fjxw5UrFgRVlZWqFOnjtpt5vU858fmzZvx8ccfY/369Xnqd1SmTBl07doVs2fPhqurK3799VcEBQVh4cKFyj45n3/+OTZv3owPP/wQc+fOhYeHBw4ePIiVK1dizJgxeUrixo4di0WLFuHSpUtYt25dvo9LoV27dmjfvj2mTJmC+Ph4NGvWDNeuXcOsWbPQoEEDDB48uMDbzk3Tpk1RvHhx+Pv7Y9asWTA3N8eWLVuyJJfaUqdOHZw6dQoHDhyAq6sr7O3tlTf+9w0ZMgQrVqzA0KFDER4ejjp16uDs2bP47rvv0KlTJ7Rt2zbf+69RowYGDRqE5cuXw9zcHG3btsU///yDxYsXZ2nqmjt3LoKCgtC0aVNMmDAB1apVQ1JSEsLDwxEYGIjVq1fD3d0dQ4cOxbJlyzBo0CDMmzcPlStXxqFDh3DkyBEAeWvq6tevH7Zs2YJOnTrhs88+Q6NGjWBubo6oqCicPHkS3bp1Q48ePVC+fHnMnTsX06dPx/3799GhQwcUL14cT58+xd9//w1bW1vMmTMnx32dPn1a+XiA9PR0REREYNeuXQAyEj1FbebkyZPxyy+/KD8zlpaWWLBgAZKSkozmCfJ6TdLu4KRzSUlJwt/fX9StW1c4ODgIa2trUa1aNTFr1iyVkTfZjT7x8PAQH374YZblAMS4ceNUlp05c0a0bt1a2NraCmtra9GkSRNx4MCBLOtev35ddOnSRTg6OgoLCwtRr149taPEtm3bJqpXry7Mzc1VRjSpG20mRN5H+2S3flxcnBg5cqRwdnYWtra2okuXLiI8PDzb0WrPnj1TWV8xiujBgwfKZenp6WLZsmWidu3awsLCQjg6Ogpvb2+V8xIeHi78/PyEvb29AKAccZTdCLq8nOfsRjQpRoKdPHkyS9m8DuX/8MMPxa5du0StWrWEhYWFKF++vFi6dGmWshEREWLAgAGiZMmSwtzcXFSrVk18//33Ij09XaXc++c3M19fX1GiRAmVodUK+bkOiYmJYsqUKcLDw0OYm5sLV1dXMWbMGPHy5Uu1x/c+de93xfXJ/AgDde/Bc+fOCW9vb2FjYyNKlSolRo4cKS5fvpzlnGtjtNqVK1dEs2bNhI2NjQCgdlRkZrGxscLf31+4uroKMzMz4eHhIaZNm6byuAMh8j5aTQghkpOTxRdffCFKly4trKysRJMmTURISIjw8PDIMnLr2bNnYsKECaJChQrC3NxclChRQnh6eorp06eL169fK8tFRkaKnj17Cjs7O2Fvby969eolAgMDBQCxb98+lXOi7rMuhBCpqali8eLFol69esLKykrY2dmJ6tWri9GjR4u7d++qlN27d69o1aqVcHBwEJaWlsLDw0P07t1bHDt2LNfjV4wEVveT+XMohBD37t0T3bt3Fw4ODsLGxka0adNGXLp0Kdd9UOHJhBBCN2kYERmb8uXLo3bt2sqHImpTTEwMPDw88Omnn3J6CsrVd999hxkzZiAyMlLrTykn48NmNSLSa1FRUbh//z6+//57mJiY4LPPPpM6JNIz//vf/wAA1atXR2pqKk6cOIEff/wRgwYNYmJEBcLkiIj02rp16zB37lyUL18eW7ZsURnlRARkDM9ftmwZwsPDkZycjHLlymHKlCmYMWOG1KGRgWKzGhEREVEmkg/lDw4ORpcuXVCmTBnIZLIsw0bVOX36NDw9PZWTXK5evVr7gRIREVGRIHly9ObNG9SrV0/ZZpybBw8eoFOnTmjRogVCQ0Px9ddfY8KECdi9e7eWIyUiIqKiQK+a1WQyGfbs2YPu3btnW2bKlCnYv3+/yhxE/v7+uHr1ap7n4SIiIiLKjsF1yA4JCYGfn5/Ksvbt2yMgIACpqalq5+FJTk5WmQZCLpfjxYsXKFmyJCfvIyIiMhBCCCQkJKBMmTIam8tOHYNLjqKjo7NMKOjs7Iy0tDQ8f/5c7ZxV8+fPz/WppURERGQYHj58qNXHNBhccgRknThQ0TKYXS3QtGnTMGnSJOXfcXFxKFeuHB4+fJjlkfVEZEAePQL+/ReoVAnIaYh/XssRkV6Lj49H2bJllZMBa4vBJUcuLi5ZZluOiYmBmZmZcsbn91laWmaZ6BEAHBwcmBwRGaqAAGDUKEAuB0xMgLVrgREjCl6OiAyGtrvESD5aLb+8vb0RFBSksuzo0aPw8vJS29+IiIxQVNS7hAfI+D16dMbygpQjIspE8uTo9evXuHLlCq5cuQIgY6j+lStXEBkZCSCjSSzzzOD+/v6IiIjApEmTEBYWhvXr1yMgIACTJ0+WInwiksLdu+8SHoX0dODevYKVIyLKRPJmtYsXL6JVq1bKvxV9g4YOHYqNGzfiyZMnykQJACpUqIDAwEB8/vnnWLFiBcqUKYMff/wRvXr10nnsRCSRKlUymsgyJz6mpkDlygUrR0SUiV4950hX4uPj4ejoiLi4OPY5IjJUAQEZTWTp6RkJz5o12fc5yks5ItJ7urp/MzlickRkuKKiMprIKlcGchrWm9dyRKTXdHX/lrxZjYiowNzd85bs5LUcERH0oEM2ERERkT5hckRERESUCZMjIiIiokyYHBERERFlwuSIiIiIKBMmR0RERESZMDkiIiIiyoTJEREREVEmTI6IiIiIMmFyRERERJQJkyMiIiKiTJgcEREREWXC5IiIiIgoEyZHRERERJkwOSIiIiLKhMkRERERUSZMjoiIiIgyYXJERERElAmTIyIiIqJMmBwRERERZcLkiIj0T1QUcPJkxu+itG8i0gtMjohIvwQEAB4eQOvWGb8DAorGvolIb8iEEELqIHQtPj4ejo6OiIuLg4ODg9ThEJFCVFRGUiKXv1tmagqEhwPu7sa7byLKE13dv1lzRET64+5d1eQEANLTgXv3jHvfRKRXmBwRkf6oUgUwee9rydQUqFzZuPdNRHqFyRER6Q93d2Dt2oykBMj4vWaNbpq1pNw3EekV9jlinyMi/RMVldGcVbmy7pMTKfdNRDnS1f3bTGtbJiIqKHd36RITKfdNRHqByRERGbzExEQcPHgQp0+fxq1bt5CcnAw7OzvUrl0b7du3h6+vL0wVzWVERLlgsxqb1YgMVlxcHJYuXYrly5cjPj4+23Lu7u6YMWMGPv74Y5ibm+swQiLSJF3dv5kcMTkiMkhBQUEYPnw4Hj16BADw8PBAjx49UK9ePdjb2+P58+e4cOEC9uzZgxcvXgAAGjZsiF9++QU1a9aUMnQiKiAmR1rE5IjIcAkhMH/+fEyfPh0AUKlSJSxYsAA9e/aEyftD8QEkJSVh7dq1mDNnDl68eAFra2ts2bIFPXr00HXoRFRIfAgkEdF7hBAYO3asMjHy9/fH1atX0bt3b7WJEQBYWVlhwoQJuH79Otq1a4fExET06tULq1at0mXoRGRAmBwRkUEQQmDy5MlYvXo1TExM8L///Q+rVq2Cra1tntYvU6YMAgMDMWbMGGWStW7dOi1HTUSGiMkRERmE7777DkuXLgUArFu3DuPGjcv3NszMzLBixQpMmjQJADBq1CgcOnRIo3ESkeFjckREeu+PP/7AjBkzAAA//PADhg8fXuBtyWQyLF68GB9//DGEEOjfvz9u376tqVCJyAgwOSIivfbvv/9i0KBBAIDx48djwoQJhd6mTCbDqlWr0KxZM8TFxaFbt254/fp1obdLRMaByRER6a3U1FT07dsXcXFx8Pb2xpIlSzS2bQsLC+zevRvu7u64ffs2Jk+erLFtE5FhY3JERHpr4cKFuHTpEooXL47ffvsNFhYWGt2+s7MzNm3aBABYs2YNAgMDNbp9IjJMTI6ISC9du3YNc+fOBQD8+OOPcHNz08p+WrdujYkTJwIARowYgVevXmllP0RkOJgcEZHekcvlGDlyJFJTU9G1a1cMHDhQq/v77rvvUK1aNURHR+Obb77R6r6ISP8xOSIivbNp0yZcuHAB9vb2WL16NWQymVb3Z21tjZUrVwIAVq5cicuXL2t1f0Sk35gcEZFeiYuLw9SpUwEAM2fOhKurq07227p1a/Tr1w9yuRzjxo2DXC7XyX6JSP8wOSIivTJv3jzExMSgatWqGhm2nx+LFy+GnZ0dzp8/j99++02n+yYi/cHkiIj0xsOHD/HTTz8BAJYtW6bx0Wm5cXNzw5dffgkAmDFjBlJTU3W6fyLSD0yOiEhv/N///R+Sk5Ph4+ODjh07ShLDpEmTULp0ady7d49zrxEVUUyOiEgv3L17F+vXrwcAfPvtt1rvhJ0dOzs75Yi1OXPm4O3bt5LEQUTSYXJERHphzpw5SE9PR6dOndCsWTNJYxk1ahTKly+Pp0+fIiAgQNJYiEj3mBwRkeTu37+Pbdu2AchoWpOahYUFpkyZAgBYtGgRUlJSJI6IiHSJyRERSW7JkiWQy+Vo3749GjZsKHU4AIBhw4bB1dUVUVFR+PXXX6UOh4h0iMkREUnq6dOnyr5Giucb6QMrKyt88cUXAIAFCxYgPT1d4oiISFeYHBGRpH788UckJSWhcePG8PHxkTocFaNHj0aJEiVw9+5dPveIqAhhckREkklISFBO2zFlyhTJRqhlx87OTvkgyuXLl0sbDBHpDJMjIpLMpk2b8OrVK1SrVg3dunWTOhy1/P39YWFhgb/++gt//fWX1OEQkQ4wOSIiSQgh8L///Q8A8Omnn8LERD+/jpydndGvXz8AUD69m4iMm35+GxGR0Tt+/Dhu374Ne3t7DBkyROpwcqRoWtu5cyeePHkicTREpG1MjohIEopao6FDh8Le3l7iaHLm6emJpk2bIjU1FWvWrJE6HCLSMiZHRKRz4eHhOHDgAABg3LhxEkeTN4rao9WrV/OhkERGjskREenc6tWrIZfL0bZtW1SvXl3qcPKkZ8+ecHV1xdOnT5WJHREZJyZHRKRTqamp2LBhAwBg7NixEkeTd+bm5hg2bBgAYN26ddIGQ0RaxeSIiHTq4MGDiImJgbOzMzp37ix1OPny8ccfAwCOHDmCyMhIiaMhIm3Ri+Ro5cqVqFChAqysrODp6YkzZ87kWH7Lli2oV68ebGxs4OrqiuHDhyM2NlZH0RJRYSimChkyZAjMzc0ljiZ/KleujFatWkEIoaz9IiLjI3lytGPHDkycOBHTp09HaGgoWrRogY4dO2b7v7KzZ89iyJAhGDFiBG7cuIHffvsNFy5cwMiRI3UcORHl15MnTxAYGAjgXS2MoVF81wQEBHC+NSIjJXlytHTpUowYMQIjR45EjRo1sHz5cpQtWxarVq1SW/78+fMoX748JkyYgAoVKqB58+YYPXo0Ll68qOPIiSi/Nm/ejPT0dDRt2tRgOmK/r2fPnihevDgePnyIo0ePSh0OEWmBpMlRSkoKLl26BD8/P5Xlfn5+OHfunNp1mjZtiqioKAQGBkIIgadPn2LXrl348MMPs91PcnIy4uPjVX6ISLeEEFi/di0AYESPHhJHU3BWVlYYNGgQAGDz998DUVESR0REmiZpcvT8+XOkp6fD2dlZZbmzszOio6PVrtO0aVNs2bIFffv2hYWFBVxcXFCsWLEcH+s/f/58ODo6Kn/Kli2r0eMgotyFfP017ty/D1sAH331FRAQIHVIBTbE0REAsPfkScSXK2fQx0JEWUnerAYgy0zcQohsZ+e+efMmJkyYgJkzZ+LSpUs4fPgwHjx4AH9//2y3P23aNMTFxSl/Hj58qNH4iSgXUVHYsmABAKAXAHshgNGjDbPWJSoKnt9+i2oAkgDsMeRjISK1zKTcuZOTE0xNTbPUEimG+aozf/58NGvWDF9++SUAoG7durC1tUWLFi0wb948uLq6ZlnH0tISlpaWmj8AIsqT1LAw7Pzv3wMUC9PTgXv3AHd3iaIqoLt3IRMCAwHMBPArgKGGeixEpJakNUcWFhbw9PREUFCQyvKgoCA0bdpU7Tpv377NMnu3qakpgIwaJyLSP0FPnuA5gNIA2igWmpoClStLF1RBVakCmJhg4H9/ngDw2MTEMI+FiNSSvFlt0qRJWLduHdavX4+wsDB8/vnniIyMVDaTTZs2TWXG7i5duuD333/HqlWrcP/+ffz555+YMGECGjVqhDJlykh1GESUg63/jerqK5NlVFebmgJr1hhmTYu7O7B2LSqamqIpADmA7b17G+axEJFakjarAUDfvn0RGxuLuXPn4smTJ6hduzYCAwPh4eEBIOO5KJmfeTRs2DAkJCTgf//7H7744gsUK1YMrVu3xsKFC6U6BCLKwZs3b7B3714AwMB9+wB7+4xaFkNOJkaMANq3x6AlS3Bu+XL8evcuJkkdExFpjEwUwbao+Ph4ODo6Ii4uDg4ODlKHQ2TUtm3bhgEDBqBSpUq4e/dutoMtDFFsbCxcXFyQlpaGf/75B7Vq1ZI6JCKjpqv7t+TNakRk3LZs2QIAGDBggFElRgBQsmRJdOzYEUBGEkhExoHJERFpTWxsLI4cOQIgIzkyRv369QMA/PbbbxwUQmQkmBwRkdbs3bsXaWlpqF+/vsFOF5KbLl26wNLSEnfu3MH169elDoeINIDJERFpza5duwAAH330kcSRaI+9vT06dOgA4N3xEpFhY3JERFrx8uVLHDt2DADQu3dviaPRLsXxsWmNyDgwOSIirThw4ADS0tJQu3ZtVK1aVepwtKpLly6wsLDArVu3cOPGDanDIaJCYnJERFqhaGIy9lojAHB0dET79u0BZNQeEZFhY3JERBoXHx+vHKVWFJIj4F2/KvY7IjJ8TI6ISOP++OMPpKSkoHr16qhZs6bU4ehE165dYW5ujps3b+LmzZtSh0NEhcDkiIg0bvfu3QCAXr16Gd2DH7Pj6OgIPz8/AKw9IjJ0TI6ISKPevHmDQ4cOASg6TWoKPXv2BADs379f4kiIqDCYHBGRRh09ehSJiYmoWLEi6tWrJ3U4OvXhhx9CJpPh0qVLiIqKkjocIiogJkdEpFGKWpNu3boVmSY1BWdnZ3h7ewNg7RGRIWNyREQak56ejj/++ANARgfloqhbt24AgH379kkcCREVFJMjItKY8+fP4/nz5yhevDiaNWsmdTiSUCRHJ0+eRFxcnMTREFFBMDkiIo1RNCV16tQJ5ubmEkcjjWrVqqFatWpITU1VPuuJiAwLkyMi0hhFclRUm9QU2LRGZNiYHBGRRty5cwe3bt2Cubm5ciqNokqRHAYGBiI1NVXiaIgov5gcEZFGHDhwAADg6+sLR0dHiaORVpMmTVCqVCm8evUKwcHBUodDRPnE5IiINIJNau+YmpqiS5cuANi0RmSImBwRUaHFxsbi7NmzAKBMCoo6Rb+j/fv3QwghcTRElB9Mjoio0AIDAyGXy1GvXj14eHhIHY5eaNu2LSwtLREREYGwsDCpwyGifGByRESFpuhvxFqjd2xsbNCqVSsAGckjERkOJkdEVChpaWk4evQoAKBz584SR6NfOnXqBIDJEZGhYXJERIUSEhKCuLg4lCxZEl5eXlKHo1c6duwIADhz5gzi4+MljoaI8orJEREVyqFDhwAAHTp0gKmpqcTR6JfKlSujatWqSEtLw7Fjx6QOh4jyiMkRERWKoslIUUtCqhRNa4okkoj0H5MjIiqwx48f4+rVq5DJZEX+qdjZUSSNgYGBHNJPZCCYHBFRgR0+fBgA8MEHH8DJyUniaPRTy5YtYWNjg8ePH+PatWtSh0NEecDkiIgKTNFUpGg6oqysrKzQpk0bABy1RmQomBwRUYGkpqYiKCgIAPsb5YZD+okMC5MjIioQxRB+JycnDuHPhSJ5DAkJwcuXLyWOhohyw+SIiApE0aTWvn17mJjwqyQnHh4eqFmzJtLT05W1bUSkv/iNRkQFwv5G+cOmNSLDweSIiPIt8xB+Pz8/qcMxCJmfdySXyyWOhohywuSIiPJNMYS/UaNGHMKfR82aNYOtrS1iYmJw/fp1qcMhohwwOSKifFMkRxyllncWFhbw9fUFAOVEvUSkn5gcEVG+pKen4/jx4wDAJrV8Upwvdsom0m9MjogoXy5fvowXL17A0dERH3zwgdThGBRFchQcHIzExESJoyGi7DA5IqJ8UdR6tG7dGmZmZhJHY1iqVasGd3d3JCcn48yZM1KHQ0TZYHJERPmiSI7atWsncSSGJ/PoPvY7ItJfTI6IKM/evHmDP//8E8B7yVFUFHDyZMZvUvXeuWG/IyL9x+SIiPIsODgYqampKF++PCpVqpSxMCAA8PAAWrfO+B0QIG2Q+kTNuWnTpg1kMhmuXbuGJ0+eSB0hEanB5IiI8ixzk5pMJsuoDRk1ClA81FAuB0aPZg0SkO25cUpKQsOGDQEAx44dkzBAIsoOkyMiyjNFPxllk9rdu+9u/grp6cC9ezqOTA/lcG7YtEak35gcEVGePH78GDdu3IBMJkPr1q0zFlapArw/6aypKVC5su4D1Dc5nBtFcnn06FEIISQIjohywuSIiPJE0QTk5eWFkiVLZix0dwfWrs246QMZv9esyVhe1OVwbpo2bQobGxs8ffqUU4kQ6SEmR0SUJ9kO4R8xAggPzxiRFR6e8TdlyObcWFpaKqcSYdMakf5hckREuRJCKGuO1D7fyN0d8PVljZE62ZwbPu+ISH8xOSKiXP3zzz+Ijo6GjY0NvL29pQ7HKCiSTE4lQqR/mBwRUa4UTT8+Pj6wtLSUOBrjUKNGDbi5uSEpKQlnz56VOhwiyoTJERHlKssQfio0mUymPJ/Hjx+XOBoiyozJERHlKCkpCcHBwQCYHGlamzZtADA5ItI3TI6IKEfnzp1DYmIiXF1dUatWLanDMSqK50VdunQJL1++lDgaIlJgckREOcoyZQhpTJkyZVC9enUIIXDq1CmpwyGi/zA5IqIcnThxAsC7JiDSLMV5VZxnIpIekyMiylZcXBwuXrwI4F0TEGkW+x0R6R8mR0SUrTNnzkAul6NKlSpw5wMetcLHxwcymQxhYWF4/Pix1OEQEZgcEVEOTp48CQBo1aqVxJEYrxIlSqBhw4YA3p1vIpIWkyMiypaiHwyb1LSLTWtE+oXJERGpFRsbi6tXrwKAcpJU0g5F8nn8+HEIISSOhoiYHBGRWqdPn4YQArVq1YKzs7PU4Ri15s2bw9zcHJGRkfj333+lDoeoyGNyRERqsUlNd2xtbZUT+nJIP5H09CI5WrlyJSpUqAArKyt4enrizJkzOZZPTk7G9OnT4eHhAUtLS1SqVAnr16/XUbRERQM7Y+sW+x0R6Q/Jk6MdO3Zg4sSJmD59OkJDQ9GiRQt07NgRkZGR2a7Tp08fHD9+HAEBAbh9+za2bduG6tWr6zBqIuMWHR2NmzdvQiaTwcfHR+pwigRFDd2JEycgl8sljoaoaJMJiXv/NW7cGA0bNsSqVauUy2rUqIHu3btj/vz5WcofPnwY/fr1w/3791GiRIkC7TM+Ph6Ojo6Ii4uDg4NDgWMnMlbbt29H//790aBBA1y+fFnqcIqElJQUlChRAm/evMHVq1dRt25dqUMi0ju6un9LWnOUkpKCS5cuwc/PT2W5n58fzp07p3ad/fv3w8vLC4sWLYKbmxuqVq2KyZMnIzExMdv9JCcnIz4+XuWHiLLH/ka6Z2FhgZYtWwJg0xqR1CRNjp4/f4709PQsI2GcnZ0RHR2tdp379+/j7Nmz+Oeff7Bnzx4sX74cu3btwrhx47Ldz/z58+Ho6Kj8KVu2rEaPg8jYsL+RNDIP6Sci6Uje5whAlpm+hRDZzv4tl8shk8mwZcsWNGrUCJ06dcLSpUuxcePGbGuPpk2bhri4OOXPw4cPNX4MRMYiMjIS9+7dg6mpKVq0aCF1OEWKolP26dOnkZqaKnE0REWXpMmRk5MTTE1Ns9QSxcTEZPtcFVdXV7i5ucHR0VG5rEaNGhBCICoqSu06lpaWcHBwUPkhIvUUtUZeXl78rOhYvXr1UKJECbx+/Vo54S8R6Z6kyZGFhQU8PT0RFBSksjwoKAhNmzZVu06zZs3w+PFjvH79Wrnszp07MDEx4cSYRBqgSI7Y30j3TExMlE2ZbFojko7kzWqTJk3CunXrsH79eoSFheHzzz9HZGQk/P39AWQ0iQ0ZMkRZfsCAAShZsiSGDx+OmzdvIjg4GF9++SU+/vhjWFtbS3UYREZBCMHO2BLj846IpGcmdQB9+/ZFbGws5s6diydPnqB27doIDAyEh4cHAODJkycqzzyys7NDUFAQPv30U3h5eaFkyZLo06cP5s2bJ9UhEBmN+/fv4+HDhzA3N8+29pa0S5EchYSEIDExkf/pI5KA5M85kgKfc0Sk3s8//4xRo0ahZcuWOH36tNThFElCCJQtWxaPHj3C8ePHWYNHlEmReM4REekXDuGXnkwmU3laNhHpHpMjIgLA/kb6hMkRkbSYHBERAODWrVt4+vQprKys0LhxY6nDKdIUNXd///03EhISJI6GqOhhckREAN7VUjRv3hyWlpYSR1O0eXh4oFKlSkhPT8eZM2ekDoeoyGFyREQA3iVH7G+kH9i0RiQdJkdEBLlcjlOnTgFgfyN9weSISDpMjogI165dw4sXL2Bvbw8vLy+pwyG8q8G7cuUKYmNjJY6GqGhhckREyiH8LVq0gJmZ5M+GJQDOzs6oWbMmhBB85hSRjjE5IiIO4ddTbFojkgaTI6IiLi0tDcHBwQDYGVvfMDkikgaTI6Ii7vLly4iPj0fx4sVRr149qcOhTHx8fCCTyRAWFoYnT55IHQ5RkcHkiKiIU9RK+Pj4wNTUVPXFqCjg5MmM36Rdas51iRIl0KBBAwDv+oURkfYxOSIq4hQ33Sz9jQICAA8PoHXrjN8BARJEV0TkcK7ZtEake0yOiIqwlJQUnD17FsB7yVFUFDBqFCCXZ/wtlwOjR7MGSRtyOdeK68KaIyLdYXJEVIT9/fffePv2LUqXLo2aNWu+e+Hu3Xc3a4X0dODePd0GWBTkcq6bN28OMzMz3L9/H+Hh4bqPj6gIYnJEVIRlnjJEJpO9e6FKFcDkva8HU1OgcmUdRldE5HKu7e3t0ahRIwCsPSLSFSZHREWY4mabZQi/uzuwdm3GTRrI+L1mTcZy0qw8nGv2OyLSLZkQQkgdhK7Fx8fD0dERcXFxcHBwkDocIkkkJiaiWLFiSElJwZ07d1ClSpWshaKiMpp3KldmYqRtOZzrkydPonXr1ihTpgyioqJUa/mIihBd3b85TwBRERUSEoKUlBS4ubmhcnbNZe7uTIp0JYdz7e3tDUtLSzx+/Bh37txBtWrVdBwcUdHCZjWiIirzlCGsidBvVlZWaNasGQA2rRHpApMjoiIqc2ds0n/sd0SkO0yOiIqghIQEXLhwAQAnmzUUmZ93JH9/6D8RaRSTI6Ii6OzZs0hLS0PFihXh4eEhdTiUB15eXrCzs0NsbCyuX78udThERo3JEVERlO0QftJb5ubmaNGiBQA2rRFpG5MjoiIoc2dsMhzsd0SkG0yOiIqYly9fIjQ0FABrjgyNIjk6ffo00tLSJI6GyHgVKjmKiYlBdHS0pmIhIh0IDg6GXC5H9erV4erqKnU4lA/16tVD8eLFkZCQgEuXLkkdDpHRKlBydO3aNdSqVQuurq5wc3ODm5sbZsyYgTdv3mg6PiLSMA7hN1ympqbw9fUFwKY1Im0qUHI0YsQIODs74+zZswgNDcW8efNw6NAheHl54eXLl5qOkYg0SNEZm/2NDBP7HRFpX4HmVrO1tcWlS5dQvXp15TIhBD766CNYWVnh119/1WiQmsa51aioiomJgbOzs/LfpUqVkjgiyq+bN2+iVq1asLKywqtXr2BpaSl1SEQ6o6v7d4FqjtTVEMlkMnz33XfYt2+fRgIjIs07deoUgIy+K0yMDFONGjXg7OyMpKQk/PXXX1KHQ2SU8pwcffjhh/j666+xc+dO+Pv74/PPP8fTp09VysTFxaF48eIaD5KINIPPNzJ8MpmMTWtEWmaW14J16tTB5cuXsWHDBmVSVLFiRfTp0wf169dHeno6NmzYgGXLlmktWCIqHD7fyDi0bt0a27Ztw4kTJzB79mypwyEyOgXqc/T06VOEhobiypUryp979+7B1NQU1apVw7Vr17QRq8awzxEVRVFRUShbtixMTEzw4sULODo6Sh0SFdD9+/dRqVIlmJub4+XLl7C1tZU6JCKd0NX9O881R5k5OzujQ4cO6NChg3JZYmIirl69iqtXr2osOCLSHEWTmpeXFxMjA1ehQgV4eHggIiICf/75J/z8/KQOicioaOwJ2dbW1mjSpAlGjx6tqU0SkQaxSc14sN8RkXZx+hCiIkAIweTIyDA5ItIeJkdERcD9+/cRGRkJc3NzNGvWTOpwSAMUIw4vXbqEV69eSRsMkZFhckRUBChqF7y9vWFjYyNxNKQJbm5uqFq1KuRyOYKDg6UOh8ioMDkiKgLYpGac2LRGpB1MjoiMHPsbGS8mR0TaweSIyMjdvHkTMTExsLa2RuPGjaUOhzTI19cXAHD9+nXExMRIGwyREWFyRGTkFM83at68OSwsLCSOhjSpVKlSqFu3LoB38+YRUeExOSIycmxSM25sWiPSPCZHREYsPT1dWaPA5Mg4MTki0jwmR0RG7OrVq3j58iUcHBzQsGFDqcMhLWjZsiVMTExw9+5dREVFSR0OkVFgckRkxBS1CT4+PjAzK9BUiqTnHB0d4eXlBeBd/zIiKhwmR0RGjP2NigY2rRFpFpMjIiOVmpqqfHJyluQoKgo4eTLjNxkWNdcuc3IkhJAqMiKjweSIyEhduHABb968gZOTE2rXrv3uhYAAwMMDaN0643dAgHRBUv5kc+2aNWsGc3NzREZG4v79+xIHSWT4mBwRGSlFE0urVq1gYvLfRz0qChg1CpDLM/6Wy4HRo1mDZAhyuHY2Njbw9vYGwKY1Ik1gckRkpNT2N7p7993NVSE9Hbh3T4eRUYHkcu3Y74hIc5gcERmhpKQknDt3DsB7yVGVKoDJex97U1OgcmUdRkcFksu1Y78jIs1hckRkhEJCQpCcnAw3NzdUqVLl3Qvu7sDatRk3VSDj95o1GctJv+Vy7Ro1agRra2vExMTg5s2bEgZKZPiYHBEZoWPHjgHI6G8kk8lUXxwxAggPzxjxFB6e8TcZhhyunaWlJZo3bw6ATWtEhcXkiMgIKZKjtm3bqi/g7g74+rLGyBDlcO3Y74hIM5gcERmZly9f4uLFiwBySI7IKCmSo1OnTiE9PV3iaIgMF5MjIiNz8uRJyOVy1KhRA25ublKHQzrUsGFDODg44NWrV7hy5YrU4RAZLCZHREYmKCgIANCuXTuJIyFdMzMzg4+PDwA2rREVBpMjIiPD5KhoY78josJjckRkRB48eIB///1XpQaBihZFcnTmzBmkpKRIHA2RYWJyRGREFKPUmjRpAnt7e4mjISnUrl0bTk5OePPmDS5cuCB1OEQGickRkRFRNKlxlFrRZWJiglatWgHI6JxPRPmnF8nRypUrUaFCBVhZWcHT0xNnzpzJ03p//vknzMzMUL9+fe0GSGQA5HI5jh8/DoD9jYo69jsiKhzJk6MdO3Zg4sSJmD59OkJDQ9GiRQt07NgRkZGROa4XFxeHIUOGoE2bNjqKlEi/hYaG4sWLF7C3t8cHH3wgdTgkIUVydO7cOSQmJkocDZHhkTw5Wrp0KUaMGIGRI0eiRo0aWL58OcqWLYtVq1bluN7o0aMxYMAAeHt76yhSIv2WecoQc3NziaMhKVWpUgVubm5ITk5GSEiI1OEQGRxJk6OUlBRcunQJfn5+Ksv9/PyUM4qrs2HDBvz777+YNWtWnvaTnJyM+Ph4lR8iY8P+RqQgk8nYtEZUCJImR8+fP0d6ejqcnZ1Vljs7OyM6OlrtOnfv3sXUqVOxZcsWmJmZ5Wk/8+fPh6Ojo/KnbNmyhY6dSJ8kJibi7NmzANjfiDIokiNFjSIR5Z3kzWoAsswaLoTIOpM4gPT0dAwYMABz5sxB1apV87z9adOmIS4uTvnz8OHDQsdMpE/Onj2L5ORkuLm5oVq1alKHQ3pAUYN44cIFvHjxQuJoiAyLpMmRk5MTTE1Ns9QSxcTEZKlNAoCEhARcvHgR48ePh5mZGczMzDB37lxcvXoVZmZm2VYfW1pawsHBQeWHyJhkfiq2uv9YUNHj7u6OWrVqQS6Xs/aIKJ8kTY4sLCzg6emp/GJXCAoKQtOmTbOUd3BwwPXr13HlyhXlj7+/P6pVq4YrV66gcePGugqdSK8obn7sb0SZtW/fHgBw5MgRiSMhMix567SjRZMmTcLgwYPh5eUFb29vrF27FpGRkfD39weQ0ST26NEjbN68GSYmJqhdu7bK+qVLl4aVlVWW5URFxbNnzxAaGgqAyRGpat++PZYuXYojR45k212BiLKSPDnq27cvYmNjMXfuXDx58gS1a9dGYGAgPDw8AABPnjzJ9ZlHREWZ4sGPderUUdscTUVXixYtYGVlhUePHuHmzZuoVauW1CERGQS96JA9duxYhIeHIzk5GZcuXULLli2Vr23cuBGnTp3Kdt3Zs2fjypUr2g+SSE8pmkw4So3eZ21trZyAmE1rRHmnF8kRERWMEAKHDx8GAHTs2FHiaEgfsd8RUf4xOSIyYNeuXUN0dDRsbGzQvHlzqcMhPaRIjoKDgzmVCFEeMTkiMmCKWqNWrVrByspK4mhIH9WoUQPu7u5ISkpCcHCw1OEQGQQmR0QGjE1qlBuZTMamNaJ8YnJEZKASEhKUU4Z06NAhY2FUFHDyZMZvKtoyvReYHBHlD5MjIgN14sQJpKWloXLlyqhUqRIQEAB4eACtW2f8DgiQOkSSynvvhTaPH8PExAQ3b97k9ElEecDkiMhAKZrUOnTokFFLMGoUIJdnvCiXA6NHswapKFLzXijxxRf4oF49AMDRo0clDI7IMDA5IjJAmYfwd+jQAbh7993NUCE9Hbh3T4LoSFLZvBfa16kDgE1rRHnB5IjIAN25cwfh4eGwsLCAr68vUKUKYPLex9nUFKhcWZL4SELZvBfa9+gBIGMevvT0dAkCIzIcTI6IDJCi1qhly5awtbUF3N2BtWszEiIg4/eaNRnLqWjJ5r3QqHNnFCtWDC9fvsTff/8tbYxEeo7JEZEBUmlSUxgxAggPzxihFB6e8TcVTWreC2ZmZvDz8wMAHDx4UNLwiPQdkyMiA5OYmKicb1AlOQIyag18fVljRGrfCx9++CEAJkdEuWFyRGRggoODkZSUBHd3d9SsWVPqcMiAdOzYETKZDFeuXMGjR4+kDodIbzE5IjIwiv/1d+jQATKZTOJoyJCUKlUKjRs3BsDaI6KcMDkiMiBCCBw4cAAA0KVLF4mjIUPEpjWi3DE5IjIgN2/eRHh4OCwtLdGmTRupwyEDpEiOjh07hqSkJImjIdJPTI6IDMgff/wBAGjdunXGEH6ifKpfvz7KlCmDt2/f4vTp01KHQ6SXmBwRGRBFcsQmNSoomUzGpjWiXDA5IjIQsbGxOHfuHIB3TSNEBaF4//zxxx8QQkgcDZH+YXJEZCAOHz4MuVyOunXroly5clKHQwasTZs2sLCwwIMHD3Dr1i2pwyHSO0yOiAyEYpRa586dJY6EDJ2dnR1atWoFgE1rROowOSIyAKmpqcopQ5gckSaw3xFR9pgcERmAP//8E3FxcXByckKjRo2kDoeMgCI5Onv2LF69eiVtMER6hskRkQFQjFLr1KkTTBWzrRMVQsWKFVGjRg2kpaXh0KFDUodDpFeYHBHpucxPxWaTGmlS9+7dAQB79+6VNA4ifcPkiEjPhYWF4c6dO7CwsED79u2lDoeMSI8ePQAAgYGBSE5OljgaIv3B5IhIz+3ZswcA0LZtWzg4OEgcDRkTT09PuLm54fXr1zh+/LjU4RDpDSZHRHpuz44dAIAevr7SBkJGx8TEBN3+m6Nv75YtEkdDpD+YHBHpschFi3Dp+nWYAOg6ZQoQECB1SGRMAgLQ/ZdfAAD7tm5F+s8/SxwQkX6QiSL47Pj4+Hg4OjoiLi6OzRSkv6Ki8GO5cvhMCLQAEAwApqZAeDjg7i5tbGT4oqIADw+kyOUoDSAOwJ8mJmgaEcH3F+ktXd2/WXNEpK/u3sWe//7v0kOxLD0duHdPspDIiNy9C8jlsACgGAO5Ry7n+4sITI6I9NbzkiUzaouQKTkyNQUqV5YoIjIqVaoAJhm3gO7/LdoDQFSqJFVERHqDyRGRnjpw6RLkAOoDKA9kJEZr1rDJgzTD3R1YuxYwNUV7AJYA/gVwMz5e4sCIpMfkiEhPKYbw9/jiC+DkyYy+RiNGSBsUGZcRI4DwcNifPIm2/41aU7zviIoyJkdEeuj169c4evQoAKDH0KGAry9rjEg73N0BX1/06N8fALBr1y6JAyKSHpMjIj106NAhJCcno1KlSqhdu7bU4VAR0L17d5iZmeHq1au4ffu21OEQSYrJEZEe2vHfgx979+4NmUwmcTRUFJQsWRJt27YFAPz2228SR0MkLSZHRHomISEBBw8eBAD07dtX4mioKFG83xTJOVFRxeSISM8cOHAASUlJqFKlCurXry91OFSEdOvWDebm5vjnn39w8+ZNqcMhkgyTIyI9s3PnTgBAnz592KRGOlW8eHH4+fkBYNMaFW1Mjoj0SFxcHA4dOgSATWokjcxNa0VwdikiAEyOiPTKvn37kJKSgho1anCUGkmia9eusLCwQFhYGG7cuCF1OESSYHJEpEcUHWH79u3LJjWShKOjIzp06ADgXRMvUVHD5IhIT7x48UL54Ec2qZGU2LRGRR2TIyI9sXv3bqSlpaFu3bqoXr261OFQEdalSxdYWVnhzp07CA0NlTocIp1jckSkJ3755RcAwMCBAyWOhIo6e3t7dO3aFcC79yVRUcLkiEgqUVEZE8pGReHBgwc4c+YMZDIZBgwYIHVkRBg8eDAAYOvWrUhLS1N5vxIZOyZHRFIICAA8PIDWrQEPD/z6+ecAgDZt2sCdE8ySHmjfvj1KlSqFmJgYHP3iC5X3KwICpA6PSKuYHBHpWlQUMGoUIJcDAIRcjl/27QPw7n/rRFIzNzdH//79AQC//Pij8v0KuRwYPZo1SGTUmBwR6drdu+9uNAD+BnAXgI2VFXr27ClZWETvUyTrewHEZ34hPR24d0+CiIh0g8kRka5VqQKYvPvobf7vd89OnWBnZydNTERqeHp6okaVKkgCsCvzC6amQOXKEkVFpH1Mjoh0zd0dWLsWMDVFCoDt/y0ePHq0lFERZSGTyTB4+HAAgHLMmqkpsGZNxvuYyEgxOSKSwogRQHg4/pgzBy8AuLq6ok2bNlJHRZSF4tESpwA82LoVCA/PeP8SGTEmR0RScXfHzyEhAIAhQ4bA1NRU4oCIsipXrhzatWsHAAi4cYM1RlQkMDkikkhERASOHDkCAPjkk08kjoYoe4r35/r16zOeeURk5JgcEUkkICAAQgi0adMGlSpVkjocomx169YNpUqVwpMnT3Dw4EGpwyHSOiZHRBJIS0vD+vXrAbDWiPSfhYUFhg0bBgD4+eefpQ2GSAeYHBFJ4NChQ3j06BFKliyJ7t27Sx0OUa5GjhwJIOO9+/DhQ4mjIdIuJkdEElD873vYsGGwtLSUOBqi3FWtWhW+vr6Qy+XKWk8iY8XkiEjHoqKilP02FP8bJzIEo0aNAgCsW7eOHbPJqDE5ItK0XGYvX716NeRyOVq2bInq1avrODiiguvRowdKliyJqKgo7N+/P/uCuXwGiPQdkyMiTQoIyHH28qSkJKxZswYAMGHCBCkiJCowKysrjP7vSe4//PCD+kK5fAaIDIFMCCGkDkLX4uPj4ejoiLi4ODg4OEgdDhmLqKiMm0GmSWVhaprxROH/Hpy3YcMGfPzxxyhXrhz+/fdfmJmZSRMrUQE9evQI5cuXR1paGi5fvowGDRq8ezEPnwGiwtDV/Vsvao5WrlyJChUqwMrKCp6enjhz5ky2ZX///Xe0a9cOpUqVgoODA7y9vZUP0iOS1N27qjcFQGX2ciEEfvzxRwDAuHHjmBiRQXJzc8NHH30EQE3tUS6fASJDIXlytGPHDkycOBHTp09HaGgoWrRogY4dOyIyMlJt+eDgYLRr1w6BgYG4dOkSWrVqhS5duiA0NFTHkRO9p0oVwOS9j1Sm2cvPnDmDK1euwNramh2xyaBNnDgRALBt2zY8ffr03Qu5fAaIDIaQWKNGjYS/v7/KsurVq4upU6fmeRs1a9YUc+bMyXP5uLg4AUDExcXleR2iPFm3TghTUyGAjN/r1ilf6tGjhwAgRo0aJWGARJrRpEkTAUDMnj1b9YUcPgNEhaWr+7ekNUcpKSm4dOkS/Pz8VJb7+fnh3LlzedqGXC5HQkICSpQokW2Z5ORkxMfHq/wQacWIERn9K06eVJm9/NatW9i7dy8A4LPPPpMsPCJNUdQerVy5EklJSe9eyOYzQGRIJE2Onj9/jvT0dDg7O6ssd3Z2RnR0dJ62sWTJErx58wZ9+vTJtsz8+fPh6Oio/Clbtmyh4ibKkbs74Our0gF10aJFEEKgW7duqFmzpnSxEWlIz549UbZsWcTExGDDhg2qL6r5DBAZEsn7HAGATCZT+VsIkWWZOtu2bcPs2bOxY8cOlC5dOtty06ZNQ1xcnPKHj74nXXr48CF++eUXAMDUqVMljoZIM8zNzfHVV18BABYuXIjU1FSJIyLSHEmTIycnJ5iammapJYqJiclSm/S+HTt2YMSIEdi5cyfatm2bY1lLS0s4ODio/BDpypIlS5CWlgZfX180adJE6nCINGbEiBEoXbo0IiIisHXrVqnDIdIYSZMjCwsLeHp6IigoSGV5UFAQmjZtmu1627Ztw7Bhw7B161Z8+OGH2g6TqMCeP3+unEdt2rRpEkdDpFnW1taYNGkSgIzuC+np6RJHRKQZkjerTZo0CevWrcP69esRFhaGzz//HJGRkfD39weQcUMZMmSIsvy2bdswZMgQLFmyBE2aNEF0dDSio6MRFxcn1SEQZWvhwoV4+/YtPD090a5dO6nDIdK4MWPGoFixYrh9+zZ+//13qcMh0gjJk6O+ffti+fLlmDt3LurXr4/g4GAEBgbCw8MDAPDkyROVZx6tWbMGaWlpGDduHFxdXZU/HAFEWpfP+aIeP36M//3vfwCAuXPn5qkfHZGhcXBwUH7/zpo1K38T0nIONtJTnD6E/Y8oLwICgFGjMp7+a2ICrF2b6xDl8ePHY8WKFWjatCnOnj3L5IiMVlxcHCpWrIgXL15g/fr1GD58eO4rFeAzRaSr+zeTIyZHlJsCzBcVHh6OqlWrIjU1FSdOnECrVq10EyuRRJYsWYLJkyejbNmyuHPnDqysrLIvzDnYqICK1NxqRHqtAPNFzZ49G6mpqWjTpg0TIyoSxo4dC3d3dzx8+BCrV6/OuTDnYCM9x+SIKDf5nC/qwoUL2LRpEwDgu+++03Z0RHrB2toas2bNAgDMmzcPL1++zL4w52AjPcfkiCg37u4Z/SFMTTP+NjUF1qxRW/0vhFB2Th08eDAaNWqky0iJJDVs2DDUrFkTsbGxykRJrXx8poikwD5H7HNEeRUVlVHtX7lytl/iW7duxcCBA2Fra4vbt2/Dzc1Nx0ESSev48eNo27YtTExMEBoairp162ZfOA+fKaLM2OeISN/kMl/U69evldMpfP3110yMqEhq06YNevfuDblcjk8//RQ5/v+bc7CRnmJyRKQh06dPx6NHj1C+fHnlU4OJiqIlS5bA2toawcHBnFaEDBKTIyINPIjuzz//xE8//QQg40GlOQ5jJjJy5cqVw/Tp0wEAEyZMwNOnTwu3QT4sknSMyREVbQEBGc9bad0643dAQL43kZSUhBEjRkAIgWHDhsHPz08LgRIZlq+++gr169fHixcvMGbMmJyb13Kigc8oUX6xQzY7ZBddGnoQ3ZQpU7Bo0SK4uLjg5s2bKF68uOZjJTJAV69ehZeXF9LS0rB161b0798/fxvgwyLpPeyQTaRtGngQXVBQEL7//nsAwKpVq5gYEWVSr149fPPNNwCAcePGITw8PH8b4MMiSSJMjqjoKuSD6J4+fYrBgwdDCIHRo0eje/fumo+RyMBNmzYNjRo1wsuXL9GnTx8kJyfnfWU+LJIkwuSIiq5CPIguNTUV/fv3x9OnT1GrVi0sW7ZMy8ESGSZzc3Ps3LkTJUqUwIULF/DFF1/kfWU+LJIkwj5H7HNEBXgQ3dixY7Fq1SrY2dnh/PnzqFWrlpaDJDJshw4dQqdOnQAAGzZswLBhw/K+Mh8WSf9hnyOiwsrr8N98Pojup59+wqpVqyCTybBlyxYmRkR50LFjR8ycORMA8MknnyAoKCjvK+f1M8oh/6QhTI7IOGlp+O8vv/yCCRMmAMiYVLZr164a2S5RUTBr1iz0798faWlp6NWrFy5fvqy5jXPIP2kQm9XYrGZ8tDT8d9euXejXrx/S09Px6aef4ocffoBMJit8vERFSHJyMjp06IBTp06hePHiCAoKgqenZ+E2yiH/RQab1YgKSgvDf9etW4e+ffsiPT0dw4YNw/Lly5kYERWApaUl9u3bB29vb7x8+RJt27bFuXPnCrdRDvknDWNyRMZHg8N/5XI5Zs+ejU8++QRyuRwjRozAzz//DJP3t09Eeebg4IAjR46gadOmePXqFVq3bl24Odg45J80zEzqAMh4CSEQFhaGCxcu4Pbt27h79y6eP3+O+Ph4JCUlwcLCApaWlihVqhTc3Nzg5uaG6tWro27duqhcuTJMFcN380sx/Hf06Iz/PRZw+O+LFy8wePBgBAYGAsh4Evb8+fNZY0SkAfb29jh69CgGDRqEvXv3YuDAgfj777+xYMGC/M9NqKHPvEJycjLCwsJw7do13Lt3D48ePUJUVBRevnyJ5ORkpKamwtbWFo6OjnBxcUHVqlVRrVo1eHt7o1y5cgXaJ+kX9jlinyONSk5OxuHDh7F9+3YcP34cz549K9B2rK2tUa9ePTRv3hwtWrRA8+bNUaJEifxtpBDDf3fv3o1x48bh6dOnsLKywurVqzF06ND87Z+IciWXyzFt2jQsWrQIAFC3bl2sW7cOH3zwQf43VsDP/KNHj3DmzBkEBwfj7NmzCAsLQ1paWv73D6BixYrw8/PDgAED0KxZM9Yya5iu7t9MjpgcacTDhw+xbNkybNy4ES9fvlQut7a2RqNGjVCzZk1UrVoVLi4ucHR0hJWVFVJTU5GYmIiYmBhERUXh4cOHuHHjBq5fv47ExMQs+6hVqxZatmwJn9q10bJ0abg2aaLxzpYXL17E9OnTcfToUQBAjRo1sGXLFjRo0ECj+yEiVX/88QeGDx+O58+fQyaTYfjw4Zg5cyY8PDw0vq+I8+dxau9enH7wAMGXLuHff//NUqZYsWKoV68eatSoAXd3d7i5ucHJyQmWlpYwMzPDmzdvEBcXh6ioKNy5cwfXr1/H5cuXkZ6ertxGuXLlMHbsWPj7+8PR0VHjx1EU6ez+LYqguLg4AUDExcVJHYrBi4yMFMOGDRNmZmYCgAAgypQpI7744gtx5swZkZycnO9tpqWliVu3bonNmzeLTz75RFSvXl257cw/VQAxskULsXnzZhEREVHgY0hMTBS7du0Sbdq0UW7b3NxcTJ8+XSQlJRV4u0SUP0+ePBFDhgxRfg5NTU3FgAEDxPHjx0VaWlqBtimXy8X9+/fFxo0bxbBhw0R5J6cs3yUmJiaiYcOGYuLEiWL37t0iMjJSyOXyfO8rPj5eHDx4UAwfPlw4ODgot+/g4CC+/vpr3nM0QFf3b9YcseaoQN68eYNFixbh+++/V9bytGrVCl9++SX8/PwK3l8oG8+ePcOZvXsRPGoUggFcQca3TmYeHh5o0KABatWqhVq1aqFy5cpwdnaGk5MTzM3NYWJigtevXyM6OhqRkZG4fPkyzp07h2PHjuHt27cAAJlMhkGDBmHOnDmoUKGCRo+BiPImJCQEM2fOxLFjx5TLnJ2d0bp1azRv3hw1a9ZExYoVUaxYMdjZ2UEul+PNmzd4+fIlwsPDERERgVu3buHSpUu4fPkyYmNjVbZvCuADAD4AfExM0PT6dTjWrKnRY0hMTMTOnTuxaNEi3Lx5EwBQunRpfPvttxg+fLjGvyOLCtYcaRFrjgonODhYVKxYUfm/opYtW4rz589rf8cnTggBCAGIl4A4AIgvAdGoenVhamqqtnYprz9ubm7i66+/FuHh4do/DiLKk4sXL4pRo0aJ4sWLF+rzbWZmJpo0aSKm9u8vDgMi/r/vEeXPyZNaO4b09HSxZ88eUbVqVWU8zZs3F/fu3dPaPo0Za460iDVHBZOSkoJp06Zh2bJlEEKgbNmyWLZsGXr27KmbEVw5POgtwdERf//9N27cuKH8iYiIwNOnT5GamqqyGQcHB5QpUwZ16tSBp6cn/Pz8UL9+fY5CI9JTKSkp+PPPP3H69Gn8/fffuHPnDiIiIrJ0mrawsICHhwc8PDxQqVIlNGjQAJ6enqhTpw4sLS0lfVhkSkoKVqxYgZkzZ+L169ewsbHB4sWL4e/vz++efGCHbC1icpR/jx49Qu/evXH+/HkAwIgRI7BkyRLNdjKMisp4mFuVKtl/UQUEZB2uO2JEtpsUQiA+Ph7p6ekQQsDa2ho2Njaai5mIJCGEQFJSEhISEmBmZgZbW1tYWFjknmjk5zskL99J+RQeHo6PP/4YJ0+eBAD0798fa9euhZ2dnUa2b+yYHGkRk6P8OX36NPr06YOYmBgUK1YMmzdvRpcuXTS7k4AAYNSojP/RmZhkPLMkpy8sztBNRAWVl++Q/Hwn5ZNcLsfy5csxZcoUpKWloWbNmti7dy+qVKmike0bMyZHWsTkKO82btyITz75BGlpaahXrx52796NSpUqaXYnnBeJiPSJjr6Tzp49iz59+uDJkycoWbIk9u/fj6ZNm2ps+8aIc6uRpIQQylEVaWlp6N+/P86dO6f5xAjgvEhEpF909J3UvHlzXL58GV5eXoiNjUXr1q2xe/duje6DCobJEWWRnp6OcePGYcaMGQCAqVOnYsuWLQXvqxMVBZw8mfFbHc6LRET6JL/fSbl9x+XAxcUFp06dQpcuXZCcnIyPPvoIq1atKkDQpElMjkhFeno6Pv74Y6xatQoymQw//fRT4eYTCwjIqJ5u3Trjd0BA1jKKeZEUz/0o5LxIRESFkp/vpLx8x+XC1tYWe/bswdixYyGEwNixY/HDDz8U8iCoMNjniH2OlNLS0jBs2DBs2bIFpqam2LJlC/r27VvwDea33Z4drYlIn+T2naThvklCCEybNg0LFy4EACxcuBBfffVVAYM3Trq6f5tpbctkUNLS0jB48GBs374dZmZm2L59O3r16lW4jebUbq/ui8PdnUkREemP3L6T8vsdlwuZTIb58+fD0tISc+fOxZQpU5CSkqLs4kC6w2Y1glwux7Bhw7B9+3aYm5vjt99+yz0xyksbO/sSEZEx00LfJJlMhjlz5uDbb78FAHzzzTdYsmSJpiKmPGLNUTbkcjkCAwMREhICAGjYsCE6duxodA8QFELgs88+w5YtW2BmZoZdu3aha9euOa+U1+d/KNrt33/gGmuHiMgY5Oc7Lp/PTfr6668hhMCMGTMwefJk2NvbY9SoUVo8GGnExsZi//79uHXrFuzs7NC2bVt4e3tLHRbnVlPn7t27ol69elnm53F2dhYBAQEFmq1ZX82aNUsAEDKZTGzdujX3FR4+FMLERHVeIlPTjOU5rXPyZM5liIgMVW7fcQX53hRCyOVyMWXKFOV39JYtWzQfu0SSk5PFzJkzhY2NTZZ7befOncXLly/VrqerudWYHL3nzp07omTJkgKAcHR0FCNHjhT+/v6ibNmyygvXp08fkZCQIEHkmvXDDz8oj2nFihUZCx8+zJjgNbsPbabJX3U1cSMRkUEryPfmf9/F8shIMXbsWAFAmJqair179+osbG2JiIgQjRo1Ut5/6tatKz777DPRr18/YW5urlwWHx+fZV0mR1qU3cl9+/atqFmzpgAgGjZsKJ48eaJ8LTk5WSxYsECYmZkJAKJJkyYiNjZW16FrzC+//KJ8Y86dOzdj4bp17/53Y2KS8ff7Cvg/ICKiIiu/35vvfRenr10rBg8eLAAICwsLcfz4cd3Gr0F3795VVjYUK1ZM7NixQ6U1JjQ0VLi4uAgAonfv3llaapgcaVF2J1fRxOTi4iIeP36sdt0///xTFC9eXAAQDRo0EK9evdJFyIWXqUbowIEDwtTUVAAQn332WcabLz8f3nXrMl5TlFGXRBER0Tt5/d7M5rs49cED0aNHDwFA2NnZib/++utd+Zxq+/VIWFiYcHV1FQBE1apVxYMHD9SWCwkJUdYg7du3T+U1JkdapO7kRkVFCSsrKwFA7Ny5M8f1r1+/LkqXLi0ACB8fH5GYmKjtkAsn0/9CTstkwuq/N92gQYNEenp6Rpn8VvuyHxERUf7k5Xszh+/ixMRE0aZNGwFAlChRQtyYOzf32n498fjxY+Hh4SEAiDp16ojo6Ogcy0+dOlUAEJUqVRKpqanK5UyOtEjdyZ08ebIAIJo1a5anDteXL18W9vb2AoDo1avXuyRD32T6X8hlQDj815TWpW1bkZKSorYcm8uIiCSSy3dxfHy8sr9OGUA8MIDv7Pj4eNGgQQMBQFSpUkU8e/Ys13USEhKEk5OTACC2bdumXK6r5IjPOULGEzfXrFkDIGMesbxMldGgQQPs378fFhYW2L17N2bPnq3lKLOR23Mz/ntI2V0AHQDEA2gJYMfkyTA3N39XjlN4EBFJL5fvYnt7ewQGBqJW+fJ4DKAtgGjFujlNjluI+d8KIy0tDX369EFoaChKlSqFQ4cOwcnJKdf17OzsMH78eADA4sWLtR1mVlpNvfTU+5lnQECAsg00vzVAGzduVHZs3r59uzbCzV4eO1A/lMlEuf9ibACIVyYmOQ85ZXMZEZG0cvkufnThgqigGO0FiBe59ROVqPlt4sSJAoCwtrZ+108qj549eyYsLCwEAHHlyhUhBJvVtOr9k+vr6ysAiO+++65A2/vyyy8FAGFlZSUuXLigmSBz62SXx2awmJgYUf2/nv9VABGt5+3SRESUN/e++064/JcgeQPiteKRLJnlt8uEBjt4//zzz8rKg127dhVoG7169RIAxKRJk4QQTI60KvPJjYyMVD5gKyIiokDbS0tLEx9++GFGG3CZMuLRo0fZF87LGy8vWX4eOlDHxcUJT09PAUC4u7qKiO3bWSNERGRErh09Kor/1//Vz89PJCUlqRbIz2Cb/NQw5XIvCw4OVo44mzNnToGPb9++fcpR5Onp6UyOtCnzyV2xYoWyI3Zht6l4RpKXl5d48+ZN1kKafI5QLuXevn0rWrZsKQAIJycnERYWVqjjIyIi/RQSEqJ80vRHH30k0tLS3r2ooXuKilzuZQ8ePFB2pu7Tp0+hZpVITk4WDg4OAoA4f/48O2TryoEDBwAAXbp0KdR2HOLjceDrr1GyeHFcvHgRgwcPhjzzbM1RUe/m1QEyfo8enbVzXE6zPGeWQ6e95ORkfPTRRwgODoaDgwOOHDmC6tWrF+r4iIhIPzVp0gR79+5VThzu7+8PIUTGi3kdbJPXe08u97KEhAR07doVz58/R8OGDbFh3jzITp0qcEdwCwsLtG/fHsC7+7VOaDX10lOKzPPx48fC0tJSABA3btxQXzifzWBnZDJh8d9TtL/88st3ZfJatVmQ9uFMnfaSkpKUTXxWVlbi9OnTeT4vRERkuHbt2iVMTEwEAPHVV1+pvqip+d9yuJelpaWJrl27KpvBHi5apJFmus2bN2d0PK9bl81q2qQ4ubt27RIAhIeHh/pqvwI2g/0qkyk7oa1duzbbcpp+AnViYqLo1KmTMjEKCgrKx1khIiJDpxh9DUBMmTIlf01aebn3ZHMvk0dGitGjRwsAwtLSUoTs26exZrqYmBjlMd27d4/JkbYokqOJI0cKAGLYsGFZCxUyi549bJgA3psoMD9JTz6H1CckJIj27dsrh0wa8tw7RERUcMuXL1cmE/7+/vl7RE1e7j1q7mVz5sxRDm7atWuXxltL6tatKwCIjUuXMjnSFkVy5PXfm2fjxo1ZCxXywsojI8WQIUMEAGFubi4CAwPfldfwc4SePn0qvLy8BABhY2MjTuY00zMRERm9tWvXCtl/rRgDBgwQycnJmt1BpnvZjz/+qEzGVigeJ6CBZrrMJkyYIACIT/7bD5MjLVAkRyb/neQH585lLaSBZrDU1FTRu3dvZTXjkSNHNH4sYWFholKlSspRaefPn9f4PoiIyPBs375dmP3XB7ZFixYiJiZG4/tYsmSJMjH65ptvVF8sRDPd+/fa39euFQBENSZH2qNIjgCIsupqgxQ00AyWkpKi7KBmZmYmNm3apLHj2Llzp7CzsxMARMWKFcWdO3c0tm0iIjJ8hw4dUg6F9/DwEKGhoRrZbnp6upg2bZryXjpjxgz1/ZsK2Ez3vmd79ij3xeRISzInRz2BnC+aBprBkpKSRN++fZX7nDZtmuqkr/mUkJAgxo8fr9yer69vrjMcExFR0XTz5k1RuXJlAUBYWFiIxYsXF2qy9Li4ONG9e3flPWju3LmFDzIPo+kqMjnSrszJ0Xc9e+pkn+np6eKrr75S7rdx48bi1q1b+dqGXC4XBw4cEB4eHsrtTJ06VaSmpmopaiIiMgYvXrwQXbp0Ud47vL29CzTdVVBQkChbtqwy0dq8ebMWolWvX6NGTI60KXNydPToUZ3ue8eOHaJYsWLKZrZPP/1UPHjwIMd1UlNTxYEDB4S3t7cybg8PD3H48GHdBE1ERAZPLpeLtWvXCltbW+W95KOPPhLnzp3Ldcj/5cuXRY8ePZTrVaxYUZxT119Xi5b+N1JNF8mRTAjFYzSLjvj4eDg6OgIAYmNjUaJECZ3uPzIyEmPHjsXBgwcBACYmJmjZsiXatWuHWrVqoXjx4khOTkZERAT++usvHDhwAE+fPgUAWFlZYfz48Zg1axbs7Ox0GjcRERm+R48eYdq0afjll1+Uy6pUqYKOHTvCy8sL7u7uMDExwdOnTxEaGorDhw/jypUrAACZTIaxY8diwYIFOr8H/fnnn2jevDkAIC4uDg4ODlrbV5FOjsqXL48HDx5IFsexY8ewaNEiBAUF5VrWyckJQ4YMweTJk+Hq6qqD6IiIyJhdu3YNy5cvx5YtW5CSkpJjWXNzc/Tq1QvffPMNatasqaMIVb1580aZkDE50gJFctSjRw/8/vvvUoeDBw8e4MCBA/jrr79w+/ZtvHnzBmZmZihTpgzq168PX19ftG3bFubm5lKHSkRERiY+Ph7Hjx9HUFAQbt26hejoaKSnp6N06dKoXLkyWrZsiS5dusDJyUnqUFGlShXcu3dP68mRmda2bAAaNGggdQgAgAoVKmDChAlSh0FEREWQg4MDevTogR49ekgdSq7q1q2Le+9PhqsFJlrfgx5r2bKl1CEQERFRHnXr1k0n+9GL5GjlypWoUKECrKys4OnpiTNnzuRY/vTp0/D09ISVlRUqVqyI1atXF2i/+lJzRERERLnr3r27TvYjeXK0Y8cOTJw4EdOnT0doaChatGiBjh07IjIyUm35Bw8eoFOnTmjRogVCQ0Px9ddfY8KECdi9e7eOIyciIiJjJHmH7MaNG6Nhw4ZYtWqVclmNGjXQvXt3zJ8/P0v5KVOmYP/+/QgLC1Mu8/f3x9WrVxESEpKnfSo6ZGu7QxcRERFpjq7u35LWHKWkpODSpUvw8/NTWe7n54dz586pXSckJCRL+fbt2+PixYtITU3VWqxERERUNEg6Wu358+dIT0+Hs7OzynJnZ2dER0erXSc6Olpt+bS0NDx//lztM4CSk5ORnJys/DsuLg5ARgZKREREhkFx39Z2o5deDOWXyWQqfwshsizLrby65Qrz58/HnDlzsiwvW7ZsfkMlIiIiicXGxipnutAGSZMjJycnmJqaZqkliomJyVI7pODi4qK2vJmZGUqWLKl2nWnTpmHSpEnKv1+9egUPDw9ERkZq9eTqm/j4eJQtWxYPHz4sUn2teNw87qKAx83jLgri4uJQrlw5rU/7JWlyZGFhAU9PTwQFBak8fCooKCjbZxl4e3vjwIEDKsuOHj0KLy+vbJ8gbWlpCUtLyyzLHR0di9SbSsHBwYHHXYTwuIsWHnfRUlSP28REu12mJR/KP2nSJKxbtw7r169HWFgYPv/8c0RGRsLf3x9ARq3PkCFDlOX9/f0RERGBSZMmISwsDOvXr0dAQAAmT54s1SEQERGREZG8z1Hfvn0RGxuLuXPn4smTJ6hduzYCAwPh4eEBAHjy5InKM48qVKiAwMBAfP7551ixYgXKlCmDH3/8Eb169ZLqEIiIiMiISJ4cAcDYsWMxduxYta9t3LgxyzIfHx9cvny5wPuztLTErFmz1Da1GTMeN4+7KOBx87iLAh63do9b8odAEhEREekTyfscEREREekTJkdEREREmTA5IiIiIsqEyRERERFRJkabHH377bdo2rQpbGxsUKxYsTytI4TA7NmzUaZMGVhbW8PX1xc3btxQKZOcnIxPP/0UTk5OsLW1RdeuXREVFaWFIyiYly9fYvDgwXB0dISjoyMGDx6MV69e5biOTCZT+/P9998ry/j6+mZ5vV+/flo+mrwryHEPGzYsyzE1adJEpYyxXe/U1FRMmTIFderUga2tLcqUKYMhQ4bg8ePHKuX07XqvXLkSFSpUgJWVFTw9PXHmzJkcy58+fRqenp6wsrJCxYoVsXr16ixldu/ejZo1a8LS0hI1a9bEnj17tBV+geXnuH///Xe0a9cOpUqVgoODA7y9vXHkyBGVMhs3blT7WU9KStL2oeRLfo771KlTao/p1q1bKuWM7Xqr+/6SyWSoVauWsoy+X+/g4GB06dIFZcqUgUwmw969e3NdR2efbWGkZs6cKZYuXSomTZokHB0d87TOggULhL29vdi9e7e4fv266Nu3r3B1dRXx8fHKMv7+/sLNzU0EBQWJy5cvi1atWol69eqJtLQ0LR1J/nTo0EHUrl1bnDt3Tpw7d07Url1bdO7cOcd1njx5ovKzfv16IZPJxL///qss4+PjIz755BOVcq9evdL24eRZQY576NChokOHDirHFBsbq1LG2K73q1evRNu2bcWOHTvErVu3REhIiGjcuLHw9PRUKadP13v79u3C3Nxc/Pzzz+LmzZvis88+E7a2tiIiIkJt+fv37wsbGxvx2WefiZs3b4qff/5ZmJubi127dinLnDt3TpiamorvvvtOhIWFie+++06YmZmJ8+fP6+qwcpXf4/7ss8/EwoULxd9//y3u3Lkjpk2bJszNzcXly5eVZTZs2CAcHByyfOb1SX6P++TJkwKAuH37tsoxZf6MGuP1fvXqlcrxPnz4UJQoUULMmjVLWUbfr3dgYKCYPn262L17twAg9uzZk2N5XX62jTY5UtiwYUOekiO5XC5cXFzEggULlMuSkpKEo6OjWL16tRAi481obm4utm/frizz6NEjYWJiIg4fPqzx2PPr5s2bAoDKmyAkJEQAELdu3crzdrp16yZat26tsszHx0d89tlnmgpVowp63EOHDhXdunXL9vWicr3//vtvAUDlS1ifrnejRo2Ev7+/yrLq1auLqVOnqi3/1VdfierVq6ssGz16tGjSpIny7z59+ogOHTqolGnfvr3o16+fhqIuvPwetzo1a9YUc+bMUf6d1+9DKeX3uBXJ0cuXL7PdZlG43nv27BEymUyEh4crlxnC9VbIS3Kky8+20Tar5deDBw8QHR0NPz8/5TJLS0v4+Pjg3LlzAIBLly4hNTVVpUyZMmVQu3ZtZRkphYSEwNHREY0bN1Yua9KkCRwdHfMc39OnT3Hw4EGMGDEiy2tbtmyBk5MTatWqhcmTJyMhIUFjsRdGYY771KlTKF26NKpWrYpPPvkEMTExyteKwvUGMiZylMlkWZqf9eF6p6Sk4NKlSyrXAAD8/PyyPcaQkJAs5du3b4+LFy8iNTU1xzL6cF2Bgh33++RyORISErJM0Pn69Wt4eHjA3d0dnTt3RmhoqMbiLqzCHHeDBg3g6uqKNm3a4OTJkyqvFYXrHRAQgLZt2ypnl1DQ5+udX7r8bOvFE7L1QXR0NADA2dlZZbmzszMiIiKUZSwsLFC8ePEsZRTrSyk6OhqlS5fOsrx06dJ5jm/Tpk2wt7dHz549VZYPHDgQFSpUgIuLC/755x9MmzYNV69eRVBQkEZiL4yCHnfHjh3x0UcfwcPDAw8ePMA333yD1q1b49KlS7C0tCwS1zspKQlTp07FgAEDVCav1Jfr/fz5c6Snp6v9XGZ3jNHR0WrLp6Wl4fnz53B1dc22jD5cV6Bgx/2+JUuW4M2bN+jTp49yWfXq1bFx40bUqVMH8fHx+OGHH9CsWTNcvXoVVapU0egxFERBjtvV1RVr166Fp6cnkpOT8csvv6BNmzY4deoUWrZsCSD794SxXO8nT57g0KFD2Lp1q8pyfb/e+aXLz7ZBJUezZ8/GnDlzcixz4cIFeHl5FXgfMplM5W8hRJZl78tLmcLI63EDWeMH8hff+vXrMXDgQFhZWaks/+STT5T/rl27NqpUqQIvLy9cvnwZDRs2zNO280vbx923b1/lv2vXrg0vLy94eHjg4MGDWZLD/Gy3sHR1vVNTU9GvXz/I5XKsXLlS5TUprndO8vu5VFf+/eUF+azrWkFj3LZtG2bPno19+/apJNBNmjRRGXTQrFkzNGzYED/99BN+/PFHzQVeSPk57mrVqqFatWrKv729vfHw4UMsXrxYmRzld5tSKWiMGzduRLFixdC9e3eV5YZyvfNDV59tg0qOxo8fn+uImfLlyxdo2y4uLgAyMlNXV1fl8piYGGUW6uLigpSUFLx8+VKlNiEmJgZNmzYt0H7zIq/Hfe3aNTx9+jTLa8+ePcuSSatz5swZ3L59Gzt27Mi1bMOGDWFubo67d+9q7Wapq+NWcHV1hYeHB+7evQvAuK93amoq+vTpgwcPHuDEiRMqtUbq6OJ6q+Pk5ARTU9Ms/+vL/Ll8n4uLi9ryZmZmKFmyZI5l8vN+0aaCHLfCjh07MGLECPz2229o27ZtjmVNTEzwwQcfKN/zUivMcWfWpEkT/Prrr8q/jfl6CyGwfv16DB48GBYWFjmW1bfrnV86/Wznq4eSAcpvh+yFCxcqlyUnJ6vtkL1jxw5lmcePH+tdB92//vpLuez8+fN57qA7dOjQLKOWsnP9+nUBQJw+fbrA8WpKYY9b4fnz58LS0lJs2rRJCGG81zslJUV0795d1KpVS8TExORpX1Je70aNGokxY8aoLKtRo0aOHbJr1Kihsszf3z9Lp82OHTuqlOnQoYPeddDNz3ELIcTWrVuFlZVVrh1bFeRyufDy8hLDhw8vTKgaVZDjfl+vXr1Eq1atlH8b6/UW4l2H9OvXr+e6D3283grIY4dsXX22jTY5ioiIEKGhoWLOnDnCzs5OhIaGitDQUJGQkKAsU61aNfH7778r/16wYIFwdHQUv//+u7h+/bro37+/2qH87u7u4tixY+Ly5cuidevWeje0u27duiIkJESEhISIOnXqZBna/f5xCyFEXFycsLGxEatWrcqyzXv37ok5c+aICxcuiAcPHoiDBw+K6tWriwYNGhjscSckJIgvvvhCnDt3Tjx48ECcPHlSeHt7Czc3N6O+3qmpqaJr167C3d1dXLlyRWV4b3JyshBC/663YohzQECAuHnzppg4caKwtbVVjsqZOnWqGDx4sLK8Yrjv559/Lm7evCkCAgKyDPf9888/hampqViwYIEICwsTCxYs0Nuh3Xk97q1btwozMzOxYsWKbB/BMHv2bHH48GHx77//itDQUDF8+HBhZmamkmBLLb/HvWzZMrFnzx5x584d8c8//4ipU6cKAGL37t3KMsZ4vRUGDRokGjdurHab+n69ExISlPdmAGLp0qUiNDRUOXJWys+20SZHQ4cOFQCy/Jw8eVJZBoDYsGGD8m+5XC5mzZolXFxchKWlpWjZsmWWbDwxMVGMHz9elChRQlhbW4vOnTuLyMhIHR1V7mJjY8XAgQOFvb29sLe3FwMHDswyxPX94xZCiDVr1ghra2u1z7KJjIwULVu2FCVKlBAWFhaiUqVKYsKECVmeCSSl/B7327dvhZ+fnyhVqpQwNzcX5cqVE0OHDs1yLY3tej948EDt5yLzZ0Mfr/eKFSuEh4eHsLCwEA0bNlSpwRo6dKjw8fFRKX/q1CnRoEEDYWFhIcqXL6826f/tt99EtWrVhLm5uahevbrKzVRf5Oe4fXx81F7XoUOHKstMnDhRlCtXTlhYWIhSpUoJPz8/ce7cOR0eUd7k57gXLlwoKlWqJKysrETx4sVF8+bNxcGDB7Ns09iutxAZtdvW1tZi7dq1aren79dbUeuV3XtWys+2TIj/ejMRERERkfFOH0JERERUEEyOiIiIiDJhckRERESUCZMjIiIiokyYHBERERFlwuSIiIiIKBMmR0RERESZMDkiIiIiyoTJEREREVEmTI6IiIiIMmFyRERGZe7cuahTpw5sbW3h7OyMMWPGIDU1VeqwiMiAmEkdABGRpgghkJ6ejjVr1sDNzQ03b97EkCFDULduXYwZM0bq8IjIQHDiWSIyagMGDECpUqXwww8/SB0KERkINqsRkdGIiIjA+PHjUbt2bRQvXhx2dnbYuXMn3N3dpQ6NiAwIkyMiMgrPnz9Ho0aN8Pz5cyxduhRnz55FSEgITE1NUb9+fanDIyIDwj5HRGQUAgMDkZaWhm3btkEmkwEAVqxYgZSUFCZHRJQvTI6IyCiUKFEC8fHx2L9/P2rWrIkDBw5g/vz5cHNzQ6lSpaQOj4gMCDtkE5FREEJgzJgx2Lp1K6ytrTFo0CAkJSUhIiICf/zxh9ThEZEBYXJERERElAk7ZBMRERFlwuSIiIiIKBMmR0RERESZMDkiIiIiyoTJEREREVEmTI6IiIiIMmFyRERERJQJkyMiIiKiTJgcEREREWXC5IiIiIgoEyZHRERERJkwOSIiIiLK5P8BuREsSVB0jN4AAAAASUVORK5CYII=", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkcAAAHFCAYAAAD40125AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAABwlElEQVR4nO3dd3gU1dvG8e9m0wMJPQRCQpUOofeuCAiKDRAUkCKgiIL+BEVUEMH2IjaKEsACiKJgAQtKEwlKFxCRDpHeQiftvH+EXRMSIAlJJpu9P9eVSzN7duaZnd3szZxzZmzGGIOIiIiIAOBhdQEiIiIiuYnCkYiIiEgyCkciIiIiySgciYiIiCSjcCQiIiKSjMKRiIiISDIKRyIiIiLJKByJiIiIJKNwJCIiIpKMwpG4hIMHD/LSSy+xcePGVI/17t2bfPnyZXrdsbGxDBw4kJCQEOx2OxEREZkvNAtMmjSJmTNnplq+d+9ebDZbmo/lJTabjZdeesnqMrLESy+9hM1my/bnvvvuu5QvXx5vb29sNhunT5+md+/elC5dOkW7cePGsWDBgkzVcz0nT56kW7duFCtWDJvNRufOnTO8jtKlS9O7d+8sry03WbduHY899hjVq1cnf/78BAcHc+utt7JkyZI02+/evZt77rmHAgUKkC9fPm677TbWr1+fw1W7J4UjcQkHDx5k9OjRaYajmzV58mSmTp3KyJEjWblyJZ988kmWbyMjrhWOQkJCiIqK4o477sj5oiRT+vXrR1RUVLZuY+PGjQwZMoRWrVqxZMkSoqKiyJ8/P6NGjWL+/Pkp2mZXOHr55ZeZP38+b731FlFRUbz++utZvo28YM6cOfzxxx/06dOHr7/+mmnTpuHj40ObNm34+OOPU7Q9duwYzZo1459//mH69Ol8/vnnXLp0iZYtW7J9+3aL9sB9eFpdgIjVtmzZgp+fH4MHD7a6lOvy8fGhYcOGVpchGRAaGkpoaGi2bmPr1q0A9O/fn/r16zuXlytXLlu3m9yWLVsoV64cPXr0yLFtZpULFy7g7++fI9t65plnePPNN1Ms69ChA7Vr12bMmDH07NnTufyNN97g2LFjrFq1ivDwcACaNm1KuXLleOGFF5g7d26O1OyudObIDR07doxHHnmEUqVK4ePjQ9GiRWnSpAk///yzs03Lli2pVq0aUVFRNG7cGD8/P0qXLs2MGTMAWLhwIbVr18bf35/q1avzww8/pNrOypUradOmDfnz58ff35/GjRuzcOHCVO22bNnCXXfdRcGCBfH19SUiIoKPPvrI+fiyZcuoV68eAA8//DA2my3NrpedO3fSoUMH8uXLR6lSpXjqqae4fPnydV8Lm83GtGnTuHjxonO9M2fOvG4X1tXbdnR/bN26lQceeICgoCCCg4Pp06cPMTExKZ6bmJjIu+++S0REBH5+fhQoUICGDRvyzTffAEldC1u3bmX58uXOehxdI9eqKT2v88yZM7HZbCxdupRBgwZRpEgRChcuzD333MPBgwev+xpdT+nSpenYsSPz58+nRo0a+Pr6UrZsWd55551Ubffv38+DDz5IsWLF8PHxoXLlyvzf//0fiYmJ11z/3r178fT0ZPz48akeW7FiBTabjS+++ALI2HG4dOkSzz77LGXKlMHb25uSJUvy2GOPcfr06TT377vvvqNWrVr4+flRuXJlvvvuOyDpda1cuTIBAQHUr1+ftWvXpnh+Wl1jc+fOpW3btoSEhDjXN2LECM6fP3/tF/oaWrZsyYMPPghAgwYNsNlszq6pq7vVbDYb58+f56OPPnK+t1q2bHnd9Z88eZJHH32UkiVL4u3tTdmyZRk5cqTzc+V4T/78889s27bNud5ly5Zdc51xcXE888wzFC9eHH9/f5o2bcoff/yRZtvDhw8zYMAAQkND8fb2pkyZMowePZr4+PgU7aKjo7nvvvvInz8/BQoUoEePHqxZsybV58XRBb9582batm1L/vz5adOmDZDUvT527FgqVark/Lv48MMPc+zYsVR1zZ07l0aNGhEQEEC+fPm4/fbb2bBhw3VfS4BixYqlWma326lTpw4HDhxIsXz+/Pm0bt3aGYwAAgMDueeee/j2229TvQaSxYy4ndtvv90ULVrUfPDBB2bZsmVmwYIF5oUXXjCfffaZs02LFi1M4cKFTcWKFU1kZKT58ccfTceOHQ1gRo8ebapXr27mzJljFi1aZBo2bGh8fHzMv//+63z+smXLjJeXl6lTp46ZO3euWbBggWnbtq2x2WwptvP333+b/Pnzm3LlypmPP/7YLFy40DzwwAMGMK+99poxxpiYmBgzY8YMA5jnn3/eREVFmaioKHPgwAFjjDG9evUy3t7epnLlyubNN980P//8s3nhhReMzWYzo0ePvu5rERUVZTp06GD8/Pyc6z169KjZs2ePAcyMGTNSPQcwL774ovP3F1980QCmYsWK5oUXXjCLFy82EyZMMD4+Pubhhx9O8dyHHnrI2Gw2069fP/P111+b77//3rzyyivm7bffNsYYs379elO2bFlTq1YtZz3r1683xpg0a0rv6+x4/cqWLWsef/xx8+OPP5pp06aZggULmlatWqWo0dE2rX2/Wnh4uClZsqQJCwsz06dPN4sWLTI9evQwgHnjjTec7Y4ePWpKlixpihYtaqZMmWJ++OEHM3jwYAOYQYMGXff1vfvuu01YWJiJj49P0e7+++83JUqUMHFxcRk6DomJieb22283np6eZtSoUeann34yb775pgkICDC1atUyly5dSrF/oaGhplq1as73e4MGDYyXl5d54YUXTJMmTcxXX31l5s+fb2655RYTHBxsLly44Hy+o6bkXn75ZfPWW2+ZhQsXmmXLlpkpU6aYMmXKpDoOaT33alu3bjXPP/+883hFRUWZnTt3GmOSPhfh4eHOtlFRUcbPz8906NDB+d7aunXrNdd98eJFU6NGDRMQEGDefPNN89NPP5lRo0YZT09P06FDB2OMMZcuXTJRUVGmVq1apmzZss71xsTEXHO9vXr1Mjabzfzvf/8zP/30k5kwYYIpWbKkCQwMNL169XK2O3TokClVqpQJDw83U6dONT///LN5+eWXjY+Pj+ndu7ez3blz50z58uVNoUKFzPvvv29+/PFHM3ToUFOmTJlU7+NevXoZLy8vU7p0aTN+/Hjzyy+/mB9//NEkJCSYdu3amYCAADN69GizePFiM23aNFOyZElTpUqVFMf0lVdeMTabzfTp08d899135quvvjKNGjUyAQEB1309ryUuLs6UL1/e1KpVy7nswoULztfoau+9954BzPbt2zO8LUk/hSM3lC9fPvPkk09et02LFi0MYNauXetcduLECWO3242fn1+KILRx40YDmHfeece5rGHDhqZYsWLm7NmzzmXx8fGmWrVqJjQ01CQmJhpjjOnWrZvx8fEx+/fvT7H99u3bG39/f3P69GljjDFr1qy55hd2r169DGA+//zzFMs7dOhgKlaseINXI+n5AQEBKZZlJhy9/vrrKdo9+uijxtfX17mvK1asMIAZOXLkdeupWrWqadGiRarladWU3tfZEXgeffTRFOt8/fXXDWAOHTrkXPbRRx8Zu91uPvroo+vWaUxSeLDZbGbjxo0plt92220mMDDQnD9/3hhjzIgRIwxgfv/99xTtBg0aZGw2W4o/9Fe/vkuXLjWAmT9/vnPZv//+azw9PVOE3/Qehx9++CHNdnPnzjWA+eCDD1Lsn5+fn4mOjnYuc7zfQ0JCnPtnjDELFiwwgPnmm29S1XQtiYmJJi4uzixfvtwAZtOmTel+roPj2K5ZsybF8qvDkTHGBAQEpAgg1zNlypQ0P1evvfaaAcxPP/3kXNaiRQtTtWrVG65z27ZtBjBDhw5NsXzWrFkGSFHbgAEDTL58+cy+fftStH3zzTcN4Awi77//vgHM999/n6LdgAED0gxHgJk+fXqKtnPmzDGA+fLLL1Msd/zdmTRpkjHGmP379xtPT0/z+OOPp2h39uxZU7x4cdOlS5cbvgZXGzlypAHMggULnMv+/fdfA5jx48enaj979mwDmFWrVmV4W5J+6lZzQ/Xr12fmzJmMHTuW1atXExcXl2a7kJAQ6tSp4/y9UKFCFCtWjIiICEqUKOFcXrlyZQD27dsHwPnz5/n999+57777Uswis9vtPPTQQ0RHRzsHFC5ZsoQ2bdpQqlSpFNvu3bs3Fy5cSPdgVpvNRqdOnVIsq1GjhrOmnHDnnXem2v6lS5c4evQoAN9//z0Ajz32WJZsLyOv8/VqBFK8Tj179iQ+Pj7F+IfrqVq1KjVr1kyxrHv37pw5c8Y5s2bJkiVUqVIlxZgYSDrOxphrztaBpK6jmjVr8v777zuXTZkyBZvNxiOPPJKq/Y2Og2NbV8+Muv/++wkICOCXX35JsTwiIoKSJUs6f3e831u2bJlirMrVn4Nr2b17N927d6d48eLY7Xa8vLxo0aIFANu2bbvuc3PSkiVLCAgI4L777kux3PG6Xf06pcfSpUsBUo1N6tKlC56eKYfAfvfdd7Rq1YoSJUoQHx/v/Gnfvj0Ay5cvd/43f/78tGvXLsXzH3jggWvWce+996baVoECBejUqVOKbUVERFC8eHFnN+GPP/7o/Gwkb+fr60uLFi2u252YlmnTpvHKK6/w1FNPcdddd6V6/HqzFTM7C1LSRwOy3dDcuXMZO3Ys06ZNY9SoUeTLl4+7776b119/neLFizvbFSpUKNVzvb29Uy339vYGksZxAJw6dQpjDCEhIame7whVJ06ccP43Pe1uxN/fH19f3xTLfHx8nDXlhMKFC6faPsDFixeBpLFedrs9xWt8MzLyOqe3xsxIa38cy5If56unlV+vzqsNGTKEfv36sX37dsqWLcuHH37Ifffdl+a2b7SPJ06cwNPTk6JFi6ZoZ7PZKF68eKparvV+v9HnIC3nzp2jWbNm+Pr6MnbsWG655Rb8/f05cOAA99xzz00dh6x24sQJihcvnupLuFixYnh6eqb7s3n1OiH1e8bT0zPVcTty5AjffvstXl5eaa7r+PHjznUGBwenejytZZD0tyIwMDDVtk6fPu08htfa1pEjRwCcYyCv5uGR/vMNM2bMYMCAATzyyCO88cYbKR4rWLAgNpstzdf45MmTQNp/nyXrKBy5oSJFijBx4kQmTpzI/v37+eabbxgxYgRHjx5Nc2B1RhUsWBAPDw8OHTqU6jHH4N8iRYoASV9k6WmX0xxB6+oB3Zn5QnAoWrQoCQkJHD58OM1Ak1EZeZ2z0+HDh6+5zPGFd7PHuXv37gwfPpz333+fhg0bcvjw4UyfgStcuDDx8fEcO3YsRUAyxnD48OFrfvFlhSVLlnDw4EGWLVvmPFsEpBoInhsULlyY33//HWNMioB09OhR4uPjM/XecrwfDh8+nOJsXHx8fKrPVpEiRahRowavvPJKmutyBOvChQunOaA7rfclpH3GxTFB4Vp///Lnz+9sBzBv3rwUA6UzasaMGfTr149evXo5z4Im5+fnR/ny5dm8eXOq527evBk/Pz/Kli2b6e3Ljalbzc2FhYUxePDgLL24WEBAAA0aNOCrr75K8S/hxMREPv30U0JDQ7nlllsAaNOmjfMLI7mPP/4Yf39/59T1rDjDkRHBwcH4+vry559/plj+9ddfZ3qdju6AyZMnX7edj49PuvYzI69zdtq6dSubNm1KsWz27Nnkz5+f2rVrA0nH+a+//kr1Hvv444+x2Wy0atXqutvw9fXlkUce4aOPPmLChAlERETQpEmTTNXrmJ306aefplj+5Zdfcv78eefj2cHxJeh4PztMnTo127aZXHrfW5D0Op07dy7VdZEc1+PJzOvkmB03a9asFMs///zzVLOvOnbs6LxEQN26dVP9OMJRixYtOHv2rLPb2uGzzz5Ld10dO3bkxIkTJCQkpLmtihUrAnD77bfj6enJrl270mxXt27dG25r5syZ9OvXjwcffJBp06Zds3vs7rvvZsmSJSlmsZ09e5avvvqKO++8M1U3pGQtvbpuJiYmhlatWtG9e3cqVapE/vz5WbNmDT/88AP33HNPlm1n/Pjx3HbbbbRq1Yqnn34ab29vJk2axJYtW5gzZ47zD8KLL77oHFvwwgsvUKhQIWbNmsXChQt5/fXXCQoKApKu2eLn58esWbOoXLky+fLlo0SJEinGPmUlm83Ggw8+yPTp0ylXrhw1a9bkjz/+YPbs2ZleZ7NmzXjooYcYO3YsR44coWPHjvj4+LBhwwb8/f15/PHHAahevTqfffYZc+fOpWzZsvj6+lK9evU015ne1zkjPv74Y/r06cP06dPTNe6oRIkS3Hnnnbz00kuEhITw6aefsnjxYl577TXnmJyhQ4fy8ccfc8cddzBmzBjCw8NZuHAhkyZNYtCgQekKcY8++iivv/4669atY9q0aRneL4fbbruN22+/neHDh3PmzBmaNGnCn3/+yYsvvkitWrV46KGHMr3uG2ncuDEFCxZk4MCBvPjii3h5eTFr1qxU4TK7VK9enWXLlvHtt98SEhJC/vz5nV/8V+vZsyfvv/8+vXr1Yu/evVSvXp2VK1cybtw4OnTowK233prh7VeuXJkHH3yQiRMn4uXlxa233sqWLVt48803U3V1jRkzhsWLF9O4cWOGDBlCxYoVuXTpEnv37mXRokVMmTKF0NBQevXqxVtvvcWDDz7I2LFjKV++PN9//z0//vgjkL6urm7dujFr1iw6dOjAE088Qf369fHy8iI6OpqlS5dy1113cffdd1O6dGnGjBnDyJEj2b17N+3ataNgwYIcOXKEP/74g4CAAEaPHn3N7XzxxRf07duXiIgIBgwYkOqMV61atZzB+emnn+aTTz5xfmZ8fHx49dVXuXTpUp65gnyuZulwcMlxly5dMgMHDjQ1atQwgYGBxs/Pz1SsWNG8+OKLKWbeXGv2SXh4uLnjjjtSLQfMY489lmLZr7/+alq3bm0CAgKMn5+fadiwofn2229TPXfz5s2mU6dOJigoyHh7e5uaNWumOUtszpw5plKlSsbLyyvFjKa0ZpsZk/7ZPtd6fkxMjOnXr58JDg42AQEBplOnTmbv3r3XnK127NixFM93zCLas2ePc1lCQoJ56623TLVq1Yy3t7cJCgoyjRo1SvG67N2717Rt29bkz5/fAM4ZR9eaQZee1/laM5ocM8GWLl2aqm16p/LfcccdZt68eaZq1arG29vblC5d2kyYMCFV23379pnu3bubwoULGy8vL1OxYkXzxhtvmISEhBTtrn59k2vZsqUpVKhQiqnVDhk5DhcvXjTDhw834eHhxsvLy4SEhJhBgwaZU6dOpbl/V0vr/e44PskvYZDWe3DVqlWmUaNGxt/f3xQtWtT069fPrF+/PtVrnh2z1TZu3GiaNGli/P39DZDmrMjkTpw4YQYOHGhCQkKMp6enCQ8PN88++2yKyx0Yk/7ZasYYc/nyZfPUU0+ZYsWKGV9fX9OwYUMTFRVlwsPDU82kO3bsmBkyZIgpU6aM8fLyMoUKFTJ16tQxI0eONOfOnXO2279/v7nnnntMvnz5TP78+c29995rFi1aZADz9ddfp3hN0vqsG5M0pf7NN980NWvWNL6+viZfvnymUqVKZsCAAWbHjh0p2i5YsMC0atXKBAYGGh8fHxMeHm7uu+8+8/PPP1933x2z5a71k/w9aowxO3fuNJ07dzaBgYHG39/ftGnTxqxbty4dr7LcLJsxxuRIChORPKd06dJUq1bNeVHE7HT06FHCw8N5/PHHdXsKuaFx48bx/PPPs3///my/SrnkPepWE5FcLTo6mt27d/PGG2/g4eHBE088YXVJksu89957AFSqVIm4uDiWLFnCO++8w4MPPqhgJJmicCQiudq0adMYM2YMpUuXZtasWSlmOYlA0vT8t956i71793L58mXCwsIYPnw4zz//vNWliYtSt5qIiIhIMpZP5V+xYgWdOnWiRIkS2Gy2VNNG07J8+XLq1KnjvMnllClTsr9QERERcQuWh6Pz589Ts2ZNZ5/xjezZs4cOHTrQrFkzNmzYwHPPPceQIUP48ssvs7lSERERcQe5qlvNZrMxf/58OnfufM02w4cP55tvvklxD6KBAweyadOmdN+HS0RERORaXG5AdlRUFG3btk2x7PbbbycyMpK4uLg078Nz+fLlFLeBSExM5OTJkxQuXFg37xMREXERxhjOnj1LiRIlMnQvu4xyuXB0+PDhVDcUDA4OJj4+nuPHj6d5z6rx48df96qlIiIi4joOHDiQrZdpcLlwBKlvHOjoGbzWWaBnn32WYcOGOX+PiYkhLCyMAwcOpLpkvYi4kH//hV27oFw5uN4U//S2E5Fc7cyZM5QqVcp5M+Ds4nLhqHjx4qnutnz06FE8PT2dd3y+mo+PT6obPQIEBgYqHIm4qshIeOQRSEwEDw/44APo2zfz7UTEZWT3kBjLZ6tlVKNGjVi8eHGKZT/99BN169ZNc7yRiORB0dH/BR5I+u+AARAdTVxcHCdPniQhIeG67URErsXycHTu3Dk2btzIxo0bgaSp+hs3bmT//v1AUpdY8juDDxw4kH379jFs2DC2bdvG9OnTiYyM5Omnn7aifBGxwo4d/wWeK5YlJNDunnvIly8fhQsXpmDBgvTo3Zu/r2pHQgLs3JmDxYqIq7F8Kv+yZcto1apVquW9evVi5syZ9O7dm71797Js2TLnY8uXL2fo0KFs3bqVEiVKMHz4cAYOHJjubZ45c4agoCBiYmLUrSbiiqKjITwcEhNJAIYC716jqRfwNjDIscBuh717QffcEnE5OfX9bXk4soLCkUgeEBlJwiOP8EBiIl9cWTRgwACefPJJypQpw4YNGxgzZgzff/89AOOAZ+12mDpVY45EXFROfX9b3q0mIpIpffvyvz59+ALw9vZm3rx5TJkyhUqVKuHj40PDhg1ZuHAhY8aMAeA5YO477ygYicgNKRyJiEtauHAhb02bBsAnn3zCvffem6qNzWZj1KhRPPPMMwD0Gz6cv//+O0frFBHXo3AkIi7n2LFj9OnTB4ChQ4fSpUuX67Z/5ZVXaNWqFefOnaNXr14kXj1IW0QkGYUjEXE5I0eO5OjRo1SrVo1x48bdsL2npyeffvop+fPn548//iAyMjIHqhQRV6VwJCIuZdOmTUy70p02efJkfH190/W8EiVKOMcfDR8+nFOnTmVbjSLi2hSORMSl/O9//8MYQ5cuXWjatGmGnjt48GCqVq3KqVOnmDBhQjZVKCKuTuFIRFzG6tWrWbx4MZ6enrz66qsZfr6np6fz7NHbb7/NyZMns7pEEckDFI5ExGWMHz8egAcffJAyZcpkah2dO3emZs2anD17VmePRCRNCkci4hK2bNnCN998g81mY8SIEZlej4eHB6NGjQJgypQpXLx4MatKFJE8QuFIRFzCe++9B8A999xDxYoVb2pdnTt3pnTp0pw4cYJZs2ZlRXkikocoHIlIrhcTE8Onn34KwOOPP37T67Pb7QwePBhIGnvkhndREpHrUDgSkVzv448/5vz581StWpXmzZtnyTr79u1LQEAAW7ZsYdWqVVmyThHJGxSORCRXM8YwdepUAB599FFsNluWrLdAgQLOK2vPnDkzS9YpInmDwpGI5GobN25k69at+Pj40L179yxdd+/evQGYO3cu58+fz9J1i4jrUjgSkVztk08+AeDOO++kQIECWbrupk2bUrZsWc6ePcv8+fOzdN0i4roUjkQk14qPj2f27NkAPPTQQ1m+fg8PD3r16gWoa01E/qNwJCK51s8//8yRI0coUqQI7dq1y5ZtOMLRL7/8QnR0dLZsQ0Rci8KRiORaji61bt264eXllS3bCA8Pd96j7auvvsqWbYiIa1E4EpFc6dKlS3zzzTcA9OjRI1u3dd999wEwb968bN2OiLgGhSMRyZV++eUXzp07R8mSJalfv362buuee+4BYOXKlRw6dChbtyUiuZ/CkYjkSo4urs6dO+Phkb1/qkqVKkXDhg0xxmjWmogoHIlI7hMfH+/sUnOc1clu6loTEQeFIxHJdVbOn8/x48cpVKBAlt0u5EbuvfdeAJYvX86x+fNBM9dE3JbCkYjkLpGRzL9yW487T5/G86OPcmSzpUuXJqJUKRITE/nhnnsgPBwiI3Nk2yKSuygciUjuER2N6d+fb6782hlgwICcOYsTHc0dBw4AsBAgMTHnti0iuYrCkYjkHjt2sN0Y9gLewK0ACQmwc2eObPuOK//7AxCXk9sWkVxF4UhEco8KFfjBZgOgORAAYLdD+fI5su36NhtFgBhgVU5uW0RyFYUjEck9QkP5vkoVANpDUjiZOhVCQ3Nk2/YPP6T9lXC20GbLuW2LSK6icCQiucaFCxdYfqUbq92MGbB3L/Ttm3MF9O3LHe+9B8B35cvn7LZFJNdQOBKRXGPZsmVcvnyZsLAwKvfqZclZm9u7d8dut7Ntxw727duX49sXEespHIlIrvH9998D0L59e2xXurdyWoECBZy3K/n5558tqUFErKVwJCK5RvJwZKVbb70VUDgScVcKRyKSK+zcuZNdu3bh5eVF69atLa3FEY5++eUXEhMTLa1FRHKewpGI5AqOszSNGzcmf/78ltbSsGFDAgICOHbsGJs3b7a0FhHJeQpHIpIrLFmyBIA2bdpYXAl4e3vTokULQF1rIu5I4UhELJeYmMiyZcsAaNWqlbXFXKFxRyLuS+FIRCy3detWjh07hr+/v3OmmNUc4WjFihVcvnzZ4mpEJCcpHImI5ZYuXQpA06ZN8fb2triaJNWqVaNYsWJcuHCB1atXW12OiOQghSMRsZxjvJHVs9SSs9ls6loTcVMKRyJiqYSEBJYvXw7knvFGDo56HPWJiHtQOBIRS23cuJHTp08TGBhI7dq1rS4nBceMtd9//51Lly5ZXI2I5BSFIxGxlGO8UfPmzfH09LS4mpTKly9P8eLFiY2N5Y8//rC6HBHJIQpHImIpRzjKTeONHGw2G82bNwfUtSbiThSORMQyCQkJ/PbbbwDOEJLbOOpasWKFxZWISE5ROBIRy2zdupWYmBjy5ctHzZo1rS4nTY5xR6tWrSIuLs7iakQkJygciYhlVq5cCUCjRo1y3XgjhypVqlCoUCEuXLjAunXrrC5HRHKAwpGIWMYRjpo2bWpxJdfm4eFBs2bNAHWtibgLhSMRsYwrhCP4r2tN4UjEPSgciYgl9u/fz4EDB7Db7TRo0MDqcq7LMSj7119/JSEhweJqRCS7KRyJiCUcZ41q165NQECAxdVcX82aNcmXLx9nzpxh69atVpcjItlM4UhELOEqXWoAnp6ezrNbUVFRFlcjItlN4UhELOFK4QigcePGQNKUfhHJ2xSORCTHnTp1ii1btgDQpEkTi6tJH4UjEfehcCQiOS4qKgpjDBUqVCA4ONjqctKlYcOGAOzcuZOjR49aXI2IZCeFIxHJcY4uNcf1g1xBgQIFqFq1KqBxRyJ5ncKRiOQ4x/3UXKVLzaFRo0aAutZE8jqFIxHJUfHx8axZswb4L2y4Cse4I505EsnbFI5EJEdt3ryZixcvEhQURMWKFa0uJ0Mc4WjNmjXExsZaXI2IZBeFIxHJUatXrwagQYMGeHi41p+gW265hUKFCnHp0iU2btxodTkikk1c6y+TiLg8RzhyzP5yJTabTVP6RdyAwpGI5Kjff/8dcM1wBLrekYg7UDgSkRxz8uRJtm/fDkD9+vUtriZzHOHIMeNORPIehSMRyTF//PEHABUqVKBw4cIWV5M59erVw263c/DgQaKjo60uR0SyQa4IR5MmTaJMmTL4+vpSp04dfv311+u2nzVrFjVr1sTf35+QkBAefvhhTpw4kUPVikhmufJ4Iwd/f3+qV68O/Bf2RCRvsTwczZ07lyeffJKRI0eyYcMGmjVrRvv27dm/f3+a7VeuXEnPnj3p27cvW7du5YsvvmDNmjX069cvhysXkYzKC+EI/usSVDgSyZssD0cTJkygb9++9OvXj8qVKzNx4kRKlSrF5MmT02y/evVqSpcuzZAhQyhTpgxNmzZlwIABrF27NocrF5GMSExMdPnB2A6OcOTYHxHJWywNR7Gxsaxbt462bdumWN62bdtrzgRp3Lgx0dHRLFq0CGMMR44cYd68edxxxx3X3M7ly5c5c+ZMih8RyVn//PMPp0+fxs/Hh+oFC1pdzk1xhKO1v/9Owr59FlcjIlnN0nB0/PhxEhISUt2VOzg4mMOHD6f5nMaNGzNr1iy6du2Kt7c3xYsXp0CBArz77rvX3M748eMJCgpy/pQqVSpL90NEbmz1668DUOfyZbzKl4fISIsryrwqq1cTAJy7eJG/y5Rx6X0RkdQs71aDpAurJWeMSbXM4a+//mLIkCG88MILrFu3jh9++IE9e/YwcODAa67/2WefJSYmxvlz4MCBLK1fRG4gOprVM2YA0BAgMREGDABXnO0VHY194EDqXvn1d2Ncd19EJE2eVm68SJEi2O32VGeJjh49mupsksP48eNp0qQJ//vf/wCoUaMGAQEBNGvWjLFjxxISEpLqOT4+Pvj4+GT9DohI+uzYgWN0jnO0UUIC7NwJoaEWFZVJO3ZAYiL1geXAH0AfV90XEUmTpWeOvL29qVOnDosXL06xfPHixc4LrV3twoULqe7HZLfbgaQzTiKS+5wvWZI/r/y/MxzZ7VC+vEUV3YQKFcDDA8clLP8A190XEUmT5d1qw4YNY9q0aUyfPp1t27YxdOhQ9u/f7+wme/bZZ+nZs6ezfadOnfjqq6+YPHkyu3fv5rfffmPIkCHUr1+fEiVKWLUbInId6w4fJhEoeeUHux2mTnXNMy2hofDBBzS48o+0P4EL77zjmvsiImmytFsNoGvXrpw4cYIxY8Zw6NAhqlWrxqJFiwgPDwfg0KFDKa551Lt3b86ePct7773HU089RYECBWjdujWvvfaaVbsgIjewZs0aAOq3awfDhyedZXHlMNG3L6Ft21I8IoLDJ0+yoWZNmlhdk4hkGZtxw76oM2fOEBQURExMDIGBgVaXI5LnPfDAA3z22We88sorPPfcc1aXk2XuuusuvvnmGyZMmMDQoUOtLkckz8up72/Lu9VEJO9znDmqV6+exZVkrQYNGgC6GKRIXqNwJCLZ6tSpU+zatQuAOnXqWFxN1tJtRETyJoUjEclWjlv7lCtXjkKFCllcTdaqWzfpakd79uzh2LFjFlcjIllF4UhEspUjHDmCRF5SoEABKlasCOjskUheonAkItkqr443cnCMO1I4Esk7FI5EJFs5wlFePHMEGnckkhcpHIlItjl8+DDR0dHYbDZq165tdTnZInk4csMro4jkSQpHIpJtHOONKlWqRP78+S2uJnvUrFkTb29vTp48yZ49e6wuR0SygMKRiGQbRzjKq+ONIOkekTVq1AD+218RcW0KRyKSbfL6eCMHx/4pHInkDQpHIpItjDFuceYIFI5E8hqFIxHJFgcOHODo0aN4enpSs2ZNq8vJVo5wtG7dOhITEy2uRkRulsKRiGQLx1mUatWq4efnZ3E12atKlSr4+vpy5swZdu7caXU5InKTFI5EJFu4y3gjAC8vLyIiIgB1rYnkBQpHIpIt3GW8kYPGHYnkHQpHIpLlkg/GdoczR6BwJJKXKByJSJbbtWsXp0+fxsfHh2rVqlldTo5whKP169eTkJBgcTUicjMUjkQkyznGGzmuHu0OKlWqhL+/P+fPn2f79u1WlyMiN0HhSESynLuNNwKw2+3O+8epa03EtSkciUiWc6eZaslp3JFI3qBwJCJZKiEhgfXr1wPudeYIFI5E8gqFIxHJUn///Tfnz58nICCASpUqWV1OjnKEow0bNhAfH29xNSKSWQpHIpKlHGdNateujd1ut7ianFWhQgUCAwO5dOkSf/31l9XliEgmKRyJSJZy1/FGAB4eHtSpUwdQ15qIK1M4EpEs5Y4z1ZLTuCMR16dwJCJZJjY2lo0bNwIKRwpHIq5L4UhEsszWrVu5fPkyBQoUoFy5claXYwlHONq0aROxsbEWVyMimaFwJCJZJvl4I5vNZnE11ihTpgwFCxYkNjaWLVu2WF2OiGSCwpGIZBl3HoztYLPZ1LUm4uIUjkQky7j7YGwHhSMR16ZwJCJZ4uLFi2zevBlw7zNHoHAk4uoUjkQkS2zatImEhASKFi1KqVKlrC7HUo5wtHnzZi5dumRxNSKSUQpHIpIlknepuetgbIdSpUpRtGhR4uPj+fPPP60uR0QySOFIRLKEIxy5e5caaFC2iKtTOBKRLOGYqebug7EdFI5EXJfCkYjctHPnzrFt2zYA573F3J3CkYjrUjgSkZu2YcMGjDGULFmSkJAQq8vJFRzhaOvWrVy4cMHiakQkIxSOROSmqUsttRIlShASEkJiYqLzfnMi4hoUjkTkpmkwdtrUtSbimhSOROSmKRylTeFIxDUpHInITTl9+jQ7duwANBj7ao5w5Oh2FBHXoHAkIjdl3bp1AJQJCaGIrgadgiMcbd++nbN//21xNSKSXgpHInJT1k6eDEDdQ4cgPBwiIy2uKPco9u23hAHGGNZVqaLXRsRFKByJSOZFR7P2yy8BqAuQmAgDBkB0tKVl5QrR0fDIIzjm760xRq+NiItQOBKRzNuxA8doGuck/oQE2LnTooJykR07IDHxv3AEem1EXITCkYhk2rFChdh35f9rOxba7VC+vEUV5SIVKoCHR8pwpNdGxCUoHIlIpq07dAiAW4AgSPrynzoVQkOtLCt3CA2FDz6gtkfSn9m9wLE339RrI+ICFI5EJNMc1++pd/fdsHQp7N0LfftaW1Ru0rcvBfbt45ZSpQBYV6mSxQWJSHooHIlIpjmu31O3eXNo2VJnRdISGkq95s0BXe9IxFUoHIlIpunK2OnjuOecwpGIa1A4EpFMOXjwIAcPHsTDw4NatWpZXU6uljwcGWMsrkZEbkThSEQyxXHWqEqVKgQEBFhcTe4WERGB3W7n8OHD/Pvvv1aXIyI3oHAkIpmiLrX08/f3p2rVqoC61kRcgcKRiGSKwlHGaNyRiOtQOBKRDDPG/DeNv169G7QWUDgScSUKRyKSYfv37+fYsWN4enpSo0YNq8txCY5wtHbtWg3KFsnlFI5EJMMcZ42qV6+Or6+vxdW4hurVq+Pj48Pp06fZtWuX1eWIyHUoHIlIhqlLLeO8vLyIiIgA1LUmktspHIlIhjmvjK3B2BmicUcirkHhSEQyJPlgbIWjjHG8XgpHIrmbwpGIZMjOnTuJiYnBx8eHatWqWV2OS3GcOVq/fj3x8fEWVyMi16JwJCIZ8vvvvwNQu3ZtvLy8LK7GtVSsWJF8+fJx4cIFtm3bZnU5InINCkcikiF//PEHAPXr17e4Etdjt9upU6cOoK41kdwsV4SjSZMmUaZMGXx9falTpw6//vrrddtfvnyZkSNHEh4ejo+PD+XKlWP69Ok5VK2Ie3OcOWrQoIHFlbim5Nc7EpHcydPqAubOncuTTz7JpEmTaNKkCVOnTqV9+/b89ddfhIWFpfmcLl26cOTIESIjIylfvjxHjx5V/71IDrh8+TIbN24EFI4ySzPWRHI/m7H4Uq0NGjSgdu3aTJ482bmscuXKdO7cmfHjx6dq/8MPP9CtWzd2795NoUKFMrXNM2fOEBQURExMDIGBgZmuXcTd/PHHHzRo0IAiRYpw9OhRbDab1SW5nD179lC2bFm8vLw4e/YsPj4+Vpck4jJy6vvb0m612NhY1q1bR9u2bVMsb9u2LatWrUrzOd988w1169bl9ddfp2TJktxyyy08/fTTXLx48ZrbuXz5MmfOnEnxIyIZ5+hSq1+/voJRJpUuXZrChQsTFxfHn3/+aXU5IpIGS8PR8ePHSUhIIDg4OMXy4OBgDh8+nOZzdu/ezcqVK9myZQvz589n4sSJzJs3j8cee+ya2xk/fjxBQUHOn1KlSmXpfoi4Cw3Gvnk2m815vSPH6ykiuUuuGJB99b9AjTHX/FdpYmIiNpuNWbNmUb9+fTp06MCECROYOXPmNc8ePfvss8TExDh/Dhw4kOX7IOIONBg7azRs2BD47/UUkdzF0gHZRYoUwW63pzpLdPTo0VRnkxxCQkIoWbIkQUFBzmWVK1fGGEN0dDQVKlRI9RwfHx/164vcpJMnT7Jjxw5AZ45uliNcrl692uJKRCQtlp458vb2pk6dOixevDjF8sWLF9O4ceM0n9OkSRMOHjzIuXPnnMv++ecfPDw8CA0NzdZ6RdyZY3ZV+fLlMz0ZQpI4wuWOHTs4ceKExdWIyNUs71YbNmwY06ZNY/r06Wzbto2hQ4eyf/9+Bg4cCCR1ifXs2dPZvnv37hQuXJiHH36Yv/76ixUrVvC///2PPn364OfnZ9VuiOR56lLLOoULF+aWW24BNO5IJDeyPBx17dqViRMnMmbMGCIiIlixYgWLFi0iPDwcgEOHDrF//35n+3z58rF48WJOnz5N3bp16dGjB506deKdd96xahdE3ILCUdZyjDtS15pI7mP5dY6soOsciWSMMYZixYpx/PhxVq9erYCUBSZPnsyjjz5K27Zt+fHHH60uR8QluMV1jkTENezZs4fjx4/j7e1NRESE1eXkCclnrCUmJlpcjYgkp3AkIjfk6FKLiIjQzM8sUr16dfz8/IiJiWH79u1WlyMiySgcicgN6eKPWc/T09N5nzWNOxLJXRSOROSGNBg7e+h6RyK5k8KRiFxXbGws69evBxSOspqulC2SOykcich1bdq0icuXL1OwYEHKly9vdTl5iiMcbd68OcWFbUXEWgpHInJdq1atAqBx48bXvOehZE6JEiUoVaoUiYmJrF271upyROQKhSMRua7k4Uiyni4GKZL7KByJyHUpHGUvhSOR3EfhSESu6cCBA0RHR2O3253TziVrJQ9HbnjDApFcSeFIRK7JcdYoIiKCgIAAi6vJm2rVqoWXlxdHjhxh3759VpcjIigcich1rPrpJwAa16hhcSV5l5+fn/OWLKsjIyE62tqCREThSESuITKSVdOnA9B45kyIjLS2njys0ZUbaP42diyEh+u1FrGYzbhhJ3dO3dVXxGVFR3M+LIwgY0gA9gFhdjvs3QuhoRYXl8dER/NFWBhdjCEC2ACg11okTTn1/a0zRyKS2o4drL0SjEoCpQASEmDnTmvryot27KDJlX+j/gmcAb3WIhZTOBKR1CpUYNWVCz42BmyQdDZDV8jOehUqUMLDgzJAIrAa9FqLWEzhSERSCw1lVfXqQFI4wm6HqVPVzZMdQkPhgw9oeiWMrrTZ9FqLWEzhSERSMcaw6sqsqcaTJiWNf+nb19qi8rK+fWkybhwAKxs10mstYjGFIxFJ5Z9//uHkyZP4+voS0bevzmLkgKadOgHw+8aNxMXFWVyNiHtTOBKRVBwXf6xXrx7e3t4WV+MeKleuTMGCBblw4QIbN260uhwRt6ZwJCKprFy5EoBGjRpZXIn78PDwcN6/zvH6i4g1FI5EJJVff/0VgObNm1tciXtp2rQpAL/99pvFlYi4N4UjEUnh0KFD7NixA5vNRpMmTawux604wtHKlSt1E1oRCykciUgKjrNGNWvWpECBAtYW42bq1q2Lt7c3R44cYdeuXVaXI+K2FI5EJIUVK1YA6lKzgq+vL3Xr1gU07kjESgpHIpKCwpG1NO5IxHo3FY6OHj3K4cOHs6oWEbHYyZMn2bx5MwDNmjWzuBr35Bjn5ejeFJGcl6lw9Oeff1K1alVCQkIoWbIkJUuW5Pnnn+f8+fNZXZ+I5CBHV06lSpUoVqyYxdW4p6ZNm2Kz2di+fTuHDh2yuhwRt5SpcNS3b1+Cg4NZuXIlGzZsYOzYsXz//ffUrVuXU6dOZXWNIpJD1KVmvUKFClGzZk0Ali9fbnE1Iu4pU+Hor7/+YtKkSTRq1IgaNWrw8MMPs3btWqpWrcrjjz+e1TWKSA5ROModWrZsCcCyZcssrUPEXWUqHKV1hshmszFu3Di+/vrrLClMRHLW2bNnWb9+PaBwZDWFIxFreaa34R133EHNmjWJiIhg4MCBDB06lK+//prg4GBnm5iYGAoWLJgthYpI9oqKiiIhIYHSpUtTqlQpq8txa82bN08x7igkJMTqkkTcSrrDUfXq1Vm/fj0zZszgyJEjAJQtW5YuXboQERFBQkICM2bM4K233sq2YkUk+zjGt2iWmvUKFixIREQEGzZsYPny5XTr1s3qkkTcSrrD0auvvur8/yNHjrBhwwY2btzIxo0bmTx5Mjt37sRutzN69GjuvffebClWRLLPkiVLAGjVqpXFlQgkda1t2LCBpUuXKhyJ5LB0h6PkgoODadeuHe3atXMuu3jxIps2bWLTpk1ZVpyI5IwzZ86wZs0aANq0aWNxNQJJ4eitt97SuCMRC2QqHKXFz8+Phg0b0rBhw6xapYjkkBUrVpCQkED58uUJCwuzuhzhv3FH//zzDwcPHqREiRJWlyTiNnT7EBHhl19+AaB169YWVyIOBQoUoFatWoCudySS0xSORMQZjtSllrtoSr+INRSORNzc0aNHnfdT02Ds3MURjhyD5UUkZygcibi5pUuXAlCjRg2KFi1qcTWSXIsWLbDb7ezcuZM9e/ZYXY6I21A4EnFz6lLLvQIDA52TXBYvXmxxNSLuQ+FIxM0pHOVubdu2BRSORHKSwpGIG9u7dy+7d+/Gbrfryti51G233QYkhdiEhASLqxFxDwpHIm7MMdC3fv36BAYGWlyNpKVevXoEBQVx6tQp1q1bZ3U5Im5B4UjEjf3000+AutRyM09PT+f1p9S1JpIzFI5E3FR8fLwzHLVv397iauR6HF1rjuMlItlL4UjETa1Zs4ZTp05RoEAB6tevb3U5ch2OQdlRUVGcO3fO4mpE8j6FIxE39f333wNJX7yenll2m0XJBuXKlaNMmTLExcXpViIiOUDhSMQdRUfzw+efA9CuXTuLi5H0cJw9+umrr2DpUoiOtrgikbxL4UjE3URGciwsjLXbtwPQ7uRJiwuS9HCMO/px+nRo3RrCwyEy0uKqRPImhSMRdxIdDY88wk/GYICaQMjw4ToL4QJurVwZT2A7sBMgMREGDNCxE8kGCkci7mTHDkhM5Psrv7YDSEiAnTstLErSI+jIEZpf+f+FjoU6diLZQuFIxJ1UqECizcaPV35tD2C3Q/nyFhYl6VKhAh1tNgC+cyzTsRPJFgpHIu4kNJT1I0dyHMgPNPbwgKlTITTU6srkRkJDuePllwFYDpzVsRPJNgpHIm5mkZcXAG2aNsVr3z7o29fiiiS9bhk5kgplyhAHLJ4yRcdOJJsoHIm4mW+++QaAjr1766yDC+rYuTMA30VFWVuISB6mcCTiRqKjo1m3bh02m42OHTtaXY5kguO4LVy4kMTERIurEcmbFI5E3IjjrFGjRo0IDg62uBrJjKZNmxIYGMjRo0dZu3at1eWI5EkKRyJuxBGO7rrrLosrkczy9vZ2Xi37u+++u0FrEckMhSMRN3HmzBmWLFkCKBy5OkfXmiPsikjWUjgScRM//vgjcXFx3HLLLVSsWNHqcuQm3HHHHdjtdjZt2sTu3butLkckz1E4EnETX3/9NaCzRnlBkSJFaNGiBQBfffWVxdWI5D0KRyJuIDY2loULk246oXCUN9x7770AfPnllxZXIpL35IpwNGnSJMqUKYOvry916tTh119/TdfzfvvtNzw9PYmIiMjeAkVc3C+//MLp06cpXrw4DRs2tLocyQKdr1zvaPXq1fz777/WFiOSx1gejubOncuTTz7JyJEj2bBhA82aNaN9+/bs37//us+LiYmhZ8+etGnTJocqFXFdX3zxBZB0tsFut1tcjWSFEiVK0LhxYwDmz59vcTUieYvl4WjChAn07duXfv36UblyZSZOnEipUqWYPHnydZ83YMAAunfvTqNGjXKoUhHXFBsby4IFCwC4//77rS1GspS61kSyh6XhKDY2lnXr1jmv2eHQtm1bVq1adc3nzZgxg127dvHiiy+mazuXL1/mzJkzKX5E3MUvv/zCqVOnCA4OpmnTplaXI1no7rvvBmDFihUcO3bM4mpE8g5Lw9Hx48dJSEhIdaXe4OBgDh8+nOZzduzYwYgRI5g1axaenp7p2s748eMJCgpy/pQqVeqmaxdxFY4utfvuu09danlMmTJlqF27NomJiTp7JJKFLO9WA7DZbCl+N8akWgaQkJBA9+7dGT16NLfccku61//ss88SExPj/Dlw4MBN1yziCmJjY53jUdSlljc98MADAMyZM8fiSkTyDkvDUZEiRbDb7anOEh09ejTN+z6dPXuWtWvXMnjwYDw9PfH09GTMmDFs2rQJT09P59V/r+bj40NgYGCKHxF34Jilpi61vKtr165AUtea/uEnkjUsDUfe3t7UqVOHxYsXp1i+ePFi5yyM5AIDA9m8eTMbN250/gwcOJCKFSuyceNGGjRokFOli7iE2bNnA+pSy8tKlSpF8+bNAfjss88srkYkb7C8W23YsGFMmzaN6dOns23bNoYOHcr+/fsZOHAgkNQl1rNnTwA8PDyoVq1aip9ixYrh6+tLtWrVCAgIsHJXRHKVc+fOOa+e/OCDD1pcjWSn7t27A+paE8kqloejrl27MnHiRMaMGUNERAQrVqxg0aJFhIeHA3Do0KEbXvNIRFKbP38+Fy5coEKFCjqrmsfdd999eHp6smHDBrZt22Z1OSIuz2aMMVYXkdPOnDlDUFAQMTExGn8keVbbtm1ZvHgxo0eP5oUXXrC6HMlmHTt2ZOHChYwaNYoxY8ZYXY5Itsip72/LzxyJSNY7ePAgv/zyCwA9evSwuBrJCY6utU8++YTExESLqxFxbQpHInnQnDlzSExMpHHjxpQrV87qciQHdO7cmcDAQPbu3cvy5cutLkfEpSkcieQxxhg++eQTAB566CGLq5Gc4u/vT7du3QCYPn26xdWIuDaFI5E8Zt26dWzatAlvb2+6dOlidTmSg/r06QMk3WstJibG4mpEXJfCkUheEh3Nh6NHA0k3JS1UqJDFBUlOql+/PlWqVOHixYvMnTIFli6F6GiryxJxOQpHInlFZCTnwsKY/d13APQvWdLigiSn2Ww2Hn74YQCmjxgBrVtDeDhERlpcmYhr0VR+TeWXvCA6GsLDiUxMpB9QHvjHwwPbvn0QGmp1dZKDjmzYQMnatUkAtgBVAex22LtX7wVxeZrKLyLpt2MHJCby4ZVf+wG2xETYudPKqsQCwadPc+eV/5/sWJiQoPeCSAYoHInkBRUqsNlm43fAE+gNSWcLype3tCyxQIUKPGqzAfAxcBb0XhDJIIUjkbwgNJRJV24+eicQbLfD1KnqRnFHoaG0njqVW0gKRrNsNr0XRDJI4UgkDzh16hQfr1kDwONvvZU0vqRvX2uLEst49O/Poy+9BMD7t9yCuTLFX0TSR+FIJA+YPn06Fy5coHr16rR44gmdJRB6PfEE/v7+bNm+nZUrV1pdjohLUTgScXEJCQm89957AAwZMgTblfEm4t4KFCjgvK/eu+++a3E1Iq5F4UjExX333Xfs3buXQoUKOW8+KgIwePBgIOmK2Xv27LG4GhHXoXAk4uLefvttAPr374+/v7/F1UhuUqNGDdq2bUtiYiITJ060uhwRl6FwJOLC1q1bx9KlS7Hb7Tz66KNWlyO50NNPPw3AtGnTOHnypMXViLgGhSMRF/baa68B8MADDxAWFmZxNZIb3XrrrURERHDhwgUmT5584yeIiMKRiKvasWMH8+bNA+CZZ56xuBrJrWw2m/Ps0bvvvsulS5csrkgk91M4EnFRb7zxBsYY7rjjDqpXr251OZKLdenShVKlSnHkyBE+/fRTq8sRyfUUjkRc0KFDh/joo48AGDFihMXVSG7n5eXFk08+CcCrr75KfHy8tQWJ5HIKRyIu6I033iA2NpbGjRvTtGlTq8sRFzBgwACKFCnCrl27mDVrltXliORqCkciLubgwYPOgbUvvPCCxdWIqwgICHCOTXv55Zd19kjkOhSORFzMq6++yqVLl2jSpAlt27a1uhxxIY8++ihFixZl165dGnskch0KRyIu5MCBA0ydOhWAMWPG6FYhkiHJzx6NHTtWZ49ErkHhSMSFjBs3jtjYWFq0aEGrVq2sLkdc0KBBg5xnjz755BOryxHJlRSORFzE3r17iYyMBHTWSDIv+dmjl156Sdc9EkmDwpGIixg1ahRxcXHceuutNG/e3OpyxIU99thjhIaGsn//ft577z2ryxHJdRSORHK76GjWTZ3qHED76quvWlyQuDo/Pz9efvllAF4ZO5aTX38N0dEWVyWSeygcieRmkZGYsDCeHjgQgAcbNqROnToWFyV5wUMPPUT1kiU5HRPD+M6dITwcrnTbirg7mzHGWF1ETjtz5gxBQUHExMQQGBhodTkiaYuOhvBwvk1M5E7AB/jHw4OwffsgNNTq6sTVRUfzQ1gY7Y3BG9gOlLbbYe9evb8k18qp72+dORLJrXbsID4xEcctZYcCYYmJsHOnlVVJXrFjB7cbQxsgFngWICFB7y8RFI5Ecq8KFZhss/E3UAQYAWC3Q/ny1tYleUOFCtg8PHgDsAGfASs8PPT+EkHhSCTXOuLlxShfXwBeBoLsdpg6VV0ekjVCQ+GDD6hltzPgyqLBISHEFy9uaVkiuYHCkUguNWLECGIuXqR29er0//nnpLEgfftaXZbkJX37wt69jF2wgEIFCrD533+d9+0TcWcakK0B2ZILrVq1iiZNmgAQFRVFw4YNLa5I8ropU6YwaNAgChQowPbt2ylWrJjVJYmkogHZIm4qISGBxx57DIA+ffooGEmO6N+/P7Vq1eL06dM899xzVpcjYimFI5FcZsqUKWzcuJECBQrogo+SY+x2u/Nq2ZGRkaxatcriikSso3AkkoscPHjQ+a/2V155haJFi1pckbiTxo0b06dPHyDpTNLly5ctrkjEGgpHIrnI4MGDOXPmDPXq1WPAgAE3foJIFnvjjTcoVqwYf/31F6+//rrV5YhYQuFIJJf48ssvmT9/Pp6enkybNg273W51SeKGChUqxNtvvw3A2LFj+fvvvy2uSCTnKRyJ5AKnTp1i8ODBQNIU/ho1alhckbizrl270qFDB2JjY3nkkUdITEy0uiSRHKVwJJILPPPMMxw+fJiKFSsycuRIq8sRN2ez2Zg0aRIBAQH8+uuvTJs2zeqSRHKUwpGIxZYuXer88vnwww/xvXJVbBErhYeHM3bsWCApvEdHR1tckUjOUTgSsdC5c+fo378/AAMHDqRZs2YWVyTyn8cff5z69esTExND//79ccNrBoubUjgSsdDw4cPZtWsXpUqV0jWNJNex2+3MnDkTHx8ffvjhByIjI60uSSRHKByJWGTx4sVMmjQJgOnTpxMUFGRxRSKpVa5cmVdeeQWAYcOGsW/fPosrEsl+CkciFoiJiaFPr14APNarF7feeqvFFYlc25NPPkmTevU4e/YsfXr00Ow1yfMUjkQs8GSHDkQfOkQ54LWPPwZ1V0guZp85k5lr1+IHLPntN6b07Gl1SSLZSuFIJId9M306M1etwgZ8BAQYAwMGgGYDSW4UHQ2PPEJ5Y3jtyqL/zZrFrpUrLS1LJDspHInkoOPHj9P/6acBeBpo4nggIQF27rSqLJFr27EDrnSjPQa0Ai4ADz/2GAkJCVZWJpJtFI5EcogxhkGDBnH01CmqAGOSP2i3Q/nyFlUmch0VKoBH0leFBzAdyAf8+uefvPnmm1ZWJpJtFI5Ecsjs2bOZN28enp6efPz88/g67p1mt8PUqRAaam2BImkJDYUPPkh6nwKl7Xbe6d0bgFGjRrF+/XoLixPJHjbjhlf1OnPmDEFBQcTExBAYGGh1OeIG9uzZQ0REBGfOnGH06NG88MILSWM5du5MOmOkYCS5XbL3qylZkvvvv58vv/ySSpUqsW7dOvz9/a2uUNxATn1/KxwpHEk2i4+Pp2XLlvz22280btyY5cuX4+npaXVZIjflxIkT1KhRg4MHD/Loo4/y/vvvW12SuIGc+v5Wt5pINhs/fjy//fYb+fPn59NPP1UwkjyhcOHCzJw5E4BJkyaxcOFCawsSyUIKRyLZaPXq1YwePRpI+gIpU6aMxRWJZJ3bbruNoUOHAtCnTx+OHj1qcUUiWUPhSCSbnD17lh49epCQkMADDzxAjx49rC5JJMuNGzeO6tWrc/ToUfr27aub00qeoHAkkk2GDBnC7t27CQ8PZ9KkSdhsNqtLEslyvr6+zJo1Cx8fH7777jumTp1qdUkiN03hSCQbfP7558ycORMPDw8++eQTChQoYHVJItmmevXqvPrqq0DSzWn//vtviysSuTkKRyJZ7MCBAwwYMACA5557jmbNmllckUj2GzJkCLfeeisXL17kgQce4NKlS1aXJJJpCkciWSghIYGeXbty+vRp6kdEJF3PSMQNeHh48PHHH1O0aFE2btzI/x54QPcLFJelcCSShV697z6WRUURAMzatAmvjz+2uiSRHBMSEsJH3bsD8N6CBSwIC4PISIurEsk4XQRSF4GULPLrl1/S8r77SAQ+AnpC0i0X9u7VFbDFPURHQ3g4/0tM5E2gILDRw4Owffv0GZAs4VYXgXRc/8XX15c6derw66+/XrPtV199xW233UbRokUJDAykUaNG/PjjjzlYrUhqx48f54GBA0kkKRT1dDyQkJB0ywURd7BjByQm8gpQDzgFdE9MJH77dosLE8kYy8PR3LlzefLJJxk5ciQbNmygWbNmtG/fnv3796fZfsWKFdx2220sWrSIdevW0apVKzp16sSGDRtyuHKRJMYYevfuzb/Hj1MRSHETBbs96d5pIu6gQgXw8MAb+AwIBH4DRn/zjbV1iWSQ5d1qDRo0oHbt2kyePNm5rHLlynTu3Jnx48enax1Vq1ala9eu6R78qm41yUoTJkzgqaeewsfHhz9GjKDG2LFJZ4zsdpg6Ffr2tbpEkZwTGQkDBkBCAnNtNroZg81m4+eff6Z169ZWVycuzi261WJjY1m3bh1t27ZNsbxt27asWrUqXetITEzk7NmzFCpU6JptLl++zJkzZ1L8iGSFP/74g+HDhwMwceJEarz0UtIYo6VLk/6rYCTupm9f52eg6/799O/fH2MMPXr00O1FxGVYGo6OHz9OQkICwcHBKZYHBwdz+PDhdK3j//7v/zh//jxdunS5Zpvx48cTFBTk/ClVqtRN1S0CcPr0abp27Up8fDz333+/89pGhIZCy5YagCruK9lnYOLEiVSpUoXDhw/Ts2dPEhMTra5O5IYsH3MEpLqtgrlyGvZG5syZw0svvcTcuXMpVqzYNds9++yzxMTEOH8OHDhw0zWLezPG8PDDD7N3717KlCnDhx9+qNuDiKTB39+fuXPn4uvry48//sjLL79sdUkiN2RpOCpSpAh2uz3VWaKjR4+mOpt0tblz59K3b18+//xzbr311uu29fHxITAwMMWPyM14/fXXWbBgAd7e3sydO5egoCCrSxLJtapVq+a859ro0aP5/vvvLa5I5PosDUfe3t7UqVOHxYsXp1i+ePFiGjdufM3nzZkzh969ezN79mzuuOOO7C5TJIVffvmF5557DoB33nmHevXqWVyRSO7Xs2dPBg4c6Bx/tGfPHqtLErkmy7vVhg0bxrRp05g+fTrbtm1j6NCh7N+/n4EDBwJJXWI9ezqvGsOcOXPo2bMn//d//0fDhg05fPgwhw8fJiYmxqpdEDdy4MABunXrRmJiIr179+aRRx6xuiQRlzFx4kTq16/PqVOnuPfee7l48aLVJYmkyfJw1LVrVyZOnMiYMWOIiIhgxYoVLFq0iPDwcAAOHTqU4ppHU6dOJT4+nscee4yQkBDnzxNPPGHVLoibuLxrF/e1bcvx48epVasWkyZN0jgjkQzw8fFh3rx5FClShA0bNvBY796YJUt0DzbJdSy/zpEVdJ0jybDISAb168cUkm6JsG78eMqMGGF1VSIu6eeff+b2tm1JNIYPgP4eHvDBB7r0hdxQTn1/KxwpHMmNREczJSyMQcZgAxYC7XXPNJHMi45mfFgYzxmDF/AL0EyfKUkHt7gIpIgrWDJ3LoOv/BviZaA96J5pIjdjxw6GG8O9QBxwN7BbnynJRRSORK7jn3/+4b6XXyYB6AE853hA90wTybwKFfDw8OBjoA5wAugIxFznenUiOUnhSOQaTp06RadOnTgVE0PDsmWZ5uGBDf67Z5pO/4tkTmgofPAB/nY7XwMlgG1A12HDiI+Pt7g4EYUjkTRdunSJu+++m3/++YdSpUqxYNUqfPft0z3TRLLKlXuwlVy6lG8WLsTPz48ff/yRJ598EjccCiu5jKfVBYjkNgkJCfTo0YPly5cTGBjIt99++98V23W2SCTrhIZCaCh1gE8//ZR7772X999/n5CQEEaOHGl1deLGdOZIJBljDI899hhfffUV3t7efP3119SsWdPqskTyvHvuuYe3334bgOeff54pU6ZYXJG4M4UjkejopO6y6GhGjx7N1KlTsdlszJ49m5YtW1pdnYjbGDJkCM8//zwAjz76KF988UXSA8k+oyI5Qd1q4t4iI+GRRyAxkVdtNkZfGeswadIk7r33XouLE3E/Y8aM4fjx40yZMoUePXoQsHIlHd57DxITQReLlByii0DqIpDuKzoawsOTghHw7JXFrzzzDM+99pqVlYm4tYSEBLp3787nn3+ONzAP6OR4UBeLdGu6CKRIdtuxI1UwGgs81769hUWJiN1u59NPP+W+5s2JBe4F5jse1MUiJQcoHInbSixXjqdIGYxG6uKOIrmCl5cXcz76iG4kXUW7C/AJ6AKskiMUjsQtxcbG8uCIEUy48vvrXAlGurijSK7hWbo0n0ydyoM2G/FAT+CVTp0wJUtaXZrkcQpH4nZOnDhB+/btmTNnDp6ennw8cSL/08UdRXIlz0ce4aO9e/lf164APL9gAQMGDCAuLs7iyiQvUziSvCuN6b/r16+nTp06LFmyhICAABYuXMhDTzwBLVvqjJFILuURFsbrn33Ge++9h4eHBx9++CGtW7fm4MGDKRtqyr9kEYUjyZsiI5NmorVuDeHhmGnTmDFjBk2aNGHfvn2UK1eOqKgo2rZta3WlIpJOjz32GAsWLCAwMJCVK1dSq1Ytli5dmvTgVZ95IiOtLVZcmqbyayp/3pNsij7AUWAg/8126dixI5988gkFChSwqEARuRk7duzgvvvu488//8TDw4OnBwxg9JQp+Cb/OtOU/zxJU/lFMuvKFH0DfAFUJSkYeXl68sorr/D1118rGIm4sAoVKhAVFcXDDz9MYmIir0+eTIQxRCVvpCn/chMUjiTvqVCBzTYbt5I0/fc4UB3447vveO655/Dw0NtexNX5+/szffp0vv76a4oXK8Z2oAnQFzgEmvIvN0XfEpKn7N+/n0GvvEIEsATwAUbZbKyZPJmI22+3tjgRyXJ33nknW7dto1fjxhhgOlABeLljR85o2IRkksKR5Am7du3ikUceoXz58kyZMoVEY7i3Qwe2zZ7NmP378Rk40OoSRSSbFCpUiJm//caqBQtoWKUK54EXvv6a8PBwRo0axfHjx60uUVyMBmTrXxauJzoaduwgoWxZfty6lffff5/vv/8ex1u5VatWvPjii7Ro0cLiQkUkpxljmDt3LqNHj+bvv/8GwM/Pj27dujFw4EDq1auH7d9/k8YmVqigAdsuJqe+vxWOFI5cS2QkW/v35zNjmAXsSfZQu3btGDlyJE2bNrWqOhHJJRITE5k/fz7jxo1j/fr1zuW1wsJ4+MABuhhDsIcHfPCBLv7qQhSOspHCkevZtWsXn02dymdvvMGWZMsLAH3692fg//5HhQoVLKpORHIrYwxRUVFMmTKFzz//nMuXLwNJY0paA91sNu75808KVqtmaZ2SPgpH2UjhyDVER0fz+eef89lnn7FmzRrnci+gPdAV6Az4L12adIVrEZHrOLFgAbPuvpvZwO/Jlnt7edGufXu6detGp06dyJcvn1Ulyg0oHGUjhaPc68SJE8ybN4/Zs2fz66+/OscReXh40KZJE7qtXMndxlDQ8QRd6E1E0ivZBWJ3A58BcyDF2Wh/f386depEt27daNeuHb6+vtbUKmnSRSDFbVy8eJHZs2fT8dZbKR4czMCBA1mxYgXGGJo2bcr777/PoUOH+GnFCvp8+CEF7fakJ9rtMHWqgpGIpE9oaNIYI7udssBzdjubp01j8+bNPP/885QrV44LFy4wd+5c7r77boKLFaN3u3b8NGsWiVeuuC/uQWeOdObIMtu2beODDz7go48+4tSpU87lEUD3++6j6//9H2FhYamfGB2ddOXb8uUVjEQk467xN8QYw7p16/jss8+YO3060cn+LpUuUoR+Tz5Jnz59CAkJsaJqQd1q2UrhyDqJiYl89913TJgwgeXLlzuXhwE9ge5AZVB3mYhYJzqaxLAwVhnDHGA2cPrKQ56ennTu3Jmnn36aBg0aWFejm1K3muQply9fZsaMGVSrVo277rqL5cuX4+HhwZ133snCcePYDbzMlWAEui+SiFhnxw48jKEp8D5wEPgIaFy1KvHx8cybN4+GDRvSsmVLFi1ahBueY8jzFI4kW8XGxjJ53DjKhYbSp08ftm3bRmBgIMOHD2ffvn18/fXXdHjoIexX3+9M90USEatUqADJ/ib5AT3tdn774Qf+/PNPevfujZeXF8uXL+eOO+4gompVFrz8MubAAetqliylcCTZIiEhgY8//phKJUvy6MiR/Hv8OCWAN+6/nwMHDvDqq68S6ugySzZIEtBAaxGx1nX+JlWvXp0ZM2awe/dunn76afL7+vLntm3c/cIL1A8L48ehQ3UmKQ/QmCONOcpSxhi++uorRo0axbZt2wAoDowE+gM+1xtLpIHWIpKb3OhvUnQ0p8LCeNMY3gbOX1nctF49xv3f/9GsWbOcrNYtaMyRuJwlS5ZQv3597rvvPrZt20bB/Pl5DdgFDAZ84PpjiUJDky7mqGAkIrnBjf4m7dhBQWN4BdgNDCPp79zKNWto3rw5HTp0YOPGjTlVrWQhhSPJnOhoWLoUoqP5888/ad++PW3atGHt2rXky5ePF154gT2rV/OMhwf+yZ+nsUQiklckG5tUDPg/YJeHBwMefBC73c73339PrVq1eOCBB9i5c2eKv5uSuykcScZFRkJ4OPtat6ZnqVJERETwww8/4OnpyeDBg9m1axejR48mqEoVjSUSkbwrjbFJJT/4gCmffMLff//NAw88AMBnn31G5UqVGFiqFAdbt066SndkpIWFy41ozJHGHGVMdDRHwsJ43RjeA2KvLO7aqRNjJ0ygfFpnhTSWSETysuv8jdu4cSMjn3qKRUuWAEkz3x4Hhnt4UGjfPv1NzCCNORJrXOe076FDhxg2dChljGECScGoFfAH8NmwYWkHI9BYIhHJ267zNy4iIoKFzz/PCqAJcBF4HSibmMi4l17i/PnzqZ4DqAvOYgpH8p8r3WVcddp38+bNPPLII5QpU4a35s3jIlAfWAT8AtTTOCIRkWurUIFmHh78CnwH1ABigJGRkYSHh/Pcc8/x77///tf+Gn+LJeeoW81dutWio2HHjqQBhNeaRn/lbtWQ9MFdYLMxo0EDlq9e7WzWqFEjXmzQgLbvvIMtMfG/cUR9++bQjoiIuKDISBgwABISSPTw4LO+fXlhyRJ27doFJN2W5K677uLBdu1o/8gj+CT/ar7RJVCu97c9j9G91bKR24WjyEh45JGk4OPhkTSA8KowY5YsYUebNiwl6YzQD/w3nshut3PPPfcwePBgmjVrhs1m0zgiEZGMuurvZkJCAt988w1vv/12intNFgDuBNoCtwLBkNTF1rJlyvWl4297XqNwlI3yajiKi4vj8uXLxMXFOX/iDxwgrnFj4o0hHogDYjw8OPreexyJj2fHjh1s3bqVzZs2cezEiRTrqwJ0feop+jz55H9XsxYRkSz3559/8vHHHzPn0085eORIisfCgFpt21KpVi1CQ0MpVaoUheLjCbj/fvyNwR/wBrw9PPD+6y+8y5TBy8sr6R+yeYzCUTZy5XAUHx/P2rVrWbNmDVu2bGHbxo0cPniQIzExnDl79qbW7e3pSaP4eFoD93h4UM0N/hUiIpKbJCQk8OuIEXz/f//HT8aw8SbW5eXlhbe3N97e3hQrVIjShQpRrnJl6rZsSb169ahSpQoeV9/XMpdTOMpGrhaOzp8/z4IFC/jiiy9YunQpZ86cSdfzPD098fL0xPPSJTwBL8ATyAcE169PcFgYYWFhVKtWjWrVqlG1alX8T55Ud5mIiNWudMHFFCvGpuPH2bBhA7t37+bAgQMcOHCAmBMnOL9nDxeAC/w3DCIjgoODueOOO+jcuTPt2rXDy8sri3ci6ykcZSOXCEfR0fz5ww9MXLyYud99x4ULF5wPFSxYkKZ16lDj55+pCoSSdHXWIh4e+P39N16lS+Pp6fnfKdVkAwE1gFpEJI9I9rfdeHiQMHkysQ8+SGxs7H8/+/ZxuVkzDhnDXmAbsAZY6+/P+WTfK8HBwfTu3ZsBd95JmcuXc+0Ab4WjbGRpOLrBzAJjDD8OG8b/TZzIz8mWlytXjh49enDnnXcSERGBfcWKpGmeV0tr0J5juzojJCKSt9zob/vSpWl+V8T+9BMrbDa+/fZb5s6dy5Er45zsQBfgGZuNiA8/vPY/pC2aJadwlI1u5sXdtWsXv//+O2fPnqVkyZLUrl2bEiVKpO/J15lZEBcXx9y5c3lt7Fi2bN8OJF2E6j7gCQ8PGu3di61Uqf/WddXUe+D60z1FRMT9pOO7Ii4ujoUffcTk/v35KdlT2wLPzJlD665dUw7uzsQsOWMMu3fvZu3atZw8eZJixYrRokULihQpkqHdybGTG8YNxcTEGMDExMSk+zk7d+40t99+uwFS/TRo0MC89eKL5vC8ecYcOJD2Cg4cMMbDwxj478duNxf++ce89957pnTp0s715QMzFMye5G2XLk29zmnTjLHbnesy06Zl7gUREZG8Kz3fFUuWGANmPZhuYDySfcfVqlXLzJo1y8TGxl7zu+xa3317Vq0yo3v3NuXCw1N9d9rtdtOvXz9z4sSJdO9KZr6/M0Nnjm6UPKOjWTFvHh1HjeLsuXN4eHjQsGFDihQpwu7du9m6dSuOl9AOtAd6DxpEx7fewsfH57/1JDu1aYANwHRgVr58nD53DoBixYrx5MMPM+j11ymQkQuAqbtMRESu50bfFVedYdoNTLDZmO7jw8VLlwAICwujX5s2dJ8xg3JXPz/ZkI6zZ88yf/58Zo4fz9K//3Y28bLbqVOvHsHBwezZs4c///wTgPLly/PDjBmUi4u7YTedutWyUbpf3MhINvXvTxNjOA80KV+ej374gXLl/ntbHF6/nnl16/KpMfye7KmB+fPTqHFj6tatS4kSJbCdPs3x559nmzEsBQ4na1umTBmefvppHn74Yfz8/DSAWkREcl4a3z0nOndm8uTJvPvuuxw9etTZ9BagKVABKGizETt6NPtiYvj9999ZvXo18fHxANiANkAv4G4PDwKS3Wz3t99+o0ePHuzbt49yQBRQ9AbddApH2cj54v71F4GVK6fdKDqas2Fh1DKGXSQd3G89PPC7+i7Kyc4I/Q18BHwC/Jt6jSn4AZ3q1qXfuHG0adMm9bUmdEZIRERy2jW+ey5dusTnn3/OrFmz+HnxYhJvEB0qhIbSKzqah0i6iKXTVZOGDq1bR5O6ddlDUs/LQsB2nd6SM9u2EVSlisJRdnCEo++BdtOmpZ1Qly5lWOvWvAWEA+uBQleWp5gNlsZgtwQPD/5cuJDfdu5k69atHDlyBJvNRlBQEOWLFqVhcDBN7roLn3KpTkyKiIjkaqdOnWLVN9+w+pdf2HfhAmfi4/Hy8iI0NJQqVarQpk0bynp7p2/S0NKlbGndmrrAZWAa0PfK8rRulzK1Xz8GgsJRdnCEozHAqGsk1E0//USd228nAfiRpFH71xz7o24wERGRlNLz3XjlBMObiYn8j6Rr9u3w8CDw6l6aK+3uTUzkK7I/HLnWdcOz2G5IOmg7d6Z6bNhrr5EA3G+z/ReMpk5Nu4urb9+k0LR0adJ/FYxERMTdpee7MTQUPviAIR4e3AIcBca1bZv6u3bHDkhMTPrezgFufeaoObA8jbNBK1asoEWLFnh5ebFjxQrCL13S2B8REZHsEh3Ntx9/zJ0jR+Lj48POnTtT3vA8OhoTFkYBYziDzhxlq12Q5tmgF198EYB+/foR3rBhUr+ngpGIiEj2CA2l47PP0rx5cy5fvsy4ceNSPX58wgTSd2fRm+fWZ44gaWBZgQIFnI8tW7aMVq1a4e3tzc6dOymV/KrUIiIikm2WL19Oy5Ytk3puduwgPDzc+djSpUtpfWV2uM4cZTPHRagg6fLmyc8aKRiJiIjknBYtWtCmTRvi4uJ4+eWXUzy2cePGHKvD7cPR2rVrnf+/ZMkSVqxYgbe3N88++6yFVYmIiLgnRyiaOXMmO5NNmEr+fZ3d3D4cLVu2DEh51mjAgAEpB4KJiIhIjmjUqBHt27cnISGBMWPGAEnf0Y7v65zg9mOOAgICOHLkCIsWLaJLly74+vqya9cuSpQoYXGVIiIi7mnt2rXUq1cPDw8PtmzZwuXLl6lVqxbe3t7ExsZqzFF2KlOmDOfPn2fkyJE8/vjjADzzzDMKRiIiIhaqW7cud911F4mJiXTv3p1Ro0YB0KFDhxzZfq4IR5MmTaJMmTL4+vpSp04dfv311+u2X758OXXq1MHX15eyZcsyZcqUTG130KBBALz99tscOXKEqlWr8txzz2VqXSIiIpJ13n33XYoWLcrGjRv57rvvgP++t7Ob5eFo7ty5PPnkk4wcOZINGzbQrFkz2rdvz/79+9Nsv2fPHjp06ECzZs3YsGEDzz33HEOGDOHLL7/M8Lb79etH37598fT0pHHjxixcuBAfH5+b3SURERG5SaVKleLbb7+lfPnyBAQE8Oabb9KwYcMc2bblY44aNGhA7dq1mTx5snNZ5cqV6dy5M+PHj0/Vfvjw4XzzzTds27bNuWzgwIFs2rSJqKiodG3TMebI0WdpjMFms938zoiIiEiWc3xPX/39nV0sPXMUGxvLunXraNu2bYrlbdu2ZdWqVWk+JyoqKlX722+/nbVr1xIXF5epOhSMREREcq+c/p72zNGtXeX48eMkJCQQHBycYnlwcDCHDx9O8zmHDx9Os318fDzHjx8nJCQk1XMuX77M5cuXnb/HxMQASWeQRERExDU4vrezu9PL0nDkcHUivFE3V1rt01ruMH78eEaPHp1qua6ALSIi4npOnDjhvCRPdrA0HBUpUgS73Z7qLNHRo0dTnR1yKF68eJrtPT09KVy4cJrPefbZZxk2bJjz99OnTxMeHs7+/fuz9cXNbc6cOUOpUqU4cOBAtvbV5jbab+23O9B+a7/dQUxMDGFhYRQqVChbt2NpOPL29qZOnTosXryYu+++27l88eLF3HXXXWk+p1GjRnz77bcplv3000/UrVsXLy+vNJ/j4+OT5iy0oKAgt3pTOQQGBmq/3Yj2271ov92Lu+63h0f2Dpm2fCr/sGHDmDZtGtOnT2fbtm0MHTqU/fv3M3DgQCDprE/Pnj2d7QcOHMi+ffsYNmwY27ZtY/r06URGRvL0009btQsiIiKSh1g+5qhr166cOHGCMWPGcOjQIapVq8aiRYsIDw8H4NChQymueVSmTBkWLVrE0KFDef/99ylRogTvvPMO9957r1W7ICIiInmI5eEI4NFHH+XRRx9N87GZM2emWtaiRQvWr1+f6e35+Pjw4osvut0FH7Xf2m93oP3WfrsD7Xf27rflF4EUERERyU0sH3MkIiIikpsoHImIiIgko3AkIiIikozCkYiIiEgyeTYcvfLKKzRu3Bh/f38KFCiQrucYY3jppZcoUaIEfn5+tGzZkq1bt6Zoc/nyZR5//HGKFClCQEAAd955J9HR0dmwB5lz6tQpHnroIYKCgggKCuKhhx7i9OnT132OzWZL8+eNN95wtmnZsmWqx7t165bNe5N+mdnv3r17p9qnhg0bpmiT1453XFwcw4cPp3r16gQEBFCiRAl69uzJwYMHU7TLbcd70qRJlClTBl9fX+rUqcOvv/563fbLly+nTp06+Pr6UrZsWaZMmZKqzZdffkmVKlXw8fGhSpUqzJ8/P7vKz7SM7PdXX33FbbfdRtGiRQkMDKRRo0b8+OOPKdrMnDkzzc/6pUuXsntXMiQj+71s2bI09+nvv/9O0S6vHe+0/n7ZbDaqVq3qbJPbj/eKFSvo1KkTJUqUwGazsWDBghs+J8c+2yaPeuGFF8yECRPMsGHDTFBQULqe8+qrr5r8+fObL7/80mzevNl07drVhISEmDNnzjjbDBw40JQsWdIsXrzYrF+/3rRq1crUrFnTxMfHZ9OeZEy7du1MtWrVzKpVq8yqVatMtWrVTMeOHa/7nEOHDqX4mT59urHZbGbXrl3ONi1atDD9+/dP0e706dPZvTvplpn97tWrl2nXrl2KfTpx4kSKNnnteJ8+fdrceuutZu7cuebvv/82UVFRpkGDBqZOnTop2uWm4/3ZZ58ZLy8v8+GHH5q//vrLPPHEEyYgIMDs27cvzfa7d+82/v7+5oknnjB//fWX+fDDD42Xl5eZN2+es82qVauM3W4348aNM9u2bTPjxo0znp6eZvXq1Tm1WzeU0f1+4oknzGuvvWb++OMP888//5hnn33WeHl5mfXr1zvbzJgxwwQGBqb6zOcmGd3vpUuXGsBs3749xT4l/4zmxeN9+vTpFPt74MABU6hQIfPiiy862+T2471o0SIzcuRI8+WXXxrAzJ8//7rtc/KznWfDkcOMGTPSFY4SExNN8eLFzauvvupcdunSJRMUFGSmTJlijEl6M3p5eZnPPvvM2ebff/81Hh4e5ocffsjy2jPqr7/+MkCKN0FUVJQBzN9//53u9dx1112mdevWKZa1aNHCPPHEE1lVapbK7H736tXL3HXXXdd83F2O9x9//GGAFH+Ec9Pxrl+/vhk4cGCKZZUqVTIjRoxIs/0zzzxjKlWqlGLZgAEDTMOGDZ2/d+nSxbRr1y5Fm9tvv91069Yti6q+eRnd77RUqVLFjB492vl7ev8eWimj++0IR6dOnbrmOt3heM+fP9/YbDazd+9e5zJXON4O6QlHOfnZzrPdahm1Z88eDh8+TNu2bZ3LfHx8aNGiBatWrQJg3bp1xMXFpWhTokQJqlWr5mxjpaioKIKCgmjQoIFzWcOGDQkKCkp3fUeOHGHhwoX07ds31WOzZs2iSJEiVK1alaeffpqzZ89mWe0342b2e9myZRQrVoxbbrmF/v37c/ToUedj7nC8IelGjjabLVX3c2443rGxsaxbty7FMQBo27btNfcxKioqVfvbb7+dtWvXEhcXd902ueG4Qub2+2qJiYmcPXs21Q06z507R3h4OKGhoXTs2JENGzZkWd0362b2u1atWoSEhNCmTRuWLl2a4jF3ON6RkZHceuutzrtLOOTm451ROfnZzhVXyM4NDh8+DEBwcHCK5cHBwezbt8/Zxtvbm4IFC6Zq43i+lQ4fPkyxYsVSLS9WrFi66/voo4/Inz8/99xzT4rlPXr0oEyZMhQvXpwtW7bw7LPPsmnTJhYvXpwltd+MzO53+/btuf/++wkPD2fPnj2MGjWK1q1bs27dOnx8fNzieF+6dIkRI0bQvXv3FDevzC3H+/jx4yQkJKT5ubzWPh4+fDjN9vHx8Rw/fpyQkJBrtskNxxUyt99X+7//+z/Onz9Ply5dnMsqVarEzJkzqV69OmfOnOHtt9+mSZMmbNq0iQoVKmTpPmRGZvY7JCSEDz74gDp16nD58mU++eQT2rRpw7Jly2jevDlw7fdEXjnehw4d4vvvv2f27Nkpluf2451ROfnZdqlw9NJLLzF69OjrtlmzZg1169bN9DZsNluK340xqZZdLT1tbkZ69xtS1w8Zq2/69On06NEDX1/fFMv79+/v/P9q1apRoUIF6taty/r166ldu3a61p1R2b3fXbt2df5/tWrVqFu3LuHh4SxcuDBVOMzIem9WTh3vuLg4unXrRmJiIpMmTUrxmBXH+3oy+rlMq/3VyzPzWc9pma1xzpw5vPTSS3z99dcpAnTDhg1TTDpo0qQJtWvX5t133+Wdd97JusJvUkb2u2LFilSsWNH5e6NGjThw4ABvvvmmMxxldJ1WyWyNM2fOpECBAnTu3DnFclc53hmRU59tlwpHgwcPvuGMmdKlS2dq3cWLFweSkmlISIhz+dGjR50ptHjx4sTGxnLq1KkUZxOOHj1K48aNM7Xd9Ejvfv/5558cOXIk1WPHjh1LlaTT8uuvv7J9+3bmzp17w7a1a9fGy8uLHTt2ZNuXZU7tt0NISAjh4eHs2LEDyNvHOy4uji5durBnzx6WLFmS4qxRWnLieKelSJEi2O32VP/qS/65vFrx4sXTbO/p6UnhwoWv2yYj75fslJn9dpg7dy59+/bliy++4NZbb71uWw8PD+rVq+d8z1vtZvY7uYYNG/Lpp586f8/Lx9sYw/Tp03nooYfw9va+btvcdrwzKkc/2xkaoeSCMjog+7XXXnMuu3z5cpoDsufOnetsc/DgwVw3QPf33393Llu9enW6B+j26tUr1ayla9m8ebMBzPLlyzNdb1a52f12OH78uPHx8TEfffSRMSbvHu/Y2FjTuXNnU7VqVXP06NF0bcvK412/fn0zaNCgFMsqV6583QHZlStXTrFs4MCBqQZttm/fPkWbdu3a5boBuhnZb2OMmT17tvH19b3hwFaHxMREU7duXfPwww/fTKlZKjP7fbV7773XtGrVyvl7Xj3exvw3IH3z5s033EZuPN4OpHNAdk59tvNsONq3b5/ZsGGDGT16tMmXL5/ZsGGD2bBhgzl79qyzTcWKFc1XX33l/P3VV181QUFB5quvvjKbN282DzzwQJpT+UNDQ83PP/9s1q9fb1q3bp3rpnbXqFHDREVFmaioKFO9evVUU7uv3m9jjImJiTH+/v5m8uTJqda5c+dOM3r0aLNmzRqzZ88es3DhQlOpUiVTq1Ytl93vs2fPmqeeesqsWrXK7NmzxyxdutQ0atTIlCxZMk8f77i4OHPnnXea0NBQs3HjxhTTey9fvmyMyX3H2zHFOTIy0vz111/mySefNAEBAc5ZOSNGjDAPPfSQs71juu/QoUPNX3/9ZSIjI1NN9/3tt9+M3W43r776qtm2bZt59dVXc+3U7vTu9+zZs42np6d5//33r3kJhpdeesn88MMPZteuXWbDhg3m4YcfNp6enikCttUyut9vvfWWmT9/vvnnn3/Mli1bzIgRIwxgvvzyS2ebvHi8HR588EHToEGDNNeZ24/32bNnnd/NgJkwYYLZsGGDc+aslZ/tPBuOevXqZYBUP0uXLnW2AcyMGTOcvycmJpoXX3zRFC9e3Pj4+JjmzZunSuMXL140gwcPNoUKFTJ+fn6mY8eOZv/+/Tm0Vzd24sQJ06NHD5M/f36TP39+06NHj1RTXK/eb2OMmTp1qvHz80vzWjb79+83zZs3N4UKFTLe3t6mXLlyZsiQIamuCWSljO73hQsXTNu2bU3RokWNl5eXCQsLM7169Up1LPPa8d6zZ0+an4vkn43ceLzff/99Ex4ebry9vU3t2rVTnMHq1auXadGiRYr2y5YtM7Vq1TLe3t6mdOnSaYb+L774wlSsWNF4eXmZSpUqpfgyzS0yst8tWrRI87j26tXL2ebJJ580YWFhxtvb2xQtWtS0bdvWrFq1Kgf3KH0yst+vvfaaKVeunPH19TUFCxY0TZs2NQsXLky1zrx2vI1JOrvt5+dnPvjggzTXl9uPt+Os17Xes1Z+tm3GXBnNJCIiIiJ59/YhIiIiIpmhcCQiIiKSjMKRiIiISDIKRyIiIiLJKByJiIiIJKNwJCIiIpKMwpGIiIhIMgpHIiIiIskoHImIiIgko3AkIiIikozCkYjkKWPGjKF69eoEBAQQHBzMoEGDiIuLs7osEXEhnlYXICKSVYwxJCQkMHXqVEqWLMlff/1Fz549qVGjBoMGDbK6PBFxEbrxrIjkad27d6do0aK8/fbbVpciIi5C3Woikmfs27ePwYMHU61aNQoWLEi+fPn4/PPPCQ0Ntbo0EXEhCkcikiccP36c+vXrc/z4cSZMmMDKlSuJiorCbrcTERFhdXki4kI05khE8oRFixYRHx/PnDlzsNlsALz//vvExsYqHIlIhigciUieUKhQIc6cOcM333xDlSpV+Pbbbxk/fjwlS5akaNGiVpcnIi5EA7JFJE8wxjBo0CBmz56Nn58fDz74IJcuXWLfvn189913VpcnIi5E4UhEREQkGQ3IFhEREUlG4UhEREQkGYUjERERkWQUjkRERESSUTgSERERSUbhSERERCQZhSMRERGRZBSORERERJJROBIRERFJRuFIREREJBmFIxEREZFkFI5EREREkvl/ThIS2W99Y1wAAAAASUVORK5CYII=", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkcAAAHFCAYAAAD40125AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAABvoElEQVR4nO3dd3gUVd/G8e9m0wMJHQKB0HsPIEU6UkVFURQV0NDsivoqDyqCBSsiCgLSHxGxAKKgGCQ0QTqIgEiHSA1CQg2QPe8fYfdJSIAkJJlN9v5c116ws2dnfrOz5c6cMzM2Y4xBRERERADwsroAEREREXeicCQiIiKSjMKRiIiISDIKRyIiIiLJKByJiIiIJKNwJCIiIpKMwpGIiIhIMgpHIiIiIskoHImIiIgko3AkucKhQ4d4/fXX2bRpU6rH+vTpQ758+TI974sXLzJw4EBCQ0Ox2+3UrVs384VmgbFjxzJ16tRU0/ft24fNZkvzsbzEZrPx+uuvW11Glnj99dex2WzZ/txPPvmEihUr4uvri81m49SpU/Tp04eyZcumaPf2228zd+7cTNVzPf/++y/3338/xYoVw2azcdddd2V4HmXLlqVPnz5ZXps7Wb9+PU888QS1atUif/78FC9enHbt2rF48eIbPvehhx7CZrNx++2350Cl4m11ASLpcejQIYYNG0bZsmWzPLx89tlnjB8/nk8++YSIiIibClpZYezYsRQpUiTVD0VoaCirVq2iQoUK1hQmGda3b186duyYrcvYtGkTTz/9NH379qV37954e3uTP39+Xn31VZ555pkUbd9++226d++eqfByPW+88QZz5sxh8uTJVKhQgUKFCmXp/POKmTNnsmbNGh599FHq1KnD2bNnGTduHG3btmXatGn06tUrzefNnz+fuXPnEhwcnMMVey6FI/F4f/75JwEBATz55JNWl3Jdfn5+NG7c2OoyJAPCwsIICwvL1mVs3boVgH79+tGoUSPX9JwM0X/++ScVKlTgwQcfzLFlZpVz584RGBiYI8v6v//7Pz744IMU0zp37kz9+vUZPnx4muEoLi6OAQMG8MYbb/Dxxx/nSJ2ibjWPdPz4cfr370/p0qXx8/OjaNGiNGvWjEWLFrnatGrVipo1a7Jq1SqaNm1KQEAAZcuWZcqUKUDSXzL169cnMDCQWrVq8fPPP6dazooVK2jbti358+cnMDCQpk2bMn/+/FTt/vzzT+68804KFiyIv78/devWZdq0aa7HlyxZQsOGDQF45JFHsNlsaXa97Nq1i86dO5MvXz5Kly7N888/T0JCwnVfC5vNxsSJEzl//rxrvlOnTr1uF9bVy3Z2f2zdupUHHniAkJAQihcvzqOPPkpcXFyK5zocDj755BPq1q1LQEAABQoUoHHjxsybNw9I6lrYunUrS5cuddXj7Bq5Vk3peZ2nTp2KzWYjOjqaxx57jCJFilC4cGHuvvtuDh06dN3X6HrKli3L7bffzpw5c6hduzb+/v6UL1+e0aNHp2p74MABHnroIYoVK4afnx/VqlXjww8/xOFwXHP++/btw9vbmxEjRqR6bNmyZdhsNr755hsgY9vhwoULDB48mHLlyuHr60upUqV44oknOHXqVJrr9+OPP1KvXj0CAgKoVq0aP/74I5D0ularVo2goCAaNWrEunXrUjw/ra6xWbNm0b59e0JDQ13ze/nllzl79uy1X+hraNWqFQ899BAAt9xyCzabzbXH8epuNZvNxtmzZ5k2bZrrvdWqVavrzv/ff//l8ccfp1SpUvj6+lK+fHmGDBni+lw535OLFi1i+/btrvkuWbLkmvO8dOkS//d//0eJEiUIDAzk1ltvZc2aNWm2PXLkCAMGDCAsLAxfX1/KlSvHsGHDuHz5cop2MTExdO/enfz581OgQAEefPBB1q5dm+rz4uyC37JlC+3btyd//vy0bdsWSOpef/PNN6latarre/GRRx7h+PHjqeqaNWsWTZo0ISgoiHz58tGhQwc2btx43dcSoFixYqmm2e12IiIiOHjwYJrPef755wkNDeXpp5++4fwlCxnxOB06dDBFixY1EyZMMEuWLDFz5841r732mvnqq69cbVq2bGkKFy5sqlSpYiZNmmQWLlxobr/9dgOYYcOGmVq1apmZM2eaBQsWmMaNGxs/Pz/zzz//uJ6/ZMkS4+PjYyIiIsysWbPM3LlzTfv27Y3NZkuxnL/++svkz5/fVKhQwUyfPt3Mnz/fPPDAAwYw7777rjHGmLi4ODNlyhQDmFdeecWsWrXKrFq1yhw8eNAYY0zv3r2Nr6+vqVatmvnggw/MokWLzGuvvWZsNpsZNmzYdV