{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Lecture 4.3: Support Vector Machine with (Mini-Batch) Stochastic Gradient Descent\n", "\n", "Support vector machines (SVMs) are a group of powerful supervised learning algorithms. They can take the form of classifiers (support vector classifiers, SVCs) or regressors (support vector regressors, SVRs, which will covered in later lectures). A support vector classifier seeks to find a decision boundary with the greatest margin of separation between the input classes. This is unlike a logistic regressor which simply finds any dividing boundary between classes within the feature space. If the training data are not linearly separable, a \"soft-margin\" (or regularized) version can be implemented that allows for misclassified samples. The output decision boundary can be linear, as it is with logisitc regression, or non-linear with the use of various kernels that map the input features to a higher-dimensional space. This is known as the \"kernel trick\", and can be a very powerful tool for finding unusual decision boundaries.\n", "\n", "Part of the codes and demonstrations are by courtesy of [jonchar](https://github.com/jonchar/ml-python), [TomaszGolan](https://github.com/TomaszGolan/introduction_to_machine_learning), and [Gaurav Verma](https://www.codingninjas.com/blog/2020/09/14/combining-svm-sgd-in-machine-learning/).\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Mathematical Formulation\n", "\n", "### 1.1 Primal Form\n", "\n", "Remember the primal form of the SVM with the soft margin is: \n", "\n", "$$\\mathop{\\mathrm{argmin}}_{\\mathbf{w},b} \\frac{1}{2}\\left\\lVert \\textbf{w} \\right\\rVert^{2}_{2} + C\\sum_{i=1}^{M}\\xi_i$$\n", "\n", "subject to\n", "\n", "$$ y^{(i)}(\\textbf{w}^T\\textbf{x}^{(i)} + b) \\ge 1 - \\xi_i, \\xi_i \\ge 0, i = 1, \\ldots, M, $$\n", "\n", "which is equivalent to minimizing the below objective:\n", "\n", "$$L(\\textbf{w}) = \\sum_{i=1}^M \\max(0,1-y^{(i)}(\\textbf{w}^T\\textbf{x}^{(i)} + b)) + \\frac{1}{C} ||\\textbf{w}||_2^2, $$\n", "\n", "where the hyperparameter $C$ is the penalty for samples violating the margin. Smaller $C$ allows more violations (less penalty).\n", "\n", "In this lecture, we substitute multiplication for division for easy implementing, and get the equivalent form of $L$:\n", "\n", "$$L(\\textbf{w}) = C \\sum_{i=1}^M \\max(0,1-y^{(i)}(\\textbf{w}^T\\textbf{x}^{(i)} + b)) + ||\\textbf{w}||_2^2. $$\n", "\n", "This is a quadratic optimization problem because the objective function is quadratic. And it is convex in $\\textbf{w}$. \n", "\n", "This formulation can be solved using existing quadratic programming solvers such as [CVXOPT](http://cvxopt.org/) and other methods from Quadratic Programming (for example see [this paper [PDF]](http://is.tuebingen.mpg.de/fileadmin/user_upload/files/publications/neco_%5B0%5D.pdf)). In this lecture, we use mini-batch stochastic gradient descent (SGD) to solve it, and we also implement a form of SMO algorithm as **optional** material.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Approach\n", "\n", "\n", "\n", "#### What We're Looking For?\n", "\n", "What we want out of the algorithm is the value of $\\textbf{w}$ and $b$, which determines the seperating hyperplane and keeps the misclassification as low as possible. In addition, we adjust the value of $C$ to switch between soft-margin and hard-margin SVM. Remember the hard-margin SVMs are sensitive to outliers, while soft-margin models are not." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.1 Implementation\n", "\n", "**Goal:** Implement a two-class SVC. Use mini-batch SGD to solve the SVM optimization problem.\n", "\n", "To do so, we will use numpy to handle our arrays, matplotlib to visualize our data, and scikit-learn to generate some toy data.\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "%config InlineBackend.figure_format = 'retina'\n", "\n", "np.random.seed(0)\n", "\n", "from sklearn.utils import shuffle\n", "from sklearn.datasets import make_classification" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Model.** To start off we will define a class to hold the information describing our model for convenient access. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "class SVM_Model:\n", " \n", " def __init__(self, C=1.0):\n", " self.C = C\n", " self.W = 0\n", " self.b = 0" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Object Function.** Firstly, we calculate the cost or loss using the above objective function. This function can be used to evaluate if the SVM model has been well trained. It is essentially a measure of how good our model is doing at achieving the objective. Obviously, the cost function contains 2 parts:\n", "\n", "- Minimizing $\\left\\lVert \\textbf{w} \\right\\rVert^{2}_{2}$ equals to maximizing the margin.\n", "- Minimizing the sum of hinge loss equals to minimizing misclassifications." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "def Loss(self, W, b, X, Y):\n", " loss = 0.0\n", " loss += np.dot(W, W.T)\n", " m = X.shape[0]\n", " for i in range(m):\n", " ti = Y[i] * (np.dot(W, X[i].T) + b)\n", " loss += self.C * max(0, (1-ti))\n", " return loss[0][0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**SGD**. Gradient descent algorithm works as follows:\n", "\n", "- Find the gradient of cost function, i.e., $\\frac{\\partial L}{\\partial \\textbf{w}}$ and $\\frac{\\partial L}{\\partial b}$.\n", "- Update the weight by moving opposite to the gradient by a certain rate, i.e., $\\textbf{w} = \\textbf{w} - \\alpha \\frac{\\partial L}{\\partial \\textbf{w}}$ and $b = b - \\alpha \\frac{\\partial L}{\\partial b}$, where \"=\" is an assignment operation.\n", "- Repeat the above steps until convergence, i.e., the cost function achieves minimum.\n", "\n", "In typical gradient descent, the gradient is calculated using all training examples (i.e., a total of M). In mini-batch SGD, however, only a part of examples are used in one iteration. The gradient of weight $\\textbf{w}$ and bias $b$ can be obtained as:\n", "\n", "$$ \\frac{\\partial L}{\\partial \\textbf{w}} = \\left\\{\\begin{array}{ll} \\textbf{w}, & \\mathrm{if } \\max(0,1-y^{(i)}(\\textbf{w}^T\\textbf{x}^{(i)} + b)) = 0 \\\\ \\textbf{w} - C \\sum_{i=1}^{M} y^{(i)}x^{(i)}, & \\mathrm{otherwise} \\\\ \\end{array}\\right. $$\n", "\n", "$$ \\frac{\\partial L}{\\partial b} = \\sum_{i=1}^{M} \\left\\{\\begin{array}{ll} 0, & \\mathrm{if } \\max(0,1-y^{(i)}(\\textbf{w}^T\\textbf{x}^{(i)} + b)) = 0 \\\\ -C y^{(i)}, & \\mathrm{otherwise} \\\\ \\end{array}\\right.$$\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Put All Together.** We put them together and get the whole SVM model and SGD process:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "class SVM_Model:\n", " \n", " def __init__(self, C=1.0):\n", " self.C = C\n", " self.W = 0\n", " self.b = 0\n", " \n", " def Loss(self, W, b, X, Y):\n", " loss = 0.0\n", " loss += 1 / self.C * np.dot(W, W.T)\n", " m = X.shape[0]\n", " for i in range(m):\n", " ti = Y[i] * (np.dot(W, X[i].T) + b)\n", " loss += max(0, (1-ti))\n", " return loss[0][0]\n", " \n", " def fit(self, X, Y, batch_size=100, learning_rate=0.001, maxItr=300):\n", " no_of_features = X.shape[1]\n", " no_of_samples = X.shape[0]\n", " #Init the model parameters\n", " W = np.zeros((1, no_of_features))\n", " bias = 0\n", " \n", " #Initial Loss\n", " #Training from here…\n", " # Weight and Bias update rule that we discussed!\n", " losses = []\n", " for i in range(maxItr):\n", " \n", " #Training Loop\n", " l = self.Loss(W, bias, X, Y)\n", " losses. append(l)\n", " ids = np.arange(no_of_samples)\n", " np.random.shuffle(ids)\n", " \n", " #Batch Gradient Descent(Paper) with random shuffling\n", " for batch_start in range(0, no_of_samples, batch_size):\n", " #Assume 0 gradient for the batch\n", " gradw = 0\n", " gradb = 0\n", " #Iterate over all examples in the mini batch\n", " for j in range(batch_start, batch_start + batch_size):\n", " if j < no_of_samples: \n", " i = ids[j] \n", " ti = Y[i] * (np.dot(W, X[i].T) + bias) \n", " if ti > 1:\n", " gradw += 0\n", " gradb += 0\n", " else:\n", " gradw += self.C * Y[i] * X[i]\n", " gradb += self.C * Y[i]\n", "\n", " #Gradient for the batch is ready! Update W, B\n", " W = W - learning_rate * W + learning_rate * gradw\n", " bias = bias + learning_rate * gradb\n", " \n", " self.W = W\n", " self.b = bias\n", " return W, bias, losses" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.2 Experiments\n", "\n", "Alright, now that we have our model impelmented, let's try it out on some toy data generated by scikit-learn's `make_classification`.\n", "\n", "The data is almost centered at the origin with a unit standard deviation.\n", "\n", "Finally, we have to change the class labels to be -1 and +1 instead of 0 and 1." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 248, "width": 380 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "X, Y = make_classification(n_classes=2, n_samples=400, n_clusters_per_class=1, random_state=3, n_features=2, n_informative=2, n_redundant=0)\n", "\n", "Y[Y==0] = -1 ## Convert Y-Labels into {1,-1}\n", "plt.scatter(X[:,0], X[:,1], c=Y)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can instantiate a model with a large $C$ value (a hard margin) and train it on our toy data." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "400.0\n", "19.78032551057937\n" ] } ], "source": [ "mySVM = SVM_Model(C=1000)\n", "W, b, losses = mySVM.fit(X, Y, maxItr=100)\n", "print(losses[0])\n", "print(losses[-1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The descent process of the cost function is as follows: " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 248, "width": 375 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(losses)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The weight and bias term value obtained can be shown as:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[-11.46374481 -36.8054858 ]] 4.0\n" ] } ], "source": [ "W, B = mySVM.W, mySVM.b\n", "print(W, B)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Before we dive into the algorithm, here is a function to plot the decision boundary of our model on a given axis. This will be useful later to see the influence of hyperparam $C$. " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "def plotHyperplane(w1, w2, b):\n", " plt.figure(figsize=(8, 8))\n", " x_1 = np.linspace(-2, 4, 10)\n", " x_2 = -(w1*x_1+b)/w2 # WT + B = 0 \n", " x_p = -(w1*x_1+b+1)/w2 # WT + B = -1\n", " x_n = -(w1*x_1+b-1)/w2 # WT + B = +1\n", " plt.plot(x_1, x_2, label=\"Hyperplane WX+B=0\")\n", " plt.plot(x_1, x_p, label=\"+ve Hyperplane WX+B=1\")\n", " plt.plot(x_1, x_n, label=\"-ve Hyperplane WX+B=-1\")\n", " plt.legend()\n", " plt.scatter(X[:,0], X[:,1], c=Y)\n", " plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see what the decision boundary looks like." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 465, "width": 492 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plotHyperplane(W[0,0],W[0,1],B)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we use a small $C$ value (a soft margin)." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 465, "width": 492 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mySVM = SVM_Model(C=1)\n", "W, b, losses = mySVM.fit(X, Y, maxItr=100)\n", "W, B = mySVM.W, mySVM.b\n", "plotHyperplane(W[0,0],W[0,1],B)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Conclusion\n", "\n", "We have successfully implemented a mini-batch SGD solution to the optimization problem of the optimal form of SVM. We were also able to introduce the affect of the regularization param $C$. This helps our model generalize to new, unseen data.\n", "\n", "*In fact, kernel tricks are often used under the dual form of SVM. And [here](https://stats.stackexchange.com/questions/46457/kernel-svm-in-primal-training-with-stochastic-gradient-descent) is a material to use kernels in SGD.*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Optional Material: SMO Algorithm and Kernel Tricks" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Mathematical Formulation\n", "\n", "### 1.1 Dual Form\n", "Using Lagrange duality, the optimization problem of SVM can be reformulated into the dual form:\n", "\n", "$$\\max_{\\pmb{\\alpha}}; g(\\pmb{\\alpha}) = \\sum_{i=1}^M \\alpha_i - \\frac{1}{2}\\sum_{i,j=1}^M y^{(i)}y^{(j)}\\alpha_i\\alpha_j\\langle \\textbf{x}^{(i)}, \\textbf{x}^{(j)}\\rangle$$\n", "\n", "This problem is subject to the following two constraints:\n", "\n", "$$0 \\leq \\alpha_i \\leq C, \\; i = 1,...,M$$\n", "$$\\sum_{i=1}^M \\alpha_iy^{(i)} = 0$$\n", "\n", "where\n", "\n", "* $M$ is the number of training examples\n", "* $\\textbf{x}^{(i)}$ is the $i$-th training example feature vector\n", "* $\\langle \\textbf{x}^{(i)}, \\textbf{x}^{(j)} \\rangle$ represents the inner product of the $\\textbf{x}^{(i)}$ and $\\textbf{x}^{(j)}$ feature vectors\n", "* $y^{(i)}$ is the class for the $i$-th training example\n", "* $\\alpha_i$ is the Lagrange multiplier associated with the $i$-th training example\n", "* $C$ is a regularization parameter (larger values introduce less regularization)\n", "\n", "When using a kernel $K(\\textbf{x}^{(i)}, \\textbf{x}^{(j)})$, with feature mapping function $\\phi(\\textbf{x})$, $\\langle \\textbf{x}^{(i)}, \\textbf{x}^{(j)}\\rangle$ is replaced with $\\langle \\phi(\\textbf{x}^{(i)}), \\phi(\\textbf{x}^{(j)}) \\rangle$.\n", "\n", "When using the dual form, the SVM decision function is the following:\n", "\n", "$$f(\\textbf{x}) = \\sum^M_{i=1} \\alpha_i y^{(i)} \\langle \\textbf{x}^{(i)}, \\textbf{x} \\rangle + b$$\n", "\n", "where $b$ is a scalar bias term we will calculate when training our model." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Approach\n", "\n", "For the sake of understanding the concepts behind support vector classification, we will instead implement a version of the [Sequential Minimal Optimization (SMO)](https://en.wikipedia.org/wiki/Sequential_minimal_optimization) algorithm as described by [John Platt in 1998 [PDF]](http://research.microsoft.com/pubs/69644/tr-98-14.pdf) to solve our optimization problem.\n", "\n", "SMO works by breaking down the dual form of the SVM optimzation problem into many smaller optimzation problems that are more easily solvable. In a nutshell, the algorithm works like this:\n", "\n", "* Two multiplier values ($\\alpha_i$ and $\\alpha_j$) are selected out and their values are optimized while holding all other $\\alpha$ values constant.\n", "* Once these two are optimized, another two are chosen and optimized over.\n", "* Choosing and optimizing repeats until the convergence, which is determined based on the problem constraints. Heuristics are used to select the two $\\alpha$ values to optimize over, helping to speed up convergence. The heuristics are based on error cache that is stored while training the model.\n", "\n", "#### What We're Looking For?\n", "\n", "What we want out of the algorithm is a vector of $\\pmb{\\alpha}$ values that are mostly zeros, except the $\\alpha$ elements of the corresponding support vectors. What this implies is that the resultant decision boundary will only depend on the support vectors. However, labeled examples closer to the decision boundary can exert greater influence on the solution, subject to the degree of regularization." ] }, { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "### 2.1 Implementation\n", "\n", "**Goal.** Implement a two-class SVC that is able to make use of the kernel trick. Use SMO to solve the SVM optimization problem.\n", "\n", "To do so, we will use numpy to handle our arrays, matplotlib to visualize our data, and scikit-learn to generate some toy data.\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "# This line is only needed if you have a HiDPI display\n", "%config InlineBackend.figure_format = 'retina'\n", "\n", "np.random.seed(0)\n", "\n", "from sklearn.datasets import make_blobs, make_circles, make_moons\n", "from sklearn.preprocessing import StandardScaler" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Model.** To start off we will define a class to hold the information describing our model for convenient access." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "class SMOModel:\n", " \"\"\"Container object for the model used for sequential minimal optimization.\"\"\"\n", " \n", " def __init__(self, X, y, C, kernel, alphas, b, errors):\n", " self.X = X # training data vector\n", " self.y = y # class label vector\n", " self.C = C # regularization parameter\n", " self.kernel = kernel # kernel function\n", " self.alphas = alphas # lagrange multiplier vector\n", " self.b = b # scalar bias term\n", " self.errors = errors # error cache\n", " self._obj = [] # record of objective function value\n", " self.m = len(self.X) # store size of training set" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Kernels.** Next, we will define two different kernel functions for our implementations. Depending on the kernel, different decision boundaries can be constructed. We will define a linear kernel and a Gaussian (also known as radial basis function or RBF) kernel.\n", "\n", "Our linear kernel will be defined as\n", "\n", "$$\\mathcal{K}(\\textbf{x},\\textbf{x}') = \\textbf{x}^T\\textbf{x}' + b$$\n", "\n", "where $\\textbf{x}$ and $\\textbf{x}'$ are arrays of input feature vectors, and $b$ is an optional bias term we will set equal to one. This kernel calculates a pairwise linear combination of the points. Using this kernel will result in the generation of a linear decision boundary.\n", "\n", "Our Gaussian kernel will be defined as\n", "\n", "$$\\mathcal{K}(\\textbf{x},\\textbf{x}') = \\exp\\left(-\\gamma \\lVert \\textbf{x} - \\textbf{x}' \\rVert^2 \\right) = \\exp\\left(\\frac{-\\lVert \\textbf{x} - \\textbf{x}' \\rVert^2}{2\\sigma^2}\\right)$$\n", "\n", "where $\\sigma$ is a width parameter describing how wide the kernel is (this can be set based on the spacing between data points). This kernel calculates a Gaussian similarity between the training examples, with a value of 1 indicating that the points have exactly the same feature vector and 0 indicating dissimilar vectors. Using this kernel allows for the construction of more complex, non-linear decision boundaries.\n", "\n", "Both of these functions should take two arrays of features and return a matrix of shape length $\\textbf{x}$ by length $\\textbf{x}'$. SVMs can make use of many different kernels without any change in the code to train them, as long as the matrix output by the kernel is positive, semi-definite (see [the wiki page](https://en.wikipedia.org/wiki/Definite_matrix) for more information).\n", "\n", "What this means for our code is that our kernels need to return matrices with a certain shape." ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [], "source": [ "def linear_kernel(x, y, b=1):\n", " \"\"\"Returns the linear combination of arrays `x` and `y` with\n", " the optional bias term `b` (set to 1 by default).\"\"\"\n", " \n", " return x @ y.T + b # Note the @ operator for matrix multiplication\n", "\n", "\n", "def gaussian_kernel(x, y, sigma=1):\n", " \"\"\"Returns the gaussian similarity of arrays `x` and `y` with\n", " kernel width parameter `sigma` (set to 1 by default).\"\"\"\n", " \n", " if np.ndim(x) == 1 and np.ndim(y) == 1:\n", " result = np.exp(- (np.linalg.norm(x - y, 2)) ** 2 / (2 * sigma ** 2))\n", " elif (np.ndim(x) > 1 and np.ndim(y) == 1) or (np.ndim(x) == 1 and np.ndim(y) > 1):\n", " result = np.exp(- (np.linalg.norm(x - y, 2, axis=1) ** 2) / (2 * sigma ** 2))\n", " elif np.ndim(x) > 1 and np.ndim(y) > 1:\n", " result = np.exp(- (np.linalg.norm(x[:, np.newaxis] - y[np.newaxis, :], 2, axis=2) ** 2) / (2 * sigma ** 2))\n", " return result" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Test that our kernels output matrices of the correct shape." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "x_len, y_len = 5, 10" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "linear_kernel(np.random.rand(x_len, 1), np.random.rand(y_len, 1)).shape == (x_len,y_len)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gaussian_kernel(np.random.rand(x_len, 1), np.random.rand(y_len, 1)).shape == (5,10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Objective and Decision Functions.** Up next are the dual form of the objective function and decision function as we described above." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "# Objective function to optimize\n", "\n", "def objective_function(alphas, target, kernel, X_train):\n", " \"\"\"Returns the SVM objective function based in the input model defined by:\n", " `alphas`: vector of Lagrange multipliers\n", " `target`: vector of class labels (-1 or 1) for training data\n", " `kernel`: kernel function\n", " `X_train`: training data for model.\"\"\"\n", " \n", " return np.sum(alphas) - 0.5 * np.sum((target[:, None] * target[None, :]) * kernel(X_train, X_train) * (alphas[:, None] * alphas[None, :]))\n", "\n", "\n", "# Decision function\n", "def decision_function(alphas, target, kernel, X_train, x_test, b):\n", " \"\"\"Applies the SVM decision function to the input feature vectors in `x_test`.\"\"\"\n", " result = (alphas * target) @ kernel(X_train, x_test) - b\n", " return result" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Before we dive into the algorithm, here is a function to plot the decision boundary of our model on a given axis. This will be useful later to see the results of our SMO implementation." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "def plot_decision_boundary(model, ax, C, resolution=100, colors=('b', 'k', 'r'), levels=(-1, 0, 1)):\n", " \"\"\"Plots the model's decision boundary on the input axes object.\n", " Range of decision boundary grid is determined by the training data.\n", " Returns decision boundary grid and axes object (`grid`, `ax`).\"\"\"\n", " \n", " # Generate coordinate grid of shape [resolution x resolution]\n", " # and evaluate the model over the entire space\n", " xrange = np.linspace(model.X[:,0].min(), model.X[:,0].max(), resolution)\n", " yrange = np.linspace(model.X[:,1].min(), model.X[:,1].max(), resolution)\n", " grid = [[decision_function(model.alphas, model.y,\n", " model.kernel, model.X,\n", " np.array([xr, yr]), model.b) for xr in xrange] for yr in yrange]\n", " grid = np.array(grid).reshape(len(xrange), len(yrange))\n", " #print(grid.shape)\n", " \n", " # Plot decision contours using grid and\n", " # make a scatter plot of training data\n", " ax.contour(xrange, yrange, grid, levels=levels, linewidths=(1, 1, 1),\n", " linestyles=('--', '-', '--'), colors=colors)\n", " ax.scatter(model.X[:,0], model.X[:,1],\n", " c=model.y, cmap=plt.cm.viridis, lw=0, alpha=0.7)\n", " \n", " return grid, ax" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.2 SMO Algorithm\n", "\n", "Now we will dig into the SMO algorithm to train our model. SMO is a complex algorithm, here we only gives the code, and the detailed steps can be found in [this paper](https://web.iitd.ac.in/~sumeet/tr-98-14.pdf).\n", "\n", "The three functions used to train our model are `take_step()`, `examine_example()`, and `train()`. These are structured to work as follows:\n", "\n", "1. The `train()` function implements selection of the first $\\alpha$ to optimize via the first choice heuristic and passes this value to `examine_example()`.\n", "2. Then `examine_example()` implements the second choice heuristic to choose the second $\\alpha$ to optimize, and passes the index of both $\\alpha$ values to `take_step()`.\n", "3. Finally `take_step()` carries out the meat of the calculations and computes the two new $\\alpha$ values, a new threshold $b$, and updates the error cache.\n", "\n", "The `train()` function uses a while loop to iterate through the $\\alpha$ values in a few different ways until no more optimizations can be made, at which point it returns the optimized $\\alpha$ vector (embedded in an `SMOModel` object)." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "def take_step(i1, i2, model):\n", " \n", " # Skip if chosen alphas are the same\n", " if i1 == i2:\n", " return 0, model\n", " \n", " alph1 = model.alphas[i1]\n", " alph2 = model.alphas[i2]\n", " y1 = model.y[i1]\n", " y2 = model.y[i2]\n", " E1 = model.errors[i1]\n", " E2 = model.errors[i2]\n", " s = y1 * y2\n", " \n", " # Compute L & H, the bounds on new possible alpha values\n", " if (y1 != y2):\n", " L = max(0, alph2 - alph1)\n", " H = min(model.C, model.C + alph2 - alph1)\n", " elif (y1 == y2):\n", " L = max(0, alph1 + alph2 - model.C)\n", " H = min(model.C, alph1 + alph2)\n", " if (L == H):\n", " return 0, model\n", "\n", " # Compute kernel & 2nd derivative eta\n", " k11 = model.kernel(model.X[i1], model.X[i1])\n", " k12 = model.kernel(model.X[i1], model.X[i2])\n", " k22 = model.kernel(model.X[i2], model.X[i2])\n", " eta = 2 * k12 - k11 - k22\n", " \n", " # Compute new alpha 2 (a2) if eta is negative\n", " if (eta < 0):\n", " a2 = alph2 - y2 * (E1 - E2) / eta\n", " # Clip a2 based on bounds L & H\n", " if L < a2 < H:\n", " a2 = a2\n", " elif (a2 <= L):\n", " a2 = L\n", " elif (a2 >= H):\n", " a2 = H\n", " \n", " # If eta is non-negative, move new a2 to bound with greater objective function value\n", " else:\n", " alphas_adj = model.alphas.copy()\n", " alphas_adj[i2] = L\n", " # objective function output with a2 = L\n", " Lobj = objective_function(alphas_adj, model.y, model.kernel, model.X) \n", " alphas_adj[i2] = H\n", " # objective function output with a2 = H\n", " Hobj = objective_function(alphas_adj, model.y, model.kernel, model.X)\n", " if Lobj > (Hobj + eps):\n", " a2 = L\n", " elif Lobj < (Hobj - eps):\n", " a2 = H\n", " else:\n", " a2 = alph2\n", " \n", " # Push a2 to 0 or C if very close\n", " if a2 < 1e-8:\n", " a2 = 0.0\n", " elif a2 > (model.C - 1e-8):\n", " a2 = model.C\n", " \n", " # If examples can't be optimized within epsilon (eps), skip this pair\n", " if (np.abs(a2 - alph2) < eps * (a2 + alph2 + eps)):\n", " return 0, model\n", " \n", " # Calculate new alpha 1 (a1)\n", " a1 = alph1 + s * (alph2 - a2)\n", " \n", " # Update threshold b to reflect newly calculated alphas\n", " # Calculate both possible thresholds\n", " b1 = E1 + y1 * (a1 - alph1) * k11 + y2 * (a2 - alph2) * k12 + model.b\n", " b2 = E2 + y1 * (a1 - alph1) * k12 + y2 * (a2 - alph2) * k22 + model.b\n", " \n", " # Set new threshold based on if a1 or a2 is bound by L and/or H\n", " if 0 < a1 and a1 < C:\n", " b_new = b1\n", " elif 0 < a2 and a2 < C:\n", " b_new = b2\n", " # Average thresholds if both are bound\n", " else:\n", " b_new = (b1 + b2) * 0.5\n", "\n", " # Update model object with new alphas & threshold\n", " model.alphas[i1] = a1\n", " model.alphas[i2] = a2\n", " \n", " # Update error cache\n", " # Error cache for optimized alphas is set to 0 if they're unbound\n", " for index, alph in zip([i1, i2], [a1, a2]):\n", " if 0.0 < alph < model.C:\n", " model.errors[index] = 0.0\n", " \n", " # Set non-optimized errors based on equation 12.11 in Platt's book\n", " non_opt = [n for n in range(model.m) if (n != i1 and n != i2)]\n", " model.errors[non_opt] = model.errors[non_opt] + \\\n", " y1*(a1 - alph1)*model.kernel(model.X[i1], model.X[non_opt]) + \\\n", " y2*(a2 - alph2)*model.kernel(model.X[i2], model.X[non_opt]) + model.b - b_new\n", " \n", " # Update model threshold\n", " model.b = b_new\n", " \n", " return 1, model" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "def examine_example(i2, model):\n", " \n", " y2 = model.y[i2]\n", " alph2 = model.alphas[i2]\n", " E2 = model.errors[i2]\n", " r2 = E2 * y2\n", "\n", " # Proceed if error is within specified tolerance (tol)\n", " if ((r2 < -tol and alph2 < model.C) or (r2 > tol and alph2 > 0)):\n", " \n", " if len(model.alphas[(model.alphas != 0) & (model.alphas != model.C)]) > 1:\n", " # Use 2nd choice heuristic is choose max difference in error\n", " if model.errors[i2] > 0:\n", " i1 = np.argmin(model.errors)\n", " elif model.errors[i2] <= 0:\n", " i1 = np.argmax(model.errors)\n", " step_result, model = take_step(i1, i2, model)\n", " if step_result:\n", " return 1, model\n", " \n", " # Loop through non-zero and non-C alphas, starting at a random point\n", " for i1 in np.roll(np.where((model.alphas != 0) & (model.alphas != model.C))[0],\n", " np.random.choice(np.arange(model.m))):\n", " step_result, model = take_step(i1, i2, model)\n", " if step_result:\n", " return 1, model\n", " \n", " # loop through all alphas, starting at a random point\n", " for i1 in np.roll(np.arange(model.m), np.random.choice(np.arange(model.m))):\n", " step_result, model = take_step(i1, i2, model)\n", " if step_result:\n", " return 1, model\n", " \n", " return 0, model" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "def train(model):\n", " \n", " numChanged = 0\n", " examineAll = 1\n", "\n", " while(numChanged > 0) or (examineAll):\n", " numChanged = 0\n", " if examineAll:\n", " # loop over all training examples\n", " for i in range(model.alphas.shape[0]):\n", " examine_result, model = examine_example(i, model)\n", " numChanged += examine_result\n", " if examine_result:\n", " obj_result = objective_function(model.alphas, model.y, model.kernel, model.X)\n", " model._obj.append(obj_result)\n", " else:\n", " # loop over examples where alphas are not already at their limits\n", " for i in np.where((model.alphas != 0) & (model.alphas != model.C))[0]:\n", " examine_result, model = examine_example(i, model)\n", " numChanged += examine_result\n", " if examine_result:\n", " obj_result = objective_function(model.alphas, model.y, model.kernel, model.X)\n", " model._obj.append(obj_result)\n", " if examineAll == 1:\n", " examineAll = 0\n", " elif numChanged == 0:\n", " examineAll = 1\n", " \n", " return model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.3 Using the Linear Kernel\n", "\n", "Alright, now that we have our model impelmented, let's try it out on some toy data generated by scikit-learn's `make_blobs`." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "X_train, y = make_blobs(n_samples=1000, centers=2,\n", " n_features=2, random_state=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll also scale the data to be centered at the origin with a unit standard deviation, using scikit-learn's `StandardScaler` object." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "scaler = StandardScaler()\n", "X_train_scaled = scaler.fit_transform(X_train, y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we have to change the class labels to be -1 and +1 instead of 0 and 1." ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "y[y == 0] = -1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can instantiate a model with a large $C$ value (a hard margin) and train it on our toy data." ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "# Set model parameters and initial values\n", "C = 1000.0\n", "m = len(X_train_scaled)\n", "initial_alphas = np.zeros(m)\n", "initial_b = 0.0\n", "\n", "# Set tolerances\n", "tol = 0.01 # error tolerance\n", "eps = 0.01 # alpha tolerance\n", "\n", "# Instantiate model\n", "model = SMOModel(X_train_scaled, y, C, linear_kernel,\n", " initial_alphas, initial_b, np.zeros(m))\n", "\n", "# Initialize error cache\n", "initial_error = decision_function(model.alphas, model.y, model.kernel,\n", " model.X, model.X, model.b) - model.y\n", "model.errors = initial_error\n", "\n", "np.random.seed(0)\n", "output = train(model)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see what the decision boundary looks like." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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er7asnv9c9nS35zdn0n4TOO3a4/o8XrJ9mTFjBosXL17cXeK5O3ZFDX5XPBH584ABnYVE0gP77itcdj76CKZMgUsuaT/n80kPfYlEsnOgKApJaYkkZyQNyuC+vLCKl25/s8vgHiDoC/LGP99j3cIifv14Sa/BPUDQG+TDxz/r0/2/fv3HHjvOKorCnt1k4+1OG9nDM8kfm0Pe6CGMnDyMSfv1XBro62dTsc3HV22sYf2iIkpWlaGFe38WksHBribR6Y5o+aJrQGchkfSCosCcOXDEEfHHr7kGfv1VeOgfeujAzE0ikUBVcQ0lK0WgkzYkhXEzRw/KIHaw4GnxsPCz5Sz5YjnN9a2YLSZGTh7OrKOmUzB1xDYruG2ua2HBJ0tZ8d0avG4vNqeN3fYay6yjppORlx439rPnv+7WlSaKoRvMe/pLfG19C47dTW3UVzSSkNp7mNFQ2UjxilJGTRne7Zh9jptJ0dKSHjvTWuwWTr3m2F6foSOhf1rPqERowSdL+PmDRdSV1cfOuZKdzDh8KvufvBd22axsUPNbCfCjbYU2DugsJJI+onbYW/P74YMPoLQUDjtMfN19N+yxx8DNTyL5rVG6toJPnvmSsnWVcccTUl3sc+xM9jtx1k7tDrM9KF5Zyqt/fxu/p73jqhbSWDu/kLXzC5m473hOueqYrV4gLf16Je/95+M4D/6AN8gvHy7il48W8bs/HMz+Jwrde115A8UrSvt03fqKBrytPlzJzl7HBnzBfjnm1JbW9xjgm8wmzrrlZD597msWfbGckD8Ud37Y+DzmXHwYeaNzer1X1rBMMvLSqK9o7NPcJu4zjnce+oglX3buiutp8fLdWz+zbsEGzv/HGd0W9UoGnp0uwFcUxQIUACHDMIo6HJ8IVBmG0bjZ+OHAI5GXL++wiUok2wi7HVavFk47994LX3whvk4+Ge68E8ZL41aJZLtStKyEl+98i3CwcwDX1uThsxe+oaGyieP/cuQAzG5wUlfewMt3vkXQ17XzC8CqH9dic1g54fI5fb5uKBjCbDHHFlPrFhbx9oMftjvbbI4hMvaOBDt7/G4qJavKer5+IERbixdD0zFZTIQC4T4F+Aqgqn1XPSuK0Nr72vyoJrXLbLjZYuaoiw/n0LMOYNWPa2mpd2Oxmhk9fSQ5I3t34+nIrKNm8NF/P+91XGJaAi0N7i6D+47UbKrj3Yc+5sybTurXPCQ7jkER4CuKcjxwfORltMvC3oqiPB/5vt4wjKsj3+cBa4BNwIgOlzkFuE5RlK+BYoSLTgFwFGAHPgbu3y4fQCLZzrhcogD3kkvgn/+Ehx6Ct96Cd98VvvojRgz0DCWSXZNQUFgHdhXcd2TR58sYPW0Ek/brvtjxt8T3b/3SY3AfZfGXyznw1L1JG5La7Zjqklrmf7SY5d+tJugLYjKrjJs5hj3nTOOLl77tPrjvwFevfs+0Qyd1q6cPBULUlNbjafbE1TuZLCbCoTBZwzJ6DOBtLhuuYO8LARDNqTYsKeHLV7/H5xaWmNnDM9lzznSmHToJi9USN97utDHj8Kl9unZ37DlnGoWLN7J+YVG3Y8xWMydfdQzvPTyvT9dcu6CQhqom0nO6/9lJBo5BEeADuwN/2OzYqMgXiGD+anrma2AcMA0hyXEBzcAPCF/8l4zBZhkkkfSTtDS45x74y1+EpWZTU3xw73ZDYuKATU8i2eVY/u3qWBDWG798uEgG+IDP42fFD2v6NtgQHu2zzz24y9PzP17Mh09+FhfEa2Gd1T+vY9Hny2ipd5M9PKNXeZS7sY218zeQlpPS6VwwEKJ0TTnhYOfgPzHFRXNtKwFvkKHjc7sN8hNSXKRmp/S6EPS0emmobMJqiw/iazbV8cHjn7Los2Wcc/upuJK6Xiy0NropXV1OOKSRnJnEiIlDY5+9rdlD1cYadN0gIy+N5IxEVv6wlgWfLKWuvB5dFw/R7w1gc1jjnlnemByOuvgwwiGNpprmHj9DDAOWfrWSQ8/cv2/jJTuUQRHgG4ZxG3BbH8eWIHbDNj/+LSAbWUl+E+TlwZNPgt7BlvnHH0WB7tVXw5VXQkLCwM1PItlVWPF9HwNVRDfQ1kY3SWm73irbMAwKF29k5Q9r8bn9OBLsTNx3HGP3KOgUXDdUNPYa6HakurjrNt5r5hd2Cu474vcEaK5twWwxkZGX1ut9KouqOfTM/UnKSKS13t1+/401XQb3qkkhc1gGhmHQUu+mvqKRrKEZXV5772P2IGVICq//4x20sI5qUklIdWGxtodZQX+QisJqcgs6y2t8bh/uJhGgl66r4LKHzid/TLu+vqGqic9f/JY1v6yP8+NPG5LCxH3H01jdzNr562N1CKFgiNZ6N/YEe6fFgtVmwe60MfPIaTgTHYyaOjym5V/+3epen2NHWhvcvQ+SDAiDIsCXSCRbRsdk0ocfQmsr3HILPPII3HQTXHwx2KTRgUSyxfQ1ex/F3+bf5QL8ig1VvPnPuTRWN8cdX/LVClKzUzj12uPigtFtxVevft8n+U1jdTNpQ1JQTb1r4FVVZd/j92Te06LJiN8bwNvNzzglMxmTSWXIyCxMZhOtDW4y8tLisvgWm5mZR0zH0+phwQvfoOsGdRUNYEBtaR2uFBfZwzOxWM0017WSPTyDhJR2p52AN0DVxlr83vZC5JZ6N/+68HFGTx3BqX87Dj2s8+yNr+Jt7ezoU15YxS8fLSY5I5Hs4ZkA6JpO2bpKgr4QigJDRmaRnNHeHl01qQR8QUpXl3PhvWfFLdAsm+0s9EZ/x0t2HDLAl0h2Ee6+G2bPhuuug/nz4fLL4YEHhJTnjDNAdh6XSPqP3dW/FbLdtWu1n64uqeW5m14j4O1aT99U08yzN77KRfecRc4okZlOz0vDbDXHZfGD/iBNta34PX4wRDOplMwkHAl2skdkdbpueWFVXGZf13XcjW2xedicNix2EVzqmk5rg5uUrOS4a/g9AZpqW/C0eDF0HdWs4kiwM/2wKTRUNvHrx4txN7Z1+bkSU11kDhX2moqikDUsg7ScVCbvPwGL1YKiKAwZmcWEvcfwyp1vU7OpDhAZ9YQUJ021rbQ1teFz+6guruXYy2az5KuVoLevWAK+IKVrKzq4/xiEgxqhYIgNS4opX1fJT+8vIDUrGWeyE5vDGjdHTdOpKKxC13SaalpwJNhJSk+kpd5N0CdcdwxD7JDYnLZOhbylaytYt2AD4/ccEztm6DrVxbXimWFgtYufU2JqAoraWQY1ZvrILp+fZOCRAf4WUF5eztKlS9l9990HeioSSRwHHQQ//wzvvw833CDcd845B8rKxGuJRNI/dttnHBuXb+rT2PyxuSSl71rZ+4/++0W3wX2UkD/Eh09+zkX3iubzDpedyftNYMlXKzAMg5pNdaIra4dsvK/NT0tdK65kJ5MP6Fy3UFva7r3eUNVEY1VTnA0mgMmsYhgGiqIQ6FDQaxgGtaX1NNW0xI0NBzU+fe5rvn3zJ06//kRGTRnOS7f/j4bKptg4u8tGalYySRmJnaRHZouJsXuMZvqhk2PH3ntkXiy4j2K1W8kelkH2sHY5T+2m+rjgHqCmpC4uuPd7AoQjRcDRhIzP7aO1wY0jwUHOqKy436/W+ta4Z9JU00JSeiLNte2fWzwPaK5tYUgXC6lfP17C+D3HEAyEeOPe91i/sAjDMAhFFmfhoA9vqw+rvZH8cblxtQMpmUmM3aOg0zUlg4PfSifbbUptbS3Tpk3jjDPOYMOGDQM9HYkkDkWB446D5cvh+edh0iS46KL2801N3b5VIpFsxrRDJvU5iz/rqK67j+6s1JbVU7Kyb57xpWvKqS5pz7jvd9IsLHYL1cW1NNe2diu1MVtMfPzk55085KOxdW1ZPXVlDZ2CexDFtlpYI+gPxgXj9RWNccE9QHpuGmokA+33BHj5rrdIz01lzznTSM1OJiHFiSvZiTPRgWJSCAXifeejdGwa5fP4Wf7tqu4fSgdKVpUR9LcvQgK+IN4OHWP93mAsuO9IKKQRDmlomkbVxpq497TUx+vffW1+Ar5g3GInSmuDu8vuuVXFNQD87773Yw47GfnpmK3x+d+gP0T5uspYJ1vVpHLsZUfI3g+DGBngbwFZWVlYrVZee+01JkyYwJ/+9CeqqqoGeloSSRwmE/zhDyLQzxTSTIJBmDlTFOMuXTqg05NIdgqsdisnXXl0r/ruyftPYOpBE3fQrHYMG5YUb/H4rKEZHH7OQbQ1e7odn5jmYsiILErXVrD82/jizrzRQ/C1+Wmsau7xnlFPfMUkAs1wSOtUK5CWk0LakJS4Y/42P/+++El+en8B9RWN1JU3UrOpjtK1FWxYXEzh4mJK11bgbfXG3mN32SiY2t6cav2Col474rbP0xRXyNvW1P5cdF1H26woWTWL3zcjkvXXQhqGAY1V7RmarhprdbVIANA1I644N4phGGxaU87aXwtjxyxWM8Mm5HVa2Ab9IVrqWklMS+DMm05izPRRm19OMoiQAf4WkJ+fz/r16znvvPPQdZ3HH3+cgoICbrjhBpqbmwd6ehJJHB0TLCtWQG0tzJsH06bB6acLH32JRNI94/ccw9m3nkLWsM4OKnaXjQNO2ZuTrzpml8tm9jV47W581YZqRk4eRkZ+GhabGUURzjQJKS7yx+aQWzAkpuv+9ePFce/NGpbZ5+dpd9mZNWc6e8zeHa/bi6EbKKpCUnoCwybkdXK+0cIapWsqKF5RSsATIOgPxjLTALpu4G/z425so2xdJa2NIlM+7ZDJWO3tOviO2fTN0XWd5rpWKjZUU76+kppNdXE1AnoHC7RwMNxpgyNavBp9BNHznhZvTD7TlWWnggEKhIJhwiEtLmvflYY+a2gGv368pNNxq83CiIlDGb5bPilZSSSmukjOSCQtJ5W/Pv1Hxs6Q0pzBjtTgbyHDhw/n2Wef5ZprruGmm27inXfe4e677+bxxx/nuuuu4y9/+QtOZ9+aXkgkO4oZM2DjRvjHP+DRR+H110XDrAsuEO47ubkDPUOJZHAyeveR/OWRCylZVcamVWVoYY2U7BQm7Te+k6f5rkJyRv/qCTYfX7KqDLPFTEZuGhm5PdtYVmyoJhgIxT1Ls9UU6fja830z8lKpLq7lvDtPx+8JsOK71V0Gs1EaKpsI+IIYukFFUTU2hw1fmz8uGDYQDjemJAdVG2sZPmEoh54V7/fuTHR0ef2WBje1m+o6yYpUtZJwKExaTiomc7vrweaZdYvVHAveTRYz4ZAWW+wYhihYtljNuJKdBP1CiqTrOnpYp2x9FSF/KCbTUVQFi9VMckZSlwuCPY+cxrxnvqK+ohG/JwAY2Bw2kjOTsNotOBLscbIkgKAvhDlRho+DHZnB30omTJjA22+/zS+//MLBBx9Mc3Mz1113HaNHj+bJJ58kFOpaxyeRDBQZGcJdp7AQzj9feOk/+SQcemi8r75EIunMiIlDOfDUfTjkjP2ZfujkXTa4B9ht77HYnNZuz4dDYdxNHtyNbWhhnd32GRd3XtO6lot0R8csOojOqrkFQ2La+a7IzE8jNTuFQMRm0jCMHoN7XddpqW8FhFe8oQs9uSPBjmpSMXRDfBkGum6ghXWS0hIYs8cobI54ycrYmQVYbPGBbmuDm6qNNXHBvaEbERehFpprW1k7v5C68gZCgVAnXbzZao575harCVVVMFvaFwRKpBVQdEdA13X8kQWKoRuYrebYMxP3DhEOhzvdK2t4BiWryln2zSrqKxppa/bQ1uyloaqJjSs2xZpmbY4h/6HYKZBLsG3ErFmz+PLLL/niiy+47rrrWLx4MX/84x+5//77ufPOOzn11FN7bHMtkexohg2DZ54RjbFuugmOPbbdV9/tFhp+uQklkfx2sdqt7PG73fnxvV/jjgd8QREQNrXFsuup2ck8f9Nr7H/y3kyMBPqpWclxDaV6wpFo72Tj6Ep2giEKW5vrWmltdKOFNNFEKsVFSlZyzDrSFfGWzx6eyaof13a6fjik0VLXSkNlo7DGVETm3O6yo+uiqNbQDRQFdMMAQ9hj2pw2ckZls/jz5aiKQkNlE6pJJTkziaA/RFN1C7Wl9ZhtZpLSE6krq48rKNY1HZ/Hj6qKxYNqUmOWlVpYI+ANYLGKOgKLzYzayc9YIT03DV/EXlRVldgCwOawkp6bSvn6KpGpjyw2FEXBnmDH3+ZH1w3MFhMhf4im6mbSclIByBqWQWZeBvM/WoTFbulcmGuIIl4trJM3ZkhsB8GV7MTRzc6FZHAhA/xtiKIoHH744Rx66KG8/fbb3HjjjRQWFnL66adz7733cvfddzN79uxdTqcp2bmZMAHefjv+2F13wUsvCdnOBReAZddNUkokkh44/JwDqS2tp3DxRkA4xwg3lfYsrivZSdbQDCo2VPP6Pe/yuz8cxP4n7cX0w6eyaXV5n+4z/dApnf5tnHLARH5+fwFmq5mMvLQeu9VOOWA3AGYcPoVv3vgxTvbidfuoKKwSrjuhiN7dEHIXvzcgvlGUWGCuKEpsLm1NbaIAVVGEVr6DBaeiKKRmJ6OoCt5WH631boL+IPYEuwjoDUME5hCXlVcUhaA/yNjpoygvrCIcDGMOa11KkZyJDvLH5dDW7KGisBoDhbryBqx2K8kZiSRnJNJS14q22ftVVcWZ5MBis6IookC2qbaF3fYZx6yjZpCWk8JzN74GCLvLjkW/HRFZfQ+JqaI1+ozfTe13stLd1MbCT5ex7tdCAr4gCSkuphy4G1MPmhhX0yDZtsiU8nZAVVVOOeUUVq1axX//+1/y8vJYunQpRx55JAcffDA///zzQE9RIukWXRde+lVVcOmlYgHw+utSviOR/BYxmU2cefNJzD7vYFKykmKBMogurplD08kfkxMni/nshW8oXlnK5P3Hk5KZ1N2lY1jsli4tRvc8cvc+dac1mVVmHrE7AEnpicw4fCqGYeBuaqNkVRlrf91Aa0MbvjY/mqYLGQ/i32otrEUCfw1d08VXWPxpGAbhYJi2Zi9axJ2mrqwhZsFpGAaN1c04kxwkZySihTV03RB6fl281xSV/2wWFGthnaA/xLDxeSSlJ5KYlhB33mwxkZ6bSv64XFrq3dSU1GEym8jMT0dRVYL+IO7GNpLSEynYfQSjp40ka3gGSemJJKUnkJGXRsHuIymYOpxRU4YzbmYBo6YMZ85Fh7HH76ay+PPlsXu5kp09WsE2Rz6vI1EUM/eHBZ8s4V8XPMZXr35PxYZq6isaKVlVxvuPfcr9FzxGcR9tWCX9Rwb42xGLxcJFF11EYWEh9913H6mpqXz77bfss88+HH/88axa1Tf/XIlkR6Kq8O238L//wdixUFQk3HZmzBDuO70VvEkkkl0Lk8nEfifM4pAz9idvdA5Dx+UyfLd8Rk0ZTnpOapea9+/fns/Sr1aiqCrFK0spXFxMeWGV6JDa4S8Ri83M6dedQGp2SqdrZOSlc+yfZkNPm94KHPfnI0kbkho7dNDv98HT6qOisJqW+tZYsC4880MYmo5iUkWNQIe/z4wOLwzdQA+3u9BEmz811TR3mkJzbQvpuWmkDUnB5rBisZqxJ9iwu+zYXZ2D+9g9DCHZyRqWwfTDpnD0xYeTW5DN0HG5FEwdQWZ+Os01zdSU1KEoCkPH5ZI2JIXsYRkMGZFFSlYyxStKqSyqQTWppGWnkFuQTW7BEDLy0rB08LKP7kp4WoTtZ9Gykrhz+WNzsHdTb+Fx+3AkOjjn1lP71cht6dcref+xT7vsYQDgc/t56fY3qSyq7vM1JX1HBvg7AIfDwdVXX83GjRu58cYbcTqdzJ07l8mTJ/OHP/yBkpKSgZ6iRBKHosDJJ8OqVfDUU5CXJ3zz58yBRYsGenYSiWQgWPb1KhwJdlzJTmxOG60NbVSX1FFdUktjdXOsSDbgC/LJs1/y7sMf01TTTP7YXJIzE/G5fZStq6SisAqTWWX6YVP44wPn9uinPuPwqZx108nkFgzpdC5vTA5n33IK0w5p7yyrhTVevettXEkOckdnC/VN5JyiKKiqiqIKiYyxeQGpsVmQj7DMjHbLrSur7zLBEe0Ua3VYsdgsWO1WQsEwWrhnm9GOzaSaa1v4wx2ncePrVzLziN1RzSoBX5CWejdDRmQyasrwTm42AIqq4m5s61ZisznRmoXwZr77ZouZYRPyGTIiM05OZLaayMhN408Pnkv+2L7brGlhjc9e+KbXcaFAmC9e+q7P15X0HanB34GkpKRw11138ec//5m77rqL//73v7z44ou89tprXHrppdx4441kZXVuJS2RDBRmM1x4IZx5Jjz2mAju99ij/Xx5OeTnD9z8JBLJjiPatKq5toW68sZOrjd15Q0kpiXgbfUSDgrpi8lswmI1kzU0g4y89EiHWIORU4ZzwuVz+nTfcTNHM27maNbML6R0TTkWq5lxe44mb3ROp7GrflpHxYZqFEXBarNid9rQ7WbCgbBwk+mi2VMcBhiKCOgVQ7w2mVVMZhM+t7/bt3lbfQwZmRWT7+hhDV0zUE1dbz/YXbZYsA3CyWf9oiK+feMnStdWANBa7ybgD+Ju8mBz2XC4Ogf4CSlOmmtbaKpt6STz6eqewycOBSA5Iwm/py7uvGpSSclKJiUrWfj0G+KYK9lJSmZyV5fsljW/rBfFzH2gcMlGGqqaSM9J7X2wpM/IAH8AGDJkCI888gh//etfueWWW3j11Vd5+OGHeeaZZ7jqqqu46qqrSErqXbcokewoHA646qr4Y4sXi664Z5wBd9wBI0cOzNwkEklntLDGml/Ws+L7tfjafDgSHOy2z1gm7Ts+zoO9r7Q2uKkuqWPj8hLamjyoZhNmiymuMNbQDerLG9A1A7vL2km6o6pKLKjdsLiY8vWVfcoKf/u/n/jh3V+pKamNOdAs+WolM4/Ynb2P3QOLtd0FYMG8+KZNoWCIgCeArusYOoDRq8xQQcFkUtE0HUVtL7jtSSpkGAZ2lw1nkgNvqw9QsDkt3TYLS0hxUVNajxYKo6oqmUPTefH2N2MWmBBZUBmiuZXX7SN/TI5wFuqAK9mJ1W7B2+pD1/QeaxamHTKZkD/IgnlL0MIataX1OBLtJKS4OhU4d5QVTTt08uaX6pXStZV9H2xA+fpKGeBvY2SAP4CMGjWKl19+mWuvvZYbb7yRDz/8kDvuuINHH32UG264gT/96U/Y7Z1X7BLJYGDhQmGl+fLL8MYbcMklwm4zO3ugZyaR/LbZtKacN/75Hu6G+Azq6p/X8cmzX3HKVccyasrwPl0rFAzxweOfseybVdSW1tFc0yJELMEwQUXBarfEuq5GderCDtIepwHvil8/XtJjgL/210Kev+UNipaWdDhqoJpNuBIdbFhSzE9zF/B/T14Ss9is6KDnbqxuwuf2Yeh08oDvCQPhJa+ENAyEBMdkVnEmOmgJdG37abaa8bb6UE2iAFYP69hdyQR8wbhg2dCFZqi+ojF2TNd0GqqasLtsDBmZhStJBPEdu90aukHFhmoKpg6PW6ApikLOyCzK1lWi690H+Bl5aXjdPu4771FRVBzWaKlvpbG6WeywDMvocgfAYjOzZz8Laz2tXtYt2EDxylJha6qquFJdpGYldeua051OX7LlSA3+IGDKlCl88MEH/PDDD+y33340NDRw1VVXMXbsWJ599lnCvej4JJKB4OKLYd06OPtsCIfhkUegoABuvhlaWgZ6dhLJb5PywipeuPWNTsF9lLYmDy/d8T82rendvlLTNF79+zss+XJFp26rIILmgC8Ykd0Qa7QEdGkHHQ6FCfgCBCPjqzbWdHvvBZ8s4bErn48L7kP+EJ4WYUdZXVxLdUktiz5fzlUH3crKH9ZEJwWIALq6pI6eK3Q3Q2kfHgqEUCLBsqIISUtXhcBAzDmndG0FbU0eLDYLzmQnoUCIgDdA0BfEMAxsTiuK2vnZKKqCalIJBcKUr6vC0yoKYc2W+AWSrum01LV2ur8j0cHwiUPJHp7Z5WcaO7OAhBQXy75ZFQukTWYTeWNyxH2DYSqLqmltiF+8mK1mTrv2eFKz+i7PWbewiH9d+DhFS4sJeIOEQxrBgPDg37iilIbKxi7fl54rs/fbGhngDyL23XdfvvvuOz766COmTJlCWVkZF1xwAZMnT+btt9/uVwZCItkRjBwJL74Iy5aJRlkej/DQv+WWgZ6ZRPLb5JNnviTk77mDejgYZt5TX/R6raVfrWTDkuLYa6/bh9XROQMb9AXjOp6aLSZhPxlZFLQ1eyhbW8GGpSUUryhj47JNFK8spXpTbZfdbmvL6vngic9oqmqKHBEBtN8biGW1DSDgDWDoBnVl9bx011ss+nwZWUMzaKxuFnaeobCQCfU1xjfavzRNF4WohoHdaSc9NxW7y9ZJImMYBkFfAC0UJhgI4ff4CXgD2J02soZnMmrKCJzJDlIyk7C77Gw+GVeyAxSxUPK0eHE3tVG0tARfm4+k9M4Z9ZaGrncQZh4xjf974hLO//vp7Hv8nux55DQOOWN/rnzyEsbPHE3JqrJO73EmOhgxMZ/kjERQFKpLatHCGqpJYcjILPY/cRa6bhDwBfr0+ErXVvDa3e8Q8odISk/s3IHYgLryxk5ORFnDMhg+Ib6Yy9PioWxdBRUbqmILQkn/kBKdQYaiKMyZM4cjjjiC119/nZtvvpm1a9dy8sknM3PmTO6++24OPfTQgZ6mRBLH5Mkwdy789BPcfjtce237uU2bhAuPWf5tI5FsV2o21fW5sVTFhmrKC6vIH9O5UDXK/I8Wx73WNUPIcRQllpUGEROHgyGsdkvsCxR0TaexsomGWKDeTsAbpHJDNa/c+TZn3HhiXLZ6/oeL8Ll9+L0Bgv4QQX8o5kMPgBJxxDGphIIhrHYrrbWtvHznW9icVkrXVBAMBDG0SLS+Jb0lDSK7FgqpOSmxeoLcgmzK11fha/NHnomOoqp43b6Ytt9sMVFX0UBtWT2mSJFqOKxh6Lp4NgrYnTaSM5Norm2hta4tLoEXDoZZ8f1aElNdqGZTnNtP3HPo8Dz2OlrIaEZOHs7IyfHyq1c/eqf9/RGvfpPZhKoqWO1WckZlkzUsA783QOqQFHxuP1Uba6gurgVEn4JpB0/i0LMOwNlDF9svX/4uNj+T2URyZlKs6Lgj9RWNJGcmxaRLB5y8d+xc2boKfnjnV9b+WhjbNbK7bEw7ZDL7nTirXzadv3VkBn+QoqoqZ5xxBmvWrOGxxx5jyJAhLFiwgMMOO4zDDz+cBQsWDPQUJZJO7LMPfPqpCOgBNA2OPBImTRLdcuUmlESy/di4fFP/xnfwQt+ctmZPJwmN2SK03xarGVeyA7vThsVqxmI1Y7VbKNh9JENGZgEKiiKu0VVwHyUlM5nCxRv56L/xuwnLv19D0B/C7xEBfid5kCE06VpYIxSxe2ypd1O+voqmqpY47Xp0/BYRWUg0VDZSvr4Kv9ePoqoMGZlJzsgsho4X9QNRiZIoOoZwSIsF5Zqm09bsobm2hZZ6N4npCSSmJGCxWqgsqqViQ3WXu/O6ptPa0Ia31Ru3PunKU//I8w9l6Lg8WhvdrPppHcu/W035elHk2lTbQlVxLc21LbF+BEVLS9iwZCPVxbWiky9id2bTqjK+ffNnVny/hvWLNlJZVIOvzU/IH+LXeUv47zUv4Wnp2o6zvqKBjSvif/+Ert/VaawW1mMOO4eeuT9TD5oIwPLvVvPM9a+w+ud1cT9zvyfAzx8s5ImrXqC2rL7L+0s6I3Nqgxyr1cqll17KOeecw8MPP8y9997LF198wRdffMFJJ53EXXfdxfjx4wd6mhJJl5SWQjAommWdfLKw2LznHpCbUBLJtifcVXa3n+MNw6BoWQlrf91AQ2UjVoc15rKSlJ4Qy1yDgtlqjnm5Rxs8pWan0FLXiivZSVN1c7f3diY5cCaJbPCSL5dz2Fn740p2oWka/jY/zfWthIMaYHT2q49NllgH2rYWDzaHDXdzG3aXDW+rHif/URRFBNKKeJ+i9CHhYIhgtK3Rg78tQFN1M2m5qaRlp5CYloDJKqRIdpcNQzcIeIPtF++ArhsEvUE0Tad0TQWOBDvhYBiv29fj4kPIf4I4EhwkpDjxtHhxpbRLhPJGD+GAU/Ymc2gGr9/zLmvmF8YFxtnDMxm7RwFlays6/Nwic9IMmutaaalvxeaw0droJugPYYrUHRi6QWuDm9ZGN5n56aTnpNJQ2cg7D33M2bec0mmulUU1nT6LoijkFgzBndpGU01LbA6KAqnZKZx7x2mx3YbqklreefDDHott3Y1tvHzHW1zx+EVb5AT1W0Nm8HcSXC4X119/PRs3buRvf/sbdrudt99+m4kTJ3LhhRdSVtZZXyeRDDQjR8KaNfD44zBkiHDeOeww8SU3oSSSbUtKZv/slVM2K55c+cMaHrzkSV645Q1+mruA+opGKgqrKVpWQlNNC0kZSZjMXYcNZmt7dj9/XC4pWckEu6kFcCTYyRvd3rhKC+ss+WolIBofNdW0UB/x2dfCogutyHJ3joYNwyDoD2IyifsLBx8VZ5JDzLVjrK2AyaSKYL+vDwnhqhMKih2FmuJaakvrQIFNq8rxt/nxtHjxtflj8+3YAReEG044pKHrOlpIw9Ps7TW4b/980NroZsiILIZPHMpex+xB6pAUhozMYsiobDwtXv57zYus+mldp52Omk11vHLXW7TUdy7MjRLwBamvaIjVbXTqSmxAXVlDrAB3/aKiLndluirCBiILw0SG75bPmOkjKZg6nDHTR7HH76bGSYl+fn9hn5x0mmqaWf3z+l7HSWSAv9ORlpbGPffcw4YNG7jkkktQFIVnnnmGMWPGcNVVV1FfL7evJIMLiwX++EeRxb/7bkhJgS+/FEW5gb7VbkkkkgiGYbB+UREfPPEZ7zz4EZ8+/zXVJUIrPX7WaByJfbNWtjmtTNp3XOz1gk+W8MZ9c2mMZN1NJpWEFCGvCAc1ajbV0VjVRN7oIZ2LJyFOG33CX+Zw8l+PITM/HYtNZPgVRQT2uQXZDBuf1ykD21TdTGujm/9e/SJNNc0RbXv8fYzNOs2K6yqEg2FMFhPC497AbDahh3WsDismswmTRXyZLWZUk4rFZu6fLL/D2kLTdJpqWti0ppyGqiZx2IgPcA0D9LCOoRsYuo6u6WLeEWlRtIlUX9HDOmt/LaRkZRlfvPQtS79ayepf1jP/o8U8cPGTrFtQFJMqgdDwB3xB2lo8uJu9BP0hvK1e/J4AoUCoffFhGIQCYYxIUTHEd9ftSENlU+xZLPtmVafzWcMyev0cJrMJi82CalLJHNo+PhQMseL71X19HCz6fFmfx/6WkRKdnZS8vDyeeOIJrrrqKm6++WbeeOMNHnjgAZ566imuueYarrzyShISeu5qJ5HsSJxOuO464Zd/770wejTYhHU1bjc0N8PQoQM6RYlkULNpdRnvPPhRLAiP8sM78xk5eRgnX3UMs+bM4OvXfsDd1EZLfSshfxhUcCY4SMlKxu4S/9HtMXtazJO8qbaFD574rFPQmZqdQluzJyZlaahswpXsZNiEfOorGmhr8YIhsveJaYnkFgjJyMR9xrHi+zWk56aSnpsaCyi7ss6MoppUXrnzberKG3AmOWisbkZRI7KajvMyQLSYVSLXBEVVCfqChMMaVqsFxaTEtOVCitM+HhSsDiuaJrLpZouJcFhDQenVqc4wDBQUNE2noaIR1SQafemGHjvfkc07/Xa8Rn/xun0kpYvGWaFAGF+bn+qNtRiGQTgYpnRNOWk5qbTWu/G1+TF0A0+rBz2sg6Kga6BqBsGADm2i6ZiiKpHFh1h4KGYlVmexOQFfEK/bhzPRgSfS0TgYCFG4aCPeVi82p42s4RnUbuo9yWixW5h68MT2z9bq67YhWFc013a/IyFpRwb4Ozljxozh9ddf59prr+WGG27g008/5ZZbbuE///kPN910E5dccgm2aBQlkQwCUlOFDr8jDzwgsvuXXQbXXw8ZvSeDJJLfFJtWl/H8LW8I68YuKF5RylPXvszJfz2Kdx/+mJpNdXHng74QzXWtJGcmceApe3P4OQfEzi2Yt6RLnbszyUFmfjq1ZQ2xY821LeQWDCF/bC7BQAhD05l9/iFMmDWGnFHZrFuwgQ+f/JyGqkYqi6pxJTlxJTu7zQxHMVnMVEaaVDkS7FhsZkKBMKpJRUePm58RC/LBMBTCoTChYAgFBVVVsVlFPUAoGI4sThRMZhO6pqEoYLFZsFjNMQ9/RVH6nFGPev0bhoFqMnVegPTxGluCYRhxi6SAL0A4FMZkMqGFdRqrm7HaLJgjn03XIl17DQMDsZsQXehoens9goFYdFgdFuhh8RH0h3AmOlDNKp88+xWLPl+G39O+Detr89Nc10pmflqcK5KQUYUwdAOLzcwBR++Nw9W+09TdoqI7emugJhHIp7SLMH36dD755BO++eYbrr/+en755ReuuOIKHnjgAe644w7OPPPMmEZRIhlsVFQIuc4DD8BTT8HVV8OVV0KidESTSDAMg3cfntdtcB+lvqKR+y94gpSsJBRFZOZF4afA5rBid9pEgWjk34NQMMTCT5cS8AWxWM2dOqGm5aRisVloqGrC7wngbvIIGYzFxLR9J3PIGfuRNTSDwsUbeeDCx6kpraehsgl3Uxs+t49wJEueOiQFm8OKoojMsTPRgSvZiaIoJKYn0FjV3gDJlezE7rSjKgGCkcyurugR20uBqigoJrW9uZYBhiKKUkP+INZI0W84pEXG6LiSnSSmJTBqygiOvOAQPnryc37+cJF4xv2I0nVNR1EUUcQb3RzYzg5hiqJi6DpK5Oema7qQ1+gGerQZpgKhYJiAPyieR8zGNLIIiUqeogqdaFMytS8Vx+Jj6rrOml8Ku264lWDH7wlQuqaCYRPyUBSFppoWmutaIgXTkJKVRF15A5vWlMe8713JLrKGZVBb2jeJ8cg+dmEeTIRDYZprWzAMSM5Mwhrp/rw9UWTzpP6hKMqi6dOnT1+0aNFAT6VbDMPg/fff54YbbmD1aqFrmzhxIn//+9859thje9wmlUgGiiVLRPb+00/F68xMuOkmIemRm1CS3zIblhbzwi1v9DqurryBpupmCnYfEdO4B/1BtLCOalKxRZtUKXDuHb9n7fxCln69khXfr4mMEQWRaUNSYvKdjvi9AUL+EOfffSYjJuaTlCZW4OsXFfHKXW/T1uShvLAqpkfXdR2f2xcpnhTFr3aXHbPFLDLgqkLqkBR+f+3xrPppXdyug+is2gYYhILCKUcPa4RCYQzNwGRWhdY94pQj4uz2f9sUVWTt7S5bJBgOYbKYGDouj+TMRDzNXpprW6jeVCfm29dQqEMwbzKbYnr67RpLKeJeriSn2NHQdVHUG9RiBcjin3UF1ay2f55oht5oD+RNJjVWNxA9rprEeyw2M46E7n3uR04aimEQk3l1h98TQFEVqjbWiO8VsWhLyUqO1XUoqsKxfzqCPX43FYD5Hy/mwyc+69OzuOLxi8nITet97CCgtcHNT3MXsPjL5fjcwkXIYrew+0GT2Of4mX36HDNmzGDx4sWLDcOY0Z97yyLbXRBFUTjuuONYvnw5zz//PMOHD2fVqlUcf/zxsW65EslgY9o0+OQT+OYb2GsvqKuDK66Ar78e6JlJJAPL+oUbex1j6AYtda3ouiEcWiJY7VYcCfb24B7wtwV48JIn+eXDRfg9gdhiQNcMmmtbKVlVjrfV1+kedqeN1CEpTN5vfCy418Ia7z78MaFAiIoNVXHFpkLnHc2yi+v7PQH8bX68rV7amj3UltYz97FPWf7d6riscObQjIgUQ8FiNWNzWHEk2jGbTahmFUukYZRqUjFZzJ384aMFrr42v/DS1w2ciaKjbOnqCoqWlVBTWi+05/1IesXp5yP370/2f0tQFSE9ihY3RzP3itq+8yCUOKI3QFRCFP0zhiES9dFdFNXU7jJkdVjaC4C7wJlox5nkjMh4esbuslFdXEvOqGzGzBjF2D0KyB+bGwvuQfx83n/sEzatEY3Zph82maHjcnu99r7H7bnTBPfVJbU8duVz/Pjer7HgHiDkD7HgkyU88dfnKV5Zut3uLwP8XRiTycQf/vAH1q1bx0MPPURmZiY///wzBx54IHPmzGHp0qUDPUWJpBMHHig64s6dCxdcALNnt59bskQ2y5L89gj6g72OCQVDMV97Xev+PxItrFG2roKm2tZY8JeYFm/IoGs6FRuqupQETdxnXFxAvPrn9bQ1eWipa+1kcxgKhNE1XXRNjdhrhkNhod03IhnwsE5FYSWGblBVXBuTaVisZoaOz8Vqt6CFwuhaxIJSNzCZVKw2C3aXHSUS2KsmFcWkxEnI9UgzLF3XsTmt2BxWqjbW0FTTjBbW2z9HP7L3HYP5qDRou+6KK+3Bu6fVR1uLh4A3ILL2HRc1fbHcRATwHYN+k8mEoirY7DbskdqHTlNQYMyMAg44de8uG21tjrfVh6/NT1tTG6bI7kBjdTObVpezcfkmSlaV0VDVRDgY5sd3fwXAYrVw9m2nMmb6qC6vaTKrHHDK3sw+7+DeP+ggIOgP8uLtb+Jp9nY7JuAN8urf345ZkG5rpAb/N4DNZuPyyy/nvPPO48EHH+S+++5j3rx5zJs3j9NPP5077riD0aNHD/Q0JZIYiiJsNI89tv3Y6tWiUdaee4oi3QMPHLj5SSQ7ksTU3h3ROi58uypajDYuqi6pxd3kwWRSKQyESEpPIDE1gUalKe4aWlinua6VjLz4bOmso6bHvV63YAMgOsluTrTDa/T+MemOpsc60SqKQjAyTtcNGqubsTltMc1yKBAGVSUcDKMbQuYzZHgmfk8AwxeIXFuPzV1RFJG6NIQMRDFEptpiFZnnhsom9A4Fu4qqCKeZvrBZEG3okeLVDg20tjlRKY1hxAJ9sTsRleX0PMeurqXpmth9UFUcLhvZIzJpqmnBMBQy8zNwJNhpbXATDmlYbWZOvPJoDjvzABZ8sqRPU4767ofDOu6mNqo21nRadPo9AeorGvG6fRx32WxcyS4cLjvn3HYqVRtrWPjpUhoqm1BNKkPH5zHjd1Niu0Y7A8u+WYW7oa3XcX5PgAWfLOXQM/ff5nOQAf5viMTERG6++WYuvfRS7r77bh599FFee+01/ve//3HhhRdy8803k5vb+xaZRDIQbNok3HV++QUOOkhk9u++W0h7JJJdmakH7cY3b/7YY/BmsZpRVQXVbIp1iI2iaToV6yvxuv34IvIdJZJZba5tpaXeTVJ6Ii0N7rh7tNTHB/gHn74fQ8flxV072swqtFm2X9f1WCCth7W4oBoizi2GsKbUDA1fmx+z1Yyh6mxcvikiLxGBu2pSwRALBF3TRaMlRUELh4UV5ebPRYnIgwBURXjRR+YTCsY33+quQVO3KAiffV3H0Dto77fjzqJqVjt1xxWuOFtxUUP8jMxWM5n5GaRmp9Bc20r2sAysDivDJ+Qz5cDdmH74FFxJonuu1dG5LgPEM2xpcNNS20rAH8Tn9mEYYGlqo6m6ie6ceQzdoGJDNUu+Wsl+J8yKHc8Zlc0xl87u8j07C4s+67tX/6LPl22XAF9KdH6DZGRk8K9//Yv169dz/vnno+s6TzzxBKNHj+b666+nqalzlzqJZKA58kjRLOvOO4W7zqefwvTp8PvfQ2HhQM9OItl+ZOSlM3Z6QY9jVJNKYnoiqVnJnSQjVUU1eCMa4Gig3dFqMJrdz8hLw9ZBYy2aIBkkZyRx7GVHcMjp+3W6b1RX3an5VSTw1TW9S1ldnJbdAC2koSoK3lYfQV8QXdNiEpuQPyTmAqhmk/Bkb/US8Aa7zWJrYV143Ue6y/rcfpprWyIyHz3SXTbcr8BcUZSI3MiEM8mJYlJ2iGmFw2WPk8bEXHG2FEV8KYpCW4uX8sJKLDYLE/Yaw01v/JVrn/8zlz18PvuftFcsuAcYM31UJ7vToD9I8cpSakrq8HsDMdmSFtZormvF5/Z3acHa4cPwwzvzt+LDDE4aa5r7PNbd2NZlz4StRQb4v2GGDRvGM888w8qVKznxxBPx+Xzcc889jBo1invuuQevt3vtmEQyECQkCGedjRvhr38V7jpvvCGCfolkV+bE/5vTSS6zObPmTCd7eHwTiYA3QFukMVEUk9nUqZOsYQhN8MjJwxk6PpfUIckkZybyu3MP4oonLmLm7N27vGe0YZGzQyAIxDLOUZeXnjAw0MI6HrcPTdNRTGInoqP7i2pWY8WhcdaYXVw6Zg+piwGKomBziuyzruvoYfHVv+Ce9mtGvjd1KFLdXiiqEnG3sWO1WVBVtVOjrH4vMgzau+qGdaqKa6kra2CPI3bv8W3ORAejdx9JXXkDG5dvYv3CIlb/vJ7Whjb8Hj9+b4CgPyh+XqoiZFiajt/r7/Z3wGw10dbkYePyTX2aetAfZNk3q/jh3fnM/3gxTf0IpHckHfsA9EqkWHtbI20y+8nOYJO5pfz6669cf/31fPXVVwDk5ORwyy23cMEFF2CxbH/PVomkv5SVwR13CHvNUZHarLVrISsL0nYOowWJpM943T6+fu0Hlny1Is7fPiUziVlHz2Df4/ekcPFGXr/n3Vhn0JpNdTTVtMTGRhsjKZtn3BFBbNawDFrq3fg9AZxJDoaNzyMxLYEZh09lvxP3xObobJH4+JXPU7SshE2ry0Vn1ZBwcgl4A11nJhWRwe82E62A1WZBjzjhxMIURTjK6B3cXhQiQX9ED9+VXMeZ6MBqtxL0B7t0B+oritK+0BB1BF3vTmxLLDYzIycPp63Zg7fVh67peFq84t7Q7mm/BVn9jguD7BGZTNx3HH+47TRyRmV3OX7p1yt564EP2Lh8E35PgIA30KHOQkE1CdckJdZAqx27y9Zl0JuRm0paTiqjpgxH13Tamj1YHVbG7lHAnkdOIzkjCRC/t5+98C2LPl9G0Neh6FyBMdNGcdQlh5Oek9q/B7Adef3e91j149o+jR02IZ+L7j2r2/NbapMpA/x+sisH+FG++OILrrvuOqKfsaCggDvvvJPTTjutTxX0EslAoeuiCHfDBvjb3+Dyy8Hl6v19EsnOhJBFlBHyB3GluBgxcWhcsNZQ1cT8Dxex5KsVFC7aiKfVh81pJSUzGbPNTMX6qq6v6wtitppQI82U8kYPiXPYGTIii/P+fjrOxHiNf1NNM09c8yJLv1yBu7EtFvRGNfOdiE61u/AjYoYTtXTs/v1G9wG2Esn8KyqJaS5AIRQI4WnZ8p1pk0nFbLMQ9Ad7lp1sQ+wuGxl5aeSPzRVa9/pWajbVEQ5p+Nz+Ts+3r4F+9Lkqqlgg5Y3OIbcgm4RUF3955MJOP+N1C4t4+c7/0VzbSn1FI631rbH6i/ZrgtlqwZFoJ+AJEAyEYjtFJrPogdDx52m1W8gcmk51cS2p2SmddqgUVeGI8w5h1lHTeeHWNyhe0b2lpDPJwYX3nEVmfnrvH34HULyylGdveLVPY0+5+limHLBbt+elD75km3HYYYexYMEC3nrrLcaNG0dRURFnnHEG06dPZ968edu3oYdEshU0N0NqKrS0wA03wOjR8NhjEOzdZVDyG6V4ZSnfv/0L3/7vZ1b9tG67aGG3NVa7lXF7FDBpvwmMnDSsUxCcnpPKnIsO47qXL2e/E/dizPSRjJw0jNTsZBJTXJGAN55wMBxzswFwJTtISI0fV11Sy9v//rDTe10pLlyJDhJTE7DYLLH4W4lovTsRkYjE6GKM0TEzvfm5SHBtMpvi39vx+4gERTUphAJh0eHVF+xy56KvmG0WwsHwDv030GI142nxEgqEUE1qRMqhYLaYcSY5RB2A2m4PGt1l6JZo7wCzCZPFJOxFFZF9B2hr8rDo8+Wd3vbFi99SV9ZAdXEt4WAIPdpcS2m/rvD0FA3MLHaL6PYb1tBCGkG/WFz52vyEQ2HsLhtZwzKo2liDFtax2jurBAzdYN4zX/Lcza/3GNyDsOZ88765vT7PHcXIScOYuM+4XseNmDi0T+O2BBngS7pEURROOukkVq5cydNPP01eXh7Lli1jzpw5HHTQQfz0008DPUWJpBNpafD55/DFFzBzJlRXw2WXwYQJ8OqrIsMvkYCwd3z4sqd59oZX+eyFb/jipW95/Z53+deFj/PT3AUDPb1tgslkYtTU4Z309jmjhpCcEW85GAyERKCnqiSmusgbndNl9nz9wiLqyhvijn31yvfUlTWQMyqbifuMo2DaCLKHZ5KWk4bdaevSWz2ODhKcuNebf9/xsGGg6bqQ6ESCVlVR44tuDQiHNLSwhs/tE8H5VmTeo8W5W1rg2u/FhQKhkIan1cuGpSWUrauMyFPaFzh2hw1Hgh1Hgh3VLAL33qwyo9eO3UZRSM5Mir1e9OnSuLeUrRONwRoqhQFHVIIVEUiJ2ojIBcNhLfbMhb0nsWJkk1kVOwaKgs1hpam2BT3SlTihGytYwzD49s2fOrkwdUV1cW2scdZg4OSrjmHqQRO7PT9m+ijOuuXkTv99bitkgC/pEbPZzAUXXEBhYSH3338/aWlpfPfdd+y7774ce+yxrFixYqCnKJF04tBDYf58ePttGDdOFOX+5S/g3j79RCQ7Gcu/W83Ld71FXVl9p3PuxjbmPfMl8575cgBmtu3ZY/bUTgV8qqqQMyqbkZNFVt9is6AoouHViEnDyBuT02PR35Iv2//eDwVDLPqiPeNrMptIyUxm6LhcCqYOJz0vLZIhVmP2ld2hqmoso9yRzbP4iiq6PxlRb/XI9bu0k9QN0VhrK1f3iiIkPluTvVeU/gX50XtqIQ1Pi5f68gbK1lfhiWjxARJSXaTlpmKxWWJNpXrrzrt5x1qHyy586SsbaapppnpTbdz5yg3VccWsWkj0L+hudybgCRAKhGM/a0VRsNotOBIc2J02TGYTTbUtNFWL2pC0Iand/l543T78ngDuxt495QFWfr+mT+N2BGaLmZP/egx/efRCZh01g6Hjcskfm8v0w6Zwyb/+wDm3ndplTcu2Qgb4kj7hcDi46qqr2LhxIzfddBMul4sPPviAqVOncs4551BcXDzQU5RI4lAUOPFEWLkSnnkG/vlPSE4W53w+0S1X8tvD0+Lh3Yc/7jUL+9PcBWxYOjj/XgsGQtRXNFBf2dirpCgpLZG9j50JCOvCgC9I0C8CVZvDSvbwTLKGpZOYmsCISUOxu3oPODo2tSpaWoK/zd/tWFvEOz2auaVDsB8jEviaLaae5SUR4iwjY1qe7n+gopHVVkhzLF0XJfeXaLY6Lvju5rKqSUVVlUgdgwjItUhNgxbWaGsSAW/+uFzyCoYwdFwuaTmp7c8h6syidK5jMAzhnqNFMu2arlFTUkddWQMVG6pZt6CIhy59iobKRgACviBtHWoXOrobbY6BQTjyO6moamzM5vaaelgnFAiRnJFIWk5Kt88s2h3Z18PvWEf6Om5HkjU0g6MvOZyL7zuHS+4/hxMun0P+mJztfl/Z6ErSL5KTk7nzzjv585//zN///neeeOIJXnrpJV5//XUuueQSbrrpJrKzu67Al0gGArMZzj8//tijj8I118DRR8M//gGTJw/M3CQ7noWfLiO8WVOm7pj/4WJG7z5yO8+o79RXNvLz3AUs/WZVzEnElexk+mFTmHzgBNb/WsSK79fgdfuw2q3stvdYZh45jd32Hsv8DxeybkFRLDiz2MykZCYLXX5EO2+19c0trWOn3Ki/flcYhkFbowdHgh2/N0gY8dx1TY+TiphMJsxWcU0jqNO5ZSwYioEScWpRTQpaOP4+IhAUspHu5rJFRC4ndhZE07CtwWI1Y3ea8Lb5O+xAxN8vageqh/XYgie6awFil0RBFFuH/CGsNgsJKS6C/hB+j59wUMMAHC4bfm8Ar9sHWueCZMMwUBUVfyTjHnUFMplVfpq7gMVfLufUq48jd3R23I9E6ZCZN5Quino7vFZNKo4EO2armWCkBsJsMWNPsAmHoyRnj7sNpthOUt9+fnaXvU/jfgvIDL5ki8jOzubhhx9m3bp1nHPOOYTDYR555BEKCgq4+eabaWlp6f0iEskAoSjCXefDD2HqVDj7bCHjkez6rOyjdR3AuoUbOnU+HSiKV2zi8Suf59d5S+JsAj0tXj5+6guuPug2PnrqC2o21eFubKOhspHv3/6FW4+/l3+e+wjhkMaISfmkZCXFCho9LR7MNguXPXx+nFtObziTHLx+73s8dOl/+eCxT6jYUEVtWT1l6yopXlnKpjXlNFQ2EQqEhLZfVXG4bLEgOSbHiASzhmGghTTCQQ1N07pOxhtEgns1TkevqO36b8OIBPLb0pu+w1ysdisms6lTNro/6LqBajIxad9xZOSnYbaaMZlVzBYTNpcNu1M8J0PTRc1qxMs/FtybVKx2K84kBxarOa7HQdAfxGw1M2RkFhP3HsvoaSOZtO94cguGdC25Uog9+6AvSDikoes6poiLkr8twFsPfMCSL1fGFcFGm6TF+hJgtPc76LDGEt2IDVRV/MwsVrNYzFlMJKUlYraYCfp7dkBwJjowW0x9XnxO3Hf7FKzujMgAX7JVjBw5khdeeIHly5dz7LHH4vF4uOuuuxg1ahT/+te/8PsH33aZRHLVVaIr7l/+IjL8L78M48eL1zU1Az07yfakJznJ5ggv94G3YGqpb+WVv78d7/8dwdPqpbKomqA/RNm6yjjttNfto7q4lpqSOlrqW7E5bAwZkcWoKcMpmDqCYRPy0cMaHz35eY82fVG0sEZ1SS3fv/ULq35cK+wSG93UlNSxaVUZ1cU1NFY1UV/RSNn6SgoXF8cWSD6PP+JA0y7dUIho6XU9VpjZlRZbVVUsNrOQlmgGqllIZmJuMGahv49Jf7axyU00a2+xW7DYLNhdNqwOS/8bTEU8+V0pTsxWCyMnDSMjL42E1ARcKS7sTltkd8NANzoEzR3uo2k6AW8AX1sARVVIG5LCcX8+kj/ccRoHnLw3BVNHkJGXFgvow8EwDZVNKKoqmmQp8d13O+5sGLoBkZoFr9uHFtbwtvpYv7CI9Nx2C0vVJJ65ruliF6KLnQEtrIEBdqetXcoTWRCEQxqN1c0YRs+1AiAWcKlDUkjKSOpxHIgeDiMnDet13G8FGeBLtgmTJk1i7ty5/Pjjj+y///40NjZy9dVXM2bMGJ555hnC4b5tiUskO4rsbHj4YVi3Ds45B8JheOQR+PbbgZ6ZZHtiT+j7Fr6itndAHUh+nbek24VGfXljLOMdDoZpbWgvRmysao6dqytv7FamUrKqjHEzC0jazFmnI4ZuUFFYjSvJGQvYgr4gm1ZXoIUjOnHNQAuJIs9wMIyvzY+/zY/f6xeLk0gHWsMw4nT4HaclFgBKrIjTFNHli2yxCOSdiQ5sdkuHnQClPXDdDg6Whm6gIJpsuZIcDJuQx6T9JuBKcfa7aDbgDeJt8VG6upzKjTVkDc8gPSc15qSiG6L7a6yBlWHEdPe6rsd+hlpYw+8NYhhiF2f07iOZetDETgFzQ2VjrBmVGnGxiRUtd/GslEh9g67p+D1+tLCGu7ENZ5KDzPy0uBrmmBY/8uxVk4rZasIcdfJRO2vvO6KFtT51cJ197sGMnDS0xzF2l42TrzqmxzENVU3Me+ZLHvzjf/nneY/w+JXP89PcBfg8u2YiUgb4km3KPvvsw7fffsvHH3/M1KlTKS8v58ILL2TSpEm8/fbb0kNfMugYORJeeAGWL4e//hVOPrn93JdfioJcya7DpH3H93nsuD1GY7EOfBfvRZ8v6/K43xPoVFTYUtcKiM6fnpZ2+UY4GI6Tc2zOul+LuPDuMxkyMqvL88FAiJTs5DgpT/WmOtEZtoMfeizrHEHXDfxtgZjKxNBFgaeu6XH+7VEMw8BkUlFMitCaRyLKaDGxoYuAN29cLlZ7/OKrK8/8bYIisveu1AROvupY7njvb4yfOZr0nFQs9v7JdXRdR1FE0zCrzUJlUQ0JqS6G75aP2SLkK3F2oUa71MXQIs8uskujRSQ1UUedifuMw5XiFG81DHxuH/WVTeK9kecmJD/dz69j0bKhG/gj3YjNFhMT9x3P8N3ycSba0TU91hE5tptiUrE77SgmVXS1VZTN6l0MtFCYoD8o5EQWM8N2y+tRUrXb3uM4+pLDOffO3zPj8KldLhiG75bPhfecRc7I7uv/vn3zJx7845P8NHcBDZWNuBvaqCyqZt4zX/LAhY9TtKyk+0nspMgiW8k2R1EUjjzySGbPns0bb7zBzTffzLp16zj55JPZY489uPvuuznssMMGepoSSRyTJsG//tX+euNGOPJIyMqC226Dc88Vch7Jzs0es6fyzZs/9anQdtbR03fAjHom6A/iae66+6q/i8xjNFsbCoQ7adn9ngCJ3fiNN1Y3kZqdwmUPnU/xylKWfrUSd2MbVruFsTNHs/DTpZStrYiNDwfDNNW0yyyi2vjol2JSYnKTGAZx2ePuEj6ORAeKqhDyhwiH2j+HoRmY7WayhqWTkZeOqqpUFdUQDITiC3e3IdGdhJA/hLfFw34n7Im7sY36ikZaGtwYGv2SBYWCYbSwhsftI3tYBhn5aaKw1aSSPy6XthYvRYu7cG/qUGhsaAY6Oja7FXdDG6nZwh7MZDZx+DkH8ewNr9Jc2yKaS7V6Iy5C8Z+nu/nqho4R7rAICOs0VjWRlJ7I3sfsQcHUEbzz4Ee4kl1xPz9FVUjJSiY5PZFNa8rxNHkwEL+PFpuFcChM0BeM87NXTSrLvl7FSf93FOGwzpqf18Vcc4bvls+ec6Yzef8JEQ99E8f/5Uh+d+5BrPh+DW1NHiw2M+NmjiZ7eGaPz/yn9xfwxcvfdXve7wnw8p1vceE9Z5I3evu72+woBsU/V4qinAwcCOwOTAUSgVcMwzhrC66VD9wBHAGkA1XAe8DthmE0baMpS/qAqqqcfvrpnHzyyTz99NPccccdLFy4kMMPP5xDDjmEu+++mz333HOgpymRdElzM0ycCEuXwkUXwf33w113wUkndbLaluxEuJJdnHD5HP73r/d7DMr2OW7moHDQ6akJTpfTV9odTvr2hs73GTlpWCct8/uPzot77Wn1xi2SFEVBMSkYansTJl3XUc0mtFA3Vp7dFNP6PQEcCXZsThtWw4qu6YRDYUKBMI4EO64kkaVOz0lFVVXqKxoIBUIEfEFCwXBcQLu1xHTiqigGfvc/H7P48+XUVzZiUlVcyQ4CPlNkl6LnKD8qPVJUlabqZsxmE+m5qVSX1OJMdJCUnkhNSV33AXikgNUwDNCF5KalvpVPn/+aj/77ecytSNf02EKvq8+jRvzyu6QLR9GAL0jpmnLKC6s49tLZrPh+DRuXb6K1wY0W1rDaLSRnJpOUnoiqKqiqgtVpI+gLoOtG7GcTew4K2Bw2zBYzoUCYJV+tZNac6dz4+pX43H4sdguObtxwnIkOZs3p+8I7GAjx9Ws/9DouHAzz1as/cPYtp/T52oOdwSLRuQn4MyLAr+h5aPcoilIALALOA34F/g1sBK4AflYUJX2rZyrpNxaLhUsvvZQNGzZw9913k5yczFdffcWsWbM46aSTWLNm8DSmkEiiTJ8OixbBa6/B6NFCq3/KKaJD7uefD/TsJFvDlAN246ybTiZzaEanc4lpCRx54aEcecGhAzCzzpjMJvLH5nZ5zmbvXB/gTLSjabooao3IIaLyFquje7nRiIk9a5w7Zl4DviDuJk/csag0RyHikhN1T9kCW0nDMPC1+SNyFpG9tdqtqBGv/I5WiKnZyRTsPoLc0TkkprpiDjDbCkVRsDqsIlve1Mbc/3zCptXleJq8tDa24WnxYbaYcSTZe3bviQTthmHEOvvWVzQQ8AVpqWulsqiGjcs3UVta12O33egiwtANvK0+goEQbU0e/J4AG5dvYsmXK2iobCRrWAap2cldLvT61fRLIVYcu+CTJZStraB0TTkNlY0E/SG0sI6vLUB1cS1FS0toqBLHo9l6PfK7CBEHIIcVZ6IzJrWJNjb7dd4SileUkpSe2G1wvyWs+G41fk+gT2PXLyqiqXbXcQAcFBl84EqgHNiAyOR/vYXXeQzIAi43DOM/0YOKojwQucffgT9u3VQlW4rL5eK6667j4osv5p///CcPPfQQ77zzDu+99x7nnnsut956K8OGyQp4yeBBVeH3vxdZ+2efhdtvF0H/E0/A4YcP9OwkW8O4maMZN3M0xStLKV9fhaHrZOSlMW7P0ds8SNxa9pwzjfL1lZ2OO5McWB0Wgr5ottZA1w2KlpZEGiTpBP0hIITJbEKNZOm1sEZrgzuWVXUlOZl68MQe55A2JJWSVaU0VjXja/MTDoRiTimbI3TZOgqiaLRfdNDyh/whrHYrmibuY3VYSc5I7FTYqoV12praCAXC3e8W9GcKSoeJRGw9Pa3ezh1iDdHJNxQMYYo4+nR5fwUhrYkE7tHCUl03KFy8EU+Lt12+1J/HZQgdftXGGrJHZFJf0YgWCoOiULOpjoTUBMwWU6efU08/ks2bcEWtTZPSkzB0g0eveBZ3k6fLawT9QUpWlqNGdjvEzkf8NS1Wc9zrpA41HfM/WszYGQU9fuRQMMTqn9bTWN2MyawyfOJQhk/I73Z8+fqqHq8XhyG69qZmJff9PYOYQRHgG4YRC+j7bTvV/r5RwO+AEuDRzU7fClwMnK0oylWGYXRfaSTZ7qSlpXHPPfdw+eWXc+edd/LUU0/x7LPP8vLLL3PZZZdxww03kJHRObMmkQwUFgtcconwy//Pf+DYY9vPrVgBJhPs1rvLoGQQ0pUcZbAx5YDdWPjJUkrXdt7gTs9Jo2pjDSAaGbU1tf/zZrFZCAfD6LrooFpZWIUryYnX7YvLvpstZh694jkO/v2+7BPpers5ziQHFYXVsdeKSe02GDUMQ+i4t4BYl1rDiEluoiSlJaBpBk01zaRmpwBC0166upxQMEw4pKGYFCEz2QpiVu6RDru+Nn+Xn7VjQK71IAtSRIQvilFVlYAngD3BjqfFu+ULkmj3X6uZhqomGiqb8HsDsRoI3dBprmuNOdz01eDCQOj8o8WziqLgTBAOOi11rdSU1pMzMkssSjogXHeETEnT2u/VMaLTIs48jgRH7GRKh2B6/aIiQsFQl4XthmHw9Ws/8POHizpZ3Q4ZkcWRFx7KqCnDO72vWylSd5+/P7sbg5zBItHZFhwS+fMzwzDifkKGYbiBHwEnsNeOnpika3Jzc3n88cdZs2YNv//97wkGg/z73/9m1KhR3HHHHbjd7t4vIpHsQJxO+NvfYMIE8dow4NJLRSfc886DTZsGdn6SXROT2cRZt55CwdQRnc4lZySSmZ+O1W7tVBuiKAr2BDuOBDsWmwW/J0BNaX3M111RICMvjYy8NPxtfuY9/SVfv/5jp3tsWFJMycrS9m6zhoGvrXt7qa7SdH3J3UUtMXVdJxy1hYwEXHaXjVFThpM1LJ1wUKOquJaaTXVsWFJMW4sHQ9djXVO3GqM90N28eNcwDKL/62u2XY04AqmqimEYhMMabc2erdptUBDBfSgQEm5KHj9aKCyccmKWRe0OPJE39Y4Biip2LRRFwe6yMXLKcExmE821LRi6gc1l62QfGwqGIm49EUvPmLVnvKuSFtZjkrHM/HTsLlvcvcWO02ZTMgze/veHfP36j132saguqeXF295g3YINnc5lDu2fMjsjf9dRcu9KAX60fdn6bs4XRv4c25eLKYqyqKsvoO8ea5I+MWbMGF577TWWLFnCEUccgdvt5tZbb6WgoICHH36YQKBv+jmJZEcTCMCUKULK8/zzMHYsXHkl1NUN9MwkOzOaphEOxbv8OFx2zr3z91x839lMO2QyeWNyyB+by6yjZnDbu9cw+YAJJGckxeQrioKwX5yQz257jyUjLy3SVVTBZFLJyE1lVKQpUke+evV7asvq4479NHdBrBbAbDFFmlLpXQftHeUtHehRFhKxWbTYLDE7x2iAqhuiA+qwCfmxgLatxUNLXQvhkHCkMZtNGHRtG7pFRPTyut6NM09kbn0lGuTqmo4e1jEif24tqqrEZFYisO9mYIfusnEom/0Zna9mEA5pGIZBZl46ZouJUDCMP9KLQVVV8sfmYnOIIN8wDCGPCmvoHRpfRRdbUVvU9uvr5IzKIiUzCU+rl7ZmD0F/EJNZxe60sTnLv1vNsm9W9fgstLDOWw980Kkz7rRDJ2Oy9E1yN3RcLkNGdG0TuzMyKCQ624joPk93FRLR4ynbfyqSLWH33Xdn3rx5fPvtt1x//fX8/PPPXHHFFTzwwAPcfvvtnHXWWYNOGyv5bWO3w2OPCf/8W24RBbkPPghPPw1XXy065iZ07UookcQRCoZY+vUqfv14MdXFtYCQL8w8Ynf2mL07zkQhaxg6Lo+h4/Li3ttU04yn2UvOqGyGjMxC1/RY8WKUgDcYK051JDp6zFQumLeEoy4WRSaeFg+FSzYCoivpiIlDWbcwmilVQNksk91dMNkDJrMJZ4IdTRc+6XrEylEBHC4HFruZqo016GGNuvKGiBxGwd3owWwRYYyuC6edngpU+0wvGvX+9nMxdANN3/ragPh5QNAXEjsNHebU69wiPxuTSUVR1VitRlfomk7pugpam9oYNl4UelttFswW0Z9g+G75tNS3Ulfe2K7zj0qHIoXRoBDwBSCiybc7rdgT7HjdfmpK6uKkYsMm5LFhSTHjZo6Om8f8Dxf16Zn4PQGWfbOKmUdMix1zJTnZ84hp/PzBwl6fy4Gn7tOn++ws7EoZ/N7o2DqiVwzDmNHVF7B2+01RAnDggQfy448/MnfuXCZNmsSmTZs499xzmTp1KnPnzpXNsiSDjtGj4dVXYckSmDMH2tqEraZskiXpC+6mNv579Uu8/+gnseAeoLm2hc9f/JZH/vIMVcU13b6/o0tI1HWmY3BvGEZc06vedMlr5xfGvm9taIv7V9NsNaMooqDUZDZhtpgxR6Q1KCLwVM1qnzqURgkHw3jcvsjCxBS7tsVuxWK3QKRAddPq8jhZS9AfjDV90sP6Dvm3YbD8+6Oa1JgUp089AIz2r6hVJxB7ft29RwtrNFU3U7i4GL9HOBt5mr0xu83U7BQSUpziZ2YxxaRI0Z+/xWoWcp+IPMkwwN3YRktda1xwH+Xlu97ip7kLYq9bG92UretcYN4dK3/oHKLNPv9gJu8/ofs3KXDMH2d3Wljs7OxKAX40Q99d+XPSZuMkgxhFUTj22GNZunQpL774IiNGjGDVqlUcf/zx7LPPPnzzzTcDPUWJpBO77w4ffQTffQePPgqZkf4rwaDI7mvbNokn2QXQdZ2Xbv8f1SW13Y5xN7bx4m1vxgXpHXEk9qw7jwZWUXry1gcIdJA5WGxmgv4gdeUNVBZVU7WxBi0ckQ/FJB6ieNRsMWN12EhIcXVyuumNqHd71NZTj2jqowG1ruuEgmFCoXjv/WjGPhzSttikY6ci0jU4kq/fsgWHIgL3cCjcc1db2hcQnhYvqlklHAxTXlhF8fJS/J4Auq7T1uzp9POO7qwoqoItIrsxDAOfx9/l70ZGXprYpTJg3rNfUrKqDKBLzX1PdGWJaTKZOOXqYzn9hhNFHUvk9marmemHTeFP/z6PPY+c1ul9Ozu7UoC/LvJndxr7MZE/u9PoSwYhJpOJs88+m7Vr1/LQQw+RmZnJL7/8wsEHH8wRRxzB4sWLB3qKEkkn9t8fzjmn/fXTT8MZZwi9/nvv9axHlvy2WPvrhogLTs+0NXlY8MnSLs+lZCZ365UPRDKq7UFVYlrPurGEFHHe5/HzyXNfU76+iobKJlob2mipdxMOikLJruQwUflGf6Uyhm4QDobbXWA0naA/KLze/cFYUy0tKLThWnjzgN7otzRop8Rot9zc4r9Hokn7vmT9O5CYkhCrlg4GQpStq8DT4kXXRJ1EFOHu076INFvMOFx2VEXB0PQ4lxyLzcKQkVnxtSAG/Py+kNTY+1k03V2RtaIo7LbXWM698/fc+tbVXP/KFdz0xpWccPkcckZl9+seOwu7UoAftdr8naIocZ9LUZREYF/AB/yyoycm2XpsNhuXX345RUVF3HHHHSQmJvLpp58yY8YMTjvtNNavl+s2yeBlyBAYMQJWr4YTToC99wa5CSUBWNhN0N4VCz7tfuxeR8/o8b1J6YmACMB7C/CnHjSRYCDECze/zrpfN5CSmRR3PtowS9f0uEBeUYg1MNpqDCG70cIaQX+IUCCMoeuEQmG8rV58bX6C/iChQEg0xdpsLrss0T4BW/hZFVXBZFH7tduhKCJA1nWdzPz2QFwL6zRUNgFgsVpizjsOl43NV1smi5DwOBId5IzKJnt4BkPH5TJqyrBOv18Aa+avx9fmIyktkWE9+NxvzqSepDgRzBYzzkRHlzV9g0WCtS3Y6QJ8RVEsiqKMj3StjWEYRhHwGTACuGyzt90OuIAXpQf+zk1iYiI333wzGzdu5K9//Ss2m40333yT3XbbjT/+8Y9UVvZdqyeR7ChOPFF0wv3PfyArC+bPh4MPhtmzYenSgZ6dZCCpLa3vfVCE1no3fm/XrmJTD5rItEMnd/velKxkVJNK7ughotNsN1jsFvb43RR++WAhFRuE731KdnKcnaHJbIp1Y+2o4RZWnfGNkoCYF3tfiOsjZUSy+bqOpmlomo6htWeuzVYLNocNXY809Np1YrOeUWBLP6zY/dD76fce0wSRnptG7ujsmNuN3+MXdRcmlYz8dJLSE1C7McMwW81k5qeTmp1ManYKrmRnt78Xhm7EvPZ7W7xGsSfYmXJg/xuStDa6+eq1H7j//Me45fh7ue3Ef/LCrW+wZn7hTh3wD4oAX1GU4xVFeV5RlOeB6yKH944eUxTl/g7D84A1wJddXOpPQC3wsKIo7ymKcreiKF8hutiuB27cfp9CsiPJyMjgX//6F4WFhVxwwQUYhsGTTz5JQUEB1113HU1NTQM9RYkkDqsV/vxnKCqCu+6CpCT47DNYtmygZyYZSPorG+9p/AmXz+Hwcw7EleLsdG78zNGce8dpOJMc3b7fZFY57ZrjcCY5WTBvSey4qqoMHZdLQoordsyR4MBiE5l8wzCwOa2x1yCKK50JDkzm/oYZSlzy18AQNovh+EJSk1nFYjOLZkz9vMPOjEKkcdWWXsBAONqoff+5iCBXyKKKlpZQU1KHgUFqdjJDRmYz5cDdKJg6nGHj8xi9+0hyC7JxJjmwWM1YbGaSMxIZvls+iakJpGT3vUtsdDdo8v4TmH7YlB7HmiwmTrvmOKy2zk2yemLj8k08/Ken+Pq1H2ipb40UFutsWFLMq39/m1fueptQsLM3/86AMhhWJ4qi3IboNtsdmwzDGBEZOwIo7nhss2sNBe4AjgDSgSrgPeB2wzAat8FcF02fPn36okV9s22S7BjWrl3LzTffzFtvvQVAcnIyf/vb37j88stxuVy9vFsi2fE0NMBTT8E114hOuADvvAOzZkFeXs/vlew6vHb3u6z+eV3vAxHZ0/974uJex2lhjXULi2iuacFkMTFy0lCyhomK73ULNvDNGz9Rvr7DbqcCBVNGcPAZ+zF8Qj61pXX858/PdHntoD9Ic10roUAYRRH+9SazioJCMBAkIcXFrKNn0Frv5ru3fsHd6CYUCKEbBka0w2kPnnbRjG5PjaSiDa0sNkucROe3gGoSDjXhYLj3wR1R2rsEW+2WSC+Drusouny7qpCYltDeaTiCyaxy3J/nULyiBJ+754JYu8vWZRFsV2Tmp3P5YxfFXhuGwXdv/cLP7y/o1EU3f2wus887mBETh/bp2lFqy+p54qoXCHXRXKsjUw7YjVOuPrbHMduTGTNmsHjx4sURJ8c+MygC/J0JGeAPbhYuXMgNN9zA559/DsCQIUO45ZZbuPDCC7FY+reyl0h2JOXlMCZiBXD55aJjblpaz++R7PxsWFrMC7e80eMYwzBoa/YwcvJwhu+WT0pmEtMOnUxyRmftcl+p2lhDbVk9iqKQW5BNRl67L355YRVPXvVCn681YuJQLrj7zLhjq39Zz6OXP0PJqvJYANVt0B5pLAXRAL9DAWmHc1GPdQUFRVWw2i0EfMGIbKePgeoW+Njv7AgJjQnDMFBUhYRkFwZCAtPXbromi4nE1K5rN4ZPzOesm07mk2e/6hR8Rxk7o4Cj/ngYD1/6VKSPQc8cdfHhXUpztLDG2l830FjVhMlsYsSkoeQWDOnTZ9icdx78iCVfrejT2Msfu4jMAepyu6UB/qCQ6Egk24o99tiDzz77jC+++IKZM2dSXV3Nn/70JyZMmMBrr73Ws+evRDKA6Doccwz4/fDPf8KoUfCPf4BHVg3tVPQ3eCyYOkJY93WDu6mNomWbqCtroGZTHYs+W8aXr3zPvy58nDfvm9upc2dfyRmVzdQDJzLlgN3ignuAxNT+7Xp2VbRbW1pHW5MXu9Ma5+DTCUXITqIe+h0tPZWOwT1inKqqYBhoIQ2f2y/87/soWBH+778lQY9ANZtin1s1qShqxFlJ7Vu/AkVVupWGmS0m7A4b6xcWcfljFzH7vIPJyEsTEiq7hbEzCjjr5pM565aTSctO5fBzDur1fsMm5DPjd11LckxmExP3Gcf+J+3FPsfN3OLg3ufxs+KHNX0e352D1WBGZvD7iczg7zwYhsE777zDjTfeyLp1Ygt86tSp/OMf/+DII4/8bXgmS3Y6Fi6EG26AyCYU2dmiS+6ll/Zfry3Z/miaxpqf1zP/4yWUrS1H03TSslOY8bupzDh8Cq7k3oPlgC/Aq39/h43LN8Udb21so7KoGqvdwtCxuXEa9yjDxudx7l2/j7Me3BY8ftXzrPm5EEPXMVvNuJKc3QbHZ996CmNntPterPppHa/f8y5aWKO8sApPi3C90SOSEN0wIiodBUUFXetjHNKdtEfp4lh3l1D7b+HZH7b39bcE1SQaTSmK2PUQHWZFl2LDAEPX0bvYBVFURVhbRl5b7RbRSM1iFrIsRSEzP5303FRMZpVrnrusT7/vv3y4iM9f+pagTyxONU0n4AlgYDBxn/GcfcvJsTluL/q7S1UwdQTn3vn77Tij7pEZfIlkMxRF4aSTTmLlypU888wz5Ofns2zZMo466igOOOAAfvjhh4GeokTSiT32EMW3X34Je+4JNTXw/vsyuB+M+L0Bnr/5Dd7451xKVpYK6YEBjdXNfP7itzx82dPxWvdusDlsnHvn7zn71lMYN3M0Caku7Al23I1t5IzMZuTEYV0G9wClayv45YNtl3BqrG7itbvfpXDhRqo21lBdUkf5+iqKlpVQX9nYKQjMzE9nzPRRcce+ePk76sobKF5Ris/tx9ANrDYLNqcNq8MqupuaTcKcpT+xcLQb61awvYNvVVUH3S6BrhkYmihU1kKRBle01zsoqhqzsbQ5rbhSnKTlpOBKcojaCV0E/+GQRigYxu/x43P7cSTYSctJAURhalVx983aOrLX0TP42wt/5pAz90c1m6grq8fT4sViNVOyspSX7niL9YuKtsuziPJb+PtUBviSXR6z2cz5559PYWEh999/P+np6fzwww/sv//+HHPMMSxfvnygpyiRdOKQQ+CXX0Th7T//2X58xQrRLVduvg48b9z7HiUrS7s972318eLtb9Jc13sDdUVRYnKGv73wF2afezB5o4eQnJHYa8C44JOl20RXXl/RwH+veYnVP6/DlewkPTdVnDAMPK1eNq0qY9k3q9iwtJj6igbsLhtn3Hhi3G7okq+W8/P7C2iobCIc0XcLW02ROU7OSGLiPuMZMXEoFptFzHtrg63B8t+CImxDYz+LQRREqhYTFruZcFjD7wkQ8AY69Syw2q3CHclqITkjCV0Tmv1o7UPsWiYhvwl4xXVi9OPn0FLv5tePF6OHNYaMyCJzaHosay+C/P/x8wcLt+oz90R6bhoWe993vYbshM2wZIAv+c1gt9u56qqrKCoq4uabb8blcvHhhx+y++67c9ZZZ7Fx48aBnqJEEoeiiMZYUzrIUa+5Bo4+Gg44AOQm1MBRuraCDUuKex3nc/u3KMO+7tcNfR7bVNNMzaa6ft9jc964d25ckWRmfjqOBBvuJg/+tgDhoEbAG6SpuoWakjpqNtWxtsM8W+pbef3euT0WUQZ8QapLavG6fZgtJkwmdTDFwVuFEvGLVxQFNSJhGRQfThFNyVSTitVuQTWphILtWXyzxYTDZcfmEAG21W4RtR0R5x2z2YQr0YEjwY4zyYEzUVhgappOyepyNq0pp3hlKZ8+/zXzP15MwNezU46u67x8x/9oa+qhwMiAj5/+guIeFtBbg91pY8oBffTMV2DmEbtvl3lsT2SAL/nNkZyczB133EFRURGXX345ZrOZV155hfHjx/PnP/+Z6urqgZ6iRNIlug5HHAEZGSK4339/EexLL/0dT0ef+N5Y/OXymCyir/S3eDbYi9VfbxSvLKW6JF5iUbWxhvrKJqHFNqsxi0bVpGCymKguruV/978fy7TO/2hxTFfdE95WH+6GNvzegJCPbNXMBwcmsxqRHBntMqBIJn8g670URbgOGboRydwHUVUVwzDQNZ388TnYHFZ0TY/9zmUNy8Db6sNitaAowt5S6O5NsSZp4UhH4bYmD21NHixWM9XFtXz4xGfcf/5jPUps1s4vpLG6uffJG/Dz+9svi7//SXvFNXDrjumHTiE9J3W7zaMnfB4/WrhvTkebIwN8yW+W7OxsHnroIdavX88555xDOBzm0UcfpaCggJtuuomWlt631SWSHYmqwv/9n2iWdeutkJAg5DrTpsGZZ0JFxUDP8LfD5sFwT/jcftyNbf26fsemUn0b37m5VX9Y/u1qQGR6m2tb2Lh8ExWFVWghLeY+pqjChcYwxDjDgKriWj557it8Hj+Lv1iOI8HeY6dcEBlcvyeAoQkHnGjzJvG1VR+je3q5rqIqqF24xSiqIgpKe/hMiqrEfPhVk9CzW20WrE6bkK0ooJiU9oy+Ev/ezeepmtRtk/mPdLyNLToMUYNgtppwJTkwDIOK9dXomi40+CYR+G9aXUbAFyQxLYHMoRkYgK/Nh6fZQ1uzF0+zB5/bF5MJBn1BdM2guqSWlvpWvG4fr/797W6z70u+XNnjtLWwRmNVE8UrSpn76Cfceeq/eP2edzsVoW8t6TmpnH3rqTgS7d2Ombz/BI790+xtet++sGZ+Ic/f/Dr/OOPBLd6dkwG+5DfPiBEjeOGFF1i+fDnHHnssXq+Xv//974waNYr7778fn8830FOUSOJISoLbbhOB/hVXgMUitPqSHUe/s7L9HD/loIl9Hjt0XC5pQ7Yuw+ht9dHW7KFoWQnVJXW0NrjRNF0UWGoi29uxQDX6vaEb1JXW8+vHi/G0eDGZTTHbTF3X0cKRhkodagQMQ7gPdV02sB0i/D647Ai7SLF4QRFdVBVViQTb3XjnR4J1UYSK6BCriN+NhFQXCclOLDbhPIOB2AWJuNmoJhV7gh2b3SJsRDt4/EeD8a3G6LpWJxwMxxZpZosZk9XM8In5jNtzNMMn5JGWk4rFZkHXdXRdJxwMo4X12JTCYQ1NE8fDoTCGYeB1+2iubaVqYy1FS0toqGzis+e/6XJarQ3ubqfsdfvYuHwTtWUNBHxBdE3H3eRh1U/reO6m13jzvrlbnNHuimHj87jyyUs44vxDyMxPx2K34Ei0M3GfcZx31+mces1xmMymbXa/vvDB45/y6t/fpmhZyVb9HsgAXyKJMGnSJObOnctPP/3EAQccQGNjI9dccw1jxozh6aefJhzuZ+dAiWQ7k5UFDz4I69bBiy+2d8DVNLj/fmhuHsjZ7drk9KPozpXsJKkLr/ieGDtjFOm5fet0tvexM/t17a5wN7VRUVgd0c8bQqPdMbiIZe07mtRH3tvooWxdu1uQPcFOwBvA2+rD1+bH1+bH2+ol4A1g6DqGpoNhCE/2Dt6XRtQmZ1vH+F3ZakYC8ViQbhjohh7z5dfCGgriM2thretAazNXHxE0G2hhDZPFzPDd8mMWkiaTit1pw5XsJHt4JiMm5uNw2bA6bCiqihrt4Gv0vWlX/x+DeLZaWMfvDcQWM4ZmUFtaTygQxua0kZDsQlEUGiqbcDe0YXfZsLtsmC2m9oWeEbso4ZCGz+2LBd5aWKe6pI7l362msqiz5HXz4t4oQV+Q8vVVnWo4Ou5yrPh+DR888dk2eR5RHAkO9j1+Ty5/7CJuefMqbnjl//j9dScwasrwbXqfvvD9O/P5tR/yv56QAb5Eshl7770333zzDfPmzWPatGlUVFRw0UUXMXHiRP73v//JZlmSQceIEXDKKe2vX3pJFOOOGgX33QdyE2rbs+ecaX0eO/2wKf3OAiqKwhk3nogruWfpzV5Hz2Dy/hP6de2uqC6ujQWWPcWXuqbHZCtRNE3DZDaRmp1CY3UztZvqsNgscVIdw4BQMIy3zQ8K4rxJJSYhiQTLxmZBcxTRbKlz5K8o8XMBem7eFM3mG8TkQQB6xOI02nQr6tdvGP3LpkcrCnxuH2armRETh1IwdQSORAf2BBup2cmYTCq1ZQ34PQF8Hj+6pqPrxvb3z498bl3TIkG6IbT0bi8NlU2UrCqjaGkJ7qY2dE3svISCIUARmf6ItenmCzDDMNA0HX+bP67WpK6snrW/FnaaxuhpI7ucXkN1c0zqFMVqt2DZbEGw6PNlNNU0b8EDGNxoYY0f352/za4nA3yJpAsUReGII45g4cKFvP7664wePZr169dz6qmnsueee/LZZ5/95tqdS3YeJk2CAw+Epia49loYMwaeegrkJtS2I290DhP2GtvruIRUF3sd06/+NDGyhmZw0T/PZvL+EzoFsem5aRz7p9kcdfHhW3TtjhSvLCXoD8YCqR7NX4xIQWmHESaTifScVIZPzKeurB7DEEG2I9ERy/yaTKqwy7RaMJtNpGQli2x+H+anKAi3nc064ipKexMnk8XUXgSs9qBh32xXIi6Aj2jl24tk6VdwH32PGqknaG1oQ4vYUqqqQluzl5qSOmpL6/G2eAn4gkIus4MbY2maHpPf6GE9tqAzdANdN2htaMPnCUQKcQ0xTtMJRAuou5muAaJhVVS+ZcC6BZ2LbfeYPZWAL0DlxmrK1lVQtbEGj9uHuwvpTkpWcueFnbFzdpbtjTXzC+NcrLaWrvdJJBIJICzCTjvtNE488USee+45brvtNhYtWsTs2bM5+OCDufvuu5k1a9ZAT1MiiWOPPeDrr0XDrOuvhyVL4OKLRTb/X/+CY44Z6BnuGpx81TG8ce97rF/YtWNIYloC59x2KklpiVt8j/ScVE695jg8LR5KVpUTDoVJyUxi2IT8bebOsmlVGYqikFOQTdm6SgxdyCh0LdS5u2kk2O5IYrqLGb+bykf//RyL1UIwEIqMFZlfsyU+1HAk2gn5Q6BEs/JGt7sGiiq6r9ocwu0k6A8S9Il5iaLfyMLBZkZB7BKgKBgYaKH+abWF48zWY7KaUBSFpppmGquaRKa+zY/JrGJPdBAKhPB7/D3aiW4XlOgfCnpY77yrtHkcrRuxBU+sOVZX143UHxDpehsKhmKe9g2VTZStq6ClrhWLzYI9wcbzN71B8Yoy2prbbTIri2oAA0eiQyzQAEeCnZSspC4/SnVxLb42H4u/WMHSr1bibmrDYjUzdo8C9pwznezhmf17NoOAhsqmbXo9GeBLJH3AYrFw8cUXc9ZZZ/HII49w99138/XXX7PXXntxwgkncNddd7Hbbn301JVIdgCKArNnw+GHw//+BzffDIWFUF4+0DPbdbDaLJx188kULt7Irx8voXRtOVpYJ21ICnvM3p3dD54YC0y3Bk3TKF5ZxvqFRYQCYRLTErDarf2qA+jx+pFA05FgJ21ICjWb6iJSCZHCFlJtpb3otEOYp6gKex01A2eSg6KlJeSPz6VifSUBX9e2nQkpLnIKsihcXByR8AjnFvTNMulRVxtVJT0nFa/bD0QWHrqBOZKxb5foiDllDs2goaoJVVXw64FOko9OKCLjbiAWLuGtLeBUYv9Ha4Mbm8MWsQMV+n5fm0/o+nub1/aiveQhLlpXI887NkxRYlIsi82C3xOIHY+7XBeLzHAwjNVuRdd1Ni7fxH+veQkQnZ8LF21E13Ssdis2h5WgPyhqFyK7CW3NHhJSXCSlJZIzKisW7G9OY3UzD1z0RGxeUX6dt4Rf5y1hvxNnMfvcg/v5cAaWHqVlW4AM8CWSfuB0Orn22mu56KKLuO+++3jwwQd59913mTt3Ln/4wx+47bbbGDZs2EBPUyKJoapw2mlw4onw2mvw+9+3n3v5ZRg9Gvbaa+Dmt7MT7UA7dkbBdrn+uoVFzH1kXiebzZ/fX8CIiUM55Zpjt2qHACA1OxlPq5eqjTWEgxpmizkWuIWCYZSIA0z0WLToUVFg94Mm8vvrTqC1wS0CN5uFEROH4W5qo7mulaA/hKJEsrGZyTiTHDHfdLvLjq/NL67bIbYxdCEbMXSwWE0ceNq+VBZVUV/eSGNVE3XljfiDYSElirjSWGxm7C4brhQnjdXNGLoR8+wPB7sJ2iOxqWGIRYwW0eFvDaqqoms64XCYcEjDZA4Tiu5o6AqabmDoW3+fLUFRFOxOG8FASBQUdwjyLVYLHSN+1SQ+h6qqjJ42gjW/FIpdE8DT4o3fcVGIK7o2DAj4AqiqitZBk79pVVlM5hMOa6JxltUZcePRCOmhWKOw/LE53X4OvzfA+kUbSM/pvgj9h3fmY3NYOei0ffvxhAaWYRPytun1pAZfItkCUlNT+cc//kFRURGXXnopqqry3HPPMWbMGK688krq6ra+q6REsi2xWOCcc8Aqds6pq4NLL4W99xbdcletGtj5STqzbmERr9z1Vrce+iWrynjmulfwtAipg2EYVGyoYsPSYiqLqnutE9J1nTXzC/nmjR9Zt6CIljrhYR4KhjCZVJxJTpyJDswWU6woU2R1TaRkJnHa347n2hf+jNVujXNGUVSFpPREho3PY/TuIyiYOoLcgiE4kxyAkHCYLWbGzBgV598ftdWM6r41TSMYCPH+o5+w5pdCipaWUFvWEHNyiTrW6JpGKBCmvQJUSErUiG9/zF+/w5fSsdg29ufWR93RxY8W0MQuQptf6PJVBSLNpXRtx0f3iqqQmOrC5rS2uwfF/PENNE0j4AtEnHCMWD2GyWIS3WytQmplspix2K1xzjabe/kLDb6CxWYhKUNIbPxtftqavXFj/J5AZHFmwZFgx+qwoppUvK2+dr1/FzRUNpGY2rsr1Xdv/4LP4+/7Qxpghk/I36bSIhngSyRbQU5ODo899hhr167l9NNPJxgM8uCDDzJq1Chuv/123O7u/X4lkoHEZoO//AUcDnjvPZgyBc49FzZt214yki1E0zTmPjqv1wLMxupmvnz1B354dz7/vvhJnvjrC7xwyxs8fuXzPPTH//LT+wu6dP7yewM8f/PrvPr3t1n85QrMZlPMGz3gDeJ1+9B1HYvNgivFiTPJQWJ6Ir/7w0Hc+tZVPLXiAU76v6Nj+vqUzGQy8vpm66koCq5kJ1abhfF7jmHsHqOwRwJPRRX6eUVRhHRGN/B7AzRUNIluvYYhguUOMaUBMQvHutI6oS03wOqwoSrRMEfp8L+enYK2BTEXSSOiYzfEDsGOLqiNoppUQsFwZIGhx5xvtIinfTAQIhQIRyxNfSgKOBMd2BwiI5CY2t54zWa3YIoUNCuq0uEZg8lswuqwYHNYMVtMJKWLQLy+sqnTAipmQRrBahOdcw3DoL68ocvPEQqGUU1KTOPfEyF/iKVf9dxUa7BxxPmHbDOpjgzwJZJtQEFBAa+++ipLlixhzpw5tLW1cdtttzFq1CgeeughAoFA7xeRSHYgSUnwj3+IZll/+pOQ8rzwAowdK7rlBrtPoEl2AGvnb8Dd0Hv3W103eP/RT5j39JedrAMbqpqY9/SXvPr3d9C0eJnK6/e8S/GKUrxuHwFvEIvdgtliiruur80fCcpEsWxSeiLn3HYqk/fvut5ozznT+/TZElJdJGe2F0+azCbMVkuse6+CEsus67qOFhKWjbquxzreOpOcWOwWTGaRYRbBq4bfGyQ1OwV7gl18nqjPfcxnn87ykm2EqBtQsdotpGYlYbaasTtFl9SBCuwB4W2f4sLQIegLRRpqEXt2GMILP+r3LxqR6QyfmM/QcUI2kpKVHLueajZhdVgxmVUSUly4ksVOjyvJKQJ7qxnVpJI7ekhMQ9/RPrMj4WD7cdWkYnfaURRFFEt3Qc6obLKHZ/X5s1du6OzDP5gZPW0kp117HBa7ZauvJQN8iWQbsvvuu/PRRx/x7bffss8++1BfX8///d//MXbsWJ5//vlO/8hKJANNTg48+iisXQtnnCEC+8WLhaRHMnAULtrYp3F15Q201LvxtXUvRVi3YANfvvx97HXxylKKlpYA4I3Y8imKgs1pw+a0xTKIhm4QCoRwJNjJLcgmZ2QWxcu73+LZY/ZUho3vXUc856LDGTtjVOx1c00LYOBt9WF0kK8YbOZBHwk8DUAPazgTHTgS7FhslphPe/aITHJGiQCwtcFNwBdsb8zUlQxnW8Td0aZZCN/2WXOmc9F9Z2OxmDEwIlaURvvX9mjm1Q1WhxVHgh1D19FCYVSTGsm+m8SCxKxiMqsRu1EFRQVXsgOL1UJ9eSOX/vsPnHnTSUw9cCJZwzJQTULHnz82l4LdR+BMcsSKrxVVITU7meT0RIZPyMOZ6IjNo7us9OY/D5PFhCPRTsHuI0jOSAJFHBs7o4Czbj6Z2eceFFcM3Bv6AC6stpTd9h7HNc9dxpEXHMrQcbmdXKj6igzwJZLtwAEHHMAPP/zA+++/z6RJkygtLeW8885jypQpvPfee9JDXzLoKCiAV16BpUvhkUfaa+bWrIF//xv8O4+UdZcgWpjZE5qm01LXAtBrA74FnyyJ2Vf++nF7p8yOAZCiKFisZpyJDpxJjoiPvZ1hE/JISheFvOEerCctVgtn33aq6A/QRQxmsVuYc9Fh7H/iLI44/5BYlrKt2UMoGI7ZWhp032CqY4MmMDCZTdgcVuwuG5qmU1NSy7oFRagmNVYUur2I+u5HNe2KqrDfCbO4/pUrMFvM+H1BAt4udm978NdXOiwW2g92M4Eumk7FTqmK+Dkmih2EYCCMAYTDYcxWMxZbh6BREW5FqqrGSYk0TaNo2SYUReHMm07i0V/v4bKHzmf8XmNEIJ+RxIiJQyPNvIZz2rXHcdUzl5I3JgebM949KiM3tZupdj5qtpg56+aTufrZP3HHe3/jtrev4exbT2HczNFkDs3o1+Ioa2h63wcPIhwuO/scN5OL7zuHrGEZW3QN6aIjkWwnFEXhmGOOYc6cObz66qvccsstrF69mhNOOIFZs2Zx9913c/DBO5eNl2TXZ+rU+Nc33gjvvgsPPgi33w5nnw2m/jVllWwBiWm9FxG6G9tiBZu9Zfn8ngBrflnP1AMnUrWxJnY8LtDrQFRaEdVJR68fDfS7w+60ccYNJ1Jf0cDCz5bTVN2MyawyfLd8dj9kUsw2NLdgCH+4/TRe+8c7GAaEA+F2GU0v+Q9N0zEpJnTdiBWvBiLBtGpS0TR3RyNP+pym78fQKNHMtKIopA1J5sqnLqG5toVPnvsKq81C0B/s53WVWAJINYnsenTnopPlZ6ShmJD/CB961aTGdPNWuyV2PS0YFvp4uxmT2SzuEWm0FbtcZIfB1+bDareiqPDuQx+TnpuKK9nJzCOmcdBp+7D3sXuw4vu11G6qA0UhtyCbifuMw2Q2oYU1ElJdtDV54qbqTHLiSLTH7E6jdJSFRRHF2SNjz7Uj6TmpjJo8nI097CRFMZlVph8+pddxuyoygy+RbGdMJhNnn30269at4z//+Q9ZWVnMnz+fQw45hNmzZ7No0aKBnqJE0i3nnw+TJ0NpKZx3nijGfffd7V+k+Ftn90Mm9TomGpxZHcKFJErQH6SuvIHqklrRNfX/2Tvv+KiKLgw/sy2bnhB6Jwm9dwFRQUEBUbFQVCwoFuwiKk0EAXtviOBnRRG7goKioKLSe09C7y092TrfH7ObZJNNA8IuMI+//OLenb33ZBOSc8+85z3pSoaTfrRo039kpcgiLijFER4T5iOtKYnKteK44vYeDBk9gIGjrqZzv/ZFZgLUa1qbUf+7jzpNaua53RSkuEFe0q0SUSGEJyHNxZZtxy2Vjlw9j5LklJZZn2SJ39tXajAaMJlNhEeHct2j/TEajfz19VLcTjcRMeFYQswYShwN7DmfUSXn5hATFs+ORHTVKLWLEmElqlJEkao44BkwpXTxZotJNS9bLVisFqzhVuJb1aVWYnVCo5ScyXsOr2VmaIRVWWJ6ptW6XW7cTnWT5Xa5cdgduN2SrLRsFs1ewmeTv8ZgNNDu0pZcMawnV9zeg1YXNcsbmmU0GenQu43fr7Fe8zo+w7WEEJgsvgl+eHQYw1+8ucT36uKBXcv0M9u+V+syue2cq+gEX6M5Q1gsFu6//36Sk5OZPHkyUVFRLFiwgA4dOjBo0CC2bdsW6BA1miJceaWS7Xz2GcTHw6ZNylP/ggtg3bpAR3fuUr1+VeJb1StxjTfJqVQtBlCNjHu27idl/W6O7T9B6uF0jh9MZfeW/exYv5tUj5ynev18Kz6T2Uh0CVV5k8WYl5Rd0K990emnp4jRZKTrVR2xhlsxWUzK5UYUTfaL4PFLz82y5TXg+i3+l5bfF7xOWW9aBSDVzYUaWuUCBE67k8zUTFb/sZ6czFxCI1XDqDAaMJmMxSalShevnne53DhsDuy5DtIOp2PLsuGwOXDYnRhNhqLnEMqCUwDWMKvPYCjvwClreEje8YIzE6Rb7Xx4/e7V6Tw3TVm5ZJzI4tDOIySt3sHebfs5uPMw/3y/nJmjZ5GVno0/jh88QW62jbSjGezdfoCj+4/nNdiGR4XRsH081rAQT8+HBe+dj9FkoEZ8VZ785AEatSt5pkR8q3pc+1A/z4Az/zTv1oS+d11W4nnOdYTWApcPIcTKdu3atdNVV82pcuzYMZ577jnefPNNbDYbRqORYcOG8dRTT1G7du1Ah6fRFMFuhxkzYNIkOH5cNebGl62gqzkJMlOzmPHkZxzbf9zv87lZNlIPp1G9QVVcThe7Nu1VVpLF0Kh9A+555TZsOXY+emp23nG3y83ebQfIzsgp8pq4mrFUqR1HiwubMnDUVaUn3ifBgR2HeaT7ODJOZOEoFH9xOYrRZCQsKlQ5/bjdakiVV78uS3+9F6/Exu/EW+FJeAveOXgm3wIIo0E1+VpM1GpYg/CoMHKzbexLOpA3XMuea1fDvAwCt9N/n4TBZEB4ZDh+nxPCk4R7bnw8OxdIsISYMIWYyc3KxWAwYI2w5n2PzCEmElrXR0pJ8tpdmC0m6jSuSfLanTgdLnIzc/OuKaXE7XThMU1STkaCPDtMt1siBFjDrYSEWWjUPoG2PVvS967LsISYcdgdfP/WL6xdvFFJipwuDuw4TFaqkurEVo+hSu04ZZEaG07Tjons3LiXrPQswqLCuHBAJ1pf0twzcKtsHN5zlKVzV7F20QZs2UoKldimAZ36tqNJp8QK+VkNBO3bt2fVqlWrpJTty/M6neCXE53ga043e/fuZdKkSXzwwQe4XC6sViv3338/o0ePplKlsvlKazRnkqws+PtvuPxy9djthjFjlISncePAxnYmyc7IYeWCtaz7cxPZGTmEWC00vaARHfu0IaZKdOknKOM1Fs3+h9UL15Gbld+wWaV2HF2u6sCq39bnVVdTD6cXe56wqFDqNqlFldpxPPD2nXwwZhY7N+7Je97tlpw4mErqkTTP0ChV3W/fuzXdr7uATn3aVmjC9NYDM/n5g99x2p1FLCUL5yneYVsmsxGnw4Xb6cItZb77T0EnntJyHJE/tbXgjYHBYPA06rrz5GjScw3v+xASZiGmchSVa8cREhbC3m37yTyRicPuytPBA+Rm5ea7+fgLwSBKfE6I/OeFR47jJSQsBLPFhNPhxJZtwxIakjekKrpyJDXiqwGeicRC9Woc3nOUw7uPkesZAiXdarBY/jVE3ue8mQR5vQYQGhlKvaa1CY8Oo16z2twycSCzn/+ebSuSi8Rvz7WTdjQDp91J/RZ1GfBgX5p0TsR4mht57Ll2Zc9pOPeEKTrBP0PoBF9TUWzdupXx48czZ84cAKKjo3n88cd56KGHCA8PL+XVGk3gmDMHBg5Uzbe33w4TJsC5vgm1Zdl2vnzphyIVZ1BJWZ87LqVL/w6n7XoOu4Pdm/dhz3UQFRdBrcQaAOzdfoAZT37K5v+2FTsh1WA0ULdpLawe/fXtk4dQI74qn076it1b9vmslVJNGA2NtDJw1NW0vLDpafsaSuLQriM80n0c6cczcXiTfM+XI4QAg0pEve4wLocLg0k5v3j971X1XqpqfoGvpwj5g1zzk1mjqpJ7H3ubV/OSXs9UXKPJgMlkwhRiIr5lPazhIXnxnziUhpTK7jMsKrTADZEkOyNXNdwWDse7S1BMLubtM8j7fyQmk1E53wjVvOq9jtdJSQ39ktRrVpvaDWvQsU9bml/YhA/HfcGx/ceRbsmmpdvISs3O2wnwdxPlCV1V8gvcVJhDTNRvXpfoykru07hjAluXF03u/THitdvzbjo0ZUMn+GcIneBrKpoVK1YwZswYfv31VwCqVavG+PHjGT58OBZL6dP7NJozzb59SrYzcya4XPlTcp98EuLOTpe6EtmxYTcfPfWFTyLpjwEP9aPdpS0rPJ5FX/7D9FEf51XeC2IJMVMzsRrW8Pwm3C5XdaTvnZficrrY+M9Wls1bxd5t+3G53MTVqESnPm1pe1lLQgu85kzw8cQv+WnaAlxOz4RVpyuvmVYYBNZwKzUTqiLdagejUo1YDqQc8vQXpOdNRXW7VDW6WEceT1KtBlMJT2XeSGz1aGKrRiOlm+Q1uwGJwWDAbDUjZb51qTCIvN0QUHKU5DU78yxHc7NsmMxGTJZ8hyKXw0l2Zi7SJXHL/N2CMkmECiX4RqMBYVANuYUbl4UQNGzfgCadGnL1/VcQGRuRdwOQfjyDWZO/Zu/2A2z4ewu5Wbkq5sIJvk9PcL5GngKV/Ubt4/Ocng7tOkLVupXLtMPT7rJWDHiwr88xt9vNnq37yc3MxRphpU7jmudkJf5kOdkEX9tkajRBRocOHViwYAG///47o0ePZtmyZdx///28/PLLPPPMMwwZMkT/8tMEFbVqwXvvwciRMH48fPklvPQSTJ8OzzwDDz4Y6AhPL799vLjU5B7gt08W0/qSZqddjlCY2KrRxLeqR2ZqNpknMnE5XRhNRiIrRRAeHVYk8bLnqDHFRpORVhc1o9VFajKtN5kOFNc80IcNf2/h6N5jZKZmIaXZE6eBqLhIKtWIzZOf9L2rF+lH0zmQcghziBmL1UxOpkrwDQaBS0oo5lvk1ZcLgzd5Vp+r1I7jgivbs21FMkazmcO7jpCbZUMIgcvpypO4mK1mjh84QXTlKCxWMxknsnzmCVis5iJzCYxmo5IC4cboNuD2Dr1yy9KdfgrFbjAaCAkL8WsxCZIOl7fhqhGXF/m5i6oUyT2v3MbXr/3Exn+25t2ACCFw2Jy4XC713kCBmwp/UUgsHgmSlJITh9KIiov0cXIqDu+ANVA3Rn9/u4zlP68m7Wi+vCyqciSdrmjLhdd2Pu1N3ecTOkvQaIKUnj178t9///HNN9/QtGlTduzYwc0330zbtm2ZO3euHpalCToaNYLZs2HFCujVC9LTVWPuucTBnYeLyFqKI+N4Jpv/217BESn7SiEEkbHh1IivRu1GNakRX42ImHC/CXt4TJjf8wS6KTGqUiQDHuxLrYY1SGhTn3rNalOveW0SWtenWr0qecl9w3bxtL6kGR0ub4PRZCCmShRGk9HjzgIIoarcJXw5UkpcDlf+boHDRcbxTBy5DlLW7eZgyiFcTjdGs9f9RmAymwgJs+QNhEo9rFyJCnrJg6rKV64dV8jxRsXk9kziVc43BWQw+CzF5LkhKGKvKdSsgWZdGlGveR1iqkQRGmklLNJKpeoxdLi8DQMe6FvsTaWUkp0b9lC5ZiVCI0IJjVDDzIxmo9/vf97U3QLPqanB+dOOgbzdk9LwOuo4HU4+mTiH3z5Z7JPcg7Jz/e3TP/lowmwc9tIHvmn8oyv4Gk0QI4RgwIAB9O/fn08++YQJEyawbt06rrzySrp168azzz5L9+7dAx2mRuND+/awYAH88Yey0/TywQdgscCQIWfvsKx92w+Ue32Lbk0qKBpFg5Z1iYgJ50DKIeUqIyUWq5mouEi/FdDWlzSv0HhOhS79O2CymPj140XkFBqKZDAaaNOjBf3v7Y3RaCQiJpyLbujK77P+8lguKtcZp82Jw+FEuCW4la7eaDbmOcE4HS6fpNrbRHp033FmTf0Ga4Q1b7CXwWBQpVAhyMnIwe12Yw4x47Q7OZByCIfN4Sm2eMTqnqbU2GpK7pN6JJ30o+lqUq/TpbzuLSasYSFkpGblNQQXLNh4XXPU4CqB9DTZqp4DQVytShgMBkLDrYQ28K2ad7/uAkpi77b9pB5OI8YTmxejyYDLaSjq9CNVf0Le98BgIDwmLO/nyjuMy+h3N6Eo0ZWjAFjw0WKS1+70u8bldJF2JJ2dG/ewbvEmEts2UM3rV7QpdtDagR2HWPHLGo7tP4EwCOo0rkmHy4tffz6gE3yN5izAZDJx++23M2TIEKZNm8bkyZNZsmQJF110Ef369WPq1Km0anX+TuzTBCcFBzWnpsJjj8GJE/DCCzB1KvTrV5wEIHhxF+N2UhzFuaOcTjYu2crh3UfZl3TQ5/iRPceIrhJF1TqV86rJCa3rU7VO5QqP6WTwSoQ6Xt6GNj2as/6vLezZsg+X00VcjVjaXtbSx8cdoOeQC3G73Pz26Z/s2aKakC2hFiyhFuUfb3N4EnYjIWEhHNlzDKPRoBJqke+5L1CVeJfLTU5GLhGxvrsfRqNKru25ypPeK5PMOKGmCedk5qqbCI88ase63RhNBqIrR1GveR2O7T+hpu4iiK0aTUZqFkaTEbdQCbXT4cy76fDKhpAS6SZPTqQGQ5mIrerfoSmqcmSpA9Ky05UVqjU8hKi4CNKPZQJgtphx2JwYTIb8fgBPGAbPVC+T2UhIaAiVqsX4vDc1E6rnNXCXRttLW2LLsbHy17V+n888kcX+lIN5DeMHdhwiLDqMQ7uO8OdX/9Lvrl506tM2b31uto05L/1QxMEnafUOFs/5ly5XdeTy2y4J+O5UINAJvkZzFmG1Wnn44YcZNmwYL7/8Mi+//DJz585l3rx53HjjjUyaNIl4bUyuCUIiIuDll+Hpp2H9eujfH7p1g2efhbNpE8rbWFlWKpdzfXlZ+etavnvzZ0IjrUTEhJPp8R0Hj/XloTScdic1E6sTVyOWax/pV6HxlAenw8m6Pzez/OfVHEg5iNstqVwrjo5XtKHtpS1p5/kojctuvoj2vVvzz/fL+e/HFRzwyGsiK0VwZM9RImIjiKkSSZJH/+31khfqgTpmzE9s3W439ly7TwOr2+XO09VLt4S8nlOBEGqCrtPhxGQ25enTXU43xz3Woy6n2kkIjwqlWv0qVJWVObTrCEf3Hc9rJnY5PDIX72aAh4I7BJZQi9+bzMi4CG6dOKjUxmh7rp3jh1JxO91Yw0JwOd1kpWXn7SyogVpGjy++G6PJiCXUjMlsUtr/UAvRhW4wLr+tB//NXVlEqlSYsKhQ2vRswaZ/t+X1gRQkOz2HfUkHfXYz3C5J5vFMoqtE4Xa5+eGdXziQchApwZZtZ80fG3A6nH5vMNwuN0u+XYrb6aLv8PNv6JV20Skn2kVHE0wcPnyYqVOn8u6772K32zGZTNx1112MHz+e6tWrBzo8jaYINhu8+y5MmQJHj6pjffuqSbkxMQENrcy8MeJ9juw9Vuq6kDALj394PxZrxbhfZaVl8eKwd/ISQyklxw6cIPVwWt6gJVB67+7XXcDtkwcTHh0clruZqVl8NGE2B3cc9vt8TJUobpk4qNw3VKDeB1VZd7NiwVoWz/6H1CPpJK/ZicvhKuoYYxCYLWY1EdeTyBsMBqzhauKqyWwiNzsXl9OdN702T2oTHkJ2Rq7y4ndLjCaDj3UlgHS7yfbsCtRvVpsQTzLqdrnZsWE3qYfT1Xnd7mKHYQmjIDwqjGr1qpBxLBODyUDNhGqYLCaq1q1C/ea1qd2oJi27N/X785Z+LIMf313A5mXbSF6zM+/nQwjlpW+ymLBl28jOyMFpd2G2mPJchoRnt8IaFkLtRjV83IGadG7IkNED2Pzfdua89H2xzefW8BBueXogdRrXYvGcf/ntk8VF1uzatJeczNwixyvXrkTlmpXITMvm4I7DCCC+dT3SjqRzcOcRQN081EyolietKswDb98ZtDtXpXGyLjq6yVajOYupWrUqr732Glu3buXWW2/F7XbzzjvvkJCQwNixY0lNTQ10iBqNDyEh8PDDkJKiqvkREXDoEESfnrlQZ4SLB3Ut07ou/TtWWHIPsPLXdflVX1RlunLNSiS0rk/txjWpEV+VWonVSWhTH3OIOWiSe7fbzScT5xSb3AOkHknno6dmk5NZdLpuaQghiKoUSUyVaC676SIuvLYzaUfScDqcfs0JhBA47EpL7/WFd7vc2HMd2HLsZKVlKQtSj2++0WQkJMxC1XqVCY8Ox2Aw5DXjOh0uslKzyM3KzWsoVVV+QWRMeF5yD0q/Hl0lGiHUTYB0SU+TML7NtULZnZotJipVjyG+dT2i4iLYn3QQl9PN0b3HWDFf7eS8ePvbLJq9xOfrTD+WwfRRn7Bl2XYEghiPDh7ULIDcLBv2HDv1m9eh5YVNaXpBQyrXrkSl6jF07NOW+i3qULtxDeo1r52X3IdFhXLJoG4MfvIaDAYDzbs25s7nbqZZl8Z51p8AJouJtj1bcvdLt1CncS1A+egXJjfb5je5B6X7z0zLZt+2/TjtThx2J5mp2T6D3bLTc9i9eV+xzb7L5q32e/xcRkt0NJpzgPr16/Phhx8yatQoxo4dy/fff59X2R89ejT3338/oaGhgQ5To8kjMlINxBoxAo4cydfip6QoKc+4cVCjRmBjLI7WFzcn7Ug6v36y2L/POtC+V2t63nhhhcaxZal/hx4hBBHRvk45e7ftJystKyiS/M3/bWd/8sFS16UdTWflr+u4cEDnU7pe446JhIRZMRiEj7ylYHW6oATHi9vToIvHztIlXXnNpdGVo6gZX50ty5LyEnlvs67JYgIhcNqdWELM1GhYnUO7jpCdkVPEitRhc6imXafL06MrPFp98s4pDAKX043d5iQnMxdbtj1vB+no3mM+g6Nys2ws/OwvMk5k0f+e3gB8//YvPk41lWrGkpWe45NQ23MdHNp1lJoJ1bCGhVCncU1unzwkLyk/cSiVpDU7cdqdRMVF0rhjQpFqee1GNRkyegAZJzI5uu84BoOgat3KhEb4/u1p2C6en1noc6zglObChEWFsnfbAQrem2WnZ5Ob7fsae66Do/uOU61elSLnSFm3q9jzn6voCv7JsHMnZGcHOgqNpgjNmzfnu+++499//+WSSy7hxIkTPP744zRs2JD3338fp7NkjaRGc6apUgWaNct//NRT8M47kJAAY8ao5txg5KLru3DXC0NpdXHzfAcRAY06JHDzUzdwzQN9Kryxz+ZHx1wSudnB4Vm6/JeyV1OX/3zqldd/vl9OTJUozCFmjCZj3ocwGFS13uny2wwt3UqOk1cN96w1mpQWfX/yIbLTfXMBb5JvDQvBGm7F7ZbYcuzEVo3B6XAVGWgl3RKHzaF2AUxGDCYD1jALBqMBg9HgY7XpyLWTm5XLoV2HlW7fLUk/num3ar1s3ipS1u3ixKFUtq30bUA1GAzUaVyT6CpRPufPOJGJ0+GiVmJ1hk29KS+5B4itFkPHy9vQpX8HmndtXKwUBiAyNoIGLepSr1mdIsk9qD6WBi3rFnqz/d8ph0VacdgcRfT9xTWvpx/LKHKjBmrQ2PmGTvBPBrcbwvz7CGs0wcAFF1zA77//zvz582nbti379u3jrrvuolmzZnz55Zd+fwFqNMHAmDEwYADk5KgG3Ph45boTjDWVOo1rccPI/oz/8lFGf/YQE756jKFP3UDjDgln5Prh0eX4OyRUJTQYOLz7aJnXHj+Yekpe6NkZOWxZth1reAgRMUV3L9wuF24/yaXRrG4CvM430vufBIPRyIlDaRzccQhnYU0/5O0KeDlxMJWoyhFYrOYi15Fut8+ugjnE7H9TSEqcDhe7t+wnOyOXnMxcstOzycnI4fjBVL9f+9K5q9j4z1a/u0wGo4EaDap6ZgxUJq5GLHE1YrlkUFfueeU2ajes2O2zfnf1whqeL1fyJ2UzGA1UrVeFrNSi//itYSEYjEVvoF1OdxF7VYDoKlFFjp3r6AT/ZKhTJ/////5b/TXatClw8Wg0fhBC0Lt3b1asWMHs2bNp2LAh27dvZ9CgQXTo0IH58+frYVmaoKNZM/jmG/j3X7jkEmWr+cQTkJiovPWDEaPRSFhkaIlVzfIipeTgzsPs2ryXo/uP+13T6uKy+9k3ap9QqsPKuUjG8cy8am+thjV89N9Kc0+RBNhrSan+Pz9N8k7ANRjVZFtvYu52uvOuIYTAXMgT3uV0k52eS5seLaiZ4Gt+YLaalTJHSo8WX+K0F+oVkBKXZyehYLVeojz9D+06QtoR32FRAFuXbyc7o+QeBpPZSGy1GKrUiaNyrUrlu2k8BarVq8KwKTcSV7MSAKGRVp8bIIvVTN0mtbCGhRSdCmwyEFU5sliPe38FrHaXnX820lqDfzKYC9yFT5oEv/4KP/wAt9wCEydC3brFv1ajOcMYDAYGDhzIgAED+OCDD5g0aRKrV6/miiuu4JJLLuHZZ5/lggtKHo6i0ZxpLrgAfv9d/XodPRrWrPGtrZyruJwu/v1xBct/Xu1Tma2VWJ3OV7anbc9828hWFzfj148X5Xmbl0SXqzpURLgnRY0G1cg4nlmmtXE1K2G2FK18l5WCji+hEVYatm1A8tpd2HLsfmUeBqPAHGLOc4ORbqW/9zhiehpIRd5rDQaBy60ccIwGo5q260ea5ci1c+G1nencrx1blyezYr4aypSdkYMwGsDpQko8Nw6q4dZ7PbfLDdJz7UIWmqBuKg7uPIwlzOJzE+dyun2sPr24XW7Sj2WQdjQDh92BQRgIiwolplo0YZFnbpenRnw1Hnp3OMlrd7Lh7y1Uqh7D5v+2E1kpgrCo0LybrMI3zrFVozEYDcRWiyHtSEaRQlXh9TFVomhxYcUOmwtGdAX/VPnoI7j3XjAY4MMPoWFDeOQR1TWm0QQRZrOZu+++m6SkJJ5//nliY2NZtGgRXbp04ZprrmHjxo2BDlGj8UEI6N0bli+H//6Dpk3VcSnhnntg/vxipbtnBV7/cy8Ou4MPn5rN/P/9UUR2sS/pIN+8Npfv3vw57zWWEDODnxyA2Y/0oyCXDOpGYpsGpz1+5WO/id8//5tFs5eQtGZHmXYFO/ZpU+ZrdOrbtvRFJVCpegyx1WLyHodFhdHiwibEt6qLyWJS02E9WnejyYA13EpoRChhUaGEhFoQnoq90WTEYrXkDcbKw9ME63XYsYT6/15EV4mifa9WGAwGmnZuyNCnbuCmcdcREmoh1DOIy4vBe35Pwo+UalfB4NuAC+oGw2gyICWcOJjm85zZaqbVxc18bghys2ykrNvFwZ1HyMnMxWl3Ybc5SD2Szq5Ne9mxfvcZ3dkVQpDYpgHX3N+HR9+/l5vGXUd4tK/NaFTl/Ep9dJUo4mqpqn9IqIUaCdV81lqsZkIj8m9yImLDGTrhhtO6u3a2oH3wy0mxPvjJyTB+PHz+uXocEQFffQWXX37mg9RoykBqaiovvvgir732GtnZ2RgMBoYOHcrEiROpV69eoMPTaIrl55+Vdz4oGc+zz6qK/9lA2tF0lv28mlW/rSPzRBYIqN+8Lp37tmXrimTW/L6h1HP0ueNSul7dMe/x/uSD/PbJn2xfneIjN6lcqxLdr+9SpmFR5eWvr/9jyXfLyErz1UfH1axE79suodkFjYp9rZSSGU98yu4t+0q8RqXqMdz72u1lnpJabKzfLGXBh38UOZ6ybhf2XAdul1tV0oGwAsmldEuyCjTRhkeFIqUkNMKap4MHlWRLz2d/TaXWsBAe+98IWheSVH341Bckrd7BjvW7seXYlQWkzan88F1K9uOV7hjNJgwGNcnWnpvfkxASasEcom4qhEHQsG2DPJvK9r1ac80Dffhs8tdsWbYde66DXZv2FOtVH105khrx1eh2TSeuGNaz7G/waWbXpj38++NKtizdpmIVkHE8CyHw20eRk5nL8YOpZJ7IomrdysRWi8YaHkKbHi248NrORFc+u/X3J+uDrxP8clLqoKs1a2DsWPjrL+X3VvnsHKygOX84ePAgkydP5r333sPpdGKxWLj33nsZO3YsVaoUtRvTaAJNTg68/TZMnao0+gBXX62GZzUvuyz9jJO0ZgefP/ut3ymeToeTgzuPUDOhGgZDyZvr0ZWjGDnz3iIuPccPnmD35n24XW4q1YilfvOK0TT99N6vLJ1bwrBHAdc+1M9HTlSY7IwcPp00hz1b9/t9Pq5GLLdMHEil6rGnGi72XDsznvyMAymHfI7vSzqYJxXKyczFZDL67Ia43e48+ZPBIAiNDKVyrUpUqR2HPcfO7i37sHsccABMFiPhUWHkZuUipWocjakaRb1mtXno3bt8vl/HDpzguaFvkHo4ncwTmWSmZmEwGvMq+VJKcrNtyj1Gkre7YDAZyMnIQUolP7KGWShYoo9vXQ9LiBkEjHj1dmrEVyP9eAbvP/4pW5Zt9/GOL0hIqJm6TWurxmKjgZEz7yWqkn+N+5nC6XBiy7ZhtlrIzcpl5pOfFdtQDNCsa2O6X9sZg9FA5dpx6n04B9AJ/hmizJNs9+2DWh6LKbtdVfJvuQWGDgXT+bdVpAl+UlJSeOqpp5g1axZSSiIiIhg5ciSPPvooUVFndwVEc26SmgovvQSvvqpcdoSA++6DN98MdGRFObznKNNGfoQj178jzPGDqRzefZTI2HBqlcHB5NaJg0hse/plN6WxbWUyn0ycU+o6o8nAYx/c57fi6sXlcrFlaRLL5q1if/JBXC43VetUpuMVbWh1cbNT0t4XJjsjhy9f/J7kNTvzjmWlZ7Nny36EQRBbLZr0Yxk+E4CllHk7FN5kvXajmnkymaz0bPZuPZAnaQmPDqNO45q+FxZw45jraNq5oU8sr941jTV/5MsiHTaHuvETyknHYrV4rp+Fy+nGEmLGGm7Nm7zrtDkxWYwUFuQntq2PyWyi7/DL6NI/v+/i6L5jjO4zhbQj6T6yNiEgslIk1epVzvP4B+h5Y3d6DO5Wvje5gslKz+aPz5ew5o/12ApYvsbVrESXqzrQqU/bCremDQQnm+DrTLOiqJXvH8sXX8CiRerjxRdVmemaa/w24mg0gSI+Pp5PP/2UUaNGMWbMGObNm8fEiRN5++23GTNmDPfeey9W6/nnwqEJXmJiYPJkuP9+eOYZmD5d+eoHI39/vbTY5B5UggeQcSILW7bNZ+KpP1L9uKacCZbOXVWmdS6nm5UL1nLxwOKn/hqNRpp3bUzzro1PV3jFEhYZym2TBnMg5RArf13HiYOpGEyqUTMnIwejSbnJHN59lMwTmUiPpt5kMiKRVK0TR9V6VXw08OFRYdRMrM6BlIO4XbKIq4vRbGTAA319knt7rp2PnprNviTfQV/mEDNGsxGnTU1qFUIQGmElKi6S7PQchEHgdrkQBkFIqJXoypHYsu0+A6JCQi3USqxBjyEXFnlPczJzqV6/KnE1K5F5Igu3y43RZCAiNtyvPn3vNv87K4EkPCqMK+/uRe9bL2bXpr04bA4iK0VQu1FNcjJz+ef75ezZsg+Xy02V2nG0792auBqnvgN0tqIr+OWkzBX8grhcMGuWmuCyc6c61qkTPPcc9OhRIXFqNKfKX3/9xejRo1myZAkAderUYeLEiQwdOhST3oXSBCEpKSrBj/TkWR98oH7lPvYYBHITKicrlxdufavIsJ6CHN5zlOMHUgGIrRbtdxpnQa575ErqNa/Dro17cDldxFSNJr5VvQqtYDrsDibd8HKx03sLU71BVe57fViFxXM6yM22MWvK1+xYvzvvmNPhJCstG5dLVc5NZpOPZ3thXE4Xtlw7iW0aYMuyYQ0PoVnXxrTv1arI5OAl3y3jlw9+J+1oRhHJUEGEgGr1q3Ig5RBZadmEhFmK7GiEhFmoWicOp92FBC6/vQdX3tXL7/l2bd7LjCc+LcM7oqhapzIdrmiDlJJq9apU+M/WqbBo9hIWz/m36L8vAS26NWXAQ33ParmOluicIU4qwfdit6sS0zPPwOHD6tgdd8CMGac3SI3mNCGlZO7cuYwZM4b169cD0LRpU6ZMmcI111wTtL/wNRqbDerXh4MHIS5ODdAaMQICsQl1IOUQ7zz8vxLXZKVl5+nRw6JCqdukVrFr7bl2GraLZ9fmvT7Jdmy1GLoN6ETnvu1OS9yFyUzN4vlbyq5/iqkSxciZIyokltOJlJJtK5JZNm81e7btQ7ollWvF0fGKNrS8qCm/z/qbv79ZWuzrLaEWbp04qMTvmfc6r98znWMHTuB2uUlas7PIZFvvOnuuHUeuQ1Xu3RKzxZQ3ibcgoRFW6jWrTd0mtbht8uBiZU1ZaVm8cNvbfq9XkMwTWRzZd4ywqDCq1c3vIYyrEcslg7vRpkeLEl9/pvn1k8X8OeffEtc0aFmXWycOKvLenS2cbIIfVDaZQojaQogPhBD7hRA2IcROIcRrQogy77F4XiOL+ThY+hkqEItF7SUnJ6t95agouOii/Of1zZYmyBBCcOWVV7JmzRo+/fRTGjRowObNm7n22mvzpuVqNMFISAjMmQMXXgjHjsHIkdCokarqO4Nwan1YVKjfSaeFUY4haezatLdIJf3EoVR+mraAudN/rZAYQ8IsyhKyjISeQU/1U0EIQeOOiQydcANjPnuYsZ8/wt0v3UK7y1phtpi5/LYeXH1/n7yhTPkvhEYdEhj+/M2lJvegZFVH9x/HYXPgtDuJiosossbldJGdnoMt2+4ZbqXsUA1GA7lZueRm2yj4jc/JzKVqvSoMfXpgiT0L4dHhPlIhf6QdTWdf0gFs2XZiq/pueR07cIKvX/2Jv0q40TnTHDtwgj+/Kjm5B9ixfjdrF51/NtBBs88uhEgA/gGqAt8DW4BOwEPAFUKIblLKY2U8XRrwmp/jZZusUdFERCinnXvuUSJSL2PGqL9ETz0FtWsHLDyNpjAGg4GbbrqJG264gRkzZjBp0iSWLVvGpZdeymWXXcazzz5Lhw7BM0hHowGV3P/5p7LVHD0a1q1Tm6Yvvqg89M/UTMK4mrFYQi1+3XO8CCGoVq8Ke7ftL9YWUrolh3Ypp52S+O+nldRrXocW3U7vcB+zxUzjjolsWbq9TOvPpeFCHXq3pn2vVuzcuIcTh9IwGg3UbVab2KrRZXq9PdfOfz8sZ8f63Xk2l0Iopx7plhhNRtxuN7lZNs+EXZXEG01GLKHKf99sMeOwOwFBREwY5hAzMVWjqV6vSpmsRC+87gK2LNvu1ybTYXNwcMcRpITIShFYrBa/51jw0R8ktK5XZCKvPdeOw+bAGm49Y5XyZfNWlVkutmzeqvNumm0wVfDfQSX3D0opr5FSPiml7Am8CjQGppTjXKlSyqf9fLxUEYGfNHFxYPT8Q0hPh7fegvffV8OyHn8cjvsfT67RBAqLxcKIESNITk5mypQpREVF8dtvv9GxY0cGDhzI1q1bAx2iRuODEMozf/Vq+OwziI9Xv3ZrlV5wPW1YrJYySRvCo8Oo1agG1eP9J/DCIKjeoGqxyVdB/vtxRbnjLAsFnVlKwmQx0b536wqJIVAIIWjQoi7tLm1J60ualzm5z87I4f0nPuWvb5bisDnypuNKKTEYBG6XG7db4sh1qMTek9ybzEas4SF5UkhhEFisZqXPr1eFavWqEBJq4dj+suUKtRvW4IbHrsZoLpqApx5JR0pJeFQoNeKrFn8Smd9oLaVkw9+bmTn6M54Z+ArPDX2TyYNf5atXfmTv9gNliulUSFq9o8xr9yUdJCez9InP5xJBkeALIeKB3sBO4O1CT08AsoChQoji/bbOdqKiYMUKuOEGyM1VJab4eOW4k5UV6Og0Gh/Cw8MZM2YMKSkpjBo1CqvVypw5c2jevDnDhw9n7969gQ5Ro/HBYIAbb4TNm+GHH/JrK3v3wpVXql+/FcWBHYeQUnLiUCpH9x3HVkIl/+IbujLui4e59uF+NL2gEfGt6tGye1NuHn89TTo3LPPQp12b9pJ29PQ77cS3qkf360qeKiYMguseuZLwqLDTfv2zkS+e+5Y9W/dz/EAqthw7WenZno8c7LkOTGYTBgMYTAas4SF5VfCQsBC/fU5S4uNn7x1sVRaad23M/W8M44Ir2/s0DrtdbmokVKN245qlzmFY//dmXE4XXzz3HbNf+J6dG/fkPee0O1m7aCPvPfYR//10Er2K5aCkpnV/OMq5/mwnKBJ8wDsybYGU0mfvSEqZASwBwoCyzioMEULcLIQYI4R4SAjRQwgR/N0VjRvDl1+qvzS9e0NaGowbBwkJ+U25Gk0QERcXxwsvvMD27dsZPnw4ADNmzCAxMZFRo0Zx7FhZVXUazZnBYlG1Ey/PPw9z50LHjqq+cjo3oY7uP877j3/COw/9j+U/r8YaYSX1cBo71u9m95Z9edaYXlpd3Jz+9/TGbDHTtmdLbhxzLbdPHsLAUVfTuGMi2YWmxpZG4Smzp4vet17Clff0Jqpy0UFI1RtUZehTN5x2edDZyt5t+9n833Z2bdzDsQMnMJmNec710i2x5zrIzszBaXfhcrgwmU2YLGrgVUlSF6XFV9RuXL7tqMq14uh3Vy/GzHqYMZ8/zFNfjaRes9pEx0WWyTjBketg7vRf2fRvCf9YJMx9/1e2LCubnOtkKGxLWhImi4mws6Qn5HQRLBp8r2HrtmKe346q8DcCFpbhfNWBTwod2yGEuF1KubgsAQkhirv1rPjfWu3bK4Ho778r4WhcHFQtsGWmDHorPAyNpqzUrl2b6dOn89hjjzF+/Hi+/PJLXnrpJaZPn86oUaN4+OGHiYgo2lCm0QSaiRMhLAzeeAO++gq+/RZuvx0mTDi1VqhjB04w44lPfZLs0HArDVrVI/1oOmlHMtiXdJBGHRJo0jGRTv3aUa9pyRcszRv/VNeXh85929HxijZsX5nC0X3HEQZBncY1qVPOZPNc598fV7B3236cDjVAy2A0YgkLwZ5ty5OPS7fE5nks3RKL1Ux0lSjSjmSUfgEBnfq2PanYhBCEhitbKWtYiI+nfmnXXPXbutLXSVj85b806VRyc+/J0vbSlj67ByXRsntTv37/5zLBUsH3CtnSinneezymDOf6H3ApKskPB1oC7wH1gZ+FEGePKLBnT/jvP+Wh72XFCmjbFn76SbvuaIKORo0aMXv2bFasWEHv3r1JT09n/PjxJCQk8NZbb2G3Fy9N0GgCQaVKqoqflAR3362OzZgBiYnKcedk+eHtX/xW0I1GNVypfos61G9eh8Q2DbjhsatKTe4BGndKLPP1q9SpXOFDfgwGA407JtLtmk50vaqjTu79sOnfbXnJvRezxYQ1wupbzQeQksi4COo1q02V2nEYzQbVhOvnb31IqOrD6HRFWyoXdvc5CZp2KfuwsciYCL+Nuv7Yu20/B3dWjAKh5UVNiaxUeuHIYDSUuXfkXCJYEvzS8Pk3UBJSyolSyt+llIeklNlSyg1SynuAV4BQ4OmyXFBK2d7fB8rd58whhK/Tzuuvw9q10L8/dO8Of/99RsPRaMpC+/btmT9/Pr///judO3fm8OHDPPDAAzRu3JhPPvkEl8tV+kk0mjNIrVowbRps2gSDBoHDoWopJ8ORvcdIWberTGu3LNtO+rEyVGqBtj1bEBJWeoMtQOd+FeOFrykfh3Ye8XvcaDJiDbcSFhVGWISVsEgr1ggrsdWiSTuWwe5N+3DYnORm5SrbzBw7brdKqoWAmKpRdLi8Df3u9j/Yqrx07tcuP9Mqhbja5buhOLqvYgxDzBYzN4+/ntDI4odbCIPg6vv7UKOYxvVzmWBJ8L0V+uJa0qMKrTsZpnk+X1TiqmDn/ffhlVegcmVYskQl+VdeqZJ+jSbI6NGjB//++y/ffvstTZs2ZefOndxyyy20adOGH3/80W9lSqMJJI0awRdfqHElBRP8oUPhzTfVAK3S2LIsqczXc7vcbF1etvUWq4UBD/Yr1Ys+oU19Olx+9mxW+8PldLF1RTLL569h7aKNZJwo2eXa6XByYMch9iUdICu9YnoPTopSkmZhEBhMRgxGIyaLicN7jnJkzzHsNgcGg4GwyFBCwixItxtbtg2D0UDzbk0YOeNerr7vimIbYg+kHGLLsu0krdmBPbf0ndO4GrH0uePSUtdddH2Xcu8MGcoxO6G81Eyozt0v3Uq7y1phshSQ4Aho2C6e258ZTLtLW1bY9YOZYBEkeTs1GhXzvFfAVZxGvyx494jObiceqxUeeUSZOb/yCrz8suoQmzdP7SsPC+6x4JrzDyEE11xzDf379+eTTz5hwoQJbNiwgauuuoquXbvy3HPP0b1790CHqdH4UL9+/v8vXQqffqo+XnkFJk1SjjzGYnogbdll1DJ715fgqlOY5l0bc+OYa5k7/TdSD/vWvIxmI+0ubUXf4ZdiLC64IMftdvPXV/+xdN4qMo7nJ/VGk4EmnRtx+e09fOwpM1Oz+PvbZaz6bS05GbmAkmQ07dyQbgM6BVw2VKl6DEf3Hi9DMUOChKq1K7Mv6WCBibNCNd569ONRcRGMeO02qtSu7Pcsq39fzz/fLfeRxYSEWWh9SQt6DulGeHTxKVDXqzoSGmFl4ad/FXFgCo8J4+IbutKlfwdW/rqWlQvKVlQUBkGthjXKtPZkiasRy4AH+3LFsB4c3HkEt8tNpRqxZbYxPVcRwVBB8wy5SkLZZCYUdNIRQkQCB1C7DVWklCflGSmEuBz4BdgspWx2CrGubNeuXbuVKyvW/qnMHDmirDQ/+gg2boSaNdVxt1v5wmk0QYbNZmPatGlMmTKFI0fU9nXfvn2ZOnUqrVuf3VVHzbmJlMpac8wYJeEBaNFC/ert37+o58G/P65g3vu/lfn81z7cj7Y9y1dllFKybWUKO9bvxuVwElsthtY9mp/V1pRSSma/8D0blxSvhI2IDeeOZ2+ics1KHDtwgv+N/bxYO1CD0cC1D/ej9cXNKyrkUvlg7CyW/7KmTDKV0Agr9ZrVxmF3kno4jbSjGTgdTgQQFhVGbNVowmPCuHBAZ64Y1rPI6+fNWMi/Pywv9vwxVaO587mbiK4cVewaUDdZ21Yksz/5EEhJ1bqVaXpBozxXH4fdwQu3vlWmptwmnRpy07jrSl2nKZ727duzatWqVR6ZeJkJigxQSpkMLEA1wt5X6OmJqKr7x97kXghhFkI08dwY5CGEaC6EKCIOE0LUA97yPPz0NIcfWKpUgddegz178pN7pxM6d1bTclNTAxmdRlOEkJAQHnroIZKTk5k4cSIRERHMmzePNm3acNNNN5GcnBzoEDUaH4SAq69Wk3A//BDq1YMNG9SxXr2K+h0079YYo6lsf17NVjNNOpffZUQIQeMOCVxxew/63dWLrld3PKuTe1ATeEtK7gEyT2Qx+/nvcLvdfDppTole/26Xm29fn8uBlEOnO9Qy06lvOyrXqkTlmrHFmt+FhFqwhofkSV/MFhNVaseR2KY+jTsk0LhjInUa1yQiNhwhBKsWrivSx7R20cYSk3uA1MNpfPHcd6XGbDAYaNKpIT2HXEjPG7vT4sKmPpadZouZnjeWvutqtprpeeOFpa7TVAxBkeB7GIGS0bwhhPhOCPGsEOJ34BGUNGdsgbW1gM0Utcy8AdgvhPhZCPGOEOJ5IcRXqMbYRGAeEFzTbE8XBS0I//hDue1MnaoMn198EXLOrwlumuAnMjKSp556ipSUFB555BEsFguzZs2iSZMmjBgxggMHKn4SokZTHoxGuPVW5ZX/+uuqvtK+fdEKflSlSJqV0ZWkzSUt8qwKz2eklCwt42CkgzsOs2j2kjJVxV1ON//+UHSKmZSSpDU7+PXjxfw8cyH//LDcR7u/Z+s+fp65kG9em8u8GQvZtfnkhvc1vaAh9VvUpXLtOOJb1SOuZiyhEVasYSFExoZTu2EN6reoQ0R0GOExRW/Q/PnS52Tk5smRvPzzfcnJvZe92/azZ+u+k/paCtKlfwd63XJxsT0G1ggrQ8dff142twYLQSHR8SKEqANMAq4A4lDSnO+AiVLK4wXW1Qd2ALuklPULHL8YuAdoS75NZiqwBuWL/4k8xS846CQ6xfHff8pDf9Ei9bhmTWXsfPvtYDYHNDSNxh+7d+9mwoQJfPzxx7jdbkJDQ3n44Yd5/PHHiSnoJKXRBAkZGap6H+VRPHz0kRphMmkS1Kqew4wnP+Pw7qPFvr5WwxoMmzIEi7VszjjnMnu3H+C9kR9VyLlNFhOjP30w731OWrODn6b9yrH9vjcIRrORhm3jST2SxsEdRa0dqzeoyg2PXUXVOv7178WRm23ji+e+JXnNTr/PN2qfwNF9xzh+MLXM5xz92UN5g5sO7z7Cm/fPLPNrO/VpS/97Ly/z+pI4cSiVZT+vZuvyZBy5diJiI2jTozlterYgJLTi5jCcT5ysRCeoEvyzgbMmwQf1l+fXX1Wiv2qVOnbRRbC4TLO+NJqAsGnTJsaNG8e3334LQGxsLE8++ST3338/YWFntwRBc+7idkOTJrB9O5hMcOed8NjIXDYuWMyaRRtw5OZPrbWGh9D20lZcdnN3ndx72Lo8iU+f+arM69OPZvidpFscD793N3E1Ytm6PIlZU78p0MSajz3Xzq5N+7CGWajdqKZft6LQSCvDnx9Kldpxfq9jy7FxIOUwbpeb2OoxPo2euzbtYdnPazi08zBCCKo3qErHPm2p26QW37w+l9UL15fpa4mrWYmHp92V9zhpzQ4+emp2mV4LWhd/tnGyCX6wuOhoKgIhoHdvuOwyNaJx3DgYPDj/eadT7TnrqbiaIKJZs2Z88803LF26lNGjR/PHH3/wxBNP8PrrrzNhwgRuv/12zHoXShNkGAzw229qMu6HHypP/Y8+svLgg5fz0KuXcGznDnIycwmLDKVh+3gsIfpnuCDlnbprCilf+mK2mHDYHXz92k9+k3uAQ7uO4nK6yErP4cThNCpVjymyJicjl5+mLeD2yUN8jqcdTWfxl//63swJSGhVnwuv60ximwbUa1aHes3q+L12p77typzgd+rjO6DBXM6fJXM53zvN2UkwafA1FYXBAAMHKpedO+/MP/7MM/nTcjWaIKNz584sXLiQBQsW0K5dO/bv38/dd99Ns2bNmD17dt7QF40mWKhbF2bOVA24116rWp+efx6atQjBEdaEjpe3oXnXxjq590OdxjX9atCLo8WFTcu8Nq5mJSIrRbD+ry1FtOte7LkOsgto8FMPpxVrbZmybhdH9h7Le3xk7zGmjfyI5b+s9tmpQULy2p18NGE2S+etKjHG2g1r0Oqi0g3+qtSpTPverXyO1UqsTlhUaKmv9dKwfXyZ12rOXnSCfz5hNufr7x0OVWZatAi6dIEBA/L93zSaIEEIQa9evVi+fDlffvklDRs2JCkpicGDB9O+fXt++eUXPSxLE3Q0bQpff63883v0gLg4ZavpRf/IFsVoMtKhd5syrY2uHMVVIy4v8+TVTn3aIoRg83/Fj9LJSsvy+b7Ycx0lDojatkK5fblcLj6dNIfMEyU4eEv46b0FpTbqXvtwvxKT/Brx1bjtmUFFtO0ms4n2vcpmMRwaaaVl97LfHGnOXnSCf75iNqvpt2PGQFgYfPcdtGwJt90Gu8o2Yl2jOVMYDAZuuOEGNm7cyPTp06lZsyZr1qyhT58+edNyNZpgo1MnWLgQ/v03v7Zy+LBy3vniC6Xb1+Rz0fUXUCuxeolrTBYT1z16JXE1Yul+7QWlnrNGfLW8qb4lDSBzu4redfk75sXuqdRvWZpUtuZYiV83n4IYTUZueOwq7n31Ntr3ak3VupWpXKsSTTo15OanbuDeV28jqpL/voPu119QbF9AHgKuGnFF3tAszbmNTvDPZ2Ji1KSW5GQYMUJJeT76SM1q31KyF7FGEwjMZjPDhw8nKSmJF154gdjYWBYvXkzXrl25+uqr2bBhQ6BD1Gh8EELZaXqZNg1Wr4YhQ1Si//PPuqLvxWK1cNvkIbTs3hSDsWh6UqVOZW6bNIgGLeoC0OuWi7nohi5+1wLUb1GX254ZnNfIHFbCnACTuejk34Le74WJ8MiJyqqbB9iydBs5Wf4lQgWpmVCdax7owwNv3clD797FTeOuo3GHBL+WmV5Cw63c8eyNJLSu7/f58OgwBj8xgBbdmpQ5Xs3ZjXbRKSdnlYtOeUlOVlaa+/bB77/nN9/a7WDRTg+a4CM1NZWXXnqJV199lezsbIQQDB06lIkTJ1K/fv1Ah6fRFMHpVOrIp59Wv2pBmZs9+yx07RrIyIKL9GMZrF20kYzjmZgsJhq2j89L7IusPZ7Bivlr2b1pLy6Xm7gasbTv3Yo6jWv5rNv03zY+n/qN33O4nC6S1+zE7VY5kTU8hPrN/TfEmiwmRv3vPsIiQ3n7oQ/8WmoWx0PvDqdyrVIq7afIoV1HWL1wPWlHMzBbTCS2a0Dzro1LvGHRBC/aJvMMcU4n+F4KJvQbN6pG3CefhHvvBaseyKIJPg4ePMjkyZOZPn06DocDs9nMvffey9ixY6latWqgw9NoipCTA2+/rRL74x479vHjlYe+pmJwu928OnwaqUf8T789uPMIqYfTACXtiS7GhrN979Zcc38fAN5//BN2byn74KiRM+8lpkp06Qs1Gg8nm+BriY6mKAWr9bNmKdHoo48q6c7//qdKUBpNEFG9enXeeusttmzZws0334zT6eSNN94gPj6ep556ivT04sfZazSBIDQUHnsMUlKUg3F4OFxeYPaQrr2dfgwGA0PGXIs13L8lZ9W6cYRFWomuEpWX3DsdTo4fTOXw7qMc2XuMmKpR9L3z0rzXJLSpX+brV65VqdTk3m5zsHz+Gj6aMJtpIz/i46e/ZNXC9TjsjhJfp9EURlfwy8l5UcEviJQwd65qxl3v0Ro2baq0+9dcoz30NUHJunXrGDt2LD/99BMAcXFxjBkzhhEjRmDVu1CaICQ1VbVFeRk0CKpVg7Fj1WfN6ePwnqPM/98fbFuZDAVSoKjKkXS6oi32XAfLfl5FyrrdZBzPQEqlx4+pEkVcrVhqJdbgqhGXU7tRTdKPZ/DyHe8W661fkL7DL6NL/w7FPr91RTJfvfIjuZlFdfphUaEMevwa4lvVO6mvWXP2oiU6Z4jzLsH34nbD55/DU0+pkhMovf7TTwc0LI2mJJYsWcKTTz7J33//DUDt2rWZOHEit9xyCyaTdpLQBCcpKdCwofq1Gx4Ojzyiqv3RWtlxWjlxOI0d63fjcjiJrhJFYtsGGAwG7DYHM0d/xvaVKbicLowmI6GRoRgKTLY1h5i4ffIQ6jSuxZ9f/cuvH5c8Ib52o5oMmzoEs8X/DISUdbv4+OnZuJzF3yiYLOqadZvUKnaN5txDS3Q0FYvBADfdBJs3K+Fo3bpw6635z+fkBC42jaYYunXrxp9//sncuXNp1aoVe/fu5Y477qBly5Z8/fXX2kNfE5TEx8OaNdC/P2RlweTJ6tjLL0Nu6SYsmjISWzWadpe2pOMVbWnUPgGDQaVEi7/8h/1JBwmPDiMqLpLw6DCf5B7AYXPy1cs/IqXkouu7cMWwnsVOiG3cMZFbJg4sNrkH+HnGwhKTewCn3cn8D34v51epOV/RCb6mfFgsylIzJQUaNFDH3G7o3h1uuAG2bg1sfBpNIYQQ9O3bl9WrVzNr1izi4+PZsmUL119/fd60XI0m2GjZEn74Af7+W/16PX5cVfGbNwdb8XbumlPE5XSx8te1ZVp7/GAq21epHe1u13Ri1If30+fOS2netTFNOjWky1UdeeDtO7l5/PWEhhcvDdy1eS8Hd5bNiWf3ln0c2HGoTGs15zc6wdecHMYCdlsbNii3na++Un99hg+HvSVP7NNozjQGg4EhQ4awefNm3nnnHapXr87y5cu57LLL6NWrFytWlDyERqMJBN26weLFMG8etG4NfftCiKdHVErdjHu62b1lH1mp2WVev+nf/Om4oeFWul7VkcFPDuCmcdfR985LqVqncqnn2LlhT7liLO96zfmJTvA1p06rVpCUpBJ7gBkzIDERRo2CY8cCG5tGUwiLxcK9995LUlISU6ZMITo6mt9++42OHTtyww03sEUPedMEGUJAnz6wahU8/3z+8Tlz1LTc334LXGznGiVNu/VHbtapb6e4HOVzpnM5Xad8Tc25j07wNaeHWrVg+nTYtAkGDlR7yC+9pP76uPQvI03wER4ezpgxY0hJSeHxxx/HarXy1Vdf0bx5c+6880727NFVMk1wYTBAWIFhrG+/DStWQK9ecNllsHx54GI7Vyhp2q0/wqPLt94fsdVjyre+WvnWa85PdIKvOb00agSzZ6u/Or17K72+V85js2nxqCboqFSpEs8//zxJSUncfffdCCGYOXMmDRs25LHHHuOY3oXSBCnz5qlBWTExsHChqqdcfz3oTaiTp07jmsRUiSrz+lYXNzvlazbv1qRYb/7ChMeE0aRT4ilfU3PuoxN8TcXQvj3Mn6/83by8/rry0P/0U13V1wQdtWrVYtq0aWzatIlBgwZhs9l4+eWXiY+PZ/LkyWRmZgY6RI3Gh/BwNWQ8JUV9Dg2Fr79WrVC//BLo6M5OhBB0vrJsboTVG1SlXtPap3xNS4iZTn3blWltl/4dMZqMpS/UnPfoBF9TsXhsx5ASfvwRduyAoUOhTRv1WHeIaYKMRo0a8cUXX7By5Uouv/xy0tPTGT9+PAkJCbz55pvY9C6UJsiIjVWV/KQkuOceqFcPLr44/3k9fLx8dL26I006NSxxTXh0GIMev/q0XfPSm7rT4sKmJa5p27MlF11/wWm7pubcRif4mjODELBoEfzvf8pDf8MGuOoquPBC+OuvQEen0RShXbt2/PLLL/zxxx9ccMEFHD58mAcffJAmTZrwySef4NK7UJogo2ZNePdd1QoVGqqOpaaqoVnPPAN6E6psGAwGBo++hksGdSMsKtT3OaOBZl0ac9eLQ6lcK+60XnPgqKsY8FA/aiVW93mubpNa3PDYVVz7cD+Enh6vKSN6km05OW8n2Z5ObDaYNk1Nbzl6VB1bvBguuiiwcWk0xSCl5IcffmDMmDFs2rQJgBYtWjBlyhT69++v/+hqgpb//Q+GDVP/X6UKjBsHd9+db7WpKRmnw8m2lSlkHM/EbDGR2LYBUXGRFX7d1CNp5GbZCI2wEl257D0BmnOPk51kqxP8cqIT/NNIRga88gr8+afyefMmSSdOqD1njSbIcLlcfPrpp0yYMIFdu3YB0KVLF5599lkuLqiJ0GiCiMWLYfRo+Pdf9bhePZg4EW6+2XekiUajCT5ONsHXEh1N4IiMhAkTfJP75GRluTliBBw4ENj4NJpCGI1Gbr31VrZu3crrr79OlSpV+Pfff7nkkkvo06cPq1evDnSIGk0RLr4YliyB779XDbi7dsFtt8GttwY6Mo1GU1HoBF8TeArKG37/XUl43n0XEhJgzBglItVogoiQkBAefPBBkpOTmThxIpGRkfzyyy+0a9eOIUOGkJSUFOgQNRofhFBtT2vXwkcfqSr+bbflP697xzWacwud4GuCi+HDYf16GDAAcnKUNUR8PLzwAmSXfXy4RnMmiIyM5KmnniIlJYVHH32UkJAQvvjiC5o2bcq9997L/v37Ax2iRuOD0Qi33ALbtqnhWF6GDVPTcvUmlEZzbqATfE3w0awZfPMN/Pcf9OihNPlPPAEPPRToyDQav1SuXJmXX36Zbdu2MWzYMNxuN9OmTSMxMZEnn3ySEydOBDpEjcYHiyX//48fh7lzlXd+u3YweDBs3x642DQazamjE3xN8NK5sxrPuGCB+v9HH81/7sgRcLsDF5tG44e6desyc+ZMNmzYwLXXXktOTg7PP/888fHxPPfcc2TrXShNEFKpkvLQf/RR5a4ze7aaSXjPPaA3oTSasxOd4GuCGyGgVy9VzW/qGQIiJVxzjZqW+8sveliWJuho2rQpX3/9NUuXLqVnz56kpqYyevRoEhMTmTZtGg6HI9AhajQ+VK4ML7+sKvfDhqlfq++9B40bq01UjUZzdqETfM3Zx759ygZizRolGu3RI9//TaMJIjp16sTChQtZsGAB7du358CBA9x77700bdqUzz//HLfehdIEGXXqwMyZsHEjXHcdDBqU71ospWqN0mg0wY9O8DVnH7VrqzLTiy+qveXFi6FrV7j6ajUhV6MJMnr16sXy5cuZM2cOjRo1Ijk5mRtvvJF27drx888/o+eRaIKNJk3gq69UFd/L3LnK8+Cdd8BuD1xsGo2mdHSCrzk7CQ2Fxx6DlBQYOxbCwuCHH6B7d+22owlKhBBcf/31bNy4kRkzZlCrVi3Wrl1L3759ueSSS/jnn38CHaJGU4SCg7DmzIGDB+G++5RictYs3Qql0QQrOsHXnN1ER8PkyWpA1v33K7edsDD1nN0Ohw8HNj6NphAmk4k77riD7du389JLL1GpUiX+/PNPunXrxtVXX80GvQulCVI+/FBV9Rs3VrWVm25Srjvz5ulWKI0m2NAJvubcoHp1ePNNePLJ/GPTp6v95KeegrS0wMWm0fghNDSUkSNHkpKSwvjx4wkPD+eHH36gVatW3HLLLezYsSPQIWo0PgihdPkbNiidfu3aanBWv37wwQeBjk6j0RREJ/iac5fVqyErC555Rk3FfeUVyM0NdFQajQ/R0dFMmjSJ5ORkHnjgAUwmE5988gmNGzfmwQcf5NChQ4EOUaPxwWRSTjvbt8NLLym5zsCB+c9nZAQuNo1Go9AJvubcZeZM+OsvuPBCOHYMRo6Ehg3Vcacz0NFpND5Uq1aNN954g61btzJ06FCcTidvvvkmCQkJjB8/njS9C6UJMqxW9Wt1wwaIjFTHMjOVhGfoUNCbUBpN4NAJvubc5sIL4c8/lf1Dq1awdy/ceaealKvRBCENGjTg448/Zu3atfTv35+srCwmT55MfHw8L7/8Mrl6F0oTZBgKZBL//ANHj8Knn6pE//77VWOuRqM5s+gEX3PuIwT07askO599Bv37KyGpl+TkwMWm0RRDy5Yt+eGHH1iyZAndu3fn+PHjPPbYYzRs2JCZM2fi1LtQmiCkd2/Ytg1uuUVtlL79tlJIjhunW6E0mjOJTvA15w8GA9x4o7LT9Hq/7dkDzZurabnLlwc2Po3GD127dmXx4sXMmzePNm3asHfvXu68805atGjB119/rT30NUFH/frw0Uewbh1cdZVyLp4yRdVWNBrNmUEn+Jrzmw0blJD0t9+gUye4/nrYsiXQUWk0Pggh6NOnDytXruTzzz8nISGBrVu3cv3119O5c2cWLlwY6BA1miK0aAHff69kOxddpPT6XtLTdSuURlOR6ARfc37Tp48ydH78cZXof/21qujfeaeq7ms0QYTBYGDw4MFs3ryZd955h+rVq7N8+XIuu+wyLrvsMpbrXShNENKlCyxapKr5XkaOVL9q58zRw7I0mopAJ/gaTaVK8PzzkJQEd92lNPszZ6ruMI0mCDGbzdx7770kJSXx7LPPEh0dzcKFC+nUqRPXXXcdmzdvDnSIGo0PQqgPAJsN/v5bafUHDlSbpwsW6GFZGs3pRCf4Go2XWrXgvfdg82YYNAiefjr/ud27lf+bRhNEhIeH8+STT5KSksITTzyB1Wrlm2++oUWLFtxxxx3s3r070CFqNEUICVH6/GnToEYNWLkSLr8cLr0Uli4NdHQazbmBTvA1msI0bAhffAFt2+Yfu/NOZQXx5puq/KTRBBGVKlXiueeeIzk5mXvuuQeDwcAHH3xAo0aNGDlyJEePHg10iBqND2Yz3H232jh97jmIiYE//lBynpSUQEen0Zz96ARfoymNjAz1cfgwPPggNGkCH38MLlegI9NofKhZsybvvvsumzdvZsiQIdhsNl555RXi4+OZNGkSGXrEqCbICAuDJ55QSf2TT8Ltt0N8fP7zepCzRnNy6ARfoymNyEhlA/Hdd9CsGezcCbfeCq1bK8tNLRzVBBmJiYnMmjWLVatW0adPHzIyMpgwYQIJCQm88cYb2PQulCbIiI2FZ59V7U9efv8d6taFRx6BI0cCF5tGczaiE3yNpiwIAVdfrYSjH34I9erBxo0weLD+y6MJWtq2bcu8efNYtGgRXbp04ciRIzz00EM0btyYjz/+GJfehdIEMUuWgN0Or72mqvoTJ6rNVI1GUzo6wddoyoPRqKr3W7fC66+rRtyqVdVzTqe6AdBogoyLL76YJUuW8P3339OiRQt27drFrbfeSuvWrfn+++/1sCxNUDJ+vBpA3rev8jh4+mmV6L/+um6F0mhKI6gSfCFEbSHEB0KI/UIImxBipxDiNSFEbCDOo9EUS0iI0uM//nj+sU8+UbKdIUNU55hGE0QIIbjqqqtYs2YNH3/8MfXr12fjxo1cc801edNyNZpgo00bmDsXFi+Grl3h6FF4+GF48cVAR6bRBDdBk+ALIRKAlcDtwDLgVSAFeAj4VwgRdybPo9GUm8OHwWJRDjxNm8K998L+/YGOSqPxwWg0MnToULZs2cIbb7xBlSpV+O+//7jkkku44oorWLVqVaBD1GiKcNFFyjv/hx+ge3e477785/bu1a1QGk1hgibBB94BqgIPSimvkVI+KaXsiUrQGwNTzvB5NJry8cQTsH27soFwu5XJc2IijB4NJ04EOjqNxoeQkBAeeOABkpOTmTRpEpGRkcyfP5/27dszePBgtm/fHugQNRofhID+/eHPP1VTLkBuLnTrlj8tV6PRKIIiwRdCxAO9gZ3A24WengBkAUOFEOFn4jwazUlTty588AFs2ADXXgs5Ocrk+csvAx2ZRuOXyMhIxo8fT0pKCiNHjiQkJITZs2fTtGlT7r77bvbt2xfoEDWaYtm6VSX5S5dCjx5wxRWgN6E0miBJ8IGens8LpJTugk9IKTOAJUAYcMEZOo9Gc2o0bQpff63+6tx6Kwwblv/cihXgcAQuNo3GD5UrV+all15i+/bt3HHHHUgpmT59OomJiTzxxBMcP3480CFqNEVo3RqSk+GZZyAqCubPh/btlcGZ3oTSnM8ES4Lf2PN5WzHPe/+ZNjpD50EIsdLfB9CktNdqNHl06qRsNc1m9fjwYVVmatoUPv9cSXk0miCiTp06zJgxgw0bNnDdddeRm5vLCy+8QHx8PM8++yxZWVmBDlGj8SEiAsaNU8OyHntMeSDMng1XXaW1+Zrzl2BJ8KM9n9OKed57POYMnUejqRj27YNatVTJ6cYboV07+Pln/VdIE3Q0bdqUr776imXLlnHZZZeRlpbGmDFjSExM5N1338Whd6E0QUZcnHLX2b4d7rxT+eYLoZ47cQL0JpTmfCJYEvzS8PwT5VSzoDKfR0rZ3t8HsOUUY9Ccz7Rtq/T5M2ZA7dqwdq0yeb74YjXVRaMJMjp27Mivv/7Kr7/+SocOHTh48CAjRoygadOmfP7557j1LpQmyKhTB95/HwYOzD82caLy0J86FfQmlOZ8IFgSfG9lPbqY56MKravo82g0FYfJBHfcAdu2wUsvQaVK8NdfMHZsoCPTaIrlsssuY9myZXz11Vc0btyY5ORkbrzxRtq1a8e8efP0sCxN0CKl2jRNS1O/ZhMS4J131JRcjeZcJVgS/K2ez8Vp4xt6PhenrT/d59FoKp7QUBg5UglHx41TbjteUlJg586AhabR+EMIwXXXXceGDRuYOXMmtWvXZu3atfTr1y9vWq5GE2wIAT/+CL/9Bh07wqFDyke/aVP47DPdCqU5NwmWBP8Pz+feQgifmIQQkUA3IAf47wydR6M5c0RHKwuICwqYOz36KDRqpKblHjoUuNg0Gj+YTCaGDRvG9u3beemll4iLi+Ovv/7iwgsv5KqrrmL9+vWBDlGjKcKllypjs6+/hiZNVB3l5pu1rabm3CQoEnwpZTKwAKgP3Ffo6YlAOPCxlDILQAhhFkI08UytPenzaDRBicOhkn6nE958U+0njx+v9pc1miDCarUycuRIUlJSGD9+POHh4fz444+0bt2aoUOHkpKSEugQNRofhFAjStavh5kz4Z57oEOH/Oc3bQpcbBrN6UQEi27Sk6z/g5pC+z2wGegM9EBJarpKKY951tYHdgC7pJT1T/Y8Jxnnynbt2rVbuXLlyZ5Coykb69cr6c4PP6jHlSqpqbj33afkPRpNkHHo0CGmTp2a57JjNpu56667GDduHNWrVw90eBpNifz3n5qI26+fasZt1SrQEWk00L59e1atWrXKY/RSZoKigg951fcOwIeohHwkkAC8AXQpa1J+us6j0QScli3h+++Vu85FFymPtzFj4ODBQEem0filWrVqvP7662zbto1bbrkFp9PJ22+/TUJCAuPGjSNN70Jpgpjt2yE8HObOhTZtlHxHb0JpzlaCpoJ/tqAr+JqAIKUa0bh5MzzyiDrmdqtjV1yRb/as0QQRGzZsYNy4cXz//fcAVKpUidGjR3PfffcRqnehNEHI4cMwZQq8+65SS5pMcNddSiWpN6E0geCsr+BrNJoSEEIl8t7kHmDOHOWh36mTsofQaIKMFi1a8N133/HPP/9w0UUXcfz4cUaNGkXDhg2ZMWMGTqcz0CFqND5UrQqvv65cjG+5BVwuZan5/POBjkyjKR86wddozlaEUCWlFSugVy9lEbFsWaCj0miK0KVLFxYtWsTPP/9MmzZt2LdvH8OHD6d58+bMmTNHD8vSBB3168NHH8G6dWpg1pNP5j+3eTPk5AQsNI2mTOgEX6M5Wxk4UE1vee45iImB33+Hzp3huuvUXyCNJogQQnDFFVewcuVKPv/8cxITE9m2bRsDBw6kU6dO/Prrr3pYliboaNECZs+GatXUY4cDrroKEhNh+nRldqbRBCM6wddozmbCwuCJJ1Qn2JNPKnedb76Bn38OdGQajV8MBgODBw9m06ZNTJs2jRo1arBy5Up69+7NZZddxtKlSwMdokZTLAcOQGQk7N8Pd98NzZrBl1/qYVma4EMn+BrNuUBsLDz7rKroP/44jBiR/9zvv8PRo4GLTaPxg9ls5u677yYpKYnnn3+emJgYfv/9dy644AKuvfZaNmlDck0QUreuUkV+/rmq4m/fDoMGqQm58+crPwSNJhjQCb5Gcy5Ro4bqBrNa1eMTJ5RkJz4eJk2CjIzAxqfRFCIsLIzHH3+clJQURo8eTWhoKN9++y0tW7Zk2LBh7N69O9AhajQ+GAwweLAaijVtGtSsqabh3nkn2O2Bjk6jUegEX6M5SaR0I+1rkTk/qQ/7WqQMsn3a9HQ1uSUjAyZMUFNxX38dbLZAR6bR+BAbG8vUqVNJSkrinnvuwWAw8L///Y+GDRvyyCOPcOTIkUCHqNH4YDYrmU5SErzwgqqthISo51JT9VRcTWDRCb5GcxJI2xJk+lhk1jvI3B/VR9Y7yPQxSNuSQIeXT716MG8eLFqkEv0jR+Dhh6FRI2URoYWjmiCjZs2avPvuu2zevJkhQ4Zgt9t57bXXiI+PZ+LEiWToXShNkBEaCqNGwY035h974QU1q/C222DXroCFpjmP0Qm+RlNOZO58ZPbH4D5e9En3CWT2x8jcX858YCVx8cVqIu7330Pz5rB7N7z1lh6QpQlaEhMTmTVrFqtXr6Zv375kZmby9NNPEx8fz+uvv45N70JpghiHQ0l5PvpI1VMeflgN0dJozhQ6wddoyoF07UPmfFv6upzvkM69ZyCiciCE8ndbu1b91XnllfwEPyUFFi8ObHwajR/atGnD3LlzWbx4MV27duXo0aM8/PDDNGrUiA8//BCXyxXoEDWaIrz4ImzZAkOGKF3+668rheTTTyvlpEZT0egEX6MpD7ZFQFlsEqRnbRBiNKoRjd275x8bNw4uuQT69IHVqwMWmkZTHBdddBF///03P/zwAy1atGD37t3cfvvttGrViu+++0576GuCjoQEmDUL1qyBfv0gMxMmTtTzCDVnBp3gazTlQNrLnvxKx6oKjOQ0IqWS7URGwi+/QLt2yiJi+/ZAR6bR+CCEoH///qxZs4ZPPvmE+vXrs2nTJgYMGECXLl34448/Ah2iRlOE1q3hp5/gzz9h5Ei47LL85xYt0sOyNBWDTvA1mvIgs8qx9iyZZS4EjB2rZDojRyobiNmzoWlTZRFx8GCgI9RofDAajdx8881s2bKFN998k6pVq7J06VJ69uzJ5ZdfzsqVKwMdokZThO7d4aWX8h+vWQM9ekCrVvDtt9pDX3N60Qm+RlMeRHjFrA0GKldWf322b4c77lB/bWbMUH5vGk0QEhISwv33309ycjLPPPMMUVFRLFiwgA4dOjBo0CC2bdsW6BA1mmI5fhwaNIDNm+Haa+GCC9RcQo3mdKATfI2mHAhLh3KsbV+BkVQgdeqoxH7jRnj3XWjSRB2XEj74ALLKsYuh0ZwBIiIiGDduHCkpKTz22GOEhITw5Zdf0qxZM+666y727dsX6BA1miL07Kkacd96C6pVU9r8Sy+F3r3VtFyN5lTQCb5GUx5CLgbKYi0pIOSSCg6mgmnSBO66K//x3Lmqsp+QAO+8o0c2aoKOuLg4XnzxRZKSkhg+fDgA77//PomJiTz++OMcP+7H2lajCSAWC9x3nxqWNXkyREXBr7+q2opGcyroBF+jKQfCWAMROqj0daEDEcYaZyCiM0ilStChAxw6pP4iNW2qLCL0sCxNkFG7dm2mT5/Oxo0buf7668nNzeXFF18kPj6eKVOmkKV3oTRBRkREfivUqFHKTtPL6tWwN8hclzXBj07wNZpyIqw9EOF3gqFa0ScNVRHhdyKsPc98YBVN165qD/mrr6BxY/WX6KaboG1bWLAg0NFpNEVo3Lgxc+bMYfny5fTq1Yu0tDTGjRtHQkICb7/9Nna9C6UJMuLi1BTcOnXUY7cbbr0VEhNV4n/sWGDj05w96ARfozkJhKUjImoiIuJhROj16iPiYUTUJISlY6DDqziEgOuugw0blE6/dm1Yt04bO2uCmg4dOrBgwQJ+++03OnbsyKFDh7j//vtp2rQps2bNwq13oTRBSnq6UkvabMoDIT4epkxRnvoaTUnoBF+jOUmEEAhzU4S1l/owN0WIsujzzwFMJqXH375djWh86KH85+bOVUm/RhNkXHrppSxdupSvv/6aJk2akJKSwk033UTbtm2ZO3euHpalCTpiYuDLL2H5cujVSyX848apiv7bb+tWKE3x6ARfozmDSOkKdAinF6sVHnxQCUhBlZWGDYM2bWDoUCXj0WiCCCEE1157LevXr2fmzJnUqVOHdevWceWVV+ZNy9Vogo0OHZQScuFC6NRJtUJNnKgTfE3x6ARfo6lgpGs/MnsW7tSHkakjcJ+4H5k1A+lMCnRopw/vzoXTCUOGqAr/p5+qveX779fDsjRBh8lkYtiwYWzbto1XXnmFuLg4/v77b7p3707//v1Zp3ehNEFIz57w33/wzTfwxhu+tZW5c/WwLE0+OsHXaCoQaVuETJ+EtC0uMNnWgbQvR2a8iMz+MqDxnXZiYuC112DbNrjlFpXwv/22stYcNw5ycwMdoUbjg9Vq5ZFHHiElJYWnnnqK8PBwfvrpJ9q0acNNN91EcnJyoEPUaHwQAgYMgMGD84+9/jpceaWalvvXX4GLTRM86ARfc94hHVuRub8gc+Yh7auQ0lkx17GvQWZ/ARRfUpG2hcjcXyrk+gGlfn346COlxb/6asjOhu+/B7M50JFpNH6Jiopi4sSJpKSk8NBDD2E2m5k1axZNmjThvvvu48CBA4EOUaMplqpV1TDyJUvgoougXz9YuzbQUWkCiU7wNecN0rEOd9rTyMxXkDnfInO/R2a9h0wbjcz97fRfL/dHSkru89fNR8pzVEjZogV89x3884+a3GI0quN798L776sKv0YTRFStWpXXXnuNrVu3cuutt+J2u3nnnXdITExk7NixpKamBjpEjaYIw4erlqenn1aynXnzlIPxTTfpVqjzFZ3ga84LpH0ZMvMdcPupwsl0ZM4cZPac03c9Zwq4yjiZRGaD/RyfS96lC1x4Yf7jiRPVlNzmzWHOHD0sSxN01K9fnw8//JB169ZxzTXXkJ2dzdSpU4mPj+eFF14gJyen9JNoNGeQyEiYMEEl9A89pDZMZ81Srsaa8w+d4GvOeaQ7A5n1EaVV06XtN6Rj0+m5qKuc2/mu/afnumcLvXsrn7dt22DgQGUL8euvukNME3Q0b96cb7/9ln///ZeLL76YEydO8MQTT5CYmMj06dNxOByBDlGj8aFKlfxWqGeegf7985/79lvQm1DnBzrB15z72P4CyigFsS2qyEhK4Dzxz/dyww2waZOS7dSoAStXqqT/sst0uUkTlFxwwQX88ccf/PLLL7Rt25b9+/dz991307x5c2bPnq2HZWmCjnr1lLeB1+Rs61b1qzc+Xk3Lzc4ObHyaikUn+JpzHulYVY6160+PHt5Yp3zrTeVcfy5gNsM990BSEjz3nHLg+f13rcvXBC1CCC6//HJWrFjBF198QcOGDdm+fTuDBw+mQ4cOzJ8/Xw/L0gQtLpdy2TlxAp54Aho2hOnTQW9CnZvoBF9z7iOzyrHYDdJ2ypcUprpgrF/GxZFgbnfK1zxrCQtTf21SUpRgtE2b/OdefBF27w5YaBqNPwwGA4MGDWLjxo2899571KxZk9WrV3PFFVfkTcvVaIKNZs1UDWX+fGjXDvbvh7vvVse/PMccmzU6wdecD4jwciw2gAg5PZcNvZqy/BMT1n4IYTot1zyriY1VQ7K8LFwIjz+uykyPPAJHjgQuNo3GD2azmbvuuovt27fz/PPPExsbyx9//MEFF1zAgAED2LTpNPX0aDSnCSGUGnL5cpg9W/16TUpSZmeacwud4GvOeUQ5quPC3BIhLKfpus0Q4cMAY/FrrFchrD1Oy/XOOeLjVcJvt6uOsfh45b6TkRHoyDQaH8LCwnj88cdJSUlh9OjRhIWF8d1339GyZUtuv/12du3aFegQNRofDAblb7Bxo5LpTJqU/9zy5WparubsRif4mnOfkO5AGQcshVxyWi8tLB0R0ZMR1j5gqAzCCiIGEXIxImoCIrTfab3eOUWDBkqys3o19O2rZrE//bRK9N99N9DRaTRFiImJYerUqSQlJTFixAgMBgMffvghjRo14uGHH+aI3oXSBBlms/LQT0xUj6WE++5TzsbXXKNuADRnJzrB15zzCEMkIvxWSnOqESG9EOZmFXD9SojQazBET8EQ8zqGmOcRYTcijDVP+7XOSdq0gblz4c8/oWtXOHpU6/I1QU2NGjV4++232bJlCzfddBMOh4PXX3+d+Ph4nn76adLT0wMdokbjF4dDSXjCwtTw8ZYt4bbbQG9CnX3oBF9zXiAsHRER94G/pFpEI0IHIcKuP/OBnQGktCNdh5Cuw0h5FjvUdO8Of/8NP/ygtPlevvtOfWj3Ek2QkZCQwKeffsrq1avp168fmZmZTJw4kYSEBF577TVyc3MDHaJG44PFApMnQ3KyquQbjfDRR9CokRqedeJEoCPUlBWhLb3KhxBiZbt27dqtXLky0KFoThLp2A6uHYAbDNXB3BIhitfJn61I1xGwLUTa/wXpSSREBMLSDaw9EYaYgMZ3WsjNVV1ie/dC587KbvOSSwIdlUbjl7/++ovRo0ezZMkSAOrWrcvTTz/N0KFDMZl0o70m+EhJUdNxP/sMoqPV49jYQEd1ftG+fXtWrVq1SkrZvjyv0xV8zXmHMDdEWHsjrFcgLG3OzeTemYTMmIK0/ZGf3APITKRtPjJ9CtK59/Rf17EdmT0bmfUhMnsO0ply2q/hg8GgLDarVoWlS6FHD7j8cjU4S6MJMrp3785ff/3FTz/9RMuWLdm9ezfDhg2jVatWfPvtt9pDXxN0xMfDJ5/AmjUwY0Z+cp+bC2+/rT5rghOd4Gs05xjSnYbMfBtkTgmL0pGZbyJPg+c/gHTuxZ0+CZn5EtL2O9L+L9L2GzLjedzpU5Gug6flOkWwWOD++9V+8uTJEBUFCxZAhw7KIuLYsYq5rkZzkggh6NevH2vWrOHTTz+lQYMGbN68mWuvvTZvWq5GE2y0agXXXZf/+N131a/eRo3ggw/0fMJgRCf4Gs25hu0vkGWYQS5TwX7qA3mkax8y8yVw7fO/wLULmfES0nX4lK9VLBERMHas2j9+7DGwWmHVKpXwazRBiMFg4KabbmLLli289dZbVKtWjWXLltGzZ0969+7NihUrAh2iRlMsLVqopH/PHrjjDtWM+803uhUqmNAJvkZzjiHtf5d9ra3sa4s9R/askncLAGQG5JyBUYlxcWr67fbtSjRq9tijHj4Mo0fD8eMVH4NGUw4sFgv33XcfSUlJTJ48maioKH799Vc6duzIwIED2bp1a6BD1GiK0KuXcjD+7DMl49myRVX4O3dWXgiawKMTfI3mHEJKJ7jLYXPgPjVfbunaB86ksq11bEC6zpBkpnZt9ZfGy5QpqgE3Ph6mToWsrDMTh0ZTRiIiIhg7diwpKSmMGjUKq9XKnDlzaN68OcOHD2fv3tPfM6PRnAoGA9x4I2zeDO+8A9WrqyFZ+kc1ONAJvkZTDFLmIt1ZZ1njm5HS/P6Lrj8FHOvLsViCc8OpXe9kGTpUlZzS0pSUJyFBdYjZ7YGJR6Mphri4OF544QW2b9/O8OHDAZgxYwaJiYmMGjWKY7qvRBNkWCxw772QlATTpqn2Jy8ffaSq+5ozj07wNUGDdB1E5v6MzP4amftLxWq2i4tB2pG2RbjTJyJTH0KmPYpMG4XM+QbpDn55hxACTAllX29KPLULynImyKepqbfcdOigmm9/+w06doRDh1SHWJMm8OuvgYlJoymB2rVrM336dDZt2sTAgQOx2Wy89NJLxMfHM2XKFDIzMwMdokbjQ3g43H23quwD7NyppuQ2bw533qn0+pozh07wNQFHuo7hzngNmT4BmfMd0rYAmfMtMv0p3BlvIMsjOTmVONwZyIwXkNmfg2t/gScykLnzkemTkI5tZySWU0GEXFL2xeVZ6w9DOZtYRYCbXi+9VNlpfv21Su537FANuhpNkNKoUSNmz57NihUr6N27N+np6YwbN46EhATeeust7HoXShOkhIbC7beDEDBzphpZ8thj2tzsTKETfE1Aka5jyIznwbnZ37Pg3KiSbndqxcYhpbKWdJVQYpA5yKy3ka6jFRrLKWNuC6aGpS4T5jYIc5NTvFZ7oIwDeoQVLG1P7XqnAyHg2mth/XqYPx+6dMl/7qmndIeYJihp37498+fPZ+HChXTq1InDhw/zwAMP0LhxYz799FNcLlegQ9RofKhWDd57DzZtgkGDwGaDl19WrVCTJ4PbHegIz22CJsEXQnQVQswTQhwXQmQLIdYJIR4W5ZhCJISoL4SQJXx8UZFfg+YkyJkFMq3kNe7jkF3B3zrnZs9021KQuWD7Xd0QuLOQftxjpHQgbf8hs79UH7YlyPJKWU4BIUyIiPvA1Lz4NZaOEH7HqV/LEImwdCrbWks3hAg55WueNkwm6N07//G//8Izz0D37nDllbB2beBi02iKoWfPnvz33398++23NG3alJ07dzJ06FDatm3LTz/9dJb1DGnOBxo1gi++UPMHe/eG9HTVjGsImgz03EQEwy8DIcTVwNdALjAbOA70BxoDX0kpbyjjeeoDO4C1wHd+lmyQUn51irGubNe2cbsVyxchjNVP5VRBg3QfB2cySAcYKoOpodJyV/R1XUeQ6eOBsvwMGhDRzyIMMRUTS+Y0pGN1GRY6lOWjsT7IdE9o1cDcSunL7cvBuR2EEQxxICxqjQhFhPRGhPatkPiLDdeZArY/ka79gECY6oLlYoSp9um7hsxFZrwKrp3FLzI1QkQ8gPC+H6ft2hLcB9V7b4hCGCqd/MnS0+GVV1SJKTNTVfqHDIFJk1RTrkYTZLhcLj755BMmTJjA7t27AejWrRvPPfccF154YYCj02j8s2iRctxp4tlAXr5cNeLeeCMYz73B8qdM+/btWbVq1SopZfvyvC7gCb4QIgpIAqKBblLKFZ7jVuB3oAswREpZagm3QIL/kZTytgqKd2W71pXbLf/jWjA1RoRejShHU2MwIV37Iec7pGM9UGCvzFANYe2NCKnYPxAy9zdkzpwyLJSqym+sA4ZKICwIcyuwdEUYTo9+2p3+NLgOeB5kgftYvre7sKrrYgDXLsAJpiYqeZducO1VQ6Ok5z0UBcoShkpgqJl3TIT0RIQNOi0xBxNS2iB3LtK2BGSB5j8RhQjpDtY+CGE+jdezg20R0vanr9WnqREi5DKEpfXJn/zIEWWl+c47ymXHZFINua++euqBazQVQG5uLtOmTWPKlCkcPaokhH379mXq1Km0bn0K/xY0mgpGSujRAxYvVsOzpkyB/v1VfUWjONkEPxg2SK4HqgBfeJN7ACllLjDO8/DeQARWKs6tyIxXkI4AWf+dAtK5U2nbHWvxSe4B3IeQ2Z8gs7+u4CByS1/jzgHnFnDtBkcSODaA7R9VcT8xAnfu6dJLG1SC7twJrmSVsGNTHzJN7XA4NhRwjRHqN5NrV35yLzPVBNmCN83u4+oGwPsl235HltU33nUY6UxCOvcG/ba7ECGI0GsR0c8hIh5ChN+pPkc/iwi96jQn9zZk5mvInK+L+vg7tyGz3kHmfHPyF6hSRSXz27bBrbcqoagWi2qCGKvVysMPP0xycjJPP/00ERERzJs3jzZt2nDTTTeRnJwc6BA1mmIZNgzq1YMNG+Dqq6FbN/jzz0BHdfYTDAl+T8/nX/w89yeQDXQV5RPv1hRC3C2EGOP53OqUoywWJzLrfaT77BmcI6UTmfluqdNHpW0B0l6BOmQRXvLz0uZJtrNVou/eB84d4D6gPlzbIX0c7swPTz0WQz1Psp5eTCx2VLKfCW6XUhXJdCXXAcCb+LsBZ6HXpqpdAS+2RSWGIm1LcadPRaaPR2a8iMx4Bpk+Vjn5nEEt/8kghBlhboawdFSfRRkbcMtD9ifqhqsEZO58pO2/U7tOvXrw4Yewbh2MG5d//Lvv4IUXIDv71M6v0ZxmoqKimDBhAikpKTz88MNYLBZmzZpFkyZNGDFiBAcOHAh0iBqND0LALbfA1q3w+uuqvvLvv3DxxdC3rzI605wcwZDgN/Z8LuI/KKV0oiQ3JiC+HOfsBUwDpng+rxVC/CGEqFvWEwghVvr7AIrajshcsP9bjvACjGO1p0LtQTrBnQbuVN9EFFVxrjAsbSl20JJ0gGOriklmATme6nimSrbzCto2yJ6JO7f8XuZSupGOTUpWgg3cfpJ7KT07DTnkJ+82cG0BZ0q+LEc6fGMvjDvfF0za1xQfU/ZnyOwPPFIg39fLnG+Qma8rOcx5inQdQ9pXlL4QdYN6WmjeXP3VAXA6YdQoeOIJ5fk2fTo4/Hy/NZoAUqVKFV599VW2bdvGbbfdhtvt5t133yUhIYExY8aQmpoa6BA1Gh9CQuDBByE5GZ5+GiIjVRU/LCzQkZ29BEOCH+35XJyVivd4TBnOlQ08A7QHYj0fFwN/AJcAC4UorWx8ckj7soo4bcXgjVXawbnHI4HZpWQwrmRPYu0Z6uTcinSX4nJzkghDDMLSrugT0g7ObZ5qukQl1l5Bnlsl3DKnQJLvhKyZSNfBMl1XSqkGaaWNVglz9seQ8w0qyc8pkLRLz02FnfyLCU88Ut14yOz89Xn4kXMU1KXjQMqilnYy9w+lKS8JZxJkf1bK1+dEOrYi7WuVxCfI5T3lwv4vZWvKBlz7kM6dp/f6RqOagNu2Lezfr6a6NG8OX36pZTyaoKNevXr873//Y/369QwYMICcnByeffZZ4uPjeeGFF8jWu1CaICMyEiZMUIn+nDnKahNUHWXcONCbUGXntCT4QoidpdhTFv74tDyn93wu9a+6lPKwlPIpKeUqKWWq5+NPoDewFEgE7izLRaWU7f19AP6HLudJNYIf6c5Q8hdnEsgTFE1IbUo37toPSHBX4NcWOhgMNXyPOXcX0Od7k/vClX4H+bIYVAJdgvRFulORuQtwZ3+JTH0EmfVpoV2MbCAk//+lG6XBL5iIe+NwF9DZu1HmT6V1BBX48RWhFHZ/lVIibb+Vcg7PWvtyv3MBpLSrQWFpTyIzX1Fa9IwXC8h7zgGfbHc5ZxCUd31pCKF83lasgNmzVRV/+3Zl8tyhA6SknN7raTSngWbNmvHNN9/w33//0aNHD06cOMETTzxBw4YNmT59Og69C6UJMqpUgT598h9/8IFqwE1IgCefhBNnZv7lWc3pquAnA1vL8VFgTGhehT4a/0QVWlduPFKfGZ6HF53seUokmPy9S8UCTo8bTEm4jyqJjLCWuEy605C2v5C5C5C2f8rVjyAMEYjIxxCWboAZ3NmojRhQSbO/5N574YIJvvQr3ZAyF5n1garW53wN2bPBsVTtVDi3e64HIFXyZggFEQrSpT4woBRiJj9xeP75SGeh5/zFm99kKiydiz7t3Fp6Miqd4DoKrr1q58GxPq86r6wqX0bm/lz0ZtMj7yHr3XMgyS+vpv/0Nff6YDDAwIGwcaOa5FKzJhw9qj5rNEFK586dWbhwIfPnz6ddu3bs37+fu+++m2bNmjF79mzcehdKE6RcdBEMGAA5OfD882pY1nPP6VaokjgtCb6U8lIpZZNyfDxe4OVbPZ8bFT6vUB16DVCZ6KmWxrx2GxUi0RHmNhVx2orBEIeqOpcBmYswVvb/lDsNmTldJc/ZnyJzvkZmf4RMewKZ9THSXbZ/ecIQgQi/BRH9PJibKltJQy0QEZT8I+r2JOF4LCt9ryelHZnxKtK+1LMW3yRa5oArRfUdFPRnF0bPvYUVDBFgCCt0k2NQNwM+zjAFKvj+HGMMsfmvDbnEz5dyvPgvU0pw7VPDuNz71ddgX47MfAuZPg7pWAfZn5fsQw/KDjX3R/X/roPI3F+ROcrasqzfq4Bjblz6mjxMUNEWtmYz3HUXJCXB3Llg9fycnDgBN9+sbgA0miBCCEHv3r1Zvnw5s2fPpmHDhiQlJTF48GA6dOjA/Pnzzy1Zn+acoGlT+OYbWLpU2WqmpsLo0ZCYCJ9/HujogpNg0OB7uziv8PPcRUAY8I889c7CCzyfK2AP3QAhFbMxUDHYKPO3XpiRrkNFDkt3qsdmcyW+MhYAB9K+RMlESnHq8bmUIRxhiANjZTBVV5X0MklfhEqgRaFunNx5vkmvzMZH1gOAG1x7QMQWOi5RMiAvZvIq83kJvDk/PoEnXhMUcY4xgYjx7IaEIDPfxJ02AZk9C+n13i/ORlJK9TW4j+GrUhMeW88kZNpTyOyvfHc0ikHmzsed8SIyfQIy5ytk7g/I7I/VTVn2rKB36cHcFkRkmZYKS/vTNiehVEJDoWXL/McvvQSffQatWsHtt8OuXcW/VqMJAAaDgYEDB7Jx40amT59OzZo1Wb16NVdccQU9evTg33/PIuMIzXlDp06wcCEsWADt2ytNfk7Z04zzimBI8L8CjgKDhRAdvAc9g64mex6+W/AFQohoIUQTIUSNQsc7Cz+jMoUQPYFHPA/Lo/8vEyL0hlOboHmmkTlgLMMkUxEJopJ/d5nsz0qXlLj2QHm99AtKnYxVik98fV4TA8Ls07ArpRNp+1tJcFz7VTOx64BHTlMYO0r6UfBHR/j62QuRn8B7ZR/CUOAmRKihVuZmhW40jGCorirv0pU/RMt9EGlbjEx/Gpn9BdKYiN9/jvJ4UcmN19nHudnTGL1HNUk7tigf/+LuhWUOONaDfaXf90Dm/oHMeB63q4TdhMKndB1BZn+FO/UJ3CdG4E59VO3eOHeX+RzlQQiTZ1BYKTd+IhKsV1VIDGXigQdgxAgl5fnwQzWr/eGH4fDhwMWk0fjBbDYzfPhwkpKSeOGFF4iNjWXx4sV07dqVq6++mo16F0oTZAgBvXqpCbjff69sNr1MmwY//+z75/t8JeAJvpQyHRiOKo8uEkLMEEK8AKxBTbH9Cphd6GUDgM3As4WOPw/sE0LMEUK86vlYCCxEdVCOl1L+c9qCF1GIsFsQ1p6lrw0ihAgBQwwY6+FfoyxUYm+s50lsffsLpOuoZ/pt6Uj70vLJP8wFRhYYYos24BaO0xANxlrq/0MuLnDdFcoO1JWkbkTkCZBpHk/9zHxpTx4ZYGpAfpJvokgSKcxgbqnWiUi1VoSpBD6kP5gagSEKTIlgag4hvcBymRrGJNM8Pv6bwLmXgkO+pO0PhO13/zIv1zHfx9Kt3HtcBz3WplkeW07v8f0qgbevU30W7gLuPc49gKuojafMVTE5N6ldjxO34057WiX8JVT0pe1ftRNg+9XTsOwCmaV29y2DwQAAm81JREFUbzKmIHO+K/a1p4KwdISQvuprc6dSZGCaoQoi8tFipWVnhOrVlduOd/66w6FMnhMS4H//C1xcGk0xhIaGMmrUKFJSUhg7dixhYWH88MMPtGzZkltvvZWdO3cGOkSNxgch4Kqr1LBxUNX8Rx9V/vmXXAL/nL5s76wk4Ak+gJTyO5Sd5Z/AdcADKH3Eo8BgWXZB4Ccot5yOqJuGEUBD4EvgIinl5BJeW3ZEpJrUGf0sIqTbaTnlGcXskRIYosHURCXyhspKm2+oAaamYKqtKtSG2KLVfsdKymxViB0c68oRW2tVkfdiqgPGOhRtrjSCoSoY40EY1BRVYy1AeaWTNaOIJl/dQ3psLmW2b5IvXepGxpSoEnZhKaCbN4GhCpgagiHc8741AHMT9RHaF0PMRET084jI0YjI0RA9VWn5nStRkigvblWVd2732RmRtt+QIT09fQfeg3Z8eiWk3VPNd6rz4EbJo+yeY/b84zJL3VS4Ujy7Fxn55xIF/tm701Qs8jh5bkru48piMucLZMZLyII3Cd5QHBuQ2R/hI8+S0pN0qxsPmTMPmVs2Z6CSkNKOtP2FO/153MeH4z56JWS9p34EpVPtzLiPg7EeInwEIuoZhDFIml0TEpRUZ/Vq6NcPMjPVAC2NJkiJiYlh8uTJJCcnc99992Eymfj4449p1KgRDz30EIf1LpQmSImJgUmToFIl5aHfrZuajLthQ6AjCwxCN9OUDyHEynbt2rVbudKfzOHsQEo7Mu0JPwlwUYT1KkRoP/U6x3ZwrkfaliqfekOMb3NqcecIHYiwXlr2+BybkJlv4ZM8uo+rqrW3oizCVAOlsSrCeiUipGv+6zOnKXmOy8+0U5lbQKtuVAk7qJsbzw2COn8lCH8Qsl5X1xbFSEJEJCLyCYSxis9hd/pzatqqczNFexTyXgyGeBC5qhJvagTm5mougcxSnvyu7d43xVOpLvzvVXrO7z1eYOdBhKubjLzjTvWcqbH6vrlz1A6Hv5s1Y7xqMAYwNcYQ+Wihr29q/jAu6Va7FO7jFOlbMNaE2A8wGE5uWol07lY/CzLN8zOw13eBqKRuQAWAERE+HGFpe1LXOiOsXQutW+c/fuwx5aM/dGh+GUqjCSJSUlKYMGECn332GVJKwsPDGTlyJCNHjiQqKqr0E2g0Z5i0NNUG9corymVHCOV58P77aqDW2Ub79u1ZtWrVKo9Ve5kJigq+5swihAURNpRSdczGemDthXSm4E6fhMx8CZk7XyX37oMqEXXuKip3kS5wHVEJrmMrMvdHj9yjbJ0wwtwMEXG/x+3Hg6GSZ2chASwXQMQDiMgHEVFTfJN793GkY61KbvF38xFCvo2lKz/2grsGmBDht2Ew10BEjfNo+wv/UxFgaoqIfLJIci8dW8C1g6I++oWQNnBtUg45MlXdDDhWgitTxSgsHr29AaQA/NmVljRkq+B03QyViIvI/Jsy9xGK34kpELdzK9KZ35sunbt9k3vXDnAf8r2e9/quXZD+FNLfdN9SkK5jyMzXPdKqXPU+FVl0XPU3eGKWWTP9zggIGgom9xs2wMsvw7Bhqhn322+1cFQTdMTHx/PJJ5+wZs0arrzySrKyspg0aRLx8fG88sor5OaW0ZFNozlDREfDM8+osST3369qJwcOnJ3J/amgK/jl5Fyo4HuR9jXI7M/xGfgEgFB68PBbwbUfmfEavkOlbMq3XUpUVdisqt8iQiWSrgMgvD9XBiUDEiYQVkT4HYiCOvuS4pMSnBvAsVFV3Q0xYLkAYayav8a5G2yLkK4dnmQ4RzWeiihPVdnP2DtvkyoOJcsxxCj5DYChOiLsJoTZ17VVuo+DfRXITNVYa26NMFb3H3fWDKR9uafBN8n/F+e2kS+ZifBYc0YoKZBrH2D3+PELT4Kbo97LIgm9v6ZhbyXY6LH3FOQ1EptbeG4cXEpzX1yCX7CCDwhLN0S46mSStiVq+i94+glKaco1VIbQmzCEDy55XSFk9iykbbF64NrncRLyR4FdCUBY+yNCryzXtQKC26383caPhx071LFOnZS5c48egY1NoymGJUuW8OSTT/L3338DUKdOHZ5++mluueUWTHoXShOE7NgBdjs09rgsr10LX38NI0eqm4Fg52Qr+DrBLyfnUoIPqMFHjrUeWYhDVcotXTz6cwMy/SlwF9JcSjc4Nnj04NLzITyf3SifeDNg8WjX6xR4sRER8XCRBLr8cTsh+yOkfZnvE66jnopuKBjrKpmOO528RFaYAbPas5NupacPvU7Zc5pbIMxNSr+2+7hHjmICYy1EIaefPPmKdHokOrLgiz03FwWrXp4hWoYo1PtX0L0nSr3/0o7P+5v3fnsr7QLfGwDpeezdeTCr85ubeoIsIP8pgtmTMBfYtTAlYogcpV6a9Tlkf6jeV6/Dj/f7XfA10o26sfC4DZlaICxtIORihDeOYpDShkx7PL+B1rGREndDDFXBe8NlqIoh+pkSzx9U2O0wY4YSjx7yWNL26QM//gjGYoa8aTQBRErJzz//zOjRo1m3TvVYNWnShClTpjBgwABEcZJGjSYI6NcP5s2DuDgYM0YZnln9bZAHCVqiozkphDAiLO0QYTeCpaOakpr+FDJ1BPLEcHCswcd2Ubo98gxvIunyfHgbPz1JZ55mvPCPmEtNlD1V/CX3kO9BLzOUi450eHTonoZUmauq8NKpbmLC7kJYOqn/dx/26/nvRTo24c54DZk2BpnxIjLjWWTak8jsr5HuglaWXr98k0rQ807gaX4t4sWPis19oqgjjMxBzWbzJvNu1HvtxFd77036IT/ZN6uqtghXE3pltpJOQfE9BaBu8kTh75sRKd3IrA+U045M93wdnhs8afc09jq8b5bnfbZ74nGBPI50rEZmvqasNEsqLrgO5L8X0ttMXAIF5V/Sj61rMGOxqL8wyclqFntUFNSqlZ/c6yKMJsgQQtC3b19Wr17NZ599Rnx8PFu2bOG6667Lm5ar0QQrY8dC9+5w7Jiq4jdsCDNngtPfhvhZjE7wNUgpkVkfIjNfRzrWkJdMuQ8qi0nnNpV8gsfyMcOTABa22CyUiIhwkMeKTml17UQ6d558vM6d/pN7UAm1lCqZxUmeDEdEqCqysHpkK56E2P4XMmsaMudLZPZnyPQJKol3+jZzytyFyMw3/FTkM5G2BciM51RlHxAFp6caq6jrSDwxSd/X5yXlnn+K0oaPV7+0e5a7Cr2u4Hk8Pvx5awTK+Sfc8/V6EkVDVbUb4M5A9Sf42U4X4WrXpfBhUwPImaOmAhvCgFCKfL/xSKTctgIJt8i/TgEdvrQvgdzvil7f5+vznqLgzUsZ1vvtVTgLCA9X5aSUFJg6Nf/43LkwfDjs3Vv8azWaAGAwGLjxxhvZvHkzb7/9NtWqVWP58uVcdtll9OrVixUrVgQ6RI2mCF27wuLFqorfurX61XrnndCihfLWP1fQCf55hHRnIx1blMVhwUp1ztdIu5+phXnNs1K5l7gy8pN16Z30aiTfucVbOfY+9lT5XYeLViELNG2WG68u2x+FK895rjtCyUiEBTCrRNp9uGjFHAnOzcjMF5FO1UgqHVuQOXNUJdmdrtx8vNaM3vfIfRSZ6ZnHFnIR+U42YUoqlFd9LxIw6j0sKG3x7JhI6an4Hy+wtvBrvVId7w4K5EliCq81VlNNyqCS/jwbUM9rDHFgbOCnem9Amtvl6+FBnavYpLvAeypCCuwW+J5X5i4sfkaCoQr5zdD47oT4o8CsBmEpW49H0BIXB1U8N1lSKo3+jBlqJvuoUarspNEEERaLhREjRpCcnMyUKVOIjo7mt99+o2PHjtxwww1s2bIl0CFqND4IoZSQq1bBrFkQHw87d0KNkkbvnGXoBP88QLqOKUlE2pPIzFeRmW8i05/CnfEibvtSpO0P/y8UpoInUZ7qMktVmPM04XmL8dV8Q76rike+4cPJ74XJkm4O8hJ2b+xuPxIHr1+8mSJTYgucR2a9p2Qktl/VDoZzK7h2eqrgR9RNj3OLx75Tgms30rEFYayKCLkk/1yGaJWgCgu+SbFAVcJN5HvZOwGb0sjLHNR76H1vva8p+FgW+KDAMafvIUMlj1zHqrT4EY9A+HAwJiibSVNTT6N00V8JIqQnwrkJH5mMIaqEacienQRhwcdG1RBZaJ0D/N1YAsIQ4TOZ2MdRyR8Fn7dcXPy6sw0hYPZsuOEGsNmU91t8vJLyZBadT6DRBJLw8HDGjBlDSkoKjz/+OFarla+++ormzZtz5513smfPnkCHqNH4YDDAkCGweTP8/jvU9vxZc7ng7rthWTFigbMBneCf40jXAaUVty/Bd+AS4EyC9OdVNdofIlYl9jLbo6dOV0mnzEZVaQs2hPqTURTMMAtd21Dt5L4goGTrySxPtT7UU9UtqiVX7jJhnkbbwjceBXAfQ9r+Qdr+Us48xWrnD+f7s9s9o/NCB/km+QKPXCYCpam3KMtKHKj3pvBNSAGXHZ8kvnAy7z25F68cxiOTkYCIBkPBwU8SIcwYQvsjYl7xuBz5b+YUIT0g9Hr/FpXG6kr24/fGxSuF8h6KoPBEZEBN3i2OkN75X48hovgkX0TlXUtY+yFMxd14nKU0agRffgkrVkDv3pCeDuPGqYr+ubSfrDlnqFSpEs8//zxJSUncddddCCGYOXMmDRs25LHHHuOY3oXSBBkWi5LuePn8c5g+HTp3huuuUzcAZxs6wT+HkdKNzHy7+Co1qIq3+4CaQFoYAar67q/a7nV08chCRAhFE/zCSZ/3f6PB3EJp/527kY5tyEKJnnQdRGZ/hcx8F5k53eOj70l4DVUpFm+1XgiPPCRKWT4a6yr5ibGBSmbzZCOlNDDaFxYdruT3uifAnaZ8+J0pYP9LDXkKu10lySIGsHqm4CaqZFV6b5Kg+H+K3gZTr7ZeFDjuPWZAaeot+FT6hfRMIq7rp6lWJc7CWBUR9TQi/C4wNVc3XsZaiJAeiKiJiLDBHkeMYuQ4xjrqZskQqar6IhR1A1XwhsGo3gu/FK+tF6a6Ki5vr4ehpud7X+C9EhGery8MEXo9IvSqYs931tO+PcyfDwsXKjtNKaFpyW5EGk0gqVWrFu+99x6bNm1i0KBB2Gw2Xn75ZeLj45k8eTKZehdKE6T07QtPPAGhofDNN0qff8cdcDZtQmmbzHJyNtlkSvtqZNa0khc596jkVESBqX6BF0uP132up2JfWD9e0KLR7KlG2/Bx3BFh+TIfU6P8iq71WoQQStPtPpq/3lgLLF3BsRWc6/wEG4IIvQYMMcis9/x/Pe4Mz5ApD4YqYCwgqnNn+U64NdZW8pXicDvAVdZbd7PHrrFQpdlYSyWnjgLVVtcRcG7H930tmMhD0UZaL4X98E2oHQGpEmwpCyT0IWBu7BuPiEZET0UIP022xSBzFxTvfuT2zB7ApvoUZKanYm8ArGCq61vNLxhK2I2IkJIlNdJ1WM06sP/j2ZVwqfMZa4KxHsJUHywdEWWYqnzOICXs2gX166vHmZlwzTXw0ENw5ZV+bug0msCzatUqxowZw/z58wGoWrUq48aN46677iLkfJtCpDkr2L9fDc16/30l2wkJUW1RY8eeuRi0TaamKMXom33wNmPKjELuLRmoYUsGlajnOeZ4PxfUghs8+WdIgecN+cm9CM9P8CzdwblRJYsFk3tQNxsZz0LuT8UU1m3I7C+Qjp2qMi39NK2KSPIn2BqLyjp8NOYG8ibYSql2MZx7wbHF87HNU70vgxe5dKhBTP4mtrr2gX0puNMKrM/w3AAVlLd4Y/M23fpzzREUfXPcqCTf+34XTO48ev4CiJALEcKEdO5F2har3RHHhpJtKy1dKeqa5A07VN1EGOOVa5ChuudzbTVEzJ2qbmhkIYmTsKqpxKUgjFURYQMR0a+qj9h3MMS+hSFqDIbwmxAh3c6v5B7U99ib3AO8956q7F91FVx4Ifz1V8BC02iKo127dvzyyy/8/vvvdO7cmcOHD/Pggw/SuHFjPv74Y1yuUuxwNZozTM2a8O67SqIzeLBqhYoqxfMhWNAV/HJyNlXw8wYulYR0eawf3b5VdudufCbcShdK9mHMl/MIU37FPq9i61krQskbcmSMB0sHpUl3rEfai0k+XAUmzxqqQ4GJtbht4NoD0uNcY4hT5xfRYKyMj2uM6yi4D4Gxns80VhWbZ2cCu6q2G6qoGw3XQVV5zkuejeQ57uDxchfFJLjeqjUCzO1UwutvjesA3om+OPeD8HrGF9gNkSEg3CCP4f8up7jKbCXlbCP9+PgXnEprqAFh10Puz6oHIy8+z+6BqTHC0hpMzYto2WXOt8jcX4q5vhczWPtA5hv49aMXUZ5mXjMi9BqEtU8p59OUCZsNpk2DyZPhqOfGuW9f1Yzbpk1AQ9No/CGl5Pvvv2fs2LFs2rQJgObNmzN16lT69++vh2VpgpI1a5Qy0rvh9Oab6k/43XfnHzvd6Aq+pijFJaQ+a4wFfM8L/jh4qvlSgjvb04zqqSKLMLVW2gq8xqvF91RzzU3A3B6inkfETsMQ+RCYEvzbceZdp4Bfvvtovp7eeRAcq5Qvv7SjhialqaTUfRScO1SV2HN9ETYIwm5XybTrsMfW8oiqrguhbg5EDIjKyhnItQ/fqbwuVO9BpqfB2KCu6686D+Q13wqLen3BSrU3sXdu9LjvnFC7AjLVI3/yyGmEyWNTGaekNkWq5QV18H6abE2VwVTN00xb1OYSUNp/a1/IfDc/uZdu1ejq3AzOTZD7LTLzLWTGM7gzXkA6d+efxnpNKXKaEAi7EWx/emRPfn69yHRwJkPIRTq5P52EhCh5TkoKPP00REQok+e2bdV+skYTZAghuOaaa1i3bh0ffvghdevWZePGjVx99dV069aNP//8M9AhajRFaNMmP5E/cUL5HTz0EDRuDB99pGQ8wYJO8M9hhKl52RYaqym7RB+Zg4H84Uwuj5zEO6FVqCq1iFA3ESIKQnqA5SKwXAjmlojQwYiYlzBYL0QYwtXr7Msp3h7T6ybjxamSbtdRZU1Z2DlHOsmzg3TnqBuQ0MGI6Jcg5BKP44/HntN9WO0MOLeo3YeIB8B6Obj3ejTdXhcb71Reb6JvQCXvWfnX9FdUz0vo3eBKUtdxbFexO7eAc5eS58gsJeNB5GvlcQGVVHOrFODeo3YrcONbrS/ooPP/9s47Oq7qetvPvtPU5YJxAYOxjQsd0yH0UAIJAQK/AKGHfHQSSui9BgKhlxRaIIEQSggtIaGEXkKHuNtU013UNeWe74997syd0Yw0kiVLls+z1ixJM7ece2fG3mefd7+7UKZTkZukRVZSy0tvjL4v3sp6rdXHQmInaL7ZvqfY4P5DK5UKyZ38b9TvPz0X03hltimZiKhmvvY0JL65lUMlwBuJVPwQqb8YSb2hkxevDqKTrVtS4GYUBRmmuvlS/veOpaO2Fs47TwP9E09Ua4hNN+3vUTkcJYlEIhxyyCHMmjWLa665hhEjRvDyyy+z7bbbsttuu/H222/39xAdjqIMGQJ//COsvbaWRB16qDbOevhhBkQDcifR6SbLk0TH+A2YJafTqa2kRSr/D6JrajFj6n3NaqfnoUF3jGL+6DniMOR3ePHJnWwDpuUBTPuTJV5sg9R08lx7pMoGz1Yik4dP/vw0psW0iW2t9WJosmDS6D2I2Ez5aKj6CSw5yTbhaiTf8jOoLQjOafclqi48pMj605t29cQPxhsuXPWbyDUDC+HV6eqDadVxCyAJOyFpo3hTrGLa+whQrZ1lo1OKF1bGt0VMk3Yo9r/K2V1KrV6PWdRxn+D16Bp2vCshdRd3uWRuMl9jGs4pMs5iRJD6yxCvvoxtHT1mwQLt3BK8dyecoB1zTz0Vhg7tfF+Hox9obGzk6quv5sorr6SxUR3g9ttvPy666CImTpzYz6NzODqSycCf/gTnnquBPsDmm2sT8mGdeHiUi5PoODogXh1SuXfXG0bGQ2Jra0t4MN6QK5Bht2uBpCS6CO4BbziS7KS7bHZAnUiGMgs1w21SZDPVJvCCLwx4g+x9mJTKdNqehNQ7+XIaidrrsMG3/zk032JdWFZB5TBBUG998ju41gTnbYHoqhr8SjU6kbCWnETJNgHzW9CJSWAnmh2M/RGxr7XodZrAcjRsfxlQrMjXWmNK1DaxKhJ8eyMg+RIm9Ybew0DGBLYj7yelZUemkXCXXtLvFd8uTOotygvu0fGkijklOXqVMWNyn43PPoObboJf/UqbZV1+ObS4lRTHwKK2tpZzzz2XuXPncuKJJxKPx7n33nuZOnUqRx99NAsWdNI7w+HoByIROPhgmDkTrrtOG5GL9H8OxQX4AxjjL9RGVcU86stEKr6LVO5XwqZQkNgGSO3Pi7iQxLSA1bRrMOgvVpmJ35zvXiPV4A3HpGd3PZjolOLPZ74B8w153WeDjq7ZgDcI8oPViGIfXaubJ5lr3uU3WQ3+gpwOH6wFqC0czspxCpt1BcF5oImP2ONjawa+QSUqI3S/rGa/DZ2YGDoG+FG7r60lCF43KRsbF3YHltD+EnqY3GuBE1D2fjaC36bOPek5qvs3fi5gz95j30qUirgR6U0K3do3S2wTIttFuExMa9fbdLa7SWOSb2BaH8e0/QOTmrlUxxv0rLIKvPgibLcdLF4Mp5+uzbJ++1tIlaovcTj6hxEjRvCb3/yG2bNnc/jhh+P7PrfccgsTJ07kjDPOYNGiEquPDkc/kUjA8cfD3Llw99253MqMGXDAATBnTuf79zZOotNN+lqiY0waki+oR3y2+ZMgsXUgsQMSW6uHx21X28z0HA30vJUgsRUSGVV0e7/tNVj8M1RiUkziU6nZ78gYzfBLNd6Q33Q5Dr/hgvzupcZXnTo28x0E0HkNncIEAW6xrHaQqY/YYLYi5FST0Wsxvp3sRNWlRyo1459HOLAPsJl9b1Wk/kxMei60PqJBqv81uWZiwSShMGAKVgfieq2kyQ/cA516a2h7yAXZxeQxNRBfF6ITkNg0TOo9aH9aJ2Qk7QqIdf8JCqOzxdPpnBZf4sUngNG1dB+zBKQGiU/Tuov4phCd2kGyY9qewrTeV2ScxZGqgyG+CSRfx7S/oM5HeEh0DZVaRdcuKQsybf/CtP2TDk3cvNFI1d5IbL2yx7HCYQz8619wxhnwpp24TZqkv1dX9+/YHI4STJ8+nbPPPpsHH3wQgCFDhnD66adz/PHHU1VV1c+jczhKs//+cO+9EI1qs6xzz9XF1XJxEp1BgDFJTNN1mJZ78oNgDCb1HqbpWkzr4x33SX+ESc/D+KU71ookkMR2SPURSM2RSNWPSgf3qRnQcBq5Qs9AtuKFHkl9PZDveCuVdY1SuT95wblZggb3PvmuPIUymewOlPzYih2jSavch2bwfc3imwYb0LbrOc1ibc6UCewow48gs553cPtcg3bdTb0H/gIb3LeEXs9QvJA4qBmw963w+BK19zJ4BPtIiUcMIqN0QpP5FJP+DNoe14BXJCS9sa4+/hK7CtNsJUGhaywm05FqnbykZ6iUJ/OlfgaTL+vnsOECTOaL/H3iG1L+PykxjLcKpuFCTMsf1c3ININpxKTexTRdr+cJN04LrqjlXkzr/R2DewD/c0zTTZjk6x1fcygisPPO8PrrcN99GtxvtFF+cO8SP44BxtSpU3nggQd49dVX2WGHHVi8eDGnn346EydO5JZbbiHlVqEcA5QrrtDA3vd1wXTiRF1A7etFKBfgDyRa7rYe7aUxbQ9jkv/F+Is00FlyKqbxUkzj5fp7082Y9LylG0fjNUBbSDMfbmoVsmrMfJKVfUjiO2UdWmKTkJrjbJEnIVlHoFePapY4O6EoVdgZZNmDh6euMUhO+mEyQEPo2MF+1n3HNKuTTlYSFDwKgxv7NZE4kIDmP9iCYELBcTBWU2T/gFIOQthxJ0NjCCRJIV/+8EMqc5Mrfwm0/lHvpUnrI7s6EEw6gsLgILMflj+ZjgGdVFr3IjvmwmJY/3N12Ml8ndvFG4bENujkGkPE1oOW3+UKlIuRno5pyu9YbFLvY9qfKb69SekExm/CNN/a6YTXAXge7LsvfPAB3Hhj7vmnnoLtt4eXy2iU53AsYzbddFOeeuopnnzySTbaaCM+//xzjj76aNZaay3uvfdefL+U5NDh6B/GjoU//AHefx9+9CNobdUSqDXWgL//ve/O6wL8PsL4LZi2p/EbLsFffAr+kjMxzX/M9xXP235h2VlH0/IQpuEyDXTydMw+JvU2pvHXPc5g+pkvQwWVQfGpHjs/8PSBlJW3eBDfrOxzSGwtpP5XSPUR2oyKGj2PVNngPm5/ryYnXQkH+oGdpV/wiNggOQhWg2x5MTrL1odfD1tmxq3bTZPVrhtyUpywhWUpSgX+Efs+hjP2xcaCviaVNuNvJ0npT7SHgGm2NQDW2jTP9jM4juQfK3sfw+estzKfYLt47lx5w2qE1ofyn6s6wFpjdkJkFbVm9b/tfDvQrsepWbm/25/tuI3folak6RmQmauP1HuYhkswma+6PseKTjSaXw3261/Df/4DW24JP/yh/q/kcAwwdtppJ15//XX++te/MmnSJObMmcP+++/PRhttxBNPPNF5Z26Hox+YOhXuvx9eew2++11oboa1eqa6LgsX4PcBJj0H03A2pvUvKgMxjeB/i0m+iGm8RDPvhf/4tL9E6WA0fHAfki9o4WhJfEzz7Zj0p90ffPuLuXGIp8FkNoAuNp42faRmYNIfY5rvwm+4FL/hEjuGOfiZz/Bb7sVvvhO/7RmMMYhEkfgmSNVPILqadaGJoBKaJr1nQcFsh6x4YTbeSlZMI/nONZ0F9wFd3fNg5cK3Gf9Fdvc2IOhYG0wUwvsUI3yu4KtXuK0UvB7eN66THokBCZ0MpT9GrS6LXUcRKRCgxcyFRcV2EuOtbJtUBd7+nk7CSlySSb2N8ZfkRu/VIrWnIvHNyBVNB8SQ+FZQc7IWAOcdKKMBf+YzffjfZleHSGrDG2OSauGad4lLNKD3F5NfLOxD6jVM42VZH39Hmdx7L5x1FlRVaXppvfXgkEPgww/7e2QORx4iwj777MMHH3zA73//e1ZZZRXefvttdtttN7bbbjteeuml/h6iw9GBTTbRMqj331e5Dmi+cL/94J57VMrTG7gAv5cxmc8xTddbDXiJbdqfgbaCzKf/TZknCCQnyS42zGjBZbcpdtzCLqrhwLoaiGKWnKV66vbnIPU2tD+nAf43e8PXO0PDr6DpGlhyKuab3fGbbtJJTnya1XvbANoE0pHC7HOxrHa4PiBl73km9FqpzDyh18NFu51l3z1dVTCNOVlRZKVOziOhn4XOPOHnI+TbYwbj8ELbRPV5wcpyRLPgZnHoc1M49vBXu3By5OnkQKqASnXh8UZoUW1kFLkmYSkwns2IzwytFIT/9clAOpRhB8SrQaoP11WaqoORyn2RqkOQ+suR6oMRTH72PvOVzb7bwD4I9NMzIPNVbtXLtORfi9+o5/Yb7PvSqNl8k9J/LU0GTIt25i2i5XeUYMgQuPhitYI49ljN8P/xj6rVf+SR/h6dw9GBaDTKEUccwezZs7nyyisZNmwYzz33HFtttRV77LEH771Xhs2vw7GMmRxqHfT44/CXv6jbzrRp8MQTS18K5QL83qbtCcqxCzRt/y7QCJf5VvgL7S+dNx0CMMnXMKariUABkXGFB6FjwBm2akxDei6Yb9WaMijK9L+1rihtqIwl8Htv0debb8csOQWIQcXO9p4FgWMp2Uz4uoPAt/C+BZOPSMHfhYF1eBUgCLBLFfX6diUjOJdtxuXVgKzUxVhjdpzhexjX56SKfKlRMKkpLGq24zIpPV5kDT23/03oerrxVRaxu0VVKhNbDyp2RKp/CrFpdlUmomMxC21x7te6GpX+ENLT1do0e4tUpmT8JbYQ9x1M5gvN5ie2UqvWxJa5jsbh+5VZAP4XFHdqyuhraestlnUCQseUnkGuC3FA2sqdWnPbmkZIvlL+/XEoo0bBDTeox9tPfgJ1dbD11rnXnQTCMcCorKzk5JNPZt68eZx99tlUVVXxyCOPsP7663PwwQczf/78/h6iw1GUXXaBW2+FVVeFd96B3XaDbbdVZ+Oe4gL8XsT4TZhkufaZGUiG3rnopDJPYjuoSjm2YClytpPl4SU2t77u2P/Ag6LTUkG3r4G83w6ZT3V7Y6xcpnD7sO97i2b5W+5EpAK84cEFljhPODAPAuZiFppB3UDX3XuLXktRjF0dCJpw2S60/iKIDCe/OVY44I6DV2trCWJkNfxehdXRJ+i4cmDvjzcUIhNsLULMPiogMlmDe9NmA1mvYPJReD/Cxw2ei+tPbzhEVrObpbWxWeodm91P2sld4X1o0ef9BZp5BwxpTNPvMEvO0Gx5802YhvPwG6/EpD4oMqwakHrNtpezcuV/i0nPQySudrF+s64mdDZ5zXYvtn+2u6X6HjN+vJo6z5mj2X2AtjZ13vnNb/R3h2MAUV9fz0UXXcS8efM47rjjiEaj3HXXXUyePJkTTjiBL7/8sr+H6HDkEY3C4YfD7Nlw1VUwfDg8/zx85zs9V0e6AL83ySygc6eUAsLa4PhGNhDsAhENjqRQ31yKTrrHlqJyX/tLEGyH3Fbygu8ouaA4KOzEBsOl5DFBkG80SG19GNP+PEQngAyluCbdC+0fPGcz3FKhj7zAvpRVZbFrCL9WjGA8GTtZChXn+l+qlCSbZQ8H6zYj79si6OgE8FTOpIcNr0REyMpwiAA1KsWJrgKxdUDq7IQgbuc4ST2uQWVCkTF2slBq/KFJh9RCZLQ2HYuskh2HSA2m9a86ZolSssMt5Fao/C9UrtNyf65bbpj0bLW7bH8uf0Qi6rpUTpEt6EQkKK5NbA/+V5SuLwhdtwlNUvxF5Z3LUZoguAd44AF46y04+WRYc01NPaW78W+fw7EMGDlyJNdffz0zZszgwAMPJJ1Oc/311zNhwgTOOecclixZ0vVBHI5lSEUFnHSSKiTPOUfdiysru96vGC7A71W6WxmRC1BEYkjlj+zTxuqLP4LU/yD1AaRnW1nEUJVVlENkFcQr4n7SBV71QZDYxf4VSEgKxx0E/q1oZtsGtMbQeX1AsCpgg/D0x7b5Vhq8oKA3HIgH0pVSWnzPBqOhMeTVC/QGJWQ+eRIFj47WliGXGtNm3WUKg6DwRM065HhR3d5v1slLdDJ4ozTznZkH6flgFlk9fgxkmM2Kx/OPlXevRFcFYuva1RKrUQ+uMLKKXYEBzGI6nxhmrL7dQOYj1HKzFAbTck9H96jEtpTXybYKpBaTelf/jIyieFfmAqRCJy+BpK3sCbGjLA44AB57TAtwP/0UjjgC1l1XA38n3XEMMMaPH89dd93FO++8ww9+8AOam5u5+OKLGT9+PFdddRVtbhXKMcCor4cLL9RAf8SInh3DBfi9SWQk3bqlkdF5f0piK6j8P9tYaD7ZJlBZScjXEBlGuYGrJLYpfyyF+9adpdrsTq+nULaTscFhOeMLsvlNquFPvWlXQEpNksJZ/NDxTTv5meNwAXBvUOxaYmjQ3kSusLdQC26z+mL19qZBHV8iY1GJjCUblHu5LH321Da7FLz33koQnQixybZWQjSLnpkPkVXV/UYqydUfhFYJZDh4q2hAnv6f6tfTH+hkIch2+62QUR95DaKLdQsOyOg2ZdV4+FDgXS9ePUTH0dFpJ0ylbiPY9xl1j4qMtqsP8SL7RHKyJnL7SXRqGeN0lI2IikTfegv+9CeV8cyYAfvso8G/wzEAWXfddfn73//OCy+8wNZbb83ChQs55ZRTWHPNNbn11ltJu1UoxwBj5EhtWdITXIDfi4g3VDXC5W0N8a07PpuZr5ILb5SV7FRaWcVqKqsQ65neVWAVWQPiW3b7GgC1I2x9CEiCDCFfPtIVPVjFMAvJBcilJgd+id8zRZ4PAtsovRPoh/X/GXL++kl03MF/CsHYg/tkayDMErIdZKVWM/KRcfoeR1axEhsr3zG2EZVJal2DSWrDKalTPX92SJ5m5EHHkflUNfvRqTqJ8Ebq8b2VNMPv1WpTr0J3J78BUrOh6QbIzNaHadLrytYJFP4zEdFVAAkcgLrGJF/HmIL/PL2VtfbEG0XepIdKnbBEJ+Qy71kffvt+RlaC6Jq5MUqF3kOvuni2PrFdWeN0dBPP04B++nRtljVqFOy5Z+5113TIMQDZaqut+M9//sNjjz3G+uuvz6effsoRRxzBOuusw/333+889B2DAhfg9zYVu1JOICzxzZHI8LznTPpTbVAlUYisrAFObE2IrqEFkCI2hozYbOtnmtEstACMro3UnIAUzXCWxmS+VY/+xadC001qQWhayLm59OV/1oXymmIUdosttm2hPWUxp52eji8gbK9ZjHAn2dC+JmkdYQx4dfoeR1YGb5xmo02TLZ5ttz+/VntKqdGAtxBvZbQRGGj/gCXgVUF0Vf3cxCapJCe+sX0fC4nZa2lBbSYDxyQ7VtOi20iNBs9BIzKvWlcLTDqXKe+SVAdJjsQ3y33WY1Mgui5E19Oxe8PIduoNtgV7H+z3S4bY7RK2PqHI904qkcR2SHRsmeN09Ih4HI45Rgtx99039/yJJ+rfM2b039gcjiKICLvtthtvvvkmf/7znxk/fjwzZ85k3333ZdNNN+Xf//53fw/R4VgqXIDfy0h0AlJ9OJ1JDyS2HlT9pOMLyec6PhfGb7I2lB9qNlasD3tmgWr2Y5shtWfh1Z6AeOW47OQw6Q+1CVf7M1ZmYycN4pFfaNuXdHb84LVwVr5QtiMlXuvpxKTQUrNwPF0V6xZ47EvMym0WhDb3wZ8PpGwgHRQMx8AbYyd1TajdaLBPRuU+ptEG+fa9zlqoBqevgaqDdX9vZSvTGaFBcmQckA4F0aHC2mwG3M9NDCSiz4un20qdvaYhRe9cHn4S/Ja8hliA6vDDk+HAvrMDEbstar0Zn5bbPrJ6J2PwoHIfqNyv6zE6eofq6tx6cmMj3Hmntm5ce23V6X/ySf+Oz+EowPM89t9/f6ZPn85NN93EqFGj+O9//8tOO+3EjjvuyOuv96wrvMPR37gAvw+Q+MZI3blIYgeriQYQiE5Gqo+E6mOQIpnPDoWIoAFW5hu1BUzPCmXrMzZ2HGkz/LWqr/aGdzxGFxhfmwFl5Rt5jYx64MKzVHSWmY+gwWzCBqzhTrIBQV1AJvToKeVIkooRDuwDZx1rNyoVthuuDab9r3P3Xaxm36u0Fpajya5spD/RjHnmM+tD/5HtN/AJOjmoA2ogug4S3xSpOkwLpRuvVuvLzIdqSel/DZmFkPmavPsmYgP7DPlyGV+PH8ZbSbf3VgrJhAowPqQ/heR/IfWajmHhgfgLf4rf+g+MSSOR4Uj1YXT+z5CHVB+GRFbKPVWxG9mVC/G0E3J0sk5epNbKmUZC9bF41T9BpOiswdHX1NbCBx/AkUfq5+XWW9Vx55RT4NsyHZQcjmVEPB7n6KOPZs6cOVx22WXU19fz9NNPs+mmm/KjH/2I6dOn9/cQHY5u4QL8PkIiI6HiB0jFHhAZD54N1vwldO46YvGb1DknPUcz9JlPNNg3zaX19/4X0PZo9webfFmzwdnBh4J6idhixmKZaQqe6w3CPvJhi0cbLEdX0e633khymfngY+zTMXPf3VWHkLRHaul5kF8sw280IJaqXEfYolaRUYiOJe+emhZdvfG/JSf5QScK/mLV4PsfQeoDTGYhpvkP0Hg+ZOaQ9cw3TTpB9JusxWWhFWbCatoj5DnVhLeTYTlpUO3JxfXuJgWpd3VSEVhqShxo1wLfxksxjZdhTBKJb4LU/FyLhzvchokqNYtvkve0RMYgNceT1wtCEtb+cw2IjkOq9kOq9i9ybx3LlFVWgVtuUY3+j38M7e1q8jx+PDgvcscApLq6mtNPP5158+Zx2mmnUVFRwYMPPsg666zDT3/6Uz7+uEgizuEYgIgrJukeIvLGtGnTpr3xRucNrUzybUzzbRQN5qUCqf6pSnUAY3zwP8e03Aep92zW/mOyAaJJd9RQS4V2HZWCOZpUIvVXdEt/7zdcaP3cQ6Tn54J+Y6xMJJhYFNpQBgF4b0l5iqwaSKUGdNEpNmhsUwlK6gMbgIZtzjrrhNsVQYBfqQ2p/OaCY5d7DOjQxEpqNJCVKn3/jJVchfeTWlt0a9+/1Cw9f1ALEQTexlhNe7hwNaZFu/4i1eMH3viFNRpE7H72fPj2Hvo2A15FrkDYFj9HRuqqgjcMia0LFd9HoqthWh/FtD2SO7Tx1Z0nT45ju/bmzQFjUHUAXs1RuV0zC3Kfw8gqSGRMyTtsjMFkPoPkq/Y70wgSQ6JrQWI7JLpayX0d/cibb8JZZ6nZ80MP5Z5Pp7XTi8MxwFiwYAEXXXQRv//978lkMiQSCY455hjOPPNMVlpppa4P4HAsJRtttBFvvvnmm8aYjbqzn8vg9wEm9T9M828pmak3bZimW/CT72FaH8M0nIlpuBCSb1rf+xn5WdNC9xFAg7Lmjk+bVlvI2Q0yRbqJeqF/uERs0Bf+uISz7IVuNYVNn7pL4fXac3jDrCa9EaSeXBfXFrtP8OgquC9VICuALSaNrAwy1N6H7mbxi3n2R2xX2wp9j6JjVR8fWU1XdyKrqswkOi4X3GcbStlA2yT1c2GwgXfBfZK4XelZglqWtpT47IQmQKbRfo7a0aC+HWhEHZRG6ni8VdSZR2rVpadi52wALZXf1/4N2YlHg443S9xOzgrHkIK2f2FCDagkMkYz+vFNSgb3xrRh2v6JaTgHGi+C9ifB/waJrYdUH4dUH+yC+4HMtGnwxBNwzz255156SaU7d90FmaWR1Dkcvc+YMWO4+eabmT59Ovvttx/t7e1cffXVjB8/ngsvvJDGxsauD+Jw9AMuwO8DTOv9dFnYadqh4WxM299zXTa9Kit5SNngLJggFAasAsRLdwI1uYyzyXylWdbmuzEt9+nko3DVppjMwqu1MphgmwiaWbdFltnuq+F9wzaR5dpqFr0A8rTzEtVstDfcnqJKg8jU/1RT3q0i2s6aYEXAS2hxq1dr9fAF9ozduobwaavAT0PqbdXQtz0LTberTaVXaycvQWBvIDUHkm+rbj5ry5nJSW06NBOL2Cx/EPgHEqEkxVc0DKqtT5FrPOYDLeC3gN+mkp/MZ+DFyLrUpD/ANP4a0/yHrO2lVOyM1F8eksR4+n5lm29l7CpUwRj8b6D95fLvqN+IabwC0/qgfd8DUpjkS5jGSzHJN8s+nqMfqQhJwG69VXuxH3wwrL8+/P3vHT8rDkc/s+aaa3LPPffw5ptvsuuuu9LY2Mh5553HhAkTuO6662hvL0N663AsQ1yA38uY9JyOcpdiZD4B/ysNpvKwjZHAZm1TmrXOYrPp4mm2NOgoGsarw/hNmKYbMA3nYtoewSSfx7Q/hWm6FtNwno4zOGJ0zeJjjIzUDDO2mFVsgStBsF9lxxuW5nhW5hGjdKa8M4LtfXJBbcZqzb9WnXXmI0i/C+YbOhSAdkkXXvsmo/r4zGfgf6nvUY+bZ6XJrjKYJjBfk7XB9BfawteFuuLiL9Rai9RcSL5inXYCu83wpMR2AM4rHo6SsxkNtgtfr9AxyC92D4J/DlJAk+5j2slzqTE++A2aRW+8HGMnkyIVSGI7/Yx4lTom02avO6gdWaITGt+uLJgkxi9fh22ab+7iu5XRiUexYnXHwOV3v1O3ndVX16LcH/4QttoKnuvCVczh6Ac23HBDnnjiCZ599lm22GILvv76a37+858zefJk/vjHP5Jxq1COAYIL8HubcuQxpi2kby+U2fg2gLcdSU2SbOZcEqgfeUQDLdMGqemQfg9S70P6IyCO8UZjGq/EpN6jaCDnf4lpvAaTmqV/WwvConhD1Jc8Yv34a46Hyr0gMhzNFgfZZUPWPlE8dCLQ3Sxc4FkfsrqUla1EZBVt/NT6qA3s+6LjoLGSlTYbgPpW4tJZ1r+cY7bk7ytxO2lr14y8v0hrCdJf6qSCdnLuNUE2PpA9QV5DL6kmZ2VaanyBnCpwFSomYwrboQbvZwaI6UQy84168qfegfQ8LeptexSz6ARMy5/xkzMxLffYiWuT/XynQscJVgjSaE1Bswb/fqM2VkvNxqQ+wKQ/LX4XU7O043GXZKDd+VcvV0Qimr2fOROuvVb7sr/8Mmy7rRboOhwDkG233ZYXX3yRhx9+mLXXXpuPPvqIQw45hPXXX5+///3vrlmWo99xAX5vY8qYvRf6lYcRzya+Y7YrZ7XtTjrSBvie1WE32eA/OJ+vGdLMAmg4V392SgrTcof+IxSdisQ26HxzrxLiW0BiGw34ImO1YDQ6yTYomgrEbbY2yDoHEp5y9PjVtig0TlYG5I2B+FSIrY7KlhahBa+dBbM9JQhwM0CzvY5GG5xH0UlWT2oKCiQyktBj5Ultgox8OCgOrs+EHsF7HQTsdtwd3HAKv9ZB0N4ZfsEjNP70h+roFFh6miZttGZ8yHyKab4dFh+Jafu3nRAFk76gJiKYMIQfdpLR9jhm8QmYpisxTddhGi/Cb7gY0/5KwW18vovx5zDJNzAdVsYcA55EAk44AebOhQsvhDFjYO+9c68nu+je7XAsY0SEPfbYg3feeYc777yT1VdfnQ8++IAf/vCH2W65Dkd/4QL83iayctfb5NkOFrjdSH1oO6uhzszTYN5vs4FV0BE0mi/fCTp7Jl+1meAu8L+F9AfqE159RAc7wrxhxTaAqh9D880a9EoCIivZTqxD1P4xuoYtqIxCZJTNLtepFpt4iSMHjZMC2U84uLS6bWNsvUGSnkllOqNYl94gCA01fOpRsyyT/1Oq9Zim2X4GCqU/QZa7s+OFpEvhQFlPUDD+8KMUUuQRPB/W6RdOXFN6HZnP7USl3cpnoqF9uyJtJUoFmfnMJ5iW2zEt9+auPPM15ZNGm7U5lktqa+Gcc2D+fFjZ/nuaSqk+/6ijYEFXyQuHY9kSiUQ4+OCDmTlzJtdeey0jRozg5ZdfZrvttuN73/seb731Vn8P0bEC4gL83ia2vg3kOiMIooKOoCG8YWhWNm2z9G36IGUnAyHZRtavPm6dWFazkp+MFjCWs5qQekd/+g1axCpDtSuuvwiohPiWSO1ZSM3RSPIV8uw6/Ua100y/b5svWd24SeokJBszRsGrAarJPRlkxa3sxLTasQcZ77R6tafestljK5vpdUoF7+EC1eDvpVk1CCQ/raHjFE4quoPN6GebkgWTgxL++9lHMRvTsAQokEiFtyllO5ohzynKX2KD/W5cg2mx+3UsUDPtz2DaX9I/pLsF2+6ftuWeeCgp8MILMGsW/Pa3MHEinHEGLFpUel+Hox9IJBKccMIJzJ07lwsvvJDa2lr+8Y9/MG3aNPbbbz9mz57d30N0rEC4/wV7GZG4drDtDM9OALwRBQW0WMeY4aFAMKy9DrDSF2+kNtGKToHICDtvCAI+P+fO0xmmHdP6OKbhLEzbP1QG49XaDqWt6lQD6jve/kJuv8wCyMwnv0GWoPKTtgKXk+D1wFknbKsZSE/CWensDjYA/BYt+gzr0ZcVBY4+S0UDOZebQtlKTwjr23t6nMLAv9i9DVYKAilReB8/NMkI6g26Y5EaBPnFP6um/SkAJDqhvMP5rWDSmPQCjO/s6wYN228P77+vkp3WVvjVr7RZ1uWXQ4uTYzkGFrW1tZxzzjnMmzePk046iUQiwV/+8hemTp3KUUcdxQK3CuVYBrgAvy+o2B2Jb1n6dRkC3igNyovSYn3FPc3SS1jCIVaLX6VZdyoKYqmwbWXXDZpM+hNM28OUDA7NYkzTNZjMx7lgPvONtW8sdm2eXcHw7CGtXlyqILKGTl7yJizh4LlYZtlHg+JwkWZ4n74M9gslL71FEJh395hhCY1nV38CiRGUdy/sJKzDVz/s0FNqXMH7ER676GTUbybnpx92/ikHYz/LRch8qq448W07P6a/GFKzITNbP5stv8UsOQ3TfCsm81U3xuIYsEydCg88AK++CjvsAIsXw+mn6++uoNExAFlppZW46qqrmD17Nj/96U8xxvDb3/6WCRMmcNppp7FwYSf1eA7HUuIC/D5ARJDqQ5Dq/weFFpTRKUjNsUjtycV3NtZhRGI6EYisqZl6b2V9SA0aILeCWah2kan3Vf9s2mxwHSxtdxFkmYy6nnSFaYa2f9rfjbWO7ISgMZY3FKLrQGwdLciNDIPoKOsSFCfPDaZTV5cOJwgPruvx94je6Mjb24S19jGIrWVXWirIvyed2ZN2dl+7M45QcXdWox9aPSp67zoZV2Gn5rzXFiOR4Uhix4LnMzqxSH+khcC0onK1oElbBpN8Te08S7jzOJZDNt0UnnoK/vUv2Ggj+H//L5cEaWsDf2k+2w5H7zN27Fj+8Ic/8MEHH7DPPvvQ1tbGFVdcwfjx47nssstobi7StNLhWEpcgN+HSHwjvNpTkPqrkLoLkfqr8GpPROIbIonvIFU/oUPxaTbQqYDYBIgMtX70o1TSQxv5HUqt3MP/VrXqZqFq6YFsd9GSA6woX9ucelcDJ9NAWRaVUmUbUxX8w+UNUy97qSCn+Y6TkyIFj84KNZdV4N0Xbj1LSzAmDzJfqeZdInq/y5LGBJKezo7fnbEU0p1/UsIFvdJJzYj9jlTuo0G+SemENj0d0jNt917rKuWNpEPjNtOEab4ZY1zgN6j47nfh9dfh0ENzz51/vnbLffxxl9V3DDimTJnCX//6V1577TW++93vsmTJEs4880wmTpzITTfdRNI5RTl6ERfgLwPEq0EiIxGvJv/5xDbaAbRyX4iurdn+6CSVskTXtJaKIczCLv7TMupPToUtmB1SelNvuJ6rbFIQnaxBVDl4w7Uzb2J7u+oQIrJy7vqkzhYLR+z1BisUhddZLHANyVX6lIEWKEQ0qM98AmaxTrpMYB9ajjSm1PUEE4Ruymuy24eLdAvp5JhZGVqRbaQSouP1VxFIbG0nM1aqhm/rVqqAGPifdLShNRlIzcAsPhF/8Un4S07HNN+BSX/Yjet0DEhEwLPf/3QaHnoI3nkHdt9dffRffLF/x+dwFGGTTTbhX//6F//+97/ZZJNN+OKLLzj22GOZOnUqf/7zn/HdKpSjF+j3AF9EYiLycxG5XUTeFpGkiBgROWIpjrmliDwuIgtFpEVE3hWRX4h024qjzxGvCqn4Ll7tCZrtrzpIi1wLi29NWrP0hUF/sbfQfAXVRyNV+1gJR5gYEt8SqT0V6SrDX0hsHevy0wVSly0kluiqUHchxDZV153M55BZqN758a0hvgF4Y8k29gqy00WLUGPhkxT8jKLNtYLVgN7S5oeP0+9fF7L3yDST6+IbLrb1ydfll0ugze9OgWyAPXfg8Z8N9EsRTAKsRSoVQKXWb4B2uvUXq7tObD3EWskak8Y0XQ+kIDIGIuNU6iVVNsi34858lusQ7bdolt9fAOkZet/8RZjky5jGyzDNd7uGNIOFaBTefhuuvBKGDYPnn4fvfAf22APee6+/R+dwdGDHHXfk1Vdf5YEHHmDKlCnMmzePn/zkJ2y44YY8/vjj7t8mx1IxECKWauAa4FBgFPDF0hxMRH4IPAdsAzwE3IhGfVcD93ay68AgOlm19oX4iwBj5RiV5ILYWMdtpQqJT0MqdkXqLkVqfo5UHYZUH6krBtWHIN6Q8jz7w4eNrAo1x9rzl9qoTu06LYYENFwIqdd04hIZrVr8zBzt+puapXaYpsU6BzVRvDg40I1H0Y9Mgvxi3UTBJKE3/mEMN5QSoN6euz8p1LcH4yu0texuBkjISa96cu8i+v5lrVuD4D2wRPVCz0XIvl9SZdVZw0OFsnMg87FOBttfxjTdjMl8Bqm3raNSMMxSUjFjbWLb1emJsJytYMvk89B6fw+u1zEgqayEk0+GefPg7LOhuhoeeUQ99D/4wMl2HAMOEWHvvffmvffe49Zbb2XVVVfl3XffZffdd2ebbbbhhRde6PogDkcRBkKA3wLsBowxxowCbuvpgUSkDvg9GuFsZ4z5qTHml8AGwMvAPiKy39IPue8QEaRi144vhH3CJabFtN5KNmsaNIsapkW5kdG5TramDTILMMmXMG3/UFeR9lcwJgXxrSg7WxudjERWxotvCPHtbPa0Dp07JWxB8ASIjstlYqUe2h6maNMhk1FXHv8rNPDyKO4sE/bNt7p8qQgF8zZzH7gOkSHfSainhK0gPT2X54FXATK0l87R03EFBBOQUtaW3SHcebYn7j7BykLSymU8+9mssEH8EJDaXG1GfBMr07LyGpPSoB7bxE2qIDoBxMOk3sY0XoFpfazgtJ3882WWQPoL8usNim9v2p/G+Iu7ec2OAU19PVx0kXbFPe44+N73YO21c6s8jc5C1TGwiEajHH744cyePZurrrqK4cOH88ILL7D11lvzgx/8gPfcKpSjm/R7gG+MSRpjnjDGfN4Lh9sHGAHca4z5b+gcbcDZ9s+je+E8fYoktkIqdi94smAjb5hq6GNTVDoTWwuiq4JXmd3BJF/HLDkd0/pXW4z4EaQ/0C6hS84C04DENy5nRHmTDqn6kXavjawO0dUhMtYWAVfn7YNXQ67rbgGZBUBSg0DTRs7dpZBAshMU3QrZLqok0YA0ZYss20PbhL32e0oQQBd8TcQjZzW5LD35w3TXHrO7xwwoV9MvWmshCYisaoP34ToRlSF2nlatn5foZA3svXqo2BOqDtP3Tuo0+I9MVNclCa1OmTZIvgh5hbIJ+yg2JL/jxFJqS4zfh3aXJRuUjBwJ11+vWfyAt96CMWO0W+6SJf03NoejCBUVFZx00knMnTuXc845h+rqah599FHWX399Dj74YObPn9/fQ3QsJ/R7gN/LBB2m/lHktefQ1YItRToI2QccUrkHUnMiEtsAzYbawF2qVQITWa2jTj+3N8ZfjGm+lbxOo2HMEkzTdZjEjhpwlR4JUrU/Elsr91R0TYitq649aSupSM+A9FzVTRODyv0gE1Jb+U1qZ5iaAcl3tUDUbwPiNtOboXjAGpbJ2JqBPP15kOEP++UHz1fq8bv9MQ8C3XD/Ab9ged/Qtda8rwj70QerHktTdxDsa1cqOpyrnP3TGqSbNiuv+QzMIh1fbC2oPQepORJim0B0PBLfAqk9Fa/uZMQ0QnQ1Xf2JrKLF2UVJ5wftQs4xqgNFpEyd1Y9kPi7jOh3LLV7oe/rYY9DUBBdfrM2yrrpKm2c5HAOI+vp6LrzwQubOncvxxx9PNBrlrrvuYvLkyRx//PF8+eWX/T1ExwBnsAX4QaQ6q/AFY0wamI+mdsd3dSAReaPYA5jSqyPubAyxKUjN0ciQa2DI9RCbprIFb0jnsVx0bWj/F3kBjkmrZ7jfnNMumzak7TGk5gSk6uA87TxEkfimSO1pSGLb3GFMK6bxN5B6R91NvNFkA2njayGtVEHyZQ3iMw2QnmeD/y9VQ20Wo9n3FusCk0GdYaqBKj1WVrdt5R9Sg2bNbffULMU+wvb6JG678o6ge5KaUJfW7LmMSoo66L6XdQY/CMZNkUdn+5Rz3IDu1qIHRdFtQMYG+k12ZSYDqdeh8VJM6n9I9SF4dWcg1Yci0QkYvwWTere800it6vTzTj3Mfm4Kt43nS3giY+jcEta5VqwwnH22uutsvTUsXAinnAKTJsGtt6oTj8MxgBg5ciTXXXcds2bN4uCDDyadTnPDDTcwfvx4zj77bJa4VShHCQZbgF9vf5b6xAfPD+n7ofQeIgm8yGikco8yto5phj2wCjRtkP5EM+yZufpIT4f0x2BaMan3wV+CJLbCqztLPfvrL0OGXI1U/xSJrpF/+OY7tTjWb9Zje/UQW1ODffHUyjP5vEoeMt9A+n2V45iGkIQmHJAaNDBMAlHVuHs1elwZYvX2MT22pOmY3c+g2fwU2Z4AWVeZIOset/UChQ2hShEeW1iLnybrtz5gvzqlLCqlyO9hwtcTQydt3TlfcN+D9wBdmcnKbDLQ/iym4XJMeGXHNFN2cO0No0OhrHi2Q/KQgm1HkJVqRcZ27f7kjSlvDI7BwZZbwn/+o9n89deHTz+FI46Ac8/t75E5HEUZN24cd955J++++y577LEHLS0tXHLJJYwfP54rr7ySVrcK5SigV6IUEfnQWluW+7i7N87bk6Han13qDowxGxV7ADP6doilkYpdOmrz8zfQjL9p0r/9Jg3GzSLygyijmfP0XPAbVGYTHMKrQbxhWWvCMH5qDqbtUZ0gZOZCZp5OHFKzITWTvKZW/iLNeJMkF3xbvXw4K57XVbVATiSCZvNrNFA3SfIKOrvKXJtWWwNgC0clSk6b3xP9vJ04mMbQuZdlxi9YhSjVJbbw73BQ35k/vfWUl4TV0VdbvXpXmXyPfFehcKfdCDrBag/p5lPgf4Zp+WPo9N2wapW4FpF3eN6zEp8p2ugqsqZq+xPb2+cKrWI7HAAS3yl/HI7BgQjsthu8+Sb8+c+wzjpwzDG51xct6r+xORwlWGeddXj44Yd58cUX2WabbVi4cCG//OUvWXPNNfnDH/5A2q1COSy9lYacC8zsxmNBL523kCBDX1/i9bqC7ZY7pHIPpO58JLG9bWZVC5FVkMq9kbpLkNjaaKY5rUW1nWZHfch8hPG7vh0m8wU0nKNZeZNU1xOTsXHuQnUtCZpgmbT+3WnH1A5nsMe0QaIxukJgmsnZZoZlM4FMpRjhwDatdQHZIlzIL9rtKVZ+sszprtwmXJxcatuoXSlJWFlLBkiHgvxSGf8KDbo72ImixzBJO8laohNJvx0y30J6Lib9iW7t1WqxdmcYX1ek0nPs8ZKQ+dJKgMKXEkcqdkaG/Rav5hCk+md2fJ0j8U2RblrGOgYRngf77w/vvgurrqrPZTKwzTaw447w2mv9Oz6Howhbbrklzz77LE888QQbbLABn332GT/72c9Ye+21uf/++52HvqN3AnxjzI7GmCndeJzaG+ctwkz7s0OLVhGJAmugKdd5fXT+ZYJERkN8C/W5r9wDqTpAs/tBp1xvhJXolBOA+pD5sNMtjPG1wVDmUxsoW89602x16TZwNm02SG8mvwC0HGwm37SB32qP2wp4YCSn5+5QPBkgoUdANZr1Dvzz4/a5YAVgafTzQQa/sOFWX+IBwyieWQ/fE2tTmUVspjyS/xwRcvaWoYkV2NWTiN0vjkp2Ag/7oJlVSI6TvRfBvQ033gpWOlrA/1qLr1Nv5UaS2K70JZsWKy/7VD8PEre1FcO13oMYElsPSeyoE9+aYxBbkC7RcUj1/6Nor4jg3LF1oerA0ud3rDgEpgXGwIwZKtt5+mnYbDP40Y9g+vT+HZ/DUYCIsOuuu/LGG29wzz33MGHCBGbNmsW+++6b7ZbrAv0Vl4EqJO4pT9ufRYzk2QaNfF4yxrQXeX25wKT+h99wKabxUkzLn/TR+Gv8hvMxSesMGt/MutmUQwLSndtumdQb0P6KSn46BNdBEGcnE9ngvrsBdBAEtpOzvwwCxSWotCccwJfzj1bSbpdEM+5BI63eaoQFPesa21NSqNRoRJFzChDTWgMvCObD2fc4SL2+LtW2MLVgEgDg1el+2ULZ4B4G9Q9h+9Hg+eBeBsF9qUmYve/+V5j2F3NPxzfXQLvD5u32s2mXnCNjrMwK/RkZofckshpS9X868S28K/H1kbrzkMROoWJc0b4O1UdC9TFAFJN8C7/xGvxFJ+AvOg6/4SJM2zOYwlUCx+BHRD3z582D00/X5lkPPqgSnp/+FD75pL9H6HDk4Xke++23H9OnT+fmm29m9OjRvPHGG+y8885897vf5TW3CrVCslwG+CJSLyJTRKTwf/T7gW+A/URk49D2FcDF9s+bl9Ewex2TfN1m0j/q+GLmc0zz7zFtT2km3yvl+V1AZASYxZ3P8pt+B7QUcSEJ5DJBUJcif9WgJ1ntsOVjlHytfelMbMegPapjpj30fDBhSBfZvqcEPv3BuPvyK2XQ9yGwCA06w8a0yNSrzQXAeV1ka20TsjWtE9Natgg1eD8jup/UWdlVs12V8W3GvIo86Q2g/vMV2myNKvt32N2ns2sA0rMwma8w6Y+h/WlMZA3wVtPVmoDMV2Qbl0VWLWmJadr+gfGbSp5RIiOQqn3whvwGGXI9MuQmvNqTkPg0oB3T9BtM8y1aW0I7kILMp5jWezEN52MyvdGiw7HcMXQoXHYZzJkDRx2lgf9tt6n7TqY/5HkOR+fEYjGOOuoo5syZw69+9SuGDBnC008/zWabbcbee+/NdLcKtUIxIAJ8ETldRO4QkTuAPe3ThwXPicgRBbvsBUwHLgs/aYxpAH6GRi7PisgfROQK4G1gC3QC8Jc+u5A+xPiLMM2305XjiGn9q+qbI2tQurGPxRth3UWiSAlPfeM3aDEtoAF24DkfdqzpsBel3Vq6IrDIHEJOalLY6KorS8g42Wx3h3H1ZvY+OGYQ2BfKdvqClNY4ZCc/PpqdL2zGFUyGoupKFKnRJmiCNiSLjoPoumhgHkPrNhpUQpPtJxBDdfYRsj0Isq5FweQpqp8jqaRbdQ0S1yZsjZdoI7a2v4P/sY47shpENwn9PrULF5w0JF/EZL7AtP4d03w3puUBTHpOx9NKHAndK9P027wi8w74izCN12B81/l0hWXMGLj5ZpXo7LcfnHoqROzkuKXFdcV1DDiqqqo47bTTmDdvHmeccQaVlZU89NBDrLPOOhx++OF8/LHr+7EiMCACfFRSc4h9rG+f2zL0XNkWF8aYvwHboo2tfgQcj0YkJwH7meVVkNb+PEU19SajjjWZr2wBbBu0P4vEpkJknGY+Cy0Ppca+pgsgEuvE2j/5OtmAVSDnRd8VPclmBx1ik0AD0IxOJAI9d9iBpxTBSkI40C4nqO9p9j0IsgubY/UVGatFryA73mzWHluc3E6ug3BS6xnSn+YXpZo28D+CyHCITdYVgGwQHzS8CqxGU+QKncOyn6htStWghbB5KzrFCO5vwvZIKCYNS2rTKfMNeKNsz4dAG51RH3x/oS2ctp8Fk9KgvuE8TNtjmOTzmPYnrXTtIl0lKIJJzbRZ+y4wi6H9P11v5xjcrLkm3HNPvtPOVVfBhAlw3XXQvtwqPx2DlKFDh3LppZcyd+5cjjrqKDzP4/bbb2fNNdfkxBNP5Ouvv+7vITr6EFle493+QkTemDZt2rQ33nijz89lUjMg+aq63LT/R7O0MkR/Gt82jipSTCtDoO5MaAm5kZok2WLTcEAISM3xSGyd4mNoeVBtDX3bNc9vIhdwZ7cqsmcQJPoUnZjkzk5+xj+cBfbouQ1lT1xyYuQ65HbnPKAZdduwq8/tM4Ni1pieN+gTYDJalIqotMZEQAIJEYAPkZEqxcl8YXXsq+Wy//5iDa79ltD4g/cwmMiEJ1hWHkQbOc1/oWY9uD/BxMCuKOADCZ1cFMNvApKauTcZyHyugXbe+SNaV2AadQUhOq7E7apAak5GoqvlPW2afo9J/bf4Ph2OMQSp/1XJlS7HCogxarP5D9s4ffXV4YIL4MADcxl+h2MAMWfOHM4991zuueceAGpqajjllFM46aSTqK0tU9brWOZstNFGvPnmm29aq/ayGSgZfEcIk/kav+FiTNPVmORLkP5AA+zMp9aDfhGkZ0HmM83UmoIA2iyGlr9CJGQmJHHN+hYG97ENtfNtKSRu5RFipSGBRWXQabYUQTDYWRFq+PlwABk8liZI7snE1af7XVzD54uHfu9LBKjVoFZEf3pT7GkjVlJjNLsenapZcJKatU9/rMEybTltvUnrClD6Q7WzzK6aGHKrIYXBPaHXrR1pdgWmsHg3qAeIWc1+0Airk5oKievk1aStPebCIufPgP+ZTkw6s8M0bfne+8HTmW4US5rFWnTscASIwOOPw8MPa1HuRx/BoYfCeuvpcy555hhgTJw4kT//+c+89dZb7LrrrjQ1NXH++eczfvx4rrnmGtrdKtSgwgX4AwzjL8I0XaUShjxs4GnatDus/7X+HnjF+802AAcNptpVuhPfmuKyEUHiW0L1EZ1nJWNrayDmjaJjgFXMIjL8e7B9gnz3FdBAMND0L0uryc7oakJSSHi8xgbcCfomwJf8hwSPmE7czKeoLj5jpSue/az8zwbACdXee1UquTFt6lCTegOSb+lkMW+lJfDDD9tdUvB6eKUFNHsfWGja1YWgJkJq9PzhWoHOdPUS1+OkP6ZDA7QAY+xnPhP67Jcg8wkmvVy74zoGIiKwxx7wzjtw552axf/f/2DPPbVTrsMxANlggw144oknePbZZ9liiy345ptvOPHEE5k0aRJ33HEHGVdEPihwAf5Ao/URDcwL8eqsttoGcR1kL1aeYVIqWwAwXyPxadoAq+J7SGxdJLaOeubXXYRUH4IUZPQLkega2ogoMgJkKPm69sKAMHB1iYb+thlmqcn9nfVVDzLm3bW/LJfuBuqBnCWkb++UsM4/lKUm3o1zlzO2wolPMNkz2jzK/1LH4tXYR5Wu1JgW+3lpzWUTTRLMt1aPn7JZ6aCnQbLgvMF7E5ZQRcgV+IbHVay3QKj4WCK2oVUwUYirVKgzvKFa+FuSwA0pptuZwklIAal38/6UyKqdb5+3cT05m02Ho4BIBA4+GGbOVD3+XnvBttvmXv/00/4bm8NRgm233ZYXX3yRhx9+mHXWWYePP/6Yww47jPXWW4+//e1vzkN/OccF+AMI47dgkq+XeLUSOtj3F/nymVbw6nN/J/+LRIYjlXsiNcep3r5ybyQyovQ40p9iWh+ybiQPQmIbIAGRlTVQzxZ4BgFcEPQFRZpBk6RqKwuqVO23t6pOEiJrqFe7VKJOP113Gy2Pwux7OcXAAUEA65PTkQfX1tnKQiA3qbJ/p8jJVXpKOFtfiA2iTZMNfu3KjV8QCJtA4mRsUN9iV3layUluwr0GOitiNnT01afI7zGdWEhhUbcHkYnWutV+VqLj6OD80+G0KfW+L3n/DdkuvPhdTAagQ+fbxDadbx9CElvnue84HEVJJOD449U3P1gZnTED1lhDHXhmd+LY5HD0AyLCHnvswdtvv80f//hHxo0bx//+9z/22msvtthiC5599tn+HqKjh7j/sQYSmXmog0wRTIOVf+Q92XE7iedPBExz2ac3mW/wG3+NabxIvcWTz2Pa/wktd1md90gdQ1bvHCGbtZdqG7AHrwXZfDSwkgqITYWK71n3Ht/KS4R8D/We0hvynsJjFK5SdIJpJ+de011P/ChqCRqsAngUn/QExw2KXoO/MzbgD7vkBFaXgbwmSc7+slhH4HCDqiDID080woF/iWuTmE4AY+tBdJK1z6zVyY9XCVRAdB2Q4XZ1oQu9p1evk8romlbOEzqnVKlsTKpygVRXMp2CFQOJTdFxdoXUQ2LbrrdzOIrx+uua4f/LX2DqVDjySPjss/4elcORRyQS4aCDDmLmzJlcf/31rLzyyrz66qtsv/327LLLLiwLYxFH7+IC/IGEKeHgYvxQgB8O8sMBmtjgu0I119mny5MVGH8hpvEKLWgsuoE9ZuX+qEd9VIN5qc5pqwWbsa+yuvAWWyMQBL1JiIyC+MbkBdMSZId7g55MEkwnj+D1rnz9gw68QZAe7vDaGfYr6NXYSVIVyAjNhHe4J0HBaphgm6jN1Cdt9j7c4AvyJwXQcWzh54OMPeSai4X09hL0Jygkpu+lxDQwj02G2FoQ3xzi29vPRKNKhDKfQnompOeRs/QsIGq720qF2r1G17KPtSE60Wb3Dfitujrhf2ELz4t1nxWIb9Lx2eqjITqh+PkBpB6pOQHxupATORylOOggzdwffrhK5X73O5g4EU47DRYu7O/RORx5xONxjjvuOObOnctFF11EXV0dTz75JBtvvDE//vGPmTVrVn8P0VEmLsDvY7qlYfOGlnghlG2VoDGRLWSUeE7jns3wh7LO8WnlnbvlL2CWhE7ZDJkv1U7R/xZ16mkBmqH2eNs0KWiCFMLY4FCitqizVusHvOF6Dak3tRNvZDJEVgFvZQ36vZHljbMkpZpYdSezH85eF+rJu2quZbXgWf/4rvYJHzeh541O0GA4salKWqQKqEbrFYLaBvQcUhn628u993ke+D3FaJDuDQdvLLqaELGTjxobxBesMEjcPl8Nma/VqSfzJZDSLH7yGZ0kigeRsWTvrWmC9Fz9vIUPF9sIKvctOIdnJUARzdZn5qOTKttB2WT0s5qeBelPCLuYSGydorI08arUQrP6Z7pSENSPeKORyn2RuvORaDe0+g5HMcaOhVtvhQ8+gH32gbY2uOIKbZrlcAxAampqOPvss5k7dy4nn3wyiUSC++67j7XWWosjjzySz9wq1IDH+eB3k3J88E3mc2h/BpP8r0pkpELtKBPbIaW8ui1+wwWQWVBwQF+tMoOAMZCDSE0JHbP1F/dGaDFtF97dxl+IWXIW4Kv/eGYBeX7mBjRojWuwVn2AFiym/kfOm9xTKQNpzdKGkSEQ9iA39hq80GpEegFkZlFeUNwZQW1AWGZSrha/sNi3YIUEj9xkq9DfPUOu+DRTZP/OsJ1iIyNh2H2IVwXpGZjG622fAwE/CFgld+rAr14qNMD229CANzhvqV4FxQqaCz4jUg+x9fXzlVmork7hz5HxrfzLWFlYXM8tFfa8STspNDr58FaHyEq5Y/jN9nMWTEaiEJ0CXjWS2A4q9kDEw2/8dcdVJeNDZq5OZIyxExqxMqDwNQzRz503Eqn9JeI5n2fHAOG//4VzzoEbbtBGWQAffwyjRkG8t2qSHI7e45NPPuHCCy/ktttuw/d9KioqOOGEEzjttNMYNqyzTuOOpcX54A8QTNszmIYLMO3/yenfTRsm+TKm8TJM68Od7i+JnYo86WlgnSVus6kl3j6vHkggXVlgBqTeR4P7RpsVDQf3KSuraAazCMwCaHlAGyLhW8nEuhBbRyUTxTT/3nANxPzFmq1Nv6sTlva3VaKRWWw37MQXvUvCevGwrKQwE19q36BQuDO5UGHxa6FsJ9wcqjvjtu49xofUB5B8EdP6IGp1+oXWZpg23S6vrjXI6tuAIFv8XExS1JkVaTB5CR4RK/eyn6/IMKg60K4qDLOyrFpdgaHGzhMagDad8JlGKzcLCoLbdPKWnpGToXnVEFvTFt+O1s9IfAuk/gotCLfnlqqDOsrMzKLcKoWITkYiq9JBvmQaILo2UnuqC+4dA4uNN4YnnsgF98bA3nurRv/Pfwa/OwYBDkffM3bsWH7/+9/zv//9j3333Ze2tjauuOIKxo8fz6WXXkpzc/n1fo5lgwvwexGTfAPTei+dZW5N2+OYtqdLvi6JLZHEdzu+4A0PbVSlQbU3nI5voUB8I6T2lC5XC3KDardZ0Y/zx25SIf188JzN0AfZ+sy83OumgQ7ZchmigWdmnu2S2hTS5bdoFjf9AfgLilxLOQSBeaB9L9aQCTrX0AfFwmGK2YcWZryLaeSL/V6McFBtm1OZBmi8HNPyZ9WSS0K15lJptfVNuQCZKHiraKCdN9+wbkYSJ7/PQEWRMYWtL8MBfn6zKolvitQci1TtrytD0Qn6kGp7yKD5WSBxCh5x8iRP/iKruQ+tLHhVasEaGQmmCSmQ/khkFFL7S3VeCsh8G9qgBmITIbqKrgBExmmwH1kdolMRrw7xarp4LxyOfubzz6GpCebNg5/8BKZN0yZaboXdMcCYPHky9913H6+//jo77bQTS5Ys4ayzzmLChAnceOONJJMljEIcyxwX4Pcipu2RMrd7HNOJ44dU7YtUH5Ef1Hi1ajPpjYToePBimkGNTtWAxhupriI1p+DVnYuEJTFdIbVWahMKvIwpUayIlR2J9TWPqu4Z6NBR1xumeuvMx3YFwKCFt1ZGIoHFoc3y5tlLdlXUCrnAtDA7nSKXiQ9eDx6FHXjD+xc7PgWvB8csDO6LNcjqykknCIgzNoBvtROd8CHiep+lhqz9pDdK3/foaA1oC68nuK9eDUidTsa8YoWxgur7C54X6+Of/ggyn2OS72AaL9IJR925+tmMTtbxRyZY+8vq0H0J7nGRQl/TbGVHxW5H8U6xEhmNV3c6UnsmJHa0tR0jdQzR8WQ74opn6z2G6SqWRDClisYdjoHEmDHw/vuq0191VW2ctfvu6qX/4ov9PTqHowMbb7wxTz75JP/+97/ZZJNN+PLLLznuuOOYMmUKf/rTn/DdKlS/4wL8XsKk52hhYVkbN0LqrU43kfgmGtTUXaBFgLVnIMPvRWqO0iAmu2FEA5rYWkjdmXhVe3d/8PENrJ47TCCxKHoBtgYgon7mkdUhvo3qnaVG7RGjk3XiYVpzmnzTRr4uXDSYlBpdlaACzfoG2ebOslfh4D3IGBc6wYSLZsOe9ob8wL8Uhc27aq1UqjC4jxVIqAgdu9RXrNDRJnDhSdGhYZMXuOvE9GFac1p2r9pm0+35JbDbBLWlHKfvb2S8vi95ExQ7EcgWaHtowa+dfHrDVD5DO2Q+w7TeBw0XY2SYFl9HVra3LwOSovj9LPxHPm2LtotZvFZ0fC78cnR1pGI3ndhGrGVrl7j/ZBzLCdGoOu3Mng1XXQXDh8Pzz8MPfgBO/uAYoOy44468+uqrPPDAA0yZMoX58+dz4IEHsuGGG/LYY4+5Zln9iAvwe4tMNzsVZsqrQJfIKCQ2CYmOQySCVOyK1P8KqTocqdgNqfi+yifqLkGK2ACWdQ6pUCebMCVXGGKaKc3L1rcgFTsidReqr3hkdC748r+1BZlJ8gtAARO1MqBmzezTDlmLyUD2USoIz4S2Cz7Ghb7uQTAbLnzFPmd92bOBdnC8TGhb0cBZhqCSmIjVfIcDy5iVhKxc8HwwOehqFaIww12iKDj8/piG3Ptj2lX2JDarXXUIJLbXzHpsUs6Zyaux3vQr5bT6QR8CETtJXMc6Go2w+9Z2HL5phMaLwP/aPmE/B4WrN6Wu0Vi71CL9BSS2YSfHCDaq6qjJ7wxvpfK37QRjkpjMV5jMN5hOr9XhWEoqKuCkk2DuXC3EveACqLaf+dZWmD+/f8fncBQgIuy9996899573HbbbYwdO5Z3332X73//+2yzzTa88MIL/T3EFRIX4C+HiMSRxGZI5Q+Ryh8gsfXKK6btjPiGBYFTsVl3JJdl7WCP2YZ4tUg8VOTtt4D/ldWOt5ALnjNo5Bho8UMBk8RDf5cTHAfBcGFQHA7mQ57y3hCrXa/IBbpFs/+BM1Cl+q7XngKxzUCGWunRqio/iq2n+m9vuAb4UolOgqrpmOkv5zqSkP5cZSzhTL5XF7KXNBrUp+epl7z/OfhfqjQn9aYG7P5idTlKzVDLSL/VrrhMsJKdlSGylmb2o1Ps8zZ7H+lC3uUvCgX4xWoVwhSsxGQ/p4WfrwQkNu/iWCDiIfEtu9wuu33iO2VvWwyT+RLT8mfMkl9iGs7BNJyFWXIGpvXvGL+x6wM4HD2lvh4uvBCOOy634nXTTTB5snbL/fLL/h2fw1FANBrlsMMOY9asWfzmN79h+PDhvPDCC2y99dZ8//vf59133+3vIa5QuAC/t4iM7eb23dDIl4kxBlMo7ygTiW+mmv88GUf2VSulsV1DpbKjPCKQDVX+nwaPfqO1MiwsuAmC2STq1pPKf2R1/8EYqm0WvZ7iAX84OIZ86U2cbHAfNOWSYVrUGdQDYItSC6UrgZ+98ZGaA/CqD8Ibeg3eiMfxRvwLb8Q/keF/RaoPUP/06CQbKE+E2Cb6XAd9fGcEE4u0usRkPoX0dPWUz17aUJU+yVAN6E2bXmMgiaIKUu9B+9N6bVIbOt5sSH+q97H6KKi7EBIb2tWW4XaCUqkP09RFcZ91RDIZO5GJUtLRqUO9QtArIPycINUHI1Jgc1mKxHbkN3wrdeoRECuzD0QRTGoGpuES64gVdpZagml7DNN4KSbjgixHHxOssgF8+imk02qvOX48nH02LFnS+f4OxzKmoqKCE088kXnz5nHuuedSXV3NY489xgYbbMCBBx7IvHnz+nuIKwQuwO8lJDrBWvWVs7H1GO8FjMlgkq/jN16JWXwMZvHR+EvOxLQ+1r0MY2xDDSAjo20B52q5gE9qrFY70H0Pz983Ognx1AdXvBqoOd466kBxjXxnBDKeINPfRk6GUyqoC2frQw8RLS71qu11RLWYWGrJZu4ljjbtqkYnBKGCXanQ+1DqfZUq8EZpE6X4xlB9rN47SakkJjKC0l1fix6QnKQIvX4/aBgVbBIH0jqBiK0FsSn6noG1OA2kVa16vdGpOpmMWMed+MZ41fvhVXwHr/YUpGIX+xZ9C+nZuuKS+UgtLUsVw0qCrNe9iP08dGJxKpV23LZJlTc0NyHwRiDVR+v9K/cuRVbSWpTOgnxvmHagla5WGIpjMt9imm9GZWMl8Bdimq7vtGDe4ehVrr4a3n0XfvhDaGmBSy7RQP/KK1W+43AMIOrq6rjggguYN28eP//5z4nFYvzpT39i8uTJHHvssXzxxRf9PcRBjQvwexGp2IOuZSUgld9HCiUuPcCYVkzT1ZjmP2hwFmSy/W8xbX/HNJyHSc8t61giUaTm/wHW/9wbbTPeMfIaHMlQfYT3TeyY/3fqA9WDF7Vm7PKqCv7OqM7cNNsgsZTVY9gdx9pDmnZtqOQ3gL9EZS1+q5W+RNCAPnBgiepkQOp0AhBo0r1aaP9Px1G2Pa1SjeabMc13YRqvhCXHQ/uztpPrAtvIKVhJSJDLXIcf4WsoUXPgf6nXAip7CnvUG1+fy3zacbXEX6TH8oZoEO7Vq8e+DdxNy4OY1vvp0JgMgJQeM7yCkL3lQ8jLwHsr289Esc904OpTo5PayOpQsRdS8T2k5nhtxBbv/mRXbFG5JLYhL9CXeqRid6T2TCSycrePm6Uwa18K/2uVRTkcy4p11oG//Q1eegm22QYWLoRf/hIee6y/R+ZwFGXllVfmmmuuYebMmRxyyCH4vs9NN93EhAkTOOuss1i8eHF/D3FQ4jrZdpOuOtma9hcxLXdTyr1DKvdEKr7XK2PxG6+zHW47QaqQ2rORyPDOt7OY9Mca9KVnaoCTnodmhaNasOiNyAv4pWIXpDLfucdvuATa/k22YZZptQFqT4oTA5/2sHY7rNmvsYFtcL8jaMBnu7wWPeQQwFNZDa1W7x64CCWse8zQXJ2BNxKv/sLs7qblfkzbk2QdYfyvOo45MlYlLP5C1ELyG1uImiTnZR8q5g079hR2ZAW995Ex2hTMq9b9/K81iDcZazFpdH9J5MYeWcPaWIZGV/E9iK2Dafx1/jkyn+UsT8NEJ+sxTQaVUolOnKwVpd4UYycEn5F336XSjn00eHVI9VFIbGrHcywFxiRVMoQH3tClnjwbYzBLTilp29mB6CS82pOX6pwOR48wBv75T7jnHrj9dvDsxP/tt2G99XJ/OxwDiA8++ICzzz6bv/3tbwAMHTqUM844g+OOO47KyjKlmisQPe1k6wL8btJVgA9gMl9D+3OY1OvW4aQSiW8Iie2QyJheGYdJz8M0Xl7emBM7IlX/173jZ76A9ExM5ludRKQXgIQmLZExSGJnJLFFh339bw9U/T1YrXsKaKZnloWFAX4g17EuO1JvC3V9XW0wHtCKBpkmtG2Ap9Ib42knVa++6yF4I/DqL9azt/8HGq5QqY9pt+eO6LkJr3Z44K0K/sd2EtJMdnXC+DZYDiYVwT5xWx9QLKOegPjmmo1PvQOZT8hzsCnsICyVOqbIarpPmOhaiFeNSb6e/7xptStBBUidjtE05K4hMlYnSJkvyCu49lPgf6YrJl6d7dFQh8S3gMT2S5dVX0YYvxmz5KTyd/CG4tX/qu8G5HB0h/nztRB33XXhsstgp53yV2EdjgHCK6+8wumnn85//qOr5GPGjOG8887jsMMOIxZbms72g4ueBvg9E6g6OkUiI6DqRwg/6ruTtD9X9qYm+RJU7tmhS2hnSGQUREbZ0HNv1fOn5wEp8IYjUW3CZYyPaX9apSl+kwbM6Q9tAWbKBvdBAWlX3vZFR0JxmU9UM+2kgYQNtCFnwRgE98EjGEPwj0Y7pD6C6FgbUKeBiAalUp9XNCpW426Sr0PDZWBsUVtWEpMJZbdtIXK2kDiumWBvpEptwB5bUEvMEJExEF3VSou+1fsZXIdU6IpK+wuqkcfYSUWJ99S00rHANfsiJlmkD4NU2glTqGjPpLT5Vl43WE9rC/yvdXUgMk41+/jgVSEV+2Pi26qkqv0F9dDPfIK0PY5JfAeJTiw+5oFCt3X7Sy+3czh6jfnzYaWV4M03YZddYPvtNdDfbLP+HpnDkcfmm2/OM888w5NPPskZZ5zBW2+9xZFHHsmVV17JxRdfzD777IPnVqF6jAvwl1NMZkHXG2U3blUJQ0H21GS+gPYXbeDpaVfQ+JZaKFuAeLVQoJX2256DpitDlomE5CKBp/vSfjkD3X0gy7EfWYmhATQ2YI7QwXIzL+sf+OoHwXgGWAjpFtXeB2SWgFmgWW+bmTaJnTCpudB0a6542Ph0lBxldAxij2eWqDzFXwAY1Z9nviDn9x9MeKwPfdQW80pCg/0Iqq9Pz9aMuFmsNQQkAc863aTIdrgtdBQyrR0nEWCdkqZ3fB5s52FfJz3GXk9hJ9/I6mRdlEwLkEKG3EQwoRERaH0U0/Z43j0yzIbky5joBKT6KILmXGGLV2PS+nkyGZXbeN3wvO8lRBKYyFi7SlLG9gN9wuJYsdhhB5gzB667Di6/HJ55BjbfHPbcU4ty11qrv0focGQREXbZZRd22mkn/vrXv3L22Wcze/ZsfvzjHzNt2jQuu+wydtppp6W3Al8BcRKdblKORGdZ4DdcajO55SF1F+vKAmBMOzTfiUm9SceMekybaVV+v/Pzt/5LGx6Ryn/BpG2AH3jdBxn0IKte7ufNSnNkGEgokDa+DWgL3E0MVqbSTi57HwTQJne87MahLL9UhQLWdpuZN/b5WnWs8b/M+fpnj1FK419tJwdxdbnJfKb3Jbq6vu432UnXNxogSz1E16BDbwE/Bem3dDxSoRlxP2gIFtzHwN6z2ITD02N7dSrVsceXuvMxDZd1vIfZe2l0IpOeZ++patu1NmGYnVwVXHLtaUh0vO7e+gim7dESx85YvXybLeSO6GQmvrFeW/KVkEQpgsSnQWInJLh3ywjT/hym5U9lbRu+dodjQLFoEVxxBVx7rbrs7LUXPPhgf4/K4ShJKpXitttu48ILL2TBAk1kbr/99lx22WVstoKuQvVUouPWPpZTpDs++lJL0NHUmDSm6UZM6g2KB9spTNsjmNa/lTycyXwBzdfRIbgH8juxhjPKYfvHsgatwX1sLespP1GbMkkCImuCDLda9rSVA6EBcF5X2/D5w9ab4eJWbFDvqwTGhIPnNETHaUY5PUe15bST8+0POt8WYu9LttB1FdXPR8bZW2EtNGMbajY8Or5jcA+hPgJCTloU7twLuQ68hfc2tEJgGnUyaAwS2xCJjO7cllLETm6idnKwBsSmQmRk0eAeUCkOYPxFNnNfBJPM3Uf/21yRcNszsPh0aLgQkv8NNflSC1jTeDkm+d/S4+0L4pvre9MFEt/UBfeOgcvQoSrPmTsXjj4aLroo99qsWfB1EZcsh6MficViHHnkkcyePZvLL7+coUOH8swzz7D55puz11578b///a+/h7jc4AL85ZXENmVvKoktc37gyVfVIacLTNs/MJlCd5jgtSc78UgPpDBh7bxf8HeXI0Y19rVkG2t5VZpVlnowX6hcJfDYN0kruwk856XgWOFgv7BrrQ2eTTKkqQ869iYg85W6w2T3CR8jOGZBkB80G5NcAa9UfBev7gy1haz9JVJ7DjLkGqT258WDe9NubS6x2viQP39e4XH4urzQNgX3wTRp9r36MP07sR2dvh/Z2gmBMhyYjP+N/tL+PEWLqY0P6flkVw2MgfRHWgfhf0N24uV/q51307PzahxM822Y9KddjqO3EIkjNSfo5LLUNvEtoOqQZTYmh6PHjB6tXXDXXlv/NgaOOEI99C+4ABpdV2bHwKKqqopTTz2VefPmceaZZ1JZWcnf/vY31l13XQ477DA++qh8BcOKigvwl1MkuhoSK2O1RuogsUP2T1PE0704pnQhb/tzlHbECeQx2QGg1o1xSvviFwbkNuiWioJDp1XXHgSEIuQaVUVs0B/KzJfVXEuAtD1trV3tqLbjRRtNZQmuOUP+9ReTx1hdPWiAHt9Uf42sjEQnItFVEREksQ1ScxxEJ+RfZ/oje8yIjs/Y40tYZpR3c+zP4D7bugSxEqTIahBZGbFSJImu1sHetON9QV1wwsXZfqt2xE3NgtRMDdr9BoLaCFNq8mgWkQvusdr9JLraUXgv07pten5uskRGO/QuQ8Sr0WZgNScj8U3tPVwdSWyL1J2HVB/a40ZaDke/0twMNTXQ1ATnn6+B/jXXQHsnjd0cjn5gyJAhXHLJJcydO5djjjkGz/O44447mDRpEieeeCJfu1WokrgAf3mm+lCks464MgSp+TlibRKN39y1bt+kbKOmzzFtj2HSc/JfNmlynvFFT0ougww5nXuFLWYNW16Gt43aR9AAKpUtwgS0UZPEKSoLAg2Ks9Ib6DqwD2PlOeGW8EAu+Aw07kGwKQU/yX9dIjYw1uBPKvfu1MFIYuvg1Z6K1J0H0bXJOQKh12SSmoH3G2xmPUXHSUZwH22ALFUQnQjRdfWnN8Rm0EN7VOyMVP/UNiUrIDpRx2KlXZpx/wQys8EsRHsctFv5z4eQekcbaJXq6pq34hOMP/i9gGzmvt1ODIKnX1PP+2WMxCYh1T/FqzsLr+5MpOqAXrO7dTj6hZoaePxx+M9/YMst4Ztv4MQTYdIkuOMOyPSkZ4nD0XeMHj2aG2+8kRkzZvCTn/yEVCrFNddcw/jx4zn//PNpaGjo7yEOOFyAvxwjEofqozWIj20AUqPZ4shqGoTUX4gEzixAyeAYrITiE7U79D+3uvP5mMZf4zdcjEnPs+eMknNtKUaUXLBpg/ls19VwU6eYbiv1ttNqvf4u1fqaJIA0RMYjVQdbKURn/+kEgWWhRKczCuoFTMGqhEnT0Uc/ICyHCbCTgcgEGxhHkcof226rXWNaH4W2JzRg9heSXzMQaO1LBbjhAmZjC3OHFUxYOt4/iW+KV38hUnMSUrkfUrU/UnsaXv25SOVuoV0/zQu2C46iZ228Jn9Slje8UFdYE/4cFpuIhe53Jtx4K6VuQg6Ho3fYZht44QX4+9+1Q+7HH8Pxx2t3XIdjADJhwgTuvvtu3nrrLXbffXeampq44IILmDBhAtdccw1tbWV0IF9BcAH+co6IILG1kJqj8YZchTfkGry6s1RGEDjDZDe2wXMhxreOKYvIC7iCgsrMJ5jGq7PZfIlvYo9VdEDkfMQFqNROqJFx2s1UakMThEi+/lzQfSMrQ2waktger+40JLEVknpDs/ilMOHMfYbyP9phl51iE4jAjrNQdhSsOgQrDnbSEhkHic2Qyr2Q+l8hFTsUHrAofusj0HJHTmYkYXecsOa/M+wKhkStvKlAV+uVbjIlsclIxfZIYrtc0WhiJ73nfmsnwT26AiBRdRoq/MzlzlAwTtB729VkrC3/sp0kxuHoXUTgBz/Q7rd//CP86lcwQh3XSKXg+ef7dXgORzHWX399Hn30UZ577jm22morvvnmG0488UQmTZrE7bffTjpdYjV5BcIF+CsQIjENzgvxvyLXVTVEIM8AIKmFjsZAYlvrpV6KQANuj+FZq8agWFQSVus+grwATypV2hIZZ7P+oUyuv1iD1lDhahYT6LaDLDfky4TKIU6HADrrZx9knIPVicKaAbtaEVkN4puobrtiV+0dUAYm9T9o/n3B+csJfvMGS86S1Dbb8vODckls1Y3jgXi1SM3JlK63EA3uw/0V0vPAW6XIphVFnotTtMC4w/tm74u3MsiQLsftcDh6QCQCBx0Exx6be+7WWzXLv8su0M/W0A5HMbbeemuef/55HnnkEdZdd10++eQTDj/8cNZbbz0eeughVmQreBfgr2gktifvbTemhCNOrGMw7X8L6feQ2FSk4nvgldAhBzaLkTH5xaNBdleqITYZYhMhupZm+KNT1bHEC8lKbAdZ3cdq2CNjczIQY9Q7PWis1aFYszPCwXMgCQrdF6mBaDEr0ogN/KPkClnjGuhGx9qxdA/T9mTH/YJut92SGwVWpHaSY0IrElIL8S27PTaJDLcrMGtYCVWVvn/eSIhOUevMvItZCNUHdZwA5q2+ROxkz/YK6HDS8HOJ7OdBV6VcsxOHY5nh+1BXB08+CRtvDD/+sdprOhwDCBHh+9//Pm+99RZ33XUXa6yxBtOnT2fvvffOdstdEXEB/gqGRFdDqg4i+9abZjo2bIqq/7sU+Xgk39afVQch1QdCZBJIHfmZ+Cqo+hGy0mPIkMu1yDSxE1L5I6j4vgb9QUZXIjajXygdEkh8JzQk231RPA02I2PJedFDrng3HACaIs+FiekjqCuIrArEtQFTZA2bLS6UOVXagL5K/ey9ar2WyKjc693AZL7RuodC/b8erIu9rUMRUfKz//aeBO+f1CI1J/S8K6z4alkaXd0W307o1BNfvHqk9nSdBAaTMam3967efrZiuTHmBfQR8hpsBxODyFhIbN2z8Tscjp5xzDEwbx6ccgokEnDffdoJ98gj4bPP+nt0DkcekUiEAw88kBkzZnDDDTcwcuRIXnvtNXbYYQd22WUX+rtB6bLGdbLtJgOlk+3SYlKzMG3/0M6hmcBdxdOgNjKipJZaYhshNf8vdxy/GZKvYNLz1bs9OhYSO+N5RSQZgEnPwTReRVcZdolviVTnPMaNSWKWnG4nJEDmi1xX2SCO9xvQ4Dbwhw+/mCfk1ofU2wnD6lDxAySxLSbzsRa6Zo/dBql3NRsuieIacG9kNpMtFd9DKvfEpGZai00PY3wkCLojYyA6NZuJNqnpmKZrbA1EKItvjFqCdmn1GciGDJoNT+tzXiV44yC+IcQmId7KEFsP8Wo6OVZxTNPNmNTb5W0sFUj9lYgN4I1JqzbfZDBEoOV2SH+sPve05a6VdnuPK0MTy7iu6sQmI9VHlS15cjgcfcCnn6pn/m23aWb/1lvh8MP7e1QOR0mam5u59tprufzyy7MuO/vuuy8XXXQRkydP7ufRlU9PO9m6AL+bdBXgB/dzeZASGNOOaX8Nmm6ymdRANlEaSWyLVB2wdOdNvo5pvp1SrjgSWx+qf5YNEvP3u9UWBU+nw8qDHxSVWm/7osFx+H2JgjcMqTkKqfpJ7jzGQHoGJv2h2oqmv4Hkv3UCE+xusPfKFtqK6EpG1WGQel2DWn+JTkRoByo1y+/VgjcSqfwBEt9EJ1pNV2mNQebj0MW2WbvMUrafYavOwK2oVreTITq26NiC/WLawbZyn24F+ib1Pqbp+rK2lcT2SNV+pY9l0pB6C9P2L2h/Rq9RKmymvkKLjE2zfhYTuyCVuyLRiWWP1eFw9DEzZ8Itt8Cvfw1Rm/B45hnYdFOo7uEqocPRhyxcuJDLL7+c6667jra2NiKRCIcffjjnnnsuq666atcH6GdcgL+MKBbgG9OmWez25yCzABCIjFV7xPimnXqgL2uMMZB6A9P+rO0WCqRn2SBrJetVXxqpOQWJle7uWfY4Ml9A+7OY5Ms5C8XoZCSxrTrolJggmeR/Mc2/g9R7RV4MfOg98NNAEzqJCOvTg8+7WGnNBKT+MiQ2KXSYFmi9H5N8jay1aOYztWyUSi0Y9r+lo7SpBmgGb5SOIVO4hK2fC2xfAqncF+JbYpacpvcgPQtI2ux9UFcQTIIKVyDCBDKnCt1XYrpSYM/TAW80UntK2UG+MQbTeGn+BKQoCaTuLKRQl1/yuElIvq7N1zKf2EsZbb83W3R0gXI4HAOPBQtg4kTV6p97rnbIjQ+c//McjoDPPvuMCy64gNtuu41MJkMikeD444/n9NNPZ/jwrju29xcuwF9GFAb4JvMVpuk69Y0vRmS0bTY1tPjryxBjMtB8KyZVsPqQ+TrXsdUbA5GVih8gsipe3Tm9PCYrzyBadldQP/kuNF5sM/Y2oPWGanCbmRMcWJswZQPk8MqE0SLQ6HjVf0cn49WepK/4LZpRz3xaOFB9j/2vwG8i6wgEqI5/KJhA1hM0m4qH/k7mil4jI/X8UovUnQPtz2CSL+j1ZD7UlYKsb3zQvCv4nhbaZ6J/S52Vtnjq5uPVdXoPJb4JUn1Ep9vkXb6/WH3u8zr7hknoSkhsrbKP2eEcxiwXK18OhyPEBx+oVOe11/Tv8ePhwgth//3Bc2V+joHHrFmzOOecc7jvvvsAqKur49RTT+XnP/85NTXdl7H2NT0N8N23bykwpg3TdG3p4B60I2zTdSpN6G9a/9oxuAfN3IsNCP0FxZsJSS1S/bOyTqPSn+cwzX/ENN+JafsnJiufKTisCCIVZQf3ABJZSQP66Gpa+BkZYzPrVSH3lsDaMgJU2IDcZrkjq0NsSi4AT8/UFQWA1vs7Bvc6ULWDlCG2QDSito2Rceomk9dELKlBum+s1KZJG08FDav8b7XuIT0b0/YPTGQV2yV2vk4CTLhTbeCmEzQHC76yIR9+qddJQ3RtdSPqIrgHMMk3Md1oGiXeEKTudKRyn3yHHKlUWU7d2UsV3MPyIWtzOBwFrL02vPIKPPggTJ2qRbkHHggbbgiPPRbqUeJwDAwmTZrEX/7yF/773/+y884709DQwNlnn83EiRO58cYbSSaXfcf0vsAF+EtD+8vgf9P1dpkFkOzfolzjN2LaSzQsEdGg1xsJRHMFpgB4SGwDpPY0JHCK6ew8bU9ilpyKafkTJvkiJvkSpvVBzJLTMS1/0VWEpUQiYzRLXYzIaJXIFDbskhhBl9+i9peZzzB+k5XllMBkVCMuMRCjlp6edRAyi0Pbpe35m21gX3icYDLQCs1/gJY/a2Ez8ZCrTBDYR4A69Zb3VrLFz0GRcFx195ExSOVeUPmjLmsoQhcMqbfK3FYRqUAqdkLqLtJC2vpf6c+q/ZCwF77D4VixEIG99oJ339Ui3LFj9ffrrgutdDocA4uNNtqIf/7znzz11FNsuummfPnllxx33HFMmTKFu+++m0xm6eOV/sQF+EuBST7XJ9v2CcmX6agZDyFis8BTNdBPfBepOgSpvxSpORqJdNbYSjGtj2JaHwjJS8KkMe1PQ8vtvdJ4QhI7ln4xsrLVwVeCVOt1RVZVq82SgaioW05eJr4A00ZOFmNCKx2FxbyBpKbUsey2JqkyIn+hrixEJ+sERIaStb+UGESG2Z4BUyC2IcQ3gdg61rJyHNRdglQf1vH/UYPKftIfQmompGZB+lPtTAsqNeoBIqJNsLyh3Vp5cTgcg5xoFA47TL3yf/MbuOyy3GszZmjQ73AMMHbYYQdeeeUVHnroIaZOncr8+fM56KCD2HDDDXn00UeX22ZZLsDvIcYYyJTSIxehQ8HlMibzZXnbiYBXh0THIYkty64dMJkvMG2Pdr1d8nUbSC8dktgcSWzfyQY2uI+tDZFVbAOtUh930W0CC86SFH7Jg9l9kG3vbNuC8xljs/uikh2DvfdDIDZeVxm8as3YmwZdFRDUplPitjvwMIhtiBefmrvm7OlTWkSdma/70w60gVkImdmQ/gTjilgdDkdfUFEBJ54I06blnjvxRNhgA5XvzJvXb0NzOIohIuy5556899573H777YwdO5b33nuPH/zgB9luucsbLsBfZvTzMmXJ4LYU3dy+/T90HtTmMO3PdnMsxZGq/ZCqg/M73gKQgIrddTWiHAej6GR1fpHOHYQ6HsvKYQSyDZ3AavQD//0AQ84VJ2MLgNP2GEk6ZPu9UUBFbl9/UZHxVCPVh+b+jq0PeColSs8HWktfi1mkGX2Hw+Hoa9JpmDwZYjH405/09+OOgy++6O+RORx5RCIRDj30UGbNmsXVV1/NSiutxIsvvsg222zD7rvvzjvvvNPfQywbF+D3EBGxnU/LJDK27wZT1vnX6MbGosWj3cAUs60sRXp6rxUdS2IrvLrzkdozkOqjkZrjkSGX49UcjlTuXsYRIkiF3S62LvluO4Uni4OEKuzDxaxe2HkomAiETfODotlsVy77SGlBbuHkSCK24+8Qu33BBCA6Gak9Na8uQryh2kPAX0i2iVTJa6mD9LuYdFfWlw6Hw7GURKNwzTUq3Tn0UG2UdeONMGECnHUWLCm/4N/hWBZUVFTwi1/8grlz53L++edTU1PD448/zgYbbMABBxzAnDlz+nuIXeIC/KVAEtv0ybZ9QnxjlayUgcTWQSLd9IQtVkxaeuNubt81Eh2HxDfQsQdSlYrvdy7jIYZUH5H1wBevDolP62R7cg4yUktet1+vxjZrgmzTsGyH2XChjlfwu+i9KJqhj1inoCkQ2wyp2A2p3BupOx+v9qSiRc+m8sdlSI1iKkkC6KXVFIfD4eiS1VeH229XLf4PfwgtLarVbyzusuZw9Dd1dXWcd955zJs3j1/84hfE43Huuecepk6dyjHHHMPnn3dDqr2McQH+0hDfHLxCeUgRIqtDbIM+H05niMSRyj3K2DIOFeVsV0AZ1ow5Evl68T5CRFTGU3saEt/MSnAi4A1FKr6H1F/YMaCv/HG+DWQhXi1EJhZfvYmsYot76yCypr3GUGOtrIe9h8pv7NdPYmq1WsphSGJI1Q+Ryh8iFbsgHSRJ4Wu2wXtYMpS3Qa1dGdAuwSbttLAOh2MZs/ba8Le/wcsvw/XXQ9BNNJNRCU+qE7MDh6MfGDFiBFdffTWzZs3i0EMPxfd9br75ZiZMmMCZZ57J4sWL+3uIHXAB/lIgEkdqTyiiAQ8RWV1lIwPAbUQS2yGVP6JkPYBUITXHIcVsJLs6dnyzbmy7yTL1PJfoeKT6cLwhV+MNvQmv/ldI5Z6IN6zjtl6tSl9i69PxPglE10KGXIPUnm63CX2FvBFIzdEw/AGo+YW64lAJVOlDAj/+GvAqtGAWQSU9fvEsPqj8J7pOmVeb0eA9uoZm/r3R6tfvjdbxRNcoqCVYvm3AHA7Hcszmm2vn24A//UmLcNdeG+67T6U8DscAYvXVV+f222/nvffeY6+99qK1tZXLLruM8ePHc8UVV9DS0tLfQ8ziOtl2k8JOtgDGpCD5hlphZhbok5GxSGJbiG0wIIL7MCbzLST/o7p50w5SpwF6YgtEKro+QLFj+s2YhjNLWGSG8ZDas5BoN+oX+gmT+RZSb6rkRSohtmEHv3fjN1mXmqgG+KGJi9/+Eiw5E3WwKXYCa6cZFEDLkCIe/R5SfRQSX7+8MZs0ZskvwZT3j4zE1kFqji9rW4fD4ehTHntM3XZmz9a/p02DSy+FnXd2fvqOAcmrr77K6aefzrPPPgvA6NGjOe+88zj88MOJxWK9co6edrLt9wBfRGLAMcAGwIbAWmjLzp8ZY/7QzWONA+Z3sslfjDH79Wyk2XN0CPAdiklNxzTdSGn/d0GqfoIktl6Ww+oWJv0hZD4GDHhjkNiaPT9W6j1M47Vqg+kvRN1yADztxOutpLKczEdAqmOALxVI1cFIvFvfaUzLfZj2p8raVqqPRuIbdOv4DofD0WekUqrTv+ACWGATZtttB5dfDptu2q9DcziKYYzhX//6F2eccQZvvvkmABMnTuTiiy9m3333xfOWTiyzPAf4Q4BAm/AlGgWNZekC/HeAvxXZ5H1jzP09Has9hwvwO8GkP4a2R6yrTuizFZ2ouvdYuVKTZYtJfYBpfdgG2yG80Ujl95H4xt0/ZuYrTMO5aFEx6MTHoA2sQl94Y8AsUf1+dBUgoUF3fHOkB171JvM1puEiSq4cBETGILXnIN22UHU4HI4+prUVbrhBm2UtWqS/H3tsf4/K4SiJ7/vcf//9nH322cy2q1Abbrghl112GTvvvHOPpcnLc4AfB3YE3jbGfC4i5wPnsXQB/p3GmEN7eajBOVyAXwYm8y1kPgF8iIxCImOW/pimDZKva9Mu8SAyAWLrLnWAapKvYZpvJ9eltiNS+X9IRSfdc0vgN14N6RllbOkh9ZcUrQvoCbqacjMlg3xvZaT2xOz5jL8Q2p/DpN5XVx+vDolvAfFNkHJ6CTgcDkdfsHgx3HILnHQSxO2/RX//O6y/vrryOBwDjFQqxR133MH555/PArsKtd1223HZZZex+eabd/t4PQ3w+z11Z4xJGmOeMMYMXK8hR7eRyHC1rYxPW+rg3hiDaf0bZslpmJa7Me3/wrT9E9N8E6bhTO2O29Nj+wsxzXfQWXAPYFr/2iPPeKnYlXKanEl8i14L7gEkNhWpO1ttQsOORd5wpHIv7RsQBPdt/8QsOQvT9oROyvwvIT0b0/JHzJIzndOOw+HoP4YMgdNPzwX3X3+thbiTJsEvfgFffdWfo3M4OhCLxfjZz37GnDlzuOKKKxg6dCjPPvssW2yxBXvuuScffPDBMhlHvwf4fcQYETlSRM60P9fr7wE5loKW2zX4LFbA6y/CNP8B0/5Cz47d/gLlOckY2623e0hsqnbb7eSrJrH1oGr/bh+7y3NHVlab0PpfI/WXIfWXI3WXIBW7Ip527TVtz2BaH6TkBMc0YpquxWTc/NvhcAwA0mnYYw/V6l97rTbLOv98aGjo75E5HHlUVlbyy1/+knnz5nHmmWdSVVXFww8/zLrrrsuhhx7KRx991PVBloLBGuDvBNwCXGJ/viMiz4hI2f6PIvJGsQcwpY/G7CiCSb6JSb7a9XYtf8b43e+GaJKvdWPbnq0USGJLdQ6KfwcIaeqjayLVP4Pqo9W/vg8IOgaLNwzxhuRpAI1JYtoeLuMgbdD6SJ+Mz+FwOLrF6NFw993w1luw++7Q1KQFuRMmwNVXq5e+wzGAGDJkCJdccglz587l2GOPJRKJcOeddzJp0iR+8Ytf8FUfrUINtgC/BbgI2AgYah/bAs8A2wFPiZTZztUxIDBlZ80zNhvf3RM0dWPjdrVE7QESXRWpPggZcjVSfxUy5Hq82lOQ+Ma9XuRqTDum7Rn8hgswi4/FLD4Of8nZKsXxQ9ebfA1Ma3nHTL3dowmUw+Fw9Anrrw+PPgrPPw9bbQXffAMPPABL6VjicPQVo0aN4oYbbmDGjBn85Cc/IZVKce211zJhwgTOO+88Gnp5FapXvgki8qGImG487u6N8xZijPnKGHOuMeZNY8xi+3gO2Bl4FZgIHNH5UbLH2qjYAyinYtLRCxjTBumZ5W+ferv7J+lWR93oUmfaRSKIV9NnhavGX4hpuBTTem+uJwOA/zWm9UFM48U5uU23tPWZjg5DDofD0d985zsa5D/6qGbwg1XKmTPhoYdsvxGHY+AwYcIE7r77bt5++22+//3v09TUxIUXXsj48eP5zW9+Q1tbV/2EyqO3prpzgZndeCwofpi+wahOIXDk2WZZntuxFJg28qw2u9y+vGx0GIlt0Cfb9gfGpDGN14H/RemN/EWqqfeb6XYXW+O6SjocjgGIiMp1Ntkk99yZZ8Lee2u33Gee6b+xORwlWG+99XjkkUd44YUX+M53vsO3337LySefzKRJk7jttttIp9NLdfxeCfCNMTsaY6Z043Fqb5y3m3xtfzqJzvKCVNGtj6jUdP8ciW0px+VGt92u+8dflqTeBL+MYlh/ESRfBG/lrrcNExnZs3E5HA7HssQY2HFHGDkSXnsNdthBu+E6e2vHAGSrrbbiueee47HHHmO99dbjk08+4ac//SnrrrsuDz74YI+PuyKJ1QLzUef5t5wgEleHma4wSch8DulZ+ItPxl9yLqb17xh/UZe7SmQUUrl319sldlqqrrbLAtP+XDe2fR4SW1L2PwHRCUhkdP4x/EZM8i1M8nVnpelwOAYOInDMMTB3Llx8MdTVwb/+BRtvDP/3f9DH7iUOR3cREXbbbTfeeust/vSnPzF+/HhmzJjBj370I+bOndujYy6XAb6I1IvIFBEZXfD8ZlJE3CwiOwAn2j/7RP/v6CMS23f+uv+t6vT9hYCnRbP+l5i2x9Tbvf2VLk8hFTsjVQeC1Bd5sRqp3Bup2qdn41+WdMfK0v8KpFabWXWJWD9/xWS+UmvSJadhmm/R3xsvx284H9P+UreH7XA4HH1CdTWcdRbMmwe//CVUVKgufymlDw5HX+F5HgcccADTp0/nxhtvZOTIkdTV1fXoWP3eyRZARE4nZz+5AbA+8BIw2z73QrirrYgcCtxOQcdaEXkWWBt4FvjUPr0esIP9/RxjzMVLOVbXyXYZY1ofwbQ92vEFfzFkPgYEIuPAqy2ytyA1x5S1EmBMBlJv22Ma8MZAfNpy08nVX3wKmMayt5chNwE+NN+iHWyLb2W7+OpXyGQ+wzT+plP3IUnsglR1vSricDgcy5TPPoPnnoP9bd8RY7Qw95BDYPjw/h2bw1GE5uZmtt56a956661ud7KN9tWgusmuqJ1lmC3tI+APdM1dwF7AJsD3gBjwJXAfcIMx5vmlH6pjWSOVPwBvuDa78q1frAEyX4BUgzcKvFKlFdoFt5wAXyQC8Y1Ql9XlkMhqkC6zQ15kVb1eIpjqY5Hka5j2ZyEzP9gAiU+DxA5IdDxgOwo33dyltahp/ydE10DiG/b4UhwOh6PXWWWVXHAPaqt58snqo//LX2pn3Joe1HI5HH1EdXV1Xv+a7jAgAnxjzHbd3P4O4I4iz98K3Norg3IMKCSxJcS3sHKcrzDpj4E2kIqud858hknPQaIT+3yc/YkktsWUGeBLIjefFvEgsTmS2Nz65CdBilh5pt4F/2vKwbQ/5QJ8h8MxsFlzTS2+ffJJOOccuP56/fn//h/El4+VW4ejFMulBt+xYiIiSGwKktgG8YaUF9wHpD/us3ENGGLrQTmTmMgYiG9e9CXxarTrbTFZUhkdhbOkZ2P8heVv73A4HMua9deHf/4TnnoKNt0UvvoKjj8eJk+G++/v79E5HEuFC/AdKwiD38NdRJDqYyHaidtPZBWk5oQe1RUY081Otn7vduVzOByOPmGHHeCVV+DBB2HqVPjwQ5g/v8vdHI6BzICQ6Dgc3SYyqpvbj+mbcQwwxKuCmpMh/R60P4dJfwQYiIxBEttAbANEevq1T3RzMN1YYXE4HI7+RAT22gv22AP+/GfYJ+Scdt99MHo0bL11/43P4egmLsB3LJ/ENgCpLc81xlsJolP7fEgDBRFRuU5svXJbeJV33Ph6ZWv88UaA5xpjORyO5YxIBA46KPf3kiVw9NGwcCHsthtceqlKexyOAY6T6DiWS0Sied7snW5bsVuPq9AdIeKbl52Vl8Q27p47HI7ln2hUdfk1NfD447DBBnDAAdpEy+EYwLgA37HcIhXfRRK7dLHND5HEVstoRIMbkQqk8gDoal0gOrHrBmUOh8OxPFBdDeefr82yfvELdde55x6YMkW75ba09PcIHY6iuADfsVwjVXsjNScjsY2BiH02hsQ3Q2pPQyp368/hDSiM34RJz9GH39yjY0hiM6T6iOJdf/GQ+Ka2iDe2dIN1OByOgcSIEdoUa9YsOPRQ8H149VXtjutwDECcBt+x3COxSRCbpF0JSQJxJw8JYdIfQ/uTmOSbQMY+G4P4xlCxK9LNgmWJbwyxDSH1FqRngUmDNwwSWyLesF4fv8PhcAwYVl8dbr9dG2O1toJn86Tz52sx7vHHQ1VV/47R4cAF+I5BhAb13XR6GeSY1PuYpluAVMErKUzyZQ3Sa47vdhMw7fq7sT4cDodjRWOttfL/Pu88uOsuuPZa/f3wwyHmVjId/YeT6DgcgxTjL8Q0/Y6OwX14ozZM0009luw4HA6HA3XemTYNPv8cjjpKJwB/+YtKeRyOfsAF+I4Bh/EXY5KvY9pfxKSmY4zp7yEtn7T/B2jvejvTDMmX+nw4DofDMWjZaSd4/XWV6ay5JsyZA/vtBxtvDP/9b3+PzrEC4iQ6jgGDyXwJrQ9hUu+Q13nWGw6J7yIVO/Tb2JZHTPvL5W+bfAmp2KkPR+NwOByDHM+DffeFPfeEO+6ACy6Ad96Bysr+HpljBcRl8B0DApP+FNN4OSb1FnnBPYD/Lab1L5jmu/tlbMsjxmTALCl/B39h3w3G4XA4ViRiMfjZz2D2bHjkEVh7bX3eGDj7bPigzIaBDsdS4AJ8R79jjME0/1alIp1tl3we0/7KMhrV8o1IhO59vV0xmMPhcPQqlZXa/TbgH/+ASy6BdddVq80PP+yvkTlWAFyA7+h/0u+B/1VZm5r2p/t4MIOI6JSyN5XY1D4ciMPhcDjYcEM49liIRODOO2HSJPj5z+Gr8v7/czi6gwvwHf1P8vXyt818pFp9R5dIYrvyN05s22fjcDgcDgcwahTccAPMnAkHHgjpNFx3HYwfD1dc0d+jcwwyxDmUdA8R+baysnLY1Kku49lr+F+BaSt/e28kiPO7Lwv/azCtnW8j1VrI7HA4HI5lR2srLFgAS5bA6NH6cDgKmD59Oq2trQuNMd36j9oF+N1EROYDdcCHfXyqQF8xo4/P4+ga914MLNz7MXBw78XAwr0fAwf3Xgwsluf3YxzQYIxZozs7uQB/gCIibwAYYzbq77Gs6Lj3YmDh3o+Bg3svBhbu/Rg4uPdiYLEivh9Og+9wOBwOh8PhcAwiXIDvcDgcDofD4XAMIlyA73A4HA6Hw+FwDCJcgO9wOBwOh8PhcAwiXIDvcDgcDofD4XAMIpyLjsPhcDgcDofDMYhwGXyHw+FwOBwOh2MQ4QJ8h8PhcDgcDodjEOECfIfD4XA4HA6HYxDhAnyHw+FwOBwOh2MQ4QJ8h8PhcDgcDodjEOECfIfD4XA4HA6HYxDhAnyHw+FwOBwOh2MQ4QL8fkZEYiLycxG5XUTeFpGkiBgROaIHxxpn9y31uLcvrmGw0JvvReiYW4rI4yKyUERaRORdEfmFiER6c+yDmd64h+67UT4isqqI3CYiC0SkXUQ+FJFrRGRofxxnRaY37qHdp9Tn/ou+HP9gQUT2EZHrReR5EWmw9+7uHh7LfS+Wkt56Pwb7dyPa3wNwUA1cY3//EvgCGLuUx3wH+FuR599fyuMOdnr1vRCRHwIPAG3AX4CFwA+Aq4GtgH2XYqwrBH1wD913oxNEZALwErAy8DAwA9gU+Dmwq4hsZYz5dlkdZ0Wml+/hEnL/toVp6oWhrgicDayP3q9PgSk9OYj7XvQavfJ+WAbvd8MY4x79+ADiwPeA0fbv8wEDHNGDY42z+97R39e1PD56+b2oA74C2oGNQ89XoP/AG2C//r7mgfzozXvovhtl3/N/2vt0fMHzv7HP37Isj7MiP3rxvfgQ+LC/r2d5fgDbA2sCAmxn7//d/fWeruiPXnw/BvV3w0l0+hljTNIY84Qx5vP+HsuKTi+/F/sAI4B7jTH/DZ2jDc0+ABzdC+cZzLh7uAwRkfHAzuh/ejcWvHwe0AwcJCLVy+I4KzLuHg4sjDHPGGNmGxsV9gT3nvYevfF+rAg4ic7gZIyIHAkMB74FXjbGvNvPY1rR2MH+/EeR154DWoAtRSRhjGlfdsNaruiLe+i+G6UJ7veTxhg//IIxplFEXkQDlM2Bp5bBcVZkevseJkTkQGA1NJB8F3jOGJPpxTE7Osd9LwYmg/a74QL8wclO9pFFRJ4FDjHGfNwvI1rxmGx/zip8wRiTFpH5wNrAeGD6shzYckRf3EP33ShNyfttmY0GIJPoPADpreOsyPT2PRwF3FXw3HwROcwY85+eDdHRTdz3YmAyaL8bTqIzuGgBLgI2Aobax7bAM6hO7Sm3/LfMqLc/l5R4PXh+SN8PZbmlN++h+250TW/db/fZX3p68x7eDuyIBjLVwLrAb9G6lCdEZP0ej9LRHdz3YuAxqL8bLsDvBbqwWir26JG9VlcYY74yxpxrjHnTGLPYPp5DswKvAhOBHls+Lg8MlPeinKHan4NaQ9jH70fZ99B9N3qF3vrMrhCf/T6mO5/9C4wxTxtjvjTGtBhj3jfGHIUWdlaiZgKO/sd9L5Yxg/274SQ6vcNc1MavXBb01UCKYeUMfwA2A7YBrl2W51/GDJT3IsjG1Jd4va5gu8HK0rwffX4PV7DvRlf01v12n/2lZ1ncw1uAk9HPvaPvcd+L5YdB8d1wAX4vYIzZsb/HUAZf25+DWoYwgN6LmcDGqJ7yjfALIhIF1gDSwLxlP7Rlx1K+H8vqHq4Q340ymGl/Tirx+pr2ZykNcW8fZ0VmWdzDr+zPFf1zv6xw34vlh0Hx3XASnRWHze3PQR1QDiCetj93LfLaNkAV8JJz0OmUZXUP3XdDecb+3FlE8v5vEJFatLFYK/DKMjrOisyyuIdb2J8r+ud+WeG+F8sPg+K74QL85RARqReRKSIyuuD5zUQkXmT7HYAT7Z/9pTkflJR6L4D7gW+A/URk49D2FcDF9s+bl9Ewl1e6fQ/dd6PnGGPmAk+iBWbHFrx8AZrN+qMxphlARGL2Xk9YmuM4OtJb74WIrC0iwwqPLyKrAzfYP1foz31v474XA4sV+bshrk9A/yMip5NrtbwB2oL5JdQ2C+AFY8wfQtsfilZ/32mMOTT0/LOobeCzaPtmgPXI+e+eY4wJAiNHEXrrvbCv7YkGqW3AvcBCYA/ULu1+4P9co47O6e49dN+NpcP+J/gSsDLwMGo/uhnaOXIWsKUx5lu77ThgPvCRMWZcT4/jKE5vvBcicj5wOpo9ng80AhOA3dGO0I8DexljksvimpZX7L9De9o/RwG7oNnd5+1z3xhjTrHbjsN9L/qU3ng/VojvRl+2yXWP8h5o0GE6edxRsP2hJZ7/KfAo2imvCWgHPgb+Amzd39e5PDx6670Ivb4V+g/FInT59T00Yxzp72tdXh7duYfuu9Er93ssOkn6HEgCH6HFx8MKthtn7/WHS3Mc9+i79wK1gr0HmAEsBlJozcm/gIOxST736PJ9OL+L/xc+DG3rvhfLwfuxInw3XAbf4XA4HA6Hw+EYRDgNvsPhcDgcDofDMYhwAb7D4XA4HA6HwzGIcAG+w+FwOBwOh8MxiHABvsPhcDgcDofDMYhwAb7D4XA4HA6HwzGIcAG+w+FwOBwOh8MxiHABvsPhcDgcDofDMYhwAb7D4XA4HA6HwzGIcAG+w+FwOBwOh8MxiHABvsPhcDgcDofDMYhwAb7D4XA4HA6HwzGIcAG+w+FwOBwOh8MxiHABvsPhcDgcDofDMYhwAb7D4XA4HA6HwzGIcAG+w+FwOBwOh8MxiHABvsPhcDgcDofDMYhwAb7D4XA4HA6HwzGI+P9pAVZ+thqqjQAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "image/png": { "height": 248, "width": 380 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "grid, ax = plot_decision_boundary(output, ax, C)\n", "#print(grid.shape)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2.352566264046353" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "output.alphas.sum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see how this model performs with an outlier." ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "# Add an outlier\n", "X_outlier = np.append(X_train_scaled, [0.1, 0.1])\n", "X_outlier = X_outlier.reshape(X_train.shape[0]+1, X_train.shape[1])\n", "y_outlier = np.append(y, 1)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "# Set model parameters and initial values\n", "C = 1000.0\n", "m = len(X_outlier)\n", "initial_alphas = np.zeros(m)\n", "initial_b = 0.0\n", "\n", "# Instantiate model\n", "model = SMOModel(X_outlier, y_outlier, C, linear_kernel,\n", " initial_alphas, initial_b, np.zeros(m))\n", "\n", "# Initialize error cache\n", "initial_error = decision_function(model.alphas, model.y, model.kernel,\n", " model.X, model.X, model.b) - model.y\n", "model.errors = initial_error" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 248, "width": 380 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "output = train(model)\n", "fig, ax = plt.subplots()\n", "grid, ax = plot_decision_boundary(output, ax, C)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### What about regularization?\n", "\n", "We can see above that a single outlier pushes the decision boundary much farther away from the rest of the population. We can eliminate this effect if we use a softer margin (a lower value for $C$)." ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "# Set model parameters and initial values\n", "C = 0.5\n", "\n", "initial_alphas = np.zeros(m)\n", "initial_b = 0.0\n", "\n", "# Instantiate model\n", "model = SMOModel(X_outlier, y_outlier, C, linear_kernel,\n", " initial_alphas, initial_b, np.zeros(m))\n", "\n", "# Initialize error cache\n", "initial_error = decision_function(model.alphas, model.y, model.kernel,\n", " model.X, model.X, model.b) - model.y\n", "model.errors = initial_error" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 248, "width": 380 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "output = train(model)\n", "fig, ax = plt.subplots()\n", "grid, ax = plot_decision_boundary(output, ax, C)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now the outlier won't influence our decision boundary as much." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.4 Trying out the Gaussian Kernel\n", "\n", "Let's try out our Gaussian kernel on some data that can't be separated by a linear decision boundary, such as that generated by scikit-learn's `make_circles`." ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "X_train, y = make_circles(n_samples=500, noise=0.1,\n", " factor=0.1,\n", " random_state=1)\n", "scaler = StandardScaler()\n", "X_train_scaled = scaler.fit_transform(X_train, y)\n", "y[y == 0] = -1" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "# Set model parameters and initial values\n", "C = 1.0\n", "m = len(X_train_scaled)\n", "initial_alphas = np.zeros(m)\n", "initial_b = 0.0\n", "\n", "# Instantiate model\n", "model = SMOModel(X_train_scaled, y, C, gaussian_kernel,\n", " initial_alphas, initial_b, np.zeros(m))\n", "\n", "# Initialize error cache\n", "initial_error = decision_function(model.alphas, model.y, model.kernel,\n", " model.X, model.X, model.b) - model.y\n", "model.errors = initial_error" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 248, "width": 370 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "output = train(model)\n", "fig, ax = plt.subplots()\n", "grid, ax = plot_decision_boundary(output, ax, C)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "How about `make_moons` ?" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "X_train, y = make_moons(n_samples=500, noise=0.1,\n", " random_state=1)\n", "scaler = StandardScaler()\n", "X_train_scaled = scaler.fit_transform(X_train, y)\n", "y[y == 0] = -1" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "# Set model parameters and initial values\n", "C = 1.0\n", "m = len(X_train_scaled)\n", "initial_alphas = np.zeros(m)\n", "initial_b = 0.0\n", "\n", "# Instantiate model\n", "model = SMOModel(X_train_scaled, y, C, lambda x, y: gaussian_kernel(x, y, sigma=0.5),\n", " initial_alphas, initial_b, np.zeros(m))\n", "\n", "# Initialize error cache\n", "initial_error = decision_function(model.alphas, model.y, model.kernel,\n", " model.X, model.X, model.b) - model.y\n", "model.errors = initial_error" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 248, "width": 380 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "output = train(model)\n", "fig, ax = plt.subplots()\n", "grid, ax = plot_decision_boundary(output, ax, C)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We've got ourselves a non-linear decision boundary. It's not perfect but this illustrates the power of the kernel trick using SVMs -- we were able to achieve a complex boundary simply by using a different feature mapping." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Conclusion\n", "\n", "We have successfully implemented a rudimentary version of the sequential minimal optimization algorithm for solving the dual form of the general SVM optimization problem. We were also able to illustrate the “kernel trick”, which is part of what makes SVMs such a powerful tool in machine learning. Meanwhile, we introduced regularization into our model via the $C$ parameter. This helps our model generalize to new, unseen data." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.9.7" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 4 }