{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Lab 1: Gaussian Process Regression\n", "### Gaussian Process Summer School 2020\n", "\n", "This lab is designed to introduce Gaussian processes in a practical way, illustrating the concepts introduced in the first two lectures. The key aspects of Gaussian process regression are covered: the covariance function (aka kernels); sampling a Gaussian process; and the regression model. The notebook will introduce the Python library `GPy`$^\\dagger$ which handles the kernels, regression and optimisation of hyperparameter, allowing us to easily access the results we want.\n", "\n", "The level of this notebook is aimed at introductory, as the background of attendees is diverse, and so cover a wide range of basic GP concepts. There are seven exercises to complete, the difficulty of which varies, but you should aim to complete all during the lab session. The notebook will not be marked and we will provide answers to the exercises after the lab session.\n", "\n", "In addition, there is a second _optional_ notebook with extra work. The content of this is more advanced, so completion is at your discretion.\n", "\n", "$^\\dagger$`GPy`: A Gaussian process framework in Python (since 2012). Available from http://github.com/SheffieldML/GPy\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Getting started\n", "\n", "First, we need to setup our notebook with the libraries we are going to use. We will use `numpy` for maths functionality, `pyplot` for plotting, and of course `GPy` for Gaussian processes." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Support for maths\n", "import numpy as np\n", "# Plotting tools\n", "from matplotlib import pyplot as plt\n", "# we use the following for plotting figures in jupyter\n", "%matplotlib inline\n", "\n", "import warnings\n", "warnings.filterwarnings('ignore')\n", "\n", "# GPy: Gaussian processes library\n", "import GPy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The documentation for `GPy` is available at [gpy.readthedocs.io](http://gpy.readthedocs.io/en/deploy/). We will be using GPy to define our kernels, and regression. Note that `GPy` also contains plotting utilities, but we will not use these in this lab." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Covariance functions, aka kernels\n", "\n", "We will define a covariance function, from hereon referred to as a kernel, using `GPy`. The most commonly used kernel in machine learning is the Gaussian-form radial basis function (RBF) kernel. It is also commonly referred to as the exponentiated quadratic or squared exponential kernel – all are equivalent.\n", "\n", "The definition of the (1-dimensional) RBF kernel has a Gaussian-form, defined as:\n", "\n", "$$\n", " \\kappa_\\mathrm{rbf}(x,x') = \\sigma^2\\exp\\left(-\\frac{(x-x')^2}{2\\mathscr{l}^2}\\right)\n", "$$\n", "\n", "It has two parameters, described as the variance, $\\sigma^2$ and the lengthscale $\\mathscr{l}$.\n", "\n", "In GPy, we define our kernels using the input dimension as the first argument, in the simplest case `input_dim=1` for 1-dimensional regression. We can also explicitly define the parameters, but for now we will use the default values:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "
rbf. valueconstraintspriors
variance 1.0 +ve
lengthscale 1.0 +ve
" ], "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Create a 1-D RBF kernel with default parameters\n", "k = GPy.kern.RBF(1)\n", "# Preview the kernel's parameters\n", "k" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see from the above table that our kernel has two parameters, `variance` and `lengthscale`, both with value `1.0`. There is also information on the constraints and priors on each parameter, but we will look at this later." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualising the kernel\n", "\n", "We can visualise our kernel in a few different ways. We can plot the _shape_ of the kernel by plotting $k(x,0)$ over some sample space $x$ which, looking at the equation above, clearly has a Gaussian shape. This describes the covariance between each sample location and $0$.\n", "\n", "Alternatively, we can construct a full covariance matrix, $\\mathbf{K}_{xx} \\triangleq k(x,x')$ with samples $x = x'$. The resulting GP prior is a multivariate normal distribution over the space of samples $x$: $\\mathcal{N}(\\mathbf{0}, \\mathbf{K}_{xx})$. It should be evident then that the elements of the matrix represents the covariance between respective points in $x$ and $x'$, and that it is exactly $\\sigma^2[=1]$ in the diagonal.\n", "\n", "We can show this using `pyplot` to plot the vector $k(x,0)$ and the matrix $k(x,x')$ using `k.K(`$\\cdot$ `,` $\\cdot$`)`:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Our sample space: 100 samples in the interval [-4,4]\n", "X = np.linspace(-4.,4.,100)[:, None] # we need [:, None] to reshape X into a column vector for use in GPy\n", "\n", "# Set up the plotting environment\n", "plt.figure(figsize=(18,5))\n", "\n", "# ==== k(x,0)\n", "\n", "plt.subplot(121) # left plot\n", "\n", "# First, sample kernel at x' = 0\n", "K = k.K(X, np.array([[0.]])) # k(x,0)\n", "\n", "# Plot covariance vector\n", "plt.plot(X,K)\n", "\n", "# Annotate plot\n", "plt.xlabel(\"x\"), plt.ylabel(\"$\\kappa$\")\n", "plt.title(\"$\\kappa_{rbf}(x,0)$\")\n", "\n", "# ==== k(x,x')\n", "\n", "plt.subplot(122) # right plot\n", "\n", "# The kernel takes two inputs, and outputs the covariance between each respective point in the two inputs\n", "K = k.K(X,X)\n", "\n", "# Plot the covariance of the sample space\n", "plt.pcolor(X.T, X, K)\n", "\n", "# Format and annotate plot\n", "plt.gca().invert_yaxis(), plt.gca().axis(\"image\")\n", "plt.xlabel(\"x\"), plt.ylabel(\"x'\"), plt.colorbar()\n", "plt.title(\"$\\kappa_{rbf}(x,x')$\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setting the kernel parameters\n", "\n", "Looking at the above definition of the RBF kernel, we can see that the parameters, i.e. variance and lengthscale, control the shape of the covariance function and therefore the value of the covariance between points $x$ and $x'$.\n", "\n", "We can access the value of the kernel parameters in `GPy` and manually set them by calling `k.param_name`, e.g. `k.lengthscale` or `k.variance` for the RBF kernel. The following example demonstrates how the value of the lengthscale affects the RBF kernel:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Our sample space : 100 samples in the interval [-4,4] \n", "X = np.linspace(-4.,4.,250)[:, None] # we use more samples to get a smoother plot at low lengthscales\n", "\n", "# Create a 1-D RBF kernel with default parameters\n", "k = GPy.kern.RBF(1)\n", "\n", "# Set up the plotting environment\n", "plt.figure(figsize=(18, 7))\n", "\n", "# Set up our list of different lengthscales\n", "ls = [0.25, 0.5, 1., 2., 4.]\n", "\n", "# Loop over the lengthscale values\n", "for l in ls:\n", " # Set the lengthscale to be l\n", " k.lengthscale = l\n", " # Calculate the new covariance function at k(x,0)\n", " C = k.K(X, np.array([[0.]]))\n", " # Plot the resulting covariance vector\n", " plt.plot(X,C)\n", "\n", "# Annotate plot\n", "plt.xlabel(\"x\"), plt.ylabel(\"$\\kappa(x,0)$\") \n", "plt.title(\"Effects of different lengthscales on the Gaussian RBF kernel\")\n", "plt.legend(labels=ls);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exercise 1\n", "\n", "(a) What is the effect of the lengthscale parameter on the covariance function?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> It causes the covariances to be higher between more distant locations in the input domain, i.e. nearby samples from the corresponding Gaussian process will be more likely to be similar as the lengthscale increased." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "(b) Change the code used above to plot the covariance function showing the effects of the variance on the covariance function. Comment on the effect." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "X = np.linspace(-4.,4.,100)[:, None]\n", "\n", "k = GPy.kern.RBF(1)\n", "\n", "# List of variances\n", "vs = [0.1, 1., 10.]\n", "\n", "plt.figure(figsize=(18, 7))\n", "\n", "for v in vs:\n", " # Set the variance parameter of the kernel\n", " k.variance = v\n", " C = k.K(X, np.array([[0.]]))\n", " plt.plot(X,C)\n", "\n", "# Annotate plot\n", "plt.xlabel(\"x\"), plt.ylabel(\"$\\kappa$\") \n", "plt.title(\"Effects of different variances on the Gaussian RBF kernel\")\n", "plt.legend(labels=vs);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> Increasing the variance parameter increases the covariance proportionally between all points, allowing for modelling of data with different variance." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Types of covariance function\n", "\n", "There are many different covariance functions already implemented in `GPy`. Aside from the `RBF` kernel, there are others such as the following:\n", "- `Exponential`\n", "- `Matern32`\n", "- `Matern52`\n", "- `Brownian`\n", "- `Bias`\n", "- `Linear`\n", "- `StdPeriodic`\n", "- `Cosine`\n", "- `PeriodicMatern32`, \n", "\n", "Note: when defining these, all are preceded by `GPy.kern.` The following are some examples of the [Matérn 5/2](https://en.wikipedia.org/wiki/Mat%C3%A9rn_covariance_function) and Cosine kernels, compared with the RBF kernel:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Our sample space : 100 samples in the interval [-4,4] \n", "X = np.linspace(-4.,4.,250)[:, None]\n", "\n", "# RBF kernel\n", "k_R = GPy.kern.RBF(1)\n", "C_R = k_R.K(X, np.array([[0.]]))\n", "\n", "# Matern 5/2\n", "k_M = GPy.kern.Matern52(1)\n", "C_M = k_M.K(X, np.array([[0.]]))\n", "\n", "# Cosine \n", "k_C = GPy.kern.Cosine(1)\n", "C_C = k_C.K(X, np.array([[0.]]))\n", "\n", "plt.figure(figsize=(18,7))\n", "plt.plot(X, C_R, X, C_M, X, C_C);\n", "plt.xlabel(\"x\"), plt.ylabel(\"$\\kappa$\") \n", "plt.legend(labels=[\"Gaussian RBF\", \"Matérn 5/2\", \"Cosine\"]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Not every kernel has the same set of parameters. Some kernels are not parameterised by a lengthscale, for example, like the `Linear` kernel which only has a list of variances corresponding to each linear component" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "
linear. valueconstraintspriors
variances 1.0 +ve
" ], "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "GPy.kern.Linear(1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Likewise, not every kernel is stationary. In the case of the Gaussian RBF, or Matérn kernels, the kernel can be written $\\kappa(x,x') = f(x-x')$, however this is not true for, e.g., the Brownian motion covariance function, which is defined as $k(x,x') = \\min(x,x')$" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Our sample space : 100 samples in the interval [-2,8] \n", "X = np.linspace(-2., 8., 100)[:,None]\n", "\n", "# Note that the Brownian kernel is defined:\n", "# k = min(abs(x),abs(x')) if sgn(x) = sgn(x')\n", "# k = 0 if sgn(x) ≠ sgn(x')\n", "\n", "# We define our Brownian kernel\n", "k_B = GPy.kern.Brownian(1)\n", "\n", "plt.figure(figsize=(18,7))\n", "\n", "x_s = [0., 2., 4., 6.] # values of x'\n", "# Loop through values of x'\n", "for x_ in x_s:\n", " # Evaluate kernel at k(x,x')\n", " K_B = k_B.K(X, np.array([[x_]])) \n", " # Plot covariance vector\n", " plt.plot(X, K_B)\n", " \n", "# Annotate plot\n", "plt.xlabel(\"x\"), plt.ylabel(\"$\\kappa$\")\n", "plt.title(\"Effects of different inputs on a non-stationary, Brownian kernel\")\n", "plt.legend(labels=[\"$\\kappa(x,0)$\", \"$\\kappa(x,2)$\", \"$\\kappa(x,4)$\", \"$\\kappa(x,6)$\"]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Combining covariance functions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exercise 2\n", "\n", "(a) A matrix, $\\mathbf{K}$, is positive semi-definite if the matrix inner product is greater than or equal to zero, $\\mathbf{x}^\\text{T}\\mathbf{K}\\mathbf{x} \\geq 0$, _regardless of the values in $\\mathbf{x}$_. Given this, it should be easy to see that the sum of two positive semi-definite matrices is also positive semi-definite. In the context of Gaussian processes, this is the sum of two covariance functions. What does this mean from a modelling perspective?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> Thinking about the sum of two kernels in terms of the sum of two normal distributions. If we consider two independent kernels, k1 and k2, and corresponding covariance matrices over some (joint) sample space: A=k2(x,xT) and B=k2(x,xT), then the sum of two corresponding normal distributions with zero mean and covariance defined by the respective matrices, N(0,A)+N(0,B)=N(0,A+B). From this we can infer that since the RHS of the equality is a valid distribution, A+B must be postive semi-definite, and so (x,x′)↦k1(x,x′)+k2(x,x′) results in positive semi-definite matrices regardless of x and x′.\n", "\n", "> The equality holds only when k1 and k2 (and therefore A and B) are independent . From a modelling perspective, this means we can use summative covariance functions to describe different, independent features in the modelled system. For example, we might want to separate some seasonality from an overall increasing trend. The sum of two kernels would allow use to do that. This is the motivation used in Section 7, using the Mauna Loa example." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "(b) What about the element-wise product of two covariance functions? If we define $k(\\mathbf{x}, \\mathbf{x}') = k_1(\\mathbf{x},\\mathbf{x}')k_2(\\mathbf{x},\\mathbf{x}')$, then is $k(\\mathbf{x},\\mathbf{x}')$ a valid covariance function?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> The product of two kernels is semi-positive definite, since the product of two semi-positive definite matrices is semi-positive definite.\n", "\n", "> In terms of modelling, this is less interpretable than in the additive case. In multidimensional input regression, for example, the product of kernels defined over different input variables can be used to combine information. The product of kernels might be considered similar to an AND operator, since the value of the kernel product will have high value if and only if the consitutient kernels both have high values. When modelling a stochastic process that is the product of two Gaussian process, the modelled function in general will not be Gaussian, but the Gaussian process with the covariance of products of the individual GP kernels exists." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Combining kernels in GPy\n", "\n", "We can easily combine kernels using `GPy` using the `+` and `*` operators, respectively denoting addition and product of kernels." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Summing kernels\n", "An example of adding kernels is shown here. We create a new kernel that is the `sum` of an RBF and a Matern 5/2 kernel." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "
sum. valueconstraintspriors
RBF.variance 1.0 +ve
RBF.lengthscale 2.0 +ve
Matern52.variance 2.0 +ve
Matern52.lengthscale 4.0 +ve
" ], "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Create the first kernel: a 1-D RBF with lengthscale 2.0\n", "k_R = GPy.kern.RBF(1, lengthscale=2., name=\"RBF\")\n", "# Create the second kernel: a 1-D Matern52 with variance 2.0 and lengthscale 4.0\n", "k_M = GPy.kern.Matern52(1, variance=2., lengthscale=4., name=\"Matern52\")\n", "\n", "# Add the kernels together\n", "k_sum = k_R + k_M\n", "# Preview the properties of the composite kernel\n", "k_sum" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can visualise our kernel sum to see the resulting effect. It should be fairly clear that the result is simply the sum of evaluations of the respective kernels for each sample point." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Our sample space : 100 samples in the interval [-10,10] \n", "X = np.linspace(-10., 10., 100)[:,None]\n", "\n", "# Set up the plotting environment\n", "plt.figure(figsize=(18,7))\n", "\n", "# Here we sample from the consituent and composite kernels\n", "K_R = k_R.K(X, np.array([[0.]])) # RBF\n", "K_M = k_M.K(X, np.array([[0.]])) # Matern 5/2\n", "K_sum = k_sum.K(X, np.array([[0.]])) # RBF + Matern\n", "\n", "# Plot each of our covariance vectors\n", "plt.plot(X, K_R, X, K_M, X, K_sum)\n", " \n", "# Annotate plot\n", "plt.xlabel(\"x\"), plt.ylabel(\"$\\kappa$\")\n", "plt.legend(labels=[\"Gaussian RBF\", \"Matérn 5/2\", \"RBF + Matérn\"]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Multiplying two kernels\n", "\n", "We also demonstrate here the effect of multiplying two kernels. Here, we multiply an RBF and Periodic kernel, effectively encapsulating the periodicity into an RBF window:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
mul. valueconstraintspriors
RBF.variance 1.0 +ve
RBF.lengthscale 5.0 +ve
Periodic.variance 1.0 +ve
Periodic.period 5.0 +ve
Periodic.lengthscale 1.0 +ve
" ], "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Create the first kernel: a 1-D RBF with lengthscale 5.0\n", "k_R = GPy.kern.RBF(1, lengthscale=5., name=\"RBF\")\n", "# Create the second kernel: a 1-D StdPeriodic with period 5.0\n", "k_P = GPy.kern.StdPeriodic(1, period=5., name=\"Periodic\")\n", "\n", "# Multiply the kernels together\n", "k_mul = k_R * k_P\n", "\n", "# Preview the properties of the composite kernel\n", "k_mul" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Our sample space : 100 samples in the interval [-10,10] \n", "X = np.linspace(-10., 10., 100)[:,None]\n", "\n", "# Set up the plotting environment\n", "plt.figure(figsize=(18,7))\n", "\n", "# Here we sample from the consituent and composite kernels\n", "K_R = k_R.K(X, np.array([[0.]])) # RBF\n", "K_P = k_P.K(X, np.array([[0.]])) # StdPeriodic\n", "K_mul = k_mul.K(X, np.array([[0.]])) # RBF * StdPeriodic\n", "\n", "# Plot each of our covariance vectors\n", "plt.plot(X, K_R, X, K_P, X, K_mul)\n", " \n", "# Annotate plot\n", "plt.xlabel(\"x\"), plt.ylabel(\"$\\kappa$\")\n", "plt.legend(labels=[\"Gaussian RBF\", \"Periodic\", \"RBF x Periodic\"]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Sampling from a Gaussian Process\n", "\n", "A Gaussian process provides a prior over some infinite-dimensional function, defined by a mean function and covariance function\n", "\n", "$$ f(x) \\sim \\mathcal{GP}(m(x), k(x,x'))$$\n", "\n", "When we sample from the covariance function, $k$, to create a matrix over some sample space, we are creating a matrix of values that describe the covariance between sample points. Since it is not possible to sample every single point in an infinite dimensional function, we have to sample a finite subset of the input domain. Let $\\mathbf{X}$ denote some sample inputs, and $\\mathbf{K}$ the covariance matrix, with elements $K_{ij} = k(\\mathbf{X}_i,\\mathbf{X}_j)$, then we can describe the prior over $f(\\mathbf{X})$ as a (finite-dimensional) normal distribution with covariance $\\mathbf{K}$. As such, we can easily create samples of $f$ which, for a good choice of $\\mathbf{X}$, are representative of the true function.\n", "\n", "We can also sample from the kernel prior by creating a covariance matrix over a sample space and sampling from a zero-mean multivariate normal distribution with covariance $\\mathbf{K}$. Below are examples of different kernels with different parameters, including composite kernels." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The following plots demonstrate samples from a Gaussian process prior and the corresponding covariance matrix\n" ] }, { "data": { "image/png": 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", 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uo46fT/u509c1Kg0XTbyIf2z/B3kNeWSEZgzvBMcQWZb5+/a/ExYYxt9X/N0e0IOSFXHngju55NNLeCPrDa6bcZ0fZyoIwohkBblFa28r535w77rdXe+PB1tAr2+7OxhsAT1X7e5gCAX0xB57QRDGAJF+D0uBK4ATJUna0/U43QvjHjdkq0z2lnKSJoZjCA8a0liSJDF5SQJVhU3UlDYPfILgdZ/mfkqMLoaFcQv7PebUtFORkFibv3YYZzb2bCzayO7K3dw06yaMAcY+r0+NnMryxOW8cugVWk2tTkYQBEEQBEEQhNHNG9Xvv6efG8CCe8py62mqaWfh2d5ZsR0/P5Yf3svhyNZyFp83zitjCu6pba/l+5LvuWLKFT1WjXuL1kezIG4Ba/PXctPMm4ZeMK+lGvb8D7I/B30kpC2HeVeDJmDgc0cpi9XCY7seIz00nfPGndfvcdfPuJ4r1l7BBzkfcNnky4ZxhoIgjHSSVdm3bktzb8fT1XoYLan4rtrdgUjFFwTh+KaUCPVaublh59Xq98LgZG0pRxuoJmOWdwoI6o0BpE6NIHtrBQvPyUSlEvdchsva/LWYZTNnZZ414LGnZ5zOvZvv5VDNIaZGTR38RauOwKvnQmMJxM+EygrI+hQOvg8XvgzGoW3pGKk2FW8ivyGfh1c+jEbV/4+yWTGzmBQxic/zPxdBvSAIPUgW0LRK2EJeCyIVHzxLxRft7gRBGCtG85760Xs7YoywWqzk76kmfVYU2sDBF8jrbcLCOFrqOyjJrvPamMLAvjz2JRPCJzA+fPyAx56UchIaScOGwg2Dv2D1UXjxNLCY4Lqv4Rffwm92w09ehPIDymvtDQOPMwq9fvh14oPjOTnl5AGPXZO2hn1V+yhrLhuGmQmCIAiCIAijiW1PvTce/iBW6v2sNKeB9haT11bpbdJnRqENUpOzs5LkyRFeHVtwrqGjgT1Ve7h2+rVuHR8aGMqM6BlsKd3CzXNu9vyCVgt8cIOyInLNlxCZ2f3atPMhJB5eOgM+/g1c+BIMNcV/BMmuzWZ7+XZunXury1V6m9Wpq3ls12N8WfAlP5v6s2GYoSAIo4Ekd/d+V4hUfPAsFb9P4TwQqfiCIAjDbMwG9ZbmFpo3fkXLtm1Ym5pRG43o583FcNJJqA0jp7VV3p4q1FoVKVMivTquRqsmdVok+XurWPnTiSIFfxj8WPYjVtnK8sTlbp+zKH4RT+19ioaOBkIDQwc+wdGWp6BkB1zwfM+A3iZ1MZx0D2y4F3a/BnOu8Gz8Eex/Wf8jSB3EBeMvcOv4FGMKkyMm8+UxEdQLgtBNsoCmrccziFR8PEvFd7XHHkRwLwjCKCFhkUdvEvvonXk/ZIuF2ldfI2flSkrvvIvmDV/RkZND47p1lN71O3JPOpma559HNpv9PVVkWSZ/TxXJkyO8mnpvkzErmrYmE+W5YzP9eqT5rvg7QgNDmR413e1zFiUsQkZmW/k2zy7WXAkb/woTToNpLgLbJb+B5EWw8S/Q2eLZNUaoVlMra/PXcmr6qR7dCFmdtpp91fsobyn34ewEQRAEQRCE0UYGrKi88vCHMbVSb2lqovjXv6F1yxaCly4l6pc3oZs1C0mlQrZaadu7l+qnnqLy4Udo/uZbEv/1TzRRUX6bb2VBE811HSw4yzd9ylOnRaLWqMjbXUXC+DCfXENQWGUr35d8z5KEJS6r3vc2LWoawdpgtpRu4ZTUU9y/4I//BUsHrHnAdVq9SgWn3A8vrIYfn4SVd7h/jRFqQ+EG2sxtnDvuXI/OW564nMd2PcbWsq2cM+4c30xOEIRRRZJB2+K4Fg0iFd82HfdS8V32sO96XqzWC4Ig+NaYCerNVVUUXnsdHbm5xP/1L4RecEGPNmGSSoV+9mxSnn2W+g8/pPzP93Hs4ktIffUVtAkJfplzwf5qkCBthndT720CgjQkTw4nb08VSy8cN/S2aUK/Dtcepra91qPUewCtSsv82Pn8WPaj+ye11cP252HKOc7T7ntLWQiTzoQfHoP514B+dNdY+DjnY5IMScyJmePReePDxxMeGM628m0iqBcEAQDJIqNtkx2f6fWxP1Lx3QvsbXNxPxXf9erRYFPx3W53pxw0wFckCILgP/4qcucNYyL93trSQtEvbqCzsJDkZ54m7Cc/cRnAhp17LqmvvoKlsZGCn12Fqdw/6bhFh2uJSTWiM/iul3j6rGiaatupLm722TUE2FK6BYAlCUs8PndRwiKKmooobS5174Tt/wedTbDsVvcvsuqPyjm7XvZ4fiNJaXMpW8uVlXZPb1KpJBXz4uaxrXwbsiwPfIIgCIIgCIJwXJBlZU+9Nx7+MOpX6mWzmZLbfkt7VhZJT/4Xw9Klbp2nmz6dlOf/j8KfX03xTb8k9fXXUOl0Pp5tt/YWExX5jcw9Lc2n10mdpmQBFB6sITo5xKfXOp7trNhJRmgGkTrPsy5mx8wGYG/VXhIMA2SNWK2w8yXIOEHpSe+u2CmQvgK2/R8s/jWoR+e3/tr8tQCclXnWoM5fGLeQ9QXrKW4qJtmY7M2pCYIwGsmgabXSc43D36n4nhfOs83LL6n4LnrYg0jFFwRBGA6j8529A3NlJe3Z2cTdczchJ5zg0bm6GTNIeORhim/6JWV//BMJ/3xk2FLUi7PqkGVInuLbVOjg0ECikg0UHKhh7qlpPr3W8cpitbC7cjenpZ82qPMnhE9Ap9Gxt2rvwGMc+w4aiuDkP3t+oYU3wpuXQtanMPXcwUzV79YXrGd61HQSDYmDOn9+/HwAtpZvFUG9IIxBkiT9FngEiJZluXrA460ymjbHINNVcN8zFd/9wB48SsUfxB57cCcV373A3vaqu6n4rtrdgUjFFwRh9LCK9Hv/0SYkkPHpJ4Rfcsmgzg9ZtYroW26h8fPPqX/rbS/Prn9Fh2sJCFITm270+bVSpkZSntdIR5v/K/6PRdl12TSbmpkXO29Q52tUGqZGTmVf1b6BD97zPwgMhUlneH6hCWsgLBW2Pev5uSNASXMJB2sOelZQsJd0YzrRumi2lXnYbUAQhBFPkqRkYDVQ6O+5CIIgCKOLDFhQeeXhD6N+pR4Yct/5yOuupXXrVioeegj9gvkEZvimGr2NLMsUHqohcWI4arXv/+FTp0ay64sCig/XkjknxufXO97srNgJwJxYzwq3OZoRPYNXDr1Ch6WDQHWg84PaG+HQRzDzYtAOYquISg1zrlTa29Udg/C0Qc/XHzYUbADg5NSTBz2GJEnMi53Hrspd3pqWIAgjx6PAncBHbp9hBXW7pdeT7qXiD65wHoy1VHyXPexBpOILgiAMgzER1A+VpFIR/+CD5J9zDqV3/Y60N99AUnu/b7xNQ1UbzbUdzFmd6rNrOIrLMBKg01BwsEYE9T6ws2InSYYk4oLjBj3GzOiZmK1mDtUcsu+x7yPrUzC3wcyfDvo6zLhICer3vQ0r7xz8OH6wvmA9kyMmkxwytLT56dHTWXtsLVWtVUTro700O0EQ/EmSpHOAElmW9w60jU6SpOuB6wGCtKGo+s1ic52KP7g99jBQKv5Q291Bf6n4ngf2tlddpeK7ancHIhVfEITRQvJbkTtvGL0z9zJtbAyxf/oT7fv3U/fmmz69VunRegASJ4T79Do2KrWK5MnhFB2qFVW/vcwqW9lZsZN5cYNLvbeZET0DgL2Ve/s/6PCnYEyE5AWDv1BYCqQug71vwij6v1DeUs7eqr1DSr23mRY1DYAD1QeGPJYgCMNHkqQNkiQdcPI4B/gDcI8748iy/Kwsy/NkWZ4XoNH7dtKCIAjCqCADVlReefiDWKl3YDzjdBref4+qR/9NyCmnoI3xzap26ZF6dCFawuOH781E0qQIcndV0VDZRliseBPjLQWNBdR31Pe/uu6mKF0UiYZE9lX3s6++sxVyN8Lsy2GoxRxnXASf/AZKdkLS0G5GDJevCr8C8EpQPyliEmpJzf7q/axKWTXk8QRBGB6yLDvdeyNJ0nQgHbCt0icBuyRJWiDLsuuetbKMqtNVvRn3C+fBSE/Fd9XDHgabiu+qh71yjkjFFwRB8DUR1DuQJIm4e+4h7+xzqHzo7yT+658+uU7J0ToSxocNW6V9gKSJSlZAcXadCOq9aH/1fgBmRM0Y8lgzomewu3K38xfzvlZS7wdTIK+3qefC57fD/ndHTVC/vmA948PHkxaaNuSxdBod48PHc7Dm4NAnJgiC38myvB+w34WXJOkYMM+d6vfIMlKHyY11FWfB/VDb3YGzVHzXgT0MNhV/qHvsnZ2pTMdFuzsQqfiCIIwaFnn0Vr8XQX0vAWlpRF5/PdVPPEHo+edjWOZe33t3NVYr++lnnzI8qfc2oTE6DOGBFGfVMm3F4NqBCX3tq9qHQWsgI2zoxRUnR0xmbf5a6tvrCQsK6/li1mdK1fu0ZUO+DkGhkHmiskf/1AeHvvLvY9Vt1eyq2MWNM2/02phTI6fyZcGXyLI8rDfXBEEYYawymMxIJjNoNagAVacZa4Dy9kjdbsESpKw4a1rBrO9es9a0gVnX9XGrGrNexoKWthYtUrCJWqC2WU+EoRWAsrZQ4nUNysemMOK19QCUWyBO3RXcq6BVNqGXtH2C+0BJS4esHBOistJktQCNxKkbKbconXTitfWUmcKUj3UNlLWFAl03GoI7aW8JwIIWiwHUzUqIbjaApln5OkzBEtoWGVBh1qvQtCoBtiVI3V1QMECDqtPcHdwHaKHTpKzaBwaA1aqs2qvVYLEowb1Go9xA6RXcS2pAdhLci8BeEIRhpvyEGr0700fvzLt0tpvZ+nEepTn1Xhsz8rprCUhNpfy++7B2dHhtXHDcTx/m1XEHIkkSSRPDKcmu7/nLUxiSfVX7mBo1FZU09G+lSRGTADhce7jnC1YLZK9VWtKptU7OHMzFzlT63Ze52MM/QnxV8BUysldS722mR02nqbOJwibR+UoQxhpZltPcWqV3pO1e47AF9IA9oAfHgL7rc4cmJGZ99+9VKdhk/9gW0AP2gB6wB/RgC+i76SXnP+c75O5xlYBeYQvoAXtAD9gDepv2lgD7x0pAr1ACeoUS0Hc939odWDt2COizXaGze15YHYJxi0NXAYcaLj3eg4jgXRAEwStG/Uq9Wq1ix9pjSCqJhHFhXhlTFRhI7D13U3TNtdS9+iqR117rlXEBSo7WExisISI+2GtjuitxUjhZW8qpLmkmOjlk2K8/1rSZ2zhSd4Srp13tlfEmR0wGIKs2i8UJi7tfKN0NbbVKUO8tE09XVkMOfwIJs7w3rg+sL1hPemg6mWGZXhvTsVheqnF4ulAIgjACyXKPoLR7p7wrrvameyEV3+099uBJKr432905O1OZjhdT8UXALwjCMLOO4ur3oz+o16owhAXSWNXm1XENS5diWLmS6qefIfT889FERHhl3PLcBuIzw5BUw5/ymzRR+RpKsutEUO8Fh2sOY5Et9sr1QxUWFEZ8cDyHa3qt1Od+rfyZcYJXrgNAcCSkLlVS8E+623vjelltey07KnZwzfRrvJomnxmWSaA6kEM1hzgjwwt1CgRBGL1Mph6fdofnrviygF7/7e56fzzYAnp9293BYAvouWp3B0MooCf22AuCMIxkEOn3/hYaraPBy0E9QMydd2Bta6P6if96Zby25k7qK1qJyzAOfLAPGMIDMUbr7FsAhKHZV6VUqp8eNd1rY06KmNQ3/T7va4ifCcFRXrsOAJPPhqosqM7x7rhe9HXh11hki1dT7wE0Kg2ZYZkcqTvi1XEFQRAEQRAEYbiN+pV6AGO0jmP7a7w+bmBmJmEXXUjdW28RfvllBGYMrRhaRZ5yFz0+M3SAI30nITOUYwdqRIEwL9hXvY9EQyKRukivjTk5YjKbijbRampFr9VDRxMUbYXFv/LaNewmrIG1d8DRLyFqnPfH94L1BetJDklmYvhEr489IXwC3xZ/6/VxBUEYRWRZ2Qfea7Ue3EnFd7Var7w+uFT8wbS76zreD6n4rtrdgUjFFwRhdJCRRPV7fzNG6Whr7MTUYUEbqB74BA9E/+pXNH78CZWP/JPkJ4e2Yl+e14BKJRGd6p+VeoD48WFkbSmnrrzVL/v6h6qxpo2j2yuoyG8kaVIE01YkoFL7J+EkqzaLKZFTvDrm5MjJyMgcqTvCrJhZcOwHsJoh0wf91MNTIXqSEtQvvsn74w9RQ0cDW8u2cuXUK31yA2pi+EQ+zPmQ6rZqonRezoIQBGF0kGVkk9meKi5S8UdOKr5odycIwnCzjuIk9tE7cweh0UoJ2sZq76fgayIjifzFL2jeuJGWrduGNFZ5fgORSQa0Ad698eAJWzHBMi92Cxgu9RWtvPvQDrZ8mEdVYRPfvXWEtx/cQXtz3xUWX2vubKaoqche3M5bbBXwD9UcUp7I+xo0Okhe5NXr2I0/BQp+gI7mgY8dZpuKNmGWzaxOXe2T8SeETwDgSK1IwRcEQRAEQRBGrzGxUm8L6huq2ohMNHh9/IifXUndm29Q+fe/k/buO0gqz++FWC1WKo41MXlxvNfn54nQGB26EC1lOQ1MXT56+tW31Hfw0b93A3DpPQsJj9eTu6uK9S8cZNP/sllz3dRh3U6QXZcNwMQI76aFx+pjMQYYyanv2uee/x2kLAJtkFevYzd+NWx+HPK/gUkjq2Dc+oL1JAQneD0bwmZ8+HgAjtQdYUniEp9cQxCEUcBi6U4P12pEKr59IP+m4vcpnAciFV8QBJ+RZbCI6vf+ZYzqDup9QRUYSMytt1F6xx00fPwxYeee6/EYNaUtmDssxGX6L/UelH718ePCKB1lK/U/vJdDW7OJC+6YS0SCsm1g3NwYGqpa2fJhHke2RTFxYdywzSerNgvoXln3FkmSGBc2TgnqW2uh8iBMO8+r1+gheREEhCgp+CMoqG/qbGJz6WYunXSpz27WhAeFE6OLEcXyBOG4JiNbLN0p4SBS8Rkhqfiu9tiDCO4FQfAyCavzn1yjwui9HeEgKFhLoF7j9bZ2joxnnE7Q9OlUPfpvrG2eX6ciX/mlGpfuvyJ5Ngnjwmiqaae5rn3gg0eAimONHN1ewayTk4lO6dmKb/bqVGLTjWx+PweLefh+wWfXZhMRFEG0LtrrY48LG0dOXQ5ywWblidSlXr+GnSYAMk+AoxuUW5QjxDfF32Cymrxe9b63CRETRFAvCIIgCIIgjGpjYqUelNX6Bh/sqbeRVCpif3cXBZddTs2LLxJ9k2eFxaoKGgkK1hIS6aM0ag/Ej1NuLJTlNDB+vv/n44osy2x+LwddiJY5a1L7vK5SScw/I51Pn9hL7q5KJiwYntX6rNosJkVM8skq8rjwcTQdaaIyfyOx6kBInOv1a/SQcQIc/gRq8yAy07fXctOGgg3E6GOYET3Dp9eZED6BLWVbMFlMaNXagU8QBGFskVGK5XWlgUtdT4FIxfd3Kr7LHvZdz4vVekEQvEVGpN+PCKHROqoKm3x6Df3cuYSsWUPNc/9H2AU/QRsb4/a5lYVNRKeGjIg2clFJBrSBakpz6hk/P9bf03GpIr+R0qP1LL94AgFBzv+7pkyJICxWz96vihg/P9bnf8cmi4mc+hwun3K5T8YfF6a0l8sp+ZHYpPmgCfTJdewyuirr520aEUF9q6mV70u+54LxF6CSfPvDdXz4eMxWM8caj9n32AuCcPyQARxSvz1JxR/4p9NIS8V3L7C3zcX9VPyBb3EMJhXf7XZ3ykEDfEWCIAgDs4ziJPbRO/NejNE6mmrasVp8+4M95vbfgtlM1WOPuX2O2WShtqSlT+q4v6jUKuIyjKOiAv7Bb0vQBqmZtLj/FXhJJTFjVRKVBU2U57n/pmWw8hryMFlNXq98b2MP6puLIXUYCrhFZEBoshLUjwCbijbRYelgTdoan18rM1S5iZHXkOfzawmCIAiCIAiCL4yplXqrVaa5rsNeOM8XApKTCb/yCmpfeJHwy36KburUAc+pKWnBapWJGSFBPUD8uDC2fZpPe4uJoOCRmXbc3mLi6M5KJi+O73eV3mbiojg2f5BL1pYy4jN9W7fAViTP25XvbcKDwonUhpCjbYY0H+6nt5EkyFgJhz8FqwVU/mu5CLDu2DpidDHMipnl82ulhaYhIZFXL4J6QTheyVbZviqMWu12Kv7QC+cprw9fKr7nhfNs8/JLKr6LHvYgUvEFQfAuGQmr7P+M6sEaO0G9QwV8Xwb1AFE33EDD+x9Q+dDfSXnl5QHTvasKlF+g0akjJ6hPGBcGMpTnNZA2Pcrf03Eqe0s5FpOVqSsSBjw2IEhD2rRI8vdUsfLSiahUvvumzKrNIkgdRGpI3z3+3jJOpSMnIAAS5/nsGj2knwC7X4OyvZA4Z3iu6URzZzPfl3zPRRMv8nnqPYBOoyPBkCBW6gXheNVVINQWIEr4PxXf/cAePErFH8Qee3AnFd+9wN72qrup+K7a3YFIxRcEwftE+v0IYIz2bVs7R+qQEKJ/82tat2+naf36AY+vLGxSiuRFjJyidDHpRlRqaUSn4B/+sYzYdCNRSe7dDMmYHU1bk4ny3Aafziu7LpsJ4RNQ+3BFe1xHG7kBAVgD9D67Rg8ZK5U//ZyCv6l4E53WzmFJvbfJCM0gtyF32K4nCIIgCIIgCN40Zlbqg8MCUWkkn7a1cxR24YXUvfEmFQ89hGHZMlT6/oOvqhFUJM9GG6AmOiWE0qO+DYAHq76ilZriZpZd6H7xstRpkag1KvJ2V5EwPswn85JlmazaLE5LO80n4wNgMTOurpy28GBKm0tJCkny3bVsDDEQMxXyv4Hlt/n+ev1Yd2wdccFxPq967ygzLJOtZVuxWC0+vVEjCMIIJVvtq7wjIRV/cIXzYKyl4rvsYQ8iFV8QBK+SAauofu9/KpWEMdK3be0cSRoNcffeQ8Fll1P99DPE3Har0+NsRfJmrY4clnl5In5cGPu/LsZisqLWjqz/xDk7KwHInON+H/iAIA3JUyLI3VPJ0gvH+eQmSmlLKU2dTT7bTw9A5SHGtTVBeDC59bnDE9SD0tpu+/+BqQ20vt3C4kxjZyM/lPzApZMuHZbUe5uM0Aw6rZ2UNJeQYkwZtusKgjAyyFbZHhwiqdxPxR9UuzsYKBV/cHvsYaBU/KG2u4P+UvE9D+xtr7pKxXfV7g5EKr4gCN4mYXH+U2lUGFmR3BCFRutoHKagHpQWd6HnnkvNiy/Skes8fbemuKtI3gjaT28Tl2HEYrZSVeTbVoCDkbOrkrgMI4Zwz7YspM+Morm2g5qSZp/My1Ykb1LEJJ+MD0DxNjI7lTdmR+uP+u46vWWcAJYOKNo6fNd0sKloEyaraVhT7wHSQ9MByK0XKfiCIAiCIAjC6DNmVupB2VdfmlOPLMvDluoec8ftNG3cSPn9fyHlpRf7XLeqsKtI3giqfG8Tl6FUiS/Pa7B/PBLYUu+X/mScx+cmT44AoDirzu29+J7Irs1GJal829O8aBshwTHE6ePIqc/x3XV6S10CKo2yrz7jhOG7bpd1x9aREJzA9Kjpw3rdjLAMQGlrt4pVw3ptQRBGBvvqvMr9VHxXhfNgKKn4Q+1hD8Obiu+qhz0MNhXfVQ975RyRii8IgveI9PsRJDRKh6ndQnuzCV1IwLBcUxMZScytt1B+3/00fvY5oWee0eP1yoKRVyTPJjg0EGNUkFJY7mR/z6Zb3p4qADLnxHh8bkhEEKExOkqy65h1svdTqQ/XHibNmIZO48P09KJtkDSfzPCQ4V09DjRA0ny/FMtr6Ghgc+lmrph8xbDXnjAGGInWRYsK+IIgeJSK72qPvXLOYFPxh9ruDpyl4rsO7GGwqfhD3WPv7ExlOi7a3YFIxRcEwetE+v0IMZwV8B2FXXQRQdOmUfHgg5jr6nq8VjkCi+Q5issIpSy3AVmWBz54mBQcqCEy0TDoGyFJE8MpOVqP1eL9X+DZtdm+3U/fUg11+ZC8gPFh48mrz8Nitfjuer1lnACle6DVs7ePQ/VV4VeYrWZWp60e1uvaZIRliF71giDY9QgKHVks/X9udfid09kd5Esd3R+r2sz2jzVt3cdr23peT+Owg0zd3P1Wrb2le8GistVg/7ikI8z+cbmp++Naq0PwDnTIfW8+AOgdgvwIVfcxcdp6+8eJgd0fx+h7bnGTgrvPMeu7vxazw/1vk05yeL77a7LquteX5MCe80Xb/bk9MwKQ1A5FTdXOC5xKPmxtKwiCMNKMqaDesVf9cJLUauIf+CuWxkYq/vJX+/PmTgt1pS3EjMDUe5u4jFBaGztpqmkf+OBh0NFmpiy3gdTpgy8smDQpAlO7hcpC79YKaOhooKyljMkRk706bg8lu5Q/E+eRGZZJp7WToqYi312vt/QVgAwFPwzfNYGPcj4iPTSdqZFTh/W6NmnGNAoaC0bUzS1BEIZJrxVce0Dv8LxslbsDeFlWVou7PpdN5u6A3mTqDuhNZntAr+o02wN6dbvFHtBrWq32gF7bIqNp6w7oNa2SPaCXW7T2gL62WW8P6MvaQu0BfZkpzB7Ql1uM9oC+yWqhVTY5DegDJa09oA9Rqe0BfZy60R7Qx2vr7QF9vK7BHtBHGFoJCu60B/QWg9Ue0JsN3QG9KViyB/Rmvcoe0FuC1PaA3hqg6Q7otRoI0HYH9CpVd0CvVncH9JLUnYrvGMBLKucB/TAWYBUEYfSRZQmrrPLKwx9Gffp9c2cz7xx5h0XxixgfNQFgWIvl2QRNnEjUjTdQ/Z/HCTl1DcbVq6kuacZqlYkegUXybOIyu/fVG6OGv+J5b0WHapGtMmnTBh/UJ04IA5R99XHp3qsVYCuS59OV+pKdyhuP+JmMbyoAIKc+h7TQNN9d01HiPNDoIP87mHzWsFyysLGQXZW7uGXOLX7LaEk1ptJkaqKuo46IoAi/zEEQBD+Su1Puu59ynYrvbrs72zHup+L33+4OhpCK7/Yee/AkFd+b7e6cnalMx4up+CINXxCEfljEnnr/kSSJ/+75L+Ut5fx+4e8JDgsctl71vUVddx1NGzZQft/96OfPp+pIOQDRGy6ETTUQngYn3g0pC/0yP2ciE4LRBqopz2tkwoI4f0+HggPVBOo1xKYbBz2GLiSAyEQDJdl1zDstzWtzG5bK9yU7IXoyBBpIV6UjIXG0/ignpw5T0QNNAKQsgmPfDc/1gI9yP0IlqTgz48xhu2ZvqcZUQLnBIIJ6QTiOOfSsVz51UUDPVbs7GHEF9GqtXan1Xi6gF6NvprLV0E+7O2dfR4+LOKUCCNT22LoAeKeAnthjLwjCCCBJ0qnAY4Aa+D9Zlh/q9XoK8DIQ1nXM72RZ/ry/8Ubv7YguwdpglicuZ33BeqyyldDo4etV35uk1ZLw4INKGv7vb6NqwzsESY2ExEZC6lKozYcX1sDXf/PL/JxRqVXEphspz2vw91SQrTIFB2tJmRqJSj20/5oJ40MpyW1g9b82MePP61j4tw08tSmXts7B70/Prs0mRh/ju6BPlpWgPnEOAHqtnkRD4vC3WktfDpWHlP39PmaVrXyc+zGLExYTGxzr8+v1xxbUH2s85rc5CIIg+JLjXnlvctzb7019AnpBEAQfkgErklceA5EkSQ38FzgNmAJcKknSlF6H/Ql4W5bl2cAlwJOuxhz1K/UAq9NWs6FwA7srd2OM0lF4aHiLfDkKmjiR6ItXU/XaZ1SccALRmVFIV76vvNjRBJ/fAd/8HSIyYOYlfpuno7iMUHZ+UUBnu5mAIP/9l6gpbaatsZOUqUMLmi1WmXXldSSYrIR2qFkyJ4m86hb+/kUW7+8q5s3rFxFpCPR43MO1h327Sl93DNpqIXGu/alxYePIqRvGtnYAaSuUP499B1PP8+mltpVvo7ylnN/O/a1PrzOQBEMCaklNYWOhX+chCMII4GYqvqt2dzCUVHxXq/XK64NLxR9Mu7uu4/2Qiu+q3R2IVHxBELxNGs70+wVAjizLeQCSJL0JnAMccjhGBmypy6FAqasBx0RQvzJpJYHqQNYdW8fq6EtpbejE1GlBG+C8IqpPVR4mkjdpiIukzhpPUozDHezAEDj7CWgohk9uhthpEDdt+OfYS1xGKLJVprKgiaSJ4X6bR3GW0jlgKHOQZZk/f3yQz0pquY4g7l6cyYwTkgD45kgV17+yg5+9uI3/XbcIY5B2gNG6dVg6yG/IZ1WyD/uYl+xU/nQI6jPDMvm+9HtMVhNalfvzHZKEWRBggPxvfR7Uf5TzESHaEFal+Lc/vFalJSkkSazUD4Esy7Q2dqINVPv15qAgeM0Aqfiu2t3ByE7F793uDrzfy96bqfhO170GmYov2t0JgjAMoiRJ2uHw+bOyLD/r8Hki4FgJuxjovT/7z8CXkiT9GghmgAbkoz79HpQ05RVJK1hfsB5DpNIGzS/76tsb4H8XIwXpCb7vaWSVBtU3HyE7trlRa+AnL0BAMHz5p+GfoxO2/evluf5NwS/OriMsVo8hfHCt7ADe3F7Eq1sKuHhVGroQLVUF3W9AVk6I5unL55JV1sQ9Hx7waNyc+hwsssX3++k1Oojprq6fEZaB2Woe3gr4ai2kLlGK5flQc2czGwo2cFr6aQSqPc+c8LaUkBSxUu8hWZYpOFjDZ0/u47lbv+Wlu37guVu+5eXf/8CudUr2z1jWsm0b1tZWf09DEARBEIQhkgGrLHnlAVTLsjzP4fHsAJd35lLgJVmWk4DTgVclqf82HmNmOWV12mrWF6ynTK1UDG+oaiMy0Tf7vPr1xR+goQiuXkdDaQpwiIC931L70stEXv3z7uMMMbDsViWoL9isBFB+FBSsJTw+2K/76i0WK6VH6pm4cPDF+iqb2vnb54dZnBHJXadOZu2x/ZTn9VxVWDUphptWjeM/Xx3l3NmJnDAxxq2xs2qUInm+bWe3E+JnKkF1l8zQTADy6/PJCM3w3bV7S1sOR7+ExjIwxvvkEl8WfEm7pZ1zxp3jk/E9lWpMZUfFDmRZ9lsV/tGkvqKVTf/LoiS7Hl2IlokL4giP12PqsFCSXcePH+Ry4JsSzvrNTMLjgv09Xa9r+PQzSn/3OyIuu4zY3//O39MRfMVVKn7vwnkgUvEdjNRU/D6F80Ck4guCAIBl+Na7S4Bkh8+Tup5zdA1wKoAsyz9KkhQERAGVzgYcM0H9isQVBKmD2Ny8iTAWDH9bu+y1sOc1WH47JC+gZlsOKrVEzKIpVD36KMFLFhM0yWGVd941sPlx2PgAXPWp0m/Vj+IzjOTurup6szL8c6kqaMLUYSFxCKn3939yiA6TlQfOm4ZKJRGbbuTYvmraW0wEBXe/Ofnlqkw+21fKHz84wIbbVqJzY5tGVm0WwdpgEkMSBz0/lywmKNur/L9wkB6aDkBuQy4ncZJvru1M+nLlz2Pfw4wLfXKJ946+R3poOtOjpvtkfE+lGlNpM7dR2Vrp16J9o0Hu7ko2vHgIlVrFyp9OZPKSeNSa7l+Ec09No/RoPV88u5/3H9nFObfMJippmG+y+lD9hx9S9vs/oJ87l6hf/8rf0xGGg5NUfFft7kCk4tuMuFR8V3vsQQT3giAMh+3AeEmS0lGC+UuAn/Y6phA4CXhJkqTJQBBQ1d+AYyL9HpQU/OVJy1lf/gUBOvXwpt93NMNnv4WYqbDyLgBqSpoJjw8m8a/3owoLpfSOO7B2dHSfE6CHZbdBwfdQumv45tqPuMxQOlrN1FX4J5XUtp8+cWLYoM7fU1TPp/vKuPGETDKileAhLkPpUV9xrOcbj0CNmgfOm05JfRuvby1wa/zsumwmhk9E1X/Wy9BUHgJzu73yvY1eqyc+OH74K+DHzYCgUDj2rU+GP1RziH1V+7howkUjZlU8xZgCQGGTSMF3Zc+GQr545gCRiQZ+eu9Cpq1I7BHQ2ySMD+OcGyYgmTpZ++gWmnbtQ5ZlJyOOLh35+ZT/+T70CxaQ/NyzqA1j52aFIAiCIByvZLyTet+Vfu/6WrJsBn4FrAMOo1S5PyhJ0v2SJJ3dddhvgeskSdoLvAFcJbt4IzVmVuoB1qStYX3BejSh8vC2tfvun9BYouyV1wQAUF3cTPKUCDTh4ST87UGKrruOyn/+k7g//KH7vFmXwoZ7Yc8bPYqj+YMtAC7PayAifvhTZYuza4lKNqAzBAzq/Mc2HCFMr+W6Fd0p6jGpISBBRX4jqVMjexy/KCOSJZmRPP1NHpctTHW5Wm+VrWTXZnPuuHMHNTe3OCmSZ5MRlkF+Q77vru2MSq20Ycz3TVD/Ztab6DQ6zh539sAHD5M0YxqgtLWbHzffv5MZofZsKOSHd3PInBPDyT+fjEbr/PvG2tlJxd/+Rv177zMxOJ09s27mq3vfY6buAWJuu43gRb1rwYwOssVC2e//gBQYSMI//oFKp/P3lITh1CsV32UPexCp+A5GUiq+yx72Xc+L1XpBOD5Zh3G9u6vn/Oe9nrvH4eNDwFJ3xxtTQf3yxOXoNDrqAyvRVg1T4a2aXCWNfualkLIIgNbGTlobO+3ppoblywi//HLqXnkVw4qVGJZ1/fsEhcKkM2H/O7DmAdD4r1hYWKyewGAN5bkNTFmaMKzXNndaKM9tZNoJg0tt31dcz9fZVdyxZiKGwO7/0gFBGsJj9VQVNjk97+aTxnPxs1v437ZCrlmW3u/4RU1FtJpbfV8kTxcB4Wl9XsoMzWRH+Q4sVgtq1TB2dEhfAdmfQ30RhCUPfLybGjoa+Dz/c87KPAtjgHHgE4ZJXHAcAaoAUSyvH4c3l3YF9NGsvmYKKrXzX3zm2lqKbryR9r37CLv0EtLOPRfztk4OsJKkwjzar76a2N/dRfgVV4yYLA131b/9Nm179pDw8D/QxrpXj0MYg3ycij/wW8qRlorvXmBvm4v7qfgD3+IYTCq+2+3ulIMG+IoEQRBGhjGTfg/dVfBz5SyaatqxWoch1XP9PUowfvJ99qdqipsBiHTYQxpz+28JyMyk7Pe/x1xX133+rEuhvV7Zk+9HkiQRnxHql2J5ZXkNWMzWQbeye2JjDqE6LVcuTu3zWnRCINX5NZCzAVp7vrVZmBHJoowInvs2D7Ol/1/cWbVKkbyJERMHNT+3lOxSVumdBDkZoRl0WDoobXHZntL70mz76r1bBf+dI+/QYengkomXeHXcoVJJKlKMKaKtnROlR+vY9Ho2SZPCOeWaqf0G9LLFQsltv6UjK5vExx4j/t570c2cyeIrZis3DU+9lZCTTqTibw9S/fjjw/xVDI21rY3qJ59CN3cuxjPP9Pd0BEEQBEHwIlkGiyx55eEPY2qlHpQU/Oe2vsNki0xzbTvGKB+mRxZuhaxP4YQ/QEh3Ya3qrqDesTCUKiiIxEceJv+iiym/514S//OYskqVsQpC4mHvGzD1XN/N1Q1xmaEc21/Tp7Ccr5Vk1aFSSSSMD/P43KLaVjYcruDGEzIJcew7X50D3z1CdE4bR5p+RuvLV6NXN0LmiXDmv+wr4j9fms4vXt3JhsOVnDrNeeX9rNosNJKGcWHjBvHVuaGjCSoPw2TnqeiZYV0V8BvySQ7x3or5gGKmKNkD+d/BrN61Owanw9LBa4deY3H8Yt/eJBmklBAR1PfWXNfO2qcPYIzScer101D3E9ADVD3+OK1bthD/wAMY16y2Px8QpGHWScls/TifBb//K6GhoVQ/+RSa+HjCL/RNIUZvq3v9dcxVVSQ++q9Rl2Eg+MAAPextzw0mFX/ohfOU14cvFd/zwnm2efklFd9FD3sQqfiCcDxzZz/8SDXmgvplict4PPgFABqq23wX1MuyskofHAOLf9njpZqSZoJDA/rsDw+aPJmYW26m8uFHaPjgQ8LOP0/ZuzzlXNjxAnS2KgX0/CQuvXtffdr0qGG7bnF2HTFpRgKCPP/v+NrWAiRJ4rKFDqv0e96Az24DIHr6zfADVK18hVT1ZvjxSXhyCVzwHEw6g5MmxZAQGsRrWwpcBvUZYRkEqAe3339AZXsBud+6CvYK+PW5rEha4Zs5OKNSQdoyZaVelr3SoeHj3I+paa/h6ulXe2GC3pcamsp3Jd8N/1aHEcpqsfLl8wexmK2ccdMMAvX93+xrP3yYmmeeJfSC8wm74Pw+r09flczu9UXsWlfImnvvxVxeQfmf7yMwMxP9nDlORhw5rC0tVD/3fwSvWI5+3jx/T0cYKVy1u+t6fiSl4rsf2INHqfiD2GMP7qTiuxfY2151NxXfVbs7EKn4giCMTmMq/R5Ap9ExNW08APWVLb67UM4GKNoCJ9wFgT2rH1cXN/dIvXcUcdVV6BcsoOKvf6WzsGvv7oTVYOnwWVEyd8WkGZFU0rCm4He0mak81kjSJM9T79tNFt7aXsTqKbEkhOmUwHPjX+HDGyBhDvx6F1EX/BaAKlMarPoD3PQjxEyCd34O+d+hUau4bFEq3+dUk1vV7PQ62bXZvt9PD30q39uEBoYSpYsa/gr4oOyrbyiCuqEX6rNYLbx04CWmRk5lYdzILJSWGpKKyWqirKXM31MZEbZ9mk9ZTgMnXDaRsNj+bzjKskzFP/6B2mgk9q67nB4TqNMwZWk8+Xuqae+QSfz3o2jj4ym9/Q4sTc7rXowU9e+9j7WhgeibbvL3VARBEARB8AGl+r3KKw9/GHNBPcCJU1ZgkcxkF/ioYrgsw9cPQGgKzL6yx0sWs5W68pZ+ezJLajUJDz0IajWld96FbDYrVca1wXB0nW/m6yZtoJqoJMOwBvVlR+uRZQa1n/6TvaXUt5q4cnGa8sQ3f4dvH4bZl8OVH4ExnkC9FmO0jmpbsbywZLjsXYhIhzd/CrX5XDQvGa1a4s1tfQukVbdVU9VW5dugvngHhKVCcP/ZEZmhmcNfAR+UoB6UFPwh2lC4gcKmQq6edvWITV9ONSoZH6JYnpKxs+uLAiYtiWfCAudZLDYt331H649biPrlTaiN/Rc/nLgoDqtVJndnJWqDgcRHHsZUUUH5/X/x9vS9RrZYqH3lFXSzZ6ObNcvf0xFGol4ruLJVVlZ6HZ6XrTJYLMpDlpEtFmXF2GJBNpmRTWawWpXV+s6uh8mM1GFC6jCh6jSjalMe6nYLmjar8mi1om2TlUeLjKYN5dEMmlYJTauEulmF3KKlvSWA9pYAapv1VLYaqGw1UNYWSklHGCUdYZSZwii3PSxGaq1aaq1amqwWWmUTrbKJDrlnNkGgpEXf9QhRqYlQmYhQmYhTNxKnrSdOW0+8tp7EQOURr2sgRt9MjL6ZCEMrQcGdBAV3IgWbsBisWAxWzHoZswHMOuVhCpYw6ZSHWa/CrFMeliA1Vp1GeQRokAO1yIFa0GogQKs8tFol60ylUlbs1WqkrgeSpGRPqNVIKoffSZIKSSX1fK7reUEQxjYLklce/jAmf0ItT15Gc1AdhcU+Wm07sg5Kd8OK2+0t7GzqyluwWuR+V+oBtAkJxN17L2179lD97LNKob2ME+DoeuWGgR/FZYZSkd+I1UXhOG8qzqpDrVURm+F5FfS3dxSRERXMoowI2P06bHoQZl0GZz0O6u5U/ujkEKqKHFYC9RFKYA/wyW+INgSwamIMH+4p7VMwL7s2G8DHK/W7IMl1Sm9GWAa5DbnD3+c7agIYYodcLE+WZV448AKpxlROSjnJS5PzPltQf7zvqzd1Wtjw0iGCwwNZfuH4AY+veuK/aJOTCb/EdfHDyEQDEQnBZG+tAEA3axZRN9xA4yef0PyddwsyekvThq8wFRcTcdVV/p6KMJLJVqfBvePz9mC/K7C3Bfc4BPf2wN7UHdjbgntVp9ke3KvbLd3BfatDcN/iENw3dwf3tsDeFtzXNuvtwX1ZW6g9uC8zOQT3FqM9uG+yWuzBfUev4D5Q0tqD+xCV2h7cx6kb7cF9vENwH69rsAf3EYZWe3AvBZvswb09sDc4BPbBDoG9vjuwtwf3Ad3BPVpNd3Cv7Q7ubYE9joF9V3DfI5CXVPbgvoeu5wVBGHtkGLY+9b4wJn8yBWmCCAiDlhoTZqvZu4PLMmz6m7Ky6qR4mL1IXmKIy2FCzzwD45lnUv3fJ2nbt09JwW8oUgqm+VF8RijmTis1JT7cuuCgOLuO+MzQfvtd9yevqpntx+q4cF4yUslO+PQWSF8JZ/1HuSvvICY1hMbqdtpbHFYYwpLhlPuVLQ+7Xub8OYlUNXXwQ25Nj3Ntle8nhE8Y1Nc3oKZyaCzudz+9TUZoBi2mFipaK3wzj/5IkrKvPv+7Id1w2lq+lUM1h/jZ1J+N6L3qUboo9Bo9hU3H90r9tk/yaahs46QrJxOgc13rom3vXtr37SPiqp8hBbiuOyFJEhMXxlGe10BDVRsAkb+4noCMDMr/fB/W1lavfQ3eUvvqK2iTkgg5eeTejBIEQRAE4fg2JoN6gPiEKILbwtlattW7A2d/rhQ2W3kXqPsWjaoubkatUREWO3CBvrh77kYTG0PJHXdgTVimPJmzwbvz9VBcplIsryzX9yn4rY2d1JQ0D2o//ds7ilGrJH4yNQTeuUrpIHDhSz1W6G1sWRM1Jb32zM+9SmnbtuE+VqUHEarT8v6u4h6HZNVmkWhIJDQw1OM5usW+n971Sr2tAn5eQ55v5uFK+gpoLofqI4M6XZZlnt33LJFBkZyd6bzC/0ghSRKpxtTjeqW+qqiJvV8VMWVpPEmTIgY8vvaVV1EZDISec65b44+fr3QKydmp3KBSBQQQf9+fMZWUUP3Ms4Oety905OTQtmMn4ZdcrKzqCcJAvJCKj9Xqk1R8dbNqVKXim/WyT1LxJa1GpOILguDE6N5TP+aq39tMTE2nfucxNmR/zdLEpd4ZVJaVFO+IDJhxsdNDaoqbiUgI7rePsyO10UjCQw9R+LOrqHj6NeIjM6FgMyz9jXfmOwiG8ECCwwIpz2tgxqokn16r5EgdAIke7qc3W6y8t6uYVROjif7uT9BYCtd8qaTVOxGZYAvqW0ic4HAtSVJW659bReCO5zhr5mm8u7OY5g4zhkDlWyOrNouJ4T5svVa8A1QaiJ/h8rCM0AwA8urzWJKwxHfzcXrxVcqfOV9BtOd/Fz+U/sD28u38bsHvCFQHenly3pdqTOVgzUF/T8MvrFaZTa9lERSsYfH5A7dwNFVU0rhuHRGXXYbaEOzWNUIigohKNlB4sJa5p6YBoJ8/H+PZZ1H74ouEX3Qh2sTEoXwZXlP39tug1RJ63nn+noowmgyxKr6rdnfKOYOtij/UdnfgrCq+63Z3MNiq+ENtd+fsTGU6LtrdgaiKLwjHMauf9sN7w5i91RgRo6S/78o5gMna95fioGR9BuX7u1bp+94PkWWZmpLmfovkORO8YAERV11F/Vtv0SpPhsIflTv0fiJJEnEZoZQPw0p9cXYdAUFqYlJcb1Xo7fucaqqaOvhl3CHY9xasvNPlnvTgsAAC9RpqSp1Ut0+cA5POhM2Pc/7kYNpNVjZmVQLQamqloLHA95XvY6eC1nVmR0RQBKGBoeQ2+KECfngqRI4fVBaJVbby6M5HSTQkctGEi3wwOe9LMaZQ0lyCyeKlnxujyIFviqksaGLZheMJCu6/fZ1Nw4cfgtlM+GV9tyK5kjIlkvLcBjrbu7dHxdx6K0gSlY/+28NZ+4a1vZ2GDz/CeMrJaCIj/T0dYYzoERQ6sgWUzj53fE/Q2f1zSero/ljV1v29pGnrPl7b1vN6Godfg+rm7reA7S3dW2cqW7vfw5R0hNk/Ljd1f1xr7fnzofeqvY3eIciPUHUfE6ett3+cGNj9cYy+5+9pKbj7HLO++2sxO/zKNOkkh+e7vyarw9YhObDXzzNt9+f2loLQMyOnn+ycPqv2giAII4BXgnpJkl6QJKlSkqQD3hjPG0KjlZ/4qqZAtpdtd+uc5g4ze4rq2ZZfS7up1y9YWYbvHoHwdJj2E6fntzZ20tZkIjLR/aAeIPrXv0KTEE/5p0XIrfVQleXR+d4Wl2Gkqbad5roOn16nJKuOhAnhbmU1OPpwdwkJQSZmHXgQ4qbD8ttdHi9JEhEJwdT2Vydg1R+go5HZJW8SHRLIFweUAotH648iIzMxwkcr9VarUnBxgP30oHwNmaGZ5NX7If0eYNzJUPADmNo8Ou2zvM84UneEX8/+NVon21VGolRjKlbZSnFz8cAHjyHNde1s+TCP5CkR9hR5V2RZpvHTT9DNmUNASopH10qeEoHVKlNypN7+nDY+noifX0Xjp5/Stnevp9P3usYvvsDa2EjYxa6L/wlCv5wVzuv1vD0VH3oWzoPuVHzoTsUHeyo+YE/FB+yp+IA9FR/oUThPeU2yB/S2VHzAnooP2FPxAXsqPmBPxQd6FM7rzZaKD9hT8QF7Kj5gT8UH7Kn4QI/CeYA9FR+6C+dBdyo+YE/FB+yp+EB34TzoWTgPugvnQXfhPOhOxQenqfh9iFR8QRgTZBkssuSVhz94K/3+JeAJ4BUvjTdkxq6gPqozgXUF61iS6DpleXNONbe8tYfKJiWQTY3U8+B501kyrqvNWO5GJQA76z9OV+nBoUieByv1ACq9nrg//pHiX/6K2ohgIgs3Q+wUj8bwJtu++vK8BsbNjfHJNRpr2mioamP6CZ6l+Ld0mFl3sILnYz9Bqi6Hi1/v99/DUWSigSNby5FluW87tdipMH4N0s4XOW3SGt7ZU0Vbp4WsGuXmyuSIyR7N0W01R6GjccD99DYZYRlsKPBTzYVxJ8PWp5TAftzJbp3Saenkv3v+y6SISZyWfpqPJ+g9KSFKgFrUVER6aLqfZzN8vn3zCFarzMpLJ7rVcrAjO5uOoznE3XuPx9eKzwhFE6Ci6FAt6TO6WzlGXnsd9e++R8VDfyf1f6/7tfVh/ZtvEZCejn7BfL/NQRgDBpGKb0sD934qvrMUdi+k4jtMwJup+La5jJpUfJGGLwijnr/2w3uDV2Yuy/K3ePq7wMe0AWr0oQGMV09hQ8EGlyn4H+0p4bLntxISpOHJy+bw+KWzAbjs+a1szOqqNv7dv8CYCDMv7Xecmq6g3lU7u/6EnHQShhNXUXXQiGnfNx6f703RySFotCrKcup9do3iw8p++uTJAxficrTuYDmp5nwW17wP86+FpIFXuUEJ6jvbLTTVtjs/YOEvoKWSywy7aDNZ+PZoFVl1WRgDjMQFu+7RPWj2InnufQ0ZoRnUd9RT2+6Hb7W0paAJUvbVu+nt7LcpaS7h1jm3ohpFKxm2tnYFjQV+nsnwydtTRf7eauafkWbPchpIwyefgEZDyKmnenw9tVZF4oRwig73/L+sNgQTffNvaNu9m6Z16zwe11vas4/QtmcPYRdd5NcbC8IY4kkBPVft7oZQQE9fbe233d1QCugVmFX9truDwRfQmxRT2X+7u6EU0DPo+m13N6QCeqLdnSAIfjRsP30kSbpekqQdkiTtqKqqGpZrhkbriDYl0tjZ2G8V/IKaFv74wQHmpoTzya+Xcfr0eM6amcDam5czOc7ILW/uoXz/11DwPSz5dZ++9I6qi5sxhAe6tRfVmbg//hEkNeVv7xjU+d6i1qiIywyl5Gi9z65RdLiW4NAAwuP1Hp33wa5i7te9AYFGJW3eTZEJShGvflPwM0+EqImMP/YaYToNXxwoJ7s2m0kRk3z3pr54BwSEKL3g3ZAZqlTAz633w756rQ5Sl7gd1Dd3NvPsvmdZGL+QxQmLfTw57woLDCNEG0Jh4/HR1q6z3cy3bx4hMjGYWae4l0YvW600fvoZhmXL0IR73r0ClBt69RWtNNb03NIRdv75BE6YQOUj/0Tu7BzU2ENV/9ZbSAEBhJ57jl+uLwi+4Lj33Jsc98p7k+Pefm9yrEUgCIJgI+OdHvVjvk+9LMvPyrI8T5bledHR0cNyTWOUDhoDMGgNrDvWd9XHYpW55a09SBI8duls9AHdadz6AA1PXz4XSZIo/uQBZH0kzLnS5fU8LZLXmzYxkejzltBcAE2fvjPocbwhYXwYNSXNPXu7e4nVKlOUVUvy5AiPAubKxnY0+V+xwLoXaeVd/Va7dyaiK6h3WiwPlLvxC69HVbaHq9Nq2XC4lCN1R3xfJC9xNqjc+zbMCOuugO8X406G6myoHzjYfengS9R11HHrnFtH3UqnJEmkGFOOm171P36QS0tDBydcNgm1m/Ut2g8cwFxRgfE0z1fpbRLGhwFQkdczFVdSq4m543ZMxcXUvfX2oMcfLGtrKw0ff0zImjWDvmEhCE7JVuf77B2eH6jdnX3F3mTqXrE3me0r9qpOs33FXt1u6V6xH6DdnW3FXm7R2lfsa5v19hX7srZQ+4p9mclhxd6DdneBDqv1thX7OHWjfcU+3mHFfqB2d/YVe0P3PntTsGRfsTfrVfYVe0uQunvFfoB2d/Z99rbVedtqfdeKfY/V+a6VedHuThDGDiuSVx7+MKZ/8oRG62ht6OTEhJP5quArOi09V30+31/G7sJ67jt7KolhfVNOUyL1PLwM5nVu50j6FRDQf8sms8lCXXnroFLvHUX8/FoCjCYqHnkMa4dvC9W5kjghHGQo9cFqfXVREx0tZpKneJZ6//GeYu5Uv0GnMU1JvfdAoF6LITyQmv5W6gGmXwQaHeerNtEil9Fh6fBdUG9qg4oDbu+nB4jVxxKsDfZPr3ro3ks/wGp9dVs1rxx6hTVpa5gaNXUYJuZ9KSEpx8VKfenROg58U8KME5KIywh1+7ymjRtBrcawcuWgrx2ZGIxGq6I8v2+njeBly9AvXEj1U09haXbxPesDDZ99hrW5mfBLnLctFYQhGyAV3/65t1PxWx2C+xbZe6n4FqM9uG+yWryWih+va7AH9xGGVu+l4gd0B/doNV5Lxe9BpOILgjDMxvRPHNve0FWhq2kyNfFd8Xf216xWmcc3HmVcjIFzZvXfE/nkmtdpQc9vj83HZOm/CEpdWSuyVfa48n1vUtJMYuc2YyqvofbFF4c01lDEphlRa1U+Cept+2iTJnkW1Fdte4fJqiICTv6jy20Q/YlMNFDb30o9QJARpp5LYvFnhBqKAJga6aOgtHw/WM1u76cHZQU5IzTDP23tQNkmYEyCXNdB/dN7n8ZkMfHr2b8epol5X4oxhdKW0jHd1s7caWHjq1kYo4JYdG6mR+c2b/wa/Zw5qMPCBn19lVpFdGoIFfl9i2ZJkkTM7b/FUls77D8H6998i8Dx49HNmTOs1xUEQRAEwX9kGNXp916pfi9J0hvACUCUJEnFwL2yLD/vjbGHIixW2a+dYh1PRFAEn+V/xkmpJwGw9kA5RyqaeeySWaj76zlafRTVoY+onPwLDuyWeHdnMZcucL7ntLq4CfC88n0f2iAMM8cRUtZJ9dPPEHr22WgTEoY25iCotSriMoyUHKnz+thFh2qJTDKgN7ofmB8tq+eCxlepN6QTNu2CQV03MjGYosO1WCzW/tOMZ1+OtPcNZsQcYJc1gMTg5EFda0DFXXUTktxfqQelWN7m0s0+mJAbJAnGnQQHPwCLCZy0qCtoLOC9I+9xwYQL7AXnRqMUYwpW2UpJcwlpoWn+no5PbPskn4bKNs6+ZRbaQOf9mJ3pLC6m48gRYu66a8hziEsPZe/XRVhMVtTant+TuunTCVmzhpoXXyT80kvQREX1M4r3tO3fT/vBg8Te/adRt21EGGVcVcXvek62yvbK696viu/4qjer4ttu0o2OqvjO+gIo0/G8Kr6to4Goii8Io5eofi/Ll8qyHC/LslaW5aSRENADhMUoQX1TVTunpp3KN0Xf0NSpBN/PfpdHRnQwZ85wETB//yhogkg747dMSzTywvf5yLLs9NDq4mY0WhWhMZ4VfnMqfhax05VighX/eHjo4w1S4oRwqou9u6/e1GGhLLfB46r3B796jQmqElSrfgcq9wMQRxEJBqwWmfqK1v4PSl0K4el0SnmY2+PZWdg3NdgrSnYo3RRCPKusnxmWSVVbFY2d7r358bpxJytt+Iq3O3358d2Po1VruWHmDcM8Me+ytbUbq/vqK441smdDIVOWxpPsYcZM88avAQhZdcKQ5xGbbsRqlqnquinaW/QtNyN3dFD91NNDvpY76t58E0mvJ/QcUSBPGCZu7LH3Vip+7z323krF773H3lup+L332HsrFb/3HnuvpeK72mMvUvEFQfCxMf1TJkCnQW8MoL6ilTMyzqDT2slXhV+RVd7I3qJ6LluY2v8qfX0h7HsL5v4MyRDDVUvSOVrZzObcGqeH1xQ3E5FoQNXfeJ5ImI1WXUvUlRfR9MUXtPz449DHHITEicq+em+u1pcercdqkUme7H4BKovFysTcFyjXJGKce+Ggrx2ZOEAFfABJwjLjYnKkDoI7olh/qGLQ13OpaBsked7/OiPUz8XyMlaCSgNH+haePFh9kHXH1nHllCuJ0vl+VdWXUoxdQf0Y3Fdv6rDw1UuH0BsDWPKT8R6f3/zNNwSkpxOQljbkucSmK/v4naXgAwSmpxN24U+oe+stOgt9+29haWig8bPPCT3jDNQG31TdFgRBEARhhPJS6v2Yr37vL2Gxeuor2pgeNZ3kkGQ+y/uMt7cXo1VLnDe7/730/Pik8ucSZV/wmTPiiQwO4MUfjvU5VJZlqoubiUr20hvBhFkARJw4Hm1yMuV/fQDZSXqdr8WmG9EGqSk65L2+6EWHa1FrVCSMC3P7nP2bP2OynEvV9OsGvUoPEB4bjKSSqClxsa8eOJa+mHaVijUBHXydVTno6/WroRgaiiBlkcen2ivg+6tYXlAopC2Hw58oq0ZdZFnm0Z2PEh4YzlVTr/LP3LwoPDCcEG3ImOxV/91bR6iraOXkn08hUOfZDixrRwetO3YQvGyZV+ZiCA/EEB7Yb1APEHXTTUhaLVX/fswr1+xPw0cfIbe3E37pJT69jiD00asqvsse9kOpiu+ih/1QquK76mE/pKr4LnrYD6kqvqse9kOoim/nrId91/OCIIxcMqO7+r1X9tSPZGGxevL2VCFJEqenn85z+59je9EhTpmSTkRwP3u62+pg1ysw/UIITQIgSKvmpwtTeOLrHIrrWkkK706zb6ppp6PVTHRyiHcmHTsNVFpU1QeI/cPvKb7xJmpfe53In1/lnfHdpFarSJoYTuGhWmRZ9soe06LDtcSPC0UT4H5wrt3yBLUYmbD6uiFdW61VERarp6bUdTXtQxYlFfj8jiO8XtNKXlUzGdFeXLkr3KL8OYigPiE4gSB1kP9W6gEmnwWf3QaVhyF2CgA/lv7I1vKt3DX/LgwBo3+VU5Ikko3JFDUV+XsqXpW1pYzDm8uYe1qqx4UqAdp27ULu6CB4yWKvzSkmzUjFsf6Dem1MDBE/u5Kap58h4uqr0U3zfvFKWZape/MtgmbMIGjKFK+PLwhuka3O99gDSCr7Xm0JixJcouzxtv1mlunaYw999tkPvMceXO+zV16zoKW961nP9tmb+lzC9T579/fY2+Zim5eyz97ZbvnuegGu9N6db2cy2f9+ZYdjZIvF6R57AEll7bvHXjlogK9IEATBM2P+tmFYrJ72ZhPtLSZOzzgdq2ylRbOTi+a5KIC24wUwtcDiX/V4+uL5ycgyvL+rpMfz1cXKyu+Qi+TZaAIhZjKU7iFk1SoMK1dS/cQTmCp9sGo8gOTJETTVtNNQ1TbksVrqO6gtbfFoP31z6WGmtmxhT9yFBOqG/vcbmRDsugI+cKjmEEGShpkNOUyQitjo7dX6oq2gDYbY6R6fqlapSQtNI6chx7tz8sSkMwBJWa0HrLKVf+/6N4mGRC6aeJH/5uVlqSGpY2qlvjyvga9fyyJxYhgLzkwf1Bgtm38EjQb9/AVem1dUkoHG6jZMHZZ+j4m85hrUYWFUPvJIv3VNhqJ16zY68/IIv0Ss0guCIAjC8Uqk349gtgr49RWtZIRmYJDS0IXvZdm4fvb8mjtg6zOQeSLETevxUlK4nsUZkby3q7jHG8uqoiYkiSH3qO8hfobSxxyI/cPvkTs7qfrnP703vptsveS9kYJf2DWGJ0F98fonMclqYlZ5p/BaZGIwjdXtdLab+z3mUM0hJoZPQCOpudq4zftBfeGPStV79eASZTLDMsmt91NbO1CK+yUvtAf1XxV+xeHaw/xy1i8JUHveanCkSjYmj5m2dg1Vbax9ej+GsEBOvW46qv66PwygZfNmdLNmojYEe21ukQkGkKHWRQaNOiSEqF/9itYtW2hav95r17apffFF1OHhGE8/zetjC4JHBuhhb3tuMKn4LnvYDyEV32UP+yGk4rvqYT+kVHxXPeyHkorvooe9SMUXhJFvtLe0G/M/VcJtQX1lKx1mC03V05ADiyhp6Setdv870FwBS37j9OWfzE2ioKaVHQXdxeOqi5oJi9Wj9SClfEAxU6ClCpqrCEhNJeKaq2n46GNad+703jXcEBqtwxgVZA/IhyJ/bxXBYYHu1x4wtZF47AN+0C5i6gTPC3o5E5GgXLu/AMIqW8mqzWJKzEzIPJHT5B/Ynl9NU7uXArv2Rqg4OKjUe5vxYeMpbyn3XwV8UFLwK/ZjrT7Kk3ueJM2Yxunpp/tvPj6Qaky1t7UbzZrrOvjo37uxWKyccdNMggx9WxG6w1xXR/uhQwQv9l7qPUBkknKDoGaADJrwSy4mcOJEKh56CGvb0DOHbDpycmj+5hvCL78MVVCQ18YVhEHrtcdeecoLVfF777H3UlX83nvsvVUVv88eey9Vxe+zx95LVfF777EXVfEFQRhOY/6nSUhUECqVRH15Kz/kVNNSOx0Jic/zPu97sNUKmx+HuOmQcYLT8U6bHkdwgJp3dnTfFKguaiLKW/vpbWK69nVWHgIg6vrr0cTHU37f/cidnd69lguSJJEyNZLirFrMnf2nxw7E1Gmh6FAtGTOj3N6bX7X1LULkJhqmXum1ntGRiUpQ31+xvGONx2g1tzIlcgrMuIjQznJmydl8f7TaK9eneLvypmwoQX24coMjp86PKfhTzwMk1m/9Jzn1Odww8wbUQyhiOBKNhbZ2DVWtfPCvXbS3mDj7N7OISBj8Cnvr1q0gywQvWeLFGYIxUocmUE1NseugXtJoiLv7T5hLy6h+9lmvXb/mhReRgoII/+lPvTamIAiCIAijz2heqR/zhfLUahXGaB31la1sNDdjUEcyN3Yen+V/xg0zb+gZLOZsgKosOP855W6rE/oADadOi2ft/nLuP2cadFhpruvw3n56m9iuYlCVhyBjJSq9nri776b4ppt489a/8u3icwjTB3DNsjTGxXj5hkIvGTOjOfBNCUWHa0mfGT2oMYoP12I2WUmf5f75HVtfIM8az8JV3usZbYwMQhOgorbM+Ur9oRrlJsrkiMmQnIis1XMhm9mYdTKnTY8f+gQKflBawvXTzk62WGjetInOoiKwyhhPOxVtfM/rTgifAMDRuqPMiZ0z9DkNRmgi1vQVPF3xAxkRGZyadqp/5uFDo72tXenRer54dj+yFc6+eRYxqcYhjde6fQeSXo9u2rSBD/aApJKIiA8ecKUeQD9vHsazzqL2/54n7NxzCUhNHdK1O4tLaPjkE8IvvBBNuPttNgVhWDgpnAdK8TXb87JVthdoQ61WVutRirjZNglKWo3TwnngTsm43mf0PHvwhfMATB4WznM81zXbXNqxFc6zDeTs67BfxClnJfcA+9+ppNU4LZynnGPpLpQnqeyFD/sUzxOF8wTB72T8F5B7w5gP6kHZV19X3sr68gZOmhzDiswzuXfzvRyqOcTUKIdKyj8+DsbErlXI/p0zK4H3dhWzKbuSqZpAAO9VvrcJjgZ9pH2lXpZlHmuNJSJpNsu+fp8vwifxrSqCt7YXct2KDH536iSvrWb3ljAhjACdhry91YMO6vP2VhOg05AwIcyt483VeSQ17eXt8Ku5KEw3qGs6I6kkwuOCqXMR1AeqA8kMywSVBmnSGZxx8Av+lVWC1ToDVe/0OU/lfQOJcyGw7/+Xlh9/pPyBB+jM6d4vX/nPfxJ20YXE/fGPSBrl2zVWH0uINoSj9UeHNpch+jJlJjmF+fwj4cQRsUpvqqyk/cABkCSCFyxAFTy0fd/hgeEYtIZRt1JvMVnZ9mkeu74sxBil48xfziA8buh74Fu3b0c/axaSdnDp+65EJQaTt6farS4bMbffTvNXX1Hx4EMkP/3UkK5b/cQTSCoVkb+4fkjjCILPyN3V77ufGmRVfCetcb1RFd8WNLfjSWAPA1XF7xvYg3eq4nse2NtedVUV334TBew3V0RVfEEQhsuYT78HiIjXU1fRSn2LiZOnxHJy6sloVVo+zfu0+6DKLMj/FhZcB2rXb1qXZEYSZQjg472lVBd1Vb73Vo96G0lSUvArDiHLMvd+fJD/+z6fyqt+RWBYKH8+/D7f/nYFF85N5plv8vjb54d9UhUaQK1RkTotkmN7q7FaPP+FY7VYObavmrTpkajdLNCVv/EFAOKWXeHx9QYSER/c7576wzWHmRg+EY2q637X9IsItjYxvW07+0sahnbh9gYo3QXpK/q81PDxxxReex2YzCQ++i8mbNtK5ob1hF98MfVvvEnJ7Xcg21YFJInx4eM5Wue/oN5itfBU/R4yTWZWl/lxG0CX1p07yT/7HIpv+iXFN97EsUsuxVRaOqQxJUkixZgyqlbqa0qbeefvO9i1rpApSxO4+I/zvRLQW+rr6ThyBP38eV6YZV8RiQbaW0y0Ng68tUgbG0PUL39J86ZNNH7uZBuVmzpycmj4+GPCL7sMbWzsoMcRBEEQBGFsEH3qR7jw+GBki0yELLFsXBTGgABWJK1gbf5afjvvt0oAt+1ZUAfC7CsHHE+jVnHmjAT+t62QM1sDCA4LRBfig6rfsVNh16s8920Or/xYwHXL0/nD6ZNpirqHkltuIeTt13no2msJ0qp47rt8EsN0XLV0cK2qBpIxK5qj2ysoz2sgYbxnaapFh+tobzaROTvGvRNkmZAj77FDmsaSObM8n+wAIhKCyd5aTkeriUB99w0cq2zlcO1hzsw4s/vgzFVYdZGca/mBjVmXMjM5bPAXLvhRuQvfK6hv+OQTSu+8C/3ChST99wnUBuUGkdpoJO6eu9GmJFP50N+piIkm7g9/AJR99Z/nfe7WyqYvrC9cT17jMR42TkV98H1Y81cICh32eYCyglx49TVoExNJ/M9jWOrqKfvTnzh28SWkv/8emujBZZeA0tbuQM0BL87WN2SrzL6vi/nxg1wCdGpOv3H6oLNqnGndtQtQ0t99Icqh1kVwaOCAx0f87Eoav1xH2X33o5s71+OgXJZlKh5+GJVeT+R11w5qzoIwrLyQiu+qhz0MJRV/qD3sYXhT8V31sIfBpuK76mGvnCNS8QVhRJMR6fcjXUS8slI1N9xAmF4Jvs/KPIuvCr/ix9IfWR41A/a+CdN/AsGRbo159qwEXtp8jMK8BpK8nXpvEzMZTC289eUPrJk6jT+cPhlJkjCeuobG1aupfvwJDCtWcO9ZUymqa+OhL7JYOTGG9CjvtZuySZkagVqr4uj2So+D+uyt5QQGa0id5t7fbenB70gwl7J//LVoBtl6y5Xwrv8PtWWtxGd2B6KFjYW0mFqUInk2ai2qaedz8vaXeeXwMThlwuAvnP8NaIIgqbvHd9vBg5T96W708+aR/OwzqAL7BjSRV12FqbCQuldfw3jaaehnz2ZC+ATeMr1FeUs58QYv7PX3gCzLvHTgJdKMaaxe8Hs4dCLsfg0W/3JY53FsfzW71h5D2r+VpLS5zHn1UdRhYQAEpKaQf+FFVP773yQ88MCgr5FsTObLgi8xWU1oVd5PO/eG5rp2vnr5MMVZdaTNiGLV5ZPQG717k7F1+w4krZagGTO8Oq6NvYBlcQspUwb+OSFpNCQ89BD5551P6e9+R8pzz9m3p7ijae1aWr75lpjf3SX20gujxxBT8V3tsVfOGWwqfs899uCdVHzXgT0MNhV/qHvsnZ2pTKfnHnvbiCIVXxCE4XBcpN8TovwAn2rQ259akbiCsMAwPs79GPb8D0wtsMD9fZWzk8NIC9Nhruv0/n76LuaoyQDMDCzjwfNn9FiRjbv3HtShoZTcehu0tfLg+dMJUKu48929WK3eT8MPCNIoq/U7KjCb3K+C39lmJn9PFePnxqLWuvffreDb1+iUNcxaPXDWxGDYbvL03ldvK5LXI6gHmHERgXSSXLGByqZ2Bi3/W6W/u1Zpm2VpaqLk179BHRFB4mP/dhrQ20Tf9ls0cXGU3X03cmenvQK+P/bV76zYycGag1wx5QpUiXMheRFsfQasg++O4JTVCo2lYOr7d/7tm0f47L/7aCyuoTIwjW2JV3Asvzt1O2jSJCKuvIKG9z+gbf/gV9pTjalYZAulzUNL5feVwkM1vPmXbZTnN7Lq8kmcfuN0rwf0AK07dhA0c4bL/6NDEWTQogvRUl/Z6vY5genpxP3pj7T+uIXKfz3q9nnmujrKH/gbQdOnE3GF97f3CP4hSdLDkiRlSZK0T5KkDyRJCvP3nARBEITRQ/SpHwW2FtXRIFmJo7uYl1at5bT009hYuJHGbc8oq6cJs9weU5IkzkqLQgICIn3zRveTMmUV+ReT24kI7vlGXRMZScLD/6AzP5+y++4jJiSQu8+cwvZjdXy81zcByOTF8XS0msnf6357t9zdlZhNViYuinPr+PqWDlIqNnI0ZAHRQ0ibdsUYGYRG27cC/v7q/QSpgxgXNq7nCUnz6QxJ4RzVD2zKqhrcRZsqoOJAj9T7yn88jKm8nKRH/4Um0vXqpNoQTNzdf6IzJ5eGTz+zz/FI3ZHBzWcIXj70MmGBYZyVeZbyxKIbob4Asge/v7mHkp3w1uXw9zT412R4IBb+u0i5+WYxU3Cghv2bipm6KIoFP9zN6oD1xKSGsPGVLBqru/uXR914I+qICCoffnjQU7G1tStoLBjqV+V1+74u5tPH92IID+TiP85nyrIEn2zFsLa00H7okM9S723CYvTUV7gf1AOE/eQnhP/0UmpfeIG6d94Z8HjZZKLk1tuwNDYS/5f7ld7SwlixHpgmy/IM4Ajwez/Px3ec9LC397F3eM7Ws96tHvZdfeylDlN3H/u27j72mjarvY+9tk2297EfqIe9rY99ZavB3se+pCPM3se+3KGPfa1Va+9jP1APe1sf+wiVqbuPvbbe3sc+MbC7j32Mvtnex36gHvb2PvY6hz72uu4+9ladxt7HXg7UdvexH6CHvb2PvVpt72Nv19XD3mkfe0EQhpUI6ke4b49U0RAAckPPXw5nZ55Np7WTL02VsPAXHo87O0RJGd3d5Lzo2lCYLFb+9W0pVaooJqjLnB4TvGgRUb/6JY0ff0Ltiy9xwZwkpsQb+ef6bDrN3k/bSpwUjiE8kKzNzufjzOEfygiN1hGb7l47rS+/+pJEqYqIeecPdpoDklQS4fHBfYL6fVX7mBo1tbtInv0ECe2si1iiPsSOA4cHd9EjXyh/TlBav7Vs3kz9O+8Q8fOr0M2a5dYQhlWrCJw0iZr/+z8MmmCSDEkcrhnkfAbpWMMxvin6hosnXoxO09WVYNKZEJEBX/9taKv1bXXw7jXw3Ilw7AeYei6c/gis+pPy5ubDG+l8+VI2vXaI8Dg9U8w7kVqaiL/5JtZcp7RZ2/hK99+H2mAg8udX0bptGx25uf1c1DVbW7uipqLBf10+sHdjEd+9dYS0GVFccOc8wmL0A580SG0HD4LFgn72bJ9dAyA0Vu/RSr1N7O9/T/CyZZTffQ91b77V73Gy1UrZfffRumUL8X+5n6BJk4YyXWGEkWX5S1mWzV2fbgGS/Dkfn5OtToN7x+ftwb5DYC87BPb24N5k6g7uTWZ7cK/qNNuDe3W7pTu4b3UI7m2BfVt3YG8L7uUWrT24r23W24P7srZQe3BfZnII7i1Ge3BvC+xb+wnsAx0Ce1twH6dutAf38Q7BfbyuwR7c2wJ7W3BvMVi7g3sD9uDeFCzZg3uzXmUP7i1B6u7gPqA7uLcH9gHdgb0tuLcH8rbAviu47xHISyp7cN+DCOwFQXDTcfHTYnNuDbrIIOorWnukpk+NnEoGAXwSGg6Tz/Z4XHWDCZMKPs2t9OZ0AXhnRzFFtW2ooycg1fRfXTzqxhsJWb2aykceoWXTJu46bRJFtW38b6v3VxZVKolJi+MpPFzbY0W0P2W5DZTlNjDjxCS3VhDbTRZa9ryPBRXxCy7wxpT7FR6v75F+32Hp4FDtIWZEO98zLM24GDVWIo99MrgbJtlrITQFYqcid3ZSft/9BKSmEv3rX7s9hCRJRF57LZ15eTR//TWTIyeTVZvl+VyG4NVDr6JVablk0iXdT6o1cNI9SvvFvW8MbuCibfDUUjj0Iaz8HdyyD87+j9KNYuUdcOMPcNZj7D9spLnexKqLEmh86w108+YSNHEixigdC85Mp+RIPRXHuvdYhp57Lmg01L/z7qCmZWtrN5JW6rO3lvP920fJmBXNmuunoQ307Wpz2969AD7bT28TFqOjtaGTznbzwAc7kLRakv77BIaVKyn/858pu/seLM09b9hZGhoouvFGGt59j8gbfkHYued6cebCCHQ1sLa/FyVJul6SpB2SJO0w0TGM0/IBT1btzWafrNrrq60+WbUvMKt8smo/KabSN6v2Bp1vVu27An5BEHzL1qderNSPUEW1rZTUt5GUForFZO0RjEr1BZxVW8kurYqi1gqPx64ubkIbGciuogYKazxfYepPh9nCExuPMjsljPCUqVB9FPppVyepVCQ89CBBU6ZQcuutzGs4xuKMSP67KZd2D/a+u2vq8kTUahU7vxg4yNn9ZQGBwRomL0lwa+zXtxSwwvwjTXGLQR8x1Km6FBEfTHNdBx1tSgBxuOYwZquZmVEznZ8QPYGG8KmcLn/L9mOelf+hsxXyvoaJp4EkUfvqq3QWFBD7pz+iCgryaCjjqWvQJiVR88KLTI6YTGFTIU2dTZ7NZ5Dq2uv4KPcjzsw8kyhdVM8Xp5wLiXNh4wPQ0ezZwLtfg5fOAHUAXLsBVv0eAnvVqZAkrLN/xgF+SmLAfkLeuQFTURERP/2p/ZDJS+MJCFKz96vuVXVNVBQhJ55Iw0cfYe0cuF1ab/a2diOkV31NSTObXs8iYXwYq6+d6naLyKFo27sXbWqKzwvKhcUq2QYNlQPfMOxNFRhI0uP/IfLaa6h/911yTjqJsrvvpvqppyi7+25yTjyJlh82E3fvPUTffLO3py4ME0mSNkiSdMDJ4xyHY/4ImIHX+xtHluVnZVmeJ8vyPC2+2T43Ivlou4lJ55s3sBGqvsX8vKGy1cstiLtIHb6ZryAIw0eWJa88/GHMB/Vb8moAmDFFCUJ6FEfb/TpnNrciIfFJ3icejWu1ylQXN5PRVQn+k33e28f+1vYiShvaue2UCUhRE6CjEZr7zwZQ6fUkP/sM2sREim+8iVviWqlq6uD9XSVem5ONITyQKUvjydpcRmNN/2++68pbyN9XzfSVSW6tJLZ2mvl807dkqsoIm3OeN6fsVO9iefuq9gEwPXp6v+fo5l7KdNUx9uze5tnF8jaBuR0mnoa5qorqJ5/CcMIJGJYv93jekkZD+CUX07ZzJ1PalBsf2bXZHo8zGG9lv0WHpYMrpzgpYChJsOZBaC6Hz+9wb0BzJ3x2O3z0S0hdAtdthIT+U7wLD9TQ3CQxbWkUdd8eQh2qI+Tkk+2vBwRpmLwsgdydlTTXdRfXC7vwJ1jq6mj+6iu3v1ZHKSEjo1e92WRh3XMH0AZplIBe4/sf37Is07Z3L7qZ/dzs8iLbFgJP99XbSAEBxNx+O2lvvoFhxQoaPvucqsf+Q8MnnxJyyimkv/0W4Zde6pcWkIJ3yLJ8sizL05w8PgKQJOkq4EzgMlnu5074WORmKn7vPfbeSsXvs8feS6n4vffYeysVv/cee2+l4vfZYy9S8QVBGEZj/ifElrxaIoIDmDFZCeprSruCeqsF9rxOXPoJLIxfyMe5H+PJe4C68hbMnVbSx4czLzWcD3eXeHR+f9pNFp7YmMOCtAiWjYuCqK6ibdWuC6JpIiJIeeF5NFFRhN57Oz+xFvPMt7lYfFAJf/aaVJBgx+fHnL4uyzLfvHEEbaCa6Se4t63x5c0FzGzfoXwyfrWXZtq/iARbW7uuoL56H/HB8cToY/o9J2DmhVhREX5k4IJcPWR/BoFGSF1K1ZNPYu3oIOauOwc9d+OZZ4IkkfSDsi3jcK3v99WbrWbeyX6HpQlLyQzLdH5QykJYcSfs/R/s7neRTNFUAa+cDdufgyW/hsveGzA748C3JehDA0hZfQYt5XpC42qQeu11n3FCElZZ5tAP3XUfgpcsQR0dReO6L936Wvt8WcYUSptLMVn9uwqzZ30hdeWtnHzVZLd6uXuDubQUS1X1sAT1odE6kBjUvnpHupkzSXz4H0zcvo1JB/YzcfcuezaTMHZJknQqcCdwtizL3kudG00GSMXvvcfea6n4vfbYey0Vv9cee2+l4vfeY++1VPzee+y9lIrfg0jFFwSfsiJ55eEPY/4nw5a8GhamRxAUrMUYFURNcVdqcO5GaCyB2VdwdubZlDSXsKtyl9vjVnbt241NN3LOrASOVjaTVT70NOjXtxZS2dTBbasnKCtKUV190QcI6gG0cXGkvvYqASkpXP3pf5i2fT1rD7hf1M5dIRFBTF+VxOEfysjf27ca/OHNZZRk17Hk/HFO22u1mduobqu23wSpaurgya9zOD/kkPL1hqd6fc59voZIHWqHCvj7qvb1u5+++6Q4CmNWcVrnlxwrd7MDQGcrHPoYJp1BZ1kF9e+8S9iFPyEwPX3Qc9fGxRG8eBGmzzcQHRQ1LMXyvin6hsq2Si6eeLHrA1feCWnL4eNfw86XnB9z5Et4diWU7oELnofVf1X25bvQ0tBBwcEapixNoO3bb5AtMsYMGdbe1WNrijFKR3xmKHm7u/9fSmo1ISesouW77waVgp8SkuL3tnaNNW3sXFtA5pxot/q4e0vbPiWDRTdzls+vpQlQExIeNOiV+t4ktRpJoxEr88ePJ4AQYL0kSXskSXra3xMSBEEQRg9ZHt3V712/kx7lbPvpr1+RAUBUcgjVtqB+1yugj4SJp3OSbEan0fFJ7ifMjZ3r1tiVx5oICFITFqPndEM8f/7kEB/tKWVyvHtV3p1p7TTz1KYclmRGsiij6417SAJo9eCiWJ4jTVQUqa+/Rsntd/CrTR+w++5SLK88hjo0dNDzcmbRORmUHqnnq5cPc8GdesLjlJXv4qxavn/nKAnjw5i6rOde+qbOJp7Z+wzvH32fJlMTwdpgLpl4CUW5y8DcyhTTARh3rVfn2R+VSiI8Tk9daQvlLeWUtZRx+eTLBzxPt+wmwt//igPfvELaxbcNfKHDHyvbJ2ZfQdXjjyNpNETdcOOQ5x96zjmU3vU7Tqyfw84g3wf1bx95m1h9LMuTBtgyoFLDpW/AO1fBJzcrAfycKyE4GqqzYd9bynaEyPFw2TsQ1/92B0cF+2tAhsw5MTQ+sA5NfDxBF54PX/4RjqyDiafaj82cHcP37xyloaqV0Gglpdtw4irq33mH1m3bMSxb6tHXnmpUbjIVNhbaPx5uWz7IBQmW/mT8sF63bc9epMBAgiZOGJbrhcXqvBbUC8cXWZbHDXzUccC2Wu+wmitbZSSV1f6cbJWR6Kq5o1Yrq/WAhNKnGVBWk019s5MkBloNcnxVcvKxCgtaANoB9yvU2AqgmnpcIlDSOv24+xiTw7mu2ebSDvY5KgM5+zp6XKQP2yt93tp3/Z1KWk333zXY/w1Qq+3/NrJV7lqtd9hCYZ+Gqk9mhiAIx7cxHdRvzVd+RC/MUNJ6o5IM5O2porOmnIDstUobO00AegI4JfUU1h1bx+8W/I4gzcDFyyqONRKTZkRSSUQaAlkxPooPd5dw++oJaAZZvOqVHwuobu7kmSsc3kCrVBA5zq2Vehu1wUDyf5/gqz88xIyP/0fW6WeS+tCDGJYvG9S8nNFo1ay5birvPLiDtx7YzrQViVhMVg59X0pYnJ6Tfz6lR9pYi6mFG9bfwMGag6xOXc3MmJnsrdzL8weex9L+GbdPORPV0Q4Yf7KLq3pXRHwwpUfr2VWhZGjMjRv4hk7s9JPI/TCNlJxXQL5VSZtzZderEJFBe0c0jZ98SuQ1V6ON7T/F310hJ5+MFBTEgoMm3tXl025ud+v/7WAUNRaxuXQzN826qW+7P2cCQ+DSN+HbR2Dbs8r2AxtjorIyv0D53nNX/r5qQiKCCDNaqf7+e8J/+lOkhb+AHc/Dpr/BhDX2f4v0mVF8/85R8nZXM3u10pIuePFipKAgmjdu9DioTw5JBvBbsbz6ilaO7qxkzuoUQiJ882/cn7a9ewmaNg1Jqx34YC8Ii9GTva0CWZbFCrsgDIVsdR7YA0gqe4AoYbEX0JMtFnsQKtMV2EOf4L47PHfFVXCvvGZBi636iWfBvanPJVwH97b5ux/c2+alBPfOQnT3g3unP8lMJvvfr+xwjGzp/veQsNgDewBJZe0b2IMI7gXBi/xV5M4bxnT6/c6CWoxBGibEKJW0o5JDQIaa7z4FqwlmX2E/9pzMc2g2NfN10dcDjms2WagpbiYmtXtV/uL5KZQ3tvN1dt90dHc0d5h55ptcVk6IZm5qr73FURM8CupBST1dfP9d/PGUW6mTAim67jpK//QnzHV1g5qfM6HRei65eyFp0yLZ+1URWVvLSZ8VxQV3zO0RfJitZn698dccrDnIv074F/9Y+Q8um3wZ9y1+EGPDL1AH1LBefod2rR5SPQu4HHUWF9P4xTpq//c/WnfvRh4g1ToiQamAv7NoD8HaYCaGTxz4IpJEVuplpJryaTv4uetja3Kh4HuYdRlV//kPquBgIq65xoOvqH+q4GCCFy0ifm8JFqvZp63t3jn6DmpJzfnjznf/JLVWqWJ/2yG48mP46dtw/Sa49aCyh96DgN7UaaH4cC1pM6Jo+eYbZJOJkFPXKNdY/lso2wtH19uPN0bpiEo2kLenu7ikKiiI4KVLafr6a49rX0QERWDQGvxWLG/3lwWo1SpmnJg8rNe1dnbSfugQOh+3snMUGquns81MW5OoIi0IgiAIwnAa3S3txvRK/Y5jdcxNDUfVtWIclaS0Maneu4/4pAUQM8l+7Ly4ecQHx/NR7kecln6ay3Gri5qxWmVi07qD+pMmxxATEsgb2wo5ZUqsx3N96Yd86lpN3HqKkzTXqPFw4D0wtYFW5/aYwYEaFp26lGuCovgs5DANb75O0/oNRP/m14RffDGSZuj//IbwQE79xXTMnRbUWpXT1bU3s95ke/l2/rL0L5yYcqL9+YfXZVNSms7t597Ns1n3cG9yBn/XeF4AzFRZSdWj/6bhww977K/WxMYSc/tvMZ55ptN52bYM5BwrZFbCLPdWoYGopVeSl/s80V/eC1NOVVLOnfn+UVBpaVPPovmr54m++TdebQtmOHEVzZs2kVylZm/VXmbFzPLa2Dadlk4+PPohJySfQGyw5/+v0eogY+WQ5lCcVYfZZCV9RhTNLzyHOiKiu3DbjIth09/h23/A+FPsq/UZs6LZ9kk+LQ0d9qJyISeuovmrr+g4coSgiW7cwOkiSRLJIckUNA1/r/rmug6ytpQzZWnCsBXHs+nIykLu7ByWInk2odHKz7fG6jan9TgEQfBAr1R8++q8SMUf0EhKxbevzotUfEEQXBizK/UNrSaOVjYzN7U7iDKEBxKog+p6Pcy5osfxKknFWZln8WPpj5S3lLscu6KrSF6MQ1CvVau4eH4ym7IrKan3rM9yQ5uJZ7/N4+TJMcxKDut7QOQ4QIbaPI/GBfjZkjTMmgDennsuGR9+QNDkyVT85a/k/+RCWnfs8Hi8/mgC1E4D58rWSp7Y8wRLE5dyTqa9lTAbDlXwwg/5XLk4lV9NXcxN9fV8LjfyVaFnbcc6cnI49pMLafz0UyJ+/nPS3nuXcRu/IvHf/0YTFUXpHXdSctttWDs6+pxra2vXUml2u5YCwJz0GJ5Q/ZSQxqOw9w3nB1VmwZ7XYcF1VD73OuqICMKvcNIKbggMJ5wAwImFIfaWfN62oWADdR11XDThIp+M745je6vQBqmJzwyh5fvvMSxfhqTq+tGl1sKym6F4OxT+aD8ndZpSk6IkuzszJXjRIgBat271eA6pxlSKGosGPtDLDn1fgtUqM+uUlGG/dtveriJ5s4YvqDdGdgX1LtplCoLgITfa3Q2lKr6rdndDqYrvqt3dUKriu2p3N5Sq+K7a3Q2lKr7b7e5EVXxBGDLRp34E2lWovJl3TGWXJIkofTXV5kyY2rcX+rnjzsUqW/k492OXY1ceayQ4NABDeM+Vs4vnK+mxr/x4zKO5Pv99Po3tZm45uZ9iVBFKoT9q8z0aFyAhTMdp0+J4Y1sh5pR0Ul58gcR//xtLQwMFl19Bye13YKqo8Hhcdz226zFMFhN/WPAHe9CfX93CrW/vYVqikT+cPhmOfc819Y1MNKTwwJYHaOx07056x9GjFFx+BbJsJe3dd4m98w50U6eiTUjAeOoa0t55m+jf3kbT2i8ouvY6rC0tPc43RuuQ1BDeGudRUK9Vq+gcfyb7GY/85d1Q12sFV5Zhw58hwEBLwEpat2wh6oZfoDYEu30Nt+YRE0PQtGnMz5HYW7XXq2PbvH3kbZJDklmUsMgn47ujOLuOpInhmLIOYamvJ3j5ip4HzPwpBIXCtufsT0UlhxCo1/QI6rWJiWiTk2nZ4nlQnxySTElzybC2tbNaZQ7/WEby5Aj7CvZwatu7F01sLNq4uGG7Zkiksm2nsbp9gCMFQRAEQRC8R2Z0V78fs0H9zoI61CqJmckOVd8tJqJMO6mxpGLV9A2wkkOSWRC3gA+OfoDVRSpTWW4DsRl9q8knhes5Y0YCr/1YQH2re62zKhrbee7bPE6fHse0xH4q1Ed0tT8bxEo9wDXL0mlqN/POjiIkScJ46hoyP/+MqJtupOnLL8k97XSqn3tuUO2+XClrLuOzvM+4eNLFpBiVlca6lk6ufXk7GpXE05fPJUirhvxv0QaGct+Kh6hpr+GpPU8NOLalqYmiX/0KtBrSXnvNaXVuSaUi6rrrSHjkEVp37qT4ttuQzWb76yqVhCW0lcj2eKZFTfPoaztxciy/6bgBq9kEb12mtK6z2fQQHFmLvOw2Kp96AU18PGGXXOLR+O4yrDqB6GN1tFWVD5hh4qnc+lx2VuzkwgkXovLTCkBTbTuN1e0kTgin+dvvQKUieOmSngcF6GHW5UqngSbl70ClkogfF0Zxds8aEsGLFtK6fXt3eqObUo2pw97WriSrjubaDiYviR+2azpq27t3WFPvAbSBanQhWppqRFAvCF41QA9723O21Xnbar3ssFpvX7E3mbpX7AfqYd/msFrf5rBa39a9Wm9bsZdbtPYV+wF72Het2NdatfYV+1bZZF+xdxQoae0r9gP1sLet2Mfom+0r9kHBnfYVe4vB2r1ib8C+Yj9gD3td92q9fcU+QNu9Yq9S2Vfs7T3r3ehh73TFXhCE49KY/e7fUVDL1AQj+gCHfdK5XxMtHcZi1VBb5rxt0nnjz6O4uZidFTudvt5c105TTTsJ48Kcvv6rVeNo6bTwwg/H3JrnI+uysVhl7jp1Uv8H6cJBFzHooH52SjhzUsJ4cfMxLF37sFQ6HdG/+Q0Zn31K8OLFVP3zX+SffQ5t+/cP6hrOvHr4VQCumKxsdWjrtHDNy9spqmvj6cvnkhSutBvj2HeQuoSp0dM5b9x5vJn9JkVN/ac6y7JM2R/+gKm4hKR//5uAVNdtxkLPPIO4e++l5ZtvKb//Lz1eqwoqIaY9mQC1Z/t3V06I5hjxfDL+fig/AE8ugh/+A+9dB988BLMup6l1Cu379xP9q1+iCvDN/mDD8uVIMkwtkL2egv/OkXfQqrScM+6cgQ/2kdKj9QAkjA+j+bvv0E2f7rwuwfxrwGqGnS/Zn0qaGE5jdTtNtd0Bon7BQqxNTbQf8qwNYFpoGgDHGo55+BUM3qHNpQTqNaTPjBq2a9qYa2owFRUNe1APEBKpo7FapN8Lgtc5pNx3P+WFVHyT2Sep+LXNep+k4oeo1D5JxTcFSz5JxUeSRCq+IAwH2f5jb8gPfxiT3/Vmi5W9RQ3MSen15n//O8QaygAoz2tweu7JKScTog3h/aPvO329NKcegPhxzlfVJ8aFsGZqLC/+kD/gav3+4gbe3VXMVUvTSI0cIDU7ImPQQT3ANcsyKKhp5avDPVPtA5KTSf7vEyQ/9yzWzg6O/fQyal58Cdk6tKIrjZ2NvHfkPdakrSHeEE9Lh5mrX9rO7qJ6Hrt4FgszlD3PNJQoX1e60v/8plk3oZE0PL778f7H/vRTmtZvIOa229DPdS9tPvzii4i87jrq336b+g8/BKCmrYYCdTaBbQY6282uB+gl0hDI7OQwXqicAFd8AIFGWH83HPkC5l+HfOo/qfzXvwgYl0noOb4LioOmTEFlMDCzQPJqUN9qauXjnI85JfUUIoIiBj7BR0qP1BGg0xBmMNO+fz/By5c7PzAyE8adDDtfBquyCp84Ufn+d0zB1y9cAEDrNs9S8NOMaQDkN3i+BWYwOtrM5O2pYsKCODTafgox+pB9P/3M4at8b2OMChIr9YIgCIIgDDsrklce/jAmg/rsiibaTBZmp4R1P9nZAlmfETpzCboQLRX9BPVBmiBOzzid9QXraeps6vN62dEGtIFqeyV9Z249ZQJtnRbu//RQv8e0dVq45a3dRBsC+eWqcQN/UREZg9pTb7NmaiyJYTqe/975GIbly8l4/30MK1dQ+fe/U3TjjUNqf/dxzse0mlu5aupVNLWb+NkL29iaX8OjF83itOkO6cQFPyh/pi0DIEYfwxVTrmBt/lqya7P7jGuuq6Pibw+imzmTiKt+5tGcom/+Dfr58ym/7346cnPZWraVWr2Srl3XT+aGKydOimFfcQOVMYvhF9/CzXvhrmNwxiPUvf0OpoJCYu+4wytdBvojaTToFyxgVpGGPVV7vDbuumPraDI1cdFE/xXIAyg5Wk/CuFDadu4AWSZ4yeL+D559BTSVQp7SljIyIZigYG3PffUxMQRkZHi8rz40MJSIoAjyG4cnqC84UI3VLDN+XsywXK+39gMHQKUiaMqUYb+2MVJHU207VqufbnULwljn7VT8Tt+k4vcunOetVPzehfO8loqv800qfu/CeSIVXxAEZ8bkd/yeonoAZic7rNRnrwVTC9KMi4hND6U8v/9ibOeNO48OSwdr89f2ea00p564zFBU6v7/6ibFGbnxhEze31XC11mVTo/562eHyK1q4V8XzSJUp3V6TA8RGdBQBOa+VdzdoVGr+NmSVLbm13KgxPkNDXVYGEmPP07s3X+idfOPHLv4EjryBxfEfJz7MVMip5CgG8flz29jT1E9T/x0DufOTux5YOEWCAiB2O497T+b+jMMWgPP7nu2z7iV//wnlqYm4u6/X/kl5wFJoyHhkUdQ6XSU3HILW/O/xRyqFM+rLWsZ4Oy+TpyktHjblF2l/BIOTwOVGktjI9X//S/6xYsIXrHC9SBeELxoIRE1HVTkHqDV5PnNid5kWebN7DfJDM1kTswcL8xwcFoaOmiobCNhfDitW7Yi6fXoprmofTDxNGWryu7XAZBUEgkTwuzZNTb6+fNp273b42yU9ND0YUu/z9tdhd4YQJyT2h3Dof3gQQIy0lHp9cN+7ZDIIKwWmdaGwf2sEwTBDd5Mxe+1x95bqfi999h7KxW/9x57r6Xi995j76VU/D577EUqviD4hIyofj/i7C2qJ1yvJTnCoWL0/nfAmAgpi4nLMFJf0Upbs/P0+CmRUxgfPp4Pjn7Q4/n2FhO1pS0k9JN67+hXJ45jfIyBm9/czc6C7u6rsizz9y+yeH1rIdevyGDZeDf3y0ZkAHLfSuseuHh+CvoANS/80H+gLkkSEZddRsorL2NtaqLgkktpO3DQo+scqTvC4drDnJx8Bpc+t4XDpY08fflcTp/upOBX8TZImtuj13toYCiXTrqU9QXrya3PtT/fnn2EhvfeJ+Lyy50WxnOHNjaGhH/8g46cXFKf/5IpaeNRa1TUDSKonxwfQnxoEBsP97xxU/3MM1gaG4m9806nbf68Tb9QqUw/6ZiJHRVDb1O4v3o/h2oOcfGki4dl/v2x76efEEbL1i3o585FclWbQBMI0y+ErM+gTVmdj0sPpbG6ndbG7u913exZWJub6cjJ8Wg+6aHpw5J+b+60UHCghoxZ0X3foA2T9kOH0E2d6pdrG6NEBXxBEARBEIabdyrfi+r3XrS3qIGZyWHdAUlrLeRsgGkXgEplX/2qyHO+Wi9JEuePO58DNQc4UnfE/nxZrrLCHd9PkTxHgRo1L1w1n4jg/2fvvMPbKs/+/znay/LeM86ynb0HEEJCGGETNpSyR9u3dO/xe9vyUgothZaWXSiUWfYOBJJA9k5sJ87w3ntKsjXO749jyVvWtJ3kfK7rXE7OeM4jyZJ1P/f3/t4abnxmB3/8+Aiv76rg5ud28s+NJ7hhSYZ3c7zBBOmADxCpV3PNwnTeP1BNfbv3L8yGefPIev01FCYT5bfdhvVQvs/3ee/4eygFJa9+GcOJhk6eunkB5+YlDj2xuxPqCiBt8ZBD38j7BjqVbkC2vuEvf0EREUHcPXf7PJfhMJ15BopvXsOyvVYuPKYjKtEQUKZeEARWTk/g6+ON9DikzEZPZRUt/36RyMsvR5ebG9Q8fUU7dQqKmGhmlwnsqPG/XdtgXj3yKka1kUsnXxqC2QVOXUk7SrWCKJ2NnuMnMC5dMvpFc28EZzfkvwlA4iSzNFZp33vdMG8eANZ9+/2aT5Y5i5buFlptrX5d5y/lhc04elxkz4sPeIzaNhsPfHyYVX/eyDkPb+SOF3ZzsLLVp2vt9fU4GhrQjVdQ39urvkPuVS8jE35CIMX31sM+GCm+tx72E1GK762HfTBSfG897GUpvoyMjJtT7l3e2e3gaH0Hc9Oj+nYWviM5Y8+6GoCELDOCQhjRLA/gouyLUClUA7L1FYebUakVJGaZfZpLeoyB/967nGXZsTzzVTE/efMgR+s6+PmFOdx/+UyU/mThPL3qAw/qAW5ZnoXDJfLi9tEz/pr0dDL//QLKiAjKb7/dp8De6XLy/okPUNryqG5S8a9bFrFy+gh1wVV7pC8O6UODtWhdNNdNv45PSj+htK2Urp076dy0ibi77kQZFTXqPEZj+9pMCtMh9YkPiTKLAQX1AKtzEujsdrCrVFJj1D/8MCiVxN/33aDn6CuCQoFx8RJmVyrZWbszqLGabc18UvoJl2RfglE9inljmKkvayc+3YRt9y5Acq4fleQ5EJ8Lh6SgPj4zAkEhDPDQUGdkoIyJwbpvn1/zmRQpLayVtpf6dZ2/lOxvQGtQkTItKqDrPy2o5ZyHN/L05mLSow3MSDGzu6yZS/++hb+sH+pTMRhbgaTMGa+gPiKmN1Mvm+XJyIwNQUrxvbW7C0qK76XdXTBS/P6EUorvtd1dMFJ8b+3uZCm+jExIkd3vJxD5VW2IIszpH9Qf+i/ETYekWQCoNZLRnTvzPhzRumhWpa/ig+IP6HFK0t3y/CZSp0ej0vheyx1n0vKvWxez7zdr+Pi+s9j2s9XcffZk/2XNhljJYb0lOPlvVpyR1TmJvLS9DGvP6L261ampUmBvNksZ+wLvUvxPT2yjubuJ7ta5/Pv2xSyf4qW8oLI3AE0b3sH+5hk3o1FoePrgU9Q//GdUSUlE33TTqHP2hQ1VX/LRzdNRanUodn5OR5PNbwd8gOVTYtGqFHxWWEfHF1/S8cknxN19F+qkpJDM01cM8+dhbu2hofQwLbbADQ7fOvYWdped63KuC+Hs/MfldNFQ1kFClhnLju0oIiLQ5fmgfBAESZFTvhXaqlBrlMSmGgdk6gVBQD9vnv9BvVkK6sMpwRddImWFzWTkxaD04tsxEv/eVso9L+1hWlIEX/5oJS/ctpi/3zCfr35yDlctSOOxL47z+Jfeyw5sBYUgCOhy/FAShRClWoExUnNyBPWi6Om2ICMjIyMjI3NyczLX1IfPlnucONBrkjcnLUra0VYpOayf8yvpC38vadOjOfBFBT02Bxrd8E/DFVOvYH3ZejZWbGSx4UzaGqzMXpUe0LwidGpyk30wxBsJQZAk+E0nRj93FO45O5urnqjjhW2l3HP25FHPdwf2ZTd9g4p77mHSa6+hTkkZcl5ZUxe//uwV0Kt45uqbWJQ1Siu0il0QnyOZmw1DnD6Oq6ZdRfHbL2E76CD5//4PhU7n02P0RqO1kf31+7l37r0k/zGX2l89ATOX0VpnISHTNxWGG4NGxYpp8WzaV8KNX/4Z7dSpxN5+e9Bz9Bf9PMnQblqlyM7anZyfdb7fYzhdTl4vep0lSUuYHDX670U4aa7pwmF3kZhlxvLcbgwLF/pujDjzSvjyD1DwNiz/DkmTIinaWYvLJaLozVzo586hc8MGHC0tw/e9H4YUUwpqhTqsQX1TdSfW9h7S82L9vvaT/Bp++14Bq3MS+fsN89D1a4UXoVPz4LrZOJwuHvq0iLxkM+fkDK+gkUzyslEYx0+pYY7T0zFRetV3NUHFDqg9BG3l0F4DHbXQ1SB5N6z8Gaz40XjPUkYmeETXgEyu2NuBQlD07RddIgK9C1lKJaLT6WneJIKUTQYpW98P9znelyr7HxUG/Vs65kSNe7mvGV9xL+raB9xCK6iH/bd0jnv+I5sq96cZPPNyoqbvRoMfx4CbDMtwVwJgt3ueX7HfcdHplDL4gIDT87pJ2fo+pUXfNBRDlBkyMjInP6deUF/ZSnqMnhhjr6FWb20ts9YNOC9jZiz7Piun8kgL2XOHr11dlryMREMibx17iySV1NopY8b49ewmehLU+V7bPhILs2I4Z3o8/9x4gusXZ/jkvq9OSSH9yScovf4GKu65l8yX/4PS1NfWr7ihk+uf3kZP4gEWJi5j6aShQf8ARFHK1Odc7PW0W6Z/g8KNL9CaGknOZaGp8d5YsRERkVXpq4iYM52U8w9wqAqqPt5Kwj0X+D3eBXmJ1Pz7Eex1daT99RHvZm5hQpczHUGvZ3aNi00VmwIK6jdVbqKmq4afLPpJGGboH/WlUjvJ2Egn9aWlRF19le8Xx06G5LnSe3/5d0icZCZ/cxUttV3Epki/s/3r6iNWnePTsEqFkkxzZljb2pUXSF9TM/L8+5zJr2rje6/tZ2561JCA3o1SIfDgVbPJr27nV+/ks/77KzBqh/4JsBUUYPDFvyCMmGJ01JWMrKQKO067tCi0+zkpoBddgACmRDAnS50u0heBLgrSh3qCyMictLiDvUHBvTs4RFD0Bfs4PYG99H8p2ITe4H5QYO8+Z3QNkreAWNEbNEtBtO+BPUgBuj+BPdL5fgT27nm55ygN5H9gP9yV0nSk51RQq/qea/C8BiiVnkUX0SV6XkdB4ZIDexmZUZCk8+NnEB0sp1xQf6iqjdnuLD1IrvepC/tq0ntJnhyJWqukrKBpxKBeqVBy5dQreeLAE6xuqSQyXk9Uwti3ePIQlQFFH0l1a4rgKid+dP50Lnrsa57afIIfn++bzFY7dSppjz1K+V13U/W975P+xD8RVCqO13dyw9PbsavKQNXGFdN9CIybi6UsV9pCr6dpPt5MUovIQ2ssZFnrSTYN46DvJ1+Uf0GqKZVp0ZKD/qQf3YPie5up+vBrcs5IRT9rll/jLTu2jbbKvRy54Dry5s4Nen6BIKjV6GfPZm5NES9XbKTH2YNG6d/iwqtHXiXRkMjK9JVhmaM/1JW2ozWoUJVI5R76+X621pu5Dj77NTSdIHGSVApRV9LuCep1M2eCSoV1v+9BPUh19f3NM0NNxeFmYlKMGKO0Pl/T7XDyw9cPYNapefrmhcMG9G60KiUPrpvFVU9s4y+fHeXXFw/sQ+9oaMBRXz9uzvduImK0nNjX3RtMjPEf2OKN8P590FIKcdNgxY9h8iqp7abWNNrVMjKnBhMga6+2itj1AqHO2je7IEYR+qx9gqGTeosp9Fl7rRqhe9ACSSiy9u7XVw7uZWQ8jJdzfSg4pWrq2yx2KpqtzEjplVDXH5Ekk70Gef1RqhSk5URTnt+E6MXRYN3UdahdWuqOdZIx039JbEiJygBnD3TWBT3UjJRILp+bwtNflVDc0Onzdcbly0n67W/o+vprau+/n6N1HVz31DZcIlyyrAmVoOLstLNHH6hmv/QzZd6Ip7isVhoefxzV3Fnsm6Lg2fxnfZ7nSLT3tLO9ZjurM1Z7fA2Uei1RSUYsUelUfOtb9JSW+jyeZe8+2h98gJKMXP6ecpbX36Vwo58/j5jKdnq6pMfoD0dbjrKtZhvXTL8GlWL81/rqSttJzDJj3bsbQafzP8iccYX0s+AtohIMaHRKGso6PIcVOh3aqVM9pnC+MjlqMhUdFXQ7Q99D3d7tpPp4q99Z+sc2HKOoroM/rptFnGn0xYAFmTFctyidf28rpaZtoMTdOs4meW6MUTpcDhFr59BMX9hwuWD9r+Dfl4FCBde/Bt/aAef8AjKWygG9jMxI+Foa5SdSQB96YhTh+Vypt4TnM2JIQC8jIyMzDKdUUF9QI8k1Z6b09pE/9Ia0Eun+gj+IzJmxdLZ0e3U+TzQmspZrEJwKMuf4VnsbNqIypZ+t5SEZ7hcX5aJTKfjF24f8Ckajr76a2Dtup/WVV3nqx39GIQi8etdSDjRvZWHSQiK1kaMPUr0flBrJqXwEml98CWdDI6k/+RmXTbmct469RV1XcAsaHxd/jN1lZ2322gH7Y9LN2FJywOmi7Bs30108usTaVlRExT33oE5MpO1Hv+VEs5Xj9b4vkIQaw7x5CC4Xs+v1rC9d79e1zxx8BoPKwLXTrw3T7HzH0eOkubqLhCwz1j170c+e7X9JQ1Q6ZCyD/LcQFAJx6RE0VHQMOEU/cwa2ggK/fvcnR03GJbrCUldffawVl0Mkw496+gMVrTyxqZirFqSxKmeYtpEj8O1zpiCK8OSmgd00bAUFIAhoc8amHeNImKKlxYnOljEyy3Pa4Z17YOvfYOHtcM/XMP2CoBVRMjInNT664ntrdxeMK763dnfBuOL72u7OX1d8b+3ugnHF99buLmSu+DIyMoDsfj9hKKyWpFEzUszSM3roDZh0NkQM/2U3Y4b05blkf6PXcac2LKJd28RBdfA9wIMiKkP6GaKgPiFCx88uzGV7cTMv+dDirj/119zG/uRcvrn7v7yyTI9O30pxWzEr0lb4NkD1PknOqho+WHO2ttL09NOYzjkHw/z53D7rdlyii+cLnvdrnoN55/g7TI2eSl7MQNlxTLKRjnYnKc88h+hyUXr99XRs2DDiOB1ffEHZjTeh0OvJeO5ZVi+djiDAJ/m1Qc0vGPS90v817el8UfEFdqdvq/tl7WV8WvYp1+Zc69uCTJhpqu5CdInExquxHT6MYeHw3RFGZeY6qC+EukLiMyJorOzE5ez7gqqbMQNnayv2qmqfh5wSOQWA463eHeQDoepoCwqlQNIU314Dm93Jj944QLxJO0RGPxpp0QaunJ/KKzvLaejoUx3YCg+jycpCaRrfdoZ9QX3oFRFDEEX48Adw8DVY/Ru46M+g1of/vjIyJwuj9LL31u4uqF723trdBdPL3ku7u2B62XtrdxdUL3tv7e6C6GU/ALndnYwMcHK7359S7+D8qjaSI3XEmrRQuRtay2D2NSOeHxGjI3VaFIVbqgcaiPSjs8VGR4mLutSjvHH09XBN3Tc8Qb1/Abg3rluUzsrp8fzv+4XsLPGtKm3T0Qaue3YXz559K+qUFJy/+Rnb9n8A4FtQL4pQcxBS5o54StMzz+Dq7CT+e98DID0inYuzL+aNo2/QaPW+CDMSx1uOk9+Uz+WTLx/SUjAm2QgiWIzJZL3yMprUVCq//R0q/+e7WHbvxmWz4erpwXrgAFU/+AGV3/o2msxMsl55GXVqKglmHfMzovmkYPyCeqXZjGbSJHIbtXT0dPBZ2Wc+Xff0wadRK9TcnHdzmGfoG429GXVjaxm4XOjnBxjU510mfUnJf5P4dBNOu4uWOovnsG7GTABs+b6bT2aaM1EJKk60Bt+FYjDVx1pJyDSj9rFl5qMbjnGsvpMH1s3yyexyMN9aOQW708ULW0s9+2wFBeMuvQcwRUtdLsYkU7/jSdj7bzjrh9Lmb7tRGRkZGRkZmZMekdAE9HJQHwIKqtv76ukPvQFK7aju6jNWpNLRZKP88PABbdGOWhBhzhlZ7KvfR1FzUain7TsaAxjjQ5apB1AoBB69bh4ZMQbueWkP+VUjO067XCJPbjrBbc/vIj3GwIvfP5dJT/wD0WIh7g/PMVmfTqY5c/SbNhdDd5vkUD4M9ro6ml98ichLL0E3fZpn/52z78TusvNCwQv+PkxAytKrBBUXTx76OxGTImUmW2q60GRkkPnqK8R961t07dhB2U3foGjefIrmzqP02uvo3LSZ2LvuIvPl/wxo7XfBjCQKqtupaLYMGX+s0M2YgfFELVnmLF4ofGFUafnhpsO8d+I9rpt+HXH6uDGapXeaKjvR6JQoivaAQuFRIPiNKQEmrYD8N4lLjwCgsbxPgq+dPg3UamwFvgf1aqWaTHNmYJn64k3wyvXwhyT4+yLY8HuwSzXt9m4nDWUdpEyL8mmofeUtPLnpBNcuTOec6cO3phuNrDgj50xP4LXdFdidLhxNTThqaydEUK+PUKNQCeHP1NccgE9/AdMvktqeysjIDI83KX7//4dQiq+yusIixa8NkxQ/VRseKb5LrwqLFH/A/93I2XoZmZOWU+bda+1xcqKhk7yUSHA6oOAtqSZS573vePbcePQRago2Vw05Zu92cvDLSlKmRnHlwovRKrW8XjQBsvUhDOoBIvVqnvnmQvRqJVc/sY239lbiHKRc2F/RyvVPb+eBj4+wJjeRN+5ZRnKkHu2UKcT98Q8klXXwrU8VvtUnV++Tfo5gklf/8J/B5SLuf/5nwP5McyYXTbqIV468QlXn0NfLG+097bx57E1WZawiRjfUiMwcr0ehFDz+CgqNhvjv/g9TvviC1Ef+Qty3v03cPXeT8tBDTPliAwk/+D4K7UBTsvNnSC7rn45jtl43cwaO2lpuTb6cwqZCdtftHvFcURR5cNeDRGmjuGvOXWM4S+80VnYSm2bCtncvutzc4KTgM66ElhKixWOo1AoaKvo8DxQaDbpp0wIyy/M7U7/rWXjxcslLYs51YE6Br/4ML10FtnZqi9twuURSpkaNOpRbdp9o1vHLi4Orfb9hSQYNHd1sOFzveR50M/yT8ocDQRAwRWnDG9Q77fDut8EYB5c/LtfPy8j4gg819qGS4g+usQ+VFH9wjX2opPiDa+xDJcUfXGMfMim+txp7ObiXOU0RQ7SNB6fMu/ZwbTsuEWammKFkE3Q1DOt6PxilSkHu8hRKDzbSVDXQ5Gzv+jIsbT0svXwykdpIzs86nw+KP6CzZ/zM0KSgPnTyezfZ8Sbe/vZypidF8IPXD3DuXzbxk/8e4FfvHOKSv33N5Y9v4WhdBw+um8U/b5qPqV9/6/xcA6+fqSB9ywlaXnxx9JvV7JdUFAlDA5KunTtpf/99Yu+8A01a2pDj353/XQQE/rL7L349vteOvEanvZM7Zt0x7HGlUkFUooHmmoFZdqXJiPnCC4n/zreJ/+53ibzkYpSRw9c8Z8QayE028/F41tXPlCTlZ3elE6WN4plDz4y40PLeiffYU7eH78z7DmaN98WvsUJ0iTRWdhKXYsB64EDg9fRuci8BhQrF4XeITTPRUD7QLE83YwbWfP/M8qZETaGyoxKrwzr6yQC7/yXVbE9ZA9/ZBZf8FW5+F9Y9AxXb4ZXrqD7agiBAcvbo9fSPfHaUEw1dPLhuNmad/7L7/pw9LZ7kSB2v7CzvC+rzxj+oB0mCH1b5/da/Sd1RLvoz6MfZBFVGRkZGRkZmfBHlmvoJQUGvbHxGaiQc+i9oI6Uv0T4w99x0dBEa1j9bgKNH6rna1mBl//pypixMIHmy9EX7htwbsDgsvHnszfA8CF+IyoDWCmmVO8QkROh4897lPH7DfBIitGw62sC7+6oxapX8Ym0OX/10FdcuyhhSj76legsfnq3HsPoc6h78E13btnm/Uc0BSMwD5cCAxNXTQ93vf486NZXYO+8c9tIkYxK3z7qd9WXr2Vmz06fHZbFbeLHwRc5MPZPc2JEzmzHJRpqrg1uwuXh2MnvKWqhsGR8Jvi43FwQB1+Fj3DnrTrZWb+WtY28NOe9YyzH+sP0PLEhcwJVTrxyHmQ5PW6MVe7cTs9CG2N0deD29G0MMZK+EgreITzfRWNExwD9DN3MGrvZ27BUVPg85OWoyIqJvDvi1+fDxT2Hyarju5YFt0WZdBZc8CmVbqN53hLj0CDR67+0E95S18PRXxVy/OJ0V0+J9nvNIqJQKrlmYzuZjDbTsO9hrkjcxWreZosOYqe9qhK/+Isnucy8Jzz1kZE5VBknxBxvnufcFLcUfbJwXIin+EOO8UEnxBxnnhUyKP9g4L0RSfA+yFF9G5pRg/BtSh4iC6naiDWpSDCIcfh9mXAZqnU/X6iM0nHtLLu8/doCPnzhE5qxYdn1YiqAUWHb5ZM95M2JnsDhpMS8WvsgNOTegVgaXJQuIqAxw2aGzVpLwhhilQuCi2clcNDvZ52u2VW9jQfIi0h58iNLrrqXqe98n679voElPH3qyKEqBTu7QuvaGRx+l+9hx0p98AoV+ZPfpW2bcwnsn3uPXW37Nfy/9LxGaCK/ze77geVq6W7hrtneJeUyKkeN767H3OH02KxvMpXNSeOjTIt4/UMO9KyePfkGIURiNaCZnY8vP56ZvP87mys08uOtBZsbNZHrMdABK2kr43pffw6Qx8dCKhyZEX3o3jb3yeGP9URyAYcH84AedcQW8+23iJreQb3PS3mQlMt4A9CkbbAUFaDIyfBpuSpTkgH+i9QR5sV6y2o5u+O+tUhb4iidBOczzPPdGnAffpm6bkplneP+ds/Q4+PF/D5AcqecXa0PXcm7d/DQe3XCMzkMFJCxfHLJxg8UUraOrtR7RJQ79shksX/0F7F3ULPoJz35QyMGqNpo6u5mTFsUlc1MC9imQkTmtEF0DAj/pvdob2AsKzwKqgNPTy150OnG/m0WQAk+QAvt+CPiSdep/hjDo39IxJ2rceh/frIAB2gH7kFtoBfWw/5bOsfde5xvN4JmXE3W/Gw1+HIMmMQyKQVd5sNs9z6/Y7xzRKb0eAlISS3SJntdRULgGGke7X18x9IkkGZkJyXhp50PAKbMMl1/dxoyUSIRjn0JPh0/S+/5k5MWy7MrJ1JW289VrxzCYNVz9s4WY4wYGl7fMuIU6Sx0fl34cyun7Toh71QdLVWcVpe2lLE9ZjtJkJP3xxxGB8ttux15XP/SCjlqwNkvt7PrRtX07zc/9i6jrrsV09tle76lT6XjgrAeos9TxwI4HvJ5b1FzE0wefZu2ktcxLGL6G343bAb+lt64+ENJjDMzPiOK9A763SQs1+hkzsRUUoBAU/OHMP6BX6bn+w+t5cOeD/GnXn7j2g2tp72nnkZWPEG8IPtsbSpqqOhEUAurDO9FkZaGKC4F5X85FoFAT27m59x59r692yhQEjQarHw746eZ01Ao1x1qOeT9x+z+g8ahUr20a4XkWBBrm/h9ONCR1ef9M+f0HhZQ0dvHQVbOJCFJ235+MWANnxCnRtTRMCJM8N6ZoLS6niKWjJ7QDt1Ui7nqGPdFrOfO5av69rQyXS2RSnImNRxu49V+7+PU7+djsztDeV0ZGRkZGRmZCM5bye0EQLhAEoUgQhOOCIPxshHOuEQShUBCEAkEQXvY23sRJ0QVBj8PF0dpObj0zCw4+CqZEyDrL73Hmn5fJnNXpNFd3EZ1oQDVMtvbM1DOZEjWF5wue55LsS4ZI0cNO/171GUvH9t7DsK1aktovT1kOgCYzk4ynnqT81tsov/02Mp59DnViv6xXXa8pWb+gvvvECaq+9300WVkk/vSnPt13Tvwc7pp9F/888E+yo7KHrZW32C38esuvMWvN/GzxsO+VAcSmSrLjxspOEjIDrzG/dE4K/+/9Qo7VdTA10buKIBzoZsyg7d13sdfVk5SYxJuXvsmfdv2Jlw6/hEahYWHSQv53+f+SZEwa87mNRmNlJ1GJero/2k3EmnNDM6g+GiavIqbqVRAW0VTVSfZcKcgWNBq0OTnY8n03y1Mr1EyJmkJRi5dOGB11sPlhSd49xfvjqGuUVANJNc9D2y0QmTrknA8P1vDKzgruXTmZ5VNC36VgnUnyGmhKnURsyEcPjP696o2R2lHO9p3WDY9gcjr4n+rzuHFZBt9aOYWkSEnV1eNw8dCnR3j6qxKaLT38/fp5Y/8ZLyNzMjFMth6kjK97v+gSPVlhlEopU4yUOXYnxQS1athsPfiSpx58xcCrpUy4lBn3L1sPYPczW9//Wu+452IDzxyH5t37/3vkZ2K4PD/geU4FtarvuaYvWy/939mXnRcUHrXFkIy9nK2XkQkZgiAogceBNUAlsEsQhPdEUSzsd85U4OfAGaIotgiC4FVGeEoE9cfqO+hxupgX64Rdn8KSe0ARmHxaqVQQnz5yICYIArfMuIVfbfkVW6q3cGbqmYFOOzDC0Ks+GLZWbyXRkEh2ZLZnn37OHNL++U8q772X0muvJf3JJ9BNl6Tf1PVmRBMl2XJPeTnld9wJKtWosvvB3D37bsray3h076M4XA7umHWHR0re2dPJtzd8m6KWIh5Z+QjRutGNsCLj9ag0iiGGif5y0ewUfv/hYd7eV8VPLsgJaqxA0Hkk5fmoE1cRp4/jTyv+xO+W/w6tUjuhg5Tm6k5iYwRcbW0Y5oVAeu9mxhVojt2DOUoY8vrqZuTR/v4HiC4Xgo8O6NNjprO5cvPIJ3x5vyS/P+/3o45VV9KGKVKJSdEkZffPv3/A8YLqNn783wPMy4jiB2umjTBKcMzvrscKfGIzE547+I+7V31XSzdkhWbMXUdKyDv4EuuFM3jojos4Y9ACiUal4JcX5RFt1PCnT4qYnxHN7WdOCs3NZWROVcQ+yX3frokrxfc9sAe/pPie46GW4vsW2LuP+irFdy+uyFJ8GZk+/PBNDpbFwHFRFIsBBEF4FbgMKOx3zp3A46IotkhzE4eRQPdxSsjvC6qlD8+F7Z+DywFzbwjr/dZOWkuCIYHn858P632GRa0HYwK0jH9Q73Q52V6zneUpy4cEisYli8n8z0vgclF61dU0PP44LotFytSb0xA1Ztree4+SK67EZbGQ8fRTPtc0u1EqlNx/5v1cmHUhj+9/nGs/uJZ/Hvgnj+59lEvfuZSDDQf504o/sSpjlU/jCQqB2FRT0EF9fISWs6fF89beqiGtAccCXW4OKBTYBknKdSrdhA7o7T1O2ptsmHoaAYJ3vu9PzlpQaojV1Q2Q34NUV+/q7MRe7ntJS05MDs22ZhqtjUMPtlbA/v/AwtsgdnRfhdridhInx8DMK2HP82Bt9Ryra7dx5wu7idSrefKmBaiV4fnIVh0vojkqgXeOtfvVCSCcuDP1HSFywH9nXxWf/+chjNhYcN0vhwT0/bn37MmsyUvkgY8Oc7SuY8TzZGRkZGRkZE4NREIqv48TBGF3v22wsVcq0N+lubJ3X3+mAdMEQdgiCMJ2QRAu8Db/UyJTX1DVhlGjJPb4m5A8FxLDWxeqVqq5Kfcm/rLnLxQ0FjAjbozrUMPQqz4Q8pvy6ejp8EjvB6PLzWXSm/+l7oE/0vi3v9P09DMYEh0IOhO2d1bhqK9HP2cOqX/5M+rUoZJjX1ApVDy44kHWZK3hsb2P8Y/9/0BA4IzUM7hj1h0sSPQvMIxNNXFiXz2iKAYVAF+9II17j+zlq2MNrBxj0y2FXo92yhS/6sQnAq21FhBBV3cUZVwcaj8Xebyii4Qp5xJ7aDelLQk4epye8hq3ssGaX4AmK8un4aZFS/nsI81Hhqp1tjwKCHDGd0cdp6utm45mG7NXpUHut+DQG1DwFiy8jepWKzc8vZ02q53X7l5Ggtk3489AsBUUwLQcihu7ONHQyZSE4MpGuuxdvH/ifbRKLZdNuQxFAC7KOpMahUqgqzU4B3xRFPnHxhP8+dPD7DB+hiNlOYnTvZcuCYLAn9bNZsWfvuRPnxTxzDcXBjUHGZnTgpNEih+YcR6calL8wcZ50jWyFF9GJkQ0iqIY7JcHFTAVWAmkAZsFQZglimLrSCef9BRUt3NhfCNC7UG48KExuedV067i6YNP88SBJ/jb6r+NyT09RGVA9b6xvecwbK3eioDAkuQlI56jio8n9S9/Jvqmm2j/4D0sH70IDhO6WbOIvPRSIladg6AOzvRLEATWZK5hTeYaepw92Jy2gPuux6aaKPy6mq7WHk+mMBBW5yYSbVDzxp7KMQ/qQQpUOzduDHpxYixp7jUo1BzZhWH+/NDPe8aVxB54DlFcS0uthfgMKXDVTp6MoNViy88n8uKLfBrK3UlgSFDfUQd7/w1zr4fItFHHqSuRvvAlToqElHSIz4X9r7A/8Uq+/Z+9tFvt/Pv2JcxMHb1/faA4WlqwV1eTcuXVUAnrC+uCCur31e/j259/mw67lOH+ouILHjjzAUwa/1rlCYKA0aylqy3woN7udPGrt/N5bXcFP5tSRXxlPSx72Kdro40a7lk5mYc+LWJ3aTMLs2ICnoeMzGlDKKX4gwJ76ZrgpfiB1djDaFL8oYE9hEaK739g7z7qTYo/pMYeZCm+zOmNCIxdj/kqoH+bsLTeff2pBHaIomgHSgRBOIoU5O8absCTXn7vdIkU1rSzTrkZFGqp9/MYEKGJ4NaZt7KxciP76/ePyT09RGVAWyW4xtedeVv1NvJi83yqVzfMn0fSXVeSfUED2Y/+iPTH/475/POCDugHo1FqAg7oAeLSjABBS/A1KgWXzU3ls4I6WrpC7N7tA7qZM3A2N+OoqRnzewdKS00XggLUpfmhaWU3mOkXEqurAyRDPjeCSoUuJ2dIuYI3zBozqaZUipoHmeVt+7vUcvKM7/k0Tl1JGwqlQHyGCQQB28xroHInP/rnmwC8fOdSFmSO/v4KBluBVL6VsHAus9MiWV9QF/BYPc4efrPlN5i1Zv6z9j/8bPHP+Lryax7e7VsgPRhjlAZLW2Dvn3abndue38Vruyv47qop3G3eCoZYmHahz2PcekYW8RFaHl7vxRRRRkZGRkZG5pRAFEOz+cAuYKogCJMEQdAA1wHvDTrnHaQsPYIgxCHJ8YtHGvCkz9S3We3MSjIwv/UzmH4hGMYum3Jj7o28dPglHtv3GM+e9+zYZUTdveo7aod1yh4LOno6ONhwkNtm3ub7RW7n+4SJ0zZrMH0O+B1kzgzOB/y6xek8v7WU13dXcPfZY9uzXu+RlOejTkkZ03sHSnNNF2aDC4XoRD8/hPX0brQmImcsRFlrp6myDUj2HHJ3DPDHLG9a9DSONB/p22Fpht3Pwcx1PtXSA9QUtxORZOCLow18WdTAjoMpfCYK/DhpL0vvvJlIfWgXvYbDViC9L3V5eZxnqePh9Uepa7eRGIDc//mC5yltL+Ufq//B7PjZzI6fTXl7Oa8Vvcbts24nPSJ99EH6YYzUehQc/nCsroNvv7yX4oYu/nTVbK7JNcCfP4LFd4JK4/M4Bo2KO86cxAMfH6GotoPpSWPfzUJG5qQkBFJ8b8Z5EIwUP9ge9jC2UnxvPewhUCm+tx720jWyFF9GJlyIougQBOE7wKeAEnhOFMUCQRB+B+wWRfG93mPnCYJQCDiBH4ui2DTSmCd9UB9j1PDa6i54pTnsBnmDMagN3DX7Lv64849srNjIORnnjM2N+/eqH6egfmftTpyic8R6+mFpOCKpKXwMeMYDrUGNKUY7xEwtEHKSzCyeFMOL28u446xslIqxk8Frp08HlQpbQSHm884bs/sGQ0utBZOzBUGvR5czPSz3UMy9hphNJTQfVwB9nQl0M/Joefll7OXlPtfV58TksLFiIxa7BYPaADuehJ5OOPMHw55v7XGyvaSJHcXNHKvroKShk4tPuCjUOPn8xT0YNUpW5U7HYlnJ+e2bQTc2H8+2ggLUGRkozWbOmyHw8PqjfH64jhuXZPo1Tlt3G08ffJo1mWs4K62vpejts27nzWNv8tTBp/j9GaN3A+iPIUpLxZEWn88XRZH/7Cjn9x8UYtKqeOG2xZIh3vZ/Sguh827y6/4AVy9M58+fHeXlHWX872UzR79ARkZGIkgpvrcae+maQKX4wba7g+Gk+N4DewhUih9sjf1wV0rT8dLuDmQpvszpyRh6BYui+BHw0aB9v+n3bxH4Qe82Kie9/B6QnKaN8aP2gw4H10y/hsmRk3lw14N0O4MzdPKZ6H5B/TixtWorBpWBOfFzfL+o/gjETQVl+LOPwRCXaqKxIjSO199clkVli5WNRV67UIQchVaLdupUbIcOjel9A8Vpd9FWb0HXeAL9nDkhL8vwkL2SWH0dTbUD36u6PKnFoq2wcLirhiUnJgcRUepX390BO56AnIs97RrddNjsPPxpEUsf2MCt/9rFs18XU9VqZVakES0CK5am8ua9y9jz6zX87fp5RMxbB23lUHMg+MfrA7aCAnQzpDlPTTCRGWsISIK/vmw9NqeN22fePmB/giGBq6ddzfsn3qe2q9avMY2RGnqsDuw9o5caNXV2c89Le/jVO/ksnhTDx987q8/h/uBrkDwnIBPVGKOGi2Yl89beKrq6HX5fLyMjIyMjI3MyEBrne3Hs6vIHcNJn6ulqgqJPYMnd4xIsqhVqfr7k59yx/g6eO/Qc9869N/w3dRtwjVOvelEU2VK9hcVJi1H785w3HIGUuWGbV6iIy4igLL8Je7cTtVYZ1FjnzUgk0azl+a2lrM5NDNEMfUM3I4/ODV+cFGZ5rfUWRBF05QUY1i0O342UKmIy4jhSYMBaV4s+MQnoNctTq7EVFmJeu9anoWbFzQLgUMMh5h37CmytcNbAxdT9Fa38zyt7qWyxcl5eIjcsyWRxVgx6jZKi7TV8vvcwF52d6Sn7AGD6WinzceSDsL9fHC0t2KuqiL7+OkAypzsvL5EXtpbRYbMTofP9/f3BiQ+YFDmJvNi8Iceuy7mOlw6/xOdln3NTnu/ZcmOkZFZpaesmMt4w7Dkul8jruyt44OMjWHoc/GJtDnecmY3CrYxpLpGMRdf8zuf7DubGJRm8va+KDw5Wc+2iEHZlkJE5HQhQiu9rD3s4taX43nvYD/63LMWXkTldOfmDeo0RLv8HpITBWMtHliQv4cKsC3nq0FOsTF9JbmxueG+o1oMpcdyC+tL2Uqo6q7h1xq2+X2S3QkspzLkubPMKFfHpEYiiZJaXlB2c67haqeDmZVk89GkR+VVtYXUxH4wuJ5e2/76Jo74edeLYLij4i7tu2thZjT4cJnn9iF2wFAqaadryIWlXSlllQaNBO22aX5n6eEM8ScYk8hsOwO4PYNLZkNrnBbDleCO3Pr+LeJOW/96zjAWZA/0+6ss6UGkURCcbBw5sjIXMM+Dw+7DqV4E/UB9wP17djL4M9nkzknj6qxI2HW3g4tm++TFUdlSyt34v982/b9gFpExzJlOjp/J5eWBBfVdrz7BBfVFtB794+xB7ylpYPCmG+y+fydTEQXXvhe9IP/Mu9/m+g1mQGU12nJH3DshBvYxMQAQgxfe13Z37HN+l+CO3u4MgpPg+B/bgjxQ/lO3uhrtSmk4IpfhyYC9zMjOG8vtQc/IH9WodzL5mvGfBL5b8gj11e/jZVz/jtYtfQ6cKX09pYFx71X9d9TUAZ6adOcqZ/Wg8BogQH55a6VCSkCkFBQ3lHUEH9QDfWJbJExtP8I+Nx/nHjWEwgBsBXa5UM24rLDwpgnoBEb2tEf2cuWG9V+yMXGALTQcPkXaFCL1BqC4vj4716/1SNsyKm8XB6h3QWQtXPunZv7+ilTv/vZtJsUZeuWspMcah5mz1Ze3EZ0T0ZZT7k3spfPxj6X0TNzWgx+kLbud7d/kBwPyMaGKNGtYX1Pkc1H9Q/AEAF00auSXguRnn8sSBJ2i0NhKnj/NpXEOU9LwNbmvncLp4cnMxf/38KBE6NQ9fPYd181OHf90K3obUhX1lSwEgCAJrZyXzj43HaersJtYUeLtLGZnTmgmQtVdbRex6gaFBcXBZ+2YXxChCn7VPMHRSbzGFPmuvVSN0D1ogCUXWXq6xlzlZERk36XwoODVq6icAUboofn/m7yluK+a3W3+LK4gPs7buNj4u+ZhH9jzCL7/+JQ/teoi3j71NZ0+/NmvjGNRvqdrCpMhJpJr8MOlr6G0JFZ/j/bwJgDFKiz5CTUN5aOrqzTo1Ny/P5OP8Wo7XB9cqzx+006XnuvvIkVHOHH9aarowuDowTp+C0mQc/YIgMJg16LROmtr0UL7ds183Iw9nWxuO6mqfx5oZm0eVvY3mlDlSph6pI8e9L+0h1qThxdsXDxvQu5wuGio6Scgcof1iTm9wfOQD3x9YANjy81Gnp6OM7Fu8UioEVucm8GVRPT0O3z7Hvqz4knkJ80g2JY94zuqM1YiIbKzY6PP8+uT3fW3tjtV1cOU/t/LQp0WcNyOJz76/gqsWpA0f0DedkLwJZlzh8z1HYu2sZFwifFLgny+AjIxMgCiDK38bCSmgDz0xiqEKglBQbzGNflIADAnoZWRkTmpCkqkXBOEC4FEkS/5nRFH8YyjGPdlYnrKc++bfx6N7HyXJmMT3F3zfr+uLmot4Nv9ZPiv9DIfoQKVQEauLpbW7lW5nN3/c+Ueuz7meb839FpqoDCh8V+pVrwjPH77hsDqs7KrdxTXT/VRHNBwGhQpiJq7zvRtBEIhPj6A+REE9wG1nTOK5r0t55LOjPH7j2JSKKE1G1JkZ2A5P/KC+uboLfWs5+vnhf24EQSA2PYqm8mzY9TRkLgP6stXWwkLUqb4tWM3qbAMgf+YlrOgNKv/fewXUd3Tz1r3LSRihLVxzjQWn3eVRhQwhMhWSZsOxz+BM/z5H/MFWUIBu9qwh+9fkJfH67kp2lDRx1tR4r2O02lo53HSYb839ltfzpkVPIz0inc/LP+eqaVf5ND+tQYVSpaCrVcrUv3egmh+/cQCjVsXjN8znotkjLyIAUgkDQN5lPt3PG7nJEWTHGfnoUI3fnQFkZGT64aMU31u7OwhGiu+txl46HpgUP5Aa+97zx0GK763GHmQpvsxpyuksvxcEQQk8DqwBKoFdgiC8J4qi78WppxC3z7ydms4anst/ji57Fz9d/FPUipHNpkRRZFftLp7Lf44t1VswqAxcl3Md52edz6y4WSgVSlyii8KmQl4sfJFn859la/VW/hK7jDSXA9qrIcq/3s/BsKt2Fz2uHs5KPWv0k/vTUCQF9H70iB5P4jIiqFxfjsPuRKUOftEk1qTlzhXZPLbhGLeVtbAgMzoEsxwdXU6uX3Xi44HT6aK13kJGRxWGBSvH5J6x6ZEUlmQi5v8M4dwKiEpHO20aKJWSWd6aNaMPIorM2P8WCj0c0utZAWw4XMfb+6q4b/VU5qRHjXhpfZn0BW7ETD3A1DXw9V/B2gr6kccKlMEmef05c0ocWpWCDYfrRw3qd9buRERkafJSr+cJgsCKtBW8efRN7E67TyabgiBgjNLQ1dbN418e56FPi1iUFc0/blxAfIQPEvijn0DSrJB8RsoSfBmZEDOKFN9buzuY6AZ6A9vdwcQ20BtWuxCgFF9udydzcnN6y+8XA8dFUSwWRbEHeBUIPi1ykiIIAr9Y8gtunXkrrxW9xi0f38Leur1DzrPYLbxz/B1u+PAGbl9/O0eaj3Df/Pv47OrP+OninzI3YS7K3gy8QlAwM24mD654kL+t+htVnVXcVvY2VSoltFeN6ePbUrUFnVLHgiQ/a8MbjpwU9fRu4tMjcLlEmquD71fv5u4V2cRHaPm/jw4jtZ4MP7rcXOwVFTg7Qqc6CDVt9VZEFxgtNWOSqQeITTXhcKpodyZIregAhU6HdvJk3xdBjq3HUJfPZH08hxrzcThd/N9Hh8mON/KdVVO8XtpY3oFapyQyXj/ySVPWgOiE4i99fVh+MZxJnhu9RsmZU+L4/HDdqL+r22q2YVKbmBk3eg/3+QnzsTltFDb7vtBkjNRypKSVhz4t4vK5Kbx0xxLfAvquJqjYIXUTCBHnzUjEJcKmow0hG1NGRkZGRkZGJlhCIb9PBSr6/b8SWDL4JEEQ7gLuAsjIOLXdg5UKJT9Y8ANyonN4ePfDfPOTb5IRkcGMuBmoBBVVnVXkN+bT4+ohy5zFr5f+msumXIZWOfoX1ZXpK3n2/Ge5/ZNbuD0pkf80FhGb4T1DFkq+rvqaRUmLfJqrB0c3NBeHpK51rIjPkGTR9WUd3rOpfmDUqvjRedP46ZuHeH13xZi4aLvN8rqLijAsXBj2+wWCe+Ek0uQaM0O/mFSpbr8p+Woi9/4Lzv4J6CLR5eXRueXr0QdwOeHz/4XoLOakncUnZet5fXcZJxq6eOKmBaiV3tdLGyo6iE+PQBjOJM9N2iLQRcKxz8Py3hnOJK8/5+YlsuFIPUV1HeQkjfwe2F69nUVJi1ApRv9zMj9RWrTZW7eXOfFzfJpnnd1OS5OVdSvT+NNVs1F6e876c2y9lB2adoFv5/vAzJRI4kwaNhY1cOX8tJCNKyNz2uJNiu/FOA9kKf5EleLL7e5kTmpOZ/m9r4ii+BTwFMDChQtP4qfMd9Zmr+WcjHN45/g7bK3eysGGgwDE6mO5Nudazs04l3kJ8/zuIZ4Tk8OTZz/KLetv46fH/8OTc2/yZPXDSXl7OeUd5dyYe6N/F7aUSh/mcdPCMq9wYI7ToTOqe2XSfhgCjsLVC9J5e18Vf/jgMGdNjSclykumNgRoc6X2irbCwxM3qK/pBNFF3IyxKyOJ6W0j1xRzIdn1j8KWx2D1r9Hl5dH2zjvY6+tRJySMPMDB16C+AK56joUGHf89/haPbN7I/IxpnD/D+8KEyyXSWNlJ3pmjOMsrVTB5FRz/DFwuUITW19RWUDDEJK8/q3Okx/95Yd2IQX1FRwWVnZV8I+8bPt0zTh9HljmLPXV7uHXm6C0xvzhSx+66duYIKn7pT0APcPRjMCVB8lzfrxkFhUJgxbR4vjhSj9Ml+jcfGRmZkRlGiu+t3R3IUnw3E06K763GHuTgXmZicxJHqKH4llgF9P82nta7TwbQq/Rcn3M9f1v1Nz5Z9wmfrPuE/6z9Dz9Z9BPmJ873O6B3MzN1Cb9ss7HDWsPj+x8P8ayHx9PKLtWPVnYATceln7ET3yTPjSAIJGSZqSvx7Y+qrygUAn9aNwenKPKjNw7gcIb3j5sqPh5lbCy2CeyA33SiEZ2tmYgF88bsnhqdCnOcjqb2CJi5DrY9Dh216GZIWevuw4dHvrinC764H1LmQd4VLEyUFktaxSJ+sGb6qO/p1joLjh6XRw3ilSlroLMO6vJ9fmy+YisoGFZ67ybBrGNOWiSfH64f8ZzdtbsBWJI8RJw1IgsSF7C3fu+oHULKmrr47iv7MUZqUDrBZffjveLogeMbYNr5IV8MWTk9gVaLnQOVrSEdV0ZGRkZGRkYmUELxbWcXMFUQhEmCIGiA64D3QjCuzChcoY7nckU0z+Y/S35j6L/0D+brqq/JiMggw+ynbNwd1J8Ezvf9Sco201zTRY/VEdJxM2IN/O+lM9h6ook/fOgleAwBgiCgy8nBdiS89wmG5oo2jJYaDAvGpp7eTUyKiebqTlj1a3A54Mv7pTaAguC9rn7D76C9Es5/ABQKEgwJKJ1xREWXc8aU2FHv626VGJ/uQ1CfvVL6WbLJh0fkO87WVuyVlZ5FjJE4NzeR/RWt1HfYhj1+oOEAZo2ZSZGTfL73/MT5dPR0cKzl2Ijn2J0uvvvqfgQBrjtbGtvtgO8TFTugp1MK6kPMiqlxKATYWCTX1cvIhBTRNSCLK7pEKdM7aB9Op7SJIqLTKWWLnU5EuwPR7pCUTXa7tPXYwe4AuwOh246ix4HCKm1KmxOV1SVtFhdqqyhtXSIqK9LWCSqLgMoioOxUIHapEbvU2Lo0NHcaaO40UG8xUWONpKo7iqruKGrsUdS6N6eZZpeaZpeaDpcTi2jHItrpFgeqCbSCGq2gxiCoiVAoiVAoiVHYSVK2k6RuJUndSrK6lVSttCXr20gwdJJg6CTGZEFn7EFn7EEw2nGaXDhNLhwGEYcJadOD3ShIm17AYVDg0EubU6fEpVdJm0aFqFUjatWgVoFGLW1qtbRAqlBIGXulUpLeK5UgCNKmVA4sKRMUCAphaJmZENqFVhmZkCECohCabRwIWn4viqJDEITvAJ8itbR7ThTFgqBnJjM6kan8pKuerTFx/HrLr3nt4tfQKMPjLm9z2NhVu4srp17p/8VNx8EYHxYH73CSmGUGEerK2knPiQnp2FcvTKeotoNnvi4h0azj3pXhW/DQ5eXS9PwLiD09CJqJ1X3A5RJp7xRId7Sgyc4e03vHphgpy2/CGZGJcsndsO3vKHMvQ5OZOXJQX7YNdjwJi+/ytMLbfKwRa0cW6tgjiIgIozinNlR0oFQriE4yjD7JyFSInQrFm2D5//j7EEfE/fj0XjL1AKtzE/nzZ0f54nA91y0euph3qPEQs+JmofDjS9qCRMlkc0/dHqbHDG+e+diGYxyoaOXvN8wjTaVlH2Dp6CEq0YfnDODEBqmFZpafXTp8IMqgYW56FJuK6vnBmpOnpEhG5qQhzFL80T+tJpoU33fFoH9S/NELEgKR4vvc7k46aZRHJCMztoyRj3VYCMlymSiKH4miOE0UxcmiKN4fijFlfCAyjYi2Kn677Lccbz3Ov/L/FbZbba3eis1p4+y0s/2/uOkExHp3A5+IJGRJdcShluC7+fnaXC6Zk8KDnxzhgY8O43SF55NEm5MDdjvdxcVhGT8YOppsuFAQlahHCLFMejRiU02ILpGWOouUrU/Ig3fuRTct22MiN4DWCvjvrVJ7tNW/9ex+fksJRtc0bM5OjrYcHfW+jeUdxKaaUIxipuch+2wo2ypJykOEtUBadx3JJM9NbnIEqVH6YSX4FruF463HmRU/tM+9N1KMKcTqYiloGn7t93BNO//ceIIr56Vy8ewUDGZpIcra7sfjP74B0haDLjQml4M5c2o8h6raaLcNNeaSkZGRkZGRkRlrxswoTyYMmNPA0sSKxEWsyVzDs/nPcvmUy0k0ht5BfEP5BiI0ESxKXuT/xU0nYMq5IZ9TuNEZ1UQlGsIW1CsVAn+9di6RehVPbi5mb3kLf7pqDpPijCG9j85tlnf4CLqcnJCOHSzNJ2oBiJk2imlcGIhJ6TXLq+okLi0J1j0LT5+Drmsr7dU2HC0tqKKjpZM7auGlddBjgds+Bq0JgJo2K5uONnDzWWfxZsPL7KrdRU7MyM+xKIo0VHQydZEf79FJZ8OuZ6Bqj0cdECy2gkLUaWkoo6K8nicIAqtzE3h9dwXWHid6TZ8hZ0FTAS7Rxey42X7dWxAE8mLzKGwaunDidIn8/K1DmPVqfn2xtOCgj5CCeouvQX1nPdQehFW/8mte/rAsO5bHNhxjZ3Ez5+aNTccGGZnTilF62Lv3BeKKH7xxnnR87Fzx/TfOc89rXFzxvfSwB9kVX2aCc7pn6mXGicheV/b2an6w4Ac4XA4e3ftoyG9jd9nZWLGRc9LPQa1Qj3r+ALo7oLP2pDLJ60/SJDN1JW1h6yuvVAj8/rKZ/PnqORyp7eDcv2ziR28cYF95S8juqcnMRNDrsR32vTf4WNGwV6qrTlw6eo/zUBOVaEChFDwt9UjMgxteR2doAqD7zQcluf22x+HxxdBaBte/DIl9kvX/7q7EJcJtS+aTZc7ymEmORHujjR6rg/h0k+8TzToTEEJaVz+aSV5/zs1NxGZ3seV444D9BxoOADArzr9MPUBubC7FbcVYHdYB+1/fXcH+ilZ+fXEu0UYpmNeb1CBI8nufOPGl9HPyar/n5SvzMqLQqBRsK24K2z1kZE57BtXYS7vEAfs9dfe9NfbuOnv61dnjcvXV2Q9XY9/TV2PvqbO39Kuz7+pXZ9/ZV2ev7FR46uyHq7F319nX2PvV2TvNnjr7DpfTU2ffPUKd/bA19r119sn96uyT9W2eOvsYk8VTZy8Y7Z46e4dB7KuzH67G3tBXY++ps9f01dmjVvXV2av76uwFtcpTZz9cjb2npl5QeOrsB9C7X0ZmQnAS19TL76KTGXNvUN9WSVpEGjfn3cz7xe97WueFit21u2nvaWd1RgBfkptOSD9PQvk9QGJ2JNYOO+2N1tFPDhBBEFi3II0NPzibm5dl8sHBaq74x1bO+OMX/O79QnaXNuMKQpovKJXopk2j+/DEc8BvPlGP0mkjeqFvAWYoUaoURCUaJLM8N9lno/v2ywDYPnsR/nUBfPoLSJwJ92zpDbAlXC6R1/dUsCw7loxYAyvSVrCrdhcWu2XEe3pM8nxxvndjiIHkOVJdfQhwtrZir6jwOahfkh1DhFbFpwW1A/YfbDhIpjmTKF2U33PIi83DJboGlCtYehz85bOjLMiM5vK5fW0kFUoFOqPad/n9iS/AEBvSVnaD0amVLMiIZtsJOaiXkZGRkZGRGX9k+f3JTGSa9LOtEoA7Z9/Juyfe5cFdD/LShS8F3C5vMBvKN6BX6Vmestz/iz3t7E7OoD55itTDu/pYK5HxPpp0BUiCWcdvL5nB986dxobDdXx0qIaXtpfx3JYSEs1arlmYzjeWZZIQofN7bG1eLu0ffIgoiiH7vQgFbY3dGHVWFONk4BebYqS2eKCkUZlzJurUVGyxZ8CN10L0JElpMuh5217SREWzlR+ukczeVqSt4N+F/2Z7zXZWZawa9n4NFR0oFAKxKX5k6kGqq9/2OHR3eqT/geI2yRvN+d6NVqVkdW4Cnx2uw+50oVYqEEWRQ42HWJq8NKA55MVI9y5sKmRO/BwAnvmqhIaObp64aWirT4NZ45v8XhSh9CuYtCLkrewGs2xyLI98fpSWrh6PqkBGRiYMnCRS/MCM8+BUk+J77WEPshRfZkIjnMTyezmoP5lxZ+rbqwAwqo18d953+c3W3/BRyUdclH1R0LewO+2sL13PirQV6FT+B5NSpl6AGN9bXk0kYpKN6Exqqo62krt8bOq+I/VqrpyfxpXz0+iw2fniSD3v7q/m718e58nNxdy3eip3rchG7avRGqDLyaX1lVexV1WhSUsL4+x9x9HYSJdoJC7Gz5KOEBKTauLY7np6rA40+r6PQ11eHrajR2HqmhGvfXdfNUaNkgtmJgEwP2E+RrWRzZWbRwzqG8s7iE4xolT7GXBOOhu2PArl27zOyRd8Ncnrz4WzknlnfzXbi5s4a2o89ZZ6Gq2NzIwLrGwiyZhEtDaaw01Sq8XGzm6e3HSCC2YksSBzaKcJfYQGa4cPpnTNxdLnYT9FRbhYPjmWv3wGO0qauGBmctjvJyNzWiP2ud/37QrQFd8+9LMkFK74gdXYw2iu+EMDewiNK77/gb37qDdX/CE19iC74sucHIjINfUy44RaB4Y4T6Ye4LIpl5Ebk8sjex4ZUq8aCF9XfU1LdwuXTr40sAGaT0iKArU+6LmMB4IgkDotiuqjreNy/widmsvmpvLcLYv44ocrOTc3gYc+LeKqJ7bR2Ol7325drmTeZjs8cfrVd+7YhU0fS/Sk+HGbQ2yvWV5zTdeA/boZefSUleHs7BzuMnocLj7Or+G8GUno1NKXR7VSzfKU5XxV+dWwfgiSSV6Hf9J7NxnLQKmB4o3+XzsIW0Eh6tTUPhNAHzh7WjwGjZKP8yUJflFLEQC5MbkBzUEQBHJjcz1meY9tOIbN4eInFwzf4s5g1vhWU1/a62kQhlZ2g5mVGokx43neP/Fh2O8lIyMjIyMjI+MNOag/2YlM9WTqARSCgp8u/il1ljqeL3g+6OHfL36fGF0My1ICdN1uOn7SmuS5SZ0WTUezLax19b4wKc7IP25cwD9unE9RbTtX/XMrlS0j12/3RzttGigUE6quvmH7QURBSVxe+rjNIaZXBt9UNTB4d2exu0dYBNl8tIF2m4NL5wxUb6xIW0G9tZ78xvwh13S19mDtsPtnkudGY5BatIXALM8fkzw3OrWSVTkJfJpfi9MlcqRZ+j2aFh14n/a82DxOtJ7gSG0TL+8o5/rF6WTHD//cGCI0vtXUl34NxgSIC3//+A5HCwrjEZZPOzkXLGVkTkqGMc7zmOf12+c2ynMb54nejPN6zfOEbnufeZ61zzxPZXV5zPPUVtFjnqey0meeN4xxnts8r95i8pjnVXVHeczzavuZ5zW71B7zPIto95jn9cdtnOc2z4tR2PvM89StHvO8VG2feV6CodNjnqcz9njM84YzzvOY5+n7mefp+8zzXHqVxzxP1Kr7zPM06j7zvGGM8zzmeUqlxzzPQ69x3rDmeTIyY06ITPLGyShPlt+f7ESm99Wt97IgcQFrMtfwr/x/ceWUKwNucdfW3cbGio1cO/1a/13vQapvbToOs64O6P4ThZSpUQBUHW3FHDf+X+DXzkom0azl1n/t4o4XdvPmvcsxar2/lRU6HZrsSRMqU99UWAnxi4hKCq5GPBjMsTpUWmWfA34v7qDeVliIYdHQNo7vH6wm2qDmzKlxA/a7O0R8VPLRkP7tDRW9JnnpAWTqQaqr//J+6GoCY2xAQzjb2rBXVBB11VV+X3vRrGQ+OFjD1hONHGk+QnpEOiZN4K9dTkwODtHB/Z9tRKMyct/qkQNxvVmNvduJvceJul9bvQG46+mzzhzifxAOiluLAciOzA77vWRkZPoRpBTfW429dE2gUvxg293BcFJ87zX2EKgUP9ga++GulKbjpd0dyFJ8mYmNLL+XGTfMqdBWNWS3u8XdY/seC3joD4o/wO6yc8nkSwIbwNIEtraT1iTPjbuuvvpoy3hPxcOCzBgev3E+R+s6+NEbB3xqf6fLycV2ZGJk6h2NjbS3OgCITAivAaE3BIVATLKRpkFBvSouDlVCgsdUrj82u5PPCuu4YGbyEF+DSG0kZ6WexSeln+B0OQccayjvAAFi0wIMhLNXSj9LNwd2Pf1N8vzvNnBOTgIROhVv763iSPMRcmJyAp4HwNToqQBsqyzg7hWTiY/QjniuwSwZ0XnN1jcXQ0fNmNTTA5xokzp7yEG9jIyMjIyMzHgjZ+pPdiJToadDCp51kZ7daRFpfCPvGzyX/xw35NzAjDj/vsQ7XU7+c/g/zI6fTV6s74ZaAzjJne/dCAqprr7iSMuEco8/a2o8P7swh//76Ahv7q3iqgXeDfB0ubm0f/ABjpYWv+qpw4Fl504shgTUagF9xPgZ5YFUV196qHHIfl1e3rBB/dfHGrH0OLlo1vDmaBdlX8QXFV+ws3bngLKVhvIOohIMaHQBfuymzAdNBJRshhlXBDSE9eAhAPQz/Q/qdWolF81K5r2DxSizK7h8yuUBzcFNuikdQVRhimjkjrO8G2nqI6Sg3tLeM7JapvQr6eekFUHNy1eKW4sxqo0kGBLG5H4yMjKDCNAVf4hxHoTBFV86NpFd8Yca50GoXfHdz6/sii9z0nASZ+rloP5kx9OrvmpAUA9w56w7eef4Ozy460FeuOAFv4LRTZWbqOio4L759wU+N3eP+piTP5OVOTOWE3sbaKzsDFw+HQbuODOb9QV13P9hIatyEojx0lrLbZbXfeQIqmUBeiSEiK6dO7GakohKMo77IklsqonDW2uwtPd4MsIgBfWdmzfjslpR6PsCyfWFtUToVCzJHurSDlJdvUlt4sPiD4cE9e5SjoBQqiBzuRTUB4j14EE0mZkoowKbxxXzUnkjfzMGCDpT/+WRJhzd8UxN6hi1fMT9unhta1fyFZgSx2wRsaSthMmRk8f991dG5rQmACm+r+3u3Of4LsUfud0dBCHF9zmwB3+k+KFsdzfcldJ0QijFlwN7mbHgJA7qZfn9yU5kr8lYPwd8NyaNie/O+y776vfxzvF3/Br234X/JsWYwuqM1YHPrek4KFQQlRn4GBOEzJlS7XTZoaZxnslAFAqB+6+YRYfNwQMfea+X1+ZKTuW2CWCWZ9m5C5s5lcjE8ZPeu4lxO+BXDzLLm5EHLhfdRUWefU6XyOeH61mdkzBiS0GdSsd5Weexvmw97T3SlytLew9drd0kZAa5IDRphfS+GqbkZjREUcR68AD6uXMCvv2irBhioiVVQzBBvcPp4o+fHMFAKhZx6GfXYDzy+5Ec8EVRMsnLOmtM6ulBkt9Pijw5W3XKyJxy+GOg53B4DPQIoYGeodHVZ6DXGToDvTKHwmOg1x1CA72chHqPgZ5gtIfOQM+k7zPQU4fQQE9QyAZ6MjJekN8dJzuR7l71w38xvmLqFSxIXMBDux6i3lLv05Bbq7ayp24PN+XdhEoRhJij6ThET5IyjCc5BrOGhMyIYWXa4830pAhuWZ7Fm3srOV4/fAs2AFV0NKqkpHE3y3M0NGArKcMqGIkax3p6N+6gvqlqeLM8az8J/p6yFpq7ejhvRpLXMa+bfh1Wh5W3j70NQH2ZFNyHJKiHPqm5Hziqq3E2NKKbPTvg2ysUAhnJrbgcRto7AzeNfG13BcUNXayePIdaSy0dPR1ez9ebRsnUN52Aztoxq6dv72mn0dpIdtTJr0KSkTntUI5gthkkdn14FhRjFEMVBKGg3hIek1qhOzzzlZEJOyIntfu9HNSf7JiSpJXLETJ3CkHB/y7/X3pcPfy/rf8P1yjyJbvLzoO7HiQ9Ip1rp18b3NyaTpz09fT9yZodR11p+8jZwnHknpWT0aqUPLbhmNfzdDk5dB8Z36C+a+dOrPo4RAQiE8a/m4DBrEFnUg/J1KuSklBGRw+oq19fUItGqWDFtHivY+bG5jI/YT6vHnkVp8vpMcmLC7Z0I3Em6GOg2P/WdtaDBwHQzw48Uw8gaGsQu5N5aXt5QNd3djv46+fHWJQVzYXT5wJwovWE12uUagVag2pkozz3IscY9KeHPuf7yZEnd7tOGZlTCtE1bMa+//7R2t15MvZ2e1/G3u7wZOwVPQ5Pxl5pc/Zl7Edpd+fO2Itdak/GvrnT4MnY11gjPRn7Gnu/jL0f7e60/bL17ox9krLdk7FP7pexH63dnSdjb8KTsbcbBU/G3mFQeDL2Tp2yL2M/Srs7d8bek513Z+t7M/YDsvO9mXm53Z3MWCKIodnGg5M/hXq6o1RBRMqAXvWDyTRn8sOFP+T/dvwfTx58knvn3DviuS8ffpnitmIeO+cxNMqR67NHxeWC5hMw+ZzAx5hgZM6MZef7JZQeaiJ3+fAmaeNFnEnLzcszeWpzMf+zagpTE4cPHnV5uXR+9RUumw2FTjfGs5To2rIVW2wWwITI1AuCQGzKUAd8QRAGmOWJosj6wjrOmBKLaZQacIAbcm/gR5t+xObKzVjKYoMzyXOjUMCks6S6elH0S2pu3X8AQatFNz3wHu4u0UV5RwlZ5rN4Y3cFPzxvGhE6/4wO//7FcRo6unn65oXER0vP+bHWY8xNmOv1On2EBstIC2qlX0FEMsSOTZBd0lYCyM73MjITklEM9Ly1u4OJbqA3sN0dTGwDvWH/QgVooCe3u5OR8Y683HUqEJk6bE19f66bfh2XTr6Uf+z/Bx8VfzTsOTtrdvLXvX9lRdoKVqavDG5OHdXgsI3Zl+yxID49gogYHcd214VsTFEU6bY6vBuA+cjdKyajUyl5anPxiOdoc3LA6aT7mPeMfrgQRZGuLVtwTF8AMCEy9SCZ5TVVd+FyDVxe1eXl0n3sOK6eHorqOihvtowqvXezKmMVqaZUnjz4JA3lHcRnhMhgcdIKqdymeeTXeTisBw+iy8tD0AS+WFfTVYPVYeXcKXPo6nHy2q4Kv64vaezi2a+LuWpBGnPTo0g2JmNQGTjecnzUaw1mzfDvE089/dj0pwdJWaBRaEgxpYzJ/WR8RxCECwRBKBIE4bggCD8b7/nIyMjIyJxEiCHaxgE5U38qYE6F6n1eTxEEgV8v/TWVHZX89Kuf0mBt4Kbcm1AqpFXR3bW7+d7G75ERkcEDZz0QvKPzKdLOrj+CQmD60iT2fFxKZ0s3puiR+2qPhiiKFO2oZfvbJ+hqkwKVqQsTWHr55JFbdo1CjFHDFfNT+e+eSn6xNpfoYZzwdR6zvMPoZ80KeP6B0nP8OI66OnrOnYy2RYXOOL7t7NzEpZtwdDtpb7AS1c+8T5eXB3Y73ceOsb5WgyDA6lzfWpipFWrunn03D2x8KDQmeW4mnS39LNns86KZ2NODraCA6BtuCOrWbpn8Odmz2JXdzT83nuC6xRk+KRdEUeQ37+ajVSn5yQXTAak8aErUFI63jh7U6yM0NFUN4xnRXAyddVJngDGipL2ErMgsz+enzMRAEAQl8DiwBqgEdgmC8J4oikN7U8qc2nhzxffS7g5C5YrvLVsvHQ/MFT+Qdne954+DK763dnfgnyu+3O5ORsY7clB/KhCZCkc+HFWOq1PpeHLNk/z8q5/z8O6Heb3odZalLKOmq4bNlZtJNaXy+OrHMWvMwc/J087u1MnUA0xfksTuj0o5uquW+ecF5urv6HHy6dP5lB5qInGSmTnnZmDt6OHQxkoqj7Zy7S8XYYwMbMHgm8uyeHlHOa/uquDelUOfe3VaGgqTie4j4+OA37llCwAWTQyR8coJ0w4sLk0KuBsrO4cG9YCtoID1dcnMz4gmIcL3soVLJl/Cu19skO6RHiJTotgpktS8ZDMsvNWnS2xFRxF7etDPCdwkD/AE35OjJvPTC11c/vgWnt5czPfXjC7pf3VXBV8da+R3l80Y8BxmR2XzddXXo15vMGuoODxMpr5ih/QzfalvDyIElLSVkBebN2b3k/GZxcBxURSLAQRBeBW4DJCD+tOVYaT43trdgSzFdzPhpPje2t2BHNzLnPbI8vtTgch0cHZD1+jO7DqVjj+v/DMPn/0w0bpoPi75mBOtJ7hr9l28fdnbpEWkhWZOLaWg1ErBxylEVKKBpGwzRdtrEUX/9TU9Ngfv/+0ApflNnHn1VNb9eAHz1mSw/MopXPXThdhtDj59Oh+nM7A/TtOTIliWHctL28twDDOGIAjocnKwFY6PWV7Xlq1osrNpb3MROQHq6d1EJxsQFAKNFQNd2NXp6SjMZpr2HiC/qp3z8hL9GlelULHGeAkiLnbY/Te3GxZBkCT47rp6H7AePACAPgjne5Ay9Qn6BMwaM3PTo1g7K4mnvyqmqtXq9bryJgt/+KCQ5ZNjuWnJwMWwTHMmjdZGOntG7twAYDCr6bE6cNidgwbfDrpIiA+8xZ4/9Dh7qOqsktvZTUxSgf41IZW9+2RkZGRkZEZFNsqTGV/Mvd9Z2irA5N2VGyTJ6/lZ53N+1vnhm1NLKURnSsZepxjTlyaz6eUiao63kTI1yufrnE4XnzyVT82JNtbclse0RQNrs2NTTZxzUw6fPVfI/s/KWXBBVkDzu3lZJvf+Zy9fHW/knOlDpeLa3Fxa33xTykaEqbXPcLi6u7Hs2kXE1dfQUWkjJ8G32vSxQKVWEp1koHGQvFtQKNDPnk397n2wcLnP9fT9iepIosZ0gscKHuXcqauI1EYGP+FJZ8PB16D+MCSOnjG2HjiAMj4OVUpwNeDHW48PaOP2swty2VTUwHdf2cerdy1FrRz6fm+z2rnthV0oFQIPrpuNYpCT8SSzFByXtZcxI27GiPfWR7h71duJiOn3e1uxA9IWj9lnTXl7OS7RRZY5a0zuJxN6BEG4C7gLQMfEWVyUCRODpPiDjfPc+2Qp/lAmkhR/sHEeyFJ8mTAwTu3oQsGpF3Gdjnh61Y/sgD/mtJRAdNZ4zyIsTF+ahD5Cze6PS32+RhRFNv6niIrCZlbeOH1IQO9m2uIkMmbEcGBDBY4e57DnjMbq3ESiDWre3DO8eaIuNxfRYqGnPLCWZIFi3bMH0WZDnLUMRCZUph4gLs1EU+XQbLF+zhz0VaXMjFIxKc7o97gNZZ1kTU6mtbuVx/c/HoqpSg74IGXrfcB24CD62XOCKndwiS5K2kqYEtXnk5ERa+CBdbPZU9bC/R8eHmI02Ga1c/eLuylr6uLJbywkPWboa54VmSU9lPYSr/c3mN1BfT8JvqUZGo5AxpIAH5X/uOcpZ+onJFVAer//p/XuG4Aoik+JorhQFMWFagL3RpE5yfCh3Z2n5Z0oelre0a/lHS5XX8u7nr6Wd6O1u/O0vOvq1/Kus6/lnbJT4Wl5Z+vSeFrejdbuzt3yrsPl9LS86x6h5Z2hX8u70drduVvexZgsnpZ3gtHuaXnnMIh9Le/0/VrejdLuzt3yDrWqr+Wduq/lnaBWeVreCf1b3vnT7k5ueSdzmiL/5p8KmHsl8yP0qh9zRBFayiD61PzSq9Yombsmg4rCZmpL2ny6ZteHpRzZWsPCi7LIO8N7tnT++ZlYO+wc3loT0Pw0KgWXzklhfWEdbZahWQVdriRT7j48thL8zi1bENRqupOkoFBl1vBpQS1//+IY7x2oprkr+A4AwRCXFkFnSze2zoHPmTNnBgpR5Eqjb691fyztPXS1djNlairXTr+WV4+8yoGGA8FPNipDen/5ENQ7WlroKSsLWnpf3VmN1WFlctRAr4ZL56Rw6xlZPL+1lLte3M2Jhk5sdidfFtVzyd++ZndpC3+6ajbLJscOO256RDoKQUFpW6nX++t7g/oBDviVu3sHGbt6evc85Uz9hGQXMFUQhEmCIGiA64D3xnlOMjIyMjInA6Fyvpfl9zIBY4yT6tfbvbe1GzOsLdDdfspm6gFmrkhl36fl7Hi3mEu/O3foanE/CrdUs+uDEnKWJbH44tEXOlKmRpE4ycy+z8qZcVYKimEkzaNx1YJ0XthWxgeHqrlxUA2zdvJkBLUaW2Eh5rVr/R47ULq+3oJ+wQKaWiUFwo2v76HW2hegqZUCP1gznbtWZKP08nyGi7g0yciusbKDtJwYz/7t2iSmA4ss1X6PWV8mSRzjMyK4b9J9fFnxJb/Z8hveuOQNNMrAW8sBUl19wTvgdIBy5I9y26FDgKQ4CAa3833/TL2b31ycR1askd9/UMjnh+sRBGltLzlSx2t3L2VBZsyQa9xolBpSTamUtpd6vb8hYpigvmI7CEpIne//AwqQkrYSEg2JGNQTS2kiA6IoOgRB+A7wKaAEnhNFsWCcpyUzkRilh717XyBS/OCN86TjYyfF9984zz2vcZHie+lhD7IUXyZEjFNAHgrkoP5UQBB86lU/ZrT0ymhP4aBeo1Ox5NJJbHrlKAe/rGTO6vRhzyvaUcuXLx0hIy+GlTfl+CR/FgSBuedm8OnT+VQWtZCRN3yG0xszU81MSzTx1t6qIUG9oNGgzcnBeijf73EDxV5fT3dREfE//AHv7a/FJogkxup5dO18ZqRGcqyugyc3FfPgJ0fYXtzEk99YgE49tu3CYnuD+oaKzgFB/SdlFiIiE5laetTvMRvKJeO9+PQINGoVv1n6G7614Vs8dfApvjPvO8FNeNIK2PsC1B6A1AUjnmY9cBAEAd3MmUHdzu1837+m3o0gCHxzeRarchLYeqKR0iYLi7KiWZYdh14z+uuYac70OVM/QH5fvgOSZ4PG/7KIQCltL5Wl9xMYURQ/Aj4a73nITGC8tbvr3R+sK/7oS/G+u+L7HtiDX674AdTYgy+u+L4F9u6jvrrie2t3B7IrvkxoGC+Tu1Agy+9PFcypE0d+31Iq/TyFg3qAGStSmTQnjq1vHaf6WMuAY6IocmBDBRueLyR1WjQX3DMLpR8Z96xZsai1Sk7sbQhoboIgcOmcFPaUtVDbZhtyXD9rJrb8fETX2Pyxs2zbBsDW6ClUlLejiFDx5r3LWZIdi0mrYl5GNP+8aT5/uHwmm45KxmvDufeHE4NZgyla6wnEAWx2J5uONmCdkovtwAG/Ox40lHcQlWhAo5e+nJyVdhaXZF/Cs4eepai5KLgJT1oh/RxFgm/dtw/t1KkoTcEFvidaT5BgSPDa8jI9xsC1izL46QU5rMpJ9CmgB0nKXtZehsvLly+1Rolaq+zL1DvtULVnTKX3oihS0lYiS+9lZGRkZGRkJhRyUH+qEJk2cYzymt2Z+sD6uJ8sCILAqm/kEhGj451H9rPz/WLqStspOdDA+387wNdvHCNrdhwXfXs2ah+DGzcqjZKs2XEU72/AFWBwu3aW1E7w4/yhtfm6mbNwdXXRU+LdnCxUdH69BaJj+NHeLpIEFTNz4lANWuQQBIGblmby20vyWF9YxwMfHxmTufUnPiNiQFC/+WgDVruTxCULcTY3Y6/0Tw3TUN5BfEbEgH0/WfQTzFozv936WxwuR+CTNSVAfK7XoF50OLDs349h4ciZfF853np8WOl9KJgUOQmb00a9pd7reXqzBqs7qK85CA7rmJrkNVob6bR3ypl6GZlTgWGM8zzmef32uY3y3MZ5Yj/jPI953jDGeR7zPGufeZ7K6vKY56mtosc8T2WlzzzPInjM84YzznOb51V1R3nM82r7mec1u9Qe8zyLaPeY5/VnOOM8j3meutVjnpeq7TPPSzB0eszzdMYej3me0+TqM88bxjjPY56n7zPPc+lVHvM8UavuM8/TqPvM8xQKj3necMZ5bvM8D73GecOa58nI+IpcUy8z7kSmQUfNqPW1Y0JLKZgSx1QSO17oTGqu/sUiNr50hF0flrLrw1IAtEYVZ107lVkr0wJ2HJ88P55ju+qoOtpKeu7INckjkR1vIicpgo8P1XLrGQODEP0sSYptPXQI7eTJw10eMkS7nc5Nm9iTOpNIrRZts0hM4sj1yLeeMYnihi6e/bqEs6bGsXKYtnzhIiHTTMmBRrqtDrR6FZ/k1xKpV5O7ehkV/wDr/gNo0ocvtRhMV1s3nS3dJGQODOqjdFH8fMnP+fGmH/Ni4YvcOvPWwCecfTbseQEcPaAaWqNvO3wY0WLBsHBh4Pegz/l+YVJw44yEO/Nd0lZCknHktoGGCA0Wt/y+Yrv0cyxN8nrr/t2O/TIyMic5oZTiB9TuDkaT4gdWYw+jSfGDbXcHI0nx/a+xdx/1JsX31u4OZCm+TIiQ5fcy4445Vfqw6gjMMT2ktJSe8tL7/mj1Ks67YwY3/u9SLrx7Fpd+dy63/ulMZp+THlQLscwZsai0So7v9Z699MaFM5PZVdZMfftACb4mOxuFwYBtDOrqLXv34Wpv56OIqfz4DKkeO2qUdna/vCiX6YkR/OiNA2Pqiu8OwBvKO+hxuPj8cB3n5iZinD4NwWDAesB35/raYsktPyl7aF/68zPPZ1X6Kh7f/zhl7WWBT3jSCilbXbV72MOWXdJ+/YLggvGqjipsTlvYMvXuIHlUszyzBkt775fU8u1SFwBzcljmNBwlbZKyJTtyqK+AjIyMjIyMjMx4IWfqTxUie9vatVdBlG+ZxLDRUgaZy8Z3DmOMIAhEJRqI8pKB9heVRknmjBjKDjYi3iAGtECwdlYSj3x+lE8LavnGsqy++SqV6GbMwNrrjB5OWj77jB6FCtXipcyPieBTIDJB7/UanVrJo9fP5eLHvuaBjw7z0NXBObf7SkKmVC9eX9pOseCg3ebgwplJCCoV+pkz/Qzq21GoBOLTI4YcEwSBXy79JZe/czm/2/Y7njnvmcAWgDLPkDIQxRshc/mQw5bdu1FnZqBODE7t4DbJG9zOLlTE6+MxqAw+meVVH2uVrPUrdvT5CowRJW0l6FV6Egxjpx6RkZEZA0Lgiu/NOA+CccUfaJwHE90Vfzhv++Bd8Qcb54Hsii8TWgTx5DbKk4P6UwVzqvRzvB3wHT1Sa73TKFMfTtJyYjixt4G2emtACwZTEyOYkmDio0MDg3oA3axZtLz4ImJPD4ImyPZqIyCKIvWffMbB+Kl879I5tB+WviSMlqkHyEkyc/tZk3hyUzHXLEpnUZb/JQj+ojOpMcfpqC/rYFNXO0aNkjOnxgFSS7imf/0Ll82GQqcbday64jbi0yNQqof/ApNgSOC++ffxhx1/YEP5Bs7NPNf/CeujIHUhHPsMzvnFgEOiy4V1zx5M5672f9xBnGiT2tlNjgxPUC8IguSAP2pbOzW2LjvOplKUnXWQPnb19AAl7ZJJnkKu0ZSROfUIUorvrd2ddE2gUvxg293BcFJ874E9BCrFD7bd3XBXStPx0u4OZCm+TGgQx76lcqiQv5mcKrgz9eMd1LdVSB+U0bKRVChImx4NQGVRyyhnjszaWcnsKGmisbN7wH797FmIdju2oiBd2L3QUnAYfWMdLXOXMj8jmtZ6C/oItccNfjTuWz2V1Cg9v34nH6drbJZP4zPM1Je181lhLefkJHha6+nnzgGHA1vh4VHHcDpc1Jd1kDR5qPS+P+umrWNK1BQe3v0w3c5ur+eOyNQ1UL0PuhoH7O4+fhxnWxuGhYsCG7cfx1uPk2RMwqQxBT3WSGRFZo1aimDobWtnO9pbbpAxdvX0AKVtpbLzvYyMjIyMjMyEQw7qTxV0ZtCax98B/zToUT+WRCboMUZpqQoqqE/CJcKnBbUD9uvnzQPAundvUHP0xo4X3wFg1a1XAkiKAx+y9G4MGhU/uzCHI7UdvL1vbH63EzIj6Giy0dXewwUz+0zb9LNnA/gkwW+s6MTpcJE0yXtQr1Ko+PGiH1PVWcXLh18ObMJTzgVEOL5hwG7LbinwNSwK3tyuuLU4bNJ7N5PMk6jurMbmGNqC0Y27V72lJF/6vEvIC+uc+mNz2KjurJad72VkTnUCdMWnnys+LlfoXPE7+1zxlZ2KkLnid4fJFV8w2j2u+A6DGDpXfHWfK76gVsmu+DLhQXa/l5kQTIRe9adJj/qxQhAEUqdHUVHYjCgGVlc/PTGC7DgjHx+q5cYlfW0G1YmJqFNSsOzdR8w3vxnKaQPgcLoQt2ymMimbNXMlg7XWegsZef7J6C+alczTXxXzl/VFXDw72ZM5DxeJk6S6+gxUA5z3VfHxqFNTfQrqa0tGNskbzPKU5SxPWc6/8v/FtdOvxaD2s8wieS4Y4+H4ZzDnWs9u6+7dqJKSUKem+jfeIJwuJ8VtxSxKCj7j742syCxERMo7ypkWPW3YcwwRvUF9ZSmkLQRFeH8X+lPWXoaIKAf1MjKnAwFI8QfX2EOopPjDSdhDIMX3ucYe/JHiD62xdw80QaX4sgxfph9yTb3MxCAyVapnH0+aS0Clk1rayYSE1GnRHN1RR3NNF7Ep/sufBUHgwllJPLGpmOauHmKMffXz+vnzsezYEfCCgTc2fF3ApMYyWm+8A4AemwNLWw+R8f4FrQqFwM8uzOGGp3fw/NZS7jk7vBnj+MwInIgsMRkxaQd+ROrnzsWyc+eoz1dtcRumaC2maK1P9/zW3G9x00c38fKRl7lj1h3+TVihgMmr4dh6cDlBoUQURSy7dmNYsiTo17Wqs4puZ3fYnO/duGXtpW2lIwb17ky9tbkNloyx9F5uZycjc/oRoIHekHZ3ELCBntoqYtcLDA2KgzPQa3ZBjCL0BnoJhk7qLaYR2t25584w/x7FQE+rRugetEASCgM9ucZe5hRB1p6cSkSmjX9NvbudnUL+1QoV7rr6qqLWgMe4cGYyTpfI54frBuzXz5+Ho6EBe1XoFR77XnsfgDnXXAJAW4MVGN35fjiWT45j5fR4/vHlcVot4W1xd7i+kzqlSJpz6O+wYdFC6fkqLx/xelEUqTraSvKUKJ/vOSd+DmemnsnzBc/TZe/yf9JT14C1WaqtB+zl5TgaGoLuTw/hd753k2mWVCTezPLcNfUWZ+TYm+T1trNzz1NGRkZmAMrwKIekgD70xCiGKghCQb0lPN4rQwJ6GZlwIMvvZSYE5jSwNIHdCmr/A6eQ0FImS+9DjDlOjzFSQ11pG5AW0BgzUsykRulZX1DHNQv7Wh4a5s8HpLp6TVpgYw/H4Zp2Ugp2YY1PRj9tKiDV04NvzvfD8bMLc7jw0a94/Mvj/PKi8NVSv3+gmmq1i7TGbhx2J6p+cn/DIkmCbtm9G03m8MFdS60Fa3uPZzHGV+6dcy83fnQj7xx/hxtzb/Rv0pNXSdmGY59B2sK+evqFC/wbZxhOtPY634c5qDeoDSQYEry2tVNrlSiVTqxilCS/H0NK2kpINiajV43TZ6uMjMz44KMU31u7OwhGiu+t3Z10PDApfiDt7nrPHwcpvrd2dyBL8WVCgNzSTmbC4HHAr4K48Eplh0UUpUx91hljf+9TnIQsM/WlHQFfLwgCa/ISeWVnOZYeBwaN9NbXTp2KwmTCsncvkZdeGqrp8uZXRVzacIzI66/3yL9b6y1AYJl6kFrcrZufxgtby7jljEmkRoU+uHI4Xbx7oJqVWRG4jlipL+sgpV/GXZOdjTImBsvOXUStWzfsGG5Tw1Q/g/rZ8bOZGz+Xlwpf4rrp16H0p17cEAOpCyQJ/jk/x7JrN8roaDSTgw/Ej7ceJ9mYjFFtDHqs0ZhknuTVAV8QBPTKLqyaTNBGhH0+/SltL5Xr6WVkTmdGkeJ7a3cHE72X/cB2dxD6XvahlOIPq10IUIovt7uTOVWQNdKnEpG9hljjVVdvaYaeDjlTHwYSJ5lprbNg6wpcfnb+jCS6HS42FTV49glKJfo5c7Du2ROKaQJgszup/Wg9apeT+IvXeva3NVgxmDVodIGvJf5gzTQQ4JHPjoZiqkPYeqKJho5uVp4hLZDVHG8dcFwQBAwLF2LZtWvEMaqKWjDFaDHHjd7LfjA3z7iZys5KNlZs9Ptapp7naW1n2bMHw8IFIfFJONF6IuxZejdZkVmUtJcgiiMslTsd6MVGrOqUMZmPG1EU5XZ2MjIyMjIypzqy/F5mQjDeverldnZhIyFLcmRvKOsg3U/3eDeLsqKJNqj5tKCWC2cle/Ybli6h4c9/wdHQgCo+Pui5ri+sY2HJHpzxiejnzvXsb6u3BJyld5MSpeebyzJ59usS7lqRzbTE0GZr395XhVmn4tx5KbyZVEXN8bYh5xgWLqRj/XrsVVVDnOVFl1RPnzUrNqCAelX6KlJNqbx4+EVWZ6727+Ip58KX92Pf9ib2igpivnGT3/cfjNPlpKSthGUpy4IeyxeyzFl09HTQbGsmVh879IS6Q+iFFqxixpjMx029pR6LwyKb5MnInO54k+J7Mc4DWYo/UaX4Q4zzQJbin87I8nuZCYG5N8AYr7Z2nnZ2skQ11CRkSMFrXWl7wEG9SqlgdW4inxbU0uNwoVFJfxaNS5fRAHRt30HkJRcHPdd3Nxfyvfoi4m69ZUBg21pvJWvmMIGan3xr5RRe3VnBnz4p4plvhq6uurPbwacFtVw2NwWtSknKtGiO7qjF6XChVPV9uTAs7qurjxwU1DdVd2HrsvstvXejVCi5Zvo1PLLnEYrbismOzPb94t7Wdp2fSwaFxmXBB+IVHRX0uHrGLFPvNqEray8bPqgv34Fe0U6z3X8VRDCUtEsLln69HjIyMqcuw0jxvbW7A1mK72bCSfG91diDHNzLnDTI8vtTCZVWaiXXVjE+93dn6qPGNot2OqA1qIlKNFBX6tsfzZE4f0YSHTYHO0qaPPt0ebkoIiPp2r4t2GlS0WxBtWUzKtFF5No+6X2P1YG1vSfoTD1AtFHDPSsn8/nhOnaX+ted1xtv76vC0uPk2kXS72/mjBjs3c4hEnzttGkoIyPp2rFzyBjlhdLzGmhQD3Dp5EtRCSreOvqWfxcqFDDlXLr2F6FKSEAzJXhfDbdJXrjb2bnpH9QPS8UO9Hon1i7XyBL9MOB2vpfl9zIyMjIyMqcughiabTyQM/WnGuPZ1q6lFExJoAnM3VzGO4lZZsoPNwfVU/6sqXEYNEo+LajlrKmS1F5QKjEuWULXtm1B96t/fXcF51TuRZGWhm5Gn0O9u51doM73g7n1jCye31rKg58c4fW7lwVdOy6KIi9tK2Nmqpk5aZGAFJgrVAJl+U2k5fSpIwSFAsPSpXRt3Trk+SrZ30hcuomImMAzyXH6OFamr+S9E+/x3fnfRaPU+P44pl2IpfoLTGdNCkk9vbud3VhlqFNMKagEFeUdI7QMrNiBPvZWnC0u7N3OoPwZ/KG0rRSDSnLnl5GRkQGGSPF97WEPshR/Iknxvfaw790vZ+tlTgbkTP2pxngG9c2lcj19GEnIMmNt76GzpTvgMXRqJWdPi2d9QR2ufn+0jMuW4qiu8dp/fTScLpEvNh5kTuMJYq64fJD03u18H5qg3qBRcd/qqewqbWHD4fqgx9td1kJRXQc3Lcn0zFujU5EyJYqygqFfhYzLluGoraWnpNSzz9LeQ21JG9lzg/clWDdtHS3dLXxR8YVf19nsaTh7lBgTA/8d6c+JthOkmlIxqMdmoU6lUJEakTp8pr61Atqr0CdKJQ/WjrHrWVzSVsKkyNAslMjIyJxiDAr4RJco7RP7AkTRJYLTKXUJEkUpsOzdRLsDXC5ps9uhp3ezOxC67Sh6HNJmdaC0OVHanKisLlQWaVNbRdRd0qaygqqzd7MIKDsVKDsViF1qbF0abF0amjsN1FtM1FgjqbFGUtUdRY1d2mrtUdQ6zdQ6zTS71HS4nHS4nFhEO929W3+0ghpD7xahUBKjsJOkbJc2dSvJvVuqtpVkfRvJ+jYSDJ3EmCzEmCzojD0IRjuC0Y7T5MJhEKXNBA69tNmNAna9gMOgkDa9AqdOiVOnxKVX4dJIm6hVg1olbRo1qHs3hQJBrZIWT5RKhN4NQZD+rxAQFL2f7YKiN7gf9Fnfu19GZiIj/4aeakSmS0H9GEpTPbSUQoxcTx8u4tNNADRVdgY1znkzEqnv6GZ/Zatnn7v+umvr1oDH3Xy0gdmFWwCIuvzyAcfagmxnNxzXLkonO97I/310mB5HcKvoL2wtJUKn4tK5A13VM2fG0lLTRXuTdcB+4/Le52tb3/NVerARRJg0Jy6ouQAsS15GgiGBD0986Nd1Xbv2SvNT7A/JZ8CxlmNjJr13kxGRQXn7MItLFTsA0KdL87F29ozZnEraS2STPBkZGRkZmVMd2f1eZsIQmQYOq9Rezhi8KZnPOLqhvUrO1IeR2FQpqG+s6iRrduCB46qcRNRKgU/ya5mfIdV+qzMzUWdm0PHFl0Rff31A4766s5TrK3ejX7JkiCt8a70VY5QWtcaP3uujoFYq+M3Fedzyr108v7WEu1YEZuZW3NDJR4dquHNFNgbNwI/EzJmxbPnvccoONTFrZVrfvdPTUaem0rVtGzE33ghAyYEGImJ1ntcpGJQKJWsnreWlwpdotbUSpYvy6bqur7egzUhA5dgP1Xul3vUBYnfaKW0r5ey0swMeIxAyzZnsrts9tBSkYgeojegzpgL7xixTb7FbqO2qZZJZXrCUkZEZgVF62Lv3BSLFD944Tzo+dlJ8/43z3PMaFym+lx72IEvxTyvGsR4+FMhB/amGp61dxdgG9a0VgCgH9WFEo1dhjtPRVBVcpj5Sr+bMKXF8eLCGn1+YgyAICIJAxLnn0vzvF3G2t6M0m/0as77DRt1XO0jsbCJ63U+GHG+rtxAVwiy9m5XTE1idk8BjG45z6ZxUkiL9r2V//MsTaFQK7jxraN14VKKBmBQjR7bXDgjqBUHAuHw57Z98guhw0N0tUnG4hRkrUkIm0V47aS3PFzzP+rL1XDP9mlHPd3Z0YNmzh9ibroOefCh8N6igvrS9FIfoYGr01IDHCIQMcwZWh5UGa8PAGvby7ZC2AL1Zeo2tHWOTqXeXAkyKlIN6GRkZL3hrd9e7P1hX/NHltb674vtnM+uHK34ANfbgiyu+b4G9+6ivrvje2t2B7Iovc/Igy+9PNdxt7drHuK2dp51d1tje9zQjNtUUtPwe4OLZKVS1Wtlf0erZF3HuuWC307lpk9/jvbmniguKt4Apgog1a4Ycb623hqyefjC/uSQPh8vFL98+5LcjenmThXf2V3HD4kziTNohxwVBIHd5MvWl7UMWU4zLl+Hq6MB68BBHttXgdLjIWZYc1GPpT05MDtmR2XxU8pFP53dt3QYOB6bV58HkVZD/llSjGSDHWo4BjHlQnxkxjAN+dyfU5UP6EvQRknHgWAX1Hud7WX4vIyMjIyNzaiPL72UmDJHp0s+xNstzt7OTe9SHldhUE6UHG3H0OFEFIWVfMyMRzVsKPjhYw7xeCb5+zhxU8fF0fPY5kZdc4vNYoijyycaD3F99iJhbvolCPzAj322xY+u0h7Sevj+ZsUZ+dN50/vDhYd7dX83l81JHv6iX331QiEap4O6zR3Z3n740iW1vn+DwlhrOvKYvwDWecQYolXRs3ER+yxKSJ0cSnx4R1GPpjyAIrJ20lr/v/zu1XbUkGZO8nt+5aRMKsxn9vHmgvRreulOSrGcG1q/+eOtxVIJqzGXnGWappWB5ezmLkhZJO6t2S1mR9KWotUpUGsWYye9L20sREDzt9mRkZGS8cpJI8QPrYQ+nmhTfaw97kKX4pxuy/F5mwmCMA6V27HvVt5SCSg8mueVTOIlLMyGK0FzTRUKmfxL5/ph1alZMi+fDgzX8cm0uCoWAoFBgOnc1be+8i8tqHRKcj8SOkmZm7/0CBSLRNwytx2+tD207u+G49YxJfJxfy6/fyWd2WiTZ8aPXta8vqOXzw3X8/MIcKT60HwAATi1JREFUEs0jy/b1Jg2T5sRTtKOWpVdko1JLf/SVZjOGefMo3V5CW8xsFl8a+uD3/Kzz+fv+v7OhfAM35t444nmiy0Xn5s2YzjwDQaWC6Wul9+OhNwIO6o+1HCMrMgu1Uj36ySEk2ZiMWqGmrKNfpr58ByBA2kIA9BGaMTPKK2krIdWUilY5VMkhIyMjMyyhlOIH1O4ORpPiB1ZjD6NJ8YNtdwcjSfH9D+zdR71J8b21uwNZii9z8iDL7081BGF82tq1lErSe7nlU1jxmOWFQIJ/yZxkattt7Cjp+3NuvvBCRKuV9k8+9Xmc/249wdqy7RhWnI0mPX3I8XA43w9GqRB47Pp5qFUK7n5xD53dDq/nN3V289v3CpieGMFtZ44ejM9amYqty86+9QNd2Q1nn80xxQz0RiWT54V+QSsrMovJkZP5otx7aztb4WGcjY0YV6yQdmhNkLMWCt4GZ2AZ7WOtx5gaNbbSe5BMAtMi0gY64FfsgIRc0EcBoDepxyxTX9ImO9/LyMjIyMic6ghIRnmh2MYDOVN/KjKeQb1MWImM16PSKII2ywM4Ly+JCK2KN/ZUsGyyZKpoWLQIzeTJtLzyClFXXD7qGG0WO7z3FlHdncTffuuw57TWW0GQ5h5OUqP0/P2GeXzj2Z3c9vwunv3mQiJ0Q7PMNruTO/+9m+auHp78xgLUytHXNlOnRTN1YQK7Py5l6sJEohIl1UGpaR5tUW0sSW9FqQrPGumqjFU8l/+cVxf8zi82gEKByR3UA8y6GvLfhBNfwrTz/Lpnl72Lqs4qrpx6ZRAzD5zMiMy+mnqXEyp3wcx1nuN6s4au1u6wz8MluihrL2Nx8uKw30tGRuYUJARSfG/GeRCMFH+gcR5MdCn+cIL64KX4g43zQJbin9acxPJ7OVN/KuLuVT9WiCI0l8g96scAQSGEzCxPr1Fy8ZwUPj5U68lsC4JA9LXXYjt4EGtBwahjvLfjBFcWbUCcvxDj4uEDn7Z6C6ZorUe2Hk6WT47jr9fOZW9ZCzc+s4PihoHPU327jTte2M2+ilb+eu1cZqdF+Tz2GVdPRaVW8slTh6g53srhrdXs3tJOQmcRCUd8Vzb4y+qM1ThFJxsrN454Tsdnn2FYsABVTEzfzsmrQRclSfD95HjrcYBxydSDVFdf0VGBS3RB/WHoboeMpZ7jY5Wpr+2qxea0yc73MjIygSO6hgR8okscsF90idI+p1P6TiWKUmDpdCLaHYh2h2R8ardLW48d7A6wOxC67Sh6HNJmdaC0OVHanKisLlQWaVNbRdRd0qaygqoTVBYBlUVA2alA7FIjdqmxdWlo7jTQ3Gmg3mKixhpJjTWSqu4oauzSVmuPotZpptZpptmlpsPlpMPlxCLa6RYHfi5rBTVaQY1BUBOhUBKhUBKjsJOkbJc2dSvJvVuqtpVkfRvJ+jYSDJ3EmCzEmCzojD0IRjtOkwunyYXDIOIwIW16sBsFadMLOAwKadMrcOqUOHVKXHoVLo20iVo1qFXSplGDWg0KBSgUUnCvVErSe6VSUp4KgvR/hYCg6A35BUVvcD9oiaB3v4zMeCH/9p2KRKZBRy04xqbmlK5GsHfJmfoxIibFSHNNV0jGumpBGla7k48O1nj2RV5+GYJeT8srr3i91uUSqfzXv4nu7iTrR98f8bzWemtY6+kHc8mcFJ78xgJKGro4/6+b+cHr+3n26xJ+824+5/91M7vLmnlw3WwunOWfU70xUsua2/Kwdth56+G9fPHvI8QkG1k0tR3Ltq24ukLzmgwmLzaPJGMSG8o3DHu8u7iE7mPHh3YdUGlgxuVw5EPo8W9ux1ukoH5K9JRAphw0meZMup3d1FvqJek9QPoSz3F3Tb2/3Q78pbStFIAsc1ZY7yMjIyMjIyMzzoRIei/L72VCR2QaIEJHDUSPgWOz3M5uTIlJNnJ4Sw22Tjs6U3AmZvMzosiON/LqrnKuWSTVwyvNZqKuuJyW198g9tZb0U6ePOy1X311gPP3fEjn3MUY5s8f8R5t9RamLEwMap7+sjo3kS9+tJI/ry/i04Ja3tpbhUGjZFl2LD9fm8uUhNGN9IYja1YcN/7vUo5sryEqwUB6XgyWXVD+yvN0fvUV5gsuCPEjkdQTq9JX8eaxN7HYLRjUAxdIOj7/HICINecOvXjW1bDneSj6GGZd5fM9j7UeQ6/Sk2ryvZNAKHE74Je1l5FUsQOMCQM+X/QRGlwOkR6bE60+fH/GStqlrh5ypl5GRiZoApTi+9rDHk5tKb73HvaD/y1L8WUC5CSW38tB/alIZO8X8bbKMQrq3e3sssJ/Lxmik4wANNd2kTIlKqixBEHgpiWZ/O6DQvaVt3ja28V95zu0ffAhdfffT/qzzyIMMkAURZHO+3+PWRCY8dD9I45v67TTbXEQFUaTvJGIj9Dyx3WzeeDKWTR29hBlUPtUPz8aGr2K2ef0GQIaFixAGRtL+6efhiWoB0mC//KRl9lSvYU1mQMz8h2ffYZu1izUycMoDzKWQ0SKJMH3J6hvkUzyFOMkJezfq35J+XbIWDLAhFMfIX1BtHb0hDeobyshQhNBrC42bPeQkZE5jQjAFd/Xdnfuc3x3xR+53R0E4Yrvc2AP/rjih7Ld3XBXStMZ2O7OPWJArvhyYC8zCoIgXAA8CiiBZ0RR/OMI560D/gssEkVx90jjyUH9qchY96pvLgEEiJL7OI8F0clSpralJvigHuCaRek88vlRnvmqhMdvlIJ6VUwM8f/zP9Tdfz9t77w7xDSv4IG/kF1eyLEbv8W89LQRx271ON+Pnfx+MIIgEB8RvnZkglJJxLnn0vb++7hsNhS6kdvjBcr8xPlEaaPYUL5hQFDfU1mJ7dAh4n/wg+EvVChgzrWw5TForwZzik/3O956nJXpK0Mw88BINCaiVWopayyE1jJYfNeA4/oIDQDWDjtRYeyiWdpWyiTzpCGLWjIyMjJBMQGy9mqriF0vMDQoDi5r3+yCGEXos/YJhk7qLabQZ+21aoTuQQskocjay+3uTk7GKFMvCIISeBxYA1QCuwRBeE8UxcJB50UA9wE7RhtTrqk/FTG7M/Vj1Ku+pUQKFtShD2ZkhhIRrUOlUdBSYwnJeCatihuXZPJxfg0VzX1jRl9/HYaFC6n55S9pfettRFHEZbNR/9e/ovz3M2zKWsTZP7zLy8h97ezGI1M/lkSctwbRYqHr66/DMr5KoeLstLPZXLEZu6vvy0f7Bx8AEHnR2pEvnn8ziE7Y+6JP92q0NtJsax43kzwAhaAgPSKd8sZes8Z+JnkgGeWBlKkPJ3I7OxkZmXFHGR6TWSmgDz0xivCYmNZbAiubG40hAb3Mac0Y1tQvBo6LolgsimIP8Cpw2TDn/R54kL61rBGRM/WnIhoDGGLHNlMfLdecjhWCQiA6yUhzbeiM2W5ZnsWzXxfz6IZjPHz1HOk+KhXpTz1Jxbe+Tc0vfkH9I39B7O7B1d7OZ+kL0f/s10QavGfAW+utCAKY407toN64eDHK6GjaPvyQiHOHqW0PAaszVvPuiXfZVbuL5SnLEUWRtvc/QL9gAepUL7XvMdmQfQ7s/Tes+BEovH9BPNZyDICp0eMX1ANkRGRQUr0TVDpImj3gWF+mPnxBfWdPJ/XWermeXkZGJjz4KMX31u4OgpHie6uxl44HJsUPpMa+9/xxkOJ7q7EHWYovEzBxgiD0l8o/JYriU/3+nwr0z75WAkv6/R9BEOYD6aIofigIwo9Hu6Ec1J+qjGWv+pYSmLpm9PNkQkZMspGqoy0hGy8pUsdtZ07iyU3F3LQ0k7npUQAoDAbSn3yC9g8+oGvbdkSFggeFqeyNmsSGM7JHHbet3kJErC5sPdwnCoJajfmii2h9/XWc7e0ozeaQ32NZyjL0Kj1flH/B8pTldB85Qs+JEyT99jejX7zwVnj9Zjj+OUw73+up7nZ2U6LGx/neTaY5k6/Kv8CZMg+lSjPgmKemvjN8GZay9jIAJpnloF5GRiaMjCLFH1xjD5xEBnr2IbeYyAZ6w2oXApTiDwnsQQ7uTwZCJ79vFEVxYaAXC4KgAP4C3OLrNaf2N+3TmbHqVd/TBZ11cqZ+jIlONtDZ0k2P1RGyMf9n1VQSIrT89r0CnP3+GCm0WqLWrSP14Yd4/dzbeF9I5ucX5aLzoe98W4OVyPhTO0vvJvKyyxB7emj/5JOwjK9T6ViavJRNlZs8WXpUKiJ8MeebvlZykN/9r1FPPdZyjBhdDLH68TWHyzQmYxegJmXWkGMqtRK1ThnWTH1xWzEgO9/LyMjIyMicFogh3EanCkjv9/+03n1uIoCZwEZBEEqBpcB7giCMuFAgZ+pPVSLToGRz+O/jbmcXI3/xHUvcDvgttRYSJ4UmK2zSqvjlRbnc9+p+fvtePr+/bOYAg7CvjzXyty+Pc9WCNC6ePbrhmiiKtNZbmbZ4bNvZjRe6mTPQZGfT9u57RF9zTVjusTJ9JV9WfElRfQGKd9/FdPbZqKKjR79QqYZ5N8GWv0qLfZEjmxseazk27tJ7gAxrJwDlsZkMN1u9SY21I3yZ+pK2EpSCkvSI9NFPlpGRkQkGb1J8L8Z5IEvxJ6oUX253JzMKu4CpgiBMQgrmrwNucB8URbENiHP/XxCEjcCPwuZ+LwjC1cD/A3KBxd5uJDPGRKZBdzvY2kAXGb77NLvb2clB/VgSk+wO6rtCFtQDXDY3lcKadp7cVIxaqeB7507DrFPxxu5KfvVuPpPjTfzushk+jWXrtNNjdRA1js73Y4kgCERedhkNjzxCT2kpmqyskN9jRdoKAAreeZ68piair7na94sXfBO+fkQyzDvn58Oe4hJdnGg7wbqp60Ix3aDIbCoFoExvYvkwx/URmrBm6kvbS0mLSEOtVI9+soyMjEwoGEaK763dHchSfDcTTorvrcYe5OB+guKjyV3QiKLoEAThO8CnSC3tnhNFsUAQhN8Bu0VRfM/fMYPN1OcDVwJPBjmOTKjxOOBXhjeod/eolzP1Y4o5TodCKdASQrM8Nz+7IIdOm4N/bSnl9V2Sh0dXj5Mzp8Tx2PXzMGh8+9horbcCEHmKO9/3J/Lyy2n4299oefU1En/205CPH6ePY1bcLHRPbkaVnIzxzDN9vzg6Cyav6jXM+zEoh76Ope2lWB1WpsdMD92kAyS+Yjd6BZRb6oY9ro/Q0NE0qhlswJS0lcj19DIyMjIyMqcTYxTUA4ii+BHw0aB9wxoliaK4crTxggrqRVE8DMg9fCci/XvVJ/qWWQ2I5hLQRYHeBwmwTMhQKBVExus9gXMoEQSB+6+YxfWLM/jPjnK0KgWzUiO5fF4qSoXv7/W+dnanR6YeQJ2YQMS559L61lvE3/ddFPrQL2icr55L9tF9aO65GsHfVkcLb4PXboSijyDv0iGHC5uk9qh5sXmhmGrg9FgQKveQMTnHY1g3GH2Emvoy3zI4/uJ0OSlvL+es1LPCMr6MjIzMiAyS4vvawx5kKf5EkuJ77WHfu1/O1suEkjGrqRcE4S7gLoCMjIyxuu3pi7tmtrU8vPdpKZGz9ONEZIKB1rrQ9KofjpmpkTxw5VCTMl9prbcgKAQi4nQhnNXEJ/qG6+n45BPaP/qIqHWhl7Ev3tKIQwEHl8aT6e/F0y+EqAzY/s8Rg3qdUkd25OidDcJK5S5w2cmIzOJox/CfYXqTBluHHVEUQ76wXN1VTY+rR+5RLyMjM36EWYo/ulP2RJPi+76I658Uf/QljkCk+D63u5NOGuURyYwVYyW/DwejvqcFQfhcEIT8YbbL/LmRKIpPiaK4UBTFhfHx8YHPWMY3TImg1EBbxejnBoPco37ciEo00FZvHfgHYgLRVm+V2tkpT68mG4ZFi9BOnUrziy8hiqF9bZxtbQjvf86+WQY+t+zzfwCFEpbcA+VboXro9YVNhUyLmYZKMc4eqqVfg6AkM2E2VR1VOFxDuzzoI9S4XCLdltB1gHBT0iaVFcnO9zIyMjIyMqcRY+d+H3JG/eYmiuK5YzERmRCjUEgS/HBm6p0OadFg5pXhu4fMiEQl6HE6XHS02DDHTry69dZ6C1GnUT29G0EQiLn1Vmp+8Qs6N20iYuXKkI3d8trriBYrbevWsq3mK7qd3WiVWv8GmXcTfPl/Urb+yqc8u12iiyPNR7gk+5KQzTdgSr+G5DlkRE/FITqo7qwmwzxQ4aWPkHrXWzt60BlDa2bnCerlmnoZGZnxZJQe9u59gUjxgzfOk46PnRTff+M897zGRYrvpYc9yFJ8mdAjt7Q7lYnKgJbh61FDQlsFuBxypn6ciEqUatXb6qwTLqgXRZG2BivJU6LGeyrjQuQlF9P497/T9M8nMJ19dkjk4S6bjZYXX8S4fDlzl1/OUxvWs7NmJ2el+Vn3rYuEed+AXc/Auf8L5mQAytrL6LJ3TYh6eqp2w5J7yDRneuY2NKiXvqRZO+2E2tGjtL2UKG0UUbqoEI8sIyMj4yfe2t317p9IUnzfA3vwS4ofQI09+CLF9y2wdx/1VYrvrd0dyFL8Cck4ZtlDQVC6WEEQrhAEoRJYBnwoCMKnoZmWTEiIyghvpl52vh9X3EF9a3346uoDxdLeg93mPC0z9QCCWk3snXdgPXAAy/btIRmz5T//wdHQQOw9d7M4eTF6lZ5NlZsCG2zJXdKC3O5nPbsmjEle5S5w9kDWWZ5AvnyYuvr+mfpQU9JWIkvvZWRkZGRkTiOEEG7jQbDu928Db4doLjKhJjoTLI3Q3QlaU+jHl3vUjysGswa1Vjkhg3qP833i6eN8P5jIK6+k8cmnqH/oYbL++waCIvA1VGd7O41PPY3xrLMwLl4MwLLkZWyq3MQvxV/6rwSIyYbpa2H3c3DWD0Gtp7CpEK1Sy+SoyQHPMySUfi1lLDKWEquNwKg2DuuArze5g/qh7s7BUtJWwsr0lSEfV0ZGRiZgThIpfmDGeXCqSfG99rAHWYovE3Jk+f2pTFSvN3ZbBSTkhn78lhJQaiEiOfRjy4yKIAhEJuhprQt9W7tgcc/pdGpnNxiFVkvCD39I9Y9/TNvbbwflhN/09NO42tpI+MH3PftWpq/ki4ovKGopIicmx/9Bl94LRR/CwddgwS0cajzE9JjpE8MkL3ku6MwIQEZEBuXtw2Xqe+X3Ic7Ut3W30WxrluvpZWRkJh6hlOIH1O4ORpPiB1ZjD6NJ8YNtdwcjSfH9D+zdR71J8b21uwNZij9hOV3l9zITHHdQH666+uYSiM6STPlkxoWoRMOEzNS31llQqhSYYk6vdnaDMV98Efq5c6l/5K842wPrqW4rKqLpX88Tedll6HL7FufOSjsLAYGNFRsDm1zWmZA8B7b+jR67jYLGAubFzwtsrFDhrqfPOsOzK9OcOWymXqlSoNGrsHaGNlN/rOUYAFOip4R0XBkZGRkZGZmJjSCGZhsP5Ez9qUxUr7FUuOrqW0rlevpxJirBwIk99TgdLpSqibO40lpvITJBj0IxXpVFEwNBEEj81a8ovfZaan//B1If+pNf14tOJzW/+jVKs5mEn/10wLE4fRyz4maxqWIT98y5J5DJwRn3wX9vo3Dfs/S4epiXMM5Bfb96ejcZ5gzWl63H7rSjVg50uddHqEOeqT/eehyAKVFyUC8jIzNBCYEU35txHgQjxQ+2hz2MrRTfWw97CFSK762HvXSNLMWXCS1yUH8qY0oAlQ5aw5CpF0UpU5/lp/O2TEiJSjTw/9u78zjJq/re/69T3dXd1fvePVvPPsNsMMjICIgEBWQTFFeMeqPcy01ioiYxMQQT87v3YeLCDVGj1xCNGvHqJeAVVAgMKioYZB0YhhmYfe2eXqu36r3O749v1TBLd23fb3V9q+r9fDz6Md31XepQzFKfOu9zPtbCUO8YDe1VuR7OSeETEV+NJ5dCGzfQ/NE/pPfLX6H6ssuou/66lK/t/erXGN+xg4V33EFpw9l7vF+25DK+8vxX6In00FLZkv7g1t0I9Ut5/qW7oQQ2t25O/x5e2v8YBEqh46KTDy2tXUrURjkycoQVdStOOz1UXeb5mvq94b1UB6tpq2zz9L4iIp5yGcVPtMbeuSbTKL7bdncwWxQ/cWEPmUbx3a6xn+1KZzgJ2t2Bovh+pfi9+JIxsR3ws1DUj3TD1Khm6nMsvmY9fMI/Efxo1GlnV99WnDvfz6b51lsJnX8+nX/914y98EJK1ww9/Ai9X/sadTfdRO111856zmWLLwPIfBf8klK4+I95brybpaFWmkJNmd3HK/t+DosvhIrakw/F17YfHDx41unZmqlfVb/KkzaEIiIikkesR185oJn6Qle/NDtr6uPt7LTzfU7VxVrG+WmzvOG+caIzlroi3iTvTKa0lMVf/hIH3/+7HLn1v9Pxb9+hYu3aOc8f/sUvOP6pTxHavJn2v/3MnAXmmoY1LK5ezKOHH+Vda96V0djsee/nhZ1f4k3jExld75nRXuh8AS6//bSHl9UtA5wd6c8Uqimja/+gZ0Ow1rI3vJcrl17p2T1FRLIqwyh+qj3sobCj+Il72J/5vaL44l8q6gtdfYezTtVr8XZ2mqnPqYqqIKGaoK82ywurnd2sSlta6PjmNzj0ux/g4PtuZsHffobaG244rWC3U1P0f/duuv/X/6Ji3ToWf/WfCJSVzXlPYwxXLruS7+78LoMTg9SV16U9roPj3QwEDOd374fuXdnplJGK/Y8BFla++bSHa8pqaAm1zFHUBxkfmYpFTt3PrPeO9TI4Maj19CKSXzKI4qfa7i5+TupR/Lnb3YGLKH7KhT2kE8X3st3dbFc6w/Ewiq/CPntyuMmdF1TUF7qGpTAehvFBqEj/Df+cBg4A5rXN+CRn6loqfRW/j4+lmNvZzaWso4Nl993LsT/9U45/6i/p++a/UnvddZS2tTJ58CDDD/0Hk4cOUf3mN7Poi18gUJV8X4Krll7Ft176Fj8//HPesfodaY/p2RPPAnD+TACe+DK843+nfQ9P7PsFVNTDws1nHVpet5wDQ7MU9dVlWAvjkamTfevd2BN2dr5fXb/a9b1EROadD2btg2OWqZDh7KLY3ax9fxQaA97P2rdWjtAdqfZ+1r48iJk44wMSL2bttcY+u/K4qNea+kJ3sq3dQW/v238A6hZDabm395W01beFfDVTP3giQlmo9GQfcTldsLWVpd/+Ngs++1kwhp4776TzL2+j71++QaC+jsVf/9/ODH0KBT3AhqYNLKpexLZD2zIazxPHnqC9qp3lm94PO+6BwWMZ3ccVa5319Ct+BwIlZx1eXrecg4MHsfb0f21DtfFe9d5slrcvvA+AlfUrPbmfiIhvlZz9d60XnILee40BbzdFjeuOVGflvmcV9JIX1NJO/Ksxtlt0/wGnJ7VX+vcreu8T9W2V7P7PLibHpymryP0f6YETEepbQ9poLAFTWkr9O2+i/p03MTMywnRPD8G2NgKV6acbjDFcufRK7t51d9oR/KnoFE92Pslbl70Vs+7D8PQ34MmvwVs/m/Y4XDnxEgwfh1VXzHp4ed1yhiaH6B/vP20zv/js/NjwJCxw321hb3gvjRWNud8wUEQkUylG8RO1uwM3UfxEa+yd45lF8TNZYx87PwdR/ERr7EFRfPFe7isAya544d2/37t7Wgt9e2BjZhtzibfiMffB7jFaOmpyPBpnTf3CVfW5HkbeKKmupqTa3UzB1cuv5ts7v83DBx/mPWvfk/J1L3S/wMjUCJcuutRZqrPxnfDst+FNn4TQ2S30suaV/3B+XfPWWQ8vq10GOJvlnVbU18SLem9mRPYO7NV6ehEpDEmi+Ina3YHfN9A7vd0d+HsDvVmnOBTF9yfF78W3ymugqsXboj7S56zRb9a6Uz+Ib0jnhwj+9OQMI/0T2iRvnq1vXM+q+lXcv/f+tK57/NjjlJpSti7Y6jxwycdgcgSe+dcsjDKBVx+CRRdAdeush5fXOR9OnrmuPr7Ew4u2dlEbPdnOTkRExI9Om60Xzyl+L/7WuMLbNfW9zmZSNOnNrx/UtcTb2uW+qB/scVrraZO8+WWM4e2r3s4dz9zB/vB+VtSvSOm6J44/webWzVSXxZIC7Ztg5Vvgya/DGz4KwYosjjpm+AQcexYu//Scp7RXtVNRUnHWDvgV1bGifsT9TH3naCeR6QirGvT3mogUiERR/AQb54Gi+H6N4qvdncxFRX0xaFwBB37l3f369jq/qqj3hdKyEqoby30xU39y53vN1M+761Zcx53P3sn9++7nTy74k6TnHxk6wu7+3Wef+8ZPwHfeBi/+AC74vayM9TR7HnF+nSN6DxAwAZbVLTurqC8pCVBeVerJTH18kzzN1ItIwZklip+o3R0oih/nuyh+ojX2oOLeDYvi9+JzDcth6BhMjXlzv749UFKmdnY+Ut9aSfiER/9/XYh/sFDXGsrxSIpPc6iZSxddyo/2/oiJmYmk59+/734MhmuXX3v6gWWXwsLznfZ20ZksjfYUrzwEtYuclEACy2uXsz989jKiUHWZJ2vq9ww4CSTtfC8iIlKkrEdfOaCZ+mIQ3wF/4BC0nuP+fn37nHvO0npKcqO+tZI9z5zAWpvTXefDJyJU1pX5Yhf+YvTB9R/klkdu4YF9D/DuNe+e87yojfLAvge4aOFFtFe1n37QGLjkE/Dv/wVevh823pS9AY8Pwd5HYcuHnedNYFXDKh46+BCRqQiVwdeSIKGaoCcz9XvDe2mrbKO2rNb1vUREfOeMKH6qPexBUXw/RfETbpwXe1yz9cVJ77yLwcm2dvu9Kep792iTPJ+paw0xEZlmfHTqZJuvXAifGNN6+hx6ffvr2dC0ge/s/A43rbqJkjk+eHuq6yk6RzvnjumvuwGa18Kvvgjr3w6BLIW6Xv0PmJmADe9Iemp8Bn1feB+bWl6b1Q/VlDHQ5X7pyd7wXq2nF5HCl+UofvJ/LfwWxU+tsI+PJfUofvKPODKJ4qfc7s45Kcl/kZzKkLtN7ryg+H0x8LKtXXTGuY/W0/vKqW3tcincHdF6+hwyxvDhjR/m0NAhHj386Jzn3fPKPdQEa7h8yeWznxAIwJv+HLpfht0/ydJogZ0/gpqFsPjCpKeurnc+SNwb3nva46GaMtcz9TPRGfaH9598DhERESlCit+Lr4UaoKIOBg4kPzeZ8CGITqmo95n4GvZwd4T2FXU5GcP46BTjI1Oaqc+xKzquYFX9Ku545g7euOiNVAWrTju+vXs72w5t49Zzb6WiNMHu9htvgl9+Dn71BVj3tqTx+LSdjN5/JKUkwKLqRZSXlJ9d1FcHGR+dIhq1BAKZjfHI8BEmo5NaTy8ixSFJD/v4Y5lE8d1vnOccn78ofvob58XHlZMofqo97GOPa7a+eKioLwbGOBH8vn3u7xW/h+L3vlLbHMKY3M7UxzfJq2/TJnm5VBIo4TMXfYYPPfQhvvzcl7lt620nj0VtlC88/QVaQ63csvGWxDcKlMCln4Qf/b4Tk197jbcDfeXBWPT+7SmdXhIoYUXdilln6rEwPjJFZW1mS0/2hJ1N8rTzfX4zxiwB/g1ow6k77rLWfim3oxLxqUTt7mKP+ymKn3phD2lF8TNYYw+pRPFTK+zjR1ON4idqdweK4rtlbP7m7xW/LxaNK70p6ntecX5tUlHvJyWlAWqaKnLa1i7ezq5OM/U5t7l1MzefczPf3/197n75bqy1zERnuOOZO9jRu4OPX/Dx0zabm9Omd0PDMvjl58Hrf+iev9vpzLFka8qXrKpfNUtRH+tV7yKCv6tvFyWmREV9/psG/sxaux54A/BRY8z6HI9JRETygVfRe8XvJata1sJL98LkKJRVJT9/Lj27oKoFqpq8G5t4or6tMqcz9QOdEQIBo3Z2PvGJCz5B12gXn3/682w7tI2JmQl29u3k5nNu5voV16d2k5JSuPTP4IE/hj3bYM1V3gyu/wAc/DW8+dNpxfpXNazix/t/zNDk0Mld6kM1zuz82Ejmbe129+9med3yxMsRxPestZ1AZ+z7YWPMLmAR8HJOBybiZ3kSxc9s4zwotCh+wh72oCh+EVNRXyya1zi/9u6BhZszv0/3bmjxYAd98VxdayWd+zpz1tZuoGuUutYQJSUKAPlBqDTEnZffyT+/+M/88sgvmY5O8+mtn+a957w3vRud+z741R3w8/8Jq67wZif87f/HeYNx3vvTuiw+k74vvI/zW88HnDX14HKmvn8XFy+8OOPrxX+MMcuA84HfznLsVuBWgAqULBLxNIqfUbs7SBbFz2yNPSSL4rttdwdzRfHTL+zjRxNF8RO1uwNF8d3S7vfify1rnV9792R+D2uhZze0rvNmTOKp+tYQU+MzRIbc9+zOxEBXhIYFLlIg4rmACfAH5/0BP7j+B9x7w73pF/QApWVw+e3Q9SLs/KH7Qc1MO0X9yrdA3aK0Lo0X9XsGXvt77ORM/XBmM/U9kR56x3pZ16i/1wqFMaYauA/4hLX2rHfm1tq7rLVbrLVbgpTP/wBFRMSfFL8X32tcCaYEel/J/B6DR2ByRDP1PlV3Slu7qrr5faM6MxVlsDvCyte1zOvzyjzZ9G74zZed2fp1NziFfqZ2PQBDR+Gaz6d96YKqBVQHq3l14NWTj1VUB8FkPlO/q38XAOc06u+1QmCMCeIU9N+z1nrwKZRIEfEgip9o4zxwE8V328Me5jeKn6iHPWQaxU/Uw965RlH8YqWivliUljn96ntcFPXdu51fNVPvS/WntLVbuLp+Xp873B3BWmjUTH1hCgTgiv8PvvdO+O3X4ZKPZXYfa50PBxpXwtpr077cGMPaxrUnC3FnaIaKqmDGa+p39zt/r6moz3/GWXf0TWCXtfYfcj0ekbzkMoqfaI29c02mUXy37e5gtih+4sIeMo3iu11jP9uVznAStLsDRfFdUvxe8kPzGuh9Nfl5c+mJvZHWTL0v1TRWEAiYnGyWN9Dl7Hzf0K6ivmCtvgJWv9XZCX+4K7N7HHwcjj8PF/9Rxmvz1zWuY8/AHmaiMycfC1UHM5+p79vF0tqlVJdVZ3S9+MolwAeBNxtjtse+0v/0SEREipPi95IXmtc4O1jPTDu7WqerezdUt0Flo/djE9cCJQFqW0IM5qCt3UDXKBiob9emUwXt6r+Hr70BHvlreOe/pHettfCrL0JlM5x3c8ZDOKfxHMamxzg0dIgV9SsAZ129m/j9xuaNGY9H/MNa+zhz7DElImnKMIqfag97KOwofuIe9md+ryi+uKeivpi0rIXoFAwcgOYM+sz37NIsvc/Vt4YI52Cmvr9zlJrGCoJlJfP+3DKPmlbCG//Ema3f8A44J41J0FcfhgO/hGu+AMHM2x7GY/K7+nedVtT3HRtJ+17h8TDHRo7x7jXvzng8IiIFK4Mofqrt7uLnpB7Fn7vdHbiI4qdc2EM6UXwv293NdqUzHA+j+CrsweZ3/F5FfTFpju2A3/NK+kV9NAo9r8LrPuj9uMQzda2VHH1lYN7b2g10RrSevlhc+kl45UH48cdgyVaoakp+zfQkPHK7kxba8hFXT7+ifgVlgTJ29+/muhXXARCqCTI2kv5M/Yu9LwJwbsu5rsYkIlLQfDBrHxyzTIUMXs/a90ehMeD9rH1r5QjdkWrvZ+3Lg5iJMz4g8WLWXmvsHXlc1GtNfTFpifWq79mV+LzZDByAqVFo2+DtmMRT9a0hpiejjIbnr61dNGoJn4jQoOh9cSgtg3f8M4wPwr0fhpkUNqj75eehby9c9VkoCSY/P4FgIMiqhlXs6nvt77FQTRkTo9PMzKT3ZuTFnhcJmAAbmvT3moiIJ0qyk9hzCnrvNQYy22Q1me5IdvZpOaugF4nRTH0xKa+BhmXQtSP9a48/7/y6YLOXIxKPxdvahbsjVDfMT1u74b4xZqaj6lFfTNo2wPX/CPf/ITz453D9nTBXMuTVh+HXd8D5H4A1V3ny9Osa17Ht0LaTiZRQdSx+OTKVVjvHF3teZE3DGiqD+kBKRCShFKP4idrdgZsofqI19s7xzKL4mayxj52fgyh+ojX2oCi+GwbF7yWfLDgPOl9M/7rO7VBSpjX1PlcXa2s32B1h8dqGeXnO/k5nYz7F74vM+b8LfXvg8Tud2frr7zy7f/2BX8F9/w3aN8G1d3j21Osa13Hfnvs4PnqcRdWLCNU4zzs2nHpRH7VRdvTu4Nrl2hxdRCRlSaL4idrdgd830Du93R34bwO9aKiUwNj07GvsQVF8t2z+VvWK3xeb9nOdKP34YHrXdb7gzM6d+aZdfKWmoYKS0sC8bpY30DkKoPh9MXrLZ+CyT8H2u+GbV8IrD8FYGMJH4Bd/B999B9QugPd939XmeGfa2OLsVr+jx0kdhWqcN1rp7IB/YPAAI1MjWk8vIiJ5IzA2nZX7njZbL3lJM/XFZsF5zq9dO2DZG1O7xlqnqN9wU/bGJZ4wAUNd6/y2tRvoGqWytozySndrpSUPGQOX/5WT4Nn2Gfj++04/vu5tcONXoaLO06dd07CGUGmI7T3buXr51a/N1KexWd6LPdokT0QkI4mi+Ak2zgNF8f0axVe7O4fi95I/2mNvYDtfTL2oj8/sxz8QEF+ra5nftnb9nREaFmiWvqhtvMkp4F/9Dwgfdj4IPOc6aFyelacLBoJsbN7I9u7twCkz9UOpbyD0Qs8L1JbVsrR2aTaGKCJS+GaJ4idqdweK4sd5vSu+6yh+ojX2UBzFvSWvd79XUV9satqguh260lhX3/mC8+vCzVkZknirvrWSwzv7Y/+4ZretnbWWga5RztnantXnkTxQEnQK+3myuWUz33rpW4xNj1FRWYEx6c3UP3PiGTa3biZgMl+FtueZEzQvrqahXftJiIiISO6oqC9GC859rVBPxfHtEAhC6/qsDUm8U9caYmY6ynD/OLXN3q1jns1oeJKp8RntfC/zbnPrZqbtNDt7d7KlfQsV1UHGhlObqe8a7eLQ0CHes+Y9GT//9NQMj3xjJxe+bTmvvy47iQQREd87I4qfag97UBTfT1H8hBvnxR4vhtl6k8f/iSrqi1H7ubD3ZzA1ltrmVceehbb1UDo/LdLEnfiGdeETkawX9QNd2iRPcuPcZmcp0fae7Wxp30KopizljfKe6noKgK0Ltmb8/MN9TnAy23/GRETyQpaj+MkzVX6L4qdW2MfHknoUP/lHHJlE8VNud+eclOS/KI/lcfxeu98Xo0WvAzvzWu/5RKYn4OjTsPSS7I9LPFHf5syaD5zI/mZ5/fGd7zVTL/OsvqKe5XXLT1tXn+pM/VOdT1FfXs/qhtUZP/9Qb6yob6rI+B4iIiIiXtBMfTHquAgwcPBxWHpx4nOPPQvT46lvqic5F6oJUl5ZSrgr+0X9QFeE8spSKmvV6lDm3+taX8cjBx9hOjpNqKaMnsPDSa+x1vJU11O8vv31rtbTD/U6m1HWtmimXkQESNrDPv5YJlF89xvnOcfnL4qf/sZ58XHlJIqfag/72OOFOluv3e8lv1Q2QvtGOPhruOwvEp978HHAJC/+xTeMMdS3VTJwYjTrz9V/fISG9iqMye6GfCKzuWTRJdy35z529O4gVF2V0kz90eGjdI528pGNH3H13EN945QEA/pAS0TkVIna3cUe91MUP/XCHtKK4mewxh5SieKnVtjHj6YaxU/U7g6KJIpvcbr35CnF74vVskvhyFNOvD6RA7+C9k0QapifcYknGtorsz5Tb62l//goTYsUvZfc2LpgKyWmhMePPU6oJsjk2DQz04nfYDxx/AkALlxwoavnHu4do7apQh9oiYiISM5ppr5YLXsjPPk1OPoMLJtjvfzUuLOefsst8zs2ca2+rZLd/9nF5Ng0ZaHs/DEfDU8wEZmmaVF1Vu4vkkxtWS3ntZzHE8ee4PLamwAYG56iumHuTT0fPfwoy2qXsbzW3Y71Q33j1DQpei8iMqs8ieJntnEeFFoUP2EPeyiaKL7i95J/ll7MyXX1cxX1Wk+ft+J9s8PdEVqX1mblOXqPjgCoqJecumTRJXzl+a8w0+KkjsaGJ+cs6sPjYZ7peoYPb/yw6xn2od4x2pZn58+WiEhB8DKKn1G7O0gWxc9sjT0ki+K7bXcHc0Xx0y/s40cTRfETtbuDIori53FRr/h9sQo1OLH6/Y/Nfc7un0JJmdbT56H6NqfF3EAWI/j9x501+40LFb+X3LlkkfOh5J6JXQBEhuZua/eLI79gxs5wxdIrXD3nRGSKicg0tZqpFxERER/QTH0xO+c6eOxzED4C9UtOPzYzDS/dC2veCqH6nAxPMlfXEsIEzMk+8tnQe3SE6oZyKqqCyU8WyZJ1jetorWzl1/2PsYZriAzNvU/Izw7/jAVVC1jfuN7Vc55sZ9esdnYiIkl5EMVPtHEeuIniu+1hD/MbxU/Uwx4yjeIn6mHvXFP4UXyD4veSr857Hzz29/DiD+BNf376sQO/hJETsOk9uRmbuFJSGqC2uYJwFnvV9x8fUfReci5gAty48ka+88J3Y0X97DP1/eP9/Ob4b3jv2ve6j973xdrZNWumXkQkJS6j+InW2DvXZBrFd9vuDmaL4icu7CHTKL7bNfazXekMJ0G7OyiOKL612v1e8lTDMmcX/O3fP/s38Yv3QEUdrL4qJ0MT9xraq7IWv5+ZjjLQFdHO9+ILb1/1diYD4xCMzlnU3/PKPUxFp3jXmne5fj7N1IuIiIifaKa+2J13M9z/h3D4SVh6kfPY8AnY9WPY9C4I6k1rvmpcUMXhnX3MzEQpKfH287vwiQjRGauZevGFjtoOLmi7gNHgIJHBs4v6yZlJfrD7B1yy6BJW1q90/XzDvWOUV5ZSXqmlJyIiackwip9qD3so7Ch+4h72Z36vKH66FL+X/LX+Rnjk0/DgJ+GWbRAMwY8/DnYGLv7jXI9OXGhcWEV0xjJ4Yszzzey08734zTtXv5Mnf9bJ0e4uYONpxx488CB94318aP2HPHkup52dPvAUEclIBlH8VNvdxc9JPYo/d7s7cBHFT7mwh3Si+F62u5vtSmc4Hkbx862wV1Eveau8Gm76F/jeu+CH/w3qFsOrD8FVn4Xm1bkenbjQuMAp5Ps7R70v6o8MU1IaoL690tP7imTqmuXX8GzVt+ju62dkcoTqMucDp76xPr783JdZ07CGixZc5MlzDfWO0bBAS09ERFzxwax9cMwyFTJ4PWvfH4XGgPez9q2VI3RHqr2ftS8PYibO+IDEi1n7fF5jn2e0pl5g9RVw+e2w+yfw26/DmqvhDX+Q61GJSw3tlRgDfcdHPL93z5ERmhZVeR7rF8lUaaCU85ZuoHyiks899TmmZqaYic7wV4//FYMTg/zdG//O9QZ5ANZahvrGqdVMvYjI/IkVkV5zCnrvNQbOThB4oTuSnYTkWQV9kTLWm69c0Ey9OC77c3jdB6Gs2pm9l7xXWlZCbUuIgePetrWz1tJ7ZJiVF7R6el8Rt5a0LeT4zDg/2fNTXuh5gbHpMU5ETvA3F/0NaxvXevIckaFJZqai2vleRMQLKUbxE7W7AzdR/ERr7J3jmUXxM1ljHzs/B1H8RGvsoUii+BaI5m/+XkW9vKamPdcjEI81Lqiiv9Pbon64b5yJyDQtS2o8va+IW5V1ZQB88fV3cteBr7KkZgl/eeFf8paOt3j2HK/tfK+iXkTEM0mi+Ina3YHfN9A7vd0dZB7FX1Qe5thE/WmPeRHFj4ZKCYxNz77GHhTFzwMq6kUKWOPCKg7u6GNmKkpJ0JuofM+RYQAV9eI7lbVOUb+p6nz+/W3/npXnGOqN96hX/F5ERObXmQW9VwJj01m5r823me88G+6pVNSLFLDGhVXYqCXcHfFsp/reIyOYgFGPevGdeFE/Nkevei8M9zlFvXa/FxHxWKIofoKN80BRfL9G8fOt3Z1a2omILzUuiO0AfnzEs6K+5/AwDe2VlJZlZ9MakUzFi/pIFov6wd5xKuvKKA3q97+ISFbMEsVP1O4OijOKPxuvd8V3HcVPtMYefFvc5yNtXS1SwBraKgkEDH3HvFtX33NkmJYORe/Ff0I12S/qh3vHqG3SenoREZGCY603XzmgmXqRAlYSDNCwoIre2Dp4t0YGJogMTmo9vfhSSWmAiqogkcHsFfVDveMsWFWXtfuLiAhnRfFT7WEPiuL7KYqfcOO82ON+mq1X/F5EfKtlSTWHXk79n5tEThwcBKBtRa0n9xPxWmVdGZHh7BT1MzNRRgbGqW1WpxARkXmR5Sh+8siy36L4qRX28bGkHsVP/hFHJlH8lNvdOScl+S8qLMaYq4EvASXAN6y1nzvj+J8C/xWYBnqAj1hrD811P1fxe2PMF40xu40xLxpj/p8xpt7N/UTEe81LahgbmmR0cML1vU4cGCJQamhZrJl68adQTVnWZupH+iewVjvfi4iIFBzr4VcSxpgS4KvANcB64GZjzPozTnse2GKtPRe4F/hConu6nanfBtxmrZ02xnweuA34lMt7ioiHWjqcDfJ6Dg9Ttanc1b1OHBiieXGNZ+3xRLxWVVdG577BrNx7KLbzvdbUi4jMoyQ97OOPZRLFd79xnnN8/qL46W+cFx9XTqL4qfawjz2ey9l6A5j5Ww9/IbDXWrsfwBjzA+BG4OX4CdbaX5xy/pPABxLd0FVRb6195Iwne5eb+4mI95pjs+q9R0ZYtqk54/tEZ6J0Hxpi/SULvRqaiOeq6sqJDE5ircWYWcOCGRvqibWz00y9iMj8StTuLva4n6L46S16TCOKn8Eae0glip9aYR8/mmoUP1G7O/BhFN+7p202xjxzys93WWvvOuXnRcCRU34+CmxNcL9bgIcSPaGXa+o/AvzfuQ4aY24FbgXo6Ojw8GlFJJGyUCm1LSHXm+X1d44yPRmlbbnW04t/VdWXMzMdZWJ0morqYPIL0jDYM0ZJaYCaBhX1IiIiMqdea+0WL25kjPkAsAW4LNF5SYt6Y8yjwGy7At1urb0/ds7tOIv4vzfXfWKfTtwFsGXLljzeW1Ak/7QsqaHncOqf6M6ma79zvYp68bOqemeJyejgRFaK+trmCkzA2wSAiIikKE+i+JltnAeFFsVP2MMefBfFn8f4/TFgySk/L449dvp4jLkCuB24zFqbcHOspEW9tfaKRMeNMb8HXA+8xdocNeYTkYRaOqrZ91w3E2PTlIcyC+icODhERXWQ2matJxb/qqpzetWPhCdoWlTt6b0He8aoa9HvfxGRnPIyip9RuztIFsXPbI09JIviu213B3NF8dMv7ONHE0XxE7W7A59F8VPc5M4jTwOrjTHLcYr59wHvP/UEY8z5wD8DV1tru5Pd0O3u91cDfwHcYK2NuLmXiGRPa4czu959IPPZ+uN7wrSvqPN8nbKIl07O1Ifdd3s4lbU2VtRXenpfERERKS7W2mngj4CHgV3APdbancaY/2GMuSF22heBauDfjTHbjTEPJLqn2zX1/wSUA9tib/SftNb+vst7iojH2pbXYgx07h9kyfrGtK8f7h9nqGeMc39ncRZGJ+KdqjqnqI940MLxVJGhSaYnZqjVTL2IiD94EMVPtHEeuIniu+1hD/MbxU/Uwx4yjeIn6mHvXOOnKL6FeQydW2sfBB4847G/OeX7hGn5M7nd/X6Vm+tFZH6UhUppXFRN175wRtcf3+Nct3BNvWdjEsmGkmCAiqogI2Fve9XHd76va1VRLyLiGy6j+InW2DvXZBrFd9vuDmaL4icu7CHTKL7bNfazXekMJ0G7O8ggip/kP8glk8cLydVsWqRILFhZR9eBIaLR9P/GOvbKAOWVpTR7vEZZJBuq6ss9j98Pxot6zdSLiIiIz3jZ0k5EfKx9RR0v/fIY/cdHTvauT9WxVwdYuLpeu35LXqiqL8tKUW8ChpomtbMTEfGdDKP4qfawh8KO4ifuYX/m9zmM4mdbHu/5rqJepEgsWFkHQOfewbSK+uH+cYZ6xzn38iXJTxbxgaq6cnqPjnh6z8GeMWoayykpUcBNRMSXMojip9ruLn5O6lH8udvdgYsofsqFPaQTxfey3d1sVzrD8SiKny0WzPx30fOMinqRIlHTVEFlXRmd+wbZlMaGd0d3DwCwaG19lkYm4q2q+nLGhiaJzkQJeFSED3ZHqGvVzvciIr7ng1n74JhlKmTweta+PwqNAe9n7VsrR+iOVHs/a18exEyc8QGJi1l78rjozjZNOYgUCWMMC1bWc+zVAWwa8aKDO3qpqi/3vOe3SLZU1ZdjLUSGzp5pydRgzxh1zVpPLyJSUGJFpNecgt57jQHv/l07VXckO+/xziro/c5ab75yQDP1IkVk6cZG9j3XTe/REVqWJI/gT0/NcPjlfs7Z2q7+9JI3TvaqH5yguqHc9f3GR6eYiExr53sRkXyRYhQ/Ubs7cBPFT7TG3jmeWRQ/kzX2sfNzEMVPtMYe0o/iZ13+LqlXUS9STDo2NAFwaEdfSkX90d0DTE/MsOy85mwPTcQzVXVlAJ5tlqed70VE8lSSKH6idnfgvw30uqbqaQ+Gma3dHWQexV9UHubYRP1pj3kRxY+GSgmMTc++xh7Sj+LLnBS/FykiVXXltC6t4dBLvSmdf/DFXoLlJSxe05DlkYl45+RMvWdFfQSAWhX1IiKSQ05B770zC3qvBMams3LfbDHWevKVC5qpFykySzc28fSDBxkbmSRUXTbneTZqOfhiLx0bGikJ6vM/yR+hmjICAcOIR0X9UHymXmvqRUTyT6IofoKN80BRfL9F8bNOLe1EJF8s3dTM0z89yOGd/azd2j7neUd29TM6OMnK17XO4+hE3AsEDFUN5Yz0jyc/OQWD3WNUN5RTWpadDZVERGQezBLFT9TuDvwdxX+Nt1H82Xi9K36mUXyZm6bfRIpMa0cNNY0V7PpNZ8Lzdv76OKGaICvOa5mnkYl4p6axgmGvivqeMWo1Sy8iIlK4LE7LPC++ckAz9SJFxgQMG960kCd/tJ/+zlEaF1Sddc5oeIIDL/ay+Yolit5LXqpuLOf4nrAn9xrsGWPppiZP7iUiIjl0RhQ/1R72oCi+L6L4WWTI3Xp4L6ioFylC6y5eyFM/OcDOXx3j0veuOev4y08cx0Yt69+4MAejE3GvprGC0fAk0ZkogZLMP5iaHJ8mMjSpne9FRApJlqP4yf/V8VsUP7XCPj6W1KP4yT/iSCeKL3PTFJxIEaqsLWPl+a3s/s9OJiKn/2M0Gp7g+W2HWbqpifrWyhyNUMSdmsYKbNQyOjjp6j5DvfF2dvqzICIiUtCs9eYrBzRTL1Kkzr+yg73PdvPY/3mFq27ZgDHO56C/vudVojOWS9+zOscjFMlcTWMFAMP94ye/z4R61IuIFKgkPezjj2USxXe/cZ5zfP6i+OlvnBcf13xG8bNO8XsRyTctHTVsvWE5T/5oP60dtWx400Kef+Qw+57rYeuNKzQzKXmtOlbIu90Bf7BbRb2ISMFK1O4u9rifovipF/aQVhQ/gzX2kEoUP7XCPn40WRRf5qZXSKSInX/VUo69GuY3P9zLf/6/vVgLay5s4/wrO3I9NBFXTp2pd2OwZ4xQTZCykP65FBERKVjx3e/zlN6liBSxQMBw/UfP5ejuAQ7t7GPJukaWbWrO9bBEXAuWl1BRFWS4f8LVfcInIkqtiIgUujyJ4me2cR4UShQ/27T7vYjkrUBJgI4NTXRsUMsuKSzVjeUM97mbqR/oGmXZufqgS0Sk4HkZxc+o3R0ki+JntsYekkXx3ba7g7mi+OkX9vGj2vE+PSrqRUSkINU0Vpzc6C4T46NTjA1P0dBe5eGoRERExJc0Uy8iIuIvNY0VHN09gLX2ZHeHdAx0RQBoaFf8XkSkaHgQxU+0cR64ieK77WEP8xvFT9TDHjKK4mdN7trReUFFvYiIFKTqxgqmJmaYiExTURVMfsEZBrpGATRTLyJSbFxG8ROtsXeuyTSK77bdHcwWxU9c2EOmUXy3a+xnu1Jml/z3k4iISB6qbYrtgJ/huvqBrgglpQFqmjLvcy/zzxhTYox53hjzk1yPRURE8oTFman34isHNFMvIiIFqa7V6S0f7o7Q0lGT9vUDXaPUt1USCGiOIM98HNgF1OZ6ICKS5zKM4qfawx4KO4qfuIf9md8nj+JnnVraiYiI+Eu8Fd1gdySj6wc6R2ldprownxhjFgPXAZ8F/jTHwxGRQpBBFD/Vdnfxc1KP4s/d7g5cRPFTLuwhnSi+l+3uJDEV9SIiUpCC5SVU1ZUR7k5/B/zpqRmG+sZZu7U9CyOTLPpH4C+AOaMZxphbgVsBKtAmiCKSIh/M2gfHLFMhg9ez9v1RaAx4P2vfWjlCd6Ta01n7bMrnPvX6OERERApWfVtlRjP14RNjYKFhgTbJyxfGmOuBbmvts4nOs9beZa3dYq3dEqR8nkYnIkUltnGe15yC3nuNgbMTBF7ojlRn5b5ZozX1IiIi/lPXWsn+7T1pX6ed7/PSJcANxphrgQqg1hhzt7X2Azkel4gUihSj+Ina3YGbKH6iNfbO8cyi+JmssY+dryi+L6ioFxGRglXXGmJ8ZIqJyBTllam3tes9OkIgYGhoUzw7X1hrbwNuAzDG/A7wSRX0IpIVSaL4idrdQeZR/NKxKNOhAF5voNc1VU97MMxs7e4g8yj+ovIwxybqT3vMt1F8C0QVvxcREfGd+lanKE93XX3f0REaFlRREtQ/kyIi4g9OQe89p6D33pkFvb95FL1X/F5ERMRb8bZ2g90R2tLYyb73yDCLz2nM1rAky6y1jwGP5XgYIlLIEkXxE2ycB4riK4rvPRX1IiJSsOpaQmDSm6kfG5lkdHCSpsV5tsGPiIjMv1mi+Ina3YE3UfzXZLOXvXdR/NmkH8XPsjze/V5FvYiIFKzSYAnVDeVp7YDfe3QEgGYV9SIiIsVDRb2IiIg/1bdWEj6RRlF/REW9iIik4Ywofqo97EFR/PSj+DIbFfUiIlLQGhdW8fLjx4lGLYFA8jcGfUdHqKorI1RTNg+jExGRgpHlKH7yleV+i+KnVtjHx5I8ip9F2v1eRETEv5oX1zA9GU05gt97dISmxTVZHpWIiIj4h3U+lPHiKwc0Uy8iIgWtpcOJ0fccGaahvSrhudNTMwx0jrJ0Y9N8DE1ERApNkh728ccyieK73zjPOT5/Ufz0N86Lj2vuKL7MRkW9iIgUtIb2KgIlht4jI6x5feJzuw8NE41a2pan3v5ORETkNIna3cUe91MUP/XCHtKK4mewxh4SRfGzTBvliYiI+FNJaYDGhVX0HhlOem7XvkEAFqysy/awRERExC/yfE29inoRESl4LUtqOLijF2stxswd4+vcN0h9W6U2yRMREffyJIqf2cZ5MP9RfJmLinoRESl4zUuq2fWbTkbDk1Q3lM96jo1aOveFWXFeyzyPTkRECpaXUfyM2t1Bsih+ZmvsIVkU3227Ozg9ip91eRy/1+73IiJS8JqXOLvZJ4rgD5yIMDE6Tbui9yIiIsXHWm++ckAz9SIiUvCaF1eDgROHhlh2bvOs52g9vYiIZI0HUfxEG+eBmyi+2x72MB9RfJmbinoRESl4ZRWltC6t5cjL/Wx924pZz+ncG6aiOkh9W+U8j05ERIqCyyh+ojX2zjWZRvHdtruD2aL4iQt7SDeKn125m2X3guL3IiJSFDo2NHLi4BDjI2e/EZqZiXJwRx9L1jUm3EhPRERECpAFolFvvnJAM/UiIlIUlm5o4pmfHuTIrn5Wv77ttGPHXw0zPjrFqte15mh0IiJSNDKM4qfawx4KN4ovs1NRLyIiRaF1WS0VVUEO7ew7q6jf91w3peUldGxozNHoRESkqGQQxU+13V38nNSj+HO3uwMXUfyUC3vwRRQ/j+P3KupFRKQoBAKGJesbOfxyf+yNk/PGJRq17N/ew7JNTZSWleR4lCIiUlR8MGsfHLNMhQxez9r3R6ExkEez9nlc1GtNvYiIFI2lG5sYG5rk0M6+k48d2dXP2PAUK89X9F5ERHysJDsfPDsFvfcaA2cnCPzLQtSjrxzQTL2IiBSNVRe08vRPD/Cb+/ayZH0jNmp5/J491DRVsGxTU66HJyIixSjFKH6idnfgJoqfaI29czyzKH4ma+xj5+c6ip9nVNSLiEjRKCkNcPFNq3jo6zv47f37mRqfIXwiwts+dp6i9yIikltJoviJ2t1B5lH80rEo06EAXm+g1zVVT3swzGzt7sBnUXwL1uZm53ovqKgXEZGisvy8Zjo2NPL8I4cBWPuGdjrWa5ZeRESKk1PQe88p6PNIjqLzXlBRLyIiRcUYw7V/eC79x0aZmY7Suqw210MSERFxJIriJ9g4DxTFL2Yq6kVEpOiUlARo6ajJ9TBERERmN0sUP1G7O/Amiv+abPayzzSKn2V5vPu9inoREREREREpXtZCVGvqRURERERExCtnRPFT7WEPhRrFl7moqBcREREREfGrLEfxk9fMPoniZ5vi9yIiIiIiIiL5ySp+LyIiIiIiIlmRpId9/LFMovjuN85zjs9LFF9mpaJeRERERETE7xK1u4s97qcofuqFPaQSxc8uq/i9iIiIiIiISF6yQLRIi3pjzP8EbgSiQDfwe9ba414MTERERCSbhhnofdTeeyjX4zhFM9Cb60H4nF6j5PQaJZffr9GZtWf2loL77XVamusB+JXbmfovWmv/GsAY8zHgb4Dfdz0qERERkSyz1rbkegynMsY8Y63dkutx+Jleo+T0GiWn1yg1Rfc62SLdKM9aO3TKj1Wc/bmRiIiIiIiIiG9ZXtt8MB+5XlNvjPks8CFgELg8wXm3ArcCdHR0uH1aERERERERkaKXdINDY8yjxpiXZvm6EcBae7u1dgnwPeCP5rqPtfYua+0Wa+2WlhZfpd1ERERE/OCuXA8gD+g1Sk6vUXJ6jVJTPK+TtU783ouvHEg6U2+tvSLFe30PeBD4jKsRiYiIiBQha23xvIHOkF6j5PQaJafXKDXF9jrNZ/zeGHM18CWgBPiGtfZzZxwvB/4NuADoA95rrT041/2StyJMPJjVp/x4I7Dbzf1ERERERERECpUxpgT4KnANsB642Riz/ozTbgEGrLWrgDuBzye6p9s19Z8zxqzFaaRwCO18LyIiIiIiIvlm/qLzFwJ7rbX7AYwxP8CZIH/5lHNuBP429v29wD8ZY4y1dtY4gdvd79+ZyXXPPvtsrzHGT31h54vfej3mM72W3tFr6R29lt4p1tdSPXgFAGPMnwF3AC3W2mL8szAnY8wXgbcBk8A+4MPW2nBOB+UTySK9xc4YswQn0tyGs+H5XdbaL+V2VP4Um01+Bjhmrb0+1+PJtmEGHn7U3tvs0e0qjDHPnPLzXWcsZVgEHDnl56PA1jPucfIca+20MWYQaGKO90aud7/PhN/6ws6Xouv1mEV6Lb2j19I7ei29o9dSilms8LgKOJzrsfjUNuC22BvdzwO3AZ/K8Zhy7pRI75U4RcLTxpgHrLUvJ76yqEwDf2atfc4YUwM8a4zZptdoVh8HdgG1uR7IfLDWXp3rMbjhak29iIiIiHjuTuAvcGYS5QzW2kestdOxH58EFudyPD5yMtJrrZ0E4pFeibHWdlprn4t9P4xTtC7K7aj8xxizGLgO+Eaux1KgjgFLTvl5ceyxWc8xxpQCdTgb5s1KRb2IiIiIT8RaBh+z1r6Q67HkiY8AD+V6ED4xW6RXBescjDHLgPOB3+Z4KH70jzgfLOamP1vhexpYbYxZbowpA94HPHDGOQ8A/yX2/buAn8+1nh5yFL8vYkXVFiLL9Fp6R6+ld/RaekevpRQsY8yjQPssh24H/gonel/UEr1G1tr7Y+fcjhOn/t58jk3ynzGmGrgP+IS1dijX4/ETY8z1QLe19lljzO/keDgFKbZ06I+Ah3H2v/hXa+1OY8z/AJ6x1j4AfBP4rjFmL9CPU/jPySQo+EVERERknhhjNgE/AyKxhxYDx4ELrbVdORuYDxljfg/478BbrLWRJKcXBWPMRcDfWmvfGvv5NgBr7d/ndGA+Y4wJAj8BHrbW/kOux+M3xpi/Bz6I84FZBc6a+h9aaz+Q04FJQirqRURERHzIGHMQ2KLd708X2+H9H4DLrLU9uR6PX8TW3b4KvAVnPe7TwPuttTtzOjAfMcYY4DtAv7X2Ezkeju/FZuo/WQy73+c7rakXERERkXzyT0ANsM0Ys90Y8/VcD8gPYpsHxiO9u4B7VNCf5RKcWeg3x37vbDfGXJvrQYm4pZn6HFH/WffUp9Y99bP1hvreeq/Y+uOKiIiIZEoz9Tmg/rOe2QZstNaeixM3uy3H48krp/SzvQZYD9xsjFmf21HlrXjf2/XAG4CP6rV0Ld4fV0REREQSUFGfG+o/6wH1qXVN/Ww9or633lJ/XBEREZHUqaifZ+o/mzXqU5s+9bPNAvW99cQ/ov64IiIiIilRn/osUP9Z76hPreQT9b11T/1xRURERNKjoj4LrLVXzPZ4rP/scuAFp6MGi4HnjDHqPzuHuV7LuFif2utx+tRqOUN6jgFLTvl5cewxyUCs7+19wPestT/M9Xjy2CXADbHdiCuAWmPM3eqPKyIiIjI77X6fQ+o/64761LqjfrbeUd/b7FB/XBEREZHktKZe8pn61LqgfraeUt9bEREREckJzdSLiIiIiIiI5CnN1IuIiIiIiIjkKRX1IiIiIiIiInlKRb2IiIiIiIhInlJRLyIiIiIiIpKnVNSLiIiIiIiI5CkV9SIiIiIiIiJ5SkW9iIiIiIiISJ76/wH/fjy9e4bhJwAAAABJRU5ErkJggg==", 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", 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", 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", 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", 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", 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", 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", 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", 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lF94lYUuQMAAAAIAZOllUd4MtxZIEAAAAYBUVBgAAADCHJQkAAADAfWx0W8XNwpIEAAAAYBUVBgAAADDHGCsMJAwAAABghs442ypakgAAAACsosIAAAAA5jiU8VUYSBgAAADALD3OPQwsSQAAAABWUWEAAIxCVf1ikh9Ick+SP0/y0u7+ylKDAmBL6KgwAAA4ll2T5HHd/YQkn01y6ZLjAWALOdS1sGOrkDAAAEahu9/f3fcOp9cl2bHMeABgs7MkAQAYox9L8p61JqpqV5JdSbLtlFM2MiYANqnO1qoMWBQJAwDgmFFVH0jy6DWmXtvd7xuueW2Se5O8c617dPfuJLuT5GGPObOPUqgAbDEtYQAAsHV19zNnzVfVS5I8J8n3drdkAADMIGEAAIxCVV2Q5GeSPL277152PABsLYeiwgAA4Fj15iQPS3JNVSXJdd39E8sNCYCtoHucbRUlDACAUejub192DACwlUgYAAAAwBw2PQQAAABWGGdbxYcsOwAAAABg81FhAAAAAHNYkgAAAADcR2ecXRIsSQAAAABWUWEAAAAAs3TSvewgNt5CKgyq6oKqurmq9lXVa9aYf1hVvWeY/2hVnbWI5wIAAMBGOJRa2LFVrDthUFXbkrwlyYVJzk1ySVWdu+KyH0/y5e7+9iRvTPIL630uAAAAcPQsosLgvCT7uvuW7r4nybuTXLTimouSvGN4fWWS762qrZNWAQAAYLQ6ky4Jizq2ikXsYXBGklunzvcnefKRrunue6vqq0kemeTOlTerql1JdiXJYx7zmAWEBwAAAOtRuiRsBt29u7t3dvfO0047bdnhAAAAwCgtosLgQJIzp853DGNrXbO/qo5L8g+SfGkBzwYAAICjTpeEB+f6JOdU1dlVdXySFybZs+KaPUlePLx+QZIPdY/x6wYAAGArsofBgzDsSfDyJFcn2Zbk8u6+qaouS7K3u/ck+fUkv1lV+5LclUlSAQAAANikFrEkId19VZKrVoz97NTrv0vyQ4t4FgAAAGyk7mypyoBFWUjCYCv46u/9fr60e/eywwBghM789bflod/yLcsOAwBYhzF2SRhNwmDbPzgpx5911rLDAGCE6rjR/HULACxAVV2e5DlJbu/ux60xX0l+Ncmzk9yd5CXd/bGqemKSX0tyUpKDSV7f3e8Z3vP2JE9P8tXhNi/p7htnxTGaf8Gc8LSn5YSnPW3ZYQAAALAFbfC2/W9P8uYkVxxh/sIk5wzHkzNJEjw5k+TBi7r7c1X1rUluqKqru/srw/t+uruvvL9BjCZhAAAAAA/WRu5h0N3XVtVZMy65KMkVQ/fB66rq5Ko6vbs/O3WPL1bV7UlOS/KVBxPHItoqAgAAwDGrs7iWikPiYXtV7Z06dj3AkM5IcuvU+f5h7Buq6rwkxyf586nh11fVJ6rqjVX1sHkPUWEAAAAAG+vO7t55tG5eVacn+c0kL+7uQ8PwpUn+KpMkwu4kr05y2az7qDAAAACAOXqBxwIcSHLm1PmOYSxVdVKSP0jy2u6+7hvxd9/WE19P8htJzpv3EAkDAAAAmKWz6CUJ67UnyYtq4ilJvtrdt1XV8Unem8n+BvfZ3HCoOjjcYeHiJJ+a9xBLEgAAAGATqap3JXlGJnsd7E/yuiQPTZLufmuSqzJpqbgvk84ILx3e+sNJnpbkkVX1kmHscPvEd1bVaUkqyY1JfmJeHBIGAAAAMM8GtlXs7kvmzHeSl60x/ltJfusI7zn/gcYhYQAAAABzbGRbxc3CHgYAAADAKioMAAAAYI7ewCUJm4WEAQAAAMzQsSQBAAAAIIkKAwAAAJitk4ywwkDCAAAAAOYY4x4GliQAAAAAq6gwAAAAgHlGWGEgYQAAAAAzlS4JAAAAAIkKAwAAAJjPkgQAAADgPjqWJAAAAAAkKgwAAABgPksSAAAAgNUsSQAAAABQYQAAAABzWZIAAAAArDLChIElCQAAAMAqKgwAAABglk7S49v0UMIAAAAA5mhLEgAAAABUGAAAAMB8I6wwkDAAAACAeUa4h4ElCQAAAMAqKgwAAABgjrIkAQAAALiPzij3MLAkAQAAAFhFhQEAAADMVKPc9FDCAAAAAOaxJAEAAABAhQEAAADMN8IKAwkDAAAAmGeECYN1LUmoqlOr6pqq+tzw5ylHuO5gVd04HHvW80wAAADg6FvvHgavSfLB7j4nyQeH87X8bXc/cTieu85nAgAAwMbpTLokLOrYItabMLgoyTuG1+9IcvE67wcAAACbTvXijq1ivQmDR3X3bcPrv0ryqCNc9/Cq2ltV11XVxbNuWFW7hmv33nHHHesMDwAAAHgw5iYMquoDVfWpNY6Lpq/r7s6Rt4F4bHfvTPIjSX6lqv6nIz2vu3d3987u3nnaaac9kM8CADBXVV1QVTdX1b6qOtJySgC4r17gMUdVXV5Vt1fVp44wX1X1puHvsk9U1XdNzb142Gfwc1X14qnx766qTw7veVNVzV0bMbdLQnc/c8aH+O9VdXp331ZVpye5/Qj3ODD8eUtVfSTJk5L8+bxnAwAsUlVtS/KWJN+XZH+S66tqT3d/ermRAcB9vD3Jm5NccYT5C5OcMxxPTvJrSZ5cVacmeV2SnZmkJm4Y/p778nDNv07y0SRXJbkgyR/OCmK9SxL2JDmcsXhxkvetvKCqTqmqhw2vtyd5ahJ/KQMAy3Bekn3dfUt335Pk3ZnsyQQAm0Z3X5vkrhmXXJTkip64LsnJwy/xvz/JNd1915AkuCbJBcPcSd193bA64Ircjz0I15sw+Pkk31dVn0vyzOE8VbWzqt42XPOdSfZW1ceTfDjJz8viAwBLckaSW6fO9w9jADDTJtv08Eh/n80a37/G+ExzlyTM0t1fSvK9a4zvTfKvhtd/nOTx63kOAMBGqapdSXYlybZTTllyNABsGotth7i9qvZOne/u7t2LfMAirCthAACwxRxIcubU+Y5h7BuGf7DtTpKHPebMLdT8CoAt5M6hMcCDdaS/zw4kecaK8Y8M4zvWuH6m9S5JAADYSq5Pck5VnV1Vxyd5YSZ7MgHAkS2yQ8JiUtF7krxo6JbwlCRf7e7bklyd5FnDXoKnJHlWkquHua9V1VOG7ggvyhp7EK6kwgAAGI3uvreqXp7JP6i2Jbm8u29aclgAbAUbWHNWVe/KpFJge1Xtz6TzwUOTpLvfmkmXg2cn2Zfk7iQvHebuqqr/kEmCPEku6+7Dmyf+m0y6L3xTJt0RZnZISCQMAICR6e6rMvmHFgDcbwvarPB+6e5L5sx3kpcdYe7yJJevMb43yeMeSByWJAAAAACrqDAAAACAeUa4Da6EAQAAAMwzwoSBJQkAAADAKioMAAAAYIbqjd30cLOQMAAAAIB5upYdwYazJAEAAABYRYUBAAAAzGNJAgAAALDSGPcwsCQBAAAAWEWFAQAAAMwzwgoDCQMAAACYZaRtFS1JAAAAAFZRYQAAAADzjLDCQMIAAAAA5hlhwsCSBAAAAGAVFQYAAAAwh00PAQAAACJhAAAAAKzBkgQAAACYZ4RLEiQMAAAAYJa2hwEAAABAEhUGAAAAMN8IKwwkDAAAAGCeESYMLEkAAAAAVlFhAAAAADNUxrnpoYQBAAAAzDPChIElCQAAAMAqKgwAAABglrYkAQAAAFjLCBMGliQAAAAAq6gwAAAAgHlGWGEgYQAAAABzjHEPA0sSAAAAgFVUGAAAAMA8I6wwkDAAAACAWTqjTBhYkgAAAACsosIAAAAA5hjjpocSBgAAADDPCBMGliQAAADAJlJVF1TVzVW1r6pes8b8Y6vqg1X1iar6SFXtGMa/p6punDr+rqouHubeXlWfn5p74rw41pUwqKofqqqbqupQVe2ccd3MDwsAAACbWfXijpnPqdqW5C1JLkxybpJLqurcFZf9UpIruvsJSS5L8oYk6e4Pd/cTu/uJSc5PcneS90+976cPz3f3jfM+83orDD6V5PlJrj3SBffzwwIAAMDm1Qs8Zjsvyb7uvqW770ny7iQXrbjm3CQfGl5/eI35JHlBkj/s7rvv70dcaV0Jg+7+THffPOey+/NhAQAAYCy2V9XeqWPX1NwZSW6dOt8/jE37eCa/vE+S5yU5saoeueKaFyZ514qx1w/LGN5YVQ+bF+RG7GFwfz7sN1TVrsNf2h133HHUgwMAAICZFlldMKkwuLO7d04dux9gRK9K8vSq+tMkT09yIMnBw5NVdXqSxye5euo9lyb5jiT/KMmpSV497yFzuyRU1QeSPHqNqdd29/vmvf+BGr6o3Umyc+fOEe5DCQAAwGZSw7FBDiQ5c+p8xzD2Dd39xQwVBlV1QpIf7O6vTF3yw0ne291/P/We24aXX6+q38gk6TDT3IRBdz9z3jVzzP2wAAAAQJLk+iTnVNXZmfzs/MIkPzJ9QVVtT3JXdx/KpHLg8hX3uGQYn37P6d19W1VVkosz2ZNwpo1YkvCND1tVx2fyYfdswHMBAABgMTZo08PuvjfJyzNZTvCZJL/d3TdV1WVV9dzhsmckubmqPpvkUUlef/j9VXVWJr+0/6MVt35nVX0yySeTbE/yc/M+8twKg1mq6nlJ/lOS05L8QVXd2N3fX1XfmuRt3f3s7r63qg5/2G1JLu/um9bzXAAAANhI89ohLlJ3X5XkqhVjPzv1+sokVx7hvV/IGvsGdvf5DzSOdSUMuvu9Sd67xvgXkzx76nzVhwUAAAA2r3UlDAAAAGAURrglv4QBAAAAzDPChMFGbHoIAAAAbDEqDAAAAGCW3thNDzcLCQMAAACYR8IAAAAAWGmMFQb2MAAAAABWUWEAAAAA84ywwkDCAAAAAOawJAEAAAAgKgwAAABgto4lCQAAAMAaRpgwsCQBAAAAWEWFAQAAAMxQGeemhxIGAAAAMM8IEwaWJAAAAACrSBgAAKNRVWdW1Yer6tNVdVNV/dSyYwJga6juhR1bhSUJAMCY3Jvkld39sao6MckNVXVNd3962YEBsImNtK2iCgMAYDS6+7bu/tjw+q+TfCbJGcuNCgA2JxUGAMAoVdVZSZ6U5KMrxncl2ZUk2045ZeMDA2BTGmOXBBUGAMDoVNUJSX4nySu6+2vTc929u7t3dvfObSc8YjkBArD59AKPLULCAAAYlap6aCbJgnd29+8uOx4A2KwsSQAARqOqKsmvJ/lMd//ysuMBYOuwJAEA4Nj21CQ/muT8qrpxOJ697KAA2AJGuCRBhQEAMBrd/V+T1LLjAICtQMIAAAAAZulxLkmQMAAAAIB5JAyOYV/dn3xp37KjAGCMznxK8tCHLzsKAIAHZDwJgz+7KvnDn152FACM0Ss+lZx85rKjAAAepIolCce27/yB5NGPW3YUAIzRI05bdgQAwHr1+DIG40kYnHT65AAAAADmGk/CAAAAAB4kSxIAAACA++qMskvCQ5YdAAAAALD5qDAAAACAOerQsiPYeBIGAAAAMI8lCQAAAAAqDAAAAGCuMXZJUGEAAAAAs3SS7sUdc1TVBVV1c1Xtq6rXrDH/2Kr6YFV9oqo+UlU7puYOVtWNw7FnavzsqvrocM/3VNXx8+KQMAAAAIBNoqq2JXlLkguTnJvkkqo6d8Vlv5Tkiu5+QpLLkrxhau5vu/uJw/HcqfFfSPLG7v72JF9O8uPzYpEwAAAAgDmqF3fMcV6Sfd19S3ffk+TdSS5acc25ST40vP7wGvP3jb2qkpyf5Mph6B1JLp4XiIQBAAAAzNMLPJLtVbV36tg19aQzktw6db5/GJv28STPH14/L8mJVfXI4fzhwz2vq6qLh7FHJvlKd987456r2PQQAAAANtad3b1zHe9/VZI3V9VLklyb5ECSg8PcY7v7QFV9W5IPVdUnk3z1wTxEwgAAAABmqGxol4QDSc6cOt8xjH1Dd38xQ4VBVZ2Q5Ae7+yvD3IHhz1uq6iNJnpTkd5KcXFXHDVUGq+65lnUtSaiqH6qqm6rqUFUdMTtSVV+oqk8OuzTuXc8zAQAAYEMtskPC/C4J1yc5Z+hqcHySFybZM31BVW2vqsM/z1+a5PJh/JSqetjha5I8Ncmnu7sz2evgBcN7XpzkffMCWe8eBp/KJKtx7f249nuGXRrXU3YBAAAAx6yhAuDlSa5O8pkkv93dN1XVZVV1uOvBM5LcXFWfTfKoJK8fxr8zyd6q+ngmCYKf7+5PD3OvTvLvqmpfJnsa/Pq8WNa1JKG7P5Mkkw0XAQAA4Ni0gUsS0t1XJblqxdjPTr2+Mv9/x4Ppa/44yeOPcM9bMunAcL9tVJeETvL+qrphxe6Pq1TVrsM7Rd5xxx0bFB4AAADMsNguCVvC3AqDqvpAkkevMfXa7p675mHwT4ddGr8lyTVV9WfdveYyhu7enWR3kuzcuXMLfZUAAABw7JibMOjuZ673IVO7NN5eVe/NpAzi/ux7AAAAAEu3kUsSNoujviShqh5RVScefp3kWZlslggAAACbXyc51Is7toj1tlV8XlXtT/KPk/xBVV09jH9rVR3eoOFRSf7rsEvjnyT5g+7+L+t5LgAAAHB0rbdLwnuTvHeN8S8mefbw+pYk/3A9zwEAAICl2jqFAQuzroQBAAAAjIE9DAAAAACiwgAAAADm6/GVGEgYAAAAwByWJAAAAABEhQEAAADM1tElAQAAALivSlL2MAAAAABWObTsADaePQwAAACAVVQYAAAAwByWJAAAAAD3NdJNDy1JAAAAAFZRYQAAAAAzdWJJAgAAALBSjS9fYEkCAAAAsJoKAwAAAJjHkgQAAADgPjqpQ8sOYuNZkgAAAACsosIAAAAA5rEkAQAAAFhlfPkCSxIAAACA1VQYAAAAwBxlSQIAAACwyggTBpYkAAAAAKuoMAAAAIBZOsmhZQex8SQMAAAAYIZKj3IPA0sSAAAAgFVUGAAAAMA8I6wwkDAAAACAeUaYMLAkAQAAAFhFhQEAAADMoksCAAAAsBZdEgAAAIClqqoLqurmqtpXVa9ZY/6xVfXBqvpEVX2kqnYM40+sqv9WVTcNc/986j1vr6rPV9WNw/HEeXGoMAAAAIB5NqjCoKq2JXlLku9Lsj/J9VW1p7s/PXXZLyW5orvfUVXnJ3lDkh9NcneSF3X356rqW5PcUFVXd/dXhvf9dHdfeX9jUWEAAAAAM/UkYbCoY7bzkuzr7lu6+54k705y0Yprzk3yoeH1hw/Pd/dnu/tzw+svJrk9yWkP9lNLGAAAAMDG2l5Ve6eOXVNzZyS5dep8/zA27eNJnj+8fl6SE6vqkdMXVNV5SY5P8udTw68fliq8saoeNi9ICQMAYHSqaltV/WlV/f6yYwFgC+gsusLgzu7eOXXsfoARvSrJ06vqT5M8PcmBJAcPT1bV6Ul+M8lLu/twf4dLk3xHkn+U5NQkr573EHsYAABj9FNJPpPkpGUHAsAWsXFtFQ8kOXPqfMcw9g3DcoPnJ0lVnZDkBw/vU1BVJyX5gySv7e7rpt5z2/Dy61X1G5kkHWZSYQAAjMqwk/Q/S/K2ZccCAGu4Psk5VXV2VR2f5IVJ9kxfUFXbq+rwz/OXJrl8GD8+yXsz2RDxyhXvOX34s5JcnORT8wKRMAAAxuZXkvxMjvC7oqradXhN6cG/+R8bGhgAm1d1L+yYpbvvTfLyJFdnUg332919U1VdVlXPHS57RpKbq+qzSR6V5PXD+A8neVqSl6zRPvGdVfXJJJ9Msj3Jz837zJYkAACjUVXPSXJ7d99QVc9Y65phHenuJHnYY87cmB5aAGx+G9RWcfKovirJVSvGfnbq9ZVJVrVH7O7fSvJbR7jn+Q80DhUGAMCYPDXJc6vqC5m0qTq/qtb8hxUAjJ2EAQAwGt19aXfv6O6zMlkT+qHu/pdLDguAza6THOrFHVvEuhIGVfWLVfVnQx/H91bVyUe47oKqurmq9lXVa9bzTAAAANhYC2ypuIFLG9ZrvRUG1yR5XHc/IclnM9md8T6qaluStyS5MMm5SS6pqnPX+VwAgHXp7o9093OWHQcAbFbrShh09/uHHRyT5LpM+kOudF6Sfd19S3ffk8l6wYvW81wAAADYUCoM1uXHkvzhGuNnJLl16nz/MAYAAABbwwgTBnPbKlbVB5I8eo2p13b3+4ZrXpvk3iTvXG9AVbUrya4kecxjHrPe2wEAAAAPwtyEQXc/c9Z8Vb0kyXOSfG/3mqmSA0nOnDrfMYwd6Xnf6H28c+fOrZN6AQAA4Nh0uEvCyMxNGMxSVRck+ZkkT+/uu49w2fVJzqmqszNJFLwwyY+s57kAAACwcTrpQ8sOYsOtdw+DNyc5Mck1VXVjVb01SarqW6vqqiQZNkV8eZKrk3wmyW93903rfC4AAABwFK2rwqC7v/0I419M8uyp86uSXLWeZwEAAMDSbKHNChdlXQkDAAAAOOaNdA+DRbZVBAAAAI4RKgwAAABgHksSAAAAgFVGmDCwJAEAAABYRYUBAAAAzNSjrDCQMAAAAIBZOsmhQ8uOYsNZkgAAAACsosIAAAAA5rEkAQAAAFhFwgAAAAC4r04OjS9hYA8DAAAAYJXRVBj8zZe/nq/ecfeywwBghB519kk57qHblh0GAPBgddI9vi4Jo0kY3HLjHfl/3vPZZYcBwAi96D/+k5x4qoQBAGxpI1ySMJqEwbc9cXtO/dZHLDsMAEbom0586LJDAAB4wEaTMDjhlIfnhFMevuwwAAAA2Ip0SQAAAADuozs5NL49DHRJAAAAAFZRYQAAAADzWJIAAAAArNSWJAAAAACoMAAAAIA52pIEAAAAYIVOckjCAACAwT237r/z86945V8sO44Vtie5c9lBbHK+o/l8R/P5jubbjN/RY5cdwLFEwgAA4Ai6+7Rlx7BSVe3t7p3LjmMz8x3N5zuaz3c03+i+ox7fpocSBgAAADBDJ+kRLknQJQEAAABYRYUBAMDWsnvZAWwBvqP5fEfz+Y7mG8931D3KJQkqDAAAtpDuHs8/0B8k39F8vqP5fEfzje076kO9sGOeqrqgqm6uqn1V9Zo15h9bVR+sqk9U1UeqasfU3Iur6nPD8eKp8e+uqk8O93xTVdW8OCQMAAAAYJOoqm1J3pLkwiTnJrmkqs5dcdkvJbmiu5+Q5LIkbxjee2qS1yV5cpLzkryuqk4Z3vNrSf51knOG44J5sUgYAAAAwDx9aHHHbOcl2dfdt3T3PUneneSiFdecm+RDw+sPT81/f5Jruvuu7v5ykmuSXFBVpyc5qbuv6+5OckWSi+cFsqn3MLjhhhvurKrN1vt4I2zGfqZble9ycXyXi+O7XJyxfpd6TJMkqapXZvJbptO6e4z/LRxRVf1ikh9Ick+SP0/y0u7+ylKD2iSq6oIkv5pkW5K3dffPLzmkTaWqzszkh6lHZbI5/u7u/tXlRrX5DL8F35vkQHc/Z9nxHG1/nS9f/YG+cvsCb/nwqto7db57aonHGUlunZrbn0nFwLSPJ3l+Jv8tPy/JiVX1yCO894zh2L/G+EybOmGwGXsfb4TR9TM9inyXi+O7XBzf5eL4Lhmz4YeaZyX5y2XHskldk+TS7r63qn4hyaVJXr3kmJZuqtT5+zL5geH6qtrT3Z9ebmSbyr1JXtndH6uqE5PcUFXX+I5W+akkn0ly0rID2QjdPbd8f4O9Ksmbq+olSa5NciDJwUU/xJIEAICt6Y1JfiaT34CyQne/v7vvHU6vS7Jj1vUjcn9KnUetu2/r7o8Nr/86kx+K5/4mdkyGDfb+WZK3LTuWY9SBJGdOne8Yxr6hu7/Y3c/v7iclee0w9pUZ7z2Q+/7/4Kp7rkXCAABgi6mqizIpA/74smPZIn4syR8uO4hN4kjlyqyhqs5K8qQkH11yKJvNr2SSsBxfn8GNcX2Sc6rq7Ko6PskLk+yZvqCqtlfV4Z/nL01y+fD66iTPqqpThs0On5Xk6u6+LcnXquopQ3eEFyV537xANvWShBEbVXuSo8x3uTi+y8XxXS6O75JjVlV9IMmj15h6bZJ/n8k/Akdt1nfU3e8brnltJiXm79zI2Nj6quqEJL+T5BXd/bVlx7NZVNVzktze3TdU1TOWHM4xaVhK9fJMfvjfluTy7r6pqi5Lsre79yR5RpI3VFVnsiThZcN776qq/5BJ0iFJLuvuu4bX/ybJ25N8UyZJ1LmJ1JpskAgAwFZQVY9P8sEkdw9DO5J8Mcl53f1XSwtsExrW9v6vSb63u++ec/koVNU/TvJ/dPf3D+eXJkl3v2GpgW0yVfXQJL+fyW9mf3nZ8WwmVfWGJD+aSSLu4ZnsYfC73f0vlxoYR4WEAQDAFlZVX0iyU5eE+xo6Afxykqd39x3LjmezqKrjknw2yfdmsn75+iQ/0t03LTWwTWQo135Hkru6+xVLDmdTGyoMXjWGLgljZQ8DAACORW9OcmKSa6rqxqp667ID2gyGjSAPlzp/JslvSxas8tRMfoN+/vC/nRur6tnLDgqWQYXBJqe/8vrpw7w+ejUvhp7Oize2/s8AABtNhcEmpr/ywlyT5HHd/YRMSvAuXXI8W8ZUr+YLk5yb5JKqOne5UW1Zh3s6n5vkKUle5rtct8P9nwEAOAokDDY3/ZUXQB/mddGreUH0dF4s/Z8BAI4+CYNNSn/lo0Yf5gdGr+ajQE/nhfiV6P8MAHBUHbfsAMZMf+XF0YeZrUJP5/XT/xkAYGNIGCxRdz9zrfGhv/LZST4+6eqSHUk+VlX6Kx/Bkb7Lw4Y+zM/JpA+zJR7334EkZ06d7xjGeBCGns6/k+Sd3f27y45nC3tqkucOO1Y/PMlJVfVb+j8DACyWLglbgP7K66MP84OnV/Pi6Ol8dOj/DABw9NjDgDHQh/lB0qt5ofR0BgBgS1FhAAAAAKyiwgAAAABYRcIAAAAAWEXCAAAAAFhFwgAAAABYRcIAAAAAWEXCAAAAAFhFwgAAAABY5f8D8O/Oo5mzJpwAAAAASUVORK5CYII=", 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", 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", 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ks = [ # List of example kernels\n", " GPy.kern.RBF(1, lengthscale=1.),\n", " GPy.kern.RBF(1, lengthscale=0.5),\n", " GPy.kern.RBF(1, lengthscale=0.25, variance=2.),\n", " GPy.kern.Exponential(1),\n", " GPy.kern.Matern32(1),\n", " GPy.kern.Matern52(1),\n", " GPy.kern.StdPeriodic(1, period=2.),\n", " GPy.kern.Cosine(1),\n", " GPy.kern.Brownian(1),\n", " GPy.kern.Linear(1),\n", " GPy.kern.Bias(1),\n", " GPy.kern.White(1),\n", " GPy.kern.StdPeriodic(1)*GPy.kern.RBF(1),\n", " GPy.kern.Linear(1) + GPy.kern.Exponential(1)\n", "]\n", "# The name of our kernels (for the legend)\n", "kernel_name = [\"RBF ls=1\", \"RBF ls=0.5\", \"RBF ls=0.25, var=2\", \"Exponential\", \"Matern 3/2\", \n", " \"Matern 5/2\", \"Periodic\", \"Cosine\", \"Brownian\", \"Linear\", \"Bias\", \"White\", \"Periodic x RBF\", \"Linear + Exponential\"]\n", "\n", "# Our sample space\n", "X = np.linspace(-5., 5., 250)[:, None]\n", "\n", "print(\"The following plots demonstrate samples from a Gaussian process prior and the corresponding covariance matrix\")\n", "\n", "# Loop through our kernels\n", "for i,k in enumerate(ks):\n", " # The mean function is set to 0\n", " mu = np.zeros((250)) # we have 250 sample inputs\n", " # Get the covariance matrix\n", " if i is not 11:\n", " C = k.K(X,X)\n", " else: # We have to sample White noise kernel differently\n", " C = k.K(X)\n", " \n", " # Sample 5 times from a multivariate Gaussian distribution with mean 0 and covariance k(X,X)\n", " Z = np.random.multivariate_normal(mu, C, 5)\n", " \n", " # Setup figure environment\n", " plt.figure(figsize=(18, 7))\n", " \n", " # Show samples on left hand side\n", " plt.subplot(121)\n", " for j in range(5 if i < 11 else 2): # Loop through samples\n", " plt.plot(X[:],Z[j,:])\n", " plt.title(kernel_name[i])\n", " \n", " # Visualise covariance matrix on right hand side\n", " plt.subplot(122)\n", " plt.pcolor(X.T, X, C)\n", " # Annotate plot\n", " plt.gca().invert_yaxis(), plt.gca().axis(\"image\")\n", " plt.colorbar()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These samples are from the Gaussian process prior made up of the covariance function and a zero mean. After GP regression, the fitted posterior can also be sampled in this manner, to get samples of the fitted function.\n", "\n", "### Exercise 3\n", "\n", "Can you identify the covariance function used to generate the following samples?\n", "\n", "![exercise_3](https://github.com/gpschool/labs/raw/2019/.resources/lab1_kernel_samples_example.png)\n", "\n", "Options: _Periodic * Matern 5/2; Matern 3/2 + Bias; Brownian * RBF; Linear * Cosine; RBF; Exponential_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Below is a utility function you may find helpful to plot kernel samples, e.g. `plot_K_samples(GPy.kern.RBF(1))`" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "def plot_K_samples(kernel, N=2):\n", " X = np.linspace(0, 5., 250)[:, None]\n", " # Zero mean\n", " mu = np.zeros((250)) \n", " # Get the covariance matrix\n", " C = kernel.K(X)\n", "\n", " # Sample 5 times from a multivariate Gaussian distribution with mean 0 and covariance k(X,X)\n", " Z = np.random.multivariate_normal(mu, C, N)\n", "\n", " for j in range(N): # Loop through samples\n", " plt.plot(X[:],Z[j,:])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> (a) Gaussian / RBF\n", ">\n", "> (b) Linear * Cosine\n", ">\n", "> (c) Matern 3/2 + Bias\n", ">\n", "> (d) Exponential\n", ">\n", "> (e) Brownian * RBF\n", ">\n", "> (f) Periodic * Matern 5/2\n", "\n", "Generated using the following code:\n", "```python\n", "f, axs = plt.subplots(2,3,figsize=(18,12))\n", "X = np.linspace(0., 5., 1000)[:, None]\n", "ks = [\n", " GPy.kern.RBF(1, lengthscale=0.25),\n", " GPy.kern.Cosine(1, lengthscale=0.1) * GPy.kern.Linear(1),\n", " GPy.kern.Bias(1) + GPy.kern.Matern32(1, lengthscale=0.5, variance=1),\n", " GPy.kern.Exponential(1, lengthscale=0.3),\n", " GPy.kern.RBF(1, lengthscale=0.5) * GPy.kern.Brownian(1),\n", " GPy.kern.Matern52(1, lengthscale=0.15) * GPy.kern.StdPeriodic(1)\n", "]\n", "\n", "labels = [\"(a)\", \"(b)\", \"(c)\", \"(d)\", \"(e)\", \"(f)\"]\n", "\n", "for i in range(2):\n", " for j in range(3):\n", " k = ks[i*3+j]\n", " plt.sca(axs[i,j])\n", " plot_K_samples(k)\n", " axs[i,j].set_title(labels[ i*3+j])\n", " axs[i,j].tick_params(\n", " axis=\"both\",\n", " which=\"both\",\n", " bottom=False,\n", " left=False,\n", " labelleft=False,\n", " labelbottom=False\n", " )\n", " axs[i,j].axis(\"tight\")\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5. Gaussian Process Regression\n", "\n", "We will now use our Gaussian process prior with some observed data to form a GP regression model. \n", "\n", "Suppose we have a data model for which we only have noisy observations, $y = f(x) + \\epsilon$ at some small number of sample locations, $\\mathbf{X}$. Here, we set up an example function\n", "\n", "$$\n", " f(x) = -\\cos(2\\pi x) + \\frac{1}{2}\\sin(6\\pi x)\n", "$$\n", "$$\n", " \\mathbf{y} = f(\\mathbf{X}) + \\epsilon, \\quad \\epsilon \\sim \\mathcal{N}(0, 0.01)\n", "$$" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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J/bXWB2qtf5PkA0mubjgPAAAA0EjLQPGcJF/esL1/7b1H+sellHtKKbeWUs6Zz2gAAMfGYDDIdDpd355OpxkMBg0nAoDtabsvkvn/JTmv1npJko8lueVoB5ZSri+lrJZSVmez2dwGBAA4msFgkOXl5fR6vUyn00yn0/R6vSwvL4sUAPAILQPFV5JsvCJi99p762qtB2qt313b/I9J/v7RPqzWelOtdanWutTpdI75sAAAT1S/30+3281kMsni4mIWFxczmUzS7XbT7/dbjwcA20rLQHFnkgtLKeeXUk5L8uokezceUEp51obNq5LcN8f5AACekoWFhYxGo3Q6ncxms8xms3Q6nYxGoywsLLQeDwC2lWZP8ai1PlxKWU7y0SQnJ3lvrfXeUsqNSVZrrXuTvLGUclWSh5N8I8m1reYFAAAAtk6ptbae4ZhbWlqqq6urrccAAE5wh9acmEwmOXQL6mw2S7fbdRUFACekUspdtdalI+3b7otkAgAct4bD4fqaE+PxOOPxeH1NiuFw2Ho8ANhWmt3iAQCw0+3ZsyfJwcUyD10tMRqNMhwO1/cBAAe5xQMAAACYC7d4AAAAANuaQAEAAAA0J1AAAAAAzQkUAAAAQHMCBQAAANCcQAEAAAA0J1AAAAAAzQkUAAAAQHMCBQAAANCcQAEAwAllMBhkOp2ub0+n0wwGg4YTAZAkp7QeAAAA5mUwGGR5eTkrKysZjUZJkl6vl8lkkiTZs2dPy/EATmgCBQAAJ4x+v5+VlZVMJpMsLi4mSWazWbrdbvr9fuPpAE5sbvEAAOCEsbCwkNFolE6nk9lsltlslk6nk9FolIWFhdbjAZzQBAoAAACgOYECAIATxnQ6Ta/XW79y4tCVFL1e77CFMwGYP4ECAIATxnA4zGQySbfbzXg8zng8TrfbzWQyyXA4bD0ewAnNIpkAAJwwDj2lo9/vr685MRqNMhwOPcEDoLFSa209wzG3tLRUV1dXW48BAAAAbFBKuavWunSkfW7xAAAAAJoTKAAAAIDmBAoAAACgOYECAAAAaE6gAAAAAJoTKAAAAIDmBAoAAACgOYECAAAAaE6gAAAAAJoTKAAAAIDmBAoAAACgOYECAAAAaE6gAAAAAJoTKAAAAIDmBAoAAACgOYECAAAAaE6gAAAAAJoTKAAAAIDmBAoAAACgOYECAAAAaE6gAAAAAJoTKAAAAIDmBAoAAACgOYECAAAAaE6gAAAAAJoTKAAAAIDmBAoAAACgOYECAAAAaE6gAAAAAJoTKAAAAIDmBAoAAACgOYECAAAAaK5poCilXFlK+Vwp5f5Syg1H2P+0UsoH1/b/t1LKeQ3GBAAAALZYs0BRSjk5ySDJTyXpJrmmlNJ9xGG/mOQvaq3/R5LfTPKu+U4JAAAAzEPLKyguS3J/rfWBWuvfJPlAkqsfcczVSW5Ze31rkn9YSilznBEAAACYg5aB4jlJvrxhe//ae0c8ptb6cJK/SnLWkT6slHJ9KWW1lLI6m822YFwAAABgq+yYRTJrrTfVWpdqrUudTqf1OAAAAMAT0DJQfCXJORu2d6+9d8RjSimnJDkzyYG5TAcAAADMTctAcWeSC0sp55dSTkvy6iR7H3HM3iS/sPb6VUlur7XWOc4IAAAAzMEprb641vpwKWU5yUeTnJzkvbXWe0spNyZZrbXuTfJbSd5XSrk/yTdyMGIAAAAAO8xRA0Up5X211p8vpbyp1vr/bsWX11pvS3LbI977lxteP5SkvxXfDQAAAGwfj3WLx98vpTw7yXWllO8vpfy9jX/mNSAAAACw8z3WLR7vSfKHSS5IcleSsmFfXXsfAAAA4Ck76hUUtdZ/V2u9KAfXhrig1nr+hj/iBAAAAHDMPO5TPGqtr5/HIAAAAMCJq+VjRgEAAACSCBQAAADANiBQAAAAAM0JFAAAAEBzAgUAAADQnEABAAAANCdQAAAAAM0JFAAAAEBzAgUAAADQnEABAAAANCdQAAAAAM0JFAAAAEBzAgUAAADQnEABAAAANCdQAAAAAM0JFAAAAEBzAgUAAADQnEABAAAANCdQAAAAAM0JFAAAAEBzAgUAAADQnEABAAAANCdQAAAAAM0JFAAAAEBzAgUAAADQnEABAAAANCdQAAAAAM0JFAAAAEBzAgUAAADQnEABAAAANCdQAAAAAM0JFAAAAEBzAgUAAADQnEABjzAYDDKdTte3p9NpBoNBw4kAAAB2vlNaDwDbyWAwyPLyclZWVjIajZIkvV4vk8kkSbJnz56W4wEAAOxYAgVs0O/3s7KykslkksXFxSTJbDZLt9tNv99vPB0AAMDO5RYP2GBhYSGj0SidTiez2Syz2SydTiej0SgLCwutxwMAANixBAoAAACgOYECNphOp+n1eutXThy6kqLX6x22cCYAAADHlkABGwyHw0wmk3S73YzH44zH43S73UwmkwyHw9bjAQAA7FgWyYQNDj2lo9/vr685MRqNMhwOPcEDAABgC5Vaa+sZjrmlpaW6urraegwAAABgg1LKXbXWpSPtc4sHAAAA0JxAAQAAADQnUAAAAADNCRQNDQaDwx5dOZ1OMxgMGk4EAAAAbXiKRyODwSDLy8tZWVnJaDRKkvR6vUwmkyTxxAgAAABOKAJFI/1+PysrK5lMJllcXEySzGazdLvd9Pv9xtMBAADAfDW5xaOU8vdKKR8rpXx+7Z/ff5Tj/lcpZd/an73znnMrLSwsZDQapdPpZDabZTabpdPpZDQaZWFhofV4AAAAMFet1qC4Ickf1lovTPKHa9tH8p1a66Vrf66a33gAAADAPLUKFFcnuWXt9S1JXtFojmam02l6vd76lROHrqTo9XqHLZwJAAAAJ4JWgeIHaq1fW3v9/yf5gaMcd3opZbWU8ulSyivmM9p8DIfDTCaTdLvdjMfjjMfjdLvdTCaTDIfD1uMBAADAXG3ZIpmllI8nOfsIu35140attZZS6lE+5gdrrV8ppVyQ5PZSymdrrf/zKN93fZLrk+Tcc899CpPPx6GndPT7/fU1J0ajUYbDoSd4AAAAcMIptR6tDWzhl5byuSRX1Fq/Vkp5VpJP1Fp/6HF+5uYkH6613vp4n7+0tFRXV1ePzbBAc4PB4LCYN51OxTwAADgOlVLuqrUuHWlfq1s89ib5hbXXv5Dk9x55QCnl+0spT1t7vSvJi5NM5jYhsC0MBoMsLy+vr89yaP2W5eXlDAaD1uMBAADHSKtA8c4kLyulfD7JT65tp5SyVEr5j2vHXJRktZTymSSjJO+stQoUcILp9/vr67MsLi5mcXFxff2Wfr/fejwAAOAYaXKLx1ZziwfsLNPpNIuLi5nNZkmSTqeT8Xi8fssHAABwfNiOt3gAAAAArBMogG3t0JoTs9ksnU4nnU4ns9lsfU0KAABgZxAogG1tOByurzkxHo8zHo/X16QYDoetxwMAAI6RU1oPAPBYDj1KdONjRkejkceMAgDADmORTAAAAGAuLJIJAAAAbGsCBQAAANCcQAEAAAA0J1AAAAAAzQkUAAAAQHMCBQAAANCcQAEAAAA0J1AAAAAAzQkUAAAAQHMCBQAAANCcQAEAAAA0J1AAAAAAzQkUAAAAQHMCBQAAAI8yGAwynU7Xt6fTaQaDQcOJ2OlOaT0AAAAA28tgMMjy8nJWVlYyGo2SJL1eL5PJJEmyZ8+eluOxQwkUAAAAHKbf72dlZSWTySSLi4tJktlslm63m36/33g6diq3eAAAAHCYhYWFjEajdDqdzGazzGazdDqdjEajLCwstB6PHUqgAAAAAJoTKAAAADjMdDpNr9dbv3Li0JUUvV7vsIUz4VgSKAAAADjMcDjMZDJJt9vNeDzOeDxOt9vNZDLJcDhsPR47lEUyAQAAOMyhp3T0+/31NSdGo1GGw6EneLBlSq219QzH3NLSUl1dXW09BgAAALBBKeWuWuvSkfa5xQMAAABoTqAAAAAAmhMoAAAAgOYECgAAAKA5gQIAAABoTqAAAAAAmhMoAAAAgOYECgAAAKA5gQIAAABoTqAAAAAAmhMoAAAAgOYECgAAAKA5gQIAAABoTqAAAAAAmhMoAAAAgOYECgAAAKA5gQIAAABoTqAAAAAAmhMoAAAAgOYECgAAAKA5gQIAAABoTqAAAAAAmhMoAAAAgOYECgAAAKA5gQIAAABorkmgKKX0Syn3llL+tpSy9BjHXVlK+Vwp5f5Syg3znBEAAACYn1ZXUIyTvDLJJ492QCnl5CSDJD+VpJvkmlJKdz7jAQAAAPN0SosvrbXelySllMc67LIk99daH1g79gNJrk4y2fIBAQAAgLnazmtQPCfJlzds7197DwAAANhhtuwKilLKx5OcfYRdv1pr/b0t+L7rk1yfJOeee+6x/ngAAABgC21ZoKi1/uRT/IivJDlnw/butfeO9n03JbkpSZaWlupT/G4AAABgjrbzLR53JrmwlHJ+KeW0JK9OsrfxTAAAAMAWaPWY0X9UStmf5PIkHymlfHTt/WeXUm5Lklrrw0mWk3w0yX1JfrfWem+LeQEAAICt1eopHh9K8qEjvP/VJC/fsH1bktvmOBoAAADQwHa+xQMAAAA4QQgUAAAAQHMCBQAAANCcQAEAAAA0J1AAAAAAzQkUAAAAQHMCBQAAANCcQAEAAAA0J1AAAAAAzQkUAAAAQHMCBQAAANCcQAEAAAA0J1AAAAAAzQkUAAAAQHMCBQAAANCcQAEAAAA0J1AAAAAAzQkUAAAAQHMCBQAAANCcQAEAAAA0J1AAAAAAzQkUAAAAQHMCBQAAANCcQAEAAAA0J1AAAAAAzQkUAAAAQHMCBQAAANCcQAEAAAA0J1AAAAAAzQkUAAAAQHMCBQAAANCcQAEAAAA0J1AAAAAAzQkUAAAAQHMCBQAAANCcQAEAAAA0J1AAAAAAzQkUAAAAQHMCBQAAANCcQAEAAAA0J1AAAAAAzQkUAAAAQHMCBQAAANCcQAEAAAA0J1AAAAAAzQkUAAAAQHMCBQAAANCcQAEAAADHgcFgkOl0ur49nU4zGAwaTnRsndJ6AAAAAOCxDQaDLC8vZ2VlJaPRKEnS6/UymUySJHv27Gk53jEhUAAAAMA21+/3s7KykslkksXFxSTJbDZLt9tNv99vPN2x4RYPAAAA2OYWFhYyGo3S6XQym80ym83S6XQyGo2ysLDQerxjQqAAAAAAmmsSKEop/VLKvaWUvy2lLD3GcV8spXy2lLKvlLI6zxkBAABgu5hOp+n1eutXThy6kqLX6x22cObxrNUVFOMkr0zyyU0c26u1XlprPWrIAAAAgJ1sOBxmMpmk2+1mPB5nPB6n2+1mMplkOBy2Hu+YaLJIZq31viQppbT4egAAADiuHHpKR7/fX19zYjQaZTgc7ogneCRJqbW2+/JSPpHkX9Raj3j7RinlC0n+IklN8h9qrTdt5nOXlpbq6qo7QgAAAGA7KaXcdbQ7JLbsCopSyseTnH2EXb9aa/29TX7Mj9dav1JKWUjysVLK/6i1HvG2kFLK9UmuT5Jzzz33Sc0MAAAAtLFlgaLW+pPH4DO+svbPaSnlQ0kuy1HWrVi7uuKm5OAVFE/1uwEAAID52baPGS2l/J1SyhmHXif5P3NwcU0AAABgh2n1mNF/VErZn+TyJB8ppXx07f1nl1JuWzvsB5LcUUr5TJI/SfKRWuvvt5gXAAAA2FqtnuLxoSQfOsL7X03y8rXXDyR53pxHAwAAABrYtrd4AAAAACcOgQIAAABoTqAAAAAAmhMoAAAAgOYECgAAAKA5gQIAAABoTqAAAAAAmiu11tYzHHOllFmSL7WeA7aRXUm+3noIOA44V2BznCuwOc4VeLQfrLV2jrRjRwYK4HCllNVa61LrOWC7c67A5jhXYHOcK/DEuMUDAAAAaE6gAAAAAJoTKODEcFPrAeA44VyBzXGuwOY4V+AJsAYFAAAA0JwrKAAAAIDmBArYQUopV5ZSPldKub+UcsMR9v/fpZRJKeWeUsofllJ+sMWc0NrjnSsbjvvHpZRaSrECOyekzZwrpZR/sva75d5SyvvnPSNsB5v4b7BzSymjUsp/X/vvsJe3mBO2O7d4wA5RSjk5yZ8meVmS/UnuTHJNrXWy4Zhekv9Wa32wlPL6JFfUWv9pk4Ghkc2cK2vHnZHkI0lOS7Jca12d96zQ0iZ/r1yY5HeTvLTW+hellIVa67TJwNDIJs+Vm5L891rru0sp3SS31VrPazEvbGeuoICd47Ik99daH6i1/k2SDyS5euMBtdZRrfXBtc1PJ9k95xlhO3jcc2XNv0ryriQPzXM42EY2c668Lsmg1voXSSJOcILazLlSkzxz7fWZSb46x/nguCFQwM7xnCRf3rC9f+29o/nFJP9lSyeC7elxz5VSyguSnFNr/cg8B4NtZjO/V56b5LmllD8qpXy6lHLl3KaD7WMz58qvJXlNKWV/ktuS/F/zGQ2OL6e0HgCYv1LKa5IsJfkHrWeB7aaUclKS30hybeNR4HhwSpILk1yRg1flfbKUcnGt9S9bDgXb0DVJbq61/ttSyuVJ3ldKWay1/m3rwWA7cQUF7BxfSXLOhu3da+8dppTyk0l+NclVtdbvzmk22E4e71w5I8likk+UUr6Y5EVJ9lookxPQZn6v7E+yt9b6vVrrF3LwPvwL5zQfbBebOVd+MQfXa0mt9Y+TnJ5k11ymg+OIQAE7x51JLiylnF9KOS3Jq5Ps3XhAKeX5Sf5DDsYJ9wlzonrMc6XW+le11l211vPWFjD7dA6eMxbJ5ETzuL9XkvznHLx6IqWUXTl4y8cDc5wRtoPNnCt/luQfJkkp5aIcDBSzuU4JxwGBAnaIWuvDSZaTfDTJfUl+t9Z6bynlxlLKVWuH/ZskfzfJsJSyr5TyyF+esONt8lyBE94mz5WPJjlQSpkkGSV5S631QJuJoY1Nniv/T5LXlVI+k+R3klxbPU4RHsVjRgEAAIDmXEEBAAAANCdQAAAAAM0JFAAAAEBzAgUAAADQnEABAAAANCdQAAAAAM0JFAAAAEBzAgUAsO2UUl5YSrmnlHJ6KeXvlFLuLaUstp4LANg6pdbaegYAgEcppbw9yelJnp5kf631XzceCQDYQgIFALAtlVJOS3JnkoeS/Fit9X81HgkA2EJu8QAAtquzkvzdJGfk4JUUAMAO5goKAGBbKqXsTfKBJOcneVatdbnxSADAFjql9QAAAI9USnltku/VWt9fSjk5yX8tpby01np769kAgK3hCgoAAACgOWtQAAAAAM0JFAAAAEBzAgUAAADQnEABAAAANCdQAAAAAM0JFAAAAEBzAgUAAADQnEABAAAANPe/AVhsi2mYPci0AAAAAElFTkSuQmCC", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# lambda function, call f(x) to generate data\n", "f = lambda x: -np.cos(2*np.pi*x) + 0.5*np.sin(6*np.pi*x)\n", "\n", "# 10 equally spaced sample locations \n", "X = np.linspace(0.05, 0.95, 10)[:,None]\n", "\n", "# y = f(X) + epsilon\n", "Y = f(X) + np.random.normal(0., 0.1, (10,1)) # note that np.random.normal takes mean and s.d. (not variance), 0.1^2 = 0.01\n", "\n", "# Setup our figure environment\n", "plt.figure(figsize=(18, 7))\n", "\n", "# Plot observations\n", "plt.plot(X, Y, \"kx\", mew=2)\n", "\n", "# Annotate plot\n", "plt.xlabel(\"x\"), plt.ylabel(\"f\")\n", "plt.legend(labels=[\"sample points\"]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will first fit a Gaussian process using the exact equations.\n", "\n", "A Gaussian process regression model using a Gaussian RBF covariance function can be defined first by setting up the kernel:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "k = GPy.kern.RBF(1, variance=1., lengthscale=0.1, name=\"rbf\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And then combining it with the data to form a Gaussian process regression model, with $\\mathbf{X}^*$ representing _any_ new inputs (imagine $\\mathbf{f}^*$ approximates $f(\\mathbf{X}^*)$):\n", "\n", "$$\n", "\\left.\\mathbf{f}^*\\,\\right|\\,\\mathbf{X}^*,\\mathbf{X},\\mathbf{y} \\sim \\mathcal{N}\\left(\\mathbf{m}, \\mathbf{C}\\right),\n", "$$\n", "\n", "where $\n", "\\mathbf{m} = \\mathbf{K}_{*x}(\\mathbf{K}_{xx} + \\sigma^2\\mathbf{I})^{-1}\\mathbf{y}$ and $\\mathbf{C} = \\mathbf{K}_{**} - \\mathbf{K}_{*x}(\\mathbf{K}_{xx} + \\sigma^2\\mathbf{I})^{-1}\\mathbf{K}_{*x}^\\text{T}\n", "$ and covariance matrices are defined by evaluations of the kernel functions: $\\mathbf{K}_{xx} = k(\\mathbf{X}, \\mathbf{X})$; $\\mathbf{K}_{*x} = k(\\mathbf{X}^*, \\mathbf{X})$; and $\\mathbf{K}_{**} = k(\\mathbf{X}^*,\\mathbf{X}^*)$." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "# New test points to sample function from\n", "Xnew = np.linspace(-0.05, 1.05, 100)[:, None]\n", "\n", "# Covariance between training sample points (+ Gaussian noise)\n", "Kxx = k.K(X,X) + 1 * np.eye(10)\n", "\n", "# Covariance between training and test points\n", "Ksx = k.K(Xnew, X)\n", "\n", "# Covariance between test points\n", "Kss = k.K(Xnew,Xnew)\n", "\n", "# The mean of the GP fit (note that @ is matrix multiplcation: A @ B is equivalent to np.matmul(A,B))\n", "mean = Ksx @ np.linalg.inv(Kxx) @ Y\n", "# The covariance matrix of the GP fit\n", "Cov = Kss - Ksx @ np.linalg.inv(Kxx) @ Ksx.T" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we define a quick plotting utility function for our GP fits. There are a number of plotting options available in GPy, but we will use the below method, which plots the mean and 95% confidence fit of a GP for a given input $\\mathbf{X}^*$. Optionally, we will allow it to plot the initial training points." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "def plot_gp(X, m, C, training_points=None):\n", " \"\"\" Plotting utility to plot a GP fit with 95% confidence interval \"\"\"\n", " # Plot 95% confidence interval \n", " plt.fill_between(X[:,0],\n", " m[:,0] - 1.96*np.sqrt(np.diag(C)),\n", " m[:,0] + 1.96*np.sqrt(np.diag(C)),\n", " alpha=0.5)\n", " # Plot GP mean and initial training points\n", " plt.plot(X, m, \"-\")\n", " plt.legend(labels=[\"GP fit\"])\n", " \n", " plt.xlabel(\"x\"), plt.ylabel(\"f\")\n", " \n", " # Plot training points if included\n", " if training_points is not None:\n", " X_, Y_ = training_points\n", " plt.plot(X_, Y_, \"kx\", mew=2)\n", " plt.legend(labels=[\"GP fit\", \"sample points\"])" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(14, 8))\n", "\n", "# Plot the GP fit mean and covariance\n", "plot_gp(Xnew, mean, Cov, training_points=(X,Y))\n", "plt.title(\"Explicit (homemade) regression model fit\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also save effort and time by to do Gaussian process regression using `GPy`, by creating a GP regression model with sample points $(\\mathbf{X}, \\mathbf{Y})$ and the Gaussian RBF kernel:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "

\n", "Model: GP regression
\n", "Objective: 13.637227895772732
\n", "Number of Parameters: 3
\n", "Number of Optimization Parameters: 3
\n", "Updates: True
\n", "

\n", "\n", "\n", "\n", "\n", "\n", "
GP_regression. valueconstraintspriors
rbf.variance 1.0 +ve
rbf.lengthscale 0.1 +ve
Gaussian_noise.variance 1.0 +ve
" ], "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "m = GPy.models.GPRegression(X, Y, k)\n", "m " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can use GPy's regression and prediction tools, which _should_ give the same result as our basic implementation:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Use GPy model to calculate the mean and covariance of the fit at Xnew\n", "mean, Cov = m.predict_noiseless(Xnew, full_cov=True)\n", "\n", "plt.figure(figsize=(14, 8))\n", "\n", "# Plot the GP fit mean and covariance\n", "plot_gp(Xnew, mean, Cov, training_points=(X,Y))\n", "plt.title(\"GPy regression model fit\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It can be clearly seen that this *is* the same fit as our above model. However, using GPy gives flexibility and ease of use for extending the capabilities of the fitting, including use of different kernels, optimising parameters and solving more complicated problems, including classification. We also don't need to write explicit equations and manually creating covariances matrices." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exercise 4\n", "\n", "(a) What do you think of this initial fit? Does the prior given by the GP seem to be adapted?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> It's clear that the observations are captured in the confidence interval, but the fit is not particularly good. The parameters used may not be the best they can be to minimise the loss of the fit." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "(b) The parameters of the model can be editted much like those of the kernel. For example, \n", "```\n", "m.Gaussian_noise = 0.1\n", "```\n", "or\n", "```\n", "m.rbf.variance = 2.0\n", "```\n", "Change the values of the parameters to try and obtain a better fit of the GP. You can recalculate the updated mean and covariance after changing the values by calling `m.predict_noiseless` as above.\n", "\n", "*Note: changing the original kernel `k` will also affect the model parameters due to how Python connects objects, but this is not a reliable way of setting the parameters, so you should adjust the kernel parameters via the model `m` as described*" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "

\n", "Model: GP regression
\n", "Objective: 9.71066819372982
\n", "Number of Parameters: 3
\n", "Number of Optimization Parameters: 3
\n", "Updates: True
\n", "

\n", "\n", "\n", "\n", "\n", "\n", "
GP_regression. valueconstraintspriors
rbf.variance 1.0 +ve
rbf.lengthscale 0.1 +ve
Gaussian_noise.variance 0.01 +ve
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "m.Gaussian_noise = 0.01\n", "m.rbf.lengthscale = 0.1\n", "\n", "mean, Cov = m.predict_noiseless(Xnew, full_cov=True)\n", "\n", "plt.figure(figsize=(14, 8))\n", "# Plot the GP fit mean and covariance\n", "plot_gp(Xnew, mean, Cov, training_points=(X,Y))\n", "\n", "# Preview the regression model\n", "display(m)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "(c) Given that we can obtain the mean and covariance of the GP fit, we can also sample the GP posterior as a multivariate Gaussian process. This can be done as in Section 4, where we sampled the priors as defined by the kernels, i.e. with `np.random.multivariate_normal`. Obtain 10 samples from the GP posterior and plot them alongside the data. Try to simulate noisy measurements using `m.predict` (rather than `m.predict_noiseless`).\n", "\n", "*Remember to get the full covariance matrix, using `full_cov=True`, and note that to make the mean vector 1-D (for sampling a multivariate normal), you need `np.random.multivariate_normal(mean[:,0], Cov)`)*" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(18, 6))\n", "\n", "mean, Cov = m.predict_noiseless(Xnew, full_cov=True)\n", "\n", "Z = np.random.multivariate_normal(mean[:,0], Cov, 10)\n", "plt.subplot(121)\n", "for z in Z:\n", " plt.plot(Xnew, z, \"g-\", alpha=0.2)\n", "plt.plot(X, Y, \"kx\", mew=2)\n", "plt.xlabel(\"x\"), plt.ylabel(\"f\"), plt.title(\"samples from the posterior GP fit of $f$\") \n", "\n", "mean, Cov = m.predict(Xnew, full_cov=True)\n", "z = np.random.multivariate_normal(mean[:,0], Cov)\n", "plt.subplot(122)\n", "plt.plot(Xnew, z, \".\")\n", "plt.xlabel(\"x\"), plt.ylabel(\"f\"), plt.title(\"sample set of noisy measurements drawn from the GP posterior\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 6. Covariance Function Parameter Estimation\n", "\n", "As discussed in the lectures, the values of kernel parameters can be estimated by maximising the likelihood of the observations. This is useful to optimise our estimate of the underlying function, without eye-balling parameters to get a good fit.\n", "\n", "In `GPy`, the `model` objects such as `GPRegression`, have parameter optimisation functionality. We can call this as following:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "

\n", "Model: GP regression
\n", "Objective: 9.131997986860798
\n", "Number of Parameters: 3
\n", "Number of Optimization Parameters: 3
\n", "Updates: True
\n", "

\n", "\n", "\n", "\n", "\n", "\n", "
GP_regression. valueconstraintspriors
rbf.variance 0.7674222554517867 +ve
rbf.lengthscale 0.10825613397511177 +ve
Gaussian_noise.variance6.87476666641343e-08 +ve
" ], "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "m.optimize()\n", "m" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see the selected parameters in the model table above. The regression fit with the optimised parameters can be plotted:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Get mean and covariance of optimised GP\n", "mean, Cov = m.predict_noiseless(Xnew, full_cov=True)\n", "\n", "# Setup the figure environment\n", "plt.figure(figsize=(14, 8))\n", "\n", "# Plot the GP fit mean and covariance\n", "plot_gp(Xnew, mean, Cov, training_points=(X,Y))\n", "plt.plot(Xnew, f(Xnew), \"r:\", lw=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Parameter constraints\n", "\n", "We can see in the above model that the regression model is fit to the data, as the optimiser has minimised the noise effect in the model, `Gaussian_noise.variance`$ = 4.804\\times10^{-8}$. If we *know*, or can reasonably approximate, the variance of the observation noise $\\epsilon$, we can fix this parameter for the optimiser, using `fix`, which in the case of the above is $0.01$. We can also limit the values that the parameters take by adding constraints. For example, the variance and lengthscale can only be positive, so calling `constrain_positive`, we can enforce this (note that this is the default constraint for GP regression anyway)." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "reconstraining parameters GP_regression\n" ] }, { "data": { "text/html": [ "\n", "\n", "

\n", "Model: GP regression
\n", "Objective: 9.250340296947561
\n", "Number of Parameters: 3
\n", "Number of Optimization Parameters: 2
\n", "Updates: True
\n", "

\n", "\n", "\n", "\n", "\n", "\n", "
GP_regression. valueconstraintspriors
rbf.variance 0.7505272844576688 +ve
rbf.lengthscale 0.10871106287414853 +ve
Gaussian_noise.variance 0.01 fixed +ve
" ], "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Constrain the regression parameters to be positive only\n", "m.constrain_positive()\n", "\n", "# Fix the Gaussian noise variance at 0.01 \n", "m.Gaussian_noise.variance = 0.01 # (Reset the parameter first)\n", "m.Gaussian_noise.variance.fix()\n", "\n", "# Reoptimise\n", "m.optimize()\n", "m" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see our constraints in the corresponding column in the above table, where \"`+ve`\" means we are constrained to positive values, and `fixed` means the optimiser will not try and optimise this parameter. We can see here that the variance of the noise in the model is unchanged by the optimiser. Looking at the resulting plot, we can see that we have a much more reasonable confidence in our estimate, and that the true function is hard to distinguish from samples drawn from our fit, indicating that we have reasonable approximation of the true function given noisy observations." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Get mean and covariance of optimised GP\n", "mean, Cov = m.predict_noiseless(Xnew, full_cov=True)\n", "\n", "# Setup our figure environment\n", "plt.figure(figsize=(18, 14))\n", "\n", "# The top plot shows our mean regression fit and 95% confidence intervals \n", "plt.subplot(211)\n", "# Plot the GP fit mean and covariance\n", "plot_gp(Xnew, mean, Cov, training_points=(X,Y))\n", "plt.title(\"GP posterior\")\n", "plt.subplot(212)\n", "\n", "plt.plot(Xnew, f(Xnew),\"r:\", lw=3)\n", "\n", "Z = np.random.multivariate_normal(mean[:,0], Cov, 20)\n", "for z in Z:\n", " plt.plot(Xnew,z, \"g-\", alpha=0.2)\n", " \n", "plt.xlabel(\"x\"), plt.ylabel(\"f\")\n", "plt.legend(labels=[\"true $f(x)$\", \"samples from GP\"]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using the prior knowledge of the noise in the data has given us a reasonably good approximation of the true function. The samples from the GP demonstrate provide fits to the observed data and roughly follow the shape of the true function $f$, particularly in the range for which we have samples.\n", "\n", "### Exercise 5\n", "\n", "The function we used is a sum of sinusoids, and therefore has inherent periodicity. However, we only have samples for a single period, so this is not directly seen in the domain of $[0, 1]$.\n", "\n", "(a) Try predicting the function on the range of $[0, 2]$ instead (`Xnew = np.linspace(0., 2., 100)[:,None]`), and compare the fitted GP posterior with the true function $f$.\n", "\n", "*Note, you shouldn't need to retrain the model or adjust the hyperparameters.*" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "Xnew = np.linspace(0., 2., 100)[:, None]\n", "mean, Cov = m.predict_noiseless(Xnew, full_cov=True)\n", "\n", "plt.figure(figsize=(14, 8))\n", "plot_gp(Xnew, mean, Cov, training_points=(X,Y))\n", "plt.plot(Xnew, f(Xnew), \"r:\", lw=3)\n", "plt.legend(labels=[\"GP fit\", \"sample points\", \"true $f(x)$\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "(b) Comment on the fit of the GP, and the uncertainty in regions where we have no observations. Is the GP still a good fit? How might we produce a better fit, for example, if we knew $f(x)$ had a periodic nature?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> The prediction becomes useless in the areas where we are extrapolating, which makes some degree of sense. However, since the function is sinusoidal, we can see there is some periodicity that we may be able to exploit in our GP fit" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 7. Real World Example\n", "\n", "We'll consider now a classic real world example using atmospheric $\\mathrm{CO}_{2}$ observations from the Mauna Loa Observatory, Hawaii. The dataset is a good demonstration of the predictive power of Gaussian processes, and we will use it to show how we can encode our prior beliefs to combine kernels.\n", "\n", "First, we need to download the dataset. " ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Data keys:\n", "dict_keys(['X', 'Y', 'Xtest', 'Ytest', 'info', 'citation', 'details', 'files', 'license', 'size', 'urls'])\n", "\n", "Citation:\n", "Mauna Loa Data. Dr. Pieter Tans, NOAA/ESRL (www.esrl.noaa.gov/gmd/ccgg/trends/) and Dr. Ralph Keeling, Scripps Institution of Oceanography (scrippsco2.ucsd.edu/).\n", "\n", "Info:\n", "Mauna Loa data with 545 values used as training points.\n" ] } ], "source": [ "import pickle\n", "import requests\n", "\n", "# Load in the data\n", "req = requests.get('https://github.com/gpschool/labs/raw/2023/.resources/mauna_loa')\n", "data = pickle.loads(req.content)\n", " \n", "print(\"\\nData keys:\")\n", "print(data.keys())\n", "\n", "print(\"\\nCitation:\")\n", "print(data['citation'])\n", "\n", "print(\"\\nInfo:\")\n", "print(data['info'])" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Training data (X = input, Y = observation)\n", "X, Y = data['X'], data['Y']\n", "\n", "# Test data (Xtest = input, Ytest = observations)\n", "Xtest, Ytest = data['Xtest'], data['Ytest']\n", "\n", "# Set up our plotting environment\n", "plt.figure(figsize=(14, 8))\n", "\n", "# Plot the training data in blue and the test data in red\n", "plt.plot(X, Y, \"b.\", Xtest, Ytest, \"r.\")\n", "\n", "# Annotate plot\n", "plt.legend(labels=[\"training data\", \"test data\"])\n", "plt.xlabel(\"year\"), plt.ylabel(\"CO$_2$ (PPM)\"), plt.title(\"Monthly mean CO$_2$ at the Mauna Loa Observatory, Hawaii\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**You may want to subsample the data to save time during the labs**\n", "\n", "Run the following to reduce the datasize by only using every other training point:" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "X = X[::2, :]\n", "Y = Y[::2, :]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Naive GP regression\n", "\n", "First, we will try to fit a basic RBF to our data, as we have used in previous examples" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "

\n", "Model: GP regression
\n", "Objective: 612.8931624384373
\n", "Number of Parameters: 3
\n", "Number of Optimization Parameters: 3
\n", "Updates: True
\n", "

\n", "\n", "\n", "\n", "\n", "\n", "
GP_regression. valueconstraintspriors
rbf.variance 121458.90727033319 +ve
rbf.lengthscale 101.5035099882066 +ve
Gaussian_noise.variance 4.578095703672964 +ve
" ], "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "k = GPy.kern.RBF(1, name=\"rbf\")\n", "\n", "m = GPy.models.GPRegression(X, Y, k)\n", "m.optimize()\n", "\n", "m" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "Xnew = np.vstack([X, Xtest])\n", "\n", "mean, Cov = m.predict(Xnew, full_cov=True)\n", "\n", "plt.figure(figsize=(14, 8))\n", "plot_gp(Xnew, mean, Cov)\n", "plt.plot(X, Y, \"b.\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is possible to make the model fit the data near perfectly by minimising the variance of the Gaussian noise in the likelihood and fixing the kernel variance." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "

\n", "Model: GP regression
\n", "Objective: 1597972.8466213134
\n", "Number of Parameters: 3
\n", "Number of Optimization Parameters: 1
\n", "Updates: True
\n", "

\n", "\n", "\n", "\n", "\n", "\n", "
GP_regression. valueconstraintspriors
rbf.variance 10.0 +ve fixed
rbf.lengthscale 9.727381584991269e-105 +ve
Gaussian_noise.variance 1e-05 +ve fixed
" ], "text/plain": [ "" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Effectively remove noise parameter (needs to be >0, so select value that is very low)\n", "m.Gaussian_noise.variance = 0.00001\n", "m.Gaussian_noise.variance.fix()\n", "\n", "# We will fix the variance as well, so that only the lengthscale is optimised\n", "m.rbf.variance = 10.\n", "m.rbf.variance.fix()\n", "\n", "# This should minimize the lengthscale to fit closely to the training points\n", "m.optimize()\n", "m" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**But** this has no predictive power, and we have really just overfitted to the training data" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mean, Cov = m.predict(Xnew, full_cov=True)\n", "\n", "plt.figure(figsize=(18, 5))\n", "\n", "# The left plot shows the GP fit to a subsample of our training set\n", "plt.subplot(121)\n", "plot_gp(Xnew, mean, Cov)\n", "plt.plot(X, Y, \"b.\");\n", "plt.gca().set_xlim([1960,1980]), plt.gca().set_ylim([310, 340])\n", "\n", "# The right plot shows that the GP has no predictive power and reverts to 0\n", "plt.subplot(122)\n", "plot_gp(Xnew, mean, Cov)\n", "plt.plot(X, Y, \"b.\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### GP Regression with combined covariance functions\n", "\n", "Taking a look at the training data, we can see a number of features that occur in the data. There is a clear periodic trend that is yearly, and an approximately linear trend. We can use this prior information in our choice of kernel to give some meaning to the GP fit.\n", "\n", "First, we will look at the linear trend. It should be obvious that the overall trend (ignoring the periodicity) can be described approximately by $f(x) \\approx a + bx$. To embed this as a covariance function, we can use the `Linear` covariance functions, which adds a linear trend to the covariance.\n", "\n", "### Exercise 6\n", "\n", "(a) Create a `Linear` kernel with reasonable estimates of the parameters that represent the trend?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`k_L = GPy.kern.Linear(1, variances=[1.])`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "(b) How might we encode this trend in the mean estimate of the GP ?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> Use a mapping function to represent the linear trend. We can hard code the parameters (gradient and intercept), or give them priors." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "(c) Create a GP regression model using the kernels to fit the data. Comment on good is the fit and the predictive power of the model? " ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "

\n", "Model: GP regression
\n", "Objective: 7695.687494280193
\n", "Number of Parameters: 3
\n", "Number of Optimization Parameters: 3
\n", "Updates: True
\n", "

\n", "\n", "\n", "\n", "\n", "\n", "
GP_regression. valueconstraintspriors
sum.linear.variances 1.0 +ve
sum.bias.variance 360.0 +ve
Gaussian_noise.variance 1.0 +ve
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Linear covariance function\n", "m1 = GPy.models.GPRegression(\n", " X, Y, \n", " kernel = GPy.kern.Linear(1, variances=[1.]) + GPy.kern.Bias(1, 360)\n", ")\n", "\n", "mean, Cov = m1.predict(Xnew)\n", "\n", "plt.figure(figsize=(14,8))\n", "plot_gp(Xnew, mean, Cov)\n", "plt.plot(X, Y, \".b\", Xtest, Ytest, \".r\", alpha=0.4);\n", "plt.legend(labels=[\"GP fit\",\"training points\", \"test points\"])\n", "\n", "display(m1)\n" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "

\n", "Model: GP regression
\n", "Objective: 2690404.51619858
\n", "Number of Parameters: 5
\n", "Number of Optimization Parameters: 5
\n", "Updates: True
\n", "

\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
GP_regression. valueconstraintspriors
mapping.linmap.A [-0.28707114]
mapping.constmap.C 360.0
rbf.variance 1.0 +ve
rbf.lengthscale 1.0 +ve
Gaussian_noise.variance 1.0 +ve
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Linear mapping function (with RBF kernel)\n", "\n", "mean_func = GPy.mappings.Additive(\n", " GPy.mappings.Linear(1, 1), # gradient\n", " GPy.mappings.Constant(1, 1, value=360) # intercept\n", ")\n", "\n", "m2 = GPy.models.GPRegression(\n", " X, Y, \n", " kernel = GPy.kern.RBF(1),\n", " mean_function=mean_func\n", ")\n", "\n", "mean, Cov = m2.predict(Xnew)\n", "\n", "plt.figure(figsize=(14,8))\n", "plot_gp(Xnew, mean, Cov)\n", "plt.plot(X, Y, \".b\", Xtest, Ytest, \".r\", alpha=0.4);\n", "plt.legend(labels=[\"GP fit\",\"training points\", \"test points\"])\n", "\n", "display(m2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Periodicity\n", "\n", "It's there is a seasonal trend over the year, and that a simple linear fit cannot capture this information. However, we can add this using our choice of kernel by adding a `StdPeriodic` kernel to our regression model. It's evident to the data that the period is yearly, so a period of $\\omega=1$ is a sensible choice for our initial parameter:" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "

\n", "Model: GP regression
\n", "Objective: 692.2315751847443
\n", "Number of Parameters: 6
\n", "Number of Optimization Parameters: 6
\n", "Updates: True
\n", "

\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
GP_regression. valueconstraintspriors
sum.bias.variance 22883.674271604832 +ve
sum.linear.variances 111361.070253794 +ve
sum.std_periodic.variance 1100149.2666702752 +ve
sum.std_periodic.period 0.009345908662330225 +ve
sum.std_periodic.lengthscale 11444.916882861073 +ve
Gaussian_noise.variance 7.765965472782776 +ve
" ], "text/plain": [ "" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ks = [ # Our kernels\n", " GPy.kern.Bias(1, variance=10000.), # Constant offset\n", " GPy.kern.Linear(1), # Linear trend\n", " GPy.kern.StdPeriodic(1, period=1) # Periodicity\n", "]\n", "\n", "# Create a regression model with an additive kernel (bias + linear + periodic)\n", "m = GPy.models.GPRegression(X, Y, ks[0] + ks[1] + ks[2])\n", "\n", "# Optimise hyperparameters to maximise likelihood\n", "m.optimize()\n", "\n", "# Predict the value of CO2 using our GP fit\n", "mean, Cov = m.predict(Xnew)\n", "\n", "# Set up plotting\n", "plt.figure(figsize=(14,8))\n", "\n", "# Plot GP fit\n", "plot_gp(Xnew, mean, Cov)\n", "# Show our training and test points\n", "plt.plot(X, Y, \".b\", Xtest, Ytest, \".r\", alpha=0.4)\n", "# Annotate plot\n", "plt.legend(labels=[\"GP fit\",\"training points\", \"test points\"])\n", "\n", "# Preview the parameters of our model\n", "m" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the plot we can see that while we have maintained the periodicity in our prediction, there is some deviation in the amplitude of each period. Likewise, the data is not strictly linear. We can embed model these non-linearities and deviations by adding an `Exponential` kernel. First, in the summative kernel, but also by multiplying a Gaussian RBF by the periodic kernel. For some intiution on how this allows for deviation of the periodicity, see the corresponding sample plot in Section 4.\n", "\n", "Note that the `Exponential` kernel describes an exponential decay in covariance with distance between points, and does **not** model an exponential trend in the overall data. The `RBF` kernel describes a smoother (Gaussian) decay, which may be a better model for changes in the periodic signal." ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
sum. valueconstraintspriors
Exponential.variance 1.0 +ve
Exponential.lengthscale 1.0 +ve
bias.variance 10000.0 +ve
linear.variances 1.0 +ve
mul.std_periodic.variance 1.0 +ve
mul.std_periodic.period 1.0 +ve
mul.std_periodic.lengthscale 1.0 +ve
mul.rbf.variance 1.0 +ve
mul.rbf.lengthscale 1.0 +ve
" ], "text/plain": [ "" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ks = [ # Our kernels\n", " GPy.kern.Exponential(1), # Non-linearity in overall trend\n", " GPy.kern.Bias(1, variance=10000.), # Constant offset\n", " GPy.kern.Linear(1), # Linear trend\n", " GPy.kern.StdPeriodic(1, period=1.), # Periodicity (short term trend)\n", " GPy.kern.RBF(1) # Amplitude modulator (long term trend)\n", "]\n", "\n", "# Composite kernel: exponential + bias + linear + (periodic * rbf)\n", "k = ks[0] + ks[1] + ks[2] + ks[3]*ks[4]\n", "k" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Create our GP regression model with the composite kernel\n", "m = GPy.models.GPRegression(X, Y, k)\n", "\n", "# Predict the CO2 at the training and test locations\n", "mean, Cov = m.predict(Xnew)\n", "\n", "# Setup figure \n", "plt.figure(figsize=(14,8))\n", "\n", "# Plot the GP fit and training points\n", "plot_gp(Xnew, mean, Cov)\n", "plt.plot(X, Y, \".b\", Xtest, Ytest, \".r\", alpha=0.4);\n", "\n", "# Annotate plot\n", "plt.legend(labels=[\"GP fit\",\"training points\", \"test points\"]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that with even with our initial (mostly default) parameter choices, the GP fit to the training data is representative of the trends we are observing. However, the prediction of the test data is relatively poor (though we still have an upward trend). The obvious step now is to optimise our kernel parameters.\n", "\n", "Optimisation of the GP in itself is imperfect, often because the likelihood we are maximising can be multimodal, or flat, and so it can get stuck in local-maxima. It is always important to sanity-check the GP fit when optimising the parameters, to mitigate problems that could occur as a result (such as the minimised noise example we saw earlier). One of the ways to avoid the problem of local maxima is to reinitialise the optimiser with different starting locations, and take the maximum of these outputs. This is possible in `GPy` using `optimize_restarts(n)`, which will optimise the parameters $n$ times and take the best estimate." ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Optimization restart 1/5, f = 149.5125570541852\n", "Optimization restart 2/5, f = 395.00569212359585\n", "Optimization restart 3/5, f = 518.2345217076671\n", "Optimization restart 4/5, f = 138.07512034906247\n", "Optimization restart 5/5, f = 138.03606015144737\n" ] }, { "data": { "text/html": [ "\n", "\n", "

\n", "Model: GP regression
\n", "Objective: 138.03606015144737
\n", "Number of Parameters: 10
\n", "Number of Optimization Parameters: 10
\n", "Updates: True
\n", "

\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
GP_regression. valueconstraintspriors
sum.Exponential.variance 0.840586392910996 +ve
sum.Exponential.lengthscale 5.224194367488607 +ve
sum.bias.variance 0.3719177451694591 +ve
sum.linear.variances 0.05155846775528824 +ve
sum.mul.std_periodic.variance 131.1730585553853 +ve
sum.mul.std_periodic.period 0.999372822957602 +ve
sum.mul.std_periodic.lengthscale 4.291957991935753 +ve
sum.mul.rbf.variance 110.54947867366624 +ve
sum.mul.rbf.lengthscale 121.85287520171073 +ve
Gaussian_noise.variance 0.037510383623318974 +ve
" ], "text/plain": [ "" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Optimise hyperparameters 5 times to get a good estimate \n", "m.optimize_restarts(5, robust=True) # We could do this more times, but it can be quite time consuming\n", "\n", "# Get the moments of our model fit\n", "mean, Cov = m.predict(Xnew)\n", "\n", "# Set up plot environment\n", "plt.figure(figsize=(14,8))\n", "\n", "# Plot our optimised GP and training/test points\n", "plot_gp(Xnew, mean, Cov)\n", "plt.plot(X, Y, \".b\", Xtest, Ytest, \".r\", alpha=0.4);\n", "# Annotate plot\n", "plt.legend(labels=[\"GP fit\",\"training points\", \"test points\"])\n", "# Preview model parameters\n", "m" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see from the output of the optimiser that there are a number of different minima in the negative log-likelihood (corresponding to maxima in the likelihood), implying that there are several modes. However, it's possible to get a good fit of the function with a GP with great predictive power. You might try allowing the optimiser to run for more iterations when you have more time.\n", "\n", "We can also look at the effects of each kernel on the GP model, which will show the features that it represents in the fit. For example, we expect the `Bias` to capture the offset, and the `Exponential` kernel to extract most of the non-linearity (that's not explained by the periodicity). We can view the effects of each of the components and the combination of them to see how they deconstruct the training data. This shows what features are being learned by which kernel." ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Setup figure environment (4x2 grid)\n", "plt.figure(figsize=(18,18))\n", "\n", "# Show Bias kernel effect\n", "plt.subplot(421)\n", "mean, Cov = m.predict_noiseless(X, kern=m.sum.bias)\n", "plot_gp(X, mean, Cov)\n", "plt.title(\"Bias\")\n", "\n", "# Show Linear kernel effect\n", "plt.subplot(423)\n", "mean, Cov = m.predict_noiseless(X, kern=m.sum.linear)\n", "plot_gp(X, mean, Cov)\n", "plt.title(\"Linear\")\n", "\n", "# Show combination of Bias and Linear kernels\n", "plt.subplot(424)\n", "mean, Cov = m.predict_noiseless(X, kern=m.sum.linear + m.sum.bias)\n", "plot_gp(X, mean, Cov)\n", "plt.plot(X, Y, \".b\", ms=1.)\n", "plt.title(\"Linear + Bias\")\n", "\n", "# Show modulated Periodic x RBF kernel\n", "plt.subplot(425)\n", "mean, Cov = m.predict_noiseless(X, kern=m.sum.mul)\n", "plot_gp(X, mean, Cov)\n", "plt.title(\"Periodic x RBF\")\n", "\n", "# Show combination of Periodic, Bias and Linear kernels\n", "plt.subplot(426)\n", "mean, Cov = m.predict_noiseless(X, kern=m.sum.mul + m.sum.linear + m.sum.bias)\n", "plot_gp(X, mean, Cov)\n", "plt.plot(X, Y, \".b\", ms=1.)\n", "plt.title(\"(Periodic x RBF) + Linear + Bias\")\n", "\n", "# Show Exponential kernel effect\n", "plt.subplot(427)\n", "mean, Cov = m.predict_noiseless(X, kern=m.sum.Exponential)\n", "plot_gp(X, mean, Cov)\n", "plt.title(\"Exponential\")\n", "\n", "# Show combination of Periodic, Bias, Linear and Exponential kernel (this is our full GP fit !)\n", "plt.subplot(428)\n", "mean, Cov = m.predict_noiseless(X, kern=m.sum.Exponential + m.sum.mul + m.sum.linear + m.sum.bias)\n", "plot_gp(X, mean, Cov)\n", "plt.plot(X, Y, \".b\", ms=1.)\n", "plt.title(\"Exponential + (Periodic x RBF) + Linear + Bias\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's clear that while our final fit is very good, some of the kernel effects are not as clear cut as we expected. For example, much of the upward trend is captured by the periodic combination, likely due to its ability to vary non-linearly. However, we can see that, for example, the `Exponential` kernel has a clear purpose in adjusting the GP fit to the data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exercise 7\n", "\n", "What improvements might be made to the GP model, for example in terms combinations of kernels and parameters, to get a better fit, especially for the prediction of our testing data?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> How clear the differing effects of the kernels are is dependent on the random seed, and the number of optimisation restarts of the hyperparameters. However something that can be observed is that trying to embed the linear trend in the covariance function with a nonlinear periodic function is largely redundant as the periodic*rbf kernel is clearly capturing most of the upward trend. We might play around with smoother non-linear kernels, for example adding a higher order Matern than exponential (3/2 or 5/2). We can also make use of kernels not shown in this lab, such as the periodic Matern kernels.\n", "> \n", "> Another option is to embed our linear trend in the mean function of our GP prior. While this is not especially common in machine learning, if we have reliable prior assumptions of the model, we can embed this explicitly. Putting a prior over the parameters of the linear mean function would keep the Bayesian approach to learning the model, but would allow us to fit periodicity to the data independent(ish) of the linear mapping." ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Optimization restart 1/20, f = 368.3404856683532\n", "Optimization restart 2/20, f = 182.02028825868243\n", "Optimization restart 3/20, f = 516.6968685814478\n", "Optimization restart 4/20, f = 155.81152650828125\n", "Optimization restart 5/20, f = 517.2407093518927\n", "Optimization restart 6/20, f = 522.5347721911259\n", "Optimization restart 7/20, f = 140.36813930950282\n", "Optimization restart 8/20, f = 513.3826834941501\n", "Optimization restart 9/20, f = 621.4481205781586\n", "Optimization restart 10/20, f = 457.7308715766743\n", "Optimization restart 11/20, f = 379.66517539899303\n", "Optimization restart 12/20, f = 285.06521307148944\n", "Optimization restart 13/20, f = 259.318237333216\n", "Optimization restart 14/20, f = 347.5474971496258\n", "Optimization restart 15/20, f = 626.1788958891289\n", "Optimization restart 16/20, f = 213.36643615093243\n", "Optimization restart 17/20, f = 627.3033561325009\n", "Optimization restart 18/20, f = 618.5739061331781\n", "Optimization restart 19/20, f = 619.2787745350058\n", "Optimization restart 20/20, f = 152.58071487462217\n" ] }, { "data": { "text/html": [ "\n", "\n", "

\n", "Model: GP regression
\n", "Objective: 140.36813930950282
\n", "Number of Parameters: 10
\n", "Number of Optimization Parameters: 10
\n", "Updates: True
\n", "

\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
GP_regression. valueconstraints priors
mapping.linmap.A [1.42656852] +ve Ga(4.5, 1.5)
mapping.constmap.C -2482.527005081992 N(-2e+03, 1e+03)
sum.Exponential.variance 10.094283357898977 +ve
sum.Exponential.lengthscale 27.14617914626247 +ve
sum.mul.std_periodic.variance 2.0497410493621704 +ve
sum.mul.std_periodic.period 0.9995392098402374 +ve
sum.mul.std_periodic.lengthscale 0.6942497660381535 +ve
sum.mul.rbf.variance 3.3332533845543577 +ve
sum.mul.rbf.lengthscale 191.79720642280444 +ve
Gaussian_noise.variance 1.583921645546246e-54 +ve
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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mean_func = GPy.mappings.Additive(GPy.mappings.Linear(1,1), GPy.mappings.Constant(1,1))\n", "cov_func = GPy.kern.Exponential(1) + GPy.kern.StdPeriodic(1, period=1.)*GPy.kern.RBF(1) # equivalent to k\n", "\n", "m = GPy.models.GPRegression(X, Y, mean_function=mean_func, kernel=cov_func)\n", "\n", "m.mapping.linmap.set_prior(GPy.priors.Gamma.from_EV(E=3, V=2))\n", "m.mapping.constmap.set_prior(GPy.priors.Gaussian(mu=-2000., sigma=1000.))\n", "\n", "m.Gaussian_noise.variance = 10.\n", "\n", "m.optimize_restarts(20, robust=True)\n", "\n", "# Get the moments of our model fit\n", "mean, Cov = m.predict(Xnew)\n", "# Set up plot environment\n", "plt.figure(figsize=(14,8))\n", "# Plot our optimised GP and training/test points\n", "plot_gp(Xnew, mean, Cov)\n", "plt.plot(X, Y, \".b\", Xtest, Ytest, \".r\", alpha=0.4);\n", "# Annotate plot\n", "plt.legend(labels=[\"GP fit\",\"training points\", \"test points\"])\n", "# Preview model parameters\n", "display(m)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 8. Multiple Inputs\n", "\n", "Typically, we will have data that is more than one-dimensional. Gaussian processes regression is scalable in dimension, and everything used above can be used with multiple inputs. The following problem is reasonably straight-forward, a simple extension of the regression problem we've used to 2-dimensional input.\n", "\n", "Consider the toy example:\n", "$$\n", " f = (x_1, x_2) \\mapsto \\sin(x_1)\\sin(x_2)\n", "$$\n", "$$\n", " y = f(\\mathbf{X}) + \\epsilon, \\quad \\epsilon \\sim \\mathcal{N}(0, \\sigma^2)\n", "$$\n", "\n", "Now, our input space is made up of two coordinates, $(x_1, x_2)$. Suppose we have some random noisy observations of the function, which are 1-dimensional in nature:" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Lambda function, f, the unknown function we are trying to predict\n", "f = lambda xi,xj: np.sin(xi) * np.sin(xj)\n", "\n", "# Our test grid\n", "[Xi, Xj] = np.meshgrid(np.linspace(-np.pi, np.pi, 50), np.linspace(-np.pi, np.pi, 50))\n", "\n", "# Number of samples [YOU CAN PLAY AROUND WITH THE NUMBER OF RANDOM SAMPLES TO SEE HOW THE FIT IS AFFECTED]\n", "num_measurements = 50\n", "\n", "# Random sample locations (2-D)\n", "X2 = np.random.uniform(-np.pi, np.pi, (num_measurements, 2))\n", "\n", "# Setup plot enviornment\n", "plt.figure(figsize=(14, 6))\n", "\n", "plt.subplot(121)\n", "# Show true function\n", "plt.contour(Xi, Xj, f(Xi,Xj))\n", "# Annotate plot\n", "plt.xlabel(\"$x_1$\"), plt.ylabel(\"$x_2$\")\n", "plt.title(\"$f(x_1,x_2)$\")\n", "\n", "plt.subplot(122)\n", "# Show sample locations\n", "plt.plot(X2[:,0],X2[:,1],'o')\n", "# Annotate plot\n", "plt.xlabel(\"$x_1$\"), plt.ylabel(\"$x_2$\")\n", "plt.title(\"Sample locations\"); " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our observations then are simply our sample locations propagated through $f$ with some Gaussian noise" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [], "source": [ "Y2 = np.array([f(x1,x2) for (x1,x2) in zip(X2[:,0], X2[:,1])])[:,None] + 0.05 * np.random.randn(X2.shape[0], 1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can fit a Gaussian process over the observations by selecting a 2-D kernel. For example, the `RBF` kernel has a 2-D (really N-D) form, so we can use this as our kernel choice. Here we need to set both the `input_dim` to `2`, and specify the dimensions of the data we want the kernel to act over. In this case, it is the first 2 (of 2) dimensions, which in Python are indexed by `0` and `1`." ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "

\n", "Model: GP regression
\n", "Objective: 0.6378901234972236
\n", "Number of Parameters: 3
\n", "Number of Optimization Parameters: 2
\n", "Updates: True
\n", "

\n", "\n", "\n", "\n", "\n", "\n", "
GP_regression. valueconstraintspriors
rbf.variance 0.19654407577254196 +ve
rbf.lengthscale 1.33858841578453 +ve
Gaussian_noise.variance 0.05 +ve fixed
" ], "text/plain": [ "" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Create a 2-D RBF kernel active over both input dimensions\n", "k = GPy.kern.RBF(2, active_dims=[0,1])\n", "\n", "# Create a GP Regression model with the sample locations and observations using the RBF kernel\n", "m = GPy.models.GPRegression(X2, Y2, k)\n", "\n", "# Fix the Gaussian noise variance, which we know\n", "m.Gaussian_noise.variance = 0.05 \n", "m.Gaussian_noise.variance.fix()\n", "\n", "# Optimise the kernel parameters\n", "m.optimize()\n", "\n", "# We need to augument our test space to be a list of coordinates for input to the GP\n", "Xnew2 = np.vstack((Xi.ravel(), Xj.ravel())).T # Change our input grid to list of coordinates\n", "\n", "# Predict the mean and covariance of the GP fit at the test locations\n", "mean2, Cov2 = m.predict_noiseless(Xnew2, full_cov=False)\n", "\n", "# Setup plot environment\n", "plt.figure(figsize=(14, 6))\n", "\n", "# Left plot shows mean of GP fit\n", "plt.subplot(121)\n", "\n", "# Plot mean surface\n", "plt.contour(Xi, Xj, mean2.reshape(Xi.shape))\n", "# Show sample locations\n", "plt.plot(X2[:,0],X2[:,1],'o'), plt.axis(\"square\")\n", "# Annotate plot\n", "plt.xlabel(\"$x_1$\"), plt.ylabel(\"$x_2$\")\n", "plt.title(\"Mean of GP fit\"), plt.colorbar()\n", "\n", "# Right plot shows the variance of the GP\n", "plt.subplot(122) \n", "# Plot variance surface\n", "plt.pcolor(Xi, Xj, Cov2.reshape(Xi.shape))\n", "# Show sample locations\n", "plt.plot(X2[:,0],X2[:,1],'o'), plt.axis(\"square\")\n", "# Annotate plot\n", "plt.xlabel(\"$x_1$\"), plt.ylabel(\"$x_2$\")\n", "plt.title(\"Variance of GP fit\"), plt.colorbar()\n", "\n", "# Preview GP model parameters\n", "m" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see here that the fit with the GP is generally good (this is quite a simple example, after all), and that functionally, the setup is almost identical to the 1-D case using `GPy`. We can also observe from the variance surface that we have the most uncertainty where there are no samples, which matches our expectations and the observation of the power of GPs in 1-D.\n", "\n", "Notice that in the model preview, we only have a single lengthscale that is based on both dimensions. This is because by default, the RBF kernel is isotropic, which in our case is fine. However, in reality, it is often desirable to have different parameters corresponding to different dimensions. There are two approaches to doing this in `GPy`. The first is to enable different anisotropy within the kernel itself, by using the `ARD` keyword, e.g.\n", "```\n", "k = GPy.kern.RBF(2, ARD=True)\n", "```\n", "\n", "Alternatively, we can use kernel composition to create two kernels acting seperately on different dimensions. An alternative construction of the anisotropic RBF is to construct a kernel from two 1-D `RBF` kernels active on $x_1$ and $x_2$ respectively:\n", "```\n", "k = GPy.kern.RBF(1, active_dims=[0]) * GPy.kern.RBF(1, active_dims=[1])\n", "```\n", "\n", "We can also use this construction to allow for different covariance assumptions in different dimensions. In the following example, we use an RBF to model $x_1$ and a Matérn 3/2 kernel for $x_2$:\n", "```\n", "k = GPy.kern.RBF(1, active_dims=[0]) * GPy.kern.Matern32(1, active_dims=[1])\n", "```" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "

\n", "Model: GP regression
\n", "Objective: 2.5477018469817043
\n", "Number of Parameters: 5
\n", "Number of Optimization Parameters: 4
\n", "Updates: True
\n", "

\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
GP_regression. valueconstraintspriors
mul.rbf.variance 0.4372649150157929 +ve
mul.rbf.lengthscale 1.296552135121897 +ve
mul.Mat32.variance 0.43726491501579223 +ve
mul.Mat32.lengthscale 1.7596061840617034 +ve
Gaussian_noise.variance 0.05 +ve fixed
" ], "text/plain": [ "" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Construct a 2-D kernel with two 1-D kernels: RBF and Matern32\n", "k = GPy.kern.RBF(1, active_dims=[0]) * GPy.kern.Matern32(1, active_dims=[1])\n", "\n", "# Create a GP regression model with our 2-D composite kernel\n", "m = GPy.models.GPRegression(X2, Y2, k)\n", "\n", "# Fix the Gaussian noise variance \n", "m.Gaussian_noise.variance = 0.05 \n", "m.Gaussian_noise.variance.fix()\n", "\n", "# Optimise the kernel parameters\n", "m.optimize()\n", "\n", "# Change our input grid to list of coordinates\n", "Xnew2 = np.vstack((Xi.ravel(), Xj.ravel())).T\n", "\n", "# Predict the mean and covariance function\n", "mean2, Cov2 = m.predict_noiseless(Xnew2, full_cov=False)\n", "\n", "# Setup figure environment\n", "plt.figure(figsize=(14, 6))\n", "\n", "# Plot mean on left\n", "plt.subplot(121) \n", "\n", "# Plot mean surface\n", "plt.contour(Xi, Xj, mean2.reshape(Xi.shape))\n", "# Plot sample locations\n", "plt.plot(X2[:,0],X2[:,1],'o'), plt.axis(\"square\")\n", "# Annotate plot\n", "plt.xlabel(\"$x_1$\"), plt.ylabel(\"$x_2$\")\n", "plt.title(\"Mean of GP fit\"), plt.colorbar()\n", " \n", "# Show variance on right\n", "plt.subplot(122)\n", "\n", "# Plot variance surface\n", "plt.pcolor(Xi, Xj, Cov2.reshape(Xi.shape))\n", "# Plot sample locations\n", "plt.plot(X2[:,0],X2[:,1],'o'), plt.axis(\"square\")\n", "# Annotate plot\n", "plt.xlabel(\"$x_1$\"), plt.ylabel(\"$x_2$\")\n", "plt.title(\"Variance of GP fit\"), plt.colorbar()\n", "\n", "# Preview model parameters\n", "m" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "\n", "## Footnote\n", "\n", "Using Gaussian processes for machine learning gives you a powerful tool for learning latent functions in a Bayesian fashion, especially with a low number of observations. However, full GP regression can be quite time consuming, given it scales $\\mathscr{O}(n^3)$ with the number of training points, $n$. There are methods for dealing with this: for example, sparse approximation or representing the regression problem as a state-space model. Each of these comes with their own assumptions and drawbacks. In tomorrow's session, there will be a lecture on computational efficiency in GPs and the next lab will have examples of some of these approaches.\n", "\n", "When using GPs in a computational setting, there are a wide range of tools that can be used depending on your preference of programming language and libraries. `GPy`, the library we use in these labs, is a well established Python library that was developed here at the University of Sheffield, and is maintained by members here and at Amazon Research Cambridge. Some other libraries that are commonly used for Gaussian processes include:\n", "\n", "| Name | Language | Comments |\n", "|---------|-----------|----------|\n", "| `GPy` | Python | One of the earliest Python frameworks for Gaussian processes |\n", "| `GPML` | MATLAB | Examples and code used in Rasmussen & Williams GPML book |\n", "| `GPstuff` | MATLAB, Octave, R | A MATLAB library with a wide arrange of inference methods, including HMC |\n", "| `GPflow` | Python | GP library built on `TensorFlow`, similar notation to `GPy` |\n", "| `GPyTorch` | Python | GP library built on `PyTorch` |\n", "| `Stan` | R, Python, others | Probabilistic programming using MCMC that can be easily be used to model GPs |" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Credit\n", "\n", "This notebook was written by Wil Ward. It adapted from notebooks by [Rich Wilkinson](https://rich-d-wilkinson.github.io/) and [Neil Lawrence](http://inverseprobability.com/). Additional writing and feedback was provided by Maria Skoularidou and Chunchao Ma." ] } ], "metadata": { "@webio": { "lastCommId": null, "lastKernelId": null }, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.17" } }, "nbformat": 4, "nbformat_minor": 2 }