+LVatWmc6dO5uAgADXfI8dO2b27t1rADNlypRUzwHM0KFDXfeHDh1qAFOlShXz2muvmaioKDNy5Ejj5+dnHnnkkRTPffjhh43NZjN9+/Y133//vfnpp5/MW2+9ZT7++GNjjDEbNmww5cuXN/Xq1XPVs2HDBmOMSbOm9L7OztevfPny5qmnnjILFy40EydONAULFjStW7dOUaOzbVrrfrXw8HBTqlQpU6ZMGTN58mSzYMEC8+CDDxrAvP/++652x44dM6VKlTJFixY148aNMz///LN58sknDWAee+yx676+3bp1M2XKlDGXL19O0e7ee+81JUuWNJcuXcrQdnA4HKZDhw7G29vbvPrqq+aXX34xH3zwgQkKCjL16tUzFy5cSLF+YWFhpmbNmq73+y233GJ8fHzMa6+9Zpo1a2Zmz55t5syZYypXrmyKFy9uzp0753q+s6bk3njjDfPRRx+Z+fPnmyVLlphx48aZcuXKpdoOaT33alu3bjWvvPKKa3utWrXK7Nq1yxiT9LkIDw93tV21apUJCAgwnTt3dr23tm7des15nz9/3tSuXdsEBQWZDz74wPzyyy/m1VdfNd7e3qZz587GGGMuXLhgVq1aZerVq2fKly/vmm9cXNw159u7d29js9nMiy++aH755RczcuRIU6pUKRMcHGx69+7tanf48GFTunRpEx4ebsaPH28WLVpk3njjDePn52f69OnjanfmzBlTsWJFU6hQITNmzBizcOFC89xzz5ly5cqleh/37t3b+Pj4mLJly5oRI0aYX3/91SxcuNAkJiaajh07mqCgIDNs2DATFRVlJk6caEqVKmWqV6+eYpu+9dZbxmazmUcffdT8+OOPZvbs2aZJkyYmKCjouq/ntVy6dMlUrFjR1KtXL9VjUVFRxsfHx2zatMkYk/R+7NKlS4aXIRmncOSB8uXLZ5599tnrtmnZsqUBzLp161zTTpw4Yex2uwkICEgRhDZt2mQAM3r0aNe0xo0bm2LFipnTp0+7pl2+fNnUrFnThIWFGYfDYYwx5v777zd+fn7mwIEDKZbfqVMnExgYaE6dOmWMMWbt2rXX/MHu3bu3AczXX3+dYnrnzp1NlSpVbvBqJD0/KCgoxbTMhKP33nsvRbvHH3/c+Pv7u9Z12bJlBjBDhgy5bj01atQwLVu2TDU9rZrS+zo7A8/jjz+eYp7vvfeeAczhw4dd06ZNm2bsdruZNm3ades0JunL2mazub68nW677TYTHBxszp49a4wx5uWXXzaAWb16dYp2jz32mLHZbGbHjh2uaVe/vtHR0QYwc+bMcU37559/jLe3d4rwm97t8PPPP6fZbtasWQYwEyZMSLF+AQEBJiYmxjXN+X4PDQ11rZ8xxsydO9cAZt68ealquhaHw2EuXbpkli5dagCzefPmdD/Xyblt165dm2L61eHIGGOCgoJSBJDrGTduXJqfq3fffdcA5pdffnFNa9mypalRo8YN57l9+3YDmOeeey7F9BkzZhggRW0DBgww+fLlM/v370/R9oMPPjCAK4iMGTPGAOann35K0W7AgAFphiPATJ48OUXbmTNnGsB89913KaY7v3fGjh1rjDHmwIEDxtvb2zz11FMp2p0+fdqUKFHC3HfffTd8Da42ZMgQA5i5c+emmmfZsmXN4MGDXdMUjnKOutU8UKNGjZg6dSpvvvkmv//+O5cuXUqzXWhoKBEREa77hQoVolixYtStW5eSJUu6plerVg2A/fv3A3D27FlWr15N9+7dUwxuttvtPPzww8TExLBjxw4AFi9eTNu2bSldunSKZffp04dz586xatWqdK2TzWaja9euKabVrl3bVVNOuOOOO1It/8KFCxw7dgyAn376CYAnnngiS5aXkdf5ejUCKV6nXr16cfny5WsODr1ajRo1qFOnToppPXv2JD4+ng0bNgBJ27l69eopxsRA0nY2xlz3aJ1WrVpRp04dxowZ45o2btw4bDYb/fv3T9X+RtvBuayrB7zfe++9BAUF8euvv6aYXrduXUqVKuW673y/t2rVKsVYlas/B9eyZ88eevbsSYkSJbDb7fj4+NCyZUsAtm/fft3n5qTFixcTFBRE9+7dU0x3vm5Xv07pER0dDZBqbNJ9992Ht3fKIbA//vgjrVu3pmTJkly+fNl169SpEwBLly51/Zs/f/5UA98feOCBa9Zxzz33pFpWgQIF6Nq1a4pl1a1blxIlSri6CRcuXOj6bCRv5+/vT8uWLa/bnZiWiRMn8tZbb/H8889z5513pnjs5ZdfxsfHh9deey1D85SsoQHZHmjWrFm8+eabTJw4kVdffZV8+fLRrVs33nvvPUqUKOFql9YRJ76+vqmm+/r6AknjOABOnjyJMYbQ0NBUz3eGqhMnTrj+TU+7GwkMDMTf3z/FND8/P1dNOaFw4cKplg9w/vx5IGmsl91uT/Ea34yMvM7prTEz0lof57Tk2/nqw8qvV+fVnEdj7dixg/Lly/P555/TvXv3NJd9o3U8ceIE3t7eFC1aNEU7m81GiRIlUtVyrff7jT4HaTlz5gzNmzfH39+fN998k8qVKxMYGMjBgwe5++67b2o7ZLUTJ05QokSJVGOmihUrhre3d7o/m1fPE1K/Z7y9vVNtt6NHj/LDDz/g4+OT5rxiY2Nd8yxevHiqx9OaBknfFVcf9XX06FFOnTrl2obXWtbRo0cBXGMgr+bllf79DVOmTGHAgAH079+f999/P8Vja9asYezYscyePZsLFy643lMOh4PLly9z6tQpAgICXO9tyXoKRx6oSJEijBo1ilGjRnHgwAHmzZvHyy+/zLFjx9IcWJ1RBQsWxMvLi8OHD6d6zDn4t0iRIkDSD1l62uU0Z9C6ekB3Zn4QnIoWLUpiYiJHjhxJM9BkVEZe5+x05MiRa05z/uDd7Hbu2bMnL730EmPGjKFx48YcOXIk03vgChcuzOXLlzl+/HiKgGSM4ciRI9f84csKixcv5tChQyxZssS1twhINRDcHRQuXJjVq1djjEkRkI4dO8bly5cz9d5yvh+OHDmSYm/c5cuXU322ihQpQu3atXnrrbfSnJczWBcuXDjNAd1pvS+BNM8d5TxA4Vrff/nz53e1A/j2228JDw9Ps216TJkyxXXqBede0OS2bduGMYZu3bqleu7BgwcpWLAgH330Ec8++2yma5DrU7eahytTpgxPPvkkt912m6sL5GYFBQVxyy23MHv27BR/CTscDr744gvCwsKoXLkyAG3btnX9YCQ3ffp0AgMDXYeuZ8UejowoXrw4/v7+/PHHHymmf//995mep7M74LPPPrtuOz8/v3StZ0Ze5+y0detWNm/enGLal19+Sf78+alfvz6QtJ23bduW6j02ffp0bDYbrVu3vu4y/P396d+/P9OmTWPkyJHUrVuXZs2aZape59FJX3zxRYrp3333HWfPnnU9nh2cP4JX/8U/fvz4bFtmcul9b0HS63TmzJlUJ42cPn266/GMch4dN2PGjBTTv/7661RHoN1+++2uUwQ0aNAg1c0Zjlq2bMnp06dd3dZOX331Vbrruv322zlx4gSJiYlpLqtKlSoAdOjQAW9vb3bv3p1muwYNGtxwWVOnTqVv37489NBDTJw4Mc2w1rFjR6Kjo1PdihcvTuPGjYmOjk7V3SlZS3uOPExcXBytW7emZ8+eVK1alfz587N27Vp+/vln7r777ixbzogRI7jtttto3bo1L7zwAr6+vowdO5Y///yTmTNnur4Qhg4d6hpb8Nprr1GoUCFmzJjB/Pnzee+99wgJCQGSztkSEBDAjBkzqFatGvny5aNkyZIpxj5lJZvNxkMPPeQ6qV2dOnVYs2YNX375Zabn2bx5cx5++GHefPNNjh49yu23346fnx8bN24kMDCQp556CoBatWrx1VdfMWvWLMqXL4+/vz+1atVKc57pfZ0zYvr06Tz66KNMnjw5XeOOSpYsyR133MHrr79OaGgoX3zxBVFRUbz77ruuMTnPPfcc06dPp0uXLgwfPpzw8HDmz5/P2LFjeeyxx9IV4h5//HHee+891q9fz8SJEzO8Xk633XYbHTp04KWXXiI+Pp5mzZrxxx9/MHToUOrVq8fDDz+c6XnfSNOmTSlYsCADBw5k6NCh+Pj4MGPGjFThMrvUqlWLJUuW8MMPPxAaGkr+/PldP/xX69WrF2PGjKF3797s27ePWrVqsWLFCt5++206d+5Mu3btMrz8atWq8dBDDzFq1Ch8fHxo164df/75Jx988EGqrq7hw4cTFRVF06ZNefrpp6lSpQoXLlxg3759LFiwgHHjxhEWFkbv3r356KOPeOihh3jzzTepWLEiP/30EwsXLgTS19V1//33M2PGDDp37swzzzxDo0aN8PHxISYmhujoaO688066detG2bJlGT58OEOGDGHPnj107NiRggULcvToUdasWUNQUBDDhg275nK++eYbIiMjqVu3LgMGDEi1x6tevXr4+flRokSJNLuM/f39KVy48A1PwSBZwMrR4JLzLly4YAYOHGhq165tgoODTUBAgKlSpYoZOnRoiiNvrnX0ybWOlgDME088kWLa8uXLTZs2bUxQUJAJCAgwjRs3Nj/88EOq527ZssV07drVhISEGF9fX1OnTp00jxKbOXOmqVq1qvHx8UlxRFNaR5sZk/6jfa71/Li4ONO3b19TvHhxExQUZLp27Wr27dt3zaPVjh8/nuL5zqOI9u7d65qWmJhoPvroI1OzZk3j6+trQkJCTJMmTVK8Lvv27TPt27c3+fPnN4DriKNrHUGXntf5Wkc0OY8Ei46OTtU2vYfyd+nSxXz77bemRo0axtfX15QtW9aMHDkyVdv9+/ebnj17msKFCxsfHx9TpUoV8/7775vExMQU7a5+fZNr1aqVKVSoUIpDq50ysh3Onz9vXnrpJRMeHm58fHxMaGioeeyxx8zJkyfTXL+rpfV+d26f5KcwSOs9uHLlStOkSRMTGBhoihYtavr27Ws2bNiQ6jXPjqPVNm3aZJo1a2YCAwMNkOZRkcmdOHHCDBw40ISGhhpvb28THh5uBg8enOJ0B8ak/2g1Y4xJSEgwzz//vClWrJjx9/c3jRs3NqtWrTLh4eGpjqQ7fvy4efrpp025cuWMj4+PKVSokImIiDBDhgwxZ86ccbU7cOCAufvuu02+fPlM/vz5zT333GMWLFhgAPP999+neE3S+qwbk3RI/QcffGDq1Klj/P39Tb58+UzVqlXNgAEDzM6dO1O0nTt3rmndurUJDg42fn5+Jjw83HTv3t0sWrTouuvuPFruWrfk79G06Gi1nGMzxpgcSWEikueULVuWmjVruk6KmJ2OHTtGeHg4Tz31FO+99162L09yt7fffptXXnmFAwcOZPtZyiXvUbeaiLi1mJgY9uzZw/vvv4+Xl1eq64WJfPrppwBUrVqVS5cusXjxYkaPHs1DDz2kYCSZonAkIm5t4sSJDB8+nLJlyzJjxowURzmJQNLh+R999BH79u0jISGBMmXK8NJLL/HKK69YXZrkUupWExEREUnG8kP5ly1bRteuXSlZsiQ2my3VYaNpWbp0KREREa6LXI4bNy77CxURERGPYHk4Onv2LHXq1HH1Gd/I3r176dy5M82bN2fjxo385z//4emnn+a7777L5kpFRETEE7hVt5rNZmPOnDncdddd12zz0ksvMW/evBTXIBo4cCCbN29O93W4RERERK4l1w3IXrVqFe3bt08xrUOHDkyaNIlLly6leR2ehISEFJeBcDgc/PvvvxQuXDhTJ8kTERGRnGeM4fTp05QsWTJD17LLqFwXjo4cOZLqgoLFixfn8uXLxMbGpnnNqhEjRlz3rKUiIiKSexw8eDBbT9OQ68IRpL5woLNn8Fp7gQYPHsygQYNc9+Pi4ihTpgwHDx5Mdcp6EclF/vkHdu+GChX4NyCAsWPHsmDBAmJjYylbtix33303vXv3JuDff13t0KkARHKt+Ph4Spcu7boYcHbJdeGoRIkSqa62fOzYMby9vV1XfL6an59fqgs9AgQHByscieRWkyZB//7gcPCLzcYDgYH8e/as6+GjR4+yevVqpo4axbdHjlDdGPDyggkTIDLSwsJF5GZl95AYy49Wy6gmTZoQFRWVYtovv/xCgwYN0hxvJCJ5UEyMKxjNBTobw79nz1KralW+/PJL1qxZwyeffEJosWJsP3yYFsbwB4DDAQMGJD1fROQaLN9zdObMGXbt2uW6v3fvXjZt2kShQoUoU6YMgwcP5p9//mH69OlA0pFpn376KYMGDaJfv36sWrWKSZMmMXPmTKtWQURy2s6d4HCwHngASAR6ApM//hi/KwdsNGzYkB6lStHl7rtZC9wOrAOKJSbCrl2gy0qIyDVYvudo3bp11KtXj3r16gEwaNAg6tWrx2uvvQbA4cOHOXDggKt9uXLlWLBgAUuWLKFu3bq88cYbjB49mnvuuceS+kXEApUqcc5m4yHgAtAFmOblhV/16imaFW3YkF9sNioDB4FHAePlBRUr5njJIpJ7uNV5jnJKfHw8ISEhxMXFacyRSC717G238fGiRYQCf3p5UehaY4kmTWJr//7Udzi4CHzVvz89xo/P6XJFJAvk1O+35XuOREQyatu2bXyyeDEAU959l0L79197kHVkJDX272dInz4APDVnDqdOncqZQkUkV1I4EpFc56WXXsLhcNCtWzc6/N//3Xj8UFgYL48fT9WqVTl+/DgfffRRzhQqIrmSwpGI5CrLly/nxx9/xNvbm3feeSfdz/P19eXNN98E4KOPPiI2Nja7ShSRXE7hSERyFWcgevTRR6lcuXKGntutWzfq1avH6dOn+fDDD7OjPBHJAxSORCTX2LJlCwsWLMBms/Hiiy9m+PleXl4MHToUgHHjxnE22UkjRUScFI5EJNdw7u255557qJjJw/G7du1KhQoVOHXqlOv8aSIiySkciUiucOLECb766isAXnjhhUzPx8vLi2eeeQaAjz/+GIfDkSX1iUjeoXAkIrnCf//7XxISEqhbty6NGjW6qXn16dOH4OBgduzYwdKlS7OoQhHJKxSORMTtGWOYMGECAP3797/pi07mz5+f+++/H4ApU6bcdH0ikrcoHImI21u1ahXbt28nMDCQnj17Zsk8H3nkEQC+/fZb4uPjs2SeIpI3KByJiNv78ssvgaSB2CEhIVkyz1tuuYWqVaty/vx5vv766yyZp4jkDQpHIuLWLl++zDfffAPAAw88kGXztdlsrr1HzvAlIgIKRyLi5pYsWcKxY8coVKgQ7dq1y9J533fffQAsXbqUo0ePZum8RST3UjgSEbfmPHy/e/fu+Pj4ZOm8y5YtS8OGDXE4HMyePTtL5y0iuZfCkYi4rYsXL/Ldd98BWdullty9994L4Oq6ExFROBIRtxUVFcWpU6cIDQ2lefPm2bIMZzhaunQpx44dy5ZliEjuonAkIm5r3rx5ANx1113Y7fZsWYa61kTkagpHIuKWHA4HP/74IwB33HFHti6re/fuAMydOzdblyMiuYPCkYi4pQ0bNnDo0CHy5ctH69ats3VZXbt2BSA6OpozZ85k67JExP0pHImIW/rhhx8AaN++PX5+ftm6rKpVq1KuXDkuXrzIr7/+mq3LEhH3p3AkIm7JOd4ou7vUIOmEkF26dAFg/vz52b48EXFvCkci4nYOHjzIpk2bsNlsdO7cOUeWefvttwOwYMECjDE5skwRcU8KRyLidn6eOROAxvXrU7Ro0RxZZsuWLQkMDOSff/5h88SJEBOTI8sVEfejcCQi7mXSJKJeegmADhs2wKRJObJYf39/2lWuDMCP/ftDeHiOLVtE3IvCkYi4j5gYEvv1wzkk+jZjYMCAnNmLExND582bAYgCcDhybtki4lYUjkTEfezcyUZj+BcIBhoBJCbCrl05suy2V8YarQLO5uSyRcStKByJiPuoVIkomw2A1oA3gN0OFSvmyLIr2GyEA5eA5Tm5bBFxKwpHIuI+wsKIqlIFgNsgKZyMHw9hYTmybNvnn9P2Sjj71WbLuWWLiFtROBIRt3Hu3Dl+27MHgNumT4d9+yAyMucKiIyk3ejRACyqXj1nly0ibkPhSETcxrJly7h48SJlypSh0kMPWbLXps299wKwaetWYmNjc3z5ImI9hSMRcRuLFi0C4LbbbsN2pXsrpxUvXpyaNWsCSddaExHPo3AkIm7DeV2zdu3aWVqHc/nOsCYinkXhSETcwsmTJ9l85TxDrVq1srSWtm3bAugitCIeSuFIRNzCb7/9hjGGypUrU6JECUtradmyJXa7nd27d3PgwAFLaxGRnKdwJCJuYenSpUBSMLFa/vz5qV+/PgDLly+3uBoRyWkKRyLiFpYtWwZAixYtLK4kibMOZ10i4jkUjkTEcmfOnGH9+vWA+4Sj5s2bA9pzJOKJFI5ExHIrV64kMTGRsmXLUqZMGavLAeDWW28FYPv27Rw/ftziakQkJykciYjl3K1LDaBw4cLUqFEDgBUrVlhcjYjkJIUjEbGcOw3GTk5dayKeSeFIRCx1/vx51qxZA7jXniP4XzjSoGwRz6JwJCKWWrNmDRcvXiQ0NJQKFSpYXU4KznC0ceNGTp8+bXE1IpJTFI5ExFIrV64EkgZAW3U9tWspXbo0ZcuWxeFwsGrVKqvLEZEconAkIpZyho4mTZpYXEnadL4jEc+jcCQiljHGuPYcNW3a1OJq0tasWTMA7TkS8SAKRyJimZ07d3LixAn8/PyoV6+e1eWkyblHa82aNSQmJlpcjYjkBIUjEbGMc29MgwYN8PX1tbiatFWvXp38+fNz5swZ/vzzT6vLEZEcoHAkIpZx9y41ALvdTqNGjQB1rYl4CoUjEbGMuw/GdnLWp3Ak4hkUjkTEEnFxca5uKoUjEXEnCkciYonVq1djjKFcuXKUKFHC6nKuq3HjxsD/BpCLSN6mcCQilnDuhXHn8UZOhQoVokqVKgD8/vvvFlcjItlN4UhELOEcjO3uXWpO6loT8RwKRyKS4xwOh2sPTG7YcwQKRyKeROFIRHLctm3biI+PJygoiFq1alldTrroZJAinkPhSERy3Jo1awCIiIjA29vb4mrSRyeDFPEcCkcikuPWrVsHQMOGDS2uJP3sdju33HILoK41kbxO4UhEctzatWuB3BWO4H9da6tXr7a4EhHJTgpHIpKjEhIS2Lx5M5D7wpGzXme4E5G8SeFIRHLUli1buHTpEoUKFaJcuXJWl5MhznC0bds2Tp8+bXE1IpJdFI5EJEc5xxs1aNAAm81mcTUZU6JECUqXLo0xhg0bNlhdjohkE4UjEclRzi6pBg0aWFxJ5jRq1Aj43xF3IpL3KByJSI7KjUeqJadxRyJ5n1uEo7Fjx1KuXDn8/f2JiIhg+fLl120/Y8YM6tSpQ2BgIKGhoTzyyCO6GKRILnDu3Dm2bt0KaM+RiLgvy8PRrFmzePbZZxkyZAgbN26kefPmdOrUiQMHDqTZfsWKFfTq1YvIyEi2bt3KN998w9q1a+nbt28OVy4iGbVp0yYSExMpUaIEpUqVsrqcTImIiMBms7F//36OHTtmdTkikg0sD0cjR44kMjKSvn37Uq1aNUaNGkXp0qX57LPP0mz/+++/U7ZsWZ5++mnKlSvHrbfeyoABA1y76kXEfSUfb5TbBmM7BQcHU7VqVUBdayJ5laXh6OLFi6xfv5727dunmN6+fXvXFbuv1rRpU2JiYliwYAHGGI4ePcq3335Lly5drrmchIQE4uPjU9xEJOetW7YMgIZVqlhcyc1xjTv6+muIibG4GhHJapaGo9jYWBITEylevHiK6cWLF+fIkSNpPqdp06bMmDGDHj164OvrS4kSJShQoACffPLJNZczYsQIQkJCXLfSpUtn6XqISDpMmsTa2bMBaDByJEyaZHFBmdfo8mUA1kyfDuHhuXpdRCQ1y7vVgFS7140x19zlvm3bNp5++mlee+011q9fz88//8zevXsZOHDgNec/ePBg4uLiXLeDBw9maf0icgMxMcT368eOK3cbGAMDBuTOvS4xMTScOROAtYBxOHLvuohImiy9HHaRIkWw2+2p9hIdO3Ys1d4kpxEjRtCsWTNefPFFAGrXrk1QUBDNmzfnzTffJDQ0NNVz/Pz88PPzy/oVEJH02bmT9cYAUAYoBpCYCLt2QViYlZVl3M6d1DEGHyAW2AeUy63rIiJpsnTPka+vLxEREURFRaWYHhUVRdOmTdN8zrlz5/DySlm23W4HkvY4iYgbqlSJdVf2BrvObmS3Q8WKlpWUaZUq4eflRZ0rd9dC7l0XEUmT5d1qgwYNYuLEiUyePJnt27fz3HPPceDAAVc32eDBg+nVq5erfdeuXZk9ezafffYZe/bs4bfffuPpp5+mUaNGlCxZ0qrVEJHrCQtjbUQEAA0gKUyMH58797SEhcGECTS8EvbW2my5d11EJE2WdqsB9OjRgxMnTjB8+HAOHz5MzZo1WbBgAeHh4QAcPnw4xTmP+vTpw+nTp/n00095/vnnKVCgAG3atOHdd9+1ahVEJB3WXTlRa8MPPoAePXJ3mIiMpFFcHJ89/zxrGjWCyEirKxKRLGQzHtgXFR8fT0hICHFxcQQHB1tdjkieFxsbS9GiRQE4efIkBQoUsLagLLB161Zq1qxJUFAQcXFxru59Eck+OfX7bXm3mojkfc6TtFaqVClPBCOAqlWrki9fPs6ePcv27dutLkdEspDCkYhkO2c4yq3XU0uL3W4n4so4Kl1nTSRvUTgSkWznvMyG88zSeYXzIrS6jIhI3qJwJCLZLi/uOYL/rY+u7SiStygciUi2OnToEIcOHcLLy4v69etbXU6Wcu4J27x5MwkJCRZXIyJZReFIRLKVc69K9erVCQoKsriarFW2bFkKFy7MpUuX2LJli9XliEgWUTgSkWzlHI+T17rUIOm6kM710rgjkbxD4UhEspVzz1FeG4zt5FwvhSORvEPhSESyjTEmT+85Ag3KFsmLFI5EJNvs37+fEydO4OPjQ506dW78hFzIuedo69atnD171uJqRCQrKByJSLZx7jWqVasWfn5+FleTPUqWLEnJkiVxOBxs3LjR6nJEJAsoHIlItsnr442c1LUmkrcoHIlItsnr442cNChbJG9ROBKRbOFwOFi/fj2gPUcikrsoHIlItti5cyfx8fH4+/tTvXp1q8vJVs5w9Pfff3Pq1ClrixGRm6ZwJCLZwrkXpV69evj4+FhcTfYqUqQI5cqVA3DtLROR3EvhSESyhaeMN3JS15pI3qFwJCLZwlOOVHPSoGyRvEPhSESy3OXLl9mwYQPgOXuOFI5E8g6FIxHJctu3b+f8+fPky5ePKlWqWF1Ojqhfvz42m40DBw5w7Ngxq8sRkZugcCQiWc659yQiIgIvL8/4mgkODnYFQY07EsndPONbS0RylKeNN3LSoGyRvEHhSESynKcdqeakcUcieYPCkYhkqYSEBDZv3gx43p6j5OHIGGNxNSKSWQpHIpKltmzZwqVLlyhUqJDrxIieok6dOtjtdo4ePco///xjdTkikkkKRyKSpZzjbRo0aIDNZrO4mpwVGBhIzZo1AXWtieRmCkcikqU8dbyRk3O9FY5Eci+FIxHJUs5Q4GnjjZyc660j1kRyL4UjEcky586dY+vWrYDC0bp16zQoWySXUjgSkSyzceNGHA4HJUqUoGTJklaXY4maNWvi6+vLyZMn2bNnj9XliEgmKByJSJZJfvJHTxuM7eTr60vdunUBjTsSya0UjkQky3j6YGwnnQxSJHdTOBKRLOOplw25mi4jIpK7KRyJSJaIi4tjx44dgPYcOcPh+vXrSUxMtLgaEckohSMRyRIbNmwAIDw8nKJFi1pcjbWqVq1KUFAQZ8+e5a+//rK6HBHJIIUjEckSGm/0P3a7nfr16wPqWhPJjRSORCRLJL9siGhQtkhupnAkIllizZo1ADRq1MjiStyDLiMiknspHInITTt+/Dj79+8HICIiwuJq3INzz9HmzZu5ePGixdWISEYoHInITXPuHalSpQohISEWV+MeKlSoQIECBUhISODPP/+0uhwRyQCFIxG5aZ5+sdm02Gw2ne9IJJdSOBKRm7Z2+XIAGlaqZHEl7sU1KPv77yEmxuJqRCS9FI5E5KaYiRNZ++uvADR8/XWYNMnagtxIg1OnAFi7YAGEh+u1EcklbMYYY3UROS0+Pp6QkBDi4uIIDg62uhyR3CsmhgNlyhBuDN5APBBgt8O+fRAWZnFxFouJ4WCZMpQxBjtwGr02Ijcrp36/tedIRDJv507WXvn7qhYQAJCYCLt2WVmVe9i5kzBjKA4kAptAr41ILqFwJCKZV6kSa6781zUU226HihUtKsiNVKqEzcsL5ykx14JeG5FcQuFIRDIvLIy1VasCV8KR3Q7jx6vbCJJegwkTaGizAbDOZtNrI5JLeFtdgIjkXg6Hg/WHDgHQ8PPPoWNH/fgnFxlJA29v6NOHtRUqQGSk1RWJSDooHIlIpv3999/Ex8cTEBBAjT59wFtfKVdr2KkTADt27yY+Pl4HgYjkAupWE5FMc578sX79+ngrGKWpWLFilClTBmMMGzZssLocEUkHhSMRyTSdGTt9dBFakdxF4UhEMk3hKH2cr48uIyKSOygciUimXLp0iY0bNwIKRzeiPUciuYvCkYhkypYtW0hISKBAgQJU1Ll7rssZjvbu3UtsbKzF1YjIjSgciUimJO9Ss105l4+krUCBAlS6clHe9evXW1yNiNyIwpGIZIrGG2WMutZEcg+FIxHJFIWjjNGgbJHcQ+FIRDLs3LlzbN26FVA4Si/tORLJPRSORCTD1q9fT2JiIiVLlqRUqVJWl5Mr1K9fHy8vLw4dOsShK5dcERH3pHAkIhn2+++/A9C4cWOLK8k9goKCqF69OqCuNRF3p3AkIhmmcJQ56loTyR0UjkQkwxSOMsc5PkvhSMS9KRyJSIbExMRw6NAh7HY7ERERVpeTqyQ/Ys0YY3E1InItbhGOxo4dS7ly5fD39yciIoLly5dft31CQgJDhgwhPDwcPz8/KlSowOTJk3OoWhHP5txrVKdOHQIDAy2uJnepXbs2Pj4+nDhxgn379lldjohcg+XhaNasWTz77LMMGTKEjRs30rx5czp16sSBAweu+Zz77ruPX3/9lUmTJrFjxw5mzpxJ1apVc7BqEc+lLrXM8/Pzo3bt2oC61kTcmeXhaOTIkURGRtK3b1+qVavGqFGjKF26NJ999lma7X/++WeWLl3KggULaNeuHWXLlqVRo0Y0bdo0hysX8UwKRzenUaNGAKxevdriSkTkWiwNRxcvXmT9+vW0b98+xfT27duzcuXKNJ8zb948GjRowHvvvUepUqWoXLkyL7zwAufPn7/mchISEoiPj09xE5GMc35mQeEos5o0aQJwze84EbGet5ULj42NJTExkeLFi6eYXrx4cY4cOZLmc/bs2cOKFSvw9/dnzpw5xMbG8vjjj/Pvv/9ec9zRiBEjGDZsWJbXL+Jp/vjjDy5cuEChQoWoWLGi1eXkSs693Bs2bODChQv4+/tbXJGIXM3ybjUg1RW9jTHXvMq3w+HAZrMxY8YMGjVqROfOnRk5ciRTp0695t6jwYMHExcX57odPHgwy9dBxBMk71K71mdUrq98+fIULVqUixcvsmHDBqvLEZE0WBqOihQpgt1uT7WX6NixY6n2JjmFhoZSqlQpQkJCXNOqVauGMYaYmJg0n+Pn50dwcHCKm4hknMYb3Tybzebae7Rq1SqLqxGRtFgajnx9fYmIiCAqKirF9KioqGsOsG7WrBmHDh3izJkzrml///03Xl5ehIWFZWu9Ip5O4ShrOMcdKRyJuCfLu9UGDRrExIkTmTx5Mtu3b+e5557jwIEDDBw4EEjqEuvVq5erfc+ePSlcuDCPPPII27ZtY9myZbz44os8+uijBAQEWLUaInne8ePH2b17NzabzXXElWRO8kHZOhmkiPuxdEA2QI8ePThx4gTDhw/n8OHD1KxZkwULFhAeHg7A4cOHU5zzKF++fERFRfHUU0/RoEEDChcuzH333cebb75p1SqIeATnoefVqlVL0a0tGdegQQO8vb1d32/O7zsRcQ+WhyOAxx9/nMcffzzNx6ZOnZpqWtWqVVN1xYlI9lKXWtYJDAykbt26rFu3jlWrVikcibgZy7vVRCR3+O233wCFo6ziHFep8x2JuB+FIxG5oUuXLrm61W699VaLq8kbNChbxH0pHInIDW3cuJHz589TuHBhXccwizjD0aZNmzh37pzF1YhIcgpHInJDK1asAJJOpaGTP2aNMmXKULJkSS5fvsy6deusLkdEklE4EpEbSh6OJGvYbDZ1rYm4KYUjEbkuY4xrMLbGG2UtDcoWcU8KRyJyXbt27eLYsWP4+fkRERFhdTl5ik4GKeKeFI5E5LqcXWoNGzbEz8/P4mryloiICPz9/YmNjWXHjh1WlyMiVygcich1qUst+/j6+rrOG7Vs2TKLqxERJ4UjEbkuDcbOXi1atAAUjkTcicKRiFzT8ePHXd09zsHDkrWc4Wj58uUWVyIiTgpHInJNK+fNA6BG5coUKlTI4mrypsaNG+Pt7c2BAwfYP3MmxMRYXZKIx1M4EpG0TZrEir59AWj2998waZLFBeVNQUFBRJQpA8Dynj0hPFyvtYjFFI5EJLWYGOjfnxVX7t4KMGCA9mpkh5gYmu/ZA8AyAIdDr7WIxRSORCS1nTs573Cw/srdWwESE2HXLguLyqN27qTFlf+6Rh3ptRaxlMKRiKRWqRKrbDYuAaWAsgB2O1SsaGlZeVKlSjS7cr26v4BjoNdaxGIKRyKSWlgYS7p0AaAVYLPbYfx4CAuztKw8KSyMQp9/Tq0rd1d4eem1FrGYwpGIpGlJXBwArV54Afbtg8hIawvKyyIjadG7NwDLHnlEr7WIxRSORCSVc+fOsXr1agBaDRigvRg5oHmnTgAs27DB4kpEROFIRFL5/fffuXjxIqVKlaJChQpWl+MRmjdvDsDmzZuJu7LXTkSsoXAkIqksWbIEgFatWmG7MlhYslfJkiWpUKECDofDdT07EbGGwpGIpJI8HEnOadmyJfC/119ErKFwJCIppBhvpHCUo9q2bQvA4sWLLa5ExLMpHIlIChpvZJ3WrVsDsGHDBv7991+LqxHxXApHIpKCxhtZJzQ0lGrVqmGMYenSpVaXI+KxFI5EJAWNN7JWmzZtAHWtiVjppsLRsWPHOHLkSFbVIiIW03gj6znHHf36668WVyLiuTIVjv744w9q1KhBaGgopUqVolSpUrzyyiucPXs2q+sTkRy0fPlyLl68SFhYmMYbWaRly5bYbDa2b9/O4cOHrS5HxCNlKhxFRkZSvHhxVqxYwcaNG3nzzTf56aefaNCgASdPnszqGkUkh0RFRQFw2223abyRRQoVKkS9evUAiI6OtrgaEc+UqXC0bds2xo4dS5MmTahduzaPPPII69ato0aNGjz11FNZXaOI5JDk4Uiso641EWtlKhyltYfIZrPx9ttv8/3332dJYSKSs44ePcoff/wB/O/HWayhQdki1vJOb8MuXbpQp04d6taty8CBA3nuuef4/vvvKV68uKtNXFwcBQsWzJZCRSR7LVq0CIC6detSrFgxi6vxbLfeeive3t7s27ePvXv3Uq5cOatLEvEo6Q5HtWrVYsOGDUyZMoWjR48CUL58ee677z7q1q1LYmIiU6ZM4aOPPsq2YkUk+6hLzX3ky5ePW265hd9++42oqCj69+9vdUkiHsVmjDEZfdLRo0fZuHEjmzZtct127dqF3W6nSpUqrl3z7io+Pp6QkBDi4uIIDg62uhwRyxljCAsL49ChQ/zyyy8KSG7gjTfe4LXXXuPuu+/mu+++s7ocEbeQU7/fmQpHaTl//jybN29m8+bNDBgwICtmmW0UjkRS2r59O9WrV8fPz4+TJ08SEBBgdUkeb+3atTRq1Ijg4GBiY2Px8fGxuiQRy+XU73eWnSE7ICCAxo0bu30wEpHUnF1qzZs3VzByE/Xr16dw4cLEx8fz+++/W12OiEfR5UNExBWO2rVrZ3El4mS322nfvj0ACxcutLgaEc+icCTi4S5evOi6nprGGrmXjh07AvDzzz9bXImIZ1E4EvFwK1as4MyZMxQrVoy6detaXY4k49xztH79eo4dO2ZxNSKeQ+FIxMMtWLAAgE6dOuHlpa8Ed1KiRAlXYHV2fYpI9tM3oYiHmz9/PgCdO3e2uBJJi7rWRHKewpGIB9uzZw9//fVXisG/4l6c4WjhwoU4HA6LqxHxDApHIh7M2aXWrFkzChQoYG0xkqYmTZqQL18+jh8/zsaNG60uR8QjKByJeDBnOOrSpYvFlci1+Pr6uk6x4OwCFZHspXAk4qHOnTtHdHQ0oPFG7q5r164AzJs3z+JKRDyDwpGIh4qOjubChQuUKVOGGjVqWF2OXEeXLl2w2WysX7+ef/75x+pyRPI8hSMRD5X8KDWbzWZxNXI9xYsX55ZbbgHgxx9/tLgakbxP4UjEAxljNN4ol7njjjsAda2J5ASFIxEP9EdUFPv378ffz4/WrVtbXY6kg3Pc0a+//srZBQsgJsbiikTyLoUjEU8zaRJzOnQAoENCAkFffWVxQZIeNWrUoFyRIiQkJBDVpQuEh8OkSVaXJZInKRyJeJKYGOjfnzlX7t4FMGCA9kLkArZ//qFrbCwAPwA4HNp2ItlE4UjEk+zcyR6Hgz8AO9AVIDERdu2yti65sZ07uePKf38AEkHbTiSbKByJeJJKlZhz5ci0FkBhALsdKla0sipJj0qVaG6zEQwcB1aDtp1INlE4EvEkYWHMvfJj2g2SflzHj4ewMEvLknQIC8P388/pciXczrbZtO1EsonCkYgHOXr0KL9d6Ya5a9Ys2LcPIiOtLUrSLzKS7uPHA/BtqVKYRx+1uCCRvEnhSMSDzJs3D2MMDRo0oPR992mvQy7U8cEHCQwMZH9MDOvXr7e6HJE8SeFIxIPMmZN0nFq3bt0srkQyKzAw0HXizm+//dbiakTyJoUjEQ9x6tQpfv31VwDuuusua4uRm3LvvfcCSeHIGGNxNSJ5j8KRiIeYO3cuFy9epEaNGlSvXt3qcuQmdOrUiYCAAHbv3s3mzZutLkckz1E4EvEQs2bNAqBHjx4WVyI3K1++fHTq1AlQ15pIdlA4EvEAsbGxREVFAQpHeUX37t0B+Oabb9S1JpLFFI5EPMDs2bNJTEykXr16VK5c2epyJAvcfvvt+Pn58ffff/Pnn39aXY5InqJwJOIBvrpycdn777/f4kokq+TPn9/Vtfbll19aXI1I3uIW4Wjs2LGUK1cOf39/IiIiWL58ebqe99tvv+Ht7U3dunWzt0CRXOzw4cMsWbIEgPvuu8/aYiRL9ezZE0gKRw6Hw+JqRPIOy8PRrFmzePbZZxkyZAgbN26kefPmdOrUiQMHDlz3eXFxcfTq1Yu2bdvmUKUiuZPzcO/GjRtTtmxZq8uRLHT77beTP39+Dhw4wG+//WZ1OSJ5huXhaOTIkURGRtK3b1+qVavGqFGjKF26NJ999tl1nzdgwAB69uxJkyZNcqhSkdxJXWp5V0BAAPfccw8AM2bMsLgakbzD0nB08eJF1q9fT/v27VNMb9++PStXrrzm86ZMmcLu3bsZOnRoupaTkJBAfHx8ipuIJ9izZw8rV67EZrO5ThwoecuDDz4IJB21dvHiRYurEckbLA1HsbGxJCYmUrx48RTTixcvzpEjR9J8zs6dO3n55ZeZMWMG3t7e6VrOiBEjCAkJcd1Kly5907WL5Ab//e9/AWjXrh0lS5a0uBrJDq1btyY0NJR///2Xn3/+2epyRPIEy7vVAGw2W4r7xphU0wASExPp2bMnw4YNy9DhyIMHDyYuLs51O3jw4E3XLOLujDFMnz4dgN69e1tcjWQXu93u6jL94osvLK5GJG+wNBwVKVIEu92eai/RsWPHUu1NAjh9+jTr1q3jySefxNvbG29vb4YPH87mzZvx9vZm8eLFaS7Hz8+P4ODgFDeRvG7FihXs2bOHfPny6UKzeZyza+2HH37QsAGRLGBpOPL19SUiIsJ15l6nqKgomjZtmqp9cHAwW7ZsYdOmTa7bwIEDqVKlCps2beKWW27JqdJF3N60adOApIuUBgYGWlyNZKf69etTtWpVLly4wDfffGN1OSK5nuXdaoMGDWLixIlMnjyZ7du389xzz3HgwAEGDhwIJHWJ9erVCwAvLy9q1qyZ4lasWDH8/f2pWbMmQUFBVq6KiNs4f/48X3/9NaAuNU9gs9no06cPAJMnT7a2GJE8wPJw1KNHD0aNGsXw4cOpW7cuy5YtY8GCBYSHhwNJJ7C70TmPRCSluXPncvr0acqWLUvz5s2tLkdyQK9evbDb7axcuZLt27dbXY5IrmYzHnjFwvj4eEJCQoiLi9P4I8mTOnbsyMKFC3n11VcZPny41eVIDrnjjjv44YcfePHFF3nvvfesLkcky+XU77fle45EJGsdOHDANY7P2SUtnuHRRx8FYPr06Vy6dMniakRyL4UjkTxm8uTJOBwOWrduTcWKFa0uR3JQly5dKFasGEePHuWnn36yuhyRXEvhSCQPuXz5MpMmTQKgf//+FlcjOc3Hx8e1t9D5PhCRjFM4EslDfv75Z2JiYihcuLDObeShHnnkEQDmz5/P4cOHLa5GJHdSOBLJQyZ8/DEAve++Gz8/P4urEStUr16dJk2akJiYyORXXoGYGKtLEsl1FI5E8oiY999n/qJFAPSbOBHUreKxHq9eHYDxkydzuUwZvRdEMkiH8utQfskLYmJ4o0wZXjOGFsBSALsd9u2DsDBra5OcFRPDhTJlKG0MscBc4E69FySP0KH8IpJul//6i8+v/J3jGoadmAi7dllWk1hk5078jSHyyt2xoPeCSAYpHInkAfP27uUgUAS4xznRbgcdyu95KlUCLy8GADbgF2Cnl5feCyIZoHAkkgd88uWXAPSz2fCHpGA0fry6UTxRWBhMmEA5u53OVyaNa9tW7wWRDNCYI405klzujz/+oE6dOtjtdvauXEnpc+eS9hLox9CzxcSw4Isv6DJ4MAULFiQmJobAwECrqxK5KRpzJCLp8umnnwLQrVs3SjdqBK1aKRgJhIXR4cUXKVeuHCdPnmTWrFlWVySSaygcieRi//77L1988QUATz/9tMXViLux2+0MHDgQgNGjR+OBHQUimaJwJJKLTZo0ifPnz1OnTh1uvfVWq8sRNxQZGUlAQACbNm1i6dKlVpcjkisoHInkUomJiYwZMwaAp556CpvNZnFF4o4KFy5Mnz59ABg5cqS1xYjkEgpHIrnUvHnz2L9/P4UKFaJnz55WlyNu7NlnnwXghx9+4O+//7a2GJFcQOFIJJf64IMPABgwYAABAQEWVyPurHLlynTt2hWAUaNGWVuMSC6gcCSSC/3222+sXLkSX19fnnrqKavLkVxg0KBBAEydOpUTJ05YXI2Ie1M4EsmF3n//fQAefvhhQkNDLa5GcoOWLVtSr149zp8/z/jx460uR8StKRyJ5DJ//fUX8+bNA+CFF16wuBrJLWw2m2vv0SeffEJCQoLFFYm4L4UjkVzmww8/xBjDHXfcQdWqVa0uR3KR++67j5IlS3LkyBHX+bFEJDWFI5Fc5MiRI0yfPh2AF1980eJqJLfx9fXl+eefB+Cdd94hMTHR4opE3JPCkUgu8sknn3Dx4kWaNGlCs2bNrC5HcqH+/ftTqFAhdu3axTfffGN1OSJuSeFIJJeIi4tznfTxxRdf1EkfJVPy5cvHM888A8Dbb7+tS4qIpEHhSCSX+PTTT4mLi6NatWrceeedVpcjudiTTz5Jvnz52LJlC/Pnz7e6HBG3o3AkkgucOXOGjz76CIBXXnkFLy99dCXzChUqxGOPPQbAW2+9pb1HIlfRN6xILvDZZ59x4sQJKlWqRI8ePawuR/KA5557Dj8/P37//XddkFbkKgpHIm7u3M6dfDBiBAD/+c9/sNvtFlckeUFoaCiPPvooAG+/8ALExFhckYj7UDgScWeTJvF5lSocO3mSssCDOnGfZKH/Cw/HDkStX8/vZcrApElWlyTiFmzGAzub4+PjCQkJIS4ujuDgYKvLEUlbTAwXypShgjEcAsYD/e122LcPwsIsLk5yvZgYCA/nUYeDKUB7YKHeX+Lmcur3W3uORNzVzp1MuRKMwoDeAImJsGuXtXVJ3rBzJzgcvAJ4A78AK/T+EgEUjkTc1oXSpRlx5f8vAX4AdjtUrGhdUZJ3VKoEXl6UBx65Mmko6P0lgsKRiNsaP38+B4FSQF9ICkbjx6vLQ7JGWBhMmAB2O68APsBiYIn2HIkoHIm4ozNnzvD2228D8No77+AfHZ00FiQy0trCJG+JjIR9+ygTHU2/Xr0AeO2113TeI/F4GpCtAdniht5++22GDBlChQoV2L59Oz4+PlaXJHncP//8Q4UKFUhISCAqKop27dpZXZJIKhqQLeKhTp06xfvvvw/AsGHDFIwkR5QqVYqBAwcC8Oqrr2rvkXg0hSMRN/PBBx9w6tQpatSowf333291OeJBXn75ZQICAvj999/58ccfrS5HxDIKRyJu5NixY4waNQqAN998U2fDlhxVokQJnnnmGSApKF2+fNniikSsoXAk4kZGjBjB2bNnadiwIXfeeafV5YgHeumllyhUqBDbtm1j2rRpVpcjYgmFIxE3sWfPHsaMGQMk7TWy2WwWVySeqECBAgwZMgRIOnLt3LlzFlckkvMUjkTcxODBg7l06RLt27enffv2VpcjHuyJJ54gPDycQ4cOMXr0aKvLEclxCkcibmDVqlV8/fXX2Gw215FqIlbx8/PjjTfeAOCdd97hxIkTFlckkrMUjkQsZozhhRdeAOCRRx6hdu3aFlckAg8++CB16tQhLi6Ot956y+pyRHKUwpGIxWbPns3KlSsJDAxk+PDhVpcjAoCXlxfvvvsuAGPGjGH37t0WVySScxSORCx08eJFXnrpJQBeeOEFSpUqZXFFIv/Tvn17brvtNi5evOjauyniCRSORCw0duxYdu/eTYkSJXjxxRetLkckBZvNxkcffYTdbmfu3LksWrTI6pJEcoTCkYhFjm/ezLBXXwVg+PDh5MuXz+KKRFKrUaMGjz/+OADP9uvH5X37rC1IJAcoHIlYYdIk/lO3LqfOnKEe8KjV9Yhcx7CKFSkMbN23j/Hly8OkSVaXJJKtbMYDry6YU1f1FUlTTAxrypShsTEYYAXQzG6HffsgLMzi4kSuEhMD4eF85nDwOFAQ2OnlReH9+/V+lRyXU7/f2nMkksMcO3bw5JVg9DDQDCAxEXbtsrYwkbTs3AkOB/2AWsBJ4HWHQ+9XydMUjkRy2NSNG1kL5AfedU6026FiReuKErmWSpXAywtv4OMrk8YCGy9csLAokeylcCSSg06ePMnL770HwFCbjVBICkbjx6uLQtxTWBhMmAB2O62BHjYbDmDAa6+RmJhodXUi2ULhSCQHvfTSSxw/fpyqVavy1K5dEB2dNNYoMtLq0kSuLTIy6X0aHc1Ha9cSHBzM2rVrGTdunNWViWQLDcjWgGzJIcuWLaNly5YALF26lBYtWlhckUjmjB07lieeeILg4GC2b99OyZIlrS5JPIQGZIvkIRcuXKB///4A9OvXT8FIcrUBAwbQqFEj4uPjee6556wuRyTLKRyJ5IARI0awY8cOSpQowXtXxhyJ5FZ2u53x48djt9v5+uuvWbBggdUliWQphSORbLZ161ZGjBgBwCeffEKBAgWsLUgkC9StW5dnn30WgP79+3Pq1ClL6xHJSgpHItno8uXLREZGcunSJbp27co999xjdUkiWWb48OFUrFiRf/75h0GDBlldjkiWUTgSyUbvvvsuq1evJiQkhDFjxmCz2awuSSTLBAYGMnXqVGw2G1OmTGH+/PlWlySSJRSORLLJxo0bef311wH49NNPKV26tLUFiWSDZs2aufYa9evXj5MnT1pckcjNUzgSyWoxMVxYuJCH77+fy5cvc8899/Dggw9aXZVItnnjjTeoUqUKhw8f5umnn066Hlt0dNK/IrmQwpFIVpo0CcLDebVjR7b+/TfFg4P57LPP1J0meVpAQABTp07Fy8uLL774gpllykCbNhAenvSZEMllFI5EskpMDPTvz68OBx9emfT5mTMUTUiwtCyRnNC4cWNeefppAAYYwx4AhwMGDNAeJMl13CIcjR07lnLlyuHv709ERATLly+/ZtvZs2dz2223UbRoUYKDg2nSpAkLFy7MwWpFrmHnTo44HDwIGKAf0FVXLxcP8mqXLtwKnAYeAC4BJCbqMyC5juXhaNasWTz77LMMGTKEjRs30rx5czp16sSBAwfSbL9s2TJuu+02FixYwPr162ndujVdu3Zl48aNOVy5SEqJ5cvTEzgK1OLKFcztdqhY0dK6RHKKd9WqzLDZKAisAV4BfQYkV7L82mq33HIL9evX57PPPnNNq1atGnfddZfrxHk3UqNGDXr06MFrr72Wrva6tppkh6FDhzJ8+HCCgPVAFbsdxo/XRWXFs0yaxJz+/bnb4QBgzhNPcNenn1pclOQVHnFttYsXL7J+/Xrat2+fYnr79u1ZuXJluubhcDg4ffo0hQoVumabhIQE4uPjU9xEstL8+fN54403ABg/ejRVoqOTrmKuYCSeJjKSbvv388yVE572mj6dv/76y+KiRDLG0nAUGxtLYmIixYsXTzG9ePHiHDlyJF3z+PDDDzl79iz33XffNduMGDGCkJAQ103nm5GstH37dh544AGMMQwYMIAHn3oKWrWCsDCrSxOxRlgY78+cScuWLTl9+jR33XWX/iiVXMXyMUdAqsOcjTHpOvR55syZvP7668yaNYtixYpds93gwYOJi4tz3Q4ePHjTNYsA/Pvvv9xxxx2cPn2a5s2bM3r0aKtLEnELPj4+fP3114SFhbFjxw4efvhhEhMTrS5LJF0sDUdFihTBbren2kt07NixVHuTrjZr1iwiIyP5+uuvadeu3XXb+vn5ERwcnOImcrMuXbpEjx492LVrF+Hh4Xz33Xf4+vpaXZaI2yhWrBizZ8/Gz8+PefPm8fzzz1tdkki6WBqOfH19iYiIICoqKsX0qKgomjZtes3nzZw5kz59+vDll1/SpUuX7C5TJBVjDP369WPRokUEBgby/fffU7RoUavLEnE7DRs2ZNq0aQB8/PHHjBo1ytqCRNLB8m61QYMGMXHiRCZPnsz27dt57rnnOHDgAAMHDgSSusR69erlaj9z5kx69erFhx9+SOPGjTly5AhHjhwhLi7OqlUQDzR48GCmTZuG3W5n1qxZ1KlTx+qSRNxWjx49eO+994Ck7/zvvvvO4opEbsC4gTFjxpjw8HDj6+tr6tevb5YuXep6rHfv3qZly5au+y1btjQknWMvxa13797pXl5cXJwBTFxcXBauheR5Bw8as3ix+WjoUNf7bvLkyVZXJZIrOBwO8/jjjxvA+Pr6moULF7o+U+bgQavLk1wip36/LT/PkRV0niPJsEmToH9/xjscDLwyacSIEbz88suWliWSmyQmJnLfffcxe/Zs/H18+OnyZVoZA15eMGGCTn0hN5RTv98KRwpHciMxMRAezjiHg8euTHreZuP9/fux6bQQIhly8eJF7u7cmfm//koQsBBoBkln0t63T6fAkOvyiJNAiuQKO3emDEbA+8Zg273byqpEciVfX1++ffFFbgPOAh2AX0HXYBO3onAkch3GGEYsXJgyGAE2XS9KJNP8a9Rgrs1GO5ICUmdgjpeXPlPiNhSORK4hMTGRp59+mv+8+y4AL9ts/wtG48dr979IZoWFEfj55/zo5UU34CLQ3Rgm//KL1ZWJAApHImk6d+4c999/P59++ik2m41Ro0Yx4sABbLpmmkjWiIzEb/9+vl60iD733ovDGCIjIxk8eDCOKxetFbGKBmRrQLZcZf/+/dx1111s2rQJX19fpk+fTo8ePawuSyTPcjgcvPrqq7z99tsA3HnnnXzxxRfky5fP4srE3WhAtogFlixZQoMGDdi0aRNFixYlKipKwUgkm3l5efHWW2/x3//+Fz8/P77//ntuvfVW9u7da3Vp4qEUjkRiYnD8+isfvvoq7dq1IzY2lvr167Nu3TpatGhhdXUiHuOhhx4iOjqaYsWKsXnzZurVq8ecOXOSTqcRHZ30r0gOULeautU826RJHOvXj97G8POVST179uTzzz8nMDDQ0tJEPNXBgwfp0aMHq1atAuAZ4D3AVyeL9Hg6CWQ2UjgSAGJiWFSmDA8bwxHAH/jIZmOATu4oYrlLly7xn6ee4oPx4wGIAP4LVNPJIj2axhyJZKOzZ8/y3LPP0v5KMKoOrAUG6uSOIm7Bx8eH93v0YB5QEFgP1Ac+TkzE8fff1hYneZ7CkXicxYsXU7t2bUZ99x0G6E9SMKoJSZcw0InoRNxDpUp09fJiC0ln0r4APAu0e/VVDhw4YGlpkrcpHInHiIuLo3///rRt25Y9e/ZQunRpFjzzDOPtdgIhKRjp5I4i7iMsDCZMoJTdzk/AZzYbgb6+RK9cSa1atfj888/xwJEhkgM05khjjjzCjz/+yMCBA/nnn38AeOyxx3jnnXeStn9MTNI1nSpWVDAScUfJPqO7LlygV69ersHarVu3ZsKECVTUHl+PoAHZ2UjhyEPExBC7bh3PTJvGl3PnAlCxYkUmTpxIy5Ytra1NRDItMTGR0aNHM2TIEM6fP09AQADDhw/n2e7d8d67FypV0h86eZTCUTZSOMr7zMSJfN2/P08Zw3HAy2Zj0PPPM2zYMB2iL5JH7Nmzh379+rF48WIAGgCTgNo65D/P0tFqIpl0aN06uvXrx/1XglENYJXNxvvPPKNgJJKHlC9fnkWLFjHx/fcJAdaRdMj/aw4HCf3766SRkmkKR5JnGGOYPHky1Vu14nvAGxgKbAAaORxJYxZEJE+x2WxERkSwDbgLuAy8AdRzOFj1/feW1ia5l8KR5An79u2jQ4cOREZGEnf2LA1ICkWvA76gQ/RF8rJKlSjp5cVs4BugGLAdaPbUUzz55JPEx8dbW5/kOgpHkqs5HA4+/fRTatasSVRUFP7+/rz33nusGj+eWnZ7UiMdoi+St1055N9mt9Md2O7lRZ+mTTHGMGbMGKpXr8732oskGaAB2RqQnWvt2LGDvn37smLFCgCaN2/OxIkTqVy5clIDHaIv4lmu+swvXryY/v37s/vKWe/vueceRo8eTcmSJS0uVDJLR6tlI4Wj3O3S3r188PbbDPvvf0lISCBfvny8++67DBw4EC8v7QwVkf85f/48w4cP5/333ycxMZGQkBDeffll+jVsiFeVKvrDKZdROMpGCke51+ohQ+j79tv8eeV+hxo1GD9/PuHh4ZbWJSLubfPmzfTr14+1a9cCcCswwWaj2uef65D/XESH8oskc/r0aZ5+9FGaXAlGRYAvgJ+2byfcObZIROQa6tSpw6pvvmGUzUYQsAKoawzD+vUjQReblqsoHInbmzdvHtWrV+eTKVMwQC+SjkR5ELDpEH0RSSf7nj08Ywxbgc7AReB1Y6jXtq1r7KIIKByJG9u3bx933303d955JzExMZQvU4Yom41pJO05AnSIvoikX6VK4OVFOPAj8BVXDvvfv5/mzZvz2GOPERcXZ22N4hYUjsR9xMRAdDTndu5k6NChVKtWjTlz5mC323n55ZfZsn077T7/PCkQgQ7RF5GMuXLIP3Y7NqCH3c72UaOIvDLmaNy4cVStWpUpU6bgcDhc30k607bn0YBsDch2D5MmYfr14xtjeAE4eGVy69atGT16NDVr1vxfWx2iLyI3I43vkCVLltC/f3927twJQL0yZRh58CCtjAFdq81t6Gi1bKRw5F7MwYP8Gh7Of4xh7ZVpZYCR48dzd79+2Gw2K8sTEQ+RkJDAJ598whvDhxN/+jSQdEmSt4Fqdjvs26c/yCymo9UkzzPGsHz5ctrecQe3XQlGgSRdD207cE/lygpGIpJj/Pz8eOGFF9g1bRqPA3ZgLkkXr34gMZFtixZZWp/kHIUjyX5X9dsnJiby7bff0qRJE1q0aEH0pk34As8Ae0i6HlqgBlqLiEWKNmzIGC8v/gDuBAxJg7drPvoo3bt3Z/ny5aTodNHYpDxH4Uiy16RJEB4ObdpwsEwZ3urWjUqVKnHvvfeyevVq/Pz8kvr5332XUXY7xUEDrUXEWlcGble325kLbPTy4u769THG8N1339GiRQvq1q3L559/zukxY1zfcYSHJ33nSa6nMUcac5R9YmI4UaYMPxrDl0AUSX+BARQqVIgnnniCJ554guLFi7vaa6C1iLiNq76T/vzzT0aPHs0XX3zB+fPnAfAH7gB6Ah0BP41NylYakJ2NFI6yjzGGrVu38uuvv/L91Kks27SJxGSPtwQeffllur/6KoGBgVaVKSKSaSdPnmTKlCmM/+gj/k7WlZYPaAd0GjSITs8+S+nSpS2rMa9SOMpGCkdZICYGdu7EVKzIX2fOEB0dzZIlS1iyZAnHjx9P0bQ20A14GKigv6pEJI8wBw+yMTycL43hK+Cfqx6vWrUqLVu2pEWLFjRv3pzSNhvs3Jl0Mkp9B2aKwlE2UjjKPIfDwfY332Tp66+z1BiWAUeuahMYGEizZs3o2LEjd128SPlXXoHExP+NJdK5QkQkr5g0CQYMwJGYyEYvL3664w4WHD3K6tWrk04kmUxZoAXQwmaj5ZtvUmHwYB2Rm0EKR9lI4Shjdu/ezYIFC4iOjmb50qXE/vtvisf9gKZNm9K6Y0dat25No0aN8PX1/V8DjSUSkbwsje+4f//9l+XLl7Ns2TKWLVrEhj/+wHHV08qUKkW7Dh1o27Ytbdq0oUSJEjlfey6jcJSNFI6uIyaGS9u3szQ2lgVr1zJ//nz+/vvvFE0CgKYkjR9qAdwC+EdHQ6tWOV6uiIjbi47mdJs2rAKWAUuB1cClq5rVqVOHbt260a1bN2oVLIht1y51wV1F4SgbKRylZoxh9ZAhzBgxgq+A2GSPeXt707x5c9q3b0/LatWI6NYN3+RvG40jEhG5tpiYpMP8k3WznfXyYsW0aSzavJlff/2VTZs2pTh3UnmSxmr2tNmoN2ECtr59c75uN6RwlI08MhxdGUB99V8hO3fuZMaMGXwxdSq79+93TS8K3G6z0WXcONr16EFISMj/5nWlj13jiERE0ukG35uxsbH8+OOPzPnyS36JiuJCsqfWAB4ePJgHH3+csKv/CL3Gd3tepXCUjTwuHE2aBP37J/3V4uXFsQ8+YJa3N1988QVr1qxxNQsk6S+Vh0g6HNUbks76mlZ3mcYRiYhkTHq+N6OjOdumDQuBWcD3QMKVh2w2G23atKFXr15069aN/F9/neK73RMujqtwlI08Khxd2Z0b73AwB5gJLALXuYfsdju33XYbD3XuzJ3PPEM+dZeJiFjnqi64U8C3NhvTGzZkebI/Zv39/LgjIeF/J58Ej/jO1oVnJX2uc02fY8eOMX3MGLo7HBQD+gALSQpGDatW5eOPP+aff/7hp59+4sGnniLf558nfbhAl/AQEbHClUuXOL+LC9jt9P38c5atXs2ePXsYPnw4lStX5kJCAl8DdwGhQF9gbmIi8Zs3pz1fXf8tQ7TnKDfvOUrWXXbZZmPvm2+ytmxZ1qxZw2+//ca6detSNK8KPADc7+VF5f370w4+6i4TEbHedb6LjTFs+OknvuzShZnA4WSPeXt707RpU1q0aEFERAQRERGELVyIbcCAPNH9pm61bJQbwtGFXbs4sHIlRwIDifPzIz4+nri4OOLi4jh16hSn/vmHUzNmcALYB+wHLqcxn3r16tEpNJR7f/6ZOg4HNg2gFhHJGyZNIrF/f5Y5HMy22VhYrBg7jx5N1SwQKAOEk3SwTYjNRsgTTxBSujQFChQgJCSEAgUKUKBAAYpevkyZ8+fxrlrVLf9AVjjKRpaGozSOLDDGsHbtWqKiolizZg3rly/nn5MnMzxrP6Be9eo0ateORo0a0aZNG0JDQ/+3XO0REhHJW676bt+9e/f/fkvWr2frn3+S6Lj69JPX503S2bzrN2jArb160bJlS2rVqpXybN4WHSWncJSNMvPiXrp0iW+//ZYtW7YQEhJCmzZtaNCgQcZO/X7VUWP73n6bLy5d4r///W+qEy0CBAGlgBAgpHlzQooVIzg4mIIFC1LAZqPAyJEUMIZwoAIQ6uWF17W6y0RExOMk7N7NwUqV2G8MB4ATQJzNRlyfPsQlJrp6I+JiYzm1dStHIMVpBJwqVKjAPffcwwMPPECddesy3U13+fJlfv31V37//XcuX75MixYtaNu2LV5e6RsCnWM7N4wHiouLM4CJi4tLV/udO3eaypUrGyDFrXbt2mbKlCkmISHBmIMHjVm8OOnftBw8aIyXlzkFZiKYFlfNKyAgwHTv3t2MfOwxswJMLBgHGOO8RUennufEicbY7UmP2+1J90VERJJLz2/F4sXGgEkEEwNmEZg3wXRo2ND4+/un+L2qCebdK+1c87zeb9/ixebs33+bTz/91JQtWzbVb2mHDh3MiRMn0rUqGf39ziyFoxs4tmmTKV2smAFMsWLFzIABA8zdd9+d4s1SqmBB84HNZuLBGC+vVG+8c+fOme/feMPcD8Y/2RvCBqZNvXpmypQpJj4+PqnxlRBlkgejG73xoqOv/biIiMiNfiuu89tz+vRp8/XXX5vu3bsbPx+fFL9h7cBMB3N6wYLU85w40Ry32cxwMEWS/fYVKVLE9O7d2/Tq1cv1W9r21lvN5aioG/6W5VQ4Urfa9XbLTZpE7759mQ5UApZ9+CElBg0C4OTJk3z++eeM+vBDDh87BkA+oDVQ02Yj+KWX+DcxkT/++IMVK1Zw9uxZ12yrAb2AB728KJ1WN5jOQC0iIjktHb89p7Zu5ZtatZhuDCuSTQ8MCKBDx45Ur16doKAgTuzbx4YJE1jG/86rVxZ48c03eWTQIAICAgDYuHEjzZs04WxCAu8DL9ygm05jjrKR68Xdto3gatXSbhQTw7oyZWhoDDbgd6BRGifYSli4kC86duR9YMd1llm6dGnurlKFhxYvJiI9R41pALWIiOS09Pz2XAlRexIT+cJm479Fi7Lryk6CtEQALwDdAe+rr7oQE8PEMmXoZwwFgb1AyHVOZhm/fTsh1asrHGUHZzj6GegwcWLaASU6mp5t2jCTpMtp/DfZ9Ks3LOHhOBwONgHRwD6bjdP33EOBUqWoUqUKt9xyC/Xq1UsavK3QIyIiuV2y3zJTqhSrV69m5cqV7Nq1i4SEBPLbbFSdPJnbjKGC8zlphZ7oaBLbtKEWsB14C/jPlempLl01aRKT+valLygcZQdnOHoL+M81Euo/a9cS3qgRicBGoC5c+9Ts6gYTERFJKT2/jVd2MEx3OOgNlAd2pnXk9ZV29zkcfEP2hyOPvnxIPCRttF27Uj02a/lyEoFmJAtG17qcRmRkUmiKjk76V8FIREQ8XXp+G69cLqW7lxfBwB5g6aBBqX9rd+4Eh4O47K8a8PBwdAqSQk/FiqkemzVrFgAPvPFG+kJPWFjSLkB1lYmIiCRJz29jZCSB+/dz/+23AzAzLo0IVKkSeHkpHOWEeEhzb9C+fftYs2YNXl5edO/XT6FHREQkO4WFcc9TTwHwww8/4Lj6rN5X9jDF51A5Hh2O4tq0SXNvUFRUFABNmjShePHiOV2WiIiIx2nVqhXBwcEcOXKEtWvXpm4QGUlcDv0me3Q4ir94Mc3p0dHRALRp0yYnyxEREfFYvr6+dOrUCYAff/wxzTbxyc4ZmJ08OhzFpdGvaYxROBIREbFA+/btAVi8eHGqxxITEzlz5kyO1OHR4Sg+PnXv5Y4dOzhy5Ah+fn40btzYgqpEREQ8k3OnxJo1a1IFobR+s7OLR4ejU6dOpZrmTKtNmzbF398/hysSERHxXGXLlqVs2bJcvnyZFStWpHgsrd/s7OLR4SguLo5Lly6lmKYuNREREes4f3+dv8dOx48fz7Ea3CIcjR07lnLlyuHv709ERATLly+/bvulS5cSERGBv78/5cuXZ9y4cZledmxsrOv/DoeDJUuWANC6detMz1NEREQyx/n7e/W4I48KR7NmzeLZZ59lyJAhSVfnbd6cTp06ceDAgTTb7927l86dO9O8eXM2btzIf/7zH55++mm+++67TC0/+Yu9detWYmNjCQwMpGHDhpman4iIiGSeMxxt2LAhRVfasetc3DarWR6ORo4cSWRkJH379qVatWqMGjWK0qVL89lnn6XZfty4cZQpU4ZRo0ZRrVo1+vbty6OPPsoHH3yQqeUnf7GdKbV58+b4+vpman4iIiKSeaVKlaJSpUo4HI4U4448Zs/RxYsXWb9+vevQPaf27duzcuXKNJ+zatWqVO07dOjAunXrUo0fSo/k4cjZv6kuNREREes4f4edQ10gZ/cceefYktIQGxtLYmJiqrNQFy9enCNHjqT5nCNHjqTZ/vLly8TGxhIaGprqOQkJCSQkJLjuJz+/0f79+4mPjycxMdG1ERo2bJijhwyKiIjI/zRq1IgJEyawaNEi1+/xwYMHXY8bY7J1+ZaGIyebzZbivjEm1bQbtU9rutOIESMYNmxYmo/95z//4T//+U+KaW3btr1hzSIiIpK9Nm/eTEhISKrpJ06cSHN6VrE0HBUpUgS73Z5qL9GxY8eueU2zEiVKpNne29ubwoULp/mcwYMHM2jQINf9U6dOER4ezoEDB7L1xXU38fHxlC5dmoMHDxIcHGx1OTlG66319gRab623J4iLi6NMmTIUKlQoW5djaTjy9fUlIiKCqKgounXr5poeFRXFnXfemeZzmjRpwg8//JBi2i+//EKDBg3w8fFJ8zl+fn74+fmlmh4SEuJRbyqn4OBgrbcH0Xp7Fq23Z/HU9fbyyt4h05YfrTZo0CAmTpzI5MmT2b59O8899xwHDhxg4MCBQNJen169ernaDxw4kP379zNo0CC2b9/O5MmTmTRpEi+88IJVqyAiIiJ5iOVjjnr06MGJEycYPnw4hw8fpmbNmixYsIDw8HAADh8+nOKcR+XKlWPBggU899xzjBkzhpIlSzJ69Gjuueceq1ZBRERE8hDLwxHA448/zuOPP57mY1OnTk01rWXLlmzYsCHTy/Pz82Po0KFpdrXlZVpvrbcn0HprvT2B1jt719tmsvt4OBEREZFcxPIxRyIiIiLuROFIREREJBmFIxEREZFkFI5EREREksmz4eitt96iadOmBAYGUqBAgXQ9xxjD66+/TsmSJQkICKBVq1Zs3bo1RZuEhASeeuopihQpQlBQEHfccQcxMTHZsAaZc/LkSR5++GFCQkIICQnh4Ycf5tSpU9d9js1mS/P2/vvvu9q0atUq1eP3339/Nq9N+mVmvfv06ZNqnRo3bpyiTV7b3pcuXeKll16iVq1aBAUFUbJkSXr16sWhQ4dStHO37T127FjKlSuHv78/ERERLF++/Lrtly5dSkREBP7+/pQvX55x48alavPdd99RvXp1/Pz8qF69OnPmzMmu8jMtI+s9e/ZsbrvtNooWLUpwcDBNmjRh4cKFKdpMnTo1zc/6hQsXsntVMiQj671kyZI01+mvv/5K0S6vbe+0vr9sNhs1atRwtXH37b1s2TK6du1KyZIlsdlszJ0794bPybHPtsmjXnvtNTNy5EgzaNAgExISkq7nvPPOOyZ//vzmu+++M1u2bDE9evQwoaGhJj4+3tVm4MCBplSpUiYqKsps2LDBtG7d2tSpU8dcvnw5m9YkYzp27Ghq1qxpVq5caVauXGlq1qxpbr/99us+5/DhwylukydPNjabzezevdvVpmXLlqZfv34p2p06dSq7VyfdMrPevXv3Nh07dkyxTidOnEjRJq9t71OnTpl27dqZWbNmmb/++susWrXK3HLLLSYiIiJFO3fa3l999ZXx8fExn3/+udm2bZt55plnTFBQkNm/f3+a7ffs2WMCAwPNM888Y7Zt22Y+//xz4+PjY7799ltXm5UrVxq73W7efvtts337dvP2228bb29v8/vvv+fUat1QRtf7mWeeMe+++65Zs2aN+fvvv83gwYONj4+P2bBhg6vNlClTTHBwcKrPvDvJ6HpHR0cbwOzYsSPFOiX/jObF7X3q1KkU63vw4EFTqFAhM3ToUFcbd9/eCxYsMEOGDDHfffedAcycOXOu2z4nP9t5Nhw5TZkyJV3hyOFwmBIlSph33nnHNe3ChQsmJCTEjBs3zhiT9Gb08fExX331lavNP//8Y7y8vMzPP/+c5bVn1LZt2wyQ4k2watUqA5i//vor3fO58847TZs2bVJMa9mypXnmmWeyqtQsldn17t27t7nzzjuv+binbO81a9YYIMWXsDtt70aNGpmBAwemmFa1alXz8ssvp9n+//7v/0zVqlVTTBswYIBp3Lix6/59991nOnbsmKJNhw4dzP33359FVd+8jK53WqpXr26GDRvmup/e70MrZXS9neHo5MmT15ynJ2zvOXPmGJvNZvbt2+ealhu2t1N6wlFOfrbzbLdaRu3du5cjR47Qvn171zQ/Pz9atmzJypUrAVi/fj2XLl1K0aZkyZLUrFnT1cZKq1atIiQkhFtuucU1rXHjxoSEhKS7vqNHjzJ//nwiIyNTPTZjxgyKFClCjRo1eOGFFzh9+nSW1X4zbma9lyxZQrFixahcuTL9+vXj2LFjrsc8YXtD0oUcbTZbqu5nd9jeFy9eZP369Sm2AUD79u2vuY6rVq1K1b5Dhw6sW7eOS5cuXbeNO2xXyNx6X83hcHD69OlUF+g8c+YM4eHhhIWFcfvtt7Nx48Ysq/tm3cx616tXj9DQUNq2bUt0dHSKxzxhe0+aNIl27dq5ri7h5M7bO6Ny8rPtFmfIdgdHjhwBoHjx4immFy9enP3797va+Pr6UrBgwVRtnM+30pEjRyhWrFiq6cWKFUt3fdOmTSN//vzcfffdKaY/+OCDlCtXjhIlSvDnn38yePBgNm/eTFRUVJbUfjMyu96dOnXi3nvvJTw8nL179/Lqq6/Spk0b1q9fj5+fn0ds7wsXLvDyyy/Ts2fPFBevdJftHRsbS2JiYpqfy2ut45EjR9Jsf/nyZWJjYwkNDb1mG3fYrpC59b7ahx9+yNmzZ7nvvvtc06pWrcrUqVOpVasW8fHxfPzxxzRr1ozNmzdTqVKlLF2HzMjMeoeGhjJhwgQiIiJISEjgv//9L23btmXJkiW0aNECuPZ7Iq9s78OHD/PTTz/x5Zdfppju7ts7o3Lys52rwtHrr7/OsGHDrttm7dq1NGjQINPLsNlsKe4bY1JNu1p62tyM9K43pK4fMlbf5MmTefDBB/H3908xvV+/fq7/16xZk0qVKtGgQQM2bNhA/fr10zXvjMru9e7Ro4fr/zVr1qRBgwaEh4czf/78VOEwI/O9WTm1vS9dusT999+Pw+Fg7NixKR6zYntfT0Y/l2m1v3p6Zj7rOS2zNc6cOZPXX3+d77//PkWAbty4cYqDDpo1a0b9+vX55JNPGD16dNYVfpMyst5VqlShSpUqrvtNmjTh4MGDfPDBB65wlNF5WiWzNU6dOpUCBQpw1113pZieW7Z3RuTUZztXhaMnn3zyhkfMlC1bNlPzLlGiBJCUTENDQ13Tjx075kqhJUqU4OLFi5w8eTLF3oRjx47RtGnTTC03PdK73n/88QdHjx5N9djx48dTJem0LF++nB07djBr1qwbtq1fvz4+Pj7s3Lkz234sc2q9nUJDQwkPD2fnzp1A3t7ely5d4r777mPv3r0sXrw4xV6jtOTE9k5LkSJFsNvtqf7qS/65vFqJEiXSbO/t7U3hwoWv2yYj75fslJn1dpo1axaRkZF88803tGvX7rptvby8aNiwoes9b7WbWe/kGjduzBdffOG6n5e3tzGGyZMn8/DDD+Pr63vdtu62vTMqRz/bGRqhlAtldED2u+++65qWkJCQ5oDsWbNmudocOnTI7Qborl692jXt999/T/cA3d69e6c6aulatmzZYgCzdOnSTNebVW52vZ1iY2ONn5+fmTZtmjEm727vixcvmrvuusvUqFHDHDt2LF3LsnJ7N2rUyDz22GMpplWrVu26A7KrVauWYtrAgQNTDdrs1KlTijYdO3Z0uwG6GVlvY4z58ssvjb+//w0Htjo5HA7ToEED88gjj9xMqVkqM+t9tXvuuce0bt3adT+vbm9j/jcgfcuWLTdchjtubyfSOSA7pz7beTYc7d+/32zcuNEMGzbM5MuXz2zcuNFs3LjRnD592tWmSpUqZvbs2a7777zzjgkJCTGzZ882W7ZsMQ888ECah/KHhYWZRYsWmQ0bNpg2bdq43aHdtWvXNqtWrTKrVq0ytWrVSnVo99XrbYwxcXFxJjAw0Hz22Wep5rlr1y4zbNgws3btWrN3714zf/58U7VqVVOvXr1cu96nT582zz//vFm5cqXZu3eviY6ONk2aNDGlSpXK09v70qVL5o477jBhYWFm06ZNKQ7vTUhIMMa43/Z2HuI8adIks23bNvPss8+aoKAg11E5L7/8snn44Ydd7Z2H+z733HNm27ZtZtKkSakO9/3tt9+M3W4377zzjtm+fbt555133PbQ7vSu95dffmm8vb3NmDFjrnkKhtdff938/PPPZvfu3Wbjxo3mkUceMd7e3ikCttUyut4fffSRmTNnjvn777/Nn3/+aV5++WUDmO+++87VJi9ub6eHHnrI3HLLLWnO09239+nTp12/zYAZOXKk2bhxo+vIWSs/23k2HPXu3dsAqW7R0dGuNoCZMmWK677D4TBDhw41JUqUMH5+fqZFixap0vj58+fNk08+aQoVKmQCAgLM7bffbg4cOJBDa3VjJ06cMA8++KDJnz+/yZ8/v3nwwQdTHeJ69XobY8z48eNNQEBAmueyOXDggGnRooUpVKiQ8fX1NRUqVDBPP/10qnMCWSmj633u3DnTvn17U7RoUePj42PKlCljevfunWpb5rXtvXfv3jQ/F8k/G+64vceMGWPCw8ONr6+vqV+/foo9WL179zYtW7ZM0X7JkiWmXr16xtfX15QtWzbN0P/NN9+YKlWqGB8fH1O1atUUP6buIiPr3bJlyzS3a+/evV1tnn32WVOmTBnj6+trihYtatq3b29WrlyZg2uUPhlZ73fffddUqFDB+Pv7m4IFC5pbb73VzJ8/P9U889r2NiZp73ZAQICZMGFCmvNz9+3t3Ot1rfeslZ9tmzFXRjOJiIiISN69fIiIiIhIZigciYiIiCSjcCQiIiKSjMKRiIiISDIKRyIiIiLJKByJiIiIJKNwJCIiIpKMwpGIiIhIMgpHIiIiIskoHImIiIgko3AkInnK8OHDqVWrFkFBQRQvXpzHHnuMS5cuWV2WiOQi3lYXICKSVYwxJCYmMn78eEqVKsW2bdvo1asXtWvX5rHHHrO6PBHJJXThWRHJ03r27EnRokX5+OOPrS5FRHIJdauJSJ6xf/9+nnzySWrWrEnBggXJly8fX3/9NWFhYVaXJiK5iMKRiOQJsbGxNGrUiNjYWEaOHMmKFStYtWoVdrudunXrWl2eiOQiGnMkInnCggULuHz5MjNnzsRmswEwZswYLl68qHAkIhmicCQieUKhQoWIj49n3rx5VK9enR9++IERI0ZQqlQpihYtanV5IpKLaEC2iOQJxhgee+wxvvzySwICAnjooYe4cOEC+/fv58cff7S6PBHJRRSORERERJLRgGwRERGRZBSORERERJJROBIRERFJRuFIREREJBmFIxEREZFkFI5EREREklE4EhEREUlG4UhEREQkGYUjERERkWQUjkRERESSUTgSERERSUbhSERERCSZ/wfdJvS841p7zAAAAABJRU5ErkJggg==", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkcAAAHFCAYAAAD40125AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAAB6HUlEQVR4nO3dd3RU5dbH8e+khwChQyAQqhTpoSNSpBf7RQQFNHSxYLnKa0EUxXaRa6EHsFH0IiBNRIqoBOmIgAhSQuggXWrmef9IZkxIYQJJzpTfZ61ZkJMzM/vMmZmzs59mM8YYRERERAQAP6sDEBEREXEnSo5EREREUlByJCIiIpKCkiMRERGRFJQciYiIiKSg5EhEREQkBSVHIiIiIikoORIRERFJQcmRiIiISApKjsQjHDx4kFdffZVNmzal+V3v3r3JmzfvDT/25cuXGTBgABEREfj7+1O7du0bDzQbjBkzhqlTp6bZvnfvXmw2W7q/8yY2m41XX33V6jCyxauvvorNZsvx+3744YdUrFiRoKAgbDYbp06donfv3pQtWzbVfm+++SZz5sy5oXgy89dff9GtWzeKFSuGzWbj7rvvzvJjlC1blt69e2d7bO7s+++/x2azYbPZOH78eJrf7969m3vvvZcCBQqQN29e2rRpw4YNGyyI1PcoORKPcPDgQYYPH55ucnSzxo4dy/jx43nxxRf56aef+Oyzz7L9ObIio+QoIiKCuLg4OnXqlPtByQ3p06cPcXFxOfocmzZt4oknnqBly5YsW7aMuLg48uXLx8svv8zs2bNT7ZtTydHrr7/O7Nmzef/994mLi+Odd97J9ufwNufOnaNv376ULFky3d8fO3aMZs2a8ccffzB58mS+/PJLLl68SIsWLdixY0cuR+t7AqwOQMRqv/32G6GhoQwePNjqUDIVHBxMo0aNrA5DsiAyMpLIyMgcfY6tW7cC0LdvXxo0aODcXqFChRx93pR+++03KlSoQI8ePXLtObPL33//TZ48eXL9eV944QUKFixIp06dGDFiRJrfv/vuuxw7doxVq1YRFRUFwG233UaFChV45ZVXmDlzZm6H7FNUOfJBx44do1+/fpQuXZrg4GCKFi1K06ZN+f777537tGjRgurVqxMXF0eTJk0IDQ2lbNmyTJkyBYAFCxZQt25d8uTJQ40aNfj222/TPM9PP/3EHXfcQb58+ciTJw9NmjRhwYIFafb77bffuOuuuyhYsCAhISHUrl2bTz75xPn7FStWUL9+fQAeeeQRZxn62qaXXbt20bFjR/LmzUvp0qV55plnuHTpUqavhc1mY9KkSVy4cMH5uFOnTs20Ceva53Y0f2zdupUHH3yQ8PBwihcvzqOPPsrp06dT3ddut/Phhx9Su3ZtQkNDKVCgAI0aNeKbb74BkpoWtm7dyg8//OCMx9E0klFMrrzOU6dOxWazsXz5cgYOHEiRIkUoXLgw9957LwcPHsz0NcpM2bJl6dy5M7Nnz6ZmzZqEhIRQvnx5PvjggzT7xsfH89BDD1GsWDGCg4OpWrUq//nPf7Db7Rk+/t69ewkICGDkyJFpfrdy5UpsNhtfffUVkLXzcPHiRYYOHUq5cuUICgqiVKlSPPbYY5w6dSrd45s/fz516tQhNDSUqlWrMn/+fCDpda1atSphYWE0aNCAdevWpbp/ek1jM2fOpG3btkRERDgf74UXXuD8+fMZv9AZaNGiBQ899BAADRs2xGazOZumrm1Ws9lsnD9/nk8++cT53mrRokWmj//XX38xaNAgSpUqRVBQEOXLl+fFF190fq4c78nvv/+e7du3Ox93xYoVGT7mlStX+Pe//02JEiXIkycPt912G2vWrEl338OHD9O/f38iIyMJCgqiXLlyDB8+nKtXr6baLyEhgfvvv598+fJRoEABevTowdq1a9N8XhxN8Fu2bKFt27bky5ePO+64A0hqXh8xYgRVqlRxfi8+8sgjHDt2LE1cM2fOpHHjxoSFhZE3b17atWvHxo0bM30tU/rxxx+ZMGECkyZNwt/fP919Zs+eTatWrZyJEUD+/Pm59957mTdvXprXQLKZEZ/Trl07U7RoUTNhwgSzYsUKM2fOHPPKK6+YGTNmOPdp3ry5KVy4sKlcubKJjY01ixcvNp07dzaAGT58uKlRo4aZPn26WbhwoWnUqJEJDg42Bw4ccN5/xYoVJjAw0ERHR5uZM2eaOXPmmLZt2xqbzZbqeX7//XeTL18+U6FCBfPpp5+aBQsWmAcffNAA5u233zbGGHP69GkzZcoUA5iXXnrJxMXFmbi4OLN//35jjDG9evUyQUFBpmrVqua9994z33//vXnllVeMzWYzw4cPz/S1iIuLMx07djShoaHOxz169KjZs2ePAcyUKVPS3Acww4YNc/48bNgwA5jKlSubV155xSxZssSMGjXKBAcHm0ceeSTVfR9++GFjs9lMnz59zNy5c82iRYvMG2+8Yf773/8aY4zZsGGDKV++vKlTp44zng0bNhhjTLoxufo6O16/8uXLm8cff9wsXrzYTJo0yRQsWNC0bNkyVYyOfdM79mtFRUWZUqVKmTJlypjJkyebhQsXmh49ehjAvPvuu879jh49akqVKmWKFi1qxo0bZ7799lszePBgA5iBAwdm+vrec889pkyZMubq1aup9vvXv/5lSpYsaa5cuZKl82C32027du1MQECAefnll813331n3nvvPRMWFmbq1KljLl68mOr4IiMjTfXq1Z3v94YNG5rAwEDzyiuvmKZNm5qvv/7azJ4929xyyy2mePHi5u+//3be3xFTSq+//rp5//33zYIFC8yKFSvMuHHjTLly5dKch/Tue62tW7eal156yXm+4uLizK5du4wxSZ+LqKgo575xcXEmNDTUdOzY0fne2rp1a4aPfeHCBVOzZk0TFhZm3nvvPfPdd9+Zl19+2QQEBJiOHTsaY4y5ePGiiYuLM3Xq1DHly5d3Pu7p06czfNxevXoZm81mnnvuOfPdd9+ZUaNGmVKlSpn8+fObXr16Ofc7dOiQKV26tImKijLjx48333//vXn99ddNcHCw6d27t3O/c+fOmYoVK5pChQqZjz/+2CxevNgMGTLElCtXLs37uFevXiYwMNCULVvWjBw50ixdutQsXrzYJCYmmvbt25uwsDAzfPhws2TJEjNp0iRTqlQpU61atVTn9I033jA2m808+uijZv78+ebrr782jRs3NmFhYZm+ng5///23qVSpknnuueeMMf+c52PHjqXax/EaXeujjz4ygNmxY8d1n0tunJIjH5Q3b17z1FNPZbpP8+bNDWDWrVvn3HbixAnj7+9vQkNDUyVCmzZtMoD54IMPnNsaNWpkihUrZs6ePevcdvXqVVO9enUTGRlp7Ha7McaYbt26meDgYBMfH5/q+Tt06GDy5MljTp06ZYwxZu3atRlesHv16mUA8+WXX6ba3rFjR1O5cuXrvBpJ9w8LC0u17UaSo3feeSfVfoMGDTIhISHOY125cqUBzIsvvphpPLfeeqtp3rx5mu3pxeTq6+xIeAYNGpTqMd955x0DmEOHDjm3ffLJJ8bf39988sknmcZpTFLyYLPZzKZNm1Jtb9OmjcmfP785f/68McaYF154wQDml19+SbXfwIEDjc1mS/VFf+3ru3z5cgOY2bNnO7cdOHDABAQEpEp+XT0P3377bbr7zZw50wBmwoQJqY4vNDTUJCQkOLc53u8RERHO4zPGmDlz5hjAfPPNN2liyojdbjdXrlwxP/zwgwHM5s2bXb6vg+Pcrl27NtX2a5MjY4wJCwtLlYBkZty4cel+rt5++20DmO+++865rXnz5ubWW2+97mNu377dAGbIkCGptn/xxRcGSBVb//79Td68ec2+fftS7fvee+8ZwJmIfPzxxwYwixYtSrVf//79002OADN58uRU+06fPt0AZtasWam2O753xowZY4wxJj4+3gQEBJjHH3881X5nz541JUqUMF27dr3ua/DMM8+Y8uXLOxOu9JKjAwcOGMCMHDkyzf2nTZtmALNq1arrPpfcODWr+aAGDRowdepURowYwerVq7ly5Uq6+0VERBAdHe38uVChQhQrVozatWun6kRYtWpVAPbt2wfA+fPn+eWXX7j//vtTjSLz9/fn4YcfJiEhwdmhcNmyZdxxxx2ULl061XP37t2bv//+2+XOrDabjS5duqTaVrNmTWdMueHOO+9M8/wXL17k6NGjACxatAiAxx57LFueLyuvc2YxAqlep549e3L16lV69uzpUhy33nortWrVSrWte/funDlzxjmyZtmyZVSrVi1VnxhIOs/GGJYtW5bh47do0YJatWrx8ccfO7eNGzcOm81Gv3790ux/vfPgeK5rR0b961//IiwsjKVLl6baXrt2bUqVKuX82fF+b9GiRaq+Ktd+DjKye/duunfvTokSJfD39ycwMJDmzZsDsH379kzvm5uWLVtGWFgY999/f6rtjtft2tfJFcuXLwdI0zepa9euBASk7gI7f/58WrZsScmSJbl69arz1qFDBwB++OEH57/58uWjffv2qe7/4IMPZhjHfffdl+a5ChQoQJcuXVI9V+3atSlRooSzmXDx4sXOz0bK/UJCQmjevHmmzYkAa9asYfTo0YwfP57Q0NBM9wUyHa14o6MgxTXqkO2DZs6cyYgRI5g0aRIvv/wyefPm5Z577uGdd96hRIkSzv0KFSqU5r5BQUFptgcFBQFJ/TgATp48iTGGiIiINPd3JFUnTpxw/uvKfteTJ08eQkJCUm0LDg52xpQbChcunOb5AS5cuAAk9fXy9/dP9RrfjKy8zq7GeCPSOx7HtpTn+dph5ZnFea0nnniCPn36sGPHDsqXL8/EiRO5//77033u6x3jiRMnCAgIoGjRoqn2s9lslChRIk0sGb3fr/c5SM+5c+do1qwZISEhjBgxgltuuYU8efKwf/9+7r333ps6D9ntxIkTlChRIs1FuFixYgQEBLj82bz2MSHteyYgICDNeTty5Ajz5s0jMDAw3cdyDH0/ceIExYsXT/P79LZB0ndF/vz50zzXqVOnnOcwo+c6cuQIgLMP5LX8/DKvNzz66KPce++91KtXz9m/zfF+OXPmDMHBweTLl4+CBQtis9nSfY3/+usvIP3vZ8k+So58UJEiRRg9ejSjR48mPj6eb775hhdeeIGjR4+m27E6qwoWLIifnx+HDh1K8ztH598iRYoASRcyV/bLbY5E69oO3TdyQXAoWrQoiYmJHD58ON2EJquy8jrnpMOHD2e4zXHBu9nz3L17d55//nk+/vhjGjVqxOHDh2+4Ale4cGGuXr3KsWPHUiVIxhgOHz6c4YUvOyxbtoyDBw+yYsUKZ7UISNMR3B0ULlyYX375BWNMqgTp6NGjXL169YbeW473w+HDh1NV465evZrms1WkSBFq1qzJG2+8ke5jORLrwoULp9uhO733JaRfcXEMUMjo+y9fvnzO/QD+97//peoo7aqtW7eydetW5yCClCpUqECtWrXYtGkToaGhVKxYkS1btqTZb8uWLYSGhlK+fPksP7+4Ts1qPq5MmTIMHjw4WycXCwsLo2HDhnz99dep/hK22+18/vnnREZGcssttwBwxx13OC8YKX366afkyZPHOXQ9OyocWVG8eHFCQkL49ddfU22fO3fuDT+mozlg7Nixme4XHBzs0nFm5XXOSVu3bmXz5s2ptk2bNo18+fJRt25dIOk8b9u2Lc177NNPP8Vms9GyZctMnyMkJIR+/frxySefMGrUKGrXrk3Tpk1vKF7H6KTPP/881fZZs2Zx/vx55+9zguPC7Hg/O4wfPz7HnjMlV99bkPQ6nTt3Ls28SJ9++qnz91nlGB33xRdfpNr+5Zdfphl91blzZ+cUAfXq1UtzcyRHzZs35+zZs85ma4cZM2a4HFfnzp05ceIEiYmJ6T5X5cqVAWjXrh0BAQH8+eef6e5Xr169TJ9n+fLlaW69evUCYM6cOUyaNMm57z333MOyZcvYv3+/c9vZs2f5+uuvufPOO9M0Q0r20qvrY06fPk3Lli3p3r07VapUIV++fKxdu5Zvv/2We++9N9ueZ+TIkbRp04aWLVvy7LPPEhQUxJgxY/jtt9+YPn268yIxbNgwZ9+CV155hUKFCvHFF1+wYMEC3nnnHcLDw4Gkv6pCQ0P54osvqFq1Knnz5qVkyZIZTqB2s2w2Gw899BCTJ092/kW3Zs0apk2bdsOP2axZMx5++GFGjBjBkSNH6Ny5M8HBwWzcuJE8efLw+OOPA1CjRg1mzJjBzJkzKV++PCEhIdSoUSPdx3T1dc6KTz/9lEcffZTJkye71O+oZMmS3Hnnnbz66qtERETw+eefs2TJEt5++21nn5whQ4bw6aef0qlTJ1577TWioqJYsGABY8aMYeDAgS4lcYMGDeKdd95h/fr1qS4iWdWmTRvatWvH888/z5kzZ2jatCm//vorw4YNo06dOjz88MM3/NjX06RJEwoWLMiAAQMYNmwYgYGBfPHFF2mSy5xSo0YNVqxYwbx584iIiCBfvnzOC/+1evbsyccff0yvXr3Yu3cvNWrU4KeffuLNN9+kY8eOtG7dOsvPX7VqVR566CFGjx5NYGAgrVu35rfffuO9995L09T12muvsWTJEpo0acITTzxB5cqVuXjxInv37mXhwoWMGzeOyMhIevXqxfvvv89DDz3EiBEjqFixIosWLWLx4sXA9Zu6ALp168YXX3xBx44defLJJ2nQoAGBgYEkJCSwfPly7rrrLu655x7Kli3La6+9xosvvsju3btp3749BQsW5MiRI6xZs4awsDCGDx+e4fOkN3WCo59S06ZNU1Xjnn32WT777DPnZyY4OJi33nqLixcves0M8m7N0u7gkusuXrxoBgwYYGrWrGny589vQkNDTeXKlc2wYcNSjbzJaPRJVFSU6dSpU5rtgHnsscdSbfvxxx9Nq1atTFhYmAkNDTWNGjUy8+bNS3PfLVu2mC5dupjw8HATFBRkatWqle4osenTp5sqVaqYwMDAVCOa0httZozro30yuv/p06dNnz59TPHixU1YWJjp0qWL2bt3b4aj1VKONjHmn1FEe/bscW5LTEw077//vqlevboJCgoy4eHhpnHjxqlel71795q2bduafPnyGcA54iijEXSuvM4ZjWhyjARbvnx5mn1dHcrfqVMn87///c/ceuutJigoyJQtW9aMGjUqzb779u0z3bt3N4ULFzaBgYGmcuXK5t133zWJiYmp9rv29U2pRYsWplChQqmGVjtk5TxcuHDBPP/88yYqKsoEBgaaiIgIM3DgQHPy5Ml0j+9a6b3fHecn5RQG6b0HV61aZRo3bmzy5MljihYtavr06WM2bNiQ5jXPidFqmzZtMk2bNjV58uQxQLqjIlM6ceKEGTBggImIiDABAQEmKirKDB06NNV0B8a4PlrNGGMuXbpknnnmGVOsWDETEhJiGjVqZOLi4kxUVFSakXTHjh0zTzzxhClXrpwJDAw0hQoVMtHR0ebFF180586dc+4XHx9v7r33XpM3b16TL18+c99995mFCxcawMydOzfVa5LeZ90YY65cuWLee+89U6tWLRMSEmLy5s1rqlSpYvr372927tyZat85c+aYli1bmvz585vg4GATFRVl7r//fvP999+79BqklNH71hhjdu3aZe6++26TP39+kydPHnPHHXeY9evXZ/k5JOtsxhiTi7mYiHiRsmXLUr16deekiDnp6NGjREVF8fjjj2t5CrmuN998k5deeon4+Pgcn6VcvI+a1UTErSUkJLB7927effdd/Pz8ePLJJ60OSdzMRx99BECVKlW4cuUKy5Yt44MPPuChhx5SYiQ3RMmRiLi1SZMm8dprr1G2bFm++OKLVKOcRCBpeP7777/P3r17uXTpEmXKlOH555/npZdesjo08VBqVhMRERFJwfKh/CtXrqRLly6ULFkSm82WZthoen744Qeio6Odi1yOGzcu5wMVERERn2B5cnT+/Hlq1arlbDO+nj179tCxY0eaNWvGxo0b+b//+z+eeOIJZs2alcORioiIiC9wq2Y1m83G7NmzufvuuzPc5/nnn+ebb75JtQbRgAED2Lx5s8vrcImIiIhkxOM6ZMfFxdG2bdtU29q1a0dsbCxXrlxJdx2eS5cupVoGwm6389dff1G4cGEt3iciIuIhjDGcPXuWkiVLujTB543yuOTo8OHDaRYULF68OFevXuX48ePprlk1cuTITGctFREREc+xf//+HJ2mweOSI0i7cKCjZTCjKtDQoUN5+umnnT+fPn2aMmXKsH///jRT1l9r/vz59OjRg/r16/P999/zxRdfMGjQIFq3bq1+TiJWO3CA/XFxdHj5ZfYfPEi+fPl47LHHqFy5MqtWrWLy5MkkJibSJDqar4cOJbRaNdBUACKWqly5MocPH2blypXUqlWLiIgI/v77bzZt2kS5cuUyve+ZM2coXbq0czHgnOJxyVGJEiXSrLZ89OhRAgICnCs+Xys4ODjNQo8A+fPnv25yFBoaCkBgYCD58+cnb968QNJ6Pde7r4jkoNhYLvTty8PGsB+oWKwYS375hbJlywLQu3dvevbsSae2bVm1fj1P338/n9ts2CZOhJgYS0MX8WWOgkZ4eDj58+d3No/lzZvX5etqTneJsXy0WlY1btyYJUuWpNr23XffUa9evXT7G90sx0l0nDx/f38AEhMTs/25RMRFCQnQrx/DjGEjUAT4/vhxyl6zUvltZcsy9+JF/IFpwOfGQP/+SfcXEUs4rp+O66kj0XGj8WHWJ0fnzp1j06ZNbNq0CUgaqr9p0ybi4+OBpCaxlCuDDxgwgH379vH000+zfft2Jk+eTGxsLM8++2yOxGe324F/Tp6SIxE3sHMnG+12RiX/OAWIstth1640+7UwBkePw6eBU4mJafcTkVyj5MgF69ato06dOtSpUweAp59+mjp16vDKK68AcOjQIWeiBFCuXDkWLlzIihUrqF27Nq+//joffPAB9913X47Ed21/JiVHItYzFSsyCEgEugKdAfz9oWLF1DtWqgR+fvwbqAocB4bbbGn3E5Fc4yg6OK6njpYZx3Z3YHmfoxYtWmSaLU6dOjXNtubNm7Nhw4YcjOofSo5E3M+iLVtYDYQCoyEpMRo/Hq4dvRIZCRMmENi/P/9NTKQt8JGfH4MvXaJCbgctIsA/109HUqTKkQdSnyMR92KMYdiwYQA81r8/EcuXw969GXeyjomBvXtps3w57Vu04GpiIu+++27uBSwiqahZzQuoz5GIe1m8eDHr1q0jT548PPfaa9CiRdqK0bUiI6FFC4Ymz3c2ZcoUDh06lPPBikgaSo68gJrVRNzLhx9+CEC/fv0oVqxYlu7brFkzmjRpwuXLl/nvf/+bE+GJyHUoOfICSo5E3MeuXbtYtGgRNpuNxx57LMv3t9lsPPfccwDExsamWlZIRHLHtcmRO3bIVnJ0HepzJOI+xo4dizGG9u3bU/EGR5x17tyZUqVKcfz4cebMmZO9AYpIplJWh1Q58mDqcyTiHi5fvswnn3wCcENVI4eAgABikjtvT5gwIVtiExHXpLx2arSaB1Ozmoh7WLx4MSdOnKBEiRK0a9fuph4rJiYGPz8/li1bxu7du7MpQhG5npTXTlWOPJiSIxH38MUXXwDQrVs3AgJuboq2MmXKcMcddwAwffr0m45NRFyj5MhLqM+RiPXOnDnD3LlzAXjooYey5TG7d+8OwLRp09zqS1nEm6WXHKlDtgdSnyMR63399ddcvHiRKlWqULdu3Wx5zHvuuYfg4GC2bdvGli1bsuUxRSRzqhx5CTWriVhv2rRpAPTo0cP5WbxZ4eHhdOrUKdXji0jOSlkdUnLkwTJKjtyp/CfizU6ePMmyZcsAeOCBB7L1sR2PpyH9IrlDo9W8xLV9jhz/qnIkkjsWLlxIYmIit956K5UqVcrWx27fvj2BgYHs2LGD33//PVsfW0TSclw7bTabMyly/OtORQclR9ehPkci1nJ0xL7rrruy/bHz589Pq1atUj2PiOSca2fHhn+KDqoceRD1ORKxzqVLl1i0aBGQM8lRysdVciSS89JLjtSs5oGUHIlYZ/ny5Zw7d46IiAjq1auXI89x5513ArB69WqOHDmSI88hIkmUHHkJzXMkYh1HNefOO+90fgazW6lSpahXrx7GGObNm5cjzyEiSRxdVZQceTj1ORKxhjGGhQsXAv9Ud3KKo2lt/vz5Ofo8Ir7Oce1M+ceOOmR7IDWriVjjjz/+ID4+nqCgIFq0aJGjz9W+fXsAli1bxpUrV3L0uUR8mTpke4nM5jlypxMp4m2+++47AJo1a0aePHly9Lnq1q1L4cKFOXv2LKtXr87R5xLxZepz5CUcZb5r+xyl/J2IZD9HctS2bdscfy4/Pz/atGkDwOLFi3P8+UR8lZIjL5FR5QjUtCaSUy5fvszy5cuB3EmOANq1awf8k5SJSPZTcuQllByJ5L64uXM5f/48xYoUoWbNmrnynI4kbN26dRyfMwcSEnLleUV8SWaj1dypNUbJ0XVkNJQflByJ5IjYWL7r2hWA1seP4zdlSq48bcmSJalRqhTGGL6/5x6IioLY2Fx5bhFfkd5oNXXI9kAZDeUHJUci2S4hAfr1w9Gw1Ragf//cqeIkJND2wAEAlgDY7bn33CI+Qs1qXkLNaiK5aOdOTtjtrE/+sQ1AYiLs2pUrz31H8n9XOLbl1nOL+AglR15CyZFILqpUieU2Gwa4FSgJ4O8PFSvmynM3tdnwB3YD8bn53CI+QsmRl7i2z5HNZnOeSCVHItksMpIfWrYEoCUkJSfjx0NkZK48d/6JE4lO/vEHmy33nlvER2SWHKlDtge5ts8RaJZskZz0w7FjADR/9VXYuxdiYnLvyWNiaDFwIAArunbN3ecW8QHpjVZTh2wPdG2zGqSeJVtEss+JEyfYsmULALcPHGhJ1aZFly4ArFi7NtefW8TbZba2mpIjD5JecuQ4qaociWSvH3/8EYCqVatSrFgxS2Jo2rQp/v7+7N69m/j4eEtiEPFW6nPkJa7tcwRqVhPJKT/88AMAzZs3tyyG/PnzEx0dnSoeEcke6nPkJdTnSCT3uENyBNCiRQsAVqxYYWkcIt5GlSMvkVmfIyVHItnn1KlTbNq0CVByJOKt0kuO1CHbAyk5EskdP/30E8YYKlWqREREhKWx3Hbbbc5+RwmaIVsk2zhaY9Qh28Opz5FI7nCXJjWAfPnyUatWLQB+/vlni6MR8R5qVvMS6nMkkjscI9Vuv/12iyNJ0qRJEwBWrVplcSQi3kMdsr2EmtVEct7FixfZsGEDkNSk5Q6aNm0KqHIkkp1UOfISSo5Ect769eu5cuUKJUqUoGzZslaHA/yTHG3atIlz585ZHI2Id1CHbC+hPkciOc/RdNW4ceNUf4hYqXTp0pQuXZrExETWrFljdTgiXkGVIy+hPkciOc+RHDn6+bgLR/VI/Y5EsodGq3kJNauJ5CxjDHFxcYD7JUeOeNTvSCR7qEO2l1ByJJKz9uzZw5EjRwgMDKRu3bpWh5OKo3IUFxfnVl/cIp5KzWpeQn2ORHKWo8kqOjqakJAQi6NJrWbNmoSFhXH69Gm2bdtmdTgiHk8dsr2E+hyJ5Cx3bVIDCAgIoFGjRoCa1kSygypHXkLNaiI5K+VINXek+Y5Eso+j4KA+Rx5OyZFIzjl79iy//vor4J6VI1CnbJHs5LhuarSah0tv2KGSI5HssXbtWux2O1FRUZQsWdLqcNLVqFEjbDYbu3fv5siRI1aHI+LR1KzmJdKrHDkSJXcqAYp4IndvUgMIDw+nWrVqAJoMUuQmqUO2l1CzmkjOcdfJH6/VoEEDAH755ReLIxHxbKoceQkN5RfJGXa7ndWrVwPunxw1bNgQUHIkcrM0CaSX0FB+kZyxY8cOTp48SWhoKDVr1rQ6nEw5kqM1a9a41Re4iKfJbLSaKkceRM1qIjnDUYWpV68egYGBFkeTuerVq5MnTx7OnDnDjh07rA5HxGNptJqXUHIkkjMcnZsdVRl3FhAQQHR0NKCmNZGboQ7ZXkJ9jkRyxtq1awGoX7++xZG4Rv2ORG6eOmR7CfU5Esl+Fy9eZPPmzcA/I8HcnZIjkZunDtleQs1qItlv8+bNXLlyhaJFixIVFWV1OC5xJHG//vorf//9t8XRiHgmVY68hJIjkezn6G/UoEGDVJ8td1a6dGlKlChBYmIiGzdutDocEY+k5MhLqM+RSPbztP5GkPQFrqY1kZujDtleQn2ORLJfysqRJ1FyJHJzVDnyEmpWE8lep06dcs4V5EmVI1ByJHKz1CHbSyg5Esle69atA6B8+fIUKVLE4miypl69ethsNvbt28eRI0esDkfE46hy5CXU50gkezma1DytagSQP39+qlWrBqh6JHIjtHxIFowZM4Zy5coREhJCdHQ0P/74Y6b7f/HFF9SqVYs8efIQERHBI488wokTJ3IkNvU5Eslejs7YntbfyMERt5IjkaxLb/kQdchOx8yZM3nqqad48cUX2bhxI82aNaNDhw7Ex8enu/9PP/1Ez549iYmJYevWrXz11VesXbuWPn365Eh8alYTyV6e2hnbQf2ORG6c+hy5aNSoUcTExNCnTx+qVq3K6NGjKV26NGPHjk13/9WrV1O2bFmeeOIJypUrx2233Ub//v2d/Riym5Ijkexz4MABDh48iL+/P3Xq1LE6nBviSI7Wrl3rVl/mIp5AfY5ccPnyZdavX0/btm1TbW/bti2rVq1K9z5NmjQhISGBhQsXYozhyJEj/O9//6NTp04ZPs+lS5c4c+ZMqpur0utz5Pi/vhhFsmbNwoUAVK9cmbCwMIujuTHVq1cnNDSUM2fOsOPTTyEhweqQRDyGkiMXHD9+nMTERIoXL55qe/HixTl8+HC692nSpAlffPEFDzzwAEFBQZQoUYICBQrw4YcfZvg8I0eOJDw83HkrXbq0yzGqz5FINomNZW2/fgDU37YNYmMtDujGBAQEEB0ZCcDaRx6BqCiPPRaR3KbkKAuuXT7AGJPhkgLbtm3jiSee4JVXXmH9+vV8++237NmzhwEDBmT4+EOHDuX06dPO2/79+12OTc1qItkgIQH69WNN8o8NAPr398yqS0ICDXbuBEg6Hrvdc49FJJd5ygzZAVY+eZEiRfD3909TJTp69GiaapLDyJEjadq0Kc899xwANWvWJCwsjGbNmjFixAgiIiLS3Cc4OJjg4OAbilHJkUg22LkTu93O2uQfGwAkJsKuXZBchfEYO3fi6EruSPY89lhEcpk6ZLsgKCiI6OholixZkmr7kiVLaNKkSbr3+fvvv1P1/4F/XuScyDo1z5FINqhUiT9sNs4AocCtAP7+ULGitXHdiEqVqJ/8Zb4JuASeeywiuUzNai56+umnmTRpEpMnT2b79u0MGTKE+Ph4ZzPZ0KFD6dmzp3P/Ll268PXXXzN27Fh2797Nzz//zBNPPEGDBg0oWbJktsenPkci2SAykrWPPgpAXSDA3x/Gj/fMSktkJOUmTKAwcAXY7Ofnuccikss8JTmytFkN4IEHHuDEiRO89tprHDp0iOrVq7Nw4UKioqIAOHToUKo5j3r37s3Zs2f56KOPeOaZZyhQoACtWrXi7bffzpH41Kwmkj3WhIYC0OD+++H99z06mbD16UODadNYtHw5a4YPp0FMjNUhiXgEJUdZMGjQIAYNGpTu76ZOnZpm2+OPP87jjz+ew1ElUXIkkj2ckz/ed59HJ0YODW6/nUXLl7M2uXO2iFxfesuHuGOHbMub1dyd40Sqz5HIjbt06RKbNm0CPHdm7Gs5jsOR9InI9aW3fIg6ZHsgVY5Ebt6vv/7K5cuXKVy4MOXKlbM6nGzhWDj3999/5/Tp0xZHI+IZPKVZTcnRdSg5Erl5jsVm69evn+EcZp6maNGilC1bFiDHli8S8TZKjryEkiORm+fpi81mRE1rIlmj5MhLKDkSuXlKjkQElBx5DSVHIjfnzJkz/P7778A//XS8hSM5cjQbikjmlBx5CSVHIjdn/fr1GGOIioqiWLFiVoeTrerWrYufnx8HDhzgwIEDVocj4vaUHHkJJUciN8fR5ORtVSOAsLAwqlevDqh6JOIKJUdeRsmRyI1JOVLNGzmOS/2ORK4vs+TInSg5uo70MlklRyKu8/bkSJ2yRVyXXnLkoMqRB8msWc2dZvMUcUdHjx4lPj4em81GdHS01eHkiJSdsvWdIJI5Nat5ifSSI8e056ociWTOUTWqUqUK+fPntzianHHrrbcSGhrKmTNn2Kl11kQyld6SXEqOPJA6ZIvcOG9vUgMIDAykbt26gJrWRK5HlSMvoeRI5Mb5QnIE6nck4iolR15GyZFI1hhjvHoYf0oasSbiGo1W8xIarSZyY/bt28fx48cJCAigVq1aVoeToxyVo02bNnH58mWLoxFxXxqt5iXUrCZyYxxNarVq1SIkJMTiaHJW+fLlKVSoEJcvX+bXX3+1OhwRt6VmNS+h5EjkxvhKfyNI+n5QvyOR61Ny5CWUHIncGF9KjkCdskVcoeTISyg5Esk6u93O+vXrASVHIpLEGOO8pio58hJKjkRct2PHDs6ePUuePHmoWrWq1eHkCkcS+Pvvv3P69GmLoxFxPymvmRqt5uE0Wk0k6xxNanXr1iUgIMDiaHJHsWLFiIqKwhjjrJqJyD8ySo4cVDnyIGpWE8k6X5nf6Fop11kTkdRSrj2o5UM8nJIjkaxzJAeOZMFXqN+RSMau16ym5MiDKDkSyZrLly+zadMmwHcrR0qORNJScuRFlByJZM2WLVu4fPkyhQoVonz58laHk6vq1q2Ln58fCQkJHDx40OpwRNyKkiMvpORIxDWOJrV69eq55SiUnJQ3b16qVasGqN+RyLU0Ws2LaLSaSNb42uSP11LTmkj6HNdMm82WbkKkypEHUbOaSNYoOdKINZH0ZLTorJrVPFB6yZFjCGLKYYkiAufPn2fr1q2A741Uc0iZHOk7QuQfSo68iCpHIq7bsGEDdrudUqVKERERYXU4lqhevTohISGcOnWKXbt2WR2OiNtQcuRFlByJuM7Xm9QAAgMDqVu3LqB+RyIpKTnyIpklR3a73a1OpojVlBwlcRy/kiORfyg58kLpJUegfkciKSk5SqIRayJpOa6XKZcOAQ3l90iZDeUHNa2JOPz111/8+eefQNIcR77MkRxt2rSJy5cvWxyNiHvIqHLkoMqRB8msWQ2UHIk4rFu3DoCKFStSsGBBi6OxVoUKFShYsCCXLl1iy5YtVocj4hbUrOZFlByJuMZXF5tNj81mU9OayDWUHHkRJUcirnEkAb7e38hByZFIakqOvIiSI5HrM8bwyy+/ANCwYUOLo3EPGrEmkpqSIy+k5EgkY/v27ePIkSMEBgZSp04dq8NxC47kaPv27Zw9e9biaESsd73kyJ0oObqO9DLZlIvmKTkSwVk1ql27NiEhIRZH4x5KlChBmTJlMMawfv16q8MRsZxGq3mR9JrVQLNki6S0eskSABreeqvFkbgXZ7+j6dMhIcHiaESspWY1L6LkSOQ6YmP5JTYWgEaffALJ/xdwjNtbM2ECREXptRGfpuTIiyg5EslEQgKX+/ZlQ/KPDY2B/v1VJQFISKDBrFkArAGw2/XaiE9TcuRFlByJZGLnTjYbwyWgMFABIDERtBo97NxJtDH4AfuBQ6DXRnza9ZYPUXLkgZQciaSjUiVWJ382GgI2AH9/qFjRyqjcQ6VK5PXzo2ryj2tBr434NI1W8yIZZbJKjkSAyEh+Se503BCSLv7jx0NkpKVhuYXISJgwgQbJX/xrbTa9NuLTNFrNi2TUrOYoCzrKhCK+avXx4wA0eucd2LsXYmKsDcidxMTQ4I03AFjTrJleG/Fp6nPkRdTnSCRjx48f588//wSgQd++qoqko0G7dgCs+fVXt/ryF8ltSo68iJIjkYw5Jn+sXLkyBQoUsDYYN1WjRg2Cg4M5deoUu9QZW3yYkiMvouRIJGOO5KhRo0YWR+K+AgMDqVu3LqB11sS3KTnyQkqORNJavXo1oMVmr0eL0IpotJpX0Wg1kfTZ7XbnxV6Vo8w5lhFZu3atxZGIWEej1byImtVE0vfHH39w+vRpQkNDqVGjhtXhuDVHcrRhwwauXLlicTQi1lCzmhdRciSSPkeTWnR0NAEBARZH494qVqxIgQIFuHTpElu2bLE6HBFLKDnyIkqORNKnztius9lszuqR+h2Jr9LyIV5EyZFI+tQZO2uUHImvU+XICyk5EvnH+fPnnc1Dqhy5RiPWxNdptJoX0Wg1kbTWrl1LYmIiJUuWJFKzYrvEUWHbtm0bp06dsjYYEQtotJoXUbOaSFo///wzAE2bNrU4Es9RvHhxKlSogDHG2V9LxJeoWc2LKDkSSWvVqlWAkqOsatKkCfBPciniS5QceRElRyKp2e12JUc3yPF6KTkSX6TkyIsoORJJbfv27Zw6dYo8efJQq1Ytq8PxKI7k6JdffuHq1asWRyOSu5QcZdGYMWMoV64cISEhREdH8+OPP2a6/6VLl3jxxReJiooiODiYChUqMHny5ByJTcmRSGqOqlGDBg0IDAy0OBrPUq1aNcLDwzl//jy//vqr1eGI5ColR1kwc+ZMnnrqKV588UU2btxIs2bN6NChA/Hx8Rnep2vXrixdupTY2Fh27NjB9OnTqVKlSo7GqeRIJIk6Y984Pz8/GjduDKhpTXyPhvJnwahRo4iJiaFPnz5UrVqV0aNHU7p0acaOHZvu/t9++y0//PADCxcupHXr1pQtW5YGDRo4Ozpmt4wyWccMn0qOxNc4Kkc59Znzdo6k0vE6ivgKDeV30eXLl1m/fj1t27ZNtb1t27YZfnF888031KtXj3feeYdSpUpxyy238Oyzz3LhwoUMn+fSpUucOXMm1c1V12tWc0yHLuILjh49ys6dOwGcFRDJGo1YE1/luF56QrOapatFHj9+nMTERIoXL55qe/HixTl8+HC699m9ezc//fQTISEhzJ49m+PHjzNo0CD++uuvDPsdjRw5kuHDh99QjOpzJPIPxx8tt956KwULFrQ4Gs/UoEED/P392b9/P/v376d06dJWhySSKxzXS62t5qJrEw9jTIZtkHa7HZvNxhdffEGDBg3o2LEjo0aNYurUqRlWj4YOHcrp06edt/3797scm5IjkX+oSe3m5c2b1znKT01r4kvUIdtFRYoUwd/fP02V6OjRo2mqSQ4RERGUKlWK8PBw57aqVatijCEhISHd+wQHB5M/f/5UN1cpORL5hzpjZw/NdyS+SMmRi4KCgoiOjmbJkiWpti9ZsiTDv0ybNm3KwYMHOXfunHPbH3/8gZ+fX46u8aTkSHzdxYsXWbduHaDk6GYpORJfpNFqWfD0008zadIkJk+ezPbt2xkyZAjx8fEMGDAASGoS69mzp3P/7t27U7hwYR555BG2bdvGypUree6553j00UcJDQ3N9vi08KxIkg0bNnD58mWKFi1KhQoVrA7Hozn++Nu8eXOqP/REvJlGq2XBAw88wOjRo3nttdeoXbs2K1euZOHChURFRQFw6NChVHMe5c2blyVLlnDq1Cnq1atHjx496NKlCx988EGOxKdmNZEkKZvU3PEvPU9SunRpSpcuTWJiImvWrLE6HJFc4UnNapaOVnMYNGgQgwYNSvd3U6dOTbOtSpUqaZricoqSI5EkWk8tezVt2pQZM2awatUqWrVqZXU4IjnOk5IjyytH7k7JkUjS58BROdJIteyh+Y7E1yg58iJKjkRg586dHDt2jODgYKKjo60OxyuknClb3yPiC5QceSElR+LLVq5cCUDDhg0JDg62OBrvUKtWLfLly8eZM2e0CK34BI1W8yIarSbyT3J0++23WxyJ9/D39+e2224D/nl9RbyZRqt5ETWricAPP/wAKDnKbs2bNwf+eX1FvJljbTUtH+IFlByJr9u3bx/x8fEEBASoM3Y2cySbK1eudKsLg0hOUJ8jL6LkSHydo8knOjqasLAwi6PxLtHR0YSGhnLixAm2b99udTgiOUrJkRdRciS+Tk1qOScoKMhZjVPTmng7JUdeSMmR+Cp1xs5ZKZvWRLyZRqt5EY1WE1926NAhdu7cic1mc46skuylfkfiKzRazYtk1Kzm6G3v6H0v4o0c1YxatWpRoEABa4PxUg0bNiQoKIiDBw/y559/Wh2OSI5Rs5oXUZ8j8WUrFy4E4Pa6dS2OxHuFhobSoEEDAFZOmAAJCRZHJJIzlBx5ESVH4rNiY1n56acA3D5lCsTGWhyQ97o9f34AVr77LkRF6bUWr6TkyIsoORKflJDAib59+S35x9uNgf79VdXICQkJ3L5oEQArAex2vdbilZQceSElR+JTdu7kx+QvqqpAUYDERNi1y8qovNPOnTQxBn9gD7Af9FqLV9JoNR+g5Ei8WqVKOGbdaebY5u8PFStaFJAXq1SJfH5+OHp1/QB6rcUrZbR8iIMqRx4i5YlS5Uh8SmQkyyIjAWgFSRfr8eMheZtko8hImDCBlsnfMctsNr3W4pXUrOYllByJrzp27Bi/Jvd5aTFrFuzdCzEx1gblzWJiaJXc+X1pyZKYRx+1OCCR7KfkyEsoORJftWLFCgCqV69O8XvvVRUjF9x2zz0EBAQQf+AAe/bssTockWyn5MhLKDkSX7Vs2TIA7rjjDosj8R1hYWE0atQI+Of1F/EmSo68hJIj8VVLly4FoFWrVhZH4lscyajj9RfxJkqOvJCSI/EV+/fvZ+fOnfj5+Wmx2VzmSEaXLVvmVhcKkeygofxeIrMvJyVH4q2WL18OQL169bSeWi5r2LAhoaGhHD16lG3btlkdjki20sKzXkLNauKLHP1d1KSW+4KDg7ntttsA9TsS76NmNS+h5Eh8jTFG/Y0spn5H4q2UHHkJJUfia3bt2kVCQgJBQUE0bdrU6nB8kiMpXbFihb5fxKv4THJ09OhRDh8+nF2xuB0lR+JrHE05jRs3Jk+ePBZH45vq1KlDeHg4p0+fZuPGjVaHI5JtMlo+xGuSo19//ZVbb72ViIgISpUqRalSpXjppZc4f/58dsfnNpQciS9QfyPrBQQE0Lx5c0D9jsS7eP1otZiYGIoXL85PP/3Exo0bGTFiBIsWLaJevXqcPHkyu2O0TGZZrCPzdWTCIp7Obrc7R6pp8kdrqd+ReCOvH622bds2xowZQ+PGjalZsyaPPPII69at49Zbb+Xxxx/P7hgto2Y18SWbN2/m2LFjhIWFUb9+favD8WmO5OjHH3/k4sWLFkcjkj28vs9RehUim83Gm2++ydy5c7MlMHeg5Eh8yeLFi4GkJrWgoCCLo/Ft1apVo1SpUly4cIEff/zR6nBEsoVXJkedOnXi//7v//jyyy8ZMGAAQ4YM4ciRI6n2OX36NAULFsz2IK2i5Eh8iSM5ateuncWRiM1mo23btsA/50XE03lSchTg6o41atRgw4YNTJkyxZkUlS9fnq5du1K7dm0SExOZMmUK77//fo4Fm9uUHImvOHfuHD///DOg5MhdtGvXjilTprB48WLee+89q8MRuWlemRy99dZbzv8fOXKEjRs3smnTJjZt2sTYsWPZtWsX/v7+DB8+nPvuuy9HgrWSkiPxZsuXL+fKlSuUL1+eihUrWh2OAK1bt8Zms/Hbb79x4MABSpUqZXVIIjfMGONMfjxhtJrLyVFKxYsXp3379rRv39657cKFC2zevJnNmzdnW3BW09pq4ivUpOZ+ChcuTP369VmzZg3fffcdjzzyiNUhidywlNdKrx2tlp7Q0FAaNWpE//79s+shLadmNfEVSo7ck+N8qN+ReLrMkiN3bFbT8iGZUHIkvmD37t3s2rWLgIAAWrZsaXU4koIjOVqyZIm+a8SjpXz/BgSkbrRScuRhlByJL3BUJZo0aUL+/PktjkZSatiwIeHh4fz111+sX7/e6nBEbtjVq1ed/1flyMMpORJfoCY19xUQEOCcEFJNa+LJVDnyUkqOxBtduXLFuX6XY14dcS+a70i8gSuVI3ei5CgTGq0m3i4uLo6zZ89SpEgR6tata3U4kg5HRW/16tWcPn3a4mhEbozjWunn55dhMqTKkYdQs5p4u2+//RaANm3aOBdTFvdStmxZbrnlFhITE/n++++tDkfkhjgqR+kN41ezmodR5Ui83YIFC4Ck5YHEfTnOj+N8iXgaR3J0bX8jUHLkcRwnKr0SoJIj8XT79u3j119/xc/PL9WEruJ+OnfuDCQlR3a73eJoRLIuo6VDQMmRx1FyJN7MUYVo0qQJhQsXtjgaycxtt91G/vz5OXr0KGvXrrU6HJEsU+XIi7iSHKVcL0bEk8yfPx/4pyoh7isoKMjZMdtx3kQ8iaOQoOTIy6XsvKrqkXia8+fPO4fwKznyDF26dAGUHIlnyqxDtjtScpQJVypHgPoAiMdZunQply5domzZslSrVs3qcMQFHTp0wGazsWnTJhISEqwORyRLVDnyIq4mR6ociaeZN2MGAF1atnTLCdgkrSJFitC4cWMA5v/nP6AESTyIhvJ7ESVH4o3sEyeyYPp0ADpPnQqxsdYGJC7rXKIEAPNHj4aoKJ078RiqHHkRJUfidRIS2Ni/P4eAMKC5MdC/v6oQniAhgS6zZwOwFPjbbte5E4+hypEXUXIkXmfnTuYnv6/bAsEAiYmwa5eVUYkrdu7kVmOIAi4Cy0DnTjyGKkdeSMmReI1KlXCMdXKOUfP3h4oVLQpIXFapEjY/P+d5mw86d+IxXKkcuRMlR5nILIu12WzOE6rkSDxFArAOsAEdIeniOn48REZaGpe4IDISJkygS/I0It8A9rFjde7EI2RWOXJQ5chDZNasBpolWzzPnDlzAGhcrx4lli+HvXshJsbSmCQLYmJouXMn+cPCOAT8Ur261RGJuER9jryIkiPxNl9//TUA93brBi1aqOrggYLKl6fL3XcDMGvWLGuDEXGR+hx5ESVH4k2OHz/OypUrAbjnnnssjkZuxr333gskJbvudEERyYgqR15EyZF4k3nz5pGYmEitWrUoX7681eHITWjXrh2hoaHs2bOHzZs3Wx2OyHVp4VkvpORIvIGzSS256iCeKywsjPbt2wP/nFcRd+a4Tmq0mhe4Xhar5Eg8xdmzZ1myZAmgJjVvkbJpTcTdZVY5clDlyEOoWU28xaJFi7h06RIVK1akukY4eYXOnTsTEBDA1q1b2bFjh9XhiGRKHbK9iJIj8RYpm9TcsYQtWVegQAHuuOMOAGYnLysi4q7UIduLKDkSb3DhwgUWLFgAqEnN26hpTTyFKkc3YMyYMZQrV46QkBCio6P58ccfXbrfzz//TEBAALVr186RuJQciTdYtGgR586do3Tp0jRo0MDqcCQb3XXXXdhsNtauXUt8fLzV4YhkSJWjLJo5cyZPPfUUL774Ihs3bqRZs2Z06NDhuh/006dP07NnT2dZOSdllBz5JU/jr+RI3NnMmTMB6Nq1q/M9K96hePHiNGvWDIAvv/zS4mhEMuZK5cidWP5NOWrUKGJiYujTpw9Vq1Zl9OjRlC5dmrFjx2Z6v/79+9O9e3caN26cY7G5OlrNbrfnWAwiN+PcuXPMmzcPgG7dulkcjeQEx3mdPn26xZGIZCyzypGDKkfJLl++zPr162nbtm2q7W3btmXVqlUZ3m/KlCn8+eefDBs2zKXnuXTpEmfOnEl1c4Wa1cTTzZ8/nwsXLlC+fHmio6OtDkdywP3334+/vz8bNmzgjz/+sDockXSpz1EWHD9+nMTERIoXL55qe/HixTl8+HC699m5cycvvPACX3zxRabzJaQ0cuRIwsPDnbfSpUu7dD8lR+LpHE1q3bp1c8vStdy8okWL0qZNG0DVI3Ff6nN0A6790jbGpPtFnpiYSPfu3Rk+fDi33HKLy48/dOhQTp8+7bzt37/fpfspORJPdvr0aRYuXAjAAw88YHE0kpMefPBBAGbMmOFWFxgRB0+rHLlWeskhRYoUwd/fP02V6OjRo2mqSZA0y++6devYuHEjgwcPBpL6+xhjCAgI4LvvvqNVq1Zp7hccHExwcHCW41NyJJ5s7ty5XL58mapVq1KjRg2rw5EcdPfddxMSEsLvv//O5s2bc2wEr8iNUuUoC4KCgoiOjnYua+CwZMkSmjRpkmb//Pnzs2XLFjZt2uS8DRgwgMqVK7Np0yYaNmyYI3EqORJPNGPGDCCpaqQmNe+WP39+OnXqBKhpTdyTRqtl0dNPP82kSZOYPHky27dvZ8iQIcTHxzNgwAAgqUmsZ8+eQNLQ+erVq6e6FStWjJCQEKpXr05YWFi2xqa11cRTHTt2zPlHh5rUfEPKpjWNoBV342mj1SxtVoOkL+4TJ07w2muvcejQIapXr87ChQuJiooC4NChQ5ZNbqZmNfFUM2bM4OrVq9SrV48qVapYHY7kgo4dO5IvXz7i4+OJi4ujadOmVock4pTZwrNqVsvAoEGD2Lt3L5cuXWL9+vXcfvvtzt9NnTqVFStWZHjfV199lU2bNuVIXNdLjhwnWcmRuJtPP/0UwFl1Fe8XGhrK3XffDahpTdyPp3XIdovkyF25mhw5MmIRd7B9+3bWrVtHQECAJn70Md27dweSKoeXL1+2OBqRf7jSIdudKDnKhJIj8USfffYZAB06dKBo0aIWRyO5qU2bNpQsWZITJ044FxsWcQeudsh2l+qRkqNMKDkST2O3253JkZrUfI+/vz8PP/wwkNQlQcRduFo5UnLkQZQciadYsWIFCQkJFChQgM6dO1sdjligV69eACxYsIAjR45YHI1IEg3l9yLXy2CVHIm7+WzcOAC6dupESEiIxdGIFapWrUqDBg1ITExk2vDhkJBgdUgiLg3lB1WOPIKa1cSTnPv4Y/731VcAPDxtGsTGWhyRWKV3pUoATBk7FlOmjN4LYjn1OfIiSo7EYyQkMOPxxzkH3AI0NQb691fVwBclJNBt2jSCgC3AJr0XxA2oz5EXUnIkbm/nTiYmf6n0AWwAiYmwa5eVUYkVdu6koDHcnfzjFNB7QSynPkdeRH2OxFP8evUqa4BAoJdjo78/VKxoXVBijUqVwM+PR5J//Ay44Oen94JYSn2OvIia1cRTTJo3D4C7gGKQlBiNHw+RkVaGJVaIjIQJE2jj50cUcAr4qndvvRfEUupz5IWUHIk7u3DhgnNuoz6ffQbLl8PevRATY21gYp2YGPz37aNv8ntg/O+/WxyQ+DrNkO1F1KwmnuDrr7/m1KlTREVF0aZ7d2jRQlUCgchIHn39dQICAli1ahVbtmyxOiLxYZlVjlJS5cgDqFlNPMHEiRMBiImJwc9PH2n5R0REBHfddRcA48ePtzga8WWqHPkQJUditd9++40ffvgBf39/HnnkkevfQXxO//79gaQ1986fP29xNOKrHNdJ9TnyAqocibv7+OOPAbj77ruJVFOapOOOO+6gfPnynDlzhpkzZ1odjvgoNat5ISVH4o5OnTrFp59+CsDgwYMtjkbclZ+fH/369QNgzJgxbnPxEd+iZjUvog7Z4s6mTp3K33//TfXq1WnevLnV4Ygbi4mJISQkhPXr17Nq1SqrwxEfpMqRF1Gzmrgru93ubFIbPHiwW/7lJe6jSJEi9OjRA4D//ve/FkcjvkjLh3ghJUfibhYvXsyuXbsIDw93XvREMvPkk08CSVM/xMfHWxyN+BotH+JF1Kwm7uqjjz4C4NFHHyVv3rwWRyOeoEaNGrRs2ZLExERn1VEkt2j5EC+iZjVxR9u2bWPhwoXYbDYGDRpkdTjiQRzVo4kTJ2pYv+QqVY58iJIjscJ//vMfIGn4fkUtJipZ0LlzZ8qVK8fJkyf5/PPPrQ5HfIj6HHkRVY7E3Rw6dMh5UXvuuecsjkY8jb+/P48//jgAo0aNcv41L5LTNFrNCyk5Enfx4YcfcvnyZZo0aULjxo2tDkc8UJ8+fShQoAB//PEHc+fOtToc8RGa58iLqEO2uJOzZ88yduxYQFUjuXH58uXjscceA+Dtt992m7/UxbupcuRF1Kwm7iQ2NpZTp05xyy23cOedd1odjniwJ554gpCQENasWcOKFSusDkd8gCpHPkTJkeSWy5cv8/777wPwzDPP4Oenj67cuGLFivHoo48CSdUjkZzm6mg1VY48gCpH4hYSEvj0//6P+Ph4IiIi6Nmzp9URiRdwJNmLFy9m44QJkJBgdUjixTTPkRe5XnLkOMlKjiTHxMZypUwZ3kwevv9cs2aEhIRYHJR4g/Lly/NAvXoAjOzfH6KiIDbW4qjEWzmuk5rnyAeociQ5KiEB+vVjmjHsAYoB/f/3P/2FL9kjIYGha9cC8BWwxW6H/v31/pIcoWY1L6JmNbHUzp0k2u28kfzjM0Aeux127bIyKvEWO3dSwxjuT/5xOEBiot5fkiPUrOaFlByJJSpVYqbNxk6gMDAIwN8fNCu2ZIdKlcDPj2GADZgFbPLz0/tLcoSWD/EimudIrHS1RAleL14cgCFAXn9/GD8eIiOtDUy8Q2QkTJhAdX9/uiZvGl6rlt5fku3sdrvzeqrKkRdQs5pY6bPPPuP3w4cpVKAAg+fNg717ISbG6rDEm8TEwN69DJs6FZvNxpyNG9m4caPVUYmXSXmNVOXIByg5kpxy8eJFhg0bBsD/vfQS4Z076y96yRmRkVTt1YsHH3wQgFdffdXaeMTrXLlyxfn/wMDANL9Xh2wPo8qRWGXs2LHs37+fyMhIBg0aZHU44gNeeeUV/Pz8+Oabb1i9erXV4YgXuV7lKCUlRx5AyZFY4cyZM7z55psADBs2jNDQUIsjEl9QuXJlevXqBSSt3ecuFynxfNerHLkjJUc3QcmR5IRRo0Zx/PhxbrnlFnr37m11OOJDXnvtNUJDQ/npp5/45ptvrA5HvITjGunn55fh0keOIoS7JOVKjjKhypHktmPHjvGf5NmwR4wYcd0StEh2ioyMZMiQIQA8//zz+m6TbOGoHLnyfabkyIMoOZLc8sorr3Du3Dnq1q3LfffdZ3U44oP+/e9/U6RIEXbs2MGkSZOsDke8gCM5yqxJzd1GrCk5yoTmOZLc9OuvvzJhwgQA3n///QzLzyI5KTw8nFdeeQVI6vN29uxZiyMST5fZumrXUuXIA6hZTXKLMYYhQ4Zgt9u5//77uf32260OSXxY//79qVixIkePHuXdd9+1OhzxcKoc+ZiUyZG7ZLvimb755huWLVtGcHAw77zzjtXhiI8LCgrirbfeAuCdd95h9+7dFkcknsyVypE6ZHsQVytHkDQ9usiNuHTpEs888wwATz/9NOXKlbM4IhG49957ueOOO7h06RJPP/201eGIB3OlcuSg5MgDZCU5UtOa3KgPPviAP//8kxIlSjB06FCrwxEBkr73PvjgAwICApg7dy6LFi2yOiTxUGpW8zFKjuRm7d+/n+HDhwMwcuRI8uXLZ3FEIv+oVq0aTzzxBABPPvkkly5dsjgi8URqVvMyqhxJjkpI4Mnu3Tl//jxNmjShZ8+eVkckksawYcMoXrw4O3fuZPTjj0NCgtUhiYfJSrOau1BydBOUHMkNi41lXpkyzP7pJwKAcW3baui+uKX8+fPzbufOALw2cSL7ypSB2FiLoxJPosqRl7le5SjlxUzJkbgsIYHzffsyOPn99TRQ4/XX9Re5uKeEBB6aPJlmwN/AQGMw/frp/SouU4dsL3O95Mhms2muI8m6nTsZbgzxQBTwCkBiIuzaZW1cIunZuRObMUwAgoBFwHS7Xe9XcVlWKkfuQsnRTVJyJFm16fJlRiX//yMgDMDfHypWtC4okYxUqgR+flQBXk7e9CRwvFAhC4MST5KV0WqqHHmA61WOQMmRZM3ly5fp/fzzJAL3AZ0hKTEaPx4iI60NTiQ9kZEwYQL4+/NvoDpwHHgmeYFkketRs5qXUXIk2e3NN99k8+bNFC5cmI83bIDly2HvXoiJsTo0kYzFxMDevQQtX86kb77BZrPx6aefsnjxYqsjEw+gZjUfpORIXLVp0ybeeOMNAD766COK16kDLVqoYiSeITISWrSgYZcuzrmPYmJiOHnypMWBibtTs5qXUeVIssvly5fp1asXV69e5d577+WBBx6wOiSRG/bmm29yyy23cODAAR577DGrwxE350rlyN0oObpJSo7EFSNGjODXX3+lcOHCjBkzxu1KyCJZkSdPHj799FP8/f2ZPn06M2fOtDokcWOqHHkZVY4kO/z444/O5rQxY8ZQvHhxiyMSuXkNGzbk//7v/wAYOHAgBw4csDgicVeO5MiVypGSIw+g5Ehu1smTJ+nRowd2u52ePXvStWtXq0MSyTYvv/wy0dHRnDx5kkcffRS73W51SOKGHNdHLTzrQ5QcSUaMMfTv35/9+/dToUIFPvroI6tDEslWgYGBfPbZZ4SEhPDdd98xatSo699JfI6a1byMKkdyM6ZMmcJXX31FQEAA06dPJ1++fFaHJJLtqlatyujRowEYOnQoq1evtjYgcTvqkO1lXMlglRxJGgkJbJ86lccHDwaSOmPXr1/f4qBEck6/fv144IEHuHr1Kg888AB/bdmSNIeX1l8TVDnyWqocictiYzlTpgz3PPIIf1+4wB1Vq/Lcc89ZHZVIjrLZbEyYMIEKFSoQHx/PozVrYlq1gqgoiI21OjyxmCsdspUceZCsNKs5Tr74sIQETN++PGoMO4BIYNqOHfgdPGh1ZCI5Ln/+/Hz54YcEAXMhaf1Aux3691cFyce50iHb3bhFcjRmzBjKlStHSEgI0dHR/Pjjjxnu+/XXX9OmTRuKFi1K/vz5ady4saVT2DtOtipHws6d/McYZgGBwP+AYlq9XHxI3ZAQ3k/+/7+B7wESE/UZ8HGqHN2AmTNn8tRTT/Hiiy+yceNGmjVrRocOHYiPj093/5UrV9KmTRsWLlzI+vXradmyJV26dGHjxo3ZHpsrlSNHcnT58uVsf37xLCuOH+f55P//F2gISYvKVqxoXVAiualSJQbabPQG7MADwG4/P30GfFxWKkdKjpKNGjWKmJgY+vTp4xz1ULp0acaOHZvu/qNHj+bf//439evXp1KlSrz55ptUqlSJefPmZXtsWUmO1Kzm23bt2sV9AwZgBx622RgASYnR+PFaO018R2QktokTGevnRwPgL+DuiAjOFShgcWBipax0yHYXliZHly9fZv369bRt2zbV9rZt27Jq1SqXHsNut3P27FkKFSqU4T6XLl3izJkzqW7ZJSgoCFBy5MtOnjxJ586d+euvv6hfvz7jduzAtnw57N2btJq5iC+JiSFk3z6+/vJLShQrxpYDB+jdu7cmiPRhalbLouPHj5OYmJhmOYXixYtz+PBhlx7jP//5D+fPn8905uGRI0cSHh7uvJUuXdqlx1azmlzPlStX+Ne//sWOHTuIjIxk7ty55KlUCVq0UMVIfFdkJKX+9S9mzZ5NYGAgs2bN4oUXXrA6KrGIOmTfoGuTD2OMSyW26dOn8+qrrzJz5kyKFSuW4X5Dhw7l9OnTztv+/ftdisuVDFbNar7LGMPjjz/O0qVLCQsLY968eURERFgdlojbaNKkCZMnTwbg3Xff5eOPP7Y4IrGCKkdZVKRIEfz9/dNUiY4ePXrdxTlnzpxJTEwMX375Ja1bt8503+DgYPLnz5/qlhWZJWqOZjVVjnzPG2+8wfjx47HZbEyfPp3atWtbHZKI23nooYecCy8/8cQTfPPNNxZHJLktK2urKTkiKbGIjo5myZIlqbYvWbKEJk2aZHi/6dOn07t3b6ZNm0anTp1yLD51yJaMjBs3jpdffhlIGiTQpUsXiyMScV9Dhw6lb9++2O12unXrpiVGfIwrlSN3Y3mz2tNPP82kSZOYPHky27dvZ8iQIcTHxzNgwAAg6UPVs2dP5/7Tp0+nZ8+e/Oc//6FRo0YcPnyYw4cPc/r0aUviV4ds3/PVV18xaNAgAF566SWeeOIJiyMScW82m40xY8bQoUMHLly4QIcOHdi0aZPVYUkuUeXoBjzwwAOMHj2a1157jdq1a7Ny5UoWLlxIVFQUAIcOHUo159H48eO5evUqjz32GBEREc7bk08+me2xqUO2pJKQwJJ336VHjx4YY+jfvz+vvfaa1VGJeISAgAC++uormjZtyqlTp2jbti2/r1ihNdh8gCtD+R3cJTlyixrXoEGDnH+JX2vq1Kmpfl6xYkXOB5RMzWriFBvL0r59udMYrgD3R0fz8ccfu93cHCLuLCwsjAULFtCqVSs2bNhA65Yt+REo5+cHEyZo6gsvlZUO2e7C8sqRp1Ozmg9ISGBZ3750MYaLQCfg840b8T90yOrIRDxOeHg4i6dMoRpwAGgJ7NYabF5NzWpeRs1qArBs5kw6G8MFkhKjWUCw1kwTuWFFTpxgCVAR2AfcDuzQGmxeSx2yvYwrGawqR95t0aJFdH7pJS4AHUlOjEBrponcjEqVKOnnx0qgKkkVpObAb1rA2yupcuSlVDnyTdOmTePOO+/kwsWLdKpZk1l+fv8kRlozTeTGRUbChAlE+PuzAqgFHAFadOvGhg0brI1Nsp0mgfQy6pDtuz766CMeeughrl69Svfu3Zm9bh0h+/YljazRmmkiNy8mBvbupdjy5Sz79Vfq16/PiRMnaNmyJcuWLbM6OslGWRmt5i6UHN0kNat5F2MMr776Ko8//jjGGAYPHsxnn32W9KGOjNSaaSLZKfkzVahGDZYsWcLtt9/OmTNnaN++PdOmTbM6OskmalbzMuqQ7VsuXbpE7969GT58OACvvvoqH3zwAX5++piI5LTw8HAWL15M165duXLlCj169OCdd95xm4ul3Dh1yPYy6pDtIxISOD5nDm1uv51PP/0Uf39/xowZw7Bhw9xu7g0RbxYSEsL06dMZMmQIAM8//zyDBw/myp49mizSg6ly5KXU58iLxcayo0wZGt1zDz+uWUP+0FAWLFjAwIEDrY5MxCf5+fkxatQoRo0a5Vx2pH358pxo1QqioiA21uoQJYvUIdvLqFnNyyUksKRvXxoZw59AWWDVpUu0u/VWiwMTkSFDhjB74kTyAsuA+sBvmizSI6lDtpdRs5r3stvtjBw+nPbGcApoDPwC3KrJHUXcxl3lyxMHlAP2kPQ5navJIj2Oo1lNlSMvo8qRdzl9+jT33nsv/zdpEnYghqS/TIuBJncUcSeVKlHdz4+1JC0zcg64G3hx1iznBVfcnyuVIyVHHsSVZjVVjjzLb7/9Rv369Zk7dy5BQUFM7NmTSf7+hIAmdxRxN8mTRRb292cx8Hjyd/GbH31E69atOXjwoLXxiUtc6ZDtbpQc3SR1yPYMxhgmTpxIgwYN2LlzJ2XKlOGnn36izyefJE3qqMkdRdxT8mSRgcuX80F8PNOnTydv3rz88MMP1KlTh6VLl1odoVyHOmR7GXXI9nAJCbB8OSd/+41//etf9OvXjwsXLtC2bVvWr19P/fr1k/bT5I4i7i3FZ7Rbt26sW7eOGjVqcPToUdq0acMrr7ySdAFO/syrw7b7SExMdF5LVTnyEuqQ7cFiYyEqih9btaJWjRrMmjWLwMBA3n33XRYtWkSRIkWsjlBEblDlypX55ZdfiImJwRjD66+/TtNbbuGPMmVAQ/7dSsrCgeN6mR5VjjyQ5jnyMAkJXOzbl6F2Oy2A/UBFYNXs2Tz77LOa8VrEC4SGhjJp0iSmT59OgfBw1u7dS21jGAsYDfl3G5cuXXL+Pzg4OMP9lBx5kKx0yFazmvtY8803RBvDW4Ad6AlsAOqFhVkbmIhku27duvHr+PG0Ai4Ag4BOQIKG/LuFlNdGNat5CVcyWFWO3MfFixd54YUXaPz442wDigOzgU+AfBqiL+K1SjdtyhKbjfeBYGARUA0Y8/PP2O12a4PzcY7KUWBgYKZVe1WOPJA6ZLu/77//nlq1avH2229jt9vp0bAhW/38uBs0RF/E20VG4jdxIk/5+7MBaAScBR576SWaNWvGtm3bLA7QdzmujZn1N4LMr7NWUHKUCXXIdn8JCQl07dqVNm3a8Mcff1CiRAnmzJnD56tXU3jfPg3RF/EVyUP+qy1fzk979/Lhhx+SN29eVq1aRe3atXnppZc4d+6c1VH6HEflKLP+RimpcuRBXKkcXb161W1OqtdLSODyd9/x7ksvUaVKFb766iv8/Px44okn+P3337nrrruS9tMQfRHfkvyZ94+KYvDgwWzbto0uXbpw5coV3njjDSpXrsxnn32GPT5eQ/5zSVYrR+5yHVVylImszHMEqh7lBvvEicwoU4aq7drx7zfe4Pz58zRp0oQNGzbw3//+l/DwcKtDFBE3Ubp0aebOncvs2bMpX748Bw8epGfPnjSJimK1hvznCkdy5GrlyF0oOcpEVprVQMlRTlv+5Zc07NePB41hN1ACmGKz8eP06dSqVcvq8ETEDdlsNu6++262bt3KyBdeIC9Ji0w3Bu6x2/mtXz9VkHKQo1lNlSMvpMqRtVatWkX79u1p9cADrAPyAq8Du4DexuC3e7e1AYqI2wsJCeGFtm35A3iEpIvfHKCm3U6P3r3ZpWH/OcLVypGSIw+S1WY1jVjLXitXrqR169Y0bdqUxYsXExAQwGDgT+AlIAySRqJpiL6IuKJSJSL8/JgMbAHuBwwwbelSqlSpQp8+fZQkZTNXK0fuRslRJlzJYG02m3MxPVWOblJCAmbZMpbNnEmLFi1o3rw5S5cuJSAggD59+rBjxw4+nDSJYv7+SftriL6IZEVkJEyYAP7+VAO+8vdn/csv07FjRxITE4mNjaVy5co8+OCDbN68WWu1ZQNPrRxlvESuOF1v/oXAwECuXr2qytFNSJw4kTn9+/OeMaxO3hYYGEhMTAwvvPACUVFRSRvLl4d27ZJmvq1YUYmRiGRNTEyq75C6kZEsIKn5/o033mDhwoXMmDGDGTNm0AkYCjT180tKqjQlSJZltc+Ru1DlKBOuZrCa6+jGnT9/no9GjOCWfv24PzkxCgYG22z8+dNPjB079p/EyEFD9EXkZqTzHdKkSRMWLFjAxo0beaBLF/yABcBtQDO7ndn9+pG4b59FAXuurI5Wc5fKkZIjF7hSOQIlR1lx+PBhXnrpJUqXLs3jL7/MbqAQSX2J9gIfGkPpv/+2NEYR8T21a9dmxpAh7AD6AkHAT8C9djuVGjdm9OjRnDlzxtogPYhGq3khVzpkgxafva4U7fZr166ld+/eREVF8cYbb3Dy5EkqREXxsc1GPEmj0EqAOlqLiHUqVaKinx8TgD3A/5H0x9ueQ4cYMmQIkZGRDBkyhN2OkbLqm5QhzXPkhVzNYFU5ykRsLBfKlGFqq1bUL12aBg0a8Mknn3D58mWaNGnC119/zY4//2TQxImEqaO1iLiDFB23SwJv+Puz/+OPGT9+PFWrVuXs2bOMHj2aSpUqcXedOiwsU4ZETSqZLlWOvJia1W7M1qVLebZPHyKN4RFgHUkl6ofvu4+4uDh+/vln7rnnHvz9/Z3rImktNBFxC9d8J+UZNIh+/fqxdetWvv32W9q1a4fdbmfupk10MoZywHC7nf2aVDIVTx2tpuQoE2pWy7pjx47xwQcfEB0dTfXWrfkP8BcQBYwEEoBPBw+mUaNGae+sjtYi4k7S+U6y2Wy0a9eOb7/9lm1TpvAUSU1u+4FXgbJ2O53uv5+ZM2dy/vx5K6J2K546z5GG8mdCzWqZSEiAnTuhUiWOh4Qwf/58Zs2axbfffsvVq1cBCAgIoPPVqzwKdAT8QX2JRMRrVG3dmvf9/Bhpt/M1MBFYASz85RcWdutGnjx5uPPOO+nWrRvt27cn+Ngx5/emr/wR6KmVIyVHLlDl6Bqxsezp25e5xjAH+NFmw57iDV2vXj169epFt27dKDJ3LvTvD4mJ6kskIt4luW9SSP/+dE9MpLu/Pztfe42p588zY8YMdu/e7ZwzKTw0lI4XLnAX0MFmI//EiT7RfcBT5zlScpQJVzNYR0bszcmRMYbNmzcz59NPmfP++2xO/UvqVK/O3f/6F/fffz/VqlX753fXTLimxEhEvMo133GVIiN5AxgxYgTr1q1jxowZzJw2jQOHDzMdmA4EGkPLPn246/Bh7uzVi0gv/l701HmOlBy54HoZbUhICAAXL17MjXByVormsqslSvDTTz8xZ84c5syZw74UE6D5AbcDdwN3AWU//DCpbT49kZFKikTEe6XzHWez2ahfvz7169fn3Y4dWd26NXOBucAO4Dvgu5de4rGXXqJu3brcdddd3HXXXdSsWTPpmpPiu9iTvz89dbSakqNMuNoh22uSo9hY/u7bl++Sm8vmhYXxV4oOhaGhobS7/Xbu/u47OhlDEccv1I9IRCRDfpUr08TPjyZ2O2+TlBzNtdmYGx1N3Pr1bNiwgQ0bNjBs2DCioqLoUqECXZYvp7kxBHv40iWa58gLuZrBekRylMkkZQcPHmTye+9xd58+FDGGe4BPgL/On6dwwYL07t2bOXPmcPz4cWZ/+y29Jk6kiOYkEhFxTYp5kwAq+/vz74kT+XntWg4fPkxsbCx33nknoaGh7Nu3j4+WLaNd8h+g99vtTO3bl2ObN6f/2G4+AaUqR14sJypHly5dYvTo0WzcuJFmzZrRv39/AgJy6HTExkK/fmC3g58fJ99/nzWVK7N06VK+/fZbtmzZkmr3KOAekprMmn71FQF33JH68dSPSEQkazL43ixWrBiPPvoojz76KH///TffjxrF/JdfZj5wCJgFzDIGW506NGrUiE6dOtGsWTOio6MJmzEj1Xd7TlWYTp8+zfvvv8+OHTto3749PXv2dLkDdVZHq7kLJUeZyKnKkd1u55577mHRokUAzJw5k88//5z58+dTuHDhGws2HVevXmX3qlVs79uX7cawBVhrt7PzySdT7Wez2ahXsyYdN2/mbqAWYIOkv3IqV07/wdWPSEQka67zvZknTx7u7N2bO4cNw263swGYl3zbaAxxcXHExcUB4O/vT63EROoBdYA6djs1+vUjT7t22frdvHXrVjp16uTsczpjxgz++OMP3njjDZfu70iOXJ3nyF0qR2pWy0RO9Tn69NNPWbRoEaGhoTz77LOEh4ezevVq2rRpw8mTJ7MWZHJJ1ezfz9atWxk3bhwPP/wwNWvWJCwsjMrNm3O3MQwFpgE7k+9WsVQpevXqxbRp0zh69ChrNm3i1UmTqO3v/09ipOYyEZHcldwE5+fvTz1guL8/GyZNIiEhgXHjxnHfffdRsmRJEhMT2QBMAAYCjYB8djvVbruNHj168N5777F06VJOnDiR9Lg30Pz2xx9/cMcdd7Bv3z7KlSvH4MGDARg5ciSbNm1y6TEczWqeNs8RxgedPn3aAOb06dOZ7vf6668bwPTt2zfT/Z599lkDmOeee+66z223202VKlUMYN5++21jjDHbtm0zRYsWNYCpV6+eOXXqlGsHMmmS2W2zmaFgyoMhnVtoSIipA6Y7mBFgvgVz3M/PmP3703/M/fuNWb4849+LiEjOu853cfwvv5iZNpt5AUw7MMUyuAYApk6ZMuY/Nps5Asb4+RkzadJ1n3737t0mMjLSAKZWrVrmxIkTxhhjunbtagDz4IMPunQYLVu2NICZPn16pvtFR0cbwCxcuDDT/Vy9ft8sVY4yYXKgWW3NmjX8/vvv5MmTh4EDBwJQtWpVli5dSuHChVm3bh0dOnTg7O+/Z5rlx82dy/19+lDRGEYCu4EQ4I7bbmPYsGHMnz+f3bt3c+78eTZMmsQX/v68CLTz96fwhAkZV4S0hIeIiPWu811cukEDuk6cyEh/f74FDvv5ceC991iwYAEjRozgvvvuo0KFCgBsjI/nGWOIAgbY7fyR2fpvCQnsmTaNFs2akZCQQNWqVfnuu+8oVKgQAM899xwAs2fP5vTp09c9DFcrRw6uXndzmvocuSA7m9XmT5sGwJ2tW5MvXz7n9ho1avD999/TqlUr4uLiaFa1KjOAKik62V25coWvv/6a0aNHs3r1aud92wIxQCcg7PXX0843pA7UIiLeJ8V3u61iRUpGRlIS6Nixo3OX43Pm8NU99zCZpMW/xwMT7Ha6PPAAT40YQYsWLf65xsXGsrRvXx4yhsPALcWLs3TpUooVK+Z8vOjoaCpVqsTOnTtZ/sEH3P3II5leU1ztc+RuzWqqHGXCZHefo9hYln7wAQBt5s1LGkWWQu3atfnus88oCmwGqgNd7Hae7tuXrl26UKJECbp168bq1asJCgriEWALsBjoCoRlNt+QKkIiIt7nOt/tRerVY6CfH2uAH4DOJLW1fbNqFa1ataJs2bL07t2bIX36cFufPrROToyqA8uPHSMiMTHV49lsNtokP9fSV16BqKg017KUslo5chdKjjKR5Wa1+PhMS5Vn+vZlTfKPrY1JWnPsmv3r5cnDBqALkAjMB943hq/mz+evv/6iWLFiDBs2jH379jF50iSqa74hERHJSHIHb5u/P7cD8/z92f766wwcOJA8efIQHx/PJ598wujYWH4maYHwQcBqoKTdntTikFJCAq1XrADge0iaRiCda5nD5b//BiDo1KlMw3S3ypGa1VxgO3gw6cRnkHiErF0LwMUffkjKotOba2LnTlYaQyJQESgDSYux7tqV+nErVSLSz49v7HZ+I6kqdMRmo9Dzz3Nbp040atTon/mQ1FwmIiLXc821okpkJGOA9957j+XLl7N+/XrOHz5M2XHj6GwMpR33S681YudOWhiDH/A7cBAomd61DCA2lkt//glAcNeukMliu7YrV5L+c/x49hzzzcrR7t5uytXe7sO6dDGAGZBZD//9+83nNpsBTBswBozx9087wmD/fvNq8n49M9vPmKTn8ff/Zx8XRhaIiIjcFFeuPfv3G+PnZ6onj4Sbl8k1z/j5mZLJ+224zjWvQfJ+39hsmV7zNFotNxw4kPHvEhIw8+YByRMiZlQ63LmTkOQyoLPHkSOLTikykk21awNJE3Zl2gwWEwN79yaNVtu712PX1BEREQ/iyrUnuZmudnIz2CabLf1r2c6dYLdzKfnHYEj/2piQAP364ejZazLocuKU2XU7G/l0cvRztWoZdyTbudP5X2d37PRObKVKhCS/SZzJUQYdozclT/BY+/33r5/0qAO1iIjkNleuPTEx1H7xRQA2deiQ/rWsUiXw8+Ny8o9BkGEzHXY7qYY9pXetBYiN5X/Vqrl8KDfDp5OjjZBxhlqpEmm6haV3YiMjCXn6aSA5OcqgInTq1Cn27t0LQK1evZT0iIiIx6qdPGXMph070t8hucLkrBz5+aVfYUpOohwMpH+tTa4wLc6O4F3g08kRkHGGGhkJnTsDXHc5jZB77gHgYmRkhhWhzckrKkdFRVGwYMHsil5ERCTX1apVC4A///yTM2fOpLuPefTRfypH69Zl2kznrBxllEQlV5hyi5KjTOYGMsl9hLj77kybwZxD+W22DCtC27ZtA5ImexQREfFkRYoUISIiAoDff/893X0ccxwBhCbP1p2umBiIjgbAjB+faTNdblFylMncQMYxCeR1VlJ2ZRLIP/74A4BbbrnlRiMVERFxG47rmeP6dq0LFy44/x8aGprpY9mSJ4k0hQunv0NyhSm3+HZy9O9/uzQSLDtmyN6Z3MFbyZGIiHgDx/VsZ4oBTCk5kiN/f38CAwMzfazrXWeBpOt1cneXnObbyVF4eKa/Ntm48KzjzVOpUiUXgxMREXFfjuvZ9SpH16sapXTd626ePC4/1s3w7eToOkwW11a7cuUKidesQwNw9epVdu/eDSg5EhER7+C4nl2vcuRKcuRuy4coOXKBq8kRpO6A5rB3716uXr1KaGgopUqVyvb4REREclvKZrX0kpobSY7chZKjTLiawaZcbTi9pjVHVl2xYkX8crG3vYiISE4pX748NpuNM2fOcPTo0TS/z5FmtVyiK7ULrpfRBgQEOBeDTS85ckz+WL58+WyPTURExAohISHO1pA9e/ak+b0qRzdpzJgxlCtXjpCQEKKjo/nxxx8z3f+HH34gOjqakJAQypcvz7hx43IkrqxksJl1yt63bx+QNAGkiIiIt3Bc1xzXuZRUOboJM2fO5KmnnuLFF19k48aNNGvWjA4dOhAfH5/u/nv27KFjx440a9aMjRs38n//93888cQTzJo1K9tjc7VDNmSeHDmOpUyZMtkYnYiIiLWyKzlSh+xrjBo1ipiYGPr06UPVqlUZPXo0pUuXZuzYsenuP27cOMqUKcPo0aOpWrUqffr04dFHH+W9997LsRhvNjlS5UhERLxRdidH7sLS5Ojy5cusX7+etm3bptretm1bVq1ale594uLi0uzfrl071q1bx5UrV7I1vuxqVlPlSEREvJG3NqsFWPnkx48fJzExkeLFi6faXrx4cQ4fPpzufQ4fPpzu/levXuX48ePOtV5SunTpUqoh9qdPnwaSEpmMFsxz3A+SkrjM9gOcs38eP3481b5XrlzhwIEDABQsWPC6jyMiIuIpihYtCsDu3bvTXN9OnjwJJM2Qfb1rn2OOwPPnz2e6r6MIkuNJlLHQgQMHDGBWrVqVavuIESNM5cqV071PpUqVzJtvvplq208//WQAc+jQoXTvM2zYMAPopptuuummm25ecPvzzz+zJxHJgKWVoyJFiuDv75+mSnT06NE01SGHEiVKpLt/QEAAhTNYsG7o0KE8/fTTzp9PnTpFVFQU8fHxhF9nCRFvcubMGUqXLs3+/fvJnz+/1eHkGh23jtsX6Lh13L7g9OnTlClThkKFCuXo81iaHAUFBREdHc2SJUu45557nNuXLFnCXXfdle59GjduzLx581Jt++6776hXr16GC9sFBwenmqjRITw83KfeVA758+fXcfsQHbdv0XH7Fl897pyeUNny0WpPP/00kyZNYvLkyWzfvp0hQ4YQHx/PgAEDgKSqT8+ePZ37DxgwgH379vH000+zfft2Jk+eTGxsLM8++6xVhyAiIiJexNLKEcADDzzAiRMneO211zh06BDVq1dn4cKFzh7whw4dSjXnUbly5Vi4cCFDhgzh448/pmTJknzwwQfcd999Vh2CiIiIeBHLkyOAQYMGMWjQoHR/N3Xq1DTbmjdvzoYNG274+YKDgxk2bFi6TW3eTMet4/YFOm4dty/QcefscduMcZNJBURERETcgOV9jkRERETciZIjERERkRSUHImIiIikoORIREREJAWvTY7eeOMNmjRpQp48eShQoIBL9zHG8Oqrr1KyZElCQ0Np0aIFW7duTbXPpUuXePzxxylSpAhhYWHceeedJCQk5MAR3JiTJ0/y8MMPEx4eTnh4OA8//DCnTp3K9D42my3d27vvvuvcp0WLFml+361btxw+GtfdyHH37t07zTE1atQo1T7edr6vXLnC888/T40aNQgLC6NkyZL07NmTgwcPptrP3c73mDFjKFeuHCEhIURHR/Pjjz9muv8PP/xAdHQ0ISEhlC9fnnHjxqXZZ9asWVSrVo3g4GCqVavG7Nmzcyr8G5aV4/76669p06YNRYsWJX/+/DRu3JjFixen2mfq1KnpftbTWzDbSlk57hUrVqR7TL///nuq/bztfKf3/WWz2bj11lud+7j7+V65ciVdunShZMmS2Gw25syZc9375NpnO0cXJ7HQK6+8YkaNGmWefvppEx4e7tJ93nrrLZMvXz4za9Yss2XLFvPAAw+YiIgIc+bMGec+AwYMMKVKlTJLliwxGzZsMC1btjS1atUyV69ezaEjyZr27dub6tWrm1WrVplVq1aZ6tWrm86dO2d6n0OHDqW6TZ482dhstlRr1zRv3tz07ds31X6nTp3K6cNx2Y0cd69evUz79u1THdOJEydS7eNt5/vUqVOmdevWZubMmeb33383cXFxpmHDhiY6OjrVfu50vmfMmGECAwPNxIkTzbZt28yTTz5pwsLCzL59+9Ldf/fu3SZPnjzmySefNNu2bTMTJ040gYGB5n//+59zn1WrVhl/f3/z5ptvmu3bt5s333zTBAQEmNWrV+fWYV1XVo/7ySefNG+//bZZs2aN+eOPP8zQoUNNYGCg2bBhg3OfKVOmmPz586f5zLuTrB738uXLDWB27NiR6phSfka98XyfOnUq1fHu37/fFCpUyAwbNsy5j7uf74ULF5oXX3zRzJo1ywBm9uzZme6fm59tr02OHKZMmeJScmS3202JEiXMW2+95dx28eJFEx4ebsaNG2eMSXozBgYGmhkzZjj3OXDggPHz8zPffvtttseeVdu2bTNAqjdBXFycAczvv//u8uPcddddplWrVqm2NW/e3Dz55JPZFWq2utHj7tWrl7nrrrsy/L2vnO81a9YYINWXsDud7wYNGpgBAwak2lalShXzwgsvpLv/v//9b1OlSpVU2/r3728aNWrk/Llr166mffv2qfZp166d6datWzZFffOyetzpqVatmhk+fLjzZ1e/D62U1eN2JEcnT57M8DF94XzPnj3b2Gw2s3fvXuc2TzjfDq4kR7n52fbaZrWs2rNnD4cPH6Zt27bObcHBwTRv3pxVq1YBsH79eq5cuZJqn5IlS1K9enXnPlaKi4sjPDychg0bOrc1atSI8PBwl+M7cuQICxYsICYmJs3vvvjiC4oUKcKtt97Ks88+y9mzZ7Mt9ptxM8e9YsUKihUrxi233ELfvn05evSo83e+cL4haSFHm82WpvnZHc735cuXWb9+fapzANC2bdsMjzEuLi7N/u3atWPdunVcuXIl033c4bzCjR33tex2O2fPnk2zQOe5c+eIiooiMjKSzp07s3HjxmyL+2bdzHHXqVOHiIgI7rjjDpYvX57qd75wvmNjY2ndurVzdQkHdz7fWZWbn223mCHbHRw+fBiA4sWLp9pevHhx9u3b59wnKCiIggULptnHcX8rHT58mGLFiqXZXqxYMZfj++STT8iXLx/33ntvqu09evSgXLlylChRgt9++42hQ4eyefNmlixZki2x34wbPe4OHTrwr3/9i6ioKPbs2cPLL79Mq1atWL9+PcHBwT5xvi9evMgLL7xA9+7dUy1e6S7n+/jx4yQmJqb7uczoGA8fPpzu/levXuX48eNERERkuI87nFe4seO+1n/+8x/Onz9P165dnduqVKnC1KlTqVGjBmfOnOG///0vTZs2ZfPmzVSqVClbj+FG3MhxR0REMGHCBKKjo7l06RKfffYZd9xxBytWrOD2228HMn5PeMv5PnToEIsWLWLatGmptrv7+c6q3Pxse1Ry9OqrrzJ8+PBM91m7di316tW74eew2WypfjbGpNl2LVf2uRmuHjekjR+yFt/kyZPp0aMHISEhqbb37dvX+f/q1atTqVIl6tWrx4YNG6hbt65Lj51VOX3cDzzwgPP/1atXp169ekRFRbFgwYI0yWFWHvdm5db5vnLlCt26dcNutzNmzJhUv7PifGcmq5/L9Pa/dvuNfNZz243GOH36dF599VXmzp2bKoFu1KhRqkEHTZs2pW7dunz44Yd88MEH2Rf4TcrKcVeuXJnKlSs7f27cuDH79+/nvffecyZHWX1Mq9xojFOnTqVAgQLcfffdqbZ7yvnOitz6bHtUcjR48ODrjpgpW7bsDT12iRIlgKTMNCIiwrn96NGjziy0RIkSXL58mZMnT6aqJhw9epQmTZrc0PO6wtXj/vXXXzly5Eia3x07dixNJp2eH3/8kR07djBz5szr7lu3bl0CAwPZuXNnjl0sc+u4HSIiIoiKimLnzp2Ad5/vK1eu0LVrV/bs2cOyZctSVY3SkxvnOz1FihTB398/zV99KT+X1ypRokS6+wcEBFC4cOFM98nK+yUn3chxO8ycOZOYmBi++uorWrdunem+fn5+1K9f3/met9rNHHdKjRo14vPPP3f+7M3n2xjD5MmTefjhhwkKCsp0X3c731mVq5/tLPVQ8kBZ7ZD99ttvO7ddunQp3Q7ZM2fOdO5z8OBBt+ug+8svvzi3rV692uUOur169UozaikjW7ZsMYD54Ycfbjje7HKzx+1w/PhxExwcbD755BNjjPee78uXL5u7777b3Hrrrebo0aMuPZeV57tBgwZm4MCBqbZVrVo10w7ZVatWTbVtwIABaTptdujQIdU+7du3d7sOulk5bmOMmTZtmgkJCblux1YHu91u6tWrZx555JGbCTVb3chxX+u+++4zLVu2dP7srefbmH86pG/ZsuW6z+GO59sBFztk59Zn22uTo3379pmNGzea4cOHm7x585qNGzeajRs3mrNnzzr3qVy5svn666+dP7/11lsmPDzcfP3112bLli3mwQcfTHcof2RkpPn+++/Nhg0bTKtWrdxuaHfNmjVNXFyciYuLMzVq1EgztPva4zbGmNOnT5s8efKYsWPHpnnMXbt2meHDh5u1a9eaPXv2mAULFpgqVaqYOnXqeOxxnz171jzzzDNm1apVZs+ePWb58uWmcePGplSpUl59vq9cuWLuvPNOExkZaTZt2pRqeO+lS5eMMe53vh1DnGNjY822bdvMU089ZcLCwpyjcl544QXz8MMPO/d3DPcdMmSI2bZtm4mNjU0z3Pfnn382/v7+5q233jLbt283b731ltsO7Xb1uKdNm2YCAgLMxx9/nOEUDK+++qr59ttvzZ9//mk2btxoHnnkERMQEJAqwbZaVo/7/fffN7NnzzZ//PGH+e2338wLL7xgADNr1iznPt54vh0eeugh07Bhw3Qf093P99mzZ53XZsCMGjXKbNy40Tly1srPttcmR7169TJAmtvy5cud+wBmypQpzp/tdrsZNmyYKVGihAkODja33357mmz8woULZvDgwaZQoUImNDTUdO7c2cTHx+fSUV3fiRMnTI8ePUy+fPlMvnz5TI8ePdIMcb32uI0xZvz48SY0NDTduWzi4+PN7bffbgoVKmSCgoJMhQoVzBNPPJFmTiArZfW4//77b9O2bVtTtGhRExgYaMqUKWN69eqV5lx62/nes2dPup+LlJ8NdzzfH3/8sYmKijJBQUGmbt26qSpYvXr1Ms2bN0+1/4oVK0ydOnVMUFCQKVu2bLpJ/1dffWUqV65sAgMDTZUqVVJdTN1FVo67efPm6Z7XXr16Ofd56qmnTJkyZUxQUJApWrSoadu2rVm1alUuHpFrsnLcb7/9tqlQoYIJCQkxBQsWNLfddptZsGBBmsf0tvNtTFJ1OzQ01EyYMCHdx3P38+2oemX0nrXys20zJrk3k4iIiIh47/IhIiIiIjdCyZGIiIhICkqORERERFJQciQiIiKSgpIjERERkRSUHImIiIikoORIREREJAUlRyIiIiIpKDkSERERSUHJkYiIiEgKSo5ExKu89tpr1KhRg7CwMIoXL87AgQO5cuWK1WGJiAcJsDoAEZHsYowhMTGR8ePHU6pUKbZt20bPnj2pWbMmAwcOtDo8EfEQWnhWRLxa9+7dKVq0KP/973+tDkVEPISa1UTEa+zbt4/BgwdTvXp1ChYsSN68efnyyy+JjIy0OjQR8SBKjkTEKxw/fpwGDRpw/PhxRo0axU8//URcXBz+/v7Url3b6vBExIOoz5GIeIWFCxdy9epVpk+fjs1mA+Djjz/m8uXLSo5EJEuUHImIVyhUqBBnzpzhm2++oVq1asybN4+RI0dSqlQpihYtanV4IuJB1CFbRLyCMYaBAwcybdo0QkNDeeihh7h48SL79u1j/vz5VocnIh5EyZGIiIhICuqQLSIiIpKCkiMRERGRFJQciYiIiKSg5EhEREQkBSVHIiIiIikoORIRERFJQcmRiIiISApKjkRERERSUHIkIiIikoKSIxEREZEUlByJiIiIpKDkSERERCSF/wcuh+QJ9yyKjwAAAABJRU5ErkJggg==", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "let a = range(-1,1,length=50),\n", + " afine = range(-1,1,length=1000),\n", + " b = 1 ./ (1 .+ 25 * a.^2),\n", + " fig = figure()\n", + " # @manipulate for n=slider(1:50, value=3)\n", + " for n=1:50\n", + " display(\n", + " withfig(fig) do\n", + " plot(a, b, \"r.\")\n", + " A = a .^ (0:n-1)'\n", + " x̂ = A \\ b\n", + " plot(afine, (afine .^ (0:n-1)') * x̂, \"k-\")\n", + " xlabel(L\"a\")\n", + " ylabel(L\"b\")\n", + " xlim(-1,1)\n", + " ylim(0,1)\n", + " title(\"smooth function: polynomial fit of degree $(n-1)\")\n", + " end\n", + " )\n", + " end\n", + "end" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Be careful not to draw the wrong lesson from this. You have to be *especially careful* when fitting to high-degree polynomials, but this does *not* mean that you should never do it.\n", + "\n", + "In particular, fitting smooth functions to high-degree polynomials can be a *great* thing to do, as **long as you choose the correct points**. (Separately, as mentioned above, the construction of the interpolating polynomial should technically not be done by this matrix method once you go to high degrees — you run into roundoff-error problems — but there are better methods like the barycentric formula.)\n", + "\n", + "For example, here we fit the same $1/(1+25a^2)$ function as above to a degree-49 polynomial, with no Runge problems at all, by choosing the points to be [Chebyshev nodes](https://en.wikipedia.org/wiki/Chebyshev_nodes) (which cluster together at the edges of the domain):" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlgAAAHFCAYAAAAudofcAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAAB1ZklEQVR4nO3dd1wT5x8H8E8IIwxBAUGGLEVx4QAX1uLeVlute2PrqLXOWmvr6rD2Z21rq1YrjloHWkfdiBU31oUbrQuQKqio4AAE8vz+wKRGAgIGLiGf9+uVl3Jcct+7y919uOe5O5kQQoCIiIiIdMZE6gKIiIiIShsGLCIiIiIdY8AiIiIi0jEGLCIiIiIdY8AiIiIi0jEGLCIiIiIdY8AiIiIi0jEGLCIiIiIdY8AiIiIi0jEGrCK4desWpk+fjtOnT+f63aBBg2BjY1Pkz3727BmGDx8OFxcXyOVy1KlTp+iF6sCCBQuwfPnyXMNjY2Mhk8m0/k5KSqUSK1euRKtWreDo6AgzMzM4OTmhU6dO2Lp1K5RKJQBg3759kMlk+OOPP3Q27enTp0Mmk+HevXs6+8xXKY750Deq5VpayGQyTJ8+vVjf+zrTyGub11eqbWDfvn2Ffu/Fixcxffp0xMbG5vrdoEGD4OXl9dr1Faf79++jV69ecHJygkwmQ9euXQv9GV5eXhg0aJDOa9Nne/bsgUwmy3N/vWrVKtStWxcKhQKOjo7o06cPbt68WejpmOqiWGNz69YtzJgxA15eXjoPQAsXLsSiRYvw008/ISAg4LXCmi4sWLAAjo6OuTZAFxcXREVFoVKlStIUpkV6ejq6du2K3bt3o1evXli4cCEqVKiAu3fvYteuXXj33XcRFhaGLl26SF0qGbGoqCi4u7vr7TTy2uZLo4sXL2LGjBlo1qxZrjD1+eef46OPPpKmsAL64osvsGnTJixduhSVKlWCvb291CXpvcePH+O9996Dq6srbt26lev3P/30E0aPHo2hQ4fim2++QUJCAj7//HM0bdoU0dHRKFeuXIGnxYClZ86fPw9LS0uMGjVK6lLyZWFhgUaNGkldhoZx48YhPDwcK1aswIABAzR+984772DixIlIS0uTqDqiHCWx3ejbtimEQHp6OiwtLaUupcD06Y/HvJw/fx6VKlVC3759pS6l0J4+fQorK6sSn+4nn3yCcuXKoWPHjvjyyy81fpeRkYHPP/8cnTt3xq+//qoeXr16dQQFBWHOnDn46quvCjwtyZsI7969i/fffx8VK1aEhYUFypcvjyZNmmDPnj3qcZo1a4aaNWsiKioKQUFBsLS0hJeXF5YtWwYA2L59O+rVqwcrKyvUqlULu3btyjWdQ4cOoWXLlihTpgysrKwQFBSE7du35xrv/Pnz6NKlC8qVKweFQoE6depgxYoV6t/v27cP9evXBwAMHjxYfZrx5dPxV69eRYcOHWBjY4OKFSti/PjxyMjIyHdZyGQyLFmyBGlpaerPXb58eb7NcS9PW9WccuHCBfTu3Rt2dnZwdnbGkCFDkJKSovFepVKJn376CXXq1IGlpSXKli2LRo0aYcuWLQByTh1fuHAB+/fvV9ej+isvr5oKspyXL18OmUyGyMhIjBgxAo6OjnBwcMA777yj9S+KgkhMTMSSJUvQtm3bXOFKxdfXF/7+/hrDMjMzMWXKFLi6usLW1hatWrXC5cuXc713z549aNmyJWxtbWFlZYUmTZrgr7/+0jqdmzdv4p133oGtrS3s7OzQr18/3L17V/37kJAQ2Nvb4+nTp7ne26JFC9SoUUP98/r169GwYUPY2dnBysoKPj4+GDJkSK736Wo+Nm/eDJlMpnXeFi5cCJlMhrNnz2qdb+C/dRsREYHBgwfD3t4e1tbW6Ny5M65fv55r/KVLl6J27dpQKBSwt7fH22+/jZiYmDw/Hyjc8pPJZBg1ahRWrlyJatWqwcrKCrVr18a2bdtyvbcw3929e/fivffeg4ODA2xtbTFgwAA8efIEiYmJ6NGjB8qWLQsXFxdMmDABmZmZGp/x8jZ79+5djBw5EtWrV4eNjQ2cnJzQokULHDx4MN/lkJ+Xp1HQbS6/bR4AUlNTMWHCBHh7e8Pc3Bxubm4YM2YMnjx5kmv6o0aNwi+//IJq1arBwsICK1asUO83vv32W3z11Vfw8PCAQqFAYGCg1u9cQffbLztx4gR69eoFLy8v9fGid+/eiIuL01gm7777LgCgefPmGvtcQHsTYXp6OiZPnqwx/x988AEePnyoMZ6Xlxc6deqEXbt2oV69erC0tISfnx+WLl36ytqBnKa/kSNHws3NDebm5vDx8cGUKVPUxxDVctyzZw9iYmLUtefXTJqZmYmPP/4YFSpUgJWVFd544w0cO3ZM67iJiYkYNmwY3N3dYW5uDm9vb8yYMQNZWVka4yUkJKB79+4oU6YMypYti759++L48eO5jg2qrjPnzp1DmzZtUKZMGbRs2RJATreYL7/8En5+fuoMMHjwYI19pkpYWBgaN24Ma2tr2NjYoG3btoiOji7QMgWAgwcPYvHixViyZAnkcnmu358/fx4pKSno0KGDxvDGjRvD3t4eGzZsKPC0AABCYm3bthXly5cXixcvFvv27RObN28WU6dOFWvXrlWPExwcLBwcHETVqlVFaGioCA8PF506dRIAxIwZM0StWrXEmjVrxI4dO0SjRo2EhYWF+Pfff9Xv37dvnzAzMxMBAQEiLCxMbN68WbRp00bIZDKN6Vy6dEmUKVNGVKpUSfz2229i+/btonfv3gKAmD17thBCiJSUFLFs2TIBQHz22WciKipKREVFiZs3bwohhBg4cKAwNzcX1apVE3PmzBF79uwRU6dOFTKZTMyYMSPfZREVFSU6dOggLC0t1Z97584dcePGDQFALFu2LNd7AIhp06apf542bZoAIKpWrSqmTp0qIiIixNy5c4WFhYUYPHiwxnv79+8vZDKZGDp0qPjzzz/Fzp07xVdffSV+/PFHIYQQp06dEj4+PqJu3brqek6dOiWEEFprKuhyVi0/Hx8f8eGHH4rw8HCxZMkSUa5cOdG8eXONGlXjapv3F61evVoAEAsXLsx3PJXIyEgBQHh5eYm+ffuK7du3izVr1ggPDw/h6+srsrKy1OOuXLlSyGQy0bVrV7Fx40axdetW0alTJyGXy8WePXtyLXtPT08xceJEER4eLubOnSusra1F3bp1xbNnz4QQQpw5c0YAEL/++qtGTRcuXBAAxPz584UQQhw5ckTIZDLRq1cvsWPHDrF3716xbNky0b9//2Kbj8zMTOHk5CT69u2ba5k1aNBA1KtXL9/lqlpfFStWFEOGDBE7d+4UixcvFk5OTqJixYriwYMH6nG//vprAUD07t1bbN++Xfz222/Cx8dH2NnZiX/++SfXclUp6PITQqiXTYMGDcS6devEjh07RLNmzYSpqam4du2aerzCfne9vb3F+PHjxe7du8Xs2bOFXC4XvXv3FvXq1RNffvmliIiIEJMmTRIAxHfffadR58vb7KVLl8SIESPE2rVrxb59+8S2bdtESEiIMDExEZGRkfm+Ny8vj1fQbS6/bf7JkyeiTp06wtHRUcydO1fs2bNH/Pjjj8LOzk60aNFCKJVKjem7ubkJf39/sXr1arF3715x/vx59X6jYsWK4o033hAbNmwQ69evF/Xr1xdmZmbiyJEjhV4nqm3gxWW1fv16MXXqVLFp0yaxf/9+sXbtWhEcHCzKly8v7t69K4QQ4s6dO+rv4Pz58zX2uULk7Ms9PT3Vn6lUKkXbtm2Fqamp+Pzzz8Xu3bvFnDlz1Nt3enq6elxPT0/h7u4uqlevLn777TcRHh4u3n33XQFA7N+/P991l5aWJvz9/YW1tbWYM2eO2L17t/j888+Fqamp6NChgxBCiPT0dBEVFSXq1q0rfHx81LWnpKTk+bkDBw4UMplMTJw4UezevVvMnTtXuLm5CVtbWzFw4ED1eLdv3xYVK1YUnp6eYtGiRWLPnj3iiy++EBYWFmLQoEHq8R4/fiwqV64s7O3txfz580V4eLgYO3as8Pb2zrXPHjhwoDAzMxNeXl5i1qxZ4q+//hLh4eEiOztbtGvXTlhbW4sZM2aIiIgIsWTJEuHm5iaqV68unj59qv6Mr776SshkMjFkyBCxbds2sXHjRtG4cWNhbW0tLly4kO8yFUKIp0+fCl9fXzFx4kQhxH/7FdX3QYicfS4AsXTp0lzvd3FxESYmJiItLe2V01KRPGDZ2NiIMWPG5DtOcHCwACBOnDihHpacnCzkcrmwtLTUCFOnT58WAMS8efPUwxo1aiScnJzEo0eP1MOysrJEzZo1hbu7u3rH0KtXL2FhYSHi4+M1pt++fXthZWUlHj58KIQQ4vjx43ke9AcOHCgAiHXr1mkM79Chg6hateorlkbO+62trTWGFSVgffvttxrjjRw5UigUCvW8HjhwQAAQU6ZMybeeGjVqiODg4FzDtdVU0OWs2tmPHDlS4zO//fZbAUDcvn1bPWzFihVCLpeLFStW5FvnN998IwCIXbt25TueimqnrNphqaxbt04AEFFRUUKInIOKvb296Ny5s8Z42dnZonbt2qJBgwbqYaplP3bsWI1xV61aJQCI33//XT0sODhY1KlTR2O8ESNGCFtbW/XymzNnjgCg/t6V1HyMGzdOWFpaakz34sWLAoD46aef8qxFiP/W7dtvv60x/PDhwwKA+PLLL4UQQjx48EBYWlrmqjs+Pl5YWFiIPn36qIe9HLCEKNjyEyJn+3B2dhapqanqYYmJicLExETMmjVLPayw390PP/xQY9pdu3YVAMTcuXM1htepUydXKH1VSMrKyhKZmZmiZcuWuZbj6wasgmxzeW3zs2bNEiYmJuL48eMaw//44w8BQOzYsUNj+nZ2duL+/fsa46r2G66urhoHqtTUVGFvby9atWqlHlbQdaItYL0sKytLPH78WFhbW6v/gBQiJ4jl9d6XA9auXbu07lvDwsIEALF48WL1ME9PT6FQKERcXJx6WFpamrC3txfDhg3Ls04hhPjll1+0HkNmz54tAIjdu3erhwUHB4saNWrk+3lCCBETE5PvvunFgDVs2DBhY2OjUbsQ/+2PVGFm/vz5AoDYuXOnxnjDhg3TGrC0BZc1a9YIAGLDhg0aw1XH2AULFgghcvYLpqamuba7R48eiQoVKogePXq8chmMHz9e+Pj4qEObtoCVnJwsTExMREhIiMZ7r169KgAIAOLWrVuvnJaK5E2EDRo0wPLly/Hll1/i6NGjuU6nq7i4uCAgIED9s729PZycnFCnTh24urqqh1erVg0A1KeCnzx5gr///hvdu3fX6DAul8vRv39/JCQkqJtS9u7di5YtW6JixYoa0x40aBCePn2KqKioAs2TTCZD586dNYb5+/trnJ4ubm+99Vau6aenp+POnTsAgJ07dwIAPvjgA51MrzDLOb8aAWgspwEDBiArKyvPZr/X9aoajhw5gvv372PgwIHIyspSv5RKJdq1a4fjx4/nah55uT9Ejx49YGpqisjISPWwjz76CKdPn8bhw4cB5DS9rFy5EgMHDlQvP1VTdI8ePbBu3Tr8+++/JTIfQ4YMQVpaGsLCwtSft2zZMlhYWKBPnz551pDfMggKCoKnp6d6GURFRSEtLS1XR+qKFSuiRYsWeTa/qhRk+ak0b94cZcqUUf/s7OwMJyenIu0jVDp16qTxs2q/07Fjx1zDC7Ld//LLL6hXrx4UCgVMTU1hZmaGv/7665XNpYVVkG0uL9u2bUPNmjVRp04dje9Q27ZttTZPtWjRIs8Owe+88w4UCoX65zJlyqBz5844cOAAsrOzi7ROXvT48WNMmjQJlStXhqmpKUxNTWFjY4MnT54UeZnu3bsXAHJ9Z999911YW1vn+s7WqVMHHh4e6p8VCgWqVKnyymW9d+9eWFtbo3v37hrDVdN91bahjWq7y2vf9KJt27ahefPmcHV11VjP7du3BwDs379f/W+ZMmXQrl07jff37t07zzq6deuWa1ply5ZF586dNaZVp04dVKhQQf2dCg8PVx8HXhxPoVAgODj4lVeQHjt2DD/88AMWLVqUbz9Ae3t79O3bF7/99hsWLVqE+/fv4+zZs+jbt6+6SdHEpOCxSfKAFRYWhoEDB2LJkiXqds4BAwYgMTFRYzxtV0eYm5vnGm5ubg4gp60cAB48eAAhBFxcXHK9XxXMkpOT1f8WZLxXsbKy0th5ADmdwlU1lQQHB4dc0weg7uR99+5dyOVyVKhQQSfTK8xyLmiNhaHakd24caNQ73tVDUlJSQCA7t27w8zMTOM1e/ZsCCFw//59jc94eZmamprCwcFBY/67dOkCLy8vzJ8/H0BOf5AnT55oBN4333wTmzdvVu9Y3N3dUbNmTaxZs6ZY56NGjRqoX7++uo9jdnY2fv/9d3Tp0qXAVylp+15VqFBBY1sDkOf35VXbWkGWn8rLywbIWT6qZVOU725e+x1tw1+13c+dOxcjRoxAw4YNsWHDBhw9ehTHjx9Hu3btdH5Rxutsc0lJSTh79myu70+ZMmUghMh1ubu25amS1/fj2bNnePz4cZHWyYv69OmDn3/+GUOHDkV4eDiOHTuG48ePo3z58kVepsnJyTA1NUX58uU1hstkMo3vtsqrvnf5TadChQq5bk3i5OQEU1PTAh+HXv5MIO9904uSkpKwdevWXOtZ1bdRtZ6Tk5Ph7Oyca1rahgE5x0VbW9tc03r48CHMzc1zTS8xMVE9LdX+q379+rnGCwsLe+WtcYYMGYJ33nkHgYGBePjwIR4+fKjeLlNTU/Ho0SP1uAsXLkTPnj0xcuRIODg4oG7duvDz80PHjh1hYWGhdb3mRfKrCB0dHfHDDz/ghx9+QHx8PLZs2YJPPvkEd+7c0dpZvbDKlSsHExMT3L59O9fvVJ07HR0dAeRsEAUZr6SpwtrLneSLsqGplC9fHtnZ2UhMTMx3R1hQhVnOxaF58+YwMzPD5s2bMXz4cJ19rqrmn376Kc8rs17eoSQmJsLNzU39c1ZWFpKTkzU2TBMTE3zwwQf49NNP8d1332HBggVo2bIlqlatqvFZXbp0QZcuXZCRkYGjR49i1qxZ6NOnD7y8vNC4ceNim4/Bgwdj5MiRiImJwfXr13H79m0MHjy4wNN7+Q8k1bDKlSsD+O/gk9f35VXflYIuv4KQ+rv7+++/o1mzZli4cKHG8Bd3+vrA0dERlpaWeXbUfnkZ5Xfvsry+H+bm5rCxsYGpqWmR10lKSgq2bduGadOm4ZNPPlEPz8jIyPXHUGE4ODggKysLd+/e1QhZQggkJiaqzzi/LgcHB/z9998QQmgswzt37iArK6tI30XV9pbXvulFjo6O8Pf3z/NqOVXAdXBw0NpJXtu6BbR/H1QXW+R1rFedeVbN8x9//AFPT0+t4+bnwoULuHDhAtavX5/rd5UqVULt2rXV97W0trbGypUrMW/ePNy8eROurq5wdHSEn58fgoKCcp3xy4/kZ7Be5OHhgVGjRqF169Y4deqUTj7T2toaDRs2xMaNGzX+clAqlfj999/h7u6OKlWqAABatmyJvXv35rqS7bfffoOVlZX6wPQ6Z1qKwtnZGQqFItfVW3/++WeRP1N1uvflnfrLCvIXF1C45VwcKlSooP5r9bffftM6zrVr1/K9Ak6bJk2aoGzZsrh48SICAwO1vlRnL1RWrVql8fO6deuQlZWFZs2aaQwfOnQozM3N0bdvX1y+fDnfW3NYWFggODgYs2fPBoBCXTlTlPno3bs3FAoFli9fjuXLl8PNzQ1t2rQp8PReXgZHjhxBXFycehk0btwYlpaW+P333zXGS0hIUDfVv0phll9+pP7uymQy9T5F5ezZswXukqBreW3znTp1wrVr1+Dg4KD1+1OYm3Ju3LhR48zeo0ePsHXrVjRt2hRyufy11olMJoMQItcyXbJkCbKzs3PNK1CwfbnqO/nyd3bDhg148uRJgb6zBdGyZUs8fvwYmzdv1hiu2q8VZTqq7S6vfdOLOnXqpL79g7b1rApYwcHBePTokbq7icratWsLXFenTp2QnJyM7OxsrdNS/cHUtm1bmJqa4tq1a3nuv/ITGRmZ6zVw4EAAOVdOL1myJNd7ypUrB39/fzg6OmLLli24fPlyoe+LJukZrJSUFDRv3hx9+vSBn58fypQpg+PHj2PXrl145513dDadWbNmoXXr1mjevDkmTJgAc3NzLFiwAOfPn8eaNWvUyXratGnq9uepU6fC3t4eq1atwvbt2/Htt9/Czs4OQE7itbS0xKpVq1CtWjXY2NjA1dVVoy+YLslkMvTr1099M7natWvj2LFjWL16dZE/s2nTpujfvz++/PJLJCUloVOnTrCwsEB0dDSsrKzw4YcfAgBq1aqFtWvXIiwsDD4+PlAoFKhVq5bWzyzoci6M3377DUOGDMHSpUtf2Q9r7ty5uH79OgYNGoTw8HC8/fbbcHZ2xr179xAREYFly5Zh7dq1uW7VkB8bGxv89NNPGDhwIO7fv4/u3bvDyckJd+/exZkzZ3D37t1cIXXjxo0wNTVF69atceHCBXz++eeoXbs2evTooTFe2bJlMWDAACxcuBCenp65+u1NnToVCQkJaNmyJdzd3fHw4UP8+OOPMDMzQ3BwcIHnoSjzUbZsWbz99ttYvnw5Hj58iAkTJhSq78GJEycwdOhQvPvuu7h58yamTJkCNzc3jBw5Uv35n3/+OT799FMMGDAAvXv3RnJyMmbMmAGFQoFp06a9chqvWn6FURzf3YLq1KkTvvjiC0ybNg3BwcG4fPkyZs6cCW9v71wHv5KQ1zY/ZswYbNiwAW+++SbGjh0Lf39/KJVKxMfHY/fu3Rg/fjwaNmxYoGnI5XK0bt0a48aNg1KpxOzZs5GamooZM2aoxynqOrG1tcWbb76J//3vf3B0dISXlxf279+P0NBQlC1bVmPcmjVrAgAWL16MMmXKQKFQwNvbW2szUOvWrdG2bVtMmjQJqampaNKkCc6ePYtp06ahbt266N+/fwGXcP4GDBiA+fPnY+DAgYiNjUWtWrVw6NAhfP311+jQoQNatWpV6M+sVq0a+vXrhx9++AFmZmZo1aoVzp8/jzlz5uRqtps5cyYiIiIQFBSE0aNHo2rVqkhPT0dsbCx27NiBX375Be7u7hg4cCC+//579OvXD19++SUqV66MnTt3Ijw8HEDB+ir16tULq1atQocOHfDRRx+hQYMGMDMzQ0JCAiIjI9GlSxe8/fbb8PLywsyZMzFlyhRcv34d7dq1Q7ly5ZCUlIRjx47B2tpa47vzspf/uAWg7rfVpEkTjbOCGzZswK1bt1CtWjWkp6dj3759+PHHHzF8+PDC36S6wN3hi0F6eroYPny48Pf3F7a2tsLS0lJUrVpVTJs2TTx58kQ9Xl5XSnh6eoqOHTvmGg5AfPDBBxrDDh48KFq0aCGsra2FpaWlaNSokdi6dWuu9547d0507txZ2NnZCXNzc1G7dm2tV++tWbNG+Pn5CTMzM40rdrRdBSiE9iuhtMnr/SkpKWLo0KHC2dlZWFtbi86dO4vY2Ng8ryJ88coIIf67iujGjRvqYdnZ2eL7778XNWvWFObm5sLOzk40btxYY7nExsaKNm3aiDJlyqhvQSBE3lc2FmQ5q2p5+WokbVcDFfQ2DSpZWVlixYoVokWLFsLe3l6YmpqK8uXLi/bt24vVq1eL7OxsjWmtX79e4/15zdf+/ftFx44dhb29vTAzMxNubm6iY8eOGu9XLfuTJ0+Kzp07CxsbG1GmTBnRu3dvkZSUpLXeffv2CQDim2++yfW7bdu2ifbt2ws3Nzdhbm4unJycRIcOHcTBgwdzLTNdzofK7t271VfOvHjbhPyo1tfu3btF//79RdmyZdVXC165ciXX+EuWLBH+/v7q71+XLl1yXXKd37aT3/ITQvu+QIicfceLV04J8Xrf3by2O23b88vbbEZGhpgwYYJwc3MTCoVC1KtXT2zevDnXVWza3puXl8crzDaX1zYvRM6l+Z999pmoWrWqep3VqlVLjB07ViQmJmpMX9tyV30vZ8+eLWbMmCHc3d2Fubm5qFu3rggPD881fkHWibZ5SEhIEN26dRPlypUTZcqUEe3atRPnz5/Xut5/+OEH4e3tLeRyucY2o235p6WliUmTJglPT09hZmYmXFxcxIgRIzRuPyJE3sem4OBgrVdoviw5OVkMHz5cuLi4CFNTU+Hp6SkmT56scSsI1ecV5CpCIXK+Z+PHjxdOTk5CoVCIRo0aiaioKK3L5O7du2L06NHC29tbmJmZCXt7exEQECCmTJkiHj9+rB4vPj5evPPOO+p9Xbdu3cSOHTsEAPHnn3+qx8vruCZEzq1h5syZI2rXri0UCoWwsbERfn5+YtiwYbn2GZs3bxbNmzcXtra2wsLCQnh6eoru3btr3C6noPLaZjdt2iTq1Kmj/s4FBgaK0NBQjduQFJRMCCEKF8mISFfGjx+PhQsX4ubNm4XqPKmvli9fjsGDB+P48eOvPG2vC6Vt+ZV2sbGx8Pb2xv/+9z9MmDBB6nKoGHz99df47LPPEB8fX+yPhNJ3kndyJzJGR48exT///IMFCxZg2LBhDAeFxOVHJL2ff/4ZAODn54fMzEzs3bsX8+bNQ79+/Yw+XAEMWESSaNy4MaysrNCpU6dcz8OiV+PyI5KelZUVvv/+e8TGxiIjIwMeHh6YNGkSPvvsM6lL0wtsIiQiIiLSMclv03DgwAF07twZrq6ukMlkuS5N1Wb//v0ICAiAQqGAj48Pfvnll+IvlIiIiKiAJA9YT548Qe3atdVtua9y48YNdOjQAU2bNkV0dDQ+/fRTjB49uvBPuSYiIiIqJnrVRCiTybBp0yZ07do1z3EmTZqELVu2aDxPavjw4Thz5oxkN+YjIiIiepHBdXKPiorKdUfptm3bIjQ0FJmZmTAzM8v1noyMDI3HzCiVSty/fx8ODg7FegNBIiIi0h0hBB49egRXV9dC3fxYCgYXsBITE3M9+83Z2RlZWVm4d++e1ufqzZo1K9+7vBIREZHhuHnzpt7fCsLgAhaQ+6GRqlbOvM5GTZ48GePGjVP/nJKSAg8PD9y8eTPXYwKIyLBcu3YN7dq1w507d+Do6Ijx48fD19cXhw4dwoIFC/Ds2TMEBgZiy5YtsLa2lrpcInoNqampqFixovpB0PrM4AJWhQoVcj2t+86dOzA1Nc3zZoMWFha5HvwJ5DyzigGLyHA9fvwY/fr1w507d+Dv74/w8HBUqFABANCtWzf06dMHbdu2xYkTJzBmzBisXbuW3QKISgFD2I71uwFTi8aNGyMiIkJj2O7duxEYGKi1/xURlV6ffvopLl68CBcXF+zatUsdrlTq16+PrVu3wtTUFOvWrcOKFSskqpSIjI3kAevx48c4ffo0Tp8+DSDnNgynT59GfHw8gJzmvQEDBqjHHz58OOLi4jBu3DjExMRg6dKlCA0N5XOtiIzMsWPH1Ld3WbFihdb+lwDQpEkTzJw5EwAwYcIEPHjwoMRqJCLjJXnAOnHiBOrWrYu6desCAMaNG4e6deti6tSpAIDbt2+rwxYAeHt7Y8eOHdi3bx/q1KmDL774AvPmzUO3bt0kqZ+ISp4QAh988AGEEOjXrx9at26d7/gTJkxAtWrVkJycrA5bRETFSa/ug1VSUlNTYWdnh5SUFPbBIjJAW5YuRZeQENhYW+Pa9etwcnJ65XvCw8PRrl07mJqa4vLy5fAJDgb0/CokItJkSMdvyc9gEREVhliyBNNDQgAAHz55AqetWwv0vrZt26JNjRrIysrCd/36AZ6eQGhocZZKREaMZ7D0PAET0QsSErDDwwMdhYANgBsAHOVyIDb21WejEhKwz8MDzYWAAkAsAOeCvpeI9IIhHb95BouIDMeVK/jp+d+EwwA4AkB2NnD1aoHeGywEGgJIB/BTYd5LRFRIDFhEZDCumppiFwAZgJGqgXI5ULnyq9/s6wuZiQkmPv9xCYBME5OCvZeIqJAYsIjIYCzYtAkA0AGAD5ATrhYtKlgTn7s7sHgx3jIxgTOAJABbhw1j8yARFQsGLCIyCJmZmfjtt98AACNXrAAiI3P6Tz3v8F4gISEwi4vDkD59AACLr18vhkqJiNjJXe87yRFRjm3btqFz586oUKECEhISIJfLi/xZ169fR6VKlSCTyRAbGwsPDw8dVkpExcWQjt88g0VEBuH3338HAPTq1eu1whUA+Pj4oFmzZhBCICwsTBflERFpYMAiIr336NEjbNmyBQDQt29fnXxm7969AQCrV6/WyecREb2IAYuI9N6mTZuQlpaGKlWqICAgQCef2a1bN5iamuL06dOIiYnRyWcSEakwYBGR3lu1ahUAoF+/fpDJZDr5TAcHB7Rr1w4AsHbtWp18JhGRCgMWEem1hw8fYu/evQCAnj176vSzVZ+36fntH4iIdIUBi4j02s6dO5GVlYVq1aqhSpUqOv3sDh06QC6X49y5c7hx44ZOP5uIjBsDFhHpNVXn9i5duuj8s+3t7fHmm28CAP7880+dfz4RGS8GLCLSW8+ePcOOHTsAAG+99VaxTEMV3BiwiEiXGLCISG/t378fqampcHZ2RsOGDYtlGqrgdvDgQdy/f79YpkFExocBi4j0luqsUufOnWFiUjy7K29vb9SqVQvZ2dnYvn17sUyDiIwPAxYR6SUhhDrwFFfzoIqqmXDbtm3FOh0iMh4MWESkl65evYrY2FiYmZmhRYsWxTot1f2w9uzZg+zs7GKdFhEZBwYsItJL4eHhAIA33ngD1tbWxTqthg0bws7ODvfv38fJkyeLdVpEZBwYsIhIL+3evRsA0LZt22KflqmpKVq2bAngv2BHRPQ6GLCISO88e/YMkZGRAEomYAFAmzZtAPwX7IiIXgcDFhHpnaioKDx+/BhOTk7w9/cvkWmqAlZUVBRSUlJKZJpEVHoxYBGR3lE107Vp06bYbs/wMm9vb/j6+iI7O1t99oyIqKgYsIhI70RERAD476xSSVE1R7KZkIheFwMWEemVlJQUnDp1CgCK/fYML1N1dN+3b1+JTpeISh8GLCLSK4cOHYJSqYSvry/c3NxKdNpvvvkmZDIZYmJikJSUVKLTJqLShQGLiPSK6uxRs2bNSnza9vb26k71+/fvL/HpE1HpwYBFRHpFyoD14nTZTEhEr4MBi4j0xov9r4KDgyWpgQGLiHSBAYuI9IaU/a9U2A+LiHSBAYuI9IbUzYMA+2ERkW4wYBGR3tCHgPXi9NlMSERFxYBFRHpBH/pfqTBgEdHrYsAiIr1w+PBhKJVKVK5cWbL+Vyrsh0VEr4sBi4j0wuHDhwEAb7zxhsSV5PTDql69OgDgyJEjEldDRIaIAYuI9IIqyDRp0kTiSnKo6lAFPyKiwmDAIiLJZWZm4u+//wagfwGLZ7CIqCgYsIhIcqdPn0ZaWhrKlSuHqlWrSl0OgP8C1smTJ5Geni5xNURkaBiwiEhyqma4oKAgmJjox27Jx8cHzs7OePbsGU6cOCF1OURkYPRjT0ZERk0VsPSleRAAZDIZ+2ERUZExYBGRpIQQetfBXYUBi4iKigGLiCQVFxeHW7duwdTUFIGBgVKXoyEoKAhATkd3IYTE1RCRIWHAIiJJqc4O1atXD1ZWVhJXo6levXpQKBRITk7GP//8I3U5RGRAGLCISFL62P9KxdzcHPXr1wfAZkIiKhwGLCKS1ItXEOoj9sMioqJgwCIiyaSmpuLcuXMA9PMMFsCARURFw4BFRJL5+++/IYSAl5cXXFxcpC5HK9WZtcuXLyM5OVniaojIUDBgEZFkVI/HadSokcSV5M3e3h5VqlQBABw7dkziaojIUDBgEZFkVAGrYcOGEleSP1V9qnqJiF6FAYuIJCGEYMAiolKLAYuIJBEbG4u7d+/CzMwMdevWlbqcfKkC1rFjx3jDUSIqEAYsIpKEqj9T7dq1oVAoJK4mf/7+/rCwsMD9+/dx9epVqcshIgPAgEVEkjCU5kEg54aj9erVA8BmQiIqGAYsIpKEIQUsgP2wiKhwGLCIqMRlZmbi1KlTAIAGDRpIXE3BMGARUWEwYBFRiTt79izS09NRtmxZ+Pr6Sl1OgagC1unTp5Geni5xNUSk7xiwiKjE/b1rFwCggb8/TEwMYzfk5eWF8uXLIzMzE6dDQ4GEBKlLIiI9Zhh7NiIqPUJDceyzzwAADQ8cAEJDJS6oYGQyGRo+f5zP36NGAZ6eBlM7EZU8BiwiKjkJCcD770PVi6khAAwbZhhngxIS0PD5g6n/BgCl0nBqJ6ISx4BFRCXnyhU8VCpx6fmPDQAgOxswhHtLXbmChs9vMnpUNcxQaieiEseARUQlx9cXx2UyAIA3gPIAIJcDlStLWVXB+Pqi/vPabwC4CxhO7URU4hiwiKjkuLvj7y5dADxvHpTLgUWLAHd3ScsqEHd3lP31V/g9//FvExPDqZ2ISpxeBKwFCxbA29sbCoUCAQEBOHjwYL7jr1q1CrVr14aVlRVcXFwwePBgJCcnl1C1RPQ6/s7KAgA0/OADIDYWCAmRtqDCCAlBw+7dATzv6G5ItRNRiZI8YIWFhWHMmDGYMmUKoqOj0bRpU7Rv3x7x8fFaxz906BAGDBiAkJAQXLhwAevXr8fx48cxdOjQEq6ciApLCKF+BmHDvn0N8uxPwxYtAAB/x8RIXAkR6TPJA9bcuXMREhKCoUOHolq1avjhhx9QsWJFLFy4UOv4R48ehZeXF0aPHg1vb2+88cYbGDZsGE6cOFHClRNRYcXFxeHOnTswMzND3bp1pS6nSFQ3HD127BiUSqXE1RCRvpI0YD179gwnT55EmzZtNIa3adMGR44c0fqeoKAgJCQkYMeOHRBCICkpCX/88Qc6duyY53QyMjKQmpqq8SKikqd6zEzt2rWhUCgkrqZoatWqBYVCgZSUFFy5ckXqcohIT0kasO7du4fs7Gw4OztrDHd2dkZiYqLW9wQFBWHVqlXo2bMnzM3NUaFCBZQtWxY//fRTntOZNWsW7Ozs1K+KFSvqdD6IqGAM7QHP2piZmaFevXoAoG7uJCJ6meRNhEDOHZJfJITINUzl4sWLGD16NKZOnYqTJ09i165duHHjBoYPH57n50+ePBkpKSnq182bN3VaPxEVjCqQGMoDnvOiqp8Bi4jyYirlxB0dHSGXy3Odrbpz506us1oqs2bNQpMmTTBx4kQAgL+/P6ytrdG0aVN8+eWXcHn+KIsXWVhYwMLCQvczQEQFlpWVhVOnTgFgwCKi0k/SM1jm5uYICAhARESExvCIiAgEBQVpfc/Tp09zPRxWLpcDyDnzRUT66eLFi0hLS4OtrS2qVKkidTmvRRWwTp8+jYyMDImrISJ9JHkT4bhx47BkyRIsXboUMTExGDt2LOLj49VNfpMnT8aAAQPU43fu3BkbN27EwoULcf36dRw+fBijR49GgwYN4OrqKtVsENErqM72BAQE5PojydD4+PjA3t4ez549w9mzZ6Uuh4j0kKRNhADQs2dPJCcnY+bMmbh9+zZq1qyJHTt2wNPTEwBw+/ZtjXtiDRo0CI8ePcLPP/+M8ePHo2zZsmjRogVmz54t1SwQUQEcP34cAFC/fn2JK3l9MpkMDRo0wK5du3Ds2LFSMU9EpFsyYYTtaqmpqbCzs0NKSgpsbW2lLofIKNSrVw/R0dFYv349uj+/G7ohmz59OmbMmIEBAwZgxYoVUpdDZBQM6fht2OfpicggpKen49y5cwBKxxksgB3diSh/DFhEVOxOnz6NrKwslC9fHh4eHlKXoxOqoHjp0iWkpKRIXA0R6RsGLCIqdqr+Vw0aNMjzHneGpnz58vD29gYAPqqLiHJhwCKiYleaOri/iM2ERJQXBiwiKnaqAMKARUTGggGLiIpVSkoKLl++DIABi4iMBwMWERWrkydPAgA8PT1Rvnx5iavRrbp160Iul+PWrVv4999/pS6HiPQIAxYRFavS2v8KAKytrVGzZk0APItFRJoYsIioWJXmgAWwmZCItGPAIqJi9eItGkojBiwi0oYBi4iKTVJSEuLj4yGTyRAQECB1OcVCFbCOHz8OpVIpcTVEpC8YsIio2KjOXvn5+aFMmTISV1M8qlevDisrKzx69Eh9tSQREQMWERWb0t7/CgBMTU3VZ+fYTEhEKgxYRFRsjCFgAeyHRUS5MWARUbEQQjBgEZHRYsAiomIRFxeHe/fuwdTUFLVr15a6nGKlClhnzpxBenq6xNUQkT5gwCKiYqE6e1W7dm0oFAqJqyleqrvUZ2Zm4syZM1KXQ0R6gAGLiIpFaX3AszYymYzNhESkgQGLiIqFsfS/UmHAIqIXMWARkc5lZ2erH/LMgEVExogBi4h07vLly3j8+DGsrKxQrVo1qcspEaog+c8//+DBgwcSV0NEUmPAIiKdUzUP1qtXD6amphJXUzIcHBxQqVIlAP/NPxEZLwYsItI5Y+t/pcJmQiJSYcAiIp1TBSxV4DAWDFhEpMKARUQ69ezZM5w+fRqAcZ/BEkJIXA0RSYkBi4h06uzZs3j27Bns7e3h4+MjdTklqm7dupDL5UhKSsLNmzelLoeIJMSARUQ6pWoeDAwMhEwmk7iakmVpaQl/f38AbCYkMnYMWESkU8bawV2F/bCICGDAIiIdY8BiwCIiBiwi0qEnT57g4sWLABiwTpw4gezsbImrISKpMGARkc6cOnUKSqUSrq6ucHV1lbocSVSrVg3W1tZ48uQJYmJipC6HiCTCgEVEOqNqFjO2+1+9SC6XIzAwEACbCYmMGQMWEemMsfe/UmE/LCJiwCIinWHAytGwYUMADFhExowBi4h0Ijk5GdevXwcAdROZsVKdwTp79izS0tIkroaIpMCARUQ6oTp75evri3LlyklcjbTc3d1RoUIFZGdnIzo6WupyiEgCDFhEpBNHjx4F8F/zmDGTyWTsh0Vk5BiwiEgn/v77bwAMWCoMWETGjQGLiF6bEEIdJBiwcjBgERk3Biwiem1Xr17F/fv3YWFhgdq1a0tdjl5QdfS/du0akpOTJa6GiEoaAxYRvTZV82C9evVgbm4ucTX6oVy5cqhSpQqA/y4AICLjwYBFRK+N/a+0YzMhkfFiwCKi18YrCLVjwCIyXgxYRPRa0tPTcebMGQAMWC97MWAJISSuhohKEgMWEb2W6OhoZGZmonz58vDy8pK6HL1Su3ZtmJmZ4e7du4iLi5O6HCIqQQxYRPRaXux/JZPJJK5GvygUCvVVlWwmJDIuDFhE9FrYwT1/7IdFZJwYsIjotagCVqNGjSSuRD8xYBEZJwYsIiqyO3fu4MaNG5DJZKhfv77U5eglVcA6efIksrKyJK6GiEoKAxYRFZnq7JWfnx/s7OwkrkY/Va1aFWXKlMHTp09x8eJFqcshohLCgEVERcb+V69mYmKiPrvHZkIi48GARURFxoBVMOyHRWR8GLCIqEiUSqU6MDBg5Y8Bi8j4MGARUZFcvnwZqampsLS0RK1ataQuR6+pAtb58+fx5MkTiashopLAgEVERaJqHgwMDISpqanE1eg3Nzc3uLq6Ijs7G9HR0VKXQ0QlgAGLiIqED3guHDYTEhkXBiwiKpKoAwcAAI2rVJG4EsOgDljbtgEJCRJXQ0TFjQGLiAot9eefcS4mBgDQeNgwIDRU4or0X4PkZADA35GRgKcnlxlRKScTQgipiyhpqampsLOzQ0pKCmxtbaUuh8iwJCQgwsMDbYSAN4DrACCXA7GxgLu7tLXpq4QEpHh4oOzz3W0SACcuM6JCM6TjN89gEVHhXLmCI8+DQpBqWHY2cPWqZCXpvStXYCcE/J7/eAzgMiMq5RiwiKhwfH1x5Pl/1QFLLgcqV5aoIAPg6wuYmEB1OcBRgMuMqJRjwCKiQsl2ccFRS0sAzwOWXA4sWsSmrvy4uwOLFyNIJgOAnIDKZUZUqvHmNURUKBcuXEBqWhpsrK1R888/gapVGRQKIiQETby8gFat8LelJTIHDICZ1DURUbHRizNYCxYsgLe3NxQKBQICAnDw4MF8x8/IyMCUKVPg6ekJCwsLVKpUCUuXLi2haomM25EjOQ2EDRs1gmnLlgxXhVCteXOULVsWT9PScObMGanLIaJiJHnACgsLw5gxYzBlyhRER0ejadOmaN++PeLj4/N8T48ePfDXX38hNDQUly9fxpo1a+Dn55fn+ESkO6qAFRQU9Iox6WUmJibq5Xb48GGJqyGi4iR5wJo7dy5CQkIwdOhQVKtWDT/88AMqVqyIhQsXah1/165d2L9/P3bs2IFWrVrBy8sLDRo04M6eqIQwYL2eJk2aAGDAIirtJA1Yz549w8mTJ9GmTRuN4W3atFHvxF+2ZcsWBAYG4ttvv4WbmxuqVKmCCRMmIC0tLc/pZGRkIDU1VeNFRIWXlJSEa9euAQAaNWokcTWG6cWAZYS3ISQyGpJ2cr937x6ys7Ph7OysMdzZ2RmJiYla33P9+nUcOnQICoUCmzZtwr179zBy5Ejcv38/z35Ys2bNwowZM3ReP5GxiYqKAgDUqFEDZcuWlbYYA1W/fn2Ympri1q1biIuLg5eXl9QlEVExkLyJEABkzy9dVhFC5BqmolQqIZPJsGrVKjRo0AAdOnTA3LlzsXz58jzPYk2ePBkpKSnq182bN3U+D0TGQHVmWXUWhgrPysoK9erVA8BmQqLSTNKA5ejoCLlcnuts1Z07d3Kd1VJxcXGBm5sb7Ozs1MOqVasGIQQS8niAqoWFBWxtbTVeRFR47H+lG+zoTlT6SRqwzM3NERAQgIiICI3hERERee7AmzRpglu3buHx48fqYf/88w9MTEzgzsvFiYpNRkYGTpw4AYAB63WxoztR6Sd5E+G4ceOwZMkSLF26FDExMRg7dizi4+MxfPhwADnNewMGDFCP36dPHzg4OGDw4MG4ePEiDhw4gIkTJ2LIkCGwfH53aSLSvejoaGRkZMDR0RGV+YiX16IKWOfOnUNKSorE1RBRcZA8YPXs2RM//PADZs6ciTp16uDAgQPYsWMHPD09AQC3b9/WuCeWjY0NIiIi8PDhQwQGBqJv377o3Lkz5s2bJ9UsEBmFF5sH8+ojSQXj4uICb29vCCFw9OhRqcshomKgF4/KGTlyJEaOHKn1d8uXL881zM/PL1ezIhEVr0OHDgFg86CuNGnSBDdu3MCRI0fQtm1bqcshIh2T/AwWEek/IYT6EVZNmzaVuJrSgf2wiEo3BiwieqVLly7h3r17UCgUCAwMlLqcUkEVsI4ePYqsrCyJqyEiXWPAIqJXOnDgAICcu7ebm5tLXE3pUKNGDdjZ2eHJkyc4e/as1OUQkY4xYBHRK6maB998802JKyk9TExM0LhxYwD/9W8jotKDAYuIXkl1Bov9r3RLFVj3798vcSVEpGsMWESUr7i4ONy8eROmpqbqMy6kG6qAdeDAAT74maiUYcAionypzl4FBATA2tpa4mpKl/r168PS0hL37t1DTEyM1OUQkQ4xYBFRvtg8WHzMzc3VZwVVy5mISgcGLCLKFzu4Fy/2wyIqnRiwiChPSUlJuHz5MoD/7ttEuhUcHAyA/bCIShsGLCLKk+r2AbVq1YK9vb3E1ZRODRs2hLm5OW7duoVr165JXQ4R6QgDFhHlSdUviM2DxcfS0hINGjQAwGZCotKEAYuI8sTnD5aMF5sJiah0YMAiIq1SUlJw+vRpAAxYxY0d3YlKHwYsItJK1ena19cXrq6uUpdTqgUFBUEulyMuLg5xcXFSl0NEOsCARURa7d27FwDQokULiSsp/WxsbBAYGAiAzYREpQUDFhFpFRkZCQBo3ry5xJUYBzYTEpUuDFhElMu9e/dw5swZAECzZs2kLcZIqDq679u3T9pCiEgnGLCIKBfVWZQaNWrA2dlZ4mqMQ9OmTSGXy3Ht2jXEx8dLXQ4RvSYGLCLKhf2vSp6tra26H5Zq+ROR4WLAIqJc2P9KGi1btgQA/PXXXxJXQkSviwGLiDQkJiYiJiYGMplM3S+ISoYqYO3du5fPJSQycAxYRKRBdfaqTp06fP5gCQsKCoKFhQVu3bqlfsg2ERkmBiwi0qAKWOx/VfIUCgWaNGkCgM2ERIaOAYuINKg6WLP/lTRebCYkIsPFgEVEavHx8bh27RrkcjmfPygRVcCKjIxEdna2xNUQUVG9VsC6c+cOEhMTdVULEUlM1TwYGBgIW1tbiasxTgEBAbC1tcWDBw/UD9smIsNTpIB19uxZ1KhRAy4uLnBzc4Obmxs+++wzPHnyRNf1EVEJUvX7Yf8r6Ziamqqv3mQzIZHhKlLACgkJgbOzMw4dOoTo6Gh8+eWX2LlzJwIDA/HgwQNd10hEJUAIgd27dwMA2rRpI3E1xo33wyIyfDJRhJutWFtb4+TJk/Dz81MPE0Lg3XffhUKhwO+//67TInUtNTUVdnZ2SElJYTMI0XNnz55F7dq1YW1tjeTkZFhYWEhdktE6f/48atWqBSsrKzx48ADm5uZSl0SkFwzp+F2kM1jazlTJZDJ8/fXX+PPPP3VSGBGVLNXZq2bNmjFcSaxGjRpwcnLC06dPcfToUanLIaIiKHDA6tixIz799FOsW7cOw4cPx9ixY5GUlKQxTkpKCsqVK6fzIomo+LF5UH/IZDJ1M2FERITE1RBRUZgWdMRatWrh1KlTWLZsmTpY+fj4oEePHqhTpw6ys7OxbNkyfP/998VWLBEVj7S0NBw4cAAAA5a+aNeuHdasWYNdu3bhiy++kLocIiqkIvXBSkpKQnR0NE6fPq1+Xb16FXK5HFWrVsXZs2eLo1adMaQ2XKKSEB4ejnbt2qFixYqIi4uDTCaTuiSjl5iYCBcXF8hkMiQlJaF8+fJSl0QkOUM6fhf4DNaLnJ2d0a5dO7Rr1049LC0tDWfOnMGZM2d0VhwRlYwXmwcZrvRDhQoVUKdOHZw+fRoRERHo06eP1CURUSHo7E7ulpaWaNSoEYYNG6arjySiEsL+V/qpbdu2AIBdu3ZJXAkRFRYflUNk5G7duoXz589rdKwm/aBqJdi9ezeUSqXE1RBRYTBgERk51VVqgYGBcHBwkLgaelFQUBBsbGyQlJTE7hdEBoYBi8jIsXlQf5mbm6sfW8RmQiLDwoBFZMSUSqX6DBYDln5S9cMKDw+XuBIiKgwGLCIjduLECdy9exdlypRBo0aNpC6HtFD1wzp8+DBSU1MlroaICooBi8iIbd++HUDOWRI+704/+fj4oHLlysjKykJkZKTU5RBRATFgERmxbdu2Ach5FBbpL9VZLPbDIjIcDFhERur2yZM4deoUAKB9+/YSV0P5UQWsHVu3QuzdCyQkSFwREb0KAxaRMQoNxY769QEADQA4Pz+TRfqpefPmUJiZIf7ff3GuZUvA0xMIDZW6LCLKBwMWkbFJSADefx/bnj+GtCMADBvGsyJ6zOr+fbTKzAQAbAUApZLrjEjPMWARGZsrV5ChVCLi+Y8dASA7G7h6VcKiKF9XrqDz8/9uVQ3jOiPSawxYRMbG1xcHZDI8AeACoC4AyOVA5crS1kV58/VFp+cP4T4GIAngOiPScwxYRMbG3R3bnt8dvAMAE7kcWLQIcHeXti7Km7s7XH/9FQEABIDtMhnXGZGeY8AiMjJCCGy7cQMA0OmLL4DYWCAkRNqi6NVCQtB53DgAwNY2bbjOiPQcAxaRkbl8+TKuX78Oc3NztBozhmdBDEjnvn0BALsPHkR6errE1RBRfhiwiIyM6uaiwcHBsLGxkbgaKoy6devCzc0NT58+5V3difQcAxaRkdm8eTMA4K233pK2ECo0mUyGTp06AQC2bt36irGJSEoMWERGJCkpCUeOHAEAdO3aVdpiqEg6d865YcO2bdsgnt/LjIj0DwMWkRH5888/IYRA/fr14c6+VwapRYsWsLS0xM2bN3H69GmpyyGiPDBgERmRTZs2AQDefvttiSuhorK0tETbtm0B/Lc+iUj/MGARGYmUlBT89ddfABiwDF23bt0AAH/88YfElRBRXhiwiIzEjh07kJmZCT8/P/j5+UldDr2Gzp07w8zMDDExMYiJiZG6HCLSggGLyEiwebD0sLOzQ+vWrQEAGzZskLgaItKGAYvICKSnp2Pnzp0AGLBKCzYTEuk3BiwiI7Bnzx48fvwY7u7uCAwMlLoc0oEuXbpALpfjzJkzuHbtmtTlENFLGLCIjIDqLEfXrl0hk8kkroZ0wcHBAc2bNwfAZkIifcSARVTKZWRkqO/e3qNHD2mLIZ1iMyGR/tKLgLVgwQJ4e3tDoVAgICAABw8eLND7Dh8+DFNTU9SpU6d4CyQyYOHh4UhJSYGbmxuaNGkidTmkQ2+//TZkMhmOHz+O+Ph4qcshohdIHrDCwsIwZswYTJkyBdHR0WjatCnat2//yp1FSkoKBgwYgJYtW5ZQpUSGKSwsDADw7rvvwsRE8k2edMjZ2RlNmzYFAGzcuFHiaojoRZLvbefOnYuQkBAMHToU1apVww8//ICKFSti4cKF+b5v2LBh6NOnDxo3blxClRIZnrS0NGzZsgUA0LNnT4mroeLQvXt3AMC6deskroSIXiRpwHr27BlOnjyJNm3aaAxv06aN+oG02ixbtgzXrl3DtGnTCjSdjIwMpKamaryIjMHOnTvx+PFjeHh4oGHDhlKXQ8WgW7dukMlkiIqKQmxsrNTlENFzkgase/fuITs7G87OzhrDnZ2dkZiYqPU9V65cwSeffIJVq1bB1NS0QNOZNWsW7Ozs1K+KFSu+du1EhkDVPNijRw9ePVhKubq6qq8mXLt2rcTVEJGK5E2EAHLt+IUQWg8G2dnZ6NOnD2bMmIEqVaoU+PMnT56MlJQU9evmzZuvXTORvnvy5Am2bdsGgM2DpV2fPn0AAKtXr5a4EiJSkTRgOTo6Qi6X5zpbdefOnVxntQDg0aNHOHHiBEaNGgVTU1OYmppi5syZOHPmDExNTbF3716t07GwsICtra3Gi6i027ZtG54+fQofHx8EBARIXQ4Vo3feeQfm5uY4d+4czp07J3U5RASJA5a5uTkCAgIQERGhMTwiIgJBQUG5xre1tcW5c+dw+vRp9Wv48OGoWrUqTp8+zT4mRC/4/fffAQC9evVi82ApV65cObRv3x4AsGbNGomrISJAD5oIx40bhyVLlmDp0qWIiYnB2LFjER8fj+HDhwPIad4bMGAAAMDExAQ1a9bUeDk5OUGhUKBmzZqwtraWclaI9Mbdu3exa9cuAED//v0lroZKgqqZcM2aNRBCSFwNERWsl3gx6tmzJ5KTkzFz5kzcvn0bNWvWxI4dO+Dp6QkAuH37Nm+gR1RIa9euRVZWFgIDA+Hn5yd1OVQCOnXqBBsbG8TGxuLo0aO8hQ2RxGTCCP/USU1NhZ2dHVJSUtgfi0qlBg0a4Pjx4/jxxx8xevRoqcuhEjJgwACsXLkSH3zwAX7++WepyyHSOUM6fkveREhEunX58mUcP34ccrkcvXr1krocKkGqZsK1a9fi2bNnEldDZNwYsIhKmZUrVwIA2rVrBycnJ4mroZLUunVruLq6Ijk5WX2LDiKSBgMWUSmiVCrVVw+yc7vxkcvl6vW+fPlyaYshMnIMWESlyKFDhxAXFwdbW1u89dZbUpdDEhg0aBAAYMeOHXk+EYOIih8DFlEpsmzZMgA5DwC2tLSUuBqSgp+fHxo1aoTs7GysWrVK6nKIjBYDFlEpkZKSgnXr1gEAhg4dKnE1JKXBgwcDyAncRnihOJFeYMAiKiXWrl2Lp0+folq1amjUqJHU5ZCEevToAYVCgQsXLuDkyZNSl0NklBiwiEqJJUuWAMg5e8VH4xi3smXL4u233wbwX7MxEZUsBiyiUuD06dM4ceIEzMzMePUgAQCGDBkCIOeZlE+ePJG4GiLjw4BFVAqEhoYCALp27Yry5ctLXA3pgxYtWsDHxwepqakICwuTuhwio8OARWTg0tLS1Pe+Yud2UjExMcGwYcMAAL/88ovE1RAZHwYsIgO3YcMGPHz4EJ6enmjVqpXU5ZAeGTRoEMzMzHD8+HGcOnVK6nKIjAoDFpEhS0jA/FmzAOScvTIx4SZN/3FyckK3bt0AAIvmzgUiI4GEBImrIjIO3BsTGarQUJz08MDRixdhBuA9KyupKyI9pGomXL1qFR61aAF4egLP++wRUfFhwCIyRAkJwPvvY/7zm0h2B+D88cc8O0G5BFeqhKoAHgNYBQBKJTBsGL8rRMWMAYvIEF25gmSlEmue//gBAGRnA1evSlgU6SPZ1asY9vz/8wEIgN8VohLAgEVkiHx9sUwmQzqAOgCCAEAuBypXlrQs0kO+vhgkk8EawHkAkQC/K0QlgAGLyABlu7hgoaMjgJyzVzK5HFi0CHB3l7Yw0j/u7ij3668Y+Pzu/j8A/K4QlQAGLCIDtHPnTly/exdl7ezQZ+dOIDYWCAmRuizSVyEhGB0ZCQDYJpPhanCwxAURlX4MWEQGaO7cuQCAISEhsGrXjmcj6JWqBgejQ4cOEELgp59+krocolKPAYvIwERHRyMyMhJyuRwfffSR1OWQAVF9X5YuXYqUlBSJqyEq3RiwiAzMd999BwDo0aMHPDw8JK6GDEnr1q1RrVo1PH78GEuXLpW6HKJSjQGLyIAkJCSoH9w7fvx4iashQyOTyTBmzBgAwLx585CdnS1tQUSlGAMWkQGZN28esrKyEBwcjICAAKnLIQPUr18/2NvbIzY2Fhs3bpS6HKJSiwGLyEA8evQIixcvBsCzV1R0VlZWGDVqFABg1qxZEM+fBkBEusWARWQgFi9ejJSUFFStWhUdO3aUuhwyYKNHj4aVlRWio6MRHh4udTlEpRIDFpEBSEtLw5w5cwAAEydOhIkJN10qOgcHB7z//vsAcs5iEZHucS9NZACWLl2KxMREeHh4oH///lKXQ6XA+PHjYWZmhgMHDuDIkSNSl0NU6jBgEem5Z8+eYfbs2QCASZMmwdzcXOKKqDRwd3dXh3WexSLSPQYsIj23cuVK3Lx5Ey4uLhgyZIjU5VAp8vHHH0Mmk2Hbtm04d+6c1OUQlSoMWER6LCsrS312YeLEiVAoFBJXRKVJ1apV0b17dwDAV199JXE1RKULAxaRHlu7di2uXbsGR0dHdadkIl2aMmUKAGDdunU8i0WkQwxYRHoqKysLX375JQBg3LhxsLa2lrgiKo1q166N7t27QwiBadOmSV0OUanBgEWkp1auXInLly/D3t4eH3zwgdTlUCk2Y8YMyGQybNq0CadOnZK6HKJSgQGLSA9lZGRg+vTpAIDJkyfD1tZW2oKoVKtevTr69OkDAJg6darE1RCVDgxYRHpo0aJFiI+Ph6urK89eUYmYNm0a5HI5tm/fjqNHj0pdDpHBY8Ai0jOPHz9W972aOnUqLC0tJa6IjIGvry8GDhwIAPj8888lrobI8DFgEemZH3/8EXfv3kXlypV53ysqUZ9//jnMzMywZ88e7NmzR+pyiAwaAxaRHrl//z7+97//AQBmzpwJMzMziSsiY+Ll5YURI0YAACZMmIDs7GyJKyIyXAxYRHpk5syZSElJgb+/P3r27Cl1OWSEpk6dCjs7O5w5cwYrV66Uuhwig8WARaQnLl++jPnz5wMA5syZAxMTbp5U8hwcHPDZZ58ByLkJ6ZMnTySuiMgwcQ9OpCcmTJiArKwsdOrUCa1bt5a6HDJio0aNgpeXF27duoXvvvtO6nKIDBIDFpHUEhKw+9tvsW3bNpiammLOnDlSV0RGTqFQ4JtvvgEAfDt7Nm7/8QeQkCBxVUSGhQGLSEqhocjy8MC4SZMAAKOaNUPVqlUlLooI6NGjBxr6+ODJ06f49N13AU9PIDRU6rKIDIZMCCGkLqKkpaamws7ODikpKbxDNkknIQHw9MRCpRIjAdgDuGpignJxcYC7u9TVkbFLSECUhweCnh8iDgMIksuB2Fh+P0kyhnT85hksIqlcuYK7SiU+e/7jDADllErg6lUpqyLKceUKGgsB1Z3YRgLIys7m95OogBiwiKTi64uJAO4DqA1gOADI5UDlypKWRQQA8PUFTEzwDYByAM4AWCiT8ftJVEAMWEQS2Xf1KlYAkAFYBMBULgcWLWLzC+kHd3dg8WKUl8vx9fNBnykUSDQ1lbQsIkPBgEUkgYyMDPUds4f164eGkZE5fVtCQqQtjOhFISFAbCze27MHgf7+SE1Lw8SJE6WuisggMGARSWDOnDm4dOkSnJycMOunn4BmzXjmivSTuzvkLVtiwZIlkMlk+P333xERESF1VUR6jwGLqIRdvXoVX375JQDg+++/R9myZaUtiKgA6tevj1GjRgEA3nvvPTx69Ejiioj0GwMWUQlSKpUYPHgw0tPT0apVK/Tu3VvqkogK7Ouvv4aXlxfi4uIwefJkqcsh0msMWEQlaN68eTh06BBsbGzw66+/QiaTSV0SUYHZ2NhgyZIlAID58+fjwIEDEldEpL8YsIhKyD///KP+q/+7776Dl5eXtAURFUHLli0xdOhQAEBISAiePn0qcUVE+okBi6gEZGdnY9CgQUhPT0fr1q3x3nvvSV0SUZHNmTMHbm5uuHr1KpsKifLAgEVUAr7//ntERUWhTJkyWPL8aiwiQ2VnZ4dff/0VQE6z965duySuiEj/MGARFbOTJ0/i008/BZATtDw8PCSuiOj1tW/fXn1V4aBBg3D37l2JKyLSLwxYRMXo0aNH6NWrFzIzM/H2229jyJAhr34TkYH49ttvUb16dSQlJSEkJATi+YOhiYgBi6hYjRo1ClevXkXFihXZNEiljqWlJdasWQNzc3Ns3boVixYtkrokIr3BgEVUTH7//Xf89ttvMDExwapVq2Bvby91SUQ65+/vj9mzZwMAxo4di9OnT0tbEJGeYMAiKgb//POP+lmD06ZNQ9OmTSWuiKj4jB49Gu3bt0d6ejq6d++Ohw8fSl0SkeQYsIh07NGjR+jatSseP36M4OBgTJkyReqSiIqViYkJVq5cCU9PT1y7dg2DBg1ifywyegxYRDokhMDgwYMRExMDV1dXrF27FnK5XOqyiIqdg4MD/vjjD5ibm+PPP//E//73P6lLIpKUXgSsBQsWwNvbGwqFAgEBATh48GCe427cuBGtW7dG+fLlYWtri8aNGyM8PLwEqyXKQ0IC/jd8ODZs2AAzMzP88ccfqFChgtRVEZWYwMBAzJs3DwAwefJk7A0LAyIjgYQEiSsjKnmSB6ywsDCMGTMGU6ZMQXR0NJo2bYr27dsjPj5e6/gHDhxA69atsWPHDpw8eRLNmzdH586dER0dXcKVE70gNBR7PDwwefFiAMC8nj3RuHFjiYsiKnnvv/8+BgwYAKVSie69euFqixaApycQGip1aUQlSiYkbihv2LAh6tWrh4ULF6qHVatWDV27dsWsWbMK9Bk1atRAz549MXXq1AKNn5qaCjs7O6SkpMDW1rZIdROpJSTgkocHGguBhwAGAwg1MYEsLg5wd5e4OKKSl3blCppVqYJjAPwARAEoK5cDsbHcJui1GNLxW9IzWM+ePcPJkyfRpk0bjeFt2rTBkSNHCvQZSqUSjx49yvcS+IyMDKSmpmq8iHTl7vHj6Pg8XAUBWABAplQCV69KWxiRRCwTErAZgDuASwB6AsjKzuY2QUZF0oB17949ZGdnw9nZWWO4s7MzEhMTC/QZ3333HZ48eYIePXrkOc6sWbNgZ2enflWsWPG16iZSSU9PR9evv8Z1AN4ANgNQAIBcDlSuLGVpRNLx9YWLiQm2ALACsBvAWJkMolIliQsjKjmS98ECkOvu1kKIAt3xes2aNZg+fTrCwsLg5OSU53iTJ09GSkqK+nXz5s3XrplIqVRiyJAhOHLiBOwsLbHdxATlgZxwtWgRm0LIeLm7A4sXo65cjpXPB/0sBP63Zo2kZRGVJEkDlqOjI+Ryea6zVXfu3Ml1VutlYWFhCAkJwbp169CqVat8x7WwsICtra3Gi+h1CCEwYcIErFmzBqampti4bRuqxcXlXDEVGwuEhEhdIpG0QkKA2Fi8ExmJ7z7/HAAwadIkrFixQuLCiEqGpAHL3NwcAQEBiIiI0BgeERGBoKCgPN+3Zs0aDBo0CKtXr0bHjh2Lu0yiXGbNmoXvv/8eABAaGooWLVrk/NXerBnPXBGpPN8mxs2ciQkTJgAAQkJCsH37dokLIyp+kjcRjhs3DkuWLMHSpUsRExODsWPHIj4+HsOHDweQ07w3YMAA9fhr1qzBgAED8N1336FRo0ZITExEYmIiUlJSpJoFMjKLFi1S3539+++/1/h+EpF2s2fPRv/+/ZGdnY13330XR48elbokomIlecDq2bMnfvjhB8ycORN16tTBgQMHsGPHDnh6egIAbt++rXFPrEWLFiErKwsffPABXFxc1K+PPvpIqlkgI7Ju3Tr1MwanTJmCMWPGSFsQkYEwMTFBaGgo2rdvj7S0NHTo0IH3L6RSTfL7YEnBkO6jQfpjy5Yt6N69OzIzMzFs2DAsXLiwQBdjENF/njx5gtatWyMqKgoODg7Yu3cv/P39pS6LDIQhHb8lP4NFZAheDFe9evXC/PnzGa6IisDa2ho7d+5EgwYNkJycjJYtW+LChQtSl0WkcwxYRK/wYrjq0aMHVq5cyQc4E70GOzs7hIeHIyAgAPfu3UOLFi0QExMjdVlEOsWARZSPl8PVqlWrYGpqKnVZRAavbNmy2L17N+rUqYM7d+6gefPmOHv2rNRlEekMAxZRHsLCwtCtWzeGK6JiYm9vj4iICNSuXRtJSUkIDg7m1YVUajBgEb0sIQELx4xB7969kZWVhd69ezNcERUTR0dHREZGonHjxnj48CFatWqFvWFhOTftTUiQujyiImPAInqBWLIEX3l4YOSPP0IIgRHNmmHlypUMV0TFqFy5cti9ezdatWqFJ0+eoEOvXvizRQvA0xMIDZW6PKIi4W0a9PwyTyo5yvh4TPD0xPfPf/4cwAwTE8ji4nh3dqISkH71Knr7+mIzcv76/wnASLk85/FT3AYJhnX85hksIgBPnz7Fu/36qcPVDwBmApAplcDVq9IVRmREFDdvYj2AIQCUAD4AMDE7G8p//pG2MKIiYMAio3f79m0EBwdj48GDMAewCoD6uQByOVC5snTFERkTX1+YmphgCYAvnw+aA6DHd98hLS1NwsKICo8Bi4zauXPn0LBhQ5w4cQIODg74a9Ik9FHd40ouBxYtYtMEUUlxdwcWL4ZMLscUAKtkMpibmmLDjh1o1qwZEtjpnQwI+2DpeRsuFZ8//vgDgwcPxuPHj1GlShVs374dlStXzrly6erVnDNXDFdEJe+FbfDA9evo2rUrHjx4ACcnJ/zxxx9o2rSp1BWSRAzp+M0zWGR0srKyMHHiRLz77rt4/PgxmjdvjqioqJxwBeSEqmbNGK6IpPLCNvjmm2/ixIkT8Pf3x507d9CiRQvMnz8fRnhugAwMAxYZlTt37qB169aYM2cOAGDixInYvXs37O3tJa6MiPLi4+ODI0eOoFevXsjKysKoUaMwcOBAPH78WOrSiPLEgEVG46+//kLdunWxb98+2NjYYP369fj22295jysiA2BtbY3Vq1djzpw5MDExwcqVK1GvXj1ER0dLXRqRVgxYVHolJACRkXh2/To+/vhjtG7dGrdu3YKfnx+OHTuG7t27S10hERWCTCbD+PHjERkZCXd3d1y5cgWNGjXCj89vDKza5nkHeNIH7OSu553kqIhCQ4H338clpRJ9AKj+xh02bBi+++47WFtbS1kdEb2m5ORkhISE4M8//wQAtK9ZE79euAA3IQATE2DxYiAkROIqSdcM6fjNM1hU+iQkIOu99zBbqURd5IQrBwCblyzBL7/8wnBFVAo4ODhg06ZN+Pnnn2FhYYGd58+jphD4DYBQKoFhw3gmiyTFgEWlTvSOHWggBD4BkA6gDYCzALpUqiRtYUSkUzKZDB988AFOLVyI+gAeAhgIoAuA29nZfAoDSYoBi0qNp0+f4pNPPkH9kSMRDaAcgOUAdgFw5R3ZiUqt6q1b44hMhq8BmAHYCqAGgMV//w2lUiltcWS0GLDI4AkhsH79elSrVg2zZ89GdnY23g0MRIyJCQYCkPGO7ESlm7s7TH/9FZPlcpwCEADgAYBhn3yCJk2a4PTp09LWR0aJAYsM2tmzZ9G8eXP06NED8fHx8PDwwObNm7Hu+HE4x8XlXFEUG8vOrkSlXUgIEBuLmpGROHrjBr7//nvY2Njg6NGjCAgIwJgxY5Camip1lWREeBWhnl+FQNrdvXsX06dPxy+//AKlUgmFQoFJkybh448/hpWVldTlEZEe+PfffzF+/HiEhYUBAFxcXPDVV19hwIABkKueOUoGxZCO3zyDRYbh+f1tHl++jJkzZ6JSpUpYsGABlEolunfvjkuXLmH69OkMV0Sk5ubmhrVr1yI8PByVK1fG7du3MWTIEAQGBmLv3r05I/HeWVRMeAZLzxMwAQgNxbP33sOvQmAmgDvPB9etWxdz5sxBixYtpKyOiAxARkYGfv75Z3zxxRdISUkBAHSuXRvfnj0LP947y2AY0vGbAUvPV5CxU8bHI8zLC58JgevPh1UC8OXPP6PHiBEwMeFJWCIquHv37mHmzJlYuHAhsrKyIAcwFMAUABXl8pw+m7wgRm8Z0vGbRyfSS9nZ2QgLC4N/cDD6PA9XzgDmA7gIoFeNGgxXRFRojo6OmDdvHs4vWYK3AGQDWASgMoAPs7Nx+++/pS2QSg0eoUivZGdnY82aNahVqxZ69eqFC7GxsAPwBYCrAEYCMOc9rYjoNVVt2RJ/mpjgIIBmAJ4B+BmAT9++GD9+PJKSkiStjwwfAxbphezsbKxevRo1a9ZEnz59EBMTg7Jly2LGjBmInTcPn8nlsAEA3tOKiHTB3R1YvBhvyOWIBPCXiQmCKlVCekYG5s6dC09PTwwbNgxXrlyRulIyUOyDpedtuKVSQgJw5Qrg64un9vZYsWIF5s6di6vPH2tRrlw5jB07FqNHj4adnd1/77l6NefMFcMVEenKC/sW4eaG3bt3Y8aMGYiKigKQ8zied955Bx9//DEaNGigsf/ivqjkGdLxmwFLz1dQqRMaCrz/Pu4qlZgPYL6NDe49fgwAsLe3x7hx4/Dhhx9yvRCRZIQQOHToEL799lts27ZNPbxxpUr44Pp1dBcCFrzqUBKGdPxmwNLzFVSqJCTgnIcH5guBFch5EDMAeFWsiHETJ2LIkCGwtraWskIiIg3nz5/HnDlzsGrVKmRlZQEAyiPnysPhJibwiIvjmawSZEjHb/bBomKXkZGBVatW4Y327eEvBBYhJ1wFAggDcGXZMnz44YcMV0Skd2rWrInly5cjfs0azATgBuAugFkAvJVKtO/WDevWrUN6enr+H0RGh2ew9DwBG7ILFy5gxYoVWLZsGe7duwcAkAPoCmAUgGA8fxAz7ztDRPouIQHw9ESWUoktABYA+OuFX5ctWxa9e/fGoEGDUL9+fchkMokKLd0M6fjNgKXnK8ggvNDpM9HUFGvWrMHKlSsRHR2tHsXNzQ3vv/8+hlpbw3XSJCA7+78rAtmHgYgMQWgoMGyYev91ZeZM/JaWhhUrVuDmzZvq0apXr44BAwagV69e8JTL2Slehwzp+M2ApecrSO+FhiL1vfewVQj8DmC3TAbl86+UmZkZOnTogEGDBqFTp04wNTXNeQ+vCCQiQ6Vl/6VUKhEZGYlly5Zh48aNSEtLU4/eBEAfAO/KZCj/66/8g/I1GdLxmwFLz1eQvrp//z62LF+ODePHYzdybtKn0qhePfQPCUHPnj3h4OAgVYlERCUuJSUF69evx6qlS7E/KgqqA6wcQGsAvb//Hl2HDOGxp4gM6fjNgKXnK0gyWu71kpSUhM2bN2PDhg2IjIxUX1EDAFUB9ATQD4BvZCTQrJkUVRMR6YfISPzbogXCAKwBcOKFXykUCnTq1Ak9e/ZEu3btYGNj898veZ+tfBnS8ZsBS89XkCSe36tKKJW4IJNh29tvY1tSEqKioqBUKtWj+Verhm6XLqGbEKgOQAbk9Ktip3UiMnbPO8Xj+T7zCoA1MhlW+/jg8rVr6tEUCgVat26Nrl27onNqKsqPH5/zHt5nSytDOn4zYOn5Cipp6VevIrJKFWwXAtsAxL30+8DAQHTr1g3dunWDr69vrk6f7LRORPSclv2jGDIEp0+fxpo1a7Bx40ZceyFsmQB4A8BbyGlOrGViAhnvs6XBkI7fDFh6voJ0SsupZ6VSiTNnzuCvv/7CX3/9hQP79uHpC/dzUQBoAaDTmDHoOHYsPDw8tH8uO60TEeWWz/5RCIHz589j8+bN2PTbb4h+/rgwlQoAWrVujTb9+6NVq1ZwcXHR/FwjbEo0pOM3A5aeryCdeaHZ74pMhr/69MHejAxERkYiOTlZY1Q3AJ2ev1oAsGKzHxFR8UpIQKyHB/4UAuEA9gN4+tIovr6+aNq0KZoKgabLl8NHCMiMrCnRkI7fDFh6voIKJJ+/ZDIzMxG9axcOd+mCQ0LgMICkl95uY2OD4OBgtGzZEi1btkStY8cgGz6czX5ERCXphSbFDBMTHBk3DhFmZti9ezdOnTqFlw/XrgCaAmgqk6FpeDhqtmwJE5OXHtBSys50GdLxmwFLz1fQKz0/M6XqFPnwhx8QVbkyDh8+jEOHDuHYsWMa92QBAHMAjQG0HDwYLYcORf369WFmZqb5uWz2IyIqeXnsex88eIDDhw/j4KpVOLh2LU4AyHzprWXLlkVQUBAaN26MoKAgNIiJgc3o0aWq07whHb8ZsPR8BeX310d2XBxivL1xXAgcA3AYwHkAL69Q+7JlEfTwIZogpwNlIAAFm/2IiAzP86sT05RK/A3gIIBDAI5YW+Pxkycao5oA8EfOH9RBABqbmMAnNhayihW1f64BnOkypOO3qdQFUD5eODslZDLc+PprHPf2xrFjx3D8+HGcOn4cT7Tk48pubmjSqhWaNGmCN954A1WrVoXJsmW5r/bT442IiIi0cHcHFi+G5bBhaJadjWbP9+dZAwfizJkzOHLkCI4cOYKoyEjEJSXhNIDTABYCgFIJp9q10ahpU9SpUwe1a9dG7dq14b13L0yGDy9VZ7r0Ac9gSZ2AtfzVkJqaivN79+LcO+/grBA4B+AsgBQtb7cGEACgPnL+QmliYgLnvC7rZbMfEVHp8Kr9eUIC/vXwQJQQiAJwBMApaD51Q8UGOWe6agOoBaC6iQlqREfD0d9fc3p6cIZLr47fr8CAVdwrKJ8v5bNFi3BtxAicU4WoOnVwLiUFN27c0PpRZgDq+PmhfosWqF+/PurXrw+/I0cgHzGCHdKJiEjTS/fhSv/5Z5zy98fx48dx5swZnDlzBhfOnUNG5su9uXKUL18eNWrUQHWZDDX27UN1IVBD2zMVSzB8MWDpuWJZQdq+YKGhEO+9h7tC4LJMhsv9++OykxMuXbqEyxcu4PqNG8jO4+NcnZ3hn5SEWsj5y8IfgJ+JCcy1nZ3imSkiItLmFceHrNhYXPbxwRkhcAbABQAXAWj/Mz+HI4AajRqhet26qJGSgupr1qCGECgvk0FWzOGLAUvPFXgFaftiaBkmlixB8vvv44oQuCKT4UrHjrhqYoIrW7bgCoDUfGqxBlATUAepWt9/j1r9++c8JJl3SSciouKm5VjzpFcvXLp0CRf++AMXv/lGI3jlFRocAFQH4NenD3xq1YL3jRvw+fVXeAsBh5fDVwGPry9jwNJz6hW0bBls09IABwcgKCjnl6qVGx6ucfuDJz/9hLjkZMRNm4Y4IRAHILZBA1zLyMCVM2fwMJ/pyQB4APADUPWdd1C1ZUtUtbeHX58+cBUi5xl+gPbn+PHsFBERFbe8jjUvPVPxKYBLJia4MHcuLv79Ny6sWYOLAK4j7+AF5PTz8gHg3aYNfISA95498BYCPjIZvH7+GVYWFhrHXMyeDQQE5ByPgZxjs40NUi9cgN3gwQxY+kodsADYIudeIkkAElX/ymRIFAI3kPOAzisAbhfgc90B+D5/Ve7XD76rVsFXCPgAsARyByieoSIiIn2X17HqhfD1FMBlABdkMlz56CPcuHAB1yMicAPArQJMwhmANwBP5JyQqIKckxJ+ABxlMuB5VEkFYAcwYOkrVcDqjJzLV/8FoCzA++yQs/JffFWaMAGVv/sOlYSAlWpEVZAKD391gOIZKiIi0nd5HasKEL7SAMQBuGFiguuDBuHG0qW4gZyzXjeg/Qr5F5VBzgkMa+QcdzeAAUtvqQLWi0yRk6ArPH85I2dFVla9TExgL4Q6RQMoWJBigCIiotKsMOGrbVuNJkcAeGBigutKJW4AuAkgFjlnwy4hJ5hpw4Clp1QBayaAYOScinRCzl1v1VTPc1Iq//tiAAxSREREBaXt2KgteAH/DXvBU+SErgQAjwBEA5gJBiy99XIfLACA7HlXcyE0k/bLXwwGKSIiotej7ViqGnb8ODB5ck7YMjHJOS6zD5ZhUAes5cv/u4qwceOcXzI8ERERSevFAAbk/N/aGqkXL8Ju0CAGLH1lSPfRICIiohyGdPw2efUoRERERFQYDFhEREREOsaARURERKRjDFhEREREOsaARURERKRjehGwFixYAG9vbygUCgQEBODgwYP5jr9//34EBARAoVDAx8cHv/zySwlVSkRERPRqkgessLAwjBkzBlOmTEF0dDSaNm2K9u3bIz4+Xuv4N27cQIcOHdC0aVNER0fj008/xejRo7Fhw4YSrpyIiIhIO8nvg9WwYUPUq1cPCxcuVA+rVq0aunbtilmzZuUaf9KkSdiyZQtiYmLUw4YPH44zZ84gKiqqQNM0pPtoEBERUQ5DOn5Legbr2bNnOHnyJNq0aaMxvE2bNjhy5IjW90RFReUav23btjhx4gQyMzOLrVYiIiKigjKVcuL37t1DdnY2nJ2dNYY7OzsjMTFR63sSExO1jp+VlYV79+7BxcUl13syMjKQkZGh/jklJQVAThImIiIiw6A6bhvCQ2gkDVgqMtWDlp8TQuQa9qrxtQ1XmTVrFmbMmJFreMWKFQtbKhEREUksOTkZdnZ2UpeRL0kDlqOjI+Ryea6zVXfu3Ml1lkqlQoUKWsc3NTWFg4OD1vdMnjwZ48aNU//88OFDeHp6Ij4+Xu9XkC6lpqaiYsWKuHnzpt63XesS55vzbQw435xvY5CSkgIPDw/Y29tLXcorSRqwzM3NERAQgIiICLz99tvq4REREejSpYvW9zRu3Bhbt27VGLZ7924EBgbCzMxM63ssLCxgYWGRa7idnZ1RfTFVbG1tOd9GhPNtXDjfxsVY59vERPKbILyS5BWOGzcOS5YswdKlSxETE4OxY8ciPj4ew4cPB5Bz9mnAgAHq8YcPH464uDiMGzcOMTExWLp0KUJDQzFhwgSpZoGIiIhIg+R9sHr27Ink5GTMnDkTt2/fRs2aNbFjxw54enoCAG7fvq1xTyxvb2/s2LEDY8eOxfz58+Hq6op58+ahW7duUs0CERERkQbJAxYAjBw5EiNHjtT6u+XLl+caFhwcjFOnThV5ehYWFpg2bZrWZsPSjPPN+TYGnG/OtzHgfOv/fEt+o1EiIiKi0kbyPlhEREREpQ0DFhEREZGOMWARERER6RgDFhEREZGOldqA9dVXXyEoKAhWVlYoW7Zsgd4jhMD06dPh6uoKS0tLNGvWDBcuXNAYJyMjAx9++CEcHR1hbW2Nt956CwkJCcUwB0Xz4MED9O/fH3Z2drCzs0P//v3x8OHDfN8jk8m0vv73v/+px2nWrFmu3/fq1auY56bgijLfgwYNyjVPjRo10hintK3vzMxMTJo0CbVq1YK1tTVcXV0xYMAA3Lp1S2M8fVvfCxYsgLe3NxQKBQICAnDw4MF8x9+/fz8CAgKgUCjg4+ODX375Jdc4GzZsQPXq1WFhYYHq1atj06ZNxVV+kRVmvjdu3IjWrVujfPnysLW1RePGjREeHq4xzvLly7Vu6+np6cU9K4VSmPnet2+f1nm6dOmSxnilbX1r23/JZDLUqFFDPY6+r+8DBw6gc+fOcHV1hUwmw+bNm1/5HoPatkUpNXXqVDF37lwxbtw4YWdnV6D3fPPNN6JMmTJiw4YN4ty5c6Jnz57CxcVFpKamqscZPny4cHNzExEREeLUqVOiefPmonbt2iIrK6uY5qRw2rVrJ2rWrCmOHDkijhw5ImrWrCk6deqU73tu376t8Vq6dKmQyWTi2rVr6nGCg4PFe++9pzHew4cPi3t2Cqwo8z1w4EDRrl07jXlKTk7WGKe0re+HDx+KVq1aibCwMHHp0iURFRUlGjZsKAICAjTG06f1vXbtWmFmZiZ+/fVXcfHiRfHRRx8Ja2trERcXp3X869evCysrK/HRRx+Jixcvil9//VWYmZmJP/74Qz3OkSNHhFwuF19//bWIiYkRX3/9tTA1NRVHjx4tqdl6pcLO90cffSRmz54tjh07Jv755x8xefJkYWZmJk6dOqUeZ9myZcLW1jbXNq9PCjvfkZGRAoC4fPmyxjy9uI2WxvX98OFDjfm9efOmsLe3F9OmTVOPo+/re8eOHWLKlCliw4YNAoDYtGlTvuMb2rZdagOWyrJlywoUsJRKpahQoYL45ptv1MPS09OFnZ2d+OWXX4QQOV9oMzMzsXbtWvU4//77rzAxMRG7du3See2FdfHiRQFA44sUFRUlAIhLly4V+HO6dOkiWrRooTEsODhYfPTRR7oqVaeKOt8DBw4UXbp0yfP3xrK+jx07JgBo7Mj1aX03aNBADB8+XGOYn5+f+OSTT7SO//HHHws/Pz+NYcOGDRONGjVS/9yjRw/Rrl07jXHatm0revXqpaOqX19h51ub6tWrixkzZqh/Luj+UEqFnW9VwHrw4EGen2kM63vTpk1CJpOJ2NhY9TBDWN8qBQlYhrZtl9omwsK6ceMGEhMT0aZNG/UwCwsLBAcH48iRIwCAkydPIjMzU2McV1dX1KxZUz2OlKKiomBnZ4eGDRuqhzVq1Ah2dnYFri8pKQnbt29HSEhIrt+tWrUKjo6OqFGjBiZMmIBHjx7prPbX8TrzvW/fPjg5OaFKlSp47733cOfOHfXvjGF9AzkPT5XJZLma0vVhfT979gwnT57UWAcA0KZNmzznMSoqKtf4bdu2xYkTJ5CZmZnvOPqwXoGizffLlEolHj16lOuhuI8fP4anpyfc3d3RqVMnREdH66zu1/U68123bl24uLigZcuWiIyM1PidMazv0NBQtGrVSv0UFBV9Xt+FZWjbtl7cyV0fJCYmAgCcnZ01hjs7OyMuLk49jrm5OcqVK5drHNX7pZSYmAgnJ6dcw52cnApc34oVK1CmTBm88847GsP79u0Lb29vVKhQAefPn8fkyZNx5swZRERE6KT211HU+W7fvj3effddeHp64saNG/j888/RokULnDx5EhYWFkaxvtPT0/HJJ5+gT58+Gg+M1Zf1fe/ePWRnZ2vdLvOax8TERK3jZ2Vl4d69e3BxcclzHH1Yr0DR5vtl3333HZ48eYIePXqoh/n5+WH58uWoVasWUlNT8eOPP6JJkyY4c+YMfH19dToPRVGU+XZxccHixYsREBCAjIwMrFy5Ei1btsS+ffvw5ptvAsj7O1Fa1vft27exc+dOrF69WmO4vq/vwjK0bdugAtb06dMxY8aMfMc5fvw4AgMDizwNmUym8bMQItewlxVknNdR0PkGctcPFK6+pUuXom/fvlAoFBrD33vvPfX/a9asCV9fXwQGBuLUqVOoV69egT67sIp7vnv27Kn+f82aNREYGAhPT09s3749V8AszOe+rpJa35mZmejVqxeUSiUWLFig8Tsp1nd+Crtdahv/5eFF2dZLWlFrXLNmDaZPn44///xTI4Q3atRI40KOJk2aoF69evjpp58wb9483RX+mgoz31WrVkXVqlXVPzdu3Bg3b97EnDlz1AGrsJ8plaLWuHz5cpQtWxZdu3bVGG4o67swDGnbNqiANWrUqFdeyeTl5VWkz65QoQKAnITs4uKiHn7nzh11Gq5QoQKePXuGBw8eaJzVuHPnDoKCgoo03YIo6HyfPXsWSUlJuX539+7dXIlem4MHD+Ly5csICwt75bj16tWDmZkZrly5UmwH3JKabxUXFxd4enriypUrAEr3+s7MzESPHj1w48YN7N27V+PslTYlsb61cXR0hFwuz/XX54vb5csqVKigdXxTU1M4ODjkO05hvi/FqSjzrRIWFoaQkBCsX78erVq1yndcExMT1K9fX/2dl9rrzPeLGjVqhN9//139c2le30IILF26FP3794e5uXm+4+rb+i4sg9u2S7zXVwkrbCf32bNnq4dlZGRo7eQeFhamHufWrVt61+n577//Vg87evRogTs9Dxw4MNfVZHk5d+6cACD2799f5Hp15XXnW+XevXvCwsJCrFixQghRetf3s2fPRNeuXUWNGjXEnTt3CjQtKdd3gwYNxIgRIzSGVatWLd9O7tWqVdMYNnz48FwdYdu3b68xTrt27fSu03Nh5lsIIVavXi0UCsUrOwurKJVKERgYKAYPHvw6pepUUeb7Zd26dRPNmzdX/1xa17cQ/3XyP3fu3CunoY/rWwUF7ORuSNt2qQ1YcXFxIjo6WsyYMUPY2NiI6OhoER0dLR49eqQep2rVqmLjxo3qn7/55hthZ2cnNm7cKM6dOyd69+6t9TYN7u7uYs+ePeLUqVOiRYsWenfZvr+/v4iKihJRUVGiVq1auS7bf3m+hRAiJSVFWFlZiYULF+b6zKtXr4oZM2aI48ePixs3bojt27cLPz8/UbduXYOd70ePHonx48eLI0eOiBs3bojIyEjRuHFj4ebmVqrXd2ZmpnjrrbeEu7u7OH36tMal2xkZGUII/VvfqsvXQ0NDxcWLF8WYMWOEtbW1+mqpTz75RPTv3189vupS7rFjx4qLFy+K0NDQXJdyHz58WMjlcvHNN9+ImJgY8c033+jtZfsFne/Vq1cLU1NTMX/+/DxvrzF9+nSxa9cuce3aNREdHS0GDx4sTE1NNUK61Ao7399//73YtGmT+Oeff8T58+fFJ598IgCIDRs2qMcpjetbpV+/fqJhw4ZaP1Pf1/ejR4/Ux2YAYu7cuSI6Olp9RbOhb9ulNmANHDhQAMj1ioyMVI8DQCxbtkz9s1KpFNOmTRMVKlQQFhYW4s0338z1V0FaWpoYNWqUsLe3F5aWlqJTp04iPj6+hObq1ZKTk0Xfvn1FmTJlRJkyZUTfvn1zXb788nwLIcSiRYuEpaWl1nsdxcfHizfffFPY29sLc3NzUalSJTF69Ohc94ySUmHn++nTp6JNmzaifPnywszMTHh4eIiBAwfmWpelbX3fuHFD63bx4rahj+t7/vz5wtPTU5ibm4t69eppnEkbOHCgCA4O1hh/3759om7dusLc3Fx4eXlp/cNh/fr1omrVqsLMzEz4+flpHJD1RWHmOzg4WOt6HThwoHqcMWPGCA8PD2Fubi7Kly8v2rRpI44cOVKCc1QwhZnv2bNni0qVKgmFQiHKlSsn3njjDbF9+/Zcn1na1rcQOWfZLS0txeLFi7V+nr6vb9XZt7y+s4a+bcuEeN5DjIiIiIh0gvfBIiIiItIxBiwiIiIiHWPAIiIiItIxBiwiIiIiHWPAIiIiItIxBiwiIiIiHWPAIiIiItIxBiwiIiIiHWPAIiIiItIxBiwiIiIiHWPAIqJSZebMmahVqxasra3h7OyMESNGIDMzU+qyiMjImEpdABGRrgghkJ2djUWLFsHNzQ0XL17EgAED4O/vjxEjRkhdHhEZET7smYhKtT59+qB8+fL48ccfpS6FiIwImwiJqNSIi4vDqFGjULNmTZQrVw42NjZYt24d3N3dpS6NiIwMAxYRlQr37t1DgwYNcO/ePcydOxeHDh1CVFQU5HI56tSpI3V5RGRk2AeLiEqFHTt2ICsrC2vWrIFMJgMAzJ8/H8+ePWPAIqISx4BFRKWCvb09UlNTsWXLFlSvXh1bt27FrFmz4ObmhvLly0tdHhEZGXZyJ6JSQQiBESNGYPXq1bC0tES/fv2Qnp6OuLg4bNu2TeryiMjIMGARERER6Rg7uRMRERHpGAMWERERkY4xYBERERHpGAMWERERkY4xYBERERHpGAMWERERkY4xYBERERHpGAMWERERkY4xYBERERHpGAMWERERkY4xYBERERHpGAMWERERkY79Hze4sF+aJmoqAAAAAElFTkSuQmCC", + "text/plain": [ + "Figure(PyObject
)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "PyObject Text(0.5, 1.0, 'smooth function: Chebyshev polynomial interpolation of degree 49')" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "n = 50\n", + "a = @. cos(((1:n)-0.5) * pi/n) # = Chebyshev nodes of order n\n", + "afine = range(-1,1,length=1000)\n", + "b = 1 ./ (1 .+ 25 * a.^2)\n", + "plot(a, b, \"r.\")\n", + "A = a .^ (0:n-1)'\n", + "x̂ = A \\ b\n", + "plot(afine, (afine .^ (0:n-1)') * x̂, \"k-\")\n", + "xlabel(L\"a\")\n", + "ylabel(L\"b\")\n", + "xlim(-1,1)\n", + "ylim(0,1)\n", + "title(\"smooth function: Chebyshev polynomial interpolation of degree $(n-1)\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(Technically, the way we are implementing the fit above is rather fragile in the presence of rounding errors due to the finite precision of computer arithmetic, but that's because monomials $1,x,x^2,\\ldots$ behave badly as a basis at high degrees. The same high-degree fit is fine if we use a different basis, e.g. [Chebyshev polynomials](https://en.wikipedia.org/wiki/Chebyshev_polynomials) by the [FastChebInterp.jl](https://github.com/stevengj/FastChebInterp.jl) package, or a formula like [barycentric Lagrange interpolation](https://people.maths.ox.ac.uk/trefethen/barycentric.pdf). The basic thing to remember here is that **high-degree polynomial interpolation/fitting can be fine** but **requires care**.)\n", + "\n", + "How this works goes far outside the bounds of 18.(C)06, but is beautiful and fascinating mathematics. See, for example, [this book](https://people.maths.ox.ac.uk/trefethen/ATAP/) and [these video lectures](https://people.maths.ox.ac.uk/trefethen/atapvideos.html) by [Nick Trefethen](https://people.maths.ox.ac.uk/trefethen/).\n", + "\n", + "The great thing about fitting complicated functions to polynomials is that polynomials are usually easier to work with — finding roots, derivatives, and integrals of polynomials is easy, for example. A pioneering software package encapsulating this idea is [chebfun](http://www.chebfun.org/), and a Julia implementation of similar ideas is [ApproxFun](https://github.com/JuliaApproximation/ApproxFun.jl)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "@webio": { + "lastCommId": "d347238e80cb49c4a89224fda53d1335", + "lastKernelId": "fb97620a-78f2-4cb0-950f-ec67309dee75" + }, + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Julia 1.10.5", + "language": "julia", + "name": "julia-1.10" + }, + "language_info": { + "file_extension": ".jl", + "mimetype": "application/julia", + "name": "julia", + "version": "1.10.5" + }, + "widgets": { + "state": { + "0830e586-a8c8-4ed4-93ee-ac3243f41542": { + "views": [ + { + "cell_index": 2 + } + ] + }, + "27349d0c-9119-4fdb-be2c-04717452ec18": { + "views": [ + { + "cell_index": 2 + } + ] + }, + "34d7b83b-e4fe-43fa-8919-b70077d8263e": { + "views": [ + { + "cell_index": 2 + } + ] + }, + "36d1ded7-edb8-4e09-91b6-dfbd46ffdbeb": { + "views": [ + { + "cell_index": 19 + } + ] + }, + "58a292a0-1cde-4194-b267-e87802fdf709": { + "views": [ + { + "cell_index": 21 + } + ] + }, + "8c46751f-88fc-4e50-a563-f4fcb4e4acb3": { + "views": [ + { + "cell_index": 2 + } + ] + }, + "8f459522-861e-4949-88ff-b2f73d719ef0": { + "views": [ + { + "cell_index": 2 + } + ] + }, + "9c01dcd5-b682-4df6-82b0-05e1cc7c6dce": { + "views": [ + { + "cell_index": 2 + } + ] + }, + "cde5b1cb-7a8f-48fb-97e4-7d1e3287b502": { + "views": [ + { + "cell_index": 2 + } + ] + }, + "d011e795-82d1-48db-93d6-7af4d3adbbd7": { + "views": [ + { + "cell_index": 2 + } + ] + } + }, + "version": "1.2.0" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +}