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FFT.py
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#!/usr/bin/env python
# coding: utf-8
# # A Serious Introduction to the Fast Fourier Transform (FFT)
# #### Eric Gelphman
# #### University of California Irvine Department of Mathematics
# #### March 2021
# In[23]:
import numpy as np
PI = np.pi
# ## Section I: Intro to Discrete Time Signals and Systems, and Bits of Linear Algebra
#
# ### Section I-1: Signals, Filters, and Convolution in Discrete Time
# The FFT is quite possibly THE fundamental algorithm of digital signal processing(DSP). For this presentation, we will assume that the signals we will be dealing with are discrete time signals, i.e. ones that occur at discrete(and also finite in the case of the DFT/FFT) time intervals. Going forward, we need to know the following definitions: <br>
# $\textbf{Signal(Discrete-Time)}$: A discrete time signal is a complex-valued sequence $\{x_n\}_{n \in \mathbb{N}}$ that represents some real-world quantity after it has been sampled(Section II-4). n is the time variable, which specifies the sample number. <br>
# $\textbf{Filter}$: A filter is anything that manipulates an incoming signal based on the frequency of the signal. A linear filter is described mathematically as a function of time by the sequence $\{h_n\}_{n \in \mathbb{N}}$. If $\{h_n\}$ is finite, then the filter is called a finite impulse response(FIR) filter, and the filter can be represented mathematically as a matrix. If $\{h_n\}$ is infinite, then the filter is called a ininfite impulse response(IIR) filter.
#
#
#
#
# <div>
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width="360", height='100', align='center'/>
# </div>
# $\textbf{Convolution}$: Assume that the filter $\{h_n\}$ can be represented by some linear operator(i.e. matrix or polynomial coefficients). Then, the output $\{y_n\}$ of the filter is defined by the convolution of $\{h_n\}$ with the input $\{x_n\}$, which is denoted by $y_n = h_n \ast x_n$ and given by <br>
# $$y_n = \sum\limits_{k= -\infty}^{+\infty}x_kh_{n-k}$$ <br>
# This can be thought of as the result of "blending" $\{x_n\}$ and $\{h_n\}$. The indexing n - k must be done modulo N in the case of finite-length $\{x_n\}$ and $\{h_n\}$<br>
# Note that this is the same as the definition of the Cauchy Product of two power series: Let $A(z) = \sum\limits_{n=0}^{\infty}a_nz^n, B(z) = \sum\limits_{n=0}^{\infty}b_nz^n$. Then, C(z) = A(z)B(z) is given by
# $$C(z) = \sum\limits_{n=0}^{\infty}c_nz^n \text{ where } c_n = \sum\limits_{k=0}^na_kb_{n-k}$$ <br>
# If $A(z),B(z)$ are finite sums, then the above product, described by the operation of convolution, is the product of two polynomials in z. <br>
# Computing the output sequence $\{y_n\}_{n=0}^{N-1}$ is clearly has a time complexity of $O(N^2)$. Assuming that $\{h_n\}$ is FIR, it is only necessary to store the filter coefficients $\{h_n\}_{n=0}^{K}$ where K does not necessarily equal N. This is computationally expensive for large N. In fact, if real digital signals were processed this way, LTE technology(among many other things, including Praveen's horseback riding radios) would not be possible. Thus, if we are to process large amounts of data quickly(and have Praveen's horseback riding radios, among many other things), we will need a better algorithm to compute $\{y_n\}$. To do this, we will, of course, first need to review some maths.
# ### Section I-2: Enter Linear Algebra
# If we are instead working with finite-length signals, the convergence of sequences and series is guaranteed and much of the math can be described in the language of matrices and vectors. <br>
# $\textbf{Definition(Finite-Dimensional Hilbert Space):}$ A finite-dimensional Hilbert space H is a finite-dimensional vector space that is equipped with an inner product operation $<\cdot,\cdot>$ that defines an associated norm $\lVert \cdot \rVert$ on H as follows: For $X \in H, \lVert X \rVert = \sqrt{<X,X>}$. Moreover, the inner product $<\cdot, \cdot>$ must satisfy the following properties: Let $X,Y,Z \in H$ and let $\alpha,\beta$ be scalars
# \begin{align}
# &1.\text{(Symmetry):} <X,Y> = <Y,X> \\
# &2.\text{(Positive-Definiteness):} \lVert X \rVert = 0 \iff X \equiv 0 \text{ and } <X,X> > 0 \text{ if } X \neq 0 \\
# &3.\text{(Linearity in Both Variables):} <\alpha X + \beta Y, Z> = \alpha <X,Z> + \beta <Y,Z>
# \end{align}
# The finite-dimensional Hilbert space we are most concerned about in this presentation is $\mathbb{C}^n$ where n is a positive integer. This is the space of n-dimensiuonal vectors with complex entries, or the space of finite-length complex signals. The inner product of $z, w \in \mathbb{C}^n$ is given by <br>
# $$<z,w> = z_1\overline{w_1} + ... + z_n\overline{w_n}$$ <br>
# where $\overline{z}$ denotes complex conjugation. <br>
# $\textbf{Definition(Orthogonal/Orthonormal Set of Vectors):}$ Let $\{v_1, ... , v_n\}$ be a set of vectors in a finite-dimensional Hilbert space H. If $<v_i,v_j> = 0 \text{ whenever } i \neq j$, then $\{v_1, ... , v_n\}$ is an orthogonal set of vectors in H. If additionally the $v_i's$ are linearly independent, then $\{v_1, ... , v_n\}$ is an orthogonal basis for H. Moreover, if all of the $v_i's$ are of unit magnitude, then $\{v_1, ... , v_n\}$ is an orthonormal basis for H. <br>
# $\textbf{Theorem(Gram-Schmidt Process)}:$ Let $H$ be a nontrivial finite-dimensional Hilbert space. Then, H is guaranteed to have an orthogonal basis. Moreover, given an arbitrary basis $\{v_1, ... , v_n\}$ of H, an orthogonal basis $\{u_1,...,u_n\}$ can be obtained from $\{v_1, ... , v_n\}$ using
# \begin{align}
# &u_1 = v_1 \\
# &u_2 = v_2 - \frac{<v_2,u_1>}{<u_1,u_1>}u_1 \\
# &\vdots \\
# &u_n = v_n - \frac{<v_n,u_{n-1}>}{<u_{n-1},u_{n-1}>}u_{n-1} - ... - \frac{<v_n,u_1>}{<u_1,u_1>}u_1
# \end{align}
# The Gram-Schmidt Process can be used to define a concept of "best approximation" in the Hilbert space H with respect to the norm $\lVert \cdot \rVert$.<br>
# $\textbf{Theorem(Best Approximation)}$: Let H be a finite dimensional Hilbert space with inner product $<\cdot,\cdot>$ and associated norm $\lVert \cdot \rVert$. Let $\{u_1,...,u_n\}$ be an orthonormal basis of H and let $x \in H$. Let <br>
# $$p = \sum\limits_{j=1}^{n}\gamma_ju_j \text{ where } \gamma_j = <x,u_j>$$ <br>
# Then, p is the element of H that best approximates x with respect to $\lVert \cdot \rVert$. In other words, for any $y \in H,$ <br>
# $$\lVert x - p \rVert < \lVert y - x \rVert$$
#
# ## Section II: The Discrete Fourier Transform(DFT)
# ### Section II-1: The Discrete Time Fourier Transform(DTFT) and Hints of Fourier Analysis
# Remember that n is a time variable. Therefore, explicitly computing the convolution is a time domain operation. What if we were to transform $\{h_n\}$ and $\{x_n\}$ into functions of a frequency variable, compute the convolution $x_n \ast h_n$ in the frequency domain, and then trasnform the result back into the time domain to obtain $\{y_n\}$? The operation that does this is called the $\text{Fourier transform}$. The Fourier transform is part of a fascinating area of mathematics called $\text{harmonic analysis}$. There exists a Fourier transform in both continuous and discrete time. We will focus on the discrete time Fourier transform(DTFT) and its finite version, called the discrete Fourier transform(DFT). The fast Fourier transform(FFT) is a class of efficient aglorithms for computing the DFT. Before we give a formula for the DFT is, we need to define the discrete-time Fourier transform(DTFT) and how the DFT is obtained from it. <br>
# $\textbf{Definition(DTFT)}$: Let $\{x_n\}_{n \in \mathbb{N}}$ be a sequence of complex numbers. The discrete time Fourier transform(DTFT) of $\{x_n\}$, denoted $X(e^{i\omega})$, is, assuming the series converges, given by <br>
# $$X(e^{i\omega}) = \sum\limits_{n = -\infty}^{+\infty}x_ne^{-i\omega n} $$ <br>
# where $\omega$ is a real variable defined on any closed interval of length $2 \pi$, often chosen as $[-\pi,\pi]$, which we will also do for the rest of this discussion. The $e^{i\omega}$ is used in the notation to denote that $X(e^{i\omega})$ is defined in the discrete-time frequency domain, or frequencies restricted to the interval $[-\pi,\pi]$. This is different from the continous-time frequency domain, which is all frequencies $\omega$ defined on the real line. This distinction will be explained further in Section $II-4$. <br>
# <br>
# $\textbf{Remark}$: The DTFT definition above is commonly given in most electrical engineering texts such as Oppenheim and Wilsky's $\textit{Signals and Systems}$. The above definition is actually the definition of the Fourier series representation of a Riemann-integrable function given in most math textbooks, such as Walter Rudin's $\textit{Principles of Mathematical Analysis}$ and Elias Stein's and Rami Shakarchi's $\textit{Fourier Analysis}$.<br>
# <br>
# Remark: The sequence of functions $\{e^{i\omega n}\}_{n \in \mathbb{Z}}$ forms an $\text{infinite dimensional}$ basis for the $\textit{infinite dimensional Hilbert Space}$ of all complex-valued square integrable functions on the interval $[-\pi,\pi]$, i.e. all functions $f: [-\pi,\pi] \to \mathbb{C}$ that satisfy <br>
# $$\int\limits_{-\pi}^{\pi}|f(x)|^2dx < \infty$$ <br>
# or, in other words, the space of real signals that have $\textit{finite energy}$. This arises from the solution of the eigenvalue problem corresponding to the wave equation or heat equation, both of which are PDEs.<br>
# <br>
# Now, all of this theory is great, but what does the DTFT do, exactly? The DTFT can be seen as a way of expressing $\{x_n\}$ as a weighted sum of its harmonics. In other words, the DTFT describes how the total energy of $\{x_n\}$ is distributed amongs the (infinite) individual terms of the sequence. Assuming that it converges, $X(e^{i\omega})$ will be a continous function of $\omega$, as the functions $e^{-in\omega}$ are themselves continuous functions of $\omega$. Therefore, the DTFT can be seen as represernting how the energy of the signal $\{x_n\}$ is distributed across the range of frequencies $\omega \in [-\pi, \pi]$. A more precise mathematical description of this last statement is given by $\textit{Parseval's Theorem}$. <br>
# $$\sum\limits_{n=0}^{\infty}|x_n|^2 = \frac{1}{2\pi}\int\limits_{-\pi}^{\pi}|X(e^{i\omega})|^2d\omega$$ <br>
# The most important property of the DTFT pertianing to our discussion is that it transforms the operation of convolution into multiplication. Before this, we must introduct another important property of the DTFT: If the sequence $h_n$ is shifted by $k$, to generate $h_{n-k}$, then this is the same as multiplying its DTFT $H(e^{i{\omega}})$ by a factor of $e^{-i \omega k}$. This can be verified by direct alegbraic manipulation of the DTFT formula. Let $Y(e^{i\omega})$ denote the DTFT of the result of the convolution $x_n \ast h_n$:<br>
# \begin{align}
# &Y(e^{i\omega}) = \sum\limits_{n=-\infty}^{\infty}(\sum\limits_{k=-\infty}^{\infty}x_kh_{n-k})e^{-i\omega n} \\
# &Y(e^{i\omega}) = \sum\limits_{n=-\infty}^{\infty}(\sum\limits_{k=-\infty}^{\infty}x_kh_n(e^{-i \omega k}))e^{-i\omega n} \\
# \end{align} <br>
# Let us assume for a moment that the convergence of the double infinite series above is such that the interchange of the infinite sums does not affect the overall result. This verification is not trivial for general $x_n, h_n$. We will appeal to an exotic area of mathematics called $Distribution Theory$. Distribution theory is a branch of mathematical analysis that encompasses the general theory of objects like the "Dirac delta function" familiar to most students of physics and electrical engineering. This theory gives a result that, informally, states that for essentially all $x_n,h_n$ we would ever encounter(even for "shitty filters"), a weak form of convergence exists that permits the interchange of the infinite sums. <br>
# \begin{align}
# &Y(e^{i\omega}) = \sum\limits_{k=-\infty}^{\infty}x_k(\sum\limits_{n=-\infty}^{\infty}h_ne^{-i\omega n})e^{-i \omega k} \\
# &Y(e^{i\omega}) = \sum\limits_{k=-\infty}^{\infty}x_ke^{-i\omega k}(H(e^{i\omega})) \\
# &Y(e^{i\omega}) = X(e^{i\omega})H(e^{i\omega}) \\
# \end{align}
# <br>
# Digital filters are often characterized by their frequency response, which is the DTFT of $\{h_n\}$, denoted by the function $H(e^{i \omega})$. If the filter is FIR, $H(e^{i \omega})$ is a polynomial in $e^{i \omega}$. <br>
# As can be seen, the DTFT is an infinite series, but a computer does not have inifnite memory. This is a problem if the signals involved are infinite in length, as is the case in communication systems. Thus, if the DTFT were to be evaluated on a computer, it is necessary to compute a truncation of the series. This finite version of the DTFT is called the discrete Fourier transform, or DFT.
# ### Section II-2: Intro to the DFT
# The DFT can be thought of as sampling the DTFT at uniformly space intervals on the unit circle. If N such points are sampled, then these points are called the Nth roots of unity
# <div>
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" width="512" height="512" align="center"/>
# </div>
# This sampling operation can be described algebraically as: <br>
# $$\hat{X_k} = X(e^{i(\frac{2\pi}{N})k}) \text{for} k = 0,1,...,N-1$$ <br>
# <br>
# We are now ready to define the DFT: <br>
# $\textbf{Definition(DFT)}$: Let $\{x_n\}$ be a finite length sequence with length N. The DFT of $\{x_n\}$, denoted by the sequence $\{\ \hat{X_k}\}$, is given by: <br>
# $$\hat{X_k} = \sum\limits_{n=0}^{N-1}x_ne^{-i(\frac{2 \pi}{N})kn} \text{ for } k=0,1,..,N-1$$ <br>
# <br>
# ### Section II-2: Matrix Representation of the DFT and its Properties
# The formula for the DFT is more easily visualized by its matrix formulation: Let $x = [x_0 x_1 ... x_{N-1}]^T \in \mathbb{C}^N$ denote the vectorial representation of the sequence $\{x_n\}$ and let $\hat{X} = [\hat{X_0} \hat{X_1} ... \hat{X_{N-1}}]^T \in \mathbb{C}^N$ denote the vectorial representation of the discrete Fourier transform of $\{x\}$. $\hat{X}$ is given by
# <br>
# $$ \begin{bmatrix} \hat{X_0} \\ \hat{X_1} \\ \hat{X_2} \\ \vdots \\ \hat{X_{N-1}} \end{bmatrix} = \begin{bmatrix} 1 & 1 & 1 & \ldots & 1 \\ 1 & W_N & W_N^2 & \ldots & W_N^{N-1} \\ 1 & W_N^2 & W_N^4 & \ldots & W_N^{2(N-1)} \\
# \vdots & \vdots & \vdots & \ddots & \vdots \\ 1 & W_N^{N-1} & W_N^{2(N-1)} & \ldots & W_N^{(N-1)(N-1)} \end{bmatrix} \begin{bmatrix} x_0 \\ x_1 \\ x_2 \\ \vdots \\ x_{N-1} \end{bmatrix} $$ <br>
# where $W_N = e^{-i(\frac{2\pi}{N})}$. These are collectively called "Twiddle Factors". This can be restated more compactly, with $ \pmb{W} $ denoting the DFT matrix, as <br>
# $$ \hat{X} = \pmb{W}x $$ <br>
# <br>
# The DFT matrix $\pmb{W}$ has several useful properties. One is that it is symmetric. Moreover, it its conjugate symmetric, or $hermitian$, i.e. $\pmb{W} = \overline{\pmb{W^T}} = (\overline{\pmb{W}})^T$ where $T$ denotes transposition and $\overline{\pmb{W}}$ denotes complex conjugation. <br>
# Let $ e_j = [1 W_N^{(1)j} ... W_N^{(k)j} ... W_N^{(N-1)j}]^T $. The DFT matrix $\pmb{W}$ can thus be given by <br>
# $$\pmb{W} = [e_0 e_1 ... e_{N-1}]$$ <br>
# It follows that <br>
# \begin{equation*}
# <e_j,e_k>=\begin{cases}
# N \quad &\text{if} \, j = k \\
# 0 \quad &\text{if} \, j \neq k \\
# \end{cases}
# \end{equation*}
# So the vectors $e_j$ for $ j = 0, 1, ..., N-1$ are orthogonal to each other and also form a spanning set(proof omitted) of $\mathbb{C}^N$. Thus, $\{\frac{1}{\sqrt{N}}e_0 \frac{1}{\sqrt{N}}e_1 ... \frac{1}{\sqrt{N}}e_{N-1}\}$ is an orthonormal basis of $\mathbb{C}^N$. Thus, by the best approximation theorem proved above, the DFT $\{\hat{X_k}\}$ represents the best approximation of $\{x_n\}$ in the finite-dimensional Hilbert space spanned by $\{e_0 e_1 ... e_{N-1}\}$, which is a subspace of $\mathbb{C}^N$. <br>
# It is then a direct consequence that the matrix $\frac{1}{\sqrt{N}}\pmb{W}$ is unitary. This means that, <br>
# $$\frac{1}{N}\pmb{W}\overline{\pmb{W}^T} = \frac{1}{N}\overline{\pmb{W}^T}\pmb{W} = I_N$$ <br>
# where $I_N$ is the $N x N$ identity matrix. The matrix formulation of the DFT can be used to prove all of the DFT properties, which are summarized in the table below <br>
# <div>
# <img 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" width="500" height="1200" align="center"/>
# </div>
# Note that the DFT transform the operation of convolution into termwise multiplication, just like the DTFT does. Thus, once we have computed $\{\hat{X_k}\}$ and $\{\hat{H_k}\}$, computing $\hat{Y_k} = \hat{X_k}\hat{H_k}$ for $ k = 0,1,...,N-1$ is an $O(N)$ operation. $\{y_n\}$ can then be obtained from $\{\hat{Y_k}\}$ by computing the inverse DFT, which is described in Section IV.
# ### Section II-3 Time and Space Complexity of the Explicit Evaluation of the DFT
# It is a well-known fact that the time complexity of matrix-vector multiplication is $O(N^2)$, so the time complexity of direct evaluation of an N-point DFT is $O(N^2)$. The space complexity is also $O(N^2)$ if the matrix is stored explicity, which is not necessary due to symmetry in the twiddle factors. It is actually only necessary to explicity store $W_0, W_1, ... , W_{N-1} $ so the space complexity can be reduced to $O(N)$. Anyway, the time complexity of $O(N^2)$ can result in excessivly long computation times if N is large so an improved algorithm for computing the DFT is necessary fo even moderately large N. Thus, we obtain no computational savings by evaluating the convolution by computing the DFT (and its inverse) explicity. Fortunately, numerous faster algorithms exist for computing the DFT and its inverse.
# ### Section II-4: The Shannon-Nyquist Sampling Theorem and Aliasing
# Before we discuss a class of highly efficient algorithms for computing the DFT, we must first introduce one more very important concept from signals and systems theory, that is, the Shannon-Nyquist sampling theorem. This theorem was published by Claude Shannon at MIT in 1948, building upon the earlier research of Harry Nyquist, a scientist at Bell Labs, in the 1920s. Discrete time signals $\{x_n\}$ do not exist in nature, they must be generated by some man-made process. This process of transforming a continuous-time signal $x(t)$ into a discrete time signal($\{x_n\}$) is called sampling. <br>
# $\textbf{Theorem(Sampling Theorem)}:$Let $x(t)$ be a real signal with continuous time Fourier transform $\hat{X(i\Omega)} = \int\limits_{-\infty}^{\infty}x(t)e^{-2\pi i \Omega t}dt \text{ where } \Omega \in \mathbb{R}$. Suppose that $X(i\Omega)$ is band-limited, i.e., is 0 whenever $|\Omega| > B \text{ for some } B \in \mathbb{R}$. B is denoted as $\Omega_N$ in the picture below. Then, if $x(t)$ is sampled at a rate $\Omega_s$ greater than or equal to 2B to produce $\{x_n\}$, then there exists a process in which $x(t)$ can be recovered from $\{x_n\}$ without any loss of information.
# <div>
# <img 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" width="500" height="1200" align="center"/>
# </div>
# A complete discussion of the mathematics involved would take far too long for the pruposes of this presentation. Therefore, we will summarize a bit: Whenever a continous-time signal $x(t)$ with band-limited Fourier transform $X(e^{i\omega})$ is sampled, the sampling operation condenses its entire spectrum, that is, its band-limited Fourier transform, into a "normalized frequency" interval of length $2 \pi$. This spectrum is the DTFT, $X(e^{i\omega})$, and is why the DTFT is defined on an interval of length $2 \pi$. A result of the sampling operation is that periodic copies of the condensed spectrum, with period $\Omega_s$, are made, across the entire real frequency axis. A real analog-to-digital converter would then apply a filtering operation to recover exactly one copy of the spectrum and obtain a finite length $\{x_n\}$. The reason the sampling rate needs to be at least 2B is so the copies of the spectrum $X(e^{i\omega})$ do not overlap in the real frequency domain. as is the case in (c.) in the figure above. Aliasing occurs when copies of the spectrum overlap in the real frequency domain, as is the case in (d.) in the figure above. In this situation, the original signal $x(t)$ cannot be recovered without loss of information, which is undesirable. <br>
# <br>
# A logical question one may ask is what does this have to do with the DFT? The DFT can be viewed as sampling the DTFT in the frequency domain. The DFT samples exist in a finite frequency domain $\{W_N^0, W_N^1, ... , W_N^{N-1}\}$. If $\{x_n\}$ is of finite length, then to reconstruct it after calculating its DFT, the length of the DFT must be at least N.
#
# ## Section III: The Cooley-Tukey Radix-2 Decimation In Time Fast Fourier Transform(FFT)
# ### Section III-1: The Original FFT Algorithm
# The problem of devising a more efficient algorithm to compute the DFT was studied for many decades before 1965, when two American mathematicians, James W. Cooley and John Tukey, invented a algorithm for computing the DFT in $O(N \log{N})$ time). This was done by exploiting the conjugate symmetry and periodicity of the twiddle factors $W_N$, to devise a "divide and conquer algorithm for computing the DFT called the Fast Fourier Transform(FFT). For the rest of this presentation, assume N is a power of 2. <br>
# We want to recursively apply the DFT to length N/2 subsquences of the original sequence $x_n$. This is done by splitting the computation into two parts, one of the even-indexed terms and one over the odd-indexed terms: <br>
# \begin{align}
# &\hat{X_k} = \sum\limits_{n=0}^{N-1}x_nW_N^{nk} \text{ for } k = 0,1,...,N-1\\
# &\hat{X_k} = \sum\limits_{n=0}^{\frac{N}{2}-1}x_{2n}W_N^{(2n)k} + \sum\limits_{n=0}^{\frac{N}{2}-1}x_{2n+1}W_N^{(2n+1)k}\\
# &\hat{X_k} = \sum\limits_{n=0}^{\frac{N}{2}-1}x_{2n}W_{N/2}^{nk} + \sum\limits_{n=0}^{\frac{N}{2}-1}x_{2n+1}W_N^{2nk+k}\\
# \end{align}
# \begin{equation*}
# \hat{X_k}=\begin{cases}
# \sum\limits_{n=0}^{\frac{N}{2}-1}x_{2n}W_{N/2}^{nk} + W_N^k\sum\limits_{n=0}^{\frac{N}{2}-1}x_{2n + 1}W_{N/2}^{nk} \quad &\text{if} \, k = 0,1,...,N/2-1 \\
# \sum\limits_{n=0}^{\frac{N}{2}-1}x_{2n}W_{N/2}^{nk} - W_N^k\sum\limits_{n=0}^{\frac{N}{2}-1}x_{2n + 1}W_{N/2}^{nk} \quad &\text{if} \, k = N/2,N/2+1,...,N-1 \\
# \end{cases}
# \end{equation*}
# Define $\hat{G_k} = \sum\limits_{n=0}^{\frac{N}{2}-1}x_{2n}W_{N/2}^{nk}, \hat{H_k}=\sum\limits_{n=0}^{\frac{N}{2}-1}x_{2n}W_{N/2}^{nk} \text{ for k } = 0,1,...,\frac{N}{2} - 1 $ so $ \hat{X_k} $ can be re-written as <br>
# \begin{equation*}
# \hat{X_k}=\begin{cases}
# \hat{G_k} + W_N^k\hat{H_k} \quad &\text{if} \, k = 0,1,...,N/2-1 \\
# \hat{G_k} - W_N^k\hat{H_k} \quad &\text{if} \, k = N/2,N/2+1,...,N-1 \\
# \end{cases}
# \end{equation*}
# This procedure can be recursively applied until the size of the subsequence reaches a base case(usually 2, but can also be 4), at which point the DFT is computed explicitly. The two-point DFT of $\{x_0,x_1\}$ is given by <br>
# $$\{\hat{X_0} = x_0 + x_1, \hat{X_{1}} = x_0 - x_1\} $$ <br>
# The overall procedure for N = 8, which involves two recursions, is shown below: <br>
# <div>
# <img 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" width="512" height="512" align="center"/>
# </div>
# Note the ordering on the $x_n's$ on the left. The ordering shown is after all of the initial recursions are complete, which is perhaps more clearly explained by the code below. The above graph shows the recursive "reassembly" of the decimated $x_n's$ into the $X_k's$
# #### Python3 Implementation of Cooley-Tukey Decimation In Time FFT Algorithm
# In[2]:
def ogfft(x, N):
"""
Recurisve radix-2 FFT implementation directly from divide-and-conquer description
"""
PI = np.pi
if N == 2:
return np.array([x[0] + x[1], x[0] - x[1]])
else:
m = int(N/2)
big_G = ogfft(x[0:N:2],m)
big_H = ogfft(x[1:N:2],m)
w = np.exp((-2.0*PI*1.0j)/N)
d = np.power(w, np.arange(m))
d = np.multiply(d, big_H)
X = np.concatenate((big_G + d, big_G - d))
return X
# In[3]:
def brc(x):
"""
Returns bit-reversed order copy of array x
"""
N = len(x)
y = np.zeros(N, dtype=complex)
width = int(np.log2(N))
for ii in np.arange(N):
idx = '{:0{width}b}'.format(ii, width=width)
y[ii] = x[int(idx[::-1],2)]#Reverse order of bits of integer ii
return y
# In[12]:
def ogfft2(x, N):
"""
In-place, non-recursive implementation of radix-2 Cooley-Tukey decimation in time FFT algorithm
"""
x_p = brc(x)
PI = np.pi
for ii in np.arange(1,int(np.log2(N)) + 1):
M = int(2**ii)
w_M = np.exp(1j*((2*PI)/M))
for kk in np.arange(0,N,M):
w = 1
m = int(M/2)
for jj in np.arange(m):
t = w*x_p[kk + jj + m]
u = x_p[kk + jj]
x_p[kk + jj] = u + t
x_p[kk + jj + m] = u - t
w = w*w_M
return x_p
# ### Section III-2: Time and Space Complexity of the Radix 2 FFT
# The function ogfft2() reveals the time and space complexity of the radix-2 FFT. The array x needs to be copied into its bit-reversed order, so the space complexity is $O(N)$. It is possible to do this independently of the FFT iteration/recursion, so the FFT by itself has a space complexity of $O(1)$. The function brc() that does the bit reverse ordering clearly has a time complexity of $O(N\log{N})$ as it iterates through the entire list, and the reversal takes $O(\log{N})$ operations. <br>
# Let F(n) denote the number of times the innermost for loop of ogfft2() is executed: The code block containing the inner most for loops will run $\frac{N}{M}=\frac{N}{2^{i}}$ times for each value of i. The innermost for loop will then run $2^{i-1}$ times. Thus, the time complexity is given by <br>
# $$ F(n) = \sum\limits_{i=1}^{\log_2{N}} \frac{N}{2^i}(2^{i-1}) = \sum\limits_{i=1}^{\log_2{N}}\frac{N}{2} = O(N\log_2{N}) $$ <br>
# Thus, the time complexity of computing the DFT can be reduced from $O(N^2)$ to $O(N\log{N})$, a huge reduction. This discovery is considered to be one of the most important developments in applied mathematics in the past six decades, and is one of the reasons why we have many technologies, such as LTE and 5G wireless communications, and Praveen's horseback riding radios, today.
# ## Section IV: Other Radix-2 FFT Algorithms
# ### Section IV-1: FFT For Purely Real Data: The Fast Hartley Transform(FHT)
# The FFT subroutines implemented above are designed to operate on complex numbers. This is necessary in many applications, such as radar processing and optical filter design. In other applications of the FFT however, such as audio processing, or constructing a fast subroutine for the multiplication of real-valued polynomials, it is only necessary to apply the FFT to real data. This is done by changing the basis of the DFT matrix from one having complex exponentials to one having real-valued functions. One way of doing this is to use the following orhtogonal basis for $R^{N}$: <br>
# $$\{H_0 H_1 ... H_{N-1}\}, \text{ where } H_j = [1 H_N^{(1)j} ... H_N^{(k)j} ... H_N^{(N-1)j}]^T $$. <br>
# where $N \in \mathbb{Z}^+$ and $H_N^k$ is given by <br>
# $$H_N^k = \cos{(\frac{2 \pi}{N}k)} + \sin{(\frac{2 \pi}{N}k)} \text{ for k = 0,1,...,N-1}$$ <br>
# $H_N^k$ satisifies the following crucial identity: <br>
# $$H_N^{j+k} = C_N^{k}H_N^{j} + S_N^{k}H_N^{-j}$$ <br>
# where $C_N^{k} = \cos{(\frac{2 \pi}{N}k)}$ and $S_N^{k} = \sin{(\frac{2 \pi}{N}k)}$ <br>
# Define the discrete Hartley transform(DHT) of a length N sequence $\{x_n\}$ to be the sequence $\{X^{H}_k\}$, given by<br>
# $$X^{H}_k = \sum\limits_{n=0}^{N-1}x_nH_N^{nk} \text{ for } k = 0,1,...,N-1$$ <br>
# Using the identity, a recursive decimation-in-time algorithm for when N is a power of 2 similar to the FFT can be derived to efficiently compute the DHT: <br>
# \begin{align}
# &X^{H}_k = \sum\limits_{n=0}^{N-1}x_nH_N^{nk} \text{ for } k = 0,1,...,N-1\\
# &X^{H}_k = \sum\limits_{n=0}^{\frac{N}{2}-1}x_{2n}H_N^{(2n)k} + \sum\limits_{n=0}^{\frac{N}{2}-1}x_{2n+1}H_N^{(2n+1)k}\\
# &X^{H}_k = \sum\limits_{n=0}^{\frac{N}{2}-1}x_{2n}H_{N/2}^{nk} + \sum\limits_{n=0}^{\frac{N}{2}-1}x_{2n+1}H_N^{2nk+k}\\
# &X^{H}_k = \sum\limits_{n=0}^{\frac{N}{2}-1}x_{2n}H_{N/2}^{nk} + \sum\limits_{n=0}^{\frac{N}{2}-1}x_{2n+1}
# (C_N^{k}H_{N/2}^{nk} + S_N^{k}H_{N/2}^{-nk})\\
# &X^{H}_k = \sum\limits_{n=0}^{\frac{N}{2}-1}x_{2n}H_{N/2}^{nk} + C_N^k(\sum\limits_{n=0}^{\frac{N}{2}-1}x_{2n+1}H_{N/2}^{nk}) + S_N^k(\sum\limits_{n=0}^{\frac{N}{2}-1}x_{2n+1}H_{N/2}^{-nk})
# \end{align}
# Remember to evaluate terms with negative indices modulo $\frac{N}{2}$. <br>
# The Python function below implements the above procedure, which is called the Fast Hartley Transform(FHT). Many FFT implementations that are designed to operate with purely real input such as Numpy's rfft() do not employ the FHT, but the FHT captures the general idea of how to construct such FFTs for purely real data. The time complexity of the FHT is identical to that of the FFT, $O(N \log{N})$ but fewer total operations will be perfomed as we will be adding/multiplying real and not complex numbers. The space complexity can be reduced to $O(1)$ by storing a "lookup table" of the values of sines and cosines needed before the computation takes place and use of clever indexing.
# In[25]:
def fht(x, N):
"""
Perform recursive radix-2 FHT on real input vector x
"""
if N == 2:
return np.array([x[0] + x[1], x[0] - x[1]])
else:
m = int(N/2)
y_t = fht(x[0:N:2],m)
y_b = fht(x[1:N:2],m)
H_N_C = np.cos((2*PI*np.arange(m))/N)
H_N_S = np.sin((2*PI*np.arange((m)))/N)
idx_map = np.concatenate(([0], np.arange(m - 1, 0, -1)))
y_1 = y_t + np.multiply(H_N_C,y_b) + np.multiply(H_N_S, y_b[idx_map])
idx_map = np.concatenate(([0], np.arange(m - 1, 0, -1)))#Modulo N/2
y_2 = y_t - np.multiply(H_N_C,y_b) - np.multiply(H_N_S, y_b[idx_map])
y = np.concatenate((y_1, y_2))
return y
# ### Section IV-2: FFT With Purely Imaginary Twiddle Factors: The Rader-Brenner Radix-2 FFT
# In 1976 Rader and Brenner devised an alternative formulation for the radix-2 decimation in time FFT using purely imaginary twiddle factors. This substantially cuts down the total number of multiplcation operations performed, as all of the multiplications will include at most one complex number. This comes at a cost of an increased number of real addition operations. <br>
# Let $\{x_n\}_{n=0}^{N-1}$ be a complex sequence and let $N$ be a power of 2. Define the finite subsequences $<br>$
# \begin{align}
# &y_{t_n} = x_{2n} \text{ for } n = 0,2,...,\frac{N}{2}-1 \\
# &y_{b_n} = x_{2n+1} - x_{2n-1} + q \text{ for } n = 1,3,...,\frac{N}{2}-1
# \end{align}
# where $q = \frac{2}{N} \sum\limits_{n=0}^{\frac{N}{2}-1}x_{2n+1}$. <br>
# q is a constant, so it appears in only one term, $y_{b_0} = x_{\frac{N}{2}}$. <br>
# Using periodicity and some properties of the complex exponential $W_N^k = e^{-i\frac{2 \pi}{N}k}$, we can derive, for $k = 1,2,..., \frac{N}{2} - 1$ <br>
# \begin{align}
# &Y_{b_k} = \sum\limits_{n=0}^{N/2 - 1}x_{2n+1}W_{N/2}^{nk} - \sum\limits_{n=0}^{N/2 - 1}x_{2n-1}W_{N/2}^{nk} \\
# &Y_{b_k} = \sum\limits_{n=0}^{N/2 - 1}x_{2n+1}W_{N/2}^{nk} - \sum\limits_{n=0}^{N/2 - 1}x_{2n-1}(W_{N/2}^{0})W_{N/2}^{nk} \\
# &Y_{b_k} = \sum\limits_{n=0}^{N/2 - 1}x_{2n+1}W_{N/2}^{nk} - \sum\limits_{n=0}^{N/2 - 1}x_{2n+1}(W_{N/2}^{2k})W_{N/2}^{nk} \\
# &Y_{b_k} = \hat{X_{2k + 1}}(1 - W_{N/2}^{2k}) \\
# &Y_{b_k} = \hat{X_{2k + 1}}(-W_{N/2}^{k})(W_{N/2}^{k} - W_{N/2}^{-k}) \\
# &Y_{b_k} = \hat{X_{2k + 1}}(W_{N/2}^{k})(2i\sin{\frac{4 \pi}{N}}) \\
# &W_{N/2}^{k}\hat{X_{2k + 1}} = \frac{\hat{Y_{b_k}}}{2i\sin{\frac{4 \pi}{N}}} \\
# \end{align}
# Therefore,
# \begin{equation*}
# \hat{Y_k}=\begin{cases}
# \hat{Y_{t_0}} + \hat{Y_{t_0}} \quad &\text{if} \, k = 0 \\
# \hat{Y_{t_0}} + \frac{\hat{Y_{b_k}}}{2i\sin{\frac{4 \pi}{N}}} \quad &\text{if} \, k = 1,2,...,\frac{N}{2}-1 \\
# \hat{Y_{t_0}} - \hat{Y_{t_0}} \quad &\text{if} \, k = \frac{N}{2} \\
# \hat{Y_{t_0}} - \frac{\hat{Y_{b_k}}}{2i\sin{\frac{4 \pi}{N}}} \quad &\text{if} \, k = \frac{N}{2} + 1, \frac{N}{2} + 2,...,N-1 \\
# \end{cases}
# \end{equation*}
# A recursive Python3 implementation of this algorithm is shown below.
# In[6]:
def fftRB(x, N):
"""
Perform recursive radix-2 Rader-Brenner FFT on input vector x
x: Input vector/array
N: Length of input vector, must be a power of 2
"""
if N == 2:
return np.array([x[0] + x[1], x[0] - x[1]])
else:
m = N // 2
y_t = fftRB(x[0:N:2],m)
x_b = x[1:N:2]
q = (2.0/N)*np.sum(x_b)
b_n = x_b - np.concatenate(([x_b[m-1]], x_b[0:(m-1)])) + q
y_b = fftRB(b_n,m)
w_ky_b = np.multiply(y_b[1:m], 1.0/(2.0j*np.sin((2*PI*np.arange(1,m))/N)))
y = np.concatenate(([y_t[0] + y_b[0]], y_t[1:m] + w_ky_b, [y_t[0] - y_b[0]], y_t[1:m] - w_ky_b))
return y
# ### Section IV-3: Cooley-Tukey Radix-2 Decimation In Frequency Algorithm
# The previously defined FFT algorithms share one common feature: the sequence $\{x_n\}$ of length N is split into two smaller subsequences of length $\frac{N}{2}$ before the call to fft() is applied. The smaller DFT/FFT sequences are then combined to form the overall length N DFT/FFT $\{\hat{X_k}\}$. In other words, the decimation of $\{x_n\}$ is done in the time domain. What if instead the decimation can instead be done in the frequency domain?. This is indeed possible, and FFT algorithms that employ this technique are called decimation-in-frequency algorithms. The formulas that describe the radix-2 decimation in frequency algorithms can be derived, a bit less rigorously, from the decimation in time formulas using the transposition theorem of signal flow graphs. If the input and output nodes of the signal flow graph in Section III-1 are interchanged and the direction of each branch in flipped, we arrive at the signal flow graph for N=8 and equations below: <br>
# \begin{align}
# &\hat{X_{2k}}= \sum\limits_{n=0}^{\frac{N}{2}-1}(x_{n} + x_{n+N/2})W_{N/2}^{nk} \text{ for k } = 0,1,...,N/2-1 \\
# &\hat{X_{2k+1}}= \sum\limits_{n=0}^{\frac{N}{2}-1}(x_{n} - x_{n+N/2})W_{N}^nW_{N/2}^{nk} \text{ for k } = 0,1,...,N/2-1 \\
# \end{align}
# <br>
# <div>
# <img 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" width="512" height="512" align="center"/>
# </div> <br>
# The decimation in frequency formulas can also be derived using the sampling theorem: Splitting $\{\hat{X}_k\}$ into two smaller sequences effectively reducesthe sampling rate by 1/2. Therefore, there will be aliasing when $\{x_n\}$ is reconstructed from $\{\hat{X}_k\}$. The even-index samples of $\{\hat{X}_k\}$ are not circularly shifted. Therefore, we do two copies of its inverse DFT $\{x_{2n}\}$ will lie in the interval $0 \leq n \leq \frac{N}{2} - 1$, itself and itself shifted by $\frac{N}{2}$. Let $\{x_{2n}\}$ denote the even indexed samples of $\{x_n\}$. They are given by: <br>
# $$x_{2n} = x_n + x_{n + N/2} \text{ for } n=0,1,..,N/2-1$$
# The odd-indexed terms $\{\hat{X}_{2k+1}\}$ are each circularly shifted by one. By the circular shifting peoperty of the DFT and the effect of time-domain aliasing, we arrive at: <br>
# $$x_{2n+1} = x_nW_N^n + x_{n + N/2}W_N^{n + N/2} = (x_n - x_{n + N/2})W_N^n $$
# An in-place Python3 implementation is shown below. Note the similarity to the in-place decimation in time FFT algorithm, including the placement of the call the brc().
# In[7]:
def ogfftf(x, N):
"""
Performs in-place Cooley-Tukey radix-2 decimation in frequency FFT
"""
m = N // 2
for ii in np.arange(1,int(np.log2(N)) + 1):
M = N // (2**(ii-1))
for kk in np.arange(0,N,M):
for jj in np.arange(m):
idx = jj + kk
p = (2**(ii-1))*jj
w = np.exp(-1j*2*PI*(p/N))
x_0 = x[idx] + x[idx + m]
x_1 = (x[idx] - x[idx + m])*w
x[idx] = x_0
x[idx + m] = x_1
m = m // 2
return brc(x)
# ### Section IV-4: Split-Radix FFT
# The split-radix FFT is a variation of the standard radix-2 decimation in frequency FFT. The general idea is the same, except that the base cases sizes of the recursion are not equal i.e. for N = 16 one recursion could terminate in a base case size of 8, the other in a base case size of 4. This can result in substantive computational savings for sparse FFTs, but the exact details of the savings depend greatly on the situation the FFT is being applied in as well as hardware-spec ific details. A sample flow chart for a split radix FFT for N=16 is shown below.<br>
# <div>
# <img 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" width="512" height="512" align="center"/>
# </div>
# <br>
# ## Section V: The Inverse FFT(IFFT)
# ### Section V-1: Inverse DFT
# To perfrom the complete filtering operation mentioned in Section I-1, we need to calculate the DFT of the s the sequences $\{x_n\}_{n=0}^{N-1}$ and $\{h_n\}_{n=0}^{N-1}$ into the
# $$x_n = \frac{1}{N}\sum\limits_{k=0}^{N-1}\hat{X_k}W_N^{-kn} \text{ for } n = 0,1,...,N-1$$ <br>
# As mentioned in Section II-2, the inverse of the DFT matrix $\pmb{W}$ is given by $\frac{1}{N}\overline{\pmb{W}^T}$. <br>
# The inverse DFT operation can be described using matrices and vectors as <br>
# $$x = \frac{1}{N}\overline{\pmb{W}^T}\hat{X}$$
# This suggests that, with a few algebraic manipulations to $\{\hat{X_k}\}$ one can use the forward FFT to compute the inverse FFT. This is extremely advantageous in hardware implementations of the FFT. We will study two of the most common approaches for doing this.
# ### Section V-2: Computing the Inverse FFT Using Conjugation and Forward FFT
# The above matrix-vector formulation of the inverse DFT suggests a method for computing the IFFT. By using the conjugation property of the DFT and some complex number manipulation, we arrive at the formula <br>
# $$x_n = \frac{1}{N}\sum\limits_{k=0}^{N-1}\overline{\hat{X_k}}W_N^{nk} \text{ for } n = 0,1,...,N-1$$ <br>
# This approach is used to construct an inverse FFT subroutine in Python3 using the in-place forward FFT subroutine ogfft2() from section II-2
# In[13]:
def ogifft2(x_hat, N):
"""
Perform radix-2 inverse FFT on transform vector x_hat
x_hat: Input vector/array
N: Length of input vector, must be a power of 2
"""
x_hat_star = np.conjugate(x_hat)
y_star = ogfft2(x_hat_star, N)
y = (1.0/N)*np.conjugate(y_star)
return np.real_if_close(y)
# In[16]:
x = np.array([-0.5, 2.2, 3.7, 2.1j, 5.6, -3.3, 16.7, 8.8], dtype=complex)
x_og = np.copy(np.real_if_close(x))
N = len(x)
x_hat = ogfft2(x, N)
y = ogifft2(x_hat, N)
print(x_og)
print(np.real_if_close(y))
# Since the forward FFT can be computed with a time complexity of $O(N \log{N})$ and with a space complexity of $O(1)$, so can the inverse FFT.
# ### Section V-3: Computing the inverse FFT By Interchanging the Real and Imaginary Parts and Forward FFT
# It follows by properties 11-14 in the table of DFT properties that $\{x_n\}$ can be obtained from $\{\hat{X_k}\}$ by interchanging the real and imaginary parts of $\{\hat{X_k}\}$, computing the forward DFT of $\{\hat{X_k}\}$ and scaling by $\frac{1}{N}$, and then interchanging the real and imaginary parts of $\{\hat{\hat{X_k}}\}$ to recover $\{x_n\}$.
# <div>
# <img 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LL0YxFlljqRV22/FRiorlQ/es9nvKc/jo7qM17pZn+f/vnsdkwgxM0SuEboxyLGyW7DMH4aX8aJV7KmWf3wSvfseaNsT+fdkIbNq4avYfFqZ/V3u2f6bTLDIKDQON5L0rgQCCnLT3NNSWF86YfptPLenkbesyzImjbajvbnJq8zO9KtXZmlTOQ3mcDHgJ/M3/b8SRWww059+WUAkC8t1YAf3hMI0c5VYPTj1bbb0wMBhGjwp0j+JgjCiUmIR3JagmRelGRivIAZq5ITxnB8iGCII0M3p8bFC/Bww5OahARvMuLkoUvwRbLxI0Jo3uA6IX7lf0+MP5ngh1/4fiCUidQMWhMAkgmG0tMpnD7Exsch0ZuUBYTok1cKE/1w1MjjcYngJomwsZKJ4MkXlX0iXARTFEYu/KTCV+G0C6kJT5h+XR63EViHHCKpYrUrSaMMbfKTnf/TM7ISFSzDo5sDhBz6oWSXETtTBh0g5ND30YMEhIx9I3qROpZGKPWhnvujcVE/lG/7vT2+6m7v0ddw7f7sfD+AEOPDtVhkNcDJmh5elemXzHv6oX8CP75rz5/sfLfEd/gdfkNJv6lx0OfZ40Y3xoVX/T7jx5E6jeO9JI2npoEyxCvd6abx1Xhaee8RN8oF08Opxi55j4dT0w6kf6bLsku1k17TzDDs4fFewyX4ka8aTiboEfBDoEMA5En2wS32JsGPAiMHCGUSMyBZ8j5W0EusIJ2UNAKDGLm5Dl9SCHwCEmgmsYg4YiR5J4A0A+5Ut8AftwAFN5J8kcgQZiG4JcBI8Rfrk3ekADPMWBHfJqT43xPjr+BHoc53AyHG4SanJbvh9QjYSybYs4SOwpMkCNuwCBgBHd+kO/1QcHklILKEUwQtXX4Lp2XwXipupjBSCAmMVDAJdvibQklErsiczOcOOUSi8qSSsytQVfh8ps+N4hN3dbOzvkvmbyX613ccIOTQDyW7jNiZ8uYAIYe+jx4kIKRyq1fVtWQamDRs7b30dv/0m/25dlzZ/X0X3w8gxO9q+uzx42/GnUBOgSDdmBZNG1nf03fVTfONv++W+I7bLbaktGlKzFM7mGH48fHxxo3P+C2NNzud+a6mheHxPbrxei+J39f80XvNM36fcWN8FfQouNGO9LR0n9jQLjODSm3V1DQBS+LmS/EYm5z2pbEdBcyQzfKNTPuS92TanbRTaU8S3KiNyXvanGSCH/7Ozve7pX8wgJD8iU3KQIKUgcebgMunt2DH0r6YM2so9p8+jQsJ1kgQh/qQ4jajKIlSgKFivsenJSLVFwbEnMf1a5cwc9k29J21BxMWbsTxC+eREM91RC75jllB9D8nxt8OgsjfC4Q4EiRCRyCUkiTx53qhTAE1wpWWboCQy5cKbyqHFeUtcSfwIQCi8PLKUSEj1AYAiQCmijIUfxRKURG3DEVS2HjlcGSSvEN4RPZJWA4QcshOqsjZKKnCV6aC5TN9TlYlzPeUNAx9T5/ru7x3gJBDP5TsMmJnypYDhBz6PnoQgZAa8kr8TUNWdSx/K+DRONr98F26fZe+vR3fr6lxTIPGk6xuTJ89zdrGMJ0aZ/Wv6bKHoW53Q3yH37KPpNGN9zrtkL8ZB4IKAiZ7vPiMboy7Et/hc7rRz70kjRuZ37XHl9/3esXOFNtRO9FpMxpQJHYoOVnATlh4EM6cPYEjRw8gNi4SPrFN6Z5EG1VAkUhfFpihDamsbtHxcbh49QrWbFiPY6dOwpUkeZkJhHhVVuBDKbfz/W7pHwggRHhAHM7JbpERwVgwpQ/qFX8Jn77/DHoPH45N5yLMqJDBFCmERGb1EALl5UhPjICKSMRf24sF82fj7RzF8bt3yuDTojUwe+kSBAaclEJPlO/ceyDELyjkuVm4CoQUBEllSRMQlCToTkCdNT3O2jSBQprodiEmIRHRYhzGurxITOEworxCgfK54RXgROEleqewmo0WMoGQ1+cxwqkC6BGwlOgTfwQ78nWXAKOQ2BhEe9xwix9WW3emPwqnQw6RtMGhctceMSpWMhUrFa36YaPFBkSVr7qTsytodVdygJBDP5TsMmJnypwDhBz6PnrQgBD1I/Wo3Zim3lVDnETZpiFON96rfqXBrb+z6+Hsujc73w8gpOnSdoXxY7rtwIJx41WnwWl86aZptvvNzndDDIffZ1gkvs842fON94yvutnjxns+s8eH8bOX3b0jxpllzzRwFI3yc9NNQY+O/NBmpO2YIbYof6elJ8HljsW+/Tsxeco4DB02AFeunkeSj3amgO50L5LEXuUuzlxgQpbWHjFeFxJSksyezPHJXlz2u44V69agRr06GDl+LPxCgoxdSduTM7MUAH0X3++W/oEBQtwAIVHY5YrCpUMrMKRlLnz54T9QrlYNTFh/BFFiyacmi1D5uG+cVCT5GywcmRQLd9w1bF88ArVrVcMzb+fCF7UGYNj8zbgYFCTgIVR8/TgjQvyCgqHbAyECHmERPoIhXjNS3XDFR8GXxKFVD/wC/LFs1WpMnTUXobHxBiDybVEXSPImwpUYa4YtCYB0+NKTJABJQJAvXQASAZP4pvB5BCBRaHmNS/bh5OVL6NynN2YuXoRz/jcQJ4LqlljSD4XRIYdIqtizK3deyVTu9saIrA1F9nfs76mbkgOEHPqhZJcRO1PGHCDk0PfRgwaEyKpLlXivhjaJfuz6lfqXrHqVhndUVNQtHVMKrvQb2fl+ACHGS+On8eC9MuPLdNKd/phG5oOmW1nbITLv9Tef3Q3p93nV3/w+46EASeOi+anf5z3d+F3mf1xcXFYceNUw7x3dBD20H7MDIYIdgh61FTnKY7nRfhSQI4Dn6rVzaNGyIb7t3QW7dm9GbFyYPHMblhSL1SpgSexWwicebSMhIEps0bgUAiQBhPKb9xf9r2PAyGHoO2wwFi5fioi4GGOLEgzRvtTRIV4VAPFeclf+3V964IBQKneICz+CbdOaoWb5L/H+11+i4YCpOHAxAB6XG/DGIV0KlaZToPDVcD+sXTEVneoWwsefvI/PS9RF66kHsD8gCbHcIQ0xIhAJcr2fQMg2GqRAiKNBBEOpHiS54+B2xcFPUPW0GdMxZNQozJy3ECEx8fDI69aIkBieHBHyJBhApGCIgq1AKDlDDFH5KpngxyW/yTxylqDn9PWr6DlkEHqIoM5csRR+sVGIM2CJsbNi65BDVPD2hoeNAt2o1MnqxhEjbbBU8fM3Gy67f32urG4OEHLoh5JdRuxM+XKAkEPfRw/iiJCdKce82o3q7Ho1O2CgQU5DnO4ajt3P7fh+ASGmR+PIe8ZFnxFQMN5003Tb066keaSs4fJ6t8RwNRyGod9lPBiehs120Z6fdFM/vLItYxh8Rjd7fO8NZQKeNHZCWksnzD13TM60EWkR0k50e+IN+OFIjxntSXXBP+Ay1q1fjkaNa2PCxJEICb2BpORYpKYnIiVNbE2xnd0ZHgiEMp3mZEmh2JNJSEjnMTfp8ozH16Qhwh2P5RvWoufAfmjbrTNOnDuDOG7sJX4IerhUgxsm2KfI8Z6zne53S/9AACEdLyEYykgVoygtEMEn52HckDZ45fXnkb9cVUyZtxzBUS6zYYI3RTJeCjE8PgC7929EhYqF8earf8c/33kPnYfPwboLyYiS8DjVLiVDFEMqd5YjUv7fE+N/10CIwuiNR0aySx4LKBJhjY2JwLZtW1CydCn0GzwMJ89dRFhcIhKSJeZmm2sR3jRRcCKAiQkxBt1bkEeEPk0qLIcp5TnRN/E+OUF+xyZTiFPNmqpgVzx2nTyGbkOHoFGnjjh0Sb4hIMo6pPZ+i6JDDwpRkbNRpcKnotd7NgKRkZGIiYkxhgR7H+lmV/q80q82BnbmM2X+doCQQz+U7DJiZ8qWA4Qc+j56kIAQdaXqTDWseW/Xl3TjtDg+VzlX/czfNNr5W+PO9+lGfyR1z873AwgxzgooGEfea3vB+OqmBXweEhKC0NBQM0WbAMmeRpLeK2t+3Q3pewyb+cxv8zfdGS+6EWCGh4ff8oxXLS+2ifSj0+H0Oa/ke0cEgxbwoS3I0R7TOe5NMFcOABD08ExNtyfOTIXjb472JPnisXPXJvQf2B2Dh36LPfs2S2hcE5SQCYTiEJUg+R8fhmB3JKLEbo1IcSPIHQu/2Aj4x0UiMCFa7MpYxKYICBfb9NTVi+g1ZACKliuNRatX4FpIYKaVmmGWbSR6PWZTBeaI5I58Q0Bn5u/7SQ8EEOLW5L7kdANy0tPFLE8VgYs+hoO7FqBS6ZwonP9rNGnZFnvPBeO64IgEecnjCsaBDePQrmVlvPzmS/i6RCn0HDMd+y5H43IsECL4guYVh/UEJggUIBj535OJv/BdASGdGsdRIbII75nTxzFlyiTUb9gAi5avylofxK3CzWYJAoS4uxw3ViBzrieZIiZVQf4yhVIpBfC401MQT8AkiJ1InaidUDAy2Qu/uGgMnjYFVVs0w6Sli3FIBDcmmXl0d8rDoZ8u2RsAKn4qe/LRo0eNgdmyZUtMnToV58+fN7vo8JnuTMP32ACQec9n9gbBfu8AIYd+KNllxM6ULwcIOfR99KCNCN1ORxIkUK/yqjpYn2fXq9S19MdOK97TqFejXL9xO74fQIjftbcTTAvbGcZfnzH+BECMV+3atTF48GCsWrUKly5dMs/4HolXvktWd4ZxN6Tf0yvD4j3DYX6eOHEC48aNQ5s2bXDs2DFTJvwO40twtH//ftMmdunSBatXr0Z0dLR5l34YHtN374jplbzMHPkhIOI6cl4JeHQNkDdJwI3YnDyOhiCIo0HxCRGYPnMcypYvgpGjB+D4yX0ShssAoLSMBCS6w7Bl1zoMnTgUHQZ0x+p9OzB/0xp0GTYA+cqXRMFKZdCka3ss2rwWF0L8rVEhTwImzZ2JMtUro8/QQdh95KCxSQmEzHohAUM6AsS/yve7pX8ggBAFJjVZBDGFFV0qcnoMklODEHrjICb0a456RT4wSmv4wh1YFQz4id10eMcSTGrzFQp/9Tw+yZ0DjYbPwtZLkQgSfBEjaCRamNsqiEhIASXLX0sh/K+J8b9rIKQsIChFULonMQaLFs6VytRc0PkA7D9y3LzBaXEEQjxX6OLF89i+bRM2b1qHsNBAnDh5BMtXLMbkKeMxZ95sbN6xBf7iHumKR1B0BHYdPYhZyxZh9PTJmLF8EbYePYRL4SGISPNh3qYNaNy9Kxp06YQlO7cYgJRk4umQQ1Z9pJInsOGVv9kwbNmyBc888wxee+01FC1aFJ06dcLo0aOxdOlSHDp0CDdu3DDAiP7tDRp/K9Fd2QFCDv1QssuInSlrDhBy6PvoQQJCJH5PwQ7Z398fGzduxPDhwzFv3jwcOXLEjJTwmepjlXe6cXR+7969poPq+PHjiIiIMPpbDXx7uux8P4AQid9m20Jm/HhlOujOOJOZB4zbs88+i6+++srUaYKNKVOmYOXKlabNCQgIyNrOmu8zLHt7cyekech3edU2i0xQdO7cOQwYMAAFCxbErFmzcPnyZeOHQHP79u3o2LEjSpQogc6dO2PPnj1GtjQeGu69I8ZTvmFbC8SRIIIe/4Cr2LlrC1auWoJTp4+KuwWA0tI9AozicPb8EXzbpxMKFMqBpctnISDogoSWaEBQano8IqP9MHP+RNRvXR/5K5dAt1GDMXrBTIyYOw2Nu3VA+UZ1ULZBLbTu3Q0rdm4WO9KNxIwUrN6+Gc06tkX9Fk0xf8VSRHsSzU7FBEKcCkfgw1EgjgYpCLrfLf0DAYSUpA4IC5JJi5HyDUZa7Dlc2DEHvWrnw3v/egWVW3bHiG03sOtCEDp0aIbiH/8N7/7rebTp2x8rzoYgXMKIFHzhETRCMOKTbHbBA1eKFL4gZkhBkA2CFqgi4pPJVmEY0lIxcZFoCPM5ES2vFlOwWdnkKxnkzMIVFwIYiYJhjtFwaZlAMxHCRMTExSI2wepxYDozUmKlEofhut8VdOrWFfkLFhCjcjECA/ys4czUeBGgOIRFBmD+gtlo3LARKlevgQ27dmPo5MkoVbEUXnr5r/j0vedQs1YVrNyyDQcvh2DPyfMYNHoE8hXJhade+hve/+Y9tOrXBuuPbEaY5O2+S8cwYPJYfFa4KEbMXIAob4rZwtyuIEn233Z+0Oh2cfxP/FOh26Xtdqx0u2fk7M+ovNnrRWVvd9+8eTMef/xx/PznP8cvfvELPPbYY/jj43/CZ198jn4DpA6uWolTZ04jKibavG/vpTPfEGY9YZ0i16lbHwULF0J8YoIJ/2adYl3llFGpO8Ic3meds+qUFY61E44VjjLrJmuiUa7y22L2OEkcTBjSwMozhmN1VFjfU31AlleyMcPjWKulJ/h9vmu9bz1XrWDd24nh2/lhJEmT5I/RnenMPY4ds0y4spBlJRc+kutNvWfli1UiYgzY3A1lFphdtkz5GzfVzywz+S3elenG799S9uJCd0oH11Gyt7FM2fKoWLlSVlhk+rwbuiVeNrK7259n/02yu9n5p0C3S9d/4rsh+3s0ImnkctoRpx/pFCk1oO80bHuYpNsBIT6jrrL7zc630s26beTMyKfF2kOv8mfpF0tDGJaglCmdrBtmNMcXJyovGFvXzEKNqmXwy1/9Bq+//wk69uuPc6GhiEgT+4FfZFTEmESaC8neIJw6vgUdO7XC86+9IW3/JJy8eEW+DrhTfGZ7Y/NNW9r0/n6NCPH77ABjO8H2RtsIXnVqXGBgIL788kv87Gc/M20O25tf//rXeOqpp0yc27Zti2XLluHq1aumPBke2bKvbpaX3ttZ3e3lkZIqusroOJaG5J6AC3AntsQ4LJw3HSXLFETbzi2xfuMaJCS6ERoWhT5Dh+DFt99A3ZZNsXbbZrP433QgChjhaIy1vYCls1QGWN6MgYlHphDwN8uLbPSnPuMD9SNhWKFQrzJ+FnNqnDm81Iy0MAS2u/FYv2k1GjZvjFKVy2HSzEmI8wpAE5ADRCM17jw2Lh+Hps1rolDFMthz4Tyi05IhEEg0qQDU1FiEBZ7EuLG9ULVhZXxVvhjKtW6GmeuWIiIpEgJ5sP3YfrQb0A85SpdCr9GjcSUyEvFSJ0+cPY6J44aiQtkiGDxyKC6FRghIoiXMtFtx96Z7zW5z3GzBpFf4ftIDAYSUk1Mki5ISpXJHCwcIorkChBzEymHNUTz3R/iyUGGUaj8AzfqOxFsff4G8Ob9Bi47dsPH4JZwTm4nrgqLcUojmhFw2jtzxIgEp6RImjatUEcgUTvURP5L99JGUznsKUGYkbuo28S7NfVKqAQncZtolgsId1viuEVdBv6K5hBk2e8+TBIRJIctTwp8kilRGODzeCzhyag9qNW6Fjn2mYe3W/WL8CdjLiEBUXABWb1yL+q3aoGLVajh59BC8UWGSGRHyPESE+zpu+B/FkMH9UKl8DeQtVhYt+gzEqJVrsHHfVuzcvgBDulZB6dL5UbtNF9TuOQU9Rs3A5j27sWfXasxdOgENO1ZDjQ7l0GtCF1xPuIAzIScxZelcfJi7EDp8Ow5Hz/rDnSzmhBitbGBuURSimLSnxK6wHiRiPLUHRuNMZUSFqI2lnX8qZC8vppnlwzTzynTrvZL643v2/NJnynzG/LPnHe/ZQ/nEE0+YhomNEvmXv/4V/vyXJ/DKa6/is6++RqkypUW5NsOkSZNw8ODBW+VJmIch8wBlxqpOg8bIX7gYIqNiTPhWnZL6lO6SOhUndUBqdCprtUf+pUhNtgxq+kyTOpwiFVOSAJ9UQ06rZRPAPibTflBMxaORhdREqbMJpj6yx4ojxVJjJT6MhWW4sKOEYMeEfQvTzLb0hTXEb8WdrM/pSkNcYmPSaP0hMRLq+8GrN3dGEu9M/Wam80oDmC4NaRpEf7E0mCx5nCKZwTWZLCMaalbeckqyyKTcMc9ZdobEc5ovWWwMq36aAhPvdEsVw42GA7dtZY8hs5L5zGu6hMQ57GZLWPkuy956lWejSfly6of8LluxCipVripybq2rpAFhRfTOiTJL2SXbie6UKcb7FpCfWUcsObZI6xrrob0+/RTIng/KmlZNJ6/0c7dp1nD5HqcZUY+0atUKNWvWRJ8+fbBgwQIzGsBpSczXOyF7mCQazgUKFLgFCDH+37XGQ27lmukxi1j2ZNE6oj+4iROZ04883vhMQ9jSLzSw2Quu2oA6kDqLtgV/mw2ReE5imui7hBNYMakNShf6DL/4ze/w27+/gWINW2DxyZM4J/UwnmEwLqkiaykR8MUewcolfdCoaRV8nr8o5qzdi2sxSaY+ssZSgmkkM12aNm0j7icQYhy0jvE3iVcCQsqRn59fFhDS9oaAiGDoz3/+M1588UV88MEHKFKkCJo0aYIRI0aY6XMcsbGXtX5P2e7OjhOTjfJ5lgHbAKuTR3IvWXLaJe2QJwEnDm1B30FtUaFOMQwdNRgnT53HqLHTULlhI+SqXBYzNq3E+ZBAsaMsW8k6EkW0YXqsfNMl8iG6UGTA2jEtU6eZMrR+8De/Sj2ZJD9SBZQZR0u8pFlkuFY7xPlNZtMDkTGIjqMSZNwpS5Q1ZMj3kmOxfstaNGjTCoUqVcSomVMQJUAoJZ229Q0gbBtWTmqFFi2ro0Kbtlh7ORjX5FuRmXFIcIXi4tG1aNu4FIqUL4jSrZpiwZFDuBgTgMSUECSnRWDPiX3oOGQoPixcGq36DsORa6GI86Uj6MYVrJs9BgU/eV1sgSbYLPY5l7Rw3ofVnek2GzBES/2gG12Y1PtJDwwQYkb4pMAJhNgjgqSr4iBAyH0W19eNw7etquH9T9/GSzly4f1C5fBGjlKo134UFm4/hysis0HyfpQEwoOc4BPhtYpT5ChWwqdACjRhj0sStwUUwCKKyy3CyivBjRmqYwQoTbR2pHTSkjLgk99syFlg3HCAWwVyRQ0ba/Eg/lhh5Fs800fuedIuBZoxIGpOhh8SvfuwYfcqvPZpfuSt1AcT5m9CcEy4KLMABEZdwbhZ01C1RXs0at4KAZcvAPEEQgIEcUkqiwjfhU1o2aw+ShevhrK1W6DfvJVYcjUQfh5Rgq6zWDOhIcqWyo1vytZD+V7LMHHlQfgFhyE10R/X/Pagy+C6KNXsKzToVRaX4w7hSsxxLBRk/0We0qjTaDCWrNyPuEQL6FAp8aoKg1dVoMr67EHh7HHkbzZqbCR5z/RomvjcKCp572Elxp1pYBrJmgd0Y5o1vdmBENNO/3TTfGCjw6uGoazP7UwgxAaIDVNW4/RzuZJ/9nP88rf/hz8/+Ve8+vprZhoBG9fJkyebXru9e/cjOCQCCR6f1ehIfGrVb4r8hYojOibOyB0PGEaKKHeOCKeISk4OQkb0OZw5tRvDp41Hn2nTMWTKZIydOAETx47B2DFTMG7sfKxZdxTnL4fAJY0Huz7YKND2JaYyDW26hC+Gu0dqZLTcxcq3ubSUEIcjT2yk9NA45hbjx1Hl6AQPboTcwI7DW7H3+H4k8vA4eU7Dgky/BF7WJvWcIW0Z7qbxyrphSumT9w8jSbzZ85gsKU8RPSoNYAoCJZf95YloRSZPHvFkA+q8CGFjqJkccrE0DDgyDSzzhJwk8ucVYCDAh/KYaYFIICJ7ydzRSABNOhftijyLe7Kwtc0qVzvGGf0t3gQMW6960hNFj8fAyykfIrdlyldD5SrVJGz5RirLl3G58/zXukTZ0frF37xnvbDXDfq11z8yf2evk2rs8V1eH2ayp8N+r2m1p5es+XGnrGHynovlue6CU6P+/ve/45NPPkGpUqWMbhk0aBCmTZtmjF+u07hy5YoZNdJ3ydnjqeFz6li+fPlQv379rHLkVYGc/rbuJc0i34blXoLIDJ9Gs8iEGHRpqaID0tziZl25EJ1TkIxu4Q5emUCI8soqI/ai0TFiYhhDMCnzG0gNFMWzGYsHlETFwu/i5dffwdMfFMQ3DVqh65q12OF1QawDViEJSF5I8RN1uQEzxlVCrXpFUbh6Paw8GoQg+QjrIe0W9sRTMzEtTJO9DQgODs4CQppfZM2/e8FaHowH5UTz3+7GK6fGZR8RIutv5d///vd4+eWXTTqqVauGHj16mClsnMrNdayUCbs8WmWaeZ8JhKi/qPfZPZ4quZZOjZUkoCFRWgtvHKICT2HFpgkoXy8/ajSoit69h6JK9Wao1rItus4Yh10RVxHM9TgsRyMj0paJrmRnN+1PWpGUAe6cxjMcKQNGJfFG5IDyQP1J5qZh0tQgnYXMBocC4mXZcZc2n7Q0XMcjWpVAKFmsTXoT9vK76RIYOxF9UVi7aQ2qNm+Jr8tVwNCZ0wV4uMTmlDilnAL852D+t0XQrEUF1Bk8GivDMnBGPiMQSdpIIDY+COd2zkH1Im+jbNVi6D53Fo7wjEu2dWmBErfr2HNkJzoNG43PStdCpxEzcC7MhwT5fGzAVRxeMArF3/07ataohrk7TuO0RJNpYzvJO9rGkZJwfouDBhTn+0kPxhohFrxcTS9HihfJMX4igAKCUqRYfBeRfHUj1s4bjnffex0/+/Pf8IeX3kaV1t9i7s7z8JcX2fiGiCCHE7iY3j+CIKoBZnOUfETUAXs13T4kucRg4dbS0pjGi+FFw4nMjQeSEqWo3FJiUitSPNKoiQBSThkaC5Eh8t4jsaWC49bX8IrRRub5RmlsqC3MGyfRSEgTBI4AJPj2YO2uZXj1s/zIU2kAxs3fLAAoVBr5G7gWdBZ9Rw5FzVYd0bnHtwjxvy4fkMqXxvOPLomC3Y9jR1eiZPESKFGiAboOmYKL7jQjsBEZUYiLO4xlk+qhXIXcyFWuJoasvoRwqRDcgIKjStf9DqN13wbIXTcXanQqC7+EowgRXrV1OfKXrIwSlTti0Mg5CI8WdSlKikqCjQEVkSotuxJTRWlXJg8CM26Ms4Ife5zpxjTR3X7/sBLznumwNyD29GZv7PQ5GwN7/vC3njuh4Sjrcz7jOwzHPjWObMCQAUHSQAkQMvzzX+BXv/m1ef7LX/7S+P/444/RuHFTrFm7EecvXUd0nBsJotir1W6IAkWKm2kGPP3a64pGuocASGo0G5HUIERf2oWxI/vhl4//FY898SJ+/fQLePzvT+Opp5/AU0/+DX95/ClUq1wPsxcsQ1CCG5HMGxatUQNikHm4QjCZTYcxCmLlGQ1z9tVaSjlW6iznMLtgtp8XHUTDO1Y8XboegHVb16F5pybo3KcrYrxiaMtz1m+y0VnytgWEXMI/YSAkjTCSEpCWEiKN7iUBnecQlxCEyLBERIWI/o1KxY04Ly4lxJoNWcITI5GYFC/gxys5k44oydtEMdxo7GWInk73yY0ofo7eJydJbjJ7+CmzAxINSBqPafAmCdNQEAOCx2jTSHH5EhEcFo3o2BTEeTyIE4NFtLmUX5Ko+GSULVfZACHdTYnAyfrAnRFlXQ1irVOsBxwtYL0i85kSn/O3PtP6Y2f1p34eZmJa1bBkmvRK4pXTnZhXvP8hbM+/oKAgLF++3OgQNYTJnJpLA5jrR3LkyIFmzZqZtSP79u0zi+x1Gh3jorpSw2T+EwAQCNWrV+/fyppsL0+O1Ii9bIxT9tTf9CvyLCA72SfaRewHM93dxlyUnuiKQWhYoNSVWHh9AuAlHPa1UkcZO1fuzeiQ3HONNHxi+4Sux9SuBVCrQg4Ur1QNRRp0RdG23VF+4CCsDw+CVDckSp0wdTI1AKlRmzCyTwlUrVkIVVt2wrYrNDIteyVO6phb4k/NxDiz3HStEdPBNTbMPwVCfK5le69Zp8BpnjOvWc80fzk17osvvshqS7QDjmXPUaFf/epXWVO0lelP5aJcuXJmlIggmXLE6ZUqm9qmGdtTmCDCjMRwJEfM/YxkyWWf2I/a0e0JwFWxQ1u0K4OPv/4Az7/xMT4vVAk9x07A4bCrCJRWJV7ymC0KtQ3X4CTEXYEn/gpc8QHy7TBERYchPCYC4SIL3NCKU/F8rmTERSaIzMbCPywOgTEuRCaINhOUnJCYBJ9XZILNh0SSo+UusTOjE8NFvoOQGOEvHIjI0CB5X9yk/eMxKmZHuJQELN2wBmUF6H9erDiGzZwqmlPKlTZxqgChK9MwsunHqN+4DFpOmoetEvFL8hmxPs1Yf3RsAI5uno1Cn7+EBq3qY9O1a7ggZZJA2JIhMue+hM27N6BFvyEoVK8NRi/ahEjJQ+ZjfNB1HF06AWU+fQnVq1fF5HX7cVIaX3ZAWtOqY+WvRyxz0d/i5gAhIZFByRypgJnDeyCiJRJPyhwVcZ9FwMmFmDKyC15/5Tn83++fxovvfoHek+dj840wEC4Q7sRJASSKIHNihRkBYranh4t2ER+pkt1szNmpKRqIvYtmRChVFFVyoulJpOLiqA6HQcFRJfEu9cQINQUjVOIWLnG0ellEKDlNxCe/vDTcJHxB6JyXSUFkz4JL3nelEgj5IcK9Bcu3LcSH+cqgcM3hGD9vM8LiY8RfIM5fO4ZWnduhdss2GDxiNGIiJM4CBk3cUy8gMXoTNq6fhU8//UYUXW/MWb0P/qJJuR4qOiMUIWE7MaxvceTK/y6adO+DxUcizK56ppsjIRgnTu5G8Tpl8XnN4mgxsDkC44+LoXcWR8/sQsX6jVC0ajt06T8WgRFxWYqfSoKcvbGj0uJzVVwPGlOxMc5qsDDOTAfvVbnyqvcPKzHuTBsbDTYm9jJi+u1lx7zgvGn+ZuPHq/5W/yxXvqPhKDOfFFTx2datW/G3v/3NNDYKhH7+y1/gF7+S37/+DR77xS8NEDK/M58rGHr55VeQ45s8KFC4BOo3ao7pcxYgd4FiKFKitAFCNFp5uDBSpU5xOpwY3HBfQ/iFHZg6YQxeeOMzNOg8AfPW7ca6XTuwevMyLFs2B4tmT0b7Jg3QtGUrLN2xD6cF0LPOquGekexFvDQ4NAyodKknzE6MUoe5l2IGwuTKeuo2BxLTPuesBE5buR4YigXLF6BR2/ro0KsTboSFIt5nTfV6pICQWIBpbmnJ2NmTQc1zBQePzMSAQV2RL29p5M5TGznylcOX+Qvis0K5ULBCSdRv1xLzVy/H+cCrkjvsyUwyJ40nEpwS90iWpCcLWE+SfE+y1nyY0XTRn9zm1Uz9MHpWykv0Hd9NkpC8otvPXj+PUZOmYPSkGVgvMunjNDopP9HsIqtpqFihKqpUrQ4eK0DDhp1TLO07JZV9e11g/LTOaD1RUj/2Z/Z79cur6p+HmezpY57oOg99Rn1BVt3Bq+bDnTD9KzjhiNCaNWvw9ddfG+NXDV7VLb/73e/w17/+FS+88ALefvttY9SXKSPGXcuWZiMXdt5wpzHd6p9hM1xOuStdurTxx99aVlo+6nazDE01kPftIwrsEBWZEKDNqVC0IXxiE3g8MaJjIxEQeAXzF8xC9RqVMWzEUOw/eMDYOImCesxUdMmvLBZ3joinRp1B5PHZ6FL1HVSvmBtdh43At7NXoVqfwXi/SmXMOLgXVz2Jxng00/19NxB7fTXa1PsMJcrmRLM+g7AnwGuWCdAKShSx56ZL1EyMt5YNmb+Zv7lz5zb5wHTemuZ7y/y+qfeZbQ9Z85ZXTo37/PPPs8pby15/Z3cjExhRLn7zm9/g6aefxhtvvGFGE7mBSocOHTBjxgyz8QRHBM03Jd+Z/6rTzZS2NGktUkOQ4Q4XICPWnxl1CYM3fC8mjWqOfMVy4q//+gwN+0zE6sPHESH2ZUxGtLQvKcbYj0xOw77DezBuTA/06lQbbZtVQ4M6lVGkcH60aNsci9ctw42oYJy7fg1LV65Bxw7dULlCdRTKL+1h4ZJo2a4T5q5Yg6uhkQJ8LHllD1JMeAiOHtiLyeNGoXmTuihaOAcK5v8CRfLnRLWKZTFu7EgcPHoEsQKY4qS8V+zYIXZlK+ST+jBs+kSEi52axJbQcwzu42PQtsxzKFcxH5pPWICtgvXYuU7tHuGNwZmz+7F42lAzPbPn0H44FhuPi1J34s10vwCkuy5h1IRheDNXAZRs2hmzNx0w7SuBfXyoAKFVU1H6q9dQuWoljF2+DSelWb8JhMROln+xopdpTztASEjyzTR47PHjoKQFhCR7PAJvEq/B/+xqzJzaEnWq5cPn77+DV599B2999A06jZ2IpRcv4LpU8ihht0gz0ag1dU0QvcCjjDQxpjx+iAq6hHUrVmHJgvVYtGgVJk2bidFTxmPmgpk4df4EwmICEB8dgAuHd2HbopmYNX4sJo6fhCkzFmL+mi04cCUA5xO9CJHIRghHS4wTXTGIuHoKZzcswoppIzBz4hCMHT8I4yeOEeW3FHv3nEJgyBWJyzWEJW3G0u3z8V6eUihQTfzN2WiAkNt3HYdO7kTlWpVRpV59jBgz1ihsM3rFyphyASHXl2HOzBF4571v0KztDOw5HY4IqRcU6Zi06zh9aRlat/ocH+d4EUNnTMOua4lws50VIwNh/tixdQPeL5APX9Wvh4FzxiIi8aw8PItL1/ajerPGKFC9Odr0GYaASGt6EpmNhf2evWzjx483W0hOmDABEydONNcHlTkdi/PK2StIJavKVZW/KuKHlTQt2kvNcjJKXVjLjc9ZdvTDndyo+Dm1bezYsWYnojFjxmTlF934m2Vsz0eWs72sOU+foIaNjTZCP/vFzw3w+dmvxEghEBL+xS+tESH6oV+rR+/X+M1v/4Df/fEveOHl11G4RBm8/PpbyFuwCE6eOiNxFDXJDRLSpe6niDpOChS+jpirezF94mT846WvMGjyPgSIPc6RnbiMCERGX8SNszvRtUkllKtQGlPXbscBUQaxYmTE+l/E5S2LsGz+TAyeOAsDF27D4u3ncTkoTeouB4eTEBp1HkfOL8fqLTMxacYojJk4FjPnLsC+A2cQFpkMv+BwzF0yFw3b1EPHbzsjKDrKbGnPBvNRA0IpArhNR1FaqADWM9i4YRBatq6LN9/LiSJlOqB2o06oK/qkfvMaqN6kNkrVrY0Wffpi7pqliPGEIzldwKYYjImeFDMliJ3fGQJ82OnDYwF40B7BjjfVOgGdI/SW0SqGtfjlrkMcuWdDvOv4ATRq1w6d+vTDgpUrxLBMgC9VwDRBjyCniuUroXLlyvBwdkGG1H9Jw90AIdYjflvrFO+tuFi6Q91Vj9iZxCufq96x+9f7h500LdQz9h52dWd+qR6i+90Q/atO0xEhGrPZgRCZuoWs7jSC//jHP+KVV15Brly5UKtWLbObF0cGuPsagRGPAeA2yNwsoUWLFibO9nhr2dvLS24lLYyXPs9kASPWehCRZWmTU1K4WJ/nycQgLNwfGzauRtduHTF77iyzkQxHfwiCPIJ8qBnMTHxhgvX05HgkBh7G2Y2jUCPPP8Q4zospa9Zh4fFLaDNuCl7LXxCD5s/G0cBrAvu56YsHrrgLuHhwLioXfhVFSuRE3ymzcDA82XT8EAhxmhVHn6iZtDyYHt4zHVwjxHzKkyfPbXX+vWS20/wW2x+2PfzNqY504+/+/fvjn//8Z1ZZk7WcVQa0/MnqJ7tM8J5Tut966y2z2yk3WeDUuZMnTyLO5TbGO2f6CNyxOuN8YjemBEvhxJgRZ9qmGS6xI08vQ5/mhfD2h6/hF69+jAYj52PL2Yvwik7imhn5awBoqOT38o0rUb9WMeT+5DkUzfMRGtaoiLq1qqJXvx5YvH4pth3bg/Gzp6N20+Zo0LgVWjRuifYNmqNhldqoUrUWqjZvjSkCkk5cu4ZEnxvxcVHYuXE9BnTshM6NG4v/umjcvCYaNKmKyuULo0SeT1GxREEMGDkCOy9dw2VvGhZs3o5azZqhZKXyGDd7igFCXkqG6xhij45G58qvoUqNkmg1aRnWS8T9JO5xIocJvnDs278Rwwd2Q9VKJTFi+hRcSkrBDcoupSr1BhJCj6BH3y54/pOv0GLIJGw6cdUAHcpzfNgNHFk3E8W+eAOVqlTEuBVbcTY+wwAla52ntV433tyx1kidF76f9MAAIWv+rOQ0R1o8EWLtCDgJOIZ50/qjdMlP8eqLf0D18kVQMl8ufPJlDpRp3BrD1uzEqag0hIgeckljSWSZKBpLRJvFKQUWgvS4Mzi6ez3yfZMHH72fF599lhdPPfsi/vT0k/j4s/exeMk0nD+1DUcObUOvXj2QJ38R/EOeP/nkU3jppZeQs1BBDJk+FbuuXERkehKikmIQ7w5FYOAlrFk6H01r1cA7rz2Pp/7+ezzx91/juef/jg/e/QSdW/XBth1rEes7i7DUbVi5dwle/SIfcpXvjVEz1yE4JhrR8ZexffcaFCqaD2UqlMfQkaMQGhkFLijnIjukXcOl4zMxYmh3fPBpYfQYshFXBInFiSLzCNgL957H5n3TUKXOR/ggx6tYuHEDzoZyT33JCCq6K6exaN5sPPPhp8jTphsW7t0oQn5RHh7Hpau7UKlRfeQSINSyz1AERMcbJamKkqwNUteuXc1IAIebuX0y79kL95e//OWB4ieffNLsKPPcc8+ZOFPR6dA7lT57LpkebfgeVmJaOBKkRoZ9BEwbcTKNE7oTEB44cMD0gLKnjBseZM83sv5m2ZJZzsxPMp//6U9/ugUEGTbT4sicFvcrPPbLX+FXv/5tVsNE4+WXP9fpCz/H737/OP70l7/h//70BH77xyfwWY4cmLNgPq7duCzyLs1RhgAhrzRCnuuS0AC4Ag5j6sQJ+NnvX0X7gatxyi8RwdIoRMVfww3/M9i5bS0a1K2B8lUrY82ePbgYHQe/8DCsW7kUHRrWwueffYS/PPc8nv/gM5Sp0xJLNp/A5RAxsGLisGP/evQf0hQlyubAMy8+gSee+gve+eBjMfC7Y/8hAVlBYVkjQl37dUecgCftOXyUgFCGGHwGtCR7keHzhydhHzZv6Iv+A7sI+OmOTQeiRK/QJ43BKJy6dgbdxLgp0rApWn3bFX5B5+DzBphRHpcvA8HRyWZqW1xUJNxxEWYEiFOVBcrAl5GCJPlOdFQEQkOCjKEWKQA0yh0nDakHoSlxWHtwByo1rY8+Y0Zi7Y4tiIgKhysxFmlSPhxCqlCmLMqXL28MCI4VSS2RuN06wvOfmHVIp+iQdSSBdUqfk/lM39Fn9t98rn7t/n8KZE8nWUeV6aZ5xg4Y6h6OvvxQ5hkuNIy5KJ4gR43d7Jylj76DaQi/++67qFChgllDwjA5gsQ1Qlp2vGo5qZuWnfyUNHH03AIQCoTMtsXCXCPE0aD4eE5bCjEcHROG0LAA+AdcQ2h4CMIjIxASEYkw0VFR8WLceqRN8ondw45PWi+pUYi+th/b5w1AoY+eRsXKRbH6+Ansi0rEkMXL8GHBQmjX91tsOLhTrBsxJNNiESg20o4V45D/k2dRrGQBTF+3BcdjUsxyARr31FeWnmL8b57Vo6CI0wi5tua3v/1tls63twX3ivkt2hL/+Mc/zNovfpO/aXMxDtr2sL3SUR5te5T5m9PjTBsjzxX88Ep3lQte6Yejh2zD+M2SJUsaMBYYHGRmCLilfNmBnMypcB5BBSkxotA4XiF6PT0OodePYv3c4cj5/j/w2z//Cr979TVU7tITi3fvRrS8w818CE75BlcELV+/BGVKfo3Xnv8dqlUohLWrFuL6tYsICr6G02cPYcqsCShdrRJe/fgzjJ45B1euXJNPuRB0/jz69B2If32RC8VqN8D0pUsR4YrC1RvnMWRgH+T+7HN0atESWzethTc5FkmpkTh+YB2Gdm6E919+EvlKlUC/xWuwPcyDCas3oVKduqgo35m+aA5iMmgZCxzxnEb86akY2S4/mraui3aTV2C1fxpuiJAQXGeIDt+2fSXatW2BOg0aYtKSZbguaJ0yJRIr71/CjRPr0KVXO3xSrAwmb9iHk6GxiEnlrK50xEf4Yd/6Ocjz6WuoUKUypq/dgUuuDNOByfkU3Lku2XyJwMpqSx0gJCwqJ4vNlrmpEYi+sRfrlk5GxbKFkDPXV6hUoTCWzh+JqWPaoXa9qnjl49yo13su9lxNQLBgJyJLVnwyp4ZxpyikCxCKOYz9mxfjq0++wLtv50HpsnUwdNQEDJ8wHtOnj4Xf5b3YtHgYWreuj5K1GqLZ4NmYtWYHNmzZijmTR6F120bIUTgn2vTvin3Ht8Hrvo6AC1uwYNYY0+vYqFV3jJ48FSu2rMLyzXMxZep41KlaF+XyVBEDrRoOnVuBiwmrsPLQUryVuxgKVh6AsTM3IiyOvZihOHPuAGrXrYS69Wpi1LixCI1NsBbLmZ3uAnF021h079wChUvXw6j5ZxAq2ROX4oY79RoCog5j2cbxqNu2BErVLIYthw8gIEaMFtM55UHUge0YOXgwnv7oG5TsOx7bLp6SinNFMmcXTp9ajZJ1quELAULN+g7H5WBrBx42AmpAa4PAXVg4LYojCuRNmzaZ39u2bXugeO3atRg2bJhZUMvePjZ4165dM0BBGzU2ANoYPKykhgbTw3TwN8tLwRDdeOVvzpPfsWMHihUrZgwB7pTEntENGzbckncsT5YrF5hmd2cvKq9cnMz512xk2HCykeKIkAFCZlqcACGCnp/dnLdtGq3Mxuk3v/k/fPDhx6hUrSa69OyN9z/5HLkkPpdvXEGiGLppadKMcFqc1AtrWuwVhF/agfHjRuGP/3gXT71XFh/nLo28+XKiVNHPUahwXnz8VW6UqtEUwyZMQnCkP0IjLmHtptVSX8qifY9+mDl/LjZsXoEZUl879+uH0vXaY9aW8zh0wQ9TZ01Gj24N0a17cyxeNhfLVi/HgCHD8c57X2HshPk4eOwUlq5Zihadm6JL325mRCjWmwyXKPxHCghxUTgXHXK0Pj1I+CR2b+mHPv3bo2yd9lixLwbx1DkZBLKBOHvjFL6dNh2FW3RAqz7dERB4CslxFxAQcBFL121GzWbdzLTIAnlyol3zupi7YDr8ogX0iM72iwzGjl070b9vP1QTcJs3Ty4xWoqjQ88u2HL8IK4kRGDjiQMo17Q22g7sKfpvtZlSZxZ2cU5jcgoqCuCvVKmCAUFctck+SM42YJ24U2adUp1BUESdqPXNXufUr11nWobyzXqoflW//hRI84HpYv7wynRrnnDtCTdJ4VlhefPmvSum7uZmK1zDw6luBEEciVZj3T4yRF1EIzhL12Qy3eiP7+g9R4qef/55s9nCwIED8frrr98ChLS89J7MtoLth9vNNBIYW364cJ2bcXD9GYFQaIi/6M9VaNq0LgoXzi1x/1r01DfIk9fiQkUKmqMCcuXLj7yFiqJOw6YYO2karvgFisiKCS0GLdLCEH55H1ZNHYQS37yLus3rYaffDRz3+rBoz17Ua9UCDZs1wNRFMxCWFoXI9Aicv7QfC6cMRoFP30S12tWx+fR5XBTlxOUCamQa7SP6iGWj5UM55FWBEDvJtI1nO2BvA+4Vs10i8ywe/ua3uTEG23HGYfHixQasaplqGessA3W3PyfzmcoE79lmvffee8Ze4yjTkiVLzIwRyijXbXFEjmCIoxlmbTXn43KBeDqnxfkjNuwoZk0ejJJF8qF2rRpo0b45Wn3bGiXqlkP/yRNxMcptZiVxxCM2lato4rBpyzLUl+c5v34HnTs3x+lzRxGbEI7E2BCcP7ob9WuUQ5FSxVC/S1fsvnAZ0YnxSHPFIi02StrgbWjUvgfez1sEnSS+10KvIjLWH1eunseRAwdx+fwFRESGmJ0y06SkYwOPYe/CkSjw8YsoJED/25U7sU3sxMmb96Fq3QaoxO2z50xBiDda7GRJU9oVUeNrMGtwDTRoVgdVuo/BRgFCHEVMzYiCK+4cxk0YjG/yFkDVRq0wd8N2A4K4RCQ9I1YSehoHN0xB63aN8U3FGlh84ByuJXjhSpf6IRIXGixt8JKp+PLjN1Ctfh2s2ncU/oLIKY9igUn2usWXz4B0MpsOBwiRReFw7i05xReNyNDjWL1sAJo2Ko8PxXAqV7EJJk0cA78rW3Dh+ASMHvMtXnwrB/JVHo6pK4/gerwbgkdF/HxZQCiZgpwRLJK5C/s3zcfXn36JL78sh7YdBuDI6au4cEME68IRRFzeiSm9qyBP/i9RpetgDNobg7MCrLwSs6grB7B43mhRXh+hYv1yYkAOQUr0YXivrsL2dXPQY8BwjF1xFIcDohCeLnGQ7128dAZDeg5ByU/LIveXH2Ptnqk4EjEfS/YtxLv5SqJw1UEYN2sTIhK4hDgGN/xOo1OHJmjaoBYGDh2CwJgEM8SYlCbGu9cPq6d3RvXKpVChbgdM2xgs3xBALpUtPfU8bgTtwdApPVC+eVnUFGR/6splJBBF0Shwx+PGukXo1qETXs5RAjUnrsGxiBDJa/Y8bMDxIwtRoGoZfF6nDdqNmIyrEdFGSVJBcrSBjbY2CtoYaI+SGgQPCjEujDfjqIefcZ44h8E5T/zUKTHEJN5qkJAfpPjfLVkN8U3DjmmzlwvTx7Ii79y500wN4RQD9pLzwD37fHnNB81DDfN29wRE7FFjI0MQRCODa4QMEPolQZAwR4Yes6Ym8PmTf/krPnz/AwPE6tSpg/4DBmHh0mU4ePw4ikkZ5StSCHEiq1Sg6aLYzdb5Zn2cGNxJVxB6YRvGjB2OP77wHt4sUA8VajWTRqQSSuR4B2/96z08/a9caDRgvjk7CymhiPPfjMlTh+OJV97F5xVaoO2332LqhG8xqGsFlKtSAn/74Gt0nC5g74w/Vq/fgAkj+mLcqIHYu28H5i2ejyYtWuP3f3wGvfuNxe4DRwwQatqhkVkjxJGmGI/P9ByqgfEoACGl9BRpXVP85e4k9m/pg3adGuK1r0qhRuf5GDFxAWZNHIQFEzpgwIheqN6tJ8r3HY5RC2cjLuaC6NJt2LRhMZp36oGqLXqiRsNmaCyNZJM6FdG9T0es2bcJx8OuYdvRA2gvOqtV05Zo2rABmjSoi4qVyqBaw9roMXokdl2/hHVnDqFKh4ZoKkBs/prFIrsSJbamXODlSULlkiUMEBITVRp+bolhTbtWeb4TpsyTWUdYt1intM5xZJl1iEYk6xHdtP7xHdWjdGe9IvMZ/dL9YSfNH141XWS2GWTmC0FQlSpVzNoeApqGDRveMXNLawIUXrlldvHixc3oAMEMARF1D3UQWRfMZzeK6UZ/BD8caWAnEMEVdRA7dLgFt7WJS+NbyonM3+rGsmSavNzl0IAgUVGmjLkOU4zoVLEUBAhFiWF64MAOaXt6olmzemjUqBYaiMzWbyBcv67ZRrhJs6ao16gxGjRtga69+mDmvEXwCwqWtlxMaOq7NH/cOLkNEwd0R/liBdG+b08cT4jDBZHj3RfPS1s2ElXLlUDPAZ1wMe4yQhCKo2f2YFT/XigugLFVu444GhQGP6kPHJmg4alT7zjLhPFmWthO8p7p44grwSenCNrbkXtNzF/KDL+nxHs9B4j3PKBbN0vQER6ygiAFPtmZwIeA97PPPjMjPyxjAl8e/E1bgKOULFcTh2QvfClSjqIfqL25e5xXVDb7VuALQ3rUXuxY1g+tm1bHN/lKYeSUZdi0cxPWbJyIkhU+Rv0OrbDs4DVcEdVIoJCQEiZ5fA2bN81D08bVRHbzYtiYQQiKC4InPR6uKH+c3roKZXN+ivc/+QB5a9ZCh/HjMHLaeEweOxCzxw1F9+49UaxCHfzln++jfuvWOCc2YnxSCLypbrOe9vKVGzh2WuzOk3tx5vRO7Fw+HhPblcPXL/8OucqWRvvVB7BaEMak7cdRq1FTVCxXEuMl/EBXlNjInGl0HSkhm7B2Vmc0at4ABep1w8bLHrEtRVDSAhAfdgh9+3fFax99jVZ9xmL9IdHfkjZarMiQVEYex/rZA9C8ZT2UaNgCmy8GIkyEjOCGu9ldELt62pThyJHzY7To3B77Ll6V59bUQx5FwZkB3JiIWUymtFGF30+670CIDS2HmH1JLvjcCYgK98OGjQtRv2FpvPr6M/jksw8xcMhI+PtfEIURjGTXSTFaNiBHvmL4MEdl1GvXF8f9wxCaloyIdGv4TWRSMlYkIT1QpHMPDm1filw58qFE2bYYM2kFQmJEidFfQghO7pyPDtU/xkcfvojh85Zh6RUfzsSmmTU88WEXcODwJtRoUg0l6lVEr4FtERlyUCrIWSnBMCR4kxEmnwkXIQhJjkGEKDI//yuYNWo6Kn9ZGV++/y6Wb52IXUEzMXvHLLyVpwiKVB2A8bM3CxDi4t44BAeex7ABXdGsbhV07NwJl8KizYK1BDE6EsIvYGS3qvjik7dRt1UvLNwfYRQcj4kFruHy9T2o3aoq8lQpjsZd2iEwMsZsGwyfpC4xEifnj0erRg3wcamq6LByL66nWu8hYR0O7puLHGWKI2ejbug3axmCXda0BipBVUbaGHBUgQ2/Ks8HjRlPKnjGXeM/ZMgQM6+cjR2HwKnwmSZ7Gh5Wsqdd08v0a3mxoeO0Ei6E5anX77//vmlQFi1aZJ7RHxsaexkr87fV0FvGnP2ZAiE2NmyITONkRoSEf8E1Qr82a4V+/Zv/M1NRuKVprpw50Kd3L2zdssns1BSXEG/W57D+1RRjJ1+RAoh1xYhM04XyKYqaC/LTaBj4IfzKTgFCQ/G7595Ezylr4B/pFdEOx/wxQ1GzhijxCq0wa7sfYkTRpqeGIvDCCgwb2RO/ffafeOxvb+N3Tz2JZ595DC/87TE88fff4revvIXmYxZjz/lg3AgIxeYVyzBxzEiMHTcSBYoWxF+eega//PVf0HfAeOw9dAyLVy1GvZa10apLGwRERpg1Qowp+dEAQjflze2KQ4qLUxiPYd/Gb8Woq4jH/vCy5HMu/P7JV/D07x/D0798DE8++3u8VbwE2s1Zgv1XRFemheLsrlkYIIDn09z5MXnZVlwLiUR0VJhp/Ft0aIwOQ3ti+dGdmLZ8IT7+/AsM7TcUh/fvQ5I7DuvWL0eHPt2Qs1I5zN27C6tOH0B9AUFNBrTFrOXzJG4SSXYtuiWfRVdVLlEMZcqWQEhCDK7FRSEgJgKR8bHm7Jg7YdYdrqkjU++pOw0o/mZnC3eiYm826xjrkuYR6w/rDt14VWJdYh3l9WEne1o03QSH1EPsROOoMgENDVJuZ7xixYosf3fCzDeGQ93G/OUIwaeffpqldwiI/u///s+wgiA1jskKgvSsGY4wderUyYTDMmXcuRC/cOHCWbulKWv58dt2d/kvz6Qmi7tVthwBFDtC2umsNULZmAZfQmKMtD0h5tBojlyy9KkNEpNSEBYdL0Y3/QoQEtsBKVdxZOdytG/aGNWq1sLgqVOltc4wi9gvRoZi0/pVKJbzM9RpUB77ru5GkNg3u4/tQJd27VChSDn0HjAMl6MTzQZStBNoeHIntKRUMfC5Y6MkgPqfMqwyy7OYmA9c/6mbXtya7nvDlB3WKcqMkv0548dNLghmWN6UJQJflq8d9JAVKFEe2D69+eabpiOUa2H37t1r6i1HLbVOapvHOHA3P5eH22WnmGld3KEyQQxIr0fu4/wQcGYp2tb7ChXKFECbTv1x7GIEol3ROHd5E8pU+QSFKpdG9/FLcTzM2gzAkxYp+XgRa1ZPFwBcGRUqlsTUuZOkdeC0tEREBV3AwWWzUebL9/HkU0/gsaefxmMio79/9gk8/eQv8Myff2amDv7f317Bb55+HQ3atMGFayfg8gUjSmy6E5cuY+Lsueg7bCD6DOqJEUO7omnFb/D1k4/h+Z8/hs+KFEKLpbuwWARg/M6TqNe8DcqVKo6Rk8bC3x0lciFyKEAtPmATDm4cjzbtW+DrMg2x7lgwor1WR1dE4H5079UZr39WAOMW78AxP5FhEXG2chwlSws+hFnD2gi4r4O63b7FodB4MxrGEzSTfOHYs28jvu3bGUXLFMHAsaNxVexS7tZKeeQW4pxOym3LqR3JrBP32xp7IICQURxpLiRE+WHfvm0Cgurgizw5kbtQLoyaMARHT+4QYRV0ni6F6InGxYsnMWBgbxQolFfAUG5MWrIJh4OtBYI0pcQklowV5JoqRn/MfhzcvhpffVkI+Uu0x7AJqxEck2YMmYSYAGxfOQ6NS72Op594DK9/+C5ez1tShKkE8hUvhIKFvsSH33yIP732PF7O+zUadmsOv+ATEu4NM5TNBWy79h7DlLmzMH3FNAFSA9Gla1vke+8bfPTH95Djw/cxb80I7A6fjyWHluGlz3OhcKU+mDp/B8LiEgU9xyIs5BKWzBmPDk1qoEGj+jh0WcCUSEacKKRQv5MY1KYscn39AUbPXIRt1zxmowSuf8rwnsH+w2uQs1gelGrUCJPmL0V0vKhYJswlAh0bgj2T+6NhrQoo27INhh88izCBiGkpZ5EWOB/r14zFu3lyo0i7YZi55ShCxIigEiRrQ6ANnSp/3quhrArrQWCNE1njz/MDOA+cu85w2J9T5rgdJxsC+uF7DysxvSwPZVXuTL+6nTlzxvTysTeWI0E0AjgVgH41r3jPBoL5wfcVTNrzlH7UndMVFAiRTaOUtXX2L/HL//sDnnn+BeTKnRfdunXDkiWLsG/vbly6eB4R4aHyLTf0BGzWUAKh/AKEYhK5/QgtWU5njRZ9QCAUKK3KRYRe3Y4Jk0fgiVffQp/paxAUkwxfohc3jh3DuDGz8MHXlVCv6xSs2r4XyWlhuHZpDUZPGoC3v8qFln3HYcnGVdi+az52bhuLNTsWYdmB/dgT6sWuM/749tth6NqqEzq1a49+/fpg5LhR6Ni1h5kaN2DwJGzesQfL1i5Ds46N0b5nR1wODECcGDCsYuRHCQgZeUiVMkoNED6BnWt6oFO3pshbqSl6Tt2Lhau3Y86EQaha4HV8nfcjNBo4AHPPXEKAl0ZeKHYtH4lG9Svgiedewsuf58eX+QogX95v8MFbL+Dtz95EobrlMGffOhy6eh5LVqzG3GlzBSSNxZjhA1G8eG68n+NT5K5aCbP27cH8oztQsn0tNBjYEnPXLray1lh9kukeL6qVKIqn//5XfF0oHz4tWgBfFs6HXAXymbpwJ0zDmVNIec9RBI5m0lhUN07XItMfO1y4mYwa7ppX7GRgvVGim9bTh52YRtW1vPI379lhxlP+OepC4MI8IwhiJxTTfaesYTNcji5xGi/zmyPMNIoJdGj8kmkc8zf1Ee85dY7TqbgWqFevXmZ6FY1hGtUKgvgN3rNsCdi0XPg9LT/lm24ixpmjKtYz6kxhsV0IhMh6oCqZa4Yio0KwZOkCs4VwvwH9sXP3LmP0URtwAwNumMCF+EgXyyX1CjJij2DF/HEoUqgoqtVriUnL1yBY/IYIh3tice7oPtQonhfVahTGwi0zcMV1Aau2rUGlijVRs2ozjJ+6EIEJPkRJNaAdRI3K73hTRB59N9sI5oHqdJYNd40jIGS7YU/zvWLGgXnO7zEOSnRj+6xTUQlW2YGn4FavOh2S9wS8XLvMNLC9Y5u/fv16HD9+3Iwo6eiPllv29HM0yBjnUo5ubtoiGWZm2YraPrx3Lfp1LotKJd9Az64tsffAeQRJ5rpSXAiLPYnBY9ugSuM6qNjsW6w7EogQFyfjJiA1IwibtyxCkya1UK58cYyfPgZRqbFISIuGO+oaru1cjQpfvmemeDceMACjJb7LdqzBti3zsXvLQmzZthmrdhzFih0ncPT8OUTH3UBE9EUs27AU9Tt2RPHadVC7eWP07NcVwwd0xOzBbTC7S0Xke/P3yFmyGBrO34ilYgKO23kKNRq1ttZDzZwGnqHnYluVEYoM9ymEXNyCwUP6oEDZupi1cg+uBVyHO/Yc9m6fiwbNGuFfOUpgyqpDOBfCE/ioZiWf4sU+PbgUrarlFnu1OobNXYyj4fGIkTzk1gdpyaFYsWYeajetgyYd2mDRxnWIlLzm+5xlxfVwVt2RdpO4SmSVTaVpLu8jPRBAiDt1eOICsG/rYvTo0QHvfyYNTfHq6DqgH05c2I14z3Ezd5EH7Ek7h8iIMOzftRzNG+XBm+++jpqt+2HWzhiESsayf8Hs3ZEhhlTqVSD6oIS7Dp9+VQJ5y/XC8Clb4BeZZuaExkb7Y8Oi4WhU+g3869nHUKL4V6hcpzrqNG2Aus3ro06zuqjUvBFKt26BGoMHYeSKRfBPDEZk3FWcPb0P86aPx9Ae3dGhQxN0H9IOHUa0Rrv2zVH262LI9dfPkPO99zB/7SjsjlyExUeW459f5hEg9C0mz9ti1gKlpMUZMHZ833r07djQbDW4Ys9RHBU0H5TowakjO9CjXlHkzfkR5m/ciAORPkSIEKWI4nSFH8KqtXPwhjQ4lVv1wLpdpxBnuiSEBWQhUAyKPk1QtngONO3/LaZfvCxAMREZaWcRf2Eq5szoi7e+yYM6Q5Zg19V4RIllR4VBVmVF1nttmFSZqFJ7EJhxYrwZR403lSnBQJcuXUyDR+bI0OnTp7NGQh5WYtwV8KiSZz4w/TTIOP+ZBhoPo6tRo4bZiYe9b/Sv+aP5pg2ChqnPyLznM/0OgRAXtWrvKxujvzz5V7zyxpv4MmceVKlZB1169MSkKZNx+PBBREdHIiWZRgG3mKVcSXjpAtaECRlqN7SAUEQsDxfmIk2R24xMIMS1KN6LCLm2HROnDsdfXn0dvacuQWC0xFdkPDXKgz07z6BqvW9RqFJntO89UBqpC7h0bSOmzhuND3LmwoAJc3Hm+nkxBvwQFrkT+85sxqzNa7EnKBpr955CkcKV0bxWawwbOALLl6/E2k3rMGzUWLz1zhfo038c1m3ejkUrF2WtEeL22VwjpGcJsQl/dIAQb0TBZoRJUk4ZINSrb1vUaNsfK4+7EJ6YgWj/M5g+oBGq1y6DIk0aYuLBo/Bziy4WILRl/iA0blARb336OfJVqY8ajZuiYYPaaNKgCppL/nafOhhLz+zCpuMHMHbCVIwaPBqD+/ZF/96dUbVaCeQsURBfVCyP6fv3Y96x3SjctioaD2uNBRuXm+n8Ru8RDLk8qFGyCF579UVUEz1eqWVjVG/WEHUaNTBTre6UdZoWp9XwjBq68cwZfc4eZ6474PTbvhLPs2fPmpEk1Z9aP5VYv1ifeOXzh52YBtW5vOfGCBwlY14QILLzhTtzsfPJkp+b4OL7mP6VdUSIo/sEQmY6rugf7YihIcxpcwQ/CmwGDxZZWrrU7AzHMtFysMeD+pCg1n6gKtmu/zQu6m4vv+xAyA6CyKkpHrNZwuYt69G9e1dMnT4Nh44chidZAIAUPzWC6REnEEoVfZdyDr6QrZgyti/e+fhr1GjZB3O37jeHp7KDNzHNhWi/C+jTqg4a1CuOfmPbY9/VHZgwdxo+/6oYGjfpj8Wr9iDKZx0ewupAIMRvccaoT6x7u37XsmP+ctc4gghN271mbVP4PbK2YbyybSbzOYEQy13bG5Y5y5/l/c477xg5Y/vGqd88Q4rTwHkIK0eZ7OVI1rIjM2wy42EddEv2mV0mfcksa6mvwmdP7caMSe0xbkRTbN28HDFxaWKLippJ9yIx9Qb2nVyJyYtmY+CkJThwIQ6RHglXcj85PRSbti5B06a1UaZscYyaMhJhSZFIyIhBcrwfQvZvQK28n6BU6aLoKW3zvqhIxLBzm0s50kNELhiKjuplwOMOxMkTm9FtcHd8VLwIyrdug/7jx2D1uuXYtnYeTq6fhsMzuqPEB39BzlJF0GjBRqwQnThG2sdKDQQIlSqH8TNnCED2SbhcNcnp537wRp/FApGfmnVbYujo6Th8ZJ/Y4Rdx8vg6TJw9C52Gzcbm0zEIlGaZfUxme/fYG4g9txlzR3bErDkTsfXMJVzy8HQ3dgZEwB13GeOmDDNHKPSfNAF7z56SltHaaZXtPpessAzYqUCwyf3RSPdbI95zIGQXRmW7O5UJD1I8f3IverWrhzfffAnPv/EvNO46CPulcUlI4cm8IaI4YuHyuZEkOo09k67oK5g6qi2+zvk5/vVVUXSesA2XRXIoPD4BQuk8oTn9uthVB7B700p8Kei2WNX+GD93F66Fi0CkijKMvIEti4eifaW3UTT3a1i1ZQ3OxlmHPLnMqdDc79zajFtCE4UULyIagSvn1mHMyJ546+3XkSuvKKF2rdBpSCeMXDQES5bOFYQ+EfU/r4gc77yLZVsmY1f4MizYtwRv5y2MopV7YdzMtQiPSRDxSER6ShQSwi9j0qDOKFOuJEbNW46N1+JwOTwGW9YuRqeahVGyaE6s2rUTZ1zWvuteyZPg67sxd/4kvP3ZF2jWczgOnQ5EdJQoVXYFxSci8dxhjG5RAQVyvY/+08ZhpSgVxh+4ihuHx2GYALfPipRC34UHESzCaBayZSooq1xuNgp0I7BQRaLuDwoxPgQAjKcqOqaFbuyhpDHDXiMaLpMmTUJkZKR5rjL4fXyv6Xbf/C5W/6rYeWV6eWUDwuln7dq1M2llLyrnwrOnVv2SNZzvIvv3lJlfnBrHudecpsC599zt5+tvcqBh02aYPme+WXfHBl7aECHKigBTAUHmtOtMMMB59ZyXTchQr1FDFCxWCCGRweZA0wwjvETzBEOhYhxcR+j1XZgwcST+/MIb6D1+BW5EsidRvKSkIyI0DqvWiFFcqhbyFi+BbUe24nTAQSxcNxcfffkRmrZsgUUr5uF66Gms270QXYf0MofLTVi2GYvXbseXX+RGl9YdsHblKgSFBGL9lg1o3b4Tnvjri+jSfagAo22Ys3iOGRHqMbAXIhITzDlCuoW2MWQktVySz6bADoSo4K2T5yX94oP3Dz1lMMVcNnseu9f3R+9+7VC9VU8sPxguAFGc0xJxcf9ydOrZEo+98BSajR+LQ9dOSdGHYdOCEejWpTnqtmyJbacuGkONMwGSk6IQLTowULTu7vALGDhtPN58+wM0qdUYE4aPwIaVC7F8xSz0HD4AH5QsboDQojMHULprXbQa2wmLNq+Eh6dLUnSoxGLiULtkUVSvVlF+Wlu28luUvjsl1hUaZbyq/FP/kfU3Oxu4NTOn4XDrYZ5Pwk4WAgI+t9c1sr3+2cPNzveDbheP7Jyd6MY8IrMzhZ1O3bt3NztSEgQtXLjwP77/n8j+nv1AVR0B4IiAff0PDXlOAaY/6nslezj6m/GlLlMgRFCrRHfq0Ow6UsvuZjgsR4YjeteAIBqBIoOsH8K8p43CaXN6mC/fTEr2ISYhEV4ejim/LSAk7/HMtKSTiL26GkMGdsazb3yM+l3HYNnBMwYEcUtjHiackRiK1bNGoXP7aqjRuDAWbZqOTgP64ul/foa2nSdh+/5LBvywo4ZsRoSEjU4WhcTRFqZP84TpYntB+W3durX4+nGIealtNctD227NYzLdWZY5c+Y0u72xzSFzR1h28LVp08ZsenD9+vVb6iXD4LsanpadlrvWPRKvHBEyLGUmrZX4lbLRXRMyEsVPsOF0tk/iJMEIKODuobQNYwXcJCFCdB93naMKdGe4zHqeNRsWid1RG6VLF8boicMR4Qo37yS7A+B/dBOaVC6IAkXzoUbHrth25RpiUzglnG2eALnkRATKd25I4cWJjLkT/LFq6URUa1AVb+XNi9FLVuBsENtayk4koi7uxNaJnZD79d8jR7H8aLd4PTZI4XNqXPmGbVG8XDWMnjYDgZ4EkSW3yB21IjckCsK+XRvRr1d/dGzXFatXLYVX4s6d6FySBVzzZK0NEjkSIfLEizS6BKyZ9WyhkkU8FNXyw1VWKb4gXL+0Bz36dsAX0q7P2bQBVyIj5JlpAc3oJ9t/bryTJm0oz/Qk4HwQ6EcBQhQ+ZRVC3lOB8vyQ82eOo2/3tiiV71N8+um7aNGpM5bs2I9QqSAeES8efJgqAsZTdZMERprDT31R2LN+Hpo2a4iXP8qBks37YcG2wwiTyu4TAeZ6AWT4ITV6P3ZuXIYvviqCohV7YvysbQiMSkGiCHxi9DWc3TYNvar9C599+Cz6TpuN5VLO8qZ8VyRRCpsbGiSK4EQxJhRU3zkcWt0fHVpVQYFSZdB1zDLsuuyPw0EXcDb6JM6eO4Zp/Uajxgcl8PXb72DJxqnYFbZGgNAyvJEzP4pU6opJs9YiMs5lthHMSBWjLykUW5dORdv2rdCy/1DMP3oD4SLjUaH+CD6yGacO70RAfAxE/NhvYPoLUjx+CA65jm0HDuH4FakMCSLX1HxGE0oNiglG9PFNZnj3TOh1nBVlHS0VNwN+2LioB5o1r4r2/YdhyeEQhIkwshLby8jOdLMrKeUHhRgXKjnGUZUfZYsKlvOe2VPEkSHuEsSFoX369DENrCpju4K0M93I95oYZzZQGg/Gi7+ZBns8eE/S+NE/FbyWDdcusEeUC4PZWNAY4a55DE/fUf5PpH4YLr+hecs1Ea+++qrpeWUvHMPnDl8nz56DX3CYGMM+q9E1oTC+Ei81EMwTqxeVPXBseGrVq2vW5UQnRCFZGpQ0qWlWV4aoYCpaz2WE+u3H1GkT8ddnP8CgCVsRJO0F7V724HHNyvXLF9CzS0eUrFQW7Yb0MQvpj149IeBpMFo1rIBiJXLj68I5kbtSGdRo1QbDpszHsfOhOHHmqtkuv0yJ/JJXHyJ/odyo26geqtSojedeeAut2vbGvMXLsXDFQjTv1MSMCAVGRRogpCNCbC/ZfD4qQMgqS5pmV0WnDkbfAR1Qu003bDwWAZ7jhnRpDiOvYJUYATkrF0PZzi0wZdkMeRBjNqzp1aMNchTKh2krVsEvPAQebzxWr5yLIZOGYpjov7lHNqHPxFF49oVXMHrgKJw+dBiBV89i2vSRqNW8Ad4pUgiTdu3CghN7UapLHTQZ3gYLNiwzx65JEVhKLNGNWiWKoLLIQ4KUhw6SU/rulFjXWK+0zvHKOsB6pDqDnSm7d+82Z5JQp3BnM45EcLtnvqP1xl6PeNUwlfnb7n4/SNOncdD4aLx5n53oj3nEEReCIOZDoUKFzAgZR2M4EkT9xTDuNl30r/HgiAV3E+NUOwIhGsUEnyVKlDA6iFPfeDTAxYsXzTQv6nwlDUe/zyvTQr4dENJvaj4oaRiWG58xTfTH+i6CnwmA7My6Yg5bFT/mHflLMJKUKiBAftBVfIqb3JnzDo8i8OR89OzeCn9741O0GrIQW077GfnlhCt2mqZ5QnBi9wr07FoLn371D/Qb0QHVmjTB7/7xIboOXoLDp0PFTpLPC3MUiB02rBKW5r3ZRmpamE5OPSTY4IjQj0WUG4IylS8Fn7zX+sUr2y5O6+I6Ia41+/bbbzF//nwz8sip72zD4+Ks8w+1zDRd9t+3cyPxyvznVG2drm30NBUKdZ2xAhOFM8fY6CbPxOQXcGCsMCRKWfPQU25IQWOfh0dz0/51W1aJbNVAudJFMGHCCMTFh0ubFS+Gfzgig49hyKA2KFahOD4pUhLfjp+CE6cPSSEFIT3hMrYe2IE2YyajTMdemLVqObwufxzcuQT1G9XE3996B11HjsP+82cEdHkQGX4Za+YOQ8vSn+C9vz+GnEVzo9Ocxdgp1WDa7tOo3KwrCpSpgeFi24Yl8RQgC8Ql86y+tAhEBV7GjrWrUadSRQwf0hfXAi8gLiXRpFgsUyN/PJqG52chSdrnZHGlbZ0WKSDfbaZh0h8HDOKjLmLZwtHoPbg7ugwfip1SJ0O9PEpbQJDknU6L43w4BUIPSrN4T4CQCp4KnQqhupF4TwEmELpy8QzmTB6DwdJQ9unTFRt2b8eFqGirk49CKiIqphO8aRyRYRFJKae7EXnpHFatWInWvfqh1/SF2Hj0DKJF+XJHCrMdJQKRFnsQe7bwQLaCKFGhKybP2mLWCLkpuIK0o88sx5RWX+HTT/6Jwm36ou1eH46IleOiQos6Bv8LW7Fuwwys27MUl86tFLetOLmwOVrVK4YcJSuj8/yTOCXahnN5r7ovYueuTehcpxmKv/AFvhGhXbZhOnYEr8eCvSvxXt4iKFa1CybMXCVAiAv0RLDSxOhLDoffqe2YNmMySjVsjr6Lt+FypDznnvbeCPHDhXbc3d3q9ORUHPYTUQmzuhL7CK6TP8LUrjyBMFnyyRsoV0I4n9mAITo9CmGRJzF5dAvUrV8Rc9dtxaFgaczkGcN4WIkypUpeFSobYQUSnCdMo6WJNBrcxYiGC6eLcd44/ZIpj3xXAYnKrcrrvSR+h3HVNLCh4G/WD42HxkXjySv90w/jTGOgd+/exkhgDyl7Z2mM6EjeD0mHfkuZxgbPZ5o+fToOHTpkLULlxgei2Ch2lEU2upZuo/FEpoudJS3ig3W0Vv3aBgjFuWNN/WZnh7XdSZwUagQyfDeQEHEGu3fuQcs2o7B+eywiRClEy4fcNAy4cDPhOvaumYExU0ZixLIl2BIagWBPFK5f3In103qge5emqNy0Ker0HYlhs9fg4MlgxEiVioyIxZ49GzBkWHs0aV4NDZvUxqDhgzFmwmR07NwPs+auwY69B3Ho5CHMXTELi9cuRUhszC0Hqlpp/ncgROVOIESln57hs6bPPCga/wdQlgymSaozqIVuYMv64fi2b1vUadkR248Hm8OsRUgkY2Jx5tIR9BjXB0UaV0TzHs1w+coRnDuyA3PmTDKAtVHHdug9pD8mThojBnRjNOvWEiNXzMCqi/sxYek8fPrFN2jTqDXGDR1mph93694SxSqXwVMff4hh69Zh9uEdBgg1GtrKrBESTGyhHSoxT5IZEapSuZy0H6lmNJ/tCCXvTolpzQ6EyKxvatzzOafgcLpo+/btTecDt2UeNWqUAUn2esf3NDxlutvDtrupu97fa+K3VJfY48l7NVJJ9rjRP0eauf6G6wFpTHO64MyZM82UJr7L8OiP/u+W+B3mNQ116jauO+JUKDWIeQQA3Qlofkge3Q4IkTSNtw9TdZqds+u37Gz5M3pBmDlpfyrSIY/FsHQdwdFNI9CiVV288GkhDFx0GCdCuLxeRDqFBwxHIS0pGKH+hzBqWBu8+84f0bBpORSqUBFPvJEL/absxOlriUilEk4R+UxNh1uMAlYLSy/fTJedCR65fTbXCP1YpPVIZYx1RdsY/tYr13HxoG+u7+VaM54LyLqlcac/yhivDItuDJu/75TsZWK9JVo9XewrsS/ZqmnfstH43NVUmBPgOFpCu4kTzdLEPuOxL7TGuP9pdKoPK9evRv361VG+dCFMmzQSKS5pq3wx0sZFIM53FZv2L0bnQT2Qv0J1VKrTFN9264DF43ph5sjO6NSvK4p37oZCHbtj1voVot9CEHblIEaOHIgvCxVFidoN0a5PL4ydOR7jJg5A/x6iQyt+jXef/QW+zvcF2o8dj11Rbkzdfhjlm3VDnrJ1MWz6PIRLWx2X5kJiWoIAZYE4TI8rDGFnj2Bk9w4YPKAXlm5ciyvSzhHgEARR/pIoojygn3PSCYQ8HBUSeUznbCnLX4wnEpfObseAPk0wZEx/rNy/Fxfj3ZJHXP0rYDfZbXZYlJBMpqcLYjcbOzPjHwC6Z0BIhVOJbiqsdvb5vGa3OGZyhjtKGhdpRESk2HglSo4lyDseCYZTULgRaoaFUVky8g4rj7gkp1vzaIUptD4xOngIltk+O/EkDu5ej69yFBYg1AUTZ29BaLwYvOKPw4qIOYbN4xugRNHP8Vqe4ig9ZBWWnwhAYFQ4Lh9eg0kTeqNQ6Vyo1KQKps7oi8TQXTi5rj86taqKd77Mhbq9Z2DDmes4HxuOdUfWYsDAXij00Zf46PcvmKlxS9fNxk6/LVi4czW+KFYWpWp0xrjpyxAZK0AmQ2IsQCjdHSQGnR8OHT+Ib8pWQo3eo7Fx/wnJF0mnV0TNRyhj9ZVbio0mGI1GQkRL0bFCG51LB1EiUvPEc6RkE4dwU0yuhboisGvvKvTv3RjN2zbEQTFsub87841hPKxEWaMyVSXK3ibeq4zRjUYLgQ8V/htvvGGmjc2ZM8dMZVG5pFLVHWb0XTvfa2I8yfqt7N8nM112g4VxJeBpKsY+p/9xm2w2HFwoqkabpu9OKfs3yWxg+E39rrpz8wPufGSBAkv8rAZFhdEIpO1e3hWWWJk1QgWKFUKsmx0cYjSZdUKs+ZR0NjMEQ4FI8viMMuamYOydivXJN7nTEv1xcwV3MBJ88eYNTmHl4L8ZsPfeQFpKjAmRE7qo3CNF2D3ikJIssUg1tUI4VmLjMeCMJ7+LDYFEqWgJXjZt1tFv7NfigarURayLZH7FPjWOkMgs/pQM4JA/gRAbC3Po4kMMhFjeLH8zImQ0SSA2rx+DPv06oknbTthz0t/kG4s8LcmFoIjr2HpiC8q3rGDON5szbyKC/C4IIDqHQWOG4JM8X+HPT/8Zz/zjSRQrXhADxg7GiciruJIShe0nDqFFy7b45K2P8eJTT+PT995E7ZplUaJqOfzm5ZfQb9EizD64DdX7NEPrMV3MiJCXp7myh4hK3etDnbKlUL1aJfnJqXE8YJsQ9c6J6dV6aGe6sU6xDuhzjjhzs4QOHTrgX//6l9kggJ0uNOIYDpn+Tf6Jf17J9jqkxHv99g+ptz+U9LtMC0dUeE+mnsm+kxjjRXf6u3LlijmXhbuzffTRR2ZEjH6YR2roanrvhvRb/AbzkefYcfSZW3KzM0bXgGg+/hC6cyCUKdj/FUu4mUwtwNxQNkBIjGMkHsGyKW1Rs05FfFKyFpYei0GkeOboUWJcJBLjg0RnhQjQ8ceSxcOR6+sXULT4Z/g8b368mqMixi8/jatBop9ZD9yi91MEbMgtTU/RPvKVm+my8/0AQvbvq4xpfWJ5qvyTWdaUA32urDKqv0n8TeDOMO+U7OUiocpfanXmGlfnpJo2jWx19TFzBZTKv9gMzlOiyuFb/CstRJoX0dR/MdFYvmYFmjdriBqitxbMnirBSrw80fClRkp44UhACPaeOoDeI8Yhb5EyeP3lZ/Hc7x/DM398DF8WyYkWEyZh1tHTuBwpNqw5zygCx4/vR9fBw/DKF9/gD8/+HU88+xe898E/0aZpZcwaKYDnk5eRu+BXaDd4IHbfCMS0jXtQqWVPFK3dEuMWrkBEsg8R7lgz9Y5x5tQ/eMUGjrgKv6O7MGfmFHQbPAQHrwYiTBLNdpMqlW0a0iX9BEJc8xknrWwKZxeZ41XNRDv/0Gtmo4f2rapgypyJuJoQZzrf+Zz2p9sr4EvAkEE+7CWUC4PMzPj7TvcMCFFJUXiVbie8lpv4SxVBSibalAohqJEGBU8aj0kW40NKgWNApjKbQ0alIASt+5LEcPGJ0pUM5c4oPMwpUYwyt1wpwpx2li5GlCfyCHZuX42ceUuiUJn2GDR2MQJikk0Bm5ODPVeQcGkVNq+agSbt2uLzsvXwQc5CyFMgP4oJui5cMj+qt2iAsasX42L4JTHIghF6fQdWLZ+Ghs0aIW/RCvgkd27kKJ4XpeuVRrPm9dGxYSMUfetTvP/yyxg2ph82nNiApbs24o0vcqNI5VaYOncFouPjkJwkoM/MueRiyXAEhPpj9LxF6DpxPqYuWoWEOIkfAY3kJWWGgIXxThYxZiqlWRa2TDFLrUpGSP6aTfA9FHLJOamA3KozJNGHAyePoXW7phg2pBs27ViH4PjozF4Nq7I/rEQ5oqxRtnhVUKTuVLQEOOzB5Nau3Er1ww8/NL2L7MHkc0sWrcbfbujwqobAvSZ+R+NN0viQNQ5ahzStnCJAI4xTR8hjx441PWcEg/TD8Pj+3cRf082r3vP7ZIap7uYZR2zNqK0lQ5RCq9azUeEvPlHOlFEjv9w+uy7yFy0sQChR3pVGh9PjzKgQazybGZHO9Ej5PofWReGK8NPm5Vxjbj0PqeNIlqtPlKz84xvcYSlBAJVR8tJ4cKdJ1hQ+Y/1xSTjUGZIM+cPvhInfaCQlx2bOE5dYZvrhNzkNwiNvujO88Eg6eZgq2UyPk+cm3gZ6caIE1wxIsAxfEvhTGxHiqeupyexyCkF01DFcvHwUB0+eRmis5AHzSgSAUx5cqfEI9dzA/itbBSRtxeVrZ+FKjDeH5l72v4ydh3dh/Za12LBpLQ4e3odzAZcQnBZndrUMiI/C4SMnsG/LHuzetBkHd27DmZMHcOD0USzbswvHoiNwzhOJ3YEncSDoOK5F+Ms3JUpUjGRullCiBKpVKm/aDJY5J1ffTe7fIt8i+zoqQqaBT33B+sXnrBPcgpjTdTi9iKMWRYoUwapVq7KmarEOar25XT1S0t98drvn94oYHzUgqTupJ5k+pjV7fJkHBBFcD8UtlznCThA0cuRIM0VO/Wg+MUy+ezek6eZ3NRx27HAhPO/pzucapx9CDxQQkvY/KWIfpgxrgiq1KqBArdZYdjQSYbTH+YLYOhliePLIS19aAI4eXYn+vRrgq89fxTOvvonXvqmEeTsCTCePqQOJHqT52IHDbiVOjxNAKvf2tCnfTyDE8qOsaHkq041yQxm0t31k3tPN3kaTNVy63Y28SSzkr51ZKjfbKz4nsyuF9hbhJdcIudJoQ7Ldk7iKG3U/mW0I1xyFhofgzNkTOHniMIL8riHVKyUhtlyqtERJZqFFNMJdUTh3PRC79h7Blo2rsG31dGzfOBvbju3GrqAQnPImI9IrheoW+9AThpjYcBy9fh3L9h3A8m2bsXHbBuzavg7nTuxB4OVDOLxnDQ4c2o5TVy8iTOrzpWgXdl0KxtazfjgbGmNsabegjySJY7K0S2bkK1VAlisAvpALuHrlAg5e8oefyBDBDe1C7myYwuNYfPKLKDuFba60pqbT0pp6mShtm8sbhfiICzh3chuuBFxGpBQJu8ws/Ss5lyIyyV1HOdPKTAcVHcdbZrlWtftIPzoQUkG9KcCSE5KRGWxFzVgZjQYvklMSEZ/sNQYMM5QZnpoqhZAaIa+44UkW40Yy0it5SlElgKIAJknYlv6Q7E8ORVL8WVy4cAIDh09G/zFrsHTjcYS5rekt6UT4PjGdvJfhCjuNbWsWYFDfXmhYtxbq1a1tDkBr17sPJqxajZ0hoWZqGrF0jC8cV26cwpoVczG0Z0c0rF8ZdRpVQ+cBXTB9xiRsWbYUU3r3R8+2bc3OHsdunMHhy5ckrCEYNGkRth84bvav93nDRL5CJSJi8GWIoe6Nx9Er17Fk/yls2HVYgJCIkU+ER7LI6ENhxtsyOFkFCfkUk/PKHgvxwSksPskFrxjV4lnaNsQkpOPcxRsYNW4sNmxeg4DwABFgt7wljZ+pxHdjKjyYpIpQFaXKIBUqe5boRsVPMMRpcjRYqlatarbb5KJRlVG+p8qX75MtWb23xO9ovBkPMn/b3ezxuHDhAsaNG2cMEa7b6dmzZ1aPKf1qeOS7ib/mA9/nd+0GEQ0mjYt5Lhb/vwMhbVDsjQq1Hn8zDWxWrO2z80kZxIqxSHBvgITILxemmk4KHt6WwcXnVj2PoywzKCrT1Ci5sLNDAB/n3cv78RJClNQSs9GJMFKl8ZErJzhQxll/lAng2KuFFGuY35cSZxoxGvTckIUH61mxToFL4sAwWfc4IkQgZEaGhO1AiI2L2RJU4srgmc6fzBohKQOe9cbOG9ODzQ1s0uOQ6PWYMjFTyCXfRDQkxQIaESp/A+QaBXeyGADMT8kUnzS+Vn7x8L0kM2+cpR8nLpFSMvHSWPLwStMVrqhSnnF6BadhcPwuTO65FWy0vMlJw0bcWKgUkkQXqhYvjqoVKzDX5fvs+6Qhc+ek8s8rZZ36Q2Vef7Me8DnrAO85skw9wo1K2MlCw5KjGNyynv7Vr53plp3opvxjEdNEAMQ4UXcSCGXvTCLzN9PJKWlcZ/nJJ58YINSvXz9zUCVBH99Xv5pvd5sWex6Qme/MY+ohLQMtj7sNW+nHA0IWMTQy5ZASrUxNyLUaqbHHsH3NGIydPh6D5q7DXv8M0/FjlI5XbsyyANaQYISEH8f+nfPRu1szNGjZDm0Gz8Xe62IJUAEby1QkXvKLPfFc4cKuZZrx9rQp3y8gxLJT5m9ts/UZy5ryxHKmPGmZ0w9Z3W8X1t2RlpNVIgSmIlmGjZsZwbDcqEt4+iNnCVhGPbW/NR/A6pb2WZ36YodyGjHXH5FTU6RdECAE7igoFhcnlLlF44nFKm9LEdNk42gJO8RFX3LMiXqOvwhcIIAJ3mgzu4A6kO5xEi7BRYboVraDGSIfpvNPbGPuWsjv0hpkRze1Nd9LlCQZ+1jyjbM4zPlXnDmVHCANWwCSfC5Eih/6ZxchxY9nZZm4JUvYHBGSOHAusjUbiWuiKHe0CeSNdIlncoTZVY8WqQIhn5QJ1wVzfZV5n1fR7RJFq51kVt9nuqdAiIKpxHsVaBVgI8SmgtJ6EAHmVTKJ22nzXCFWXtZrgiFeUwQcGeNFDCEKULy8wukyRvjTpEhMjy4FkiJMA0SKIyNcrsTsUrjiN06YSJeFzDUJnHcL3w15XwrR7MsrDxiXTOZ7LFAjfMJstKleuLA7jcjYDPdZFYI7Z/Bbxo3re9JSJH0UFuubhCqxEmx8ShoS3DHyPkOVMNI5zCiGmPyLEYshQuIQL8G4RKEZJUhhkfeo58iMojQ1JncIhKwedIaeCYaIfsRAzRCrLiWJDZm8I2GI/Wbe5a5dHB6VpkXiJY26AE/G/2EllSUjT5nKkIqUjbnKIK9q0LOh5zkD3A6Xa2p45gSNGH2uytbI1Y9MrBt2I8SeLj7TKw2D8ePHm8b8H//4h5mWwily2kiwYWF66PeHEsPhd9gLy3AZJhdHq9Fk3FLFpE2zpmFY9Y6ySannHWXKxtR8fCbpoY1bo26DLCBkvSde5I6LME3d4onr6dzxLtVskMCdeSjDpivJK/XHTX0g+SMv8+DAKDHU2bwksY5yhNnHeNLopqyTaaJn6hKOPLuk/rlD5AdruLVzkNuXivhEqbPyPcaajZ4dCJGpOzgiRFudtZBN4U8ZCJl6ILowWfIzKSlKdEm4lKLAEQGrniSvySufZBZZVJvkURISMgIln29IymONbmG5UU644Q03s6F+pu7nGrMEMRw4fS1SdFJskugv6l4ueqTssv5KAbMXM0p0fLDo6DDRVwS9sfIdj+g6AmF4JNPdUjqJHlQuXtIAITbUND2sL1l64E6IdYyyzSvrgMq7vT4qs46Rec93OE2OWzK/9dZbZqH3nj17zPQurZMM016Xs4enTMr++16RPb32e35Xr4w/DVN2vgwaNAgvvPCC2XyGo9EER0YXSPp4z/zgez+U7OlmOPw284tXfocAi6zx/CF090CIGsrO6p6N+ZqyjdSJWsAeigFCNFPT/eWHn9QZsQHEheOuxPXGcOA8XR+lncsGwkXyQ8VuCTCdqAlS5+ifnbTGP00ALtiTvKHOYkenaCX5d3v5vd9T48gsw+xT4Fi22g5SrrTzgTJgJ/qlm7LK652TlhvDVSDEfxKOPhNWIESmzqdOpx2qdh+7d7yim7weaQc80p4JgKDWMVtzpxLkZc4MEN+0HT2pMdJmcUaPJRPUUrQF2Z1HAEtbk2w20zCzgmhz+owby5u7ybkS2ZHH1oh2p2g6biJGcGOAhuhMeULbmf555U7J3NjBlSR1yCs6S3QqAbY5vDw9TPLNmjnBb1CM2HFlWjsDXkQGRZ4I8MyGH3wuTJ3Okf6UJNrl8rbodk4xj5NXYyRhBF/0x9y0pteJfhcAJ5li2khWX6r7uymxe0E/2hoh3tMtewNgUHOmW6oUFBvbZLdkqC/eCBuxJwvHJRnOufYsFBpRiSIfBBXc39zkJAVCConbVXrYqygZnpLO8RsxpCQcGkqmrZR3CUTiUtiAS+EZACTGUJo0zvL9pMzCMV3DpoHjeqIMhAuoiZTC5toEbltgBp2N4SMiKILh5ZxcponFzqk5nMYnBc8pMjQOaDiJCBjIQt3m42YGacTeBEGJ8q4YFSJs3BzCoGj5vNiY8kdY7lm3jW0gP5lkfocwjeumeIaJNTJkMUfUWPH4PvUG2Rgqkn0e0ZY8U8BUUBFny4hjpeXHHk6i7FBZ3pQjSynytypFlUkqUypd7jbDg/q4Dedrr71mtsLlHHQqY5VVfffHJH6XDQDjr3VE48MrGwbupkMQxMXZbMy5oJTATqeNMC80P/6bNOh3NS/J9nDNMxFwng/AekqQQAUpMZVfFFzKlI1NY2PVfVbZmvUaIl/hYoh1EYirbMs3pZ5zhDdDlD97uBg6e9w4zYPAi6NAZqGPW+5Z1eSjKVJHrIkHYkqIIuYWnXRkXaBp4RYDwiMqnnvmsB/O7DxJsCV6xihnaaS8ojcIhFhXOCJEoEMg5JWQGQqnxnEkSLemtVJlASGuEeKIVnYg9FOYGqd1iusOzDaymaYX+0fNiCCzWpLHzpZkEQLqXo4IJeG65Ak3whCZlOc+KRNOfzS6Thp3nujO0/aTJMNYvh6RD44QZcjvFKmHZPkIhcKE4ZK8FDPb5DRXi7IbiCDHdKBxgxhyUioqlygjQKgSJSmzLaAGZ0B3RlrPeFU51/vsrHVE7zkFlzvHtWzZ0tRNHsZKvcLdz24XJpl5q6xhkez+7iXZ02GPk8ZF48EOJG7CwlEgntvDk/s5RY46Qd/5oaNAdtLvabzs+cYrn2lcf+h3HhQgRAObI6spKf7yTdaZVGOIRohOS6KhYHpu5EcqxwmipV5FivSLzZIRaUYBPBIo7SMyB1LT48TBK1+ReklNxxHThwEIUWZYzlqu9jLO/ttO9jDUX3Y//5m07G6WCMGpxTfLjO0ay4agh50y3Ard1BHR7RYUIsBhuyXto+ghEw9x4S7HBAtmVzopE7PhDEEFR4dEz6k8sGs/mQBJSpJdbrQV3fLQK+1cSpzYidJW0QfLmd12iak+sZPFhqTCpd6UZzwHKZUdSWLjcIheaocJh+9wrX2CKGFO+WYbJVGS9+SGnY0cERJ58kq7Gi5BRsvrHGBg2oxNSVtW7GMONrD9jUuxrE22f6ZtS5WvpNGfsOh3wkmKLf3wSrvAgB3a6J5ocZT2gzpD3BiGiYrw/aR7BoRUMLMLqt2NbAxyERDaLSwgzkdM5/qWJCkRyWSOtXAnDq7/oR/2AAugNdPi2Bwzk828DE4FE+HKEAOKi9aSRNjYM8n+EDai3E5S8t7MeUyQxjde0HtSioAabl+dJmhYhJtGDsEVhcVYO15LYNncJqa5BUlHiD8RyrRAiUucNOjSOIg3s4e8vMP4E6BwfRJ7TVNFMI3tJ9+lIZAoTCXHEOkHElZaepTELRYuETauQ6BBSdDG06AlW8SPMKVErpJd1r0hBUI0IhUMSZgG+Am4EYOC0wc9kkHMHpNFcu+R2mUWikslTJY8snbq4lcZ0YeTKFN2JaojO0a+MhWsNqZstAmGeM9GYM2aNWYrVu60Vrt2bXNWDo0WhqVh3mvSeDJOGkdNC69kPme62CPLXds4FY7xpmHCxcQ0Uux+GXdeNRx+406JfvU9Jc1DPtN4Gn9U8JkSxLpIw5TNrukQyM6ZQIjE2FhAqDhiEtkHZilEKkcTvmkwRHGm00TmhqQJIuFxIrOiXlnXWeGoZWkrSzVl/WK94riPlx0idKAel9/WhLlAqRXh8kq03FO3iI7hCDCnnnKrJQFP7KFjvTP1ha9LXDhKy01HdY0Q1QL1BBspaw3RowKERBZNAy/gJ417AYkhJulmY0t9aZ3vJnkmxUbdmyRAyIOrco2ypsTJMwIh5hZ3/iRY4rlw7EhimVO3s5FlTyp7NDmVhECIo9rMOnaYceSaE34sg8QqH7Yd1LMwLFIkjUOFUuUMEGKe8wA/snzFSswdkJVeqz7a5Z3MesF6wDrKq7opGCDznp0s3FKa01ZpbPM8Lx0tsddJe5hk3tOdxKvW4XtNGhfGgXHUuNCNv3mmC89t4XRi6kpuXU0QRH98l35V79jToWHcDWk8eCVrWMr8bee7DZ/0IAEhnvfvSw+TZzFGjyaKxwRL9VF9iUUplUt0FbsBXOKH001T0lkHRS/KJ2OF4yVgAid2yhslJXUpIZ060y3v0QKyyik7308gxHKzx4XM8rTLD+sS5Uqfqzxkb9vsz+9OHjLLzVYixoaTK3+xCVFmPtKeZEcbO765Mx+PcTAzi0T/G11vvi8h8iohmdkSoodYjOwoN6PX2sCI0qNdymdWRx9bOZaX6AiGIQ+pA1MTxdJNEUgrICNa4hAjzKlt8IiAiIFHvcxOJDNYwPU87PHn7kLS7tAGpuRwF2SXhCfZaYEgJlnEJI1TLlNDJA0R8AiIipWm0SXBJqWybSeUkW+nC/QyszOkDZT3ooQJxihm6Rzd4WgQO/bZnrITUp5Z+XXzatp1dmC6IuVFCVN0spklIM/Y9vOd+0n3DAjZhVJZ3e1EQ8oUOjOKj8wNS0syTQBNqgE1XjFuiJklH+VPjDwiqGAxmd5It5QcQQtHjEQYKVpUL4QJbKopaCz7JDGeEkR4KHTE7+zrTUoWhZISZYCQRNFCzJZkygvyMREyiaHxT9TP8ZrktAi4k6IFVInQWvJsDB/xImFIIy3gKiHFD25PPOXChEVbK1qu0ZI8hmWW8aaFwpccJukJRbygaUthWSMCCYluJAtok7p+M2+ymB9kwKysUpky7xSH88qKHOdxmW26CawkKMvYEOuNxoWpPO5Es5MHDYaH2VBTuSJTOeq0Cd4zLzlSovONVQ5VJjltZfXq1ShevLg5LJRrhnhuBf1z5IiKWMO+V6TxzK7w+VtBHa+M6+TJk01c//SnP2WBIH1PifcMk4DP3pDcKem79vgwfsxX3tNdn1HZy53I4N0DoVp1G2UCIW55b/kyPrKiyl9slHymIyJREA+nzRndwOkCFGp5iR1NZnqWhMpVIx6xxt1iPHBE31LMnHIQJl5jpEGIFVAj6TBTAkSB+yLk5Ugp72jEexIQm+hBRJQ0OHEZBqBFu6IRHBeA4NhQRHvcUld9WewhaJI4WqOq1tQ4qVYGCJkEmtwR+ZGnD3f9sphnSSR5E6T9DZd0Rkg5WSN5kk1IYHFIfjPtzBGRVsmRS2KghZoRGbc7A64kKWd5YuUXc07kJzNsioXHJY29S/Qi5YTlJpnpk3LkTA/WB4JgTqvjFEY21AasSpxcYigke+NMb2iKJxnlSpY3QMggKIZj8t6SuzsllXt+l/WBTJlnfVLdoCOw1DV6T2bdoX8eulq3bl28/PLLZvSWnRjc/pfPNXz9ln4ju7uGeS9Jv8m0Mm4ECUynyXO50ljmpjKff/65OemfaxGjoqLMM32PecB48p66isz00A+f3Q3pewxL46bf0Wd2/iH5898DIWV9LsxX7GwjdaIk2t+29CXrBDtSuH5E1JF4or0sD6VSCMd6kZFkTq0RHzFIyIhEnC9M6oJoO/EXI/UvTvxxMEDUHw0Ms5lUuFvsisxRcNZJe9qU7xcQYllmL191p+xo+bOesd1R/yxrPqOc0h9lK3s4d0fZy5ftxU0gxDZNmWM/ZNpc6ptAKDk1Hilpon/ETqV8SnQsm01C0pbQhEERYbmadkueiQJzSVq47QBtQmuKnWUFGpvMGJZsN9mGcBTKLeUs4DaZGw+IcCRLPEVnusX25VQ5Wn9GwPgxImSJj7VyluPoPmkjuROjvMbn9CeRZEe62bwhI8p0BJr4ScLMoafpcWKfi55Pi5RoxIrZyZkZ1rojTsXkVDufS2BZfCiSEwWiecX2lPeYdoKcrHQL007PSJa3vfJmioAqSRefMzy2/fL/vtJ9B0IUFiM0wqbc+YdzCZMTpfLHCQiVApCMM4eRiX92eHBtEPWDKU+WN9Gv2VRAXNiNwh2gktkXwtEkyy8XibHSWOsZ2MecZObQsvcyVZC2GX5h6dGz2VpKrhIUg+RJ0PESbx6eJc2wKCPB2KKEzIJsGmYSboogNLOOTCwBn+BlDwKl8BkXCUe8UJ6ptBgfDlYnpYgBlhIon4xCghhkMVRq8kRiKX4tA5Zpk3ZdQD+FUl6Up8ZIYP6wx1yiy8pI3WfyIvMXgRBjQYMvIdVlhlHZm828tqYMMX+lsgkgShaUlCyAj+XzsJLKmsqXNpZUlGpI8DeNeVWw6pduPPdi6tSpqFy5sjkwlNPkeFAfR1m0Uaffe0UaZ0uJ3owb78mMI7f+5sYInGrDU9a5XfbWrVtNQ6GNgZKRc4mzhqdh3ilpfJhvvNrjZ48br1zj4UqyRjIpg1bDfqdAqIkAoZKISWC9FBmWR6yC1AUW0a/EX36z7lNpcsocDyCG109eEIUq77GHi4qWnQgcKzA72cnnzMiMyHuGNFKcdW+NLFH1yzsEQp7riL26BWsWjkb5sgVQtFQxFClRGoWKVECBwpVQoGhJFCpZCAVK50XB0oVRqHQplKlSHX2GDEdARDTi3NY0XGu5vzQ2ogB+qkCI6pH5zJE65mdGepTRmyxZGm6cTki1RAdOqWDjGoPLOHPjEBYsmo+hQ8ZgxszZCIoMEp3ExlmMCgk0SV70EcVyKjI7nqR+GmXJ3lVp6N0JUoep6ihzks9cl8Tpz4wPs5RiT3DM3QHZUHPXuoplKqNK+coCjMSAFF1qbftNWbpz4vdYj6gveLXXJdUpZLsb/ZHVndPkjhw5YnaT4whu6dKlsXLlSrMxC+s0w9RvZWd11/DvJfE7mj7G3a47CPAGDhxoRoJ4sCWn4WafDse0aPq1E4rPfmj89T2NF+PDcFUPa5h2vlt6cIAQ224awNybUoCQSU/WA6tx5wJJMSIJlNxiW3Bk3HA6gZDoYAmUx7yYEST6F+9pafSdIGFyl7IHDwgps+xYxsr6m1c+p1zxt92//Z3s9/Rzd2QvW0uBEb5IaFlFwLbHatvEjhAmEKJPqyOHo0ACADLEXhX9YwCMRMGYWQQKckPcw9BNv7pY/aIejSDQD+2yBNGpHgEytE1pP1phpMn70q5Km8J5UZyOZ8CP2cFNAvKK7hVUwyUQHHHiUTMsfqODE4UTJHAfbyLkiYAZEQx+jztsGj8SDDuavGLDxss/yh5H6D0xktKsgLg8hdMwo8VvrAF6VogW0xu4bt/HqW6ig7kmXr5hBr0k0Tqrgv4YmunRIgjisRWZQIjiyvxlvbifdE+AkJJdcFVI/+23ESZLKMhs3EwhiAFvhty4z7kvSvynmgVYYfLYAhOWX2NbGYTNdyTLub1fUqQ0npzOkm7QKwuP22pTORDTc5pLoggA55wLthaW99kAS8OJRAmdXZwsPfkIZc8j3+HUW07F47aADJPKy2y/y7OIkkQM2QMtpcpvWEAoyFQbE1FGQOTLJ+/KGxK0RwQlXAIXPwKEEjN4BgqHL0XZcXiRmy2wUoh/ztV0i0SZRXMmUsIikOAUEskP+YIJk5+hDz5PlfAJ1yi2XC5pdoeTsK0tE4WTxbeEKU5mNJM9uZJVDy3Z5Yr3ZDbG9oaTv9mLpI10lvzJlf7YW8teT56MzsMBeYAfd0fi1rhs9On3XpMqdP0W48Zvnzt3zgA1nlHCRotAjQc5cgof/WhjoWliGjXOdr5bsseHYWv4/B6Z95wr7RYwdMdASKLBqLCu16zTGPkKlRYgJMBVfhMMZQEhZfkhUZCGQNj8ZkXyFz4jHwsxRq42NBbg0DVe4ibvGH1i1hrFSFAChsWNtYiGM5LOIujMDIwaVB9/fvwxvPHOmyhYtASqVm+MajVboHqdBqjZoCaqN6qCGo1qoUbDBmjQojVGTZqKoKhYxHt8ZhqeAiHdLMF8k3GVvPgpTI1jeRngIXln5bRLfkeKCqGesfKTeW0eSTETCHFNVjSu4fD53ejT51tUq1gDnTp3xY2QG4hNuQmEfNKop3LbOaJgFrCx6KiQBMCwoXaJDPIjFApRsBk8gJrIKPNb1IEcmeIIO0Ent1qvWK46qlaoYgwFa8o0taSJ/B2TyjnrEq8q+/b6ySvZkrebHQdaV8h8n3WVW02zk6Vx48ZYunSpGVGhcc93lDQssoatfC+J39N4axyoKznazINLCeJ47hoPjuX6J7tuYfp0tJ3M9/jcHt7dxl/fITMchmcHQmSGreXyQ+h/DoToPTvbSJ2MOrIxJZPdnxzvodXAHb1MkNYDy1LkQiBp7zml1C16xmznL385i4RAyNRN9c+OXLmnvmH7z4OnOTlKJPmWtCnf7xEhMstYWd1Ytix33md/R+Ou7nyP/nlV9zsnLVsqE+WbQEizlFe2bWSOF2XBJdpUZn2MBYRop1JVccov12KzTWPnmHKqBG+Y7iZc0VzShnGqHTumjYCI7cfOHnbSU8NypTvXv0plE2Ur7OFVbBmvR9pFWnvW7CjqYQIdecFiroFFgPANySh2FEk0NakSbdPRJCnixPE4uXKNUXqMpJRrPTjVmABInpo1oenSvkl8OCXO2rnT+p41O0O+w3aZ4Uva2WHGNPJ6CxAydr2EQBalruLNK5N9P+meAiGSCi0FWIVdlaYKrvVc8okVmoLMHkGWFC11gy544FYKorxpCBU/LGO2mcY/c1DetXJfstRMmSE0IOSx/LIgrJ4W+a4UWJw3zky14cgQe4hd0opTqETbimd5w6yWlpckSEaHtxQ2Fhr7lsmsDKYCcDvZJLnSr0Q5WUCGtUuVgDEWv74sV8o5BZbTQ6ypcRFITo0x64OoCNmv7nKLkJgxbqnw8leCNUIiOSR/5QNkCh0lXpz4nL75hP54x7EzmiKEefwWh3M5a59Dq6lmxw7xnSJGSOYolgn6J0AqY5QhlTPeU6FqI0rS56pkSXTjtBWuGeLUM+6IxKln7NHVcL6L9f3/lu1xJjPeNJimTJliRoIef/xxsyMVt/+mwaENg71u8T1103t1/2+I8aLRw3D4bRomvGeolDvKoVVl5HvCbCYsV9ZlMu8lv+UFiZJpFGrXaYj8hUoiLpH9bFY4ZCpTRteEL4iJjQYHfVl/TDiioM0uSwQ3olA5GmTeke+kpYvMixY2gwv8HN+hopDGhmGxLaF/ZEg9yziHiAszMHpoIzz+11+hdrNWWL1lJ6LivVbvnXjjvG6eGeGSD7CqUJewcyLewymwTCXjHi8cJUyDQ9wy42+UkzRo3PyB+oK13gAiKQ8TEVP5OHmXU8U4NcIKn3WZ32ZYJhgy36O1w41YCETEB/3xHV6Zf/Rj5b7Ua8OSZsP0ZYVIdzbgDNtqzK28u5nnZP4R/5nfIrAxSyblF8vYTBJOiTMNJ0M17TcDkiiysDhnPj49QnIlCseuHEXXvj1Rsmw5tOzUFsFxYZnTgCUUCZPfNQnkuxyZFtky+o3gkWUvt5aep0xLfAhgCWwoBsI8oZzbynLKchYQqlANVSpVNbs3WcNJRgiE/ztiPcpunGmdZd3QOqfu+pv3XHuYN29eM02OI888/4udLFn1SJj+FXhpnf1PrHG4nbudbvfM7mbXEWTe00Cm3qEe5GYyPG6Am7RwhMieTsaVaeA7Gi51LXUE3cj0fzfEMPQb+lvD4T3ZDsB+CNmBkIZ5e2a6GH9+JztnkytGVzkbqTNDU9ZQ2GJzb8sEAf9ZQIgPTOXKvIoce1ITpCazXed0piTTuUm7xqgUKgFLAZvAaesQMIkvcfIJ3yqfes9yZscfgZA+u9fEb7PcVM7txO+rTHG2g5avupOzywZ/K999/O1la+lIsoRq7pit9qy1NKilP6lrzWHZqbRROV2NM04yZySIQuRoNzv82NYlCSKiHqMQUB3RjW0LwyVLzLMEI1UACpcs0IIl8LLm+MhLVLK0Tdk4ZfbycSSJ63+oqanljarTSDNe6cGSL0HCFhBix74mhjqVY4Xcw5PMloPuJhs4Aim2qTmvz1itLmlXvWZNPAcEyPye6ZTnoIUZQTLJy/xjXdkWMirmKf1w0wUCNGkXTd+XOPOT+sr9oh8NCNnZLrS3svqnRGSWSOY0CbpxrYsBQXxq/CrzjzxkRtNYMAYGC/amTHDBrhoKnGNOcyDLIJDXOaxnpISL0Gh58WVheWRuKTsMx4AqYRM6v2XWLMgTadFNFAi2jHjRWBEHvsxoydUSChofNEEYivgRZUaBp2Fg4sMF4pk9mPptXlnt+FXDpmedbD2nbz6hP95Zxo41kJsZqnHhqBJ7p00+SXxpRDCYnwrdKks3mbJGhct7Eu+paNmYKtGNDSu3oJ49e7aZ288paJwPTzDExl3DIasS1zD1O/Zv6pXGk/rlld+1u6m7sj5jI8UpeuXKlTNxadasGdatW2cAm/3dO+X/hpgOTZPG04Qrz8iUQ4sptxZThrNkNuu3lVdsIOrUrY+ChYohIZHdEVY4ZMsovxlv/qZ/YzQzrAwqeAIZUf+s0+JufZHNRpKp61SyZqSIYfGzGkETFco/D1I9g/DzUzFicDP89i+/Q5XmXbF610EkSP03GyfIyxwNZoesAgHqH7pxLSEbNnalJCNE6leAXGPA6ais2Yy3CInRJ6x3up2J0W1mQSsbEIYWJe+GI0H0CE+SN3Ov+Q15nfVanKw8oY5Jkyc8qyE9XNx9xh/9mxFy8agdPdyRjZ0g7Ee0YkyWPJO4UidwNIZ6iPEkcwqDFKfJJ9OemYxj08qNZILEOItFlOhhbunLbzEkPuU4jNGdzF/qFW5AIe+kSczYlxmRnoi9546g8+DeKFK1LJp3b4uABAIhTlGUkpJvWqA0k1nIbOyNzrdAN8NmvIwsSLyt7zCx8t+kWeRS3Ngzy+eUy3LlKqBSpUqWTqdfejb835EVH6sO6G91s9cNBQF002tQUJDpZKlYsaI5+Jgjz/zN7eizh2PXLeqW3Q/v7XGwc3aim8ZDid/QeNrf5TQ3xpUHpDKOzz77rDkbidNwCYKoB/mu+meYGgaJV/7OHu7dUPb37L+V+V2Nxw8hAiGOsDdq1CgrvzVfyTeBFmuhys938fcTY5mdKZlktths/80ENqOshDRoFV+RY2uHMrbrrMGZd+Lf1NssfxZTz7CW0xfbf9oi9jTySmYbQ4DOXQ7/m/y8G7J/P/v39BnjyvjwXt2z839yv3Ni+MqmcTAsscgsm5tslRcBEv9aPpjPZuqt6Cujh0QH85nZREgKxdxLkBwh0qjxyjaLtqcVpvVFqyHT9LMjS8pM/lqaTZ5Rl5mhJGGTd+xMslo9y494YfSzAmW8BACJPjYdYgxCkyrMvGJaCMTJTJF5Zt6nTqWGp6Zn6FY7RhtY9T+/Z7Wl0opkGpLyiVvISqfFlt4Wv8Y/LVIrDH4u+3s/Nt1zIPTDyFZaNmZm2flWuhP/VmHfyjef3coW2d+/lW/vn/f28O30Xe/e6t/u/t3vWGx/brH13nez/d1HlahkaQSwsVOFq0w37pA0d+5c01CWLVvWgKGjR48ao0UVON8jU5nob15VGasSJyvw0e/xmv3b+r4+JyDjJg7VqlVDoUKFzI52BEFcX/AgUXb5u72s2dki+q1Try4KFi6EBBd782+Gwbc1H2++p+qULL/tL5gLVbrkqTAbDSpsMn1T+Rs9Ta1r5iWwR4rTBY4ZIDR0SEv8+qmnUKZFXyzdeQhxqUngonzr8DlR+vKuWd9Hlu/RTYrJaHD2tCVlXEeE5yBO39iFNTtXYN7KpSI/s7F45iwc2LQJl65cRLgAi1DGjVNaBQT5TpzCuW0rsX3DZOw6Mh9r923ByCVbMXzpSUxbcwSrdhzGpl17cOrceatBJRBKFdjju46oa1uxc/9WTFq7A5tvJMNf2hXOZuBhfomeaPiHX8XGPauxffcqxCVcQ3pqKJJ8oQgKuYhjZw5g7fZ1mDRvFsbNm4sZi5Zg+eotOHTwPAL9YywgxIzj0QLyrVOH5mLpxplYIPGbf/w4Zu/dj2GLlmH+ph04ev6iJbPuBMSEn8f5U2uwacMozF4wCpPnzcDCzdsxcfkS1O/ZDrmqFUejXm1wKdof0WmcsivZIPlnpo5kFqdFLGvl7HTzmcqHxZkGiTDjwzpLIGT3b/G9IX5T6zuvuv6HcdMr6z/XDHGUhR0bBBg0wlesWGHctfODdd+uD8i3ptXSN7yS9Df967fsfsj6TN14z+8Q1PBew2G8OVLFKcJcE8TNEWrUqGE2j2HnC9/XuD3MxHRwpJ36nVMVNU282suBnWUEQpSrW+UoO38/qaq6PUu5ZPF3kd2Pnb+LbvqhAcvdeZkuMtOvzOnVefLkyQJCdKMsPDp0u/K8mbf/zvZn3/Vu9ncsttP3PbfCsX/LcsvO9vctP3aiH1ubeRu6+Q2Lb9LNbyhrXFgbyNb37H7+PQ4ar3/3a4V16/P7Rw8oEHLIoXtHaiBQ8dMY0MW+6q4NxPz58830Cc7tVzDEhkT9KbPRZAOqv/m+Ghnqxm+wh1EbGmW+R1DGez5jPMgEPTzwldPhOC1l586dpvFmuPruw04cdSPI4xQIO2n6rDRSaSqKMUjmVu1pssHyY0YECDbkrx0IsUfOACHDycKcWndNHC0gNHx4G/zhhZdQsvkAzNm0X0CNB750a9oX1/VxKlycBBbuFiAkYXFaLvEUpycQCHmS/XH47CqMnNoXhSsWwQtvvY7Hn/gD/van36JqiUKYOGksLkcG47o7Fm5PjAQajx1TRqBZlWL46ss3UKNZVZRv3BB/eOMD/PaVL/DSR7lRonx1lC1TEX0GDkFssjUPPJ3xjjuLzbN7oWbNsvjja++j3dR1OBLKpa4SrxQXAsP8sevQdpSuXAwVKuXF1fNbkRx/FkGh57Fw3XK0GTAY35Qqg5/98Y/4+e9/i78/8yRyf/khurRqiFVrVputeAUCmc1mUmPOol8LieM3byJ3tfLI1bwV3ilTCY898TTeyVUQ/UaMkrz1ITL0KnZsXYTePepLep7H408+hp//4RfIW7YUqrZqjMJ1q+CzsgVRr0dbnAy5jPBkHntrlQ9nenB0zRTjXZBdRuzMOnQTCP04xPqq4Iecve7b48bpcFx38+WXX+Kvf/2rARwccWYnC3WB7j6nuiC7viDbib/5LdUb9E/W7/Oe+knD4ZXx47fsRHd2ssyaNcusB+IhzcxDrp3ktt/28B92YjpCQ0ORP39+A0Y1X5kv3CCHeWPPr4c9zZQFTRPvVR54zw43lrdOjfsppNchh+6WHCDk0CNHqvDVgOCVv7VB5D17AzlFpG/fvmbL2HfeeQe9evXCsWPHsoCL3b+dGR5Zn/MbbHyUCYh0rr36V78EO9u2bTMNNKcstG7dGuvXrzcGFBtqjS/9Pux0b4CQrsexDG2+mSZ+bgFCabcCoaFD2+DXzzyPEs0HYd7Wo4hMElCRKsaDvMepXwyHU9US5H3GlLEw0yHSkxAdeQNbtq1Ai/Z1UaFWefQc2g8TF8zFouULsGjeZPTv3gKNGtdG3RZNsHr3LjG0QgCvH7bNG4IGNUrjuZdfRcnazdFjzERMWr4CE5YswvgZ0zFyyAiULVISNRs0w4mQKPjJ971piciIPI2Z3Wvim8/fxmN/+wcajpyN3TdCEZWRZnYAOnf1LIaMHoJK1SugW8e6SA4/gvjr27B89Vzkr1Ef1ftPxsDZK7Bk/VasWrkcK+aMwdwRrdC1fi607tQIcw8cwW5JZITIuC/oDIY3KIZP3n0ef//wXVQeNAwj1m7FzC17sXDTLmw/eADBYTcwd/YYdOnUGM2aVMeoUf2wcOk0LN+0ENOXTkGTHm3w1Ltv4IUvPkX9Hp0QkuZGDHh0YIY510KqgwVUJU/vhuwyYmfWpx8bCPGbChJYN7We8jfjRCOUTDfqjhs3bpjRXp3yyvV/CxcuhL+//y3h3G7qGtlO/E0/fM/+TftVw7Mz3exEvcSzjnh8wIsvvmgOmuZIkO5KybAV4D3sxLRTz7KTi51NtwMJmteaXw8z2eVBy1F/s8NPN0vQNJMdcuhRIgcIOfTIERU9GwI1HvibjZ0aEryyQaT7nj170LVrV3zwwQfGYOnTpw9OnTplprPo+3yHrAaD/tbv0J3h6z2BkH10SK8EO9wIgSNAnJ/P3eEIith7qeFqw0z/DzvdOyBkbSRwCxCiLWN+CMqxAaHQC1MxaGhrAyreLNoQ9buOxpgZyzB9ziLMmLtYeCGmzp2PmYuXYumGTTh+6QqiE6IkbolI84bi5PHd6C4GfpkK5VG7SWOsE3m5EhmBxJQ4JCb4YfPa6WjTtj7e+uAd9B8+EmfP7ZGIncPGpb1Rs3Y5PP7c+6jSZiIWbDsCP1ckghIu4crV49i9dhWqFymFwmUqY9npyzgsSY9NdcPrfxSj6xfCx6/9HX/+56uo+O0wLD50BJGSWo4L7Tq6F+VrVEbjpo2wcNogwHUK13dNQp9BPfFSwSpoNPsgtlxLMlPpzAmMIfLu/lEY3vQtlKuZA43mzMJUyR4/yavkG2cxuVYxfPP2y3jps0/Qbdla7I90IUieBSek4HpoEE5fOoRWbaqhfMUiGDJkEI4cOYZYd7hAnUhcCDmAkbNG4LUvP8drOfKiYc+eCMnwIUriymOfuRsmR9bM+oa7JLuM2Jl15McGQvpdvbKOa52nG+9pfCpA4jUuLg5z5sxBlSpV8PTTT2dt2c+6QMNc39Ewbsf2byvrb9UX6pf3qoNUh6gfnk/GEWdOE+N0MW7mwANhCRY0DPrX+DzsxPRkB0KaN5pW5g3LQPPoYSbGn2nhlWlT+WLaOAqYO3duMzVOnz/s6XXIobslBwg59MiSNnZs/NjIc3oLGwG9VwOC28h26dIF77//Pt58802MGDHCbCNLMKPT6tiAsAdXG06Gq42Kuml4vCpro0umMcJtdnlYKg05rh+wx0PD03cfdvqvgBCdySYbLD9cGcTNCywgZK0TMthH/BggZDgbEDo/Hf0HCxD681N47PF3hf+Fx/74En7/+LP4vbj9+g9/wC9/92v85dm/49NcOTF84gScv3Rc3o1ETNhJLFs0HTly5ETDxu0xe/FaRPm4NJUgTL4jJn9C7EksXDQBb/xLQEu1mpg3d7Qk4xzWreiJavUq4vHXvkHnSQdxIoxb6IqsIAK+hBsIPbsHzcsXRr4iRTBu0z5sjxfMkpSM4HP70ataHnzxznP4pkgBlGzRCqMWzpZ3ExGXGoZF65fhhXc/QPs+Q3Hs0E6JiB92zuiBFi3qoUDd1ph6IoabqSJSMieN2/QnXgACVmBG1xwoXy0HyvTujSkBHoRKniUHnMP4OkVQ+Kv3UahWHcw554er8u756ETEJqcjNC4Sew9vR4kyuVGyfFGcuXAe4THxmbtbhUtJBGLf2V1o2q0D8lepjsbffovzcdHwT/UijrBVvsFzf8xp63dJdhmxM+vH/QBCrJv2OKihqW685ygzdYTqHBqky5YtwxtvvIHnnnsO1atXN1PROE1OQUd2fUH+Ph2g37LHyc58znhQf/E71DscCfrwww9NnTxz5kzWVD365fc0Tfrth5mYL+x0sk+No5vmF9NNvcv8sZfhw8pMD9PCq5Yf00cZ4ShkgQIFzIYYfEa5oD+HHHqUyAFCDj2yRIVPQ4ANAxtBbfTYINiNCBrqPESQ64Ry5cqFTz75BIMGDcLZs2dNw0H/fFcPYNXw6K5MI8LeEPHK33yPvZPclalhw4ZmgXKJEiXMXP2AgADzXBtpvmOP58NOPwwIyW91VjZZYQdC3F3Jmh5ngJCwZJ38EY8898DsvCZACMcQcmE6Bgxpg8f++g+8UawZGveZjhlL9mHZyj1YuXYblq9dieXrF2H1plXYuHszzt+4jARXiHwzEP6Xt2HcqP546fk3xZAYiu37Lpg1RFxjw/O7MhAmZXweO3cvQ5nyJVC5eg2MG9tLvn0Oa1f2QgUBQj97+Su0mHgYR0Ot3XjMvmw+gSrRRzC+W2VUqV4OHSbMx+JrqTgRHIcNaxaid7NyqFe9KLr17Yx6HVtj+JTBiE++gSs39mLQpBH45YtvocXgmTh19pKEFYXUy7tw/thebD9xHqvPh2DpoVMYt3gJFq5bgqULBmNc95Ko/vVvBdC9iqpdumPplWjEiIx5g09heJMiyJ/nIxRp1AQTj17GeSmCMEEwnoxUXLpxBWMnjUaxMoVQp1k9+EWGItbHrfu5C2CMcATOXD+GwZNHonT9umgiIOt8ghvXBETFSKEQCFm7xJkSMqm/U7LLiJ1ZR+7H1Dh7HWU8tJ6S6UbWuswr9QaNUR7mvHbtWpQpUwYfffSRqfsER3pGmIabPY3KtyP9lvrR9+lGg1g7aRiH5cuXmy2kCcZ4ThCnw3G0inqM/u3gR8Pluw8zMQ26Wxp1LtPG9FIfazqZRnsePsysaeGVv5lGddMRIR76a/fjkEOPEjlAyKFHjrQhUHDC38r2BkR/a6PBaXI8W4jT5LgN7oQJE7JOiWc42sNK//oNvedzBUkMi7/JnPam0+E4V5uHF06ePNn0DKsRouHwnu+SGc7DTvcOCPEsL2tU6N+AkDmLRoBQBoHQCQRdmImBwzrgsWf+icItx2DO9qsI9wJeQVHc0YwjOykCTriqhWd48LQvs610xg1cOLEYA3p1wF8ffwmd20/G/qMhZjSIQMgl76QgUN47i4OHV6NW7cooXbos+vRugZSkY1ixoquAg8p47JVcaDj1NA6HyTeZDp8AoaTLwvuxZXodNG9ZBaVa9sGkw25suxiNYWNGoF/3Bhg8oB1WrpmNpm3qoFvPeoiMPIADB+ag06Bv8aePC6LzvMO4HMrt5ARehV1B+MWTWLtpHXqMHY1GfXqg8cBe6DC6D/oOboW+bYqheq6nkf+bt1GtaSusPnoNcZ4EpESewoCWhfGNAKF8DZti3OGruCh5wpMlkjOScPjUYTRr0wKFSpdAiy6dcD06AtHpPFzXOiIyIz0CVwJOY/LCKSjdsCrq9eiOc4kpuC6FwnMouMWsOYeC5waZgrxzssuInVlH7teIkL1uknlPsGEHE+pOXaBMvcE6X7JkSTz11FPmrDCCIXaQULcwbCW+z7CUNUx9ZmcNX/3xuxwFYHy4CxwPjCYIYucOz07juiXdHY7+eeU72X/b4/MwEuPP6YB6jhDzg/nEK9PJ52RNM+95fZiZabGnR9PJzRLY7jRt2tS0R+rXIYceJXKAkEOPHFHZ00Bho66NgzYUbBzYIKrxQj/2BpIAhT2n3PWJUyu4hodgSA0OO+Chf/0Gw+Az3tMYofHP5zt27DDzszkdjj2Uo0ePNtNS1ADRq96T+R7DedjpXgAhHj0n5qf4tEaFbgFCHHlI5+FvCoROCRCajYEjO+PXL7+Fct1mYMWhCMSKN09yJqfxUOJYCYcHE9LAt6a8Addx4sBs9OjQFE/9+QW0bTkS2/deNdtr86wdj4AmnwAhd+pp7Ny3HOUql0WO3PnQqmVVxEftxtJFHVCmQRU89nZBNJ17CccEGXgljumJArLizgkQ2ofzW3uib48GeDdnYYxddx5rjvujbodu+HZ4PyxaMQtXL+9Dg5r5UaPiV7h6biNWLBuLNv374su6HTH9VBxiJC4Z0f5IO7cFK6ePxCdffopfPf8ynvnsEzQd0h/NBvfAyLHdcXDtCEzsWAL1qhZB0cp1MHPraYTHRkoiLmBgqzz44ps38HXN2ph8wt+cU84d6lJSXdi+ZwdKlCv3/+xdBWBVV9Jm292udf/13bYrdS+0QNHSUtytuLu7u7u7uwR3d3cnQQIkJCQQ97z38qLfP9+5Gbik0IVuacOSgcm799zjMme+oyhRqQo6DeyH84E+uJvME+GovMchzR2Bm74XMW/FbJSuVxn1uncxQMhP3BMwmmLj8jzeYm4K8vHJXkfszHbyYwMhEsPWwQ2NC9sqQY4OlLDdKqsdPlMWcRaGp1Ry6S2P1q5WrRqOHTtmZIHatbPKBPKjzOknT3xTUjuMz6FDh4zy+/bbb5vBl507d5rlYhn9U1Y/+fy/QLxHiLKncePGZr8ny0ln6ZhnlEl8pznltYLKZ5E1XZoepo/vTCOPS+epcbyjjmb/K31LFmXRk1AWEMqi544o6Cnw2bFTWeGSNnYS2tmTtUPQd32mcsH9QVwmRwWCYGjBggUGDOloK/3kr4bBXzuA4TM7I+49IqjiyVG83Xv69OnmDiPGRf3Qjoy/9riQn3X6YYEQHzICISkLMTVAiHZ4Uec9IMSdMp4IuLoEw8b1RLa/vYni7SZh0e6bCBas4xSrieIl7/bmvdtJnBESt5xxAq8WTfWFj+d6TBzZB6+/9ib69p6Mw6dugpMwAmUEDMUjwnUTzlRvHDm7A1XqVEel2nUxZnR3JMedwrZVPVGtWU1ke68wGi24hGOhFsAwwMAtUCHxHGKuLcSi6b3x2Wc5MHKaByat2IHc1Zqj1YTZ2HxoL1wx3hjStgxa1iiEM/vXYczIQWjSsx+aTVmCFbfiESwAIzXsLE4v7Ia+bauhYLGv0WncLCw7dAoH/QKwz9sLXlcOIOHWdszuWhKVS+VFsdotsOREAMIT4pEUcQJjOuZH4aLvo0jTZljgdReBEsU4KZcEVyxOnDqJFh06o2S1mmjdrxc8I/xwR0Ajb703szyJCfD1vYKZC6egcqOqaNa/N664kuEjZcFZM0MEQcnP9owQiWHrYAfbrrZVbffabtXM3q75ne64TI77AitVqmT26/CXy+Y4S6P2MqZVOaM57dJ/+qtEc5pt3LjRHIzw3nvvmcMa5s6da5biURFm3PhLhZlh0j+mi6z+/y8QgRBlN0/I43JEzsYpV65c2SxVJPM94/dnlbmKgScVcvaP70wn08aj0jkYx7qidSmLsuh5oiwglEXPLVHoU/hTEVdFw660kFWp4DN/VSngTE7Pnj3N2voGDRqYu0G4p4dgiG6oUCirn+oXj87mhuSxY8eae0S4NGXcuHFmz5HaUbeMHxUTMr9pvMjPOv1XQMigm3Q2WcEHBUICSNPBkKik3wGEvHD72nIMHdcX2f76Joq2mYB5u64jSHRz0dfNHhbOKqXAgeS0eLgSY5CcyrgSCN1ChN9eLJo9Eu+//Q66dxuGXYfOIlh0evmKaIlDhNsfscnXsevoFhSuWA5VGzfD7FkjAMcZ7F3dC7Wa1UC2d79Cg/kXcTBY3Jikigep8pJyGWkh27Fj2VB88fE/0L5lSzTuOQx/KdkQjRcdwKGbPkCCD5YPro7utYtg9qjBqF+zMb5p1R0TD5zDtugkhKYIuorYh5X9CqN++RyoUrceVpy4ZWZ17goHSf464yUf7u7HjDYFULLwpyjasCMWXIhBWFICHHf3YlyHHChe4m0Ub9kU8y4FIkDcxSZLnghQunzlGsZOmYVi39RGnc5tcTHaD34IFkDHWR7Ja3cafL0vY8LkEajcoAJaDOyNy4IwvSWdEaY8hBPTgZC58vzxyV5H7Mw28lPsEaJMeFibf1j8+J3yhrKCwITmasa2wGVyTMMbb7xhRuq5ZE33H9JfJfVPWSmjuTL3xejpcJQ5HHzhBa/Xrl0z4dMOfxkvOxCiDPpfA0KUwbwagUCQh1Tw4moeGMF3ynNeJMtnmv2vMNPEtOo700kZTHNeomuvt1mURc8TZQGhLHpuiR28dvYkdgA0sysbVADUTsbnc+fOmY6Fy1moWHAPEUdv6Z526BcVHfrLd/7SPe8R4SgsT4qiMsKDF6joqB36bY+D+qOdFO2Rn3V6HCAkOSLMZW+iiNmBEPtqZb6b7KAdBUIKhjgrRB9oR9wLoEEa52yo0l/B7aurMGxcf2T7x/so03k6PA76IkIsJ4i/DI1upUQECCUIEIozS8KQyj1Cd5EUcQFbVs9Czhzvokmzpliydp0o+Glm4ZyorfIvDqGxN7B0w1K8ky8PyjdohHnzxwsQ8sSh1YNQv3kdZHu/AJosOoGDITAzUSm85ygtSsLwB2JO4vC6CSj52aso/vn7yP5VCfylWH302+eLmwmiuMbfwLFF3dCvaQWU/KIA3n73c5Sp1wYH7sbBU+IQx5jEHsKENp+gQvF30WnQQGy6Gorbkld3JX3mdLvoW4g8uwoj6udE4ULZUbJVN8zzjMKdhFhE++/A+PafSRm9izKtmmD2aW/4SvR4waxgTIQER2DbgYP4snJFFK9bBadDr+FaQgAikiIFKAkYcibC++J59B/QG+VqVESL/j1xMT4aV0ThCpd6bNCptAdzt9MzDISoQBI48JfEePCZzPjY2y1/9ZmyQOUJwQcHO/hMJX3NmjXm8IRXXnnFKK2cceYsMmUB7Sir3+pnRqY548FwOHhDhf+tt94yy3C5FI97RDLGT+OtaeF3NeP7/wIxHcwT5qcS08e08htlMMuU7/8LxLRRzrKe2cluznSznP9X0pxFWfS4lAWEsui5JXvHR+Jvxs6e72pmf2aHwTX1VC64zpxHa1MBo3LBAxDoL9muQLDjpZtJkyaZpQlFihTBlClT4O3tbTpe2tFw+KvEd42nnZ91enIglL6EikmnnmZnkx0PAiGeXsalbTSlimqAVJooAgZoCBBKugwfr9UYOnYAsr32IcoJEFpxyNvMzFggSH7FX3PGAv1IFViVLO6TYwSxCBiK9YHXme3mAITylQujVrNa2H7qCG7Gcn+OlHVcKNZvXYl2vbvgk6+/Qo+x43DqzH5BWbdwcOlw1GtYAy99lBdtlx3A8cg0hEk45iQ1LpJLDhV7vvA9uQ6DWpRDsex/w+sffoAcdTth/Nlws0QtOd4HlzePw6AOdfCvV1/Dx5+XQNv+Y3FdMMgd+Z6YFiZ+nMWGafXQoH5h5K9SAeN3HMPlmBQDgmLjXLh6cg/mD2iMbz77Ld7/8B8o2roT5gtYupMYg3CfbZjYLi/KlHwXpZrXxfzzVxAo8XMzYwS0uZypuB0Rgm6j+qFs8xpoPqwb1p7ZgzsxQUhzxcP/7HnMnTwFRQoXRa6ChdC4R2d4xofAh8sGWToOyUtujEoWT026H58eqCM2Zlv5KWaEMoIHPpMzxs/ObNM6uEKFXJVQmnGwZPXq1WZ5lp7qderUqXszSOo/7fOXbqjM6rtdXtBfXgQ9aNAgvPPOO6hevbo56IUgiKDLblf95q+mxW6m5s86MR2aV0qaPjLNmW//S+llHWGa7GQ313T/r6Q5i7LocSkLCGVRFj0m2TsKdhxUSqhI8EZ2zgy9++67ZtnJ1q1bzQwP7dA+mcoO9wDwBnkuRSAAGDNmjFkiR/+ex87n+wAhvssfC/zY2WSfBYS4jyfZgCAeWMBZIS5vE2tpiQJgOKMTLb93BSlchd+VTRg5cRiyvfoByrSfiKV7LyJKdAUuqyMAShG/qTvwqpvkFJa7+JHEfTzihzME0cEXcerkKnTqVRVVGpZE34lDMW7JQsxasQzTF8xF34ED0KJ7FzQf0BfLjxxASLgAsMRwHFo0Ho3q18D/ffwp2i9ej6Nh8WYmiTuQUhhPzjwlRiDy2gFsnNIJ3+T5M97P/jaq9hmNedecCBZ7aQl3EHhsMUb2bYuXfvt/yFe6FkbN8kCEOBeMIha4hO8KLh2agEGj2yFn5dKoMmgUBs1dhoXL12PT8rVYPWM8JnaqiwZF3kb+rz5DoVZtMcPTBwFJEXDePYRJ7QqiVNG3UKZpDSy54IkQyROjS0mRJRIMSQ6vPbIKXSf2Rvm2ddFx/GBMXzwT61csxsKxY9CrXSeU/Lo88hYsiaY9uuBSnB9uSOwjBQy5HOJBvHjIQXnG9wnogTpiY7a1HxsIPSkxjiob+MuZIAUj+ktgxFPjZs2aZfZ2fPzxx0ZecBaa9u2yhfb5TiBEpZZ+KFMOcS8i3RIAffHFF5g2bRouX758LzxyFmVRFmXR80pZQCiLsugxiQoDFQ4qEFQ4dJkKFRCeHsc7gPLmzYt27doZ0KOjt2Se/rR582azFI7Htvbv3//ecjjl542eDAjxaOxHACHqcSb7OI+jQMghECgOCWk8Tvs+EEpKkrBSYuVFQELyLQTf2ofJsybhxdc+QIlWI7Bg2xGEiaKZlBonXqcgVRwmua0VXO5EUVxpkCzxiBcgRDCEUOFbOOXpgVHTe6JI1WL4/dtvItvLL+MPf/k7alSvgykLFuDC3QDcTkmQeInWnxiHI8sWokWThvhr9uxoP3sODgbcMYcsCPyxZoVSJS2uKMT4ncPZrbPQokoulChVACMXLcMOnwiEpjCtMQjzPojJAj5+9ac/omKT1liyYQeiudrM6LaEVSGIjzyHHQfXoW73dvhjnjwSt98i289/gbw5PkbHJrWxefFkzBnbQ8BcexRv1hQzjxxHYHyQ5NMtjO9cFkW/fh+VW9XFyosXzd4eRi1JUFtcTLKUSCLuJN/Gnsv70XPaIHxYIi/+77U/4N9/+zMqFiyEtg1aYmjfMahRq7k5We5S1A1cTbqFsJQoKV+JHnEpZ4VM+T0+PVBHbPwsACE7+CFzkIS/D0sLZ5BnzpxpTpLjSZWc1dGDDTLaJ1MukflMf3kqGPcBUS7xmGT6Rdmk9hkuw8miLMqiLHpeKQsIZVEWPSZRYaCSQYCjI680o2LDjcjbtm0zFxKeOXPm3vpy2uX6/vnz55s7K3gsLo/I5slzuhxGFZfnjZ4ECBEEEeB8NxDiVAXtWECId//YZ4RS0iSvE7m0LX15XNodOCIv4cLV81i6/Si2XArH1bB4OAQ8JadEIClZ/BL/qfhLMUk5iR8mTAnMLS/cB5MigAHXEeE6jMsBB7Dn7G6s3LMDyzduwtp1m3Di6Bl4+wcgOMmB28lxiEsQzV88cvr44/TxY5i/fiX23bqGW8kJ5n4eAqFEpoVIhlMucaGID/LC+aNrcPjQBly/fRUhjhi4Up0Sp2g44u7imq8XVuxYh13nT+FqQABinFKviJNMnqTCnRCHwLBAHLtyBqv3b4HHphVYvXEZ9uzZgPNnD+JOwFXcvHkJ5y6fw75zp3E9IgRO8Zsgz+f8Vuw5sB47Lx6BV3yctWyQ+EqwJCfHCISixN4t1y2cCDyNNSc2Sdo9sGH5CpzefgCexy7A68wNHD16Eaevepq5oDsIk7RyM75Ekn7di+vj0wN1xMbPAhBSmcFfBUL6zjRQLqhsIODx8fHBhg0bTJpKlCiBTp06mTuAOBtNN8qafjL9PX36NIYPH25AEJfvEhD5+vqaARj6r3KM9rMoi7Ioi55XygJCWZRFj0lULlSBoJJiVzz4TvBD5ncFQbocjrNE3PQ8YcIEA4LUDyoi6tfzRv81EDLoJp1N9n0bCCWKu/tAiIdh8EQC4TQJMy0cae4AxLpjzQWfXG5G9Z8zSSnJQVIuAkvS/edEUKJwkgFCwlTeXVzCRlfXxMo5cecnocYZMCMhIClB4i+KfqIAJx68HSzfYhMEhHGrk/ykJAiAjg9FOGIk3GQzI8RjpcWZ5T9vdE2y4pqUHGqFlXZXWMBXWjQSUnhbEVepJQsuSZA0CNASgOQSf4nRXAxK/HEy7uInZ6O4b8idGizPofIWJjnFM96SECN57RDEl5omkTMHSpDj5D1GgCH39LjNaXgO8YdYkgHzWibmLnMvUr5GSUoixV9nqsQoTuLNyEn6mY0ETdy5FS22I+RvnLy5eEY584L5acrv8emBOmJjtsXMDoQ0nvpLmaIDKzTjO8GRAiQFS9zXw2VynHkmwOE9Q7pMjnbUPc0CAwPNSZQ8KpnHZHPwRS9pJtM/XUrHOGRRFmVRFj2vlAWEsiiL/gNRuSBTaaCSou/KCoSoXHCUloo97fIEue3bt5sjsqmYjR8/3swc8RuVFlVi1J/njR4fCBHKWEve+G6UZlHCH2Cjy/EPl8/RLtX7eGEelpAiLNbkM/M7lcvKeGhCKi+bjBRwkIQIMQqS71FiyemORKoAIQjQoN9pgq+kuMwhAW4Gz/DoIVEGD02AvwCLKwJF7kio5vBoeRei23gLOHNeirHhLibjVgBCajJTliSPiQKFkhGU5EaIgCYCF+OBoI5kZ4KEK7AhhUv5BAQlB4p7f/E4SlymGOAUJemOledY8YfhEDbyksjQ0FiIc4PXCOIMTHTHCxgLR3xSiORUqIQdIyAoFmEJUYhKIKSiMs2ISyRTJb8FyfHACYfEmwcsEKSlELwQL0leMP7RqRGIEHAWhRABOCHih+QbAyMaVLvipVv8jJKwCPxiUxxwuqSsJG5W2T0ZPVBHbPysACEFLRpnygS7LOAzgQrrjoIVypZ169aZJXIEQ7169TL7iBQw6eAKl85xnyKX4X700UdmJvrkyZP3BmpoR+1rPLIoi7Ioi55XygJCWZRF/4FUMaHSQKWEygQBEZUTVWT4jUx7qtTwbiEuSeEldtygfPHixQdOaVL/aPd5VEaeHAhRHRcN2w6EqHCTjTLNP/eBkC6Nk5ISH0RpF3fJyakGgBhtnncKpcXLV7EtRgQVnOxIpbkBHvLNLWUkCr0UtwFCnFkxJz0z7CQxTCU8CJcoBEpIkQaI0C+WqVmf5k4QZd8FZ5IooQY2pFgpcnP5k4Ay2hUfmLIw+RohX7lazBgSSEikCZXcjF1KiFj0M6fVQcAMQRXjzNmsCKlLMeK3U2zyxDx3ShTciRJ/gj7xS6qomc0iyOJBCm6xkyAhJghwEfhlfuPFjCURKfYdkrQ0gxwlPwXFEM8wOi7Ju7gYcRtnnXTG9NCneImFA8ES07sSnMAyCSgtWvxIR4Wpkt8EnJwVImBzCrrkTFlSktVmnpQeqCM2fhaAkF1eqAxR2UGmGZnPdjvMbx58sGjRInPHDS9j5gXMPFabcoTf9Wh+giDKnREjRpgT4wiM1X9TbmLfLn+yKIuyKIueV8oCQlmURf+BqIioosFRVAVCqkioYkFlhUoFD0bg6U68cJVKGZeocN8QR3j5XRUbMt2p2+eNngwIOYTj5VmUNmZVRiDEZ5OF3wZCblHkCYQM/hHdnjM85iFFtP0U60ALKvoEQUYl5GxRssCLJAmPo+2CfhKJadKBRJK650WgKRJWSpzglRhR9Hl3kIAI2uESPO5FSpS0JUtckpxwCShJSEswBzg4BGQlJNK9FR+XxC1KYswlaPTDRITRkBcuNXMR7qSGAnH+YlHAkDPS2ON8lAFCEr848Ste4hDL5W8CSAit0twCntxxJowE+e5gGoQdqSkSjwgJhgdti3/wl5xyGv8CJC70j9kjlVsepByYXDFPFHAXHxcFlytK4u+QPOEsFA9NiJPfIPHBD0kCwgiEOOGWHCuKtksAWVIsklMJhsxkmMnLRIlDkgRCZjk/CT1QR2zMtvWszAgpMNG481lndewyQplmlD28uHnevHlYvHixOQKb7YeyhTPQBElNmzY1+4JGjx5t9gnZl9iRs4BQFmVRFmXRfcoCQlmURf+BqIRQaaDCwdFXVVKoQOhSOD3Fie9UPrp27WoUfY7I0o0qMxmZfmQBoR8SCHGexNpPxMVo3CNEIEQF3FihHercxq38obbPmQl55YwHQyO4gSjuZmmcKPpc18WZG9qJkdc4lyirPDGA9gSpJDhFwZePnHHhrBO3viRzk05ilBhwb4+kLy0RDncCol3RiHJHIzY11syQmHiInwQG3J9EIMJ4MI5pAiKc0dGIjgkxMzxm9skdLihG/EzkQjtruVq8cPp2HMRJfEJiBdSkBpp9TvFRN5EcHyLALM0sa+Np1fESZrQozok8Pc/4ECE+RYh7/uU5c5ZpokErBHTME4kP841r3EwMJXwBaHEJMQbYJQsQ4i4nR8odAUjiCzdVCVJLjHciMuQukhLiTLtJkCQnij/02pFEYMSyEjDwHAEhEuNKQELWuFMWEOhQluhAi7LaUbabM82c8eFgS/Hixc0R2Tx2m/sTCYL4jf4SZPFd3eoz/ciiLMqiLHpeKQsIZVEW/QdS5YOAhcqDjqJSieAzWRUKnhrXt29fo+Rz1JbH1/I7FRsq/By15eitKiL8psDqeaOnD4S4EIv/LBBjrNAOdW7jVl4IhuSdyrkFQGgmyIQnAiQ5kCaAiEvluHyOMzBO+exO4Si+wA4eKJCSaqxzBRpnirh8jnty0szpdAJaEm/JhzCxIPFJFiAgwEpUXWHGTXwUvxh/nosQIb88kMDEgzGm+wQBQG7JH7cFurikL9EVC1f6fh4Cn+gk+RUXvP8oXoCLO0kgVaqAkbRIpAoQS0uJFN84c2MBHC7dS0iWfCLIM/kr0ZQ//MbDwAmECK54uIQF9phA+e+U+u7iF6e44a6mKLiSwgUIRTEm4pMTyQKOkpJiBPhIvAUApiULSJL6niaZQwyVKnGUqm9AIwGqpEb8eT6BkMoFyhLGm6xyRWUCf1XO6DPdENQoiOJAy86dO017Ik+cONGcDqcz19ECpilr6LeGRXcqs8hZlEVZlEXPK2UBoSzKosckVR7sygqZSgo3LXND8oABA8yFqWPHjjWnw/Eb7VMR4UlOvEuIByhw9JazR3bF5HmjHwwI3UM5wvIicEP+ckeOKObmn2WFyrdk9X13hsUR9X1hc3+PeRALZoqHszrhgo0ixD336VggRUpM/nIOJsb4ZSZ2BC9wpZvop0gQ3JDsiIA75AK89s3CVo9JWO+xAKtWrcHyNSuwZP0yLNy4CMvXLsLaFYuxwWMZVq7ehaUbPXH8uoARwVApiEZI0EFcPLYFOzyWYuuiNVizbC2WrlmPWStXYO7yJeLGA0uXLcCCZUswb/U6rN1zGKfPX0BEcCBO7d2KDavmY+3quVi1bh6Wb1iAResXYuGGJfBY6yFxWYH1qzbI9x3wWLkHy9Yewfp9l3HCJxa+kgbCnWTmGmeNuEmKGehIQQpnugzo4b6oUAFQPIEuTN4FNJrlgpIfyZL3iTxNjyz2BVCZw+iYgZJfBEM8vIFQlTu4WELSmuTj49MDdcTGbEvPwh4hBSXKKk8elh5+oxxR4ESmPOGASlRUFPbv349Ro0aZo/l5styFCxfuuaffuiSX7/Zw7OFlURZlURY9r/QDACF2YP8NW0RR/Dic2chS1B7G3457Rn40PSyfMvLj0H37jxOnLPpuouKgygOJv1QwqMjzKNt69eqZez46dOhgFBQqLFzmoqfD8bAEKmhff/21OU6bdqiYkJ9dZcReJx+H79PjASHWTSrK1izPPSBErwholPluspAwRZTrNM64cK+QBYTMKi8q4WqPbvghRV6MO3k0fsofAiFO73D5W3KMACEeQ2Dt3SHTme4q4qQJgRAngHgytjntWpzHh/rh4gEP1CvxNn7zs2zI9oLwz62LTLP9Qp6FfyZmv8xm8W9+/Xe8+lZhDJm8Gd6+/hIPP+zZNAhN6hTDSz8TN9n+JPyy+PNLZHvp5+L+BWQTf39Gv198SfjXyFW4FHr1H4T9u3egzNf58HPxl99flLB+8ZL8Sni/+qX8/ppuxM/f/FX4FfHzT3jxt/9Gzq8qYfTsVTjjG25mvswRE5J+M7tl1v0x4Uw98zVK8lhAIiIlL6KEEwTgSMJN5nDPDxf6hQsTCEn+OHikt/gh/zl7liio05nM0/TcpoQon56EHqgjNmb7zOxAiLKAszX8JTHefCYz/hnBij4T0FCWKHEm6NKlS2jZsqWRPQsXLjT7h9Qdf+3P/FV5o6zfsiiLsiiLMpJIjcdgI+IzDX8f+gGBEIW6MnvMjGz/TlZ3Fj0sQQ/jx6Lv5ej70cMrBtkKmvqWsj1K5EeT5o3yQ/LO7sEjPbzvhz1Oj+Lnhdj561ITO1EhUGVEie+0q98IbvhOJYLvVEyWL19u7gh6//330blzZxw4cODe8jd1w2cenb169WpUr17d3PLOO4UIjji6qwoJf3UZi5KOBOt3tZs56H4d+3Y9Jdu/k+/To4GQjfku7giAODPEZ8uSjWnEX0OSP2IvRZRx8yt/2fYYE2Icrny758awvKS7NVlqlsYJ0zI1dk71UMkXX+gHF5MZv8SEMyYmhdT/aVU/JrvhDPHGpX3LUL/0x3j73b+jXPMW6DjbA9M37sCCteuwcvUKrF25Ahs9VmHTsjVYt2oH1m46iovXw+CMDZIgL+HQ6m5o1rAMfvXqm6jYdjTGzV+HxavWYvWqZVi5cjmWLF+BJSvWYNGKDViwchO27j+Bs5evIjj0Dg4c2o6VqxZj+YqFUueWYMXcsZjSrxmKf/IHvPPeq6jcrhO6LdyIqVsOYva67Vi2YRu2HTgJL99QhElxcHYsjanlfUupAvqYSGakyTSWg1OeeNYdl8mR09sTPwsytMw4ryQZI35xFojMZ7PiTph7pJiHzMt75fqYxPr/MGYcMjsQoixgezb5JcR4s72TNR18th9vbbdDd7wUde/evWjTpg06duyI2bNnmxPjKHfUPt2qe7tblSf6zu/PG2keMf2aR3ZiHtnB6rNMmlZNI3+ZLqZbie+sb1onsyiLSNr3phg5TeazMntFq3/9b5k184fi70OPD4QeGRIbDpkCQ0GPjp3aWb+RjbYgfL/R2b3/Lv5OepgD5adEVkX5Nj+ssMnfGaV7HyRfzFAzWfLJjMLa847m8vMovkfMX4uteGWwKn8Mp78/L6TKgF1JUKXB/kxlgaCEdumG32jGdz6Hhoaa+zq4FC5Hjhzm8sKVK1eaU+P4nX7THd3QPyopVFZ4mlOFChUMCJgyZQouX75s7NA+7WUMk+/6nWa0w+fMQVrHtE0/jO/XQzs9PhBSturxd9P9NnifH/TnoZTRkuTzvTYofpBozDasqVKpxmdrNkmAgzl6Owru4Cvw3CtAqExO5PgiJ7ou8sCK0ET4irUI2qUjOuZaO6f1K0WdvjwvAHAdxcllLdCoUWlke+cztFp2CucixRojkBgrlt3m4IF48Yun1JEJ2cjxqU7xMv3EPO4DErspd6/g9s45aPfVP1Eg30fotXQ1lkcB3mKf+4I4x0McZ2QU/zCO5pIf+qipJPHDo1hJ3+nGbn6frGx+sJyehFj/H8ZsH5kdCDGeKmPI2qZV9rDts80rECKz/dMezTigsm/fPgwbNsy0n0mTJplTKjUPNAza1VkklUE05zP95zv9VDfPEzHNzG/tB5RVbtNc91gxj55lYnq0nPWZ6dT6xl+mk/VF059FWUSyZDNBD1dkkDMCoh8GCJGtPuG/5+9D3w8I2dl0YNrpscPMCICU+U2Zdh/sJB/m9cP4AXqYhUfxUyKronybH1bQ5EdGyf7hHggiSz59FxBiFj7gVvge8aPFrMxW3GxW5Y/h9PfnhbRDILMjYIenyoJ2FFQUeNoSzdWMdrVD4e/x48eRJ08e/O1vf0OxYsXM7A73ClH5UHvsWLgXiH7zmSO5PM2Jx9y+9tprKFKkiJkZoh3aV2ZYdMO4sVNWc40HnzMHaR3TNv0wvl8P7fRIICTWlH9U0oZg2B4JKyI0ZhtmiggRVKqxZaWwjaYKaEiVtKREIDHY6x4Q+uzrvOi/fhuWhqXAS+wHcfkcT0cQD9JipTOJEqVEkAwnoziLhVR/CeA4Ti5pitp1iyHbm5+i4aKTOCaIxcXAXZGCUaS+ihcKfoinyHGCyIJiQxGVFAGXACILCAmoDryMgG0z0O3rf+CrgjnQc+laLIkBrokbHo7Aa1PpNdNoHoywehgQyhyk7SEjs308C0CIzPZNOUO5oO2ayihlBNu92qMdXWobEhJiQBDvJ2PbadWq1b0jslXmaBhcOkfQdOfOnXtyTP1TWacy7Xkjpp15wvzmM/OD7zqTr3lFc8rfZ5lYvgpw9FnrG+sC08xffuc3mmdRFpGkxghnAaH79LAQyUZJILOjpMBQ/i4QpG7uC+CHeZ2Rv0UPs/QwfopkVZRv88MKmvzIaNk/2JUwo4gxzzR/0/NP7fLzA26F79F9t1lA6NuknQI7AXZ2fNcOUDsJ7RS1g6Ad2uUpTW3btsWrr76KunXrmpkg3uiuyynoRv1Xv9Ut7XAWaMyYMShbtqzZM8TNztzkrOHZ45AxbsqZg1jH7HX0Yax2yPcp0wEhkjYGE7idLWO2YU2VHQilEjSkOsQCD1AIfwAIfVo4D/qu3QSPsCRcFfuR9CjdgzRe/sNtNHQu5glciue+aYDQ6eWt0LBxGWT7KC8aLxEgFJZq7htCEsEWF5UBgqMQLW5jxC/u6yFsiU3h5a1xAm2k7jCgVKm3AoT8t8xAxy9fQ6H8nxggtDT6PwChVIaQBYR+aGI82baVGWf+qoyhcq6KKZ+poPOdgGbVqlWoUqUKChYsiBYtWuDEiRNmZpoyQvOAfrBNLV261JxgyfvMuJeI5vo9ozx5nohp50l6gwYNQo0aNcyyZi5X1mfWHWUeQEHmt2eZmRZ91rTWqlXLpJe/XFrJOqP1KIuyiGTpjAQ8CoAygqAsIGTxPUWBHSWZnabyd4GgB+lhXtv5ofQwixn5KZNVUb7NDyto8iOjZv/wgCaorHmbnodql58ecCt8j7RMHgGEyPJHn58X0s6fQp8jflRAVDHIqCTwmd/VDkdreVN79+7dze3tpUuXNgoHR175jf4p0S9VPjIyO52rV6+a2+E///xzc/fH+PHj7x23reGqHxnjRc4cZK+fj2K1Q75PmRIIkUzWanyVLWO2YU3VI4FQMoHQpXQg9Bk+LZQbPTzWGCB0Q+zzmOq0RAHGLvGXOEOYE0r008VLWN2+4vFJnPJojUZNyuOXn36BpktPGCDEWR/ecZSWlGjCJo4iEIqWDzyLgN7Fp7nAxXFSu8VPsSCeJ9+5DN9N09DhKwsI2ZfGfTcQup/KzET2dmBntpHMDoS0bfNXn8ls9wQ+lCEqN/jO2WLO7qxbtw7NmzfH66+/btK4YMEC40blhOYB39mmqNwyHz777DMjWzhjTft2NypXnidimjmzVrJkSbz77ruoWrWqyU8CBAIDAh+CTTLNn3Vm+pimjOaVK1c2/RdXJvDwHvZfrBdZlEVKls7IXoRsB0HkLCB0n+8pCmxAyuw4uWHWzt+hjAtbpH49Lf7h6WFpeVx+gB5mgXwv7pq3tnQ8zD75HmUsk+9w/xyRKkw62spnmrGD5DIBKiJqxmeOxuq7t7e3ORCBS+K4HI6nxXEJHTsQXcamRPvKdG8Ph/b5fvDgQbPZ+eWXX0aBAgXM/iEqMRqu3b0qL2qWOShj/XwYqx1b3RN6nD1CT5sYhJ3vkz3OlFnk+0KbqbJaFL9Id8CzobksLlXQRUqoAUKX9y4xQOiTAp+izZwF8Ahxw0/cEAg5411IiBH0Qk/kh1cE8S4jc+tRWoA8nMaxJW1Qt2Fp/CJ7PjRdcgxHQ1MMEEqJj4DLyQtVLeDDLUbxEiFzYWpqGkIdEdaFrTYglBjgiWvrp6DD1/9G4S8/Q58lq7FCokpgZu0RsgEhTWQWEHoqxDhSTmibpszhL+URZ3fs7Z7M9sFBEyqz//73v/Hxxx8bUPSwi5opH5S9vLzMrMef/vQnfPDBB+jdu7dRdukfZRXDI9tl1vNAzBvmM/d0cmkh84N5rvKVzHdd0qxmzzIzbUwLy1rNOCvGZZVcns2BPa1DWZRFSla/R1b93a7H3+8Xn5zt7v8bf77N34d+QCBEZmeZMcP+M3o03hiy+/U0+IenjNnxJPwAPcwC+V7cNT8fUmHkjz5bf5Ss8rAUGVVmyOl5oY4ecPO/TxT2VEK0g+CzdgLaYbAj1I6DZmTuCRo8eLA5GIFr9HlaHDtUVSrsnQxZ/VXFh8xnfacCxOV0XPNPcFW4cGGzTI5giKO39EPda7zUjJw56H79fDSrnfR6l06ZDQh9lyzSdqcyi6myWhS/JCHNnKxmB0IX7gGhP/7rj/jz18Xwj/ptkb9pO5St1wg1q9dC7Wp1ULdaPXRv2wNzZi/ENR8/hMelX8LqOoHTa7qhQZNyyPb3t/ByqdYoUK8TKtdugDpVKxhFv16zlqjaoBmatO+KcdPn4dTFq4hwuBCfkoC4lHjEumMRFROJFLcTKUHe8Nu9EK2/+ify5/0QfZeswupIwEfSwEtcvwWEzIYlu9x4sOx+atI2kJHZVjI7EGIbprxQGcG2rftTMppTDh09etQckZ03b16TNoIgf39/I0OYZtpXuUA3Kmuo6NItZRbd5suXD7169TJLcOmvumNYzxMxvdzLyRkh5qvKVpXPWo9ozvLgt2eZtI6wzJlGJT7z8B72OxyMU3vPW33IokeT1e+xPmhfrn2B8pOSurP8UoxghWP1P/8tfx/6gYEQE3M/cXYAJOqm8IPZqcx+16IH/frh+Yenh2XJ4/ID9DAL5PS4WxXlERVG/hiWZ+uPkuawKjQPUWoesP98EAW+nSn47R0gOwh2GgqGuFGZl6NydJWKO4++njNnDoKCgu51orSr7lUZUeWEv3ynPX6jHZoRQNEdO+XDhw+bPUdcJleoUCHMnTvX+K8dk/rJ58xF2rbIWt8yst3OfcpMQEgBDtkK9n6crTZnsdphqqx5bko3KqQusRorHCEWgtOB0CI0KJPDAKG/FS2GV2o1Q646TVC0Wi1U+6Y6an5TC9Ur1kDbph0wbepsXL15CyFxAksS/QDncZxa0x0Nm1QQIPQGXi7aDHlrtkHpqrVRtWI5fFOtKmo2bIIKtRqgfqsOGD1lNk6cv4xIJ2/mSTEHJcQlxCIyOgLJCQ4kBV+H357FaFH438iT50P0W7wC6yLSIJALEmPwClqmyaTdJFueeGT2w2RGJiBtuxmZ7eNZAEJs93b5oPuANA2UFZyR4B6goUOHmuVt3NdBuUPARDck2qdsULmickJlBcEQ9wdxoIXLbz/55BOMGzfOyDOGSfv043kippez+JzRb9asmclL5rfKbP2lPe0DnmViOpgeTYvWFZpzSTf7My6NU3v8lkVZRGKfZ8n+7+7L/zNl9Oe+TvpIvfZ78veh/x4IKacn1EqQKg33WZNPplixsyXSheybAx7F4tf35x+e7FmgShLZbm7Pk4fHi/woypifD4ZjwpJADPPZxg9WOvsSF+EHLT5XRIGfkSn82QnYOwkylQWOoHLpQPbs2Q0vWbLEjKSpG7t9vrMj1Q5HzWmH73YFiMx3hkEzvReEy+S4Vn3z5s1mRFLtKmcuelhd/i6+T48GQj9eWhmCtiO2jHttSuJ6n1VQ32+DVqtSIMQTuB4NhHJ9+Sn6eazA8jvRuCZZEJwoLhJE2ZLmyK1F8ZEJiIqOh1PkG2GMOT7bcQr7lnZC/Ubl8JuPP0eb+XtxNDABMeLG7YiHQwCPU/yKlwTES4TiaS7vbOGMF5fYWXETCymJcAZegefm2WhR7F0B2p9hgAChTWHJuC32I4UtIGRspxeVPBEImRMrjQG/ZBqy1xE7s51ldiBkjy/bvc4CqRnlB0EQB0I4Y8EZaC7F3bFjxwPyQP2iW8oWlV18VyCk3318fDBy5EizTO69995Dly5d7h3uQnvPEzFPFAg1bdr0Xl5p3jFPKJM1n8nPMtnTwbTq8m+mNSMQ0jqTRVlkkcr+DMwq8rh8z1267pneS1k6Kfl/GAjZFYaM/L8IhJgGO9uzRvPk4XFS/jbZ3Vv5aeXpt8ISS4b5fI/pJ3PbXuHIfKe5fFfLzympAqGdBJ/ZSbCz4DPX4PNy1IEDBxplpFy5chgxYgRu3LhhOkt1oyNt2pHQX/WbzGd7R8tfhkH/2eHSLX95KhSXyXEtP/cDNGrUyIAh3hZPf+i/Pc6Zg+x1+HH4PmUmIKRyib9Wu1JZRiF9n7UdEjQIlJFfUaLEZVqaQ5IXLfwgEKovQChngU/QY958rA2KNcCDe4QsoCG/EiBX1bkFHDkFdHBJW1qS2Eq+iP3Le6Bew/J44Y0P0G7uDpwJEQWZcZM6wPuG2Jq5R4gnyXHvUCJ/pW7FuV3yK4qOBMD0GSB01xteOxaiRamP8NVXuTB4kQe2hiZCINd3ACHhB2Ru5iF7HbEz21ZmB0IkxpVywz4wQpnAtkB5cPLkSTNDTCWVM0Fr1qxBQEDAPZnCdKo/djPNA7Jd7nDWmfsZJ06caGaGeOrcgAEDcO3aNePmeSLmix6WwD1Cmk+ad8xLLRPNv2eZmBbWKaaDz6xnmmaCYTsQUs6iLLLILv/TmdXjSdi4Y89KtoMg9l6WTmr1tQ93/qT8fegpASFpfMKa9Iz8PAKhh8fHzvfJ7va+n5YCZg9DmXLLMJ/vMf20VzrlDEDoOSbtFNghUPjznYCEyglHDE+dOmVAUIkSJZA7d24MGTLEXFyoI7hkdpq0TzPtYLQz0e/asWo4ZNrlshW643d7uGfOnEHXrl3vddTcE0CQpH6R6UfmIHsdfhy+T5kRCJH5rO3tUUCI/PhA6CP0nDsXm4JjcVf8ViDEi0uTBb3cOzFO/ItJiRMzf2mmXti/qp8AoYp44V/voePcrTgbKuBcIszLW7VVOyVWBEF8Z9xdUs9ipU4lpEo9kW9GGgsQcgRdl/gsQ5NSn+CLLz/DkIVLsTPEZeIjsf4OICTPxjBzkb2O2Jlt7FmYEWI82fbZ5pX4zMuY2f55Weo777yDMmXKmAtTOWiiMkZZZQ1/9Zn+2uWZmlO+ULZwbxFPquSJl/nz58f8+fPh68trfp8fYp4QCFH2tG7d2rzb803zUfOYz88yMQ2sW0wP+w5NJ38zAiH9lkVZZJH22+ms/cGTsHHLHo5s10fNMJ4xk5r3LWffl78PPQEQYiZ8R4akk76qcvEwVoVDmXYN2QFPxvB+EP7hyZ5eO6s5C/jBOGTMjYzfH+UnlS9VxDJ+u8/2cLlAxmL3PbYqoob7fJN2ehk7QioNvOeHsz9ckvL++++bS09pRrscXVMlRt2wg9FThvhu94+//M6OSN/pD5/5q88Ml37wncvkOnTogFdeecUAhm3btpnvtKf8rFNmAkKUQ2wd/GXr0PZmASC2IQVC98GQ9WYHQro0zjoswXOfdVjC54WyY/DSJdgRGoMg8TsyWVwbTkNigpS/BMgwEyQEF+FQyh0g/iJ2r+iPhk2q4OV3P0LvBTtxPiQRYRJJcWJasdQGcWN2KKXHUMwlQW5BSvylBGBdM0AoxAeX9nmgdvEPkTd/dgxfsAR7gxzm6OwYE7YCIavOGhDEjKGYYCZlMrLXETszvZkdCKk84C/jrET5QLDC5bE81pnHGk+ePNksa6M9zlarDLA/21nlCf1W1m98Zhg8on/48OHGfw62zJw5Mz0GzwcxL7jvk7JHD0vICBIo2/U4ab4/y6RlzzrDfovvylx+aQdCTC/rTxZl0QPEJvAoVtXVzve+y4th0zulsx0E/Q8DISYpSeyyM06UDtUtDYwKhmaDyQoxixcNgOvideQyLVWehFOSRbGQXw6Z8jnVLKYX4S6/qTRPjwOfyWm0J9+S6Y7DrOnfEhK4zImZrvH+4UmTz1DtrOZMmRU24/0gJyU64U6Il7Ry2poCiEqV5IN8VX+YTxzddcu/ZMlFqivORDcSRJFi/oouZW6Yd4uXxld5TpJ8tVQ1Lo9xy3dR0IWTUh3GLDGZy7EsgfikZBeimYUYF+30tSNTM3ZwdsFut6OAxt4BknliG5eQ8KSlihUrmtFZT0/Pe8fV0q4qHOqGZhn9sTPNH/VNme41vpwBWr9+PSpUqGBGb+vXr2/2CHAET/2xx4Gkfuj3jOE9KWX0n/4xz8iMp93v7+N/RiBEPxhGxngrqx3yw9JOtrt/HKIt1o5HAyGFGRZbQIgseZGWBHdqgrQtJ1LS4iWDBAglhwuHISnMC5cPrkC9srmQu8DHGLp4IXYGRxrgESfiIDlRWrI0XIIgilXT1sVPAqHUlGDA6Yk9a4ejcbOq+OU/30T/+ZtxNTLVzAjx+iHOAnEGydoLZLX2FMpc8dCdmCxyQPKIslXqA4FQfKgvLh1ajVqlsiNfgRwYvWAxDt6JMSfGEQg5xEcup2PKjAw1M0LygRGT38fNzx+LtLwzMsv+xwZCDPNh7Y5kj5uS3Q7rMGUQmTPQ3IvImRruX+HpkZyBZvugXYZBtj/biebqt91/VfK1zVCO8QRMznATCPGeGYIhPz8e7n6f6IeGo21N/XrWiUCoePHi5lJazS/NM3u+0expE8N4nLAYLy0Pjas9nmQtp4xEMy07Piv/FHuEGIbGw04aJzK/s01ofMiaxoeRfufvf0P0Q/NU85KcsT5oeIyn3Zy/BNHsI+1loX7Q/n9Ke6YkMzAmaSTzmYpm+jvvxDPKKPsKigbTd/Bd0pkkOnmS9FbcDCt9ldXLCqc5xY5DnrmmQfRf04NJHqX3YXwWH+5xYnISXO4E891u/jD+PvTUgFByaooBQWSndPpcu24HQU6pDA6pQFwXT9BE+wboCCv4IRhKFiBDMEOQoKzgR8EDARDtkNWMir7L5TC/tGsBpB+eNPn03c73s4X5xdphY1GgUlME2ggIcjljDRBinBl/5oOkzti0QJAoR/LNlSrgJU2UrjQ3nEkuA4RM/RMmCLoPhCTPpdJYFetBIGSxEwmJovYkihrFSiWRtNiK7X+izNhgGRcVYBQyfFbOKNDUHpkCi6OqdMN3Cl4CDSoF3KPD2SBdDkfB9rRI45YxHVRMZs2ahUqVKhlQxmVy3DPEZR0aZ3JGd5p2ZfX7SYl+2fOPfjEfdJkFzTTMJ/Ff40MgREWMSwQ1rhqWsprbmea0Z7dLczVT88ch2mJ7fRAIiV/yl2wHQWSaSa7Iv+QHgFCqHpaQINAiKQyJYddw+fBa1CufR4BQdgyaPxe77oRBYJIZA0tJEv+l8VKkss+g7yLmDRBKSQsVf7yxd/1YNGlWA7989V8YMHcdroQlW3cQiX3uC3KZeBC8SLyko0lOlXfpRBKTJA/E3xTKggRJVUoC4sP9cenwBtQqkwv5C36K0XPn42hAhDkxjjBUpAISRL7QL5NW5p/4wYE8is7Hzc8fi7TcMzLrwU8BhLSd2OsoSeP0MOY3th2O1HM5HE+H40wQjzPm/h3eWaYg6EmI9rUNMBy2WZUXGi7bHAd8CLzKli1r2MPDw8gctUvms90t08n3Z50IhAg2eUGtnZg3yj8WMW8z1p+MrOWh+a/mfGb52u1p/PWZpGYZ2Q6EfizSdDC+jIP9V+PM7+yb7YBC08hnu317/aT5k5L6Rz/UP20zGibN7XHW8GlHy07NFAjZ/VH/+azval9ZzTIbMW7sr+6BH+mw0mzvBEIGDFEspIMjiyWdAoRSRdc0QCjVLf0JLx2Pt9gGhNh3Ufc1/Zfor/pr6bKWTps5gBB7RTt/R+iMKhNilHrhWKfDzGJQrSBTkY8TEEBFQrJAlIlEk0itIPaKwV+3ZGaCuFe0qJmj7w6X09jRcNmAdImRKcT0Svo0SJNPZcrO97OF+cUaoixQUCpEUkIcEt0Sx2SiZQvMEbQxHQSPBNjx0ogckn9MmUMqUEIqL1FkPkq+Mq1iJ4HLayTAe76LWaIBU2TmLpkKjvid5kC0I1Ly32G+MxzWZYInq3r9Z9LG+rTy8/uQxkcFT0aBlZFZH+wzQfylG4IgzsLwtm1eQMjlcLyUUP16WqRxUs4YT94gz70Cv/3tb80pR3v27DHmao/MNGj7sTPj/n3jzzyhUCfb42VnxoOKHJ8fl2iXcWrcuCFKlCiGsLAQCcsaxNBBCzLfldk27J2Kne1laI/n4xBtsb0+HAgpAOKyUuuZ5pRaLmm3lF+0JVJIviWKkI9DslNATFK44KHr8Dy0DvUq5DdAaMDMadh1646ZgWE4Bl1I+5Oomz6DbZxASOCIPIkt903sWT8BzZrXxB9ffwv9py3HxduxiBZn8WLfIRHnDI50D+LKBXeyQ/yxjl8muCITaLkcUjbJIm8j/HHu8EbUKJcP+QQIjZgxA0d975iDEtgdiURK/ydlLcw8lYhYmUP/nrz6PFXSMs7IjPePDYQ07Izt1/6N8dL2pPWYdmnO9549exqZ86tf/QqjRo0yIIjf7H49LmlY/CUzLLtfyjTncl/OePOiVg648Nh+tmfG097WGFf1k+/POmUmIKThqQwj81nfVQaT7eXI71qH1EyZ5mrfHkZG/imAEOOk7cRer/jMtqDp4Tv1uIctAaUduuM31le7uyclutH8op8ahj1uamZ/trOWhd2M76xnTIPdXJl+aTnb3WYuIrCTPHbEmckJa1RM5BwnK6g8chRPmEApyS19IIGRsPmWbpf6LYFQchKX80aJzsAL6M2QnmFeRp6Y7IYzQfox0X+JGajTx8RJfxcbY97F13vMHPou/j70VICQFrL5lY8WKEoysxB+t29h4eJ56NSlPSZPnYBTZ44jIUUyQDr1BAE4DgFEMY74B4BTvGSQj78flq5Yjh59eqNVm9aYM28uPC973QNDzCw+k1WAMHz+UlljfJ4GafKluB/g+1nCcG0giEx0nCIASJgXMRIMEQgpKuYaf256to7TpQtRs9JERUqKhtMdK3YsMETA45DK5xKFxyyTE7tmKaLkh5WnFhNAJYi645a/8UkiWFKo9jBvxe90dywnkjZGOz8rxDKmQLF3EGStA2R+Y5r0O39pTsBDJYBLtapUqWIOSdDlcE+bGB/GhQKdQpPPdnOeUscjuxkvXrjKmRSeKhUWFnavntOenZkufuMvv5OflNQf9YPv2rb4q++ap49LGp9mzZqgbNnSiI6OlDDY4Vigh6CIwMcOjvhd48Jw1Q8+Z2T99jhEW2yvDwNCCoKsLwqGBJSlz8qy/VFEW2Ka8XSJY6kvKdGIC7qKY9s8ULNUPnzxVR5MWbkch+8EmRkYSgGdCpLogoNrXP7KfTpcAptKeJISgK2rxqNRo2r4x7vvY9DkxTh/KwqxEmGeHMdZJc7gpCBOZF483ImxAoQoLYSYKPGXfZAZyUtJRHiwD/bvWIFKpfPgy6/zYfaKFTjrH4xosUu/CMQUCHEJLeWRyRhWRas6ZirSMs7ILP8fGwixTlKJ0jbBePCdckUVNLK2G3sdvn79OqZNm2YGXzg7yhlo3vavM0F0Q34S0nzgL8PKqFwybjTjO/fB8K4iHq3NQ2EqV65sZsR5PQDtMuyMfj1pfDIjZSYgpHVD64WdaUZmvaEdrT9aHrTDZ5aL9nFqrm7VzsP4pwBC9vCZHgVsjCvTYW9HTLOd7e1H3djN9PdJSOOifql/+q5tWeOp4agbxlnjzXfGk3YJ0tQdv/Mb3Wp4ZPVP39WPzENMq+S79MUG0KR3LHw3q7ZEVyUA4lJvBUOmzyFAEnvWVhepk8kui1PYt1DH4eCpQ7oq0c3TgRD1eOrvkhvmmaCIrGZGt0/X89k6H8Xfh54aELIK2VJszAivdLEJ7njc9LmKocMGoEDBXChdpgjmzZ+OiOgQo1g4pfONFwUoStCnQzKaagcVBN/A21i7eSOq162Nz/PnQ6GvC2PMhPE4d+G8yTBlzSR7xdJKSbOnQZp8Vl3lB7OE4UrFeGCzmMUcqU2WPEmWtJvlfaKwuKTgvaUTOn3xIkJj4xGfzAVuUgHkr1uULKc7GslUgMQ/pjfBLfkq6Ps+EBIzAToEQgmimJGdUvkIhPgbHBUMT+/LOCtKfniMgCLqSeJO46v5lpEzMzF+diHDX76rmb2ToKCxp4vgg6cmzZ49G7Vq1cJHH31kjq8m0GC9oX1187SJcaECxHhrOlh/GX8eob106VKjqHAPARUmXsLKzdV2+xpfmtEtf5+U6BfdKdvzlX7TXzKfafakpP63aNEMFSqUkzTHiD+MswWGMgIhlTkaB2X6wXjY46Bxpt3HIdpiDt0HQmxrEhcjfdhO7wMh02blG2eE2MbMkl5jQiEteWEGNzjtHwdnuB8un9iBMf3bo0fvTth87AguRsUgyvgiJO3UDoTcIiMp8awZIZ7jFoozh1Zi8oThaNqqHZZvPojrd52IErsx4obL4wjI0gQIpQonpcSKdwJp2AGJ1xQ3zDozMidyJToiEGdP7caggRKffl2w++gx3AyLNkvtCIQ4D8R0cYYpKZV1UGKZ7o/hp1/9n4hYvg9j1oUfGwixHVDp4a/GIeNINesk5YnWTZpR7vDUNgIg7gXkhc26HI7f6VaVqCch9Z+/DM+uHDOOfKefao+DPZwZ4uEs3DfDmaHly5eb+Glb13jTHd+fdcqMS+O0zJT5ruWmzyw/LQt95jfWE9Y5sn5XP8j6npF/CiBE0vCZBtXPyPb6pmQ3t6ffTnynPX7n75OQuuUv/WYd13DIjB/bMpnvGo7dvsaNzGctD/3GX3VLd49iDTfzEMtF4pSqQEjSzZUI0j9HRoTB388Xt/38ERMV/QAoMrNCHLwUvdYM9Cc5LRYQxAFDstsdhVt+13DN2xM+t26aVV/UaXXFl52p16uen7mAkJ0yxoQdPJVzKjPCzDizD0YUf7c7Bps2rUCjRjWQ4+O30LNnW1y6fAYhUWGIlQzgmKYyVw9GJbiwafcuNGvfDq+8+QaKli6NidOnIzA0FPEJbsQ4nIh1isIvgCCJoIHr41NYqSQq99iqZE+D6CuZVVf5wZAkr1SboAokyouyMy4cMZEhVkURJcqZ4EB4dBRmLViA9j2649QlLwTFxJoZHAKhNEglSl9TmZq+J8BUFAnQsDxzNojLdiyl5j5Ld4oIVxSOXziNfsOHoHmH9uL/ZYTH0W8r3iR7o7RzZiYKDgodChyNL834/ijBQ3MyO4K1a9eaEVkuD+EpQrw7SP1ScEK7T5sYBuOtApNCkSO22lEwTrxZnsvk3nrrLbOn4OrVq0bIMq6aDyqklZ+U6A+VJfql4JHh2/3U+PD3SUnjyRkhBUKs/2SCj4xs2hBrty18xolx431OjIcSzbXsHodoi3WfbSDjbJAFWRQEkRmfB23w1ww+iOxyc++dK1b6C4EXhgX2OEMR64iEf0y0Oaqay9DoRjLBNFpGk22XPhMISW1DchoXrIWLnWCkuKPhcCbCIYHFCt+NA0Kc1jNlgnXUAXf5cJ5IpKYAKhEL4ORQskvkochGDrSkpsZLODESx1CzPPZuVCSikzgeZ8laBULJXKpAGSP+MGNE9BBHmXhmJrLXBTuzPv5Ue4T4S2YdVAVI40UzlVG0w+86E8TT28aNG2faMr/RPts89/Fo234S0jjwV9uyvmt8lBkfZe6FHDx4sLlwlcCMsoZ2KAMZd7u7Z50y49I4spaZMsuNzOeM5cc6ogq23fxJ+KcEQhnTpWlXcyV7fO1sJzWjH+QnIYal7ZJhM18z5im/sw1kNLezxl3Tw3f2T2x/D7NL1viquT5nFpIYiV4tADuBA21WH0jdM1FAzekzx7FgwTxs3Lge16/zPjLmDdMlPYno/ff26JveTXTQxHjEO6IEVFl7akPDAjBz1iQMHzUY8xbMRWh4mNkiwyVxBESSE/eYAMg+O8QcehR/H3oqQIhIkGsKk1zSYydL5nEpmFkO5oTbGYGrnicwd+Y45Mn5Lr6pWBQzZk5EQMide0s+qCzESWW4HRmJlVu3omn7DsiRvwByf/kV+g8fidOelxEVL4WTLB15OnNUlYOfZA62Sn4JwJB3AUfkp1W5NNlstsoPhiQRyQiCqKUIpybFS/bwsARpeMIhYcFYt2kjho0ZgyFjxsHL9xYiEhJFUaHylSB2oiUt0VLRuB/AqmBUylhJFEVzlNps4pZ/hD/W30TEpzoQ5ojAzSB/zF+xHD0HD8GClavhedNfvlrxJmmDfBzOLEThoR0Cn7Vj53vGuNJMhRWPpeWSMwILLjnj/pvdu3ebvUJqz67QPC2yx5/hqDBUc00PBTRHjBlnjtpSWeHeAl6KqEtpNG1kFehPSvRH089fjY+d/hv/6YadA/cIlS5dEpGR4QYEmT0ubCdS35UphDmTTKHKPNC48JfxYxz4SzM1f1h8H0W0xRQwNLYDtjRJuTwxHmQKf2UrbhTNdEP79+7tEcFD4c10mBtSpY0iUUCKABme0hgl6ITwhvKNwlwiLQ/yS/FAM3mQ1FpAiPcRcRFdogWEEhO4NEEAiwQaLb+R8uugF2mEMJxj4rwOR9ocYk/afLzkEz+JXW5qpXxJFamanBojoC1K/HGCM+48cIGp4hwUZQwlBYFQmpHAVtzuASF5zkyk5Z2RWfY/xR4hrXNk1u+HscoTAh4uP+MyXAKh8ePHmxPjdHaXdZrtg7/090mJftA9f+me4Wpb1jiSNN6ME5fk8tJVniY3duxYIw8pX+bNm3dvZkjb2f8CZTYgpPWHZaRyLiPrdy1PMstOZyrojs/2vkTToc8Z+acEQvZ0af1SMz6z/ttZv2vc+cx0ku3m5Cch9SujnwyTQIbh8p2/jKf2yfb4qJndH7t9ZXVjZw2PTLfkzEKSEtN/uaQv417U5DTpoZxRuOJ9CYuXzceAQX2xdfsm+Pr5iB7K9RTsyaiTJsLhihfwwt5FdDHR/5Okb+ReVldiHBJE942JD8PZC8cxbsJotG7bCvsPHkBQSLABPKrTKvghKzhi7nwXfx/64YEQv3FmJ1469ATpUJOlR06S7j+Jz3GChcLNxt2zx3ei9jdFUfzL7GjYuAaOnD2BOw7JHPGB7BcdhR0njqNxx47IU6QIshcogA59+mD7wUOITHAjLkkqqgRF1cQcGJAkSqAoCBxdZadNMETlISmRyqFVOZ8GabKpGCk/GBLzymgkwqJVkFNcoivFya8ARVFmuKQmNi4S5y6cRdeePTBk7Bhs2LUbAZHR5qhdjtamUJFJiRDF0NpoRjBEd0TnrCxE0mbqUFQZabbiRhQdUW+k6hnmRY0Rguoj3A4cOHMKE2bPRZvuvbF+1wFEi6LFpXX2PNIGmZG18fI5sxDjQiGicaMSoEKJbBcy/KVw4/HUixcvRr169cxJTdx3w5khdpAqrOyC7mmml2GooNewyBo248z0MF20w2VyVKTKly9vOjGOJp89e9Z0ghpP2tPZEvXvScmeb2TNSz7zV0e4re/pjh6D6A/dNWrUACVLFhcFLNQACNZlAiECIp0d4siTKyFO0hZv3Gic6IfGx/7+pOmkbbZZC3ZRhIsf5o2ShUyooMx3aV1p0klLWzMnOorsiZP2Q5BCf0ic/TYyj208fU8fARDhCn1hPCVh4pW4oKySSLDNckbGLYAmJU0kIGeFEkOR6ooRUCNfxSFPhqQ8oD/EOWZPUGqY2I1AWgqV6DikJkrLj5MyogWKHvGbQChZ5IUrJUrAjwAr+cjwrHAJ6CQdEjolRbKEn2pAlZUgJoUzTFlA6LuJYdvrIt/ZBrWN8Jm/3O/HvYhcgpYvXz50lP6N+3G4PE3tURZQadL0mPryBMQ40A/+qh/0l8xnmus7vzNcDqTwnb8EahwUYvy4bC/jaXJPGp/MSJkNCGlZZSw7stYB/c66QTs0Y9nZgRBlfsayV7cP48wGhDRefGd/p8w08bva5y/TqGw3Jz8p2d3qM8Nke2Bc1JzPdlCj4dOuxpH2+Mt3urN/p3u+046y2rGnL7OQxM4MuFnXrxDARONO8C14rFyIYSMHGeY+/7CIYAOYuEqJ/SOZZwJw7w+BkPWNmqz0helAKCEp1oCqJcsWCgZogKnTp+H8xQtiX/JPFHjqtfZZIDszhx7F34ceGwg9GI0MFe2BmMg3ohD2npIJKQmCCmPDkRQfLp0zNwFLN54ag8igq5g1cQCqlM6H3Lnfx5hp43DIywuhUhkIhA5cuoQeo0bh3zly4NMvv0L7vv1w/vpNhLtEVZAg2M8b9USeo2JdkqHSkBisxMEEL8yoGBazp1W5NNkS3D2+F5L5yAhQkyBLjMkCCh3RoUhKkJTyQANR9LyvX8bipYvwdfFimLlwMXgqlHWmBkeRBahIJaTCY8HEeGk0sSIgos1yHKJuVjqX22n2LlDJERfizi3+uBAvbO0SolkaboaGYvGGjfikQGH0Gz0ZNwJDzHHm9jzSRpqR2VAzXWPNED8VSHzmL5URdhYabx4/vXr1ajMiy2UpvEeDx1Lb7dj9U7OnRfbwlFUw2oWj/RvTxFPtqKz88Y9/NMvkVFkh8VeX1am7JyW6ZSdEt/RPO2CNG0eR+d0S7OLAzt9BGp8mTRoZIMQZIZ0NIjtdsXA4Y+69GzbT7vcVhYz5wmfGj9+fhBhVbbfio/xakOjbIIhMM1FoUxLNklyCIJooa9s3dwRxEIhsRsRSjLzijDftGSFlA0LmyHuRDwRCnBNKFaiTlixtPTlKPBWXSZI+EQTx4l2EvEaKG/pnFrYlh0gQQXA57iI1OdoSfBp9sccIcW02Ox2nyF1KAc79ME6SbfJr5bDbzCJbQIiHdOseIeOX/FKMZSbScs/IrAc/FRBSpU3jwmfOsrC+UgHiUjceh8+jqn/961+jS5cuZp+f1mWyvV7zl+5o9iSk4asfbBN2puygwqyj3RntM748mZIg4Ze//KUBQ9zLxO+MD/lZp8y6NI55y37IXg+0DtjtsAxZlmr2KM7oNiP/lEBI2wWfNa1kpsv+/jDm94fZ0fQ+KdndZvTzUWGRGVf2O/zO9LBPVDMFqBnt28tWme/6jb+ZhSRm8o/9kkN0xEhEO0Nx8eppNGnVAN36dMKWnZsQHhMq3YTVf5mrXdJ1UGXJVcQlSP9jTivmG5l+0l4ijp0+ihFjR6JNu7bYsGmj6ZMyss4IkfnM1vko/j709IAQ11Pw/HCOilLhdwkISmDnLp21dPLu6Fu4eGwLurephezZ30SD1o2xbOcOXI+MwO7z59Bx6BDk+PprfPjFF2jfvz92nTqFIFE+OCJKjk5MhkOCoULgFEWBo6W8U0dnhLgszp0gmUeZ/X1z5zFIk82qq3wvOPNRIpMRCKXPCKVI5UgRdMy9U/v270L/IQPQvG1rrN68FeFOFyLdSSatgrElx+Nw8MAaTJk0GOvXLsSxIztw6NAujB41FB06tEP7ju0we+4snPe6gKj4SFzxuYK129dj6PjhqNeyIXoN74flW9biyp3bBgjtPX0Ojdp3RaeBI7B8g4QXQ3BlNUJtnEoZG6w24sxCjAvjrXGjQNN08J3pUgFHxWTXrl1GUSpatKiZEdqyZQsCAgKMHbrV9Kl/+v60KGNYWg76zjiRNQ5qn8tpeEM87ztiWnr06P3lCOAAAMGrSURBVGFujdc9TQoMaP/7xF+BD91SqFN5YP5RwdN43a8z4sDO30Eafy6NUyBknw3iUjgy3zkjRGDEpXEMS9PFOGjcSPb0PglpdK22S9nGTpRMwZEOgNhmbUCIYZl7vMQhTXjBabw88OARMxAj70bwUAZKx8BDH3gMPoEQT3U08tFN+UgHYiVZ/JPOgzM1BELcC2juJEqhrKQMFfvEQ+IkVpxEyGuc/CYmcVY5RDhUQJDI1jR5p9+cxRHQlMZpKAnPzAilOcWYAyJxZmkc48TTfZhf0jLMUdw8WIVAKCkt2nznWJbJCqaHmZSJSOt0RmbZ/FRAiPVR6yTjwfah9VSXw5UrV84onrzIc+fOneZmf/soPt1lTA/5SYluTdlKm9F2o37yXWWK+q3f1B2XB2/YsMHMDPFwFuYpwRAHW75PfDIbZSYgRNJ8t5cXmWZklhXriJqrPX7jO+sQwZES7VNmaxnb02XnnxIIUV5njB+faa511N/f39RFpl3NNZ807XSnfvKd/CSk+ctfZfWTz1yyyju3Nm7ciIULRfc6dszEheHwO/tb9sVcRqqHGDFfGUfa4a/ap790w3fKBjLf9Zv+ZhaSGEm/6IYrJQZRjiDc8PfE5p1rUblGWQwa0Q/XfL3goA4rPReBULzbgYPHDmHyjClYsXYl9h3ej0PHD2PitEno2K0TmrZqIqBnOA4c3Y8YZ7QBSD63b2LD1o2oWr0aBovez9OgeXw2c0FZgZDODtm/ZeTvQ08JCEkPyr1BXA4nmWQ2DidKp+6WztrNOzKk83bdgSv0KhZNHYTiJfIhX9GC6DZmFFYd2Icuo0Ygf/ly+FfOz1C3Ywes2rMHoVJxxCczQ0JwEBrvxPmr17H36AlcunoDoRGxBgiZQdZ0zrRAiEtaBAylJYrSISAxLjYCc+fPQoOmDTFqwjjsP3lK0ucw+4NiU6zR2oTECEyfMhClS3yOVs1rYNqUEVixbC569+qK6tWronjxoqhWoyomTB2P3Qd2Yd3WdZi2YAa69O+OIhVLoHClEmjUsQ22HD6Aq0F3ceHWbQyfNhctuvVH3xFjEBgSbhqnXTA9jGiunFmIcVGho8924UJmujgiyz1Affr0weeff45mzZph1apVDyxLUYFIN3Rv9+NpEf22h5kx/oyTdgL2+DDePN2ub9++KFCggEnTmDFjzOWM7Bg1/ur345L6z/DIfOY+AR4iwZm0/fv3G8DFmbX7s2h0aOPvIPrHOD0KCHFfEAEQ2cfXG+fOn8Lly56IiIi4Fyd2+mTND/4yj+jvk5A9ypLj8kvNn0IjHfxom70HhNLLRBzwjWBIgZBTOFne2eQtT+Uhics0LSDkkHcerGCEk0vApLRvilLOCJnrAwhQBKrcB0LCkgfS+K3gxRnlH4FQLHFUIu2E0kSYO5DEnRkBEuciejmLJD2HxMPKW47BxYv/DId7ibh/iPlGIMQTO3mqpDUjFCN5LPWNSbeSbKUnExHL4GHM9PxUe4RUfvJd6ynNqcxxGS73A3HQomHDhmYwJjQ01NjXmVVta+rfk7ZbJfWD/qk8o3/qr37P+E77GiZ/AwMDsXXrVjNYVLBgQRN/nibH9DzrlBmXxjH/qfCzn+KR5tu3b8eOHTsM+OTsfsZZINpnnaMifuTIEaOAc+kl3+kP+wDa1zAexj8FEGK4rHesm0wDn8maB9rXMc08KZUAnO2F/ZouI1VZr27taXpSoj+Mi/rFsDVuZA7+HTp0yCxBZ1vgISe8uoJ5zLzmIAcHJBs1amQGDlhmHOCgvywz7uvdu3evsad9GN1qH8b3/zYNT4ukpMzSOAVCh0/uxuiJg1GtTkXMmDcJ0U7RG81S60TpwxIE3MRi9oI5KFW+NJq1bo6xk8Zh6cplGDhsEOo1ro8SZYujYtUKGDNxNM5eOoOw6FBExUfL8zlUqfoNWrRqiXUb1iMyOsoAH273kJzJTECI3SWZ0WDPSLaRPSams5celCOiovCbGSFuHE6SxMUFGhCE5GD5FgSvUxsxaGBbvPLGn/FZkQKo3KIZ/pg9J17LXwxVWnWwZoKiIywAJGwWhqWmISwqGqOGjkT+/AKgevUVhHnSKCWORMGvErwZyJR3o5QY4gN7dX6xhjkZVYoJvvGX7yT+3md+pTtLEbqfB5abjGyIgfLsWj0kQcPlOzdISwPhsYJm74BUnOtXL6FX144oUvxLLFy7BBeDros6wq1paYadCXGidPpg2OBO+DT7m8j9eQ5rGnGtB6JCvHHr6iHMWzAZOQrkwUdfFkOl+vUxcMwwHDl1AKHRd83Gtg6d2+Dzwl9g3IJFOHYrADdCIzBTBEzLFk3Qsm0b3LwTiEhpkLHSIJnXTC1jfy9N6cQlShwjIN9/ojJl/T5YP4Q1I58iUXCoIOGvKiQUMBRGNKdQpSBlx/fxxx+bY6g5E0S7/K6CKaNAsvPTooeFxXhr3MlMi47wqRnjys6OHWWvXr3M0d9/+ctfzAWJBC4qcKlk0f7jkvptz1MdHeaJUrxvhIc0sKPmXit6bdrZI8vaqgvik/lsnuShSdPmKFm6lFFKzDHZorBbm1vikZoYCUeUv4D9qRg4uAcmzJqE41c8zSXDjFMK78/iQSISN46DmkNCErlUjDXXCof1l4vApKVRTEv91PbP+PCXLIqisaNYg99oT3zllEoq2fKTthk7hsc9QbzI2PgogZGZJvHA4vT80PZCyXEvZiIfUx0C9Jz028oLs6ZaZCUXr/JgA17OCi6HZXrM7JHlJ/3gzFKC8YYDKgKCUqOQlhIteUgAJYEzfEbWxIORsOSWdO8Sf+YG65B8lG+mfOUrry2I534maf3cI2SOMWdxMIHpabFSa7EBrfJBc9HODJa+Wg7NS7p7EkOzZCjtqV1LzpKFbE5pxpwjMxdFVTJuTLLEjql78kfzmflYpWplAULVaSsDPx1iO1XlTdsM39WMgwcEZrwstVWrVkZRYlvmNyvu1mCH/Z1+6mjxk5K6V1Y/VR7Yzfiscab8U1lBZvw5Gs6ZK85gMf5cJseR72ed/jsglLFeke0t4NvftQk8jDk4wmszWHdjY8Jx6exxVClbFH/92x/w2hv/xtT58+B9299cJWLuLhMvTf2XOLIeXb9xBY2bNkClWtUxSJT1czdvgoeh8ARJa1qX5Xu/zO38UwAh1jd7W+Ev6yHrm9Z5mhOIs4z+8Y9/mEE+th0OKBBYMN2aBtpX5vuTEGWPyg3+0jm7orhoaQtxIp+NvpYo/akXPJbPQMky+dGlexuc9zqHcNEprt68hXmLV+CTnPlQuXptbNiyHaFhBDuSFjf1Nn9MmDgG+Qvmw4BBA3Hw8AFJo7R9KReGR2l2L2yRb9Z9kmImcbNkI+l+HbKbWzJW69x92cx3S8Z+l33LT4vvkyWL79dXQ+yXRftOQzRWrFuMKvWroh2vhNiz3ZxozIMQeFBPijsCsdGBGCPg553ceUWfL42W3XthxaYt8AnwR0j4HVy4cAQdOjVFk5aNMXT8OPiHhoD7V+/4nkPH1nXFvClGzV6EG1EJ5lCgSKd1cbnAZhMPc7CY5Jc9XRnz5/vQEwAhq/Oz2J6ZQppryjQ2v/LAhpgoHTRvkk0lGOJSjiD5LowARIacFoVqHspUzI/3cr6BVz/Njr/kLYoyPSdj4Z5TuBUabk5OoipDBYBjnwQHqc54+J48gZ1r1+L0yVPwDwlLV1IIIDj6yU5aYiqViqdVcD09R1qpLPAscyoYjCKL2CnRTBCmMkNillKxYko5LZiUIgAuJUwKIEa+WRuNtcpRITFLZIRNUXBXszNaPnA/lITFTcrixlT0RAYkSZes43I+yRHExsfhwolj6NqsMQoV/hxL93jgrPMKojhyKyFQIYmPi8QVz1No16YBPs7+ETp27QeP9fvg43NZ/LsO953NWLt+Bt4pmB8fVW2O9mOmYMfxIwgO9ZHoRCImyBdDundEzjx50XrQCKy55AP/mBjs3boKPeqWRKVShbDt0D54xTnMzffpY8uMqlXKUrusI8mZQVZDoVpFlYqrPMnWmABNre+0ZzQVra3kp0QqEFXAUphSsVDhys6cIzqNGzc26/P5y5FOKvFKtGtXRJR/KtL0aBwydh7KjDc7BY4gclTqww8/NIcoTJw48YH9CbRHt0p8fphfynzXMOmeQIgj2X/+85/x6quvGjBJQMRRsKFDh2Pzph3wvHQd4WFUyBmAuE9JgjtBIL05woyt0RrNYSdObtykJUqWKofo6Fhz74AZNEmMEqtSCxP8kBB6FmsXDkSvfs3Rf/Jw7PT2QpTUKYmafJc2KpWTbYjnphGc8Bh6c0gB27y8E9DHSK2MFFvR8k9UfSsuBljQnthIjjEAxCF2KVvizeyPmCdx8CZ9RkaUFLZvhkOpJa3b+K3gx8SHzLqugoHVX37YHiy+3xTMx2QpE57oxrw3JuwQKbUodSyBbzogM7surtMd0x/GkL+UxUijQiDASUAb3VnKj/EwnVm27GQptdg+rXIwH63ImB8e/kA5SUhoZDyBBcMkG+sSqsjhNB4JLp0iD2+hXIuWjptlwPwjcz7JKQKOoZm7oJjX6o+UcVKyUx4ppWnHktcGAKYyDZzGEkPmnxQTk065nSwl45bcd0u4TgmBdy6xjjGpFDGmHku8mXfsNCtWSwdCpu8RuU9EZzx+OsTwtX1pm2K74ZIe7rVhGyGA4NH827Ztu3cqJe2RtK2RldRPtfMkZOpUup/6rO8Zw7UzZSXbuhLtUn5wdJvtn+ngjBYvdubJlbonkW5pl8/6/t8S/WB8GScO9lCWcSbAThqupolh81lJ/dD42O0rEOKqAHWvdsj0S0FjRmLb4B46zl5bM9msX+ntlvVQZIjOcLP/pnKr+xooLxzuZLh4iJM8k7nPOV6UbWotkUE+OLrVAyXyvIdf/zobfvvaX9G0d09sOnoYURIXyh2WkImt/AkNDsFeUUhLlC6CMrVrYPqWTTgXGYEYpoeKBgdSTEOyypLlq2lk3rAuFilSxBza8WMR85TxYPiaz3y31x/a4WAeQdpvfvMb/OlPfzKHGn3xxReoVq0aunbtapaa7tu3z8wS6XJwTZf6o0z/aK6kdriZ3y0ynpv3KX9Nxkp28V7stDgpewp+kVmu2Ju4eHEtOnQthzYda2Hy3Ck4cckLc5atQ6W6bVGpTjtMnO0B3ztRiHWKRkSdM0X6HNcdcXdc9LNVOH32DO4G3zHfKGt5DxyHdsgmbLpJZf2xdC+eDEqVkYKYMoy6rOmdxIwy0Mh/MbHkJqUwtTaHSDoH4hJi4JA8Zc0ksxazj2HdTKa8lTSxjrJ+mrvm0rOG/YTkoImDqfrGITOEW1tCMGf+NBQqXwadhg3HrhMnTd01l61ytVfcDdy9fgRd+3TFHz7Jh9JtB2Daml24HBCJsOg4uFwRuOt3At071UGt+jXQYeAIXAmUHjUxXLr7fZg6qBHqNq+P6n3GYYOvEzck2CjmgcTJHN3NPln0aaabfQfZEEfrpK6z6JjW70NPAIR0foIAggXAaNzLvftMIzKfTWyl4XGdu1m0HicJCZVf3qhBJfQ2EhyXcO7sOjRqXBTvvP8yXnz1b3ivUlN0XusNLylX7gPi6UkpKVKwUirB8koUCrf4F8XMZ+YI+hZzwdkSwyTpmB1SJZwSU6tjZCfLDci8sZ1HUKeY2SmO/lv+Rws7hZPlnZ0rl6pYI83SmYtPibzPI/WWCK1Q8TFO2Nr8zEsNeXAD3XLtPwWjmfmKk1jGBph4JyZHiTLmkoor1YuOLAxmwgyX17DoeBzcuh296tVFmfJfYN2F9TgFT4TIVydVDKmwsRFBOLR/h3REtZD3iyJYsu4QPG8za6nIXUSK31QsXzkYrxQsgJxdpmDK3rPwi+X+IwGdsUFw+F7BmLatkTtXPrQcOhGLrwbhrtMhQHILJtT6HMVyvoopS2djR0gE/CROLB0qhUbBkfRRj+DJe2wwpqFKDvBIbpeww8ohsWu9M88NXrcyMl2QCBuF7OmyXbDyl8KVywwoLLkcjrMZdevWxYoVK0zn+qzSw9JN8Hf+/Hl07tzZdPCc8Vq/fr1RVrSToT27G3YO2kHY38m0w1/NRypC9evXx29/+1v87Gc/Q7Zs2fDCCy/gd7/7HT78IDvq12uGIYPGY9nSVTh25DhuXL+G0JBA6aDCRJmRNieVnzOgHNGkcOcy1oaN24uCWBExkVIWNHRL43CJYEySyp1wVSrhYWxb2Ak9+9dF5ykDsfK6Fy5HRIj/J3Fp30kcOHACy3btx/KTp3H88mVEBAfizqUzOHnkIDbu3I2j3tdxPT4IgQLvA+RfoNMXN3wu4fzBgzi4ZR0ObF6FEwc34uK1CwhwO8EFP2GJcQKcb+P6qd04sXUdjm9aD88Dh3Ds/BVsvuyPI9KGpWWbtiFZJH/IEncOI1KAaM8jj1L7RU4QWhAIWYoQ2RKQZIssc363+P53O1tEu/T3vj/aJXzb7n267/eDYVik8Xrod36g4OIMlUvkiZsSOAyhsTdwyc8TO8+cwhUBvyHSvgkQI6T9x4qMoIw2+7pc0lewu2CeJLE+ESrFihFlthmagksAKY/1NgNltMemKVWBfR/lvltKxiGlKOqwyNJI+ZU2Ln5KMIYJtnhTOXOaB8SUr1ERNWp+ww8SZ4JrCt6H5csPQ9qm7O2KS2c4k9K2bVvTHjmbyiWlNKe9zEaME9s6WdPCdKjCytF57pGoUaOG2TNUsWJFs2yJVxCoXXVP++qH8pMQ3dMf+smZfIZBWbZy5Uojy0+fPo3r16+bpYVUgAmWGIY9/uqHxoekdpgmus0IhGhPn2mPM2R8t5tb/oiMFFlGhZL3oRCsE9JTAyFzUMK6K0WAFGWe1D8FQuwK4xJEVZWqya6RA6l0ZZbNSt2963MO2+aNQJlPX8E/X/st3iqQE181aoixK5fjjtRnyh1xKnGSeEizv+17Cys95iH/V7lQoVVjrPC+gjPSFjlcYVbkUKZy0EeUDh0gtKfVDoRo/mMww2WZaRlpvLS8yPxOIFSoUCH8/Oc/v9fnkH/xi1/gX//6l4l3mzZtMHnyZFM/uHeHV0kQuHO5Kf1heJpWLUs1M+EwXwQEOUTJ5slmRlYxg5nRZKdkMge1k28gNmYHFnq0RptulVCtSVWMmjkHTbsPRZ6SjTBs+iYcuxxuaoGDXYEo7JSTHDpLTYuS/k40Uylj6k4Ey9RJuSeT+hN1VnMVAi/jTnKYeiFP5uLsBCM7WY4EL9bqBxMtKXwOKHFQCmkieVNFYxNOE/nIC7ljXGGITkgEsRx1OAIWpi8lLV7EsGhrSQIcpX5ysNIM0LM+Sb5QLlNn5moHs62EXQsP9nGEICnYG2PHjcBHRYuj+5Q5OOTpI3qtOE0QSy7pFyJO4drBBWjesSX+WKgS2szfjV03HaYuss4nOYIQfH072jf9GjXrV0W3cbNwMZCDnoFSkddjy9RmqNm0Nj5sMhDjLiXhtJQDB+WlFUnZpfc/PGNA0s5ugmwaFfVuHu4jzyy670M/PBAyEbN+kyU3E6UAzclHadLceWqRI1DiLAk36nYgwsNPYcfOWShXPjvefOtF/PWDd1Ch6yhMOekyNkzCXIFwOkNNp0n4xHWIcEn2Bl1D6h1fAYTsWq3KQ/gTkxqKSEGZVMzZ2XK+giAoLY1oPMIIL1O+Es84iZpTcpQzQhRK3IQcL6WbkCgVkkdVpwl4kg44SSp1ounm44x/FH0xkg1RwvHU98WUnbZpNAlSWNFSwAKIuN4+UqpCPNE+A5XyFAzCH3B1f0BEFFYvWIABjeuiZZvaOBZ0Cpck5cHiKp5wJDECESG+2LhuubmJ/5vaTXH0YhDuSHZS4CLpAsJP98eoMU3xu89zo8yEDdgbnCAupQOQfHPcuQb/o4fQp2Zd5MlVAFM37cVOaWHhIgBirh3CvCaFUPSzV9B7/BB43LiF6xIn5jGbMCtwpCBF7rUSuWHdGiwAkgotj+S2gyAy30WkMSckcmxJwpwu+xGBkAo6MjsyClOOxHIWI2fOnGZqnTMotPesUsY0U6CzI2F6OWrKZWtcJpc3b14D+jS9al87BLKOAtMso7/qhrxu3TqzvIenSGmHxM7ppZdewq9++TJe+sXv8Otf/gX/eO0NlChWHCOHDhLwvgtR4XckXhFwJ8bCwUMPBFVz6apL2lyDRu0ECFVGdIS02jgR0rHhUl+kVSQL1EgWIOQ+gz3LOqFHvxroOKUP5niewKLde/BVoTIol7sMcn/2BV7885/xWv7PUK99c+zavxOD+/VC4cKF8fIf/462Pfph17lDUpdDcCP5IvZ4bsfo6WNRpmx5vPnaX/D3X2dD+S8+xsCh3XDk5nlclQ7CPz4ax4+fRLu6jfHpP1/Bu79/AZULf4rqjRuiUItuGHsqANek6lDe3JN3UuNND8r9OZTOFFpih48cgpHuhq1R3p5FkngrEEoSecTDGdICcej4SgydPATlGzfBgj1H4B3rNJ0W5+5jpJOPiA1DUiJlvhgaYctfeZGOOM3IU4fIai7CY3Zx9Fxkp3TkqbwEln2dfOAEX1x8JJypd8VOsMiWYJHpoeLSIX2AgCHx0yV5HR0t0kiEubWOPAlVqlZErWpVkOYSTwiCOKL5FPPf3m7YjqjYcb8GlUsOHFD+cDmcvZ1lNmKcKEc0fvylbNBZEaaJy6h4uibBAwdACCRmz559L+12VjlD5vOTEPOJA1X8paLOWTS26b/+9a9mVoCDPNyUTqDJ/UqUexnDZtwZZzLjQOI3PtM+B4h4VxKXxqk7pl/Bj5rxmX5Rht73R75LDbZmfqiMEspYv9bsLJVgCZeDP9Lv22eE2BVS0SVT/6DOQZdUhnlQyo1Lh7FwWFdU+fwtlCmWGy17t0fub8qiw9jR8HYkIESiQN/N8rhEN7yvXcG8ubPxZbEiqNu9C3aHBMFTvnNQwjSgBGkDwjzF0p4ulfsEDZx1IWC3y/unyQaASPgZw6MZgS1BDOsdDzAi6Nb+hszBN/Y5L7/8spkpYn/EExh5GToPDOrXr9+9WVf6Yfef6WfY9nCllop44mycgBKzZ1vyjfKbRUohL30TYjg4xwtDD+KKz2z0HFIH//jwNXz8ZRF8WbkhGnadgGPeLkSImDElL2VKIEz91ho2i5IwCDGkTzWCkDIwHs4UJ8IkjtHsv80S7GgRteGij3IwPx3wiJ/ueA7csz5Z/pMJhJy8U9JctUCBKW6TQsVOuPhN7S8O0W4ngqNTEEsZ6RLTuBgBRFx6bUlexoErD8xqDPnP/OHsmDn5TcLligtLdkucowMQ7HkIPXt1xZv5v8KIJetx9laYySoj1yVshBzF4ZUj0bpLe+Rr1hezLkTBU5LFukgJ7Ii6hQsH5qNK8XfQoFkdzNl2ENcjKKNviy6/AceXdEBNMf9L1W4YeNaNo1IWHJA3QIgTDA5uqZFeJiMQ4sQIWZ5ZfN+HngAIEQApM1nMIckAJUYonbmkwu2Whu0WdJ/kNstjzHI0yXiebpSWGiKV8S5iY69h9ZpxaNSoOAoVfgt58v8Ln35dEAVrt8XANZ64Jn1vtFSKtESp1NIR0wfOohhwFe2LyytGYWLvdli2Yi2O+DoQJDlz8vJJzF86Ev1HdMcsj3noN24cmrVrjGatqqB/n9qYMXsE9p86hjV7j2PSzMVo1bIj2jVujR69RmLemsM4cksqjslcCS3+KoIDzmLrnjXoO34w6rasjUbNaqB502po3aENho+fia1HriJIlAAeS5uSFiSdeCBCPC9j77xVGNq9G5q0ro36PWqh5+AeWDJ/GSb0m4YB/SfiiJc/rjlTcUME0ZzJY9CzfkW0EruHfM7gvDSBO6IYcASUs2eBtz0xfMQgNGjSHG279YeXfwzuShZQwYT7Inz29UPffnXwryKF0WDRbpwTfzmOisQAxN2+hiNr1qBD5Xoo/GVpLDlwAgdFiQh1xyLS+whmNC6CwjleQ//Jo7Dm1m3clKTfEhZ1x4A1jm4kScsmqDVTqCkU6hy7+vaMEI/nfhAISUb+CECIDZgdlQpXMgUhlQ+uK+Z0Oju9GTNmmA2LKgj/F8gILxGm7NRUkeEyOSoKn332GWrVqmWO7OUIKO0x7bSjecBn5huZ79pJkflNiSNuderUMQoQOx92Ri+++KLhF372kvCv8UK23woo+h3+/te/Ifenn6BiuZJo07IRxowZhHXrl8PzsoD26ChLCRCvrRmhyoiJFOFMdMTRS+55cUsNdEh37jiBrfPbokvvyug+py/meB3GjM3bkP3jYqhVuAV6dhyAmfNmoGGHmihTtxxa9e2OkaKYjZ8xF61bd0XLZu0xdvJwBMZdwvmg7Zi7bRYqtm6E5gOGYNT40Vg4cQgGNqmMju1rYd7mudgdcBpbThxHw0bd0bXZcIzs2QfzR3fC4K4lUbVZNeRo0A7DjofiqsTfAKF08Se5ZslETtFL/pnhN7HDToL2KJwpLZ9NkrRw2iVZOnaXyCOXvwiEGzh9YhmGTR6EL2vUwYLDF+EnxUfZHCepdklHy/smOEtDbMiBH4IWa/mjlG9qoOQH58kN/JFfkRrJ0pGmEgSLYiIZxgl/l/yyQ+ZmXA5CJcJPfL8ptkPNEsYY8TtGMjmeLPKQ3QK1yzqVK6GeAKEkJ0+/i5P+iCVg66t+YNI2Rabc4cZu7rngEtXq1aubtsNluGxT2k4zG6ksULnAX7vCym8EFUwHZ4e5vJgDLbzYWU+TY9oUONEtQQV/n1TWMjz6RX8IvpifvCaAcodXBbz++utmUItLc5m/7dtLOx871swYUfbRDfsDhq1p0LzXuPGgF12uSHNNo8o9zQd+I9MNfy2/EqQ7s5bBWbNBCWKXK0yspfes9253DM6eO4E5c2egc+eO2Ll7F+7cDTZyj8otB1/NYZBGTtAXJxypYTi2byP6Na+PekUKok+nZti4azlK1CuLhr17YM/1QNyQus5+OUX+JrtDcerkUQwaNAaFildBu8EjcMkRI/03W5fEnzKJs6LJbqOHMU0sH86yabkyr5iPHTp0+BYIfFrMcJmfBDwMU4lha34znjdv3jTlbgdCCoY4S6T9D58Jiv72t78he/bsBqBz5Qf3zc6ZM8fMxHJAlOnWctWyNkvjBLC6Jf/564oXSBQuBWPQhjBHxuNEsrmvixw5gqCI9Rg9tQPeyfUu3i/wpZkRWn/4BvxEkFGWcdmaNcEiHqT5IdHlhd17VqHfkAFYsnotLl87j7joW9i6eSmmzJqGYdPnYfbqTRgxdhhaN6mEDi2rYdiokVi86RB2n/HD8nXbMHRQb7RrVR8dOrXHsPHTcPDMJdyJ5MA8pwZiERNzB9eunMIKj9kYMLA9GjeviEbNq6BB0/po1a47Fi7ZhHOXfRArgIUAiml1JQfDL+ACVq9ehG5dO6Nt63bCbdCjZxcs9ViGiVPmot/g6Th23BvxoWHSkQUi+PIRdOnaAa/lyIPhC9fijE+QmQRIdEqNdAQgzXcv5g9vjeYd2qLOsDlYL/jmhuQF84U9ZPjda9i7dgqK5PmXxK8B1h09i9vxkslJ0qcEbcLFtf1QvUlt/KpEM/Q+GoXDkoUEQlyBZfbM8qA1c0UEQaWEKyzeSsWROv7jAyFO7VGQkx/SuUhkpK6J0Ew092lw6i3BxelrVkJCmTgkJQYjJNgLhw6uQZt21fBx9r+iSvVCaNqyooCNpvikWBU0HrIUuy74IkhQbJIAJ6myZhkaMzWVozwBp7Cqb1mUzvMOOvQYDI8TkbgRk4YNu9ajRYui+Dj3P1GreT2Ua9QcRSsWR9Hin6DE16+gdIUCaDdgAFoMmYnmHXuharky+CbfJyj8VUmUadAXwzb64Ra1l+RwOLxXYcf6yejUtz2KNWyEguWKoWTZQihR+EMU/CIPCpeugh4j5wqwOoNIVyBcSdcQePM8lksl6lO3DyoVL4siZfOhYPVPULpqUTSoXR+FPy6Oz3OXwNJth3A6Mh7Xgm5j9tTh6Fy3GJoKyDrsfQWXpHLdlfQ6pRqkpHjjotd+1GlYC7UatsSISbNxKyIBIez840VxSLiCcxt6o32nqshbuzp6bj1lZnV4OhSS/RHp44kFI8ejRdlG0mk0xpYLXjgljT/EHYWwa8cxuXFZFPr0dfSdMArr/PzN8iA/KUPx2cgCswZUwExKglRlDhGIW07vsioS9FjnXFkLBrk0kV+lG0mvoMIii80v358SUajpyUsUouwEeToc7+ngCCIFo96zQ8GrwvBZpYwdCjsNCnU+05zPPBhCj77lvijO6OiafnWn9rWD5zPNTAeR7h/tMn+pzHFp3B/+8AczAkelRDuiF1+Q5xd+gxd/9jJ+lu0l4Wx4UfiXP8+GP/3+V8id+0PUrVcNo8YMx4o1q3H4+Clc8b6NKlV5apwAoWgRXxQnXOqZECy9icDx+Evyewpb57UTIFQJveb3xWyv3ZiyYQs+/KAsOteaiB0r9yDNFYpZc7qjfIPSKCJCdNq+QzjlG4Qtmw6gTa1maNu0FgLvHsTlgHWYt2sOSnRtjV7S8Ww/dhgX9mzE2CYVUb9qfgyZ1Q3Lzq3BtFXr8f6H32BUn524fPQC3EH7sWNNU7Ts0wAfCRAacCwenlK9KclMvRaSnJR6z4ouzPUEXEqQxt2E6Z2jsBHazyRJYpkurlPjwIvLVxJzFZ5nFmPU1CH4vGotzD95E96SwAshAThx5TgOn96DEyd348C+Tdh78AhOXriNa34uXL9+E0f3rsDFI4tx+coRBMRGIFSaYXRyrOkPrp7fgUP7dmPrthPYuO2K1JPbCAhOMjP0XGIcG38eN3zW4NCZVVh/YC02nziM7ScuYddhP1y9IXnNaezYVDQuVwENqlaSdhFlTjsikLL6rKdDbCNsQ7ocjst1eIojZy54GSkvQM7YrjIbqTzhr5LKCbZ/lQP8JRjiHksuk+Mmdt7HRhDC2RnKYKaRMkkV6ycle1wIWLjPigoxZQ0PbOAgjH25FPePcNCH98FR+eVhDpy5Onr0KLy8vIzcY9mwj2A5MU0cGOIpeARCdgDAX2W+q30+axm6BXFzpoczPmSzPy8DEOIdf8eOH8RokXm1a9fE2vUif/0D4JQOlfX5QSDEvjNCQL0/Nq9dhPplyqFVhWpYPG2s5PVZtOhaG7U7tcG4jQdxMtJaLpSCECS5rmP7js2o26gbvirVDAMmzcOd1ET54jQDEpzrYPvlPhDuaWKeMq1cLs50MU0EQgSEnL3kN5rT3tMmhsHZH/bVSsxzbR/85Ql4diDE8rYvkeMz6wSXyvGXZgRJNGf9IGBm38/ZrkmTJpmlnewXCYq0PvD+Re5R5DI17tlxxLsRFyaSm9GiAKcS5KAS7it66xHc9F+OgaNb4PVP3sKbn+VB1+GT4S1yJ0jEY7RkN7daEAilmasMfBAVcRyjx/XEBzlzoGPPPti7bxtCAs9h5PBOKFu1MnKXrI7mvUaiSesmKFP8fRQp+G+UKFUc3zTuge4jBKT0H4FGjWqgXOkC+LJwQRQrXxWDxwoYOnUc8YmRiHMF4+TpA5gyeZyUYUvUqFkKJcrkQMnyufDFV3mQN09BVKvRBLMWrsKN4GiES98U5Y6E351zWLpiAtq0rY+vC3+BsqXLoHzZcqhSoTwaN26KLwqXxfufFsfCZTtw55ZohfGBCLl2DN26d8I/s+fDmEXrcdb3DuJSWKeiRO7eQuzl7ejbvAIat5E+dsE27JeKyvkwAndXsgM3vU9h5dxRKJ7/A3Tq3hGHr/mYGTEk+YnCuxmXNgxGjaZ18PMijdDrQDgOix6uQMhsreFsEFdd/ZRAyHSGhtm4rAZm8YPEeLGBkVnZTQNMSzSbsxISo8RFHELDfKRCrEOz5lWR8/M38Wmu1zFt5jBs3bUUczzm48P8X6JQlWYYPmuhKP0RcJkxRhEAkkoeG5vqiEbUxa2Y16Egiud+HZ0HjpPOOB4Xw5Kxbe9W1K+ZB3/66wsoUa0CJqxYDy//q7jguQ2D+5TH2x//Db/61xv4on4PzFmxAaF+V3F15yL069Ub//ducXzZcRk2nbwBd7w/jnh0RpOa+VBYwM/g+YtxIywYEXFBuHppH2bNnYb8RcshX+l66Ny3H3wDziIs/Ah2bffAFzkLonLRphg3egqu+pzHoUtrMXXmCJQpVgIfvJoDOXJ+jTlbduN4dCxuRYdi7bKZApxKoUGdKjh7W9C9pJVAJIFL6mJPY/vupciV/3PUbNweSzfuQpAzBdEUoOY48pvYs6g7GjetgLq9e2LKWW8zIcuNxUj0gf+FY2hfuxmalGuJPv3G4nxIKLylYoWLYhEiFXNSy+r4KucH6DxsEFZ7e5vliNQnVIFzJEjnx4WgSQKDHdYUu9nsJ9WQAvw+GNIDEwiEhFgR0nUo88v3p0Ra3yg8OerD6X52iB988AE+/fRTc/EoN1SqkNWO7VklTS87LaaJ7UwVDz7zG4U819FzFufvf/+7Wf6wZs2ae3bYAdGO2rezmjGf6C/tEkgRCHFGiJ2NdkZUSn79q9/h5y/+Fj/L9hsx+4X8WkCI/POfCQsgeumX2fDr376Ev//jNRGyRdG731B8mvNL6YQrIjbGZURKmjMGrlCB8Q4BQinCyV7Y49EDPQdUQ7c5XTHzwlYBQtuQ/ZNqGNdjK64eFe03PgCrlnRD4261UH1ADyz29oOPyMyLp66jbaX6aFixOIIC9omScQznIs5h7P5t6LV1L/pOnIAW35RB2X/8Gl9++if0ntAcMw7OwtglK5G3QDt4zA6EI4gzVOcRcHUQxi7uj/frtUHPg/G4IHWa/aMRg1K52Q4c8teMwHKtspQLzdl+uLyUdo3QfiaJjZcJZbpEpnDZYtoV3Di7ECOnDkT2ijUx7ehN7A8Mx9TVS1CvZQ18XTw3ihX9DG+9/gfkyJ0XXQdNxbRl+zF8xCjkfv/3qPTlX9GtawPsOH4I3rEu+EWF48Ch7WjZuAo+ePff+O3Lf8Ar/3wfFas1w9otx+EnWka0IwY3bx3ByFGNUKjk2/jVK9mQq1R+FK5cCx/lr46ZC07D74YbyWFJaFCKQKiK1F/OVVMyceTeFNZTIbYXtkMuh+vUqZNZDkcgNHLkSHNcri7zsrexzEYPi5u+qxxQRZnvTBPlCWecORrPmRleRcC84DfKjIz+PS7RDwUiVNQJLjn7pMovwRAHYyh7VDmmIkwzLpkiU+axDDgzRzB64cIFc+AC48X4URkuXry4WRpHOah9Aplha/iMi8pDi2kuCnuS6DPmvrM4sWsdVmKpYfeZOk9cvPSzIUFwJoiyzXsBXYmieJvu1LDZuwHxR3rtqPgrWDRvMr78rAA6NWiHHWuXIzH+OqbN7ou6nVqjctcR2HojmsOjUp9vi45yDouWzEfuQrVR7Ju+mLxks/Tb3CESLbKHvbHVF0vsDTONLD9NG5l95VdffWXyielkOdPO06b7+Xm/frBsWEa674tL41iGdsCTcb9QRuYAHe3Z6wnNWEc5KMqDPqgP8Lhxtk3OCEmuSBm44KC84N1uTD4FNouUU828AiYtGAnO81i3cTgq1SqAF36fDb/959/QpGt/nLoeh+shQIgIerPX3CRJNKiUa7h7ew8GDO6ANz76GF37DTZyLuT2MUwc3Rl5C3+Fn7+WEw16jsemPVsQ6LsHqxf1N0t7f/VKTrydtwY69h6KfQc248rlg5i3cBYqVq+LgsXKYviEsfC9K7qr7xkMGtYDn372Edq2a4GNmz0QHuWLGOkXec9kvx498Ma/30apKlUxf9NmXI+OgE+YLzbtWobiJXOiUpXiGD9+rLme4qb3JWzesAiFC+fB7/7yb/ztncKYuXQffG7eRlKUP4JvnEC//r3wYb6vMXX5VngFcKky65b0k87bCDyzCQ3K50fdps0xYdMJnJWsox7Ls0jDo2/j2KFtmDFmAOpKv8t7hnyiYqzDiRJvCWLahDNrB6F2i4b4Y9lWGHg0Ekcl26mLcurFnCZLEGROU80AhLhHiCxk/X1yegIgxA7Rzg8nEy9pfjzijjewc4MWZxB43gVvN4+IvoMt29egfeemyJHrHZStWBgjxvTFBa+jCAz2xilR3Ou3bIgvS5VElYYNceiiFwJdSUbxj5JUcu8tHOFwXNmJZd2KoUzB99F2wDjMPpuAq1Ieew7vQfMaBfCvf/8fug0bjE0XriE0ORph0Rcwd2ozfFHsE3zwdVG0HLccp7x9RfkKQsT5tZgiFeuvH5VA4Q7LsYHTgXH+CL+8CPu2TsWmHWtw/LofQt0iRFNiERpxHXsO7UOtJm1RuGJTtOzUEX63z+DC6UUYNbonchUojPa9puHY2asiCMNF0buMi2cPYszgYShSoDTe/7wQZuzchcOi+AXI94ObV6FvpeIo/eUX2HnhCk5K9hJJO6UaRIQexLoNc/BJns/RuMNAbDtyFoGxDsSmctQkEgnhVzB7SFOUKJ0PXSaOwXJRBIMkt1Opgrmu4eqxfahZqhoaVeqKsZMX44o0hJsCku4478Ln4lEMalAdhXLnwHSPZdgtgoczQkThBEKxnEqVDF+1dIUoKU3RqkkTtGjcAI2biILZrD7qtqyPOsK1WjVArZaN5LkR6jVvgoZNBXg1aYYWjZqhdYMW5rdp4yZi9vSZJ5uxc/7kk08MCJo+fbq5DI1CVgW9goFnlbQD0Y6Nz+zc2HkwnTTjMwX92rVrzdG3urmU+cN84mwR1/prvlEh4PIIjpDqdy5/4S87yTJlypiORDsj7ZDYQb34IsHPS9IRcf/Qz/FCtp/hFwKAXnrRmhX6xS8EDAm/yOdfviRK7usoWqI8Xv3nuwYIxcUmCH6QrjohVto2T5GR2u8WkBNxHJvnd0H3flXRfXZXzPPajpmbd+GT7LUxY/BRBFy4i5Swq1izsD1a966HBuOHY86NO/CKTsaFE1fRsVxNNC73NcJuH8SVm2swZ+c8lBncCxUnz0S/KZOwcOwQDP2mCFrULIhBU9pg8p6pGDpvMT7L1xYe88OkbVHUnsXdGwMw0WMAPmrWBX1PpsFLTF0UdDzxQYQ8BwK4FJUdqtmPws5UWuD/AhBiN2eO0jZLayRFqVI2qZ64fmwKho3vhU+q1MG0UyE4EurA3M2rUa76lyha8lOMHtkJk8b2Qtuu3fFR4Wpo0X8eZsybh1Vz+mN4+8Lo1qkmxs6bgQM+d7Dt+DnUb9ICnTq2x4ihfbBo/jgMGdweHbt2Qdtuw7H9mA9OXvLGzPmT0bNPQ3Tv2xDTFg7GkEk9UVXq5+//lR9Dxu8WZUFyWvrJBmWrokG16mYPB5csWzNCT6+9U3njRm3OBHHAgUtxp06dCk9PT9MOFUhwkObHUDL/G6JcZHwpTxQAqBnTQnOVNZwB4tHglBO8Z4gzRBlPk2N6nzTNDI9h0A+Gwdlo5isVWyq7lDl2GUQzlUU6SEM5xasEeIom9xdxdo6yj6sEeKLmsmXLzCwS5R7jp+m1p1uZ39ln8BvbtR6WoAcmcBnczZteWLfOA336dBEZ2hCtWzdGs+YNhRvJe3M0adYUDRs1Qb1GTU1dHzxiHHbtO46QSEIXkXtpfoiOOIWpk4fjvbdyomeXUTi6dzeSHTewf888tOzREW8Ur4ZZ+72MzoDUa3CFHcT4KePwtw/LolKb2Vi685zU9jSRO5Fm6JhzQi6JM0+EJBBiHWS5MX1ME/NX9wgxnyj3WZZk7ReeFrNfYb/E/oa/fNc+iacT0g6Xt73yyiumbMk626Ogh+8EwyxrLXf+2p/t9gmG3njjDXOpMVeI8OCNiCjuV7SGdCktEgWdcmmupWmLzJCy5XLeu7fOYv2qGajNU3ZrfYmGHSqhdN0SaNK5B6Yukv7ltuhMUs1dBLk8pIIqfJo3YqQPGzm2D975NLeAmiECTrYhLvgUpoxuhyLlyuONL2ph7MrjuHr7JlIFaN08v8QAml+/kgel6g7C3BVbEBR2E9GxN7Fr7xZ06NoT+QuXwoCRQ3A79AZCYm/hxPn9WLF6IQ4d3YfbAbw2IxFJLiduXb2MlfNnI3/Oj1GqahmMXzUfXvFBOHr1NMZMGoLixQuic5f2OHL0OKKiIuB0BMDn+k6MGNEGeb4qhr99UB7zN1yDf5ADKa4whPqfx/ARg5H36zIYNcsDJ69eE3HLehaNyCAvHNs0GyXzvo/aoisu2HcJlyQfCWTi0hyIc97Bzu2r0VfCa9W0EZatXIHQhARzUA4S/YDA7dghfXydFk3wUeOBmHYlFWclG60ZIRsQ4qEJGfcI/bhA6D8ROxo2NxEmaYnmsAFuvLKOZJWqluoSMBKCQ8cPoGe/7sj7xefInutj9OrfA+c8z4B3WPAUjKCQm5g5axQqVSyAHPk/w9Rla3DkloAP0S1ipaLx9DI4gwGf/VjVoxRK5H8fLQdPwHSvFFwRBLp7/z60q1EYn3z0b8xY7oEjITFGSUlI88GGld1QvX4JlG7SFKM3nUEIF6Bz2d2N9Vi6cBpe/bQUCrfzwOoj1wyihvsokhyeiIgJwJWAMJy/4Y3Lftdw/NIhLFy9HBXqNEGhMvXMPTzcS7RjNS+NKocvKlfF8FUHECRlx8MFeNqFK9gfezZvQY2q9fB2vvyYsm879iRKA0uMEaViP8ZVroSi0liW7T2OneLEV3IzHiG447sFCxePw6cFvkDHwTNx8nog7sbHm8rlSgiF/+Wj6NO8GnLn/Rhjly3AzqA7UnnYkgWLR5/H6V2bJY/KommtIVi4fCd8nNG4Jd/8Ynxx8tAOdK9dC8VEEG4+eBBnIqPgn8IRJaJ4UeBEEHCv19zpM1G+ZGlULF0a5UsVR6mSRVGsdFF8XbYICpctiq/KFUch4cJlS+LrMqVRrFRplCxRFmWKl0X5omVRtnhplCpR0kzB/5jM6X4uS2EHwE6MzKUbzzoQUmJ62JmxU2N6+MzRTlW+mE6OqHLzaIUKFcxacM0b7l+gGZe10JzLRHgRJTsJmilzWR2PK+USO97nQOWDHY92PlYn9SIyAqGXXrBAkOFfZsPLv/slXn3tr/jgow9R6OsiqNugKd794FOUKVtJgJAoGQQVvIDZjPoIGHJeR2rQUayf21UU3+roPr0TFnluw+yt+/Dhx3UxbegpBF4Ue6Fe2Di/Odr0rYsmMydiul8Ezkcl4/wRL3QpLQp42cKIun0I+w5ORZdJPfBO/RqoOH0uZm/ZjEsHtmFRxwbo1Lg4Bk5uian7BQgt8MBHudtg1tS7CPGPlHgchNeplhgwsz0+btEDvU8CniJ8pYlKfK2ZEi5DCTfdqMgT7hMy5hYQ4jKWZx0IcaO3dc+JpCItUJJ2Fj5HxmK4AKFPazbFhNMROBKeAI/dm1Cl5peoU+drnDuxDreuH8OsJUvxi9fzonq3qdiwc4eRSdtntUDfHrXReUg/bLzoi9UHz6N8zdYYOXoGdmxbCV/vzVg6tw3adayH4t/Ux6ItXli94yRqNm6Cbn06YM3GOZLbvjh+cR26D+6Pl/+ZF/3G7MCly5Lj0hPWr1ALJb8sip07t2PTzo3YvGMTduzabmYWngbzABYeUMJZC+5F5H4VzsZqm9S2yCObKYuoXGcmYnxU+bfH2VL8LeI3vqsdlTlcJsf72CgjmH7KDx5rrHnDb2R7fv0n5t5OMuUW85YnfnJQizNtquRS7hD4WPLn24pyRrDEdyrCVPhr165trhrgwI4elsC0KfNd08lfppUDTFzdojNCFgjiYQguswzuypVzWLBghoCtmihTpojkQzGUkj6yTNkSqFixPEpJv1hC+tBipcqiaKlyaNe5J9Zv3iNKLiUE9z14I+z2bgwb1gd//+dnGDJyGS6evyDC4wb8rm1BLzH/XY4vMWDpdly+fU1kzAXE+m/GoOGD8fN/lUD9Qdux5UygyCVREtNC4E6zFsdx6RJPwBVYavo+1j+mi30E08X+gTNCPGyA/QL7AbL2E0+L2bewrpAZHt/ZJ7EP4qAb33n4AZc9aplqOSuwYZna96uqudpVO6w3TB+BL/s6AuLRo0ebvWdhEaFmoIQDJmZvY7KUN4U7BbaZ3Rf9MM4bOzd6mMHgotJ3de3bAluOzsGwWV3RRIB1nZZjcOhUEsJFRyd2SuL9b6l3hL0QH30KoycNwju5C6J1j4E4fHALEkOPYcrwpihfoyYK1B6ItRcdCDUHgJ2C866U6aBe+Os7JdBm0CrsO3NVepVo8TcAJ04fwKCho5CvUFH0HtIf/uE3REcMlXKOQlxyGG4H+8LH9zZ8vIPhczkQh7fvxPShvVHoszdQunoRDF0+CWfjb2Hlwc1o2qYpKleqgGnTZiAkXDRkLktP84czbh927hqP6gKGX/m0LuZsuINbokry1LaocG9Mmz4JxctVR++h47HnxDHuUJJ8C8NN72NYMWs4iuT5EK06dcUOz7u4IXlIIBOfFil44A48POaiXo1a6N2tD3bu3Ye4VKmDPOwhWVDk7R2YN6QhajdvilJ9ZmO5ZB9XRrF1GCBEoGOOz46XeHIxug0IcVaJLPQTAyECIDY1i3kCRnRcuAE3xG5ighhRwHkJVQ8BPvm/Koj3PvlAFJye2H/0IFwCwZNoM9mFyCh/nD+9CZ3alMZbH/wTlZq0xqztnrgrKeRx1WbE1XVXEOQxLO1SCgWy/wvtRk3FjKtJOCvyZO1GQc3VSqBgvs8wj0cqRsRLUXFE0B8HdwxAm261UaOboPjD/kbZN3MvAauxYdVs/PnjEsjZdAkW7fVErItzMsdEN7uIU2cOYt7yzRgxeSqmLZyJNj1bIHfhL/DzP76Kf3/4pbncNOKOCMKJzZCv8Eeo0qELph33kyoKJDgkUlHX4Q7ywYVjx9GgQRu8nu8LTNy3GzuTokSBksbn742VrZugYsFCmLZ6JzZG6drKUHidXojRY3ugQPGSGDJrA27FpJj9CVyQFhUVgH1bVqFRpRIChLJjxf7tOCfh8ehwIBhJQcewa/VS5Pu4MNo2n4ydhzxxh+vxJdTbAoTWrVyCzvUao3bNOjhyyRM3REgSwTNfjCywsC2SOAMVEo6IwDuIDgtGbEwEomMjEBEfgTBHBEIdUQhxxMhvDMLi4xAp9mOiHYiPEuESwd84xEYLII15usx13xzhosLBdy55YMfGTp0dAEEChb92dM86MQ1Mm25+1XSpIsMOj8xOnJu49S4OMteJK3PmiN/ImnfKfOd3Li/hTBuXxtk7nZ+9+AJe/PlL+PkvfiOdz6/FTBQPMf8FZ3+E+fyCgKJX/v4nlCtfCqPGjMbu/Qdw+04oGjRtjYpVaiA2zjr1yZxORiDklvbt9JGK6Intywahd/866Di+LRad3YJZm3birXcrYnjPrbhxSuy4ArFufju06FYHbedMg8fdWHgL8jh35Dw6l6+K5pWKIyLgBFZtGI3mg9ugUIfmmHreE7ed0oV4X8TQ2uVQosCb6D6iGRad9MC0dZvwfu76GNh/L04cPIEQn7VYPrcManasgA8adUTnfdE4KQ3QxbYhdYmil8vieEalBYRERNNYiK3w2Z8R4pyXWfRn5LgBQsmn4X9iAsZPH4A89VtjyH5/bPMNxYo9G9G6/Tfo368RYiMuIPDWSUxbtAh/+KQo2oxfhxOXLkr53sDxlV0wYnBTdBzUB1u8/HE5PBV7T9/BohW7MX7sAAzsVhJffJYNb7/3W5Ss2RDLD9zCgo3H8d5nBTF09EicubBfYhOA4PDjmL1sHt7KVQbDZx3BZW/Je+kn6pSvi1+/8Gv83//9H17+42+Ff4ff/f5l8/40mG2CyhZnRQiC2N60DVLmUA7p4IuaZybSePFXZYiCAiU1z8iUp5QRmzZtMgomlVIuTfv9739v9hOS+fywfHsUq1vO6PDeMppx4IWghrNClD8EPQ8OxtxXkMm0p3b5jXZ50AKPY+bhClOmTDGgSIGQykpNl/YbdrN7IEgUZKcrFg4u5U2INYdxcHkcAVFYmNTLYOn7QwIRHhGE0LC78n4XEVGRiI6x+sYI4WiHyA0RCjw/xKiLbk/4nfNAjx7t8Mc3cmP8ov3wuRMsFoLhCD+LKXMm4o0viqPj2Jk4dmafsR/iuQrd+vRCtrdKovXMU9jvywOlpK9LDhHwwyPqrfvUrGEZq6zITJf+EggRvPNQIbvc/7GYfQvjwLv+1Ez7nEuXLpk9aFqmGWd/HsX8rgCY7VIBL2cBOUBBv7n8zugDKVziz6Mq4hCTFG1ObJMilnxnpkmfmnAH1y7tQb/uHZH9vRzSLwzB4VM7EJroiR2nlqJpl474IOc3mDzrOLyuS+6LwOScHNICkJxwGsFBuzF0TB+8masgmnbuh3171iMx+BAmDqyPKvUaoFyHGdgtOICrjeJDdsN5Z6M5XOjD/DUxaMYBnPTmiZk8qTgYJ6Tc+w0ajBy58qBzr864cfcyYtKCzfdwVwjWb1svQGUOxo2ajflTlqKFAK33fv8zvPbbbChcIS8GLJ+AAxHXMHrpDHxV4is0a9oYGzdtMcszzal1aX5Icu7B8ePT0FjayGt5mmHkYtFb/ThjJsBfQOHqNR6oWa8RGrVsj9XbNknfxhmhGJw+swsTh3ZF7cqlMHn2PNySLOAWjVjJjUTpBR2u2xg3bhjyfl4A48dNw4WLngYZmCl8AUIpN7aif4tS5nTWZlM3YJcoof7yVbQBq/4SqDmlnXBpHE8HTTdnzb4PhKwz+b4PPT4QYo+o/ACxJSsIInbjRno3nEki/AVF8jcqPhL7ju7DgGGDUEAAxFeliqNN1y7Yc/QIAsMjrYSKSwqYpIQQRAWfxvL5XVCleklkL1wGbUevwckbUeYYQKMsOQUu+h3Bki5lkf/TN9B4wAhM8YqHp+TV9j2H0LFGFeTJmUOA0EYBQrFSDKIQ4zp2beiCBq0qoGLHbhh3OMigTTguAdenYcOKKfhHnsrI3W4LFu67gpCIK7hzYRyWz+uFBg1rol7rPug2eCQGjR+BIRP7o1O/XihYqhLyF6uJ1m3bwN/7EBZNbGoOR6jcvS/GHr8Df8maFF5A6LyClNAbOH3wEBo36oT3vyqJsXv2YJsARTN7E3Ydp8f3QZcG9dF/0mIsuZFsgFCwwx87Ng5Dh871UEbAyoTl+3FblDAqVhR0gYHXsXLhLLSqXQ1VqlXA9tOHcM0dLSqZWEoJQMilTQLORiHnR4XQtfsCnLx8B6FpTlHaBGDdvoiePbqgQ+M2GDF8LG4GhZiT4qi4RYiQdKSwRIVSpcDZujnKneBGWqLLzHJxdJj/uBKZo1BcAKkDKVz7TAFPnVAlsXY0T4vZUVGw60iX/qo5gRDf2cGp/WedOMJHJUtnvJgu7eD4zjQyH6iE8Vft0D7faY92aMZvdKt5Y88n/vKkKC5V4KiqKh1GAREg9MKLoqT8QkDQzzgr9HPz7U9//D1yZP8Q1atVEsW4JxYumINdu3bg7Plz8BNAzU3DjZq3RelylUVBcJgwzAWivMmOR2i7pXdw3sCmBQPQtUdt9JjQDSvO78GCLTtFQS6BcYPWw89L7LhD4DG/F5p3aYCOUyZgo18objuScen0JbSt8g0aiGC+G3wJR722YuicEXi3ZGF81aQJWnXtiMHd2qFNxaKoVvErNO3eEEuOrMf2M2fRf9QCNG48FLWrVUHregXQqsHbKFOvJN6u2QwDj4bjulQdzrmagxEo64SjpPZzcZyRj6bhWHY4qMBfLk55FonJ4d1PsTz2XP6Z7i3lnAChiRg3bSDy1G2FEYcCsed2FNYc2IpO3Wpj5Ig2SEm4gYiQC5jtsRR/ylEMnadtxnlvjvH54OS6Xhg+qAmaiXKx9MhFeOz3RO02I9B90AxMmjAYi6c1wrCu2VG7TkEUKFcJi/bdxNxNJ/H6J4UwavxkeF05Kf4ECIg/hSVrl+KjQpUxZNYhnL0iio0Ixzrl6yN/zgKYMXM2ZsydiZnzZmH23FnmBKmnyQQD3JyvxDbEdmZvb9quMhMxPoybxottXtu9XT7QTkbZonKVS9h4OlfGPOHsEDmj+Xcxj+Qm89CDcePGmaW577zzjlGCFdiQ9VkVYL4rSKIiTCWYS6sIfrjsiiCVS4V5iAJPl+MsN5di2WWdMtPJtNnzhEuOeGKcYa52SeahCdLzcdVLOvNuP7I7IQ5el89j/oLZaNu2NbZs24qAOzwtUdqTNCoypUdCorQpDuzGnMHp9SPRpk0DvFGwDGbu8ZK+ngO40Uhx3TLL86uKMt+kczdsXD1POunzuLhN+v5OXfBygVrovvEGDockIzRFWikvgJd+XkrNdN9sw5I6kxaWGfsDLUfeD8UZIYJDTTeZdp8Wax4zf8kMj++MD+On5cHVHCwjLWstW30nMCLY1TrAX4JmAlzONHFFCPcDcfkml67yFDqCLIZB/004BixaC+OcRoZzrycLXIolPgLel0+iR6dmqFGlIlo2aYUdO3YhMPSmaFgBuCZ66ujpU/F16Ybo2nsutu2+iFhRvVgPeH8Q5WR4mAChcb0NEGrdcxgO7duEpDv7MHlgXVSsXRdft5yETT5AuMQJcceQErINE8cPxkcFaqD3xO04cMkXcWm8FjwUR0/vRZ9+vfF5/nwYOGIAguJvwz/yOjbt24A+w/ujWZs2kuaeGDpwAiYMm4jJ/fthSMsayP/e/6FE1ULou3wq9kT5YsyqOfi6bGHUqlUZK1d7mHpInV2UaqmYB3DpwgI06dQJf8ndBKNWBuLc7RQ4Ujm/GIUTJw9i2IihqFm3HmYuno3ghDCEJQRhy46V6N6xMRrUrIT5HisQJvnHiQCHuHK678Lz0j507doWn+cpCA8P6+AQbpdJS45AUtgl+B6YjzY1vkRTKbPR2y7iuESHQEpgj9hjnoqB6LaZCwiR7xEFhYIgZhbVAarHCWY/TXBUEE5dPIXBY4eicOli+Ch3LjRv3xGbd+9DWGyCOTWFenayKN7WeeYCT5Kv4dqZmRgxuhveyFUIRZuMxoKNJxEcIZlgzhMXBcj3EBZ3r4yCud9G3d6DMelSJK5KLuw9eEaAUG18liMn5qzbhKMRUVJ8rEhe2LG2HWq3KIuyUlmGH6TiLwHHHgeuDsPG5WPxr/zVkaPTfszd541bAaewa3FNNK35KfLlz4W6rYdi8sKVmLNiEdbu8oDH5jWo07IjSlRuYUZTfDx3Yc2cdqjSoDyKtu+Bnntu4SrLJk1QbNJ5ATtXcHD7DtSpSyBUHmN3H8SWBJeAMbEUfxNhmydj+pB+qNN2IEbsuYvrkpagWH8c2j0Ooyf0Qv+Jk7HmhB/uiHUCIbcojEFBt7B9/RpMHz0aEyaNxflbl3E7mTewC5wRIBQmyt/6xXPRomkPzF58EjdDGZ5L0u2Pg+f2omLlSujWri/Wb9qNcBf3OYg8FoEUKfFyUhgyfwwQkqqYzgRCvB+ESwO4ZY2onosfCYTY/I2AFzZFyRpM3VB+7YLwh2YKNLvwZsesyocKd5rxWe3w+Vkl7TQ48qwbS+1pJ/M77elSQE0784LvqsBovqmf6o/dnMx1+lxSws2nqniYDugFUUpe+LkBQn/689/x1tvvmiUy1at9g759emDN6uW4cf2yOUKfo6kut4A3AdQchWrUvDWKlymP0EjpuFlZDBAS6CDCEUnBUsn9cXzbbMyaNQjzNszFPt+L2H7yLBpJfd6w/AhCAiKQlhQtAGshxs8ag+lrVuFkYISpy/43fDB18EAMG9QdAZE+8InzxaYj21C9RQOUqlEV1WpUQedWjTGqT2eMHjMEg6eMwQ7PM7gaGmxuDB8wcCiqVS6B2hXyoHGNvChbtwo+qCHK1JlgM0jBpq1ASHJYBDYPk2dlp7mw/NLOs36PEJPDW8yjRWHjBmxz/1vqefgen4QxU/ojd+0WmHA0CIfuxmLN3s3o0r0ORo9qh9REH0SGe2L2yqX4fY6i6DZ7Ky758jxLAUIbemP4kKZo3KUNZu44jEFzN+J3bxVB085jsXL5TFzYPwI7FldHn17f4LPiJTBj52XM23oWOb+ujgHDJuHosX0Ssdu4e3svps+bhrfylMTAmXtw5qrDHLtdu3wD1K3e2Igsgjj2TlL7mZynRtq+2IbYruxtiqwySM0zE2m8+avxU9ZvjL+mgb800xPiaI/m9vQpq/0nIbqj//zl0jueAMdN8zoboMqwssojKsacSeJ+yBw5cpjDELjfZPz48eYUUfpF2Ue/eWoYl14pEGJYjDvjqmlWpVy/cZ+cAiH2f+ZmflHA7ECIzLtZkhIdOHP2OMaOG4lvvqkMjxXL4XPL994BCcq8dBhxos8EH8GOye0lvtWQU+rugktBuC12uYmf92udv3gEw0SHql6rCmaM6Im0G0exffoQ1GveBq9/0x5DT4XjpFgNThUAl+Ywd/3xyGxLp7pfliyPjECIQJFgk3a0vGj3abP2Q3xm2AxXgRHjRiDEcldgq2CIzHf2RSxvHozBWR+CJi6t6969OxYsWGBOiOMqEQ2P5alp1zC5l51y27pzMtFAIlH7RVo4EBsbCs8Lp9GhTUt069QZq1euMQc48P4ep6j5kcl3sOvoQQElMzBu0irsPeCJ2BjJZwoeSP+VdkaA114Mn9Abr+f8Aq17j8Lh/ZuRFLAXM4bUR6U69VCw2TisuCrqIW+tT7qAtJDtmDBmAN7PVwXdx2/Cvgs3EZMaL31IRDoQ6on8BfNg6NgBCHYE4OS1o+g1vC9yFfoC1eo2xoDBY7Bs0XqsWbQSR9Yux6HF41A612soWbUw+q2ej71xdzFtq4eEXQaVqxTB/EUzEccjxCVFZg4m4QAunJmH+m3b4eUcDTByfSjOCqYze9KlHvrdvoyNG1eiZq1vMFT6zfO3BLBHB2Dv4e0C4AZh9Ij+2HnooBlQ5xYLM1CecBcXzu7C+Amj0LpdVxw9eQlR0bGS/6KXuEMQev0wDiwfhSbffIHew0Zg0/U4cxeWBMshfas7NTdny1uytBeR6cxhsrzIR+lpfzQgJOEZpgxXNkRDOxDi/IBTIhSPSGcYLnlfxJjJY1C8Qmm8+dH7qN+iOdZv34Vol1Q3SSGXmPBsfR63nSaNAGnMwltIjj6APftX4bMipfFu8aZo2WscLl/zR2q8KEpOyaLbR7GwVyUUzPMWmvQfhple0bgqgmDzzqNoVV2A0KefY+bq9TgWHiUFIkAo5RIObOmBNj3rmhmbIfvuIkAqAFIuSvlPwNY1E/CXT8vi49bbMWv3FVy9eRRTBuRD0QJ/wsABvbHz8E0IjkBEsksK/ha2HtmPMjUaoECRamjesgX8vI/h4ObxaNW9Gd6vUBktPfbCy8kjGcMkDC+4Q69i0/LVqFCmEV7PVQST9hzGHneiABNJPO/PuLoLm5bOwadflEGzsWtxOjAMsbz8NfkKogRxByWmGoTM3OHMixHAAkocUVFwhkcgJo43rrukucSbCovk9OVFDoGBUiN5IiRHp0Vtxs0oT6zY4oEvixTHsMFT4HUtwOy/ihbhQIWHJ4HwFmQKIwsASUGRRUiaX1GMqNSKuDJslbyl+FE1ZMU1I1GsGqyt8kuh87SY8cy47M3OFHr2Dk2fn1Vi/KmEUKAzzVxOwA5E06vm+m43V9Ck73q4Qka7dmZ4PDWOJ9BxlJUdkyof2X5mLY976Ze/RqEvi6B3n37Yu3cv/P184ZC2SgBkgHOyKAhSZyRkqZ9piHcno1nr9ihb6RsEhYUjiRfOmD0oHFITSJ4aLhVJOhOXn/hxV+pmDAJTHQhxJSBKKisP8kkS1J2Y4kS8AKcodwwiXE5zt0yC1FluFnXHhiMyPhRBrlBIa5J/cYiKF6AUFoSI0DtwxoYgIT7MnEgWGB+HEKmnsRLD+CQu5ZQ2Ee6LhChfrFkyFc26dkKhJm0x8+yt+xc9m3UtojjIG8GQqIo0NfWdxDcFQUz5s0jSYtLbN5mtW8rEHJYwFaMm9kfeGo0x+2QQjgfFYsnmlWjToTqGDGmF+LirCAo6j2lLF+D/PsqPnnM24vLtG+LeD0c2DTSzRm37dcP0TXvRY9JC/PKfOTFymgeuXzsNZ/BurJvdAE2blkKuUmUxYeMpeOw9j2ad+qFVu46YM2cCUty+OHxgkbm874W/f4J+0/fhCi9AE+HYsHwj1K/eyOS/Oc2SxwfL89MkbSdsl2yPbFNsZ3aly86ZiTROjD/jq/KRzLhnjD+/U95ktMc02xVbu9snIfWTzKXO3C/EwRUqwNwTQqYiTPmjwIjPnB3gbEC9evXM3UZnz541S6503yTjyzgyjTTn0cq6NI7MbxlPkGP8NV94aMi95XEEO6ILkI2Sxr2BwubCcWGOYHPpXExsBKKjIxHniDeDQG6RGVTWDAiSCsrrRcwKl1v7sbh3DdStVxFlO/WGx61ojs8jTvzkUcx+fl5YvmI2in35KXo0Epl5aBOmdm+DKvWaIG/7IZh5KwlXxL61p0LKJylB2mCMdeWFyFuz2iY97UyTlrMelqBA6MdgrRcaj4x1hm2IzEM39NQ4MlcjsP8hAGKZE/gSBHE/0aBBg8yeHwI7XYqq6SXrsz0OTD9PjXNIecVJOVpgKA7OlDApp3BRfUR6CJiM51LGSGvJnrl3SICmM5VrAOJFb0pAWGwiYqTb4uXOUkUsnSclSPSzU+KGM0I98c8c+dGy5wgc3LsJbv+9WDquHeo0b4nCrSdiqVcygiW9SPJCYsB2jBzaE2/nKoUB07fiuPcdCSVZ5Fg0jp05gEGDeyNP3hzoNagzrgRcxMpdK9C4Q3N8/vXXWLRqI274BsHNlXnxiQi5dAo7pg1A/jdeQtEKhTBk83IcSIjC8uO70Eb01CrffI3J00YjIDwIrjRqh35Iid2FfdtHoXyduvj5ezUwfF0ILogKy6/RzmDRM+8YGU3A3rZrK6zYvgGBceGSZzwpMlTq+l1EOaSflfpNEMPZNi5w48xPvOiiYdHxiEkQWWH6e6Y5Ej7ndmPF5N5oXa8c5ixbDtFaH7jLkvqCaWM8WCGZl8Ba8tyS6RKQAUHsoQhqvx/9gEDI6ioVCPFAWWdqHEJjQnDG8wzW79iMJWtWYt+xE/C9E2Zmgqwz9MW1/KawwaZQxSeOFKCTfBV3Qq5hhQjBeTtOY89Jb4RHSqZyUFIyPDngCOb0KYMCn/8bLQcMw+yz4RAshB0HzqJZrXr4KEdOLNi0DWejYiQz4wT5X8Pezd3RolN1VO/RF2MP3UUI125Jp47bk7Fh5Tj87ZNi+LzFGszf4wXPm8cxbnARFMr7J7Ru0RDbtp9GjORymICPfZeOYeDEcXgzx+f4OFdRtG3XAbd8LuLK+a0YM304/lkwF0r26IHlR3cjKO4WYsLP4fTRnejRvgtyffgV3vikIKZv34dDDus29lRuGIu6Aa/Th4xy2HXENGzcf0CAZIjkbqgkOdHkCqcaOWvDLGBjNmhDBDwvTSMwojoWJ/nOKUxz069bBKwIZLbNCKk1EaZyJuLAue0YMWkkWrTtiLXr9yFCtEeeguWUEnSaaUcRFMIU+OZGRBEYhkWQmN/0ykBbVPDov51pQ7yz/mideYpEoUZBR8H2MFLhl5GfVWLcmVamm6ydvJKaZ0wjzWhPzfnOfFO7dla7Gg7vYKCCoUBIT+ApXbYMOnftglmz52LzFmlv5y5Yl7cmcITJkg1UECi8jBJhmZgNvI2at0LJ8uURRsXRmFJoigwwdzBwVlPAEC/glFrLWsxBAIfUT9Y81n2CdUoMClxKHyoqvPCXQpOjtdL9mc4tQmp2lGlFlsA0PQUvCDWniVmLAijoA+KTce7qJSxdNg1D+jVDu+bV0a5pPbRs3BjtevbFyGWrse9uJFf0GzcmeSY2ltyjX+mGhphWbQtWjj97xDbObsfKTXYz0j2leOPa6UUYN3UovqzeEAuP+OKkfxgWrF+GDl3rY8SYrqL4+SAk7DLmrlyMP32QG31nrMClW1TVAnF4xxgMG9EBjTu1xoqDxzBv03bkLV0eZWvUQOPG1dGr3Tfo174iqteqgL9/nBdDl+zA/os3sOvAPvTq1gp1apcQBbYCWrathqKVq+Jnr+ZGv2kH4c0eVIq1edn6aFCtvoltnMSfs9WsXU+TtN08TLHjr92Ovmcm0rgq2+OqrMTvdjmi3+3mdv4+RHeUTZzFoYJLIKTKL0EQnwmMOPuje1wGDx6MhQsX4uDBg/Dx8TGKq8o3u58sI35TIKTEuNsHipT5bplZfR9/KWsMm8EbtntLzhEAKTAys0bpco8HjpA5I0TbZK6eMMslYv2RcnELRjUsjKrVSqLRyHHYGOK8t0eC0Ck68jZOH9mEOhUKok3VYtg0eRiali2B4lVqovqo2Vgh3T0vQ6dson5ARTMpUZ6MwmnFV2U506TP3J+TEQg9bWK4DF9ZAYp+Y/thOeiMEEEQy5p78d566y2zlI9LHYcNG2YO0yBQ5vHoBHV0Zyd7+ZGVNK0sE84au0TGWWtcOFQcJqUZJmXLvoiWrWzk0kgpQWPLOhqH/0T6i7cczJekWJ2b+Q0Wteyk6Kx7MHxyX7yVpxBa9BiK/bsFCPkdxNwRLc3hL0XajMHaG7zORBwmeJtlc2NG9MX7nxfHoBnrceTKbUSJx1y2d/zsQQF83fB5nvfRZ3BnXA+5gs1HtqBhh5Z497NcGD1lNi56+Zg7dMP8grHXYyEG1iuJT/6SDYVK5UWflQtw0B2NA36emDxntLnioGmLuli7bSPCY+/CGXcB3uemo1eXonhP2tsvP66LYWtDcVbqFvtY3snmTg5DWIgXFi0ci14DuqHniKG4IuDTKe2Ae6NS0uJFr6ceakSx6TXMGiYBjxw0iE0kOmCdZoY5kRgbhC3LZ6BH8yqYOWEgDp89bwb8Wfe5X512Od5I/cFsi5F++1tAyIRhASFm//ehHxgIsTrdZ46UMiMYPVYhVtGHsfHKgBJmGFUSNucgMbe2/VMB4q/UWcuBU9SawMOY2qcI8uV+Be0GDseik+HwFGdb9p5BfQFC73+aC0u27cJFAUI82SJNxMSujT3RpF0V1OjeC5MPByCcWZl2FSm3pmPN8tF4PVcxfNXSA4v2XIR3oCcWzG2GapVyomqlkhg1eDI2btuD5Vu3YtiCqajXsT1eez873vskPxo2aYnLVy7iTsBVbNm/HsXqlETRZuXRYWQXzN84D0vWzcPESWNQo1INfPLvT/Fh9gKYv3U3TkRHpxe2FLCAxohQfyxZMgcjRw3B9FmTERDsb44XlFwxeaAHGRgljJlmykT+GEHMfLZGprmumHsn4JIaLK2CZ9sHi7XgRBF8jnABpHPQuW9XzFrogQtXRXiIa7K2YatojedWpjMMZVMIFouIMXbpRt0qW2WqD1n0LJF2Huyg2FHxnSc48WK6jz76CLly5TIn/bRu3Rpz588z+34Sk9kl2Iv7fj2xaofWmfv1pUGzZihWpowZQZJuWb7RVGp3mrR2nrxjjsvkEIB0jPKX7YByxIAlkQ2ihpj2wMEEfjen/CRyRonyh6NoliLMWR4yZZQZbHGLHTPoQhBkgak4iVhAVApOnj6GGVN6o0Pjr1CheG6UpJLVohumzF2Gkzf94CPKxb02yKiYBLP90RdLGDMt9+jBTHnmiG2cKbKWwbKjE5mS6ovbN3dgzaal6DB4FLZfCsLl4EhsO7wL0+aOxsp1s+F0ByLa4Y/th3ahUpNWmLt5N24GcZwvGJfOrcTSlVMwfMpYHBP0cuLaZQyeMAy1m1VDhUpFUbdaRYwY0A+9B41CkRotMXv7SVwPDkFsnD9WLhyC1i0romipz/BNg8ooVLEWfvH61+g38ziuUxOUatO2RB00qlqPsRVJaLYum5qVRc8GqeyhQkwgpBeqEgBRGebplR9//LFR4KkQ87JMBT+cjVMll34osCEZxVfkGflhQIikbsnfJvqTkVmzvosteyoGVPYpm78RNxF5dCU6l/4IlSoXRb8lS7EzNsUog9SEjPrtCkeo7zEM61QT7WuIkty0Lr7OkQOFK1ZHx4VrsEWEElvXPSBkoi9hm4266YNQtrQp24HQj0UsDy0Hsr7zl8zZIJY9Z3e41+fNN980Sx15/QOP1R4zZoy16sDf/94AqLrVdD0uPVgmlHUcSA4T8whh9kXygdlo7FqS0PprSX3LnfQ2XK5lvaR/CEGy+wwio/djxJR+AoS+QMuew3Bg91Yk+B3BrKGtUL1hIxRtMwzrb7oRwdmABF+4A49i3Kj++Cjf1xgyfTkOe/kiUr5Rlh07cwgDBnZG3nzvou+QTvAJ9xbZeRp9Rg9DLp7E2qwtJkyZj53bj2DT8vWY0rc7Wpf8DLley4YvS+dDh3lTsD8+3ByhvefoFjRqWAHVapZHl17dsHL9EmzfMglLZtVHtYr/xisfvI+XczbA4DXBOMktbCZZUhPTIpDovIFrV/Zi0owxaNalOw5dvIbgONHJk6Illrxanws6iQYI/qVnNocgucy+uphkaqiSz6luuGLD4X/1LOZMGIL2jSrj8J5NuB0e+f/tvQe8VtWZLu79z/937+TeSTKJDbHEZMaZTCZ9LDOJsSPEgp1qQbFixYZdLCgqvYliiV0U7ApK7yBIk94O5cDp5Ttfr899nnd965wPxIzxzqAnrAfes/e3ettrvc9eZdtMkFZdaFxXW7ZtM0aEGJa9aFCJu3qzyinWhiNC+v2X479hj1ApGWohQmofUlZ2JxacHlg7Gk9qhqSBftyHVJtnQRSVPMQb0bRlFp7ocxJ+/cv9cfMDD+PtxTVYT4cvjP8Y55zbGT/7t3/HSyRCS6qqUU8WmylsxMR37sfl152PTjfcgFGTP3fL0lCGxk1/wisvPY6jTzkHZ107Bs9/MAcV8UosWvEmO9nb0bHdsfjFYUfgB3+/P/6ubVscdW5HXHrbrTitS3f8mg38uJPaYer0KXZKTGXjFnw05x1cdd9lOOLYn+B/H/4dHPabw3DyaSfbZruTj2yPI48+GWM/mYlFNfXYntU7CKltbCCpOmzesAyjBj2EW3v3wvLVy1CXiplCpzKoodhUIcWKvVnUEFzZ6wwrm2FqosISIXVKxlETT6KChVyeSGD2knl46LG7cdPtN2Pp2s2oY+AKT/XjlNGdAnaigi+VZjv+LIpvmBJv1nIT0JqggaR0UJFI0dDGUx0TrK/I6xspWmff2BSxJR9qOTtXd2k7aRHZq42ovV14xeU48bT2RoTUgTkixLasKXNNg6s/yKn1qw9xfYCeFEeJ1D9krafQcyFTjjx8DEicSIQ8SdLzohXfmqM2+iIClKawI3azQVoNzk6XgUcYiC11iZYB9UuRqN6A2soqVNem+Zxkir1SDlFmQoqGjbcS66RFhFz3rxcS9hwpy8qsrnLXCqF86C2o+vFYppGDXQVNtf59KyLJOmyti6KaRRth/upJQusTFYikKum6wSSSj6K8KYoautHSXSkZmfwmRDOV7NuarF/T/qradAWqmjaiqnorqssrEVOZs/o3U7YxbC0RyqTLyZFXIB5dh9rGMnw8ezKuv/8JfPef2uHBp+dio/vmAK4+tTMuObc724teCQUi1NogAuP3cmh2WUqviJCfhdbM9IgRIzB//nybBRD50emXpTNxUo6lJO86I+Tl6xGhUrj+7KuKQpP4vs+L/maq1mLjx8+jy9FtqbucgudnzMTsWMGWxlVycNZyOnsxxOdj0muD0Pf6C3HeicfgV0f8I9qd3xUPvfkhZtBaeyrUR/l9ui5uF9O3iQjtmgbVj98vpDrX0jaJSLCOTu/duzdGjx6NadOm2YdwtdRRbuVH7vyKiNIwvyp8nbh60TyFiJA+WVtHO/bjdGBibmTviJCvP9e9k4xRfyUX8sVNC21rWI5IbAH6Dbobbf7l17jpvscwe8ZkxMvm45lHb0a3npfh1Gvvw5srqlGV5NjEPrBp83w81u8e/PKYY9Fv5IuYt2azG8OYgOlzpuKeu67F8cf9DPc81BvrKlbZsu+P58/ATffcg0OO+Bm+8902aNvmn3BWu7Nx5+WXYsD1XXH2736CU885AT0HPoAPdmzENnaSddHtmD39A9x51634zTFH4cC238cv//Vvcf7pf48re5I8nXQ8vk8idN+rWzCHDbGOedKrMHslX9iCZHQNJk56D/cPGIY3Js7CopUrUFlDYpqrZ2mI7EgbFTmlR01RUQ/VcfPagaW5tGiiAVs2rML4l5/F00P745Vnh2HLptVoSGeNAInQqy3Tp81u2hJS6bkStWWaq7hb2rgjQqqjr4P/ciLkRSTIiVasOiL0ZWKwTCrrHMmsMWpRi5tGU0NQgVhUdKa3voXGVVg9dwzGvzkKMxd9hmUVOWyhw2Ubq/DexzPw4vj3sWLbDmxPixpEOPhuRXnZBMyY+x4+mjsHn5Zz0GYMqUI54k1zsGbtPLz+9gS8P3UTlm6qQVUmhjIOuMtXzsYn41/GB6NHYsyo4XjsySftY6gfLFqM96bPwLjxb+Od997Ftu1bEU9FEMuxgmvXY8rC9zBm/EgMfKE/Ro4bhufH/glPPD4EZ53cGf/x7x3w7pSFWF2nY3elXMX5j2kkgWlqLMeqRbPsgampq7bvAKhEVDJSGqS0qTnuxEfUSKysHREqFOiKSgZqa9BUW4vGTNbi4aOJzTXbsGDJLMycPxc1TVTuWLDaq6V62C0J+rPisGvT+DIJaB3wg4mUCD/IaJOoPkyrDah6E6dDGjRoqZPS27A/S4RKLHTx44U+visiVBtv5G8NMjKlNL9FkrCBcpCRH/UBjizpKdB3x7LWN6jjlKmRnAx/FdR3uGdG/Yf6ET0bFoL6GVsu4vos9UwiWDEmU0t1zU5kKllFj4wjm0Y0S7LEPKpnE+WTeykaOblXFqWo2AyT+i0t42P/pI5KidajqWsx/60N6hP09k59mz6InSmIWtQjla9wJ4OyuOIULa21TccFmhUivCfJSVeinmWpcnM0UQNkLYuEZIhl5MtSixa1mCKpV1Osd+PBrNgor5oP1BvCjdWbMX3mODze7yr0uvo8XHn1RbioZ090urw3Ol37CMbP3oFaNQSO01ed3g09Ol2MKOtSn6tUHNY+AloFpBj7vkdESH3Oo48+ivvvv9+WQul0ujVr1hiZ8XtBPOGRlM4QSEoVZInwbSFC6s+2r12A957ui45HH4JLe3bC9HXrsYqW7IHsBYO6F5slT+7Auk/fR7+7rsZPD98Xh//4IJzW9UIMf3cyFvNBkX6gts4sW/+ULmT4fMb5rOpJ+/bNCPm60VV7VTUTpHtfnyI5s2bNMlm3bp29eFN9+7Rr/BEhKiVB8qffXxWl9eKIjvQojS0S6a7ersWNlmS3HMKi2nV54Y1zZPXFCilsRCq9GguWzcSYN97GlHnLsGMrWUVjGTZ9NgkTZ0zFK3OWYzH7ukZLhCpxM5Z9NhuvvvUOFqzahK0NSbNrYphbK7Zg4YJP8O5bYzB/0SQ7ra0uW8++cQtmfLYAz7z6GkaMfgHPPDUO778xCZ9NmoT1097FxFeHYNyHL+Kd1XOwJFtLXZDjYy6Kym0bMXfOLLz8+lg8/ewIvPrqg3h//I146qkr0KHredj3yEsw4J1qLKlgO2T8akeZbI0dhJPPbUbZ1rWYtuBzLFqzA5srqxFPkkBSh9WLQE+EtPSQntgYOdZyPI+xHUtLtb299ZVYv/wzLF84B6uWL0BE+9yZV/X5ass2dvO36lTLEnclQhJX2O5p2vNEaCe4hCgRuydDjgiVNibfCXihYwZDJSVH1UVKPP3oTa0eahWGV/7NnQVC08wOXjfQXy2S+TT0EfgqelCFSTmSiEDoqhMxsnkOp2SyBRaxUuXcpNjRaAdBOcNwb5Skz4gYVLGhl9O1ndqSrKbj7UxEFNWptG3m0pirtInxSlHQdGAVK3bVhuVY8NlUrN30KSpjG1ipOziQb8PnW1Zg4KDh6NLxSpxz1uWYNncNypldpaOeOYyweab18Om47QSH75SO53QfZfRlIFGZqCxalDCK3oQXnLqRpiupa0hRoahpQD21A5mIYWuZkJQO/ZV+piVz5EKIUqweLMC/RHYP30x2lYDWBSkiGpw04HjxA5cfyP4sESqt/KKFLr4PuPCKHiRC7YwIqVWKlBjR0VJPIyy6yqWGGt9G9ZdPApVtudUzoU7T7LS0Nisi5JbSiQiJPLm/6g10de1WCr7vs9Q7MSYTZojB85mXFp5mf8DOXwt01YHb0gCmR1vz9F1nU1CUMPsYrFR9fTetjq71RlH9GY30wCpgF22rg8pJs2RN0TpetRxR5RDlwMx8ZtizMF+qKjtTha5jJKEqK6M8JJP1CfZrrA99WFskKWqvfTQHRFrEslQ9qbbirEWRJO2rkKFWRTaxOlW3FSzINTtW44OJL+CGXmei3Sm/xcknHYfzz78Qt9zzBF76cCFWUmtM0l+6No+eZ3bFJV0uQZTtV/NSNiBbbgJaA7xSq/FYhEUvXhYvXmzKsMycYsTnsERp1r3vl7xdaVjeXvfCt4UISTfasmkJ3n95IO645lwMHf4INjBt2+m4hdgwDJvJrkFkxwq88uJgnNbxDziz6+no8+gj+HDe59jMzk4vcqy7ZCTqm7Rvo5HPbMJmyL9dRMjXkdKgq58R8vBuRJBkLne+br1fLzL3ojFL9l8Vvl6cqJ6kr0qN10ut3REhduciQhyj1KuYP6atuarNkf5ovKlg+rbZ4Qo2Tqlfs/2p1PF0ui/DENmVqJ6N7Er/094Zjqkyk+4nIhRl2IrTWkW2kkNOLVMZpZ2OANL2CX0LiflXU6EzBeXeUFHza9iIpuwOpiZKnTaFLfFqPktrsGjufKxbs96+46e+PZNZharK1/HiKzfg3J7d8a+n34wXZqawjm1L6dc3l5Ka7U+sZQTbkcrGUMN4KphVHX6kuXfNwUsHdSXodANfLurbo3n1/fqcDduzlrklokjFIvZdLuVZyRb5V3xqDUbo09JBWHjMv+01tkbOn/bXFbwby/ckEfoCXEL8o+3IUKnITAl1nYG1k13E/OvkB5sR0vIS95ZWhaICcWSmCHNHkxwbTLqS7LTOPsQqd9ZoGJTW++tejUffv9CSjqw2XRf0bpEVzvCltmjphCbrIoVqW+Zhxx6yEWnzWzUbs6aa2c0yW4wvzubKgT/CB8+f3qY0JtNs5KxEKUlTZ03B3ffdgtPOPBaPD+qD5Rtms6FWYEPDWrz9yXs4r8uFuLBrLzz62Gis3VCDRmZF6XCNRiftselkyYd1hDAVh3iCzJrFqry7tOooXmabklVh+mK3k2FU1m5GKFtIItXENEfYMGilOKrpWBvGdV6+6JUaXSMfFBEhNTYpdy7A3cmXQH68lKDUuFQCWhf8wOMHTS8amPwAlUyTfJOIu0HBPefWZkorXkbFBqCLnnk12+5X9sAJp7dDDYm/QuDwRjuGUaALidi+HPPi/TmfbNEcXHw/of5BpmZufYieRtcHOD/qM2SuVyDF54ci/3JLdar4lo+x6BWUHhjr+WWnN1iavYixX9ByHQ60DGQnIqQf7INEhHQ0Q4xP218LEVLCtSE8k43zKoVKfYhojKtzy6OyyjzaZnDLuV5kaZZHZIc0kvWrD0/qcwqaFVJp6pVNgn2zylCbaxtIYLWEOZFkbarMWJzqu6ROsIdnHcu/Ti3agLq6LWioqUZDbRR1kTxqWaHqjxNMS5K/u5x5Abp36sa0FhDhYBtnnX3dATJgz8P3M17RVR/kCY/6JL90ys9WS2Sn/sgrwvLnw/L9WKn5/zsRKoGc7k5K4PtGtUP1c15EhHL5Buq+W9FQuRJ1jdutP6ulf52AmciwX0ryWdO58Gkp0DV8RirsEKZNtRuxVafSsd3b6bt0rzNg9DyqK1Nvp+dMz+O3jQipTkrTsSuBUX1qjJGZ7OVHZEkrESSy9+b+hZ1vDzL/unD6qkpOoldzLNNmUZ2xLRbHCpWxYrL4NF7JwESdosYD9UqaPecIwv7RXjhrmRj1UX0vL5XXaOFmQGjKcKgJxmuQo06pMVDDhrpCDUUKTSmzU1UL+txEA+L5Ro5O6o/1uj6NqF42MaE6idsWKCT5I80GkdaLRvaV/Ku5+CmfzcQDfe9Gt3PPxtCBA7BlyzbE4nWorlmEubOH4qpeJNkXd8Fl9z+PqeuAHUyI0qE05Ungcikt2tSBEvqsP/PF7IqA6XTDbLra9fksq0bWhU5w5S0TpPavcVkjAN2JqdnKD9Uj88oyVRlo9YWWx7n8yitrRP23sTvWiA4GU5gl8M+Wl6+Dr06EvhSK2IuqqkVcVnx2vJvdQPuDjOBo2FMDdLNBngQ5FUZQ0xChYQNLSWjLJ1+NVnMcKjxViqbXbCzlNaU31mwVBdt4XWuNzZ0SwsqjaBovTZatqTq1YT5raIhlbEma3u/KL0dXWsg/GzRZsZaZKU16N6rpwiTNdV21ZiVeGTuGDekCdLvkRHTvcQYu63URLr7qclsPetEVV2HgyNGY8+lS1EZISVgcKh2lQyLSxZjJrstRH9mBlBQF5kfV7jpQdWgt7q04VSQqHGkNvBERsvm0tGu9ajNqkGq2mgGTQpfnnZpkUk4oeqHNdkjoT4v4huXiV4NrEUOpwU4WLX5LJaB1QYOMxA84GmQ02JQqJVl2ZLY+mi3EPffF9lPaJmRUbBu6qC3Jx65ESLNCslNrsbGstOFZIGrjEjZaezvmBipr/mavO9eF+ufEoL5F+42Kz4/6Btk5P44ISVFQZ9zswIiQFGi9wdK3ubTkjX0TneiZtLHOJZZX/tFsFHsFfe8hRlG/YvYKS0kt5r/1QbXBMmIZanYsyX6yMaN3kPzN8iroNbSKnNlNcwDTN4e0RC7K8hDd0dvQRLKB7aXJBsgIf2vux+bX2OHqU0wJDnIR9qERzbpJUUjRMMWKYJ+m71DoHCd9M78hU8vwmthXWWQWp/w3Mn7r8yl6qXzO2Regc+eulnK9RVUbDf1P64HvZ0r7HN8P+d9e6fUER/deSvssby/x5sK3hQipp8rm2cKT1chlakjaI2zn7oWrTnDN6WUQB/FCJkm9UUow27/1RXo1UI8o9Rk9fn4mwD+LWSqUTTmGw+dNyvK3iQgpXl8XXkrrTnXlSY/GGZl5c1/3pf7lRma+jr8WmutM9aT+Qq90VD9uSLB6Ys8u0TjBqBhX0Y+NRawfbeY3xZ+GUvKtMkhuOD76k+Vsz4zGCta5DhIwIkHncbrJ2Iu2KPs06qsZ+klST6Vz9W0KSYcG2BejqcvmKPqovl5sOyKUszCk26pf1pJuFgyFkTIspVmEq4Y5WFm2CuPf+hOuu7Ibunc6Gxdf1B1XXtEDPS/riIsvPhZXXdcRDw0bjLEz1mI11d5apiHOoNwR1oqfGnC+3uJqYvCacLC0KU+pWtOHNRpKd7eTETVYGpHRyOA0densOmExESdpSmtkdS8um9iha/KiRRdQm6BewXHly4mQF/eMfR38FxMhn5C/VFRILApTJqSUuCVh+iXCIV4tfYJFTiEbzVWzZbCGYoyPI58G6BRd2nwIKySu9kKXNtNhU2nqGRhihqGRyKjTUMOSG1VIgX7VKEUIGuisronkSA2K4eYzNEgyJSn6yLLRsfKiTKumndXBqAodGUqhvrEOq9cuJBkaghtvOwcdTv93nHTSCehw6vkkRldg4JOjMG3xPKf4sVJVWqZYsaGpbpUevS+tzmxEVWQrO0g1IBqqiOxh03StX05SNNcPFZbeSltqtHxFDdZ+IsHbOioWWqwTswdGa191TARLi2FL59BDzeeE0B8nvlHt3Bm45KjRGVpaINHid9cwvAS0DvgBxg9AXjTQ6K2rrt6NOnkpmiITLS9AWNe+XfjmYG3EXdSG9Izvjgj5dmbtUQ6b27/+6Bkoht8sLk49F3qHpuGquY1a/HTDZ9M+xKYBiUbqoHVV2/ZhKgzrehW8LNX5pNlpF7TUrZLPpfaw6IN7DMbnyyeF4bpnUwOTlqLW0YqByE5hmSdKq4TPKMs1SwLDgbghFWUe+Zt9bV5TyiordtBpDtx6A5hgeUsJs+WE7NPTafW7mvEmiSIZ0ked9frK2gK962WMglDvbksgrL+lH7pVP6VeVnS0hmZR9oNSmJCQR12pFrK/1kCtMUL9+hmdOuOCrt3ojobqQy0PkoDWANWv+hnf5+htv8ysvykqy77/kRIsN6WQuffr7b1/L98mIqSXC7FkvT0riSx7D95rian1R1KqpWRSSbBvsfEp0vJUPRF6paD5avtOloqAzZ3W1udkqADrhUWdzRp8u5bG+bj9uFJan6on1Znq3H8bcNe6250f3y68+V8EX1/WReiPJ0K+55NobFG/LmF8NLRu36JSz0OCyjrTmxmnszMc9lUKR1A1SsdTn2QzPwX2bdQhRVp0GIb0R82MS3ezgwHIgLIxtX32jQzKEyFtmbC9q+xfNcsjGqQldinmWVUv/3p1ZLsjNe4V24T4UJzhNFApro9VY3PZp3j5+cdwfa/uOPXk43DqScfz+js7vl3fFpr86UJs4EBZQX/1zGdc/S11Z2tc7NfzeWq/zFAT7ZQ+I3j67EWGBInpUV8u3V1FZGunqSNbvunf8qjypV7e1NRoS5iVP7nXvk6VhSejJizQr0aEJKq/vxxfmQgpglJxDeY/i7TUnYqkKGpBXqympC2oKDQcqmvwTctWRNoMjHR9vQkBNvKmis5owlpINHKITDahKdNgH0JUM1B1ichoRkUFV9BcoSpDVxaidKosS01EKSk2mo6ZW5shYeTWhvWQGcNn2tQAVAFpdk4iTPZPrJXEiww+kmq0DkxToDo1I5XcimjDclRXrkdNVS0qK5LYXtuEmmQUFdkGNGRFRhguw1bwKWbWXoJaPjVnU8uwNXPDCldhqOLZkJyqoAfSlY8Vqzw5Y/uhw32VNpvdYgHq45MqVTUydZ+xvCZHdzD/UURjCTJyZk9+FZZvTcWLmpvisvIs3ktk7pzJ0+7EufQKqlOQZR7QGuAHGP+mTdfSgccPOBItjUuwc7aOrVjX1gZ8W/JNYqd25ZSA7ldeTCJ0MomQFm2KOogMuaas9msNzQvjspcl1meoDxJ0L9eu41T3qsdBpgY96Oqg1cCLjVzhqy/R1REh36fxt376IOlIy1ESeW0trWb63HS/njslx7y6IO2mwKdMA5MOPdG7WqNMsvMPTjH/rQ+ujJQJDawiva6cqYCoWBuYQXUwrkBtOW80yX6Q/9QfJ/TlW/aZOgFBPbPokObNNCS6QmfovKreGtkHx+NRjrPs9UWeNHgyHPXpWt6j5R9SELXp1iLX6M6yVZOQwuDJ0Fldu6BT985I2jHpMlEFWEUFtAL4fsb3Nbv2P17xLXVXCv0uJUG78/vNEqFd/7lXODZzwBasPXTSAkyTMSJE/+ycbH+iudQrGSrBVDw1yyrdw2Y96U5eTNjc9Qxq4ZR7gqRQtuTNyzc5I+TraNf69bKrWamf3ZFbiTf/i6C68t1csd50USjqOVyRqvfRSaVaJ8RaVJ34ft1eUscZP/VD9jfSG1VfGn7s/R3dyH1CWx04Vqq+mlLUE6l3GqOipepVNaV+TvngxSKWtVY5STu28Yl5t1PYSCL0kkgziJqBadG24pR6G7ds2bq6ymI40nel99r3kfKVyMTLEK0rQ23FFtRUlKO6qhy19dvQGK9HhKRL++Ar6Lch5Z5BC0iZtrZGM4al3lV9t5VBjn19Ti/inb4p3V1l5/p/KZru5Di3gkRjplqoWrNTYaXva/uHG6VVjsxjliMFr35WyNqK9GHG7aFb1ZWuesa+Dv4CItSi0LrIvHwJXKqIojsVoLUcFpgKzURFKFE1eyJk6r+ZqmBUGdpMpnspG/ogHwrVVuA2+iU4wLLxxyn6QrCGS2usZMzGrK326c1qjQ3OMx2KGodWYGgGyZapiXGLKDEB1v/QzApdJIqNV0vjxLu1+VdvcfTBWK3TTBR0MpKUH23gbkAhVslAtaeI6gLD0Np1a1hsgLX2Fkf5YNo56CebSMQYvBqCLwWbZ9Isk44cVKMXs9eyQTtaXPlTcycYtrUiFY61OB0LobSo46MRvcUomnptoGiaPElamcNWCtOb5qNDe6sWhUU3gi6qAwuDQid2lchMds6pPBXFnnjZOvHtRV28U5BlH9Aa4AccL1550L1fkuIHHm2glGig/bpEqDq5eyJkA3uzMBDN7LKxqi0pFheX7zc03LvHQc4tFLkXESpJg/wqfifOrbVY2llfr2lhPe/qP/J6pjVb5ZaCqWNv7twVniVC/aGeOLePSP+0BFVkQfGZm2LcrRNKvBNtWtXgqhqwMlbeVPSqAlUaDa2N6AUPDZLs77TcQwNhIh5BJKGDEqToiSZaZZgfjfuqF71I0n5PLevQvoh0ksMkw02z71Y47iSnaveySUujiy+SGusKSLJ7ZNTWTM7pdC46dzvPjQEa9C1xSmxAa4D6n9I+Rr99n6SZolI73y/pKpE7b176W9DVu/32ECHXD9nLgHTefaGfY7iW40o1ZvKd7smrFEi9QLWPuKqPMmVYG9Mb6VJHITEQNXN2gqb66MUs7TUGm+JZkjcv3yQR8iTI11VpfXk3vr5KzXZ158PxbmX31aECdpdSYbBWL+rH9FLaESH1fSpztkfaNxMdExloZJAmF3VpU99mlUvhNaclahwrNcet70OKNNnLeSpqOkyGlJb/RArpXgMZRdUco1+FKlXU6ldjFMPRrnG90BYh0siZLjiC7MYsXulMOyS0hVy6rsRmqtQna4+9tphIr1QnKpLD8NSetJeziQlXnNpzr+V5WpppbpQ2ivKtMVPJjKns9dKJ47iW7slc4yS7ZVs2l9GeKO3RZbx22IHqjGFpf71WD2gIkWYr0Qs2O+xLs0vU8T0RkjS3BeWBYXuoWCQy0jP2dfA1iJCT5hLZHVyKSkQJt9IsilRrDVBeVBRO5FwzwVrpJf1es0HlFBWSHcKqAw/Idq0isyx8PvHGthmsbb6lyzy2s9GokmnoS0k6kdiD5gfVMjioq7NIMS5XAYQasw5GYIHrNkmnajzGFrTHSAGwsWuTm46ONTZujU6iUzyqWUmkbo0kQQ3MDwNX2uwbGyyDKhKnOnZyWvFuaW9sQDJCWsQ4tH5TJaB0qJ71gUqdpKG19bZBjoQLebkS41bjoSP+t+Lzu+34J84Y9BZIDVRlqPzZkYRKBxu9tsvlsJFS6xoUy8CqU2VEd4Iu+iljPR4KWqL7nZ0qAZTm+pWtxLF9R4ICEWptKB2A/ICje5Egrd2WnR+E3NCuGv5LiVD2zxIhe3Mlf2psJvyh59DicTM/amP21Oj54L386hGXc3swrPOlG4alPsUitzaqh0YpcG3a3pUweI1JGlBdz6OP6tXTjaM1UcZZTVP1R/aoKW0akCxe0Z8oXSYo2uXn0mdQYuSs1aJF4ZASqm9GaTmHKV3KmzKq4nRVQ+dyqxrSuz7RQfbJHMS0BKI+qmWG7qAFtRQrF/lR3dJMS5R1AqfWleuEpSgrU4fxafK/oE2/WgmAMsa/A7FUhREnvQur5ZDgJ57y7PAuOPdMdO5yNuPQ21sdZa6wVdsBrQGl/U9zP0MzPZuly+S8u12VYO/Hu/Gi33Ij+TYRIeka0kWSbOJNVP6aUMVWW8E+MW6PhpRpN1TTPZVd93ZABiwHukma7lHLVu50IenX0m2zGc1SaE+Rm1ktzZuXb4IICYrb15vudS2tQ4l++70/Pr3eb6nIjV+54NvGV4cKWML+Qf1ZUWSkW73c1pEGjgypvmSu/k/x8E5urQ+jmK2UMQnrW8HKXMbWN2qE1MloIkOsIHVYTLc6MR1Go1fkWtNk+8I0pEkhpLX2ikVIIKS2Wlg0k2KqlzzaROIlQ/0yVZAuqjl3zS6xV3XNxNqXO02Dpjl1qtIp2eC00kiWNFd40k21F1OHzKhblx5p3bM6YXOre14oGv40NdCUZBnFqG8nqPum9fLLbWep4TXCgTXF8HS6sxEwhUWRfhtLR0mUtIbCESdPhCzzNnZTl6e9tqhoJkn1q3ZhD4ycFatZSZI4I0Xwl+O/hwgJPqGWWLrzjU0twpa4FMWK24mIjpyrHajwWfRWQBr+1CY0oKHAws6zmNNsbCItVHTUL2jmQ0RIBwFooMxk6xglW4yiLBWrSP5JxZBJZW2DrYiKjpJ2PZIqgQ2ctyIR1tBZuXbSR/GkC01Da8ZGCz00NyPVJ8WqjzOlOX3HROs4RYWZpjQDUQUr/TrGQJt+EyRVGSoFiEb4EFHVIuMSe1YpSCmzolLcjMs+9yh2zEbuTr7SlLkm0JkZulEc9tDo4WD4WhqnhyxBTVLtXuHJiRq0Ho4M05ksbEScioQnQtIVrSoVXvFixURRsF5Ki9A5laeiKNHNLnw7CUSoNcIPMBqA1Pn4335w2kmp4DO9MxHybUIBFUU/d2pbUgbyuJBE6MTi0jipxk5ttibZQoS8qK1ab67YXJt2REiNn88SW738qs9QCzQXIkhMn+KUmSVBf6wfcuHIj8KyCWMa602VCJA+T6hzFjXDrM6ZTx+q2THJRu4NNkIo33KjZXEagvLWZ+l5s/iKmdB9y3PTAktO0X5XODtXXpLdufkifIF58XHq3j2buvdh72y3s7lLF4WjubUB5lf1b7NC6jTkpaVzodBA5Uf3GvD17lTukglSQ/pRf6Z/qik7mEKRKAy2I9VfNl2LuC1zzkHrztV/aWmHha2+3GjoFqaoiqUuBYWkiV71olL6ocbZWEPUiFCXruewj9M5SZqlD0SoNcH3N6WK8q6iPsgrzf737tzI/67KtOS/lAh5lD48u8A/S/5Z1hOif7qXgqstyOredNR1XX4bW20lWy11C4YlZVr6iFxr5iCntfQ6GllkiA+f9iW6F6DsQfVY2TOlSNV3S39wz2Rp3rx8k0SotF70kqV0rNG9Xrr5Oi4lOLqW1r0XX9+y++pQGRYLrXirslP3pFD0MiXNstU5ZipWX7R60aPx56sQIXVdueJbdY0vkZz2T2oZHTu24oyQDqNRv6hX1UaEpDBKIaR/jYsNGY4x6hAVjyWEbYHkRHuNpCOKEIsMOX1U80oclRillgvbIQ3mh39EZrzYC37GT/NMgv4YnmYQdcR1TP02k6GsWbkrE5YR/leY9KpwlTYtzStkmWAd5MAOm1WJOrrx46B08ny2lnom00uW5PRb9cjSR92R2SoxabcKz0Zx6bvStxmC6ZGMtPQZpmEzVCQSGekZ+zr4b94jRFiCvVurjaKoiHcWZdhlhhnjHxa7FZKUEI2FbjDTg62C4lWVyZamh1+VosMF3CHTjklaC/VRSxSwXfmHDUANTgqXKkss1hWwYlIei4UrI2sAbJXqUJhGdWPa6KaHQeqbVjmqAYpNW7xiZmJRDFxxKHzlRcqeVCa91bFDGNSa2MPp0ALlU24Up0VuUDpoyrhspLcnw9QLmiojhIpESdbVzPUQ8B/DUJ4Uni9xp56IjtXwgaSCoMzRgR5WH5yg6GXkpcW/E9m7JMrT7kTKZ6n4NhPQmqCBxQ82gq6lg4/Zs0X4+vXi2kARLY3F4H46ZaDHFZfi5D+2Q3Wj3rhJLZA52y0diWNo8G/274PlvX6qPepZdF1oJf1pwNKLAG8nx67t+TYsf/anORzZubd8evZcx6870Z1K2mt+RzTHPZ92ug+vctEcnt3JhXtjqM5fM0cax8zO+hOF4kie0tKcBsKlzaXR4AI16Faha6ZMontDMf0epfVhD7ONzFIqnLJgS341Ejb3ISqXlmdZbn0nIrMk/STZh2nmW/2cwrFwNfhmSD6yHLKlZLkidt6VOdPmNCi7elAZqC7tVbfWrumtntmp1GkhOypztoeT5uo7pSjoNDnNCqlvdjPyFNPuRHrd0bHJTIMtUdY7La0etndVjDSVSOP8885C5y7n2v4k9bW+DwpoPWjuX9SmdwNv79u+l1J4N7tTmuvq6pqJUKm53PrZhVLz/1eo/XlRX7CTMItSGfQ8ufllLY1r2etriiPDkGvTO6SJ2mt+po1udIixSJOeXkupT676gaLO4omQlEm/vFBlUl5e/o0RodJ68fceui9VfL07YdffHt68NJz/HHJbFAUn0S2vulXvL53JvdAtdkXmxJcpf8u9grBw1L9KlD4XjshSXp0Z3ds+MNaLXghZ/aguKaojN4ujcqB3GpvQm3ovHYihfrwYOYNiPtUW2Aeajqj0UDTKOJ2UKaZbcWWtdrD0qQ/XCywjfbw2C9OlI6q1/EwpY5/ptFvXvTvwrkgWlR9Wl2u3jFV5cjqyE/XJ2m7iRhp6Y48vQt68d0p5MHPX/jXylI5MLj80kd5rIagdtLSVXSGTFlFG/3L89xMhQ6n7LxcXdkumWJ4mKgpdXbyuYJx4vy1+3O9S+91hZ38ubA9n1xKe4MP0druKqs9Js7uSAHw+VOkSlw8vO6ehJU6h1J3Ehe3jNciDbs2jT4uuLeG1iLffuYnvit37/aK0pOuL4tNYKgF/fdh9PX95XavdFId/XHb5pTi1QzvU1ouYswNlp6yXGaXiOj/zZA+JOnQNFCbW8euo6q28q2GHqn06molwLdyL+82Wz3A0KIgTOP9Kh96CSTm3hbcMS12yiFAVTaRgOIVepgpLionM5FbmRhJMA9cylJzRsu0UzUPYKxAtqS3G4QcG5UOBKS9Kl3u1oQG/aEdzy6fFpZ2RWq+tQbLoRoGYO6ckeLGy0oCkqRG9LcwmqUywlJRfvf2zJYSSpIVt+WGYLncyd4O9Vg/r2zs6vUdL1aw0NfpRQbQwaaah3Agrje1toxSzNPOabWCY7tQglaIdn6pXhDrlMx01AiUyqRkhm5HWN1L0QohlZ4MdU2CtiP4kyq/Ln5Q8lZYG2qTNHLk2w/pOsWySImmuvZx//rno3PkCEjaWrAZpFyJjDQhw7ckTocsvv9w9N8XnRwq5iILIkO53VdC/Lnwb3L20wP2WGtsyjjvzljD01LbAuS8d91vg3OoliE5jVD5E8PzyQv32ROj6669vLgNd9x748iwtU1/ekp3LtkW+6Mf9VmcoaXHfApm1iHPfIjJT72co8exvdw5L+KL/nWVXfzu73538534dSu3lfucw3PAkcf5l7sqkFKVxfdH97mT3cGnw8uXu/hy+MhEKCAgI+K+AH3AvvfRStG/fHpFIxBQPfUDPH5mqt4EtH9RjN8he0kRKPUUKuCnjJEBpEiHtffNHXGtOWKp9i7h3ZJohFSnQiysLR2/USF1EUbTwwRR03unAExRqaK+ZD+rwFM0W6V4KvN5TidQobHstlqKJFHrmSUSogqJ9QrZRP6uZVy160EJa+mUYerGmQIxbWFqVDy05pDnt7MUb7Ywn0N5vf9W9zOnYuaMDO0mKojK1chV5SUXIy+rtgAIdiKI3dO7tsOiJFiCwRHIkYAxf5NNmsUuIkIieEUf+EumxI631ypp1oXBUArY/hwFrNZz26eRUBrasuJ72jghpIZs22rJCjQRp6URTMopGpjFBQpXRujfZ5Zh+y4fy85eJz3dz/ml27rkiQp2bzQICSqE2sSsR2rUtqd8RYVBfJLvWDPWt+iaPCJ7yVZrfHTt24IQTTsANN9xgv33fGxCwNyEQoYCAgD0Kr2z07NkTp556Kqqrq22w1iDs38RqMNbX42Xm3NMf9RGbKSmKe2/aSLW7gqJ9RprBcTNCUua9Qi/13t7rMQwRIM24ayLHLVol4aHaLjdyL8rkFuPWO4d0J/Ih7iHXWiihMJUm2VmgmhohKdC7Lc0SiQxpZsr82/JdER036yQVQ3nQja62hMHokFtmYWHKq9m5GSF39pPOkqQb+VVi5E4zQvxhsyVWRhQRipyW3urDfPRBwiMipKUPIkj6orkdS8qAbEaHrMu+l6Zv9vCq5XAqAZcMuiFr1Glx9oE+MTMjQm5/pD5WLUIqPpPTBisRqlw9/ZCS0qnNCCkglRHrFSQ/iazOzEzabFMywdKSeWn6v4KofahdaA+BlFUPtRkRaRGhbt26mVuZBcUuoBRqFyJC6nuuuuqqZmLgyYFvN2pbupbat0ZRHkpJkPKn50ciInTcccfh2muvtb7XuwkI2JsQiFBAQMAehQZiDbYiQkceeSTGjx+PKVOmYMaMGc0ydepUTJw40a4t5rMwY/pcTJ8+H1NnfIqps6Zh6pwPMWXeW5gyl9fZkzFp9oyiTDOZIjeSmTPobxGmT12BGZPXYea0+Zg58yPMnPMGps/+kG6mYMrMOZg+k+mY9RFmz3wfc6ZPwbwp8zFn8hLGNx8T5s7A+wsmMx6aT52GJZ/MwILJszB7Gv3NmMO4ZuCTOdMoUyy8mTOmYc60aUy3S4fspjKOGUz/7Kmf8urimzp7oouXeZw5ba7L44y55tb8zZ2Mj+d9YvfyI78zeZ05nWVi/hSHLyPe02zmjMl2P3PmTEydNgOTJ3+Cjye+jxlTP3R+ZtF85ixMmzGVcU3CtOks62mfYNKUTzB5erG8KFOmMb+sm2lTWA/TptPtZEyb+THTMoH2Cv9T2kmms7wmY+bU9xnGRHzA8vlo9jxMmzWXZTALC6ZMwyyFNf1jTJ47iWU9mfX7EWYwXMtHc/r/c5k+fTqmsVwnTJhgbcSbK50ffvihKXZdu3Y1xc4rdwEBHp4IdejQAddcc40Ra08aZOeJdil5kFlrlVJi4/Pnl//5GSERIb9kLiBgb0MgQgEBAXsUGpg1CPfo0QP/83/+T+y///448MADd5I2bdqgbdu2OOgg3R9AM+fmgAMPohyC/Q48DPsdtD/2a/s97Hfwd7Dvwd/Dvm33xb4HHUTZ3923/SHd7Gvu5O/A/X+CA/f9Odr84Ldos/8haHPQd9D24H1wYNv/hQPa0B3DPKDN/ozvezj4wP+DQ/ffF4f98BAc+sN/sDi/e8iB+M6PFOYP8aP9foh/+vt98aN9D0Tb/Q82v4r7BwfvS/mhhdP2gANx8H4How2vSoPStF8bpuOAwxj/4cwP79vQbdu/s6vl+4CDaX8w42OYbQ52eTn47/GDQ5hP5kXpkF+5a6Myob82B+3nyuigNpRiWTE/KruDD2Z4bdqa2QEHMt2HHYTDf3wI2h5C/20ZP923PdiJ3CvdB7RhHTCsgw5W+R9k0rbtITjoQIbPcA846Hs46NDv45DDDmZY/4S2bY6wNLc5UHF+n+WpemA4PzoMhxz6Y0vrj9r8CIcczLo76O9x8I/3x6GH8/4ApvsApqGk3r+KHHLIITjiiCMsbwccoPw6c6VTZt/5zndwzjnnoLa21hQ+KX8BAR7qfzQLvSsRUjuR+JlGmXsi7e1aq3j4POkq88rKSluefMsttzSbBQTsbQhEKCAgYI9Cg60GXb3NHzRoEIYOHWoyZMgQ+z1gwAC7Dh8+HMOGDaHdYCfDBmLIMLobOhyDho2kDMWg4XQ74nFeB7rfw2g3fLAzG/EIhtB+yDD6HTISQwc/i2EDXsWIx8dhxOCRGDH8PowYdSOGjrifbuh/6NOMZzhGDhmA0YP748lBg/HkwFEYOfBpxjkSj40cikdGu/hGD34czw14HE8NHIyRg0Yx7KctTU+MGIzHR7k4FceTA0fzOtzSrzQq7UOGjDb3imvosMcxbHg/u1oelU6K4rM8Wl76u7wo/0NH0T/9yh3dDxs6oFgugyksm6IMHMxyHFQsL4orY1eOKlPJoCEDMXjwwOLvYTuXNd07M8kI1oXiU3oHYujw/hjG9AwbPghDmMchg8Zg8KDheHzAEyzDx63Mhw5jGQx9AgNZPv0fHYzBLAeFNWjwo0zPw8X8Mm2DRzA/w+z+q4rCGTlS6RnK9DNsitqOt9fv9957zxRar/QFBHio/xFJbteuHa688kprHyJCngxpNsiTH9mV2rdGUfqVJ3+vZ8ITvO3bt+PEE0/EjTfeaPY+7wEBexMCEQoICNijkIKhQVcDrqR0wNYbfL9sQ2Ytp4V5oRnDcHtYvGiHTelv7QjSoQc6u03HGmhvS9FS+2u0GchWi1RS1lD08dQsdDqpc0dLnbJmV/12xto7o4MXbAeSvs+hwwGkNEhvaHaj40DdoQP2x2+4sQiVfrrjH4mDEqMDDIqJkh3vJPLmdhUpD/owqOL25oLstItIsTLOAsuBohJKZ1iWGSo7eZmzjGmmU9hkro/ZqVzd17pVznpLLimWN0UHMHgFUGmVXxWH4tFpejpaXKe3JeIMn2WqfUhR1llSR24rvfqQY6aeZCSGhkiedoyb/rP5JmSyVRQdp+DCtK1H9uurQWnybUdp9OksNfftSu1Iyl1AQCn8d4T8YQm+Hfm2pKtvQ61dlA/1qT5/eh48Gdq2bRuOPfZYOz5b/XJ4XgL2RgQiFBAQsEehwVgDswZof+8HZr3F9wqIDdymxLuTykRASsnQl4sIgxRtfWhVxxeQMFDZNt4gYmKcQwbllBUUfTNIJELmFDEN+74Df+g3zWXlvTLF/KvwG2jPe4VL53Kjrfs6akFuLRzdyN6OinNkR+5k5SCSIyLkCJvsSsV5Vh4UnyNSX0aEdFy0SI5Ii2wUGnNlZWgESeYUXWWuslQZ62Q5f/y0SJAORNDhCKmETs2iQkgj+3gexR1HHWUY9XSTsA/k6QAKhavciSKlSRALqWoakmDq8AWWYYTlE88UaBtn+LUMR8SuJT26/6qQwlb6tl73ajOSUjuv1Ok+IKAUpR9U9W1G7ad0SZw/ac23sdYsnhDtmhftEfLfESo1DwjYmxCIUEBAwB6FBlpPdnSvwdmLN9e9lBKdWuaIkA6P1gHUusos5xR6ifhKUXSqmiNL+n6PDnDWF6pFanirF53S1sVW9CE5bKUsp1QwHU7hFw9g4BQyGPvYnBPFI6+iK6QbdOK+NaSZD2rbZqn4RWn8B1UtLHkyVsLw9HFPzbYwLCMAligdXe2+NaR8mlOfL4qlXcdeKx4d900zO6RO7iyfOovOlVEynUAi5Y7Glr0oi0LUqXS6l1kiTSqSSCGejNnR2CJL+mhpMiFCyvCKREgfbcykGC4TKj5oRMjiFYESiamj24Qd4d0USaM+qk85O7qW1QevMyyb+GZkU1H7tnQ942iiuPP8SKLycZux0hHeyo/yVaqIfRUpVeyaiXNR/Ftv354CAjzUXrQ0TntjRIR0TL/ajCcLuqr9yFzXv4b2ozyoP9Uz4aG8lpWV2dK4m266aadnKiBgb0IgQgEBAd84vHKrAdsrIpodckRIIqIQLV6LZEgKNHUUHW9t+ruEv0UM3OHN+qIPSYbIjMZ2GUsPl+hjQthMWUwREaISQDcWnpRy0ofm4691vHRRhRfB0XHWKfuQ6zb+ItnKUP1PSpFyc1AyFbXRb4vTmAtvRBBEMviToTNM/RV1aGToLURI4omBSwPd5EuIkHfDOxEhVz5MUyZJMpRCJksTxp1mwSRyom0kKVRu6iMJLFm+FvMWLsa6svUkL3UkQyQSdEv+REUpzThVUKRN+SyTzPBVJoxThEX8kbnk3xiJTA3rqJH+4li5Yh2WrNqAWiZKpe6IUDmqVk7GmhULURXJYQcLT0dq29eUCrXI5GOIM3x9Z0hp9fn9S0QKm1dc9VtXPwvkxSu4AQEeag81NTX44x//iI4dO9peRZ1EOHv27GbRaYs6mVDXUvPWKrNmzcKkSZPsZEVvpvyNHTvWTu68+eab7Rnyz09AwN6EQIQCAgK+cXjFVgNx6R4htzRuVyIkaSFCWnXmiZARHpGHXYmQmIPGd1lJRHCMCGlGqIrx04huxFlEePSlHFvGJRKSbbL0iQSJ6LidR1TmzT/jyNUyzLjN8lTRpKzojnzEBaiPkeZEqESElJecURhHZGgGhs+r5m7czI3spOwrUyJCdJNTWlpIlESzM8VPxRZFNIV+6SbNeGNkN43pGNOdRFVDA+YuWIzrr78Nl/S8Eq+OewMrNq5BNJkwIpRJkvqlGDPjVAq0f0gkJ092qA/Rxlg2SqlqQyWRSG1Dfc1WbN+yGc88/TyGP/MCVlTUYYeITY71FFmL0Q9diXtvvw7T5i3DBlZHhOlqSkdIgCpJzJoYlvFHpChfhwhJ1Gb8cqbSe2+vdiQJCPBQu9Dx2aeccgq++93v4rDDDrPTBnVKpRf99lJq3hrF58Od/thifuihh5r87d/+LfuF65ufGUlAwN6EQIQCAgK+cWjwNeJDJdYvzzAzU+4dEZIC7g5BkGhvDCGy4QmQRL+NJuizpiJCTUYgxG4KWrvlWURetGYzGhpnY/6899H/kScwf/Z61MYLNtdTx/ii6RrUb12Bd8cMQb+HH8QTz76GaVvqbMFdjK5yRnm2UPPfjExtGWYuXI5rHn0Jj39YhtkbSD+UwCwjlYgIFZQIt5RNxMUt4dNnUmM0iSNNO/9xVR1WoFkZm7mSKA8iQiwjEaUUCUuU5It0hb8dJUqR3GkGTeWmZW4iOVHG2cRQGxMJlG+rxIfvfYyx49/BwpUrsKmu0g44EBFitG4ZHFmlLaXTR1d1kEKOv2jPYrG9T3Hap3L1SGd3YPOm5Rj3+iu4/tob0KdvP3xeUY9trAPlA8kyzHlrMAb2uwu97+iLqUu2oI52ymmi0MCySTDFrAqGLa74dVUvK4/irFDpvaBy8AQpIKAUIszjxo2zEwb9SYM6qbJUdmf21ySledf32gIC9lYEIhQQEPCthZsbcYRhZyIkVkNI55VG/QUipN062sMTQSGTRC5OhZjitG9KthGZ9EYsXPgKBj5xD04+rh3GvjIZ5ZEktjLsrWjEjqZNWD7zPVzd4Q847NCD8a+nnoUBkz/FBpKaBlQzqo0MaAM1/9Uo3zgLA556Hvv8pB069BmPV2dvRkxpIWlAlmnJkngZIVK6mZ68ZpDiTIqoTNJE5EC/RfwKdghDUaTIm4ggZoykaMlbfbKJJUJiwoxn+C/JsDOKgyQpm0zZjJBKqoH2uqpscvE8zbPMXY45IFnSukKlU9FksiQxDIfxiwyp3EWENGMjIqQSjdI+lqmll2qsWjEf9991O84/6zxcf/vdWFkbwxa6TSuw/HbEN03DuBdH4eQOHfHs+CnYWBuxWSXRN+VU8zSqDpsN4jUgICAgIGBPIxChgICAby0cEbI5EEopCdoNEdK9hEq223tTS07QiHhTHXJJOrK1dJRcGtl0LRob1mHw4FtwxWVd0f/BAVi0YBNqswVUUkXfgnqsr1qOD19/Ehcc8wt89//8Hb7709/gumdex7RtZdic2kyFfj3j2ERZh+UL3sDNfR/CPgefgDMfmIR3lzaQNNCKaUCeFCLdxCSTDKV5X2hCmmQilqxHE4mL6B2pkVGDLO/0S2TJHdggAsSfzJKIivYYpTMkQCRWCWbW7VnKk6iIvJCA0N4tBeTvghYTurkxhejX/emiPUw61MFKkWVWaEoweaIomp9yxMoOYUgzfak06pkU+VFcyXwD/9bh82WzcXvva9H9gs6488FHsTGWQxnT2pQT6duOQtWnmD7hdfTocRn6DR6DCXMXGplSeiLMaZxp1B4lWwaodAQEBAQEBOxhBCIUEBDwrUULEfKzQo4QuZ08xK5EyDRqESG5iaKQbUIiWo9sRiRBy8ao5pMcNTRuxecrZuPG3j2pqF+M6VMXYMf2pC3/qiXFKScdWrp5Lp4c0henH/lL7Lfffjjwl0ej03398cLsqdiGKlKlrYxas0LrsWjKc7jm1tuxz+Gn4IIh8zFpU8bCssMUdOKbZoKUBn0/p1CP7dsW44NP3kKfhx7Ayx9NJEmYhWdfew4PPHonbr39Wtx9x41446VnsXTRZ4g0ZBAXt9DRbVp2lm9EVX0F5i5fimfffhcPDBmIXrfcgFtuvxEDH++HT94dh62rP0djPGLkRV9Lqk3EUbGpDG8/8xyeHP00Plm+HEtjTVhdsQMT3n8PL48YgVdeeA4LVizFCx+8hUeHPY6bbrkOD9zXB6OefgqT532GdTVRNBVypEcxfLpkEh5/4l4cd8yv8IufHoEjjzsBF952D4a89RGWrFvBNFYA8dVY+9kU9H/4AdzQ+w488fTz2EYiup3pERkSEcrnWJ/aC2WVFxAQEBAQsGcRiFBAQMC3Fo4IeTLUQoiaiZCITykJsmPj0hTNgcSRz8eRTETsmzc69jlHmpPKbcfGLcsxdtxL6HnF5bip9+2orNQBANrDooOhG7EDWzBv9RTcfWcvtP/dkfjZv/4Cv+94Pv7YqzceeOEZlNHVDqr0scIGxr8KM8YPwMW9euFvfnk2LntpPWbXuj01tjxPM0KpOIkQGZs+wpqvxJrlE/HQY3fj7w47DGdeeT1ufvhhXHbD5fjjmcfhd79nXMf8HFdf2hUjh4/GooXrsaMyj4zWkum0tcaNmLtoJu4bNBBde9+GU84/H7/8j6PwH8cehfM6dsC9N1yFt54dhYVLF6GCBbOF3rZHGrB+6WJce87ZOLndKXjstdcwsXw7pn2+HPfdeTs6n/QHdDqvI4a/+Cyuf6QvzunRFcf87jc45cR/R+fu3XDnw49jwvylKI82Qgvu3v/kdVx/Qw/88+FtcNAPvod9D/0R/vmE9rhp6NOYtngB08l85zajfstSvDf2RVx84UW4/ObbsLC6wT5hy+JBQt9q0hJAI66BCAUEBAQE7HkEIhQQEPCtRQsR8veODO1EhKRDeyIkopRPk/gk7eqOq9Ysko6ZrqdUIJJdi9kLJ6HXDTdS7sKop19FhDxFhwLohLXa3FZUF9Zi5uKPcNnVF+KMM07D+d264ZGhw3FOzyvQ4+5bsbCuDOvyFWigso/YCowddBM6du6EH51+Je6eWoPl5Dx1dsgBCUGqHpGaGuQSTHeGpCi5CWWrJuDhx+/BPt/7Af6/n/wKvz/vAgx7fiTmL5qENavmYfon43DvrdfiskuuxH19R5LU1Nk2IWQaMW/a67jj7ptw6K9+hUvveQgvfjQBn61ZgXXrV2Lqh2/hFpKY7u2Pwy233YSldTVYR2/1mRRiWzfh1gvOxh+OPxZ3PfMc3tpWgZlrVqH/A3fjpJ8djl/89Ce4sk9vjJ7wLuavXYZN5Wsw6ePxuPO+u3DEr4/EfYOfxLxVn7OMYmhIbces2R/hhqsuwmknHotLr7kWszeWY1lTFtXZOMu+hkRoK9K1a7Fh4Qz0uOAcdOjUGS/NX4a5CXe6niitnYhndalpvYCAgICAgD2LQIQCAgK+tXAEqFTEeKQ0F2cRZNhMgmROpVrkJ5uDJhx0uICIUNZ2pVRQNqMq8Sne/OAlHPn7k0mEnsC49+eikd5swV2hCYn0JsQSy/DxjHE46awOOL3bJbjjwQcwZ+4MXHvtpTjv8m54ec5kzG+qJBGiwt+4Fs/d0xPtz+iAo3vchIGLq23BXFTpSdcy0CZkYiQidXGkG7bTbBMq1n6ARwbeSyK0Pw47pStueHwQFqxdgvroRqRTOxCpXofxLz2FXtf0xtHHdsKf3vgMFdVRNFVvxDODbkHXi85Chwu7Y9j7k/F5ZQ0asmkkU42o2Pg5Zox9Ftee3Q4dzz4dA98cj2m1EVQnYqhc8RnuOLc9Tj7leNz90isYX92A6evWot89t+DMX/8EJx9/JAa88DQmblyF8nQjUx/HtrLPMXz0MBzwj/+MHrfchXGTJ6GJ5kmW58rVC/D4A3eg+9mn4abbb8fq+hg2sC5I2ZApNLA6yoGmjYhvXoJbLr0AJ555Jm59bhzerhIdVW3RcU7Hm7uDuQMCAgICAvY0AhEKCAj41mJnEuQh5lNChMyiSIJEZ/QtHP4kN0Amk0O2kEQ6X0/lfQtdrMSGugkY9vxA/KDNz3Bd7zGYPHcL6hmclsXl8lTgUxuQrpqHceOfxeFH/htOvbI3Rr/8MmK1WzD43mtwXveO6PP0KLy3tRw1mSjSO9Zg2LXdcGq7E3DOHffiqfUV9oUhO6kt1YBCiuli+E21KcRrtjDZG1Cz7m08Oug+7LPvoTip9xN4afZnpBYibJW0l9Ri7Wcz8GDfJ/C/9/0t7uz/LhZ+tg5lq+ahz1Wn4vSOf8ADTz2FyZtr7dADpT2VjqDQSKJVsRYDrrsE7U49Aefd1gevrinDjqZGbFs4DXeffYKZ3/36mxjbkMSU9WvR9/Ze6HbMP+LiLqfho6XzsCjRxDD1GdYmxCKbMfat13HEvx2NjpdejWGvvIS6fJQkrwGr1nyKoY/dh0vPP4NE6FZ8XtOAtcxnDeslRRf57A4mrAyoX4MnbroIJ55+Gk678wmM2ZTGVqsx1l+WRDKrRYSqz4CAgICAgD2LQIQCAgK+3fBkR/zHSI8g4iMRGfLESGeoUbT5XucK0DonXdu+z1NH5XwTVftF+HTT83hgyL34/kG/RZ97PsD8z6N2mlkjXeQzFQxqI5JrJ2DUsEfwN20PR/vr++LNjz8mqSnHR8/cjWt6XYizrr0Bf1q4HuUNUWxfvgh9L+yI9u3/gDufGYXXt5UxJp3oJjYmElRANslbbVtKNzJRa1G98lX0G3AX9jnoCJzzyCt4f80WI0KZAolMlpKrRv3mlRgz5jW0OaIDetz2Il4dOxHzJr2JK875OU4783d4YdJkzK7JoJzB1mSSSKbrgSjJR9U6jO13G7pf2Antrr4Oz36+ETXJONIbl6Hv2cfi+OOPwa2vjMUL9Sl8vHYN7u3dE13/7RBc2v10zC5bhaWkQJUsQB0SnkmWY8rMSTijW3ecfvEV6DtsGHYk61CbqcFnS2biwbtuROfTTsRNt/XG5njK9iO5U+rSJGY6MGETGeE6vPzgNTj9/HPwq8v6YMDqpJ21Z0QoRdKXlo9AhAICAgIC9jwCEQoICPh2w5MgyReIkERKtDslzgkdyi3JkL6tqWOlM3YW3FrSoZmYvnoo7nriDrT5hxPx6IBFIAex09UiBZKo9DbKetTOegn97r4Z+/zwx+h079OYtmQxo9qINVMG4cF7e+EfjzoeA8bOw4r1NZg3cRJ6djgeJ554FEa9+yIGTHwN/V4YiRv63Iy7br0dd9x2H27t/SAe7Tccn4x/GahfgG2fjcED/W/HPof8C87u/ybeW7ONBELfEBIJIrUhIavf/Dmefuo1fP+wduh4xZMYNvp1THrrWXQ9uS1OPOU3eGXGTMwlgyP1QT3JYC7XROJB8lGzBm/1vw1dupyN33S6EE/MWYqNtVWIrZiDBzv+O0466Xe45fVxeD6Sxycb1qPfndfgoqMORo/uHTCjbCWpoual8rb8LZfZjhnzpuC8Sy9Dh+6X4a5BA1GZ03xQIxYvn437+/RCJ+b95lt7Y1sqC5aeHYQQY4lrFg7JzayaNXi7/zU4p9sF+Nlld+LhVVnbt2REKMPUZ0mE9LHZgICAgICAPYxAhAICAr7d2C0R0g+RoOJyOCNAmlmg5As2G2Sf06H7LPSNnRoq56uopE/BpFWPoc/jt+Pgn56GoU9uwZY6/20b0qG0FPdV2Pz2INx+1WX4m/1/gWuGTMDyrVsZ4CrENzyDMUPuwvcP+Cfc8diHmDx9PcY+/zo6/uFonHjyUXh71hvoP3YAet52BY783dH4PQnTfxxzCo45ugPOPacnRj3WF/nt07Dt0xF48LE+2Oewn+O0/uPx9uptjF3HwpEIFUgOMuWo37QMI0a9gr896BSccskoPDHsZUx8czQ6Hb8vjjvx53hx+kzMIvfR8djKvY4GR4JEqG4d3u53I84773T89JwL8MC0T7F6xzbULpyIfmf8Bu3a/R63vvkOxtDTpLKNGNj3elx29EG4uGs7TNqwDPONCOlsvkYSoW2YPvcTnHPJJWjf7VLcPXgQqlne+jTqspXz8MCd16HLaSJCN2JzLG4zQjWWHn2FiCxN5RldivcfvRwXdO+MX1zzEB5YA6ymG301CSRa0HLEQIQCAgICAr4BBCIUEBDw7cauRMjIkCdCfjZIy+K0wC1i36XRQQnaI6RP76S1R4jqeQob6PIzzNkw2maE9jv0dyRCK7GNRKiG7mJU7m1ZWmQZVrx4P66/uDN+8A//gbtfXYCtMcWxHqh+F++/NhQ///nR6HXzKIwa8y6GDHka7U89BWdd0B5zl39C0rEAGyvXYP2WMqzdsB1r11dg/cZabN1aj1jlBoa/CPUrXsKAofdin0N+irMfew3vri4n7dCpeJpP0dHT29FYtgRPjnkN3/unc3HGjWMx8k/vYfaHf0Kvjj/CmacfjecmTMKM+hYipD1CaCKJipThrYduRqdOHfG7nldh2LJ12BqpR8Piaeh3+lF2JHbv19/Ek/UpfLRuFQY9cBN6HnMYLunWHpPWLTcipGO34yzLXHoHZsyehI5duuKcHlfhoSdHYXsuZvNrS1YuQL97b0aPs9rjFhKhz3eUoyyvT61qhi3L8taR4eVkmcvw2n09cG6X83HsLY+i//q8HaFtx2dnqlmVSr3qMSAgICAgYM8iEKGAgIBvPzwBMhLkUUqG/MyQjg3IIK9tQpRsroAkFe0MGkiGdiBJMjNn5eu459HbccBh/4KHHxuLzzc1oYFBSR1HhiSkcRmmDb8OV3Q9Hb9pfy6GTlmFakWVo110KT6f+z56X3c1rrvxDlx/+73odU9fnHD+Bbj8xmtQVvY50tFtyOXjTJG+XOQomlKXUdozNUB8BepXjsPAwXdhnwMOQvvb++OVecuMQCTkUkvKcttQtXIyHh00GvscfhoueGQGPpizFhWrZqJv91/inFN/i+GvjMX07SkjQqKA8UwM+Ub+qtyIkTdejj+e1g5n9emDP60vQ0U0gtqFM0mEjkeHdsfhnnHjMKa6HhNWLcPg+27FRb/9CS664DRM37QKC1laFUx7gv8KmXrMmj0V53bqivMvuhwPjhiBLTl9cDaBhSsX4dG+d+Cys8/A7bfdhDVV27CFJaxT4xoZRgRNyCcrgNq1GHzDRehw5h9x3n2P4tmyBjtMIlVggaRZQvrYrKbwAgICAgIC9jACEQoICGgd2IkEeXgyVEqIdNUOlOKJcTkdZK3jsxuRylfh0+WT8GD/u3DIjw/G3ff3xdyly41I2AdQ0yQqdUvw2oNd0PW8P+DsXtfg5eVbbJ4mnYkz+Fo0bF2O998YjZuu74aTzm2P33XrjN92vwS39euHWDXJUpOW52lnko6SdvuP4ow9bTNOtE+tQ/Xyd/BE/9uwzw/+D353UU8MfOM9bIwWUKOT7pIkQk1rsHjCk7jhznvxt0ddjGteK8fyCjK7aBn+dGt7XHja0eh95z0YN38TNpFHKI5ogeSjagfK58/BnZ0vQLv2p6D36JF4p3I7KpsiqJw7Gw+f1gGnn3oSHho/Fi9V78AnK5eSCPVBt1/8My487wzM27zODksgfWFqU8glI5g9fRo6X9ANXbr0wIPDhqGskEIZCc+CNcsw4OEHcVnHM3EHidCW+nISpEZbOldH37W8j8arES/fiD6XdMfJHU7BTUMG4v3yLfYdobTqU1N2Wcpu6zYgICAgIOC/F4EIBQQEtHKIDJXODjnRrIzEfUw11iybt67EU2MG4fCf7I+777sFc5csaiZCmUQNsuVz8ESv49H+pJ/jivvvwVvrthsRSumLq6k4MvWbsW7pBFx/9Wk48KcHYJ+2++OQM8/FfUNGMBCSnZgIT5axwo62Jq1BAwlZosBYspWUTdi24HU8fP91+P8P3BeHHtcOF9/ZFx/MW4wttU2IRKqwackneODGzjizWw9cPWICxqwGtmjCK1ON1W8+gtt7nov9DjwE1z88ClOWbUA1uYRyum7lcgy5+y5cdOIJuLjHRXh/1XJ8mk1he2MtNs+cjntPPw1/POVE3P/S83izqhyz1q7C0AfvRbff/ho9Op2PxdvLsIoEUkSlMR1DpK4akyZMxAVnd8KF3S9F/1FPYivLdjtLcvHGNRg2YAAuPOMM3Nr7OlQnqrElVWmyI19HMhRFdeMOLJ8/F1d26YKO552FMe+Nw/yacpZnATGWp/Zx2aF/AQEBAQEB3wACEQoICGjlKCVCLWQom4uZiAgVjCY4aWzajvc/fB3HHvcb9L71Grw98UMSFbc0LhahEr98Au648EicfOLPcd+TIzBxa73N7CRTZBvJBPLRCtRtX4y+916Mn/zbj7HP/j/Aby+5AqNfGwckUgwoxujTzURISn8TyUU8R4KkU+lSq1C/bCwGPHYH9tnvYPy4/cXo1Psu9B3QH/fffwvuuL0XbrvhcvS64lLc9sggvLG0AtPIpqqUrVwjMutmYOIbz+PCHj3R87YHcP19/XBNn7tw05134I5be+Pea6/BCBK48W+Pw5p41E5oq2pqQOXSRbjz3DPR/uQT8NALz+ODyh2Ys3Y1HrvvLpx/1K/RvdO5mLNuJVZnk6hhmmvjjYhFGzBz5kx063oxunXvgUeGDkdlLoNKlvOWuirMmTMLt13fC+eedyauva0XBj8/DJMXTUM9SV8UCWyrKsPHH72Lnt274rKrL8fs1Z9jQ9yOpUCSxcliQk5VFhAQEBAQ8A0gEKGAgIBWDk+EPBlqIUKZbBT5gj5t2kKEsvlG+wbOVddciKt6XYLBo59EVaKARpKhxsZKbF76EQbc2hFXX3UeXpwwEfPq9BUiESGGnySZSVYjE9uAV195FN2v6YKfdmiHqwaNxCfzPqMdNfsI1fxE3OiXZlZEhESyojnaJbcC8c8QX/kqhg3ui30O+Gf82yUP44ZHhuGevjejy1m/xvG//xVOO/0s3NdvJN6asQRryajWkTQ0Zhm/kalaNFZsxaRp0/HAkJE479LL8a/HHIOfH3Ukzj7rdIx89GGsnjMDDZF6m8naTmlIxRHbtgEj+vTGNSQkYz78ALNra7F0cxmeGTkYN114AW679UbMX78aGzIpy29dIsI8R7Hs8+W4v+/D6HPX/Rjz0qtoyGZJHLOI5FKIJJrw3PNPodslXfDLo/8V191xHd6Z/A7znmRJx7BiwzKMHD0UV13dE30feRDljfWoyWZIkVwtJfknnSmwhAICAgICAvY8AhEKCAho5diVCDkypJkgO7QgHUGuoAOd43aVbNu+Dq+NfQ49enbDlTfegFXbalCuz/AkRGI2Ib5tGso2L8W6+gZsZLA6XjtjwVNzz0coFSRNK7CqfCWmrlmNRXUJ1CRolyBrqapAsqEWOixBMx9adqcDE0THkKkEUktRNX8MHnm4D/7XT45Cl37j8N6nK1BZtRoNZVNQtn4JPt+wDWtrgHIGp+OotbxOC/xQ0FF4zAOJTWMsig07KrBiUxlWbizDkpUrsWb1SkSqy5FtrEU8GUNFMmlkLKWPzMbqEd2yGlu3bcKWeMw+xFqfy6G+Zgd2rF3G/K5DHcmaO/5a8WXR2FSHHdVV2FpRjW2VtahpjNreHpGYeJZuYw1Mw0as2rgSq8tWoLx6MxriNfSZRG1TJT6Y/C4uuPB83PXwPXjrg3dQWV+LWCZTpKrMisKiBCIUEBAQEPBNIBChgICAVg5PgoypUKnW/iDNx6TtakSoZK9QNt+EhsgOrFm3BLfdcSMuuvIKvP3xLKwhE0pndYIZqUN+I901oJYaug4O0P4h0atCOoF8mrSEbgqFHYiQFG1L6Tw6EQcik6LjWmQTTUbFPBHSDIiIEfKkGZl1qPz0ZTz0UB/8j0N+gW6Pvo5pn28AcnWUTQy7CRE6FYFx3zdy/jNMQS7LWDIJ5idlOU2QyMSzWTuBLZZiXlNKv9abJZDJZRHJ5t3ep0IehSzvmPZMLmnEzJanUVRGypPyrt9yH6ekkEOMpCuSjCPKsGRnhEV/WNTpfA4RxlNXiKE+04i6JhKgrCiUjolIYVv5Brz0xos4+ez2GP36c1i5aS0SCaY9yfQmc6iNxBDNqraYBkpAQEBAQMCeRiBCAQEBrRw7E6E8iUCGSn2+kDLJZOO2TM4tkUtS4W9E0hT/RoweMwxXXnsD7npwIOYsLqMZ1fJ8NYPZhAwJk9R6LS/T1eaakjGkkzUkJBUkShWIFeKoYbR2mALFdv+nSSVIWFIkD40kKk25vJEIESPkSG1Sm1G95F30798X+xz4D+j80DOYumwNHZBgpbeQaOgLPjBypZmgmPhTPsv4Mkhl4kiRuKQLmlUhMSrIPGekRyI3yrNIoL5KpNkWzbqItGTyMbppKPonuWK6RaBSeZImUqO0zrVjeHGaq6RIJ2nC3zRrYtgiR8qCFUQqzzSJVuaYxjTqsxFU1pSTAJJe6Thslvmn86ZjyJOD0eW6S/HhZ9Pt8AU7JS6WQ6opgYqaeltmR9oWiFBAQEBAwDeCQIQCAgJaOTwJkpAc5FNIJJtIfqTOp03SmSabGTIiVLwXMVqwaA4eeWIQjjy2PZ57bSIqa+sQi29HY/1K1EQqbCamnsFGKTYjlCfByEcZRx1jqyNZyBhB0P4ibf6H7QOqRyreiIZII5oyVPppbCK/CVKmho2oWTUDQ4cNwP9oczgue/RJzF25zhGIdI0RGREhzUTZkjxKgUQok0nZDE2ykKQZ80SypxmgdDqJAgmNiI+IkexEL0SQdMBDIk4Sk0wgnokyHTpKXGQJiJPxNCWSDE8zQTESowRqmxoRS7kZJhG3aC6JJqZbeRSZo5FLUCRFQqjQcqhkKTXQhQinzYgl40g31OGxh/vipj434t15k7C0uswOX0jXkyQ2sSQZhs6eULiBCAUEBAQEfFMIRCggIKCVY2cipBkhffPHL49zRChG8qN9Qm7fkGaIdK2q3Y65CxdjxJhXMPezjbZcK5klGUpuRVMyYsp/HXV76v1GhHIM2/znG6i8S9yMRpSWiUweeRIHZBuQSTOcJEkXk2T8iGnTkrScZosSdUjVbMOChXPRd8gQvDV3Psqqa0l0yA5IJLTkTUvXNBskQiSCpU/tiNjYbA7pg76PlNXyuCwJD0UzRprNSuZSRoRE0HIFxkkilk0XkMqkESUBjPJfqkCKQ0KTZZ5krn9x/hMRipIwpelHM0hJhhljHCxJKweRQptiSlCaGH4ma0RoB1PbmNfpfCKBdE0yJSI0fdIEfDj5Q2xo2oGtuQhiGYYQZUia4mJWjYwpf5RAhAICAgICvgkEIhQQENDKsTMRcnuEUkaE/DIxzQ5pxsKRI5knHBmCdsK4WYkm/nF7VkQkIvJlMzmN1NYjFPuMEP2nCjHaROiviVctOaMyT7/6zpCbhSJ9IWHSLI2+kWNXhiiSlCdRMQZAcy1jS5BUxUgx4nQYE48goVKcmvNJmHkWCZmJCFnulKoIiVDUyFChkDPJ5UiC0pr10TI35coRoTzzI48iUVHGFWHak3lG5IqKF5IkutVR15ppkh+RJF2Tdrobw7USc8vl8kpIlBJjAMyHSlBEqCGnWTKWdYxlEiFBJBkC0yNC1kipUzlRjNWJ5RWLIcZ4FC5NAwICAgIC9jgCEQoICGjlkFbvxRGhFjKkfUJpSspISizeUCQrbqYoT5ESLpKR4I0mO4wYaH9QOm3EJJ2h/k7RMjLNmjgyEjfRUrQ0lfqsuAWjt71IJCoWHz2Sn9jMiQ45KGiPElmGuIkRG5IT7bLR8QQiVJpxiTAMTZgojpzIGMPx+3mSjEDkR8cf6MAHnXBns0xMQypD6pRL294hzfhI0tkUUkxzQfGL2DDUKP/KjVhInunTLJQIioiX+WM4+azSxRKkH5WQYhQ5oy83daMfKiiGoVKoo0GTCF2c5CfJXOjjQBISPZHKRoZQT3earco2RIEG0qqkI1wu3ECEAgICAgK+GQQiFBAQ0MrhSVCpuCVyEk+MSpfMObVe5qIgTr/Xqq+khKYx/o3lSJVoQb6CHCVB5T5Fc+2x0VyR5jh0YIC2BVlwJAaiMyIqRrK0nk3mOaZHjiwtTvnXkjDFB6XFlpXlzUx7gnRVenVogtLs3YuUaGmepZAET8v9NPeTV3pIOuzgBEuVS6HMtK9Is0X0STN3+IHs/CyS3MgPS8v5Yzq1zE7unblKyJWgyogXFa2bQmN+VQpaHmdzP2mmUnuE6N+E6VGoIktyo7gQo32MVxVsMSjdKdiAgICAgIA9jUCEAgICWjl2JUFepGb/eXFqvlPGyXtMvxdNkuhesxYKyrnJ07XRBRPRBIOPio5EDaT2OyJDMwVsyVEgjnSJ1OiIaqMCJDTIalbIzQ3Zh1tlXqB7TScxNBEgT4QsMIbjInQEz+VBczgSF60TZ+bozBftvsx8Zym1K/5Rwov5VZmIiunanLZSoZnokNKu8PTf/OpK/z5cSUBAQEBAwJ5GIEIBAQF/RSgq5H9WpIk78URIIv1e5EczMLsSITkQcdBMkCNCIjWyKNo7VkNnWjr35URIsYrw6BAE8yKyo0ME6MgTIcVvfrN0bX70DR/9tYBopqtCElHyRMilR94kgiNu+ifSJj8ELV2yvmjuLqUEqWhXCh9BUXRx8cotRWnzUjRzYRaxi/+AgICAgIBvEoEIBQQE/BWhRQH/KuIU/ha9XPTCkyHdm6Gc2q2IQ4LiCESzci/7EiKkxWJfIEK6543CFMkS6XFeaKLj22gnc80UKX7nV67dAjUtaXOkhVIMy5MhR4JaiJCBN/qtYx9S/Gd+LUxnLRLkzBmGN+fVkRZHrJrjKpUimm/tppiuPydf5rfEPCAgICAgYE8jEKGAgIC/IuxGCf8zsisREh8QBRAZMc7QrKyLHIg4aF+OiFDR2NsrOHOzGyLk3dCRwvYzTi58mmjvDO0Up8zlxlCc+fFEp3nWxeDsSomQZowsGoE3Ij86+CFp6aZ774UQQYpbWhU/DVwSLA6RpC8jQrr4MtK9/dFslwXilsh5aU6v7HVLt/L7hbK1gAICAgICAvY8AhEKCAjYy+EUdq+TS0mXtOjnshc50GlzOthA90V7f2M/RA/kJsqrmAVRJACy9gRC0kwGzIEjHd7egiox//PSQpSaiZD+UBwR0vEOIjx0qwiKydIRDDq4+4tESOHoyPFi3MWwvOiitIvM6d7+FBPtb71Y/mSo8PWD9zKXX5d3QvaSgICAgICAbwCBCAUEBOzlkKbu1XfCK++8Oj1dLEH7eERwWkiO9g85eyfOXO608E0ExbmR0i/x5KDFj1uGJnGzJ0ULu8ismZ20iIXipWhXDEf/7Kf+0Erkx51zJ8JDA0WhIGkvspNkXjS71WyuK210El0zEZKZwiuK0u+JkJEZmRczpdvS1EkMCsMcO7OdZ72KEhAQEBAQ8A0gEKGAgIC9HFLLxQSo3kspl+IuI14dWXEzQe6IA4loAGH2Tsd3S8EUxs5ESHYKStIyC0TQUmG7j7aKfDAwH29BYclU8RYjKabH3Sh+XmUuIeR/JyJE8UQo5YmQIm8mQgmaR3i7OyKkPBQNZFYMz4Xp8tGytK94w6tulbpSMSiMYsa932a7YrgBAQEBAQHfBAIRCggI2MshtVzKP8Vr89LYqcC7pWJaDicCpK/8SFoIU4tzEaadiZB0fx+UFzfzQ9OCSItIkDsau5lUyIMdO619PZqZoXtPJHQt2rkw9JtiFz+7VDTiH0eOEoxXe5aK4RSJkMhOtpQIKVhd+VtLAHdLhPjDkSv3gdXmNBfd6FbBlIrBuyFkpjy7ZXwyLJWAgICAgIA9i0CEAgIC9nJ4AhOl0k6FXNp6MxHSUdkiEiJCOty6eMB1UXeXji+nblZH9GBnIuQJkGwcEXJUQO4cEXLfFTLSYAcn0KSg9IgoFcmBIvFkwg4eoL0dUe3M3WVnIuSW5LnZLHd4Q9G9sRfdKn6RuiIRamZQviyKccjORUA4IuS+C9QcVNHOXWRWKmZV9K+LK9pAhAICAgICvh0IRCggIGAvh5T/4tI3kRH9LK79EhFK28yJSEORCBVIVqS3m72jNUm6c7SmhQh5ylMqbvmc9hm52RiZOdcC/RZEuHRlBCUEQqTC3dA8S1H8RTsnLUSoRUQ23GyWSJftaZI/g9JZQoSK4bWUBa8laZADF4cjMUqv4jCr4lWyc/wt9oK3l39H0lyYXgICAgICAvY0AhEKCAgICAgICAgICNjrEIhQQEBAQEBAQEBAQMBeh0CEAgICAgICAgICAgL2OgQiFBAQEBAQEBAQEBCw1yEQoYCAgICAgICAgICAvQ6BCAUEBAQEBAQEBAQE7HUIRCggICAgICAgICAgYK9DIEIBAQEBAQEBAQEBAXsdAhEKCAgICAgICAgICNjrEIhQQEBAQEBAQEBAQMBeh0CEAgICAgICAgICAgL2OgQiFBAQEBAQEBAQEBCw1yEQoYCAgICAgICAgICAvQ6BCAUEBAQEBAQEBAQE7HUIRCggICAgICAgICAgYK9DIEIBAQEBAQEBAQEBAXsdAhEKCAgICAgICAgICNjrEIhQQEBAQEBAQEBAQMBeh0CEAgICAgICAgICAgL2MgD/F5JZy/QFfuxvAAAAAElFTkSuQmCC" width="512" height="512" align="center"/>
# </div>
# In[17]:
def ogifft2R(x_hat, N):
"""
Perform radix-2 inverse FFT on transform vector x_hat
by interchanging real and imaginary parts
x_hat: Input vector/array
N: Length of input vector, must be a power of 2
"""
x_hat = np.imag(x_hat) + 1j*np.real(x_hat)
y_star = ogfft2(x_hat, N)
y = (1.0/N)*(np.imag(y_star) + 1j*np.real(y_star))
return np.real_if_close(y)
# In[18]:
x = np.array([-0.5, 2.2, 3.7, 2.1j, 5.6, -3.3, 6.7, 8.8], dtype=complex)
x_og = np.copy(np.real_if_close(x))
N = len(x)
x_hat = ogfft2(x, N)
y = ogifft2R(x_hat, N)
print(x_og)
print(y)
# ### Section V-4: Inverse Fast Hartley Transform(IFHT)
# Deriving the inverse of the Hartley transform is straightforward. As mentioned earlier, the Hartley matrix $\pmb{H} = [H_0 H_1 \ldots H_{N-1}]$ has orthogonal columns, as the column vectors $H_j = [1 H_N^{(1)j} \ldots H_N^{(N-1)j}]^T \text{ for } j = 0,1,...,N-1$ are orthogonal. By using the normalization constant $\frac{1}{\sqrt{N}}$, $\{H_0, H_1, \ldots, H_{N-1}\}$ can be made into an orthonormal basis. Since $\pmb{H}$ is real-valued, it follows that <br>
# $$\frac{1}{N}\pmb{H}\pmb{H^T} = I_N$$ <br>
# So $H^T$ is the inverse of H (ignoring the factor $\frac{1}{N}$). By the properties of sine and cosine, it follows that $\pmb{H}$ is symmetric. Thus, barring the factor of $\frac{1}{N}$, $\pmb{H}$ is its own inverse. Thus, the inverse Hartley transform of $\{\hat{X}^H_k\}$ can be computed by taking its forward Hartley transform, and then scaling by 1/N.
# In[28]:
def ifht(x_hat, N):
"""
Perform radix-2 inverse FHT on real transform vector x_hat
x_hat: Input vector/array
N: Length of input vector, must be a power of 2
"""
y = (1.0/N)*fht(x_hat,N)
return y
# In[29]:
x = np.array([-0.5, 2.2, 3.7, 2.1, 5.6, -3.3, 6.7, 8.8])
N = len(x)
x_hat = fht(x, N)
y = ifht(x_hat, N)
print(x)
print(y)
# In[ ]: