{ "cells": [ { "cell_type": "markdown", "metadata": { "toc": true }, "source": [ "

Table of Contents

\n", "
" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# code for loading the format for the notebook\n", "import os\n", "\n", "# path : store the current path to convert back to it later\n", "path = os.getcwd()\n", "os.chdir(os.path.join('..', '..', 'notebook_format'))\n", "\n", "from formats import load_style\n", "load_style(plot_style = False)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Ethen 2019-12-28 10:53:16 \n", "\n", "CPython 3.6.4\n", "IPython 7.9.0\n", "\n", "numpy 1.16.5\n", "matplotlib 3.1.1\n", "scipy 1.3.1\n", "sklearn 0.21.2\n" ] } ], "source": [ "os.chdir(path)\n", "\n", "# 1. magic for inline plot\n", "# 2. magic to print version\n", "# 3. magic so that the notebook will reload external python modules\n", "# 4. magic to enable retina (high resolution) plots\n", "# https://gist.github.com/minrk/3301035\n", "%matplotlib inline\n", "%load_ext watermark\n", "%load_ext autoreload\n", "%autoreload 2\n", "%config InlineBackend.figure_format = 'retina'\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from sklearn.mixture import GaussianMixture\n", "from scipy.stats import norm, multivariate_normal\n", "\n", "%watermark -a 'Ethen' -d -t -v -p numpy,matplotlib,scipy,sklearn" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Gaussian Mixture Model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Clustering methods such as **K-means** have hard boundaries, meaning a data point either belongs to that cluster or it doesn't. On the other hand, clustering methods such as **Gaussian Mixture Models (GMM)** have soft boundaries, where data points can belong to multiple cluster at the same time but with different degrees of belief. e.g. a data point can have a 60% of belonging to cluster 1, 40% of belonging to cluster 2.\n", "\n", "Apart from using it in the context of clustering, one other thing that **GMM** can be useful for is outlier detection: Due to the fact that we can compute the likelihood of each point being in each cluster, the points with a \"relatively\" low likelihood (where \"relatively\" is a threshold that we just determine ourselves) can be labeled as outliers. But here we'll focus on the clustering application." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Gaussian Distribution" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In **GMM**, each cluster corresponds to a probability distribution, in this case the Gaussian distribution. What we want to do is to learn the parameters of these distributions, which is the Gaussian's mean $\\mu$ (mu), and the variance $\\sigma^2$ (sigma).\n", "\n", "The mathematical form of the Gaussian distribution in 1-dimension (univariate Gaussian) can be written as:\n", "\n", "$$N(x \\mid \\mu, \\sigma) = \\frac{1}{\\sigma\\sqrt{2\\pi}}e^{-\\dfrac{(x-\\mu)^2}{2\\sigma^2}}$$\n", "\n", "- This is also referred to as the probability density function (pdf).\n", "- Gaussian distribution is commonly referred to as the Normal distribution, hence that's where the $N$ comes from.\n", "- $x$ refers to the random observation over which this distribution is placed.\n", "- The mean $\\mu$, controls the Gaussian's \"center position\" and the variance $\\sigma^2$, controls its \"shape\". To be precise, it is actually the standard deviation $\\sigma$, i.e. the square root of the variance that controls the distribution's shape." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 359, "width": 494 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# change default figure and font size\n", "plt.rcParams['figure.figsize'] = 8, 6 \n", "plt.rcParams['font.size'] = 12\n", "\n", "# gaussian distribution with different values of the mean and variance\n", "x = np.linspace(start = -10, stop = 10, num = 200)\n", "mean_opt = [0, 0, 2]\n", "var_opt = [1, 4, 4]\n", "\n", "for m, v in zip(mean_opt, var_opt):\n", " y = norm(m, np.sqrt(v)).pdf(x)\n", " plt.plot(x, y, label = '$\\mu$ = {}, $\\sigma^2$ = {}'.format(m, v))\n", " plt.legend()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But that was in one dimesion, what about two, three, four ... It turns out the univariate (one-dimensional) gaussian can be extended to the multivariate (multi-dimensional) case. The form of a d-dimensional gaussian:\n", "\n", "$$N(x \\mid \\mu,\\Sigma) = \\frac{1}{(2\\pi)^{d/2}\\sqrt{|\\Sigma|}}exp(-\\dfrac{1}{2}(x-\\mu)^{T}\\Sigma^{-1}(x-\\mu))$$\n", "\n", "In higher dimensions, a Gaussian is fully specified by a mean vector $\\boldsymbol{\\mu}$ and a d-by-d covariance matrix, $\\boldsymbol{\\Sigma}$ (do not confused this symbol with $\\sum$, which is used for denoting summing a bunch of stuff). $|\\Sigma|$ refers to the determinant of the covariance matrix e.g. In two dimension, the Gaussian's parameters might look like this:\n", "\n", "$$N\n", "\\begin{bmatrix}\n", "\\begin{pmatrix}\n", "\\mu_1\\\\\n", "\\mu_2\n", "\\end{pmatrix}\\, ,\n", "\\begin{pmatrix}\n", "\\sigma^2_1 & \\sigma_{12} \\\\\n", "\\sigma_{21} & \\sigma^2_2\n", "\\end{pmatrix}\n", "\\end{bmatrix}\n", "$$\n", "\n", "The mean vector, containing elements $\\mu_1$ and $\\mu_1$ centers the distribution along every dimension. On the other hand, the covariance matrix specifies the spread and orientation of the distribution. Along the diagonal of this covariance matrix we have the variance terms $\\sigma^2_1$ and $\\sigma^2_2$ representing the shape (spread) along each of the dimensions. But then we also have the off-diagonal terms, $\\sigma_{12}$ and $\\sigma_{21}$ (these two thing actually take the same value because this a symmetric matrix) that specify the correlation structure of the distribution.\n", "\n", "Let's look at a few examples of covariance structures that we could specify." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 376, "width": 879 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# revised from\n", "# http://docs.scipy.org/doc/scipy-0.14.0/reference/generated/scipy.stats.multivariate_normal.html\n", "x, y = np.mgrid[-4:4:.01, -4:4:.01]\n", "position = np.empty(x.shape + (2,))\n", "position[:, :, 0] = x\n", "position[:, :, 1] = y\n", "\n", "# different values for the covariance matrix\n", "covariances = [ [[1, 0], [0, 1]], [[1, 0], [0, 3]], [[1, -1], [-1, 3]] ]\n", "titles = ['spherical', 'diag', 'full']\n", "\n", "plt.figure(figsize = (15, 6))\n", "for i in range(3):\n", " plt.subplot(1, 3, i + 1)\n", " z = multivariate_normal([0, 0], covariances[i]).pdf(position)\n", " plt.contour(x, y, z)\n", " plt.title('{}, {}'.format(titles[i], covariances[i]))\n", " plt.xlim([-4, 4])\n", " plt.ylim([-4, 4])\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One way to view a Gaussian distribution in two dimensions is what's called a contour plot. The coloring represents the region's intensity, or how high it was in probability. So in the plot above, the center area that has dark red color is the region of highest probability, while the blue area corresponds to a low probability.\n", "\n", "The first plot is refered to as a **Spherical Gaussian**, since the probability distribution has spherical (circular) symmetry. The covariance matrix is a diagonal covariance with equal elements along the diagonal. By specifying a diagonal covariance, what we're seeing is that there's no correlation between our two random variables, because the off-diagonal correlations takes the value of 0. Furthermore, by having equal values of the variances along the diagonal, we end up with a circular shape to the distribution because we are saying that the spread along each one of these two dimensions is exactly the same. \n", " \n", "In contrast, the middle plot's covariance matrix is also a diagonal one, but we can see that if we were to specify different variances along the diagonal, then the spread in each of these dimensions is different and so what we end up with are these axis-aligned ellipses. This is refered to as a **Diagonal Gaussian**.\n", "\n", "Finally, we have the **Full Gaussian**. A full covariance matrix allows for correlation between our two random variables (non zero off diagonal value) we can provide these non-axis aligned ellipses. So in this example that we're showing here, these two variables are negatively correlated, meaning if one variable is high, it's more likely that the other value is low." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Parameter Estimation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that that's covered, we'll start introducing the algorithm using a 1-dimension data. Suppose we have a bunch of data points and we know that these data points come from two separate Gaussian sources. Given these data, can we infer back what were the Gaussian sources that generated the data? Or to paraphrase the question. The Guassian distribution has two parameters the mean and the variance, can we estimate them from our data?" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 359, "width": 502 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# generate some random data to work with\n", "np.random.seed(2)\n", "x1 = np.random.normal(0, 2, size = 2000)\n", "x2 = np.random.normal(5, 5, size = 2000)\n", "data = [x1, x2]\n", "\n", "def plot_hist(data):\n", " for x in data:\n", " plt.hist(x, bins = 80, normed = True, alpha = 0.6)\n", "\n", " plt.xlim(-10, 20)\n", "\n", "plot_hist(data)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Well, since we know which data came from which Gaussian distribution, all we need to do is to compute the mean and the variance for both groups and lo and behold we get our estimates for the two Gaussian." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 359, "width": 502 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# estimate the mean and variance of the data\n", "x1_mean, x1_var = np.mean(x1), np.var(x1)\n", "x2_mean, x2_var = np.mean(x2), np.var(x2)\n", "x_mean = [x1_mean, x2_mean]\n", "x_var = [x1_var, x2_var]\n", "\n", "def plot_guassian(x_mean, x_var):\n", " \"\"\"\n", " note that scipy's normal distribution requires the\n", " standard deviation (square root of variance) \n", " instead of the variance\n", " \"\"\"\n", " x = np.linspace(start = -10, stop = 20, num = 200)\n", " for m, v in zip(x_mean, x_var):\n", " y = norm(m, np.sqrt(v)).pdf(x)\n", " plt.plot(x, y)\n", "\n", "plot_hist(data)\n", "plot_guassian(x_mean, x_var)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That's great!! But this is all based on knowing which points came from which distribution. Now, what if we have just a bunch of data points, we don't know which one came from which source. Can we trace back these guassian sources? Hmm ..., a bit trickier isn't it? On the other hand, what if someone came along and actually told us the parameters for the Gaussian, then we could actually figure out which points is more likely to come from which Gaussian. Given these information, we know have a chicken and egg problem. If someone told us which point came from which source, we can easily estimate the means and variance. Or if someone told us the mean and the variance for the Gaussians then we can figure out the probability of each point coming from each Gaussians. Unfortunately, we have neither .....\n", "\n", "This is the exact situation we're in when doing **GMM**. We have a bunch of data points, we suspect that they came from $K$ different guassians, but we have no clue which data points came from which guassian. To solve this problem, we use the **EM algorithm**. The way it works is that it will start by placing guassians randomly (generate random mean and variance for the guassian). Then it will iterate over these two steps until it converges.\n", "\n", "- **E step:** With the current means and variances, it's going to figure out the probability of each data point $x_i$ coming from each guassian.\n", "- **M step:** Once it computed these probability assignments it will use these numbers to re-estimate the guassians' mean and variance to better fit the data points." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### E Step" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll now formalize this. Recall that **GMM**'s goal is to output a set of soft assignments per data point (allocating the probability of that data point belonging to each one of the clusters). To begin with, let's just assume we actually know the parameters $\\pi_k$, $\\mu_k$ and $\\Sigma_k$ (from some random initialization) and we need a formula to compute the soft assignments having fixed the values of all the other parameters.\n", "\n", "$$r_{ik} = \\frac{ \\pi_k N(x_i \\mid \\mu_k,\\Sigma_k) }{ \\sum_{j=1}^K \\pi_j N(x_i \\mid \\mu_j,\\Sigma_j) }$$\n", "\n", "Let's break this down piece by piece. The soft assignments are quantified by the responsibility vector $r$. For each observation $i$, we form a responsibility vector with elements $r_{i1}$, $r_{i2}$, all the way up to $r_{iK}$. Where $K$ is the total number of clusters, or often referred to as the number of components. The cluster responsibilities for a single data point $i$ should sum to 1.\n", "\n", "The name Mixture of Gaussians comes from the notion that, in order to model more complex data distribution, we can use a linear combination of several Gaussians instead of using just one. To compute the mixture of Gaussians, we introduce a set of cluster weights, $\\pi_k$, one for each cluster $k$. Where $\\sum_{k=1}^K \\pi_k = 1$ and $0 \\leq \\pi_k \\leq 1$ (meaning that the sum must add up to one and each of them is between 0 and 1). This parameter tells us what's the prior probability that the data point in our data set $x$ comes from the $k_{th}$ cluster. We can think it as controlling each cluster's size.\n", "\n", "The next part of the equation, $N(x_i \\mid \\mu_k,\\Sigma_k)$ tells us: Given that we knew that the observation comes from the $k_{th}$ cluster, what is the likelihood of observing our data point $x_i$ coming from this cluster. To compute this part, the scipy package provides a convenient function `multivariate_normal.pdf` that computes the likelihood of seeing a data point in a multivariate Gaussian distribution.\n", "\n", "After multiplying the prior and the likelihood, we need to normalize over all possible cluster assignments so that the responsibility vector becomes a valid probability. And this is essentially the computation that's done for the E step." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### M Step" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After computing the responsibility vector for the current iteration, we then use it to update **GMM**'s parameter.\n", "\n", "$$\n", "\\begin{align*}\n", "N_k^{soft} &= \\sum_{i=1}^N r_{ik} \\\\ \\nonumber\n", "\\pi_k &= \\frac{N_k^{soft}}{N_k} \\\\ \\nonumber\n", "\\hat{\\mu}_k &= \\frac{1}{N_k^{soft}} \\sum_{i=1}^N r_{ik} x_i \\\\ \\nonumber\n", "\\hat{\\Sigma}_k &= \\frac{1}{N_k^{soft}} \\sum_{i=1}^N r_{ik} (x_i-\\hat{\\mu}_k)(x_i - \\hat{\\mu}_k)^T \\nonumber\n", "\\end{align*}\n", "$$\n", "\n", "First, the cluster weights $\\pi_k$, show us how much each cluster is represented over all data points (each cluster's relative size). This weight is given by the ratio of the soft count $N^{\\text{soft}}_{k}$ over the total number of data points $N$.\n", "\n", "When updating our parameters' estimates for each cluster $k$, we need to account for the associated weights $r_{ik}$ for every one of our observation. So every time we're touching a data point $x_i$ it's going to be multiplied by $r_{ik}$.\n", "\n", "Another thing that's worth noticing is that, when we're updating the parameter $\\hat{\\mu}_k$ and $\\hat{\\Sigma}_k$, instead of dividing the summation with the raw count of the total number of data points in that cluster $N_k$, we will use the effective number of observations in that cluster (the sum of the responsibilities in that cluster) as the denominator. This is denoted as $N_k^{soft}$. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Assessing Convergence" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Apart from training the model, we also want a way to monitor the convergence of the algorithm. We do so by computing the log likelihood of the data given the current estimates of our model parameters and responsibilities.\n", "\n", "Recall that during the E step of the algorithm, we used the formula:\n", "\n", "$$\\sum_{j=1}^K \\pi_j N(x_i \\mid \\mu_j,\\Sigma_j)$$\n", "\n", "To compute the weighted probability of our data point $x_i$ coming from each cluster $j$ and summed up all the weighted probability. If we were to assume the observed data points were generated independently, the likelihood of the data can be written as:\n", "\n", "$$p(X \\mid \\pi, \\mu,\\Sigma)=\\prod_{n=1}^{N} \\sum_{j=1}^K \\pi_j N(x_i \\mid \\mu_j,\\Sigma_j)$$\n", "\n", "This basically means that we multiply all the probability for every data point together to obtain a single number that estimates the likelihood of the data fitted under the model's parameter. We can take the log of this likelihood so that the product becomes a sum and it makes the computation a bit easier:\n", "\n", "$$\n", "ln \\left( p(X \\mid \\pi,\\mu,\\Sigma) \\right) = \\sum^N_{i=1} ln\\{\\sum^K_{j=1}\\pi_j\n", "N (x_i \\mid \\mu_j,\\Sigma_j)\\}\n", "$$\n", "\n", "Given this formula, we can use it and say: If the log likelihood of the data occuring under the current model's parameter does not improve by a tolerance value that we've pre-specified, then the algorithm is deemed converged." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Implementing the EM algorithm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To help us develop and test our implementation, we first generate some observations from a mixture of Gaussians." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "def generate_data(n_data, means, covariances, weights):\n", " \"\"\"creates a list of data points\"\"\"\n", " n_clusters, n_features = means.shape\n", " \n", " data = np.zeros((n_data, n_features))\n", " for i in range(n_data):\n", " # pick a cluster id and create data from this cluster\n", " k = np.random.choice(n_clusters, size = 1, p = weights)[0]\n", " x = np.random.multivariate_normal(means[k], covariances[k])\n", " data[i] = x\n", " \n", " return data" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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LatRV16Df7881PDjP8424bp4PAADAughp2FplWcZ4PL4yiOj3+zEajTZ+ZchN1+CVV16JLMuirutb76fT6cRwOFxFiY3xfAAAANYtu8sLsKZlWfanIuL7brnZr9d1/bZ7fp0njx49evTkyZP73A0tdHJyEgcHBzGbza69TafTiePj49jd3W2wsubc5RpkWRYRcWNQswnXKaXng5U8AADQbjs7O/H06dOndV3vzHtu6itpfisi/p9rjv16k4WwOcqyvPUFeUTEbDaL/f39ePDgwcatoLjrNajrOrIsi1deeSV+/Md//IXjeZ7HcDhs9fVJ5flgJQ8AAJB6SPN36rr+ynUXwWYZj8e3viC/NJvN4vDwcONeHM9zDeq6js/+7M+O119/fSNXeKTwfLhtJc/5+XkMBoPWr1gCAABulnpIA0tVVdVcw3AjIs7OzqKqqo0IJCIWvwYREd/2bd+2ipLWJoXnQyoreQAAgPWzBTdbpSzLRs9LkWvwhhSuxSIreQAAgM0kpGGrTKfTRs9LkWvwhnVfi/us5AEAADZP6u1OvSzLqoj4gxHx2xHxsxHxv0TE47quf2atldFK3W630fNS5Bq8YdnXYt6dme6zkmdT2u8AAIA3pB7S/N6I+NyI+JWI6EZE7+LtW7Mse29d13/tLneSZdl1e2y/cylV0hqLzvLYpBkgrsEblnUtFt2Zad0reQAAgLSk2u70CxHxnRHxckR8Rl3XnxsRb4uIr42In4iIt0bEh7Is66+vRNqo1+tFvz/f0ybP841ateAavGEZ1+Lk5CQGg8G1bUuXOzOdnp6+cMyqJgAA4HlJhjR1XU/quh7XdV3Vdf2bF5/7Z3Vd/1BEfHlE/HQ8WwX0F+54fztXvUXET63smyBZo9EoOp27PfU7nU4Mh8MVV9Q81+AN97kW8+7M9Ob2JquaAACA5yUZ0tykrutPRMR/dvHhu7Ms+73rrIf2KYoijo6Obn1h3ul04vj4eCNfELsGb7jPtbjvzkxWNQEAAM9rXUhz4aMX/2YR8Y51FkI77e3txWQyiTzPrzye53lMJpPY3d1tuLLmuAZvWORaLGtnJquaAACAS6kPDoaVKYoiiqKYe0eeTeIavGHea7GsnZkuV/Lc1jaVZVm85z3viaqq4vM///O37vEBAIBt0NaQ5o8/9/7H11UEm6HX6239C951X4OUQqK7Xotl7sy0t7cXDx8+jMPDwzg7O7vyvLqu48Mf/nB8+MMfjoibd40CAADaKbmQJsuyrK7r+obj3Yh438WHf7eu6/+7mcqAZVt06+oULHtnpjev5PmRH/mR+MhHPhLX/Ti83DXq+Ph4K1rSAABgG6Q4k+ZBlmU/lmXZXpZlX3z5ySzLPj3Lsq+OiL8dEX8kImYR8e3rKhK4n/tsXZ2CVe3MdLmS5wd+4AeuDWguXbdrFAAA0E7JraS58Mcv3iLLsk9GxK9HRDciPu3i+D+NiD9d1/X/up7ygPuYd+vqBw8eJLei5nJnpnmGB991Z6ZFdo1K7fpwvZTa+wAASEuKIc0vRcS3RcS/EhH/UkR8XkS8PZ4FNR+LiDIi/kpd1z+7tgqBe9mUEGI0GsVgMLjT93LXnZnus2uUF/ppa3N7HwAAzUiu3amu69+o6/oDdV1/Y13X76zr+nPruv60uq5/T13XX1bX9fsENNBey9q6OgWXOzPdtoV2p9OJ4+PjO70Av8+uUaSr7e19AAA0I7mQBthsmxZC7O3txWQyiTzPrzye53lMJpM7D/dd5q5RpGHe9r5Un+sAAKxeiu1OwAbbxBDizTsz3WfWyLJ3jWL9NqW9DwCA1RPSAI3a5BDicmem+1jVrlGshxlDAADMQ0gDNEoIcbNV7hqVok3f6eg+7X2bdB0AALgbIQ3QmMvdbebV5hBiEavYNSo127LT0Sa29wEAsDoGBwONuG13m+u0NYS4j1XsGpWSbdrpaJPb+wAAWD4radg4m94+0UZ33d3mzdoaQizD3t5ePHz4MA4PD+Ps7OyF43mex3A4bN21mXenowcPHrTue3ye9j4AAOYhpGFjbEv7RBvNs7vNpbaGEMu0zF2jUrFtOx1t24whAADuJ6vret01rE2WZU8ePXr06MmTJ+suhXs6OTm59a/zl6sydnd3G6yMqqri5Zdfnvu8119/3QvVDbOtz4WyLOeaMTSZTFodTAEAbLudnZ14+vTp07qud+Y910waWm/e9olFd1thMffZ3YbNsq3PhU2fMQQAwPIIaWi9RdonaI7dbbi0zc+Fvb29mEwmkef5lcfzPI/JZGKlHwDAljOThlarqmru3YLOzs6iqqpWt0+0id1tuLTtz4VNnDEEAMByCWlotfu0T3hR1Ay723DJc+GZXq/n5w8AAFfS7kSrbXP7RFtc7m4zD7vbbCbPBQAAuJmVNLTatrdPXCXFVorRaDTX7jbD4bCBqlgHzwUAALielTS0mvaJN5RlGXmex8svvxyvvvpqDIfDePXVV+Pll1+OPM/XukOO3W245LkAAADXE9LQaou0T0REfPSjH11BNetzcnISg8Hg2iHK5+fnMRgM4vT0tOHK3mB3Gy55LgAAwNWyuq7XXcPaZFn25NGjR4+ePHmy7lK4h7Is79w+canT6cRkMtmIv9LP8/2n8n2n2JLFenguAACwaXZ2duLp06dP67remfdcIY2QZiOcnJzEe9/73rnOyfM8XnvttdUU1KA8z+fahnxTvm8AAIAU3Sek0e7ERnj3u9899zlnZ2dRVdUKqmlGVVXx7d/+7XMFNBHt/74BAAA2ld2d2AiLDsUty7J1rRVlWcZ4PJ47nHnzfbTt+14V7TYAAEAqhDRshOl02uh563JychIHBwdzzd+5Stu+71W4Kezq9/sxGo3WPrsHAADYLtqd2AjdbrfR89ahLMulBDQR7fq+V6ENu2EBAADbR0jDRlh0xUObVkqMx+OlBDQR7fq+l+2uYddsNov9/f2FW+kAAADmJaRhI/R6vej3+3Odk+d5a2aPVFV1rxk0z2vT970K84Rds9ksDg8PV1wRAADAM0IaNsZoNIpO525P6U6nE8PhcMUVLc+yVnO07ftetkXCLrthAQAATRHSsDGKooijo6Nbg5pOpxPHx8etavlZxqDfNn7fy3afXcAAAABWTUjDRtnb24vJZBJ5nl95PM/zmEwmsbu723Bl93PfQb9t/b6XbVt2AQMAANrJFtxsnKIooiiKqKoqyrKM6XQa3W43iqJo7SyWRVe/vO9974tv+qZvau33vWzbsAsYAADQXkIaNlav19uYcOJyMPI881TyPI/v+Z7vWWFV7bMNu4ABAADtJaSBlhiNRjEYDO60M9E2Dgi+y8qpRcOuTQn7AACAtAlpoCUuByMfHBzcGNRs24DgsixjPB5fGbz0+/0YjUafci2EXQAAQKoMDoYW2dTByIs6OTmJwWBw7cqY8/PzGAwGcXp6+juf2+RdwAAAgHbL6rpedw1rk2XZk0ePHj168uTJukuBuW3SYORFlGU514qYyWTyKYFLWZZxeHgYZ2dnL9w+z/MYDocCGgAAYG47Ozvx9OnTp3Vd78x7rpBGSAOtlOf53LNlXnvttRc+v+1hFwAAsFz3CWnMpAGSdFN4UlXVXAFNRMTZ2VlUVXXlMGGhDAAAkAIhDZCUuwwCrqpq4fsWyAAAAKkS0gDJODk5uXH3qstBwO95z3sWuv/pdHqf8gAAAFbK7k5AEsqyvHV78YiI2WwWH/nIRxb6Gt1ud6HzAAAAmiCkAZIwHo/vtFNTRMSiA8/t1gQAAKRMSAOs3SKDgOeV57l5NAAAQNKENMDalWW50HlZlt3pdp1OJ4bD4UJfAwAAoClCGmDtFh3o+3Vf93XR6dz8Y6zT6cTx8bFWJwAAIHlCGmDtFh3o+1Vf9VUxmUwiz/Mrj+d5HpPJJHZ3d+9THgAAQCNswQ2s3aKrXIqiiF6vF0VRRFVVUZZlTKfT6Ha7v3MMAACgLYQ0wNr1er3o9/tzDQ9+8yDgXq8nlAEAAFpNuxOQhNFodOt8mUsGAQMAAJtISAMkoSiKODo6MggYAADYWkIaIBl7e3sGAQMAAFvLTBogKUVRGAQMAABsJSENkCSDgAEAgG2j3QkAAAAgAUIaAAAAgAQIaQAAAAASYCYNrWOgLAAAAJtISENrlGUZ4/E4zs/PXzjW7/djNBpFURRrqAwAAADuT7sTrXBychKDweDKgCYi4vz8PAaDQZyenjZcGQAAACyHkIbklWUZBwcHMZvNbrzdbDaL/f39KMuyocoAAABgeYQ0JG88Ht8a0FyazWZxeHi44ooAAABg+cykIWlVVV3b4nSds7OzqKrKMOHnGLYMAACQPiENSVu0daksSyFEGLYMAADQJtqdSNp0Om30vE1i2DIAAEC7CGlIWrfbbfS8TWHYMgAAQPsIaUjaoq04297CY9gyAABA+whpSFqv14t+vz/XOXmeb/U8mvsMWwYAAGB9hDQkbzQaRadzt6dqp9OJ4XC44orSdp9hywAAAKyP3Z1IXlEUcXR0dOuMlU6nE8fHx1vf6rTo0OSPfexj8fjxY9t0AwAArImQhlbY29uLhw8fxuHhYZydnb1wPM/zGA6HWx/QRCw+NPmDH/zgC5+zTTcAAEBzWhPSZFn2toj4yYj4wotPfUtd19+/vopoWlEUURRFVFUVZVla8XGNZQYql9t0Hx8fx+7u7tLuFwAAgBe1JqSJiPfHGwENW6zX6wllbnA5bHne4cHXudym+8GDB1bUAAAArFArBgdnWfYoIv6DiPjoumuBNphn2PJd2KYbAABg9ZIPabIs60TEf3Xx4b+3zlqgLS6HLS8zqLFNNwAAwGolH9JExH8YEV8aEX+lruu/v+5ioC329vZiMplEnudLu0/bdAMAAKxO0jNpsiz75yLiMCJ+KSK+Y83lQOtcN2z5p3/6p+MDH/jA3Pe36PbeAAAA3C7pkCYiPhARnxUR/35d159YdzHQVm8etvz48eOF7mfR7b0BAAC4XbIhTZZlfzIivj4iXqvr+r+55309uebQO+9zv9BWi+7SZHcnAACA1UkypMmy7DMj4oMR8VsR8WfWXA4s3Zvbj4qiaHRb8UW26c7z3NbnAAAAK5RkSBMR44j44oj4L+q6/on73lld1ztXff5ihc2j+94/3FVZljEej68MR/r9foxGo8ZWq4xGoxgMBjGbzW69bafTieFw2EBVAAAA2yu53Z2yLPujEfFqRPx8PAtrYCOcnJzEYDC4dvXK+fl5DAaDOD09baSeu27T3el04vj4WKsTAADAiiUX0kTEX4qIt0TEfxIRWZZlb3v+7bnb/a6Lz/3u9ZQJd1eWZRwcHNy6amU2m8X+/n5jW13ftk13nucxmUxid3e3kXoAAAC2WVbX9bpr+BRZln08Ih7MccrP1nX9cMGv9eTRo0ePnjy5bq4wLEee53PPf3nttddWV9AV1j0nBwAAYBPs7OzE06dPn143euUmqc6kgY1RVdVcAU1ExNnZWVRV1fgwYaEMAADA+iTX7lTX9cO6rrPr3p676bdcfO7humqFu1i0damplicAAADSkFxIA5tmOp02eh4AAADtJKSBFet2u42eBwAAQDsJaWDFFt262pbXAAAA26V1Ic1z82m+f921wF30er3o9/tznZPnuSG+AAAAW6Z1IQ200Wg0ik7nbv+5dTqdGA6HK64IAACA1AhpoAFFUcTR0dGtQU2n04nj42OtTgAAAFtISAMN2dvbi8lkEnmeX3k8z/OYTCaxu7vbcGUAAACk4KV1FwDbpCiKKIoiqqqKsixjOp1Gt9uNoijMoAEAANhyQhpYg16vJ5QBAADgU2h3AgAAAEiAkAYAAAAgAUIaAAAAgAQIaQAAAAASIKQBAAAASICQBgAAACABQhoAAACABAhpAAAAABIgpAEAAABIgJAGAAAAIAFCGgAAAIAECGkAAAAAEiCkAQAAAEiAkAYAAAAgAUIaAAAAgAQIaQAAAAASIKQBAAAASICQBgAAACABQhoAAACABAhpAAAAABIgpAEAAABIgJAGAAAAIAFCGgAAAIAECGkAAAAAEiCkAQAAAEiAkAYAAAAgAUIaAAAAgAQIaQAAAAASIKQBAAAASICQBgAAACABQsL+XjIAACAASURBVBoAAACABAhpAAAAABIgpAEAAABIgJAGAAAAIAFCGgAAAIAECGkAAAAAEiCkAQAAAEiAkAYAAAAgAUIaAAAAgAQIaQAAAAASIKQBAAAASICQBgAAACABQhoAAACABAhpAAAAABIgpAEAAABIwEvrLgCA7VVVVZRlGdPpNLrdbhRFEb1eb91lAQDAWghpAGhcWZYxHo/j/Pz8hWP9fj9Go1EURbGGygAAYH20OwHQqJOTkxgMBlcGNBER5+fnMRgM4vT0tOHKAABgvYQ0ADSmLMs4ODiI2Wx24+1ms1ns7+9HWZYNVQYAAOsnpAGgMePx+NaA5tJsNovDw8MVVwQAAOkQ0gDQiKqqrm1xus7Z2VlUVbWiigAAIC1CGgAasWjrkpYnAAC2hZAGgEZMp9NGzwMAgLYR0gDQiG632+h5AADQNkIaABpRFEWj5wEAQNsIaQBoRK/Xi36/P9c5eZ5Hr9dbUUUAAJAWIQ0AjRmNRtHp3O1XT6fTieFwuOKKAAAgHUIaABpTFEUcHR3dGtR0Op04Pj7W6gQAwFYR0gDQqL29vZhMJpHn+ZXH8zyPyWQSu7u7DVcGAADr9dK6CwBg+xRFEUVRRFVVUZZlTKfT6Ha7URSFGTQAAGwtIQ0Aa9Pr9YQyAABwQbsTAAAAQAKENAAAAAAJSLbdKcuyL42Ir4uIL4uIPxwRnxcRnxER/yQi/l5EfF9d1x9eX4UAAAAAy5NsSBMR742Ib33u41+LiFlE/IGIeE9EvCfLsr8REf9WXde/tYb6AAAAAJYm5XanH42I/zgidiLis+q6/qy6rt8aEV8cEd97cZtviIj3rak+AAAAgKVJdiVNXdcfuubzPx8Rfy7Lsi+IiG+KiD8VEYcNlgYAAACwdCmvpLnN/3bx7x9YaxUAAAAAS9DmkObLL/79mbVWAQAAALAEybY7XSXLsrdFxB+MZwOFv/Hi0x9cX0UAAAAAy5F8SJNl2RdGxM9fceiTEfGf1nX9X97hPp5cc+id96kNAAAAYFmSD2ki4v+LiF+6eP+zI+LTI+K3I+J7IuIvr6soAAAAgGVKPqSp6/r/iojPj4jIsqwTEX84Iv58RHx3ROxlWfY1dV1Xt9zHzlWfv1hh82i5FQMAAADMr1WDg+u6ntV1/Y/qut6LiL8YEV8cEX/1IrwBAAAAaK02hxsfuPj3j128AQAAALRWm0Oa//O59//Q2qoAAAAAWII2hzTveO79X1tbFQAAAABLkGRIk2XZW7Isy2652Z+9+Pe3I+JHV1wSAAAAwEolGdJExBdFxN/Lsmw3y7IvvPxklmWdLMv+aJZl/21EvPfi0x+o6/pX1lIlAAAAwJKkvAX3o4g4iYjIsuyT8ayl6bMi4nc9d5vvj4g/13hlAAAAAEuWakjzCxHxjRFRRMS/HBFfEBGfGxGfjIj/PZ61N31fXdd/e20VAgAAACxRkiFNXde/GRF//eINAAAAYOOlOpMGAAAAYKsIaQAAAAASIKQBAAAASICQBgAAACABQhoAAACABAhpAAAAABIgpAEAAABIgJAGAAAAIAFCGgAAAIAECGkAAAAAEiCkAQAAAEiAkAYAAAAgAUIaAAAAgAQIaQAAAAASIKQBAAAASICQBgAAACABQhoAAACABAhpAAAAABIgpAEAAABIgJAGAAAAIAFCGgAAAIAECGkAAAAAEiCkAQAAAEiAkAYAAAAgAUIaAAAAgAQIaQAAAAASIKQBAAAASICQBgAAACABQhoAAACABAhpAAAAABIgpAEAAABIgJAGAAAAIAFCGgAAAIAECGkAAAAAEiCkAQAAAEiAkAYAAAAgAS+tuwAAID1VVUVZljGdTqPb7UZRFNHr9dZdFgDARhPSAAC/oyzLGI/HcX5+/sKxfr8fo9EoiqJYQ2UAAJtPuxMAEBERJycnMRgMrgxoIiLOz89jMBjE6elpw5UBAGwHIQ0AEGVZxsHBQcxmsxtvN5vNYn9/P8qybKgyAIDtIaQBAGI8Ht8a0FyazWZxeHi44ooAALaPkAYAtlxVVde2OF3n7OwsqqpaUUUAANtJSAMAW27R1iUtTwAAyyWkAYAtN51OGz0PAICrCWkAYMt1u91GzwMA4GpCGgDYckVRNHoeAABXE9IAwJbr9XrR7/fnOifP8+j1eiuqCABgOwlpAIAYjUbR6dztfws6nU4Mh8MVVwQAsH2ENABAFEURR0dHtwY1nU4njo+PtToBAKyAkAYAiIiIvb29mEwmkef5lcfzPI/JZBK7u7sNVwYAsB1eWncBAEA6iqKIoiiiqqooyzKm02l0u90oisIMGgCAFRPSAAAv6PV6QhmSJEAEYJMJaQAASF5ZljEej+P8/PyFY/1+P0ajkVlJALSemTQAACTt5OQkBoPBlQFNRMT5+XkMBoM4PT1tuDIAWC4hDQAAySrLMg4ODmI2m914u9lsFvv7+1GWZUOVAcDyaXcCgBUwNwOWYzwe3xrQXJrNZnF4eKjtCYDWEtIAwBKZmwHLU1XVtS1O1zk7O4uqqoSiALSSdicAWBJzM2C5Fm1d0vIEQFtZSQMASzDv3IwHDx5YUcOdbWv73HQ6bfQ8AFg3IQ0ALIG5GazCtrfPdbvdRs8DgHXT7gQA93SfuRlwHe1zsXAAtcnBFQCbTUgDAPdkbgbLZtvpZ3q9XvT7/bnOyfN8K1rBANhMQhoAuCdzM1i2RdrnNtVoNIpO527/y9rpdGI4HK64IgBYHSENANyTuRksk/a5T1UURRwdHd0a1HQ6nTg+PtbqBECrCWkA4J7MzWCZtM+9aG9vLyaTSeR5fuXxPM9jMpnE7u5uw5UBwHLZ3QkA7ulybsY8qx/MzeA62ueuVhRFFEWxtduRA7AdhDQAsASj0SgGg8Gd5oiYm8FNtM/drNfrCWUA2FjanQBgCczNYFm0zwHA9koypMmy7IuzLPuPsiz7wSzLfi7Lsn+WZdmvZln2D7Is+wtZln3BumsEgDczN4NlsO00AGyv5Nqdsiz7ooj4eERkz316GhGfGRGvXLwdZFn2DXVd/0jzFQLA9czNYBm0zwHAdkoupImIt1z8+7ci4vsjoqzr+leyLPv0iCgi4i9HxDsi4sNZln1JXde/uJ4yAeB65mZwH5ftcwcHBzcGNdrnAGCzpNju9CsR8cfquv7X67r+H+q6/pWIiLquf7Ou6x+OiK+JiE9GRDcivnWNdQIArIz2OQDYPsmtpKnr+hMR8Q9uOP5TWZb9WER8ZUTsNFUXAEDTtM8BwHZJLqS5o1+++PctN94KAGADaJ8DgO2QYrvTjbIseykivuLiw9fXWQsAAADAsrRxJc2fiYjPj4hZRHzoLidkWfbkmkPvXFZRANtG+wUAACxXq0KaLMteiYjvufjwg3Vd/8Q66wHYRmVZxng8jvPz8xeO9fv9GI1GdpoBAIAFtKbdKcuyL4iID0fEWyPiSUT8+bueW9f1zlVvEfFTKyoXYCOdnJzEYDC4MqCJiDg/P4/BYBCnp6cNVwYAAO3XipAmy7LPiYhJRLwjIj4WEV9b1/Un11sVwHYpyzIODg5iNpvdeLvZbBb7+/tRlmVDlQEAwGZIvt0py7K3R8T/HBEvR8TPRcSfqOv6l9ZbFcD2GY/HtwY0l2azWRweHmp7AgBgLts+9zDpkCbLss+MiB+KiC+NiF+MZwHNz623KoDtU1XVtS1O1zk7O4uqqrbqlyoAAIsx9/CZZNudsix7a0T8YER8eUT8cjwLaD623qoAttOirUtangAAuI25h29IMqTJsuzTI+JvRsRXRcT/GxGDuq6r9VYFsL2m02mj5wEAsB3MPfxUyYU0WZa9JSL+WkR8dUT8akT8a3VdP11vVQDbrdvtNnoeAADbYZG5h5ssxZk0XxER33Dx/qdFxIezLLvutj9f1/WXNVIVwBZbtP93G/qGAQBYjLmHL0puJU18ak2fERG//4a3z2u8OoAt1Ov1ot/vz3VOnucb+8sTAID7M/fwRcmFNHVdv1bXdXbHt4frrhdgW4xGo+h07vZro9PpxHA4XHFFAAC0mbmHL0oupAEgTUVRxNHR0a1BTafTiePjY61OAADcyNzDFwlpALizvb29mEwmkef5lcfzPI/JZBK7u7sNVwYAQNuYe/iiFAcHA5CwoiiiKIqoqirKsozpdBrdbjeKojCDBgCAO7ucezjP8OBNn3sopAFgIb1eb6N/QQIAsHqj0SgGg8GdtuHehrmH2p0AAACAtTD38FMJaQAAAIC1MffwDdqdAAAAgLUy9/AZIQ0AAACQhG2fe6jdCQAAACABVtIAwIpt+7JdAADuRkgDcA9efHOTsixjPB7H+fn5C8f6/X6MRqON36EAAIC7E9IALMCLb25zcnISBwcHMZvNrjx+fn4eg8Egjo+Pt2KnAgAAbmcmDcCcTk5OYjAYXBnQRLzx4vv09LThykhFWZY3BjSXZrNZ7O/vR1mWDVUGAEDKrKQBmMO8L74fPHjQqhU12reWYzwe3/ocuTSbzeLw8LBVzxMAAFZDSAMwh0198a19a3mqqrp2ldV1zs7OoqoqgRgAwJbT7gRwR/d58Z0y7VvLtWjrkpYnAACENAB3tIkvvs1OWb7pdNroeQAAbA4hDcAdbeKL70Xat7hZt9tt9DwAADaHkAbgjjbtxfemtm+t26Kze8z8AQBASANwR5v24nsT27dS0Ov1ot/vz3VOnueGBgMAIKQBuKtNe/G9ie1bqRiNRtHp3O1XbKfTieFwuOKKAABoAyENwBw26cX3prVvpaQoijg6Orr1udLpdOL4+DjZ1VYAADRLSAMwh0168b1p7Vup2dvbi8lkEnmeX3k8z/OYTCaxu7u7lK9XVVU8fvw43v/+98fjx4/NDgIAaKGX1l0AQNvs7e3Fw4cP4/DwMM7Ozl44nud5DIfD5MOMy/ateYYHp9y+laKiKKIoiqiqKsqyjOl0Gt1uN4qiWNp1LMsyxuPxlY9jv9+P0WiU/HMRAIBnsrqu113D2mRZ9uTRo0ePnjx5su5SgJZa5YvvJpRlGYPB4E7bcHc6nZhMJl7wJ+Tk5CQODg5ufPwuV3Uta8UOAAA329nZiadPnz6t63pn3nOtpAG4h16v16pQ5s0u27fu+kJfQJOOsixvfdwiImazWezv78eDBw88fgAAiTOTBmDLNT07heUYj8d3WgEV8SyoOTw8XHFFAADcl5U0ACvUlnaoJmansDxVVc01Sygi4uzsLKqq8ngCACRMSAOwAm0d5tr29q1tUZblwud5fAFgcf6gxaoJaQCW7LZhrufn5zEYDAxzZWHT6bTR8wBg27X1D3C0j5k0AEs07zDXRVdEsN263W6j5wHANjs5OYnBYHBtq/HlH+BOT08broxNZCUNwBItMszVX13SleqS5kWfM55rADAfuynSNCENwJIY5ro5Ul/S3Ov1ot/vz/V8y/Pc8wwA5uQPcDRNuxPAktxnmCvpaMuS5tFoFJ3O3X6NdzqdGA6HK64IADbLff4AB4uykgZgSVIY5npde06qbTupadOS5qIo4ujo6NZ6O51OHB8f+6seAMzJboqsg5AGYEnWOcz1pvact7/97fGJT3zihc+n0LaTmrYtad7b24uHDx/G4eFhnJ2dvXA8z/MYDoceYwBYQAp/gGP7CGkAlmRdw1xv2/L7qoAmwlbgb9bWmUJFUURRFFZLAcCS2U2RdRDSACzJOoa53rU95zoptO2kou1Lmnu9XhJ1AMCmsJsi62BwMMASNT3MdZ72nOtctu1sO0uaAXheVVXx+PHjeP/73x+PHz82DHYLXf4Bbh52U+S+hDQAS3Q5zPW2oGYZw1wXac+5jp0ILGkG4JmyLCPP83j55Zfj1VdfjeFwGK+++mq8/PLLkee5XRm3jN0UaZqQBmDJ9vb2YjKZRJ7nVx7P8zwmk8m958As+38St/1/Oi1pBuDk5CQGg8G1fwS5nOd2enracGWsS5N/gIMIM2kAVqKJYa7LbrNZ1v21dYDtOmYKrVpbHwuAdbjrnDfz3LaP3RRpkpAGYIVWOcx12W02972/m7YBb8t236PRKAaDwZ3m/KS8pHkTHguAps0z5+1ynpufpdvDboo0Javret01rE2WZU8ePXr06MmTJ+suBWBuVVXFyy+/vLT7e/311xf+n4zbtgGPeGMZcOrbfbf9exmPx/Fd3/VdcdPv95TrB1iHRX+n3ud3J7C5dnZ24unTp0/rut6Z91wzaQBaapEdB65zn7adeZeHpz77pqmZQstWlmW88sor8Z3f+Z03BjQR7XksAJqy6M9DP0eBZdPuBNBi87TnXOe+bTubuDy8bUua77L6583a8lgANGHRuWzLng8HIKQBaLHLHQfmfYF+6b47ESyyDfjldt8phh1vtsqZQsty15VMV2nTYwGwSovOZVv2fDgA7U4ALXdbe87b3/72Kz+/jLYdy8PXb56VTFfxWADEwn+ssBoRWDYraQA2wG3tOatq27E8fL0WWcn0Zh4LgDfmvM3zM/U+89wAriOkAdgg17XnrKptx/Lw9VrGKhiPBcAz88x5u+88N4DraHcCYGGWh6/XMlbBeCwAnrmc89bp3PwS6b7z3ABuIqQBYGGLbANuefjy3HcVjMcC4FPdNudtGfPcAG6i3QmAe7E8fH3u81dcjwXA1W6b8wawSkIaAO7lrtuAWx6+fIsMuozwWADcxarmuQHcRLsTAPdmefj6jEajW+cnPO+VV17xWAAAJMpKGgCWwvLw9bjrSqYsy+K7v/u7tTgBACRMSAPAUlke3ry9vb14+PBhHB4extnZ2QvH8zyP4XCovQkAIHFCGgDYAFYyAQC0n5AGADaIlUwAAO0lpAEAtpJVRwBAaoQ0AMBWKcsyxuPxlVuX9/v9GI1G5vcAAGthC24AYGucnJzEYDC4MqCJiDg/P4/BYBCnp6cNVwYAIKQBALZEWZa3blUeETGbzWJ/fz/KsmyoMgCAZ4Q0AMBWGI/HtwY0l2azWRweHq64IgCATyWkAQA2XlVV17Y4Xefs7CyqqlpRRQAALzI4GKDF7E4Dd7No61JZlv6bAgAaI6QBaCG708B8ptNpo+cBACxCuxNAy9idBubX7XYbPQ8AYBFJhjRZln1WlmXvybLsMMuyH86y7J9kWVZfvL1z3fUBrIvdaWAxi64ssyINAGhSkiFNRBQR8ZGI+I6I+OqI+Nz1lgOQBrvTwGJ6vV70+/25zsnz3DwaAKBRqYY0ERH/OCJ+KCK+OyIO1lwLwNrZnQbuZzQaRadzt//16XQ6MRwOV1zR/9/e3QdHut31gf8e2QEb2+LNITZvM6x3sY1mnWSGBGo3pQ7bQTiYAE52K7WB7IaRZ9iqXXxJLVuLHasDkgnOUrvkXpvNMlMaCLBQW1kIL4lDtNXJaKoIL2GGl5o2dsDBQGFDCAkWNnbA6OwfanHlGY2klrr7ebr786nqklrdj+7vtnr0HH2fc34HAOCjtTWk+ZFa65+otb6m1voNSf6/pgsCaNpFdqcBDpYu3bp169SgZmlpKbdv37bUCQCYulaGNLXWP2y6BoC2sTsNXNz6+np2dnbS6XSOfbzT6WRnZyfXr1+fcmUAALbgBpgZdqdpl8FgkH6/n729vSwvL6fb7epfMiO63W663a6fIQDQOkIagBlhd5p26Pf72dzcPLY/0Orqanq9ntd8RqysrAhlAIBWWYiQppRy/wkP2c4bmBmHu9OM0jzY7jTjtb29feIW6Pfu3cva2lpu375tuQywcMxOA7i4hQhpAOZFr9fL2trambbhtjvNePX7/RMDmkP7+/u5ceNGLl26ZEYNsBDMMAQYn1Y2Dh63Wuu1425J3tl0bQCjsDtNczY3N88UjiUHQc3W1taEKwJo3vb2dtbW1p44y/NwhuGdO3emXBnAbFqIkAZgntidZvoGg8FIy8ySZHd3N4PBYEIVATRv1BmG/X5/SpUBzC7LnQBmkN1ppuu8f1j0+30/j5bxbwbG5zwzDM3wBDiZkAZghtmdZjr29vamehzjp2cGjNdFZhg6bwE8mZAGAE6xvLx8ruM++MEP5plnnjFro2F25YLxM8MQYDKENAA0YpaWnZx3hsVb3vKWx75m1sZ02ZULJsMMQ4DJaG3j4FLKiw9vST7xyEOfcPSxUkpr/x8AeFy/30+n08mVK1fy1FNPZWNjI0899VSuXLmSTqfTysaSKysrWV1dHcv3stPJdNmVCybjvDMMz3scwKJoc8DxW0duD458/ccfeewzp18aAOcxy1u19nq9U7c+Pys7nUyHXblgcs4748xMNYCTtTmkAWCOzPpWrd1uN7du3RprUGPWxmRdpGcGcLLzzDDsdDqtXdYK0Bat7UlTay1N1wDA+MzDVq3r6+u5fPlytra2sru7e+HvNws7ncxS76BH6ZkBk9Xr9bK2tnam3+1LS0vZ2NiYQlWM2yyfB2AWtTakAWB+zNNWrd1uN91u97FB6/ve975jGwWfpq07nWxvb+ebv/mb8+53v/uxx2al+bGeGTBZhzMMT5slubS0lNu3b7f+dwYfrd/vZ3Nz89jz96ycB2AWWe4EwMTN47KTlZWVvP71r8+b3vSmvP71r88LXvCCc32fts3a6Pf7+ezP/uy87nWvOzagSdrdO+goPTNg8tbX17Ozs5NOp3Ps451OJzs7O7a3nzGz3EMOZp2ZNABM3CIsO5mHWRvb29u5ceNGaq2nPncWtqw+7JkxyiwuPTNgdE+aYWhZzGwatYdcm88DMIuENABM3DwEGKeZ9Vkbh4PyswQ0h9raO+goPTNgelZWVoQyc2AeesjBLLPcCYCJm/UA4yxmfaeTUQblR7V9y+qz7sqlZwbAxXrIAeMhpAFg4qYRYAwGgzzzzDN585vfnGeeeaaRAWOv1zvzFt1tmrVxnkH5UW3uHZTomQFwVvPYQw5mjeVOAEzFpJadtGn3iVnd6eSig+tZ6B2kZwbA6Rahhxy0nZAGgKmYRICxvb194vc73H3i9u3bU5slsb6+nsuXL2drayu7u7uPPd7pdLKxsdGagCa5+OB6lnoH6ZkB8GSL0EMO2k5IA8DUjDPAaPPuE7M2a+Oig+s2BU4AnN8i9JCDthPSAEzJrPzBPmnjCjBmYfeJWZm1cZHXpU3NjwG4mMMecqP0KXMegPES0gBMWJt6prTJRQKMi+w+McsDyUkFfecZlCftan4MwHhMqocccDZCGoAJamPPlGmaVKhwkd0nZjGkmUbQN8qgPElKKa1qfgzAeMxqE3yYF0IagAlpc8+USZt0qLBIu09MK+g766A8SV7+8pfn277t22b6/Wr5IcCTzWITfJgXQhqACZmFnimTMI1QYVF2n5h20HfaoPxlL3tZ3vCGN2R9ff3Y42ch+LD8EOBsZq0JPsyLUmttuobGlFLuX7169er9+/ebLgWYM4PBIFeuXBn5uIcPH870wKff74+0jn1nZ+dcfxAvyuvb6XRGbt549+7dsfy3RxmUz0rwcVqAmDw7fX8elx8CJLMRqMOsu3btWh48ePCg1npt1GPNpAGYgEXrmXJoWrOHFmH3iaabI5+1sfOs9F1a5OWHAMnsBOqw6JaaLgBgHi1Sz5RDFwkVzqPX62Vp6WynsVncfeIiQd+0jBp8TLO2R50nQASYF9vb21lbW3viefowUL9z586UKwMeJaQBmIBF6Zly1LRDhcNGt6cFNbO6+8QsBH2zEnxMO0AEaJNZCtQBIQ3ARJw3EJi1IOGoJkKF9fX17OzspNPpHPt4p9PJzs7OTPYXaXvQN0vBxyzMSgKYlFkJ1IEDetIAnMNpTfcWoWfKo5oKFY7uPvE93/M9+fmf//kkyate9ap85Vd+5ble0zY0VWx70DdLfZdmYVYSwCQ01d+sDedRmFVCGoARjNJ0r9frjbTT0az1THlUk6HCcT+Xt7/97XnLW94yUjPENjVVbHvQN0vBR9tnJQFMyrQD9TadR2FWWe4EcEajNt2b954pjzoMFUYxjlBhXM0Q29hUsc3NkWcp+Gj7rCSASZlmoN7G8yjMIiENwBmct+nePPdMOc60Q4VxNUNsa1PFNgd9sxR8NBUgAjRtWoF6W8+jMIuENABncJGme91uN3fv3s3Dhw/z9NNPZ2trK08//XQePnyYu3fvztXV+mmHCuNqhtjmpoptDfpmLfho86wkgEmZVqDe5vMozJpSa226hsaUUu5fvXr16v3795suBebKvDWLGwwGuXLlysjHPXz4cKb/vy+i3+9na2sru7u7jz3W6XSysbFx4YBmXD+XWfr5tu3fVr/fH6nv0s7OTqOh5Pb29qlXeg8DxHmZ3QbQ6XRG7m929+7dMz9/ls6jMC3Xrl3LgwcPHtRar416rMbBwNjMa7O4WdrFpi2O7rg0qVBhXD+XWfr5rqystOo9dThz6qzBR9P//tfX13P58uWJB4gAbTLpjQxm6TwKs0BIA4zFaVeoD5vFzeIV6lnaxaZtJhkqjOvn4ud7MbMWfEwjQARok0kH6s6jMF5CGuDCRm0Wd+nSpdb8wXYWs7SLzSIZ18/Fz/fiZjH4aNusJIBJmmSg7jwK4yWkAS7sPM3iZimkmaVdbBbJuH4ufr7jI/gAaK9JBerOozBeQhrgQgaDwUjN6JJkd3c3g8FgZv6YO9zFZtSme482p52VGQazYhw/l3F+HwCYBeMO1J1Hx8+4cbEJaYALWZRmcedtujevzZTbYlzNECfdVBEA5pnz6HgYN5IkS00XAMy2RWkWd9h0b2np5F+bR5vubW9vZ21t7YlXlg6bKd+5c2cSJS+E8/xcJvl9AGAROY9enHEjh4Q0wIUsUrO49fX17OzspNPpHPt4p9PJzs5Orl+/PnIz5fPOSGK0n8s0vg8ALCLn0fMzbuSoUmttuobGlFLuX7169er9+/ebLgVm1mAwyJUrV0Y+7uHDhzO13OlRp60V7nQ6I6/Nvnv37gQqXSzjWsNtLTgAnJ/znKpJxgAAIABJREFU6GiMG+fPtWvX8uDBgwe11mujHiukEdLAhTmxfLRFDa4A4Cz8AQ/PMm6cTxcJaTQOBi5Ms7iPtijNlMfNoB1gvmmKCo8zbuRRQhrgwg6bxZ22lnZRmsUtSjPlcTFoB5h/29vbJ44TDpui3r59W88SFopxI4/SOBgYC83inrVIzZQvyk4GAPNPU1R4MuNGHmUmDTA23W433W534ZetnHfWx6LNFhl10H7p0qWFe40A5sHm5uaZlkQnB7/zt7a2/L5nYRg38iiNgzUOBiZAM+XTeY0A5p+mqHA6Y6L5c5HGwZY7AUxAr9fL0tLZfsUuQjPlRw0Gg5EGI0myu7ubwWAwoYoAmISLNEWFRWHcyFFCGoAJOGymfNoJd1GaKT/KoB1gMWiKCqczbuQoIQ3AhGim/GQG7QCLQVNUOBvjRg5pHAwwQZopH8+gHWAxaIoKZ2fcSCKkAZiKlZUVJ9cjDNqny2APaMrKykpWV1dHborqdxSLzLhxsQlpAJg6g/bp6Pf72dzcPPZ1Xl1dTa/XE3wBE9fr9bK2tnambbg1RQUWnZ40MAMGg0GeeeaZvPnNb84zzzxjhxvmgp0MJmt7eztra2tPDMLu3buXtbW13LlzZ8qVAYtGU1SAszOTBlrMVXDm2eGg/ebNmydeXTVoH12/3z/1dU2S/f393LhxI5cuXfL6AhO1vr6ey5cvZ2trK7u7u4893ul0srGxMfbfRZZ7ArOm1FqbrqExpZT7V69evXr//v2mS4HHbG9vn/mPV13emWX9fn/qg/Z51+l0Rl5Kdvfu3ckVBHDENIITF7qAJl27di0PHjx4UGu9NuqxQhohDS3U7/dHWru9s7NjoMHMc7VzPAaDQa5cuTLycQ8fPvR6A3PBhS6gaRcJaSx3ghba3Nw8U0CTHCxX2Nraan1I4w/wk3l97GQwLv1+/9zHef2BWWe5JzDrhDTQMoPBYKRlCkmyu7ubwWDQyj+wTDc+mdeHcdvb25vqcQBtMo8XuoDFYncnaJmLXAVvG7vLnMzrwyQsLy9P9TiAtrjIhS6AthDSQMvMy1XwUacbtzFkmiSvD5Ny3ivCriQDs26eLnQBi0tIAy0zL1fBzzPdeJF4fZiUlZWVrK6ujnRMp9Np5XJJgFHMy4UuYLEJaaBl5uEquOnGJ/P6MGm9Xi9LS2c7xS8tLWVjY2PCFQFM3rxc6AIWm5AGWmYeroKbbnwyrw+T1u12c+vWrVODmsMtaNsU8gKc1zxc6AIQ0kALzfpVcNONT+b1YRrW19ezs7OTTqdz7OOdTic7Ozu5fv36lCsDmIx5uNAFYAtuaKHDq+CnNZZt61Vw041P5vVhWrrdbrrdbgaDQfr9fvb29rK8vJxut+uPEmAu9Xq9rK2tnanvWxsvdAEIaaCl1tfXc/ny5WxtbWV3d/exxzudTjY2NloX0CSmG5/G68O0raysCGWAhTDrF7oAhDTQYrN6FfxwuvEozXEXabqx1wcAJmeWL3QBlFpr0zU0ppRy/+rVq1fv37/fdCkwd/r9/kjTjXd2dlozWJpGKDbLrw8AzIpZu9AFzIdr167lwYMHD2qt10Y91kwaYCJmcbpxv9/P5ubmsTNcVldX0+v1xlbnLL4+ADBrLPcEZo3dnYCJmaXdZba3t7O2tvbEJUj37t3L2tpa7ty5M7b/5iy9PgAAwORZ7mS5E0xFm6cbt2HpUZtfHwAA4OwsdwJar83TjTc3N88U0CTJ/v5+tra2xh7StPn1AQAApsNyJ2ChDQaDkXZZSpLd3d0MBoMJVQQAACwqIQ2w0Pr9/lSPAwAAeJJWL3cqpbwkyRuSfEmST0vy/iQ/leTv1Vr9hQRc2N7e3lSPAwAA/Qh5ktaGNKWUVyX550k+efilvSQvzkFg85pSyhtrrW9pqj5gPiwvL0/1OAAAFle/38/m5uaxy+1XV1fT6/XG3vuQ2dLKkKaU8vwkP5yDgOZnkvz1WuuglLKcpJfkf07yd0opD2qtOw2WCsy4854EnTwBABjF9vZ2bt68+cQNK+7du5e1tbXcvn07169fP9d/wwyd2dfKkCbJVye5lOQDSf5SrfXXk6TWupfk60opL0vy5Um+OYmQBji3lZWVrK6ujtQ8uNPpONkBAHBm/X7/xIDm0P7+fm7cuJFLly6NdFHQDJ350dbGwV8x/Pi9hwHNI75l+PFqKeXlU6oJmFO9Xi9LS2f7dbi0tJSNjY0JVwQAwDzZ3Nw8NaA5tL+/n62trTN/7+3t7aytrT3xouPhDJ07d+6c+XvSnNaFNKWUFyW5Nrz7z57wtJ/IQRPhJBEHAhfS7XZz69atU4OapaWl3L5921UIAADObDAYjDRrO0l2d3czGAxOfd6oM3TsUNp+rQtpkrwySRl+fuy7sta6n+Rdw7ufM42igPm2vr6enZ2ddDqdYx/vdDrZ2dk59/pgAIBZMBgM8swzz+TNb35znnnmmTMFBZzsvMHIWY6b5AwdmtHGnjQvPfL5e0943uFjLz3hOUmSUsr9Jzz0irMWBcy/brebbrer4RoT470FQFvpaTI5e3t7EznuIjN0jD/aq40hzQuOfP6hE573e8OPL5xgLcACWllZceJirAx8AZimUS8KTGPXoUW2vLw8keMuMkPHWLe92hjSjF2t9dpxXx/OsLk65XIAWCAGvgBMy3kuCkx61yFy7tfrtOMmNUOHZrWxJ80Hj3z+/BOe93HDjx+YYC0AcG6a+QEwLefd4UdPk8lbWVnJ6urqSMd0Op1TZ7tMaoYOzWpjSHO0D82nnvC8w8feN8FaAODcDHwBmIbzXhSY5K5DfLRer3fqTqKHlpaWsrGxcerzJjVDh2a1MaR5Z5I6/PzY6LCUspTk5cO775hGUQAwivMOfL/ma77GbhoAjOS8FwUmuesQH63b7ebWrVunBjVLS0u5ffv2mYKUSczQsbtX81oX0tRafzfJTw/vfuETnvZ5ST5++LnfEAC0znkHsG9729vy1FNP5cqVK+l0OgbCAJzoIrNh9DSZrvX19ezs7KTT6Rz7eKfTyc7Ozkg96sY1Q6ff76fT6eTKlSt56qmnsrGxYTzSkNaFNEPfO/z4FaWU47bY/rrhx/u11ndNqSYAOLNxDGCf1D8AAA5dZDaMnibT1+12c/fu3Tx8+DBPP/10tra28vTTT+fhw4e5e/fuyEuRxjFD57z9jJiMtu7u9O1JvjbJpST/uJTy12ut7yilvCjJRpK/PHzeG5sqEABOMq4BrN00ADjJRWbDvPa1rz3Xsc5HF7eysjK2bbDX19dz+fLlbG1tZXd397HHO51ONjY2jv252d2rfVoZ0tRaP1RK+bIcLGW6mmRQStlL8sIczP6pSd5Ya91psEwAeKJxDmAO+wcYFAHwqIvMhjnsaTLKcqmz7DrE9HW73XS73QwGg/T7/ezt7WV5eTndbvfEn9d5+hkZj0xWqbWe/qyGlFJekuQNSb4kyacl2UvyU0m+tdZ64UVxpZT7V69evXr//v2LfisAeEyn0xm5T8BJHj58aGAMwEcZDAa5cuXKyMcdnlP6/X7W1tbO9If60tJSdnZ2/JE+Jy763uHJrl27lgcPHjyotV4b9di29qRJktRaf6PW+lSt9WW11ufVWj+l1vol4whoZp2u2wDtN0ozv7PQtA+AR110h59J7DrEbLC7Vzu1OqThcbpuA8yOsw58z8puGgAc56I7/Exi1yHaz+5e7dTKnjQcb3t7+8SmToddt2/fvu0XKEBLnNbMbxR20wDgOIcXBU5rAHvSbJjz9jRhdtndq51a3ZNm0mapJ421ogCz73Dg+0u/9Et561vfOvLx1oADcJJ+v3+uHX5YTHrSTM5FetIIaWYkpBm1+WSn08ndu3cnVxAAF+L3OgCTYjYMZ2U8MhkXCWksd5oBg8Fg5N1Bdnd3MxgM/DIGaKlerzfSDMlH+wcAwJOsrKz4O4AzMR5pH42DZ4Cu2wDzx24aAEDTjEfaR0gzA3TdBphPdtMAAJpmPNIuljvNAF23AeaX3TQAgKYZj7SHkGYGnHdKmaloALND/wAAoGnGI82z3GkGrKysZHV1daRjOp2Of1wAAAAwQ4Q0M6LX653azOmQrtsAAAAweyx3mhGHXbdv3rx54vZoum4zr6yPBQCYLOMtaJ6QZoasr6/n8uXL2drayu7u7mOPdzqdbGxsCGiYK/1+P5ubm7l3795jj62urqbX63nPAwBcgPEWtEeptTZdQ2NKKfevXr169f79+02XMjIpN4tge3v7zLPHbAkIADA64y0Yv2vXruXBgwcPaq3XRj1WSDOjIQ3Mu36/n7W1tRMHDIeWlpays7PjCg8AwAiMt2AyLhLSaBwMtNLm5uaZBgxJsr+/n62trQlXBAAwX4y3oH2ENEDrDAaDY9dEn2R3dzeDwWBCFQEAzBfjLWgnIQ3QOv1+f6rHAQAsGuMtaCchDdA6e3t7Uz0OAGDRGG9BOwlpgNZZXl6e6nEAAIvGeAvaSUgDtM55dw2w2wAAwNkYb0E7CWmA1llZWcnq6upIx3Q6naysrEyoIgCA+WK8Be0kpAFaqdfrZWnpbL+ilpaWsrGxMeGKAADmi/EWtI+QBmilbrebW7dunTpwWFpayu3bt029BQAYkfEWtI+QBmit9fX17OzspNPpHPt4p9PJzs5Orl+/PuXKAADmg/EWtMtzmy4A4CTdbjfdbjeDwSD9fj97e3tZXl5Ot9u1JhoAYAyMt6A9hDTATFhZWTFIAACYIOMtaJ7lTgAAAAAtIKQBAAAAaAEhDQAAAEALCGkAAAAAWkBIAwAAANACQhoAAACAFrAFNwAcMRgM0u/3s7e3l+Xl5XS7XduRAgAwFUIaAEjS7/ezubmZe/fuPfbY6upqer1eut1uA5UBALAoLHcCYOFtb29nbW3t2IAmSe7du5e1tbXcuXNnypUBALBIhDQALLR+v5+bN29mf3//xOft7+/nxo0b6ff7U6oMAIBFI6QBYKFtbm6eGtAc2t/fz9bW1oQrAgBgUQlpAFhYg8HgiUucnmR3dzeDwWBCFQEAsMiENAAsrPMuXbLkCQCASRDSALCw9vb2pnocAACcREgDwMJaXl6e6nEAAHASIQ0AC6vb7U71OAAAOImQBoCFtbKyktXV1ZGO6XQ6WVlZmVBFAAAsMiENAAut1+tlaelsp8OlpaVsbGxMuCIAABaVkAaAhdbtdnPr1q1Tg5qlpaXcvn3bUicAACZGSAPAwltfX8/Ozk46nc6xj3c6nezs7OT69etTrgwAgEXy3KYLAIA26Ha76Xa7GQwG6ff72dvby/Lycrrdrh40AABMhZAGAI5YWVkRygAA0AjLnQAAAABaQEgDAAAA0AJCGgAAAIAW0JMGAACAhWTDANpGSAMAAMBC6ff72dzczL179x57bHV1Nb1eL91ut4HKWHSWOwEAALAwtre3s7a2dmxAkyT37t3L2tpa7ty5M+XKQEgDAADAguj3+7l582b29/dPfN7+/n5u3LiRfr8/pcrggJAGAACAhbC5uXlqQHNof38/W1tbE64IPpqQBgAAgLk3GAyeuMTpSXZ3dzMYDCZUETxO42AAmHF2pgCA05136VK/33deZWqENAAwo+xMAQBnt7e3N9Xj4DwsdwKAGWRnCgAYzfLy8lSPg/MQ0gDAjLEzBQCM7ryzS81KZZqENAAwY+xMAQCjW1lZyerq6kjHdDod/WiYKj1pgLmjiSrz7CI7U/h3AMCi6/V6WVtbO9PFjqWlpWxsbEyhKniWkAaYG5qosgjsTAEA59ftdnPr1q1Tlw0vLS3l9u3bxo5MneVOwFzQRJVFYWcKALiY9fX17OzspNPpHPt4p9PJzs5Orl+/PuXKwEwaYA6M2kT10qVLroows+xMAQAX1+120+12LZOndYQ0wMw7TxNVIQ2zys4UADA+KysrQhlapXXLnUopH1tK+aJSyptKKT9USnlvKaUOb69uuj6gXS7SRBVmkZ0pAADmVxtn0rwyyY82XQQwG9rYRNW0WSbNzhQAAPOpjSFNkvxOkvtJ/tXw9v3NlgO0VZuaqNpdimmxMwUAwHxq3XKnJD+f5JNqrX+h1vqGWusPNF0Q0F5taaJqdymmzc4UAADzp3UzaWqtZ+v+CZB2NFG1uxRNsTMFAMB8aV1IAzCKwyaqozQPHncTVbtL0TQ7UwAAzIc2Lncau1LK/eNuSV7RdG3AxfV6vSwtne3X2bibqNpdCgAAGJeFCGmA+XbYRPW0oGYSTVQvsrsUAADAUQsR0tRarx13S/LOpmsDxqOpJqpt2l0KAACYbWPpSVNK6SXpnfPwv1tr/VvjqANYbE00UW3L7lIAAMDsG1fj4KUkzznnsec9DuBY02yi2obdpQAAgPkwluVOtdZvqLWWc96+fhw1ADThcHepUYx7dykAAGA+2IIb4IJ6vV7W1tbOtA33uHeXatI0l5UBAMAiENIAXNDh7lI3b948MaiZxO5STej3+9nc3Dx26/HV1dX0er2Z/38EAIAmLMTuTgCT1tTuUtO2vb2dtbW1YwOaJLl3717W1tZy586dKVcGAACzr5UzaUopn5jjGwovl1JefOT++2utfzClsgBO1MTuUtPU7/dPnS2UJPv7+7lx40YuXbpkRg0AAIyglSFNkp9JcumYr/8/j9z/giR3J14NwAimubvUNG1ubp6p705yENRsbW0JaQAAYASWOwFwqsFg8MQlTk+yu7ubwWAwoYoAAGD+tDKkqbVePuP23XebrhVgEfT7/akeBwAAi6iVIQ0A7bK3tzfV4wAAYBEJaQA41fLy8lSPAwCARSSkAeBU520ArHEwAACcnZAGgFOtrKxkdXV1pGM6nc5c7nIFAACTIqQB4Ex6vV6Wls522lhaWsrGxsaEKwIAgPkipAHgTLrdbm7dunVqULO0tJTbt29b6gQAACMS0gBwZuvr69nZ2Umn0zn28U6nk52dnVy/fn3KlQEAwOx7btMFADBbut1uut1uBoNB+v1+9vb2sry8nG63qwcNAABcgJAGgHNZWVkRygAAwBhZ7gQAAADQAkIaAAAAgBYQ0gAAAAC0gJAGAAAAoAWENAAAAAAtIKQBAAAAaAEhDQAAAEALCGkAAAAAWkBIAwAAANACQhoAAACAFhDSAAAAALSAkAYAAACgBYQ0AAAAAC0gpAEAAABoASENAAAAQAsIaQAAAABaQEgDAAAA0AJCGgAAAIAWENIAAAAAtICQBgAAAKAFhDQAAAAALSCkAQAAAGgBIQ0AAABACwhpAAAAAFpASAMAAADQAkIaAAAAgBYQ0gAAAAC0gJAGAAAAoAWENAAAAAAtIKQBAAAAaAEhDQAAAEALPLfpAmCWDQaD9Pv97O3tZXl5Od1uNysrK02XBQAAM804m0UlpIFz6Pf72dzczL179x57bHV1Nb1eL91ut4HKAABgdhlns+gsd4IRbW9vZ21t7dgTR5Lcu3cva2truXPnzpQrAwCA2WWcDUIaGEm/38/Nmzezv79/4vP29/dz48aN9Pv9KVUGAACzyzgbDghpYASbm5unnjgO7e/vZ2tra8IVAQDA7DPOhgNCGjijwWDwxKmXT7K7u5vBYDChigAAYPYZZ8OzhDRwRuedUmkqJgAAPJlxNjxLSANntLe3N9XjAABgERhnw7OENHBGy8vLUz0OAAAWgXE2PEtIA2fU7XanehwAACwC42x4lpAGzmhlZSWrq6sjHdPpdLKysjKhigAAYPYZZ8OzhDQwgl6vl6Wls/2zWVpaysbGxoQrAgCA2WecDQeENDCCbrebW7dunXoCWVpayu3bt03BBACAMzDOhgNCGhjR+vp6dnZ20ul0jn280+lkZ2cn169fn3JlAAAwu4yzIXlu0wXALOp2u+l2uxkMBun3+9nb28vy8nK63a61sQAAcE7G2Sw6IQ1cwMrKipMFAACMmXE2i8pyJwAAAIAWENIAAAAAtICQBgAAAKAFhDQAAAAALSCkAQAAAGgBIQ0AAABACwhpAAAAAFpASAMAAADQAkIaAAAAgBYQ0gAAAAC0gJAGAAAAoAWENAAAAAAt0LqQppTyx0spX11K+YellHeXUj5cSvlgKeUXSilvK6X8p03XCAAAADBuz226gGO8Nx9d1weSfEySVwxv66WU67XW72uiOAAAAIBJaN1MmhwENPeS/PdJXlprfVGSj0vy55L8bJLnJfmuUsqrmisRAAAAYLzaGNJ0aq2dWut31Vp/I0lqrX9Ya/2xJGtJ/m0Ogpy/2WSRAAAAAOPUupCm1nrvhMd+K8nbh3evTaciAAAAgMlrXUhzBr89/PicRqsAAAAAGKM2Ng4+TWf48eFZDyil3H/CQ6+4eDkAAAAAFzdTM2lKKV+W5HOHd7+jyVoAAAAAxmlmZtKUUj4tya3h3R+utf7oWY+ttR7bv2Y4w+bqGMoDAAAAuJCxzKQppfRKKR855+2bzvD9X5jkB5N8SpJfSbI+jroBAAAA2mJcM2mWcv5GviceV0p5XpIfysEyp99K8kW11n93zv8WAAAAQCuNJaSptX5Dkm8Yx/c6qpTyMUn+3yT/VZLfSbJWa33XuP87AAAAAE1rbePgUspzk3xfktck+UCSL661/myzVQEAAABMRqm1Nl3DY0opS0m+O8lfS/KhJK+ptf6LCfx3fvv5z3/+J73yla8c97cGAAAAFtAv/MIv5EMf+tC/r7V+8qjHti6kKaWUJLdz0Bz495N82Sg7OY343/rlJMtJ3jOJ789jXjH8+M5Gq6Bp3gck3gd4D3DA+4DE+4AD3gck8/M+uJxkr9b6WaMe2MaQ5u8leSrJR5L817XWH2q4JMZkuOX5E7dEZzF4H5B4H+A9wAHvAxLvAw54H5B4HyTj291pLEopn5mDgCZJapJvL6V8+5OeX2t9yVQKAwAAAJiwVoU0+ehGxn8syZ9oqhAAAACAaWpVSFNrfU+S0nQdAAAAANPW2i24AQAAABaJkAYAAACgBVq3uxMAAADAIjKTBgAAAKAFhDQAAAAALSCkAQAAAGgBIQ0AAABACwhpAAAAAFpASAMAAADQAkIaAAAAgBYQ0gAAAAC0gJCGxpRSPraU8kWllDeVUn6olPLeUkod3l7ddH2MVynlJaWUp0sp7y6lfLiU8pullB8ppXSbro3JK6W8qJTypaWUrVLKPy2l/Lsj/95f0XR9TEcp5TNLKV87/Lf/q6WU/1hK+d1Sys+VUt5SSnlp0zUyeaWUzx3+LvjRUsovlVLeP3wv/PpwPPDlTdfI9JVSXlhK+bUj54a/0XRNTF4p5W8c+Zk/6faBputkOkopLy+lvLWU8q5SygeH54dfKKXcKaV0mq5vWp7bdAEstFcm+dGmi2DySimvSvLPk3zy8Et7SV6c5EuSvKaU8sZa61uaqo+p6Cb5R00XQXNKKZ+R5D1JypEv7yV5QZJXDW83Syl/pdb6L6ZfIVP0uiRffeT+B5LsJ/nUJF+a5EtLKd+f5L+ttf5BA/XRjDcn+fSmi6Axf5Dk3z/hsQ9OsxCaUUp5fZJvSfIxwy99YPj5K4a3/SS7zVQ3XWbS0LTfSdJP8pYkf6XhWpiAUsrzk/xwDgKan0lypdb68Uk+Mcn/noM/2P5OKWWtuSqZkn+b5O1JvjHJzYZrYfqeM/z4T5L8N0k+afi74OOSfHGSX87B74UfLKW8pJkSmZIfT/I3k1xL8qJa64tqrc9P8pk5GKAnB2OCr2+oPqaslHI1yf+U5CebroXG/Mta60uecHtZ08UxWaWUr07ydA4mkfzdJJeOnBtemuS/S/IvGyxxqkqttekaWFCllKUktR55E5ZSDj//i7VWs2zmQCnla5N8aw7S8FfUWn/9kcf/UZIvT/Kg1nqtgRKZglLKc2qtf3jk/uUc/FGeJK+stb6zibqYnlLKxye5XGv9uSc8/oocBLnPS/INtdZvnGZ9tEcp5buTfGWSf+OPs/k3HA/+ZJI/neTPJHkwfOiraq3f2VRdTMdwWdt3JNmttf75ZquhCcMx4SAHF21u1lpvN1pQC5hJQ2NqrftVSrgIvmL48XsfDWiGDq+aXi2lvHxKNTFlRwMaFlOt9f1PCmiGj78zyU8M7wpsF9u/Gn781EarYFq+JsnnJvn7tdafaboYYOqeykFA85MCmgNCGmBiSikvyrN/bP2zJzztJ5K8f/i5JsKw2H57+PE5Jz6LefdfDD/+8onPYuaVUj4tyVaS30zypobLAZrx14Yfv6/RKlpESANM0ivzbJPQwXFPqLXuJ3nX8O7nTKMooH1KKc9N8l8O7z5sshamb7izz6tKKd+W5K8Ov/y2JmtiKt6a5EVJvq7W+v7TnsxcWymlDEopHxru+vewlPKtpZTParowJqeU8rIknzK8+zOllM8f7gD528P3wjtLKd9SSvmUk77PvLG7EzBJR7fTfe8Jzzt8zPa7sLj+xyQvycHuDf+g4VqYglLKpyf5tWMe+nCSb6q1/p9TLokpKqX8pSSvTXK31vo9TddD416cg00m/kOS5SQrw9tXl1JeV2v93iaLY2L+syOf//kkvRzMpv3dJDXJy4e3ryilfGGt9diLvvPGTBpgkl5w5PMPnfC83xt+fOEEawFaqpTyqiTfPLz7tlrrO5qsh6n5wxwsc/nNJL8//NpHcvBe+LamimLySikvyMFMqT/IQUDL4npvkr+d5EqS59VaPzkH48HXJHlHkucn+QellNXmSmSCPuHI5387yb9O8vm11uUcvA++OAe7g740yfcPZ93OPSENIyml9EopHznn7Zuarh+AdimlvDTJD+ZgIH4/yf/abEVMS631fYdb7Obg5//yJN+V5BuT/GwpZaXRApmkzRxsuf6tQtnFVmvdqbVu1loHtdbfH37tP9Za356D/lS/lIPVH29psk4m5mgeUZO8ttb6k8kfbTLzT5NcHz7+8iR/ecr1NUJIw6iWcjAF7bw3FssHj3z+/BOe93EQSElMAAAEg0lEQVTDjx+YYC1Ay5RSPinJTpLPSvKLSV5Ta/1ws1XRhOFg/F/XWteT/B85+AP+u4fbMzNHSil/Kge7ufxaDsIaONawT9HfGd79/FLKi5ush4k4Ovb/0Vrrux59Qq31n+Rghk2yIJuMOPExklrrN9RayzlvX990/Uzd0T40J22levjY+yZYC9AipZSPz8Gub1eS/GqSv1Br/c1mq6Il3jr8+KeHN+bL0zm4cPe3kpRh0+g/uh153scOv/Zxx38bFsRPDj+WHAT6zJejfys8FtAc89hnTLCW1hDSAJP0zhxMXUwOmr89ZniV9OXDu6Y8wwIY9qN4e5LPTfIbOQhofrXZqmiRXz/y+csaq4JJuTT8+F05aA766O3Q/zW8b2wA8+sdOdgw4Kzq6U+ZfUIaYGJqrb+b5KeHd7/wCU/7vCQfP/y8P/GigEaVUp6f5Edy0Gvgt3MQ0Pxis1XRMkevllsGC4vt8458/p6mimAyaq2/l+THh3dffsJTDx97z0QLagkhDTBph1smfsWwQeijvm748f5x61CB+VFK+ZgkP5DkC5L8TpK1RdlOkwOllOeUUsopT/tfhh8/kmcH78yJWuvlk5bHH3nqVw2/drmpWpms034XlFKWkxy2S/ipWutvTb4qGvBdw4+vLqU8FtSUUl6T5LOHd98+taoaJKShUaWUTyylvPjwduSh5aNfL6X8scaK5KK+PcmvJHlRkn9cSvmcJCmlvKiU8r/l2S7tb2yoPqbkkX/rn3jkoU945N+7c9McKqU8Jweh7atzsIThL9ZaHzRbFQ34jCQ/XUq5Xkr59MMvllKWSil/qpTyfyd53fDLb621/odGqgSm4VIp5SdKKeullM88/GIp5WNKKa9O8mM5+ON8P8kbmiqSibuTg2VPz0nyA6WUP5v80Xnh1Um2h8/7iSxISFNqXYhlXbRUKeU9eXZt8km+oNZ6d7LVMCmllD+Zg6VMnzz80l6SF+YgKK5J3lhrtbXinCulnPWE81m11vdMshamr5SymmR3ePfDSd5/wtN/rdb6ZyZfFdNWSrmc5JePfOnDOVjS9KIkH3vk69+Z5Eat9SPTqo12OHKu+Kpa63c2WQuT9YTfBx9Mspzk8ALt7yX5H2qt3z3V4piqUsp/kuRunm0M/Ls5CG0OG4e/Iwezb3/98aPnz3ObLgCYf7XWnyulXMnBVZAvSfJpOehF8VNJvrXWqhcNzL+jM6SeN7w9iW2459d7k/zVHGyj+meTvDQHAf6Hk7w7B8ubvqPW+mONVQhMy28meX2SP5fkTyb54znoU/jBJL+Ygwt8f7/W+iuNVchU1Fr/TSnlP8/BctfX5qA32X6SB0n+YQ5mVn6wwRKnykwaAAAAgBaw7h8AAACgBYQ0AAAAAC0gpAEAAABoASENAAAAQAsIaQAAAABaQEgDAAAA0AJCGgAAAIAWENIAAAAAtICQBgAAAKAFhDQAAAAALSCkAQAAAGgBIQ0AAABACwhpAAAAAFpASAMAAADQAkIaAAAAgBYQ0gAAAAC0gJAGAAAAoAX+f6WYhcI78EE7AAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "image/png": { "height": 419, "width": 564 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Model parameters, including the mean\n", "# covariance matrix and the weights for each cluster\n", "init_means = np.array([\n", " [5, 0],\n", " [1, 1],\n", " [0, 5]\n", "])\n", "\n", "init_covariances = np.array([\n", " [[.5, 0.], [0, .5]],\n", " [[.92, .38], [.38, .91]],\n", " [[.5, 0.], [0, .5]]\n", "])\n", "\n", "init_weights = [1 / 4, 1 / 2, 1 / 4]\n", "\n", "# generate data\n", "np.random.seed(4)\n", "X = generate_data(100, init_means, init_covariances, init_weights)\n", "\n", "plt.plot(X[:, 0], X[:, 1], 'ko')\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Just like with K-means, it is important to ask how we obtain an initial configuration of mixing weights and component parameters. In this simple case, the implementation below take three random points to be the initial cluster means, use the empirical covariance of the data to be the initial covariance in each cluster (a clear overestimate), and set the initial mixing weights to be uniform across clusters. On the other hand, a better way to initial the GMM parameters is to use K-means as a first step and use its mean/cov of those clusters to initialize EM.\n", "\n", "**Note**. Like K-means, EM is prone to converging to a local optimum if the initial set of parameters are sub-par. In practice, we may want to run EM multiple times with different random initialization." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "class GMM:\n", " \"\"\"\n", " Full covariance Gaussian Mixture Model,\n", " trained using Expectation Maximization.\n", "\n", " Parameters\n", " ----------\n", " n_components : int\n", " Number of clusters/mixture components in which the data will be\n", " partitioned into.\n", "\n", " n_iters : int\n", " Maximum number of iterations to run the algorithm.\n", "\n", " tol : float\n", " Tolerance. If the log-likelihood between two iterations is smaller than\n", " the specified tolerance level, the algorithm will stop performing the\n", " EM optimization.\n", "\n", " seed : int\n", " Seed / random state used to initialize the parameters.\n", " \"\"\"\n", "\n", " def __init__(self, n_components: int, n_iters: int, tol: float, seed: int):\n", " self.n_components = n_components\n", " self.n_iters = n_iters\n", " self.tol = tol\n", " self.seed = seed\n", "\n", " def fit(self, X):\n", "\n", " # data's dimensionality and responsibility vector\n", " n_row, n_col = X.shape \n", " self.resp = np.zeros((n_row, self.n_components))\n", "\n", " # initialize parameters\n", " np.random.seed(self.seed)\n", " chosen = np.random.choice(n_row, self.n_components, replace = False)\n", " self.means = X[chosen]\n", " self.weights = np.full(self.n_components, 1 / self.n_components)\n", " \n", " # for np.cov, rowvar = False, \n", " # indicates that the rows represents obervation\n", " shape = self.n_components, n_col, n_col\n", " self.covs = np.full(shape, np.cov(X, rowvar = False))\n", "\n", " log_likelihood = 0\n", " self.converged = False\n", " self.log_likelihood_trace = [] \n", "\n", " for i in range(self.n_iters):\n", " log_likelihood_new = self._do_estep(X)\n", " self._do_mstep(X)\n", "\n", " if abs(log_likelihood_new - log_likelihood) <= self.tol:\n", " self.converged = True\n", " break\n", " \n", " log_likelihood = log_likelihood_new\n", " self.log_likelihood_trace.append(log_likelihood)\n", "\n", " return self\n", "\n", " def _do_estep(self, X):\n", " \"\"\"\n", " E-step: compute responsibilities,\n", " update resp matrix so that resp[j, k] is the responsibility of cluster k for data point j,\n", " to compute likelihood of seeing data point j given cluster k, use multivariate_normal.pdf\n", " \"\"\"\n", " self._compute_log_likelihood(X)\n", " log_likelihood = np.sum(np.log(np.sum(self.resp, axis = 1)))\n", "\n", " # normalize over all possible cluster assignments\n", " self.resp = self.resp / self.resp.sum(axis = 1, keepdims = 1)\n", " return log_likelihood\n", "\n", " def _compute_log_likelihood(self, X):\n", " for k in range(self.n_components):\n", " prior = self.weights[k]\n", " likelihood = multivariate_normal(self.means[k], self.covs[k]).pdf(X)\n", " self.resp[:, k] = prior * likelihood\n", "\n", " return self\n", "\n", " def _do_mstep(self, X):\n", " \"\"\"M-step, update parameters\"\"\"\n", "\n", " # total responsibility assigned to each cluster, N^{soft}\n", " resp_weights = self.resp.sum(axis = 0)\n", " \n", " # weights\n", " self.weights = resp_weights / X.shape[0]\n", "\n", " # means\n", " weighted_sum = np.dot(self.resp.T, X)\n", " self.means = weighted_sum / resp_weights.reshape(-1, 1)\n", " # covariance\n", " for k in range(self.n_components):\n", " diff = (X - self.means[k]).T\n", " weighted_sum = np.dot(self.resp[:, k] * diff, diff.T)\n", " self.covs[k] = weighted_sum / resp_weights[k]\n", " \n", " return self" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we will run our EM algorithm to discover the mixture components and visualize its output. When working with low-dimensional data, one useful way of testing our implementation is to visualize the gaussian components over the data at different points in the algorithm's execution:\n", "\n", "- At initialization\n", "- After running the algorithm to completion (convergence)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "def plot_contours(data, means, covs, title):\n", " \"\"\"visualize the gaussian components over the data\"\"\"\n", " plt.figure()\n", " plt.plot(data[:, 0], data[:, 1], 'ko')\n", "\n", " delta = 0.025\n", " k = means.shape[0]\n", " x = np.arange(-2.0, 7.0, delta)\n", " y = np.arange(-2.0, 7.0, delta)\n", " x_grid, y_grid = np.meshgrid(x, y)\n", " coordinates = np.array([x_grid.ravel(), y_grid.ravel()]).T\n", "\n", " col = ['green', 'red', 'indigo']\n", " for i in range(k):\n", " mean = means[i]\n", " cov = covs[i]\n", " z_grid = multivariate_normal(mean, cov).pdf(coordinates).reshape(x_grid.shape)\n", " plt.contour(x_grid, y_grid, z_grid, colors = col[i])\n", "\n", " plt.title(title)\n", " plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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FlbqvM7FnWLxvMQv3LGTB7gU3XdsGoG7xunQL6caj1R+lYqGKTqxSRERERERyG4U0GaSQRtxNbGIsEzZP4Ks1X7H91Pbrzvvl8aNL9S70qNGDVuVbkcczjwuqzHkuL648N3Iuc3bNYeWhldgs2w2vbVCyAY/XfJzuNbrnumliIiIiIiKS/RTSZJBCGnEXp2NO8/Xar/lm3Tecijl13flmZZrxTN1n6Fq9K/7e/i6oMHeJuhTF77t+Z8aOGSzas+iGu2F5GA/aVmxLr9q96BzcGV8vXxdUKiIiIiIiOY1CmgxSSCOuduLiCT5b9Rkj143kUuKlVOf8vf3pWasnAxsMJKRoiIsqzP3Ox53n912/80vELyzcvZBEW+J11xTwKcATNZ/g2dBnqVuirguqFBERERGRnEIhTQYppBFXOR1zmo9XfszXa78mNik21bmyBcoy5O4hPBP6TI7ZJju3OBN7hmnbpjF562SWHVh2w2vqlahH//r96VGjB37efk6uUERERERE3J1CmgxSSCPOdinhEp+v+pxPV31KdHx0qnM1itbgf83+x6Mhj+Ll4eWiCuWyfWf3MXHLRMZvHs/es3uvOx/gE0DPWj15vuHzBBcOdkGFIiIiIiLijhTSZJBCGnEWm2Vj4uaJ/O+v/3H0wtFU5+oWr8vQ5kPpHNwZD+PhogrlZizLYumBpfwQ/gPTtk0jPjn+umvaVGzD4IaDebDyg/oeioiIiIjc4RTSZJBCGnGGNYfXMGj+INYfXZ+qPbhwMO+0fIcu1bpgjHFRdXI7zsSeYfym8Xy74Vt2nd513fkqd1XhpUYv0bN2T/LlyeeCCkVERERExNUyE9Lon3xFssnpmNP0+70fjcc0ThXQFPcvzg8df2DrgK10rd5VAU0OUihvIV5q/BI7nt9BWM8wHgp+KNXImV2ndzFg7gDKfFGGYUuG3XCnLhERERERkZtRSCOSxSzLYvKWyVQdUZXvw7/Hwj5azdfLl/+75//YNWgXz4Q+o3VncjBjDPeVv48Zj81g9+Dd/LvxvyngU8Bx/nTsad5a+hZlvijD4HmDOXj+oAurFRERERGRnEIhjUgWOnT+EB2mdODJGU9yOva0o71jlY5sG7iNd+57h/w++V1YoWS18oHl+aTNJxx66RBftv2ScgXLOc7FJsUyYt0IKg6vyLOzn2X3md2uK1RERERERNyeQhqRLGBZFhM2T6DGqBrMi5znaA8KCGJW91nM7jGb8oHlXVihZLf8PvkZ0mgIkYMj+emRn6hTvI7jXJItiTEbx1B1RFV6zexF5OlIF1YqIiIiIiLuSiGNSCadijlF11+70mtmr1Tbag9qMIiIgRF0qtrJhdWJs3l5eNGjZg/C+4Wz4IkF3FPmHsc5m2VjwuYJBH8TTK+ZvdhzZo8LKxUREREREXejkEYkExbvW0ytUbX4bftvjrZKhSqxvPdyvn7wa01tuoMZY2hbqS3Lei9j6dNLaV2htePc1WFNv9/7cej8IRdWKiIiIiIi7kIhjUgGJNuSeXPxm7Sa0IpjF4852vvX68+m5zbRrEwzF1Yn7qZ52eYsemoRK/uspE3FNo72JFsS34d/T+WvK/PvRf/mdMzpNJ4iIiIiIiK5nUIakdt08tJJWk9szdvL3nbs3FQkXxHm9JjDqA6j8PP2c3GF4q6aBDVh4ZMLWd57OS3KtnC0xyfH89mqz6gwvALvL3+fmMQYF1YpIiIiIiKuopBG5DasObyG0O9CWbx/saOtZbmWbOq/ifZV2ruwMslJmpVpxuJei/nzqT9pWKqhoz06PprX/3qdqiOqMn7TeGyWzYVVioiIiIiIsymkEUmnsRvH0vzH5hy5cAQAg+HNFm/yx1N/UDJ/SRdXJzmNMYZWFVqx+pnVTHt0GlXvquo4dzj6ME/Pepr6o+uzdP9SF1YpIiIiIiLOpJBG5BaSbcn8a+G/eGb2MyQkJwAQ6BvIvCfmMezeYXh6eLq4QsnJjDF0qd6Ffwb+w3cdvqOYXzHHuY3HN3Lv+HvpOrUre8/udWGVIiIiIiLiDAppRNJwMeEiD/3yEJ+v/tzRVrNoTdb3W88DlR5wYWWS23h5eNGvXj8iB0cytPlQ8nrldZybvn061b+pzv/99X9cSrjkwipFRERERCQ7KaQRuYljF47RfFxz5uya42h7KPgh/n7mbyoEVnBhZZKb5ffJz9st32bnoJ08UfMJR3t8cjzvLX+P4G+CmRoxFcuyXFiliIiIiIhkB4U0IjcQeTqSJmObsPH4Rkfbq01eZXq36fh7+7uwMrlTBBUIYtIjk1j1zCoalGzgaD8cfZjHpj1Gm0lt2HlqpwsrFBERERGRrKaQRuQaG45uoOnYpuw/tx8AT+PJ6A6j+aj1R3gY/ciIczUq3YjVz65mbKexFPUr6mj/c++f1BxVk9fDXic2MdaFFYqIiIiISFbRb5wiV1l+YDktx7ckKiYKgLxeeZnZfSZ96/V1cWVyJ/MwHvSu25tdg3YxuOFgR1iYaEvk/RXvU2NUDRbuXujiKkVEREREJLMU0oik+GPPH7Sd1JYLCRcAKJS3EGE9w+hQpYOLKxOxK+BbgOHthrOh3waaBDVxtO89u5cHJj/A49Mf5+Slky6sUEREREREMkMhjQgwL3IeHaZ0IDbJPm2kuH9xlj69lMZBjV1cmcj16hSvw/LeyxndYTSBvoGO9in/TKHaN9UYv2m8FhYWEREREcmBFNLIHW9+5Hwe/uVhEpITAAgKCGLZ08uoUbSGiysTuTkP40Hfen3ZMWhHql2gzsSe4elZT/PA5Ac4cO6ACysUEREREZHbpZBG7mh/7PkjVUBTvmB5lvVeRuW7Kru4MpH0KepXlEmPTGLBEwsoW6Cso33RnkXUGFWDUetGYbNsLqxQRERERETSSyGN3LGWHVhG5587E58cD0C5guVY8vQSyhUs59rCRDKgbaW2RAyM4MW7X8RgALiYcJGB8wbSemJrx25lIiIiIiLivhTSyB0p/Fg4HX66sgZNUEAQi3stpkyBMi6uTCTj/Lz9+OKBL1jZZyXBhYMd7X/t+4uao2oyesNorVUjIiIiIuLGvFxdgIizRZ6O5IFJDzh2cSruX5y/ev2lETRZzLIsLp6NI/pUjP11OpaY6Hhio+OJuZBAfEwiCbGJJMYnk5xkIznJhmWzMMaAAU9PD7x8PMnj44lP3jz4+nvj65eHfAE++BX0xT/Ql/x35aVgUT/yBfjY7xMAGgc1ZuNzG3lryVt8/PfH2CwbFxMu8tyc55i5YyZjOo2hRP4Sri5TRERERESuoZBG7ijHLx6nzaQ2RMVEARDoG8gfT/1BpUKVXFxZzpOcbOPUoWiORp7h2O4znNh/jpMHzhN1MJozRy9w9vhFEuOTnVKLl7cngcX8KFQyP4VK+lM4qABFy9pfxSsUpETFQuQL8HFKLe7C18uXD+7/gIeCH6LXzF7sPL0TgPm751NjVA2+bf8tj4Y86uIqRURERETkagpp5I5xMeEi7X9q71ibI69XXuY8Pke7OKXD2RMX2bvxOHs2HufAP1EcjIji8I5TTgthbiUpIZmoQ9FEHYq+6TUFiuSjVNW7KB1cmKBqhSlbowjlahYlsLh/rh6Fc3fpu9n43EZe/+t1vlj9BWDfAarbtG48tespRjw4ggCfABdXKSIiIiIioJBG7hBJtiS6T+tO+LFwADyNJ78++itNgpq4uDL3Ex+byK61R9m5+jA71xxh19qjnD5yIUPPyuvvTYGifgQUzkv+QnnxK+hLvgI+5Mvvg3deL/vL1wvPPJ54enlgDFgWYFkkJ9lITEgmKT6Z+JhE4i4lEncpgZjz8Vw8G8fFs7FEn47l/MlLxF1KdPR5gZOcYi9JxOGFL4WpQH6Kcj4qhvNRMWxbcShVjQGF81GhTjEq1C1OxbrFqdygJCUqBuaq4CZvnrx83vZzOlbpSK+ZvTgUbf8aTNwykRUHVzDpkUn6WRARERERcQPmTl5E0hizITQ0NHTDhg2uLkWy2ZD5Qxi+drjjeHSH0fSt19eFFbmPxPgktq86zOY/97F1yQF2rTtKUkL6RsgULOpHycqFKFEpkOIVAilatgBFyhbgrlL5KVQiP3n9vbO5eru4mER+nz6Xjz/7kPWb11x3/i5TjkpWCwpTMV3Py18oL1UaliS4cWmqNQ2iSsOS5MufO6ZLnY87z6D5g5i0ZZKjzcN48GaLN3n9ntfx9PB0YXUiIiIiIjlfvXr1CA8PD7csq97t3quQRiFNrjdq3SgGzhvoOP5P0//wwf0fuLAi1zu+7yzr5+1m/bzdbF1ygPiYxDSv98nrRbnaxagUWoJytYpSJqQIZaoXIX+hvE6qOG1jxoyhX79+2Gy2m17j4eHB60Peo16ZlhzcFsX+rSc5+E8UsRcTbvl8D09DxdAS1GxRlhotylCjedkcv8bNz//8TP85/Tkff97R1rxscyY9PImgAkEurExEREREJGdTSJNBCmlyv6X7l3L/xPtJsiUB0KVaF6Y+OhUPc2ftPm9ZFvs2n+Dv33bw9287OBgRleb1pYPvonrTIKrcXYqqd5eiTPUieHq559csLCyMNm3apBnQXObh4cGiRYto1aoVADabxcn959iz8Th7Nx4ncv0xItcd5cKZ2LSf42mo3KAkde4vT2jbigQ3Ku22X5+0HDx/kCd/e5LlB5c72gJ9AxnXeRydgzu7sDIRERERkZxLIU0GKaTJ3Q6eP0i90fU4FXMKgNASoSzvvZx8efK5uDLnObgtiqU//cOynyM4tufsTa8rUakQdVuXp3ar8oTcU4aCRf2cWGXmtGjRgmXLlt3W9UuWLLnpecuyOLbnLDtXH2bbysNsX3mIA/+cJK2/Kv0K+FD7/vI0aF+Z+g9WIrCY/228A9dKtiXz3vL3eGvpW9isK0HXkLuH8HHrj/H2dM6UNRERERGR3EIhTQYppMm94pLiaDa2GRuO2b+3Rf2Ksr7v+jtiGsf5UzEs/ekfwn7czJ6Nx294jbevF7XuK0eD9pWp164ixcsHOrnKrBEREUGNGre/O9c///xDSEhIuq+/eDaWiBWH+GfpAbYs3s/ejcfTDG2qNCxJo4eq0vjhYIKCC992fa6w4uAKHp/+uGNRYYD6JesztetUygeWd2FlIiIiIiI5S2ZCGu3uJLnS4HmDHQGNl4cX0x6dlqsDGpvNYsvi/cz/dgNrZu0kKfH6qT9583vTsGMVmnYJJrRtRXz9cv4IibCwsAzfdzshjX9gXu7uWIW7O1YBIPp0DFv+2k/4or2EL9jDqcOpt/7etfYou9YeZcL/FhNUrTBNugTTtGs1ytcq5ra7RjUr04xN/TfRe1ZvZu+cDcD6o+sJHR3K+IfG06lqJxdXKCIiIiKS+ymkkVxnwuYJ/LDxB8fxF22/4J6y97iwouxz6Xwcf4zdxLxRGzgaeea6896+XjToUJkWPUKo/2BlvH1z1498dHT0rS/KwvsuC7grH80erU6zR6tjWRYHt0Wxft5u1s2JZNvKQ9iSrwyzObT9FL+8u4Jf3l1BycqFaN49hBY9QgiqViRTNWSHQnkLMfOxmXy15ite/eNVEm2JnIs7R+efO/NKk1d4v9X7eHnkrj9DIiIiIiLuRP+1LbnKtqhtDJg7wHH8eM3Heb7B8y6sKHsc33eWWV+u5c+xm264O1HVRqVo3bsOzbpVx7+grwsqdI6AgACn3ncjxhjKhhSlbEhRurzShAtnYlk/L5JVM3eyYf6eVDtnHY08w8/vLOfnd5ZToU4xWj5VixY9QihUIn+W1ZNZxhhebPQijUs3ptu0bhw8fxCAT/7+hLVH1vJL118o5l/MxVWKiIiIiOROWpNGa9LkGrGJsTT4vgERUREABBcOZl3fdfh755xFXG9l7+bjTP/ob5b/sg2bLfXPrl8BH+7rWYsHngulbEhRF1XoXM5akyaj4mISCV+wm5XTd7B29q4bBmoeHoY6rStwf+/aNOpc1a1GO52OOU3PmT2ZFznP0VYyf0l+ffRXmgQ1cWFlIiIiIiLuSwsHZ5BCmtxlwJwBfLvhWwB8vXxZ13cdNYre/i/w7mj3hmP89NZS1v4eed25MtUL02nI3dz7RI1csc7M7crq3Z2yS3xsIuvn7SmhgHwAACAASURBVGbplH9YNyeSxPjk667xD/Tl3idq0ubZOlSoXdzpNd6IzbLx/vL3eWPxG1jY///Cy8OLL9t+ycAGA912jR0REREREVdRSJNBCmlyj993/k6nn68sbPpdh+/oV6+fCyvKGns3HWfSG0tuGM7Uub88j7zSmLqtK9zRvyiHhYXRpk0bbLbrF0u+loeHB4sWLaJVq1ZOqOzmLp2PY+X0HSyeuIWtSw7c8JrKDUryQL9QWvQIcYvwbdGeRTw+/XFOx552tPWu05uR7Ufi65V7p9SJiIiIiNwuhTQZpJAmdzhx8QQ1R9UkKiYKgC7VuvDro7/m6ODi2J4zTBq6hKVTIlK1GwNNulTj0f80pVK9Ei6qzv2MGTOGfv36pRnUeHh48P3339OnTx8nVnZrJw+cI2z8Fv78cTMn9p277rxfAR/u61Wb9gPrUbqqa7fzPnDuAI9MfYTwY+GOtvol6zPjsRmUDijtwspERERERNyHQpoMUkiT81mWReefO/P7rt8B+3oZWwdspVDeQi6uLGMuno1lyjvLmTtiXapttI2BZo9W57Gh91Cuxp2x3sztCgsL45133mHp0qXXnWvRogVDhw51+QiatNhsFluX7Gfh9xv5+7cdJCVcPx2qbpsKdBzcgPoPVsbDwzUhZGxiLP3n9mfC5gmOtmJ+xfjtsd+0To2IiIiICAppMkwhTc43buM4+sy+MjLij6f+4P4K97uwooxJTrKxYHQ4k99YQvTp2FTnGnWuwpPvtlQ4k04RERGEhYURHR1NQEAArVq1csoiwVnp/KkYwsZvZv634Rzbff3W6iUrF6LTkIbc/3Rtl0yFsiyLEWtH8NLCl0i27GGSt6c3o9qPok9d9xqpJCIiIiLibAppMkghTc52OPowISNDiI6PBmBQg0F8/eDXLq7q9m1fdZiRA+axb/OJVO3VmwbR++NWVGsS5KLKxNVsNotNf+5l3sj1rJm9i2v/uvYP9KVd/3p0eqEhgcWdv4vZkv1L6Dq1a6p1al5u9DIft/4YTw9Pp9cjIiIiIuIOFNJkkEKanMuyLDpM6eDYGrhSoUpsem4Tft5+Lq4s/S6ciWXca2Es+mFjqvZi5QrS+5NWNO1SLUevqyNZ6/i+s8wbuYGFP2zk0rm4VOe8vD25r2cturzSmFJV7nJqXfvO7uOhXx5iy4ktjrZ2ldoxpcsUCvgWcGotIiIiIiLuQCFNBimkybl+2voTT/z2hON42dPLuKfsPS6sKP0sy2LltO18O2gB505ecrT75PWi2+vNePhfjfH29XJhheLOYi8m8Oe4Tcz+ai3H9pxNdc4YaNq1Go/+tykV6zpvYemLCRd5asZTzNwx09FWvUh15vSYQ/nA8k6rQ0RERETEHSikySCFNDnTqZhTVPumGqdiTgHwfIPnGfHgCBdXlT5njl1g5IB5rJ61K1V7o85V6PtlW4qVK+iiyiSnSU62sWbWTqZ/vIqda45cd75B+8p0H3oPVe8u5ZR6bJaNoX8N5f0V7zvaiuQrwszuM7WgsIiIiIjcURTSZJBCmpypz6w+jNs0DoCggCAiBkaQ3ye/i6u6teVTIxg5YD4XzlxZGPiuUvkZOLIdd3eq6sLKJCezLIuI5Qf59cO/2TB/93Xn67auwOPDmjttbaPJWybTZ3YfEpITAPDx9OHHh36ke43uTulfRERERMTVMhPSaE6F5CjLDixzBDQAI9uPdPuA5uK5OEYNnMfSKRGp2h94LpTeH7XCr4CviyqT3MAYQ43mZanRvCx7Nx3n1w9WsuLXbY5Fhjf+sZeNf+wltG1FnnirRbaPrHmi1hOUK1iOh395mKiYKOKT4+kxvQd7z+7lv83+q3WWRERERETSoJE0GkmTYyQmJ1L3u7pERNnDji7VujCt2zQXV5W27X8f4pPHZ3DywHlHW5EyBXhxXEdq36e1OiR7HNoexS/vrWDZlAhsttR/xzfsWJmn3m1J+VrFsrWGfWf30f6n9mw/td3R9kzdZxjVfhR5PPNka98iIiIiIq6UmZE0HtlRkEh2+Hrt146Axt/bny8f+NLFFd2czWYx9f0VvNZ8fKqA5v6nazNiSz8FNJKtgqoV4d+THmbUjgG0fLImHh5XRq+s/T2SF+qM5pPHf+PYnjPZVkP5wPKs7LOSluVaOtrGbBxDhykduBB/Idv6FRERERHJyRTSSI5w/OJxhi0Z5jh+s8WblA4o7bqC0hB9Ooa32k9hwuuLsSXbRzH4FfTlv9O68uK4TpreJE5TqvJd/GviQ3wT0Z/m3UMc7ZYFS6dE0D94FKOen8/Z4xezpf/AvIEseHIBvWr3crQt2rOI5j8259iFY9nSp4iIiIhITqaQRnKE/4X9jwsJ9n99Dy4czAt3v+Diim5s17qjDAn9gQ0L9jjaqjcN4uvN/WjapZoLK5M7WVBwYV6d8gjDN/WlYcfKjvbkJBtzR66nb6URTHl7GXGXErK8b29Pb8Z1HsebLd50tG06vonGYxqz49SOLO9PRERERCQnU0gjbm/90fWpFgv+6oGv8Pb0dmFFNxY2fjOvNvuRqINXpjd1/U8TPljSk6JlCriwMhG7CrWL88bs7nzyd29C7injaI+7lMjkN5fSr8pIFo3dRHKyLUv7NcYw7N5hjOk0Bk/jCcCB8wdoOrYpqw6tytK+RERERERyMoU04tYsy+LlhS87jjtW6Uibim1cWNH1kpNsfP/SIr54ejZJCckA+BXwYejsx3j6g1Z4eunHTNxLtcal+XBpT96c052yNYo42s8cvcDwZ37npfo/sGXx/izvt0/dPvze43f88vjZ+4s9Q6sJrZi7a26W9yUiIiIikhPpt0dxazN2zGD5weUAeHl48WmbT11cUWqXzscxrP0UZn25xtFWtkYRvtzwLHd3rOLCykTSZoyhQfvKDN/Ujxd+6EChEv6Oc3s3neB/903kvUemcnzf2Sztt13ldizutZjC+QoDEJsUS+efO/Pjph+ztB8RERERkZzIy9UFiNxMYnIi/w37r+P4+QbPU+Uu9wk+Th44x7D2P3MwIsrR1vjhqrw84SHy+rvfdCxXikmM4eD5gxy9cJTjF49z4uIJzsad5WzsWc7HnycmMYbYpFgSkhOwWTZslg2DIY9nHrw9vfH18iW/d378vf0p6FuQwvkKUzhfYYr6FaVU/lKUzF+SAJ8AjDG3LkZS8fT0oM0zdWnePYTpn6zit4//Jj42CYBVM3ayft5uurzahK7/aYpvvqzZOrtBqQas7LOStpPasv/cfpKtZHrP6s2pmFP8u8m/s6QPEREREZGcyFiW5eoaXMYYsyE0NDR0w4YNri5FbuDb9d8yYO4AAAr4FGDPC3u4K99dLq7Kbnf4Md5q/3OqXXG6D72Hx4e1SLXd8Z3EsiwORx9m0/FNbIvaxvZT29lxagf7zu3j5KWT2d5/gE8A5QuWp3xgeSoXqkxw4WCCCwdTvUh1CvoWzPb+c4tTh6MZ/9+/WDxpa6r2IkEBPPtFG5o8EpxlYdixC8doN7kdm09sdrS91vQ1Pmj1gQI3EREREcmx6tWrR3h4eLhlWfVu916FNApp3FJMYgwVh1fk+MXjAHzY6kNea/aai6uy2/jHXt57eCpxlxIB8MrjwZCxHWn5ZC0XV+Zc0fHRrD68mpUHV7Lq8CrCj4VzOva0q8u6oTIFylC7WG1CS4TSoGQDGpRqQFG/oq4uy63tWH2Y7wYvIHJ96q2y67auwHNft6V01cJZ0s+5uHN0mtLJMa0RoG9oX0a1H4Wnh2eW9CEiIiIi4kwKaTJIIY37+nDFh46pTiXzlyRycCT58uRzcVWw7JcIPn9qJkmJ9t1v/Ar68n8zu1GzRVkXV5b9EpMTWXloJX/u/ZM/9/7JuqPrsFnp2wXIy8OLoIAgSgWUooR/CYr7F6dQ3kIE+gZSwLcA+fLkI69XXny8fPA0nhhjsCyLRFsiCckJxCbGciHhAhfiL3Au7hynYk4RFRPFiUsnOBJ9hCMXjhCXFHdb76dCYAWaBDWhaVBTWpRtQXDhrBshklvYbBZ//riZ8f8J43xUjKPdy9uTLq82ptv/muGTN/NToGITY+k+vTuzd852tHUL6cbEhye65U5uIiIiIiJpUUiTQQpp3NP5uPOU/6o8Z+PsC5Z+2/5bnqv/nIurgvnfbWDkgHlc/pEpXDqAtxc+TpnqRdK+MQe7EH+BObvmMHvXbOZHzud8/Pk0rw/wCaBu8brULFqTakWqUa1wNSoWqkip/KWydVSEZVlExUSx7+w+9p7dy67Tu9h+arv9FbWdRFviLZ9R3L8495a7lzYV2tC2UltK5i+ZbfXmNBfPxjLpjaXMG7kem+3K/2cUrxDIgJHtqNe2Yqb7SLIl0WdWHyZumehoe7Dyg0x7dBp58+TN9PNFRERERJwlV4c0xpiqwCCgDVAaSAKOAquA8ZZlLc3EsxXSuKG3l77Nm0veBOyjHXY8v4M8nlmzYGlGzfh8NWP+9YfjuHTwXbyz6AmKBBVwYVXZIz4pnrmRc5nyzxTm7Jpz0xEqBkOtYrVoVqYZTYOa0rBUQ8oHlsfDuNemcYnJiew4tYNNxzex/uh61h1dx8bjG2858qZm0Zq0r9yeTlU70bBUQ029AfZuOs43A+axc/WRVO0teoTw7BdtCCzmf5M708dm2XhxwYt8vfZrR9u95e7l9x6/4++duWeLiIiIiDhLrg1pjDEvAJ8Al8e7X8S+I5VvyvEYy7KezcTzFdK4mXNx5yj3ZTnHiI3xD42nZ+2eLq3p1w9XMv6/fzmOK9cvwbD5j1OgsOunX2WlLSe2MCZ8DJO3Tr7p2jJBAUE8WPlBWldoTcvyLSmUt5CTq8waCckJbDy2kZWHVrL84HKW7l/qGLl1I0X9itK5ame6Vu9Ky3ItXR4aupLNZrHoh42Mey2MS+euBF3+gb70+bQ1rXvXztS0McuyeGPxG7y7/F1HW+PSjZn3xDwtAC0iIiIiOUKuDGmMMc8B3wI27EHNSMuyDqacKw60BvJYljU2E30opHEzV4+iqVyoMtue34aXh+t2iv/53eVMGrrEcRxyTxnenNOdfAE+LqspKyUmJ/Lb9t/4eu3XrDy08obX1Cxak67Vu9K5amdqFauVK9dtSbYls+XEFv7Y+wcL9yxk+YHlN50iFegbSJdqXehRswctyra4Y0fYnDt5ie9fWsTSn/5J1V7n/vIM+q49xSsEZur5H6/8mNf+vLJYeN3idVn01CIK58uaBYtFRERERLJLrgtpjDHlgAggH9DPsqzvs6kfhTRuJDo+mnJflnOMaJjw0ASeqv2Uy+q5dgRNrZbleOP3x/D1y/kLmV6Iv8DoDaP5YvUXHLlw5LrzZQqUoWetnvSo2YPqRaq7oELXuphwkbC9YczeOZs5kXNuuoV4Cf8SPFnrSXrV7kVI0RAnV+keNizcw8gB8zix75yjzSdfHnq+35KOgxtmakv6b9Z+w6D5gxzHNYvW5I+n/qCYf7FM1SwiIiIikp1yY0jzBfAisMayrEbZ2I9CGjfy0YqP+E/YfwCoGFiRHYN2uGwUzbVr0NS5vzz/N+sxfPPl7GkuZ2PP8vmqzxmxbgTn4s6lOpfHIw9dqnfhmbrPcF/5+9xubRlXsVk2Vh1axbRt05i+fTqHog/d8Lr6JevzbN1n6VGzBwE+AU6u0rXiYhKZ/MYSZn2xJtXCwtWbBjFkbEdKVbkrw88eu3Esz85+Fgv7c4MLBxPWM0wLO4uIiIiI28qNIc0JoCjwomVZX2VjPwpp3ERsYizlvyrPiUsnAPi+4/c8G5rh5YYyZf53G/im/zzHca2W5XhjTvccHdBEx0fz5eov+XzV59ft0FTMrxgD6g/gufrPUdy/uIsqzBksy2LV4VVM2TqFqdum3nCETb48+Xgs5DEGNhhI/ZL1XVCl6+xad5Sv+szmwD9RjjZvXy96vt+STkPuzvComslbJtNzZk/Hlu+VC1Xmr15/UTqgdJbULSIiIiKSlXJVSGOMqQjsTjlsASQArwNNsE9/OgD8DnxiWdaN5yCkvy+FNG7i2/XfMmDuAABK5S/F3iF78fZ0/rSipT//w6ePz3Bssx1yTxnemt8jx05xSrIlMXrDaN5c8ianYk6lOlepUCVeafIKPWv3xNfL9yZPkJtJsiWxcPdCxm8ez6yds0hITrjumoalGvJ8g+d5LOQxfLxyxzpGt5KYkMzU95Yz9f2VJCfZHO01mpfhxXGdMrxWza8Rv/L4b4+TZEsC7KPtFvdaTFCBoCypW0REREQkq+S2kOYBYH7K4ZvAG4AncAH7zk55U84dA1pblhWRjmfeLIUJDg0NzaeQxrWSbclUHVGVPWf3APB5m895qfFLTq9j4x97eav9FJISU/61vkFJ3vvzyRy7SPD8yPn8a9G/2H5qe6r2KndVYViLYXQL6XbHLnqb1c7EnmHylsl8H/49W09uve785dFK/ev3v2PWU9m76ThfPD2bfZtPONp8/fLwzGeteaBfaIYWoJ6xfQbdpnVTUCMiIiIibi0zIY07Ljpx9R6rbwK7gEaWZQUA/sCDwEmgBDDdGOO6rX8kS8zaOcsR0BT0LUjfen2dXkPk+qO89/BUR0BTpnph3prfI0cGNAfPH+SRXx7hwZ8eTBXQlClQhh87/0jEwAh61OyhgCYLFcpbiMF3D2Zz/82semYVT9V6KtVIsBOXTjBs6TDKflmW/nP6E3k60oXVOkeFOsX5fO0zdB96Dx6e9kAm7lIi3/Sfx9sdf+Hs8Yu3/cyHqz3M9G7TyeNhn3q45+we7h1/L4fO33idIBERERGRnMYdQ5qra7KAhy3LWgNgWZbNsqz5QJ+U81WBR271QMuy6t3oBezI6uLl9n226jPH5wPrD8Tf29+p/R/fd5a32v9M3CX7lstFggJ4e+ETBNyVz6l1ZFayLZkvVn1B9W+qM2PHDEd7fu/8fNjqQ3YO2kmvOr1cuqV5bmeMoVHpRkx4eAKHXzrMB60+oFT+Uo7z8cnxfLfhO6qOqErXqV3ZeGyjC6vNfnm8PXny7Xv5bHUfgqpd2Tp73dxInq/xLatn7bztZ3aq2ilVULP37F5ajm/JkejrdykTEREREclp3DGkufqfVxdYlnXdf8VbljUX+wgbgFZOqUqyxZrDa/j70N8AeHt6M6jhoFvckbUuno1lWLspnDt5CQD/QF/eXvg4hUvnrN15dpzaQbNxzXh50ctcSrzkaO9Tpw+7X9jNa81e07ozTlbErwj/afYf9g3Zx5QuU1ItImxhMX37dEJHh9L+p/asPrzahZVmv8r1S/Llhmfp/OLdjrbo07G8+9BURjw3l7hL16/nk5aOVTteN6Km5fiWHL1wNEvrFhERERFxNncMaa7+r+y0/pn18jktRpCDfbnmS8fnPWr0oET+Ek7rOzEhmfe7TOPwztMA5PHxZOjsxwiqVsRpNWSWzbLx5eovqftd3VS/6NcoWoMVvVcwpvMYivoVdWGFksczD91rdGfts2v5q+dftKvULtX5eZHzaDymMe0mt2PtkbUuqjL7+eTNQ98v2vDun0+mCkEXjA5nSOj37N5w7Lae17FqR6Z1m+YIaiLPRHLf+Ps4fvF4ltYtIiIiIuJM7hjSbANst7zqCvda+VjS7Uj0EaZtm+Y4frHRi07r27Isvh00ny2L9zvaXhrfmZBmZZxWQ2Ydv3icdpPb8dLCl4hLigMgj0ce3r73bcL7hdO0TFMXVyhXM8bQsnxL5j0xj03PbaJbSDcMVxbPXbB7AXf/cDcdfurApuObXFhp9qrTqjwjtvTjnm7VHW1Hdp3h343HMuPz1dhs6f8rvVPVTkx9dKpjCt/O0zu5f8L9RF2KusWdIiIiIiLuye1CGsuyYoBVKYdV07j08rn92VqQZJvvNnzn2KWlednm1Clex2l9zxmxjoXfX1kPpOd7LWn+WIjT+s+shbsXUmtULRbtWeRoq1O8Duv7rWdoi6Hk8czj1HoiIiIYPnw47777LsOHDyci4pabrt3RahevzS9df2Hb89t4staTeJgrfxXPjZxL3e/q0n1a91y7wLB/YF5e/fkRXvqxE3n97QssJyXaGPOvP3ir/ZXph+nxUPBDTOkyBU9jXwg7IiqCNpPacDb2bLbULiIiIiKSndwupEkxIeXjA8aY64IaY0x7oErK4TynVSVZJiE5ge/Dv3ccD2rgvLVoNv+1j+9fuhJutHyqJo/+N2eMOrFZNt5a8hbtJrcjKsY+WsBgeK3pa6x5dg21itVyaj1hYWG0aNGCGjVqMGTIEIYOHcqQIUOoUaMGLVq0ICwszKn15DTBhYOZ+PBEIgZG8HjNx1ONrPkl4heqj6zOoHmDOHnppAurzB7GGFr1qs1XG/tSuf6VaY4bFuzhhTqjU41yu5Wu1bsy6ZFJjrBr0/FNtJ3Uluj46KwuW0REREQkW7lrSDMW+7QnT+A3Y0xDAGOMhzHmAWBMynWrUUiTI83cMdOxdkQJ/xI8FPyQU/o9eeAcH3Wbji3ZPqWiSsOSDB7dAWPMLe50vXNx5+j8c2eGLR2GlTLLr7h/cRY9tYgP7/8w1ZbPzjBmzBjatGnDsmXLbnh+2bJltGnThrFjxzq1rpwouHAwkx+ZzJYBW1L9LCTZkvhm3TdUHF6R95a9R2xirAurzB4lKxXi45W9eeSVxo62M8cu8nqriUwetpTk5PTNfu1eoztjO135s7bu6Do6TulITGJMltcsIiIiIpJdjGW555IuxpgKwBKuLAx8AXtoc3lf5G1AG8uyMrzvqjFmQ2hoaOiGDRsyU6pkQMvxLVmyfwkAb7Z4k2H3Dsv2PhPikni12Y+OBUoLlfDni/XPclfJ/NddGxERQVhYGNHR0QQEBNCqVStCQlw3HSrydCQdpnRg1+ldjraW5VoypcsUivkXc3o9YWFhtGnTBpvt1r9Ae3h4sGjRIlq10kZs6bXm8Bpe+/M1lh5Ymqq9TIEyfHT/RzwW8liOCBZv14YFu/m85yzOR10JVmrdV45XfnqYwGL+6XrGt+u/ZcDcAY7jNhXbMLv7bHy8fLK8XhERERGRG6lXrx7h4eHhlmXVu9173XUkDZZl7QVqAu9hD2S8sC8SHA78F2iYmYBGXGfnqZ2OgMbTeNI3tK9T+h09ZKEjoPHK48F/pz96XUDjjtN3lu5fSqMxjVIFNK80eYVFTy1ySUAD8Pbbb6croAGw2Wy888472VxR7nJ36btZ3Gsxs7vPpnqRKwvsHjx/kB7Te9D8x+a5cnHheg9UYvimftS8t6yjbctf+3mhzvdsXXogXc/oX78/n7X5zHG8aM8iekzv4Vj/SkRERETEnbltSANgWdZ5y7L+z7KsEMuy8lmW5W9ZVj3Lsj60LCv9K0uKW7l6LZqOVTtSKqBUtve5eNIWFowOdxw/+0UbqjUuneoad5y+M3nLZFpPbM2Z2DMA+Hr58nOXn/m49ceOHW2cLSIi4qZfo5tZunSpFhO+TcYYOlbtyOb+mxnVfhSF8xV2nFtxcAX1Rtfj+bnPO/5s5BZ3lczPu38+SY837uHyYKGzxy/y+n0Tmfbx36Rn9OfLjV/mrXvfchzP2DGDPrP6YLNuZ+NAERERERHnc+uQRnKfhOQEJmye4Dh2xiiaQztO8U3/K0sXtegRQvuB9VNdExYWRr9+/W45OsRms9G3b1+njKj5YtUXPDnjSRJtiQAU8yvG0qeX8liNx7K977Rk9L1rEeGM8fLwon/9/kQOjuRfjf/lCOdslo2R60cSPCKY8ZvGpyu8yCk8PT144q17eXvhEwQUts9wtdksfnwtjPce+ZVL5+Nu+YyhzYfyr8b/chxP3DKRFxe8mKu+TiIiIiKS+yikEaeas2uOY1ei0gGlaVuxbbb2lxCXxEePTSfukj3oKF31Lp7/rv1163m40/Qdy7J4Pex1Xl70sqMtpEgIa55dQ8NSDbOt3/SKjs7YjjkZvU/sCvoW5NM2n7J1wFbaVGzjaI+KieLpWU/T4scWRJzMXaOV6rauwPCNfanW5Mqot9Uzd/JSgzHs/yftHa+MMXzS+pNUQfDXa7/m7aVvZ1u9IiIiIiKZpZBGnGrcpnGOz5+u/TSeHp7Z29+rf7J/i/2XuTw+nrw2tQv58qdeQNSdpu/YLBuD5w/m/RXvO9qalWnGij4rKFuwbBp3Ok9AQIBT75PUggsHs+CJBfzW7TeCAoIc7csPLqfud3UZ+tdQ4pJuPdIkpyhcOoD3F/ek05ArAeXRyDP8u9FYlk9N+2fQGMOo9qN4tPqjjrZhS4cxYu2IbKtXRERERCQzFNKI05y4eIL5kfMdx73q9MrW/tbNi+T3r9c5jvt+0Ybyta5faNddpu/YLBsD5gzgm3XfONo6VOnAwicXUtC3YJb2lRkZ3aXJ3XZ3ioiIYPjw4bz77rsMHz48R62ZY4zh4WoPs/357bza5FXHFKhEWyLvLn+X2t/WZtmB2wse3Vkeb0/6fdmWV6Y8jK9fHgDiLiXy0WO/MfaVP0lOuvkoOE8PTyY9MinV6KMX5r/AlK1Tsr1uEREREZHbpZBGnGby1skkW8mAfXRIpUKVsq2v81GX+Kr3747jRp2r0K7/jXc/c4fpOzbLxnO/P8fo8NGOtu41uvNbt9/IlydfGnc6X0hICM2bN7+te1q0aOHSLcyv5k47eGU2KPLz9uOj1h+x6blNNAlq4mjfdXoXLX5swaB5g7gQfyGry3aZFt1r8NmaPpSoVMjR9tunqxj24BQunIm96X3ent781u03GpVuBICFRc+ZPVm4e2G21ywiIiIicjsU0ojTTNwy0fF5r9rZN4rGsixGPDeXcyftG4AFFvdn8A8dr1uH5jJXT9+xLIvB8wbzw8YfHG1P1XqKSQ9PIo9nnizpI6u98cYbeHik768PDw8Phg4dms0VpY+77OCV1UFRSNEQlvdezqj2owjwufLn8pt131BjVA3+3PtnDuKBSAAAIABJREFUVr8FlykbUpQv1j1Dgw6VHW0b/9h7y3Vq/Lz9mPv4XMeW5km2JLpM7cLaI2uzvWYRERERkfRSSCNOEXEygk3HNwH2baSvXiMiqy2etJVVM3Y6jl8c15EChW8+GsXV03de/+t1Rq4f6TjuWbsn4zqPy/b1ejKjVatWjB49+pZBjYeHB99//71bTHVylx28siso8jAe9K/fn20Dt9GhSgdH+8HzB2k9sTUD5w7kYsLFTNXuLvwL+jJ01mN0H3qPo+343rO80ngcq2ftvOl9hfIWYuGTCylToAwAlxIv0f6n9uw6vSvbaxYRERERSQ+FNOIUP239yfF5p6qdKOBbIFv6OX30At+9cGUKQ7v+9aj3QNrTqlw5feez/2fvvsOiuLoHjn936d2CIiqoIFZEBcUuKoq9Ye8V25toTIyaGE0iRmMSNRpjbJjYe4sdRcXeK8VeQFSKCghI293fHxsH+YkCyy4luZ/nyfPOXGbunDFg3j3ce86Zecw5NUc67+fcj1VdVhXqBM1bI0aMwN/fHw8Pjyy/7uHhgb+/P8OHD8/nyLJWGDp45UeiqJxlOf7u+zfruq+jhEnGtqA/Lv2Byx8unAo7les5CyO5XMbAmS34entPqU7Nm4RUfui+hS2zT32w1XZ5y/IcGniIkiYlAYhJiqHturY8T3ieX6ELgiAIgiAIwgfJPvR/ZP8LZDLZZVdXV9fLly8XdCj/aiqVCodFDjyKfQTArj676Fqtq06e49t1Mxf23AXAplIxFt8YjYm5Ybb3BgQE4OXllaMP8XK5HH9//zyvDll7fS2Ddw2WzjtX6cz23tsL7RanjwkODiYgIID4+HgsLS3x9PQsNDVoQB2fs7Nzru8LCgrS6nt4eHjkqpOYh4cHx48f1/h5kQmRjN47mt23d0tjMmRMaTKF71t+j6Fe9j8bRcGjoCh8u2wm8mGsNNa8b00mrOqMkUnWP0/nn5yn5eqWvElX17KpW6YugUMDsTCyyJeYBUEQBEEQhH8vNzc3rly5ckWlUmVdGPUjxEoaQecuRFyQEjTFjIvRrnI7nTznxKZgKUEDMGFV5xwlaCD/t+8cfXiU4X9nrDBpZt+MzT03F8kEDahXI40fP55vvvmG8ePHF6oEDRSODl4F0erdxtyGnX12srb7WqlDmAoVP57+kQYrGxASHaLx3IVJRefSzL8wglotMtrUn9gUzFSPNbx8lnXh5AblG7Cl1xb0ZOpVa1efX6Xn1p6kKlLzJWZBEARBEARByIpI0gg6tyV4i3TcvVp3jPSNtP6M+BdJmbY5dRjrhkuLirmaI7+274REh+C92Zt0ZToAtUrXYk+/PZgYmORpXuHDCkMHr4JKFMlkMga6DOTm2Jt4VspILl57fg235W4svbT0g1uDihIra1N8/Qdk6uJ29+JTPndfxYNrWW9l6lSlE8s6LZPO/e/747PH51/x5yEIgiAIgiAUTSJJI+iUUqVka8hW6bx3zd46ec6qSUeIj0kCoJSdJUPnal4M+Pjx4wQFBbFw4UJ8fX1ZuHAhQUFBHD9+PM8raKITo+m0oRNxKXEAlLUoy77++3RWo0dQK+gOXlDwiaLyluXxH+TPr21/xUhPnShNTk9m7L6xeG/x5uWbl1p5TkHSN9Bj3JL2jP6tHXK5uptbzJN4Jjf9iwt7sy4OPMJ1BN95fCedr7m+hhnHZuRHuIIgCIIgCILwHv2CDkD4d7sQcYHw+HBA3Vnl3d/ka8uN44848td16XzskvaYWuRttU7NmjW1vmUnTZFG7229eRj7EABTA1P29tuLnZWdVp8jvK+gO3hB4UgUyWVyJjScgKeDJ/229yMoKgiAXbd2cfnpZTb22EgT+yZae15BkMlkdP6kPmWdSjC393aS4lNITkxjVtct+PzqRedP3d+7Z4bHDMLjw/G76gfArJOzqFisIiNcR+R3+IIgCIIgCMJ/nEjSCDq1LWSbdNytajet11xJS1Xwx7gD0nmTntVx71RFq8/Qli8Pf8nxR8cBdfHWDd4bqGtbt2CDKmKSE1OJjUwkLjqJ+JgkEmKTeROfQtLrVFKS0khPVZCWokClVElbVvT05egb6lGtQm1uPb6ezRMyaKuD11uFIVH0lnNpZy6MvMDkw5NZfHExAOHx4Xj85cHMljOZ2nQqclnRXmjp1taRX84O4/uOm4h8FItSqWLZ+EM8vfeKkfPboKeX8X4ymYw/Ov5BxOsIDt47CMDovaOxs7LDy9GroF5BEARBEARB+A8SSRpBZ1QqFTtCd0jnPWv01Pozdi84R3hoDAAmFob4/Fo4P1Ctu7GOhecXSue+LX110uGqqFMolEQ9iiUsJIand1/y/MErnt9/RXRYHC8iXpMYl6Lx3FbUAW4A2dcbkSHD3bYj/n5Xsa1cgrJOJShha45MJtP4+W9bvee2u5OuijCbGJjwW4ffaOPYhqG7hvIq+RUKlYJpR6dxMuwka7uvxdrUWifPzi/2NUox7/xwfLts5vb5CAD2LLpA9ONYJm3wxtg0I2lsoGfAlp5baP5Xc649v4ZCpaDnlp6cHn6aWja1CuoVBEEQBEEQhP8Y0YJbtODWmevPr1NnWR0ALI0siZoUpdWiwTFP4hlddQkpSWkA+CzwoutnDbQ2v7YERQXhvsJdavXrXd2bbb225ekD/79BepqCh9cjuXvxKfeuPOf+lWeEh8SQmpyus2eGcZmb/E12iRozSuJMJ6xxlMZMLY2wq26NXQ1rKtW2oVJtGxzqlMG8mHGOn18Qrd5zIiwujH7b+3Em/Iw0Zmdpx+aem2lk10jnz9e1lDdpzB+8m9PbQqWxqg3KMf3vPhQrbZbp2oj4CBr6NeRJ/BNA/edwfuR5bC1s8zVmQRAEQRAEoejKSwtukaQRSRqd+f7493wX+B0A/Wv1Z733eq3O/1O/HZzYpG5PXLFWaRZe8UFPv3Bt0UhMTaTeinrcirkFQNWSVbnocxELI4sCjiz/JSelEXo6nJvHHxF0Iox7l57lOiGjb6hH8TLmWJUyxdLaFPPixphaGmFiYYiRqQEGRnoYGOkj18tIgCkVqn+2QaWTkpTO1dDzbDqxhJjXT7N5mgwXumKH60evsq1cAqd6tjjVL0v1xuVxdLXFwFDvg9f7+fkxatSojyZq3rZ6z2snsdxIV6bzzdFvmHt6rjRmIDdgQdsFjKs/rsgnFZVKFX9NCWDHL2elMVvH4sw81B9bxxKZrr0ReYOmq5ryOlXdvtvN1o3AoYGYGWZO6AiCIAiCIAhCVkSSRkMiSaNbrstcufr8KgCbe27Wamen4FNhTGm2Wjqfc3wwtTwqaG1+bRmxewSrrq0C1IWCL4y8QM3Sutm+UtioVCoeB0Vx6cB9Lh+4R+jpcNLTsl9BUryMOXY1rClftSS2lUtQxqEYcYpIrt++QKoiGSsrKzw9PTXeBpSb1SwyZPSo9jny5zYkxibnaH5DY32c6pelVosK1GpRgWqNymNkkrkWU0BAAL6+vgQGBr53v4eHB9OnT8+XFTRZ2XN7D0N2DeFV8itpbKDLQJZ1WoapgWmBxKRNe3+/yPLxh1Aq1f/tsyplynf7++FUr2ym6w7dO0THDR1RqBQAdKvWje29txf5Wj2CIAiCIAiC7okkjYZEkkZ3wuPCsf/VHlD/Nj5mcgyWRtrpUqNUqvjc3Y97l58B0KxPDaZs6qGVubVpc9Bm+m7vK52v6rKKYXWHFWBEuqdUqgg9E87Znbc5u/MWkQ9jP3q9TcViVG1YjsputjjULYNDHRssS2YkAgICApg5c2aWdVyaN2/OjBkzcp3M8PDwyHVdmGPHjhEbmUhYSDSPbkbx8HokD64+Jyw4OtvEk4GRHtWb2FG3jQOubR1wqFNGWpUSHBxMQEAA8fHxWFpa5in5pE2PYh/Rc0tPLj/L+LvRxcaFXX12Ual4pQKMTDvO7b7NT313SCu5jM0MmLq1J/XaV8503bJLyxizb4x0PrnxZOa2mYsgCIIgCIIgfIxI0mhIJGl0Z+mlpYzdNxaA1g6tOTzosNbmDlh9nQVD/wbUqxaW3h5HaXsrrc2vDWFxYbj84UJcShyg3u61rvu6Ir9lJCsqlYqH1yM5viGIExuDiXkS/8Fr7WuWwqVlRWq1qECNJnYUL2P+wWt1sS0oODgYZ2fnHF37rqCgoCyTJ6nJ6Ty6GcXdi0+5de4Joaef8PzBqyxmyFDC1px6HSpTv5MTdb0cMxWvLUyS05P5377/SSvBAEqYlGBzz820dmhdgJFpR+iZcGZ23szrl+paUXr6csb7dcJzcO1M131+6HMWnFsgnf8Xkq2CIAiCIAhC3uQlSSO6Owk6se/uPum4k1Mnrc2bnJTGmmnHpPPuXzQsdAkapUrJ0F1DpQRNpWKV+KPjH/+6BE3CqzccWx+E/8qrPLwemeU1ppZGuLZ1wK19ZdzaOVLCNme1eAICArJN0AAolUp8fHyoUKFCjlbUBAQE5Oj5Wd2XVZLG0FifKvXLUqV+WTqOqwfAq+cJBJ14zM3jj7lx7BFPbr3IdM/LZwn4+13D3+8aRib61GnjQKPu1WjYtQrmxU00ik8XjPWN8evqR8PyDfnkwCekKlJ5+eYlbde15afWP/F5o8+L9Pd09cZ2/HxmKDPabiDqcRyKdCULhvxNXFQS3pMyiiX/3OZn7r68y947ewF1a26H4g54VPQoqNAFQRAEQRCEfzGRpBG0Ljk9mYAHGR+GO1bpqLW5/154nhcR6mKexWzM6DGlsdbm1pYlF5dw7JE6kSSXyVnnvU5rW70Kg3tXnrF38UVObAzOsvCvZUkTGnavRpMe1XBpVemjRXQ/ZObMmTmqGQPqRI2vr2+OkjTx8R9e5aOt+4qXMadZ75o0661O6sQ8iefakYdc9b/PlUMPpJUbAClv0jn/9x3O/30HfQM5tVs70LxPDRp1r4appfY6oeWFj5sPtWxq4b3Zm2cJz1CqlEw6PImbUTdZ1mmZVju25bfyVa35+cwwvm2/gUc3ogBY9eURYiMTGfaTJzKZDD25Hhu8N9D0z6bciLxBmjKNHlt6cMHnAg7FHQr4DQRBEARBEIR/G5GkEbQu8FGg1G66SskqVC5ROZs7ciYuJoltP2a0CB7wvQemFoXrA+L9l/eZcmSKdD6lyRQa2xW+RFJuKZUqzu2+za555wg5Hf7e1w2N9WnUvSotBtSirpcD+ga5T8y8FRwcnKuaMQCBgYEEBwdnW8/F0lKzZJmm9wFYl7ek9dDatB5aG4VCyZ0LT7m49w7ndt0mLCRGui49TcnlA/e4fOAev4/ZT/1OTrQcWIt6HSrn6c9TGxqWb8jlUZfpsaUHZ5+ouyOtvr6aOy/usKPPDsqYlynQ+PKiZFkLfgwcwqyumwk6EQbAjl/OEv8iiU+Xd0JPX46FkQV7+u3BfYU7kYmRvHjzgs4bO3N2xNl/VQJWEARBEARBKHiiTYWgdQfuHZCO21dur7V5t/14mqT4FADKVy2J14i6WptbG5QqJSP3jCQpLQkA59LOfOvxbQFHlTdpqQr8V11jXI0/mO299b0EjaNrGcb90YG1zyfy5QZv6nd0ynNCIS9bkrKjacckbXVa0tOTU71ReQb/0IolwWNZdmccQ+d64lQ/c2eh1OR0Tm8LZVa3LQwu+yvLJhzi4Y2st5TlF1sLW44NOcawOhn1WM4+OYv7CneuP79egJHlnXkxY2YeGkDDblWlsSN/XmdOr23SajF7K3t29d2FkZ46MRwSHUL/7f1RKBUFErMgCIIgCILw7ySSNILWHbp/SDrWVpImJiKevYsvSueDZ7dET79wffv6XfHj+KPjAOjJ9Pir619FditIepqCQyuvMrrK7ywasYcntzPqqugbyPHo78y8c8NZeNmHDmPcMLMy1tqzdbklqWbNmjRv3jxX83p4eOis41I5p5L0nNyYBRdGsOrRpwz7yROHOjaZromPSWLPogt8Wns5E939OLDsspSszG9G+kb4dfFjvtd8qRV1eHw4TVY1kWq2FFWGxvp8tbUnbYbXkcbO7brNdx038iYhFVCvKFrZZaX09X139zHt6LR8j1UQBEEQBEH49xLdnUR3J60Kiwujwq8VAHXh0ZeTX2JikPdiqL+P3c+Bpep/T071bJl/YUShKloamRBJtd+rEZusbjk9pckUfmz9YwFHlXtKpYqTm4NZ+83x97oUmVoa0WGsG10muOe4ALAmFi1axIQJE3J9n30fe2xb2yKXyTHSN8LMwAxTA1OKGRejpElJSpqWpIx5GSJvRDJ5yOQc1byRy+X4+/trbSVNToWFRHNs3U2Orb2ZZbcsE3NDWg6qRYexblSsZZPFDLp38N5B+mzrQ3yKOj65TM58r/lMaJj7f3eFiUqlYtWXR9g575w0VrVhOb7f308q7Dzl8BR+OvOT9PV13dcxwGVAvscqCIIgCIIgFE6iBbeGRJJG+/yu+DFyz0gA2ji0wX+Qf57nfP7wFaOrLEGRrv5Q7es/gLptClfBzkE7B7HuxjoAHIo7EDQ2SCvJqfx04/gjVk06wr3LzzKNW1qb0v2LhnQYq90VM+9SKBUERwdz5dkVjp4/ytoxa3M/yTigdA6vvQLsAT7y119u23vrgkKh5OaxRxxedY3T22+Rnvr+1hpnjwp0GV+fBl2q5vvqsuCoYDpt7MSj2EfS2Kfun7Kg7QL05AVbRycvVCoVW2afYu03x6WxSrVt8PUfQLHSZiiUCrpu6ip1sTPWN+bksJPUK1uvgCIWBEEQBEEQChPRglsoNI48PCIdt3Foo5U5t/xwSkrQ1GxmT53WlbQyr7Ycf3RcStAALOmwpEglaKLC4vD74jCnt4VmGrcoYYL3l43o9El9TMwNtfrMlPQUzj05R8DDAE6FneLi04skpCZkXFABeJyLCSuQ8wQNgCtQDAjM+jnGjsbU71+f2OqxnHtyjrpl6hbI1jU9PTl1WjtQp7UDo18kcWzdTQ4uu0J4aEbB4aDAxwQFPqaUvRVdJrjTdmTdfOsMVbN0Tc6PPE+3Td2kgsK/XfiNx3GP2eC9ATNDs3yJQ9tkMhl9pjXD1MqYZZ8eBODh9UimNl/NrICBWJezZEOPDTRc2ZDQmFCS05Ppvrk7l3wuYWNeMCubBEEQBEEQhH8HsZJGrKTRGpVKRZl5ZYhKVLeyvTLqCnVt81bc9/+vopl9bBAuLSrmNVStSVemU3dZXYKiggDoXbM3m3tuLuCociYtVcH2n86wdfYpUt5ktNI2NNany2fu9JzSBPNi2ls58+z1M/bc2cPft//m6MOjUgewLD0A1vLRlS5vyeVyFqxbgHszd1QqFUqVkhRFCompiSSmJfLqzStevHlBTFIMzxKeEREfQXh8OE/in6BUKSHqn+elAEaAA+8lfIz0jGhs15iWFVvSslJLGpRrgIGegYZ/EnmjUqkIOhHG/iWXOLPjlvSz8ZappRHtRrnSZYI71uXzp/PQm7Q3DNk1hK0hW6Ux93Lu7O23l1JmpfIlBl0JWH2dhcP3oFSqvxltKhXjh4CBlKlUnLsv7uK+0l3a5tjMvhkBgwMK7HtDEARBEARBKBzEdicNiSSNdgVHBeP8hzMAJUxKEP1ltFRcVFOLR+/j4PIrgHpbx4/HB+c5Tm367fxvjD84HgAzAzNufXKL8pblCziq7IWeCec3n72ZWkADtBxYi8GzW1LKzkorz4lJimFr8FY2BG3gVNipj15b1qIs7uXcqW1TGxcbF0L9Q5nx+YyP1o7Jy5akVEUqj2IfcffFXUKiQwiODuZm1E1uRt4kTZn20XutjKxo7dCa9pXb06lKpwJbPRETEc+BPy5zYNkV4mOSMn1N30BOy0Eu9JjciPJVrXUei1KlZOqRqfx85mdprHKJyhwccBDHEo46f74undoWws/9dkoJMevylvxwdCDlnEpy8N5BOqzvgOqfjOL/6v+PxR0WF2S4giAIgiAIQgETSRoNiSSNdi2+sJhPD3wKgHd1b7b33p6n+WKexDPS4TfS09QfjH4IGEjtVoVnq9OLpBc4/ebEq2R1gd05nnOY2nRqAUf1ccmJqfw19Sj7fr/Iuz/6DnVsGLO4PTWa2OX5GQqlgkP3D7H88nL23d1HujI9y+scizviWcmTVpVa0cS+SZbJrYCAAHx9fQkMDHzvax4eHkyfPl3rRX1TFakERwVzIeICZ5+c5XT4ae69vPfB62XIaGzXmG7VutGzRk8qFquo1XhyIjU5naNrb7Br3rlMnbgAZDJo2rsGfb5pRkXn3OwJ08ySi0v49MCn6lVKQGmz0uzvvx+3srn+71OhcnHfXWb32EpairouUAlbc34IGIhd9VLMPTWXqQEZP/srO69khOuIggpVEARBEARBKGAiSaMhkaTRrp5berI9VJ2Y+a39b3zi/kme5lsx0Z/dv54HoHrj8vx0amih6uj02cHPWHh+IaAuFhwyLqRQt9wOPRPO/MG7eXY/o2uTsZkBg35oSadP6qOnl7dVT7HJsay4vILfL/7O47j3C73oyfRoXqE5Xap2oUvVLjgUz3nx5+DgYAICAoiPj8fS0hJPT0+dtcXOytPXTzn28BjHHh3D/74/4fHhH7y2QbkG9HXuSz/nfvm+wkapVHFx3122zz1DyOn3Y2zsXY1+3zankotu49oZupP+O/qTnJ4MgLmhOTv77KS1Q2udPlfXrh15gG/XLaQkqVdaFSttxqyAgVSoWYq+2/uyJXgLAIZ6hpwcdhL3cu4FGa4gCIIgCIJQQESSRkMiSaM9KpUKm19siE6KBuDGmBvUsqml8XxxMUkMr7BI+jD07b6+1O/gpJVYteHey3vU+L2GtC1mW69t9KjRo4Cjylp6moIN3wWy7cczUl0NgHodKjNuSXtKVyiWp/kj4iOYd3YeK66syFz89x+NyjdiQK0B9KrZi9Jmul/JoWsqlYrQmFAO3D3A33f+5lTYKWnVyLv0ZHq0rdyWIbWH0LVq13xP4AWdDGPrnNNcPvD+KqCmvarT/zsP7Gvorl7M6bDTdN7YWVppZiA3YJ33OnrX7K2zZ+aHoBOP+b7jJt4kpALq7mc/BAykdDVzGq9qzI3IGwCUtyzP5VGX/xXf84IgCIIgCELuiCSNhkSSRntCokOouUS9sqGkSUmivozKUz2a9d8FsvH7E4C69e2iqz6FahVNn219pN+aN7VvyomhJwpVfG9FPY7lp347uXX2iTRmamnE6EVtaTXYJU8xP339lB9P/cjyy8tJUaRk+lpJk5IMrTMUH1cfqlpX1fgZRUF0YjR77uxha8hWjjw4kuX2rpImJRlcezA+rj5UL1U92zm1uXLo7qWnbJ51knO772Qal8mg5SAXBnzvgU3FvCXqPiQkOoS269ryJF79/SdDxuIOixlXf5xOnpdfQs+EM6PdBt68/idRU9KEWQEDUdklUm9FPamQcMuKLfEf5I++XDRSFARBEARB+C8RSRoNiSSN9iy9tJSx+8YC0K1aN3b22anxXMlJaQyvsEgqhPrlhu549HPWSpzacPnpZeqtqCednxtxjgblGxRgRFk7u+sWvw7bQ2JssjTm0qoin/3ZhdL2mhcGjk+JZ/bJ2Sw8v1DazvJWjVI1+Lzh5wxwGYCxvvY6QxUVL5JesCN0B2tvrOVk2Mksr2lVqRWf1P+EzlU7v/fhPSAggJkzZ3LixIn37mvevDkzZszQuAbPg+vP2fBt4HvJGn0DOe3H1qPvN02xKqX9ltnhceG0XdeW0JiMFu+zWs7i62ZfF8rEZk7dPh/BjLbrSYxTJygtS5ow68hAbptdpeOGjlIh4UmNJvGz188fm0oQBEEQBEH4l8lLkiZvRSgE4R/vfiBtZt8sT3MdXXNDStCUrmBF01418jSftk07Ok069q7uXegSNAqFkr++CuCH7lulBI1cT8bQuZ7MOjxQ4wSNQqlg2aVlVF5Umbmn52ZK0Lxtt3xz7E1GuI74TyZoAEqalsTHzYcTw07wYPwDvvP4Dnsr+0zXHH14FO8t3jgucmTemXnEJccB4Ofnh5eXV5YJGoATJ07g5eXFqlWrNIrNoXYZvtnVhwUXR+DWvrI0np6mZM+iC4x0XMyW2adITvp4Z6vcsrOy4+SwkzQol/Fz8s2xb5hyZApF+ZcEVRuUw/fwQMys1NvY4l+8YZrnOqom1eX7Ft9L1/1y9he2hWwrqDAFQRAEQRCEIkaspBErabSi4q8VpWKxF0ZeoH65+hrNo1SqGFt9CRF3XgLgs8CLrp8VniTIqbBTNPtTnYSSy+QEjQ3K0faV/PL65Rt+6reDq/4PpLFS9lZM3uRN9Uaatwa/9PQSY/aO4fKzzD8rbrZuzGw5k/aV2xfpVRG6pFAqOPLgCMsuL2P37d3v1a+xMLSgrawtO6bt+Gi78bfkcjn+/v557moVdOIxq786SuiZJ5nGS5azYMicVrQYUAu5XHv/ThNSE+i2qRsBDwOksVGuo/ij0x952hpZ0O5eeso3bdZLCVHLkib4BgxgYsho9tzZA6gLJ1/0uUg162oFGaogCIIgCIKQT8RKGqFARcRHSAkaE30T6pSpo/Fclw/ekxI0ppZGtBmh+Vy68O3xb6XjgS4DC1WCJvxWDJ+7+2VK0Li1c2TRVR+NEzSJqYlMPDiRBisbZErQ2Fnasd57PRd8LtDBqYNI0HyEnlxdQHhHnx08mvCIac2mYW1qLX39deprti3dlqMEDYBSqcTX1zfPcTk3r8BPp4YyfXdvylcrKY2/iHjN/MG7+aKBH8GnwvL8nLfMDc3Z138f3at1l8aWX1nO0F1DP9imvShwqleWWYcHZFpRM731BmY5zZc6mCWkJtBjS48sC2sLgiAIgiAIwrtEkkbIs7NPzkrH7uXcMdAz0Hiuv3+9IB17jayLqUXhaWl9KuwURx8eBdSde2Y0n1HAEWW4FvCQSY3+zNReu8+0pszY2xeLEiYazXk67DS1l9aZhIs5AAAgAElEQVTm1/O/Sqs/jPWNmdliJrc/uU3/Wv2L9AqIgmBnZcesVrMI+yyMFZ1XUN26OkQB73cs/6jAwECCg4PzHI9MJqNBl6r8fnMMnyzrSDGbjJo0dy89Y0qz1fw8YCcxEfF5fhaAkb4RW3ptYaDLQGls7Y219Nvej1RFqlaeURCc6pXF9/BATC3/SdTEJPFTx7/5o85f0ta/kOgQRu8dXaS3eAmCIAiCIAi6Jz5hCXl27sk56bhR+UYazxMeGs3Vw+pVIHK5jM6farZlSldmBs6UjgfVHoRjCccCjCZDwOrrfNtug7TdwsjUgK+392TQrJbo6eX+RzxNkcbXAV/T/K/m3H91Xxpv49CGoLFBTPeYjomBZokfQc3EwISRriMJHhfMqOKjNJojICAg+4tySE9fTrtRriy/+z96f90EAyM96WuBG4IYU3UJ2+aeJi1Vkedn6cv1Wd1tNaNcM957W8g2em7pSUp6ykfuLNyq1C+Lr/8ATCwMAYiNSmRd30v85LxIumbDzQ0svbS0oEIUBEEQBEEQigCRpBHyLFOSxk7zJM3e3y9Jxw26VtFZW2BNXIy4yOEHhwF1LZppzaZlc4fuqVQqtv54mgVD/0aRrl7pUqKsBXNPDqGxt2bbsB7HPqb5X82Zc2qOtHrG0siSv7r+xaGBhwpNYurfQiaTYWdsp9G98fHaWd3yLlMLIwb/0Iplt8fRtFfG91ByYhp/TT3Kp7WXcf3owzw/Ry6Ts7TTUiY0mCCN7bmzh26bu/Em7U2e5y8oVRuUY+bB/hibqVcTvnyWwJVPkxhSNiMh9dmhz7j09NKHphAEQRAEQRD+40SSRsiTNEUaV55dkc7f7eCSG0mvUzi6+oZ03umTwrWKZs6pOdJxX+e+VC5R+SNX655KpcJv0hFWf3VUGqvoUpr554dT2dVWozkP3D2A63LXTEm3VpVaETQ2iCF1hoi6MzpiaWmZr/flROkKxZi6pSezjw6ignMpafzJrRdM81zHz/138Coyb/VVZDIZC9ouYGqTqdLYwXsH6bKpC0lpSXmauyBVb2zHt/v6YWSibq8eHR6P3o81cTVqCECqIpXeW3sTmxxbkGEKgiAIgiAIhZRI0gh5EhwdzJt09W++7a3ssTG30Wie4+uDeJOgrklhV90al5YVtRRh3t15cYddt3ZJ5+9+qCwICoWSRSP3smt+RjLFpWVFfjo5FOvyuf/grlKpmHNyDh03dOTlG3XRZj2ZHnNbz+XwoMPYWWm20kPIGU27NLVo2UK7gWTBpWVFFl0dhc+vXtI2HoDAjcGMqfYHB5dfQanUvMaKTCZjtufsTPWdjjw4QpeNRTtRU8ujAt/s7iNtG4t8EEftVX0pmVYGgIexDxm+e7ioTyMIgiAIgiC8RyRphDy5GHFROq5fVrPVLyqVigNLMzoHtR/jVqhWbcw7Mw8V6g9THZ06UsumVoHFokhXsmDIbg6vuiaNNfauxnf7+0lFS3MjOT2ZgTsH8vXRr6V3LGdRjsChgUxuMlkUBs4HNWvWpHnz5rm7qQIMPTOUE49P6Caod+jpy+k6oQHLbo/Do19NaTwxNpnFo/cxtflqwm/FaDy/TCbj+5bf49syo2NVwMMAumzsUqS3PtVt48BX23qip6/+GYq6G0/7rRPRf6MuJLzz1k4Wnl9YkCEKgiAIgiAIhZD4BCbkybu1FeqVrafRHHcuPuXh9UgADI31aTWo4JIg/190YjRrbqyRzr9s/GWBxaJIVzJ/8C6Orw+SxloPq82UzT0wNNbP9XwxSTF4rvFkw80N0phHBQ+ujL5CE/smWolZyJkZM2Ygl+fwr2MZ4AFXn1/F4y8P+m7rS0R8hE7jAyhha8GXG7zx9R+ArWNxaTzkdDif1l7OplknSU/TvLDwN82/YVbLWdJ5wMMAumwq2oka905V+HJDd+RyddL51Z0Uuuz+Er0U9aqkyYcncyHiwsemEARBEARBEP5jRJJGyJPLzzJWwGiapDm0PKOmTbM+NTAvXng6By29tJTkdHXXJDdbN5pXyOWKBy1RKJTMH7KbwI0ZbZfbjXZl/MrO0m/qcyMsLoymq5pyJvyMNDbKdRSHBx2mtFlprcQs5JynpyfLly/PNlEjl8vpMqkLJlUyfkY2B2+m2u/V+Pn0z6Qp0nQdKnXbOLD45mh6f91E+t5LT1WwbvpxJtb348G15xrPPa35NH5o9YN0fuTBEbpv7i79DBZFTXvVYMKqztJ5yi0DWu4cjTxdjzRlGr239ubVm1cFGKEgCIIgCIJQmIgkjaCxVEUqNyIziv262brleo6k1ymc2PRO4mGUq1Zi04ZURSpLLi2Rzic2nFgg27CUShW/j95H4IaMFTQdx9Xjf390kH5Dnxsh0SE09mvM7Re3AZAhY77XfJZ2WoqBnoHW4hZyZ8SIEfj7++Ph4ZHl1z08PPD392f3T7u5/clt+jn3k76WkJrA5COTcV3uytnwszqP1cjEgME/tGLBpRE41csoVP3weiQT6/ux/rtAjdt1f93s60xbnw7dP0Svrb1IVaTmOe6C4jmkNqN/ayedG90qRf2d/ZEp5DyOe4zPHh9Rn0YQBEEQBEEARJJGyIOgqCDSlOrf3DsUd6C4SfFs7njfqa2hJCeq57Crbk21RuW1GmNebAvZxvME9aoAW3NbetXsle8xqFQq/L44jL9fRg2a9mPcGLO4nUYJo+vPr9P8z+ZEvFZvjzHUM2RLry1MbFQwCSghM09PT44fP05QUBALFy7E19eXhQsXEhQUxPHjx6Uiw3ZWdmzosYFjQ45Rs1RGnZigqCCarGrC2L1jiUuO03m8DrXL8MvZ4Qz/pbW05U6RrmTj9yf43N2PhzciNZr3m+bf8K3Ht9L53jt76be9H+nKdK3EXRA6f1KfQbNaSOfWwU7U2tMFVLA9dDtLLy0tuOAEQRAEQRCEQkMkaQSNXX12VTquW6auRnMc+TMj+dBmRJ1ClShYcjFjFc3YemMx1DP8yNW6sWX2KXb/el469xziwtjf22v053Tt+TVarWnFizcvADA3NGd///30rNFTa/EK2lGzZk3Gjx/PN998w/jx46lZs2aW17Wo2IKro6/yc5ufMTUwBUCFiqWXl1JjSQ323N6j81j19OV4f9GI366PokaTjE5gD69HMrHeSrb+eBqFQpnreb/1+DZTJ7UdoTsYsmsICqXmdW8KWu+vm9L9i4bSud01V6r7twUVTDw0MdPKREEQBEEQBOG/SSRpBI1de56RYNEkSfPs/ktCToUDINeT0XJg4SkYfDPyJqfDTwOgL9fHx80n32M4/Oc11n5zXDpv3KMa41d21miL0/Xn1/Fc4ym12LYysiJgcACeDpq1fxYKDwM9AyY1nkTIuBA6OnWUxp++fkqXTV3ov70/MUmad1/KqXJVSjIncDAj57eRVtWkpylZ/dVRvvJYw/OHuau78rY99+cNP5fGNtzcwJi9Y4rs1iCZTMbwn1vjNaKONOZwtgmOp5qRokihz7Y+JKYmFmCEgiAIgiAIQkETSRpBY9ciM5I0tcvUzvX9R9felI7d2lemuI25VuLShmWXl0nH3tW9KWNeJl+ff/XwAxaP2ied1/asxJfru2tUJPh2zG3arG0jJWiKGRfjyOAjuJdz11q8QsGrUKwCe/rtYWuvrdiY2UjjG4M24rzEmd23dus8Bj09Od0mNmThVR+c6peVxt92gApYfT1XCRaZTMYvXr8wtt5YaWzl1ZV84f9FkU7U/G9pRxp7V5PGqgW0we6KK7dibvHZwc8KMDpBEARBEAShoIkkjaARlUqVaWl+nTJ1PnJ11vcfX5eRpPEc7KK12PIqKS2JtTfWSufvfkDMD49uRjK7x1YU6eotIpVq2zBtRy8MjHLfZjsiPgKvdV5EJ0UD6hU0RwYd0bgTl1C4yWQyetboScj/QhjkMkgaj0yMpNvmbgzZNYTY5Fidx2FXzZpfzgxjwPceyPXUK7/evE5lwdC/+anvDhJic96tSSaTsbjDYgbXHiyNLTi3AN8Tvh+5q3DT05czaX13XFpWlMZq7elC6VtVWXl1JVuCtxRYbIIgCIIgCELBEkkaQSNhcWHEp8QDUMKkBOUsyuXq/lvnInh2X739wczKCPfOVbQeo6a2hWyT3s2phBMeFbLutqMLsVGJzOy8mTev1Z1srMtb8u2+vphaGuV+ruRY2q1vR1hcGABmBmYcHHgQt7K578KVF8HBwSxatIhZs2axaNEigoODs79JyJMSJiVY030Ne/vtxdY8o/vSmutrqL20NoGPAnUeg56+nH4zmvPzmWGUdSohjZ/cEsL4OssJOR2e47nkMjl+XfzoUb2HNPbt8W9ZdH6RVmPOT4bG+nyzqzeOddWr9GQqOa7belM8zJ5Re0bxKPZRwQYoCIIgCIIgFAiRpBE0cjMqYxVMrdK1cl3I9vj6jPub9Kwu1bAoDPyu+knHI11H5lsx47RUBbN7bCXqsborj4mFId/t74t1Octcz5WqSKX75u4ERanbduvL9dneezsNyzfM5k7tCQgIwMPDA2dnZyZMmMD06dOZMGECzs7OeHh4EBAQkG+x/Fd1rNKRoHFB9K/VXxoLiwuj5eqWTDk8JV/aWld1L8eiqz609cmoWxX1OI6pzVezadbJHBcV1pfrs957PV6OXtLYhIMTWHt97UfuKtxMLY347kA/bB3VnfH00g2ot6E/inBDBuwYUKS7WQmCIAiCIAiaEUkaQSNvP/wDOJd2ztW9inQlJzeHSOctBhSegsH3X97nxOMTAOjJ9DJtGdG1FZ8dkgopy2QweaM3FWvZZHPX+1QqFWP3juX4o+PS2Kouq2hbua22Qs2Wn58fXl5enDhxIsuvnzhxAi8vL1atWpVvMf1XlTApwXrv9WzttZXixupkgAoVP535iSarmnDv5T2dx2BsZsinyzvx1baemBUzBkCpVLFu+nFmtN3Aq+cJOZrHSN+IHb130Kh8I2ls2O5h+dLFSleK25gz81B/ipU2A8Aw2RT3dYO5EhTE7JOzCzg6QRAEQRAEIb+JJI2gkZDojCRLzVJZtwf+kOtHHxIfkwRAibIW1Gxur9XY8mLN9TXScXun9tha2H7kau3x97vK/j8uS+dDfvSkfkcnjeb69dyvrLqWkfyY3Wo2g2rnX7IpICCAUaNGoVR+fIWEUqnEx8dHrKjJJz1r9OTm2Ju0cWgjjV16eom6y+qy7sa6fImhSY/qLL4xihpNM1p1Xw94yKd1lnP96MMczWFmaMa+/vtwsVHXsVKoFPTe1ptTYad0EnN+sHUswXcH+mFibgiASbwV9dcPYvbBuZwNP1vA0QmCIAiCIAj5SSRpBI1kStKUzl2S5t1VNM1610BPr3B8G6pUqkwFg4fUHpIvz71/9Rl//O+AdN6sTw16fNnoI3d82OH7h5l0eJJ0Prj2YKY2nZrnGHNj5syZ2SZo3lIqlfj6Ft0CsEVNOctyHBx4kHle8zCQGwCQkJrAoJ2DGLF7BElpSTqPoZSdFXOODabPtKa83UkYG5nI9Dbr2TTrJEpl9l2bipsU59DAQzgUdwAgOT2Zzhs7Z1rhV9RUdrXl6x29pA5ullE21NnUmwFbBkk1sgRBEARBEIR/v8Lx6VgoUpQqJaExodJ5jVI1cnxvepqCsztvSefN+uT8Xl07++QsD2PVv80vZlyMTlU66fyZiXHJzOm5nbQUBQAVnEsxwa+zRnVwHsc+pu/2vihV6gRJo/KNWN5peb7V1AF1keAPbXH6kMDAQFFMOB/JZXI+b/Q550aew6lExmqtVddW4b7CndDo0I/crR16+nIGzWqJr/8AaZvP2+1P33fcSPyL7JNFZczL4D/Qn9JmpYF/CmWvyyiUXRTVbePAZ392ls6tHzlgtboOn+z/tACjEgRBEARBEPKTSNIIufYk/on0G3drU2usTa1zfO+NY49IeKVuv1vK3oqqDXLXFUqX1t9YLx33qtELY31jnT5PpVKxaORenj9Qd7kysTDk6+29MDYzzPVcqYpU+mzrw8s3LwEoa1GW7b23Y6Sf+65QeaHp1iWx5Sn/udq6cmX0FQbUGiCNBUcHU39FfTYHbc6XGOq0dmDRNR+c39nyePngfT5zW8ndS0+zvd+xhCMHBxzEwtACgIjXEbRf3176OSiKWg50YfAPLaXzcjdrc35BBFuDtxZgVIIgCIIgCEJ+EUkaIdduxWSshKlasmqu7j2zPePext7V8nWVx8ekK9PZGpLxIejdbji6cmjFVU5vy1i1MH5lJ8pVKanRXF8d+YrzEecBdRecrb225ls9nXfFx2u2LUPT+4S8MTc0Z233tazovEJKSiamJdJ3e18+O/gZaYo0ncdQwtaCHwIG0XNqY2ks6nEcXzb5i0Mrr2Z7f13buuzss1PavhUSHULXTV1JTk/WWcy61uurJrQb7SqdO530YPqM34iIjyjAqARBEARBEIT8IJI0Qq7djrktHecmSaNQKDm3K+Pexj2qaTWuvDj28BjRSdGAehVKM/tmOn3ek9sxrPjskHTefowbzXrnrrbPW/vv7mf+ufnS+RzPOTS2a/yRO3TH0jL37cLzcp+QdzKZjJGuIzk/8jyVS1SWxheeX0irNa2ITIjUeQx6+nKGzvFk+u7emFqqV3+lpyr4zWcvi8fsIy1V8dH7PR08WdM9o+j3qbBTDNwxEIXy4/cVVjKZjLGL21OnXUVpzGFnK4b7TpS2MwqCIAiCIAj/TiJJI+Ta7RfvJGmsc56kuXX2CbFRiQAUszGjWqPyWo9NU++uoulVoxd6cr08zxkcHMyiRYuYNWsWixYtkuqupKcp+GXALlLepANgX7MUI+e3+dhUHxSVGMXQXUOl845OHfmi0Rd5jj033n3PZ8+eaTSHp6enlqPKGaVSxZuEVF6/fENsVCIvnr7m1fME4qITSYhNJi1VgUqVuZDth/69FnUuNi5c8rlEt2rdpLFTYadwW+7GxYiL+RJDgy5VWXBpBBVrlZbGDi67wtct1/Dy2euP3tvXuS/zvOZJ59tDtzPJf9JH7ijc9PTlTNvaBxtncwDkKj1Y5MSc9QsLODJBEARBEARBl/QLOgCh6Lnz4o50XKVklRzfd3ZnRnKnYbeqhaarU7oynZ23dkrnvWr0ytN8AQEBzJw5M8sCus2bN6exfRfuXVbX9NE31OPLDd0xMjHI9XNUKhWj946WVgDZmtvyV7e/8m0L2cfeMzc8PDyoWVOzVUQfkpqcztN7L3l69yXRYXHEhMcT8ySeuKgk4mPU/yTFp5CcmP12HrmeDBNzQ+JNwriR4M/ThLvvXePu1pBvv/uWDp3aafU98puVsRU7eu9g7um5TDs6DaVKScTrCJr92YxlnZYxpI7uO56VcyrJL2eH8ZvPXgI3qhNgoWee8Fk9P6bt7EVV9w/XsZrYcCJhcWEsPK9OZPx6/lcqFa/E+AbjdR63LpiYG/Kz/0iG155PerQcg1Rjjn0SQZu613CvWaegwxMEQRAEQRB0QPb/f0tcGMhksqHAn9lclqhSqczz+JzLrq6urpcvX87LNP85lRZW4lHsIwCCxwXnqLuTSqVilNPvPLuvLpL7/YF+uLWrnM1d+ePow6N4rlGv5ChrUZbwieHIZZolkPz8/Bg1alQ2LahluNAVO1wZ/ktrvL/QrN322utrGbxrsHR+aOAhvBy9NJort3L2ntmTy+X4+/vnaSVNzJN4bp+P4MG15zy8Hsnjm9FEPY5Fm3+1hXGZm/wNfGxSGY2K9aGFawfsqllT0aU0FWuVpkKt0pha5K2Ac3BwMAEBAcTHx2NpaYmnp6fWE1v/n/99f/pu68ur5FfS2BeNvmBu67laWWmWHZVKxc555/hrSoDUltvASI8JqzrTon+tD96nUCrova03O0J3ACBDxs4+O+laravOY9aVO1ef8Fnj5ciT1cnctAqv2H5zFuYWpgUcmSAIgiAIgpAVNzc3rly5ckWlUrnl9t7CvpImDfhQm47E/AxEUEtJT5Fa3MqQ4VDcIUf3hYfGSAkaE3NDXFpW1FGEubczNGMVjXc1b40TNAEBATlMXKi4wW6q16pCt4kNNXrWs9fPGH8wY3XAuHrj8i1Bk/P3/Di5XM6KFStylaBRqVQ8uRXDjWOPuXHsEbfOPuFFxMe3wWTHyNQAfUM99A3kyPXkqJQqlAolaakKUpLSiFLcy0GCBkDF2djNKI8aYX3UURqVyaB8NWuc6pelaoNyVG9SngrOpXO0kiy7VVkzZszQ2VYxL0cvLvpcpNvmbgRFBQEw7+w8QmNC2dhjI5ZGuq0jJJPJ8J7UiEq1bZjbZzsJr5JJS1FvFXx0M4rBP7RCLn9/1ZieXI913dfR6nUrzj05hwoV/Xf0J3BoIPXK1tNpzLpSpW55RvzZHL8Bp5Er5Rg8Ls7YTr+w+tj0LP8MBEEQBEEQhKKrsCdpzqhUqhYFHYSQ4WHsQ6lwpb2VfY7bVF/Ym7FFpG5bBwyMCse3nkqlYtftXdJ59+rdNZ5r5syZuUhcqAgzPa3xB6xx+8cRmxwLgENxB+a2mavRPJrI3XtmzcPDg+nTp+cowfAmIZVrRx5wce9dLh24z8un2Sdl5HIZpSsWo6xTCWwqFaOUnSXWdpYUL2OOVSlTLK1NMbUywsjUINtkSfPmzeFkTpflqLhLINZkJGlUKnWSMjw0hqNrbgBgamlE9SZ21GpRAZeWFXF0LfNeHNmtVjpx4gReXl6sWLGC4cOH5zC+3HEs4ciZ4WcYtHMQu2/vBtSFqhv5NWJf/31ULFZRJ899V902Dsy/MALfLpsJD40BYNuPZ3hy6wWT1nXLsmW9iYEJu/vuppFfIx68ekBSWhKdN3bm/Mjz2FvZv3d9UdCjb2tOXrrIvXnqWlavTsiYO34DXy0ekM2dgiAIgiAIQlFS2Lc7BeoySSO2O+Xevjv76LSxEwCtKrUiYHBAju6b0nw1wSfVK3Am/tUFzyG1dRZjblx5dgW35eoVaMWNixP1ZRT68twnkIKDg3F2ds71fUFBQbnetrL71m66bc4o7np08FFaVmqZ62drQtP3nDp1KmZmZjneqvMmIZULe+9waksIlw/cJzU5/YPXGpsZUMW9HJXdbKlUuzQVXWwoX7UkBkb6JKUl8SLpBS/fvORV8ivepL0hOT2ZNGUaMmToy/XRl+tjbmiOhZEFVkZWlDYrjaWRJTKZTOP3nffZGhRR5jy8HsmT0Bhpu86HmBc3pq6XA27tKuPW3pErQefx8vLKUTJMG1vGsqNUKZkWMI0fT/8ojZU2K82efntwL+eus+e+KzEumZ/77+TS/nvSmGPdMkz/uw/W5bNe1XMr5haN/BpJCU0XGxdODTuFhZFFvsSsbQqlgnZtR2N0pII09olfe9oNL5orhARBEARBEP6t/s3bnYRC5sGrB9KxY3HHj1yZISE2mdAz4dK5W/vCUYsGYM/tPdJxxyodNUrQgHpbiqb35SZJk5CawKcHPpXOR9YdmW8JGtD8PW1tbRk//uPFW5VKFUGBjzn85zXObL9FSlLWRX3NihlTy8Mel1aVcPawx7ZaMUJeBBMcHYx/dAChIaE8PvuYsLgwXr750G7JjzPSM8LWwhb9i5p9P+hXesXnCwYBkJyYyoNrkdy9+JTQM+GEnArn5bOETNcnvErm5OYQTm4OQSaDq+brcrxaSalU4uvrq9MkjVwmZ07rOdQoVYORe0aSqkglKjEKj788WNd9HT1q9NDZs98yszJm+t99+HNyALvmnwPg/tXnfO7ux4y9fansavvePdWsq7Gzz0681nqRpkzjRuQN+m3vx+6+u/Olro626cn1WLJhCoObzaLkbfXfo7+P2Y99VRtqNLEr4OgEQRAEQRAEbRBJGiFX3k3S5LQezbXDD1Aq1CsJnOqXpVhpM53Epom9d/dKx52rdNZ4nvj4+Hy5b9aJWYTHqxNepUxL5es2J9DNeya8esPhP6+zf8klqW7R/1fBuRTunatQv6MTZeqYcTL8JEcfbWD2xXNc3XOVVEWqRnF9SIoiRV0c+6lm97/7vsZmhtRoYkeNJnZ0/awBKpWKyIex3Dj2SP3P0UeZkjbxqigiXt/JatoPCgwMJDg4WOfFhAfVHkTFYhXpvrk7L968IDk9mV5bezG/7Xw+a/iZTp8NoKcnZ+S8NpSvVpI/xh1Aka7k5bMEpjZfzZTNPajf0em9e1pUbMGyTssY/rd6S9i+u/uYcmQKv3j9ovN4dcGplBP9lzZgW+8QLKJtUKXJ+K7rehZfHkPpCsUKOjxBEARBEAQhjwp7kqamTCYLBhyAdOAxcBhYpFKpHhZoZP9RD2Mz/thzWo/iyqH70rFbu5ytvskPkQmRXHp6CQA9mR5tHdtqPJelpWZFVHNz3+2Y28w/O186/7nNz5QwKaHRczWlzfeMuPuCnb+c49jaG6S8eX87k30Na5r1rUnTXjVIKBnNrlu7GB76NRcDLkp1kbJjIDeglFkpSpiUoLhxcUwNTDHSN8JQzxCVSoVCpSBVkUpCagLxKfHEJscSmRDJm/Q36gk0bMqU1ftm1aHJa0R3VCoVj25GcfngfS7tv8feE+eyr1GchdyuytJUswrNODfyHB3Wd+Duy7uoUDHx0EQexz5mXtt5Ghfezo12Pq7YOhZntvdWEuPUrdR9u2xm9G/t6Dju/a0/w+oO4/aL28w9rU5qzjs7j+rW1RnhOkLnserCJx5j2TO1CynTzTFKMiPpRRrfd97EL2eGY2L+fo0eQRAEQRAEoego7Ekaa6Ak8AqwBGr+889omUw2UqVSbcjJJDKZ7ENFZ6ppJcr/kLettwEqFauU7fUqlYorhzJW3xSmJM3Bewel46b2TbEyttJ4Lk23muTmvomHJpKmVG8BamzXmMG1B2dzh/Zp4z3vX33G1jmnOb0t9L022WbFjGkxwJk2w+pg6JjG+pvr8Q0YQ2hM6Efnd+W/nFQAACAASURBVCjuQJ0ydahhXYPqparjWNwReyt7bMxtcp00UKlUJKQm8PT1U47VP8bYg2NzdT/AL89/4fGhx3Sp2oWUuyn8MOuHbDs0VXKxoefkxhh8fZ/gOftz/UxNVzlponKJypwZcYYuG7tw9slZAH49/ysRryNY230tRvp5azmeE7VbVeLnM8P4rsNGoh7HoVSq+ON/B4gOi2Pw7Pc7P832nM3tF7fZdUtdKHzsvrE4lXSieYXmOo9V22QyGStH/E7j221xWdkbuVKfxzejmT94F19t6yU6PgmCIAiCIBRhuv+Vp2aeAt8CzoCxSqUqCZgDHYEQwARYLZPJit7/uy7iHsc9lo5zspLmya0YYp6oPzyaWRlRxb2crkLLtUP3D0nH7Sq3y9NcNWvWVHcBygUPD48cr3zwv+/PgXsHAHXr89/a/4ZMlv8fxPLyno+CovjBewsTXFdyamvmBI1DHRvGr+zEn+GfUu7TNP4XOpSKCyvy9dGv30vQyJBRr2w9JjeezL7++4j+Mpr74++zvfd2fFv50r9WfxqUb4Ctha1GqzpkMhkWRhZUta7KmA5jcv2+VIBwo3Dmn5tPiwktaNu2bZYJGsjo0LRq1SpprFSZkrmOGYC0/M25W5taEzA4AO/q3tLY1pCtdNjQgfiU/EkY2dcoxbzzw3GqX1Ya2zb3DPMG7iQtJfPqLLlMztrua6lTpg4Aaco0emzpwcNXRXNRpr2VPTPHfMnNzhl1tc7uvM3G7wMLMCpBEARBEAQhrwplkkalUvmrVKqZKpUqWKVSpf4zlqJSqfYDjYF7qFcB/fixed6Zzy2rf4BbOnuJf6G320EAjPWNKW1WOtt7rvhnrKKp7VkJPf3C8S2nUCrwv+8vnec1SQMwY8YM5PKcvZ9cLmf69Ok5ulahVDDJf5J0PrzucFxtXTWKURty+57jx37OgqG7+dRlGWd33s70dbd2jsw+Nog55wdw2/kUtVbVpOumrvjf90f1zp4fUwNTelTvwdrua4mZHMNFn4vMbTOXDk4dsDa11ur7/X+5eV9kYOT5zyqSB8Aest26pFQq8fHxkYoya7pa6cjMCL7vtInLh+5n201KW0wMTNjScwvj3TOKQh99eJQWf7UgMiEyX2IobmPOnOODce+cUY8mcGMw33bYSGJccqZrzQ3N2d13t/R3V0xSDF03dSUhNXMh56JiWJ1h1OpVhgcNz0hjG2ee5PT2j688EwRBEARBEAqvwvGJORdUKlUcMPuf04YymUy3n9AESVhcmHRsZ2mXo5Uc145k/Ja6TpucFRrOD1efX+XFmxcA2JjZ4GLjkuc5PT09Wb58ebYf6OVyOStWrMjxh/H1N9dzM+omAGYGZvi29M1zrHmRm/cc0WkS64cFE7D6RqaVM417VGPRVR8m7+7KIYOtOCxyYPzB8ZkKU8uQ0dqhNWu7ryVqUhTbem9joMvAfK/Dk5v39VvpR+yyWA4MOIDtFdsc15Z526EJNFutVIKKmFOai/vu8m27DYytvoT9f1wi+QMdsrRJT67Hr+1+ZY7nHGns6vOrNP2zaabtkbpkbGrAtB296TA2o8PhjaOPmOqxhpfPXme61t7Knp19dmKop67dcjPqJkN3Dc1xnaPCRCaTsbzzciI6nSXaMaM1+YIhu3l4I3+SZIIgCIIgCIJ2FbkkzT/O//O/MiD7wiiCVoTHZbTRtreyz/b69DQFQccztkfVbVN4/lUdeXBEOm7t0FprxU5HjBjB/r0HKGOcdZtxDw8P/P39GT58eI7mS0lPYfqxjBU3XzT6AluL91sN57cRI0bg7++Ph4dHll93dXanjfUYnv5tnqkocL0OlVl4ZSRTtnhzVLkXx0WOTD4ymajEKOma4sbFmdx4Mg8mPODwoMMMdBmImWHBdgTL7n3/j72zDogqa8P4c4fuFgxQMVBBUTEwRwUVu1sMVGww19UVEzvBXLALxQADURQERcUARQEFRVEMGqRj4vtjljvMEpOE+53fP3vOufee+w4w495n3vd5y/5eleWVYVxkjJ9RP8W6R2mHJkC87B0KFEyNmyMH/J/h97gMHF7gDwcTN5xbF4xfqXlixSIuFEXhz55/4vjw4/R76WPGR/Q80RPvUmsmq0NOnoH5hwZh2hZ+S/rPkclY2eMUvn9IFzi3u3F3HB1ylJ5ffXcVWx5uqZE4ZU0jzUbYM2g3IsZ6I0+X9zoL80rgOtIb2en5tRwdgUAgEAgEAkFc6rpxMKEO8S37Gz1upNlI6PkfXv5EQS6vNbKBiRaMTHWqLTZxCfwcSI9tTW1lundhnBasCqchBynIVU3EkCWW0DfUg42NjdjddzzCPegMJn1VfSzvvlymsUqDjY0NbGxsBLoWyXEVkfRIHvH3BEWBppaGmL23Pyz7NUXgp0CM+nsgnR1UirGmMVb1WIWZHWZCVUG1yntX1CmpujsbVfR6K7t3aemSuIzZPgb71u2DXT87eHh4wNHRERxO1RkeXHDxMvE+gPto0bAt6mdaQyPfGACQnV6Ai5sfwWf3UwyY3QGjVnRDPRPJDbKF4dDBAboquphwZQKK2cX4nvMdvU/1xp0pd2DVwEr4BlJCURTGr+kJ3QYacJ99Exw2r935qp6nsfHOJDTrwBc4Z3aYiddJr+H+3B0AsC54Hdobtccws2HVHqesmdVhFryjvfF04gX0OOYI+WIlJH/Ows6J17DRf3KdKTMlEAgEAoFAIAjndxVpupYZJ9RWEP9vlBVpjDWNhZ7/Johf6mRp06RWjG4roohVhNCvofTcpqlkHiAVkZ9dhEubHwEANFAPS12nYORSa4n2KigpwNbQrfR8Tc810FSSrAV2dWJubo42bdog+EIUji66g7wsvkCjqaeC6dttYDvTEplFGZjmMw1n35wVuL6hRkOsY67DjPYz6BKUyggMDMSmTZuEdkqqTszNzYUKQpJ2Wor9HovBFwajbb22+KPHH7jtfxvbtm5DSIhoZrAfvr9FPCMaCyauRn6YIZITeB5SRQUs3DzwArePhMNmhiXGr+kBo6bVI5qObDUS/lP8MdxrOPJK8pCWn4Z+Z/rBf4o/uht3r5Z7/hvbGZbQMlDF9nFXUFTAQlZKHlb3OYt1tybCohc/C3D3gN2ISo1C0OcgAMCUa1PwfM5ztNL/vRr/URQFz2GesPhmgdejrqLTpckAeOWmp1cHwWGXbIVoAoFAIBAIBEL1Uee+XqOEPMlTFKUJ4M9/ps+5XG5q9UdFAIDvOd/pcUNN4V2a3pYpdWrbp3G1xCQJz78/RyGLZyjaXLc5jLWEC06i4rM3DNnpBQAAwybaGLKgk8R7eUZ4Iik3CQDQQKMB5nWaJ5MYZc2v1DxsG3sFe6b6Ii+Lb9RqO9MSR94vwIBZ7XEp5iJaHWwlINCoKahhU59NiFscB0crR6ECzfHjxzFgwACxOiXVFpqaEopp/3gOv015C3sfe8x/Nx/2e+3xKvIVFi5cKJLQyeFwcNh7Gyb83QqrLo1Gsw5G9DE2i4OAY68wt+VhuM++iZQvWZLFKYR+TfshcFogdJR5QlB2UTYGnB2A4ITgarlfRXQe0gKu96dCTVsZAE9AXTfgPF7c/kCfoyCngEtjL9Gd6nKKczDq0qga604lSxprN8ZO251Ibv0eccwH9Pq13U/x8FJ0LUZGIBAIBAKBQBCHOifSAGhMUVQYRVGzKIqiv/KkKEqRoig7AI8BtATAAbC6toL8f0RApNGoWqRhlbDx7gk/86ZtnybVFZbYlH1Q7NO4j8z2/ZWWD989YfR8yiYmFJQkS1YrYhVhx+Md9PzPHn9CRUFF6hhlzZvgBCy29MCTa/xGaYZNtbH1gT2WnBgOrnoxJl+bjCnXptBGzQAw0WIiPiz+ABemi9DSJoCXQSNK6c+/OyXVFpJm80wdOVXg5/E56zNm35yNUQ9G4d7Te+ByRXMi5nA42Lp1C3qNN8f+8NnY6D8J5mUySNgsDgKOv4Zji0M4ssi/nLmuLOjaqCuCZwTDQNUAAJBXkodB5wfh7se7Mr9XZbTuboztIdOgY6QOACguZMF1hDceefNFC31VffhM8IGKPO/99T7tPWb4zhD5Z10Z0dHRcHd3h6urK9zd3Wm/oepkbqe56N24Nz4wg5Hckv+edHO4iYS3xEiYQCAQCAQC4XegLoo0AK+c6RiALxRFFVAUlQYgF4A/AAsA+QBmcLncoFqM8f+Onzl8I1Rh5rXxEUko+qezTL3GWtXqgyEuD7/yMzGYTSo2gpWEa7ue0B48Jm30wZxsIfFeZyLP4EfODwCAkboRZnecLZMYZQWbzcGFjSFYa3MOGT/57Yvt5nbEgUhHtOvTBI+/PoblUUtcjLpIHzfRMoHfZD94jfESywB506ZNQgWaUsp2SqotJOnQxGQycXbuWXxd8hUb+2wU6GKVEJeAuIg4sfYrNSKmKApWds2x4+F0bH1gL5DVxirhwO/QS8xpdhBn/gpCfnaRWPcQRjvDdng48yEaaDQAABSyCjHi4gjc/nBbpvepiqbtDLEzdDoMm2oD4AlUuyb5IODEa/qc9kbt4TnMk577vPcREEnFITAwEEwmExYWFnB2doaLiwucnZ1hYWEBJpNZrQIig2LAc5gnlBWV8Hr0VeTqpgEAivJLsGXUZeRmFlTbvQkEAoFAIBAIsqEuijTJAJwAeAOIBU+Q0frnvy8B7ADQhsvlnq10B0K18DO3jEijXvUDdvQjfrtu897CO0HVFCwOC08Tn9Lz3o3Fe5CujF+pebh18CU9n7yRCTk5yd5ebA5b4AFxebfldSqLJjezABuHXMSFDQ/B4fCyDbQMVLHh9iQsOjoEKuqKOPT8EPqc7iPQtt2hvQOi5kdhcIvBYt0vOjq60hKnyijbKam2EKdDE4PBgIsLr4uXnqoe1jHXIcE5AVv7bYWeih7wScgGlfBvQaBdnybY9mAatj6wR+vufPPvogIWvLc+xuxmB3HD/TlYJWzJblgBrfRb4dHMR2isxROHithFGHVpFG7F3ZLZPYRRv5kudjyaDuPW+gAADocL91k3cfPAc/qcKe2mwKmLEz3/K+gvgS5wolAXSvJa6rXExj4bwVIuQvhEL7AUecLxz/hM7LG/Tr9nCQQCgUAgEAh1kzon0nC53AIul3uAy+VO4HK5rbhcrh6Xy1XgcrnaXC63M5fL/ZPL5X4RvhNBlrA4LKTm8ex/KFCop1avyvNjHvPbdZv3rDsiTWRSJPJKeMa2JlomIrUSFwWfPWF05lBTS0N0H91a8r3e+yA+Mx4AoK2sjblWc2USoyz4Ep2CpZ2PI+JuPL3Wtk9juL92RKdBzVHIKsSsG7OwyH8RWBxe620dZR1cGXcFx0cch4aShtj3lDTzoC6UPHl4eAgVahgMBjw9PcuVSGkoaWB1r9VIWJIAm4aSlU9VZmDcrk8T7AydgQ23Jwl41mSn5cPD+S4WWhzFsxuxUpf8lGKqY4rgGcFoqt0UAFDMLsboS6NxM/amTPYXBf2GmtgeMk3g9f7tdBdXdj6h57sH7EYvk14AAA6Xg0lXJyHxV2K5vSqiLpXkLeu2DB3rd0RuvVREjvCh11/4fYD31tAqriQQCAQCgUAg1DZ1TqQh1E1S81LBBe+BTU9VDwpyCpWey+VyERPKf7Bp3UN4u+6a4nHiY3rcw7iHTPbMySiA3yF+Fs2kdb3AYEjeyWrP0z30eEGnBRIJG9XBC78PWGF9Ej/jM+m18Wt6wPX+VOg10EB6fjpsztjg5OuT9HGr+lZ4Pe81xrQZI/F9Je2UJOl1smTWrFkICAgAk1lxWR2TyURAQAAcHBwq3UNdUR3D2w2X6P5VGRhTFIVOg5pj38vZWH5uJAybaNPHvsdlYPMIb6ztfx5folMkuve/aaLdBMEzgmGqYwoAKOGUYOzlsTVa+qRloIYtQfZo1Y3/mXRqVSC8NvMyXxTkFOA9zhtG6jwhJy0/DeMuj0Mxu1jo3nWpJE+eIY9jw45BjpJDknk04rvzhZnz64Lx6p6EqVkEAoFAIBAIhGqHiDQEkUjO45tOGqoZVnnujw8ZyE7LBwCo6yjDuLVBtcYmDk8S+d+ay6od8M0Dz/leNOYGsB4pefveZ9+eIewbz3xYUU4Ri7sulkmM0nL7aDg2D79Ev05lNQWsvjIW07b0g5wcA58zP6PHiR4CP9/pltPxaOYjqbOVJO2UJHGHJRljY2OD4OBgREVFwc3NDZs3b4abmxuioqIQHBwsksmwpEbEolzHYFDoO6Utjr6fD4fdtlDTUqKPRQZ+xmJLD3gsuYvcMp27JMVEywTB0/lCTWlGTUB8gNR7i4q6tjI2B0wR8OY5vy4EZ10egMvlwkjdCN5jvSFHyQEAnn1/huV3l1e5Z10syetQvwOWWi8FAMTa3Mevpjwjdy4X2DXpGlK+/qq2exMIBAKBQCAQJIeINASRSMnjf5tuqF61SPP+Kb+rU+vuxlJllciaUgEEALo16ib1foV5xbjp/oKej1vdQ6rX6/bMjR5PsphEf6NfW3C5XJxeE4TD82/TXhaGTbSx++lM9BjDK+l6k/wG3U90R2x6LABeOdzeAXtxcsRJmXjpqKmpSXSdpMJGdWFubg4nJyesXbsWTk5OMDc3F+taSYyIxbmHgpI8Ri/vBo8PCzFkQScw5Hh/xxw2FzfcnmOe2WE8OPdG6hIoYy1jPJj+gNf2OgUoelyEIXOHYNG6RTXmI6Siroj1fpPQYYApvXbJNRRn/uIJNb0a98LO/jvpYwdfHBQwwP43dbUkb2PfjTDVMQVXjoMXoy+A0uGVZGanF2D7uCsoKZad9xCBQCAQCAQCQTYQkYYgEmVFmtKWupXxroxI06pb1a26a5Kk3CR8+cWzM1KRV0E7w3ZS73nvxGvkZPA6phg21UbvCaI/FFcU35WYK/Tcuauz1PFJA5vNwQFHP1zexi8Ra9GpPnaHzUSTtjyhLuJnBPqe7ouk3CQAgJKcErzHeWNpt6WgKOnFuePHj8PR0VHs68QVKH4HxDEiBgW0HNWS9gUSBy0DNcw/NAjur+YIZJtkpeRhj/11rOl3FonvUsXetywfXn5APe96wGEAdwBWIAuHNh+qkQ5IpSirKsDl+gR0GtycXru87TFOrwkCl8vFUuulGN16NH1szs05iE2LrXCvulqSp6qgir+H/g0AKNLIxeNRp8GQ5x2Le/4DJ1bcq9b7EwgEAoFAIBDEh4g0BJEoNQ0GhIs0sWHf6XFZ74fa5vl3ficXqwZWVfrqiAKbxYHv3mf0fNRya8jJS/6WOhZxDCUc3jfdPYx7oEP9DlLFJw1sFgd77X0RcOwVvdZ5SAtsC54GHUN1ADyBxuaMDTIKMgAAWkpaCLAPwNg2Y2USg6hGrP+mbKek/xKiGhGDAjAM8MzyhPUxa0QmRUp0vyZtDbE1yB6rLo2GbgO+L9Lb4C9Y3N4TFzaGoKRIfBGotAPS8yfPKzxeEx2QSlFUlsdf18ah89AW9NqV7U9wenUQAODE8BNorssTcXKLczHu8jjkl+SX26cul+TZmtpimuU0AECmyVf8GMr/zLp54AUeedduFzQCgUAgEAgEgiBEpCGIRFp+Gj02UKtcpCnMK8aXt7ysG4oCWnRqUO2xiUpZkaZzg85iXx8dHQ13d3e4urrC3d0dFw7cQnJCFgBAQ1cFtjPbSxwbm8OGR7gHPV/QeYHEe0lLSTEbOyZeRYgX/+Gt37R2WOs7HspqigB4XbJsz9giq5D3+nWUdRA4LVBmLc0B8YxYS6msU9J/BWFGxB2tO6KZczOgI28e/jMcnTw7YWPwRpSwS8S+H0VR6DXeHEffz8fIZdZ0CRSrmI0LGx7CqYMn3j0RrfsRULc6IJWioCSPNVfGosuwMkLNjic4u/YBNJU0cXncZSjJ8Xx63qa8hbN/+Qy36vQMkgW7+++GroouACDc0g8aPfnimvvsW/gel14jcRAIBAKBQCAQhENEGoJICIg0VWTSfIxIor1LjNsYQFVTqdJza5qXP/gdmLo07CLydYGBgWAymbCwsICzszNcXFzg7OyMactG4CmOIw3xGDzfCsqqkmfm3Pl4B4nZvIddfVV9jGkteTckaWCzONg9xQdPrr6n1wbPt8KSk8PpLKH4jHgMODcAmYW8Lk+lAo1VAyuZxSGJESsAeHh4VNkp6b9AVUbE4U/D8W73O2ztt5UWFlgcFjaEbID1cWtEp0iWNaGqoYTZe/pjf/hsmHXllzAmvkvDHz1PwWPJXRTm/V4dkMqioCSP1ZcFhRrvrY9xfn0I2hu1h/sgd3r92KtjOPfmnMD1NeEZJA0GagbY3X83b0IBPr12Q7eJKgCgIKcY28ZeQVGB+CIegUAgEAgEAkH2EJGGIBJpBXyRRk9Vr9LzPr78QY9bdq47WTRcLhfhP8PpuVV90QSF0tKMygSDDHzBM5xBlu47qeI79uoYPZ5hOQNK8jUvbnE4XOx3uIHHV/ivZcTSrph/aBBthpySl4KB5wbSHkVaSlq4Z39P5qVZkmZQ5OXlyTSOukxlRsQKcgpY3Ws1IudFCrSZj/gZgY4eHbHv6T5wuOJlKJViammEnY9nwNFtIJTVeKIklwvccHuORe088DbkS6XX1sUOSGUpFWo6D+ELNRc3P8KlLY8wp+McTG47mV6fd2teOX8acTyDaqMkb0b7GWA25mVgFSnl49O0u1BQ4nWwSnibAg/nuzUaD4FAIBAIBAKhYohIQxCJ9Hx+OryeSuUizYeXP+lxizok0iRmJ9LZQFpKWrTPRFWI7onCxZKViyUWFlLyUnAr7hY9n91xtkT7SAOXy8WRhf54cPYtvTZiSVfM3tOfNgDOK87D0AtDEZ8ZDwBQlleG32Q/mWbQlFJXjVh/J8z0zRAyIwS7+u+is2qK2cVYFrAMdufs8CPnh5AdKkZOjoHhTl1wOGY+rOya0etJnzKxus8ZeCy5W2FWhqTvjxt3bkh0nSQoKMljzdWxAq/r7Npg+OwJw9EhR9FSryUAIK8kDxOuTEAhi9+WXFTPoNoqyaMoCn8P/RuKcrySxceMe2i9TJU+ftfzFR6cf1vZ5QQCgUAgEAiEGoKINASRSC8oI9JUkUkTH84XaZpb1a/WmMTh1U++AW57o/YidR6qqdKMC28v0F14uht3h5m+mUT7SMP59SHwP8rPNLKb2xGz9/IFGg6Xg+m+0/HiB6/dOINiwGuMF3qY9KhwP2mpy0asvxNyDDms6L4C4Y7h6Fi/I71+79M9tDvSTkAcFJd6JlrYcHsSlpwcDjVtZXr9httzOHfwRNwLQRFIUgHtSOiRCs16qwsFJXn85TMe7W2b0msnVt7Hw+Ox8B7rTQtekcmRWBmwUuBaYZ5BTCYTAQEBtVaSZ6Zvhj+6/0HPj2puQtdxfMH60Fw/fItNq+hSAoFAIBAIBEINQUQagkhkFmTSYx1lnQrPyc8pog0oGXIUmrSrVyOxicLrpNf0uIOR8NKcmizNOBN5hh7PbD9T7Oul5Y5HBC5ufkTP+0yxwILDgwWELNeHrrj67io9PzjoIEa2GlltMdV1I9bfDfN65ng66ylW9VgFCrzfa3pBOoZ5DcOyu8tQzBbuJ1MRFEXBdoYlDkfPE2hl/S02HSu6ncBF10dgs3hCp6QCWmJhIsZfHi+R8bGkKCrLY+31CbDobUKvHVnoj9Q7wN6Be+m1gy8Owve9r8C1VXkGBQcH1/rf6Jpea2CqYwoAyCzKxIdRd9GgBc9UuDCvBNvHX0VxofhduwgEAoFAIBAIsoGINASRKDWJBQAdlYpFmoQ3KeDyPINh3FofSirStbiWJZHJ/DbElkaWQs+XtDRD3OuiU6LxKomX5aMkpySz9tWiEn7nIw4vuE3PreyaYcnJ4bQHDQD4xflhffB6eu7UxQnzO8+v1rjquhHr74iinCK2225H0PQgNNTgm//uC9uHHid64HPmZ4n31muggfW3JmKx51CoqPPKaThsLs65BGN1nzNI+pwpuThhCvh98MOcm3PALf2AqQGUVRWw7tZEAaNk91k30S6hD0a1GkWvOVx3wLfsb+Wur8wzqLZRUVDBocGH6PnZuNOw3d+E70/zJgXHl9+rrfAIBAKBQCAQ/u8hIg1BKMXsYrrcgEExoKGoUeF5n14n0WPTDkY1EpuovEl+Q48tDYWLNDXlieIV5UWPh5kNg7aytkT3lYSEqBRsH38VHDbvwbdZRyP8eXks5BXk6HM+ZX7CVJ+p9Lxvk77YM3BPjcRX141Yf1f6NOmDyHmRGNZyGL328sdLWHlY4faH21VcWTUURWHg7A448MYRbXoY0+sxjxPh1N4TGdEQW3gzaWcC/JOQdzryNNYGrZU4PklQ1VDCRv9JMG1vCIBnrr17ig8WK7nAWJP3GjMLMzH12lSwOewajU0a7JrbYVybcfR8w+eVmLG7Hz33O/wST65JZ4ZOIBAIBAKBQJAMItIQhPKr8Bc91lLSqtTP5dPrZHrc1NKw2uMSlbziPHzK/ASAJzK1Nmgt9Jqa8EThcrm4GHWRnk9pO0Wie0pCTkYBXEd4oyCHV+ZiYKyJ9bcmQkVdEdHR0XB3d8fGTRvRd35fZH3NAgAYaxrj0thLkGfI10iMdd2I9XdGT1UP1ydex76B+6DA4GW8ZRZmYsiFIXAJcpFKcDBqqoNtwdMwdXMfMOR4nxX52UXYMeEaLNT6iyW8Hd9zHA7t+f4tW0O34ujLoxLHJgnqOirYdHcKGpnxvLhYJRwcnHwHO4wPg0HxXkvIlxBsD91eo3FJy76B+6CuqA4AeJf2DnEdHqHbKL4fltusW0j5klVb4REIBAKBQCD830JEGoJQsgr5/6NeVabH58gyIk27uiPSvEt7By542SItdFtAWV5ZyBU144kS8TOC7pSkqaQJu+Z2Et1TXNhsDnZOvIakT7wSNmU1Baz3m4hXMc/BZDJhYWEBZ2dnbFi/AV8vfQUOA9RJUPoDtgAAIABJREFUCqsarIKBmkGNxFhKXTdi/Z2hKApLrJfg4cyHaKTZiF53feSKoV5DBXyoxEVOnoGJa3th1+OZMGzK/8z44s9Fb8NJIgtvtra2+HvY3xjcYjB9bOHthbgRW3MdnwBAu54aXO9PRb3GWgCAogIWfGbFYHkDfvbW+uD1CPsWVqNxSUNDzYbY2GcjPd/0cBPG7etEv8a8rELsnuJLewoRCAQCgUAgEGoGItIQhJJdxC/h0VLWqvAcNpuDr1Ep9LwuZdJEp/DNfM3rieYLIYknCgA8e/ZM5HMvx1ymxyNbjRRJPJIF51yC8ereJ3q+7OxIBD6/hQEDBlRqlsz9woXTZCecOHGiRmIsS103Yv3dsW5kjQjHCPQ37U+v3fl4B509OyMqJUqqvc26NoT7qzlgTuK/79R+mqG7wkxYtupU4TX/Ft7kGfK4NPYSOjXgnc/hcjDxykS8+P5CqtjERb+RJlzvT4W2oRoAXnbQj7Wa6KVkCwBgc9mYcm0KcopyajQuaVjcZTHMDXi/m9ziXKx7sQYrL4yiM6BiHifiouujqrYgEAgEAoFAIMgYItIQhFJWpNFUqricJyk+E0UFvI4gOkbq0K6nViOxiUJMagw9tjCwEPk6cTxRSpkzZ45I5sFcLlegW1JZf4jq5NnNOFze9pieT3TphQLN73B0dBTabpzD4Yj8+qqDumrE+l/AQM0A/lP8sbrnanotPjMe1sescf39dan2VtNSxorzo+B0fBiUVHilclpFjdHo/XCsHnMQe3bvFSq8qSuq49akW2iqzWuLXcAqwDCvYUjISpAqNnFp0FwXmwOmQE2L14Y7KzkPTY8Ohl5RfQA8DyenO041GpM0KMgpCJgIX4q+hO9GsZiykZ+5dmnzI0Q9+lob4REIBAKBQCD8X0JEGoJQyoo0lZkGJ7zlZ9E0aVt3Wm8DQEwaX6QRxY+mlFJPFHHgcDjYvHmz0POiUqLwMeMjAN7P1NbUVqz7SEJq4i/sm85/4LayawbLcfqYO3euUIGmFFFfH+H3Q44hh602W3F53GWoKfBE1rySPIy6NAo7QndI1VmJoigMcGiPPc9noVErPXr9zdUMfPXSwJypi4QKb4bqhvCf4g9dFV676OS8ZAy5MESgHLMmaNrOEOtuTYSiMk9wSv+SC7trzpAv5Ak3p16fwpWYKzUakzQwmzAF/LAW+y/G8JWdYcFsDIBnlrxnig9yMwtqK0QCgUAgEAiE/yuISEMQSm5xLj2uLJPma3QqPW5cx0Sa92nv6XEbgzZiXWttbS32/UJCQhAdHV3lOddj+WLJoBaDqr3Uic3iYNdkH+RmFgIASvSTEPjrCNq1a4v4+Hix9hLl9f2XKDVSdnV1hbu7+3/+tY9tMxZhs8PorBUuuPgz8E/MuD4DRawiqfZuYlEP+17MBnMyP6PtY/hPLLE6hogA4X+HZvpm8J3gC0U5XpvvmNQYjLs8DiXsEqniEhfznib48/IYuiwoK7YYg28uBaOEJ9w43nTE9+zvNRqTNOzqv4sW4N+nvcfhl4ew4txIaOiqAABSE7NxaN7tGm2BTiAQCAQCgfD/ChFpCEIpK9KUfsP+b8qKNCbmNWsuWxVFrCK6sxMFCi10W4h1vaSlPcKuKyvSjDQbKdE9xMF7WyhiQhMBAN+oCNzPOIrHT0Ml3q+2Sp5qksDAQAEjZRcXFzg7O8PCwgJMJvM//TOwqGeB53Oeo3djvi/TmcgzGHBuADIKMqTaW0VdESvOjcTcA3aQk+f9E5STUYANg7xwZecToUJAr8a9cGI43xvp/qf7WOy/uMYFhC5DW8L5OL+NOTtaFd1uTQU4FDILM+Fww+G3ETXqa9THOuY6er4xZCNY2vlYfGwovfbIOwZBZ97URngEAoFAIBAI/1cQkYYglLySPHpc2rL13yS+S6PHJm30qz0mUfmU+QkcLq+Up7F2Y6goqIh1fXZ2tvCTxLzuZ85PvPzxEgDPFHVQi0ES3UNU4l78gNdGniFwGuLxBjdELm+qDEl/Lr8Lx48fr9JI+eHDhxgwYECtGCnXFPqq+rhnfw+zOsyi1x5+eYjux7sjPkO87Kt/Q1EUhi3qjO0Pp0O3AS+Dg8Ph4tSqQOycdA2FecVVXj+l3RRsYG6g53+H/w23Z25SxSQJNtMtMWMH3z9HO9IUbe4OArhAQHwADr84XOMxSYpTVye00m8FAMgpzsEf9/5A91GtYOfYkT7n6KI7+BkvnUhHIBAIBAKBQKgaItIQhJJXzBdpVBVUyx1nszj4FptOz41b1x2RJi49jh6Lm0UDAJqaFZd3SXOd/0d/etzLpFeVbc2lpbiQhb3TfMFh877R/64ZBi5X+pa6kv5cfgdu3fAX2Uh59qzZmGi5Cmv7n8PGYRexa4oPDs7zw6nVgbi+/xmCL7zFm+AEJCdkgVXCrqFXIDsU5RThOcwT222202ux6bHodrybTLorte7WCG7hs9GmhzG99uhSDFb1Oo2Ur7+qvHYdcx0mWUyi58sDlsP/g38VV1QPY1Z2w3DnLvS86TNrNH3aHQCw8t5Kgc+guoyinCLc7dzp+dk3Z/Ek8Qlm7+2Phi15PkAFucXYY3+dtOUmEAgEAoFAqEbkazsAQt0nvySfHqspli93Sk7IAquY9wCqW18dalo100paFErNeQGgpV5Lsa/v16+fRPetqi10WZFmcIvBEu0vKufXB+Pbe56AVqySgW/ZsTLZ97/Q9rqkmI3Pkcn4+PIHPr9JwZeoFHx7l4a76QfBgWgPoVxwce+NN3JRcYZZWRgMCgaNtdDITA8NzfTQ2KIemloaorGFAZRUFKR9OdUGRVFY1XMVTHVMYe9jjyJ2EVLzU9HndB9cHndZ6r9hHSN1bAmyh+eSu7h9JBwAEP8qCcs6H8dfPuPQurtxhddRFIUTI07gc9ZnhH0L47XmvjoRT2c9Fdt7ShooisLsvQOQ8SMHoZffAQDaBNihUDMbPy2iMM1nGkIdQiHPqPv/3PZv1h9jWo+hO885+Tvh2exnWHlhNJZbnwCbxcH7p9/gvTUUk9b1FrIbgUAgEAgEAkES6v7/NRJqnbIiTUWZNN/e80udGtWhLBpAUKRprttc7OsV8nWgi8bIwBeRr2EymZV2qWFxWLgXf4+eD2pefaVOH17+gM/uMHpuOlQeuCz9vlW9vrpMcSELMY8TERn4GVEhX/Ax/CdKigSzW3KQItbvGgAykIAcpEADVRtmczhcJH/OQvLnLITf4ZcLMRgUTMwNYGbdEGZdG6JNT2M0bKkHiqLEiqO6GWc+Dg01G2KY1zBkFGQgvyQfw72G49jwY5jRfoZUeysoymHB4cEwbW+EIwv9wWZxkJWSh9V9z8L5+FD0ndquwuuU5ZXhO8EXnT07IzE7EdlF2RhxcQSez34OHRUdqWISBwaDwrIzI5GZlIfof9pVt/cZjUKNHDzDM+x8vBNreq2psXikYfeA3fD74IdCViHCf4bj1OtTmGU1C1M2MXFmzQMAgNemh+ho1wxmXRrWcrQEAoFAIBAI/z1IuRNBKAUsfutVFfnyni5lS50attQrd7w2ic/kPwyb6piKff3Ta+/RAn0AiPbAzGAw4OLiUunxF99f4FcRr4yjkWajavvGn1XChtusm+BweGVO7fo1QcO20pcoCXt9dY3M5Fzc8YzAxqEXMVFnF9bansPlbY/x7sm3cgINAKThk0T3edf9OvIWv4Lusky0WaGKXsuawm5Be/Qc1xpm1g2hW7/yTBsOh4uEtym46/kK7rNvYV6rI7Cvvw87JlzFHc8IoWU/NUl34+544vAETbSbAADYXDZmXp+J3U92y2R/O8eO2BI4FZr6PDGYVczGHvvrOLcuuFITXkN1Q9ycdJMWkD9mfMSEKxPA4rBkEpOoKCrLY63veLrFOIMtj05ek6CWpocNwRsQmRRZo/FIShPtJvij+x/0/K+gv/Cr8BfG/NEdbXryspo4bC72TPUV6h1EIBAIBAKBQBAfItIQhFJWpKmoVfSPOL6RZCOzuiXSlHZ2AoBmOs3EupbL5eLJtffQRzO0xXAwqKrfLgwGA56enlWWAgXEB9DjAaYDqi1b4vr+Z0h4kwIAUFKRh5PnUGhpaUm1pyivry6Qn12E+6ci8ZftOUyrvw8HHf3wwu8DigvLP7Tn6WTgu8UbvLMNwPPJZxHXTbKOTalKiQjW88FZzX3Ypb4Cf2raY4nhKFy23YZil1cYFdgExzLm4lDUXKy+Mhb2rn3Qa3wbNGypi4r+BLKS8/DIOwYHHf3g0Ngd81ofxomV9xEd+hVsdu36gZjpm+GJwxNYGlrSayvvrcTq+6tl0s3Iondj7H3uINAl7uLmR9g12afC3yEAWBpZ4szIM/T83qd7WBmwUupYxEVDVwUb/SdDux6vLFSxUBWdz9uDylHANN9pKGb/HqLGHz3+QCPNRgCA5LxkbH64GXJyDCw7MwIqGrz25z8+ZODEyvu1GSaBQCAQCATCfxIi0hCEUsgqpMcVdUf68YEv0jRooVsjMYkCm8PG119f6Xnpt/+ikvgujX5tLdWs4efnDyaTWeG5TCYTAQEBcHBwqHLPoIQgemxraitWPKKSmvgLFzbwuxJN3siEkamOVOKKqK+vNol78QP7Z96AvdFe7J95A5GBn/FvzSBXLxUJnZ8hfLwX7q3YgWDn/Xg99gqS+76CQQ8FNG/WVLKbK5VfYnPZiPgZgYMvDmK092g0cDfC+KfDEKR/BS0d1PHHxdH4O3YhvLNXYesDe0zf1g9dhrWAmnZ5IfTb+3Rc2/0Uq3qdhr3RPhxwvIXXgZ9rzcC1vkZ9hMwIEWjRvf3xdsz3m093U5MGo6Y62PV4BjoO5AurDy9GY63tOWSn51d4zZg2Y7CeuZ6e73+2H2cjz0odi7gYNtHGulsToaTK8xlSy9SF1cXJiPoWg80hm2s8HklQU1TDTtud9Nz9mTvi0uNg1FQHjm4D6fXbR8IRfudjRVsQCAQCgUAgECSEksU3n78rFEWFd+zYsWN4eHhth1KnGe41HDfjbgIAfCf4YkSrEQLHZ5q4ITWR15L579gFdabkKfFXIkz2mwAA6qnVQ/KKZLGu994WSnswdB/TCmuujAMAREdHIzAwENnZ2dDU1ISNjY1IHi35JfnQ3q6NEk4JACBpeRIM1Q3FikkUto+/QhuYNrYwgFvEHMgryAHgiS2VtZWuiObNm8PX17fOetCw2Rw8vvIOPruf4sPLn+WOc8FBRuOvSG71Dklm71GgmwmjfCM0SG0AQ3lDmBqZYtywcejdqTcoikJ0dDQsLCzEjuPO4zvgGHAQnRqNtylv8eL7C7xLe1flNSZaJphgPgETzCegY/2OdFYVm83Bl7cpiAxKQMTdeEQ//FppBomWgSp6TTBHv2nt0KJT/Rr3sSkoKcD4K+NxK+4WvWbfzh4nRpyQiVEum8WBh/Nd+B1+Sa81bKmLjf6TYWRa3nOGw+VgrPdY+Lz3AQAoySnhyawn6Fi/Y7lzq5uw67HYMsqbFgq/W7zB27E+eDbnGawaWNV4POLC5XLR62QvPE58DAAY2nIobk66CS6Xiy2jLyPMl2dCrltfHYei5kFDt7yATyAQCAQCgfD/ipWVFSIiIiK4XK7Y/+NHRBoi0gjF7pwd7sbfBQDcmXIHA5vzv0ktLmRhjOo2cLk888yrBauhoChXW6EKEPo1FL1O9gIAdG7QGc/nPBfr+hXdT+L9028AgGVnRqCffcXmpaJy/9N99D/bHwBgbmCOqAVRUu1XEZFBn/GXzTl6vv3hdFj0MqHngYGBGDBggND20gCvvCkgIKBOljeVFLNx/+RrXNv1FD/jM8sdz66XhO+Wkfhh8RaUXglsTW3RPKs5Hp97jOdPyv8d9O7dG+vWrYONjY3YQhaTyURwcHC59V+Fv/Ds+zMEJwQj6HMQXvx4UWmWiZmeGWa0n4FpltPQQKOBwLGighK8eZCAZ9fj8PxmHDJ+5la4R6NWehgwqwNspreDlkH5LmzVRQm7BDOvz8T5t+fptTGtx+DCmAtQlFOUen8ulwvffc9wYsU9WvDQMlDFer9JaNm5Qbnzc4pyYH3cGjGpMQB4Yli4Yzj0VWve1Nx3XxiOLeMbhccxH0BpQipeznkJJfkK0q/qGOE/wtHZszO44P3g79nfg62pLX6l5mGhxd/ISskDADAnmWPlhdG1GSqBQCAQCARCnUIakYaUOxGEUsQuosf/fuhK+ZJFPzjpG2vWGYEGAL5k8bv0NNZuLNa1v1LzEBvGE2gYDAqdBovfGerfhCSE0OM+TfpIvd+/Kc06KKXv1LYCAg3Aa53t4eEBilF1xkVd9Z9hszkIPBOJeWaHcWjebQGBhi1Xgm+Wr/B4lgceLziKltM1cGLmUaT9kYYR+SPgtsitQoEGAB4+fIgBAwbgxIkTWLduHRgM0T4aqzJS1lLWwoBmA7DVZivCZoch/Y90eI3xwuS2k6GtrC1wbmx6LFYHrobxPmMM9xqOux/v0oKOkooCOg9ugUV/D8Gpb0uwM3QGhjl1KWdG/O19Ok6svI/pDfdj+/greBOcIBOPGGEoyCngzKgzcOzoSK9dfXcVY7zHoIhVVMWVokFRFEYts8Yq7zFQUOJ9vvxKzceavmcQfje+3PkaShrwmeADTSWeUfbXX18x8crEGjcSBoARS7pi0Dz+v8stQ/oiI5CC60PXGo9FEqwaWGF6++n0fNndZWBz2NAyUMNizyH0eohXNEIvx9RGiAQCgUAgEAj/OYhIQxBKWbNLBTkFgWNJn7LocUXlB7VJYnYiPTbRNKnizPKE34mnxadW3RpBU69863FxefiVn53BbFyxt4003Dv5Gl+iUgEAymoKmLGjYoFlpsNMGC80BirRreqq/8yre5/g1N4D+6bfQHIC/++uWDkfH3oHI2jZHiRODsH8Sfb4svQL/Kf4Y1LbSXj68CkcHR2FZg9xOBzMmTMHAODh4SFUqBFXyNJW1sZEi4k4P/o8klck49akW7BvZw91Rb7YwuFycDPuJuzO28HsoBkOPDuAvOK8Mvek0KaHMea6DcTJRGdsCZwKm+ntoKzGf1+ySjgIvfwOa/qexWJLD9zxiEBRQYlIMUoKg2Lg6NCjWNJ1Cb12K+4WRl0aJeBpJQ09x7bBlkB7uqymMK8Em4ZexINzb8qd21KvJc6P5mf2BH4OhEtQzXcloygKc90HokN/fme5dr4jcfjiGbz6+arG45GELf220J2z3qa8xfFXxwEAXYebwWY6P7vw8PzbyEyuOMuLQCAQCAQCgSA6RKQhCKWEzX/AU2D8W6ThZzIYNhXMDqhtEn/xRRpjLWOxrn15m2+G2WmI9Fk0RawiPP/Oz+LoadJT6j3LUphXjPPr+Jk6Y1Z1h14DjQrPvRl7E1/1vgIzAVVnVWzfvR2bN2+Gm5sboqKiEBwcXKcyaFK+ZGHrmMtwGXCeFqEAoFglD+/630XQ0r3IGf4Oe8buQOLSRGy12Up3pgGATZs2iVTeBfCEms2bN2PWrFkICAiQ2ii6MhTlFDGk5RCcGXUGScuTcHrk6XLZVR8zPsLpjhNM9pvAJcgFqXmpAsfl5Biw7NcUS0+NwLnkZXA+MQytujUSOCfhbQoOzvXDTBN3nN8QQpenVAcURWHvwL1Y03MNveb/0R8jL46UmVDTpocxdoZOh4EJr1MZm8XBHvvruL7/Wblzh7Ycig3MDfR8++Pt8H3vK5M4xEFeQQ6rvMfQrbnl2Aro4DUBs08tEPhsras00GiAP3v8Sc/XBq3Fr0JeW3hHt4EwMOZlLGWnF+DQXL8ayd4iEAgEAoFA+C9DRBqCUMqWCfzbDDQl4Rc9rmsizbecb/S4oUZDka9jszl4fY/furvTIOlFmldJr+gHVVMdU9TXqC/1nmXx3fcMmUm8b7H1Gmpg1PJulZ67++luerxwyEKsWr4Ka9euhZOTU50yCGazOfDZG4b5rY/gybX39DpLsQhxzAd44LwfmTYx2DbEFTdsboATxsHeHXvh7u6O6OhoADyTZ3H8ZQAgJCQE0dHRsLGxQXBwMKKiouDm5lZtQpaaohqmWU7Dg+kPELsoFs5dnaGlxG+XnlGQAddHrmji1gQrAlYgObe8AbaymiL6z2yP3U9m4uDbuRg0z4ruLgQA2Wn58Nr4EA6N3XFkkT9Svv4qt4csoCgKrv1csa73OnrtbvxdmQo1xq0NsOvJDDS24Lfo9lwagLMuD8oJBC5MFwxuMZieT/edjg/pH2QShzioaytj/a2JUNXhlYsq52pA5YAltgftFHJl3WBF9xUw0eJlI6bmp2Jb6DYAgJqWMpxPDKPPC7seh+Dzb2slRgKBQCAQCIT/CkSkIQilrEjz73KnlC/8spN6jbVQl/ie/Z0el82sEEZ8RBKy0wsAADpG6mhqKX0HpieJT+hxD+MeUu9Xluz0fFzb9ZSeT9nIhLKqQoXnPv/+HKFfQwHwsqKcuzrLNBZZkfg+DX/0PIXjy++hqID/9/fN8hWCF7vhQ98HmNl9Go5bHMetNbfQuUNnODs7w8XFBc7OzrCwsACTycThw4clun9gYCA9Njc3h5OTU40IWS31WmK/3X58X/YdBwcdhKkOv0wmvyQfe57uQVO3pvjj3h/IKMiocI8mFvWw8MhgnP6+BLP39hd4XxYXsuB36CXmNDuI/Q43BDLhZAVFUdjYd6NAFsvd+Lsy86gBAP2GmtjxcDpad+e/ry+5huLIQn9wOHyhhkExcHbUWTTRbgIAyC7KxtjLY1FQUiCTOMShfjNdrL02AdQ/tl3aPxvi+rK3iEmp+14uKgoq2G6znZ7vD9uPhKwEAEB7W1MMns/33Tm6+C7Sf+TUdIgEAoFAIBAI/xmISEMQSlmRRo4SNAZOLpNJU69J3cqk+ZHzgx431BQ9k6ZsFk37/k1l0tY47FsYPe7WqPIsF0m4tusp8rN5D7+NWunBZrplpeceeH6AHk9qO0msn0tNwOVy4Xf4JZw7eCI2jC+yZRsm4YmDJyJH+aC5aWM8cXiCrildMXb42EozZR4+fIgjR45IFEd2drZE18kKNUU1LOyyEHGL4uA91huWhvzfaQGrALue7IKpmym2PdqG/JL8CvdQ11bGyKXW8Py4CKsujUZzK372FpvFwf2TkZhrdhgHHG8JiK2yYn2f9QJCze0PtzHhygSZlfio66hg872psCqT6Xb7SDj2zbgONotf3qaroosr467Qpudvkt9g0e1FMolBXNr1aYK57nb03CjKHIvmbQWbw66VeMRhosVEdGnYBQDPTP6voL/oYzN32tKZlHlZhThIyp4IBAKBQCAQJIaINAShsLn8Bwg5hqBIk/qljEhThzJp2Bw2kvP4ZSFG6kYiX/v6/md6XNbwUxqefed7Zlg3spbJngCQlZKHmwde0POpm/tATr7it3VKXgq8o73puVMXJ5nFIQtyMwuwZfRlHFnoj+JCnjDIkWMjtm8gQuf8jUyTRCy1XoqXji+RH5cvkhmwpA+KmpqaEl0na+QYchhnPg4RcyPgM8EHHYw60Md+Ff3CmqA1aHWwFbzeelX6WuXkGeg13hz7XszCxjuTYdGbb6LNZnFw1/MVHFsehseSu/iVKlvPmnXMdfirF/9h/nrsddj72MtMlFBWVYDL9fFgTrag1x6cfYvt46+gpIgvLls1sMKBQXyB8sTrEzj1+pRMYhCXoQs6o+v0pvRcxacFNuxzq5VYxIGiKOwZsIeeX3h7gfbZUlFXFCh7enHrA4LOljd0JhAIBAKBQCAIh4g0BKGUtgIGeOUDpRQXsmgjUoYcValRbW2Qmp9Kx62roluudXhlFBWU4N0TvuGwpU3TKs4WjeTcZHz99RUAoCyvDIt6FkKuEB2fPU9RlM/LTDBtb4juo1tXeu6JVyfoTl3Wjaxh1cCq0nNrmo8RP+HUwRNhvrH0WrZhEkLnHMVHZggMtPRwd+pd7B24F8ryymKZAUtCXTJOBnjvu5GtRuKl40t4j/VGC90W9LHE7ERMvjYZ3U90x8sfLyvdg6IoWA1shu0h07E9ZBosmPz2XqxiNm64PcfsZgfhtfkhCvNlk+1CURQ2992Mld1X0muXoi9hzs05Ap8r0iCvIIflZ0fCbm5Heu2pTyxcR3oLdLWa03EOprabSs8X+C1AdEq0TGIQl9Wek6BuyRPVKDDw4q8MvHgZVSuxiENPk54Y3Xo0PV8esJwWB9v1aYKhizrTxzycA5Dxk5Q9EQgEAoFAIIgLEWkIQin7MFW23CntG78kRK+BRqUZHLVBUm4SPa6vLrpJ77sn31BSxPuWv1ErPZkIT+E/w+lxB6MO5Xx9JCU7PR9+h/gP5RPX9QaDUXFpFofLgUe4Bz1f0GmBTGKQBSFeUfijxymklMnK+twlDI9neyDHKBmdGnRCuGM4BjQbAEAyM2BxYDKZdcpAuSwMioFx5uMQvSAaR4ccRT21evSxsG9h6OLZBQv8FiCzoGqvGYvejbE9eBq2BE4V6AhVkMPrEja35SEEnX0j4O8iKRRFYYftDizuspheO/n6JJbeWSqzkhgGg8LCI4Mxajk/Sy38Tjw2DbtEC04UReHokKNorc8TMgtYBRh3eZxAi/OaQl5BDu7+i1Giw7u3fJESNo64gLxfsjFXrk522O6gDeRDv4bC570PfWzG9n4CZU+HF/iTsicCgUAgEAgEMak7T9WEOktZkaasP0tZkUbfuG6Uh5RStgOOobroxr9vHyTQ43Z9m8gklvAffJHGqr7sslduuj9HYR7vAbRJ23qwHmFW6blBn4PwOYtXxqWjrIOxbcbKLA5J4XC4OPNXEHZN9qHLm7gqLLyc4IWYwbfBUWBhctvJeDjjoYDxc1lTX1nDYDDg4uJSbfvLCgU5BcztNBcfFn/Aqh6r6EwxLrg48vIIzA6a4cLbC0IfkC37NcWuxzOw1nc8jFvr0+vp33Owd9p1LO8FaneaAAAgAElEQVR6HLHPvlexg2hQFIX9dvsxs/1Mes39uTs2BG+Qeu+y93DYZYtJ63rRa5GBn7FhsBcKcnkZZGqKarg87jJU5FUAAO/S3mGx/+IK96tu6tXXwZyzTLDl/8n2+aGCFaOPyEQYq06a6zbHws4L6fnqwNW0z5CymiKcjg2lj4X5xuKRd903RiYQCAQCgUCoSxCRhiAWFPgiTfp3fiq7fqO6JdKk5qfS47LZBsJ4G/KFHstKpIlIiqDHnRp0ksmeBbnFAl4049b0qDSLBgCOvzpOj6e2mwoVBRWZxCEpJcVs7LH3hffWx/QayzAHIbMOIbn1OwDAnz3+xLlR58rFKqmprzADaAaDAU9PzzpX6lQVmkqa2G67HdELomHXnG9Im5qfiinXpmCo11C61K4yKIqC9QgzHHwzF4s8hkDbUI0+9uHlTyy3PoH9Djfo0kZJYVAMeA7zxLg24+i1TQ834cCzA1VcJR4URWHKxj6YtqUvvRYV8gXrB11Afg7PXNu8njkODT5EHz/5+iTOvTknsxjEYeyQQTBwzqXniUG5OL3xXq3EIg4uvV3oNvFx6XECny+W/ZrCzpFfenZ00R2Zex0RCAQCgUAg/JchIg1BYsqKNLoN644fDQCk5vFFGgNVA5GuKS5kIe45vyOUeRmDVWl49fMVPe5Qv0MVZ4pOwPFXyM3klUYYmeqg59g2lZ6bVZgFn3f8koRZHWbJJAZJyc8pwqZhFxFyge/BUdI2FYEz3ZGnnw4A2Gm7E9tst1UorEhq6rtgwQIwmcwKjzGZTAQEBMDBwUGivWub5rrNcXvybVwdf1Ug6+j2h9swP2wOj3APoVk1cvIM2M3pCI8PCzHhr55QUOKXNpZ2gvL/O1yqTA85hhzOjT6Hgc0G0mtOd5zg9dZL4j0rYvyanpi5ky+2xYQmYsNgL1qomdF+hoA/zXy/+fiQ/kGmMYjKAdf1SO4dSc+vbg5D+J2PtRKLqOip6uHPnn/S8w3BG5BbzBebHHbZwuCf7MrstHx4LAmo8RgJBAKBQCAQfleISEOQmLIijV5dE2nyxRdp4p5/B6v4Hz8aMz3oGKpLHUdmQSa+/OJl5yjKKaKVfiup92SzOLi+j98tavQK6yr9gC5HX0YRm/dw2t6oPSyNKm/RXd3kZhZgre05vArgtzln9f2BgFEHwVLmxXh0yFGs7LGysi0kznSZP38+goODERUVBTc3N2zevBlubm6IiopCcHDwb5VBUxEURWF069GIWRCDhZ0X0llvucW5mHtrLoZcGCLQlr4yVDWUYO/aF0di5qPr8Jb0el5WIQ7Nu42VPU7i85vkKnaoGkU5RVwdf1Wgy9k032kIiJftg/yYld0xZ98Ael4q1BTkFoOiKBwefJg2YM4tzsXEqxNpY+2aREtZC38cmIj0Jv90leNS2DbxMpI+V+0rVNs4d3VGQ42GAIDkvGTsfrKbPqaqqYSFfw+h5yEXovDCr3ZEMAKBQCAQCITfDSLSEIRStsSprD9Nxo8ymTT1pRc0ZElafho91lfVr+JMPjGh/K5ObXrJJovmbcpb/p4GbUTuMlUVYddjaZNdTT0V9JtetehyIeoCPZ5uOV3q+0tKTkYB/rI9J5CtpDA+GXd7HwUYvOwMdzt3zO00t8p9zM3N0bt3b7HuXdYM2NzcHE5OTli7di2cnJzqrEmwpGgoaeDg4IN4NPMRzPT4PkX+H/1hcdgCV2KuiLSPkakOXK5PwIbbk1C/mQ69Hhv2HUusjuGsywOBNtfioKaoBr/JfmhjwMsAY3FYGOM9BhE/I4RcKR4jlnQtJ9RsHOKFwrxiaChp4OLYi/R7MuJnBP4K/KuyraqVsW3HQH9VFgo0eO/rwl8sbB17WaA7VV1DRUEFrv1c6fnuJ7sFDNs7DWqOPlP4newOz7+N/OyiGo2RQCAQCAQC4XeEiDQEoZRtu80Fv9QhM4mf3q5bv25l0qQXpNNjPVU9ka6JeVxGpOlhLJM43ibzRZq29drKZM8bbs/p8aB5VlBWrbxb1I+cHwhJCAHA+z1OMJ8gkxjEpTSDJj6C/xDXwKkYvm0OoVQDdO3risVdRTNxXbduHRgM0T6+fhczYFnTw6QHXs19haXWS2mhNbMwE+Muj8PsG7NF7mrUaVBzHHw7FxNdekFegfczZ7M4uOQaisXtPfDu6TeJ4tNV0cXdqXdhrMl7r+UW52Lw+cH4nPlZov0q499CTdTDr9g0/BKKCkrQsX5H7LDdQR/b/XS3zDN6RIGiKByatB8xU3zBYfCEr08RyTi66E6NxyIO9u3s6c+1vJI8bArZJHB8zv6B0NRXBQCkJmbj9OqgGo+RQCAQCAQC4XeDiDQEoZQVadgcNj3OTOI/5OkYqaEukVGQQY/1VISLNFwuF7Fh/C42rbs3quJs0YlK4fuuyEKk+fwmGdGPeEawcvIMDJpfdbeoKzFXaGGtT5M+qK8hejtyWZGfU4R1dhcQ/4on0FAU0GW9ATx1+d/CL+6yGGt6rRF5TxsbG3h4eAgVan5HM2BZoqKggr0D9+LB9AdorNWYXj/+6jg6enREZFJkFVfzUVJRwNRNfXDgzVy06ckXML+9T8eqnqdwctV9ukOXODTSbIQ7U+9AW5nXtjk5Lxl25+2Qnp8u5ErxGLGkKxx229LzN0EJ2DrmCkqKWHDu6oxBzQfRx6b7ThfwtKopTLRMsNx+HmLs/Om1eyde497J1zUei6jIMeSw3XY7PfeM8ER8Rjw919JXxdwDfP+h20de4t2TRBAIBAKBQCAQKoeINAShVJZJk1Umk0bHqG6VO5UVaXRVdIWe/+NDBnIyCgDwSogatBB+jShEp0bTY4t6FlWcKRp+h17S4+5jWkG/YdUmumVLW8a3GS/1/cWlpJiNLaMuC5Q4jdjdDtsUltLzwS0GY9/AfUK7L/2bWbNmISAg4D9rBixLmE2YiJwXiUkWk+i1uPQ4WB+3hme4p1BT4VKMW+lje8h0zDtoBxV1XpkQh8PF1Z1PscTKEx/Df4odWxuDNrgx8QaU5JTouEZeGolCVqHYe1XF6OXdBLo+hft/xI6J18Bhc3Fq5Cm6C1xSbhJm35wt8s9Eljh3dYbW0CJ8a8cXZo4s8MenyKQqrqpdBjUfBGZj3nuQxWHB5YFg1lrvCeboPJTn/cPlAgfm3EJJMbvcPgQCgUAgEAgEHkSkIQhFjsHv8sLi8L4tL8wvQUEuz2RTXoEBNW3lWomtMjIL+KabOio6VZzJI/YZP4umZdeGYgsGlRGTGkOPS/03JCU/uwjB5/nlU0MWdq7y/OTcZIR+DQXAE9pGtR4l1f3FhcPhYv/MG4gM5JevzHDrgy1yS+gH8Fb6rXBh9AWBvzFxsLGx+U+bAcsSLWUtnB99HmdGnoG6Ik9ULWQVwvGWI6b5ThO5/InBoDB0YWccipqL9rZN6fWvMWlYbn0C3ltDwWZzqtihPL0a98K50efosqzQr6FwuO4g4IElC8av6YkJa3vS8zDfWOyfeQP6KgY4NeIUvX4j9gaORRyT6b1FQUFOAYeHHEbU0JvIMUgBwOs6t33c1Trr50JRFLbZbKPnXlFeAh3tKIrC/EODaFHva0warux4XONxEggEAoFAIPwuEJGGIBQ5iv8AXVrulJ3Kf6DTqqcmM1FDVmQVZtHj0lKKqiib6dGySwOZxJCWn0Z746gqqMJYSzqfmxCvKBTm8YxETcwNYN6z6v2ux16nM596mfSiMwVqitOrAwXabE/dxMSl+u5IyEoAAGgqaeL6xOvQUtaS+l7/dTNgWUFRFOwt7fFyzkuB8rtzb86h+4nuAqUqwqjXWBubA6ZgweFBUFbj+SKxWRyc+esBVvc5g+SELCE7CDK2zVjs6r+LnntFeWHdg3Vi7SEKUzf1wajl/M5SD869xdFF/rBrbodFnRfR60vuLkFcepzM7y+MHiY9MKPrNISPvwiWAk+Y+fEhAwfm3KqV7B5R6GbcDSNbjaTnfwb+KXC8nokWprr2oeeXXEOR+D4NBAKBQCAQCITyEJGGIBR5hjw9LuHwRIKslHx6TctAtcZjqgo2h42cYn7nKQ1F4abGH17wRZoWnWUj0rxPe0+PzfTMBMrGJOGuJ//baTvHjkKFMd/3vvR4VKuazaIJPB2Jqzuf0vNB86xQMDReoPzqxPATaKnXsqLLCdWMmb4ZwmaHwaE9vxTsTfIbdPLshDsfRTerpSgKg+d3woFIR7TqxvdxiglNhFN7D4Rejqni6vIs67YM86zm0fMtj7bgTOQZsfYQBkVRcNhlC7u5Hem120fCcXpNEHb230lnvOWX5MPex57OHqxJtttuh5IJB2+H36DXHnnH4PaR8BqPRVS29ttKf8YFxAcgOCFY4PjQRZ3pz1ZWMRuH5vrVWdGJQCAQCAQCoTYhIg1BKApy/O5BpQ8s2WllRZq6ZRr8b4FGWCkNq4SNz5HJ9LxFJ9mINGW/hTfTN6viTOF8fpNM+30oKMmh79SqTYjzivMQ9JnfSWVEqxFS3V8c3od9wwFHP3reZVgL2G02g9MdJ3ptrtVcjGkzpsZiIpRHVUEVx0ccx7Fhx+g21FmFWRh8/n/snXdUE1kbxp9J6L0KduwNFQuKWFBRdl1713WtiL2ta+9r7wVde+9dsTcsoGDDgmBHEQQUEKSXhOT7Y5Y7yZJOgtlv7+8cz7l35s69l5AE55n3fd5fsDpktVo30KWr2GFF0GAM+NMLPD4rHmal5WF5n1PYNPIicrNVKyXNMAw2/rJRysh3+LnhJG1PWzAMgzGbf5EqEX1yeQgurX+KQz0OwZDHfuc9jHuIpcFLtbq2KjiYOWC593LE132BT425am47fr+GqKfq+/6UBLUca2FI/SGkPzNwptR7iM/nYcLOTuT9EREUg+t7VDOuplAoFAqFQvkvQUUailIKb1gAQFDA3mxJijRWDqYlvidFpOelk7aVsWJjXQCIeZlEKtMYOGdh/9FdWLx4Mfz9/REZGankavm8+/aOtKvZVdN4HgAI3BdO2s2614SlneLX/ObHm8grYFMlXEu5wsXGpVjrq0rql0ws7XkSwr+NQSu6OmLywa4YfnE4MvNZo+nq9tWxxmdNieyHohzfhr4IHhqMspZlAbDm4FOvT4XvOV/kCVX3QeEb8NB/XiusvDsETi5ciuGV7U8wxWM34t6qVrHJgGeAo72OEqNtgUiA7se6kzQ5bcHjMZi0pwuadOY+m3umBSLpMrCozSJybFHQIoTFl3wEi29DXzQp2wQvf7qCNGdWmBHmF2B5n9PIztBPf5p5XvOI4Hf/831cfHdR6nylek5SqWZ7pt5AmsTfEgqFQqFQKBQKFWkoKlD4n26AS3fK+JZDjlk56Fe6U0aeRCSNsfJUp6gnX5CMKIRiFwK+rMDEiRMxd+5cTJw4Ea6urvDy8kJgYKDa+3if+p60iyPSFAhFUobB3kPqK73m8nuujO8vVX/ReG11KBCKsKLvKaTEs6+/pZ0p5gb0xZF3B0nqA5/h40D3AzA30q/oq/86Tco2QdiIMDQv35wc2/NsD9odaIfkbPW8Q2p6lMOGp35o2Yczyo5+kYhJjXYi+LhqoqeVsRXO9z8PRzNHAKy/U+cjnaU+29rAwJCP6cd6wrVVBXJso98FtEzuQl4LoUiIgWcGIkeQI28ancBjeNj8y2aIDQvwpPcxCI1YYSbhfYrepgpVtKkola42++bsIubP/ed7EREvIyUHu6dcL9E9UigUCoVCoeg7VKShKEVSpCl8sl5YrhoALGz1q7JTYcQGAFLFRhEHDu3DA+xHCj7JPB8UFAQfHx/s3r1brX1ImrBWsaui1rWSPLvxAd+/skbNdqUtpCrqyONq1FXS/rnqzxqvrQ5HFgYhIigGABulMO1oD/CdhJh+YzoZM8VzCpqUbVIi+6Goh5OFEwIHBWJw/cHk2N2Yu/Dc5Yn3Ke8VXFkUCxsTTDvaA+O2dYShMZtumJOZjxV9T2P7pKsQCpSXYHaxccGZvmfI909EYgQGnx2s9YpPxqaGmHuuLyrVdwIAiArEWN3/LBaUWQ1zQ1ZMfJX8qkhp6ZKgUZlGGNFoBLLtU/CiE+dPc+dIpN6mCs1qOQtmhqxwH/41HMcjj0udNzEzxKhN3HdS4L5whN+OLsktUigUCoVCoeg1VKShKEVSpMkvYMtuS4o0lvb6FUmjjkgTGBiIg4EbACh+Ki0SieDn56dWRM2H1A+kXcVWc5Hm9iGuQlKr/q7g8xV/bD+kfiBrmxuaw7O8p8Zrq0r4rWgcWxxM+r/+6YUG7Stj+o3pSM1ly6FXsqmE+V7zdb4XiuYYGxhjT9c9WNV+FSmH/S7lHTx2eiAkNkStuRiGwc8jGmJ16FCUrmJLjp/b8BCzvQ8i9WumgqtZmldoju2dtpP+mddnsPDOQrX2oQrm1iZYeOVXss/8XCF2/hqMBVVXkDFrQ9dq3RtHFZa0XQI7UzvE13uBmAZc2tW28VcQ+yqpxPejDCcLJ0xqOon0596aS9JkC3HvWA3Ne9Ui/c2jLkGQV/IGzRQKhUKhUCj6CBVpKEoxMeAiZQp9TjJTc8kxfYukyRJw5cELn4TLY+HChaRMtTJEIhEWLVqkfCCA1JxUpOWlAQBMDUw1Ln+dlyPA/bNvSF/S6FQeNz7cIG0vFy8YGxhrtLYkkZGR8Pf3l+nVk5magzUDz6Iw+6JeWxf0ntkcDz4/wJ5ne8i4Tb9sgqmhfvkXUYrCMAymeE7ByT4nyWf/W843eO/3xrk355RcXZQqDUpjfdhweHTjzLMjg2MwseFOvHkYp/T6wW6D8bvH76T/550/cebVGbX3oQxbZwssvPorqVaXmZqLiClC+Nh2AsB69QwNGIpsQcl6qNib2WNJ2yUAgJcdLiHLkU0/y8sWYEW/08RPS5+Y4jkFNiZsStP7lPc4EH6gyBi/9T4wtWAfAHx+8w1n1t4v0T1SKBQKhUKh6CtUpKEoRfImP1fIijNZ3/VXpJG8iVLkfRIZGYmgoCC15r5z545KZsKSJqcuNi5Ky2XLI+zye+RkstFLZavboUoDZ6XXSFZ18q7krdG6hQQGBsLLywuurq5yvXo2j7mMb3GsV4iVvSn+ONANPB6DiVcmknm61uiKX6qVjDcORTv0qNUDtwbfIr4wucJcdD/WHTuf7FR7LnNrE8w61RuDlrZB4UchJT4DM1rtw80D4YovBrCy/Uq0q9yO9AedHYSXSeqV91aF0lXssOBSf5iYs2bpybHpcNnxE2zFDgBYwWHmjZlaX1cZfg390MC5AQqMBAjrdRQwZFO+osMTsWe6+n5ZusbW1BZTPaeS/sI7C0kUZiEOZa3w2+LWpH9sUTASP30vqS1SKBQKhUKh6C1UpKEoxYTPiTCF5pmSIo2Ztf6KNKYG8iM3NDEDVvW6T2mcv01Fm4oarQMAwce5G9GWfesoFXvEYjEx6QWAtpXaarz2rl274OPjI1fICgoKgk97Hxw6yj0lH7+zE+zLWOL0q9N4EPcAAJsut/antRrvg/Lj8CjngVDfUJKuJxKL4HfeD8uCl6ltXMvjMegzswUWXP6VCLuCvAKsHRSA3dNuoKBAvteMAc8Ax3odQ2XbygDYlMbux7ojLTdNw59MPtUal8HMU73BN2D/PMZFpKLb1algCti+/0N/BH8KVjSF1uHz+PDv4A8AyHBKRET7S+Tcef+HeHTpnbxLfxgTmk6Agxkrbn1K+4TdT4t6enUa6068gPJyhNg+8WqRMRQKhUKhUCj/NahIQ1GKZIqKzEgam+Kn02iTwj0CikWa9PR0uecUocp1MWkxpF3BqoKCkfLJzxXi0QXu5kvSw0Ee71Le4WvWVwCAjYkN6jnV02jtwMBAjBgxAiKRYpNWkViEcAQgGVFoN6Q+mnWrCaFIiNk3Z5MxE5pMIDfXlH8fVeyq4N6we2hYuiE5NuvmLEy/MV2jCkONfqqCdY98UaGOIzl2elUoFnc7rrC0tJ2pHc72PUtMad9+e6sTI+HCPY7b3pH0E+/noUPQGGJdNezcsBJPe2pRoQX6u/YHAHxyf4icevHk3Iah51Xy+ClJLIwsML05Zxq+OGix1HczwJZtH7OFi7C7H/AWD86/LbE9UigUCoVCoegjVKShKEVS6Ci8MclK426mzKz0S6SRLJUr6afzT6ysrDSaX5XrPqd/Ju0K1pqJNE+vf0BuFmu4WaaaHVzqKve1kXzC37JCS/AYzT7iCxcuVCrQcIgRbXQXw9e2BwAcDD+IN99YHx0rYyvMaDFDoz1Q9AcnCyfcGnxLKjJrVcgqjLk4RiORpHQVO6wOGYomnbnS9I8uvMP0lvuQFCs/OqauU13s7MylWwW8CcCKuyvkji8O7Ye6of/8VqTP3CmFOqHse/x9ynvMuzVPJ+sqYkW7Fez3MQME/7Qfxg7s5/t7YhY2DDuvd2W5x7iPgbMFm6IZlxGHbY+3FRlTq1k5+AxvQPrbJ1xFXo6gyDgKhUKhUCiU/wpUpKEopfDJNQDkCFkBJCeD8xfQN5Gm0NwYUCzSeHtr5teiynWSIk05q3IarSNpGNysew2VfG3uxd4j7eblm2u0riZePV/zo/Ap/gOEIiEWBy0mx6c0mwJ7M3uN9kHRL6yMrXDx14voWqMrObY1bCuGnB2CApHyktr/xMzKGHPO9kWv6Vz1sY/Pv+KPprvx/kmC3Ov61+0vVT1ozq05CPygG1+WX+e3gvdgLhrN5VpLlI5gzbvX3V+HB58f6GRdeZS3Lk9ET4F5Np53P03OPb70Hhc3Py7R/SjDzNAMs1rMIv1ld5fJjEAasrwtLO3YhwFfo7/j5Ar1KolRKBQKhUKh/D9h8KM3QNF/JEWarPwsiMVi5GZyIo2ppZ6JNEJOpJEsH/5PateuDQd+JSQXfFR5bi8vL9SpU0fpOEmRpqxVWZXnL0QkEkulOnl0q6nSdZJlkptX0EykKY5Xz2PBY0SlRgEAbE1sMdFjopKr/v2IxWKkfslE4qc0pCRkIiU+AxkpOcjJyEd2eh6E+QWAmP2dGhjyYGxmCGMzQ5jbmMDa0QxWDmZwKGcFx4rWsLI31dhkuiQwMTDBid4nMCRgCA6/OAwAOBB+AEKREPu774cBT70/KTwegyHLvVG2hj02jbiIAqEIKQmZmNFqH2ac6IXGHarKvG5l+5UISwhDcEwwRGIRfj39K56OfIoylmWK/TNKwjAMxm3vhKSYdITfigYANAjoiRyb7/he7jN8z/niycgnCr9ntM0UzynY+WQnYtNjEVX2CTx7dEDKafY7ePeUG6jf1gXlazkqmaXk8GvkhxX3ViAuIw5fs75iy6Mt+MPzD6kxVvZmGLS0Df4axXrtnFx+D96D6sG5sq2sKSkUCoVCoVD+r6EiDUUpkhWSsgXZyMsRQiRiw+qNTQ2Iwaa+IFlFRFH56ZSETFQpaIVkRAMqlOHm8XiYO3euSntIyOQiAcpaqi/SvHsUj++JbClxm1LmqNFU+RypOakkzciAZ4BGpRupvS6guVdPWloattzbQvqTm02GlbFmKWX6Sn6uEFFPv+D943i8e5yAmMgkxL39JhVZVhxMzA1Rppodytd2RPlaDqjs5oRqjcvA1tlCK/NrA0O+IfZ32w9zQ3PseLIDAHAk4giEIiEO9TgEQ76h2nO2H+oGJxcbLOlxAlnfc5GbJcDCzkcxdmtH/CSRCiO5h2O9jqHBtgb4mvUViVmJ6HeyHwIHBWq0viIMjfiYdaoXpjTbg89vvoER8OF+ZADu+m1FJCKx/O5yzPMqudQnM0MzrGy/Ev1Psf40x+uuxaA3KxAf+R35uUKsHnAWq+8Pg6ERv8T2pAgTAxPMbjkbYy6NAQCsDFmJ0e6jpcR/APAZ3gDXdj7Fu8cJEOQVYPukq5h3rt+P2DKFQqFQKBTKD0W/7q4peom5ISfSZAoykSNh7mlsXnJPkFVFIOL8DAx58m/Y4t58gwOqoC66gIHi6AUej4cdO3aonCKVkMGJNKUtS6t0jSQPL3DmmY07VgWPpzy64lH8I9J2c3aTMnxWB029ei4HX8brU6+B+4BZqhnGNRmn0Tz6hFgsxvuwBBxbEoxZbQ+gr81KTPXcg20TruLm/nC8D0vQmkADALlZAnx49hV3Dkfg4NzbWNj5GAaWXofB5dZjeZ+TOL/xIT48/0JE0h8Fn8fHtk7bMNZ9LDl24uUJ9D/VH4ICzfxE6rVxweqQIShV0RoAICoQY6PfBRz+845Mr5XSlqVxtNdR4rsUHBOMubdUE1HVxcLWFPMv9oOVPfuZMsoyR+MjA8DPM8LioMU6KQeuiL51+sKjnAcAII/JQfKQBzA0ZkWZqKdfcHjBnRLdjzKGNRhG0j4TsxKx9fHWImP4fB5GbepA+g/Pv8Oji/pXtYpCoVAoFApF11CRhqIUCyPuKX5WfhbysribMFML/RNphCIhaSt6qh7/LgUAUAGNMMJ7Aby8vGSO8/LywrVr1zBs2DCV1s/Mz0SWgI2CMeYbw9rYWtWtE8IuR5G2e8dqCkZyPIrjRBr3Mu5qr1mIpl49oddDgVsArgDZG7LR9aeuGqdO/UjEYjFehcRi6/grGFrBH5Ma78SBObcRfisagjzZ3itiMyFEFTNQUD8ZgtZxEHX5DKMBX2Ez6jsqTilAo/m2+GllVQzY4Am/dT4YtKQNekxpBu/B9dCoQ1VUdHWEqaX8z9K3uAzcPfEK2yZcxQS3HRjovBarfzuDWwfDkf6tZKsMFcIwDDZ22IiJTbmUtlOvTmHgmYFSn0F1KF/LEatDh6JKQ2dy7PCCIGwec1lmie7WLq2xqM0i0l9xbwUuvbtUZJw2KF3FDrNO94aBIftn0+qrM9xO94RAKITfeT+dVJmSB8MwWPfTOtI/k3UILae5kP6pFSF4FRJbYvtRhrGBMWa2mEn6K+6tQFZ+VpFxNZqWlTYRnnQNgjzN3ksUCoVCoVAo/1b+NelODJWlIHsAACAASURBVMNYAHgFoNCFdahYLN7743b030FSpMnIz0BulkQ6kbl2Uwu0geQNIp+RH/JfKNIAgFer1tg6bx4iIyMRGBiI9PR0WFlZwdvbWyUPGkm+Zn4lbWcLZ7U9Rr4nZuF9GBuJwzfgwa1dJZWue5zAmYYWR6SpU6cOWrVqpbZ58D8JCgqCj48PduzYobLA9SNJ/ZKJ63ueIXDvc8S9TZE7LtMuGd/LfUZamXikOycg0yEZ+eZZUBKMBWSz/+xM7VCvbD24u7ujRYUWaF7eB/Zm9hCLxchIyUHsq2TEvkrGp4gkRIUlIOrpF+RlS0enpCVl4/ahCNw+FAEen4Frq4rw6FYDLXrXgl1py+K/GCpSKBYwYLD+wXoAwLHIYzDiG2Fvt70aVRezK22JZbcHYVmvk3h67QMA4PLWMKQnZ2PKwW4wNJb+szWjxQwExwTjyvsrAIBBZwbh+ajnGnlBKcO1VUWM2doR/r7nAQDOb2qhxk1vhLS7ge1h2zGq8SitrykPj3Ie6O/aH0cijgAADpdZC5+2ExF+MxoikRhrBwXA/9kIvRHSfRv4YtndZfic/hmJWYnY8ngLpnhOKTJu8NI2uHfyFbK+5yLhfQrOrnuA3jM089eiUCgUCoVC+TfyrxFpACwGJ9BQShBLY+6mLzM/E3nZnAhibKp/byHJSjOKjEwTorgb8dJVWYPKOnXqqC3K/JPErETSLmWuvGz2P3l24wNp12xWDubW8itUSfIk4QlpNyzdUO11JZk3bx58fHzUKMMtG5FIBD8/P1SsWFHjCB1d8+H5F5xd+wBBRyIgFBT9efNNspFY/S2Sq7xHcqWPyLPKKNZ6KTkpuB19G7ejb2NVyCoAQH2n+uhYrSM6VOsAD08P1GnBlW0vKBDhU0QiIoNjERn0CeG3PiE9mYueERWIEX4rGuG3orFj0lXUbeOC1r+6okXv2iVSeY1hGKz9aS2EIiE2PdoEgDUTNjEwwbZO2zQyQjazNMa88/2wfug53DkcAQC4d/IVstPyMPtMb5hIpFnyGB72d9sPt21uiM+Ix7ecbxhwegACBwWCz9O+L4vPMDfEvkzCmTX3AQBV77ZChtNXTDeeji41umjdvFgRy9stx5nXZ5ArzEXY1zCMnC5CVJgxstLykBCVij3TbmDM5l9KbD+KMDYwxuyWszH64mgAf5dwdx9TxJvG2tEcvy30wrYJVwEAxxYHo+2gerAvU3LiI4VCoVAoFMqPRP/usGXAMExDAOMAPADQ9Adv5z+HpRH3n+P0vHTk5XBP9Y3N9C+SRjLtQNGT/ISoVNIuXcVOa+tLijSO5upXWSmMHgCABj6VVbomJScFMWkxANgUq9qOtdVeVxJvb29s374dI0aM0IpQs2jRIr0TaaKeJuDg3DsyfS8ERrlIcI1AvGsEUipGQ8znXoNqdtVQw6EGqthWQUXrirAztYOtqS3MDc2JIJErzMX33O9IzUlFfEY8otOi8TH1IyKTIpGeV9SY+fnX53j+9TmW3l2KUual0Lt2b/Rz7QfP8p7g83moXN8Zles7o/M4d4hEYnx49gVPrkTh4YV3eB3KVRITi4Hwm9EIvxmNbROuomWf2mjv64bazcvrtGoUwzDw7+CP/IJ8bH+yHQCw48kOWBtbY2X7lRqtbWjExx8HusHa0QznNjwEADy9/gFzfQ5h/sX+sLDhxEtHc0cc7nEYbfe3hUgswp1Pd7AoaBEWtF6glZ/vnwxZ4Y2Yl8kIu/weAFAvoBtC7Hdi0pVJON77uE7WlEUF6wr43eN3LLu7DACw+OU8bFt3CpuGXQYAXNoSBo9uNdDQp0qJ7UkRQ92GYknwEhJNs+3xNvze7Pci434Z3RiXtz1BTGQScrME2DPtBqYc7P4DdkyhUCgUCoVS8ui9SMMwDA/Atr+7owE8UTCcogMkK/Sk56UjP0fC88VE/95CkiKNvJtDsViMrx++k75TJRutrZ+cnUzaDmYOal0rFovxPDCa9FVNdQr/Gk7atR1ra6XCja+vL1xcXLBo0SLcuVM8I9I7d+4gMjKy2FFK2iDu7Tfsm3UTIadeFzmXUj4GMY0fIqHWK4iMWDHSvYw7fqn2C5qXbw73su6wMdH8vSIWi/Ep7ROefXmGezH3cDf2Lh7HP5ZK0UvMSsRfj/7CX4/+QmXbyvBt4IuhbkOJATWPx6Bqw9Ko2rA0+sxqgZSEDDw49xbBx17ixe1oFHrs5mULcGPvc9zY+xwudUuh0zh3tB7gKhWFok0YhsGWTluQW5CL/c/3AwBWh66GraktZrWcpdGcPB4Dv3U+sLQ3xaF57HvwVchnzGqzH4uuDYC1I2dq7uXihXmt5mHBnQUAgEVBi+BdyRstK7Ys3g8mAz6fh2lHuuOPprvx+c038IWGaHy0PwKstuGy22V0qNZB+SRaYkaLGdj5ZCeSspMQkxaD8MY34dGtBu6fZSu9+ftewKYXI6VErR9FoTfN2Eus4fSqkFUY7T4aJgbSe+Mb8DDS/yfM9j4IALh9KAIdxzRGLc/yJb5nCoVCoVAolJLm32AcPB5AYwBbxGLx0x+9mf8ikiJNWm4a8nP1O91JlUia9G85yMlkvXVMLYxg7Wgmc5wmfMv5RtoOpuqJNPHvU5D8mY20MLMyRrXGqqVOSIo09Z3rq7WmIry9vbF7/VG0wjjUxi+ojrb4ybujRnP9aBPhnMx87J0RiLGuW6UEGjFEiK8dgXvDtyPUdyfi6oejoUt9bP5lMxL+SMBDv4dY0HoB2ldpXyyBBmCFDBcbF3Sr2Q2rfFYh1DcUKdNScLrPafg19IOzhbPU+A+pHzD75myUX1cevU/0RmhsaJE57UpbosPIRlh6cyD2xE6E75r2qOgqHcEV/SIRm0ZexOByG7Bv1k2kfsks1s8hDx7Dw64uu9CtZjdybPbN2dj8aLPGczIMg/5zW2Gk/0/k2IdnXzGz9f4iP8ecVnPgVZE1ABeJRRhwegBSc1KhC8ytTTAnoA9JKTNNt0HDE30w5vxYZAtKzszZytgK873mk/7Su0sxYF0zWDmw32nJn9Ox8/drJbYfZQxrMAylLVjBMSEzAbuf7pY5rn7bSvDsWZP0t024+sOrmlEoFAqFQqGUBHot0jAMUxbAIgBfAcz5wdv5zyIp0mTmZ0qlO+ljJI0k8kprJ0ZzUTSlXKy1mgqSksN53diZqpdG9eLWJ9Ku06oC+AaqfURffH1B2nVL1VVrTWUcW3IXliiFSvDA4J6j0KK1h0bzpKcXTfMpKe4HvMHoWltwckWIlO9MQq1IBI35C0/7HEdmhS8Y5jYMz0Y+wyO/RxjtPrqIaKILLI0t0b1Wd2zvvB2ff/+Mm4NuYmSjkbA1sSVjCsQFOPnyJDx3e8JjpwfOvDojs5qQQ1krdJ/sgU3hI7HmwTD85NdAKiUx63suTiy7h6EV/eHvd0HKl0lbGPAMcLTnUbSr3I4cG3dpHE5EnijWvJ3HN8GkPV1IOfqYl8mY4bUPyXHc+4rP4+Ngj4PktYtNj8Xoi6NllvDWBuVqOGDq4e4o/Pqw/1QJpidqYEnQEp2sJ48RjUagun11AEBaXho2vlmHMVu4aJ4be5/rTTlrEwMTTGs+jfSX312OPGGezLG+q9vD6O+/Me/DEnDrQLjMcRQKhUKhUCj/T+i1SANgIwBLAFPEYnGappMwDBMm6x+AmkovpoDP45MKT2KIkZHFPb3+Z6WVfwuJn7i3UykX7aU6AcUUae5wIk1dr4oqX/cy+SVpu5ZyVWtNRcS+TkbIqVek329OS1hZWSm4Qj6aXlccMr/nYs2gs1jc7TiJUALYtKbgEVvwpO8x5DqnYqz7WERNiMKurru0GomkLnweH20qtcHWTlsRNzkOB7sfJJEhhTyIe4Aex3ugwbYGOPnypEyxhmEY1GhSFuO3d8K+uEkYvrY9SlfhRB9hfgGu7XyKkTU2Y92QAMS9/VZkjuJgbGCMM33PoGlZ1kJMDDF+O/Mbbn28Vax52w2pjz8OdQOPz6oicW9TMKPVfiTFcp/nclblsLPLTtI/FnmMpF/pAveO1fDbotakX/m+Jw5suYxXSa/kX6RlDPmGWO69nPQ3PdyEMt4maNmX86ba6HcBmak5JbYnRYxoNIKYqsemx2Lf830yxzm52KD7H5wovG/mTRIBSaFQKBQKhfL/it6KNAzDdAbQHcBtsVh88Efv57+OZJqHpEhjYKT96inFRTIqRtYNLAAkxUiINBWstbr+91wuSkfd9JiXwTGk7aqCSBMZGYkNGzbgydEnwH0AiSi2abAkZ1aHEo8T947VUNnNWWMD4JI2Dn5x5xPG19uGWwe4KKM880w863YKocN2Ir1MAtpXbo/wUeHY9MsmVLCuoGC2ksfU0BQD6g3A7SG3ET4qHEPdhsKIz/nJhH8NR+8TvdF4e2Ncj7oudx4LGxN0+90DW9+MwaxTvVDDgytNLSoQI3BfOEbX3gL/4eeRGKOxFl50XSMLXPj1AmrY1wAA5Bfko9uxbnj+5Xmx5vXq54oZx3vCwJD98/XlQypmtj4gJdT0qNUDfg39SH/c5XH4kPqhyFzaos+sFvDoXoP06wR0xLht03QWwSOLbjW7oXl5tlS1QCTAvFvzMGpTB9iUYn17UhIysXOy/PdJSWJmaIapnlNJf9ndZRAUCGSO7TWjOez+ruyUkpCJk8vvlcgeKRQKhUKhUH4UeinSMAxjDmATAAGAscWdTywWN5L1D0BR51CKTKREmuws0jbUR5FGIsVJDNk3SUkxXFSFYwXtRnhoKtIkxqQhKZbdl4m5Iao0kJ9qExgYCC8vL7i6umLSpEnIvZ4LXAGwGRjQeYBW/F9Sv2bipoTA0WuGJwC2THmrVq3UmsvLy6vETIPFYjFOrQrB7LYHyOsJAHF1n+PO2I2Ic3sOezN7nOh9Ald/u4pajrVKZF/Foa5TXezuuhufJn3ClGZTpMoWP/3yFD4HfeBzwEcq7e2f8Pk8ePaohdUhQ7Hs9iDU9+ZMqUUFYlzb9Qwjqv2FHb9fQ0aKdiIuHMwccPW3q8SDJD0vHb8c/gWf0z8ruVIxnj1qYeap3gqFmnU/rSMpQJn5mRh0ZhAKRAXFWlceDMNg8r6ucKzGRhzyhUYQra2C/SGHdLKevD2saLeC9A+9OISPwrcYs5UrwX1j73M8/rsi1Y9mVONRJNIw+ns0jkQckTnO1MIIg5e2If3Tq0PxVSJdlUKhUCgUCuX/Db0UaQAsBFABwDqxWPxS2WCK7pH0x8jM5iJp+Ib69xaSNAuWF0kjmfriUF67Io1kiWVrE9WjdF6FxJJ2DY9ycv1odu3aBR8fHwQFBck8HxQUBB8fH+zeLduQU1Uubw2DMJ+9qa3RtCxqN+cqq8ybN09lHx8ej4e5c+cWay+qkp2Rh+V9TmHPtEBiMio0z0VY76N41vMUBGY5bPTM6HD0qt1Lp2WpdYGzhTNW+axC9MRoTG8+HaYGpuTc9Q/X4bbNDeMvjVdolsswDOp6VcSSG79h1b0haNCeK/MuzC9AwPoH8Ku6CQHrH0CQX3xRo6JNRVz57QrxtorPiEfHwx1lliJXh6adqxcRama1OYBv8RkAAHMjcxzsfhAGPDYl817sPawKWVWsNRVhZmmMhQG/gTFl33fmqfbYMfIm0nK1F52kjOYVmqNLjS6kPzNwJjy710SrfpxAumnERWSny/aAKUksjCzwuwdXfnv53eVyv6/bDKyHau6sibogrwB7Z/xYE3IKhUKhUCgUXaJ3d9gMw7gBmAggFqxYQ9EDbE0lRJpcrnKJgaH+RdLwedye5D05lxZptJvuJHnzKWm6rIzXIVx0Qe3m5WSOCQwMxIgRIyASyb6ZKUQkEsHPz0/jiBpBnhCXtoSRfpdJTaQEjbZt28KhrwPk+DITeDweduzYUSKpTt/iMzC95T7cO8l5gaRXiMftkRvxpc5LMGCwzHsZrvx2BWUsVauapa84mjtiebvleD/hPfwa+hFhUiQWYdOjTai+qToOPD+gNN2mlmd5LLo2AEtvDkSNplwaVGZqLnb8fg1jXbci7ErxIy/qOdXD6T6niWBSmKolL8VFVf4p1CREpWK29wF8T2Sj/dzLumNeq3lk/Lxb8/Dsy7NiramI8rUcMX4nV/3MJrISJo5boeAK7bO07VLyfrjy/gpufbyFkRt/lqr2tHvajRLdkzzGuo+FpRGbyvQq+RUCXgfIHMfjMRix3of0g4+9lBK1KRQKhUKhUP6f0DuRBsAGAHwAswEwDMNYSP6TGGf89zHt1U6myEUykiZLQqQpNPDUJ/gMJ9IIRUKZY1LiMkjbvoyFzDGakpHPzV14A6IKr+/HkXYND9kizcKFC5UKNIWIRCIsWrRI5fUlCTn9Gt+/sje6dmUs0byndEpQZFIkkmomAQMBfiXZQp2XlxeuXbuGYcOGabQHdfgUmYgpHrvx8flXcuyzRxjuDtqBPKsMmBma4XTf05jRYobcsuz/RspYlsH2ztvxYvQLeFfihLDk7GQMOjsIPx38SSUvlnptXLA6dChmnuwlZTAc/y4F8zscweLux4udYuJd2Rs7O3OGvteirmH85fHF9m1p2rk6ZpzoRSLPPr/+hjntD5KUrZktZxIDY4FIgIFnBsqtJqQNfH5thBq/ccJv4h5jXDwnO+pNF9QpVQeD6w8m/RmBM2Blb4qRG7kS5le2PUH47egS25M8bE1tMbrxaNJfErxE7vuhlmd5tOzD+W3t/ON6iXr+UCgUCoVCoZQU+ni3UuiWuh9Ahox/hWz9u0/ToUoAe1N70s7O40QaVUtElySFT+sBtnTxPxGJxEhJ4FK2Ck0ptUVmPje3pbFqc+fnCvHx2RfSl4xqKCQyMlJuipM87ty5g8jISLWuAYCLmx+TdodRDYtETJ17c45tVAZ6ruyJiIgIbNiwAYsWLcKGDRsQERGB27dvl0gEzavQz5jWYh/xn+EZMHjd/RKe/xwAsUEBnMydEDQkCN1qdtP5Xn4UtR1r4/rA6zjZ+yTKW3Fpadc/XIfrZldsfLBRbipJIQzDoHnPWtgcOQq+a9rD3NqYnLt/9g3G1N6C06tDUSBUTSSUxWC3wZjvNZ/0t4Vtg/8Df43nK8Sjaw1MPdydlOeODk/EvJ8OITs9DwY8A+zvvp+khkUkRmD+7fmKpis2y3eNQUEVVtTiiXjYPPgaUr9mKrlKeyxovQDGfPb39zDuIQLeBKBV3zrw6FqdjNnodxF5OcWLZNIGk5tNhomBCQAgLCEMV6Ouyh07eHlbYlb/5n4cgo6p/91GoVAoFAqFou/o3x02RS+xN5MUaThTUX2MpJEUaWSlU2R8yyY3mubWxjA2NdTq+ln5nLGyuaG5Std8DP8KoYDdU+mqdrC0My0yRtPUJXWvi3mZhJd32VQCvgEPPw1vUGTMhbcXSLtz9c6oU6cOJkyYgDlz5mDChAklZhL88l4s5vkcQtb3XACAkTkf4QNPIKr+fQCsh8vtIbfRqEyjEtnPj4RhGPSs3RMvx77EpKaTSMRQjjAHE65MgM8BH8SmKU8RMTQ2QPfJbDWodkO4cuR5OULsnnoDv7vvxLvH8Rrvc77XfPxa91fSn3xtMq68v6LxfIW06F0bk/Z2QWFW3rvHCVjY5RjycgSobl8dK9uvJGNXhazCg88Pir2mPAyNDDDzeB/km7GCNvPdGNN7bEdBgeYClzpUsK6Ase6c5/6cm3MgEoswevMvRHxLeJ+CIwtLLsJHHk4WThjeYDjpL7u7TO5Y50q26DKhCenvm3ET+bmyoyUpFAqFQqFQ/q3onUgjFotdxGIxI++fxNChfx9z+VF7/S9RWIUDAHKkRBq9ewtJlSkWiIqKNKlfuCfatqW1m+okKBCQNfkMX2ovinj/OIG0q7uXljkmPV0zo1V1r7u2i/PsaNq1OuxKS0cDpeSk4EEce4PLgMHPVX/WaF/F5VXoZ8z/+TByMvMBAJYOJnjudxSfKoYDAEqZl8KtwbdQ06HmD9nfj8LCyALrfl6H+773UbdUXXI88GMg6m6pi+ORx1Wax9bJApP2dMGqe0PgUq8UOf7h2Vf80XQ39s4MhCBP/RtkhmGwq8sueJTzAMD66PQ92Revkl4puVI5bQfWw9itnCdMxJ1PWN77FISCAoxxH4O2ldqSNQefHYwcgXaqWMmiVcOmqDAzn/TjQ7JweNFtna33T2a2nAkLI/b7LTIpEkcijsC+jCWGrW5PxpxeFYoPEhF8P4qpzacScT3oUxBCYkPkju0zuwWs7FkRO/FTGs75PyyRPVIoFAqFQqGUFPp3h03RS6TSnSRvbPQvkEZKGJHlPVHotQIANk7aFWlyhNxrY2poqnL1oPdhnEhTpZFskcbKSrMqVOpcJxQU4NaBcNKXFUVz8+NNkjrjXtYdDmYOGu2rOLx/kiAl0FiXMsPHcZfxwYYtQW1jYoPrA6//5wQaSdzLuuOR3yPMaM758KTlpaHvyb4YcX4EsgXZSmZgqeVZHusfD8eQFd4wNmVvpEUiMU4uD8HEhjs0iqoxMTDBmb5nSGpWel46uh7tKlW+XlN+HtEQQ1dyaXaPLr7D+qHnADErDhUKF2++vdF52tOqP+Ygrg0nIhxbdA8RQZ90umYhDmYOmOwxmfTn356P/IJ8+Pi6wdWLzSoWFYjhP/xCsVLYtEEF6woYUHcA6a+8t1LuWAsbE/Rf4EX6J5beRfo31d7LFAqFQqFQKP8GqEhDUQnJdCfJp8/6WMLY2IDz0sgvyC9yvrDyCwDYOqmWjqQqkq+NZHlkZXx4yj3NrtpQtkijqb+LOteFXYlCWhJ7w2Nf1hJuEuWZC7kedZ20fSr7FDmva758SMWCDkdIGWFrRzOIZkXiAW4BYCOYTvU5hXpO9Up8b/qGsYExlrVbhuChwahsy/0udzzZAfcd7ipHrxgY8tFrmif+ihiFuq0rkuMxL5Pxh8duHFkYpPaNvrOFM871PwczQ9b7/V3KO/Q/1V9uRTZ16DnVE31mNSf924cisHPyNVS0rog1PmvI8TWha3Sa9mRraosRSzviW4Vo9oAIWN7/JNKSS0ZUmNxsMomC/JD6Abuf7gbDMBi/vSMMjVlvl/dhCXoRjTKt+TTSDngToPC92WFkQ5Stzv5cWWl5OLbkrs73R6FQKBQKhVJSUJGGohKS0RLZ+dwNhh5qNMQwEwByhblFzqclcvu3LqVdkUZyvUIzTGUI8gvwKSKR9Cs3cJY5rk6dOmjVqpVa+/Hy8lLLH0YyiqbNb3XBl5HOdjP6Jmm3q9xOrf0Ul4yUHCz45QgR2ixsTVB3gyGOft9Dxvh38CdpLRQWz/KeeDryKfq59iPHXia9RJOdTXDy5UmV53GubIslgQMxatPPMDFnvZxEBWIcmn8H01ruRUJUilr7cnN2w56u3O/uyvsrmHtrrlpzyGPg4jboMIrzIjq34SFOrQyBX0M/UglLJBbB95yvTqs9jWjih/xRL5Fvyr5nv8dnY8OwcyVSmcjaxBozms8g/cVBi5ErzEXZ6vboN7clOX5w7m0kfip+FFNxqO1YG52rdyb9lSHyo2kMDPkYvIz7jF/86zG+fEjV6f4oFAqFQqFQSop/nUgj4U+z90fv5b+Eo5kjaecI9Tu0XFIcySsoevOVlsRF0lg7areCu+R6khE9ivj8OpmYBju52MDCRr64M2/ePPB4qn1seTwe5s5V/YY3Oz0PD8+/I/02A+sWGfM5/TPep7wHwL7Ohb4iJYEgvwBLepzA5zffAACGxnwM3NcUC6K4J/DDGwyXKulL4bAytsLhHoexs/NOEuWVmZ+J3id6Y9r1aSpHsPB4DDqNdcem8JGo3ZyrJPXmfhwmNNiB24dfqLWvPnX6YGaLmaS/7O4ytYQjeTAMg1GbfoZnTy7lbe+Mm7i5Pxw7u+wkpt6RSZFYEryk2OvJg8/jY23/5Xje/Qw59vD8O1zY9Ehna0oytslYOFuwwm9cRhy2Pt4KAOgx1RMVXdnv9bxsAbaMu/LDS1rPaMEJSgfDDyImLUbu2Gbda6KWZzkAgDC/APtm3ZQ7lkKhUCgUCuXfxL9OpKH8GKSqO0mk9Pzg/9PLRFKkkRVJk57M7d/SXvWUJFWQTK9S1TQ4OvwraUsatMrC29sb27dvVyrU8Hg87NixQ61Up/sBb0illEr1nVCxTtG9BH8KJu1m5ZqpLERpgx2TriLiDufnMXFvJ8xPmEyEsXpO9bDxl416mYKnLzAMA9+Gvgj1DZVKf1oVsgqdjnRCWm6aynM5V7bFsjuDMGhJG/AN/q4klZGP1QPOYoPveeRmFU01lMeiNovQoWoH0h8aMBSvk1+rfL08+HwephzsTjxYAMB/+AWkPCzAMm+uitCyu8sQ/jVc1hRawcvFCy271sUHD84Qd/fUG/go8dnXFWaGZpjVYhbpL7u7DFn5WTA04mPcNs5k+dGFdwg9+0bn+1GEZ3lPtKrIRgsKRUKsv79e7liGYTBsFRfJF3zsJd4+0rzqGIVCoVAoFIq+QEUaikoY8Y1gY2IDABAznPfEj37yKgtTQ054kTTyLUTSZNLKQbuRNJIlv1UVaT5FJJG2MpEGAHx9fXHt2jV4eXnJPO/l5YVr165h2LBhKq1fSPDxl9wc/WWnSN2N4bwfCm+mSoLAfc9xaUsY6Q9e1hZ3y5xDWAJ7zIhvhEM9DqmcYvZfp75zfTz2e4xO1TuRY1feX4HHLg8SKaUKfD4PfWa1wOrQoShdxZYcv777GSY33Y3Pb5JVm4fHx6Eeh4hwlJmfiZ7HeyIzP1PJlcoxMjHA3IA+5LNVIBRhWc+T6GDUE83Ls741QpEQw88N14ofjjxWtl+JDz/dQZozKyQI8gqwst9p5GYXrUCnbUY0GoFyVmzUSWJWIv569BcA1hT655ENybht468Qr6cfxfTm00l7e9h2pOTIT6Gr5VleOlJqeqBe/k2iUCgUCoVCUQcq0lBUglt4pAAAIABJREFUppR5UQFBLNK//xAXGpECkFnBJjOFi66xtNNuJI1kye/CkrLK+BTJiTQV6jgqGMnh7e2N27dvw3uVN/AzgDbAkBlDEBERwR5X02Q4Ky0XT69GkX6L3rVljgv5zEUCFN7g6ppPkYnYPPoS6bfsUxt1htliUdAicmxxm8VwLeVaIvv5f8HW1BYB/QIwu+Vscux18ms03dkU92LuqTVXtcZlsOGJH7x+5X4HMZFJ+N19F+6efKngSun9nOpzightL5NeYsT5EVq56Ta3NsGCS/3hWJ6tdJaTmY+FnY5jdSN/IqY+in+ETQ83FXsteVS2rYyJzcfjaa8TEBqyUUaxr5KxZ+oNna1ZiLGBsdTveeW9lcjIywAADFnWFjZ/G6h/i8vAofl3dL4fRXSo2oF8lrMEWdj2eJvC8YOWtAGPz0bPhd+KxtPrH3S+RwqFQqFQKBRdQkUaisoUijRinkQkzb9RpEmVSHfSskgj+SReVZEm9iUXbVBRRZGmkBy7HMADgBcwdNRQtUyCJXl44R3xxanaqDScK9sWGZOZn0lSQhgwaFquqUZrqUNutgAr+pxCXg6bhlWupj3G7+yEcZfHkdSypmWbYnKzyYqmociBx/CwuO1iHOpxiBhup+SkwHu/t9q+MGZWxphysBsm7OoMIxP2vZ+TkY/lvU9h99QbKlV/cnN2w9aOW0n/SMQRbHm8Ra19yMOhrBUWXO4Pc+u/f874DBwc+AgzGs4hY2bfnK3QB6W4zG41G2YVeHj5Myc6Xtz8GA8vvNXZmoUMazAMLjYuAIBvOd+w8eFGAICFrSn81nFV2s77P0TU0wSd70ceDMNgSrMppL/x4UaFxs7lajjAZ3gD0t834yZEevh3iUKhUCgUCkVVqEhDURkncycAgJjh/gMsKtC//wwXGoICQFZ+VpHzmalcJI25jXY9VQrEnEjDY5R/vPJyBPj6ka1KwuMxKFvdXskV0nzN5DwtZEU6qcqDAM6Loln3GjLHhMWHQSRmb7RrO9aGlbGVxuupyr4ZgYj5W8QyNjXAjBO9cC3uMm5Fc+W2d3TeAT6Pr/O9/D/za91fcWfIHfIeyivIQ58TfbDh/ga15mEYBj7D3LA6dKiU0Hd6dSgW/HIEGSlF0w//yWC3wfBr6Ef6v1/9HU8Tnqq1D3lUrFMKs073hoEh+9mMfpEI8cbKqG3HiptZgiyMvTRWZykzVsZW+LP1n4ht+ARfanIRRhuGnUfq1+KndinCiG+Eua04I/E1oWtINE2rfnVQ37sSAEAkEmPzmMs/VOjoX7c/yliWAQAkZCbg8IvDisfPawVjU1YYjHr6BcHHInW+RwqFQqFQKBRdQUUaisoQkUYikqagQPnT8ZLGwsiCtGV5WmR9lxRptOthUihiAKyAoIz4dynEfNmpsi0MjVWLvikkOZuLwtFUpBHkCRF2hUt1atpVtkjzOP4xN6as7qNont/8iPMbuQo4I/x/RplaNph6fSo5NsZ9DOo6Fa1CRVGfpuWaItQ3FNXtqwMAxBBj0tVJmBU4S23RorKbM9aHDUeTztXIsafXP+B39134FJmo4EoW/w7+cHN2A8Cacfc+0VstU2NF1G9bCeN3cl48T658QK+wP0j/wtsLOP3qtFbWkoVfIz/UdKyJ8C4ByLVMBwCkJWXDf/gFnfupDKw3kPj+pOSkkPQuhmEw+q+fYWDEfme9uR+Ha7u0I4xpghHfCBOaTCD91aGrpb5b/4l9GUt0mcR9Jx2YcxuCfN35C1EoFAqFQqHoEirSUFSmsIyrlEgj0G+RJiM/Q+qcSCSWMsY0t9adSKNKlaG4v8tJA0C5GupF0QgKBEjLY29ceQyPGDurS2RwDHIy2NQh58q2clOuHidwIk3jMo01WktVcrPy4e97gfSbdK4GH183bA/bToxtbUxsMN9rvk738V+jsm1lhAwLgWd5T3Js2d1lGHNxjNqmuhY2Jphzti/6z2tJjn35kIqpnnsRdkWxObGJgQmO9zpOPstRqVEYeWGk1kQM70H10Xd2C9IP2/cZAxK4lLmJVyaSKBNtY8AzwMp2KyEwy8HzrlxZ7kcX3uHqTt0KI4Z8QylvmjWha4iQXa6GA3pObUbO7Z95U8pkvaQZ2Xgk+f2/THqJy+8uKxzfc5onSV/98iEV13T8WlIoFAqFQqHoCirSUFRGpkijgs9ESaMokiY3K59ErhibGZLSwbqAgQoizVtOpClT3U6t+VNzU0nb1sRWpfQqWTy6xN0wu3esKldcevblGWk3LN1Q5hhtsX/2LXyN/g4AsLA1wfjtnZAtyMbioMVkzJyWc6RKw1O0g72ZPW4MvCFV+Wlr2Fb8duY3qeplqsDjMRjwZ2vMOt0bJuaGAIDs9Dz82fEozm96pPDaavbVsKPzDtI/FnkMu57uUmt9RQxY2Bot+3AG2ek7bVEtrhEAIC4jDvNuzdPaWv+kU/VOaO3SGslVo/CxaSg5vvP3a0iIkl/NSBsMrDcQlWzY1KZvOd+w+dFmcq73rBZwcmHF3vRvOdg386ZO96IIGxMbjGg4gvTXhK5RON7CxgS9Z3Fm5kcXBatVBp5CoVAoFApFX6AiDUVlSluWBgCIeNwTdaEehpRLeqWk56VLPX0vjBgBAFNL1Upk65KE95zQUqaqeiKNZGlaW9OiRr+qEnaZE2kad6wmc0y2IBtvv7HmpgwYnaYYvQ9LwHn/h6Tvt94Hts4W2PJ4C75msR485azKYWyTsTrbw38dU0NTnO5zGgPqDiDHjkYcRf9T/Ylhszp4dq+JVSFD4VjBGgAb0bZt/BVsm3hVYcpkP9d+Uv40E69MxOvk12qvLwsej8GkvV1QzZ31PhEViFHnaHeYfWM/h/4P/fH8y3OtrPVPGIbBynYrAQCv211HpgNb4S03S4B1g8/pNI3UkG+IWS1nkf6qkFXEu8vEzBAjNnAmwtd2PsW7x/E624syJnpMJGmjt6JvKfUm6jimMezLWgIAUr9k4oISIZBCoVAoFApFH6EiDUVlCo0cRXwJkUYP052MDYxJWV2hSIhcIedBk5spKdJo1zT4n4ihPDUjIYoTaUpXVU9o+Z77nbRtTTQTaRJj0vD5NRvNY2RiANdWFWSOe5X0iqRyVbOvJlVBS5uIRGJsGXeZRDs18KmMtgPrIU+Yh7Wha8m4OS3nkFLNFN1gyDfE/u77MdadE8NOvTqFPif6KKy2I49K9Zyw9sEw1Ghalhw77/8Qy3ufRF6O/Aid9T+vR21HNuIlW5CN/qf6a7S+LIxNDTHnbB/YlWFv7AUZInidHAGDXGOIxCKMvjhaoRdKcXAv646+dfpCZCjE0x4nIeaz67y8F4uza+/rZM1CBtUfhIrWFQGwvlZbH3MVtZp2qQH3v8VasRjYOu7KDzMRrmBdAb3r9Cb9dffXKRxvbGqIfnO59LqTK0KQKeFBRqFQKBQKhfJvgIo0FJUpbfF3JI0BJ9II8oQ/ajsKkYymKfRtAYAcCZGmMP1Cm0imHKlyc/flg4RIU0U9oUXSSNXaxFqtawt5duMjaddpVQHGprJfk4jECNJ2LeWq0VqqcPvQC7y5HwcAMDDiY/RfHcAwDA69OISETLYscGmL0hjiNkRne6Bw8BgeNnbYiMkenF9LwJsA9DrRS6OIGltnCyy9NRDNe9Uix0LPvMFs74Ny/U/MDM1wpOcRUiL82ZdnmH1ztsyxmmBfxhJzA/qQsuG8BDM0PN0bEDEI/RyKvc/2am2tf7K47WIY8AyQXiYB71reJscPzr2NmJdJOlvXiG+EmS1mkv6qkFXIEXCVt/zW+3Amwg/icGOvbiKKVOF3j99J+2jEUSRkKC4P3n6YG6kslpmaizNrQhWOp1AoFAqFQtE3qEhDUZlS5qXAZ/gQS0bS5OlfuhMAKRNdSTEjN4t7Ym9qof10J8mKTspEGkGeECnxrDkpj8eQVBBVSc9LJ21rY81EmueBnEhTWIJXFi+TuHLBdRzraLSWMnKz8qU8MLr/4YEyVe0gFoux/v56cnySxyQYG+g2CorCwTAMVvusxjTPaeTYhbcX0O9kP7U9agA22mH6sZ7oNtmDHHsd+hnTW+5DUqzsCk71nOphZfuVpL8mdA1ufLih9tryqNa4DCbu7kz6jm+ro/qttgCA6TemIzUnVd6lxaKqXVWMajQKAPC+ZRDyKrApjIK8AqwbHAChQHffr0PchqCcVTkAwNesr1J+P2Wq2kmZCO+bEfjDIlKalG1CjKwFIgGpSCUPA0M+Biz0Iv2AdQ/wPTFLp3ukUCgUCoVC0SZUpKGoDJ/Hh7OFMwoMuOgZfY2kkRQtJNOC8rK5m0pjM+1H0vB5nEgjFCl+bRJj0khaj10ZSxgYKi/ZLYmkSGNpbKnWtQAgFosRfjOa9N0UiDSvkl+RdmHqibY5u+4BvsWxopWNkzl6z2RNQG9H38aLxBcA2KgKSY8SSsnAMAyWt1suFX1x5vUZDDo7SO2qTwArSg5f0x5+63xQ6FMd+yoZ05rvRezrZJnXjG8yHh2qdiD9IWeHaFU88ervil7TuapW1YK94PSqFpKzkzH31lytrfNP5rSaA3NDc4j5ItzvdAi8v7+W3j1OwOlVuosCMTYwxlRPrpz9ynsrpaKjes9sDsfybERiWlI2Di+4o7O9KEMykmvL4y3IFiiuOuXV3xUudUsBYIX5kytCdLo/CoVCoVAoFG1CRRqKWpS1KguRhEiTn6v/kTTyRRoDra9rwOPmVCbSJMVwIkspF/UjYSQrV1kYWigYKZv4dylI/cLOYW5tjEpuTnLHFpoGA0AN+xpqr6WMtORsnFrJ3Uj9tqg1zP72DNr8mKs+M7j+4GKZJFM0h2EYLGm7BH80+4McOxpxFMPPD9fYt6XrpKaYeqQHDAzZP0VJsemY3nIf3ocVTWlhGAZ7uu6Bg5kDALYC07jL4zRaVx4Dl7RBw5+qkL7bmR6wSHLAlsdbdGYi7GThRF7TzFJJSPiJK3V/eMEdREck6mRdABjecDhKmbNiRmx6LA6GHyTnTMyN4LumPelf/OsxYl/pLgVLEd1qdkNl28oA2Kp2+5/vVziex2Pw26LWpH9p82N8i9dNSXUKhUKhUCgUbUNFGopalLMqJy3SKDD8/JFI3shLlqqW3K+hifZFGkMeF52jLBUkKYZL7ShVUX2RJkvAhfCbG5mrfX1EUAxp125ZAXy+7K8DoUiID6kfSL+avewKUMXh9KoQUnmrfC0HtB/qBgD4kvkFZ1+fJePGuI/R+toU1WEYBqvar5IyE977bC+mXpsqVUVNHVr1rYN5F/qRyLb05GzMansAr0Jii4x1snDC9k7bSf/wi8M4FnFMo3VlwefzMPVwd+JpYpBvjEbH+oPJNcD4y+M1/hmV8YfnH7AzZatKhTW4AOs67HeTUCDChmHnUSDUjXmxmaGZVJTK0uClUuJy81614OrFGgwXCEXY8ft1nb0GiuDz+JjQZALpb3iwQakw2LRLdVRrzPqo5ecKcWLZPZ3ukUKhUCgUCkVbUJGGohblLMuhwIATH/Jz9TPdyc6EK2ctWapaMvJHnklucSisKgWw/gmKSP7MRdI4lLNSMFI2kiH/5obqizSv7nE3wfKqOgFAbFos+VmcLZxhYaR+1I4i0pKzcfEvLnpgwEIv8A3Yr6aD4QfJTWOLCi10alpMUQ2GYeDfwR/D3IaRY2vvr8Xyu8s1nrOhTxUsCfwNFrZsxa7s9DzM9TmE5zc/FhnbvVZ3KePoMZfGKDWTVQdLO1PMOt0LxqasUGKR7Ij6Ad0Q/CkYxyOPa20dSayMrUgqmZgvQkiHA8S4992jeJxdp7tqT2Pcx5DqcFGpUTgReYKcYxgGIzb4gMdjc9KeXI3Co4vvdLYXRQxtMBSWRmxa5+vk17gedV3heIZhMGBha9K/sv0JEmNkex5RKBQKhUKh6BNUpKGoRXnr8igw5MQHyfQhfaLwqTQgLdIIJTx0DIzV84BRBUlDW2Vlgr995sLv7cuq7ykjKdKYGpqqff1LCZGmdvPycsdJRtFUsa0id5ymnFv/gBg6V3R1hGcPrvKPZFqDbwNfra9N0Qwew8O2ztvQo1YPcmzWzVnY+WSnxnPW9CiHZbcHwaYUKzjmZgnwZ8ejCLsaVWTshp83kBLSKTkpGHlhpFYjPCrXd8a47R1Jv/RLV7jcb4ap16cq9UPRlLHuY1HGsgwAINriFcoN4c4dnHsbcW+/6WRdS2NLjG8ynvSX3l0q9VpWru8MH78GpL9z8nUI8ks+zdXK2ArDGnDCoP9Df6XXNPq5Cmo2Y82RhfkFOLY4WGf7o1AoFAqFQtEWVKShqEV5q3+KNHoaSSNHpJG8uTA01n66U2GZYADIK1Ai0sQXT6TJFXLVVkwMTNS6Nv1bNuLfsa+LgREfVRqWljs2+ns0abvYuKi1jjKy0/NwQSKKpt/cluSpfWRiJDEMNjUwRc9aPbW6NqV4GPAMcKjHIbSt1JYcG3VhFC6+vajxnJXqOWHZnUHk85CfK8TirscQduW91DgrYyvs6bqH9M+/PS/lp6IN2vxWDx3HNCb9Wtd9kBkBrA5ZrdV1CjE1NMWclnNI/5jLerg0YP1iBHkF2Oh3ASKRblKNJjSdQKLxIhIjcOndJanzAxe1hrk1+90W/y4FF/96pJN9KGNck3FgwH4/XHp3ScorSxYMI+1Nc2PPc3z5qJtKXRQKhUKhUCjagoo0FLUob10eBUZcBZDcrHwFo38c9mb2pP0th3sCLZQQaQrNSrWJZCSNpIgiixQpkUb9dCfJSB1JcUgV3j6MJ+3Kbk4wUuDPo0uR5sqOJ8j6u7Rv6ap28OzJRdEci+S8RjpV76RRBSt9JSstF1FPExBy5jUC1j/AwXm3sW3CFawbEoA1g85izaCzWDs4AFvGXcb+2TdxenUobh9+gci7MUiKTdPZzbq6mBiY4Gzfs2hYuiEAoEBcgL4n+yIsPkzjOcvXdMCKoMHEp0mQV4DF3Y4XEWraVGqDMY05j6IJVyZoNe0JAIavbY/qTdjoFp6IjwYn+2DN1Q34nP5Zq+sU4tvQl3zGkvOTYD7mK3h8VpSICIrBle1PdLKuvZk9RjQaQfrL70mnrlk7mqP//Fakf+TPIKQl6yaiSBFV7aqiY3Uuwmnjg41Kr6nf1kXKV+f4krs62x+FQqFQKBSKNtB+KAHl/5oK1hWkI2my9DPdqbACDAAkZ3MlfQsEnNkkXwcijakBl3akTKRJTeCqM9k6q+8pky/iBDJJcUgV3j3iRJrqTcoqHBubzqVFVbCW712jLgVCEc77c0/ke0zxkDIvPvXqFGn3qdNHa+uWNAVCEd49jkf4zWi8exyPqCdfkPipeN4YJuaGKF/bES51S6F6kzKo4VEWFV1LyTV/1iWWxpa4+OtFNNvVDNHfo5ElyEKnI50Q6huqsajnXNkWy24PwszW+5H4KY0INfPO90OD9pXJuBXtV+Dy+8v4+P0jvud+x+iLo3Gm7xkwhXW9i4mhsQFmnOiFiQ12ICMlB6bp1qhx4hfMbDQLB3oqrjCkCUZ8IyzwWoAhAUMAANuS12Ll5MM4t4oVvfZMu4EmnavBQQNRVxmTm03GpoebIBAJcDfmLu7F3EPzCs3J+Y5j3XF5axji3qYgKy0PR/4MwqiNP2t9H8qY2HQiLry9AADY+3wvFrddDGsT+cbrDMNgwJ9emNma/X0F7gtH3zkt4eRiI/caCoVCoVAolB8JjaShqEVpi9KACSd05Gbl/5BqH8qQFGmSsriysZJVUgrNabWJpDdMtiBb7msjEomRlsQ9ibZxUt+MV7J6lGRVKVV4KyHSVHOXn+oEQCpqoLyVfO8adbkf8IZUuLJyMEPbQfXIuTfJb/Ay6SUAVvjqULWD1tYtCXKzBQg+HomlvU7gV4fV+B97Zx3f1NWH8ecmdXdF2uK0pbh7h7sOZ9hwG2PAsG3IBMZwhg6X4c5wGVYo2kJbKNBCW+ouaZvk/eOSc29oPLfQ933P9/PZZ+ck5+bcpknKffL7Pc+3Tf7CzrlXcPtopNECDcD6tby4F48L2x5h3bgzmFJ7MwY4LsNP3ffj5JqQUvMvUYeHjQfODDpDDGjf57xHl71dkCXJ0nKketx9HPDz1WHkYrpIIsXiHgfw9FoMWWNjZoMt3TkfnOORxwU393WrYI9vdvbg5i+r4tafr3EvrnRafgbXGoyqzlUBAJmSTMQG34F3VbZ9Mz+7EH9OPFsq+5azK4chtYaQ+cfVNKZmYoz47QsyP7Ph80RyB/sGo6ZrTQBATmEOtj/arvWYwFYVEdiaq6Y5QKtpKBQKhUKhlGGoSEPRC7FIjPIOXMKTXF42zYNdrVzJmF9JI5NyIo2oFKoORIxIqfVIXTVNTno+EYys7Mw1thupgx+VayLS7/joB+/JuHI9zSJNXHYcGXvbaa660YfT6zkvmk5j6yqlbZ2MOknGHSp3MChi/HMQGRKHFcOPY6j7Cvz65RHcOhyB3MyS3kQmZmKUr+GC+p0ro/P4ehi4sCXG/NEeU7Z2w/Qd3TF9R3dM3dYNX6/qgME/tUL3qQ3RtE91VG3oBTtn1SbR+dmFCDn5Ahun/IOx1dZjfM0N2DXvCqIfJnwSIbWGaw0cG3CMJJw9S36GgYcHQioz3GTW3ccBS68MhWsFtlJCkl+Mn7rux/PbnHDY1rctxtUbR+aTz05Gap6wIlWDLlXQ57smZF7tUjC+W/9TqTyvJiITLGy1kMxXP1iJ4Wtbkfmd41G4dTRC8H0B4Ltm3xHPl1NRpxCWFKZ0f6PuVVGrjQ8AQCaVY9t3l0rlPDTBMIxSHPfae2u1xnEDwMAFXLvWpe3Um4ZCoVAoFErZhbY7UfTGx8EHxWYSiIvZi+r87EJYWJtpOerT4mrNiTRJuUlkLJNyF1UKrwehsTK1IqbBuUW5KpOXMpNyydjezTABQirnLn7FIt2TqjKScokfjrmlCcpVd9G4Pj6bq7pRpM8YS1xUKp5cfgMAEIkYdBxbV+l+RTsDAHSr2k2QPUsLmUyO20cjcPT3O4i4rdqrxMnLFnXa+cK/ZUVUruuB8jVdYWpmeLpYRlIuYsKSEP3wPSJuv0PE7TgljyMAePs8BQeW/IsDS/5FhZouaDs8CG2GBMLZq/S8fVpWbIkt3bZg2LFhAFhz15kXZmJFhxUGP6a7jwOWXBqC2S13IC0hB/k5hfih0178fHUY/Gp7AGDbnk5GnURcdhyS85LxzflvsKPnDkF+JgVDF7dB6JUovLmXCpFcDGZdVRzodhgDGvcVdB8A+NL/Syy+vhjPU54juzAbp0X70GFME/yz+SEA4M9J51A72BdWdvq1OWqjukt19KjeA8cijgEAlt1apvQ8MgyDUb9/gWn1tkAuB+6deoFHl16jdrCvoOehjSG1hmDWxVnIlGTiZdpLnI8+j46VNbdeBbauiICWFRB2PZb1pll6E1M2d/1EZ0yhUCgUCoWiO7SShqI3Pg4+KDbn/FDysjWnGH0O7M3tSQtQblEuic3lG64qUoSExsaMa13KKcxRuSYzJZ+M7V2tDNqH/+2xiNH9rfzmSSIZVwzU7GOSX5RPWlZMRCZKqVnGcH7rQzKu36UyXMtznhJZkizcfHuTzDtX6SzInkIjl8tx/+xLTKu3GT/3PVRCoPGu6oSBC1tiXdhY7Hg3FdO390D7kbXhV9vDKIEGABzcrBHU1he9ZzTB94f6Yce7qdgYNQHj13VCo+5VYW6l3P4W+ywF22ddwogKq7Ck9994dOl1qVXXDA0aijnN55D5H3f+wLaH24x6TK/KTlhyaQh5r+RmSrCgw17EvWArZuzM7bChywayfufjnbj46qJRe36MiakYCw4OgsjmQwVcpgM2jD+LwmLhzdPFIrFSNc2akDXosbAOHNxZQTctPhu75l0RfF8AmNVsFhnve7oPcVlxSvdXquOJ4OFBZP7XzIuf3Mja2sxaKY573b11Wo9hGAaDfuQqki5tf4ykmIxSOT8KhUKhUCgUY6AiDUVvKtpXRLE5J8zkZ5W9hCeGYeBm7UbmimoaOe9igvmMIk0WLxnFzkV1+4o2DBVpXj/hKot8g9w1ruVXIblZu+m1jzqkxTJc3vmUzDuMUa6iufrmKmnlquNRBx42HkbvKTTvIlMw94vd+KHzPrx6xIleJmZitB1WCytCRuHPiAkY/EMrVPR3E8zIVh0Mw8C7ijO6TKiP+ce/xJ7kGZh7tB9aDw5QEmxkUjluH43EvC92Y4L/nzi/7RGKJMUaHtkwFrddjB7VOB+X8afHIyQuxKjHLF/DFYsuDCZR0BlJuZjfbg9S4lgRsVu1bkoG02NPjSXirFC4VXTAxE2cP5LtIx8sWKA9YcgQ+tbsS7xXsguzsSlyA8asbE/uP7X2npK3lFA0LtcYzSs0BwAUyYqw6u6qEmuGLG4Nc0u2EDf64Xtc2/u0xJrSZnz98WR8Ouo0Xqe/1npMrdYfJT39fFPLERQKhUKhUCifHirSUPSGraThRJrcTM0pRp8LdxtOgEjMSSxxf2ldOPOjorMl2SrX5KRxlTS2ToaJNHwUPhK6EPOUE158At00rASS8zhjUL7PjzE8OB+N9PeseOXkaYP6nSor3X/lNVch8IXfFyhLFBVKsX/xDUwO2kTatQDA3MoUfWc3xV8xU/DNjh6o2sCr1IUZTVhYmaJJz+r4dncv7E78BtO3dycXpwrePk/B6lEnMcpvLY78fhsFAnpLiRgRdvfejUC3QABAobQQvQ/0Vvk+1Ae/IA8sPD2QCARJMZlY0H4Psj+8n1Z1XAUHC9Zo+FX6Kyy5vsSo/VTRYWBDePbk/nQ+Xp6JiCcxGo4wDLFIjPkt55P5mpA1COzuhbodKgFg/cDWjz8DqVS7H4u+zGw6k4w3hm4sYQDt4m2Hnt80JvOdc6+isEB4sU8TVZyroEOlDgAAOeTYcH+DliNYBsxvQcYX/3pMRD571tXzAAAgAElEQVQKhUKhUCiUsgIVaSh64+voi2JzTphRZYxaFuBXYCTmGndxqA925lw8bnahGpEmnXv+bAQQaeTQvd0gJpwTXir4axZe+KbLfJ8fY7i88wkZtx4cWCJl61rMNe5+n9aC7CkEcVGpmNFoK3bPv4oiCesHJBIz6Dy+Hja/nIivfg6Go4fuKV1yuRyF0kJkFmSiUFp61WiWNmYIHh6EX64Ow/rwcegysT4sbTkPqbT4bGz79iJG+63B8VV3BbvYtjGzwbEBx0jiU1x2HPof6q+USmYINZuVx/dH+pHXTeyzFCzqcQCFBcXwsPHAsnbLyNplt5aRlDAhWb5zCgrcWeNZcZEpFvTdgaJCww2S1dGvZj9Ud6kOgG0DXBOyBuPXdSRG4y9DE3CGZ8AtFF2rdiUJU1mSLGx5sKXEmj7fNYWdC9t+lhybiZNrjKuUMoRJDSeR8ZYHW3SqnApq64PqTcoBAIoLpTiy7HapnR+FQqFQKBSKIVCRhqI3Pg4+KLLgiTQZZbOSxsOaE2kSshPYAa+4QV5KPgp8kSazQHXcck46V0lj42hh0D781iNd0k0AVhh495wTXirU1Cy88FNynC2d9TzDkuTnFCLkRBSZtxkaqHR/liQLjxMfA2B/vmblmxm9pxBc2x+GafW2KLU2VWnghZWhozFhfWc4eao34y2UFuJGzA0svr4Ygw4PQoPNDeD8mzNMF5nCfLE5HH51gPlic1gusYTn755osrUJhh8bjqU3luJC9AW1LXOGUKGmK8av7YTtb6fiq1/aKolKGYm52DztPMZUXotLOx4L4jPi5+iHvX32kkqv6zHXMfvibKMft17Hypi+ozuZP/v3LZYPOQqpVIaRdUaS102RrAgTz0wU3H/H3tYW3VbXgFTMCk55Lxhs/v6MoHsAbDXNvBbzyHzl3ZWwLmeC/nObk9t2zbtKKtOEQsSIMKPJDDJfdXdVCXHNys4cAxdyiUl/L71JKpo+FZ0qd4KvA2tanF6QjgNhB7QewzAMvpzHPX/nNj5AeqKwzx+FQqFQKBSKMVCRhqI33rbekFpy3/ynp5bNcnF+JU1CDivS8FtQSss41d6cM8HNlKgWaXIzuOojG4dPJ9KkxmcjP4f93Vk7WBAjUnWkF3AxtYqKCGMIORkFST5bqVExwBW+tZQ9cULiQsjPEugWCHsL+xKP8SmRSmXYPP08lg08Sp43U3MxRq9oh+W3R8AvSLVfTrGsGMcjjqPn/p5w+tUJLbe3xPwr87EvbB/ux99HWn6aUjoXwMa1v895jzvv7mDn452Ye3ku2u9uD4dfHNBgcwMsvLIQTxKfCPK6tba3QN9ZzbDtzWRM2NAZLuU4YTE1Lht/fHUC0+tvwZOrb4zeq2PljljcdjGZr7izAkefHzX6cVsPCsToFe3I/NbhCGyedh4MGGzosgFihjVnvvrmKnY92WX0fh8zqe9IZPUKJ/MzKx4i7Eas4Pt8GfAlKjuxLYEZBRlYG7IWfWY2gXdV1sQ7L0uCrd9eEHzfYUHDSItjbGYsDj47WGJNp7F14VmZPY/cjAIc/MQeL2KRWMmbRhcDYQCo36kyKtVl37uFBcU4uvxOqZwfhUKhUCgUiiFQkYaiN2KRGNaOXPTru4T3n/Fs1ONp60nGihhpfqJTaSWSKDwxAPaiShV5WZxIY2iMruIiFAAx2tVGXCRXGVOuurNW3xR+JRD/5zKUm4efk3Hz/jVL3H/33V0yblKuidH7GYMkvwg/9z2E4yu5c/Ks7ITf74xEz+mNVaZipeenY+GVhai4siJ6HuiJ45HHkVuUW2KdAlORKWzNbJV+lx8jlUtxP/4+frr+E4L+DEKVNVXw49Uf8S5Lddy3Ppiam6DzuHrY9GIixq7uoCTaRT98j+/b7MKyQUeQGq+6bU9XZjefje7VuMqXEcdH4FX6K6MeEwB6Tm+MHtMbkfmptfdwfOVdBLoHYnrj6eT2mRdmqn0vGopYJMacRSOQ7BfN3iBn8NvgQ0rvbSEwEZng++bfk/kfd/5AISPB+HWcgfHVPWEIuy6sL46FiQUmNpiotO/HAqGJqRjDl7Yh85NrQpDy7tOK9iPqjIC5mP0MDU0Ixf147e1fDMMoedOc2XAfWanCmkxTKBQKhUKhGAoVaSgG4ejMtXckJqVoWPn58LL1ImNFJY1IzBNppKUv0qTnp6tcw7+QszRQpDEVc6k9UplufhjxL9LI2KuK9jhtvmGosVUtkvwiPDgXTebN+9YosSYknvO1aOjd0Kj9jCEnowDz2+/BnWOR5LYmvaph5f1R8KtdsnqmSFqEVXdWodLqSvjp+k9EFFTg4+CD0XVGY3O3zbj21TXEfROHwnmFKJxfiKw5WSiaX4ScOTl4M/UNLg27hPWd12N8/fEIdAssYQodnR6NH679gIorK6L7vu64/Pqy0dU1ZhYm6Da5ITa9mIgv5zUnxrwAcG1fOMZVX4/jK+8abFIrYkTY3mM7fBx8ALAVZv0O9oOk2HhBY9TydmjBE/y2zriA28cisLD1QpSzY71HknKTsODKAqP3+pgu1brAfOI7FFqwF/hpb3Oxefp5wfcZUmsIKtqzxs8peSnY/GAzan/hp/Rzr59wFsVFwvrijG8wnggg9+Pv4+bbkpUyzfrWQJX6rCBeJJFi7w/XSqwpTVysXJRSvf68/6dOxzXqXg0VA9hKoYLcIpxc/ek9dSgUCoVCoVBUQUUaikG4unEX+ClJwn5DLRTett5kHJcVBwAQ8UxqZcXCp6IAym1BaflpKtfkZ3PtYlY8E1d9MBVxIo2uxrMJLznRSF+RxtZMve+KLjy5/AYFuayvRblqzihfo6QfTmh8KBnX96pv1H6GkpOej7nBu/Ds37fktl4zGmPOoX6wti/ZmhYSF4LADYGY9s80pfYwd2t3zGk+BxETI/Bqyits7r4Zo+uORsuKLeFl66UksjEMA2sza1R0qIi2vm0xvsF4rO+yHk/GP0Hqd6k40PcABgQMUPodyOQynIw6ieCdwWi8tTGORRzTue1NHVa25hi6qA02Rk1Eq4H+5Pb87EJsnn4e3zXbjpjwJA2PoB5HS0f83fdv8rp9kPAAMy/M1HKUdkQiBtN39ECNpqwgI5cDywcfw/un2VjRfgVZt+7eOjxJfKLuYQyCYRgs7fsDwrqcIrdd2PYId09GaThKf0zFpviu2Xdk/vvt31EoLcSo39vBwpp9PmPDk3FaYBNhN2s3DK01lMxX3llZYg3DMBj+SzCZX/zrMd5GfFrhflz9cWS8L2yfWi8wPiIRg/7fc940J9fcQ1522TTBp1AoFAqF8v8FFWkoBuHtwUU3Z6aqb+f4nPAraeKyWZGGnyQkLSWRxsmSEz/4F+18CnI5UcXCxjCRxkzMHVck0y0x5/0r7nw8K2n3mMkp4gw1bcx0Ty5SBf/CtWH3qiXuT85NJr8nCxML1HAtWWlT2uTnFGJhp32IfsC18I36vR1GLW+n1CoHsJ5Gy24uQ9OtTRGZylXc+Dn6YW/vvXg7/S2WBi9FNZdqRsVxO1o6or9/f+zrsw9JM5NwoO8BtPVtq7QmJC4EvQ70QqMtjXDtjfGVDC7l7DBzb28svTwU5Wu4kNsj78Zhap3N2LfoukHvnwbeDbC8/XIyXxOyBicjTxp9vmYWJph3/EvympbkFeGnbvvRxr49gn1ZAUEml2Hy2cmCe1E1r9AcdXtXRFwAJwCtGXNK8PaZkXVGwt2a9XB6l/UOux7vgks5O6W2nT0Lrglugju18VQyPhpxFK/TX5dYUzvYF7W/YA18ZTI5ds29Iug5aKNJuSYIcAsAAOQV5WHH4x06Hde8X014+LGvmZz0Apzb9KDUzpFCoVAoFApFV6hIQzEI3/LlyTgvvfTig43B09aTmOsm5SahUFoIE1Oej0tR6Yg0zlZcClJqfqrKNYqKEgAwtzJVuUYbijYEgDWd1YXE11zVk+LiRBO5hZwAZ22m2WRYE3K5HKFnXpJ5w65VSqzhVzkEuAXARGRSYk1pUlQoxc99DyHybhy5bfLmruj1TeMSa3MLc9H779747uJ3xADY1swWy9stx7MJzzAwcKBSpYxQWJhYoL9/f1wadglRk6Iwrt44pdfB/fj7aL2jNbrv646XaS81PJJu1Grjg9WPvsaQRa1hYsa+d4qLZNiz4Bq+a74dcS9Uv741MbnhZPSo1oPMR54YyaWvGYG9ixUWnBoA6w9G3GkJOVjS6yB+b/0HeS1dj7mOv8P/Nnqvj1nUZhHCO59GgQ3r3ZORmIuNk88JuoeFiQW+afINmf9681dIZVL0mNZIyUR4x5zLgu4b4BaAdn6sQbNMLsPakLUq1w3/mRMObx2JQNS9eJXrSgOGYTCh/gQy3xi6UScxTmwiQp/vOO+rY7/fQZFEmAh6CoVCoVAoFEOhIg3FIKpW9CPj4rIZ7gQTkYlSwlNcVhy50AQAqcD+DQr4UdX8CGs+hfnchYCiXUFfLEy41hudRZo3nEjj7qPdCDi/mIvUtTK10uPslHn7PAXJb9kXirW9OWo0LV9iTVhSGBnXcqtl8F6GIJfLsWrkCTz4h/PMGbumIzqMrlNibWZBJtrtaodjEcfIbY28G+HxuMeY0XQGzE0M8xjSlyrOVbCh6wa8nvoaM5rMUBJrTkadROCGQCy9sVTnVjh1mJqJMWBeC6x+OAbVGnEthJF34zCl9mb8s+WhXtUpDMNga/etpNItJS8Fw44NM7pVCwDKV3fBnEN9iffUi/sJ+GfWC0xuMIWs+fbCt8grErbKpY5nHfSo3wVPux8nt13bF65klC0E4+qPI+lxL9Je4MjzIzA1N8HXqzqQNRf/eiy4QDKt8TQy3vJwC7IlJY2kq9T3QvN+XPXbrnmftppmSK0hpNrvWfIz/Bv7r07HBQ8PgpMne1xaQg4ubn9caudIoVAoFAqFogtUpKEYhH+lamTMZJsJYgBaGpS348SAt1lvlUSaIknpiDQuVlx7SHJesso1kjyuksbM0jCRxtLUkozzi/I1rGTJy5YgJ50Vc0zNxbB3014Zwxd/+KKQvjw8zyX5BH3hq9R2piA8mYsz9nfzL3F/aXJk+W1c3cOJRAMXtkS3SQ1KrMsoyED73e1x+91tctvURlNxfcR1+Dr6fpJz/RhPW08sb78cUZOjlPxDCooLMPfyXNTZWAf34u4ZvU+Fmq747eZXGLa0Dfn9SfKKsGbMKSwbdFSvVCNnK2fs6rWLmCJffHVRpd+JIdQO9sXY1R3J/Pr+cNS+1wlu1myL5rusd1h+a7m6ww3mx9Y/IrnqC7ytzbXMbJhwFpkpwglCduZ2SolLv978FXK5HPU6VkbDblx12sYp5wRt6+pYuSOqObOf+VmSLLXtRIN/ak3aAh+efyV44pQmbM1tMThwMJlvDN2o03FmFiboOYOrljuy7LbBBtkUCoVCoVAoQkBFGopBOLs6QM6w/5A1lVjgRZLxrRWlQXl7nkiT+RZmFlwLTWmVtbtac4a4KXkpKi+W+Hvzz0kfLE14Ik2xdpEmOZYz03QpZ1fCY0UVfPGNX6mhL48ucj4WddtXUrkmIiWCjGu6loznLi0eXXyFHbO5FpEOY+pg0MKWJdblFuai/a72CInjUmBWdVyFlR1XKvkDfS4q2FfAzl47cW/MPdT1rEtuf5b8DE22NsGPV3/UOapdHWKxCP3nNMeKkJGoUJMTI6/vD8fUupsR/VD3tqW2vm0xq9ksMv/+0vcITwrXcITudJlQH53G1SPzgwtvY7LZfDL/9eavgkSY86npWhODAgfhWYdzyLdl32sZSbnYNPUfQfeZ2ngqEUxDE0Jx+TX72h29oj0RoSPvxOHq3jC1j6EvIkaEKY24aqTVd1errHwqX90FbYYGkvnOuVcE9wDSxNh6Y8n40LNDaisZP6bT2HqwcWSf04TodNw8JGwFFIVCoVAoFIo+UJGGYhAiEQPYcBd8T1+WzX/UVrCrQMYxmTEwNecqaQoLSkeksTa1JhdRBcUFyCksaeRZxNubX92jD/z2I753jDpS47gWBZfydjrtwW+VMVSIkBbLEHaN+0Y9KNhH5bqoVM5YWPGtfWmTGp+NZYOOQiZjLyRrNiuPcWs7lTD6lcvlGHF8BO7FcxUp6zuvV7pwLSvU96qPu6PvYmWHlbA2ZaulpHIpfrj2A5pva67S+FVfKtXxxIp7o9FhDNcOlhCdjplNt+PSTt3bRX5s8yMRlCRSCYYdG4YiqW4m2Nr4elUHBLRk3/9yOfB0YT7qipoCYM1l516eK8g+fBa0WgCZVSHCunFmyNf2hiHklHBpT27WbhhZeySZ/3brNwCAV2Un9JzeiNy+Y/ZlFOQJ81wCwLCgYUqtVuejVUeND1zYEiam7D8tnv37Fg8vvFK5rjSo41mHpMJJpBLsfrJbp+MsbczQZSKXJndk2e1PKi5RKBQKhUKh8KEiDcVgzBy5C9mI19EaVn4+KjpUJOPYzFiYWfIqaUpJpGEYhrRWAKxp8ccUFXKtVnzhSB/4aUu5RfqJNM7eusVp8ysvDDXCjX74Hvk5rNjjWt5OpWFxtiQbibmJ7D4iU1Swr1BijdDIZHL8PuQYMpPZdhQHd2vMPtgHpipEs19v/oqDzw6S+dpOazG+wfhSP0dDMRGZYGrjqXg6/imaV+Bihu/G3UW9TfVwOuq00XtYWJli8qaumLmvFyw/xMgXFhTjj+EnsGHSWaXXuDrMxGbY2XMnqdJ6kPAAi68vNvrcANZLZ/bBvnApxwqSuRkFCNzTG+JC9nW88/FO3I8XNrK6qnNVDKk1BElVo/Cu1iNy+7pxZ5CbqZtvlC7MaDqDmKKfjz6Px+9ZYaz/3OZwcGeFuZR3WTiy7JZge9qY2WBkHU4cWhOyRuU6D19HtOd5Oe2ad/WTCh5j6o4h480PNuu8d/cpDUlV48vQBDy58qY0To9CoVAoFApFK1SkoRiMjQvnUfIq5u1nPBP1VLTnRJqYzBgl/xdJXumleCiicgEQ8UGBTCaHTMpdOKjyZ9EFvkiTXVjSyPNj0hO4ih4nT/1FGjFjmJgUfiOWjP1bVlAZR/0qnfu23dfRF2KRYXvpw+n198mFGMMAM/f2Uvm83Ii5oVR1MbHBRExsOLHEurKIr6Mvrg6/il+Cf4GpiH3tpxeko+u+rph3eR6kMuN9mVoNCMDK+6OV2p9Or7uP+e126+TH4u/mjyVtl5D5khtLEBofavR5AYCDmzXmHO5LqtVSIvPQ6doE4MPb79vz3wouIMxvOR9iRoxnHc9CYs2+51LjsgVNXfJz9EOfGn3IfPlt1mPHytYcQxe3Ibcf/u02UuKEc3af0GAC8RE6++IsotNUi/P95zYn4vOLe/EIOfVCsHPQxoCAAaSCLDw5XMk/ShP2rtYI/iqIzA//pttxFAqFQqFQKEJDRRqKwTh72JNx3LtEDSs/Hz4OPmT8JuONUty1JF+4VoCPcbfhiTQ5H4k0PFNKsYlIpWihC7bmnKCgKm3lY9LfcyKNo6eNhpUcfN8JQ4WT57c4Aa9mc9UVMjGZXDuUr0PpG/C+f52OHbMvkXnf2c0Q1LbkvhkFGRh0ZBB5HpqVb4Y/OvxR6ucnJGKRGLOaz8KNETeUjLSX3FiCXgd6qWzH0xfvqs5YfmckmvXl0n3CrsdiRqNtePtctXk2n2mNp6FFhRYA2Nasr45/ZXQqlYJqDb0xYX0nMpffdIZvKGsUey3mGk5FnRJkHwWVnSpjcK3BKLLKR3gnrmLpzIZQhPEES2OZ2XQmGe8P24+3mez77IsRQfANYj9/JHlF2Pm9cClLlZ0qo1MV9rmUQ45199apXOfibYfO47n2ob0Lr32yaho7czsMDBhI5ptCN+l8bK8ZjYlX14N/ovHq0XvBz49CoVAoFApFG1SkoRiMdzmupSc5PlPDys9HCZGG1+4kyS09kcbDmov+TshRNlOVFnPChyIq2BDszDlfGZ0qaXgijaIlQhtycBdWim/Q9SXidhwZV2/irXJNbCZ38VrarU5yuRwbJpxFwYfffwV/V5VGwQAw7/I8YjDrZOmE/X33G9z29blpVK4RHox9gPaV2pPbTkadRPNtzckFvjFY2Zpj9t99MGxpGyh0x/ev0vFtk7/w6KJmXxKxSIy/evxFfJbCksLw842fjT4nBe1H1VHyz6l5rhPs49gI8FkXZxltqPwxc1vMhYgRIcE/HIlVOUPstV+fEsywvIF3A7SsyL5ui2XFWH13NQDW3Hn0inZk3ZVdT/Dyge6GztqY3HAyGW97uE2tH1bfWU3J5230w/e4czxSsHPQxtf1vibjv8P/RmaBbn+fvCo7oWmf6mR+ZDmtpqFQKBQKhfLpoSINxWDKV+CEiOJ0Bil5KZ/xbFRjb2EPBwsHAKyJbzbD/WO9IFeYb+pV4WnrScYJ2coXSPxWJ5HY8LcgX6TR5SJE4b0CAI46ijR8+IKNrqTEZSEtnhWQLKxNUTHATeW6uCxOyClnV07vffTh5qHnCD3HtmkwDDB1WzeYmpdM2HqQ8AAb7m8g8z+7/Fnq51bauFi54MygM0pVGI8TH6PhloZ49P6RhiN1g2EY9J/THN8f6Ueq1nIzJVjYaR8u73qi8dhKTpWwtO1SMl98YzGeJj41+pwUjF3dEZXqfPjMKmZQ/+BAmOZZ4nnKc2x/tF2wfQDWm2ZAwACAAcK6nAIs2LaydxGpOPjLTcH2+bbJt2S86cEmZEnY1qagtr4kklsuB7Z9e1GwSpb2ldqjihP72JmSTOx5ukflOkcPG3SewKum+eE6Megubep71UeQO9u6lF+cj31h+3Q+tu+sZmR8fX84kmLL5hcQFAqFQqFQ/nehIg3FYJy9uHYb8xwbPE8umwlP/PaZpGJOMMnPLj2RxsvWi4zjs+OV7pPzLlR0icFWh0J8AlifEW3wRRo7FysNKzn41TOGXORFhXA/e+V6nhCrEaXic7h13raqq22EQJJfhK0zLpB55wn1Ua1hyf3kcjmmnZtG2pw6VOqAvjX7ltp5fUrEIjF+a/cbtnTbAhMRK069z3mPVttb4XrMdUH2aNKzOn77dzgxqJYWy7Bi2HEc+vWmxtfRpIaT0KRcEwBsdcioE6ME8c0B2Kj72Qf7wNqeNSm2yLBHreM9ATmw8OpC5BVp98/Rh7ktWB+jAvsshLc5R27/e+lNxEXpFg2tjS5Vu5AktCxJFrY+2EruG/HbF6RS78mVN7h3WhhfGBEjwoQGE8h8/b31an+nvWc2IdU0rx8nfrJqGoZhMLruaDLf8mCLzsdWrueJwNasl5lMKseJVSGCnx+FQqFQKBSKJqhIQzEYRw/O18Q8xxbPU8qmSOPn6EfG8UVcW4cicag04Is0H7c7KWG4RqMk0mQUZGhdn52aT8a6ijR8HxqpXP+L5Whem0WVBl5q173P4bwf+FVIQnNiVQiS37LVBg5u1hi2pI3qdZEncCP2BgA2KWl1p9UGeweVVUbVHYULQy+QWOUsSRY67O4gmEdLpTqe+P3OSFQMcCW3bZ99GZunn1dbUSEWibGtxzYS934v/h5p4xECz0pOmPpXdzL3iKwBn7uNEJ8djzV3VacVGUpN15rE3PdNgxCIKrMiUHGhFOvGnxGkskXEiDC98XQyXx2ymoha5au7oNPYeuS+7bMuKbVaGsNXtb+CpYklALYS6867OyrXObrboMvEBmS+/6frn8ybZlDgIJIaFpoQiieJmiu5+PT+tgkZn9/yEHlZEsHPj0KhUCgUCkUdVKShGIwTz3zWItsGESkRGlZ/PvgizVsJZ1BbkFNYahcMfJEmLjtOw0rDsTO3IzG8OYU5KJKq99iRy+XITuNEGhsnS5324Cc6GVLR8OohZ5rsV8dD7Tq+uTI/vlxIctLzcYjXajLox1awtrcosU4ml+H7y9+T+fj641HVuWqpnNPnprVPa1wfcR0eNuzvpqC4AD3398ThZ4cFeXyXcnb49cZXpDIBYIWy1aNOqhUMqrtUx/yW88l8/pX5Sp5FxtK0V3V0m9KQ2+9CB9gleOCXm7/oJHbqg6KaBiI5rgfvAPOhcu7J5Te4ti9MkD2GBg2Fk6UTANZ361jEMXLfgAUtYGnDCl6xz1JwcftjQfZ0sHDAoMBBZL7+/nq1a3vPbEJa3149SsTdE1GCnIM2nCyd0KtGLzLf9nCbzsfW61QZ5ao7AwDysiT4Z8tDwc+PQqFQKBQKRR1UpKEYjBO/3Sn7v6OS5nX2K3LBIJeDmMcKDb9lh++3UgIjNCIRI1KqpknLT1O7VpJfjOJCVmQxNRfDwko381tFOwwAg8xVXz/mxJdKGkQavp9RaYk0R3+/g9xM9htx76pOaD+qtsp1JyJP4FnyMwBszDlfMPhfpJZ7LdwceZO8T6RyKb489CUOPTskyOPbOFjgp3OD0Lwfl/x0cftj/PrlYRRJihEeHo7Vq1dj8eLFWL16NcLDw/Fds+/g7+oPAMgtysWUs1MEORcFI38LRqW67OtRLDVBnUP9kZ2Zh2U3lwm6Tx3POuhUmU1DyvRMgGVXTgTa8s0F5GQUGL2HlakVxtUbR+ar7q4iY0d3G/SZ1ZTM9yy8hoI8YT7zxtcfT8Z/h/+t1pPMwc0aXXjeNPsX3fhk1TQja48k4z1P90BSrFtFjEjEoOf0xmR+YlUIiouEabujUCgUCoVC0QYVaSgGY+diBZEJ+82wWYEVnsd9uvQOfajkWImMo9OjYWVnTua5mcZfJKnCzdqNCByp+anIL+KqWPgtTsZerDhbOpNxar56n4tc3sWgquoRdSjaTgDoHYmck56PlHdsa5GpuRjeVZ3VruVf4PF/JqHITstX8pYY9EMrmJiqjhT/4w4XsT2h/gS4WruqXPe/hJ+jH/4d8S+qu7DJNlK5FAMODRBMqDE1N8HMfb2VhLETR06jilcgAgICMHXqVMyfPx9Tp05FQEAA2rVthzEOY8ja45HHcfVReXQAACAASURBVCLyhCDnojif7/b3hoU1K1bapLrA/2xnrLy7Ekm5SYLtAwBzms8h45OBf8Lek201zEjMxe75VwXZY2LDieTz5kbsDYTGh5L7ek5vRKoe0+KzcWLVXUH2rOdVDw282FamQmmhxkqVXjMaw8yCPb+XoQm4f/alIOegjba+bUnsfEpeCo5HHtf52DZDA2Hvyv6ukmMzcfNQ2fwSgkKhUCgUyv8eVKShGIxIxCi1PCW/y0ROYY6GIz4PlZx4Ik1aNDEOBYC8zNLxGhCLxEotT4oYZ0A50UluZNqJi5ULGafmqRdp+J4K1g7matd9jLkJt1Yi1e+5iglPJuPyNVwgNlH9cVNQXEAe21RkSmKYheTkmhDiQVShpgua96+pct3TxKfEPNdEZIIpjYSt4CjLeNp64vKwyyWEGqE8asRiESZv7oqe3zRGLEJxFzsRk6a6RfL69ev4Zug3aJHagtw2+exktXHPhuBdxRnj13ci8/KP6sLukS9++fcXwfYAgBYVW6BZeTYxqMA0F9YjuffFmfX3Ef3Q+HhsL1sv9PfvT+b8ahoLazMM+qEVmR/+9ZZS66Mx8KtpNoVuIkbbH+PoYYMOX9cl8wOL//0k1TRikRgjao8g878e/aXzseaWpug6ifPTOfbH3U9WAUShUCgUCuX/GyrSUIzC2ZuLgbbItiuTCU8V7CuQb5kTchJgYc+1+uQK0G6gDsU3uACUPDXEYq6UxlgjT36VR3Jestp1fJHG0lZ3kcbChKu6KSjW77l6+4yrjqngr74ahe8DYm9hL7hBryS/CKfW3CPz/nObq02Z2hi6kYx7Ve8Fb7vSS5oqi6gSavod7CdY6hPDMPDpxCCMOQltvX4ymQw3192EXRz7GRObGYulN5ZqPEZf2g6thVYD/ck88GQ3bL20S3OLogHMajaLjPdZrUNAMPvZIJPJ8eekc4Jc/E9tNJWM94ftV/J5ajeyNryrsr41uZkSwWLAvwz4krRcRqdH49KrS2rX9vmuCUzM2Oq1iNvv8PjyG0HOQRsj6nAizT8v/1ESzLXRaVw9mJqz5/ziXjye39L9WAqFQqFQKBRDoSINxShcyvFEmiw7hCeHf8azUY2JyEQphpux4rwFhPCEUEcF+wpk/DaLS5US8SpKjBZprHgiTa56kYYfN25pa6Z23ccoElwAKLds6cDbCE6kKV/DRe26bEk2GSuShoTk2t4wZH1ItnL3cUCL/v4q1xUUF2DP0z1kzq8S+H/C09YTl4ZdIu+ZguICdNvXDQ8ThDFPXbRoEeRqKi4+RiaTwfMBl/a1/PZyvEwTrlWGYRiMX98ZrhXYzzGzAitUP9wZS64JKwZ1qdqFeOzkFOXAdEQ8TEzZz4Hnt97hyu6nRu/R0LshGpdjfVSKZEXYFLqJ3Cc2EWEoL8ns1Jp7SInLMnpPK1MrDA8aTuabHmxSu9bF2w5fjAgi87+X/Gv0/rrg4+CDYN9gAIAccux6vEvnYx3crNFmSCCZC9UqRqFQKBQKhaIJKtJQjOJjkSYsSZjEEqGp4lyFjIssOWEmR6Cyf1XwRZqYDC5VSiwWQVEsIpcbJ9TwTXYTcxPVrpPkciKNhbUeIo0pJ9LkFeXpdW5xkVz7lXc19T4z2YWcSGNjZqN2nSHI5XKcWstV0XSZWF9t29XJyJOkqsfXwRetfFqpXPf/gJetFy4MvUBSn7IkWei4pyPeZLwx6nHDw8Nx/bp+VTmRoZEIBHuhXCgtxLRz04w6h4+xcbDANzt7Eq8o11eVcf7PR4ImSokYEWY2nUnmmxNWo+s0zkx328yLgsQ8T244mYw33N+glPjWrE8NVK7HCl6FBcXY/9MNo/cDgK/rfU3GxyKOKVXwfEzfWU0h+lBJ+OTKGzy/9VbtWiH5qvZXZLz98Xa9Kpe6T+WSwG4diUBSbKaQp0ahUCgUCoVSAirSUIzCuRyX8FRWK2kAoKoTF6FcYM755uSkl14lTUV7LnY4JjNG6T5F2T8Ao1JD3K3dyVjTxRE/0cXcykTtuo+xNrUm49wi/fxAEl5yaVNeVZzUruOLP0KLNFH34vHqEfu8mFmYqE10AoD94fvJeGitoSTe/P+VSk6V8M+Qf0g7S1JuEjrv6WxUTPWlS+rbYTTRXtQezAcV5fSL0zjz4ozB56CKwFYV0efbJmRe5XwwFu0XNulpYOBAkvqWmJsIafdYkpCXkZiL/YuNF0361uxLhLWEnAQcjThK7mMYBsN/bkvmF7Y9QvxL9YlwulLTtSbx3CmWFWPH4x1q13r4OipVpgjVdqWN3jV6w9aMfa6jUqMQEhei5QgOn0B31GrjAwCQSeU4ve6exvUUCoVCoVAoxvL/fRVCMRp+JY1llh2eJhpftl8aVHXmRJpMU67CQ9EGUxr4OPiQ8ccVCKbmnFBSJDFcpFFckAHsRZk6JHlcfLaZpW7x2wDIhQ0AvUyhpVIZEl9zF/OelXQTafiVO0Lwz2auRafFlzVh46j68XMLc5Uu/AcEDBD0PP5bqeVeCycGnCApX89TnqPv332VKjT0ISvLsBYbB8YBo+qMIvNp56bpnTamjSGLWsOlOmtaLS42xfPFhYhJi9FylO6Yic2UfGNWPf4DX/3KiSYnVt5F3Av15t+67jG23lgyXxOyRun+2l/4IrA1Kx5Li2XY+8M1o/ZTMKYul8S1+cFmjZUqfWc1JZWEISdf4M1T9eKyUFiZWqFvzb5krklIUkWPaVw1zblND1GQK+xrj0KhUCgUCoUPFWkoRuFantfulGmPuOw4pOenf8YzUk01l2pknCJ6T8al2e6kSaRRxNECQJGkGIbiacv5dbzPea92XbGEL9LoXklja86JNHzvGG2kxWejuIht47J3tYKljfoWK0kx1+bBNyo2loK8Itw4wFV2dRhTV+3aK2+uEGNkf1d/1HCtIdh5/LfTomIL/NWDS8W59PoSJpyeYJDZrZ2dnfZFao5bEryEeBa9SHuB9ffWG/RY6jA1N8GCfYMhF7OvW4d35TDvW2H3+Lre10T4fJ7yHAUN36FmM9ZEuLhIhq0zLgiyh8Io/d/Yf/Ek8Qm5j2EYDON501zbG4bYZ+q9rHSln38/8rt5mfYSV99cVbu2fA1XNO7JfR4f/OWW0fvrwrCgYWS8P2y/XkboDbpWhWflD8bLGQW4vPOJliMoFAqFQqFQDIeKNBSjcK3AGb1aZrJj/kVBWaGaM3dREAfu2/HMZP18VvSBL9LEZsaiWMYJJaY8kaYw3wiRxoYTaeKz49Wu41fr8Kt4tGFnzl1UZ0p092JIfMOtdfd10LiWXxFhKtK9ykcbd49HEsNkrypOqNG0nNq1516eI+POVToLdg7/KwwKHISfWv9E5lsebjFIJAkODjZo/+DgYLhZu2FBqwXkth+v/agxdt4Q/Gp7oMkUzksqdacF7oc8E+zx7S3sMbruaDJfcWcFxqxsT+YhJ1/g4YVXRu3hZeuF3jV6k/m6kHVK99doWh71O1cGwHpi7V5w1aj9ALZSZXDgYDLf/GCzxvX95jQn4xv7w/H+VekL+y0rtiSfyekF6TgZeVLnY0UiBt0mc3HcJ1aH0DhuCoVCoVAopQYVaShG4ehpQ4wgzfNsICoywdOkstfy5GXrRfxOMky4b46zUkpPpLE0tSQiilQuxdtMziTT3JIv0hjWOgKwP5eChJwEtRcORYWcSKNIldEFftqSPiJNMs9cky/kqTw3GffzKyoAhODaPs7Eus3QQI3R3pdfXybjDpU6CHYO/0vMazkPQ2oNIfNp/0zDjRj9fFT8/f3RsmVLvY6pG9gQ/v5sMtKkhpNQ2YkVGDIKMrD4+mK9HksXZv86DEUV2VY9kdQEvww7AKnUuBQ2PlMaTSF+R5deX0J++RSl1KMt35w3OvVtUoNJZLzn6R5kSZTbzIYsak3Gtw5H4NVj9VV4usI3ED7y/AjS8tX73VRt4IWgYDY9TCaT4+jvd4zeXxsiRqSURKVvy9MXXwWRZLx3Eal4dPG1oOdHoVAoFAqFooCKNBSjEItFyr40mfZ4/P7xZzwj1TAMg+ou1QEAhVacMJORpJ8Zrr74OfqRcXR6NBmbW3EVIwW5hos01mbWREgplBYiJS9F5ToZ76JPrIdIozCNBaBXG1vqO+6i0KW85hYXGS+OWSwSa1ipO3lZEjz4h6tIaDUwQO3axJxEPE95DoD19Ghavqkg5/C/BsMw2NR1E+p51gPAmsT2O9gPcVlxej3OggULIBLp+hpkYP2iFhERzMRm+PWLX8m96+6tEzSSGwBMTMUYtLYRpGK2wq0g0gR7f7us5Sjd8XHwQZ8afch85Z2VGLakDSys2c+EmLBknN9qXNx58wrNSeR3blEudj7eqXR/5bqeaNKLqy7cu9B4b5ogjyDU92ITqyRSCXY/2a1xfb/Z3PvswrZHpf5ZDCi3PJ17eU6j2frHWNmZ44uvODGNnxpHoVAoFAqFIiRUpKEYjVtFfsuTAx4nlj2RBgBquLA+IxJr7mIgqxTbnQA2IUdBdJpqkUaSZ7hIAwDedt5kHJet+oKZ/828ughqVThaOpJxeoEeIk0c51/j7G2rYSWUqn+ESlQKPfcSxR+qh/xqu8Orsnrj4ptvuYSZht4NBTcv/l/C0tQSR748AhcrFwBsSlG/g/30MhIODg7Gpk2btAo1DBjUQg/YFVTAj132IyWOFf56Ve+F5hXYdpkiWRHmXJpj4E+jnmFd+iGncwSZ//3jLSREG5+EpGB64+lkvPfpXhTb5aPv7Gbktj0LriEv2/BIboZhMKHBBDLfGLqxRJXdoB+4iPk7x6MQ/VC98biu8M2d/3r0l4aVQFCwr1Ik+KcQPfwc/chrRyqXYn/Yfi1HKNN1EtfydO/UCyTFGJ50RqFQKBQKhaIOKtJQjMbNh6u2sEx3wNOkp0r+K2WFmq41AQCFPJEmMzkPMlnpeQtUdqxMxvxv/C14RrrGVNIAQHm78mTMb6niw/8ZRWLd3/bOls5krI//R1oClwTl7KVZpCkN7p6IImO+Sakqbr+9TcaKKGGKeirYV8Dfff8mgtrtd7cx9/JcvR5j1KhROH/+PFq1aqXy/latWmH3lr9RzY6NxU6Ny8aibgdQkFsIhmGwvN1ysvbQs0O4++6ugT+NahiGwfgfeyLLna3gkUsYrBx9QjAfksblGqOhN5sYJJFKsPH+RvSa0ZhUJWYk5eLwb8YZ6g4OHAwrUzatKiwpDLff3Va637eWO5r15Qyy9/143aj9AGBgwEBi/v3o/SM8SHigdi3DMOjzHRd7fnrd/U+SmjS01lAy3vVkl17Held1Rp12bHWkTCbH6fX3BT03CoVCoVAoFICKNBQBcPfhKmmsMh1QUFyAqNQoDUd8HhQijcy0GHJLVkSSFsuQk156CU8K/wwAeJnOF2m4Spp8I74xBz4SabJUizRynkijwZqlBM5WPJEmX3eRJiORE8IcPWw0ruV7xfBbnwxFKpXhwTmuaqlht6oaVgP34rlv8BuXa2z0/v8PtPFtg5+DfybzZbeW4eyLs3o9RnBwMK5evYqwsDCsWrUKixYtwqpVqxAWFoarV69i0Ki+mHOoL6n8in74HiuGH4dMJkejco3Qr2Y/8lhzLs0R3Mj1y6D+SBt6H3KGfU2GX32Li9uFqRJkGEYpjvvP0D8hMgOGLeWSl479fodUDxmCvYU9BgUMIvONoRtLrBm4oAUZ3zkehVePjPOmsbewV2rl2v5ou8b1TXvXgIcfW62XnZaPC3+VfhVmv5r9SKR8aEKo3n+ruvIMhM9veQSJEZ5iFAqFQqFQKKqgIg3FaJQradh/cD96/+hznY5aFCINAEhsuHac9Pc5qpYLQhXnKmTMvxiwsjUnY0UCkaFUsOfSaGIyYjSsZNFkoPsxirYWAEjJS9H5QjiT5y/h4G6tca2Y4XxopDKphpW68TI0AVmprPDm6GGDSnU81K6VyWV4+J7z/1D4rVC0823Tb9GpcicyH3ZsmMaEMXX4+/tjypQpmDdvHqZMmUJMggGgTjs/jF/P7XHrcAT2L2IrPha3XUxeO1feXMHFVxcN/VFUIhaJMWXAKLxqwlW0bP32AjKThfFO6VuzLzxs2NdmfHY8Dj8/jNaDA+FX2x0AIMkvxp4FxnnFjK0/lowPhB0oYebrE+iOpn2qk/m+n4yvphlRewQZ736yG5Ji9SK02ESEHtMbkfmxFXeMNk3WhqOlo1KC254ne/Q6vn7nynD/8DcvOy0f1/aFC3p+FAqFQqFQKFSkoRiN4ptQALDKYMdl0TzY18EXlias30iuFZc+lP6+9AwrqzhxIk10WjQRISztOJEmN9O4SholkSZTu0ijT8WBhYkFbM3YdqViWTEyCnTzYOBHm9u5WGlcy0904ic9GcojXoRxnfZ+GkWp2MxYknzjZOmEcnbqY7opyogYEXb03EESxlLyUjD06FBBqqH4dBxTF92mNCTzvT9cx+1jEajqXFXJA+X7y98LXk0zLGgYMrs+Q54DK27kpBVg67fCiEFmYjOMqzeOzNeGrIVIxGDksi/IbZe2P0ZMeJLBe9T3qo+6nnUBsG1Vux6XbO8ZuIBL27p9NBKvn+hupquKNr5tUNG+IgDWx+pE5AmN69uNCIKtE/u5nPg6A7ePRmhcLwT8uPA9T/fo9boRi0XoPIETc0+vu0fjuCkUCoVCoQhKmRVpGIapzzDMIoZhzjEM85JhmEyGYSQMw8QxDHOcYZien/scKSweflwljVXah0qaxLJXSSMWiUk1jVIlTUK2ukOMxt7CHu7WH74Zl0qIiGJtz4k0eVnGiTQ+Dj5krE6kYUScUKHv9YSbtRsZJ+Vqv2CUSpVbyBQXYOowN+GeC30MaNXx+NIbMq7Tzlfj2vAk7lvwQDfNMd2Ukrhau2JP7z1gwD5vl19fxuq7qwXfZ/Tv7UhkMwCsGHocsc+SsaDVApiL2dfP/fj7OBpxVNB9LUwsMKXFRIR1OU1uu7zzCZ5ceSPI44+tPxamIrb18ebbm3j0/hFqf+GHOu0535Mdc4xLlhpbj6um2fRgUwlBwbeWu1LS0/5F+sWqf4yIEeGr2l+RuTYDYQtrMyXR48jy26UuenSt2pWk4kWnR5fw69FGu5G1YWbBisvRD94j6p7+FWQUCoVCoVAo6iizIg2A0QDmAegAoBLYc5UB8ALQHcBRhmEOMQxjqv4hKJ8CJy9bmJixbQfmeTYQS8zwMOFhmfx2McCNjWIusOWEmdT40mt3AoCqzpwnSmRKJADAiifS5GYUGPX4fJHmdfprlWtEYp7vi1S/Sge+SPM+R7tnRV6mhAhB1vbmWtOkFBfZACtkGUORpBgRt9+Rea22mkWaiBTuW3t+OxxFd1r7tMac5lzC0pxLc/A8+bmge4hNRJh1oDfcfVlBOD+nEEv7HIQj44JJDSeRdQuuLBCkZY7PuPrjkO+fgPiaYeS29RPOoKjQ+H08bDzQt2ZfMl8Xsg4AMOLXYOIdFXLyBZ7dVO01pQsDAwbC2pRtOXyW/Ax33t0psWbAfM6b5tbh53j7PNng/QAoiTT/RP+jtQ2u66QGMDVn/4ZEhcTj+a13Gtcbi4WJhZKnkb4tT3bOVmg5gGvLO/tnqGDnRqFQKBQKhVKWRZrbAKYDqAfAVi6X28rlcksAFQAs+7CmD4DZn+n8KB8Qi0VK5sHWaU5Izks2yJ+itFGINBKeSJMWX3qVNAAX/Q0AkamsSGPjYEFuM1akKWdXjrQMJeYmIq+oZKy4mJfoJJPqJ5552nqSsS4iDf/nseb9nOrgR17nFxln4vwyNAGFBawptGclR63JUi/SXpAxvzWNoh8LWy9EbY/aAICC4gIMPTpUkKooPnbOVph/vD/MLdnX+ruIVKwedRKzms2CjRlrTh2eHI6Dzw4Kuq+DhQNG1xmNZx3PosisgOx9dLl+1RfqmNhgIhnveboH6fnp8KvtgVaDAsjtO+ZcNlj0tjW3xYCAAWS++cHmEmsq1fFEgy7s618uBw7+YlyylI+DD1r7tAbA+j5pE0Ec3W3QenAgmR9bUVJIEpohtYaQ8YHwA3q/XjuN46p/buwPL1UDegqFQqFQKP9flFmRRi6X75DL5SvlcvkDuVyew7v9rVwu/w7A7g83ffVZTpCihGdlJzK2SmPHfEPWsgJXScOlpqTGla5IU92FM+ZUVBjY8FqAstOM+8e9WCQmHhAA8Cr9Vck1ptxbXVqkXyWNpw0n0ugivOVmciINv2JIHQqfIADILTLOH4j/Dbx/iwoaVrLwnyt+EhdFP8zEZtjZc6dSas4v//4i+D4+ge6YtKkLmf978DlubX6llJT007WfBK+mmdp4KorscxHVlms9OrD4BpJiMzUcpRtNyzdFkHsQACC/OB87H+8EAAz5qTVMPrxvw2/EIpSXWKYvo+uOJuO/w/9GtqTkZ17/uc3J+Oqep0h8o5v/lDqGBw0n4x2Pd2gVmfgGwneORRq9vzZaVGxBkvFS81Nx4dUFvY6v2tBLyeT50o4ngp8jhUKhUCiU/0/KrEijA4rcXK/PehYUAB+JNOns+EHCg891OmoJdGO/rS2w47U7fUKRJiKVba/h+7TkpBtXSQMAlZwqkbEqkcbElEtQ0rdNQ2EMCwAJOQla1/PTqvgpVupQVEEAQG6hcSJNxB1OpKneRLsJMN/Dp6JDRQ0rKdoIdA/ET61/IvNF1xfhWfIzwfdpM6QWukyoT+bbZl5EN9EgYnD9POU5Dj07JOiePg4+6FOjD2IahCDLna0mk+QXY8s3541+bIZhMKHBBDLfcH8D5HI5PPwc0WFMXXL7zu8vQyYzrJqmkXcj0s6XW5SLA+EHSqyp0aQcarXxAcBW2x3+zbhqmj41+hABNjw5XGvin0+AG+q047x4TqwKMWp/bYgYEb70/5LM94Xt0+t4hmHQeTz3Ojyz4X6ZbPGlUCgUCoXy38d/s0jT9MP/VZtwUD4pXpW5hCfrVGcA7LfpZQ0vWy84WTqhwI77Bjz1XZaGI4xHVSWNrRPXBpSdanyZfCVHTqR5mfayxP0KvweA9W3RB29bbzJ+l6XdK4Iv0ljammldzxdpsguNE8xe3udEpKoNNeu3crlc6efhp2RRDOPbpt+ikTdbEVEkK8KYk2MET3sCgNEr2pHfr7RYho1fXcSEmlPI/YuuLxJ832+afAO5WIawzqfIbbcOR+DRJeP/BA0K5ESmyNRIXItho7e/nNectHe9epSIW0cM8/phGEYpCUudmW//75uR8YVtj5D+3nC/LltzW/Su0ZvMdz0pmSz1MfxqmvNbHxptqq6NgYEDyfhYxDG92y1bDQqA1YekvrioNMEMpSkUCoVCofx/818l0jAMY8MwTC2GYdYBUHwFtlaH40JV/QegurZjKbrhVYWrpLFO+yDSxJc9kYZhGNRyr4UCO167U3w2pMXCX0gqqOhQEVambAx1cl4yUvJSlGKphRBp+K06qkQaE3Mu5rpYol8lTXn78mT8Nku7gakkj/N2MLfW7uttZ25Hxoo4bEPITstHUgwrvpmYiVG+pqvG9TmFOcS/x8LEgqS9/Lcgk8mR8i4LLx8kIPTcS/x78BluH4vAvdMv8PRaDN6/TkdxkbBtP9oQi8TY2n0rSSy69fYWNt7fKPg+puYmmHWgD/E8SorJhMX2GrAx5bxpjj4XNumpcbnGaOTdCOkVY/GuFlcVsmnKOaOfZxszGyWPlI2h7HPm5GmrFD++Z8E1SPU0/lYwtNZQ4l116+0tlebOQcG+qNKAFb+KJFIcX3nXoL34eyrY+3QvimWaBeK6HSqhXHX270d+diEu/FW6KYF1POoQY/ecwhyceXFGr+MtbczQdlgtMqcGwhQKhUKhUISgzIs0DMOUYxhGzjCMHEA2gMcAJgAoADBfLpev/6wnSAEAeFd1JmObVBcAQFx2nE5Gs5+aIPcgyEykkFiz3xLLpHKklWIMt4gRKZkHhyeFw9aZE2myUvMMbmNQwBdpolKjStxvZsFV0kjy9TPILGfHtQ3FZsZqXa8k0lhqF2lszGwgYtiPoryiPBRKC7UcoZo3T7l48Ir+rjA1E2tYzQpmCtys3cp8/HaRpBj3z77ElhkXMLvVDnxp/xu+Kr8K0+ptwcJO+/BL/8NY0usgfuy6H3Na78Rov7XoZb4Uo3zX4Od+h3B42S2E/xtbqoIkAPi7+WNWs1lkPvvS7FIxEXf3ccDUrV3J/P6xVxiYxHnTLLmxRPD2k2mNpwEAItqdh9ScfZ3GPkvBmQ3GX5zzo7KPPD+C5Fz29dl7ZhNSkfb2eQqu7w9Xebw2XK1d0b1adzLf/mh7iTUMw6Df7KZkfmZDqJLHlL4E+wUTT6vE3ERcfHVR43qRiEH3qVw1zak194z+bNQEwzBKLU/7w/fr/Rgdx3ItabePRiI9sXTTAikUCoVCofzvU+ZFGgBSAIkf/lNcvRUD+BnAOl0eQC6X11P1H4AIrQdTdMK1oj0Xw51jA5MCtgS8LFbTEJNOe67lKTm2dFue+PHO4cnhMDUTw/qDqa5MKjc6GYQf881PLFJgbsWJJYX5+rU7Kcw1ASAuK06rKWsRr1LH1MJEw0oWhmHgYOFA5hkFhhmGxoRxIo1PLTcNK1nS8tPI2NnSWcPKz0tkSBxWjjyBIe4r8EPnfTi24g7CrsciP0e7mCWXA4lvMnDz0HP89d0lzGqxA0PcV2D5kKP499AzvVvfdGVuy7nkNZklycK0c9NKZZ+mvWug83guZSd5oxWc01hR8eH7hzj38pyg+/Wp0Qdetl6Q2OYgqsVVcvveH64hK7Vkqpo+BHkEoXG5xgCAQmkhdjzeAYBNteoxjRMu9v143WChbUTtEWS888lOlZUtjXtWR7lq7PshL0uCsxsN9xYzEZlgYADXUqRLy1PboYGkQiohOh33z5T8PBMS/vmdijqldzWfT4Ab8b+SFsuogTCFQqFQKBSjKfMijVwuE455aAAAIABJREFUT5DL5R5yudwDgCWAagB2AvgRwCOGYfw/6wlSALARz6p8aULiStf80RBIVLAdX6QxPqVFE4pUKQAISwoDANi5WpPbMpOMM8z1c/Qj1SixmbElYrgtrDlvmIJc/SppLE0t4WrFtg5J5VLEZcdpXM+/8Od74WjCyZJrl+OLJ/oQG85VxlTw19zqBADp+elk7GjpqGHl5yHsegzmt9+DGY224eJfj5GbWdKfw87FCj613FD7C1807VMdjXtURb1OlVGtsTecvGyhqjgoOy0fV/eE4Zd+hzHMayU2TjmH108SBT13CxMLbOzKtTkdfHYQl15dEnQPBaN+bwefQFaUKyqQotXpkWCK2dfdLzeFTZgyFZtiXL1xAIA3jW9D6sq+b3PSC7Dvx+tGP/7Xdb8m4y0PtpBKoJ7fNCaibvyLNFzd+9Sgx+9YuSM8bDwAAO9z3uNCdMlEI5GIQe+ZTcj8xKoQo8S8oUFcy9OxiGPIKdRcaWJhbYYOo+uQ+am19w3eWxdquNYgwn1BcQFORJ7Q+zE6fs1V01zY+pAaCFMoFAqFQjGKMi/S8JHL5TK5XB4ll8tHAVgBoAKAXQzD/Ff9HP+rePFanqw/tDzdi7+nbvlno6ZrTZiITJDnwFVsfA6RxtGdE2nSE40TaczEZvBz9CPzF6nK3z5b2PBEGh0qMD7Gx8GHjGMyYtQvBFDMi/jmp0ppwsXKhYxT81L1O7kPvIvkjitfw0XDSha+STHfF+dzk5aQjUU9DmB2q514eEE5qcvdxwG9ZjTG/OP9sf3dVOxJ+gZrH4/F4gtD8P2hfph37Ev8eGYgfr89EjvjpuFIwfdY/XAMJm3sgi9GBMHJy1bp8bLT8nFyzT1MDtqE+e334NGl14JdYLb2aa3kszLl3BQUSfUTCHXB3NIU3+7tRQRBSbQJql8LBgBcj7mO229vC7rf1/W+hqnIFDITKR625S7oT6+/j7cRKUY9dn///uS1GJkaiRuxNwAANg4W6PlNY7Ju/6J/DaqmMRGZYHDgYDJXVOt8TJshgXDyZP190uKzcXVvmN57KQhyD4K/K/tdSl5RHo5FHNN6TOcJ9YjA+OCfaLyLNO551caAgAFkrG/KEwA071dDyUD46TXNn5EUCoVCoVAomvhvFjfWfPh/nQ//UT4zihJ5ALBJYS+SQ+JCyty3iuYm5vB39Vdqd0p88+lEmqdJTyGXy+HAE2kyjBRpgI9SpFKUTUEtbbh2p/xs/RNTfB19yVhVxDcfKc9EVWyi20cMX6RJyk3SsFI98VFcBQ7fI0kd/G/0+QlTnwu5XI5r+8MwMWAj7p7gfIVEIgZthgTi9zsjseXVJIxa3g6NuleDi7edVh8dUzMx/Gp7oOPXdTFtW3fseDcVK0NHY+CCFnD3cVBa+/DCK8z7YjdmNN4mWErNb1/8Rp7bZ8nPsP5e6ViI+QS4YfjPbcnc72YzOMaybXrLbi0TdC93G3f08+8HAEis/hymAaxni0wqx7aZmj1XtGFtZo1BAYPIfOvDrWTcfWpDrg3opeHVNMODhpPxsYhjKtsLTc1N0H0qZ1h8dPltgz/HGYZREob2Pt2r9RgPX0c06FqFzE+vK91qGr4vzfno83pX81lYm6H1YO4z/p/NDwU7NwqFQqFQKP9//DeLNPyei0pqV1E+Gd48kcYhgy2pT81P1XpR/zmo61kX+Q5cu4siFai0KG9XnqQHZRRkIC47Do4enDBgTNStgurOnEgTkaJst2Rpa07G/IhsXfFz4Kp0XmdojhzmG32KxLqZ8bpZcR4y/2HvvMPjqO71/84W9d57lyxZtiRbbnLv3cbGdAgtlJveyE1u+JHkQkhyIQk3kBACF0ioNmBs424sN9myXOWm3nvvXdry++Ow58zK0u7MaNcFzud59vGZ3Wla7Y583vl+31eJSDM8qENbHfGSUKkEBIwSIMZiUMcMUZ3UThbWtD+6ET3++u3dePn+HehpZ/5Eyx9NxRtF38XP3t+ESbNDJ2xuLAgC4qYH48H/Xoy3yr6PFzMfwoJ7JkOlYvstPluPXy19H79d9zGq8pQJZiaC3YPx3MLn6PJvjv2GGuLamo0/mo2UpVFkwSAgdcedUA9rsbNwJ4pai2x6rO/N/B4ZCMCphR/Rqo9ze0pw+cjEIrm/PZ1FZX+a9ym6Bsm1ydXTCZt+yrxpPnnxpKKkp6mBUzEtiNzXGNIP4dO8T8dcb/XT6dSwuDq/Fef3X58aJxVx1PWX5V+itd96ZcyGHzCR6PC/LqNfgbgslWjvaMwKJcfTGXTYVbhL9j7ELU+nPiuYsEcRh8PhcDicby63s0gTLRrzOIVbAHEljV8nSwS6FVue0oPTMSBqd2qq6LCw9sQRBAFTA6fS5cuNl+EdLBJpGib+ERabE+e35Ju9ZirFB4gZqFzErVRjRXybIb7hLlFTCHBlIk1Tn3x/lKbKTphu9PtHeFpNdgKAIR17Hxw1jhbWtC+DfcN44Y5PcPjdy/S5gEhPvJj5EH787kaExPlY2Fo5KpWA1KXR+MW2Lfhn8Xex9jvpZh5C5/eV4gepb+Kd/zyMwT5liVsA8KPZP6LpY11DXfj10V9P+NzHQqUS8ON3N9LPumuHLyZlLocRRryS84pNj5URlkF9TFoCKhG0mlWqvfufmRNKJEoPTkdKIIl1HtANYFveNvrahh/Mot40dcXtOPlJ/pj7sIY4Gvu9K++NuY6blxNWPcmEhx1/zlF0LIC0S84NJ6lROoNuXGFITNryaLM47qPvK6scksrdk++m40/yP5G9fUxaEI0v1w3r7X6+HA6Hw+Fwvr7ckiKNIAhqwfot459/9a8OgG1NBziKCEtkLSuqRlfAQH6F5+puQZEmJB393qJKmsouu0a9AixVCgAuN12mng8A0G5jkSavxTymd7RII/dnFUd8l3WUKTzD8Ql2D6bjhp4G2duLPYUCojwlbSNOttGorKdQ2YPejgE8u/wDXBBVKSx5aCr+duVppC6NtrClbQmO9cF3X1+LfxZ/D8seSaGVIQa9EZ+/fBrfTX4DFw4oq6Rw1DjilVVMJHnr4lvXVXrZioAITzz96iq6HHVmNryrIvHvy/+2aQWPIAj47szv0uWcuZ/C4asks9ILDcj6RFlMtmnfj6c9TpffvfQuHbt5OZm1IW37XZai69YDUx+AWiCC3Mnqk6joGLv6Z+OPZtFquCtHKlF+qVH2sUyIU5Sk+L4IgoB135tJl/e+ft6urbNikeZw+WEzY3GpiA2PD3EDYQ6Hw+FwOAq5JUUaAOEAzguC8LggCLQkQxAElSAIaYIgfAjgia+efs1oNNq3DIIjCXcfZ3gFEJ8V47AA5y4yWT5bf+slPKUGpsLorMOwMylJHx7Uob2hx8pWE8OUKgUAlxovmZm4ttVN/NhikaakrcTMpFWtUcH5K/NgoxHo7xq8bntLiEWa0abE1yGWVyXOUYLdmEhT31sv48wI4gh1v3BpJsAGI2sVUd0E7/HhQR2e37ANRTmsc/Pe/zcfP33vDjNR7UYSEOGJn/zrDrx66SlMWRRJn2+u6sJv1nyM17+7D4P98s1/18Wvw9Jo4hmjN+rx7JFnbXbOo1n6cArS15DPqwAVUnbdgeEBHf554Z9WtpTH/VPup3471/QXMe1R9hl+/9ljGBm2HFVviQdTHoRWRapzcmpzUNDCPKY2/mg2/S5X57ciZ5f8Vq5At0CsimNi1gdXPhhzvYAIT8y7K4ku73zljOxjmbh78t1UGMqqzkJNV43VbZY9nAInV/I+VOe1IC+rWvHxrRHpFYmZIUQU0hl02FUkv+Vp4X3JcHQh51t1rQXF5+RfyzgcDofD4XBuVZEGAKYDeBtAjSAIA4IgtADoB5ALwOSs+C8A/3lzTo8zFmGiVB23FhKDfKH+gl1SXSaCs9YZyQHJZtU0jeXXG2jakutFGlElTf3ERRp3R3dEeEYAAEYMIyhpNxdT3Hyc6bi3U55IE+oRCicN8W1pG2izeJdZpWaXFYNemkoT5sHa4+q6LUd8j4X4/fMLkybSTNTfZSIYjUb89du7kX+KTVSffm01vvXCkpt6XiaiUwLxh6Pfwo/f3QgPX/a52fePC/hx+lsovSiv2kkQBLy0/CW6/HnB58ipVd4+Y+1YP3hzHRW63Nr9kHBsCV4/9zqG9crbtkbj7uhuZohbOO8o3LzJd6SxvAMH37qoeN9+Ln7YMGkDXRanMLn7OGPtd9Pp8qe/P6moYkPc8vTh1Q/H3cemn7BUqRMfX1PsnxXoFohlMcvosriNazxcPByx+CHWJrrvHxcUHVsq4mqaz/I/k729i4cj5t/NRC1xCyOHw+FwOByOVG5VkaYewL0A3gRwCUAXAC8AIwDyQcSb+Uaj8TGj0agbdy+cG444+ji8NwEA8VW42nzr9eenB6ej35uleDSW2bcga0rAFHonuaS9BE7+7OvXWts93maymBrAJjRXm8zfc3cfZo7b0zYAOagEFeJ9WNpKcVvxuOuKE52kxgSLRZqabut32EcjbhcTt5FZQhCV/OgNyqselLDrf8/guCjW+PE/LceG78+0sMWNRxAELH80Ff8o+A4yNk+iz9cWtuHnc9/FobflJdikh6SbRR3/8vAv7dYO4hfmgcf/tJwuR2fPRV+JUdHE2xJPpT9Fx9srt2H9z5mHy9YXsjCgIO7exGNpj9Hx+1feN/uMbvrpHNpeVXK+AZcOyzcr3jhpI60EKmorwoWGsQWQSbNDkZhBvp+6EQP2vq48aem+ZPb733ptq6Rt1n6HCVLZ2wvQ2TzxJLzxuGvyXXR8qOyQopan5Y8xMf7Ex9cwNHBr3aDgcDgcDodz63NLijRGo3HYaDR+YjQanzYajdOMRmOQ0WjUGo1Gd6PRmGw0Gp8wGo2nbvZ5cq4nYjITacK62aT+TK3yMnl7MSNkBvp8mEjTUCovdlUuThons5ak0uFCOtEa6BlWZOg7mtFR32LcfV3ouFumSAOYR3xb8hTRaNllRTciTfwIdg+mAlZzX7NZ8pIUukQTN3FqliUc1A50LPansTd5J6vNoppXPz0dm386x8IWNxdPf1f8avvd+OHbG2jryciQHq8+sQevPbUHI0PS37vfLfkd9f85XnUcB0oP2OWcAeIPkrIkCgCgMqoxdfdGvJbzmk2PMT14OqYHE2FmSD+Etvn5tJKrs6kPu19T3uq5Om41NdSu76nHkYoj9DXvQDeseJyJAZ/+Uf6fQxetC+5MupMuf3x1fJ+YTT9hqVL737iA4UFl35fNSZvp9+5CwwXrJuQAYlKDzESiw+9eUnRsKUR7R2NGyAwApBpxd/Fu2fuYsjACwbHeAIC+riGc3mEf/yUOh8PhcDhfX25JkYZz+xKR7E/HLk1MsMmps09rw0SYGTIT/SKRpr7EviINADqhA4Dcxlz4ilpzWmomHgMurqS50nTF7DUPP9a20t0qPx5WLNIUtBaMu55GlKw0MiRNpNGoNAj1CKXL1V3yvCfEd9c9/F0srMkQizRDevvF+4oZGhjB/z76BW0DmzQ7FE//ddUt0eJkCUEQsPLxNLx66SlETWVJXAffysV/LXkfXS3SqhtifWLx5PQn6fJzR5+zWzWNIAj43htroXEgf+a86sPQsMNgcyNz8c/zbt7buO+5+XR5+0unZbcWmtCoNHhgygN0WdzyBAB3/jzDzNS36Kz8NkHx/rfmbTXzaRKTsTkR/l95PXW19OP4x9fGXM8aXk5eWBXLvHA+yZOWorTmP9h1c/8bF+1q8i5uefo033oK1WgEQcDyx5hJ/Jfv8JYnDofD4XA48uAiDcemiEWawSqBJjydrrn1ArhSAlMw5MeEkZpi26W/jIdYpLnYeBH+EUykaa6auEhjiu4FSIKUGA8/USVNi3yRJsmPeS1YEmlM1UEAZFVZRHlF0XFlZ6WscxO3b4k9VCzhrGXrDejkVxYp4ZPfn0TDV211rl5O+OWnW6B1vDnJUkoIifPBn04/hkUPsIqtwtO1eCbjXdQVt0nax3MLn6P+RhcaLmBfyT67nCsAhCb44t5nF9DlSZnL8erBf9j0GPdPuZ/+PJebLsNntQEh8SQ2va9zELteUS5QP5z6MB3vKNyB3mHW1hcY5YWF9yXT5c9fln+NXRazDP4u5Jpd31OPE1UnxlxPrVFhnagdb89r5xSLa/ck30PHUkWQBfckw/0rT62myk7kHrJ9wpyJ0S1P3UPyW1GXPZIKlcokoFWgqdK+fmccDofD4XC+XnCRhmNTvAPd4PlVJcNIvx4e3aSapqS9BK39rTfz1K7DUeOI6CSWyFJX0mb3yFSxSHOh/gICIllcdIsNRJpEv0RaIVLdVW3mqWBK3gKAjib55p9J/kykyW/JH3c9rUikGR6QLtLEeMfQcXlHuaxz6+1g1Qpu3tJEGlctez/6hu3nc2GisaID219iE+lH/7gU/uHS4sJvJZxcHfDMB5vw7T+voFHdDWUd+Pncd1GQbd1PKNg9GE9NZ14uz5943q7fu7t+MRe+seR3rR12QsEr/WjrlyYoScHTydNsYv/etX/j/t8spMs7XzmD7jb5oihAzMaT/YkQ0z/Sj88LPjd7fct/zqXj7O0FqJfZsqlRacwqRz66+tG46678dhoVYMtyG1GQXSvrWCY2TtoIRzUxdb7UeMl6WhyI8Lv0ESZA7/+nclNma8R4x1CT92H9MPYW75W9D78wD6StINczoxE48t4VK1twOBwOh8PhMLhIw7E5kVNYO0TqSAYd34rVNOmTUjHiSKooRvoMipNLpJIWlEbjngtaC+AVxqpbbFFJo1Vr6aQOMK+m8QpkokRXs7J2J9O5l7WXYWBk7OoTUwQtIFOk8WIiTVm7vDvlYj8fVy8nC2sy3B1ZBLqSu+Vy+fcvj0D3VSzzpNmhWPXkdCtb3LoIgoDNP52DZ3fcA0dnMnHvbhvA/1vxIS4dti6w/WL+L+hE/WzdWXxZ/qXdzlXrqMHP3mLeK0HXkvG/77xj02M8nvY4HX909SPMviuO+nMN9Axjx5+VVdMIgoCHUh6iyx9e/dDs9eiUQKSvjgVAxICdf5F/nPun3k/H2wu2j5vE5+HrYpa0pNRvx8PRwyz+W6qZ8+qn2Pfl7O5itDdMPBFvPO5MZJ+XHYU7FO1D3PKU+e8rdr8BwOFwOBwO5+sDF2k4NidS5FkR08MEg1M1t57X85zw2ejzZXfVa4tsd4d9LNwc3Ki3i8FowIAXq3SxVUm8OOr7YgO74ywWaZSIUU4aJ8R6fzUhhHHcahqTuSwAWek2sT6xdFzaYd1Q1IReb8BQP5lYCoK5SGQJT0dWxdI1NHGBzBKlFxqQ9Ql7v574ywraDnE7M+eOSfj90Ydp9dxQ/wj+e/1WnN0zfvoXAIS4h+Db075Nl1848YJdzzNlSRTCVrEKq5zfN0o2tZbCoqhFiPSMBAB0DHZgb+kePPDbRfT13a+eRZcCHygAeGAq8405XH4YTb1NZq/f+XMmhB9+97JkfyATc8Pn0nS19oF2i4LZ+u/NoOPs7YWKhRIlvi/hiX5IXhABADDojTj8L/t5vYgNlfeV7JNtZA6Q74arJxEiG8s7kHdSfmodh8PhcDicbyZcpOHYnOgUJtK4NwfS8S0p0oTNQa8fa8OqLbR/S5YpPQQAGp2r6LipwjYizbSgaXSc28hikn2CWeWI0oqhqYHsTvq15rHNQ53dHel4UIZII474ltICYcIk0ABEoJEqfng7e9OxkqhdOWx7MYuO525JRNLccLse70YyaXYoXjr1KDWWHRnS48XNn+LU9vF9iwBSTaNVEUHtZPXJcf1QbMWzb3wLegfyeXRs8MJrL26z2b5VggqPpD5Cl9+78h7mbkmiJsuDfSOKvWkiPCOwMJK0TxmMhuvMdlOWRCF2ehAAYHhQh33/GDtK29K535t8L122ZOYbkxaEyfPJZ1evM+DAm8rajjYkbKBtmbmNuZIr51Y9ya5tX759yW4GwpP9J9PrUd9IHw6XH7ayxfU4OGmw4F52k+Lo+7zlicPhcDgcjjS4SMOxOVEpTJgZKGMT5rN1ZxXdkbQn8T7x0AczweLqJekVHEqZFTKLjotU7D/ujeW2EWnSQ9LpWFxJ4x3Moqnb6xWKNKL0qNHGxCac3Vlq0kCP9NSkBN8EOi5tL4XeIK3SQSzSODhLq6IBAF9nXzq2p19SY0UHcnYW0eUHRH4lXxdC433xxxOPICiGCF96nQEv3fc5zu0dX2yL8IwwM8b9n1P/Y9dzDI8KhO8D7POY+adixdUtYyH+WfaX7EfrQAvue46ZFu9+7Rx62pUZVItTmEa3PAmCgM0/YxHue/9+XnZEtlik2Vm4E0O68b+360TVNAfezFVUkeTp5GmW8iS15WneXUm0OqWhrANXj1XKPrYUBEHApsRNdHlHgbKWpyXfYtfLk5/kK44u53A4HA6H882CizQcmxOR7E+rGZrLupHgRtp7hvXDZqLBrYAgCAhPZIlUJVftX5I+K5SJNOcHsmlkdXdrP/pliBrjkRqYSr1jClsLaSKMdxATaTqbehVNrsTpUaMjvk2YJlEA0Ncl/efxdPJEoCsR+Ib0Q6jqqrKyBUEc823yR5F6PI2KrN8z3GM3AfHgW7kw2VFMWxmDqKmBlje4TQmM8sIfTzyMsElE/NLrDPj9lk9x5WjluNv8Yt4vIIBcK/aV7LNoSG0Lfvzbe9Hn81VLY58ab//qoM32HesTi3nh8wAAeqMeW69txdwtSQhPYt40X7yqzMflrsl30c/qmbozqOioMHt9/t2T4RdGKpk6m/tkR2TPCJmBaK9oAKT1z1LlyNw7k+i1pL2+B2e+sNzaNh5is+XtBdslbePorDXzxTn09iVFx5aCuOXpi+IvoDPIF1gmzwunwmVf1xDOfFFkZQsOh8PhcDgcLtJw7ICTi5ZG0BoMRsw0MG+GU9W3XsvTtOmT6Lil2L7GwQAROkyl/mVdZfCLYm1IjWUTb7txdXClcdkGowG5DaTlSeugpr40RqOylqfUQGaGebnp8phmmC6ezLi3t2NQlmGmOEGqoMVyu4wJkxkvAKi1asnHUgkqKgoBQGNvo+RtpaLXGfDlO2wiufY76RbWvv3xC/XA7zIfQmC0FwAioD2/YSuKztSNuX68bzw2TtpIl185/Ypdz29GZDqG72fVckfevoaqvGab7f9bKd+i4/evvA+VSsA9z86nz33x17NmJtdS8XXxNas82Xptq9nrGq0a63/AIrJ3vXJG1vdOEATJPjFaBzVWPsF8r+S2V5nYkLCBCk/n6s+huqta0narnmAtT9nbCxRXJ1ljVugsBLuR9L/W/lZkVWVZ2eJ6BEHA0oeZqJT5b97yxOFwOBwOxzpcpOHYhehUNvmN7GIT71vRl2bR7DkwqMhdUn2rRtEkSg6OGkcz3xjHEDaZkhuhOx5i35vz9efp2HS3HQBaa+WbfkZ7R8PdgYhKrf2tqO+pv24dR2cNrQ7SDesxJCPhKdE3kY4LWqWJNHqdgY41WnmXtGB3FsE+1s8yUS4dLkdnEzFy9Ql2w6z1CVa2uP3xC/XAi5kPwSeEfE4G+0bw3+s+Rl3J2Kbcz8x9ho7fv/I+Wvpa7Hp+33pkPVpivvJAMQD/+sURm+37nuR7qAB7vv48ituKsfDeZATHEdG6r3MQ+95QJmrcN+U+Ov4k/3rfmNVPTqOm2ZVXm3H1mLRKNBN3JzORZlfRLgzrx/eTWv3UdFoteTmzYtzfrSW8nb2xLHoZXd5ZuFPSdjFpQYhLJ9/bkSG97KohqagElVnL066iXYr2s/RhVn148WAZOprsfyOAw+FwOBzO7Q0XaTh2QSzSuDb40fGpmlO3XBTp3OgM9PkxcST/UoWFtW3D7NDZdNzvw45dX2IbkWZmCLurfq7+HB37hTORpqVafqKRSlCNmx5lQhAEuPuwJJ2eNum+H8kBzGgzryVP0jYGPRNpBJmJSaHuoXRc210ra1spHPuQTSAXPTAFas0345IbFO2NFw8/CA8/kvrU3TaA367dOqYHzLzweVRUHNIP4Y3zb9j13O6fej/K1xyFEeRzc25vicWWLDl4O3tjbfxauvzhlQ+h1qhw9y/n0ud2/jkHQwNjx1xbYuOkjTS2/FLjJRS1mrfOuHk7Y9kjTBDY9b9nZO0/PTidJlR1DnbiSMX44pV/uCdmrIujywf+qayNVdxS9HnB55K3W/E4uwZ9aceWp82Jm+l4Z+FORX+7gqK9qdmyQW/Eia3SrmscDofD4XC+uXwzZgycG45YpOksHoGPM7mT3NrfiqK2W6sv383BDZpwNmnKyj5vYW3bMCeMGX3Wu5XTcUOpbVKGxL43Z+uYD4Z/BIudViLSAMD04Ol0PJ7HkIefWKSR3o6Q7M9EmvHSo2xJuAdLWarpsq0f0ciwHmd3M7+ORfdPsen+b3XCk/zx6933wsGJtLQ0lLbjxU2fXGeeKggCfjz7x3T5H+f/YbGKY6J4Onli5dL5qE1lxtfv/PywzZKCxCa/W/O2wmg0Ysm3Usw8Y5S0vXg4epgJQGOlMG34oeh7v7sYjRXSryeCIJj5xFgz813zNGvdy/z3FYwMyfdsuWPSHdSTKKs6S7KB96L7k6F1JNV6ZbmNqLjSZGULZSyKWgRPR3LNrOqqGteHyxpLv8XEM7Fwy+FwOBwOhzMWXKTh2IXoNCbSVFxuwrww5stg76hdJQQnMvHi6kX7JzxlhGfQcaGa3QmuK5LfNjAWKYEpNN64rKMMbf1kvwGR7Odsrpq4SHOhYezWDVMFBQB0tUivpBFHfOc150lKeBIEVj0j9053lFcUHVd2Vsra1hrXjldR4+SASE8ak/xNInFOGH72wSaYfkX5p2rw2pN7rvs93Z18N/X/aOhtkJz2o5RHUh9B8dJM6DVEnC290ICsbbapcFifsB5uDsRYt7itGLmNudA6qLHpp6x6bsefTkNmJKTaAAAgAElEQVQvqgCTijXfmPBEP0xbGQOA+E7te11ea9WWpC3sHAt3WDTLnb46loq+3a39yN5RKOtYABDoFkivhQajAbuLdkvazs3bGRmbWWvk4X+NnTQ3URzUDlgTv4YuK215mn93Em0BLTlXj7pi21znORwOh8PhfD3hIg3HLviGuNOJ+kDPMGZo5tHXsqrlGzDam5R0VrrfUKhMvJBDpGcknZS2eDLDzFobiTSOGkeztiRTNY2ZSFOp7OdMD2Z30MV+N2I8/cUiTZ/kffu5+CHIjYgZA7oBlLZbF8xUaibSGPTKRZryzvLxV1TAxYNldDx7Y4KZmPRNYt6WJDz28nK6fPSDq9j92jmzdRzUDvjOjO/QZXu3PC2LXgafMDdUzM6hz33w3DFFiWejcdY6m3mZmEx+Vz05HW7exFS7oawDpxWIGusT1sNJQ/ZxtfnqdS1PALBBZCB86O1cDPZLb62aHTabtgC2D7RbFNTVapWZgfDBt3IlH0fMpknsvdpZJM2XBgCWPcpMzI9/eM0mv7uxuGPSHXS8u1iaiDQaN29nzFjL/sbYy0eHw+FwOBzO1wMu0nDsgiAIiJ3GKgfC29ldz1uxkmbJAlbZoqvUYkQv3zNCDoIgYF4EEa4GPLqh+iq1uru1H90yPFwsIW6pyqklk9HAKC/6XFNlp6L9JvolwlVLUqIaehtQ1319co9XoDjuW7pIA1yfIGUNjSjRST8irzohzodNnKQIQnIQ+5yYqhu+qWz+6Rys/Dab0P/fTw/h2glzY9snpj9B036yqrMkp3spQa1S44EpD6BsfhaGncj3raGsA4fftU1Fxn3JzOR3W942GI1GOLs5YN13maH39pdOy678cnd0x+q41XR5rIqj9DVxNPa5t2MQJ2QIAipBZebDYs0nZsVjadRA+MqRSkXG55uT2PEOlR1C37C060Xa8mhqTt3Z3IcL++1TAbk6bjX9XJ6vP6/YYHzxA6zd8fhH1245bzYOh8PhcDi3Dlyk4dgNcXuHscKZTuyru6pt3loyUaanTYZBQ0r7HXvccbrgrJUtJs7csK/MRFVGCMGD9PnaQttU05iJNHVEpAmKEYk0FZ2KJgpqlRrpIayaRmxMbMI7yJWO5UZ9iyuALjVaNwU1tREAkO2LEesTS8cVHRUW2zvkMNg3jIpLxCdDEIDkBRE22e/tiiAI+I+/rUH8zBAApOLpj/dsR2tdN10n2D3YLI77rYtv2fWcHkp5CDrnQZTNP0mf2/pC1nWeOUpYEbsC3k5EKKnuqqaVbOt/MJN6qZScq0feSfk+SOKWp+0F2697Xa1WmUW97339vKzvudjM15pZrl+YB9JFFSLiuHmpxPnEUS+qQd0gDpUdkrSdWq3C0m/ZP97ay8kLCyIW0OW9xXsV7Wfm+ng4u5Hkr7ridpReaLDJ+XE4HA6Hw/n6wUUajt0QizQVuc20cgQAjlcevxmnNC5qjQracDY5O3TM/lHh4vej3Zvdna0pkGaeaY2MMFYdlFObA4PRADdvZ7h6kXaJof4R2QKKiVkhzKD0TO31KTLewe503N4g7xjiePLxPG/EODhr6HhkSF7Lg5uDG0LciXAwYhhBRYdtkr1KzjdQI9rwyf5w9XSyyX5vZxycNPjV9rtoK1xnUx9evn+HWYT6k9OfpOP3Lr+HId2Q3c4nJTAFyf7JqJp1BkOu5DPaWtuNA28qSyoS46B2MGt5Mpn8ege6YYnIRHbnn0/L3vf6hPU05ju3MXfMz+zyx1KpYXPZxUYUn5Ve/bEgcgEVmOp66sZtaTSx6gn2fT387mWz36dUxO+VrJYnUZrV2d3FNqtCHM2GhA10/EXxF4r24eisRcadrKKUGwhzOBwOh8MZDy7ScOxGXHowHZdeaMDCiIV0+VjVsZtwRpYJnsyqTK6cL7H78dKC0uCsISlIjZ6V9PnaQtuINFFeUdTfpXuoG3nNxBhVXE3TWK6s5Wl2GDNBPVN3vUjjE8zandrqemTte3R6lLUqAAdnLR0PyfDfMDHJdxIdF7bK9wkZi7KL7C55wqwQm+zz64B/uCd+8ckW2iKTl1WNbS8yj6oVMSsQ4UmqjtoG2hQbtUpBEAQ8OPVB6B1GULqAtWB++odTiiKyRyOuePms4DP6Od4sMhA+80Wx7BYhD0cPLI9hHj87Cndcv46vCxbex5LS9v9TuoGwRqXBhklMlLD2O5ixNg7eQeT73tHYiwsH5LcdiX1f9hbvlWQYDpAEMdP3SzdiwMlP8mUfWwriCq/D5YfRP6JMDFr8IGt5ytqWp8g8msPhcDgcztcfLtJw7EZQjDet2uhpH8A0NWu/OVpx9Gad1rhMm51Ax4153TAY7fsfaAe1AxU7ev1b6PPVeS3jbSILQRAwN3wuXT5VQ6qDQuJ86HP1JfI9JADzVqqzdWevaxPyDRVV0sgUaWJ9YmnsbWt/K6q6qiyu7+isoelBw4M62ROfyf6T6TivxTYJPxWXWSSw2JuJA6QsjsL9v2WC7dbns5B3kphnq1VqPJb2GH3t7dy37Xou900h3jHV6ecx6E5arzoae7H/DXmpSGOxLGYZvJyIIFrdVU0rUsKT/JG+hrQIGY3A7lflt1aKfWPGEmkAYM1/sJanrK156O0YkLx/sWhiTaTRaNVY+jBrO1LS8pQekk6N1NsG2pBdky15W3FlUuZ79ml5ivWJRZJfEgDSkpVZnqloP6lLo+EVQFpB2xt6ce245Wsbh8PhcDicbyZcpOHYDUEQzKppXGoDqC9NVVfVLedLM3sum2g41HvTyhN7YvI66PVvps9V59umkgYA5oWzliqTSBMc502fqy9R5n8T5hFGU2D6Rvque6/8wjzouKWmW5YnhkpQmXve1F3veSNGEAQ4uTrQ5YGeYcnHAkD9MADbiTRioS1yaoBN9vl14p5fzceUhaRixmAw4s8P7URvJ/FleiztMQggqtvh8sNjGlPbimjvaMwKnQWDVofSBawFc/tLpyfsTeOgdjATO8QmvJt+wqppDr97GX1dg5DDxkkboRLIn+/smmw09zVft07CrBDEpAUCAIYGdDjy/lXJ+18VuwqOauJmfq35Gso7LCefLX9MlCS3u0RWohtAvvPilqI9xXskb7vwvmSoNeS9KMqpU2ReLAWl5ydGrVFh/j1MFD6x1f5/YzgcDofD4dx+cJGGY1fiZzCRpvxCE+ZHzKfLxyqP3YQzGp+YNFbx4N4UgCOl9q/2MYk0fT7tMKpJBUhLdRf6u23jxSE2vMyqIm0loQm+9DmllTQAxqzSMeHm7QQnV9KGNNQ/gt4OeZPQ2aGW26lG4+LpSMdy37uUQHYn/nLjxNN9jEajWZR6eKLfhPf5dUOtVuGZDzfTSOrmqi7884cHAACRXpFYGr0UAGAwGvDBlQ/sei73TL4HAFAz/SKM3uSz09HYi0NvK4uUFiM24d1esJ2KlWnLoxExmXwuBnqHZadKBbgG0O+fwWgYUzQQBAGrn2Zi54E3rbcOmnB1cDVrqfqiyLIPS3iiHxIzwgAAep1Bkd+KuMVKTtS1p58L0tcwA/BjH0oXo+SwPmE9He8p2aM4nUnchpa9vRAjw/aJDudwOBwOh3P7wkUajl0xpbkAJM1kUeQiuny86tYyD/bwdYFTILmDr9Zrcey0dXFgomSEZ0AtqGHU6NHrw6ovqmzU8pQWlAYXLTFqreqqQk1XDUInMZFGLCbIxZJIIwgC/CM86bLcuG+xSGOKD7eEqa0OAPo65QlCUwNZBVVBa8GEzWq7W/tpNY+zuwO8Al2tbPHNxC/MAz94i018j75/FWf3FAMAHkl9hD7/0bWP7Hoed02+CwBg0OhROIcJs5+/fBq6kYlNoFfGrqTVgyXtJShoJbHigiBgww+Z+faev5+nRtNS2TSJme2O15K0+IEpVCytzmtBYY70qiRxFZA1kQYgZsUmDv9Lvti5NHopnDTke1zQWiDLxHvxg+w7bK9464zwDGqoXN9Tj8tNygTdxIww+IeTSsOe9gFcOWIbs3IOh8PhcDhfH7hIw7Erk2aH0nHp+QYsDGciza3oSxP9VXsAAOSfq7K7L42bgxtt7ekOZD4mVVevb19QglatNUt5yqrOQphIpKkvbpc9OTQhbqU6WX3yutcDophBcXNVl6x9iz1vztefx7DecguTu48zHfe0S/feAIgRa4x3DABAZ9BNuOWpqZL9rIFRXhBMhjmc65i3JQmLHmBmqn97eh96OwexKXETnbBfabpi19bDSK9IzAyZCQConHYOjt7kz2JzVdeEE3icNE5YE7+GLu8oYP4xSx6aSsXFhtJ2XDxYJmvfdyQyEeXLsi/HNLN18XA0q9w4+Jb05Cpx5ciJqhPoGOiwuP6CeybTRKmKy00ov9Qo+VgA4KJ1oRVUgLyWolkbEszirUvO2z7eWqPSYHXcarqsNIpbpRIw727W8pRlJ7NjDofD4XA4ty9cpOHYFd9Qd5r0M9A7jKDuKDNfGltFHtuKaXOYebCmyuOG+NIsjlwMAOgRiTQVV5rGWVs+4panY5XH4ObtTM0rhwd1aK5SlvAkrtKp7qpGdVe12euBUaJKmgp5xwh0C0S0VzQAYEg/hNwGy60n7j6skqanTZ5IA4yK/a6fmGlsa203HYuriThj8/Srq5iZan0P3nnmS7g7upuJBNvyttn1HGg1jcMIhleyz/H2l7IVi5gmxBUv4vhmJ1cHrHicebns/bvlqOvRxPnEUdPrAd3AuGa2K0UR2Sc/yUd/j7RKsWD3YMwImQEA0Bv1OFR2yOL6rp5OyNjMktKUmPiuj2e/870l0kUQJxct5m5h8dbHP7JPvPXa+LV0vL90v+L9LBD50pzeUcRbnjgcDofD4ZjBRRqOXREEwSyCuOJiCxZEMtHgaOWtVU0TKzI69mwIuSHntzhqMQBzkcZWlTQAsCiKVS+dqCJRw2FJzCelpkCZUfF1VTpVWWavB8Uwg2K5Ig1g3k5lLe3Fw5+1FHW1yI/HNU1GAeBCw8REms7GXjr2CXGzsCYHIG2G33mdVZscevsSLmVW4L7k++hz2/K22aWFxYQ4LelY3DY4u5OqjJqCVpz5omhC+14bvxZqQQ2AJKHV99Sz177DPGPO7yuR3RYoNrMdz8dl0uxQRCT7AwAG+0aQtU165YaU/YtZ+ghreTr+0TXodfIqEdclrKPjo5VH0Tvca2Ftc8QtTye25sk+thRWxa6iptana09brS4aj4RZIQiIJAJuX+cgcg/Jq6LicDgcDofz9YaLNBy7I/alKTpThyVRS+hyZoWyKFN7IU6j8mgIRmbZEbsfc37EfKgFNboDRJU0l5tsNimdHTobDmoy6SxqK0JjbyPCRSLNRCK/xVU6JgHIRFAMa3dqUJC4YtZOVXN9O5UYT38XOu5skj6xMyEWac7WyY9EFtPRxJJtTBUiHMvM25KEuXeySog3vrcfKyKZn0txWzGuNdunOgIA4n3jacpXr7YLcfewCPnPXz49oX17O3tjYSSLHBe3yYTE+WDaStJqZzTKa0cCRpnZFo9tZisIglnFjpyI7HXxTDQ5UHoAeoPlio+0ZdG0crKzqQ+XDltOhRpNhGcEpgYQsWVYPywr6jplSRT1f+po7MVVO8Rb+7v602uFwWjAl+VfKtqPIAhYcC9veeJwOBwOhzM2XKTh2J2EWcyXpvhsHZZFL6PLRyqO2PUOuVx8Q9zhEUhaZzQjDjh3/qrViclEcXd0x4yQGRj07MKwE6kC6esaku3jMh7OWmczj5fjlcfpnXVgYiKNuEpntBF0SLwPHdeXyr/jLE4Cy6rKsvg58Q5iFSudTfLifwFgZshMeof8StMV9A3L34cJcZKVm8grh2OZ//jbarh4kJSu2qI2HPrbFbPEn0/zP7Xr8cXVNLVzz0OjJX8eC7JrUXC6dkL73jhpIx2PrkgRV9Mc+r9LslpfMsIy4ONMvmcNvQ3IbRy7LXDpt6bSmOrC07WoKZRWPTcteBqC3EjqXdtAG87Vn7O4vlqjwsL7mcfQ0Q/kJy2JhaF9Jfskb6fWqLDgXua/c+Jj+4h6a+JY1Zec8xuN+FzP7CqecOQ7h8PhcDicrw9cpOHYHXElTeWVZiR5JtOJRWNv44SNWm1N4qxwOlZVuI878bElS6OXAgLQHcTMNsty5RlvWkJcvXSk4ggiRSJN1TXlIs2csDlmVToNPcywMyiWiTRNFR2yk3KSA5JpmkpLfwuK2sZvO/EOYhUr7Q3yK2k8nTyRHEAmTXqjXlLs93j0dzGRRpw6xbGMT7A7HvxvJvptfSELa3yYOe7nBZ/b9fhiI979rV9g4f1sEr3rFesJY5YQV7wcLj+MgRHmmzRrfQJ8Q0nlTmdzn6z2KrVKbSYajGdm6+nvipnr4+nyEYl+MSpBJVuUWPIQE2lO7yjCQK9l0+/RiH1f9pXukyXii02ST9kp3lrckrW/dL9ic/nYaUEIjiXXt/7uIdlVRxwOh8PhcL6+cJGGY3fcvJwQlkgShfQ6AyovtZileBwuP3yzTm1M4mcwUcmzPhRHKuzf8mR6P7qDmchRbieR5mjlUUROYSJNTX4L9HplEw0njZOZL82xymPsNRctjZo16I2yfWlUgsrMv+h45fiR7b6hHnTcVtcj6zgmrKVVSWWof4SOTfHHHGms//5M+tkc7BtB7RsqmvKU15KH4rZiux17evB0BLuRdse2gTbEPMiqoLK3Fyo22AaIye8kX2KqO6AbMPueqDUqrPw2a0c6+KY8Udis8qR0fBFlhSgi+8h7VyR/5+WKNDFpQYiYTNoph/pHkLNLnqdPRngGPB2JX0ttdy3yW6S3AiXOCTXzerGH8DEjZAb8XMjP19zXjEuN0tvHxAiCgHl3JdHlU58V2OT8OBwOh8Ph3P5wkYZzQ0icE0bHhadrsTx6OV1W2tdvL+JmMF8ar/rQGyIizQ2fCwe1A7qDmEhTdtF2Is2csDlw1pBJZ0l7Cbod2mmL0NCADo1lygwwAWZ8DOA6QSskgcV910pssRCzKJJVVhyrOjbuen5hzEOktaZ73PUsIfbXGd26JQdx24Kjs0bxfr6JqDUqPP0aiznO/qQIK3Vb6PIXRV+MtZlNUAkqM8HjrPo4UpZGAQAMBiP2yExfGo2lNp4Vj6fBlNSe+2U5Giukfx9Xxa2CSiB/ys/UnkFbf9uY66WviaPeTW11Pbh6tFLS/lfErqDGxxcaLqCp13LynCAIZia+cpOWNCoNlsewvw9yUpQEQcB8UXKSHJNkqagEFVbFrqLL+0uUpzyJRZqcXcU85YnD4XA4HA4ALtJwbhCT5jBfmsLTtVgRu4IuH6s8hmG9vJJ4eyKupPFoCMLJilMY1A1a2GLiuGhdMDd8LrpCWPJL6YUGC1vIw1HjaObxklmRiaiUALpccVl55Le4Kmq0EbSpggpQliIl3vfRiqPjtj74hLhDpSKz3I7GXowMyfd3EJu7nq45rfgzqdexc1Rp+CVWLimLo8wiij23TwG+ekvlxDIrYXQryx0/nk2XD76Vi8E+5depNfGsImW08BAQ6YXpq2Lp8uF3L0ver4+zD/WcMsI4blS2RqvGogdYK5LUiGwvJy9khLNqOWtR3ADMWsUuHixDV4s8j6fVcUyoO1h2UNa24s9Ozs4iu3i9TOT8xMSlB8M/glX+XD1WOdFT43A4HA6H8zWAzyA4N4SkuaySpiC7FtFe0YjxJqkm/SP9yKmdmOeDLfEKcEVgFEkmUuu10NZ54lT1Kbsfd3n0cvT6tkGnHQJAxIa2emWtO2MhNmw+XH4Y0amBdHkiIs2csDlw0ZI79BWdFajoqKCvmaVI5csXaVICU+DrTISepr6mcf2LNFo1fEJYNU2LgmqacM9wxHqTifKAbgBnapX50hhEbSQm4Ygjj0f/Zxk0DqR6o/3qCAILScVBVlUWugZtY6g9Fsuil0GrIi1qlxovIXShK/UN6escxLEPlZvRLohYQNOqyjrKUNJWYvb6yiem0fHhdy/LakFcHctEgwNlB8Zdb+nDKXScvb1Qsl+MuOVJSmVLULQ3veYb9EbZrTziSpWsqiz0j/RL3jYuPRhBMczrxR7x1itjV9Jxdk224s+kIAhmqWbZ2wsnfG4cDofD4XBuf7hIw7khhE/2p8ktHY29aK7qMmt5utV8aRJmsWoa79qwG9KStTxmOaAyokvkS1Nyrt7CFgr2/xWjRZryCYg0DmoHsyoU8e8yYrK5941cVIIKS6KZn46lz0lAlCcdN1cq8w+xRTy8WJi5hYLLbisCo7yw/vsz6XLa8fUQ9CrojXrFvxcpuDu6m1WcfVl+yOw89vz9nOI0OkeNo1ll2OgKjFkbEuDhR8TO1tpuXM6sgFRWxTFR42DpwXHNbGOnKfOLEVeOfFn+pSSzXHHK0wmZbUfhnuFI8iPC3JB+CCeqTkjelrQ8sTaik5/a3uslwDUA04OnAyBG40crjyreV4ZIpMnZVaTYH4zD4XA4HM7XBy7ScG4IarXKrOUp/2S1mWhwq/nSJMxm5+pVGz6hknapzAiZAS8nL7OWp5LzthNppgVPM6tK0YWxu78TNSleEcPa1w6Vs3YIs6jv/FYYDPInuGb7ttBqERjtRceN5cpEmmUx5tVGShBEIo1exydcSrn7v+ZRYVfT6I7QK8T49kDp+JUitkAsSBwoO4Blj6ZSb6HKK80ozKmzzb5H/RxaBzWWPMS8XOS0PKUHp9PEvKa+JlxpGruVSRAExK5wQwVyUIJj+J/fvYy8POvpemlBafB3Id/l1v5WXGy4aHWb+XclUcEy70QVWuvkVbeJq2kOlk6g5WmXfVqeVsawahopLWDjkTQ3DF4BpMKqs6kPBadqJnxuHA6Hw+Fwbm+4SMO5YUyex6Kt80/VYmn0Uggg/4k/W3cWnYPK01NsTaJIUPKqC8OlxktWDTMnilqlxrLoZegKYZPAknO286VRCSozYSxXOE0nn211PehslucbIUYspGSWZ0JvIAaYXgGu1Kx0qH8ETTIMUcfa9/Gq4xjSDY25Xkgci/xuKGuXfRzAvCUspzYH3UPy26YcnJhZsBJvHA7B088Fm5+ZQ5fjjy2BSqfGl+VfKq5mkYJYHDhcfhjOHlqzqpAD/7xgk32P5cW17FHWjpSzswh9XdK8sNQqtdn35Muy60XvzMxMLFq0CM/89WHkYx+KcQQHC9/HlClTsGjRImRmjl+hpBJUZi0+Y+1/NN5BbpiyOBIAqSiT3fIkqg4SC79SiElj8dYDPcPI/dL2KU9m78cEbjKo1SrM2TyJLp/eIS8Ni8PhcDgcztcPLtJwbhhJIpEmL6savi6+SA9JBwAYjAZkltuvjUEusdODodGSr4dbmx+0/c43pCVrZexKdIaKRZp6m05IzSYWVYcQJWp5KruoXBCaEjAFQW5BAICOwQ6cr2dJOJFTmUFx5dVm2fuO9o5GnE8cAOJfNF48dnCcNx3XFSsTafxd/TEtiHiD6I16RfHrDqJEJ3EcN0c+d/x4NhX5XLq8EJY7HZWdlSjrsL3PiImUwBQEupLvRftAO3Ibc7H2O+n09axt+ejtGFC071ifWER7RQMA+kb6cLrmtNnrMalBtA1xeFAnq1VHLACNFjXefvttrFy5EidOjN02dOLECaxcuRLvvPPOuPsXXzukiiYL72UGwnKTlhZGLoSjmlRS5bfko7a7VvK2NyLeem74XJqYV9peisrOSsX7mreFnWv254V2FSE5HA6Hw+Hc+nCRhnPDSJwTCpWaVM5U57Wgt2PAvKT9BrQUScXBSYPY6SyK27s2XPbdXCWsil2Ffp92DDsRo8ye9gE0TCAeezTiiVZWVRaiprF2pImkSQmCMO7vMjpl4gbFUj4nIfEsSaq+eOwYYrnHUtJa4+zuSMcDPbdOatntiIu7I+765Ty6HHtyPgS9SpF4JhVBEMzS5zLLMxE/IwSx04kIOTyow9EPrirev1nV2Rj+OsseYdU0R9+XlsAEwOycT1afpIl0mZmZeOqpp2AwWG69MxgMePLJJ8etqBFX4WXXZEsy8824M5Fe8wtP16KlRrrBrovWxcwfSK5IPlckfJz5ohi6EdvGWztqHMf14pLL1MWRcPVyAgC0VHehbILtpxwOh8PhcG5vuEjDuWE4uTogdloQXS7Irr1uQnwr3UFMFCVSeVdHWDTktBWRXpFI9E80q6YpOqPcA2M0YR5hSPYnd7eH9EMYjmAC0ERNisV+G+IEGFukSIn3va9k35jrhE0SiTSlHYr9YMRRyXtL9sr+TLp6MpGmr9O+0e3fBNY8PZ0a6rp0eSPk6lS7mgcDo5LQKsjke9WT0+lzB9/KVXytGm3gPZpF90+hXi7XTlSjuUpaG2iYRxgm+ZK2mUHdIE2ke/75560KNCYMBgNeeOGFMV8LcQ/BZH/i9TKsH0ZWVZbV/Xn6uSB1aTRdllvRItWPaiziZwTDP9wDgCneukrW9lIwqy6agC+NRqvGrPXxdDlnJ2954nA4HA7nmwwXaTg3lMnzI+g4/1QN5oTNgYcj+Y90TXcNClptX5auFHFsuHdNhEVDTluyOnY1OsNYaX+xDUUawFzwKPZgBqDFE/S/WRm7EiqBXFLO1J5Baz+J3I5JE6VI5SoTaZZELYGD2gEAkNeSh+qu6uvWcfFwpDHcumE9GhX43wBARlgGvJyICXFtdy0uNV6Stb2bjzMd97RzkWaiOLk64I4fz6LLsacW4Hj5cbsKumKR5lT1KQzrh7H4gSlwdCHx3JVXm1FyXtn3RZzwdLbuLHqGesxe9w5yw7SVMXT52EfSY7/F551ZkYm8vLxxW5zG4/jx4+OaCYsT+aQKZfPuVt52ZFbRVJEp63cuCIJZctLpHbaPtx5dFWXy4lLCnE3Ml0Zq6haHw+FwOJyvJ1yk4dxQJs8396XRqrVmd5b3l+wfa7Obgtjo2KsuFIJObfdkGYCIKJ1hLOGj8LR0LwYprBN3DZgAACAASURBVIljlSKHh/fAyZVMPNvre2QnsIjxcfbB7NDZAAAjjDSRJXyyPzQOagBAU2Unetrl+3m4OrhicdRiury3eO+Y64Un+dFxdZ78yG8A0Kq1WBe/ji7vLNwpa3tT1QcAdLUoN2PmMNZ9dwac3YhI594SAOMlLxS12W8iG+4ZjhhvIpQM6AZwtu4sXDwcMV8kOBx+V554Z8LXxRdpQWkAiO9RVvX1FSmLH2RGxcc+lCHSxJiLNJbMgC0x3naj9y+FjM2s5akgu1bWNSYtKI2mVjX3NeNas/T3wnRsE6d3FClKl7OE2IurfaBdUurVeExfFQutI7lOVl5pRlPlrWOkz+FwOBwO58bCRRrODUUs0hSfrcfwoM5MNBC3ydxsfILdERhFKirUOi08G4NvyPktjFyIwSjmqVJ2qRGDNjSgnR8xH24ObgCA8q4yhKSw6OrisxNreRKLG3tLiJCidVAjSmQerNSgeH38ejreU7JnzHUipzCPnaprykQaALhj0h10vKNwh6xtvQNd6bizkYs0tsDN2xlr/oOZ98acmkfbeezF4sjFdHy88jgAYPljafS5E1vzFKd3LYlaQsfHKo9d9/qcTYm0aqc6rwWV16QZbi+OWkwT8y7UX0BLu7LvQHf32ELKoshFtFoutyEX7QPWDbo9/VwwdXEUXZbTyqMSVGaVR0crj0reFiB/b0yiaUdjr01bRwFSrSO+yTCRNjxnNwekLmOtYWd3F0/o3DgcDofD4dy+cJGGc0PxDnRDaAK5M6ob1qP4XL2ZSHOi6gR6h3tv1uldh1hU8q6OwKnqU3aPCnfWOmN+0hz0+JGJmUFnnLBfjBhHjaPZxEIXw36eopyJVe2sS2AizYHSA9AZyCQ2Lp2ZMCttE9kwaQMdZ5Znjvk5EYtBlVeUR6aviV9Dk2WuNl9FSVuJ5G19QtzouK2+x8KaHDls/NEsCKTQAL7VUTieed7yBhNkUdQiOj5RTVqGkhdEUOG2t2MQZ/dI/1yIEYs0YwkPzm4OmLWBeZSc+FhaBYmPs49ZlU6zTn6aGgB4eHiM+bynkydmhMwAQKrlxhKYxmKuqO0o+3N5bUejW7jkoFarMOeOBLpsj5YnJS1g4zFrAzvXM19wkYbD4XA4nG8qXKTh3HCSFzBfmrwTVQj1CMXUgKkAgBHDiOT/+N8IxLHhPtUR0Bv1EzKIlMra+LXoCGctTwXZNRbWVrD/uLV0XOKdS8dFORO705wamIowD+Ll0zHYQasd4maIRBqFglOUVxT9nAzph2g7lRhbmBQDgJuDG1bFMVPr7QXbJW/rF8YmuK01ytvHOOb4hXkgaSMT4aq3D9n1eOLknuyabOgMOqhUApY+PJU+Lyd9ScyCyAW04uViw0V0D13/OVl4n3l8tVQ/FrEANByhLF1s2bJl478mEk2OVkirbMnYzPxWrh2vQneb9WQoE+Kf53jlcdm+L+KWp5ydRTb3MhK3gIlTtZQgFuauHqtCLzce53A4HA7nG4nmZp8A55vHlEWROPQ28XO4eqwK9z67AGvi1uBqM4m13V+yH+sT1lvaxQ0jeYG4kiYSMJI2nnuS77HrcdfFr8P/RLyDiFzS4nE1qxL3/Nd8K1tJZ208E2lOOx3CYhAPjJJz9dCN6KHRqhXtVxAErI9fjzcuvAEA2F28G4uiFiFhVghdZyJVQZsSN9HPyY7CHdgyeYvZ6xHJ/lCpBBgMRtSXtGOgd5h6mcjlrqS78EXRFwCAT/M/xS/n/1LSdh5+LnB01mBoQIf+7iH0dg7C7at4Xc7EePCZZXh2x8cAAOfz4aira0ZoaICVrZQR6RmJUPdQ1PXUoXe4F1earmB68HQsfmgqPn6e+Mic31eK7rZ+ePi6WNmbOV5OXkgNSsWlxkswGA04VX3KLFUMANJXx8HFwxH93UNoKOtA2cVGs4q08VgctRh/yfkLAOAqrmLhwoWyzIMXLVqE5OTkcV9fErUEfzj5BwDAkUppUeg+we6YNCcURTl1MOiNOLenBMseSZW0bYJvAoLdgtHQ24CuoS7kNubSah4ppC6LhpOrFoN9I6gvaUdNQSsiJvtb31AiYR5hiPeJR0l7CQZ1g8ipzTHzz5KDX6gH4mcEo+R8A/Q6Ay7sL8Wi+6dY35Bz8zEagf5+oKcH6Osjj/5+8hgYAAYHyWNoiDyGh8m/IyPkodORh14PGAzsMVpUFARApWIPjQZQqwGtloy1WsDBgTwcHcnDyYk8nJ3Zw9UVcHEh/7q5ke04HA6Hc8vARRrODWfKokg6LsiuxciwHqvjVuOl7JcAAPtK98FoNEIQhJt1ipTwJH+4+zijp30Ajv2ucG31w76SfTAYDdSbwR5Ee0fDJ00L7CLLeaeqYTAYaTTvRAn1CEV6cDouNFxAn1snXEM06KvXYWhAh4rLTYifEWJ9J+OwcdJGKtLsKtqFl1e8jMjkADi6aDHUP4KWmm601ffA96skJjlsStyEF06QiOA9xXswrB+mqU8A4OisRViSH6rzWmA0AuWXGpEsShSTw4ZJG+CgdsCwfhgXGy6itL0UcT5xVrcTBAEBUV6oKSDpVo3lHYibbn1yzbFO6tw4DEW2w7HKB2q9Bh+//iWeefFBuxxLEATMj5iPbXnbAJCUp+nB0xEa74uEWSEoPlsP3YgB2dsLsfqp6Vb2dj0LIxbS5LCs6qzrRBoHJw1m35GAo+8TUfLkZ/mSRBpTlY4RRuQ25mLHL3fg5MmTkmK4BUGF5557zuI68yLmQavSYsQwgvyWfDT3NSPA1bpQlrE5kVbqnd5ZJFmkEQQBS6OX4sOrHwIg1TtyRBoHJw2mr45F9nbS6nR2d7FNRRqAJHaVtJfQ81Mq0gDArI0JtCX07O5iLtLcSPR6oKMDaGkBWluBtjby6OgA2tvJv52d7NHdDXR1kX97e68XVG4nHByIWOPuDnh4kIenJ3l4ebGHtzd7+PgAvr7k4eJCBCQOh8Ph2ATe7sS54QREeCIwmvg6DPWPoORcPeZFzIO7A5m0V3ZWorDV9t4BSlCpBLNqGt+qKLT2t+Jc3Tm7H3vV3MUYdCWeJsPdelRJNA+VysZJG+l4OIYZFeefmlhr1dLopdSYuLS9FPkt+VBrVIgXtTwp9b6ZFjQNkZ5E5Osa6hqz3UI8kS29oDxW3MvJC6tiWcvTtmvbJG8bHOdNx/Ul1s1VOdLx28jaXc68V2HXKO554fPo+FQNMype/CBreTr24VVF+14QuYCOx0p4AoD5d4niqz8tkPSzejl5UV8ag9EAbZwWb775JlQqa3/uBaxOeMxiqxMAuGhdMCuURaKbTJWtkSGKmM49WCbLDF3c8iS1ekfM7I329Xqx5jEkh9kiX5rz+8ug11kX1zhW6O8HSkqA48eBjz4C/vQn4JlngAcfBJYtA6ZMAQICiFDh7w9MngwsXAhs3gw88QTw858Df/gD8MYbwNatwIEDQE4OkJ8P1NWR6pnbWaABSGVPeztQVQVcvQqcOgXs2wd8/DHwj3+Qn/8XvwCeegq4+25g+XJg+nQgMpKIO87OQFgYkJYGrFhB3tuf/IRs9847ZF8XLwL19aRiiMPhcDgW4ZU0nJvC1MWRaKoghrVXj1Vi8rxwrIhdgc8LPgcA7CvZhyT/JEu7uGEkL4xEzi7yH3ufyihUzziPvSV7MTtstl2PuzFxAzIjX0NwPrmTeu1EFaJTAq1sJZ0NCRvwm2O/AQAU+p5HLMjkrOBUDe74kfKfzVHjiDVxa/Bp/qcASIR1ckAyJs0JxbUT1eR4OXWYe6f8368gCLgz6U68kvMKAOIVI/aOAYhIc+Q94hVSqtCk2MR9U+7D7uLdAICPrn2EXy34laQKr5B4XwDkznpdcZvllTmymHNXPPa92QDtkDMGao24erwKKaL0IFuSEZ5Bx2fqztDxgnsm4/9+cggGgxF5WdWKKsMWRDCR5lzdOQzphuCocTRbZ9rKWDi7O2CgZxgNZR2ouNKEmNQgq/teGLkQuY3Ea+pE1Qn84dt/QFRUFF544QUcP369qOKDKMRjETSlUZLatxZHLaai1YmqE7g7+W6r5xSa4IvwJD/UFLRiaECHy4fLMXvjJKvbAcCSaCaCnKw+iRH9CLRq6e0ZM9bG0zbIwtO16Grpg6e/q/UNJSKunMmpzUH/SD9ctPJa4ExEpwbCL8wDrbXd6OscREF2DaYsjLS+4TcVo5FUvVRWskdVFXnU1JBH+w0Syp2diWDh6sraiVxcyPOmdiNTC5KjIxGFtFrWqmRqXVKrWVuTILAKFaORPUxtUaY2KdNjeJi0T5naqUwPU8uVuAWrr49UAPX1kf1NhKEhIljVSfC1EwQgMBAICSGP0FDyCAsjD9N4HANzDofD+SbARRrOTSFlSRQOv3sZAHD5SCXufXYB1sWvoyLNnpI9+Nncn93EM2RMFbVn+VZFAUbSavP8kuftetyMsAwMxf0GyCfLJw9dxobvz7K8kQzSgtIQ7hGOmu4a1AUXUpEm/2TNhNvNNiVuoiLNjsIdeHbhs0jMCKOvF2YrT5HakrSFijQ7Cnfg9XWvQ6Nil7L4maxVq/jsxIyQN07aCFetK/pG+pDfko+LDReRHpJudbuwRF86rv2q7YljG2ZETcdbKX9A1DkiJB58K9duIk1qYCqcNE4Y1A2isrMSjb2NCHILgneQG6YsjsSVI5UwGoGTn+Tjjh/LEzYD3QIR6x2Lso4yDOmHcLHhopkoBJBWnVnr43H84zwAQPb2QkkizYKIBfjrmb8CYFU6y5Ytw7Jly5CXl4fMzEx0d3fDw8MDy5YtwztPnJHlF7MwciFezHoRAHC8SlolDQDMviOBtgHm7CqWLNJEe0UjwjMC1V3V6B3uxcWGi7JEck8/FyRmhCH/VA2MRuIlJLXdSgqBboFI8ktCQWsBRgwjOF1z2sxQWA6CIGDm+njsf+MCAODsnpLbRqQZ67Nlyd9IMgYDmfwXFwOlpaQqpqyMPMrLichgK7y8AD8/UlFjauXx8TFv8RG3AZlag9zciMhyO2I0EpGlp4c8urtZK1dXF2vvMrV7mdq/TI+2NiIAyTleYyN5XLw4/nqenkB4OBARQSp2IiOBqCjyiI4mvyPeYsXhcL6m3KZ/UTi3OylLo+i4MLsWw4M6MzPbk9Un0TnYCS8nr5twduZEpwVSA0+nHg+4tPsgV8hFbXctTTKyB2qVGqmLY9BFvGtRdKrBpl49giBg46SN+Pu5v6MnoBkqFwMM/Sq0N/SisbwDwbE+ive9Nn4t9a240HABVZ1VSJrL2sZKztdjZEgHraP8S1BGeAZC3ENQ31OP1v5WHKs8ZhYpHpMWCLVGBb3OgLridvS0D8Ddx1nRz+Hm4IY7k+7E+1feBwD8+/K/JYk0Ys+LqrwWRcfmjE1KYApqpl+gIs3pzwvR1zUIV0/bmzNr1VqkB6fTqpGzdWdpm+DCe5Nx5UglAODU9gLZIg1A/F3KOsoAkASp0SINAMzdkkRFmtM7CvHQ84ut7lfcSnWu/hwGdYNw0pD3Jzk5+bqJc8bmLuoXk7PLul/M3PC5UAtq6I16XGu+ho6BDng7e1vcBgBmb5yEz/6YTc5rb4lkny1BELA4ajHeu/weACIMya1knLUhnrZyntsr3bhYKkuilqCgtQAAaXlSKtIAwMx1cVSkOb+3BI+/tNzKFjeXzMxMPP/882MaVC9cuBC//vWvrbbRASDVH8XFpI2ooIA8CguJKNMvPRHsOjQa84qNkBAgOJg8AgPZw8+PVLd80xAEZi7sr9Cvqb+fVDS1tJBHczPQ1MT+bWoiokxDA3ldCiaR6Nq1sV93dSViTUwMEBtr/oiK4mbIHA7ntoZ70nBuCn6hHgiJJyLA8KAORWfqEOQWhJkhMwEAOoMOB0oP3MxTpKjVKiQvZOazvhXRAEg1jb3ZtHwVRhwHAAC6dsHm/iabEjeRgcqIzghW3WJqS1KKl5OX2STl84LP4RXgSn/nI0N6ao4pF5WgwpYklur0Sd4nZq87OmsRk8baworOTKya5pHUR+j4w6sfYkhnPfo5Ipn9R7e2oBW6kQmWknMo7o7u8ElyQlcQ+fwMD+pw8tMCux1vdigTA87UspanjM2TqMBQcKoG7Q09svc9N2wuHWfXZo+5TvrqWDg4ETGz6loLGsqsXwMCXAMQ70PinIf1w7hQf8Hi+mLPlosHyzE0YNkvxs3BDdOCpwEAjDCa+fVYImFWCDz9SRtQZ1OfrKS3RZGL6FhO9Y6JGetYvPXFg+UYGbbtd1LcknWkQr5vjpiUpdHQOpKEver8VjRVdk5of/bk7bffxsqVK8dNEDtx4gRWrlyJd955hz1pNJK2pJ07gRdeAO65h/jAuLoCU6cC994L/Pa3wLZtwOXL1gUad3cgJQXYuBH4wQ+I58ynnwJnzhAPlKEh0v6UnU2e/+tfgV/+EnjkEWD1amDaNCLcfBMFGlvh4kIqXtLTyXv68MPEy+fll4H33gMOHiS/y+ZmIsZVVxNfn+3bgVdfJX43Dz4ILF4MxMWRdjBr9PURAeeLL4BXXgG+/31gzRogIYG0lsXFkXP54Q+Bv/0NOHSIfA4kmKhzOBzOzYaLNJybRsqSKDq+crQSAMyit03xx7cC4nP1rSQijcmrxJ6sTliFzihm5Ht0n+XJllwWRS6CtxO5A14fWkSfv3a8asL7FgspnxV8BgCYPJ9V0+RlKReC7k2+l463F2zHsH7Y7HWz1qrTylurADL5ivAkIl37QLuk37ublxP8IzwBALoRA2oLecuTLZkSMAV1qZfo8omteXY71szQmXR8oYF9/zz9Xal4azQqM6QVV87k1OaMuY6TqwNSl0ez9XZJO868CGZ6nF0ztgBkIjzRD6EJREAd6h/B1WPWv/9iT52T1SclnZNarcLM9UwsObtH+nu2MHKh2fH0BnkiS2SyPwKjSGVmf/cQ8k9OTIgejdiX5lz9OfQNK2/BcXLRYqqohe/CgbIJnJn9yMzMxFNPPWU1OcxgMODJJ55A5pYtwKJFpG0oOpoY8/7610Q4KSiwbCjr6wtkZBBh5YUXiKHt2bOkeqOriwgAu3aRCf/PfgbcdRcwaxaplrFqms25oWi1pI1p9mzgzjuJsPbHPwIffAAcPUoqpwYGiKBz/jwRcv7yF+BHPwLuuANITbXuV6PXk3a4gweB114jx1i1ilTYuLkRYe6BB4Dnnwc++wzIyyPiEYfD4dwi8L9cnJuGuOXJ1DYgThzaX7ofOsOtkQKQKjpXv4oYwAhklmeid7jXrsd1d3SH3wx2d8/WIo1WraXCWFtUJX1eyiTNGpsSN0EtkLvB2TXZqO2uRfICVpE0kWqdjPAMM+HkUNkhs9cT5zKRZqJpVSpBhUdTH6XLb+e+LWm72GmsmqfsYuOEzoFjzmS/yahPvgYjyOTw6tFKdDTa57uYHsza2y40XDBLWMrYnAgA6EEz/veVv+J3v/sdXn31VeTlSRONkv2TaRJafU89arrG/qzOuYN5t0gVg8ZLphqPWaJUobO7rR9jfsR8OpYq0gDATFFFy7k9JZK3i/WORfD/Z++8w6Mo1zZ+z242vfdGekgnAUIvkSKioKKCiigqCopHwePRox4FFTwe66dwPCooigUVEAQLUowU6YSEkA5ppPfek939/njYmVmS3Z1NZknA+V3XXJnNTsu27Hu/z3PftpTc1tTZhPOV5wXvC1DLVPycEPb2aSPOLQRXa1dEu5PJe4+qx6AwZojRNwez60l7xL1WsVizZo2gaHcAUKnVWLtzJ3DkCIkquvD3p2qIZ54BPvuMUoZqamg5fhzYvBl4+WXg3nuBMWNIvJF8Sa4/GIZar0aPJiHn738HPviAqq/OnSNvnJoa4MwZStz697+BJUtIBPQ10Ibe3k7H+O474JVXKK0qOpqqgcLDgbvuIvFw2zbD4qGEhISEiZBEGolBI+YGzgwx52QJOlq7EOsRy/q8NHQ0DPiLrlgEjPBgfU0sWm1hW+2GTmUn9uXuM/m5b7iZGySWn2oVPXL4zog7AQCN3qVQmVObQ9WlxgGX2Ltau2rNLu/I3IFoXttY5tGifsfLyhgZ7o26l729JW2L1v2Rk7iKnQunSgfcbvTwyIfBgAYC+3L3oajRsMAUzIsCv3BaeFuHhGEi3CLQad+MOn8SE1UqNY7vzDbJuYKdg2FvQbO2NW01KGniKrO6XCtwAptwBB9if87XWLVqFVauXIno6GgkJCQgMTFR77HlMjnivePZ22fKzvS53dhbQ9lxaObRIrTUtxu87onDuFaqEyUnDH5u8Ctczvyaa3B7vgiUVJYkqA0QAEbeGAQzBX31yD9XiZrSJkH7MQzTq5rGWMby/saze3KN3t8QA23J4sMXs1ITC9HVMbQGihkZGTpbnHRxGAArXzo7A9OmUXXEZ59Ra1JzM7VB7dkDvPce8MgjwMSJJMRISPBhGHpdxMdTe9y//gVs2gQcOkSJXm1tFCX+44/AW2+RgDN5MvkO6UKpBHJygJ07qVrrnnu4NryRI4GHHqK2qj/+IIFIQkJCwoRIIo3EoOHkYQv/aPLu6OlWIeNoMRiGwdxQruXp5xzTtxQJQSZjEDONE5Vc84MAULqQqbn/1jvRZUk9+bImC6QmGd9WoY+bgm+CjcIGarkKNcMK2d9rWtAGwt1Rd7PrWzO2wjPICS4+FFXc3tyFvJT+V5jcF3Mfu747ezeaOzlPELdhDnD3p3ajjtbuAZ0HAAIcA1hzYjXU2JRsuJomfLx4LVcS2oS5UGVJeRRXsXJ0e6ZJziVjZIjzjGNva6KtN23ahHseuAN16LvqrE8vjj4Y680ltvE9b/g4edhi+FgfAIBKqUbSb4YFhnDXcDhY0HugqrUKBQ0FerePnDQMNg7kA1Fd1IjCtCq923vYerC+N53KTq1WMH1Y21sgkldRd/Y34a08/OodTWqVMUQn+MPCivx9SnJqBfn7GIOYIo13iDPr4dXZ1o30IwOvbhww9fXAzz8Dzz2HxDlz+nWIxKVLyY+kpoYGux98QGLM2LHUhiIhIQZWVlQdM28e8M9/koDz559kWlxTAxw9Cnz6KVXozJ5NFVy66Oqiypsvv6QKrxkzqMrH2xu45RbgpZeoZS8vj3pfJSQkJERAEmkkBpXYGZzXQurvNIjg+9JcDd8XocRO567VpYBEml8v/opupX6TzYHiZe8JJooTILZuF9dQ2UphxSZr1QZyAzlNC9pAuCP8Drbl6UTJCRQ3FWtVUA1ECBrhMYJtL2jvae8lmPFbq8Ro31o6aim7vjF5Yy8fnCsJG+fDGssWpFairUlYpYGEYUJdSByoiMiEmqEvxRlHitBYM4AEGD2M9BzJrqdWpBrnxbF0qd6KmrE+nEiTVJ6kczt+pUuSgCoQGSPTSkDS5XmjwUwhx6ibuBabswKEIGN8b/jE38K1HQk5jwa+SHOs+JjRVYUWVgrETAvgzi2y1wu/0udk8km89/57RrfA8Rl9M/9xGgRfmqYm4JdfaGAaF0eVC7fdBrz7Lpou9e8ztcnPj/xIpBYlicHCxQWYNAl49FHyuvntN6rgammh9qnNm8n0ePZsSgPTRXk57fvGG2R+HRJCfkvTptH+339PkfGScCMhIdEPJJFGYlCJ4xliphzIBwBMD5wOawUlgOTU5iCnJqfPfa82sTMC2HW3S8FglDI0dDQMeMZUCNE3cILD+d8LRT/+/Mj5AIDawHz2d6mJBQNurXKzcdOKx96WsQ0jeGLXQIQghmFwf8z97G1NTLYG/mAsTYSqoNvDb2c9MSpaKrAza6fe7a3tLRAwwh0AteNkSdU0ouFi5QJ7C3t02rWg3pd8XFQqtSAvlf4wwmMEu55amWqcF4dKhbVr1+q8n9/ulFSWBJW67+OOmaM9YFcqDZ9/vM94dt2QSANoiydChCBjfW/Y8/DEh5QD+YLbEWPcY2BnTpV4Zc1lKGwoFHxODaYUPjxsPeBb4wt8AfR82INnn3nW6BY4PvE3GyeaDZjubvKMWbWKTHqdnYFbb6UWj9RUrcGmAdtWndgbMnyVkBgsbGyoferBB4G33yYBpqQEqK2lNqr166nqKz6e4sr7orGRtn33XWDhQiA0lN5HM2dSotjOndSOJQk3EhISBpBEGolBJTrBH3IzehkWpFaioaoVVgorzAqexW4zVFKefIa7sK068g5zOJTRDMvu7N0mP/fd985m15WZNqhprhX1+HNC58DKzAqNXuXotiS/i7ryFhRnDbzv+t5ozjvmu/TvtEyYM/4sGlAU7qIRi1ivmMT8RC2/kBG89rSBngcAzOXmeGz0Y+zt/57+r8F9tIySRUjMkiAYhkGQE1WzVYZz8dv9SVgSQqxHLLuelJpkvBfH4cM6Kyn8HPzgZk1tn02dTcivz+9zu6A4Tzh7UTtIc127oPhqfiXN6dLTBrcfNZsTBbKOl6C1sUPv9hN8uXSqE8WGfW80DItwZdsR25u7BLcDymVyjPflhCdjhCENo3l/Y9qhQlGjuDdt2oTS/5VCRwec4BY4DdEJ/mz8eklOLaoumSCKu7gY2LCB2kJcXMh49fXXKR5ZecVjI5dTW9Kzz2LGfw1//vXFjBkzRLhoCYmriLMzvS+eeor8k86coaqbzEwyH37+eeDGG3V7JzU0AImJ5I1z110UVe7tTelmb70FHD5MceISEhISPCSRRmJQsbaz0IpL1lTT3B52O/u7XTm7rvp19QXDMBh5YxB72zWPvuzvytklupnvlYwdHQOlM7VymHVa4Ksd+qs4jMXG3IZanmRq1PCqaTTPx0C4I/wOWMjJ6yK5PBkNtpXwCqbY78627gH5tfja+2J64HQA5BXzdSpXTeMZ6ASPQIrc7WjtRs6p0n6fR8Nj8Y9BIVMAoPaOpDLd7SmAtjm2GO1jEhyadK/KMM4wOGV/vkkMViPcIlgxsCilf6lkuiooGIbBKK9R7O2zZX17uzAMN+HdPwAAIABJREFUoyWiCKms4LdSnas4Z7BFz8nDFsGjPAEAyh4VUhP1+9hEuEWwvjeVrZWCK1uu/FuEeOxo6G+qlAbvEGd4BtHnT0drN7IGmP6mQdMCZ+h/gZAWOA0WVgpEJ3CfIcn7Bv55DKWSEpNefBGIiaEB4+OPU3x1c7P2tgxDhqnPPgv8+it50pw6BbzzDqKefBJTp07t+xw6SEhIQFRU1MD/BgmJwUYuByIiKGXszTeB/fvJ7+bSJTIrfuklYNYs3cJNRQUlVb3wAnDDDYCDA73XnngC+Ppryd9GQkJCEmkkBp+RszjhI2U/fQmdO3wuZAy9PE8Un0BlS+WgXNuVxN3Itep4FZJ5aUlTic5UFrFgGAbeE2zY24d+SRb9HBqT35ogbiBw7nf9gzQhOFg6YM5wzmRyS9oWxPLa3M79PrCBx0NxD7HrX5z7QmuQpO15NPABjqetJ+6Jvoe9/cHJD/RuH3NDAGu9cDGpzGBlgoRwhtlTgleray2s/ehB7mzrRsaf/Y9214W1whohztQmo+7o3xfnpibdKUZ8kUZjTNwX/DYhIX4qrtauCHSk90CnshNplWkG9+FXmiTv1/+eMdb3Rtd5Ugychw+/xaq/6X+jbuL+5yTvE6flScwWOD5a17q/n9fa3g789BMl3Hh6UsrNm28C6em9t/X3B5YtIyPU6mogORl45x0ySLWz09p09erVkMmEfY2UyWRYtWpV/65fQuJagGFI9Jw3j6rR9u2j91BBAb2f/vlPEmT6MshWKsmc+OOPgcWLyd/GywuYP5/MtZOSpChwCYm/GJJIIzHo8EWa5H15UKvVcLV2xRS/KQCoQmJ3julbioTAr6SxL/KGWQdViOzI3GHyc980j2stqDuj1EozEoM5oXNgrbBGTTA3q512UJx2gPuiuSSmLWlbtLyIBjo7fGfEnWxE8sW6i1qz66O0XlsizEIDWDluJbu+NWMrSpt0V+jYOVsheBT52KiUalESsyQIjT8QAFiM5EyZxaj+6otIt8jLJ+vf/vq8OPjGxPpEmtgZgazol5tUjuY6w1HcY3zGsOtCxGS+eXDKvnyDlSHjfDiR5lRp3+lUfRE7PRAyOf0xeckVaKgSVu4/znccK+CnV6WjsaNR8Dk19DUxMBD6FUetpwWOD/9aUxMLoewRJgShuRnYupUMTd3cgNtvB774ond0sIUFzfh/8AGQnU0Dyg0baHBoIPp6xowZ2Lhxo0GhRiaT4dNPP5VanST+ejAMEBBA76e33gIOHqT2p7Q0Spd65BGK+e7LSLuyEtixgxKoxowBHB3J2+a11+g4baYxypeQkBgaSCKNxKATMtoL9i5WAICGylY2+vWO8DvYbQyZtF4tHNxs2HYAqBi4FJDYsDN7p8lbnm6aN4FNsrEv9sbOs+IKVzbmNrgt7Da0Odej1YmiaTtau5F1fODtAHOGz2HbIvLr89EZVs0mH+UmlaGptv9fNqwV1lgYvZC9vSmFi8eOnRHInufimTJBg1pDxHvHsy0XPaoeg940/OorsYQiCcDLjhNpuiKq2XVDLTr9hRVpgvRvpwt9A1R+xPe5inM6t7NztkLoGG8AZJSc+ofhvzXeS9uY2BBh431hZWsOAKgsbEB5Xr3e7fsr0ljba7e6Cn3ebM1tWY8gNdRGnVND7PRA1gstL0W4QKQLY8yAjd3PL9INzt5UwdLa0IHc5HLdG7e1AT/8QANCd3dqxdi+vbffhacnJdvs3k2mqPv2AStXAmFhRqcuPfLII9i/fz8SEhL6vD8hIQH79+/HkiVLjDquhMR1i1xO8eCPPkoeNxkZ1Ep44ACwZg2lSjk49N6vtZW8bV59FZg+nUSbyZOBl18Gfv9dEm0kJK4zJJFGYtCRy2VabSmamc154fPY3/1R8Ee/ZkxNAX+m2TufBm65dblIrUw16XkdXK1hO5y+QMvUcuzY/rvo57g3ikx++dU0ySLE1FqaWWJB5AL29vZL3yFsPBkvq9UDn81+dNSj7Pq2jG1o6CCDTTtnK4SO5Qa1YlVZ/GPCP9j1j5M+1vvaHD1bOzHH1GLeXwUPGw92vTGwmBXj8lMq0NIgfltZuGs4rbgDrhGuRu1ryIsj2DkYNgpqZ6xqrUJFS4XObfnVfELaEfnpUcnlhtskFeZyRPO8lM4ZeM/wfW9SylMM+t7w4f8txrw3rzQsNhZrewv28wcYuLCnr5VtoPsxDKNVedjr+ejpoRSaBx4gYWbBApp977jiPTB8OBmcnjwJlJbSLP5tt1GizQCZMWMGDh06hPT0dKxbtw5r167FunXrkJ6ejkOHDkkVNBIShnBwoCqZVavo/VxXB5w/D3z0EXDffRRbfyXd3eQv9e9/k3GxoyMwZQod4+DB3p8BEhIS1xSSSCMxJOir/Nzf0Z9tA+hWdeO33N8G5dquhO+l4FMQBVwec/+Q+YPJzz1hTiS7XnS0SXThanbIbDhaOqI6hBNphHhfCOGB2AfY9a0ZWxE7K4C9bYxxaF+M9hrNzq6397Tj27RvufuMNFsVwm1htyHMhTyJmjqb8NGZj3RuGzHRF9b21CNTXdSIS+lVolzDXx03Gzd2vRoVCB5NlTVqNUziS8OKNABsb7QV1YtDxsgQ4xHD3j5feV7ntnE8YSNVgEjD97tJq0pDZ0+nnq0JY4QgNxs3o31vNFz5twgVMCcM40Sak6XCfXD4aP3PGaB4299YaaH7jeRV46UcKLisbKdQG4SPD/nFfPNN74qZ6GiadU9Pp1amN98Exo0DBL52jSUqKgorVqzAyy+/jBUrVkgmwRIS/UUmI2Pv5cuBLVuAoiIyJf7mG+Cxx6hF6kq6u4GjR8kPR1NpM3068MYblEh1ZVqbhITEkGZIijQMw/gxDPM0wzA/MwxTxDBMJ8MwzQzDpDIM8ybDMF6GjyJxLcGvTkk7fAkdrTQby6+m+TH7x6t+XX0RPsEXVnbUDqCuUcCmhmbVt2duN3mVxI13cP4SLheCsCtb3OQrCzMLzI+Yj5rAfKhkZFJXkFqJ2rKB+99M9puMAMcAAEBDRwNaIrhUp+S9eVCp+v/YMQyDpaOWsrc3nN3APhej+Warvw3sPBpkjAwvTH6Bvf3+yffR1t13qbGZQq4lFJ3cbZqY6L8azlbO7Hp9ez2ip3Jx56YQaUKdQ9n1CvcKfLLhE1G9OGLcOZFGn9ARPt4HFlYUy1yeV4+qIv1CrYOlA4Kd6PXXo+pBRrVhH5TYGQHs+vmDhVAq9fug8Kt1hLRUaRg+xpv9LK0ubkJZbp2g/fgx3KdLT/frczduZv8Eor7ob6WI0P34labZRy+hfUQ8MGoU+chUXSH6hoUBr7xC8cBpabQeFWV0G5OEhMQQw88PWLQI+OQTapGqrKR2xr/9rW/RprOTKmpeegkYO5a8qe66i8yJc3Ol9CgJiSHOkBNpGIYZBqAQwPsA5gIYBqADgBWAEQCeB5DBMMy0wbpGCfFx9bWHXxTNjPd0KZF26BIAbV+aPRf3oKNn8Ms3zRRyrS/NvgU0W3ih9oKgAdBACB/vC7PLwQBWTQ7Yuvdn0c9xX8x9UFp0oc7/Evu7pD0Dr0CRMTIsHrGYvf1z1/dwdKdS+8bqNlw8Uzag498/4n5YmZG30fnK82zSTGi8N3uehqpWXDg98ChuAFgUs4iNga5uq8bGsxt1bjt+Xhi7fnxHlijn/6vjZOnErte11yFqCifSiBWrrHU+Kye4WJGRakdPB2YvmK3XiyM2PN4oLw6+SJNe3UfqzmUUFmaImMSVvqcJMKMe6cUZEwtpefKLdIOTJ33QtNR3oCBVf7reGG9OPDZGpJGbybQiplMTCwXtF+wUzD4Xde11yK0z/vNp+BhvrsKtuAllF4UJRH0RFRVlujhqtRrOWWcQ4ED/+3qUQHr6FaK5tzfwj38AZ88CWVlUPRMRYdT1SEhIXGO4u5P/1IcfcqLNtm1UfRMW1nv7+npg506K+Q4NBYKDadvdu8loXEJCYkgx5EQaAPLLP38FsACAs1qtdgBgDeAWAAUAnADsYhjGc3AuUcIUaLWlXG6xiXaPZqNvW7pa8Hu++D4s/YF/rWGlnHHm9oztJj2v3EyGETdyg5rcxBrUttWKeo6p/lPhY+eDqtCL7O/O/HpRzx7CeTDuQXZ9b/5eRN7oLdo5HCwdtAyEP0qiFiSZjEH8HK6a5tRP4lSyKOQKPD/pefb228fe1ikijpkTCoUFfbTln6tE6UVxn7O/IppELwBo7mrW8hjJPVsuSirZlWg+iwAgrz6vlxfHghmPIBK3YCqexJLJrxhVYRHtHs2uZ1TpF3tHTAtg19MOX9K5nYY4D2HGxBoYhkEMz5fGUCrZaO/R7HpSuXCRBgDieIL3eQFGyJrr43vhnC49bdQ5AY1AxAl7A/WlET2Ouq4OeO89GmzNmIGRjWfZu84hGLC0JK+KffuoFeLdd6m6RqqYkZD4a6LxpProI2pvLCkBvvyS/Ko8+xguFRRQVc68eZTkdsMN1BKZmipV2UhIDAGGokhTD2CkWq2eq1arf1Cr1fUAoFaru9Rq9W8goaYDgD2AxwbxOiVEht+WojFYZRgGd4bfyf7+avi+CIF/repMO8i7FACAbZnbTN7ylDAvll13vRAi+mMil8mxMHohqobnsL87dyAfXR09Az52kFMQEvyp8kClVqE+nBsYiSGePDHmCXZ9W8Y2VLVSK8D427lZpZO7cnrt11+WjFzCRkGXt5Tj07Of9rmdtb2FVkvfn1szRbuGvyoKuQKWZpYA6LVk7sTAM4iqa7o7lQarP/pDsDP3HObXcz4mGi+O1a+sRiDGww7uyDhiWDzhE+XOVVVkVmdCpdbdYhQzLYBd11Qd6kNoehSfEdO5c5z/o1DvtqO9OJEmvSrdqIpHrfMcvCS4HXGgIg2g3UaUauBvNIRocdTnzlHqi68v8OyzwEUSr2PBvd5SfaYAFRXkVTFrFqXFSEhISPDx8QEWLwa++gooK6Nqm3XrgLlzexuGd3cDhw8DL74IxMXR588jjwA//gi0tAzO9UtI/MUZciKNWq1uVKvVOmNy1Gp1NgCNU+BoXdtJXHtETR7GRr9W5Nej9AJVG9wVeRe7ze6c3Ualh5gKdz8H+EdTe5aqWw3vIiotz67JNnnL0+jZIcDlyVKn4mH47qT41TsPxD6AVpdatDrTc9DR2o20Q4WiHHvJSK7942fLb2BmTgOMgtRKg/4ahhjtPZqNBO5SduGz5M8AkEGpxsejOKsGJTk1AzqPBkszS61qmjeOvqHTm2bKPVzP+JHvTfsa+atgrbBm19t72jF8LFeZlZs0sPa5vtAY5AJAQX3vyovhY7zZ13PphTo0VguPdnazdmN9dlq7W1HSVKJz25DRXrCwJmG4sqAB1cX63zexnpywm1aVJkhI5lfrZB4thrJHt2jkYOnAevb0qHqMMg/2j3aHvSs9j001bSjKEGaszRdpzpSdEXw+PrE8gSjtkHCBSBf9jqNWKoFdu4CEBGDkSGDTJqC9nbvf3h5RS2+C3Iw++AtLlWjoNBvQtUpISPyFYBjyrVmxAvj5Z6rUO3gQeOEFEmWupKwM+Pxz4M47qcpm1ixg/XogT5wgCQkJCcMMOZFGIJpeAWn66DpCYWGGWF7U6OlfaAZxjPcY1vujoaMBifmJg3J9VxJ/C1dNM6piOrv+ffr3Jj2vo7sNgka7AwAYtQy5B6v1Duj6wwiPERjhOQKVvGqa0z+L0/I0P3I+7MztAAA5rZkYNoFrWzm1e+BVLk+OfZJd/zjpY/SoemBprcAoXova8R3ZAz6PhmWjl8HHjlptKloq8N9T/+1zu3G3hbFCUVFGNfJTdccsSwhD40EEAG3dbQiJ5zzlLyaVi34+jfE1ABQ2Fva639zSDMPHcEJRphHeOAzDIMKV8xHJqtbtXaQwlyN8gi97O/2IfqNkHzsfVgBq6mzCpUbD1TdewU5w8aH3aVtTJ/LP6X+98luezpaf1bOlNjLZla1VwiqQ+D44yeXJ6FZ2Cz6nBr8odzi4GS8Q6YPfAud2lxswDcBs4OsDX/eOo25ro9aEsDDgjjuAI0e0DxYXR1HZZWWw2vhfhI3nnnNDLWgSEhISOjE3p/am//yHkuLKy4HNm4F77wWcnLS37eoCDhwAVq4EQkJI7HnhBeD4cSkxSkLChFxzIg3DMGYAJl2+qdtdUeKaZOxcLkHlzGWRhmEYzI+Yz/5+e6ZpfV+EMmbucHbdPM2djeLemrHV5C1PE2/nqjLcLgw3iTC0eMRiVIXxRZoLovxd1gpr3BdzH3u7Mpw7xwkRWpEWRC6Auw2JWCVNJWwC1sS7uAHwMRHNe60UVlg1lfOXePPYm6hvr++9na25loHwoS3Xx8dXRkYG1q9fj9dffx3r169HRsbVqxIyl5uz693KboSM4kQaQ6JCf9CIxQBQ3Ni3AMMXT3JOGmdSzY/5zqnV/16ImsKZB2ce1S8GMQwjOD2Kvw/f1NdQYtZIT86cOKU8xeDx+fCrdtIFeOwAFP2teT46lZ1IrzL+/SSTaf+NaYfFSwWLiorC7EWzgQQA44Fqm2ruzro6YM0awN+fkln4s9NmZjRQOnYMSE6m1qfLrQlaXkQC2twkJCQkBOHpCTz4IPDdd5QYd+wY8K9/ASNG9N42Kwt46y1g0iQyLX/0UarO4Vf/SUhIDJhrTqQB8DcAngBUAL4UsgPDMGf7WgCEG9xZ4qrCr07JPFqMtqZOAMCCqAXs73fn7O7XrKnYREzwha0TeWK0VfbAq4YqNXLrco2aSe4PfDHLPTcUW859K/o5Fo1YhEb/EnRb0j/e6uIm0Qa+/LjsfQ6cwJR++BKaavtuFxKKhZkFHhvN2VWtO7UOAD1mZgr6yMtLrkBFfm8hpb8sGbmENZVt6GjA28fe7nO7G+7nBsqHvknT20Iy1ElMTERCQgKio6OxcuVKrFq1CitXrkR0dDQSEhKQmGj6ijeFXMGud6u6ERjrwd6+lF4t+uOrJdI09S2M8A2Mswci0tToF2kiJxuXZqUl0lQJa0fix5obqtYZ5TWKXU+uMJwgpXUenoFv+uH++dL0t+VJq4pHoHGxUDStlwBwqvQU+cj8858kzrzyClDDa7t0cqLZ6YICGihNnNjLBJjv3yMk1UtCQkLCaMzM6PPn3/8mE+GiIjIYnjsXsLLS3raqitozb7sNcHWliO+vvwYaGgbn2iUkriOuKZGGYZgRAP5z+eaHarVact+8znD2skPwSHKhV/aokHKAzBLH+oyFrz3NUNe11+HwpcODdo0a5GYyLVFpUu1cdv27tO9Meu7AWA+4+FJErqLDCsWnG/o1k6wPT1tP3BQ2C1WhnKHvyd3iJCON9h7Nzrw3WdfAIZo6F1VKtShtVcvjl0MhowH80aKjSCpLgo2DJUbyzHuPbhfv40MhV2DttLXs7XWn1qG0qfcAfeSNQXD0oFnxuvIWJO+7Nvu7N23ahFmzZuHIle0Zlzly5AhmzZqFzz//3KTXIWO0/4XZOVvB2ZtadHq6lKIKcQDYtjYAKG0q7bOyLGwct03e2XIolcKFouEuXHXexTr974OwcT6QyWgQfym9ihW0dRHjwYk0Qn2z+LHmmUeL9VbS8c2J06vS0aMSbjTuF+nG+dLUtqMkW5hnFL/l6WxZ/4RxvkiTcaRowL40fMb5kkjj2QzM+vA3IDAQeOcdbSNOf38y8ywqotYDX18dRwPCx/uyKXElObWoK5dicyUkJEzMsGHAY49RtUxNDfDTT1Q94+6uvV1bG0V8L14MuLkBs2cDGzeSkCMhIWE014xIwzCMF4BdAKwAnAXwvP49ONRq9ei+FgDiGVNIiAY/LlnT8iRjZLgrgjMQNnXUtVDG3soNqmzTufaDrRlb9aazDBSGYTD+dm7W3SM7HF+nfi36eR6KewgV4Vxr0IkfxXvL8KtdCkK4AZYYrUhedl64J/oe9vZ7J94DAExewLU8iZ2wdHfU3azw1N7TjlUHe0fsminkmP4AVz68d6NxFQdDgcTERCxbtgwqlf7Xt0qlwtKlS01aUcMXDTTrwyJc2d+V5IgbdW5nYcf6KXUqO1HXXtdrGxcfOzh7kYDa3tIlWHAAwJrvAsCFWv2CqJWtOVs5pFYD2Sf1+1LxI76FCrq+4a6wc6aZ06aaNtbMvS9crV1ZIb2jp8NgJRAfhmEQOZn7/DRUtaOBnyplbPS3hisFIjF8aTSMkHnh/f1y5K8DlhxuAjp4qVdRUcA33wC5uWTmaWtr8HjmlmZavjRC4tclJCQkRMPaGrj1VvLKKi8nX5rnnwfCr2hM6OkB9u0jccfLC5g2Dfjf/2gfCQkJQVwTIg3DMM4A9gMIBHARwBy1Wi0841PimmLMHG6gkrQnl53ZnB/J+dLszN5p1EytqRg9OxhyM3obVae3waubZmVLm0txrOiYSc897jZOIPLICceW81ugVIlr4nbr8FvRE1MLpZzaywrPV6E8r/fAtD8sjFkIW3MamJzzO8j+PmV/PlobB/72/vv4v7Pr2zO2o6ixCONvD2PTd/JSKkRLeQJISHz7Rq7NafO5zX3O7s96lKs4OPPLxQEnWl1t1qxZY1Cg0aBSqbB27VrDG/YTpZp7vZvJyJTZZ7gz+7vyXHFeq3y87Thj4PKW3l84GYbRMjDOPSv8S2mQUxCYy9FtRY1F6OzRXx2j5X9zSn9rVaQb52OVU5Mj6PNTJmMQPpE7R9Zx/UJQrAeXInW+8rzB4/PRrtoRJtLwW6zSKtMMPl59wTDaxsVCBSK9NDUBq1fDPDQcTx9Xwor/UI8aRbG2588DixZRa4ERxPBawyRfGgkJiUFDJgMmTADefJN8arKygDfeAOLjtbdTqYBDh4Ann6RY8BtuIMGmQgpPkJDQx5AXaRiGcQCwD0A0gCIAM9VqdeXgXpWEKQkd480mbjRUteLiGYrSnThsIjtAqmmrwaHCQ4N1iSw2DpZaxpMz6rlqn+/STdvyFHNDAKztLQAA1g1OaL6oFP0xsTCzwH3x96AmOJ/93fGd4lTT2FvYY1HMIgBAu3M9ZEHkfdPTpcSpnwbeVjXKaxSmBUwDQIP590+8DxsHS4zhVWqJbd47M2gmbh1+KwBADTVW7l3Zq0XEN8yV9ZZQqdTYdw1V02RkZOhscdLF4cOHTWYmzBca5DIS37xC+CKNuO1OALUBssdv7luACRnNF2mEfxG1MLPAMAeqKFFDjcKGQr3ba/nfnNAv0jhaOrKfn53Kzj4jxPsigi/SGPC+GeHBVYmlVqYKOr4GvkiT8aewVCwnKycEO1ELY7equ98tn1reOwOpTunqAj78EAgOBtau1WprSvICvn79HiApCZg3jwY4/SDmhgDuWiWR5tpHraY2kdJSICODDFv37AG+/56qFd57D3jtNapWePJJYMkSYOFCeg3Nnk0VCpMmAWPGUBpYVBSlhYWEAEFBQEAAtdRploAAarsLDgaGDwciIoCYGBIPx44FpkwBZswAbrmF4pcXLQIeeQR46im6hjVr6Jo2bAC+/ZZaYA4fpoSgggIyxZYSf/6ahIcDL74InDkDXLoEfPABvZ743lpqNb1eNILN9On0WqoRb8LsemEwQxkkhgbGTeFcZRiGsQGwB0A8gAqQQCNe/ILEkEQul2HMnFD8vpm+5J/++QL5LzAyzI+Yj/Wn1wMAtqZvxcygmYN5qQCooiU1kQY8jpmBwOU23W0Z27Bu9jotc1MxUZjLMWZOCA5/Rx/cHtkR+Or8V5gRNMPAnsaxZOQS7Ix4CB4XKJnoyPZ03PXcRFGOvTx+OTac3QAAyA46juH5dO1/bsvUagvqL89OfBYHC6lK59PkT7E6YTVuWBSDEz9SK8ahLelY9FoCmCsMOgfCe7Pew97cvehWdeNY8TFszdiKe6Pv1dpm7t/icf6PQgDAvk9TcO+qKVBYDOmPYwDod+tSYmIioqKiRL4aaqvRYGlGJt4egY7s7yoLxTcv5Is01W3VfW4TzEuZKjDSbDvYKRhFjfRvLr8+H2GuYTq35fvfXDxTBrVarfe1HOEagbJmEr2zarIQ6hKqc1t2n4lcG1L2Cf2VNHyRRqg5sYagOA9YWCvQ2daN6qJG1JQ0wdXX3uB+o7xGIa+evJ1SKlK0osCFEjVVWyAy9Dj2Qq2m6pjnn6f2JR4NIcPw0Ohi7A4HZvnX44EBftaEjfeBwkKO7k4lSnJqUV/RAidPw61SEleRri6qEigvp58VFUBlJXlzVFfTUlMD1NbS0ml8BdiQx8GBzLCdnQEXF1pcXbnFzY08TTw8aHFy6mWULXEN4+dHkd0rV9Lr/8cfgW3bgCNHqLIGoJ8HD9Ly5JPArFmUbDdvHmBnN7jXP4gkJiZizZo1fU6ITZ06FatXr8aMGeJ+z5cYmgzZShqGYawA/AxgIoBakEAzcEdRiWuCsbxWnpO7OW8Dvs/Ijqwd6FJ2XdXr6gt+21Hx8Sb4mQcCAGrba7Evb59Jzz3hTq4P2CszEjsyd6Clq0XPHsYT6xkLzwRLqGQ0O5Z3plK0Fp1Yz1hMHEaCT2kk1x6Rsi8PLfUDj3O8OeRm1oujtbsVH535CGPmhMLGkQb0Ffn1Bls4jCXUJRQrx61kbz+7/9lez8m428LYAWhDVSv+3HZteKA3NTVd1f0M0dbNJYFZmZF3iru/A/u7qkvit5Jp4t0BoLKl76LOoDguZSr/XKVR0fWBjoHcvvX5erakqiHNa7mpps2gKMVPj8qqFub9FDrGm23pLMqsQUuD7lZEvkhjbLuTmUKuJTplCkisArSjv5PL+1eV5h/tDhsHqkqsr2hBmTFtcufO0WzwXXdpCzT+/sBXX6HuRCJ2RwBggNOlp416LfSFhZVC8qUZTNRqEllOnaJB5zvv0ADz9tuB0aNJcLCwoOd//HgacD7+OKV5/e9/tM/Bg0BaGlBWdn0KNADQ2AgUFlKM/IEDVBn04YfAq6/S43WJd34+AAAgAElEQVTPPVQFFBlJAo6FBQ3sx42jx+yJJyhdaPNm4PffgZwcqjiSuPbw9ASWL6fXfWkpvQ8SErRFuZ4eqiBbvJjEu7vvBnbtun7fHzoYKqEMEkODITl1yzCMOYCdAKYBaAAwS61WS3VefyFG3hjEzhZeSq9GRUE9PAOdMN53PPwc/FDUWIT6jnrsz9uPucPnGj6gCfEIcERgrAcKUivR06XEzW33YoMZhZBtSdti0usbPTsE5pZm6OrogV21B9QVFtiRuQMPxj0o6nmWTF6MzYEn4ZZHrULHfsjCHc+MF+XYT8Q/gePFx9HmXI+2YVWwLnZHT7cKx3/MwawlcYYPoAeGYfDcxOfw4C56PNadWodnJjyDKXdHsqa9iV+mInLSMH2HMZpVCavw9fmvUdlaidLmUqw9vBZv3fgWe7/cTIZblo/GVy9Rlc/uD05h2v0xolb0mAJ7e8OVDWLupw+1Wq0lfmn8jdyGceeqLRU//cbFyoU7fnvfRrquvvawdbJES30H2po6UV3UCHd/xz63vZJAJ06kudSofwAukzEIjffCud+pki/3bDk8A510bq8V8V0rzNjX0lqBgBHuyEumiqALp0sxalZwn9uGOofCXG6OLmUXSppK0NDRAEdLYX83QK1V5y9HS2cdL8HUewxXX4304kSacxXnBJ+Lj1wuQ8SkYUjaQyJL1rES+IS66N+prg546SUq1ecLL46OwMsvA3/7G2BpiUC1Gs5Wzqhrr0NDRwPy6vMQ4hyi+7gCiEnwY9uyMo4UCXqcJIxArabZ/wsXSBzIzeWW/HygtVXc85mbU8WJoyO32NtTNYGdHZlK29jQYm1NMchWViRsaBZzc0ChoMXMDJDLqaVOJqPBMMNwr1OVihalkpaeHlq6urilo4MGyO3t3NLWRi18ra30s6WF/JeamkiUaWyk6OX+iPLd3UBxMS36cHbu3b6lWQIDqYJHYuji6UkC3BNPkEj5ww8k4J04wW3T0QFs306LkxMJevffT7HgQ/w70kAwNpTB399fqqi5zhlyIg3DMHIA3wKYDaAZwM1qtfraMW2QEAUrW3PEzQzCmV+peOrkrhzM+/t4yBgZ7om6B+8cfwcA8H3694Mu0gDA+HlhKEilWXXn9BDgsrawO3s3mjqbYG8h/iAVoMdp1E1BbDS2Z1YkNqduFl2kuS/mPrwX8xUr0uz79rRoIs38yPl4Zv8zqGqtQmFEMiKLZwMADn+bPmCRBgAWRi/Ey3+8jOKmYlS3VeOz5M8wY/E8VqT5c2smlq27CRZW4rWl2VvY482Zb+Lh3Q8DoHSpRSMWaVUa3LRsFL5f+ye6OnqQl1yBtMOXMILnNzEU6e8XAlN8kWjtbmUT1CzNLNm2QjsXa5gpZOjpVqG1oQMdbd2wtBbvuXW15tKjatr67qNnGAYBMe6sCW1hWpVgkSbAMYBdL2gw7BsTwhNpLp4pw+T5kTq3DXPhWqeEijQART9rRJqcU7pFGoVcgXDXcLaKJqMqA5P8Jgk+TwRPLM0+bnwlTWplKpQqJetPZAyRkzmRJvNoEWY+FNv3hioVze4//7y2j4JcTsLMK6/QQPIyDMMg3jse+/P2AwDOlJ4ZsEgTNdUfwJ8ApEqaAaFWAyUlQHo6LZmZtGRn909o0MAwNBj18qLF05Nr7XFzo0XT9uPsTMLL9TT4VCpJsKmro0XT1lVby7V7VVdT+5emDUzo4605ZkpK3/c7O5MXT0gIt4SGkv+Oi8v19Thf63h7U7LdihVUdfX998B335Gpuob6euCTT2gJCiKx5oEH6Hm9zuhPKIMk0lzfDDmRBsAkABr3VQWAXXpml4vVavWYq3JVEled8fPCeok0AA26NSLNTzk/ob27HVYKq0G7TgCYcEcYvnuNyhMvJlYjZlos0upT0d7Tjh2ZO/DwyIdNd+47w1mRxiszEocKNyK/Ph9BTkGincPB0gGT74xC1W4lZGo5Ss42oqqoEe5+A5+1sjCzwLJRy/D6n6+jPCodEQduAqNmkHawEHXlzXD2GlhvskKuwHMTn8OKvSsAAG8ffxvLnloGrxBnlOfWoa2pEyd+zMYN98UM+G/h82Dsg/g85XP8WfQnlGolHvvlMRxbcgwyhlpHHFytMX3xCFYs2v6fY0NepImKisLUqVONMg9OSEgwiR8NP/7a2YobFMtkDBzcbdgqmsaqVlgGCK/mMISTFVepUt+h25jYnyfSFGVUY+zc4Tq31drPgTMi13jT6COE53+Tn6LfU5/vb2Mo4pvP8HHe+PWjy/udLtO7bbR7NCfSVBsn0vDTqvLPVaKzvdugeOph6wEPGw9UtlairbsNefV5GO4i7LHmw6+m09kCmZlJkbJHj2r//qabgPffJxPWPhjjPYYVac6Wn8XCmIVGXx+f8PE+kJvJoOxRoSijGs117WxUuoQOurro+UtOpha11FQaDDb0w7fKzo6qNgIDuYqOYcNo8fUlUcbI1K7rCrmcxBKeWGmQtjbOx6e8nNpiSktJRCspoQqb0lKquNGHRsRJSup9n5MTmSqHhZHJrWYJDqYKJInBIyAAeOEFWtLTyZT622/JgFhDfj4ZV69ZQ2bZDz5IbVHXQfXUQEIZTPH9SmJoMBQ9afjXZAnAQ8/idtWvTuKqMfbWUHbSI/NoMRprqB85zjOOnYls7mrGb7m/DdYlsgSO8IBnEA3e2pu7MKeL+xL+9fmvTXrucbcOh5mC3jaOZb6wanDA5nObRT/P49MeRW0QN7P/+7e946X7y/Ixy2EmM0OHQxPq/AsBUPLRke/F6XJ8dNSjrJdISVMJvkr9CjMf4qpaDnxuXBKNEBiGwYa5G6CQ0Ze/kyUn8UnSJ1rb3PncBMhk9CJP2Z+Pi0n6B8BDgdWrV0MmMJlGJpNh1apVJrmO2jau1Yhf3QKATYcDgMZqcX0MnCx5Ik27HpEmivv3dCmjb4PhvvBz4ExsixsNV5MEj+KMjPOSy/V6nvja+7IGyzVtNWjoEDZAHT6WZ1B8ukzvOSJduUqejCrj3r+2jpYYFkHPpbJHhYtJwuLL4zy5irv+tjyFxHPeO8VZNWiu43lidXaSl0ZcnLZA4+dHhpi//aZToAGAeG8ukjaprI/Bo5FY2phrPe9C/Xv+MiiV5PmyaRP5wcTHk7AyciQlFf33v2Rgqk+gsbenxKRFiyhd6ZtvgJMnqXqqsZFEnl27gHXrgGeeARYsIA8aX9+/tkDTX6ytqVJi0iRg/nwynH37bRqoHzlCyVEdHSTUnDhBVRdvvkleJ7Nnk9hiYaH/HPX19Bx++SWlEN1xB71vbWyA6Gga8L/2GrBjB7W59fToP56EaYiOpijv/HxKglq6lFoA+Rw7BixbRoLookXkWySwCmUoMpBQBonrlyEn0qjV6kNqtZoRuAQM9vVKmA4nD1vWIFGlUiPpclUNwzC4N4pLy/k+/ftBuT4+DMNgIs/E1y7VHwxo8H2o8BBKmsQ1p+Vj62SF2Jlc1YxnZhQ2n9sMpUrcGMxxPuMgn8h9qf3lq5OiHdvbzhsLIhcAAEpjOMHk4DfGJcTowkphhX9M+Ad7+z9H/4OpiyJZETA1sQAV+eLHNUe4ReCFyS+wt19MfBGlTVxUsneIMybfzQ1qt77+p+jXIDYzZszAxo0bDQo1MpkMn376qcnKcStauNQkvpkvQC1PGsQwoObjYMnN2jV16i7RHxbJiTQl2X171/SFt503+9lR0VKBbqX+mWPPICdY29PgpKm2Xa8Pj4yRsZHVAJBbl6tzWz4+w11gZWcOgIyua0p0/92RbtzrObPGeENsfqz4hVP6Y8U1xHpwrUlplf37zLC0ViBoJCd85GjOfeYMGcK+9ho3i29mRjO+mZlkcmqghWK0F5c4lVKRwrbpDQR+ZLmhaPTrnoYGEspWrQJmzqSKiREjgEcfJc+gs2epkqYvHB0pJnj5cjK2TUykSo6GBuD0aRJnVq+mgeC4cVLLzGAik1GLzPjx5FPy/PPARx/Rc5+VRdU4JSUk6nz+OfCvf5HwEhdHQowuursp/nz7dhJj588n0cfOjgS+JUsoTvrgQarSkbg6yGTA1KnAxo30nty+HbjtNm0RtKODhLwbb6TKtldf1a6+uUYYaqEMEkODISfSSEjwGT+PK8/npzzxI41/vvAzmjvFNwg1lknzuZnU9N9KMMOfBqdqqLHl/BaTnnvyAu7cXhnRKG4qxu/5v4t6DoZhcO+Ds6CS0exSU5YSpReEDz4N8fT4pwEA5ZGZUJrROfKSK3Apo0qU4z8x5gnW9LWgoQB763/C6Ju5vuZ9n+nocR8g/5ryL7b9oqmzCct+WaZViXD3v7h2kJO7LyA/1bjI5sHgkUcewf79+5GQkNDn/QkJCdi/fz+WLFlismsob+GqLLxsvbTu0yT1AEBbo7jpEHx/qcZO3elRvuGc8WxJdo3gVB+FXAEPW0qHUkPNRmbrgmEYBMZyaVIabyxd8GO3L9YKC0yUyRiEjOYeY30VLnyRRmiCFB9+wlOOQJFGK1WqyrhUKT78dqusPwvJAHjCBBrAaRg/ntpl/vMf/QM/Hr72vnCzJtGuqbMJeXV5/b5GDXz/nsyjfzGRprqaDEdXrKABuLMzcMstwOuvk8jSrOP7QGAgpXCtXQv8/DNQVESD7iNHaLD/t79RUpenpyTEXIvIZICPD4luDz9M6VBbt5J/TXMzCTiJiZQutGIFDex9fXUfr6ODBL4vvgD+/nd6bbi4UAXdbbeR/9Tu3XTcAaa2SRjA0pLEs927qZrq/ffpvc+nqIjE9MBAem63bbtm0qGGUiiDxNBBEmkkhjTjb+e8BZL35qGjjWYyo9yjEONOHiIdPR3Ylb1rUK6PT+gYb7j4kH9KU207ZnXNZ+/76vxXA45e1ceEeWFsy5NTqS+s6h2xKWWT6Od5aPIDqBvOtTx9vWGPaMce6zMWE3wnoMeqA1XDs9nf//FV/wddfGzNbfHMhGfY26//+TpmPsJveTqH7i5xq48AMrX99NZP2dt7Lu7BF+e+YG8HxHhgwh2cGPn92qFfTQNQRc2hQ4eQnp6OdevWYe3atVi3bh3S09Nx6NAhkxva8VuBfOx8tO7TVH0AQHuLjhn0fqJJkQKgN+7e0d2GFYvam7tQX6F72yvxtecGDoZEGgBGiTT8Spq8euFiAV+kyUvWLdIEOwfDXE6Pf2lzqd5qo77gizSG/G80xHhwflLGRn/ziZjIPe7Z/91Ngzzl5c8Ea2tqbTl6FDDSA4BhGIzyGsXeTqkYuCDM99C5mFSG7s7ruDWjtZXief/+dyA2lkx4FyygtqXU1L4HyF5e1M7yxhsUAV1bS+0TP/xA4tvcueQhI4kxfw0YhgSc6dMpWWjdOmD/fvK6aWykSPXPPwf+8Q/ymPL21n2s4mIS+dasoUq6YcNI2Jszhyo5fvmFDJElTIO7O/D00yS+paSQ4ObCS+NTq6n96Z57SIR79llqXxvCDKVQBomhgyTSSAxpfMNcWY+CzvYepOznBhX3xdzHrm9JM22lihBkMu2WJ0WSJ6wV1HaRWZ2Js+Xiebhcia2TFeJu5FqevDKisSt7l870mf5ib2GP4bdy/wyPfZ8jqvikEVFKYjlfiYPfpEOpFKfX+MmxT7KeIvn1+cjyPQFnbxLWGipbcXJXtr7d+81U/6lYMXYFe/vpvU/jUgNXkrtw9VR2/fiObOSlCPPiGApERUVhxYoVePnll7FixYqrZmLHN9X1d/TXus+Cl+bU0WrAaNJI+CJNa5fuKF6GYeAdyhlnll0UXibvbccNEEqbDVeTBMRw7V4F5/UPDviG4saINHwPlNyzuqu9zGRmCHXmqnWya4x7T/lFucHCisrZq4saBYlb4a7hMJPRPoUNhUYLQ+xx+K1WLQ5QXm47Q0ICeZysWEGmqP2An0KVXD7wwEpHdxt4hdDrq7tTidzkoV+BJxi1mkx933oLmDaN2pfmzKGWk/N9iHAyGTBqFPDUU5QOc+kSzbbv3EneIzNnGmdiK/HXwt4eGDuWqm/efRfYu5dePzU11OL0wQfU8jR6tG7fm6oqEhJfew249VYSbfz9qfrj3XdJ3G0Xt/VWAlRNs24dPV9bt5LAxhdea2qA996j9rWEBGqNGoLVNZpQBmMwVSiDxNBBEmkkhjz8KoPjO7gv/AujOXPeA/kHUNky+DMXE+/i2o6SfsrDXWFcNc2X57406bmn3MO1GXinx6Bb1Y2vU8U3LX7q8fvRY07/5NRlFjh5RBzfGACYFz4PAY4BqA7JRacNDc7qyppx7kC+KMe3t7DHsxOfZW+/fnwtZizhZuH3fGw6Ie0/M//DDl6bu5rx8O6HWW+KoDhPrdf55uf/MNl1XC/k1nN+KvxEJABQWHA96z0iV0dphFcAaO/R/6VbM4gGgIp84Sky3racSMP33tGFP0+kKTJgUswXaQrqDUd8awjWSpHSf03hrpxYnVNj3AymmUKu5Q2Te9awYGkuN9eKFzfWsBgAUFsLtycXwxkk8LTDAsUKHyqr/+MPMjUdACO9OJGmv+bGV8Kv/MkSGFk+ZGlvB379ldKzhg2jipkXXgAOHeqd6GNmBkycSJ4je/eSf8zZs8D69cC991I7ilQhIzFQXFyAG24gE+NNmygxqqWFBNuvvqJqjqlTybumL4qKyIT4ueeoBUsjBj39NAkKxdf4e3YoYWFB/kN791Kc96uv0ucInyNHyFvK15f8jPLF+V4pFkMllEFi6CCJNBJDHr7wcfrnC2xLir+jP6b4TQEAqNQqfJf+3aBcH5/IycPg6EE+BQ2VrZjZNY+979v0b9HZYzoFf8K8cCgsaJbXocILNjUu+DT5U9HbrMYEjYYqnqvQ+exD8VrNzGRmeHrc01DLVSgdwRkIH/hcnEENAKwYt4JNAypqLEL1uAzI5PSFPu3QJdE8cK7EWmGNL+d9yUZwHyw8iP878X/s/Q+8Po1LejqQj+T9A/etuJ7hD/750dIAIFdw/9qUPeImPmjSkQBqtdT3/vIM4hIpjDGm9rTlRIryZsMihV8kl25VmlOLnm7dwlSgYyC7XtAgXKTxDnVmK5TqK1r0VrjwBZOsGuN9aULiOZHqwhnjW57SqowUjk+cAEaOBPPLzwgDZ/Ke/dInNKAS+MVZH/xKmpSKFFE+l7VEmmvRPLihgYx577oLcHWlFqSNG2lW/Eqio6ndac8e8pE5doza0W66SfcgWUJCbMzM6LX4wAMk4B4+TK/jrCzg66+p2m7iRPJQuZKeHjIiX7eOExP9/ICFC8kn5/z5azqhaMjg50d+QQUFJPzOm6ddAVlTQ8lhwcHAzTcDP/3EtbUOIkMllEFi6CCJNBJDnuCRnvAIoMFOa2MnUhO5gcX9I+5n179N+/aqX9uVyOUyTOKJSs1HzNlZ/rr2OuzO2W2yc1vbWyD+Fs4I1zs9Blk1WThWfEz0c9384Bh2vWRfOzpELB99ZNQjcLR0RHEc59twcvcFNoJ9oNia2+LFyS+yt9/NfgNjbuMet1//N/CIXF1MGDYBL0zSTns6U3oGAOAX6YaZSzgjvC/+mSham9f1Rm1bLSpbqXLO0syyVyWNRuwCAJXIj6GMkbGtNQDQpdTteeMRyMV1VxYKr6TRGAcDQFWrYdHQxsESrr5kINjTrUJ5np5ocF5rWGlTKXpUwrxM5HKZlvdNvh7vG75odqH2gqDj8wmN56p2hFTSAGA9ygAgvSpd2InUaqq+mDqVndXmizQXSsQTuIOdg9lWuarWKi3j6/7CNw/OPlFqUt8z0aivBzZvJqNfd3ca7O7cSck8fBwdyVNi82agrIyqF/7v/2hQJYkyEkMJmYzaae6/nwSYY8eApiYgORn4+GPgoYfo/r4oLqY48SefpOoxV1fg9tvptX727JAQD65Z5HL6nPnxR6pqWruWBBw+e/fS4x0URO2VNeJaBBjLUAhlkBg6SCKNxJCHYRit5KSj27lY1/mR86GQ0ezumbIzgtNKTAk/Uvn4jmw8GPMQe/vLVNO2PE29l+tP9U6LAdTAhrMbRD/P4w8tQpc9+XEomq3x0aZvRDu2rbktnoh/Ai0eVaj3oQFTT5cSh0SK4waA5fHLWbPZytZKtE7jyl4Tvzwvemwzn1dveBVjfcYCAHpUPVi4YyHrobHotQS2WqEgtRIHvxbvb76e4FdKRLlFQS7T9glRqbjBqkwu/r85jTEuAHSrdHveuPlxyQvVl3QnQV0JP1K8qk1YZZfGuwsAirN0f9G0NLNkK3WUaqVWJLwhAkbwvG/0iTQuAxNptEyKBYo00e7R7LogkaatjQZVK1fSDDcAODpi+OvL2U2ERoALQcbIEOfJibAp5QM3D/aLdGPj1+srWlBZIFwIvKq0tVHSyrx5gIcHeX/89lvvNqbhw8nk88gRSnD6/nvgwQfJBFhC4lpCoQBGjgQef5zSobKyyLx6zx4yrp4+ve90uPp6quz4xz8o/tvZmSrM3n2XRB+p0qZ/eHvT456fT4/vzTdrt0QWFVF7pa8vfT6lmCbtUwiDHcogMXSQRBqJawK+SHNq9wW2nN/Zyhk3h97M3jcUDIQjJw+DsxfNmDZWt2F80yz2vr25ewWltfSXMXOHw8qWBpC2tW6wL/fC9oztqGsXbloqBCtzSwy72Yq9vXezuF4uK8atgIXcAsUjuePu+0ycFgEAsFJYYXXCavb2htZ3MCyaDJE727pNFscNUMTyt3d+Cztzmg3Oq8/D8l+XQ61Ww8XbDnc+O57d9qt//YG25qFncjfYnC3jXhf8+GUNym7ui6zcTPx/c/xKGn2VKG5+Dux6TYmOWOC+9rsc1wwA1a36PWY0+PJEmpJs/bOB/MqjS42X9GypTRCvkuZSmm7xiB/znVuXy3ovCcUnzIUVK+vKW1Bfadg8mC/SZFQb8KQpKgImTyYTSQ3x8UBKCkJW3MV+dy/KqEZHq3jpYPyWJzF8aWQyBmE8s+OsEyV6tr7KqFTkJ7NkCZmo3nMPxedeKczEx1MCU1YWJbC88w75d5iZ9XlYCYlrFmdnEgfWrqUo8IYG8rn54AMyGPbw6L1PUxO17Dz3HBkXu7pSe+DHHwMXL0rR38Yil5Ox8549QG4uedPwk6E6O6l6b9Qo+hz64QdOxL/KDFYog8TQQRJpJK4J+PHWzXXtSD/MDSzuj+Fanr45/82gl3zL5TKtapqLv9bihoAbAJB3zlepX5ns3JbWCoznGdD6nI9Fp7LTJKbFjz/NmSLLk13xZ9YJ0Y7tYeuBh+MeRllMGnoUJFIUZVQjW8RByMNxD7NGvg2dDei+kfN0+OW/Z0T3MuET7ByMDXO5Cqdv077FJ0mfAADufG4iK/LVlbfg+zXXRiT31SSpnGtJG+M9ptf9ne3cQFCTFCQmcoar3OELEBkZGVi/fj1ef/11rF+/HpVN3GuqpqRJ8GeTxjMJgOCENt8w7otmaU6t3m2HOXBtMvwoc0P4C0yRcrZyhrMVmSa397QbLUzL5TKtqp08AclFAY4BsDIj4biqtUr343byJDBmjPZM6dKllL4SEABrOwu2KkmlUiPPgEmyMWhV0ogQww0A4RN4seFDQaQpLSWvmJAQSmb64gug+QqBMj6ePCEKCsij48UXdbeDSEhcr5iZkfCyciWwfTtQXg5kZwMbNgD33dd3DHh9PbUHPvEEVZ4FBACPPkpGxLX6P/clriAoCHjzTaCkhD6n4uO17z96FFiwgGuFqhN3slNCwhCSSCNxTSCTMVoGwsd4KU9zh8+FvQW1FeTV5+Fkycmrfn1Xwm87Or4zGw9GPcze/uLcFyYVkm5YxHkzeKfHgFHKsOHsBvENhMdHQR7YAQCQKxX47zpxq5ienfgs1JY9KIvhWlt+2zDw6FoNCrkC/57+b/b2Frt1sHWl1oHq4iYc/SFT166CuXLQnpHBzfAvjFmIJXFcX/HKvStxsuQkrGzN8dBbXDnr7g9OmczM+FrlRDEnCI7x6UOk4cVu8+O4xYLhlUmr1CokJiYiISEB0dHRWLlyJVatWoWVK1dizLhROCX/AjXIQ0+XEk21wtroXKw5waW2XdgXbx++SHNB/5dJP3uuL58fZW4I/2hOOCnJrtUrZIY4cz5PuXW5OrfTuT8/TeqcYaFExsi0UqWyqvswLN62jYSDqsvvJ4UC+OQTMqvlReuGjuEGR7lJA/eO0cAXaVIrU/VsKRyt2HAR27OMQqmk2f5bbyXPh5dfJgGGz/DhFE984QIJM889RwNMCQkJgmGAsDBg2TJgyxYSDy5epM+nhQv7rrQpKqLkqXvvBdzcgPHjKdno5EnJz0YolpbkG3TmDD1u992nXclXXEytUMOGAU89RRU4EhJXAUmkkbhm4Lc8ndiZzZqqWimscHfk3ex9pvZ9EULYOB+4+1OrQ0t9B4JLRrLtLRdqL+Bo0VGTnTtuRiCbMGXZYgeXgiDk1ObgYOFB0c9148Nc+X75Lz2CkmiEEuwcjHuj70XRaK5q4s+tGWiuE88vZn7kfIzzGQcA6JC1o3sGNxP947sn+y1s6Rq0R0dHIyEhAYmJiQCAD2/5kG2B6FZ1Y/62+ahsqcS0+2MQNYUG0soeFT5a/tugV4gNFYobi9kWHRuFjdbAV0NrYwe7bu1g0et+Mdny5RbMmjULR44c6fP+GmUBTuErFCNZbyISHydLznC4oaNBULuQdygX9112Ub9Iw6+kKW0WPrC3deQZFHcpUXZRt4DEF2ny6oxPKuPHcBuK/NYQ4cb9j8isvkJkfe89arnpuPzacHGhloPHHut1HH66lFDjYiFEukWyVVh5dXlo6RL2etBH2DhOpMk/V6lVRWZy6upohjkkhHwzfvlF2zPD0RFYvpwGPtnZwOrVQGio7uNJSEhwMAy9t5YupdbM8nIgPZ3MiW+9tbeBtloNnDpFYuiECWTMvXAhpU5VC2ub/cszbhwJZJcuAatWkfCloa0N+PBDEpzvuDYTuTkAACAASURBVIMMoqXvZRImRBJpJK4ZIib6wsmT2kAaqlqRcYSbAV4cu5hd35qxFR09Hb32v5owDIMp93AtTye352Jh9EL29qaUTSY7t9xMhoSFnD+Db2osAODjpI9FP9cDy2+BWk5fyh1KffDednHP8cKkF9DoU4ZGL2qX6O5U4vfN4sxAA/Q8vTvrXfb2L36bYGZBH4u5Z8uRdki4X4eGTZs26R20HzlyBLNmzcLnn38OK4UVdty9gx2UlzaXYsH2BehWdWP5RzezfioZfxYh8cvzRl/L9cihwkPs+njf8Vr+MBpa6rn3v41jH1GoA4QVTfKBZ558BiqDZo5qnMdu7NuzT9DxFXIFK+qq1CrWWFofrr72UFiQANBU06YlVF2JxjQbAEqajGuR8YvivrQWZepuxQp2CmbX8+r7IdLEcbPG+kyK+US4ciJNds3lakuVCnjmGTKk1RAWRoOZKVP6PA7fuFhMkcbSzJKt9lFDLTyFSg+2TlbwGU4CnbJHhfxzwh6rAZGZSeKWry/NMBcWat8/fTo3qPzoIxr48E06JSQkjIdhgKgoivn+6Sdqbzp6lMTP8eMpZYpPXR2Zby9eTFU4EyZQK+L585K4YAhvb2DNGqpU+vxzIIarUIdaDezaRb5mEyYAO3ZIVUsSJkESaSSuGeRymVY1zZGtXOvIJL9JCHIKAkAzzz/l/HTVr+9K+ELJqd05WBz+EHt7W8Y2NHSYLolj+mLuH4pHdgTkneb4MetHo5JchODgao3AGZw56sEv0tDWLU5UNgDEeMTg9rDbcSn+NPu73z45q5XeM1Am+03GHeF3AAC6bNrQNoETZna8fdyoYyUmJmLZsmUGB+0qlQpLly5FYmIiAp0C8d1d34EBDWL+LPoTy39ZDv8oN8x7Zhy7z6Z/HBBciSEG+lq1BpMD+QfY9emB0/vcprGqlV13dO8jQWOAsGbBhyFAoNGgxseb1ws+h6OlI7ve2GE4GUomY+ARyO1Tka87htvHnhNpjKmkAYBhkZxfTlGm7tlZzecxABQ0FOjcThd+UW5slHrZxTpBBr58kSanNodMah98EHj/fW6jKVOA48eB4OA+jkAExnqw5y7JrhHVPJhvdH2+Uhzhdfi4q9DypFZT6tLcuTRQ3LgRaOdVNTo7kxB28SJVKC1cSG0EEhISpkGhACZNosqZEyeoWmbbNkonujIRTa2miraXX6ao74AAiv0+cADoEu/z7brD0pIez9RUeqxuvln7/lOnyPQ5PJxaZzsGd4JY4vpCEmkkrimujLfWpDzJGBkWj+Cqab4+//VVv7YrCYz1YA0oO1q70X3GFrEeVNXS3tOOLedNl0QVFOcJ/2ia8TbrNodnViSUaiU2nt0o+rkeXHkLu+6cHIbNZ8Q1Rn556ssoi0lDtwUNCMou1uHc7/kG9jKOt2a+xVZkHIvZgct6Cc7uzUNusvCZ9DVr1ggetKtUKqxduxYAcFPITXhjxhvsfZ+f+xzvHH8HC1dPhUcADbyb69rxv8d/NXnbk9BWrcFApVZhXx5XjTIzaGaf29VXcCKNgwlEmm5lN1AFwMhCq9SsJMFil4MlJ342dgqL7/YK5lqeKvJ1i8D8ShpjTX39IrlKmhI9Ud98kSa/3vj3q4WVAt6XK0TUauBSuuFy/TBXzjQ9vyKLTB+/+Ybb4M47gf37SVDQg6W1Ar7hLuy5hVbyCMEkIs1Y7vm8mCRyeqBaDfz8MzBxIpCQQN4zfOLiyHSzpISSmUJC+j6OhISEaXF2ps+8zz8nA++UFEpOmzSpd5VNURHwv/8Bs2ZRS89995F5ccvVmwi6pmAYYOZMSoXKyAAeeQQwN+fuz82l1s6AADIjbhT2P1tCQh9SxqHENUXkpGFw8bFDbWkzmmrakJpYgNGz6UvhA7EP4NXDrwIAfrv4GypbKuFh24fR2lWCYRgk3BeNb1YdAgAc2pKOpa8sxZO/PQkA+CzlM/xt7N9Mdu7pi0fgi3/SgNr3XBxK485hY/JGvDT1JZjLzQ0cQTijbgqBhQeDzko1LNpssOmzHXh8wjLIGHE04HjveMyKnInCkSkIOjkRAPDLh2cwapbumXBjCXUJxVNjn8L7J99Hm0sdGmLz4XiOBpnb3jiKf/2wwOAxMjIydLY46eLw4cPIyMhAVFQUnp/0PLJqstj0rxd+fwEhziF46rO5eHkmDTRP7r6AQ1vSMO3+3rHTYrBp0ya9lUCaVq1PP/0US5Ys6XMbU5JUloSqVjJ9dbN2Q7x3fK9tWhs70NZEiWDmlmawd7Hqtc1AUKvV6FJ2Af3UCRMTEwVFaWranQCguVNYfLd7ACfsVBbqFmk8bTm/l8qWSqjUKsHvV414AZB5sC4CHAPY9cKGQkHHvpLAER7sOQrTqrT8V/oixDkEDBhYdKvxwceFQB7vvI89RoMSuVzX7loEj/Ji27lykysQMXGYgT2EwY8KF6PdCQCG84yOL54RSaRRqaikf80amkXmwzDAbbdRG9mUKVIr02CjUlFUc309xTo3NXFLSwvQ2kpLezstHR0UNdzVRUtPD7eoVCTMaSYDGIYWuZwG+mZmNDhVKOinhQVVG1haAtbWgJUVYGMD2NrSYmcH2NvT4uBAPkWWltJrxtQwDAmocXGUnlZbC+zdS21S+/ZpiwhNTcB339FiYUHCzZ13ku8NP55agoiMBD77DHj9dWD9eopDb/h/9q46vIn7D7+X1N2h1A0opRR3KFDcfUOG69iQMZhhA2YMGTLctgGDwQ/ZYECxAsOthRYp1KCUUndv8vvjQ+4uJUmT9Aq05H2ePM0ld7lLcr3c971XXv3evnxJn/cPP1AD18yZigOfddBBDehIGh2qFEQiBu0+8MPhldTgdGFvBEvSeFp7oo1LG1x6dgml0lL8Gf4nZrac+TY3Fx14JM3tk1FYt3E8Ptf7HAUlBQhNDMWthFtoUqtJ5ax7hD9++/IsJBIp7GI9YZxuhUQk4tCDQ/ig/geCrUcsFqH3hOb433fXAAB6553wz6N/0K9uP8HWMb/9fHS+1pslaW4cfYwXUWlyyoGKYkHgAvxx9w+k5KXgbsvjaB9KBNqVgw/x9H6ynIJAEbRVmMgG7QzDYHPvzYhJj8HFpxchhRQjDo7A6Y9Oo+fUJvh3wy0AwMZPT8K/ozvsnCy0Wp+q7dDEquXm5oagoCCV8wqNQw8Osfd7+vRUSCwkxXEnn/auFnJNTEKgWFIMKaRAoXbLZ2WVny8DAOaGHEmjTiYNADm7U1Ks8it5hnqGsDayRnpBOkqlpUjJS4GDqYPS+flwrsvZneIfpUIqlSr8jJ3MnaAn0kOJpARJuUnILcqFqYFmqiY3fwdc/IsCgGPvld9wZqRnhDomrvhlUxy68WNw5syhgFsN9gXPRjVxbhc1y6kbXKwO/B04K+q9pHtKPz9N4BFQA2I9EUpLJHgemYbczAKYWmppNZJKKQB4wQIgNFT+OQMDso/Nnk25PjpUHkpKKNPn+XMgIYHuJybSIDA5mRrKUlJo8J2eLh/Y/K7DwIBUH7KbnR13q1GDAm9r1ABq1qSbjY2O1KkobG2BESPoVlwMXLxIhM2RI/KZUoWFpJz75x8i5jp1InXOgAH0/ejAoWZNUip99RWRNitXkqIQIOLrxx+BX34h1c3cudR8p4MOGkBnd9KhykEukPfwIxQXlrDTowNGs/d3hu58k5ulEDU9reHb2hkAICmVIuzwMwz145qoKsN+JINtLXM06spZDpzDqAVn7fW1gq+r16QWAENX3uyjvbDi8DpBX7+VSyu0bd4USd6RAF6NI9bdLGcpzWBlZIXvO5HlKLvmSyTXecyua9935bdxqTv4VrWcoZ4hDn1wiG3GKSgpQO8/e6PFnFrsADw3owCrx/0jaC4PoL1V601BIpXgz/A/2emBvgMVzvfiCdds5OgtHIknA5u5pGVplIWFeuSamYEZez+3OFfFnBwcXDklTfJT1XLrsmoadWFpZwJzG1InFeYVIzVBscpHLBLDxYJTn2hS9S2Duz9HHD2NUKOdpKgIv+3KlSdoFi7UmKABAC9+u5QaFeDqwtXSlf1u0/LT8DK34lYqAyM9uc9K67DjixfJ1tS3rzxBY2JCqpmYGMqi0RE0FUdJCRAVRfa7TZuAL76gGuXWrSmQ2dCQBnWtWgGDBlF+yNKlwJYtpHC6fJnqzFNTqxZBA5B6JzGRAqj/+4/ez9atNKidNYuIhM6dgfr1iRgwNATc3OizGTKE5lmxgvJXrl4lAquqfQZvE/r6RL788gsQHU3/6wsWyIfjAhSGe+oUVYLXrEkKm61baZ/TgYO5Oe2TUVFkNeMfHwsKSMHp5QVMmEDz6KCDmtApaXSocqjdjAasL2MykJtZiNvB0WjRpzYAYKjfUEw/MR0FJQUIexmGOy/uoJFjo3JesXLR8aMGeHCZ2PWQ3eGY+NdE1tKyJ3wPlnddLnfVXEgEjQnArRP0o+AS2giP25/HpWeXBP9cHFwtUb+LC8KD6X0mHWVwecRltHZpLdg6FgUuQr8Wo+DwhL7rk9tuYcTiQJiYC1exPK7ROGy8tRG3X9zGo3ZnYf+I6mIv7o3A8IXt4VRbufRX3cF3ecvZmtjixIgTaL29NZJyk5BRkIG+h3rht7UHsbpPMKRS4E5wNA6tuIJBc4T5fCtq1XoTCIkNYau3rY2s0c2rm8L5+BacyiBpcoteESaequdTBnXVR6b6nOpE3apmex5Jw1cUKUINsxp4kPIAAJCYkwj/Gv4q5+ejVm0bPLpKAbXPH6UqVXW5W7mzocGxGbFyFdnqgN8kFRdejpKmpAQYMQLN73I5Of+N64y2ixZptE4Z+O1SceHJKCkuhZ6+elYpVWAYBn72frj2nJSH4UnhcoSZtvBu6oioV4qfxzdfIKCTh/oL379PJMHRo/KPGxsTOTBnjnwVrQ7qIz2dMiwePAAePaIq8shIIrxKSspfXl2Ym5OVyMqKbEUWFvSYuTnZjkxN6fs0NuYsSgYGnHVJT4+zNIlERGrKLE8SCQ3YJRLa5uJizipVWEgD0YICqijOy+PsVdnZZLeSWa8yM+nz0DSotriYMlSeqiB6DQyIyPHwoJuXF+DpSRlJXl70GejwOhiGgoQDAiiAOCoKOHSIGouuXuXmkxE2p05R9krXrkQq9utH+5oOtA+OHUttWocPk+XpFimgUVICbNsG7NxJJOQ331CVtw46qICOpNGhyoFhGLQbWg8HfqLmnQt/hrMkjaWRJQb6DsSee3sAADtCd7x1kqbtEF9snn4CJcUSPLr2HO75feFr54sHKQ+QU5SD3fd2Y0rTKZWy7pb96sDM2gg56QUwzrCGbawHUj2jsfraauzsv1PQdQ2Y1hrhwX8BAFzuNMJPIT/jyEeHyllKfbRyaYUm3byRcyIZZqn2KMguwantoeg3o0X5C6sJsUiMtT3Wos32Nsh0fo4kr8dwiPKBRCLF3qUXMfv3/kqX1db6o2g5LxsvnBhxAoE7A5FdlI2E7ARMiRqBGTOW4+QvZMH4/etz8GvnirotnbVaLx8VtWq9CWy9vZW9P8J/BAz1FJNz/MG8LDxbSLDWIwfA2NsY+U/yVS/Ag6tVXbU/LxN9E/Z+frF667Bz4U6WU5+rzrHh25uS89RQqfBQy4cjaV48SVdKCLhacvLuZ1nPNFoHQPYtAyM9FBWUIONlLrJS82Bha/L6jFIpZc4cOMA+tLg9EN/fA201XivBzNoYDm6WSIrLRElRKeIfpsDdX5hsAT5Jcz/5vtIAbE3g07QWTm65AwB4om54cGoqKY02bJBXIhgY0EDsyy/pCroO5aOkhEiYO3eo4jgsDLh3j1Qe2sLBgVQ1tWpRW4+jI2cHsrenm60t2YH09YV7L5UJqZRycdLTqSI6NZVuycmcjevlS7olJtJNHZVqURE1iz1+rPh5R0fAx4cGxnXq0M3XlwgdNXOq3gt4eVFL2+efA8+eEVmzfz8pt2QoKaEA3X//JbKvTx8KHu7RgwjA9x1iManfZEH1331HKkWAyK7ff6dA++HDqW1Lp0zUQQl0JI0OVRLth/mxJM3VI5EoyC2CkSmF4Y5tOJYlaXbf242fu/ysdED3JmBha4KmvXxw9fAjAKSmmdxzMmaepLycjTc3YnKTyYJnZwAkg+8wwh9H190AALjcboxUz2j8Gf4nlnVZpnYOhTpo2tMHlrWMkZmQD8M8M9w48gQPuj/Q+Oq5KizutBiDW06D/7E+AID/rfoPvT9pBrFYOOdma5fWGB0wGr+F/YYngSFwiCI1zfnd4Rj6VRu4+Coe+Pv5+aF9+/YaKVICAwOVDtobOTbC38P+Rrdd3VBUWoSo9CisdfsC3ZvNQvSNZJSWSLDsw4NYc2cizKwrFo4rhFWrMvEi+wUO3OcG4BMaT1A6b3QoZx9xqy/c/i0DPx/GubczotZEqWkTY9CsRi+112Osx32n+SX5iIiIwJkzZ5CVlQULCwsEBQW9tu9Y1TCFSMxAUipFVkoeigpKYGCk+Gfe3oTbj5NzNSRpeAqlhMdpSufjkzTa2J3EYhFcfO1YhcjT+ymo306Br3/+fJKZv8IvLYCFHYEOaUoGbGrCI6AGq0iKDn0pHEnjwH1vEUnCVNt7N+Uqdx/fLIcYKC2lutj582mwLAPDACNHAkuWkCpBB8WQSEgNc/06cOMGcPMmkTL56hO2AIh8kSk+PD2pGcbNjWxOTk7y7THVBQxD9jkTE3qP6iA3l8iuhATK/JDdZOqauDgifFThxQu6lf19NjCgQbKfHwXC1q9Pth9Pz9cbkd43uLhQ8O3MmRxhs2+fvMKmoIBInP37ScU1dCgdQxQ1Sr1vYBigWze6XbhAx9XTp+k5iYSImj17iKyZP1+nrNHhNbzn/0E6VFV4NODqrQvzinHtn0j2uU4eneBmSSeYaflpOPzw8FvZRj46fcRZCc7+fhcj/T9iB2FhL8NwNf6qskUrjK4TGrL3az30g36eMYpKi7Dx5kZB1yPWE6H3lObstNuN5vjp0k+CrqOZUzMEDHZCkRHlgqTF5eHakUeCrgMAlnVZBisjK6S7PkOSNw30JBIpdi88r3K5BQsWQKTmiYlIJML8+fNVztPBvQMODDkAfRFdJX2cGYmzvbbAxIpO3pPiMrFi1JEK59MIZdWqLGy8uRHFkmIARKIF1AxQOF9ORgGevaqFFokZeDQQnqRJL+AGtW6N3bB582Y1vnMGDdAPNQ181F4PSyxHA2unrlWrEl0sFsG6JifrT09UbpPikzQpecqrtBWhppc1ez8xOl3pfPxMGm2UNADg7MsLKn6oYDs3bqQrla+QOWwgPusGgAGepD3Rap0yeARwpIw6wcXqop49l6sms5xVFG71HaBnQIqAlzEZyE5TQhjcuAE0a0Y2Jj5BExQE3L5NV3l1BI088vOB8+cpE6ZnT8pJ8fWlEOV162jQqoygMTQkK8nw4dSU9ddflAGSk0OhwBcukAViwQKySQQGkrqjOhI02sLUlGxL7dvT5zh3LrXqHD5M+2xqKqlt7t6lINxffgE+/ZS+q9q1ycqlDEVFpHjau5e+g4EDSXFjbg60aEF5LOvWUXZOtnote9USMsLmyhXKsfnxR6BBmZbJjAzKrGrfnsjHBQuomloH+kxOnQIuXSLSRgYZWePrC4wZQ5+tDjq8go6k0aFKQlZvLUPIbq7KVMSIMLbhWHZ6Z9jON7lpCtGslw/MrKltIykuEwk3s/Fh/Q/Z5zfeEpYw4cMzoCa8GpNknSkRo9Y9Iow23NyAwhItK2qUoNuERhDpkSLI9qk7jpw+pdUVdFVY2uNbPG3KhQb//v0pQV8fICvIj0E/AgAiO3KD4P/2P0DUHeVXqYOCgtQatItEImzZskUti1SfOn2wb/A+6InoRDMCt/F4cDD7/I2jj7FnkWryqDwIadUSGjlFOVh3gwuintFihtJ5H1zmiACPgBqsuk5IpOdzA1trI2uMHz8ewcHBCAwMVDh/y+at0QKj4ILGKMxXP4PCUGwI3AbwBxAbFqtwHlkl+naeisTGkSNp0pSE+gKAnQlHfmhqd3LkkTQvolSQNJYcSROfFa/ROmTgV37LCDgWp04R2SBDz54w3v47mFfKuviseLWtYorgziP5Yu9WDkkTkRwBqbTiIeD6BmK58OCo22WOU9nZwPTpNPC8c4d73NOTBrunTlFdrw5EuJw9S1aEtm0p46VDB7raffy4PLnFh5MT0Ls3LffXX5Q/k5NDpMzu3bT8kCFE2phq1nSmQzkwNycFTN++wIwZROIcO0YWtPx8IguOHwdWr6Zq5E6dyAKlDHl5pJTasoUIn3btaD+oXZuyWJYtA86c4aqX3yd4eFCGVVgY5S3Nm0eP8REbS8oRHx9S1Wzdqp5trbqjdWuqQr9y5XWy5rffSNU1aRIpl3R476EjaXSosujAI2lun4hCZkoeOz2m4Rj2/sknJ7UeIAgFfUM9BA7jtvfMzjBMbTqVnd4Xvg9p+eXIdSuAbhO4XB6v0FaAlMJC/4r4S9D12Diao/WAuuy089Um+PnSz4Kuo0GNBmg42hGlYhrwxt/KRMR/whJBADCxyUS0dG6JTKcEJNa9zz7++zchKpcrb9AeGBiI4OBgjBs3Tu1tGeA7AHsH7YWYoSvloc5nkdQhjH1+75KL+O/AfWWLlwuZVUsTqLJqCYlNNzex/xvuVu5KW50A4O7ZWPZ+/cDKUQPwVScyoiMoKAghISEIDw/H6tWrsWTJEqxevRrh4eE4tPco7OAFACgtLlV7PU9DnwL/AChn/C6rRJcpaqz4SpqXyluhbIw5yxJfHaQO+FXfL2MylJIMzhZcXtLzrOcarUMGF17l9/NHvFaRR49owFv66jNt2hT46y8YGJnK2axkwcXagE96CKmkcbFwkWt4SsoV5rW9m3CDzih+bfjJk2TnWLuWC4M1MqJBVEQEhX++zxXHUikNOH/+GejSBbC2JmXRd9/Rle/i4teXsbMjQubbbymb4+VLsuD88w99rkOG0IBLlYpDhzcDPT1SdnTvTkTlr78SwZKQQITb5ctExsycSd+7gxIFplRKmTf79hFJ0bkz7St16lAY7OrVpKoqKHiz7+9tol492t+jokhtNHky2Z74uHwZmDiRSLHRo0mVJgAxXaXRsiWRNZcv0zFHhpIS2hd9fKgxKkm43x0dqh50JI0OVRY1Pa1RtxUNAkpLJLi4j/P2u1m5oZNHJwCAFNJ3oo47aAxn0fhv/334WTRAE8cmAIDC0sJK3cb2w+rD0JhOFo1f2MLyOXnBV11dJchVXD56TWvG3ne6G4Cdl//QqOJXHSwduAAvAu6x0xsXHRH09QFSZG3stRFiRoxHnc5ACsoduXX8CcIvxKlcVtWgPSQkRCsFyqB6g7B/yH4YiEkdcrPdIWTU5rZj1ei/ER2mfVWw0FYtIZCal4rvLnJWli/afMEqihThTjAnFQ7o5F4p28RXnfAtQwCRXdOnT8e8efMwffp0+Pn5yTUClRSpT9Kc/+18uQSNDPxKdOsa3BX6DDVJmtQ8zSpVrRxMYWhCFry8rELkpCselDiZc5kT8VnxWh1r+EoalqTJyiJiIfNVg5WzM/D336w6QVZhDwBRadpXnjp62bCZPmkJ2cotRBqCYRj42nFZXfeTtSdY+ZApJoFXNdzZ2XRVtnt3+Suz3bpxV8CNjARZd5VDXh5ZYyZNIitHw4Zkozl9mhqLyqJuXZr3t99ooJ6URITMggUUmKpsYK/Duw0rK6o5nzABWLWKvn9ZcPGpU8Dy5cBHH1FWjbKA4chIyhaZOZNey8KCBuGzZpGi6rl2BHWVAsOQYmbjRgp7PnCAVE18kjIvj+yUHToQCfH99xUL1q4OaNWKwoUvXCCrowyFhWTb8/ICFi3SqZDeU+hIGh2qNDqO5LJezu8Jl3tuXENOqbD9znZIpOqEe1YefJo6spWyBbnF+G//Azk1zfob6yttG82sjNB2KCex97xDjUh3Eu/gQpxm1cvloX57V/YKtF6xAexv1sOqq6sEXYe3jTeaTuAGgDFnMhAbLiwRBAABNQMwu9Vs5Dgk43mDu+zjO+aeUWvAqWjQXhEM8B2AY8OPwVTfFFKxBNcG7EaeDakgCvOKsbj3PqTEa/djXhlWrYpiYchCVuXhZe0lZ2Msi6S4DFbtoG8ohn8H90rZphfZ3EmlOtXJIjGnUFCXo4iIiEBMmGYKEFkluqUDR9JkJiknaayNOctSRoFmkn2GYeDgxq/7Vry8lZEVm72VW5yL7CLNMx34NeovYzNQXFBM2R2PXmVRGRsTQcOzLnhacf3oFVHSiPVEbPYZAMRFaGYLU4XKyKXxbMTtjzFXYslWs2ULN4OdHdlujh8nm9P7hrQ0yn/p149akfr3p89H0SC6Th1quNq/nwbsDx4AmzbRvuft/X4rj94HODiQUmb2bCIW7t0j69r160RETJwINGqkWClVXAxcu0aD7A8+IBLZ3Z3UNhs3AuHh8m1q1Q2GhtRudOQI/W+tXElWND6ioqiG2sUFGDCAjkml6l/EqHZo1w44d46IweZctiNyckit5+VFSi1FBLIO1RY6kkaHKo22Q+tBrEe78YPL8XIhlgN9B8LSkAYSMRkxOBdz7q1sowwMw6DzWE5Nc2ZnGIb5D2O3MSo9CsFRwcoWrzC6T27C3ncKbwC9AgomXX5luaDrYRgGvT/l1DRu11vg12vrBbdzLRn5NZJ9ucDo5V/vEfT1ZVjUYRG8bbwR2fEsa7F6dO05Lh2o2MAqIiICa9aswdKlS7FmzRpERKjX8tLZszNOjzoNayNrlBgX4MaHu1BsSEqGlPgsLOr5J3IztZNbV4ZVS1vcTLiJDTc3sNPLuy5X2dJ25TAXIN2gozuMzSonePNFjmYkDSPiBnOSUvVOzCtSiW5pz1VUZybnKZ3X2kh7kgZAGZImU+E8DMOglnktdloby5Oh3bGqrwAAIABJREFUsT7sXWldklIpEhesopN/GbZupcESD57WHAERnV6xIEYZsQ4AT8OFk57zlTQPkoUhadz9HSB6tb89f5qL/Bje5z14MKlnhg9/vwiGjAxq/ureneqrx44lUq+sJcXamgbU27eT6ujhQ2D9evrcdCoZHQBSnTVrRpaezZsptDgriyxOa9YQCePtrXjZuDhS20ydSoSFvT2RE7/8QplF1ZC0iYiIwJq9e7E0Nxdrxo9HxN699P4tud8OlJZSJlbPnkREfPcdKXHeRzAMEYNXr9Jnwr+ol5JCSi1fX9qPquH+osPr0JE0OlRpWNqZoHE3L3Y6hKemMdY3xsgGI9nprXe2vtFtU4SOI/3ZK+sRF58iI65ATh3w641fK23ddVs6sQoXaaEIzmEUEnk08igepjwUdF0dRvizQcmm6TYwiaiF1VdXC7oOR3NHtPmYC6uLOZaFp0+EV9MY6xtja5+tyLfOQFzza+zjO788i+JC9YNgZThz5gwCAwPVautRhpbOLXFp3CV4WHkgxyEZt4buhUREV6Fi7yXhuwH7tdo2oHKsWpqiRFKCSf9MYpVlXTy7oF+dfiqXubiPs4y04uUiCY3n2dzAl5+5ohQ89Qyj5uC4IpXoFnYcSZOdqpyksTTiTpQzCxWTLKogI04AIOWZ8u11NOcULnyCSxPU8uHUNC9W7OCemDmTSIcy8LDmHRcqoKQBypA09zVrwVIFX3uOpHmYKszx1zA9GU5G1OglBYM4OJCdY/dusl28L2RDYSHVBQ8YQMTM+PGUy1NS5phYrx7w5ZfAxYtkX9q7l0gcZzX+r3XQASAlX4sWFC68axdZ4ZKTyQr39ddk7TE2fn25tDQaiM+aRSSzvT2pT9atI4KwCme2KDzHmTkT9T/8EIERETizZw/wxx/UeMRHXBxZMF1cqMo7JKRKfw5ag2FI7RcWRvZKftteTAyRgU2bUq6SDtUaOpJGhyqPDiO5QN5zf9yVs6FMbDyRvX/wwUEk5wonV9cG1jXM0LQnd6Xl9I5QTGs+jZ0+FnmsQhkKqsAwDHpM4dQ0fuEd2QHkissrBF2XkYk+uk3krm57XG2F1ddWa3XFXhUWTfwcWZ4UCs1IRFg6Z5ugry9DoHsgJjeZjMftz7P134nR6Tj6681ylpTHtm3b0LVrV1y4oNhipqitRxl87X1xdcJVtHRuiVSvaNztx1XN3z0Xi2XDDqJEg6DashDaqqUJFoUswp1EaqAx0jPChl4bVBIcidHpeHiF9gOxngitB1UeSfMsk8v2cLJwUjEnQa4eXU0BQ0Uq0c1tuQFBVqryDBULQ24dmQWZGufF2Llwyyc/VUHSmPFImuyKkzQJklcKoBYtqGFFATyseCRNegVJmnqc3enpfeF+P+racfuoIEqakBCgUSN45nG/H9E+7amW+H1Rz9y+TYPlWrVIAXP4MFUs89G8Oe03kZGkLPrhB2pw0gX86iAUZKHS331HFpbMTLJJrVxJxKGd3evLpKUBBw/S/uvrS0Th6NFEsL4U/uJTZUGtc5w+fbC9qIgChB8+BD77DLDhjvEoKSGbYceOlAW0YQPZft43iMWctXfVKrJoynDnDqluevYk+5wO1RI6kkaHKo8WfevA2JysDc8j0xB5I4F9LqBmAFo4Uf5KUWkRdt3d9Va2kY8u47ia09M778LDwhM9vHsAoJBjvsVDaHQc6Q8jUwr8xDMTWD+lFpQ/7gof7ttrWjNWNWQX4wlJnBHWXFsj6DosDC3QcUYddjr+aCEeR6kO9dUWy7osg2MNezzuEMI+tnfxBblWMVU4c+YMJk2aBEk5MtWybT2q4GDqgLOjzmJY/WF4HhCGh0FcHfmVQ4+w4qPDKC2pWrLYo5FH5cKCv+3wLbxsvFQsAZzaEcreb9zNCxa2Jirm1h65RblIzafwWn2Rvlp2J/7nzw8RVoWKVKKbWXMkTV6mcv+6kZ4R9EV0LCiWFKOwVDOvuz2PpEl9rpyk4X9GL3O1O8Y4evMqv2FDcvl9+wB9fYXzu1u5s/fjMuMqFI7uzMukiS9bAV4BeFh5sCHYz7OfI6dIy0GIVEqDv86dgaQkeICzCsQGDaer0tUZOTlkPWnShG7r1tGAl48mTai5KTaWskLmzKHgUh10eBPQ1yeb1KxZRMQkJRFBuH49KUYUKdwSEigLZ+RIoGZNUtt8+SWRsWWJx3cEWp3j1KkDrFhB2TW7dxNhysf9+1SZ7uREysknTyrxHbyjMDSk9x4VBXz1lbwy6/hxyh6bPLlKkXk6qAcdSaNDlYeRiT7aDOKk42d/uyv3PF9Ns+X2FsHbjDRFs14+sHrVwJKWkI1bJ57g0+afss9vu7MNuUXKAz8rAhMLQwTyqssbRxA5VFhaiLXX1wq6LgdXS7nvxeNKa6y6ukpwNc3XH09DvhsNnkQlelg4e6Ogry+DhaEFtvfbjrimN5BjQ+vLzSzE7gUhai2/ePHick9eZOC39ZQHY31j7B64G790+wVx7a8gutUl9rmL++5jxZhDKFUzC+VtIzwpHMP/x9lXunp1xexWs1UuU1RQgpNb7rDTXcY3VDG3apSXExSbEcved7V0hYgp/yeUX7st1lfvJ9fPzw8eDT3Kn5EHWSW6mRWX25OTrrqNyNzQnL2fXahZqK+tE7dsSrzyZWuY1mDvJ+ZolzXgmPKYvZ8AWwrf5EvAy8DOxA4m+kTUZRVmVeiYU9PDGnoGRK6lvcjROu+pLPTF+vCy5sjHyNRIFXMrQWEh2XNmz2ZDN90tue2LuVuN61sfPwZmzKDB2+TJpKLhw9WVrBMPHwI3bwKff65yn9FBhzcGhiGr3dSpRDYnJpIaYs0asrnwM1tkCA0FfvqJ1CV2dmSN2rbtnWpHqtA5jpERKf4uXiT139SpbFsfAMr+Wb0aqF2bVEqnT79/VihLS2rEioyk475MHSmREFHt40P7yPtUAV/NoSNpdKgW6DS6AXv//J/hcnkcH9T/AGYGZgCoRePys8tvfPv40NMXI4i3vSe33EE3727sCXtGQQb23KucEFwA6PVxU/a+yW0nGOTQD+H6G+u1v5qrBP1mtWDvO93zR35yieBqGkM9Q/T9grNxpf+rjxv3Q1UsoT06e3bGlJaT8KDrSfax45tul1t9HRERoVT+qwyyth51wDAMZrScgbOjzyJ9YBhim3HZORd238e8oTsqZH16E3iR/QJ9/uzDNgC5Wrpi98DdEItUq09O7whlq6ZtnczRrJfmV8jVzQmKSuesJPxwWlUoKuCORbI6Z3XQcXRHte1R/Ep0E0uuUjk/W/UVV9lxEaD2JU3AJ2nSXig/btQw40gafn252khLg+OWn9jJl+auwIcfqlyEYRi4Wrqy03GZ2qvrxHoiObtV/CPN6spVoY4dpwLUmKRJTgY6daLMAhlatYL76d3sZFx48lu/KCEopFLg7FmgVy8arK1ZI19Na2hIeQ1nzlB2w5IldKVeBx3eZTAMhcR++ilZ9FJSKDx2yRLKbSlrxcvOJkXOhAlk7WvalGqab99+a8SFoOc4/v6kMnr+nP7Ha9fmnpNKgWPHgC5dgAYNKOj7fSMlnJ3pfYeGkoJShuxsUlvVq0f7R3U69r+n0JE0OlQL1G/vhhruVgCAnPQCXPubO+E1MzDDh37cSf3m25vf+PaVRdcJXF7LjWOPkZaQg2nNuGyaNdfXVNrJtWfDmqjbioIRJSVAwwddAADpBenYcmuLqkU1Rt2Wzuy6RBI9uF9riZVXViI9P72cJTXDp5NHotSNBvfiYn0smrNJ0Nfn4+cuP8O8ZQmSvUh2K5VIsfGTEyq/r4q09WiCdm7tcHfqXXjOFONpY8rLyUYS/j54EI08g/DDsp8QERGhdbNUZSEuIw7tdrRjlSpmBmb4Z9g/sDNR4N3nobiwBPt/5EjXgZ+3gr6BepYiGTTJCXqcyik6vG2UtHiUQVE+j6QxVp+kcW3oCvRBuURN2Up0mfUTIKWXKpjqc1cqNVXv2dTikTQJ2Ur3fwdTTsqflKuFsmPOHNRI5STuSQVGainD3Cw51URcRsUskM51uSyA+IfCWZ5q23CDD41ImqgooHVr4DLvgsO4ccC5c7Bt4sOGtudlFSL5qeah0O8cSkspo6JZMyAoCPj3X/nn69ShlpyEBApv7dQJEOlOb3WootDTo8ytefMotyUtDTh0CJgyhaq8y+LWLappbtKEFGQffwwEB79RW1SlnONYWhJx9eABcOIEkbN8hIdTKLibG7B4MZFb7xMaNKDv+dgxyjGSISaGlFadO+vyaqo4dL9iOlQLiEQMOo3yZ6fP/C5veZrUZBJ7/6+IvwQnCTSFk48t/DvQIEJSKsXpHWEY22gsO2gKTwrHudjKqwzvNY1T07jcaAqmlA4FK6+uRFGpsD/sA2a3ZO+73WyGnKx8rLq6StB1iEQijFrUiZ2WBNvh4NV/BF2HDKYGpvhtwG940OME26h0/79nOLfrntJlKtLWoynsTe1xZNhhdBrngRDz1biAdbiPfxEefx5ff/El6tevX6FmKaHxKOUR2u5oy6pUxIwYewftRYMaDcpZEvh34y12EGppbyIXVq0OKpITVMdWvSv0+Tnc/5ORqfq14EWlRUBjAB8B7g3dFc6jqBKdv47CvGL54OIykFmCACCvWL1sJXZZC0MYviKdCvOK5d4nH/YmXDuSxsHtFy4A27fDGEWwBKl1SoolSFeh3JGBr6R5lvVMxZzlw7kOR9I8F1BJ42PLqb4epz1WMScPN28CrVpx2QwMQ5kOW7cChoZgGIZt8QNITVNlUVJCuRx+fpTdcesW9xzDkO3h5EnKrZgxQz58VAcdqgvMzYH+/SlANzqa9vfly8n6VFZlEx9P83XrRlk3I0eSqiJPs+O7pqjUcxyRiN7P0aNk9fnkE3krVFISsHAh5W9Nm0Yk9vsChqHw4LAwYO1a+WPg2bNAw4bA9OlAhrAxAzq8Geji7HWoNug0qgH+XHwRAHDr+BOkv8yBdQ2S8zet1RSNajbCncQ7KCgpwG9hv2Fmy5lvc3PRbWIj3AuhK7yntoVi6NdtMabhGLaGe9XVVejk0UnVS2iNtoN9se2zU8hIykVBkgS1Y1rgkfcVxGfFY8+9PRjTcIxg62rZvw4cvazxIiod+gXGcLnTGKvMV2F6i+nlKiU0wYeju2Hf4ksoiTGAuMQAK7/6E71Pd4OBWP2Bsbpo49oGMwZMwoHbV+B1mYLuNs8+jhZ9a8OUZzeRoSJtPdpg+/btWDt9rdr+cIBTjGzZskVu0F+Z+PvR3xhzeAzSC4g0NRAb4K/Bf6FX7V7lLEl5K/uW/sdOD/2mrUYkCKC5h/7S7kvAMJrmVyirAt9yZGSm/vYVlLyScHsCH0/6GD2teuLMmTNUs21hgaCgIIWNWyIRA0MTfRTmFdPr5BbBxNzwtfkAyjOSQVOShmEYWNU0w8sYOvlLT8xRuB57Ux5Jo4ndqaSErgi/goM1g8xX3HpiTAbsnFX/b7hYcIG5/EYubeBclxceLCRJY8MjaVLVIGkuXCBiIvtVBpCREbBnDzXG8ODm74DwC08BADF3X2plAXyrkEgoq2PhQsqe4cPIiPIYZs3Shf8KBakUyM2lFqLsbLrl5NDAPj+fboWFdCsupv/NkhJSOPEVdCIR3cRiCsvV1wcMDOg7MzQETEwo9NTEBDAzI/LB3JwUE7p2LfXAMKSa8PWlLKrMTCIq//mHFBXpvAuQmZkUxrt7N33mPXoAQ4aQIsXMTPk6tMAbO8fx8SEyYvFiIqbXrCFiCiDb0/r1lFk2aBBZfxo31mq7qhz09Ym8Gj6crG/r19P/Z2kpfV579wI//giMGaNTGVYh6I6KOlQbOHrZoF4bF9y/9AySUinO7wlH/1mk4mAYBpObTMaUY1MAAJtubcKMFjNU1vpWNloP9IW5zUlkp+XjZWwGQk9HY3qL6SxJczTyKCJTI1HbtnY5r6Q59A310H1yY+xdQqRW43s98Mj7CgBg2aVlGBUwSq1QVHUgFovQ/7OW2DDtOAAKEI5rdh3LLi3Dsi6KK3S1AcMwmPpDb6z9MBgAYH7RGyuOrcFXfT8XbB18LAhcgFPDAlFwLwtG2RbISS7C9q9O4dP1fV6btyJtPZpCXXWIIsgUI25ublpvszrIK87D3FNz2X0dIFXHkQ+PoLNnZxVLcvhjXgiyXjVrObhZoievXl4daOOhz3qUBSQBcADq2ddTa5k8XtAsP9S3PLAkDYhM8fPzU7sGnU/SFOWXKCdp9DiShr8+dWFVw5QlaTKT8uDkY/vaPLbG3GOpeRoQHBs3UgMKAJiawqG1Hx4fiwUAJMdlAO1clS8LwMWSI2nis+PVX68CONXm3kNCZJqKOTUDX0nDzztSiOBgupqe/yoM2sYG+PtvoE2b12b1aMDlAFUpJY1USlamr74C7pVRJlpYkPVhxgzA3l7x8jpwKCqiTI+EBO728iXdkpKA1FSyh6Sl0VX20recWWZiAlhZ0X4tu9nZ0Xdtb0+qkBo1qOmoVi3A2vr9qJUvD5aWpDIbOpSIs0uXKNfm0CEgjmfzzMsD/vc/uhkbE1EzdCj9Nal4G+KbPMcBQN//nDnUerR/PymL7rwqEJBI6LH9+4GuXYms6dDh/dhfbGyIuJo0iY6VZ8/S48nJZA3bvJkInPeFvKri0NFpOlQrBI0JYO+f3hEml5MwosEImBtQjsLDlIcIiQ1505snBwMjPbnA4xObbqO2bW308uFUBGuvCdu4xEePKU0g1qNDQFYY4JhGwcUPUh7gyMMjgq4raEwALOzoRMAk0wq1wutj3fV1eJEtbDNB16HNYV6X3pO4VB/7v7+sdaNMedAX62PX8N8R3SuEfezkxjt4dP35a/P6+fmhffv2Gr2+rK1HU2iiDlEETZqlNH5tqQR7w/fCf4O/HEHjbOGMkNEhahM0t048wbH1N9np8Su6QN9Qs2sOWlu7ogFrI2s4mTupNXtOOkd+mFq9rrJShrwSTtnCJ1PUgSEv+0ZG1iiCkR63PVqRNA6c5DzjpWILkqWRJUv4Zhdlq2enzMggFYUM33wDh7pclXdSXPk5K84Wzuz9+KyKkTT84OAXT9JUWsg0el3zWux3kJKXoryFKjgY6NuXI2hq1iRVjQKCBgDc6nMkRty9KtLwFBZGYaC9e8sTNJaWdNU8Lg5YulRH0MgglRIJc/48KQq+/hoYNoyyTBwdSb3i6UmVxkOH0mD2hx8ocPToUeDKFVIppaa+NYImAsAaAEsBrMnLQ0RCAmVoXLhARMPWrbTNn31Gtp0uXShU1taWiAZPTwrWHT4c+OIL4Ndf6b3du0dKoPcNenpAYCCwahXlkty6Rbk2vmVUn/n5wIEDXP33iBGkwilW/ltRHt7kOY4c9PXp+791ixqfunWTfz44mDKq2rShfeN9CdOtX58+jwMHyAYmw7VrlO31ySc6C1QVgE5Jo0O1Qtshvtg8/QQK80sQey8JUbcT4d3EEQCFkY4KGMUODjfd2oSOHh3f5uai+8RGOLKKmniuHnmE1IRszGw5E8ceHwMA7AjdgSWdlsDKyErwddvWMkebwb64sJeuVneKHI7dLWlw/sN/P6B/3f6CKY2MTPTRZ3oz7F5wHgDgeakdnje4i+8ufod1PdcJsg6A1DQzVwzCkl77AQA1bzTAnF3z8MeUrYKtgw9vG28s/OIT/HrjDByifAApg8Uf/YHfwudAT18+wHbBggXo2rWrWgQKv61HE2ijDlGE8+fPIzw8HPXr1y9/ZjVQXFqMY4+PYfH5xbiTeEfuuQF1B2Br362wMVYvTyLtRTZWjuJIxGa9fdB6YF2Nt0lbDz0KgYCaAWr/b2SlcjXY5jbqky38pjV+C5M60Oe1SPGb7srCUI9T2GiTRWVpz12BzUpRXPctYkSwMbZBSh6FOqbnp8s1PinEDz/QFX4A8PAAZs2C/WYuZyz5WfnfHZ9Ee571OnGqCcxtjGFha4ys1HwU5pcg9XkW7F0U1ORqCBEjgpe1FyKS6RgclRaFJrXKKMLOnqVa3sJXIdCurtRe5K08uNrVjyMy4h+moKS49LXj0TuD5GQiGLZtkx9AmZoSsTB7Nl01f18hlQLPnhHxcO8eqcsePKBq8VzNwr5VwtiYCDGZBcnMjL4DmUXJ0JCsSzIbk54e2SYYhm5SKd1kFoviYroVFdG+W1BA5EBeHs4kJGDxs2e4oCAnpT2ABQDK1VcUFhIREROjfB57eyJyvL3p5uNDTUG1ayuuua5OYBhSSzRuTC1RDx7QgP2vv+TDZHNzyTK5Zw+RX0OGAB99RLlXGp7/vYlzHKVgGAoVDwqi1qNly8gyKduWK1eAPn2AgABg/nyyiFZ32w/DkO2re3f6Tf35Z/p/lEiI0Ny/n/LMRox4P1RGVRA6kkaHagVTSyO0HuTLhrie2h7KkjQAMLnJZJakOfjgIF7mvCx/wFCJcPG1R/1AN4Sfj4OkVIqTW25j2IIg+Nn7ISI5ArnFudh6eys+b105lp0+05uzJE3OOSOYN7JBtmEabiTcwKnoU+jq1VWwdfWe1gz/++kyCnKLYZFUAw6RtbFZvBmftfpM7TpjddC8Rx3UamaOhBvZEEnEuLchHZd6XkIbV8VXnSuKUQGjEDz7PNKmF0FcYoDMyGJsXvI3Pl4snxMRFBSEzZs3l2tFKtvWowmEDP7ttKgTRk0ahY7uHdHOrR0sDDXzjofeDcXOQztxI/oGwjLCkOucC3B5prAyssLyLssxrtE4tQmPkuJSLPvwIDKT6eTeuqYZZmzroxWZqK2HHoZAE0f1rVUySxYAWNirLyuvCEmjx2u4Ki5UfpWcn9dUWKq6CUoRZOo4AMhMVj5g5JM0qfmpqo+5stpVGX74ATAygr0r932lqEPSWPBImuznkEqlFSKdHX1skJVKZE/C4zRBSBqAqtxlJM2TtCfyJM3VqzSwkFXMurqSckJRwwsPppZGsHO2QEp8FkqKJXjxJA0uvu+YAkUiAbZsIWsTP0dDLCap/sKFZG95nyCVUjDs9eukDLh9mywc2lzxFolIUePsTPYgR0dSYMlsQ3Z2NCi3tSWbkYHw2W2KsG3bNpW/gRcAdBWJsGXyZIzz9ydLVnIy2bQSE+n24gWXy6QKycl0u3bt9edq1CCFSd26VFlcvz4FVDs4vD5vdYCvL5ET8+dT8PBff1FOyaNH3DypqWQz3bgR8PIi9dKoUUR0qYE3cY6jFho2JNJpyRIiJnbs4JquwsKAwYPpu54/n0ip6k7WmJqSCnH0aLKMnjxJjyclESG3cydZoGoLH62gQ8WgI2l0qHboMq4hS9KE7L6Hccs7w9BYHwDgX8MfrZxb4Ur8FRRLirH9znZ81e6rt7m56DGlMcLPk3f4xOY7GPp1W8xsORMT/5kIAFhzbQ1mtJgBfbG+4Ouu29IJPs1q4fGNBJQUlqLvswnY7U05Md9d/E5QksbcxhjdJzfB4ZVXAQDeF9vjcu1ILAxZiD8G/CHYehiGwYyVA/FFu98AAE53G2DGli9x9dtz0BMJf8hjGAabxq9Bl5OjYHuE2oWO/hiKbsOaw8tX3hIzfvx4uLu7Y8mSJTh//vxrrxUYGIj58+drffKitTpEAZLTkrHiygqsuLICIkaEunZ14WfvBxcLF9S1qwtbE1tYG1lDCimKS4uRW5yLp5lPceHcBZz97SwyHymwpLgBBp0MMHvEbMxpPQfWxupfIZdIpFg36RgbiMowwOxd/eUsN5pA6xNET81ImvREjmzRZFuzCrnvUhlBFhERoTBMWE+fO+ksLVF+ssz/fyiRKFfcKIO5LacM4iuGysLaiPuelVp6ZPjxR46UaNqUTqIBOVIkJb78/dzcwBym+qbILc5FQUkBMgszK6RIrOVtg0dXiaR5EZWOgE4eWr8WH17WXuz96PRo7okHDygvQqY2cHICzp0rl6CRwdXPnv2cnt5PebdImvBwYOJEIqH46NmTsiXK2jOqK/LyiJC5dIlu165xCjJ1YGVF6hAfHxpUe3qS8szdnYgZfeHPGSoCjdr0Nm2CW3AwgqZOVTxTdjYRus+fk9Lo2TOyxMXFAbGx9FeVfUeWzxMSIv+4vT1VGzdoQKqLhg1pf3xDJNYbQb16FC67cCGRFn/+SaRGPM8WGhVFtd7ffgu0a0eBs0OGkMpKBSr7HEcjeHkR4TR/PrByJd2XHU8jIoAPPyQr5cKFRNxUd7LGxwc4fpxyiWbOpP8dgJSZ/v7AN9+QbdBQ/ew8HSoXOpJGh2qH+oFubJtQbmYhLv/vATqO5LJfpjSdgivxFJK76dYmzG0zF2LR25OCtx7oCyuHYGQk5SItIRvX/4nEyL4j8fWZr5Gcl4xnWc9w4P4BDPMfJvi6GYZBv5nNsXzEYQBUXa3vaYhiUSEuxF3AhbgLaO+mmc9YFfp/1gJH191ASVEprONdYRPrjt3MbsxpPUetymV14dfWFX5dnBBx6jkYiMD85Ya1PddiVqtZgq2DDzMDM2z8dRGmX98E8xc1ISrWw2dD1uJg2PcQi+V/+IOCghAUFKR0gF0RaK0OUQTe77REKsH95Pu4n3xf9TK3AfwDQJntOw4o+a0E3m29YR2kPkFTWirBr5OP4fTOMPaxUd93QsMg7QfKMg+9RvYwNwAOQAvnFmovwq+LtnZUXxGTWcCRXJZG8qqNM2fOYPHixQq3vX379rDLawqACAmVJA1TQZKGZ9/KVkXS8Mi49Px0pfMhIYGCDWVYvJg9cbZ15gYHqfHlX0VnGAaO5o54kkZV1c+znleIpHH05t7DiyfChQfzVYQsSZOYSBJ12YDdzo7yBdS8og0QSXP7JIURP41IRptB7wDxUVxMJNySJfIDaE9PUk/1Kr/VrUqjsBC4fJksbCEhRMqokwNiZUWDqAYNSAFQrx4RB/b2VcqmoGmb3pIlS5QP5s3NSQVTV4nVtbSUBqHR0ZS98+Tw08AlAAAgAElEQVQJ3SIjabpQiXIwOZkGrXxVqoEBKW2aNCH7ULNm9H1UdeKGYYiEatiQFIsXLwK7dpENJpN3keXiRbpNn045NuPGUcaLkn2vMs9xtIKTE9l6vvySyJp167jMovv3gQ8+oO/z228pnL0K/U9pDIYhQqpbNyKnVq8mVWNREU3v20e/wUryznR4s6jmtKEO7yNEIgZdxjVkp0/tCJN7fqjfUDb/Ii4zDv8+/veNbl9Z6BuI0W1iI3b63w23YKRnhGnNprGPLb+yXC4EWUi0HVIPtk40AMpKKsDg9Mnsc0suCBsga+dkgc68cGefC4GQQoqvzgivZpr8c0/g1W9tjcg6WLFjc4UDRFUhwKkB+i8PgIQhe0lphCm++HKF0vn9/Pwwffp0zJs3D9OnTxfk5EXIq1MTjRdgZoPP0KhmIzDgTlpM9JVYdqKhmqB5BVmDlLrWrNISCVaNPoLgbaHsY13HN8TgL1qrtbwqLFiwACJ1r54xAAIBOxM7eFipTw6lPucIBdtaqq9C8sFXnPDJhcWLF6NLly5KyaULFy7gUOQqPMNtAICkVPkXwienSyWah4eaWXPBw7kZyoOHLQ05kimzUEXo76pVnCy9RQsiKmSvYW/KBp1np+WjqKB8UsnRjLO6VjRA3NGLI2kSo4ULXOSTNDEZMXSlt29f4CkpxmBmRlc/lQ1GlcDFl6sNf/YgRZBtrRDu36eciwULOGJCX5+ucoeHV1+C5skTGgj16EHNK506kfXgv/8UEzTW1jSA+uYb4OBBUoWkpVGY7rp1wNSpFA7r4FClBpPa5KWdP38eEbKGN00hFpM9sEMHUm399BMpCO7doxyWqCgKkl22jFQiTZsqbzkqKiLr2ZYt9Pk3bUptYy1bUoPOn39SNk5VDqUViWi/2rKFSOL9+ynEW8y7gJmbS9ahdu2IKFyxgkgtJaiMc5wKwd6eyKjYWPr/4teQ37sHDBxI3+3x41X7u1QH5uZEWN28SaSjDPfv0/f7ySeAgMpsHbSDjqTRoVqi06gGEInoBObu2VgkRnNXb430jDCh0QR2et0N4YJrtUW3SY3Z7Q09HYP4Ryn4uNnHbPPH7Re3K62NSk9fjD6fcgdp09NeEL06NJyOPo0rz64Iur7BX7SGSEzv1S7GC1bPXPDv438Ff3+eATUROII7KXD7tz1mHJ8p6DrKYtbwSbAYxGVzhK/Jwt8XT1bqOvnQpmFBEWzgjoRDekj52BmLSzYh9bM0XB1/Fdv6bsO8dvMwtuFY9K3TF+3d2qODewd09eoKm+s25RI0MqjbIJX0NBNfdfgdIbu5oMPOYwIwbVMvQUKtZR768ogaRsQAfQB4Am1d26q97tJSiTxJ46y+0im9gDtmWRtZ48yZM2jQoAEWLlxYLmErhRR3cQQpiFJ5silmuBNwiVTzRjAza05Jw2+xKgs5kqZACUmTkUFydBm+/lpuECoSMbDhKZHSEspX0ziacyTNi5yKNcnV8OCTNCrUQBrCw5oj/KLTougq9Y0b9IBIRNkRTZtq/LrvDEkjlQIbNpAK4dYt7vGWLSngc/FiCqatLpBIKKR07lwi1nx8yFpw4gRnteDD15cyeHbuJJVHairNu3QphZu6uVUpMkYZtM1LEzJnjYVYTOqtXr2oxnnHDvqfy84mUu3gQbID9e+v3F5YWEhKqDVrqF3I05MsZoMGEXmhrkrqXYSREakt/vmHLFA//0ykDB8PHwKff06ZR8OGUVZWVSE2bG3p/ys2ljKx+GTN7dtku2zfnojU6o5Gjeh4tXo19zlIpRQsXL8+EVY6vDXoSBodqiXsnC3QqBvn9T+1I1Tu+anNprLqgOCoYESmRr7R7SsLB1dLNOvtw07/u+EW7E3tMTpgNPvYiivKVRkVRfdJjWFkSv71Fw8yMaSUI7GEVtPU9LRG4HCuNcjnfCAAYO6puYKrhUYv7QSxAX3P1s+dceXAIxyNPCroOspi685FKHGkAaRekQGWjzmEpxnPKnWdfGikDlEABgx8QN9JemIONn5yAp83+AMZJwww0ncUvmr3Fbb3244jHx7B+THncW70OaxstBJpDzWzgJR3lfTyoYf4NGAz7l/iPrueU5tg+rY+r1nIKoLx48cjODgYgYGBCp8PDAxEh3kdgMY03dalrdqvnZaQzdqNLOxMYGSiXkZEfnE+8oppQKcv0se+P/aha9euuMevJi4XUjzGeZXnzXyySRuSxtSK88TlZSkPHuZn6vCzduSwfTsnQa9Xj67ilgHfLpbGs5EpA19J8zLnZbnzq0JNT07N9DJGOCUNX5U1+Hgcyc1lWLOGFBhagE/SPH+UKlhtuEZIT6dB68cfczlDBgakXvjvv9cHflUVEgkpXaZNo0Fr69Y0sOWHssrg5QVMmULkW2IiXbnetIlCPX18qgUhowja5qUJmbNWLkQi+n4GDCDrx6FDpJBJSyO74bJlZPfxUKKkTEwkgufzz4mEtLKitqHFi2n/UGaxepdRsya9n/BwIp4mTZLPpSkqogDiDh3o/3nNmqpT7WxrC3z/PVniPv+cyCkZ/vuPFCW9egF37yp/jeoAsZisbBERRFDJ8OwZTY8erVlWlg6CQUfS6FBt0W0CZ3k6vSNMLpvB3codfer0Yac33NjwRrdNEXp/wqlZTu8IQ35OEWa1nMWSScceHys/E0RLmFkby1nEal1swq73+JPjuP78uqDr++Cbtuy5qMOT2rB8Xgs3Em7gr4i/BF2Pg5sV+s1oyU7XPd0Z0458ItecIzTMTE3xze5hkIpeDc6jnfDRpM+RX6w8s0NIqKsOUQSRSIQtW7fgh12zWQscALyMzcDaiUcx1nU1di8MQWoZFYOQV0mf3H6BBd334PuB+1kLjUjMYPQPnTD11x6s4kxIBAUFISQkBOHh4Vi9ejWWLFmC1atXIzw8HOfOncNDi4fsvB3cO6j9unxbDH+QXx5kTUgAYP7cHJMnT1Y7y4GPNMTiSaxyAppvY9MGJhY8kiZTPZImu0iBAqa0FFi7lpueNUthiKN1TT5JU76SxsGUa2p5mVsxksaqhhn0DUl5lJNegNxM5cohTWCsb4yaZjXRLhb44RSPSJkyhQb9WsLcxpitSC8qKEHyUxU2s8pAaCipZw4d4h7z9yc1zZw58jaKqoqICAradHUlq8j69dQ8xIeJCdnXNmygweCTJ3R/yJD3qr1K27w0QXPWtIW1NZEtc+YQiRodTTafY8fIvtetm+JK77w8yh9auJD2Dxlp8913pF4o0TwH7K2BYYDmzYlQTEgAtm0jSyofDx+S/cvJCZg8Wb7q+12GvT2RqtHRdMzlB27/+y9l9owaRWHU1RmurmQB3LOHctBk+P13ysL6+++3t23vKXQkjQ7VFs371GbbVFKfZ+PWiSdyz3/c9GP2/s6wncgtUl4h+yYQEOQB5zq2AOiq9Lk/7qKOXR30rdOXnWfF5cpT0/Sb2YIdAEeGvMRg01Hsc9+e/1bQdTnXsUP7Dzkrkk9IRwDAV2e+QmGJsFebhn7dFqY2NJg0ybCB3ilnzDs7T9B1lEW7jo3QaqobO21ysA5Gr51aablCZVGeOkQRAgMDERwcjPHjx6PjCH9sfjwN41d0gQWvwSczOQ9/Lr6IsS6rMb/bbpzeGYacjIIKXyWVSKQIOxuDH4YcwMwmW9nAUwBwcLPETxfHYMiXbQSxOKmCIg/9/eT7rFXGysgKDWs2LOdVOLyI4mwxNT3VD0pOzuN8/oVnCrUiaGS4duuS0uek6vrTlECOpFGhpDE35Ag/hUqaU6dIeg5QbseIEQpfh6+kSU8s/3hdw5QbBFeUpBGJGNRw54i2pDjhSI+GYmfs+R8gln0drVuT/LyCcHr1ewIA8Y9SK/x6auPPP+k9xMRwj33yCTUZ1a+vfLmqgMxMImOaNqX3smwZ15Iig709MH48DXhSUoAjR4h0U6bAeA+gbV7aG2kB0gZ2dqQy+PZbsqelpVGuycaNVGusyCZVUECkzbx59P9hZ0eqnfXrKSOnqsDMjGyZV68SGTt1qrxlKC+Pwmf9/SmD6fBhIuLfdTg6Uu7To0f0HcrON6RS4I8/gDp1yMaYLpzd9Z0Dw5B97f59ar+SITER6NePyKrq/P7fMehIGh2qLfT0xeg8lgupPb7pttzzXby6wNvGGwCFdO6+t/uNbl9ZiEQMek3jsgf+WXsDUqkUc1rPYR/bdW8XErITKmX9NT2t0XoQF05Z+0oH9kr7v4//xbX4a4Ku74N57djfwBqP68Ay3gkxGTFYd13YjCAzKyOMXNSBnfa+EIiNZ7YJ/n7K4ouVH8GiLl0tFpfqI/EnMyw5vbRS18mHKnWIosdCQkLkTogNjfUx4LOW2Br9KcYuC4K9C3dFUyKR4k5wNH4Z+zeG2y3Hue0PtNrG1Nh8bJkVjPHua/BN0C5cOsC9jiwAfM2difBt5az9B1FBnIziMoWCPII0aoJLiOQGxvwBc3lgQ26TgNwnFSOP8wqUL8+3OIkYzU8HjMy4dpP8nCKl85kZcCfwCsnwLVu4+2PGKM0osa7BVZhnvCxfDVfDjCNpknKTyp2/PNi7cVfLk2IFkvRLpViyJxHOr4RBBVZmZIURoDnGua685anSIZHQAHT4cCD/lXLQzIxCSNeulbcTVDWEhgITJlDuyLRp8vk6AA24p0yhmvQXL4CtW8kqUZ3ydioAbfLSAgMD337YrLoQiYi0mzyZlAcxMWQX2b2bgotr1359mcxMIjCmTQO8ven26aeUA5L/ZpS3FUZAAJFMCQmkECtLwp47R0SUjw/wyy9VI4zWw4O+w7Aw+UDzwkJS3Hh7k62rqmYOqQN7eyLbDx8my5sMf/xB3/GJE29v294j6EgaHao1uk7gWpNu/fsESTzJt4gRyalp1l1f98aUDsoQNDoAxuZ0cv7sQQpCT8egjWsbtHahJpui0iL8cvWXSlv/oLlcY87dI/EY6vARO73o/CJB1+Vazx7tPuBOwGq/UtMsvbgUqXnCDih6TGkC57o0SNYvNILPuY4Y//d4wVU7fOgbiPHToUlgDGmfskiqgb0LLgtu6SoPitQhmrQumFgYYtCc1tgS9Qnm7h0I/w6cQkisJ4KkVIqSGButtu32tiwc+eUakp/Jn7i1GlAHv4ZPxoxtfeTCad8G/n7ESXy7e3dXMefr4Ae2OtVW/zN6kf3KMhGt0eoUQpVdoKIkjYGRHqu+KykqRUmx4qulpvocuZJTXIZcSU2lgEoZJkyAMljV4MiejJflk1dydqcKZtIApOqSQTAlzc6daHqDa507MLc32QUEgDOPGHweWckkTUEBKaC++457rE4dUs8MHly5664slJZSI1D79hSwuW2bfPivgQHZlo4e5QapHTpUDytXJUCTvDSRSIT58+dX8hZVMpydibDcvJnUGfHxNMgdM4aeK4uoKFJy9OxJisJevUiZU1ap9S7C3JxIyrt3KUR48GD5/4OYGLKxOjsDs2dz7XXvMvz96X87JISsXjKkpZGtq359+u2qKoHJ2qBfP7J1jhzJPZaQQFlpU6dyOXI6VAp0JI0O1Rq1vG0QEEQSY4lEilPb5QOExzYay1YK30u6h/Nx59/4NvJhYmEoV1H99xrKgpnbei772IabG+TqeYWET9NaaNDRHQBV9wbc6s4O3k48OSF409OwBe3ksmmsnrkgoyBDcHuVnr4Y41d0YaddbzXBs7up+P7i94Kupyxc6tph4vJu7LTn1daY9dO3uPzscqWutzKgpy9G+w/88MO5UdgeNx2jvu+I+oFuYBjAHA6wgVv5L8KDDdxhDm4QbWFrjF7TmmJN6ER8c3AoXHzthX4LGiMtPw3/PaWGBwYMetd+PcxWFZ5GcLYl13rqvx9WLScAhxjYroPS50okXCaCnkhP49dmGAaGppx/vzBP8ZVFUwOOpJEFIrPYv5+7Itm8ObXdKIGlA1eRm5msoCmnDOxNuM+cbyHTFnySpiyxqBXi4+lk/xXWNQNO+xqqWEAz1PLhiMGEyEoMfszKopP2vXu5x7p3p6BRFd/nO4uCAhpY16lDg82LF+Wf9/cnZVBiIqmeevWSz7HQQSHUzUsTiUTYsmXLu2t10hZOTjTY3bGDSIoHD0iR0avX6/XfBQWUhzJ1KhEbTZsCS5aQpepdJgUYhkjN/fuJmPnySyKcZMjOpupnT08isEJDlb/Wu4LAQLJ27d0rb1mMjKS8qW7diMiorrCxIXLx0CHAgTtnw8aNlNdzRdhxgQ4cdCSNDtUePSY3Zu+f2hYqFyBsZWQl16C0+lrFcwAqCn6A8M1jj/EiKg196vSBrx2d7OYU5VRq0PHgLzk1zc09sfjAlWPQF4YsFHRdLr72ck1Ptc91AgCsv7EeD5K1s9AoQ9Me3mjSnRq/GIhQ70RPfH/xe4QmVu5JQp9pzRHQnSMw6v2vDwZtGobHqY8rdb2VCQdXSwz9qi2+Oz0Su15+hjl/DsCI3pM0CKJlUFfcEb6tnTFobissPPYhfkuYhanresAzoGb5i78h/P3ob5RKSR3SwrkFapqpv2152YVsVbNIzMhZT8pDfNYrZUUFx+s2cEf9+spVUhUlaQDA0KR8kkZGhAMKSBr+wJ5/tU4BLO05sidLHZLGlEfS5CZXWClpx7P8VTiIVyolm0M2+ZwibYC5XYC4TOHCKfnqrYTHlUTSpKRQGGpICPfY1Kl0hVlRmOq7jPx8smR4epJthZ8ToqdHWQ2XLpEN4pNPKFBWB42gTptecHAwxo0b94a37A2DYaii/dNPSa0ha5D67DN6vCxu3aKQ4gYNyDo0dy4RBxXIK6t0uLgAP/xAtq+NG+XfV2kp2WkaNSKS4+zZd598+uADItZ+/hngK1RPnSLb1yefVO8WpP79KQx64EDusagooG1bCseuzvavtwQdSaNDtUeLfnXYAOGU+CzcPC4fIPxp80/Z+0ceHkFMegzeJpxq26JJD8rKkUopm0bEiDC3DaemWX1tNQpKhGkXKYtGXTzh2ZCyHArzS9AivC+rpjkVfQoX4i4Iur5hC9pDJKbBvX20F2xi3FEqLcXs4NmCrodhGExY2QViPXovtnHusL9bF2OPjEVxaeX9uDAMg7m/D4KlI9l2DPNM4b4rCD3/6CVITsbbhqW9KQI/rI81/3yNLVu3qHWVdOWPqxGStwU/XxqLsT91RrOePtA3ePcsAgfuH2DvD/IdpNGysXeT2HNO57p2MDBSnwR5lvWqdtxTo1WWAVWpG6qo/S4q5XJkDPW0Y4T476uoQHFbibEeZ1mTO24lJlI1LUAnwUOGqFyXOS/EOiu1fJLGVN8UhmJ6X4Wlha8TRBrC3oUjHVIqqqQ5ckSuLWN8PyDfAHiaKZwNoIaHNatUTH6aieJCgdtkkpLI3nPzJvfYjz8Cv/5KpEZVQXExWZW8vMiSwW9osrYGvvmGml327KHA12pak/2moCovrWw22nsDQ0MiO1esICIgKorCwzt3fl2lFRVFREGrVoCbG+2zV668u4SNiQmRnhER1IjVsaP888HB9N5btaLj4rv6PgD6nj7/nFrapk7lWghLS+m4V7s2qfCqQlCyNrC3Bw4coMweGVElkVDNfNu29LnoIBh0JI0O1R76BvIBwifKBAj72vuiq1dXANR2sv7G+je6fYrQdwbnfz21PRR5WYUY7j8czhbkY36Z+xI7Q3dWyroZhsHgL9uw05e3RWNkbU5tNO/sPEGze5xq2yJoNPf91D3TGZBS9feJJ8KGk7n42qP3p5xSqV5wd9yLu1/ptidLe1N8+ecQyGI/bOM8IDrkgp67eyK7sPwq4aoCda+Szvri03eSlOEjNS9VLjR4oO9AFXO/jsc3uYBvr8aaqYPYgboD0LhlY9UzKwSDBugHO3ipJGkKSzk/lb5IO7uGHEmTr5gEMNLjAmPlquj5fv727eUDChXA0o5T5GSllB+syTCMnJqGX22uDfhKmpT4Cvzf5ufTwOoVisePxX+vxHbPMp/JZQVVBAZGerB3JWJJIpEiMUZAm2xKCg0gZTJ/hqF63i++qDokhlRKmTN+fsDHH8uTM46OwPLlRM4sXUqBwToICk2y0d47eHoC06eTSiM5mVQnH3xA2S98xMeT+qt1a7LizJ0L3L79bqpSRCLK2zl7FrhxAxg6lCM5ALJH9u9PqpR9+95tosPengKTQ0OpwUqG1FQipFq0oPdTHcEw1H519y5ZwWS4fp2UUb///m7uf1UQOpJGh/cC3SZyAcI3/32Ml2WaOfhqmq13tr71Ou7GXT3h4kv2iPzsIgRvuwMDsQE+a/kZO8+yS8vk7ApCos1gXzh6k1Q+N6MAbR8NZAdxF59elBu8CoFhC9pBT58OR9bxrnCIpCaEWSdnCa5yGbEoEFavWmKMsi3gc74Dll5cijsv7gi6nrLwD3TD8EXcD5r3hfZ4eiETA/YNqNQA4zeN6nKVdP/9/ez/VwunFvC01kzWEnmdI2lqN1c/CFYqlSI2I5adnjd/ntphmwDQoEEDtMAouKAxGAYwMFZB0vD2Oz6Rogn0DDmyTVlwMP+1+cSQXGBw//7lrsvMhlPS5KTnq0UW2xpz4bmp+RULz7V14gZIaQnZkEi0PBFduZKrHLe1hf6y5bAxpuNtsaRYUIVdTS/OkvPiiUBS/MxMoGtXyscAaKC1ezcwaZIwr/8mEBZGA4zBg4HHPOuprIY3OpoCTssOinXQ4U3D0pLqkPfuJcLm2DGqwLYpE0b/9CkpbJo0AerVoxDvmLerDFeKpk2JiImMpMBhQ56SMzyc3q+fH7Br17tN1vj7k03t4EH52vVbt4CWLemYmPoGmvXeBtzcgDNngJ9+4tReOTnA6NEUIl8VmrzecehIGh3eCzh62aBRVxpkSaXAic3yapqePj3hZU15JRkFGdh1d9cb30Y+GIZBv1kt2Okjv1xHaYkEE5tMZE/mYzJisDd8r7KXqBDEYhEGf8Fl05zfEIlxflzritBqGgc3K/SY0oSd9j3XFZAweJjyUPBKbhMLQ4z7uTM77XG1FYwSrTHq8KhKs5DJMPTrtmjYmYLnGIjQ8H+Dcfn2LXx06COUSt7hExEtUNWvkv4e9jt7f7j/cI2Xf3iFa+yp3Uz9q/DJecnILSaS2NzAHP179FcrbJNhGCxevBiXL1yDHehYZmRqwLYv/Z+96wxrIu2iZxJ6FxAs2LArqIi9oWJfC+q6trX33t21YP9cXbuurt21u/beUexiL2Av2EFQeofk+3HNFEwCCRMS2Zzn4WFmMpN50+ee99xzlCEpnVOjaEvS8BVRaSnK38P8Vir2M5aaShd4CrTO2pTZ1EwKy2+x37IMORJjsyY3naw4kianShpzS1PYfiOKMtJliPmsBZkfEUEtQQrMmQM4OrIqSUDclieBebAYvjTJyUSo3f1GajMMzZx27Zrz+84NxMaSisnbW2gIbG9PxcbLl+QV9CPHhesKaWnUohgSQm2Khw6Roehff5H3yNSp5KkyZAiRCN27k/rj558phpn/16kTvWd69KBEt+HDqY1k+nTgzz9JpbBtG7UEXrhAhOCHDz9ONLWuYG5OapQNG+i1OHWKnr/MhM2TJ/R6uLsD9esD69YRuWpoKFmSWg1fvwYmTACsOd8xPH1K748KFYgENlSyhmHoPf3oETBjhvC7Y906MiDftClvqkukUlJvXbtGXkkKKPyG+K2wRmgMI0ljxH8GrYZwJMDp9XcF/fkSRiJQ0ywNWiqa5FxbNPrVE3bf5P0Rb2Nwdf9j2JjZYHTN0ew+/7v0P52Ns3HPSnB2I3l/dHgC6r1szxZytz/dxv7H+0U93y9T6sHiW1KMTZgLCgV7AqDobzHic/lo9KsnKtYvCgCQyKTwONYaweHB8D+n28hPqVSC8dvbszPyZslW8P63C/bdP4ABRwbo/T1nBOFJ5BNce0+JBSYSE3T10KwA/fopDuHfWkvMLEzg7pX9dqcXX7me7lKOpcAwTLbayM6cOQN/f38kRHNEo7WD+kKT33rEN/fVBBIT7jJClq78/WsmNWOXWWXc9etcnLG7O1CqVLbOZ5OPe0zxUVmTqgpSGwCikqKydQ6191eIiwH/8lGLlqe5c7nY0vLl2cjxInZF2F0+xIoXuVuoFPf4P73M4eOXySg+mG8SvH49FeM/Ao4eped86VKu4DMxAUaPJnJm4kTA0lL9feRVZGRQoXzuHLBxI5El/fqRqaunJ7V3mJmR0sjDg1RIfn5Az55kfjt5Mik3liwhk9hNm8jDZ/duaik7eFD4t3cvKUO2bSPCYeVK8mOZNYta5oYNowK9XTvyPapUiVKOrKxI3eTuTkoFPz8ihWbPpnOeOUOeLok585/6IWBqSoq2deuoVe/oUfos8okOALh8mRQdBQrQ7QEBhuf7UrAgkXNv3hC5xDfmffaMTOU9PSk1ytDGroClJX1uHj0STjp8+UKkZcOG9N7Mi/D2pjY7vuH3q1fUhrd0ad4kqHIBRpLGiP8MarQug/zfPAViIhJxea/wy7KPVx/YmlHx/CTyCU69ELelR1OYW5oKiKWDi4Mgl8sxouYI2JnT43gS+QQHHh/QyflNzaToMKE2u352+SMMqzKcXfc/7y9qu1U+Vxu0G82phzwuNIckXYrYlFhMCpgk2nkAUh0MWdmCNSx2elMChe9XxqJri3AhVLcx7A4u1pi092e2vcs+rBA8j7bBprubMPLESFEVSkZoh9W3VrPLbcq0EfiaZAfBFzklRJkahTTy3+GnfpV0LMkuZ7eNLJ5H0ljZqzcDVih2AMDSVLviVMojaTJUkDR8vxu23en8eW6HJk2QXfCJp/iorGfV81lw7T5RyWKQNMKWJ40QFkYFrAJz57IGu3wlDWscLQL47U5hOSVpZs+mFgUF5s0TXpQbKqKjiVxq0wb4yLUhwteXFBpLlgBOTioPz1NISqLZ7S1biAxp25aIK0tLIj58fYmcmUXyLdcAACAASURBVDWLyJrTp6n9JDJnKjRRER9PhFJQEKl5Vq+m5KO+fYm0qFCBiIr8+YEaNah1ZvJkejyXLgHh4XmvaDQzoyjvbdvo8e3YQetS3m9PcjJtb9KEXutZs8jTxpDg5ETfM6GhRHjwE+IePyYfm6pViZAy1NewRAlq5T10iFqCFLh4kSKrZ84EUvJOizsLGxsiXHfu5NpE09JIudi+PRCV89/f/xp+IPt9I4zIGaQmErQYVBVbpwYCAE78fRuNunuyt9uZ26GfVz8sDVoKAFh0bRFalm6pj6Gy+GlYNeydfxXpqRl4GvQBj6++R4W6RTC02lDMu0KS+bmX56JD+Q5gdGDW2HyAF3b/7zKiPycg8n0s2oS2hZ35WsSmxOJx5GNsub8Ffb3Eu0jvMKE2jv99G3Ffk2D6xRZFb1VHaK3r2HRvEwZUHYDaRWpnfSfZRHFPV/iNqYX9C0kxUf50C3wu8wy9DvbC/cH3YW+hu/jYcrXcMHB5C6wachwA4HbfC7EFwrCSWQlLE0v82fRPnbyeRmSN+NR4bLq3iV0fXG2wxvfx4Hwou+zZsJjqHZXg2Zdn7HJZp7Lf3V6xYkW1rWPxXzmSxtZRPfHC995SENSaQiLlKWlUeLSYSjmShiV2L1/mdlChEFIGPkmTEJOCkJAQBAQEIDY2FnZ2dvD19RU8PwKSRgwlTUFOSfP1U7xmBy9eTIUSQDOP7dqxNxW25XyLxFTSFOSTNK9y8Pj37SMpvwJDh5LyxNARGEiz8B94z6mrKyXn/PLLj2NyrA2Sk8nYNCiIjFrv3qU2GG2VCAxDRbSzM7XXODpSEW1nR0WZtTX9WVpSW465OZGQUin9KZ5ruZyUO+npVMSlpNBYk5JIAZOQQERMbCy16ERHU4H35Qv9pWdzcigykv5u3vz+Nnt7IqfKlyfvEw8P+itU6Md/T1hbUytZ166UwLZjB7B5M70XFHjzhkiQmTOBli3JF6ZlSyGpo0/ky0ffN6NHkxJj8WIg7hspfv8+Ea516hBRXL++XoeqEm3bEuk5axapxDIyqM13xgxSka1fD9Stm+Xd/HDo0gWoXp3+K9qdDh0icm3PHvIjMiJbMJI0Rvyn0KyfF3bMuIiMdBkeXXmH1w/CUaKSK3v7qFqjsPzGcsjkMgS8DsDD8IfwdPVUc4+6RT5XGzT61RNnNtKP6/6F11ChbhGMqT0GS4OWIjk9GXc+3cHJFyd1QiiZW5qi/fha2DSRvCOOL7yHcRvGY/qlaQCA6YHT0dWjq9az8JlhbW+BzlPrYf3YMwCAilea4n2Vu0i3SMGw48Nwc8BNSCXiXUR0m9EAl3Y/QsTbGJgnWqP86eZ44HcQQ48PxfYO20U7jzK0HFQVz258wNlN9wEA5U83R7xzBBZiIRiGwfwm841EjR6w6e4mxKaQ4V1Zp7Jo4p59lYcC9wNC2WXPRsU1OvbJlyfschmnMhqfmx9Nbeuovt0pPpUjGazNrNXsqRr8t6hcBUljIuEuNdJl6VQk8pMvNLhQVaiDIvESvYZ1wr1H3/e8N2jQANOmTYOvry8cLBzY7WIoafLxSJooTUia2FihimbqVMGTx1fSfIgTj6Qp4M6RNOGvo5GRIYNUqqGI+vlzoE8fbr1JEyI5DPn7KSOD/H5mzRKSEt26AcuX503lTFQUzdZfvkx/t28TCZJduLqSwqJECTJBLVKEWowKF6ZWmfz59R+tLpcTcRMRQYqRT5/o7+NHIuLevaO/t2/VkzkxMdRyef26cLujI6ULVa5Mnhre3uQpou/HrS1cXIjoGD2aSLpNm8jf5es3fyqZjIyIjx0Dihaltqj+/em9YAhwcCBSY8QISltbvpxrZbt6lVIB27QhsqZCBb0OVSmsrcnrqnt3em4Vv3tPnhC5NGIEtQna2Ki/nx8NJUsCV64Qkb9sGW0LDaXf+mXLKAHLkH8/DATGdicj/lPIV8AGdTqUY9ePrRRe4Bd3KI6O5Tuy60uvL821samC31iuBSjo0FN8ePYFLtYuGFB1ALt99sXZOmuTaTWkGuyciIQJD42G14umcLWmH/D3se+x8uZKUc/309BqcC3+rbCKM0XZqw0BAHfD7graUMSAhbUZBv/Vgl0vcq8qnF6VwI6HO3RuHs0wDIb93QrlalNxxsgl8Nr7C6wjnLHg6gKMPz3e2PqUy8iQZWDJ9SXs+ogaIyBhNPuZDHsVxabomFuZonxttyyOEOJRxCN2uUJ+zS86YyM4ksbeRT3xoiCjAMDeXDvlWHaIRCnDEasyuYwMIRWzogUKUHGQTVjZmeMtbiMIW5QSNABw8eJFNGvWDBs3bhQo4mKSc26c6ViQUxxFhWlA0mzYwD3mcuVolpWHQracufTHuI8QC5Y2ZrDPT35D6WkyzVu0kpPJ5FUxdnd3anky5KI1MpLaXmbM4AgaZ2dKYNm+Pe8QNOnp1L4zeTLNXDs5kUfLwoVEPigjaBgGKFMG6NAB8PcnlcWdO0QihoVR4bt9OxWOgweTt4aXF3mGGMJrzjBUuJcuDdSrR+/NkSOpSN+6lZRTL1/S+/bdOyKtNm0iUrRLFyJd1CV2ff1KrZhLl1JKjYcHKYXq1iVT5F27qNXqR/xt9vIikuPjR2pJ4UdHA0RsTZ1K5Fz37oYVIe3kRObUL18SsWHKSy08coT8agYMIMLOEFGpEpEWK1ZwhIxcTq+Hpyd5QeU1mJnR52jfPq5tLTWVPKR69fpv+EblEEaSxoj/HH4axkntzm97+J2vwehanDHv9ofbRY1D1QbFKrqgWisy1ZTLgQOLaOZnYt2JrCHntffXEPA6QOV95ASWNmbwG1eLXT847yam1JnKrs+9NBfRydHKDtUKpuYm6Dm3Ebte4npdWMSQB8+Uc1NENxGu2aYM6v5cnl33PNIWklRTDD02FK+iXol6rswwNTfBlP2dWINm0xQLVN/RHaYJVlh8fTFGnRxlNBPORewO2Y3X0RRZ6mTphD5efbI44nvcPvmSXfZsWAym5tkvbFLSUwSeNOWdy6vZWzmieYlDiuJc1bkU/jAmEhOt052yQyTyia4MWQYVhQp4e2s0o/Yu9jEe4jAA9eeVyWQYMGAA3t3j/F1iUnJO0uQrwBFf2W53kskorUaBMWMotpqHwnZcu5OYJA0gVNOEvdLwu9rfn9oLALro3rPn+yQZQ0JICPmQ8IseHx9q9WjfXn/jEguxsUSSde1KKokGDah4vXVLOXFQujS1ey1fTkVibCyRpPv2kcqoa1cq3vNa1LhUSiqg+vXJj2j2bCImbt0iFc379xSdvHw5zerXqSM0q+UjKYnIqyVL6Plyd6e2qA4dqI3lxg3NFEv6hrk5EVYBAaSSmzBBSFympRF5V6sW/e3caTiPr0ABes0UZsKK3w6ZjNqHSpem19oQCQCplFLMQkKotUyB0FBqixo2jDOVz0vo0IFUfVWqcNu2bqXP3CvdXmP/6DCSNEb851CxflEUr+QCAEhJTMOZb+0mCtR2q43qharT7RkpWHVz1Xf3kdvoOJGLww7YfB9RYfFws3ND3yqcH8zMCzN1prxoPbw6628R/joaJUNqwj0fRZpHJUdh3uV56g7XGPU7V0Qp74IAAHkqUP1SBwBUZI0/M17UcwHAoOXNYf2tjcI6ygllAhshLjUOXfd15dJodIR8BWzgf/gXmFuZsuevtqsbJGkmWHFjBfof7p/n4rkNETK5DP+79D92fXiN4VolHgUd5jxlFORqdvEk8gky5PRau+dz16oFiU8c5CugWkLNJ1YdLBy0bq3jf+UwKuK++fcth5yMSBWoXFmj8526twtZETQKyGQyHF1/lF2PS9UijSkTHFy555SvWlKLwEDgxbfULnt7Ki4yoaBNQXb5U7y4s8GuJbiWr8+hGpA0Fy9SEarAokXkK2CoOH6cisrXr7lt06ZRMVq4sOrjDB2JiaTgaNuWWo66dKH1zEacEgkpasaPJw+IiAgqZrduJfVBnTp5r61CGzAMvR98fel5Wb2aCKzoaCoaDxwgv5a2bVW/b8LCaL/x44GaNUnd07QpKZCuXDEcUiMrlCpFqUrv35PpcO1Mvn9BQdQiWLw4te1EizchlyMUL07v6zt3SDWnQEICfebLlCFFmCEqnooWpfayLVvIe0eBVatIcXPxov7GpiuULElEJ99o/v59mqQ5pd+QFkOGkaQx4j8HhmHQenh1dv3YylvIyJAJbh9Xexy7vvLmSkFUrT7g0aAoytQgOXxaSgaOrLgBAJhUfxKbnHL57WUEhgbq5PxWtuZoP55T0+ybex2z6s9h15cFLcO7GPESSSQSBv0WNWXX7W65w/4DPf5tD7bh/Ovzqg7VCo4FbQXnc79WB/YfCuHGhxuYcm6KqOdShpJeBTFumx87KeT4rigqH+gAyBhsurcJXfZ1QUp6HkwDMCD8G/wvQiJCAAA2ZjYYWXOkxvcRH5WEB+e4ArFG69IaHf8g/AG77OminRcW3yeF75+SGZlJGm0h4313SlSRNOC2y+QyIUnj4ZHtc4WEhODZ+4cajS/4RjDwTQwpRruTgytHnEWFJ6jZk4eNG7nlHj0oRjgTHC0d2e/y2JRYgalzTuFSnGv5Cs8uSZOcTN4UiiKnWTOa6TVUbN5MRbViJtrGhqKeZ840HDNUTSCXAxcukArE1ZUUHEeOULsAH4ULk9fF/v1kqnvjBrBgAT0Xzs56GfoPC4YhPx4/P2qVO3SIyItPn4DDh6kVqGlT5YqbxERS5kydSm1Y+fJRutLixfR9Z4hkAR8WFtTidPUqqR569yblnAIfPwK//06tUGPGUGuUIaBKFSryT50S/pZ8+EBkeN26yo2j9Q2God+CkBBh6+vr1xTVPX48ZzKfV2BpSW2/a9dy763oaKBVKyIADf0zogcYSRoj/pNo2N0TNvlI3h/2Kgq3T7wQ3N6xQkcUtSefhMjESGy+vznXx8gHwzACNc2xVbeRGJeCovZF0acK15Ix88JMnY2h9fDqAm+afDdKo1ohah1LTk/G1PNT1R2uMTx9iqGWH5du0+ByD3YCfcixIaKTFk37VkGlxsUBkD9M5YPtIUmXYsHVBTjx/ISo51KGOu3LCYiiQo88UP4MzRDtfbQXbXa2QVxK1kqAkJAQLF++HHPmzMHy5csREhKiszHnFaSkpwjIuBE1RsDRUvOWjuuHniE9jUiL0tUKwqWYZuTH3bC77HKVAlXU7Kkake85nxlFG50yfEn6wi5r81gV4Mdu8+O4+eAraRgwNLuvQPnst3QFBGjZ0vlNUS2GkobfQhYbkQ0iJSGByAIF+ihvoWMYBgVsCrDr4QnitXXy34ef32STqJo7l1ohACpKN240XKPHJUuoqMz4pjgsVoyKTV561g+DqCjylClThoq1zZu/b4FQxPjeu0e+K2vWUCuXg/ZkqxFqUKAAmdPOnk2R5F+/UnT76tVUaBcv/v0xCQmk7Bo3jjxH3Nzos79nD7VbGTKqViUfn3fvqCWuAPe9hPh48hlxd6fHzifc9YlmzejzsHat0PT42jVSOvXvT8oyQ0PBgvT7sHUr9/mVy0m1WL0612qalzBgAHlpuX3z65PJiADs1s0w29T0CCNJY8R/EhZWpmg+wItdP7JCyLSbSEwwptYYdn3RtUV6bzmp5VcWhUpTMZUQnYyTa8nXYVL9SWx6yoU3F3SqpukwgZPC7vnfFfzRYD67vvX+Vtz9dFfZoVqjz5++bOEne2wN9+dECj398lT0FiuGYTByXWu27cg2whWlLlI0cM+DPfE+9r2o51OGdqNros3IGuy6+7W6cL9CyTdnXp2Bzz8+CIsPU3psQEAAfHx84OHhgVGjRsHf3x+jRo2Ch4cHfHx8tC9w/wNYcWMF60XjaOmIiXW1ixa+sJO7YK3fWXVMtirc+cR5tXgV8FKzp2p8ec8REU6FVftMfEnkSBonS+2NVGU8kkaigqTht2FKZHJhH3qp7LeExcbGZr2TMnzjc7NDcmYFm3yWkEiJrEiISUFaShZxwMeOUcEGkGGwl+rXtaAtr+UpTryWp/xFObIuWyTN69c0s6nA/PmG2y60YAEZuipQqRIVZp76S2XUCk+fUqy5mxt5hLwQThyhbFkqmF+8oJSeadOoVdBQibO8DKmUVBuDBlHLyuvXpCzZupXaOZSRNh8/Av/8Q7HvTk5EwC1aJCSsDQ0uLuRJFRpKJG1F3m9aRga1R3l6kvLIENQqUikRAM+eUaqQwlxYLicFR5kywMqVHJlrKGAYUv0EBwPNm3Pbg4PJX2vRImFCXV5AjRrkD1WvHrdt1y7y2PogXrrhjw6DJGkYhrFlGKYtwzCzGYY5wTBMJMMw8m9/5bK+ByOMyBqthlRj5fl3T7/CuyeRgtv7V+3PtgG8+PoCR54dyfUx8iGVStBhPEeSHFwchLSUdBR3KI5elXux23WppvlpWHV2JjniXSySztiiTZk2AMhrYvwZcROJCpd2ErSmVT3vB0kaEVJzL8/Fk8gnqg7VCgXc86HXH1ziQanLDWD/oRAiEyPRZW8XnfvTMAyD/oubonZ7TkFU/kxzuN2lwu5u2F3U3lD7u8e9YcMGNGvWDBdV9DLz026MECI8PhyzLsxi1/0b+GvV/vP1Uxzun+Vaner9olkyk0wuw+1Pt9l170LeGo8hJSmNNQ6WmkgESUSZEZHIzSrmt86v8bkUSEvlLnhNzZW3lfDNrwvHS7hoXBcXjTwy7FQZe2YFsptCQlrOW4gkEgZ2Tjw1zZcsWmH5KprOndUW1YrUPEBsJQ3X7hTxNhtE12+/cW011atTO40hYtkyKsYUqFePWoQKFlR9jKHhzh1SwZQrB/z9t3Am2d6eklBu3AAeP6aCuWRJ/Y3VCNUoUoQK7Q0biLR5+ZIUTp06CX1HACIJLlyglpayZem1nzxZtfmzvmFuTiqghw9JHdSokfD2Q4eo6G7RgghSfcPOjojlR49IAaVAdDQZ99aoYRikUmYULgycOEHeNJakWkdqKr1PmjUjoi8vwdWV/MKGDOG23b4NVKtG33lGGCZJA8AXwCEAUwG0AJBH8hKNMCS4FndAjTacZ8TRTGoaGzMbDPIexK4vvLow18amCr69KsHxm8/E149xCNhCHhZT6k9h1TSBoYGie7YoYGljhk6T6rLr/865hNl1/sdG7J57fQ7Hnx8X9Zxdp9Vn26ySPsnQIKQzACA1IxWDjg4SPf2o9fDqqFifWt0YmQSVD3aAJM0EV95dwaSASaKeSxmkUgnGb28PjwZcLHHlI+1R8AkV/aHRoai9oTbOvjoLgBQ0AwcOhCyLmRZF2o1RUSPEb2d/Y9tgyjmXw7Dq2vluBG4PhkxGF9ieDYvBpahmkdZPIp8gPpXaGlytXVHYVnPlAl8l4exmp7L9CAAiEjiSxtlSe++K9BSOpDExzZqkKcoXchQpotG5fH19NdqfBXmcs89vTmHnbMkux6hreUpPp6JGgSzShfjtTqoUc9ogf1E+SROjnki/dYtaMhRYtuy7JCqDwI4dwGguiRENGlCB86O0/Dx4QF4U3t5CIg8gNdCGDVSUrVpFRJlRMfNjwd2dyM3du6nN5to1Uj9Vq/b9vk+fUkJX9eqkwhk7liLUDY2wYRhKJTp3jsaXuZ3w1Ckyp27WjNoN9Y1SpchL6NgxIbl55w61QA0fbnitZwxDpMXdu/TdoEBAACnnjot7fa13mJnRd9yqVZx3WFgYJfLt3q3fsRkADPCXl8VnAMcBzARgoNM4Rvzo4LeWBGy+j/hooVHXyJojWTPHK++u4No7/c4SmJqbwG8sz8B3/lVkpMtQIl8J9K7cm93uf95fZ0lPrYZUY9soosMT8PzfOAz05j6i48+MF1VxYpPPEr/ObsiuO5yqAKtYuhC/+OYiNtzZINq5AJopH72pDSysFW1PLih7jorDRdcWYd+jfaKeTxnMLU3hf7gz3Kt8m1mXAdX2dYVbKMmNo5Oj0WJbC6y+tRqzZs3KkqBRQCaTYfbs2boa9g+HgFcBAr+pJc2XwFRqqvH9yOVynF7Ptfo17llJ4/vgf7fUcqulVdpS2Csu7cXVXX2xyldquNq4qtlTPVKTuXYfM0vlcePpMm6fgom8y45ChTQ6V8WKFVGlgpIiRw0a+DQAKMwPSWlJonwv2vKUNPFf1Zg7BgVxRYCbGxXfauBi7cIuf074nKMx8mFla86m16WnZiBGXSrV9OnccqdO36e9GAICAsiDRoG6dakQ+xGSi96+JS+PKlXICJiP1q2B8+fJW6NvX6UG00b8gJBKKXVs5kxScHz6RHHR7dp9/xq/fUseS7Vrk7fSxIlUsBsaYVOzJpGLDx6QqTWfyD1zhj6TLVsS6atvtGpFrUOzZpFBMkDP58qVQIUKZLptaChbloiuSZM4gjYyksyox4793kD8R8eQIfS+cfzmj5ecTMrT2bMN772fizBUkuaIXC53lcvlP8nl8hkAzuh7QEbkTVRqVBzFPEjqn5yQhlPr7ghuL2RbCN0rdWfX/7z6Z24OTylaDKrKmh5/ehmFS7vJGHZqg6kCQunMK918bMwsTNDFvz67vnfeFUz0mgRbMyJunkQ+wZrba0Q9Z/OBVdnY9LSkDPjd5ZJ3JpyZgI9x4spAC5Z0RN+FvLSn63XgGFocANDnUB88jXwq6vmUwdreAjNPdkPBUvSjJUuTw3tXV5QJpyI1Q56BIZuGqGxxUoULFy4YzYRBST99DnEmrh3Ld0SLUi20uq+Qy+/w/il5vFjamqFeJ81anQD6zCpQp0gdNXuqRthLjqQp4J5PzZ6ZSBrrHJA0STySxkI5SaOIFQcA1wQe+eTiomRv9ejffTiA7BFYEokE0/ynwVxKBIUcciSl5zypz9aJU9LEflFDeJw9yy03b56lGkJXJA0AOBfhWsUi3qqYPb5zh5upZRgqKg0NL14AP//MRRxXrEhkh6ETNCkpFM9crhx5eSgKD4YhMuz+fXocDRsaVTN5HQUKAP36EckRGUntQr16fd8W9e4deS5VrUrv87lzgTdv9DNmVfD0JFXb48dEPvLJmpMnSR3UsSPdrk9YWFC7YEgItWUp8PEjja9DByLPDAlmZvSaBwQIJzSWLKHWztevVR/7I6JRI5rYKMu1+2PaNGq1y2ukVDZhkCSNXC43MFcnI/IqGIZBu9E12fUjy28iPU349htfezy7fOjJIdF9UDSFla25QAG0548rkMnkKOZQDP28+rHbpwdO15mapkmfKmwRGB+VjEt/v8CU+lw6zvTA6YhKilJ1uMaQSiUYtJz7YY05bwKPL1TIxqTEYNjxYaI/1paDqqJq828SWTkD70OdYJJsjrjUOHTY3UEUE9KskM/VBv87251tV0hPlsFjSwfUSvhGIL1Sc7AaGFuegBEnRuBdLMXGO1o6YkXLFVrf19EVXP+0T1cPWNqYqdlbOS69vcQua0vSfHz+lV1WmIyrAt+Ylt9moymSE7iLJwtr5Y+br6xzTOEVoI6ap0rVrVEfnmiLrIgaiUSCdevWwdfXF1am3Gx1UpoIJI0jR9KoVdLwCdRstGrxSRq+Z5AYcC7CtTx9+aDiu2shr6W3c2eNkrdyBfHxZFIa/S1GXOHhkLm4NTQEBJDR7NSpQBLv/de6Nalmdu/OUmVlRB6FpSW1vf3zDxAeTsRG377fv6cfPwamTKF2qEaNKPUrIeceW6KhTBkyUX78mLx5+GTN/v30/u/XjyLN9Ql3dyKi//1XmFp14AB9323caHjKjUaNiMRt3ZrbdvMmkXeHDulvXLpAqVLUGsj/vdy8mSY5osSrKX4UGCRJY4QRuYmG3T3h4GINgOJrrx0QkjAVXSqidRn6cpRDjj+v6F9N02ZEdbYd501wBG4coYSAyfUnw0xKhdL199dF94dRwNRMiu6zfNj1Q0uC0KtEf5RwKAEA+Jr0VWDGKgY8fYqhfmdOoeB9ugOYDPoKO/jkIPY+2ivq+RiGwcgNrVnVklmULSqdoB7sRxGP0OdQH52RYHy4FHPA3HO/wrEQKZVSEtJR+O/G6MD0YlNrNIXWKTl5BDse7sDWB1vZ9TWt1wiSdZRBVbR52KsoXN3HfWf8NEyzdhyACJMXXynNxVxqjuqFqmdxhHIo1DwAULhMFiRNPEfSZPXYVUEulyMlkSNgFMlomZGawRE5+ZJ55Iq9Zr49ACA1laIovFETPVHEvqzSfXx8fHD69Gn07dsXAGBpypEqYihpFN8JABAfpeL+0tPJt0GB+vWV78dDfivOwFlsJQ0/6Ysf087iwwehB8CECaKeXxSMGEEz4QCZmR48qLGvUa4iIQEYNgxo0kSY1lSlChnHHjliJGeM4GBqSsXohg3ky3H0KNC9O2BtLdwvMJDa/QoWJN+bmzcNh1goU4ZSroKDSfGmgExGBEjp0kQ26fMahGEoZevxY0qDUiAmhoikli31TyZlhrMz+essXgyYfFOsRkcTaT1xImfGnxeQLx+R7/24SWcEBtJv6Lt3ehuWPmAkaYz4z8PMwgQtB1dl1w8t/d5V/Pe6v7PL2x5sw4dY/UbE2TlZoeVgzlTs3zmXIJfLUcS+iMDs2P+8v+jGugr4dPVAcU+a+U1OSMOBP27gz6YcgfXXzb9EVx31W9iULQQjnyai6yfOOHLY8WGITIxUdahWcC5sh+FrfmLXC973QKEHdFG97/E+zL00V9TzqULBko6Ye+5XOLjSxVpyfBowvxyaOLbO4kjl0DolJw/gUcQjDDrKfUZ6VOqBnyv8rHL/rKLN/xizmjUMruxbAiUqad46FBgayC7XcqsFcxNzje8DAN4/5t7/bmXV++3zv8Pc7Ny0Ol9KYhpbG5hbmqg0Kk7J4NhEm3TePlq0qJiY0vHOKInOFX9DcHAwli1bhtmzZ2PZsmUIDg5GYGCgwGTYwoQjVVLStWQ2eRCQNNEqlDRPnnBJPYULkydNFuCnbPGNncUAn6RRqqTZsIGLq+A2mAAAIABJREFUpvXxoVlaQ8KuXaQ2UGD1auUmrIaC69eJjFm1ittmbw+sWEFFdYMG+hubEYYPMzPyH9m2jRQ227YRgcNXqMTFAevWUVqRlxe91+J0r/DNFsqXJwPyW7fISFiB5GRq4SlVitLM9EkuODgAa9eSETLfWPjUKWov27TJcMgvgMilMWOAy5eBolywBBYsICI4XLxEQL3D1JTe23N519ghIeTt9OCB/saVy/hPkDQMw9xW9gfAGOdtBAAyw1Vc/D+59h5PrgtZ9LpF66JuEUo1SpOlYen1pbk+xsxoP64WG3n7/NYn3Dn1EgCpaSxNaOb4bthdnRndSiSMIK765Jo7qG3aCA2K0cVnuiwdY0+NFfWczm526DqNm5FO+Tc/iskpoSsiMQIjTowQ9XwAUK9TBfj24mY7q57sAMsoMmX1P++Po8+Oin5OZXAr64w/zvdAvgJU2KYkpkF+RLs4Vq1Tcn5wRCZGos3ONmzKT8l8JbGy1UqV+2cn2nz54Sl4B/Ky6vS7dm1K516fY5cbl2isZk/VSIxLQcQ7mp00MZWwXkbKEJsSyyZaWZpYIp+Fdu0iSXGcQsbSVjWxxCdGLDN4lx3mmpNREil3fHqaDBUrVsTIkSMxdepUjBw5EhUrVvzuGD5JI4aSxtqBr6RRQdLc4fmbeWcvTl2X7U5qSRqZjEgaBfiRqIaAsDDhmHr0EBoHGxLkciJi6tcXqmfatSPibvhwbiZcBKhS+BmRh2BtTYqakydJSTB/vtC3A6B2mGHDyLtk2DCKnzYEeHsT6REQIPwejIgAhg4lconv3aUPNGpEhf+YMZwfVGwstZ35+QGfxVU15hg1a5KZdKtW3LYLF+j5DQrS37jEBsOQcfK2bUTaAOQh1KCBsJU4D+M/QdIYYURWyFfABg26erDrh5Z8/0U3se5EdnnN7TWITo7OlbGpgmNBW7QYyM127pxFapoCNgUwogZHVvif9xekq4iJaq1KsVHRGekybJ92AUubLwXzzS/ixIsTOPbsmKjnbDemFqsSSI5LQ/vbnInwruBdOPD4gKjnA4BBK1qwHjzyRAl8jvYDkyGBHHJ029cNjyJy54KoSPn8+COwB9v6ZJHqBCemuEb34ePjo7SQzetISU9Bh3874FUUGflYmVphf+f9sDW3Vbp/dqPNATke4BDMy0Sjsm8Jjccll8sFJt/akjRvgrmivlAZJ5Vx2ADwNuYtu+xm56ZVkhQAJMRwBIWVvWrCJTmd289czrvsMNU8SYuRcGOVy7I3y6kwDgbEUdJY8x5rUqyK++MXy5UrZ+t+nSw59dPXpK/IkIlnz8cnaaI+ZYoiv3qVUmUA8gny8xPtvKJg1CjOh6Z4ceCvv/Q6HJVITCQ/jpEjOYWAnR15Khw4IPTAyCGyUvgZfcfyKAoVovaWx49JUdGrF/naKBAfT4qaihVJXXH4MJGw+kbjxsCNG1Rw81UgwcFA06ZEYr7S0mRPDFhZUSvRxYuk8lHg8GHy08mcxKZvODrSmGbN4oilDx+IwNggbuKp3qEgKBUK8JgYUmcdPKjfceUC/hMkjVwu91b2B0C/DrBGGBT8xnIGwlf2PkZ4qJCEaV2mNSrkJ0+UuNQ4rLyhegY+t9BxYh2YmFEx9uTae9wPILf3iXUnws6cvtCefnmKbQ+26eT8DMOg93xOlXFxVwhsPrhiQFWuz3f0qdGiFEYKmJpJMWRVS3b9+dEodMVgdn3wscGitz1Z2Zpjwo72bDuH9KU9ql2lQiYuNQ5tdrYR/Zyq4FbWGfMu9ET+b2ktpeQ+0CTtxt/fX4ejM0xkyDLQ+1Bv1pyXAYPtHbajkqtqPwhNos0BOULNLmtFdjz/+hxvYiixw9bMFjUL18ziCOV485Cb7StRSX1q0ptoLiGkmEMxrc4HAAnR3OfaWg1Jw1evSCU88kiL50uiBUmj8OkChK1X2sLKnlPSJMSouL8nvMuLbBrwmkpN4WBBKj2ZXCbqRIBTIZ6S5mMmJc2//3LLnTpppXDSGU6fFnrlrFvHXawbEiIiaEZ+xw5um7c3KRx69hQ1sSk7Cr9mzZph48aNop3TCAMDw1DM9T//kLpg+fLvv2cCAoj8KFuWiJtENUl0uQGJhArup0+pjYXvtXP4MMVhz5ghNNfObdSrR5/Z4cO5bRERZO48ZIj+n0M+JBJKrOKbp6emAv37k39XWpr6438kNG5MBJqC6E5JoVQufgtsHsR/gqQxwojswL1yAXYmXCaT42AmNY2EkWBiHU5NszRoKRJS9euu7+xmh2b9qrDrCjWNk5WTIJVqRuAMUYkSPsrVckPt9pz0duOEs5jdaDZbbLz4+gLLgpaJes7KjUvApxunfLLaVh6FLchA8nPCZww7PkzU8wFA2ZqF8evshuy6S0AVuIXSGF5FvcLPu38WGKTqEoVKOWL+5d4oXMYRziiZrbQbRsKwaTf/JcjkMvQ73A+7gnex2+Y3mQ+/cqrVAiEhIRpHm98JvqFVq8GJ5yfY5UYlGsFUqrm6BABe3g1jl4tn4YsTGh3KLhez156k4Zvm2uSzVLlfYhp3YSsx4T2+DC2UIlrUunyShp80pS2s7DgSI1GVkoY/K1y6dLbvm6+m+ZL0Rc2emiFfQc7/R6CkkcupQFLgl19EO2eOkZ4OjOW1zPbsSeoAQ8OrV0CdOqQUUGDAAFI6FC8u6qmyq/CTyWQYMGCAYSlqEhMpNjgoiArLnTvJl2ThQlIE/P47MG4cKZGGDaO/4cNpffx4YPJk2m/xYvIS2bmT7uf6deD5c5phNyQPkdyCgwNnqn3uHMVJ871rXryg57JIEYo0jhC3lVJjWFhQG8vz58K2xZQUYOZMUgEd103oRbZgZUUti6dOCaOvFT5Y9+/rb2zK0Lw5ef94enLb/vqLosa/iPcbondUrgxcucIpnWQyiudeJm59YUgwkjRGGMFDhwm12eXT6+9+l9zRzbMbW9REJkZi3Z11uTo+Zfj597qsn07Ipbd4GEiz5KNrjYazlTMA4E3MG6y5vUZnY+j1R2NIpFQ9PQx8g9DAaMxsOJO9ffbF2aKbLfdf1JSdvQ97EYP+76axt+0O2S0oysVCx4l14NXMnV2vebgrzGNphvrCmwsYcnRIriQ+AYBLUXv8ebk3SlYtwKbdOKK48p2LAfJf5Thhe0Lvpte5iXRZOnof7I3N9zez24ZVH4bxdcarOUr7iHJtjjv2nGsHbFWqlZo91eMVj6Rx91LfVqFo+QIA93zuavZUj9gv3PejrZNqkkZAZpvyYrpTtSM14/AZr3EdNz4dzZYPB5/4SpPlnKSxtOUeA9+Xh4VcDoSGcusaFOpOVhxJI6Y6z87ZilUhxX1NQlrKt3ac4GCu1cnePlspVLmGzZu5tjFra2DePP2ORxmeP6cWA4X/DMNQgbR2LRWjIkMThZ9MJsPs2bNFH4NKpKeTguzwYWDRIlIetGpF7SL29vQauruT+WerVkC3buRLMmECMH06ea0sXkwF8qpV9LdyJa0vWgT88QftN24cMGgQHd+qFVC7NqUKOTjQc160KJ2jY0dqlVuyhGKg790zHGNdXYBhSM21bx+RYRMn0nOiwNevwOzZQLFi9LzoO8GoYEEy5w0KEpqAv35NpsmdOpFKSF9o1gx4+FCYUvX4MXnCrFxpWISguztFV/PHeu4cfQ6ePtXfuMSGuzuR3/wW4tGj6X1tSK+HSDCSNEYYwUPVZu5sYlFKYhpOrLkjuN1Uairwpll4dWGuqSdUwaWoPXx7c19Y26dfgFwuh625LSbXm8xun3NxDuJSdHOB4lbWWeCPs2liAAZWGYSK+cn7JD41HhPOiBvpmq+AjcC4+N66z+jpxKX2DD02FB/jxP2Bl0gYjNvqx5r3Jn/NQIeACWwU+MZ7GzHvcu4VEvb5rfHH+Z6o1Kg4nFEStdEXDTAcLSr0xDT/Geg7qS+cxjkBfQC4A3sf7UW5leWw4MoCvb9vdY2ktCR03ttZELXd36s/lrdcnmVbkrYR5ZoeF5sSK0h2alm6peqd1SA9LQOv7nEkTamqWZA00RxJU8JBcx8dBWIjOYWMraMakiaNI2nkFrxWGg1l7QEBAeg2oAMu4i88wnFcDzucLR8OEwln1CqGPxefpEmOV/I5SkggbwiAWoec1Cdt8ZHZl0YsSKUSNh0OAKLCv70m/OesaVOtfIJ0grQ04H//49Z//52KOkPCy5dAw4bkBQHQa71vH6kWdABtFH4XLlzQjZlwcjIVhcuWkcKpShUiYcqXpxab8eNJeXDiBBFtuRW5nJpK5rpBQUTMLF9OaqyOHcmk1s6OWibq16f46iVLgDNn8lYyDkBE1fz59FwsWwaU4H3PJyXR8+LuTmTX69f6GydA6VTXrwNr1nBtOwCwdy+9n1av1p+vjqMjtVuuX08KG4AUP8OHk+owJkY/41IGa2sa60xughQvXhBRc+6c6uN+NLi6UiR33brctmnTgN9+y3NEjZGkMcIIHhiGgd/YWuz6keU3uBnHb+hTpQ9cramd4EPcB535vWiCXybXY/1SQi69Zb1phlQfgiJ21AYUkRiBxdcW62wM3Wb4sMXLu8eROLcpGCtarmBv3xm8U1CQioEWg7xRtmZhAEB6agacd1ZHMVtSOkUlR6Hf4X6iK1scXKwxYUd7dlY69j7QMZiLAp98brJOVDyqYGVnjpknurLtX7ZwgfRRKXw9XBB/DFqE57Ofo2+Vvuz+8anxmHh2Iiqvroyjz47mmvInN/Eh9gMa/NMA+x/vZ7cNrDoQa9qsgYTJ+mdP24jyu3fvapSycvz5cVbZ4VXAC0Xti2ZxhHKEPvyMtBRqHXIpZg/7/NZq93/59SW7XMqxlJo91SM2giNp7PJbqdxPkaYFADIb3tg0mNVW+HDcvHNd6e3qfDhEJ2lsslDS8As+V1eN/EgcLblUri+J4krVFeQyAESFfXtNAgO5HRprZ1qtE+zaxRWPTk40829IiIigmXbFTL+VFRES7dvr7JS5qfD7DikpVOj5+5NyyN6eWrxGjwa2bqUWkKyUcaamFEVftSoRgr/8QkTJ2LF0v3PnUpzw0qWknlmxgsiEJUuAP/+k2fIpU+ic/fvT8U2bkgqjRAnAxkb9+RUID6fZ+HXr6NzNmhFxU6AA0LIlMHUqETz6VpqIARsbahd79ow+U3wFQloaKb7KlKHXQaGo0wekUhrD06fCFqjYWFJkNWpEqjV9gGGAfv0osY///O3dS+/le/f0My5lYBgiLPbt4wylo6OpJWrzZvXH/khwcKB2tKZNuW0LFtDvRB66pjWSNEYYkQk+XSvC8Vv//tdP8QjcESy43dLUEmNrc33y8y7PEzWFQxu4FndA076cN41CTWNhYoFZjWax2xdeW4iIBN30Izu4WKPTJI7Z3j4tEDWd6qBzxc7stmHHh4niCaGARMJgxLqfWILq6dWPGJP8B3v7yRcnsfrWatHOp0ClRsXRfZYPu550wAFNvnZi13sd7IWLb3IvItDU3ATjtvrhl8nc8//6fjjG1tiIT3fisaHdBpzreY41vgaAJ5FP0GZnGzTe0hi3Pt7KtbEqoKvo2KvvrqLaumqCxzS21lisbr06WwQNoH1E+f79+zVKWdn7aC+73L6c9sXdsyCuha1MjUJq9iSPnudfuYvdnJA00Z85hYy9GpKGr+CT2fHStKKisnWenPpwSBnOrFiM72oLa54RcaKS7zP+49JARQNAEIcelZy95ye74CtposMT6GKWH9naoIGo59MacrnQZ2DMGMBWeQqbXpCUREaiCt8hCwvg6FEqJHWI3FL4sQgPJxVD27b0Pvb1BebMAS5dUk3IuLmRb9CQIdS6dOAAcPs2xRinpJCy4/ZtMoT+919STyxaRF4zkyaRAmfUKFIqDB9OXiujR1NL1NSpdP4lS4hg+fdfup+bN+m1iIsjFdvLl2QyunMnqUmGDqW2qHLlADMz5eNWPN6TJ0nB1bEjebgULkweLwsX0mflRzVjNTEBOnem6Objx4lgUyA9nZ7P0qXpOf/0SX/jzJ+fWqDOnRN6eV28SATJ4sXaeZmJgbJlSfEzdCi37dUrUqoYWqJShw70OVWoD9PTifyaMSPvkBjW1tRa2bYtt23FClIyGkKimQgwWJKGYRhnxR8Anv4NDvzbGCabV91GGJFNmJqboM3IGuz6gYXXIMuUIjK42mDWGPf51+fY82hPro5RGX6ZUo/1pnl89T3unKYLyB6VegjajuZcnKOzMbQbXZNNHYqJSMTuuZexqNki2JgR6fUo4pHoJsLFPV0FXkJX5r/DiFLj2PVxp8fhaaT4PbmdJtVDtVZcgevwjzc85dUBAKkZqWi3qx1CPutAZq4CEgmDnv9rjJHrW7Pvg+jPCZjcaAtOrr2DhsUb4t6ge1jUbBFszbiCJzA0ENXXVYffLj/c/XRX5+PUVXRsakYq/M/5o/6m+giLp9YfKSPFylYrsaj5Io2SlypWrIgGIhSs6tQd8anxOP6cM0fsVLHTd/tkF4+uvGOXy9V2U7vvu5h3bCR2fqv8yGeZT+3+6hAdzpE0fAIgM2JSOEm43JFTimTX1DCnPhz8RCmZPOcXb+ZWXEtQSmLa92o0flFsb6/RffNfj6gk3ZE0UWHxpAIJ+9YmZ2NDRawh4MYNKuQBaiEaNEj9/rkJuZzGc/2boothiCzQMUEDaK/w0+i4uDgqOJs0IdPUIUMo6jdBSUhC6dJAjx6kdrl0icjJd++ofWjVKiLX/PxIbZA/v6gJVyphZUVtPPXrA126kC/LypXAsWPkJ6IwLz5xggr+/v3JY8RKBcn88SMRTRMmUDHu4ECqhHnz6H2qL8JAWzAMqYUuXyYixIebbEJqKj1XpUqRsim3WtSUoVEjUmdNmkQqG4DI0XHjqMXw5Uu1h+sMFhb0HO3ezRHHKSn0Pho4kJYNBd7e9B6txEuxnDmTVEE/KtmYGRYWpGjqzE0G4++/6XsrDxA1hkxwRPD++MYg1zLdpp0+3Agj1KDlYG+2defto0jcPCaUWdqZ22FEjRHs+pyLc0S5+M8JXIrao1l/L3Z9+7RAyOVySCVSzPWdy27/+9bfAuNQMWFuaYpe8zjJ/MElQZB+scJ0n+nsthmBM/A+VlwZcRf/+ihUmoq/xNgUOP7rDY/81P6TlJ6E7vu7i+7BovCncSlGRVhSbCpq7u6BgiZUJEcnR6PF9hZ4F/NO3d2Ijmb9vDAnoAfsnOmiMz1Nhr8GHcOyvkcgSwXG1h6LFyNfYGi1oQKFwaGnh1B1bVW029UOl95c0kkblK6iY++H3UftDbUx5xL3OXS0dMSZHmcwtPrQLI5WjmnTpkEiyflPpCp1x+Gnh9lo6or5K6Kcs/YF8qPL3HusfN0iavd9EslFQ5d1Lqtmz6zBtsxA2EqTGTHJvL59F148eDZ8IMTw4eArqDLkOS+qpCYSlgiVyeRIT810n3yvHUvVXj3KwFfSiBnBDQhJmpjPCWSKqUCVKlwxpG/wZflduwLOzvobS2Zs2kTtPQosWyacydUhtFX4ZXmcXE6pKb17U8tP//7kVZS5yClZkoqff/8ltcWzZ8CWLaR2qVdPaFJrqJBKyci7RQsikdatI8ItLo5abXbuJDVPw4bCiGgFEhNJvTNpEpE7+fOTwe26dZw30Y8Ahcnw+fPA2bNkvqxAYiIpltzdiYDT0uA9x7C0pBa4mzeFbUYK49i1a/WnCunUicZVsSK3bd06oUeVIcDNjQhUflvQpk1EniojXn9EmJoC27aRkbgCa9fmCUWNIZM0RhihN9g4WKDlIG92fc8fV74rWkfVHMUqREIiQnDg8YFcHaMy/DK5HkzN6UL72Y2PuHGUyKU2ZdqgbhFqhUmTpWHquak6G0ODLh4Cn5iNE85iVM1RrJonIS0Bo0+OVncXGsPc0hQj1rVm128deYGJ0vls9O7tT7cx/fx0VYdrDVtHS0ze14l9zj89jkaPoOmwNaUZlvex79FiewtRDUCzA4/6RbHkZj+UqMxFMZ/95z4m1NmEjy++wsXaBSt/WomQoSHoVEGo4Dj89DAa/NMAtTbUwq7gXaJFt+siOjY8PhwDjwxE1bVVcecTx+U3KNYAdwbeQaMS2s9u+/r6Yu3ataIRNZnVHTse7mCXu3p01fq+P7+Jxuc3RIJYWJuiZBbJTo8iHrHL5Z3La31eQBjl7FRIdTtKdApHNkjdeCRSNi5mxfDhYHi53WKRjwI1TVImnxt+UaOhEa9CoQkInzcx4ODKEWnRnxNJWaBAhQpKjtAD0tKIBFCA70+hbzx/Tu0gCvTpQwRFLkEbhZ+Pjw8q8gtJPjIyaBa6Vi0iWTZvpgJdAYYhRcqyZfTYX7wghcwvvxCZk5cgkZA3S5cu5G1x/jyZwj54QC1ZPXooT2mLiqLncOBAKoi9vaml5N49AYGgq/beHINhqI3tyhVSG/HJkC9fqPXMw4PaSvRFiHh5kSJk+nRq2wKIYBg0iAjSz5/1M66yZakFrivv9/v6dfJI4reR6ht2dvTa8r9Ljx+n1/1r7l6b6gwmJkQY//ort231avJj+oHbuwyWpJHL5Uw2/0L1PVYj8ibajakJEzMqvp9cey9oKQAoKnVoNW6Wfs6lOXo3YXV2s0MLHrm0zT8QMpkcDMPgz6Z/stt3Bu/EzQ83dTIGiYTBgKXN2PWr+57gyeWP+Punv9lt+x7vE7R6iAFPn2JoOZh77CemPsbMqpyCaP6V+Tj3WnyH+1LeBTFs9U/sesiRT5gUvQKmEirOHkU8wk87fhKYp+YGXIs7YMHVPmjck5O6vroXjlFe63B+O82gl3Uui92dduPB4Af4ucLPguNvfLiBrvu6osiSIph4ZmKOW8bEjI6NSIiA/zl/lF5RGuvurGPVM+ZScyxqtgjne51HMYdiORovAPTr1w/7/z0EV7OSOb4vvrojPD4cJ1+cZG/r4tFF6/t9cP4Nu1y+ThGYmKpXQ1y5fQW4DuA4cH3RdYwcOVKroiEjQ4avPJImX0HVShp+245JkeLcDe/eZXkBJYYPB7/VTQ5xvqPNLIUtTwLwH5OGJJ+9BdceJbaShu8bFPM5gfNUAahANQRcvMgVDkWKGE4kuEwGDBjAqaQqVCD/g1yGJgo/iUQCf3//72/IyAC2b6fH0KkTFcB8eHiQT8y7d/R6jBxJLTD/NUilgKcnETBbtlCbVGgoKRF69FCeNnbnDrWUeHkBJUsioFMn+Hh5id7eKzoYhnx77twhVUIx3u/n8+eU2NW8OfDoker70CXMzIj8unZN2JZ59CgRS6dP62dc1tb0WVq8mFMihoVRG9n27foZkzKYmgIbN5LxtgJBQeRDps+YczEhlQL//AN0785tW7mSWhV/UKLGYEkaI4zQN5wK2aJxD092fe/8q9/tM67OOFiakJz9Xtg90YkHbfDLpLowt6TZhtf3w3F5D/2o1ilSBx3Kd2D3G39mvM5IpXK13NCwuwe7vnbUKdRxq4veVXqz24YdH4bEtEQlR2uP3vMaw9mN+u9jIxOBzcXQrCQRRnLI0eNAD0QmRop6TgBo0rsyWg+vzq5fXfgWcx1XsTP4199fR4d/O4imSskuLKxMMeafthj6dyuWcEyKT8WiXw9iSe9DSIyl8Xi6emJPpz14NPQR+nv1h7mUi0mOSIzAgqsLUG5lOVRbWw2Lri7Cm+g3Ss+nCmK0rMjlctz5dAdDjg5B0aVFMefSHMSlcoa0zUs2x73B9zC29thsGwRnhZSkNFxaHIFqqb3QAMPhZdkWv42dgg4dOmR9sBIoLsh3PNzBtt3ULVIXJR21J4Hun+PiUys1Lq723D4+Ptg3Yh9wEsAN4OGFh1ixYoVWRUPM5wRkpBM5ZudkCXNL1YoRvpLMrmAxrpc/IQGIVP95FNuHg6+qyQnMLLjEqMwJgOxsL6CxZ4W9OUfSCNrERIC9C6/dKSJRmOZS1EA6x48e5ZbbtdOY5NIZNm0CLlygZamUClll7TA6RnYVfhKJBOvWrfu+1encOfKI+fVXaldSwMyMvCpu3iT1yNixZJprhBDFipEiYcsWUgI+fEimwr6+ws89gA2vX6PZ3r24qCL9R9v2Xp1CIqEi9+lTUhTxPbXOnCFCZPx4jZL5REW1akQkjRzJbQsLIwLp99/147XCMNQ6d/o0RXYD5E3z669kdm0oLTcMQ21sK1Zw/lAhIaSi03cMu1hQEDV8j5pFi4jg+wFhIL9+RhhhmGg/vjb7XXbz6HOEBgtllS7WLhjkzZkazr44W+9qmnwFbNBmFGd8vH1aIFtMzfOdx8bRXnxzEceeH9PZOHrP82VbAl7fD8fp9XfxZ5M/2YjZ0OhQzL6gWi2hDaztLTBiHadqubz7MUbIp8PZijwNPsZ9RN9DfXXyGvVf3BQeDajQkcuBoElfMLfsUvb2M6/OoPv+7qJEAGsChmHQarA3Fl7tg4KlONPWgM0PMKLyWjwIDGW3lc9fHuvarsOb0W8ws+FMNr5dgdufbmP8mfEovqw4Kv1dCVMCpuD86/NISkuCOmg7W3j27Fk8jniMP6/8iUqrK8F7rTdW317NGt8C1LJzvNtxnPz1ZI58XTIjI0OGBd0O4Mk18k+yY1ywZu9CzFs0B15eXlkcrRyxsbGQy+XYcJdLguhVuZfWY5TL5bh3hru4quxbQul+WXkBKaBJ0aBosQIA5yLqiZQvSZxBsKOVE3kdKPDihdpjxfDh0MXnXdHiCICNP2dhzpGcSE6GJuArafiGy2JAoKSJSBCmuBhKQc7/rvjpJ9X75SYSEqjYUmDCBFJK6An9+vXD6dOn4cM3feXBx8cHp0+fRt++fbmNHz9SW4avL5EwCtjbA5MnA2/eAOvXUxGcGwa/eQEMQ6qjcePI1yUykgxlu3VDgJUVBgLIqjzXpL03V2FuTmTM8+fA4MEcWZqeTkVv+fLU5qWP611LS2rBO35c6HE2fz757Lx+y77wAAAgAElEQVTLXR9AFo0bkyqN3zr6v/8R6aXh74BOMXw4qXwUpOLr10TUPHmi/rgfBSYm5BvWnpeYOWsWkak/GIwkjRFGqEGRcs6o5ceZa+5ToqaZUHcCqzwI+hCE0y/1JLvk4eeJdWBtT2P68OwrArbQRVlpp9ICUmnimYk6Iw2c3ezw8+9czOPWKedhkWKDBU0XsNsWXluIh+EPlR2uNbxblEKTPlxf9Y6x17Cq3jp2/cizI1hxQ3yZuompFL/v+Rn5i34zEo5LxYspEvhX4SLQ9z3ehz6H+uglsr2Ud0Esu9MfjXjqsPDQaExutBXrxpxGcgLno+Fq44ppPtPwetRrHOl6BH7l/Fh/HwUefn6IuZfnovGWxnCY7wCvNV4Yc3IMNt/bjPth95GQypnSaduyMv3UdFRYVQG/nf0NwZ+DBbd5FfDCro678HDIQ7Qs3VKr+1cFuVyONSNO4vpBrsVrwNLmqN6KIkFzou64+u4qQiJIIWRlaoXOHp2zOEo1Xj8IZ8177ZwsUbLq9z4R2fUCUiC7RUPEW45AUJhnq8KXRI6kcbZyFsrVs7gwFMOHg2/qLpbKSqFMA/C9cbANr/UrXrM2Rztz7r3Fjy4XA3ZOnIlx3JckoR+BhlHhOsHXr5yZsVRKhYMhYOlSLgWrUCFKvtEzfH19ERgYiODgYCxbtgyzZ8/GsmXLEBwcjMDAQCG5qWht2rWL22ZlRY8jNJQKybzmMaMP2NtT+9j27Zjl7Z0lQaNAVu29ekX+/JSWc/cutcYo8OEDPdbWrYWKvNxEy5ZEODZvzm27coUI1DNn9DOmkiWpJatFC27brl2UlmZI/i9duwKHDlE6EkAkro8PEBys/rgfBaam9Ly35F0bTphA5s4/EIwkjRFGZIGff6/LLl/YGYywV8JY1EK2hdDPqx+7PvPCTL2raWzyWaL9eM6tf+fMi0hNJjJmms80NoL5ceRjrL+zXmfj6DC+NlyLkxFm7JckbPMPRJ8qfVC/KPkMpMvSMfDoQNGTsfovbganwvQYYyMT8XxhGkbWGMXePuHMBIHRrFhwcLGG/+FfYGFNCqKwV1FIWVwUo73HsPtse7ANg48O1ksamJWtOcZt8cOEne1hk8+C3X5oaRCGea7B3TPC1C+pRIrWZVrjQOcDCB8fjo1tN6JFqRbfETapGam4F3YPS4OWoveh3qiypgps/rCB60JX1FxfEzuf7dRqvDFyoZLA0sQS3T2741zPc7g98DY6e3QWxCuLAZlMjjUjT+H437fZbe3H1ULbkZw6LSfqjpU3V7Lr3Ty6CYpyTXH7BBdDWrlJCUil3/+ka+IFpEB2iobwUO61yV9MdapLWkYaopLpO5MBQ+lFfJImG144OfXh0AVJIzXl7uc7koZP4kVr5iuj+G4GIGjnEwOKxDeAvhfl0bzPlyEk89y6xS17eQnJLn0hMRFYsoRbnzVLdVyzHlCxYkWMHDkSU6dOxciRI4UmwQkJZG78669kgqtAt26kkJg1yzBe9zyGkJAQXLx0SaNjLly4gJCxY4GICB2NKoeoVAkIDCSFAl+9cvw4JRz99Zd+2npcXWkMf/zBecJ8+ULEzdy5+hmTnR3F1g/lJUteuQLUrUuKNUNBq1ZkKKxo2/z8mZRIfKXdjwwzM1J78cnFwYOBA/oPeckujCSNEUZkgbI1CrNtBLIMuVJvmt/r/c4WrtfeXzMINU3bUTVYeXvE2xicWE1Fp4u1CybVm8TuN+38NNG9DxQwtzRFv8Vc9N+J1bfx+n441rRewxrrXn9/HaturhL1vDYOFhi5oQ27fnX/E/z0uSeqFqwKgEiFzns7IzZFO4WHOrhXLoBx2/y4lt+Lb1FkTwMMrMopmNbfXY8Rx0fojczz6eKBlcGD4d2C80IJfx0N/2bbsajHQUG0sgIOFg7o49UHJ7qfwJeJX3Cg8wEM8h7EJgQpvJn4+JzwGTc+3MAjWy3NBt2paG1frj02tt2IsPFh2NZhGxqVaCQwgxUrOSMjXYa/Bh7F0b84U22frhXR588mgv20VXc4FnXEnkd72G3DagzTapwK3PyW3gYA1X8q/d3t2ngBKZDZEygz+GR1AXfVhR7fA8rZyplINQ/Or0oQA60COfXh4Mdui0Xq8Q2a09MyFQL8yOgsPHcyw9acR9KIrKQxtzJl27TSUjKQkswjlzSMCtcJ7t/nlqtW1d84+Ni8mYo+gPxIemnfnpireP2aIqL/+Yfb5u5O7WTbt5MiyAidQOtEuiVLyCy7f3/DVDQwDBF+T58SAaH4DY6Pp5Szhg2Bly/V3oVOIJGQH01gIGfmLJeTSW7HjvrxzzExIeJq0SJu25MnFHWejd+8XEPjxuSlo/CJi4ykbfzv4h8ZVlZEmCl+T2QySnALDNTrsLILI0ljhBHZQOcpnOz67D/38eWj8Eu/iH0R9Pfqz67PuDBD72oaK1tz/MIb979zLiEhhvpiR9cajaL25J8SkRiBuZfmKr0PMVDbryy8mpEHhUwmx+rh5B0yuf5kdp9JAZPwLkbcPmLv5iXRYhB3ob9h1Fmsrr2Rnal+8fUFBhwZoJPXqbZfOfT6ozG7fm7LQ/jc6SrwH1l1axVGnhipt/eJUyFbzDjeFaM2thGoas5ve4iBZVbi4JLrSE9T3pZlY2YDv3J+WN16NR4Ne4Tw8eHY02kPZvjMQLuy7VAyX0nW+wgA4AJAw7Aldy93XPrtEr5M/IL9nfejj1ef71QnCjNcMZIzkhPTMO+XvTi9gTN5bNClIsZu8YNE8r1HgzbqjpU3V7LthXWL1EWVAlWyPb7MiP6cwPrlMAwEhJsCOfU5UHd82EseSVNCNUnzOYHz8cpvnZ8WKnGJY5mjalVB4cNRrmhlpbcr9eH4Bn57oZQRh6ThK2kyMn9O+K1DkZEamVlam1qz5sZJ6UmitqMyDANbJ04FEpfO+4xqGBWuE/AjwT09Ve+Xm1izhlseO/Y7c1iDxN27VAzySdYePeiz1rix6uOMEAVaJ9IBZDi7YQO9/5s3J1LN0JJpHBwoNefyZaEq8tIlMhZevVo/Y65Xj0yF+V5NBw/SZ+HVK9XH6QoMQ98Zu3aRqgMgH7AGDYCr30/26g116hBRo1CAfvlC7VmGSBRqAzs74MQJoPS3iazUVMDPz7DIMhUwkjRGGJENeDYshrK1yFgxPTUDBxZd/26fSfUnsWqa6++v48wrPfXE8tBqsLeg3Wj/wmsAAEtTS/zh+we739KgpXgdpRt3d4ZhMGh5c5h8K2oeXXmHc1sfYFK9SazRa3xqPIYeHyo6YdFvYVMUcM8HAEiIScHBMQ+x5ifuont3yG7RVTwKdJxYB836cUX4jhkX0T16tCBu+a+bf2H48eF6I2oYhkHTPlXw9+MhqN+ZM7tLikvF+rFnMLzSGgQdfprl+FysXfBTmZ8wveF0HOxyEC9GvkDylGSEjgrFpT6XcKjLIYz/fTwYJWSHMkgkEqxdsBb1itaDqVR58ZiVGa5mJrjR+K3+P7h2gPOg8e1VCeO2+kFqovxnUlN1R+0GtfH3LS6GfkytMWqOyho3jjyDTEavS/m6RWCf//ukGW2Lhewc/+kFR9IUKu2ocr+w+DB2uYDNN9+LUqW4mbvPn8nfIBvw9fXFaL/5aIDhqIBW6NZyoGofDh74RIeAPMwBJLzWMllGps+HmRnJ8AEqVvgGvVmAYRhYm3GvJd/bSQzwCdl4hte2o2EKlU7ATxgxhMjne/e4GWVLyx9DRXP9OhWp4eG0bmZG0btbtnCfOSN0Cq09yzInrJ0+TcVyjRpENhgaWVOnDhGCU6dyrUYJCcCQIdRKo3gP5iYKFCA/mtGjuW0hIUD16lw6W26jc2fg1CmOBImOptf11Cn9jEcZatUi82tFmldkJJmM5xUzYRcX+jwplFYxMeQb9P69fseVBYwkjRFGZAMMw+CXyZwq5eSa24j9IoyPdrNzE3jTzAjUv5rG1NwEv87mZhUOLg5iW1m6enRFjcLks5GakYrfzv6ms3G4lXWG39ha7PqmCQFIi5NhXRvOxOvos6PYHbJb1PNa2phhzOa2rCr3fsBrWJ1zx2Dvwew+Y06NwY0PN0Q9L0DvmaF/t4JXUy7J5q8BxzDedhY6V+TMYlfdWoWhx4bqxaNGgXyuNvhtV0fMOtUNbmU5FcD7J18wu91u/NZgMx5f1UzpJJVIUcyhGOoVrYe2ZdtiweAFWLd2nfbRsTxk1ww3Oya4986+wmjv9Xh5hyMT/MbWwqiNbVUSNApokrKy8e5GNoq6uENx+JXzU3vfWeHyHk51ULu98lQrbYuFrI5PTU5njYMlEoYlQpVBKUkjkQjbWa5/T3qrQlJcCmzhghKohV4dB3/vw6EEaTJOyaKK9NMUEilHOMoylLwP+QVXaKhG921jxnmxxKdqZjycFWwdeebBUp7niz6iazODn8pSTEPpnS6wdy+33L69MI7YEHHvHhUeivYOBwcqvPr00e+4/mPQ2rPs2DHyLunYURg9f+sWvf+8vID9+w0n0hkg49nZs4GgIGGq0cmTpJg8eTL3x2RqSj5SmzdzSXtfvwJNm9I2faBhQ2qxUfj5JCUBbduSea+hoHp1Io74EyhNmuSdeO7ixcm/SPH4Pn6kBMEcTmbpEkaSxggjsonqP5VGcU/6gk1OSMOhpUHf7TOp3iSD86bx6eaJEpVpVjclMQ07Z5HygGEYLGnOGSLuebQHl99e1tk4Ok+tD2c3KvqiPydgy5TzqFe0HoZUG8LuM+LECIGHhRioWK+owPz5n98DMLrwZHgVoAjVNFkaOu3pJEigEQuU+NQRxTyozSMjXYZ5P+/HrBIL0dWjK7vf6hOrUXtAbcyaPStHnio5RdVmJbHiwSD0XdAElracOfCjy+8woe4/8G++HY+vaT/zoFV0rBJoYoarygQ3OTEN68achn+z7Yj9QhHiUhMJhv7dCv0XNVXa4qQM2UlZSc1IxYKrXKrZuNrjcuSNEvslEffOcvLtuj+XVzm2nEDV8R9ffGVVPC7FHWBqrlqd8jHuI7tcyIbng1GbMzbHtWvZHlNiTAq7bGVvrmZPDmkZHAGR2fRaW/BNmhXPhQCleR5Bz59/f7saWJvylDRp4ipprB245yzenNempg/fhszg+/fwzUn1hWPHuOWff9bfOLKD9++JoFEYBOfPT+0n9evrd1z/QWidSOfhQeqUvXvpO2PoUC59ByBVV8eORHCfPGlYyhpvb+D2bYojV+DzZ0rXGTdOPyRwz56knlGoGtPSgN69gRkz9PPceXlRi5iCwE9Npddzt7iTkzlCzZr03lKYCX/4QIoaDdSgBo0qVcg4WNG2+uABpZSl6yblNqcwkjRGGJFNSCQMOk3miv2jK24iPjpZsE9mb5ppgdP0rqaRSBiBP8rJtXfw/ildDNcpUkeg6hh1cpTOFB2WNmYYsLQZu35i9W08u/kR85rMg5udGwDyxxl1cpSqu9Aa3Wb4sPHEaSkZWN7zGHa2/Rf25jQz+jbmLbrv766TaGxrewvMON6VTZtKikvFrJ9248/Ky+ALX2ATgFXAjQ03MH3adK09VcSCqZkUHcbXxvqXw9FmRHWBmuTu6VeYUGcTJvtuxa0TL7R6b2sUHasE2pjhZjbBfXjhDUZUWoNDS4PYazXHgjb/Z++sw6L42jd+7y6NCCphgd3o18ZGRTExsDtRLLA7XgW7sRX1axfYrShiF3aLYBehdO7+/jjsnBli2Zjd4X1/+7kur2uGndk9rMvsnPs8z31jybWBaO9ZR+XfCVCcsrI9dDs+/SUxpTZmNhhaK3cRShkT5BtHXjEtNpUbloStQ84r/OpMFuRkjbFm8+UVnUyXqKQ4upkt0hSzKEYfaNSIbqvw/8m+5ppbmig4kpKSQYUduWG5prBb97K1OwFAxYp0m+21ogRmhrQNif92J1pJwxFpVEyh4h2plJtAJHTqUFQUqUwByMp8q1aKjxeStDTSUiFvL7GyIqX9bINuPTpF00Q6lC1LfF8iIoDJk7mJYk+eEPHDxQW4fx/5BhMTYMUK0m5UjHWtX7WKVJII0Vri5ESqfNh/C/PnAyNGCDMxr1CBiKfyds6MDJK2lp+EmkaNgJMnaRVSeDjxR4qJUXzefwsuLoA/K9X24kVue1w+Qi/S6NGjAk16VGXaQRL+puDk2hyqaZrOgLGEXNzufb2HU29P6XSMOVGnbTlUb07Kx6UZMuyacYV5bGmrpTAxIJOd0O+h2Plop9bG0ci9Muq0I19OMhmwwfMMzA0KYHOHzcwx+5/tx6k3/L5nhkYSTN7XFcamRD3/+Pw3gpd8wO6uu5ljLoRdwPxr83l9XTk29paYf74vzK3I+/znZwL6Nh6PqwuuArkkMqriqaINLG3MMdKvLTa9GoUW/atzKkueXonAf9ofwJjqW3B+ayiS4lNzfZ7cRAeF0bEKUDs5IygI395HY3GPAMxovhvfWca3ddqVx9pQD1RpZK/WcysiOT0ZC68vZPanNp7KmYSzx6esCXLwXmp459xX8URMlcmCnBwnDSw+vaQxsQ5VrXM9DgC+xNEbc7kYC4CYPMr7EENDuRN0BSTEUJGG7a+iiJR0KtLIr3WaIsqr0Ir9eVbRgJHtSZOUnqTSuXk+txX9/RPNWF5CQvhHsEllXUOMjKjHhVDcZX23166dv/1c5syhRqQSCVkprqm+KbkezdE0kY7Bzg5YvpxMlKdO5Yo1V68Sv5oBA5T29dIJrVoRIaljR/qzW7dIJYkAC08oVYq0kbnSRUL4+wPu7qTtSNc4OJCFiSqZFbD5Uahp2ZJUdMmvw8+ekfYsId4vbTBoEDBvHt3fsIH8y2foRRo9elRAIhGj12zqTXNy7T0kxqZwjilZsCQ861LPk3nB8wSvphGJRJwY4dvH3uDlTdL/X8qqFKY0msI8NuvKLK1EU8vH4bmuDYxMiFgSFvoDZzY8QIeKHdC/Rn/mOM8znohJ4le1t69sjWGr6Jf0Kb97KPquMmY2oSlTPiE+vAtEcko72mLOyV4wNJYgEmG4/usAL54q2qZ4+cKYtKcLEWsGVOd4cXx68RvrR57BwOKrsWHUWby595X5rPOZvMRGXTPcS3sfYHTVTbgZQKsazAoaw3uHG/5zpjcKFS2g4Gz1WX9vPb7GkRvoogWKYnS90dmOUcUE+eu7KOZvVywRoRnL8DknXFxcsGbDGkC57i2lPIE+vaAijX1VG4XP9yU2F5GmUCFy0w6QKoqrV5UaXzxLpPnyO0Kp6PXUDCoAGBso1yKlCjle39kJVo8eqVRezxbxEtMSFRypOuasFrEEE1a1yrdvORytQ9ir2kILNAARDuXUry/cOPLi0SMyiZfj60uqFvQIDl/tvQBI+9/SpcD794CnJ/dvZO9eoFIlYPFikg6VH7CxIX4rS5fSsUZGEqFk9WrdtxsVLAicPk1aoOScOkUqkoTwJClWjHznsYWafv3yl0dNx47EdFzOjRskgj0/mMzzwbx5pAJRjrc3cOVK7scLgF6k0aNHRZr1dkSx8mQFMj4mGWc2Psh2zIwmM2BqQMrKH/94jGOvj+l0jDlRsV5xOPdhtWBMvsRMLqY1noYSFiS96mfCT/iG+GptHMXKFeZEg++ZfRWRX2Kxps0a2JmT3uFvcd8w4YJm6Tc50W5kbTh1om0Ia4acgnelKWhdtjXzs/7H+uNt1FveXxsAHJs6YNqhbniHawCUu0nJzVNF15SoWASTdneBf9hYdJ7gBNMC1NsjKS4V5zY/xCSnHRhZaSNGdJ7KW/JSVtQ1w/1wPwrpaVQUa9a7Gja+8ETrITUhyrMsQj3+JP/hxNvPajorWxWNqibIfvNopVu9DhVyTHXKSpmWZYAByDMGPadJQ06VUBHPaKy23KcrN+RtXgDgYJklvYS9sqlk0kVsVCIiEYbb2I6W7RsrJQCyq1H4qqRhzzFy/PxkTbD6rLzxtvy7AyCVWHzC9vFJNGOJNEKbQ7IjwPODifFb1neAklV+OkcmA8aMoUayLVuSags9OkGZ1lRN23uzUawYsGkT8PIlMROWk5AAzJxJxOHgYM1+Mb4Qi8nn8coVkroEkM/qxInEG0bXgpKhIfDvv8D06fRn166Rv5so/j0J88TOjivUpKcDPXuS9pv8wsCBwMqVdP/oUdIalJ/8kNRFJAJ27gTq1iX7GRnEeywsTNhxsdCLNHr0qIjEQIweM6g3zbGVd7K1e9gVsMOYemOY/XnB87Tid6IqAxe1hIERWdV4c+crU1VgbmSOZa2XMcetubNGa0IFAHSb0hAlK5O2saS4VGzxOo8iZkWwqQONKN71ZBfOvD2T21OohUgkgtd2NxQuTiZPsZGJWDPwFPZ22ctMIGNTYtHlYBetVRNZlE9HNCJUOierp4qQ2JaygscqV+z87A2PNa7M/6Ocp+/uY9vJFVqrElLXDNcaJGWrahN7rLwzFFMPuDNG1trC55oPYpJJRVi5QuUwos6IbMeoaoK8K5C2BrYa8o9S5wVHBANlAQwBBm4eiLVr12Ls2LFwd3fHuHHjcpw0KKqEOvJ6OSIRBpFIcbtTUloSfiUQQUcikqBYgWLcA9q2pdtnz+Z545eWmoE3cbdxF7sRnUufYE4CYFKaNkQaOtYcNT6xmKRlyFHBHJk9RvbY+cCsIEukMWJ9/t+/5/V1VMbIiL6R6enCGzl+oMbc+SIOPCcuXKCfKyMjMnlXsbVRj+qoUyWqbntvrlSsSCbMV65w/VbevgVatACGDcs/HiLNmhFT4QY04RO7d5O2qEh+gyLyRCQiFUfL6P0uHj4kQs3v37mfpy3s7EgCm/wak5pKxDd5+2J+YOJE8k/O+vWAn59w4+ETU1MSby/3UIqJIW1wifxWsKqL/mquR48atBxQHXalySpkbGRijtU0UxtPZVI6nv96jkMvDul0jDlhV9oKbuPoxGHntCCkpZCb4T6OfdDInph5pknTMP78eK21aRkaG2Dslg7M/u1jb3DnxBt0rdIVvR17Mz/3OOXBxBbzhaW1GSbv7cLMB55ejUDQ6tc41usYMzl6FfkKA44N0IqJsiaeKvmJAlYm6OzthE0vR2Fx8EC0GvwPTC2M8A7B0GaVkDpmuIVRGs1aN8DCoP5YGjIIlZxKqHS+Orz6/Qp+9+iNzCKXRdmShdQxQf6ZGoY4/IKVnTnqtq+Q9wkAroTTEt4eLXrAy8sL69atQ2BgIPz8/LIbHefRfhWNCNzFbsTZvYGJee5pSewqGntL++yJVo0a0VjjT59I0oICTh87i2c4ibw+X1kFQHbLEDs5SRNkrEQnsSSXW6nGVMzH9etKPzdbpGGbHvMBO7UtiRX1DaFFYJGItMDJEXqCyZ6wFSuW+3FCwp5ojhzJNavWoxVUaU3VCS1akJa3tWtJS4+cHTtIJPYp4T0RAQDFi5MKH3Zr140bJOVPCIF4yhRgyxYqDD99KpxQU7w48eqRpz4lJpJoaBW9zLTK8uWkykfOhAmkfex/gRIliI+XUeZ349OngIdHvqgW0os0evSogYGhhJP0dHT57WzVNDbmNhjfgDqGzwuex4mCFYpes5rAojApp/8Z/gen1pF0AJFIhHXt1kGUaV5x7v05rZoeOzYrBddh1Nxw05hzSIxNwfp265m2p+/x3+F1zov3167RojR6z6HRpAfmh8DgTWH4u1HH95NvTmLe1Xk5nK0Z6nqqhLxVbTKvK0QiEao7l8L4nZ0w82qbXCsccuPatWsY57ISm8acw6GF13Fuy0Nc3fcMd068wb3Tb3HnxBvcCHiJizseI2DZLeyYchnlZc7M51SZ8a3Zsgw+F/vhn5ZltNbaxEYmk2HUmVFIlxIBtKlDU/So2iPbceoKb5H4gNZDa8LQKG/vjsjESDz+QVJqJCIJmpVSLHAp234FyBDyY7/C3yHiTwSzXdqqdPYDDA2B9u3p/jHFbaFLli+CqgKgTCbjiDSmhqYKzlIedqKTKLe4draYqKTnDgDGeB7QQiWNBeu5xaz34uVLrnmvEFizqrKENjJmi0SFC+d+nFC8eUM/UxIJN/pYj1ZQtTVVZwsrBgaAlxdJkevWjf78xw9i9urhAcTH62YsijA2Joa9y5dTceT9eyLWP8i+0Kl1Rowg7U/ysTx/DrRuDUTzuzCoFA4OJBXLJtPj7c8fUmkqRCJWTojF5L2SV0PJZECfPvlLSNIEJyeucfD+/fnCSFgv0ujRoyYug/6BbSmyChwbmYjT67NHIU5uNBlWmeaM76PfY+dj7SUnKUuBQqboM49OHg76XMff3yTmtXax2pyWjAkXJvDuicBmyLJWsLIlK9tRX+Owa8YVFDErgq1uW5lj9j3bh8CXgby/du85zeDYjKxcSKUyLO9zDO3tOmNSQ3qz63vdF4ee81sBpa6nSmBYIGYFzdJaRDofXL+pnpB05coVnNn4AHtmB2OD51ms7H8cvl0OY4HbIfh2OYwlPQLhN+wU/p0WhKMrbuPndUM4ohPycsMVi8Xw9/fHgBHZBRJtsufpHlz7eA0AEUbWt1+fozikrmCXIUpBOyWjwoM+BEGWKWw4lXRCQWPFnz9V2q9kkCmshPoQQ1tGyliVyfmgLl3o9tGjuT7XixcvcO/hHaXGJefatWt4+OQh8/sbS4xhIDZQ6TlyQ5pB3yN2TD2HRo1ojOnLl0onsLDNjdmmx3zArqRJTgVQunTmC6UKf8Ntz0pX+/Qp9+N0AVuwMubfbFpjDrG+l9zcSIKNHq2iamuqzr3kihcniTyBgaSNRo6/PzFpF0IIyYpIRCLFAwNJZDdAqldatBAm+WngQGK8LG8TfPKEeKUpmTbIKxUrkhZGuZfZ16/E2FiIseSEqSkxNpZ/Z8THk2uPrlvWtMXw4UTQlDNxInBHtXsOvtGLNHr0qImhkQS9ZtNqjGMrslfTWJlYYVrjacy+T4iPVkUPZWk/qg5KVCSrg4mxKdg37xrzmG9LX1voaVYAACAASURBVBQyIWXnH2I+YMWtFVobh0VhU4zwa8Psn9n4AC9ufEKnSp0w6J9BzM89z3jiZzy/K6sSAzEm7+8KSxti5BrzIx4r+h3HwhaL0KYcHdPgE4Px4JtqNzeKDAXV9VRBWWDRjUXocaQHElIT1HsOLaOu6JAO1f8mHFAHThgIO6NyOT5et25d5ZMzeORXwi9MvED7tyc0mIAadjVyPFZdwa7CPw6wdbBU6tgLYdSQ17Wsq4Ij1Wu/UuSXFBZDDfjKFiqb8xO0a0cnwc+ekQqBHFB3VfriJWrCyI621pSMdDpZYyeecTAz47Y8KWmOzK6k4bvdyYRj+J3CTS5SwTdHK8hv/gHhzRvZk3EdVN+pzMmTdLt379yP08MLfF8blXk9ZZLrcsTdnbQvsttT5BUr69blizYOdO1KRBl5i2N8PGnxOcOvD6FS9O1LDGTlf+cPHwoXN12rFlmsMMhcTHj+HOjRI3+YqQMkZezkSaBAZqtsRASpqBHaQ4wv/PyAOpkLYGlpJP1JwNZbvUijR48GuAyqQb1popJyrKYZV38c077zJfYLNj/YnO0YXWNgKMGwlTTR6PyWUHx8QQw+rc2s4duSpjstur6I07bAN017VkW9jtRbY93w00hNTseatmuYyN7IxEh4nPLg3SPHukRBTGL50zwJCkeA7y0c7H4QlYpUAkDSVTof7IyvsXmvgitjKKiWp0rlwkBmiM7RV0fReEdjhMcInMaSA+qKDm0H14fHale4T2kI1+G10Kx3NdR3q4C67cvDqVNFNOxaCS0H1kCXiQ0wcGELTNzdGStuD8HFyI3Ye2Yz6tTJXlXy4MEDLFiwQOnJvUY3xZnIZDKMOTsGUUkkKcLB0gHzmufeMqeuYOcxuZ/S4zn3/hyz36Z8GwVH8++X9D6aeg2UL5yL+aqFBbfl6cCBHA9TVwCM/ENX+SyMLNR6jpxIT6VG8AaK2s7Y5shKTkDY3kV8V9KYmNMUpeSENDJxk6PiJJR3KlWi2y9fCjcOADBnCXr5xESSIT4eeExaGCEScT9jerSCrrzk1DElzpEiRYCDB4E9e2hlRloaaYvq04ekQQlNo0bEl6ZEpkdcSgoRbxRUVGqNgQOJR42ckBAifgohPrRqxY2+vnSJ/L/lB3ENAKpXB/bto/uXLwMzZgg3Hj4xMSHVaHLx8NMnYMgQwd57vUijR48GGBhK0Gs2jZM+uvw2EmO5K5/mRuaY2XQms7/o+iLEpcTpbIy5Ua9DBdRsRVoQpFIZ/CfQSO6RdUaiZlHiF5OUnqSVOGw5IpEIoze2Y8rwv7yJwkGfEFiZWGFnZ9oedurtKWx/tJ3316/tWo5TEXXQ5zreX43EqT6nmIqib3Hf4HbADfGpufd1q2IoOHfuXIiVTOEQi8U44HcA452ov9GTn09Qd1tdXP5wWann0BXqig4jJvdH5/FOGLqsFby2dcTUA+6Ye7I3/nOmD+ac6IVZR3ti4q7OGL6yNXrObIKWA2qgcoOSOHL8ANq0aYOHDx/m+LzKmDjydlMMkkgW8DKA2d/acSsKsM1Zs6COYGdfsBI69VPufX704xF+xP8AABQxLYJ6xespPF5dISS389giTblCOVc8ASCTBjn79uV4Q6SuAGhoSkUJC2MeRRpWnLuBoYK/ZTc3un3hglKrs2yRhm8fM2OzLCKNszN9MDiYW0Gia6pXp9tPngg3DoAaWgPCmxhnJTSUxMUCJB7cUrmqOj3qw/e1MSd4NyUWiYD+/YmxcO3a9OeHDhGBJCJC6bFpjapVial6mcx2WHn1wokTuh+LhwfXjPvkSWDsWGEm6AMGAPNYCzybN5P0tvxCp07A3Ll0f8WKPD3l/msoXZorkp04IZg/jV6k0aNHQ1oOrAG7MqSaJi46CSf97mU7ZmSdkUzE8+/E31h9Z7VOx5gTIpEIw1e1hjjT9PLRpQ+4d/odAEAilmBj+43MscdfH+c9DpuNjb0lhiylE8+ApbfwPvQ7WpVthXH1xzE/H39+PGfixxd95jVjBCuZDFjR7xgsYq0R0DMAEhFZJX/04xH6H+2fY5S6qoaCALB161YlhBoR2lcehmaNmmN129XY5rYNhmIyyYpOikabvW2w7OayfONTo47o4OzsrFYcKR8mjnzeFL+LeoexZ8cy+yNqj8izcgWASoIdIMLUKcqvWJ16Q42/25Zvmz1dKQvqCiE5nZchzeD8rVYsoiB5pmNHmkzy/j1w82a2Q9QVAKs6VWW2LY35m8zKU/EAklaXK5Uq0QqRhATg/Pk8n9tQQoWUNCm/Ig07jSslMQ2oUYMa9v76RSs0hIA9kQwNFdbImJ3opKSXkM4IZ1VRsuOX9WgNPq+NOaFVU+Jy5cg11dOT/uzpU9LqKHSLI0AEmuvXaTpZejpp8Tl7VvdjmTIFmDqV7m/ZAixdqvtxAESkYS9geHsD167lfryumTePfHfLGTxY+DZVvujShVQvyZk8Oc/0SW2gF2n06NEQA0MJ+sylE9NjK24jPoa7WmpsYIz5zecz+8tvLcfvBAGi/rJQurod2oygN8b+Ey4yk4+G9g0xtCb18/A678V70gibtiPrUCPfDBnWDDmJtNQMLGm1BJWtKwMAEtISMODYACY1hy8kEjGm7O8K65Lkhio+JhmL3I+gcdGm2NSBrl6ceHMCUy5NyXa+OoaCw4YNw8WLF+HMXslmURil4YSBkL20x9w2+xH/JxnDaw/HtcHXUKwAmUBIZVJMuzwNXQ52QUxS/ljtVbVKaM6cOWq9jqYmjnzeFCenJ6NXQC8kpJES8kpFKmFVm1VKjc3FxUVpwa5Fyf4YM2ugUs8LkM+rHLeKbgqOpGNRh5zO+/j3I+OnYmduB0sTBQKJqSnXV2N79oq5atWqoaSFahHDzs7OKFKqCLOvcAwqkpZCxVpDYwXil0gEdO9O9w/lbUTONjfmu5LGyJQ+d0piGjHMdGV5FQnhCSHH1hYom+ldlJJCvCGEQh6HC3BFkfzA5890mz1OPVqDz2tjTmjdlNjEhFRibNtGUvUAYtjbsqUwVStZKVGCpJWVz2yLTUsjSVU3buh+LIsXA/1YLcUzZgjTgiUSke9CeTt3ejrxGcovorFYDOzeTb3EYmNJFVQKvz5qgrFsGVAzM4E2JYVUpen4d9OLNHr08ECL/tVRvAIx4k34m4JjK7M7gg+oMQBVbciqbnxqPBZdX6TTMeZGf5/mMLciLvvfw2JwYs1d5rElrZZwTISX3FiitXG8evUS5s2+IdwgBOG4g2dPn+PwwuswMzTD3q57mYnLnS934Bvim8ezqY6ljTmmH+nGtC58ePwTGzzPYnjt4ZjccDJz3Oo7q7H+3npmXxNDQRcXFwQHB+P58+dYu3YtfHx8sHbtWjx79gwbfHbDGqRF5OXNz5jZYjdifsajoX1DPBzxEI3sqZfEqbenUHtrbdz7mr2KS9coKzqIxWJs27ZNrZtfPkwc+bwp9j7njUc/HgEADMWG2Oe+TyWTWmUFO9+1M5SOEA+PCWfGZCQxQrsK7fI8h89KqNeRr5ltuciqELbB86FDJII0C1WNWyGvRC85cgHwTzJ9HnnSHh+kJbMqaUzySIxiC1AnTuSZ1sEWaTJk2Sv3NMGINdb01AxkZEi5q6HHj/P6eirTlLae4soV4cZRkSUIqmn+qjXYHjn6ViedoM0qUZ2aEg8fTv6u5NVzycnEaHjrVsXn6YLixcnY5JP+5GRybXr2TLfjEIuJONK8Of3ZgAHCVBmampI2IttMU8Jfv0iVkZBVhmwKFQKOHKHC38OHwPTpwo6JL4yNiUeeqSnZf/YMmDVLp0PQizR69PCAxECMfvPpBOvEmrtMrDVzjFiCRS2pMLPxwUZ8/PNRZ2PMDUtrM87YD/neQPR34pljY26DxS6LmceW3FyCt1FveX19tifIXN+ZeJl+GS9xFiFYD+8FQ7Bn82HUKV4HC5ovYM7xCfHBrc+3eB0HAFRuUBIj1tIWlSu7n+L0hgdY2nop3Ku4Mz/3OueF46+PM+NXB/Z51apVg5eXF2bPng0vLy84Ojqi9+ym8FhNV7g/PP6JqY3/xfewaBSzKIbgQcGY2ICmCEX8iUDjHY2x9MZSwduf8hIdnJ2dNUpe0vQ95/OmeMO9DdgaSm9wV7iuQJ3iysVjs8lJsHNv4IFmGIuGGIqG9ZqiYVclxI5Mjr6iK3+tyrbKM3pbDl+VUK9+v2K2q1hXyfvJ6tcH/vmHbCclkRU6FhnpUhhHF0N1JaPX5QIgW6Ths90pJYmKNMYs35sccXSkv1tyMrmpVYC8xRIA71WDIpGII9SkJaeTVBWjzDao0FDgw4dcztYBrVrRbSXTsLRCDVYim5AtYDnBNjNVulVSj6Zoq0pUV6bEDE2akGjhcpk+YVIpMHIkSX4SGnt7YpQrjxD/+5cYy3/7pttxGBsTA1n5e5SYSEyNo6J0Ow6AvCeHDtG/9du3gZkzFZ+jS+rW5Xr5rFkDnDuX+/H/TVSuDCxfTvdXrdKpwb7+6q5HD0807VUNpRxtABBDxsBl2Xt9O1XqhAYlGwAgqR3zgnNPftEl7UfVgUNVsrKSFJ+Kf6fTFUyPOh6oX4LEtKZmpGL0mdG8pSzl5QkShQgMGtUb27b6Y2rjqWjqQFZZpTIp+h/tj7/Jilek1aGdZx20GvIPs79t/AU8v/YJe7rugVMJJwCADDL0CeyD259va9VQsPN4J3jvcGN8g76HxWBK438R9ug7DCWGWNlmJY72PMpMPtOl6ZgeNB1t9rbBtzgd39RkIbcqoefPnyM4OFj9KHJobuLI103xpbBL8D7vzez3cezD8VBSB7lg16+TB1Lv2sMiM9Zr0KIWSlfRAMDhl4eZbffK7gqO5MJXJdSL31TQqmKjhEgjEpGJgpyNGzmGjZFfYiGVyuCAOmhVeKTSAmB0UjTzWGHTwnmPQ0lSk2gbEtuMN1cGstrU/P0VHsr2DtKG4Mqu/ElLySB+QOyWp/37eX9NpWndmkbh3rwJREYqPl5bsBPj7t/PXyX8BVhm5HHChxD8f0FbVaK6MCXORrlywK1b3M+5lxeZYAtN+fLEu0vu5/PlCzFg13UiVZEiwKlTdBwREaQNKoPf6kalaN6ctGHJWblSGM+e3PD25prkDx0q3LWbb0aPBtpkLt7KZCTtKT73EBE+0Ys0evTwhFgsQr8FzZn90+vvI+ob9wZKJBJhiQttGdr9ZDee/dRxKWcOGBhKslWQvLpF+t7FIjE2d9gMsYhcLoLCg7D/meY38cp6gsggw0jPkQi+Goy97nsZQSL8TzhGn+VPMJJD0qbao0K94gCIP86SHoGI+5qKU31OMVHCyenJcDvghiSxej49yhoKth5SE7OO9WBWv//8TMD0Zrvx4BwxZe1apSsejXzEiH8AcPnDZThudMSh53n7X2ibrFVC6pgEZ0VTE0c+boqf/XyG7ke6M+0o9YrXw/ZO21USUnJDJpNhx+TLjEZRp1151GxVVunzw2PCmdY3A7EBulbpqtLr51UJVb1C7TwrodgijaOtkuam/fvTuNg3b8iKaiY/I2hFzD+V6istALJFGnnrpqZkZEgZTxqRKA9PGjkDB9Jqlbt3FZoQyq+1AHI0KtcUdiVNqrxti+3BsHu3cHGvdnY0FlwqFc4vo3hxuoqenAzcE76VlMHGhm7//CncOP4foo0qUW2bEueKrS0QFAQ0bEh/NmEC8a0Rmpo1ScWhJPPaGhoqTBRylSrcqs4LF7hiiS6ZPJlUFckZPDj//P3L/XPkFVA/fhCj6vwSG64JIhFZWJG3ln74oLNKJr1Io0cPjzTsUgnlahcFQG5+D/lez3aMc2lntK9ALrQyyDA9KH/0b9ZsVRaN3Gk7xaYx54hfAYBaxWrBqz51Op94caLGRrWqeILIZFLMmDIbDpYO2OpGW0v2P9uP3U92KzhTPYxMDDDraA9Y2RFfkdjIRPh0PoQCMkuc63cONmbkJjkqKQo7/+5U9FS5okoliVOnSvC93J/xDkqKT8UCt4M4vy0UAFCmUBmEDA7BzCYzIcpsBYlJjkHvwN7oE9gHUYkClOhqEU1NHDW9KQ6LDoPrXlfEphDRpoRFCRzvfRymhqZqPW9Wbh19jUeXSMuJWCzCkGWq/b4Hnh9gtl3LuapVQcKuhFq9ag2qGbuiKtqjGcbi7KkLCv8PpDIpnv96zuwrLdJYWJAbTzmrqPnyz3Aq0tiWIjdLygiAUUn0s1/ErEi2x9UhJYFW0ZiYGyknzFlbk3J5OQoiPdkijVYqaViiUnpqpgjUqRNdMX73Tqcl3dlwZ1V+CVnV07Il3RbSUDkrpUrR7bf8th/ryRu+q0S1bUqsEEtLIjw0aUJ/5ukJBAZq/tya4upKKirlHDlCop5BWpb9/Pzg6+sLPz8/9fx5lKVzZ+6kfN48kkala8Ri4N9/iYAMEOPnYcPyjxBiY8ONrg4MBA4eFG48fFKyJODnR/fXryeVaFpGL9Lo0cMjIpEIAxe2YPYvbHuE72HR2Y5b2mopcyN+9t1ZXAkX0CCRxfBVrWGcmf7x4fFPnNtM0zUWtFiAEhYlAAC/En5h+mX1xSV1PEHuP7qD0AeP0bNaTwypOYT5+ZizY3j3yQEA65IFMTOwB2MkHPH0F1YNPI6yVuVwuu9pmBmaAQC+m32HWXkzlZ6bbSio7M1G1cb2WHZjEGwcyARVmiHD+hFnsHPaZUilMhhKDLHQZSGuDrqKUpb0Jv7g84OosqEKDr84zHvVkVBoauKoyU3xxz8f0XJ3S/yI/wEAsDCywOm+p1Hcorhaz5mVxNgUbPWmXhztRtVBaUdbpc+XyWTY92wfs9/Xsa9G46lWrRraOLmjdEoTlEEDlLUvjxIVFYsdYdFhSEwj5qa25rawNVd+/PD2pu0uFy4wFSc/PlBRuFg55StiIhNpybW1mbXy41BAcgI1bTQ2V6LVSc6YMXR7714gOvt3A6B9kcbAiIo0TJS4mRm3mmbzZt5fV2l69aKfgatXgU+fhBkHu3z/+PH8Mxlix24/fUoqjvToHL6qRLVpSqwUFhakdUbe+iSVkmvB3buKz9MFI0YAo0Yxu0HTpsG5Zk04OjrC29sbc+bMgbe3NxwdHeHs7Ky+T09ezJ9PTc2lUqBv3xzN7bWOjQ0RauScOZNn+6xOad8e8PCg+2PH5p9qH00ZMABolxnAIJOR31PLBs56kUaPHp6p3aYcEyWdkS7F3rnXsh3jaOuIQf8MYvanXZ4muNkrANiWskKPmXRFZc/sYMYA2cLYAn7tqJK8NXQrbnxSLx5R3S/SJRO3AAD82vmhYhGSvpGQloBeAb2Qks6/Z0DVxvYYvYmWl94+9gb75gajfon6COwZyKSwJDZKVDZ0hjEUZBsmK3uzUaqaLVbeGcJUawFA4LLbWNj1MJLiyZeFc2lnPB31lBOf/jvxN3oF9IL7YXd8if2izluR79DExFHdm2KLkhZoubslPv0lk0YTAxOc7nsaNYvWVOm5FLF71lVEfSVtkla25hjg2yKPM7iEfg/Fy98vAQBmhmboXLmzxmOSt9YBQM3WZfOsHHny8wmzXcOuhoIjc6BcOW4lxdKlAIDv76lIY1dWeZHmd8JvZruIKT+VNElx9MbM1MJY+RObNKEGwomJwJYtOR4mUvZioiZskYappAHIhEhOQIDuzTrllCgByIVUmSzHSHad4OICmGemtL15Azx6JMw4smJvT9Ne/v4FnjxRfLyefI+2TImVxsKCmL1WqED2U1JIBQk77l0o1qwBGjXCdgCuMhlCcvm8h4SEwNXVFTvY1Rx8YWBAqvqKZH6HfPkCjNPMf05tWrcGxo+n+5MmCSdk58TKlbTaLzqaLLz8LyASkcULuSfYy5dcw2QtoBdp9OjhGZFIhEGLaZl0yIHnCH+aXUme33w+TAxI+8qDbw9w5IXixA9d4T65IbNSnfAnmWMi3LVyV3Sq1InZH3FqhFriiLqeIE+uv0XoxTAUMCqAQ90PwUhCPB4e/3iMKZemqPWceeE6rBY6j3di9g8tvIGre5+ibfm2+Lfzv+SHZQG4IU+hRm4oGBERodAwWdHNRuFiFlhybRDqu1Vgfnb35FtMabyT8e0oaFwQ2ztvx6k+p5jqJwA4/vo4qmyoglW3V/GeGqNrNDVxVPWmeOC4gWi8ozE+xJA2JCOJEY71OoZmpVQTexTx8uZnnNlwn9n3WOuKApktbsqy68kuZrtblW4oYFRAwdHK8fBcGLNdp125PI9//IOm4dQqWkv1F2RHeB48CLx/j2/vaNVJ8QrKt2/9TqQijY25jYIjlScxll7zzAoaKX+iSARMpIlsWLuW+J1kQQbtVmzIqwMBID2NtThQsyZte0hP57Ya6Bq2ibS/vzCRs2ZmXMFw167cj9UlIhEVsQBhU7D08IK2TIlVwsaGVNQUzry+/vwJdOsmfNyzkRGCxo3DCAB5LWVKpVJ4eHhop6KmZEluVPnevcDRo7kfr00WLQIqkoVKxMWR62V+qfSzsOC+T4cO5S+TY01wcAB8fem+ry/w/n3ux2uIXqTRo0cLVGlkj3odySRaJgP2zL6a7Rh7S3uOz8uMoBlaqQZRFSMTA4zwoybCl3Y8ZkyERSIR1rdbz0z8XkW+wtKbS1V+DXU9QQxggjWDTyI2KhE1i9bESteVzGPr7q3DsVfH1HrevBi6vBXqtKWT07XDTuP59U/oV6Mf1rTJTEOoDWAAYFM154mg3FCwVKlSShkmK7rZMC1ghFnHesJ9CjX8i3j6CxPq+uPJlXDmZx0rdsSL0S8wsg6d8MSnxmPSxUmovaU2giOClfjt8y+amDiqclM8fel0TAmbwlQhGYoNEdAjAG3Lt9X8l8gkOSEVa4ac5JgFN+ulWjl7UloS9jzdw+yzq/XUJfp7HN4//A4AkBiIlTIwfvidtkmqJdLUrUtWCwFAKoVs0WJ8fUu9ZUooKdLIZDJOJY1KbVcKSPjLFmlUqKQBgN69SaUIQCZBeaz68mFEnRWJIa2kyUjPch3yot9J2LhRZykW2ejcGSiaWTH47VueseVaY8AAur1rl+4TZnKjDf2OxuHDuR+n578GbZgSq0z58kR4MMg0F79/H5gxQ3uvpyQLNm3KU6CRI5VK4ePjo52BuLtzk/rGjAFiNPNnVAtTU2DnTtoWev48EUPyC66u2d+nxEThxsMnY8eSexSAVJyxq5p4Ri/S6NGjJQYubMFcP++deoeXN7OXjc5oOoMx9Qz/E44N93M3k9Ql9dpXQIMulZj9DaPOMjfz9pb2WNhyIfPYwusL8TrytUrPr+4qkDXKIvp7PNaPPAOZTIYx9caga2VqxjnkxBCEx4QreAb1kBiIMfWgOxyqEQEmPTUDC7scxtd3UfBu4I05zTJLj8sCv3v+Rle/rlizZk2OhoKqGCYrutmQSMQYuqwVvLa7MSvjsVFJmOO6D8dX32H8ZyxNLLG542aEDA5BNRs66X/26xla7GqBHkd6IOJPhJrvjPBoYuKozE3x9M3TsTplNZMSVMCoAM70PQO3Sm45nqMu2yZcZKpFzAoaY+yW9ipP0ANfBeJPMqmmKmNVBi3KqNYqlRP3Tr9jtqs1dcizskcmk+HhNyrS1CleR8HRCmCV88fsPsq0GJkVNGYMvfMiPjUeSekkfc3EwAQWRhbqjSUL7Eoac0sVRRojI2AKq+pvyZJsK9Xa9o6SGLA8b7KKNO7uNNUoJkY4bxpDQ66Hz/LlwqwUu7iQiStAWov27tX9GHKiSxfAOPOz9+gRoE3jVD06g29TYrVwdua2caxaxUna0zXqeBheu3ZNe2bCa9ZQAfnHD2DaNO28Tl40asS9Rnp7k2tUfmHlSlqVFRFBqn/+F5BIyAKG/P7szBng9GmtvJRepNGjR0uUqWEH577U4G/n1MvZbr6tTKzoBB+AT4hPvkniGbG2DYzNiClmxNNfOOlHI0jH1BuD+iXqAwBSM1LhccpDJU8ddTxBajvWhwXISvitwNe4/O8TiEQibO+0nTHK/ZvyFz0DemqlIsnc0gTzTveGlS2ZIMZFJ2F+h4OIjUrE/ObzOVVRx6KP4X2F95g1axbHUFAbNxuuQ2ti0dWBzMRVmiGD/8RLWNb7KBLj6PvQtFRTPBr5CEtbLWVMjwEg4GUAKq+vjMkXJ+ebz546qGvimNtN8eOnj1F3Zl0s+raImejbmNng6qCraF2uNa9jDzn0Ahe2Ub+LEWvbwMbeUuXn2fRgE7M9vPZwjgGtutw+9obZZrfY5cbn2M9Mi5GFkQUTWa8yTZsCzZsDAL5kUA+aEpWKKC1e/UygbaZ25na8VaUk/KEtSmaWqrWjASCGg/IY5c+fs3musNudtOFPI5bQ58xWSSORcEWkZcuEqx4ZNYqsGAPEd0VLN8IKEYuzi0Xp+aBV1NKSa2y8fn2Oh+k0BUcPb/BlSqw248cDHTvS/eHDSVuNAKjbuqQ1E+FChbitoP7+wpksL1xIKzN//SLJU/kFa2vGUw4ASeb68EG48fBJvXrkb0LOhAmkqoZn9CKNHj1apL9Pc6bK4dWtL7hz4k22Y0bXG81MZP4k/4FviG+2Y4TA1sESfeY2Zfb3z7uGyC/ES0YilmCb2zbGOPfGpxvY8iBnE8zcUNUTZNmaRWjnSVflt4w7j6/volDItBAO9zgMQzERlB58e4BJFyepNBZlsStthTkne8HIhPze395Fw7fzYaQmp2N129Wc1Kn199dj8sXJHGFOWzcbVRvbY83D4ajUgPrPXD/8EhPq+iPiGZ2oGkoMMbXxVLwZ+wb9qtMkl5SMFKy8vRLl/Mph0fVFiEvR/c2Y0JMJ9k1x10Fd4f3QGytv03a6SkUq4ebQm6hbvC6vr/s9LBrrR9B432a9q8FlkIpmuwCe/HiCW59JJKSh2BBDa2leEp8Ym4InQbQyrWHXynmec/8r9dSpW7yuZkLRggUAgM+gqUwOVZVPiutdsQAAIABJREFUaPoe953ZLlqgqIIjVSMuOonZLlBIDZHGzIy7+rpwIZBEn5MteEvEEvCNWMKqpMnIoTpl8GBiTguQmNdcBACtU6QIJ9kF//mPMElGw4aRiRkAhIXln7aCsWPp9q5dZJKWiTrG9Hr0MIhERHyQG+V++gTMni3IUNT1MFT3PKXo2pWKWDIZEXKFuDYVLEgqVuSsX08MbfMLQ4cSQQMgIsbkycKOh08WLgSsrMj2+/fciG6e0Is0evRokaJlCqHDmHrM/u6ZV7OtXBpJjLC0FVWbN9zfgLDoMOQHOk9owEyKkuJTOdHANexqYFpjOtGYenkqk3qjDOoY5Q1b2RolK5GbhuSENKzoewxpqRmoX6I+lrdezpyz4f4GHHx+UOmxqEIlpxKYtLcLU+n48uZnrBxwHJCJsM1tG3o79maOXXVnFWZdmcUINdq82bAuURBLggdyhKyvb6MxyWkHLvg/4ohFJQuWxF73vbg59CZTEQWQSqRZV2ahzNoyWHpjKeJTte9HkZ8mEzKZDPuf7Uf1TdVx7SNNZetUqRPuDr+LCkXyriRRheSEVCzqFsC0z9iVscKYzaq3OQHEk0mOexV3XkSJuyffMOk/5WoVhV1pq7zP+UpXFOsVr6fgSCVo2hRo0wafQL1k7HPxfMqJ7/HaEWkSYmgljbmKxs4Mo0bRkvmvX4F19P8vQ0oTl/iohsoKu5JGmpHDxMLYGJg1i+4vWSKM7wJAqnpMMt/j0FCSOqVrLCy4Xj1z5wpvpgoAzZoRs2eAiHyZ7QTbt29X25hejx4GOzvOdQkbNgCvXul8GOp6GKp7ntL4+dFr08OHwrVC9uzJVJ0iIwOYOlWYceSEWMz9DB07Bly/Ltx4+MTGhiwcyFm4EIjitxpdL9Lo0aNles5qwphLfn4ViaBd2eMDu1buisb2jQEAadI0TA+anu0YITA0kmD05g7M/q2jr3H31Ftmf3az2ahsTVbX41Pj4XnaUyU/BVWN8kzMDDF5f1emOundg+/YNzcYAODl5IVuVbox5w4/ORyvfmvnhqJxtyoYtpK2vNwKfI1tEy5CLBJjd5fdHJ+cxTcWY+7VuZDJZFq/2TA0NsCYTe0xaW8XplUtJSkd6zxOY1nvo4j/w02SaWTfCHeG3UFAjwAm0hwAopKiMD1oOkqtKYW5V+dyzFf5JD9NJj7//Yxuh7uh39F++JtC+rrFIjHmN5+PY72OwdJE9fYjRUilMqwefBLhT0ilk4GRBNMPd4O5Gu0zkYmR2PdsH7Pv5eSl4GjluXGE/v007lFFqXPufLnDbDe0b6jgSCVZvBgfYcfslkL2pLzcYFfSsFPONIVdSVOwiKl6T2JmRib7chYtYm7wMmRUpJGItFBJI6YiTa6X66FDqRfLnz/A4sW8j0MpihblCiSzZgkjkEyYQP0VPnwQzquHjUjEnSRs2oSgPXs0NqbXo4ehd2+uACCA/4q6Pjxa9+8pU4bEX8uZOZNTEakzRCLik8P2SLlyRfE5usTJCejbl+5Pnpx/kqg0ZfRoGlv/9y/As2G1XqTRo0fLWFqbcVJ49s69huTENM4xIpGIk1QU8DIA1z/mD7XZsakDWg+tyexvHnMOSfHkJtnEwAT+bv6Mb8K59+ew96lqqwmqGuWVr10MA1kR5wFLb+HRpQ+MP428dSwhLQHuh9211rrTZUIDTjT3Kb97CFx+G4YSQxzsfhAdK9J+bt/rvph7dS5atmyZ01Pliao3Gy36Vcfq+8M4rSHXD7+EV82teB7ykXOsSCRCt6rd8HzUc/i7+aO0VWnmseikaPiE+MBhjQNGnR6Fl7/5K6MNCgrKF5OJlPQULL6+GJU3VMax1zQdrGyhsggZHIK5znO1Us2wd85V3AygIojn+raoULe4Ws+16f4mJKcTAa5OsTpoWFJzcSQ+JgkPz9FoySY9quZ5TmpGKu5/o+1OTiWcFBytHLKaNRFhZM/sl9q7Wumy8m9x35jtYhbFNB6LnLgoVrtTYTVFGoD0tLNv8DL9BNiVNNpod2JXakmludwsGxqSlUE5a9eSVh8hmD5d62XleWJpSSZhcubNI61gQtOpE9CgAdlOTcWC8eN5MabXowcAmfivXk0FgFOniFG1DlHHw9DZ2Vk3Pj7TppGKI4BURAol3v7zD2lTlTNzZv4SQhYupEbn9+4Bx48LOx6+MDTk+u5s2gR8/Jj78SqiF2n06NEBXSY4oVBRElsd/S0OJ1bfyXaMU0knTqvM+AvjVTLj1SZDlrmgoDUxm/39ORZ7M6tXAKCxQ2OMrU97473Pe+NH/A+VX0MVo7wuExqgliuNAl454DhifsbD0sQSgT0DYWpAJk6vI19j+KnhWktLGbayNRp3pxUG/04LwuV/n8BIYoQjPY6gfYX2zGO+131x4OcBnd1sOFS1war7w9F2RG3mZ78+/sWM5ruxY+plpKVwzS8NJYYYVnsY3o59i21u21DGqgzzWHJ6MjY/3IxqG6vBZbcLAl8GIjVDs9VsvlKu1CVdmo6dj3aiyoYqmHllJhLTaDykR20PPB75GI0dGvP6mnIu7XyMw4tuMvtuXvXR1qO2gjNyJzEtkdPqNKHBBF4Mcm8EvEJ6Gvn/qVCvOIqXzzv2+vGPx4xYVMaqDC/CSNTXOMSnEqHCHEmweXZd6bLyL3FfmO2SBUtqPBY5fyPpZ8XSxkzBkXlgaEiMaOVs3gy8eIE0KRXx5V5bvKLsx6NHD6BhpuCXmgpMnMj/WJShUCFuxciCBSSWW9eMHcutLpqeDypeRSIioIlEeAEgJDpapdO1moKj53+DmjWB7t3pPlu81RGqehjOYaUDahULC65Xz+LFwhmtz59P0gMBYmQshNF6bpQuzTVgnzWLVGb9L9ClC0co53xXaYhepNGjRweYmBuh3wLa0hOw5BZifmb3+1jisgQmBqTdIfR7qMpVKdqiYBEzDF9F23tOrb2H9w9pK8Eil0VMBUZMcgxGnxmt1RhZsViEibs6M0lLf34mYNXAE5BKZahhVwNbOlIT48MvDmP1ndVaG8ekPV3g6FyK+Znf8FO4e+otTAxMcLTnUY5Qs+jGIti2t9XZzYaJmSHGbumAmYHdGYNTmQw4uvw2xtf15/wfyjGUGGJ47eF4O+4tDnQ7gFpFa3EevxJ+Bd2PdEfJVSUx6cIkPPnxROX/ayEjNVPSU/Dv439RZUMVDD05FOF/qDFuddvqCBkcgq1uW2FhzE9cc1ZuHX2FdcPpzVPd9uU5f1uq4h/qz6QpOVg6oGe1nhqPEQCC9z5jtp37KCcSsqv/Gtk34mUcHx5Twbc0fhJ9Ydo0QAmfpi+x2hFpYn/zJNIApBJCXmGXkQGMHYu0dCqAys3ZtYaiv125ACDn5Emyki4Eo0cDVTIF8bg4kj6ja4yNSVuBnB078kdbQf36wMiRULfWUN/ypCdP2B5Vx4/rXCRVx8NQZ3h4cI3Ws6T16Qx7e67Ruo9P/qqmmTGDiFoA8TY6ckTY8fCFSMRtB969G3j7NvfjVUAv0ujRoyNaD6nJMeE9MD/7JLWUVSlMakh7XGcEzUBCqkCqfBZa9K+Of1xIdYVUKsM6j9OMCXIBowLY5raNOfbY62M4/OKwVsdTqGgBTNzTmdl/dPEDApaS6oQB/wzA6LqjmcemXpqKK+HauZk2MjHAnBM9UeYfUvIqzZBhac9APA/5CGMDYxzteRQdKlBfn4DkADQb20ynNxuN3Ktg/bORnOqjj89/Y6LTduyaeQWpydkjZQ3EBujt2BsPRzzElYFX4F7FndP28zvxN1bdWYWaW2qi2sZq8Lnmgxe/Xigl2AgRqfnp7yfMuTIHDmscMOTEELyPpq08hU0LY23btQgdGYqmpZoqeBbNeHDuPZb1Oca0mJT5xw5TD7hDIlHvqzglPQXLb9FKjCmNpsBQonnlxY/wGDwPISbgYokIzn0clTrv+icq0jR14Od9DHtERZqy5pmtiz9+KLVaxTYyty9or+BI1fjzi16TLTOFYrWRCyGSzLam4GBUvUx9y4wkRpo9vzKvr4isUaPjxgmzUmxoSIxL5Rw5IsxKcYcOQDfqfSZkNDGHJUsQq6bnmVZTcPT8b/DPP4DcOzAjQxAhIk8PQwAXfXwYD0OdYWzM9epZsQJIS8v9eG0yfTptK7p/H7h0SZhx5IS1NeDtTfd9fIRJxNIGzZsDrTMX26RSUtXEA3qRRo8eHSExEGPIslbM/vmtofj8OjLbcdObTGeSSL7FfcOym8t0NkZFiEQijNncnomfDnv0A8dW0batVmVbYUTtEcz+mLNj8DNeeZNPdajtWg7dp9MV+71zgvHiBpmYrW67Gg1KkhLEDFkGegX0wsc//PWKsjG3NMGC831RtCyJaU1NTsf8jgfx/uF3GBsYI7BnILpU7sIcH1w4GK3ntUYz55xbn7IaJvOBdYmCWHC+LzzXt4WxKfk/lGbIcGTxTXjVyu5VI0ckEqFFmRYI7BmIcO9wzGk2J1tVwqvIV5gbPBeOmxxRYV0FTLowCRfDLnJaiNjoKlIzMjES/qH+aP5vc5RaUwq+133xK4HG1FqZWMGnhQ/CvcPh5eSl1aqFhxfCsLDrYSYtqUTFwlhwoS9jKq4OOx/vZKpFbM1tMazWMF7GenknFQlqtynHtGoqQiqTIuQjFZ75ErvCQlkiTT+WYOnnBzx9mut5GdIMfI39yuzzVUmTkSFFLLvdyVrDShoAcHTkmOO233QZhTJfgg/RLRuqLq4uWUKjeD9+BHTVSpCVFi2AgQPp/ogRwqROrV9PPXLCw4Wp6smKpSUKst8bFdB6Co6e/w1GjqTbAlVB5Ohh2Lw5ngMIBuBy924ez6Alhg4laT8A8PmzcJ4rRYuSyh457Hba/MCECbSa5uVL4SoztcGCBXT74EHin6YhepFGjx4dUrd9edRoURoAmSD/Oy17ZUABowJY2JL2/C67tUylaGttUrx8YfT9DxUW9s+7hm/vaQ/8ctflcLB0AEASgkaf1W7bEwD0X9AcVRqRCZg0Q4ZlvY/i7+8EGEmMENAjgBG8IhMj4X7YPVfhQFMKFS0An4t9UbgYmdAmxaVibpt9+PjiF4wNjHG4+2GO59AF2QXYjrFF6ONQpQyT+UAkEqHjmHpY93QkHJs5MD//8joK0513Y83Qkxy/jaw4WDpgQYsFiPCOwLl+59DbsTfMDLmT1LCYMKy6swpt9rZBoaWF0GJXC8y5Mgdn351FdBL5rGgr5SopLQkhH0Pgc80HDbc3hO1yW3ic8uDEaQOkqmKxy2KEe4djdrPZKGis3UnKjYCX8Ol0CGkpRKCxK20F38v9Ucgub/EjN1LSU7DoOoncxS+g4deGWLl0Jfz8/DRqC8vIkHJEGtdhNRUcTXn68yliksmE2dbcFlWslUuDyoswVkte+dGdyUSdDJSUdueyEvcj/gfj7WJtZg1zIw0rXjKJi0qCNINc0woUMoGhMU/C3n/+A5QgCVQWfxKxPHMB1FiivoiXG2yzYIlECYOaIkWAldTYHmvXAney+6rphJUrqVHn9+/c5CddUbQot6pnx458Ubrv4ump3nm6bA3R89+Lmxut0nj2jAiUAsHxMNy6FUxD7pkz5Lqga0xNua1GQpiby5k0iURfA8Dly8CT7ImyglG4MPd9WrJEuLHwTYMG3GoaHn43vUijR48OEYlEGLqcVtPcPfkWT69GZDtucM3BjBdIcnoyplyaovFrv3jxAn5+fvD19dVoItdlYgOUrUluklOT07F+xBlGiCloXBD+bv7MsUdfHcWB5wc0HrsiDAwlmHrQHRaZKStRX+OwcgDxpylRsAQCegQw5puh30PhccpDa8JRsXKFseBiP2YssVFJmNN6H769j4ahxBB7u+7FkJpDmOMDXgZg2tNpGOo5VCnDZL4oXr4wFl0diNEb28G0AG2nuLzzCTwrbcTZzQ+RkZF7GapELEHb8m1xoNsB/Jr8Cwe6HUC3Kt1gbsidCKdmpCI4Ihi+133RYX8HFFlWBA6rHRCYHKjWuOWTifjUeLz6/QoX3l/A6turMfzkcNTfVh8FlxSE87/OmBs8F3e+3IGMVTIgFonRplwbBPQIwAfvD5jeZDqsTKzUGocqnN30AEt7BjIVNDYOllh0dQBs7DWL9N78YDM+P/4M7ASwETix5gTmzJkDb29vODo6wtnZWa32sAdn3yPyC6lYsrI1R72OFfM4g8BuJ2xeujkv5sUxP+Px+zMZi5GJARyq2ZLJsWFmdcmtW8DWrTmeG/EngtkuZVkqx2PUIfo7bW1RpsJIaQoW5Ez8hz0CWoUBxgZaEGnYf9vK/j8NHAi4umY+gRQYNAhI1I7grRBra26Cyt69wAHtfsfkSN++QJ8+dH/YMN58CNSlWrVqaNZUtQo2naXg6Pnvp0ABgC3o5Qc/JoAk5MkDGTIyhBNMPT0Bg0zR/sYN4PVrYcZRujTX6JktKOcHxo+nBsd37ggn+GsDton0nj0aC4Z6kUaPHh1Tvk4xtBhQndn3n3gx24RYLBLDrx1V4g+/OMxpJVCFoKAgODs7w9HREd7e3hpP5AwMJfDa7gZx5grs06sRuOBPIxlbl2uNkXVoWeyYs2M4UbjawMbekuNPE3ohDIcWEn+Mxg6NOe/l/mf7seLWCq2NpbSjLeaf78uIH9Hf4zGr5R78jPgDiVgC/07+8HaifbmXPlxC6z2tEZUYpbUx5YRYLEL7UXWx6dUoNHKvzPw8LjoJG0edxYS6/nh+Pe8KLnMjc/R27I2AngGInBqJs33Pwqu+F6ra5BzZ/Dn2M0KSQgAV581mFczQ9mJbFFxcEBaLLVB1Y1W03dcWEy9OxPZH23H/232kS7neOmKRGI3sG2F1m9X4OvErzvc/j25Vu2nfjBWkIuXfGUHYOPoc491XslIRLL0+CHalNROHYlNiMXvlbGAPgFw6+EJCQuDq6oodO3ao9NznNj9ktlsN/QeGRspFQAeF0+uISxl+Vubf3qPXjfJ1ikFiICbmsVOn0oOmTQO+fMl2LtsQukyhMtkeV5eY79TwvXBxns2lO3fm3FxvOwkUSOFfUJaxKmnEylTSAETM2bqVlqq/fcv9f9AlXbpw2548PYEPH3Q/jo0bgbKZPl9xceT/Lj57IIAumTtvXv5MwdHzvwE7nfL2beHGkZW+fem2UCJNsWLECF7Ozp3CjAPgVhju20fS6PILxYoB/frR/dXaCfYQhKZNuUlPGlZU6UUaPXoEYNCilowvyIfHP3Fld3ZvhSYOTbiR3OfHI0OqWmTd9u3b4erqmmuSjroTufK1i6HLxAbM/o7Jl5nVdwBY3no5E+H8J/mPVqtX5NRrXwE9ZtDI5P3zruHRJXLj7lnXk+OXM+3yNJx9d1ZrY6lYrzjmnu7N/B///hyLmS334PfnvxCLxFjdZjUWNKf9q3e+3EGTnU205pmjCOuSBTEzsAfmnurFEQ8+PP6J6c12YVG3I/j6TjkBycTABO0qtMPadmvxYvQLfJ34FQe7HYRXfS/UK16Pa4LqDOWjgEVAYsNEfIn9grhUxSadVayrYFitYTjQ7QB+T/mNm0NvYnyD8Uzbmy6I/5OMBW6HELDkFvOzivWLY+mNwbB10KyCBgBGrh2J+MD4PL1FpFIpPDw8lBZiv72PxsNzpI9aJILSseCpGam4FkFbyvgSad7coeJLhXrF6QOzZwMVMyt8YmOJV0KW60t4DEukseJPpIn6xhJpivFYSSNn/XrEZQq8pf8CDVfxP+GQt2sBgFgV0+pSpbjpRhs2kPYCIVi/ngoksbFAz55AcrJux2BlRSaE7BaQQYMENcMUIgWHrypdPf8FODnR7cePhRtHVrp2pS0+N28CUbpd9GIYQiulceCAcNeCRo2AGjXIdmIi8UjJT7B9vI4eFaZFTRuIRNzFiy1bNPoM6EUaPXoEwLpkQbhPacjs75l1FckJqdmOW9ZqGUwNSOvMox+PsOOR8mJKUFAQRowYAWkeFwhVJ3Jy+s13RvEKhQEAibEp2OB5lhFiLIwtsKMzHevZd2ex/ZH20wD6L2iO6s1JiYZMBizvewy/P/8FAKxrvw5NHJqQxyBDn8A+ePX7ldbGUt25FGaf6AVDY1KJ8DP8D2a23IvIr7EQiUSY4zwH69uthyhTqXgd+RqNdjTC05+5m6Fqk/odK2LjS0/0m+/MiEsAcOvoa4yuuhmbxp7jtHooQ3GL4ujl2Atr263FPY97iJ8Rj+ejnmOf+z7MHTwXTp5OeQs1IgBuAGgwFYwlxihbqCycSzljeK3hWN1mNS72v4jIKZF4OeYl/Dv5o7djbxQ2LazSePkg/OlPTKy/nRE7AOJFtTBoAC8msxF/InBo0yGlzV+lUil8fHyUOvbMhgeM1lG3fQXGCDsvbn66iYQ0kvhTtlBZlCtcTrnB5cHr29T4t3LDEvQBExPA35+26pw9S0qLWYTFhDHbZQuVBV9EscToIiW0ENNuZ4ctg2maVrmjV4ETJ3h9ifQ0KvYbGKp4GzhkCKn4kTN4sDA32BYWZBIkb317+JCYUuqa2rVJRY2co0eBefN0Pw4WTApO7ZxFVr6M6fmu0tXzX0ClSnRbQE+abNjakih6gNz8CdWK1aYN8V0BiIGwUK08IhE3lU/Iqp6cqFGDVmWlp5Pv8/8VOnUCymXeA8XEaCQY6kUaPXoEwn1KI8bTIPp7PAKX3cp2jL2lPaY2pqrszCszEZOkXJrFggUL8hRo5KgykZNjbGoIr+1uzP79M+8QvO8Zs9+8dHNOW8+ECxPwIUa7JekSAzGmHnBnVrhjIxOxuHsA0lLSYSQxQmDPQMbYODYlFm4H3LTaZlSrdVnMPNqDmQh9fx+NmS32IPIrmeiNqT8GB7sfZCpMvsV9Q9OdTXH5w2XmOXS5Smlsaog+c5th0+vRcO5DfQoy0qU4s+EBhpddjx1TLis0F1aEocQQ1WyroW/1vpjfYj7ubLyDy5cu5xqpWatBLfjt98OdDXfwxPMJIrwjEDMtBkmzkhDmFYbgwcHY1mkbxjcYj9blWqOIWRG1xsUHUqkMx1ffwYR62/HtHTXT7jGjMeac7MXx/tGEETtGQBahWlXatWvX8vzcJPxNxsXttG2x47h6Sj//+ffnmW3Xsq4qjS03MtKleHuPLdJkSWdq2hQYO5bue3mRm+JMtCbSfKVCpVZEGgAX6hXCIbZNyPDhvAohGen0e0FioOJtoEhEbqiLZ1Y2RUYSb5b0dMXnaYP69UncrZzNmwWJBsbQodxoWV9fwScdLi4uCH74EM937sRaQ0P4AFgL4HmRIghet07jChptVenqyecULUr9RKKjhfGlyg1X1ndPcLAwYzA0BNzd6b5QKU8AaQGTi9j37vGSNsQrbKPznTv/d+K4JRLu98Hv32o/lV6k0aNHIEwLGGHAwhbM/tHlt5mqDzZTG09lhIXIxEjMC857le7Fixe53jzlhjITuaw4NnVAx7F0MrfF6wJiftB2gMUui1GpCFl5iU+Nx8BjA1Vq2VJHoChUtACmHurGeC28vfcNW8dfBEBSZ070PsEkEoXFhKH7ke5IzchexcQX9dpXwPQj3ZnJ0Ld30ZjRfA/THtazWk+c73eeSRiKTYlFu33tMGXzFMFWKW0dLDFlvztW3x/GSYFKTU7H0RW3May0H7ZPvqRyZU1O5BipmZlyFXo7FON6j4NTSSfUsKuBUlalYGVixYspLZ/8+vgH89ruh//ES4xBsLGZIaYedMegRS0hUaWlRAFBH4Jw6dIl9c7N4/NyfmsokuLI34F9FWvUaq28sHHu/Tlmu12FdmqNLyvhT34iOYGkM9nYF8zZaHnRItry8vcvmSxn3ui9j6Y3pBUKV+BlTAAYI2MAsLbXTipYYnoSRnUAvsg1oMhIXtto5J9RADBQ0nOIg7U1MeyVtxdcuyZcLPe4cUCvXnR/9GhiKK1rVqwA2ral+56ewOnTuh9HFqoNHgyvM2cw29QUXgCqRUUBzs6kJURNtF2lqycfIxIRA2E5+UmkaUzb3SFUFDfArTQ8q722+jwpUgRox/o+PnxYuLHkRNeuQKHMat3wcEDFOUu+ZvBg+neiQRuuXqTRo0dAXAbVQLlaxCsjJSk9x0huM0MzrHSl8acb7m/As5/Psh3HRt2bInXOG7S4JeNlEh+TjA2eNO3J1NAUe7rugUREJgI3P99UyrRX0zJqx6YOnBStc5sf4uIO0j9ds2hN7HPfxzwWHBGM0We0GxXeoHMlTD/SjRFqvr+Pxozmu/HrExHlWpRpgetDrqOEBWnpSH+QjhWjVwi+SlmhbnEsDh6I/5ztg3K1qadLckIajq28g2Fl1mG95xl8eROp8WtxIjV1lHKlKelpGQhYdgujqm5m/I8AoFztoljzcDia9eLvd0hOT8aoM6OAFPXOj42NzfWxtJR0nFhNb2q7TmoAsVg5IezT30949otcj4wkRmhZpqV6A8zC8xDqz1SlsX3OBxUoAOzaRdueLl8G1q5FXEocfsT/AAAYig1hb5nL+WoQyRLSNU3oyo3EtETEmAED3AGZ/He7dAlYvJiX589Io5Nrldud5LRoQWLD5SxZAhw7ptnA1EEkItUzcv+F1FRiLKxrI2EDA+JPI28xysggRsJXr+p2HDnRujVw4QJJEANICb6Li9o+Fdqu0tWTzzFiVYWmam+BS2Xk7U4A8PSpMNV9ALk2yn2qXrwAvn5VfLw2YQvYAQHCjSMnTEy4CXlZWpb/q7GwAPr31/hp9CKNHj0CIpGI4bGGlmheO/ACL25kT9TpVqUbY8YplUnhdd5LoaigaEKmCHXOMy1ghHH+HZn9Oyfectqe6pWohznN6CrrnKtz8PhH7oZzfJVRdx7vhGa96SR546izeHufpMV0qdwFi13ohGf7o+1YdnOZwufTlIZdKmP6kW609SksBtOb7cL3MNIaU8OuBu4Ov4uyMWWBU+DdFFZdRCIR6rYgJwrzAAAgAElEQVQrjzUPhmNGQHeUrmHLPJaWkoHzW0LhWXkT5rsdxOOgcK0bROcHZDIZHp5/D+/a2/DvtCCkJJKKD5EI6D6tEVbcHgr7yta8vubCkIV4F/0OUDORuWDB3Ks+gnY9RXRmalHhYgXQvF/1XI/Nyum3tFqgeenmKGDEj5nu8xB6HXR0VhAF1qQJ16hv+nR8vk7NbMsXLs9rmtfvT/QaaVNKOyJNQirx9wkuA0R7edAH5s7lpYw/LYVW0hgaa/DezJrFrR4ZNAh4pT2fr1wxNydtBdaZf3O/fwMdOxIxQpcUKECMlOXVXSkpgJtb/kjBadqU+HTY2JD9lBQyQVqwQKUKLV1V6erJx8SxKmgttNPyqRZWVkCJTO+ytDThPHPMzYGG1HNS0AqRDh1oy9OjRzkmIQoKW8gIDCTXpf8VRozI+5g80Is0evQIjGOzUmjak8YVbxt/EVIpd6IrEong186PqUgJjgjG4Re5ly4qmpApQt3zarqUQftRdZj9zeMuIOob/SKf2XQm6pcgqxxp0jT0O9oPSWlJ2Z6HzzJqkUgEL/+OKF2diArpqRlY2PUwYn6Syei0xtMw8B8a4zo9aDoCXmp3paFhl8qYEdiDaTH49fEvpjXbjc+vSSVKiYIlUOxhMa2YwmqKSCRC425VsO7xCMw52QsV6xfnPH7/9DvMbrUXnpU34sSau4iNykdl0Dzy5t5XzHLZi3ntDuDjc9prXLqGLZbfGoLBS1yUjq1Wlic/nmDJzSVkR017ldw8KNLTMnBkMW196DKpAYxMlJ+4n3xzktl2q+im4EjlkUpleMEWaVgtdzmyYAFQJ/P6k5qKEiMnwSxzgbdikYq8jAn/x95Zh0WVtmH8PkNLg4JgISgGmNgBKrZgB7Zira6C7dquuOYa2ILi2q3YigWC3QomGBiICkg38/3xMOfMONQMU7vf/K5rrz3ncObwOkyc936f575BqV1pSXQTqaOnCSNzPZldW+T3ZHEto+kLZtMEG6DJtIcH8OVLIY8sGdmZ3AqzVO1OAng8inetmp+elZxMooQyklWqViWhRrDK/+IFtR0oOvGpfHmq6BJ49qSmkpmoMlqwfsXJiYxMa9bkji1cCPTpQ+2CJUCRVbpqVJC0NHpNA+S9YSCHhLvSYC/0ea9MDxZhn71StBaWGmNjoE0bbl+Z7VcF0awZYGND24mJVDH6X6FBAxLrTEsWwFAQapFGjRoVYORKV3ZiFPkgBld2PRE7p3a52pjUZBK7Py1omsjNvDDSmgKWxkxw5Mr2sKxKbU+pPzOwYcwZtqpCS0MLe3rtYb1gnn9/jpmXZopdQ9Zl1Lr62ph7oh/0TXQBkOnnsj5HkZ2VC4Zh4OfmB+cqzuz5Q08Mxe1P8nXjb+puj/mnBrB/7/gvyfjDeRfePv6KiIgI3AiT7Atd0auUDMOgqbs9Vt/2xNJrQ9HYTdTv4/PrePhPCcIw63VY1u8o7p19I5Im82+Ez+fj8ZV3mN9xH6Y1DcDTa+/Zn+mU0YLnqvZYd380ajarWPhFpCQ7NxuepzyRk0cT6xZOLeDs7FzMo0RxcXEptH3s6u6niH3/EwBgZK6HzmNLFrsNAIkZibj6jkvR6F6ju0TjKoz3T2ORHE8iromFPirVKqYqSVubPFLK0OeL8dsv8M23yalVtpZMxgQAse+4ygwLG/l5Iwl/rhuUMaEUI4v8CrbYWCphL0WbgXAljbZeKauMzMyozSn/uUdUFNCvn3LaIFq2BP75h9sPDSXzTEW3PVStSkKNoGolOZmEmtBQxY6jIGxtSTBqJ9SWGBhIrSJPi08WVGSVrhoVRLhSzs6OazVVFSoIpQAqM9ZZOKr8wQPljQMQrXZUNbGUYYD+/bl9ZbTMypOwMG4RQwrUIo0aNSqARRUT9JrejN3fNfsqUhPFVwAXtVkES31LAMDn5M9YHLK4wOs5ODjIdCJXEvQMtOEdwK2k3z8XiUsBXFuTvbk91nZay+5vvLcR599whqPyKqO2sjPDzIO9WY+N5zc+YuvE8+Dz+dDR1MGJASfY1faMnAy4H3BHVHxUUZcsNU6d7LDo3EDo6lMZauL3NPzhsht7/aWr5FHGKiXDMKjbxgYLT3tg68vxcJ/UGGWMuF6cnKxc3Dj6An+6HcQwq7XYOO4snlx9J5Iso+qkJWXi/LYH8G7oj3nt94r4zvA0GHQd7wT/yN/Re3pzaGrJtnpGwOKQxXgY8xAARY8HdA/AggULwOOV7Oubx+NhfiGmrtmZOTjow00ce05rhjKGJe+nOvvmLLLzqNWroVVD1uC8tDy+wpWp12lbpWRiSM2awIYN7O7oR8CQJ0DNsjWLeJBkxL77yW5b5PtwyRo+ny8q0mgb0MTjwAHOqDcsrFRx01np2ey2JFVThVKvnqifwLVrwLhxgDJaHwcOBFat4vZPnADGjFF8ckitWvQ8CMS1lBQSalRhJdvUlDxqJk/mjr1+TULNpk1F/t0UXaWrRsV4+JDbVkXfOAuuHbs0qTqlxomrLMeTJ8pNLurQgdu+elU5n8tFIZyGderUfyflCeC+s6V9uIyGoUaNmlLS74+WbKTrz9hUHFgsvupmrGuMVR24G9C1t9fi+ffnBV5PVhM5SajbxgbuXpx5m//kIHaVHgDGNByDHjU45/uRJ0fiW+o3APIto3bqZIfhy7mVw4v+j3B2830AgJmeGc4OOouyZWi1/kfaD3TZ1wU/0kpvhlsUddvawOfSEOgb06Q4LSkTpzaFSXUtZa9SVqxRFuPWd8auz5Mx0a+bWCtUUlw6Lvg9xFzXvRhssRp/DzmB64ciVLIlKjsrF/fOvcG6kacwzHotNv12Dm8fx7I/5/EYOHs4YMvz8ZiwuSvMrOTXkx8WHYalYUvZfZ+2PqhRtgZcXV3h5+dX7Pubx+PB39+/0Aq5C34P8e0DtTkYlS0jktRWEo69OMZu967Zu4gzJePxJU6kqd9egv6ukSNFjAi3ngEaJujKbFxf33KfZVZ20pcwF0Vqdir4+f2OZbTKcH467dpRmpWAzZsBPz+Jr8/n85GZzlWWaOtplWq8LL17U/S0gH/+AZRlGDttGjB1quhYvL0VPzlxcCChxpIWVpCeTi1Y+/crdhwFoakJrF1LYxFUQWVmUqx9jx5UsVUAyqjSVaNCCLejCKcpqQr6+ty2olsdhbGw4Dyy0tOV6wXj4EAVjwAlBb55o7yxFETjxtxn5I8fwP37yh2PCqEWadSoURF09bXh+TeXSHR6/V18fCG+EjCk7hC0rkweBTl5OZh0flKBZq2ymshJyvBl7VDBnr4Q0lOysHb4SdZjh2EY+Lv7o7wBJQXFpsbC86Qn+Hy+3Muoe09vjjaDHdl9P++LeHKVJoPVzKrhlMcp6GrShO5N/Bu4H3BHWrZ8RYRazStiWcgwmFjm31jkaBf9gEJQlVVKPQNtdB7TEGvujMLmiN/Qe0ZzVngUkJKQgeB94VjpcRyDy63G5EbbsXPWZdw5/Vppok18TDKu7H6CVYNPYIjlGvzZ7SAu//OEjYAGqOKg24RG2PZ6AmYe6I0K9ubyHVN6PAYdG4Q8Pq0qtbFpg6nNuYnnqFGjEBQUBBfh3nchXFxcEBQUBE9PzwJ/npqYISIE95/TUqIqmpSsFJFKuD61+5T4sUWRlZGDCKFkpwYdJCgVZhhkbd6Al/n3xvrZgMP4BaJGl6UgJoprdypvK59KmsQMzhvEUPsXAXDmTNG0jt9/lzg9SLjVSVNbo8QpXiVizhwSygQsXAhs3y6765cUhqFI7FGjuGMbN1L1kaKFmtq1qfKpSr75dU4OMHgwVfuowor2wIHUjiFIxwKA06dpYnfokNgYlVGlq0ZFSEujCiwBnTopbyyFoSUkOis7eapGDW5bmcIIjydqZKwKRubC8HiiLVnCr7H/c9QijRo1KoTzAAfWJDM3Jw9+k4PEBBiGYbCx60bWRPjqu6s4FHGowOuVdiInDbpltDB1d0/wNOjmP/x6NALXcj4v5fTLYVfPXez+2TdnseHuBrmXUTMMg0n+bqjeyAoAkJfLx7K+R/H5DZlcNq/UHPt77wcDGvftT7cx8NhA1gtEXtjWK4+VYSNgaWOCslK6wqriKmXl2uXgubI9dkZ7Y0XocLhNbCwm2PD55MF0bOUt+HQ/hEFlV2NcjU1Y4XEMR1fcwJ3Tr/H1bQJyc2VX/pqSkI4XNz/i7Ob7WDP8JH6ruRnDrNdh7fBTCNkfjtSfoqtvlR3KYdz6Ttj9ZTLGb+oCKzszmY2lMPh8PkadGoWPSR8BAKa6ptjdczc0eKItVa6urggODkZ4eDh8fX3h4+MDX19fhIeHIzg4uMjXxdEVN5H0g0SxcpWN0XV8I4nGePrVaaTnkG+Mo4WjzNqKIkKj2UqPCvZmsKgimRjyKvML+vUD0vILUHivXgOenjKZEMdExrPbVtXk8zpIzOREGmPdX9KjGAYICADq16f9nBwyfZVgApCRyk1cBO2WMoNhgG3bRMvrx40jzxNFIxiLhwd3zNeXKmwULY5Uq0bmobW5gADMnElVK8qKCRamZk3gzh2qNhIQF0fPXe/eYhHCyqjSVaMCHDkCCBbFqldXzXYnYWFGR8ooRFkhEGYB5acqNRaqkn30SHnjKIyOXMotrl4t/Lz/M2SXS6lGjZpSwzAMxq7vhMkNtyMvj49HQW9x++QrNO8pOgGqa1kXk5pMwro76wAAUy9ORdfqXWGkIy5YuLq6wtXVFREREbhy5QqSkpJgZGQEV1dXua1u1WhaAf3ntGL9LnbPuYaGHW1hU4dKGjvadcTUZlOx5vYaAMCMSzOwv7V0JeCSCBQ6elqYG9gfUxvvQHxMClISMrDY7SBW3/aEgakeetXqBd/OvvC64AWAkmsmnJ2AbW7b5GYSCgDW1cyw8sYILOy8H+HPqiAeH4p/kIAqwJ6YPfCp6QMtDRlPumQAj8fAoVVlOLSqjHHrOyHq0VfcOfUaDy9G4c3dL2JJZp9fx+Pz63iEHuLa+DS1NWBpY4yylYxRtqIhTCz1YWimBwNTPejoa0FLWwOa2hrIy+MjLycP2Vm5SEvMREpCOpLi0hH3KQk/PiUj9t1PJHwt2GxbGIsqxmjVrzZa9qsF+8bWcv3bF8TysOUIfMlNbAN6BKCScaVCz3dwcJDovRz7/icC13DC6bClbSX2Jtkfzr1fPRw8ijhTMu6f5xI5GnauJvHjw7+FI9wSGOsO7BV4EB49CixfDsyeXaqxfXnDiTTW1eTT7iRcSWOsU0DEd5ky1LffpAnw9SvFTHftSqujZYuPfRfExQNkei1ztLQoSrVNG/KvyMuj6p9z5wBFi8kaGsDu3SSEHM33+1q3jtp6Nm4stV+ARFSoQMbBPXtyBsKbN1MCzaFDFB+sTHR16blxcyNR8yMJxAgMJLPRJUuACRMATU22Sre4JEZZV+mqUSJ5ecDq1dz+qFGqZxoMkPeTAOHWJ2VgLdT2XcpEvlLToAG3/UQ8mETptG3Lbd+8SZ/RyhbZVAC1SKNGjYphW688uvzmxHqm+E8OQoOOdtD95Yb6z7Z/4mDEQXxN+YqYlBjMuzoP67usL/S6kk7kSovH/Na4d/YNoh5+RU5WLv4eHIi190ZBS4c+dpa6LsW199fw6OsjZOVmYV74PLRs3RI3QkuebiRNGXXZCkaYd3IA/nDehayMHHx+HY9l/Y7hz/MDoamlgUlNJ+Fj0kesukneP/4PqT1rcVvOpFkegpe5tSGWXx+OH85vcejZKpQoh5sB4AKsuLECodGhONDngMzMW+UBwzCo1tAK1RpaYfAiF6T8zMCz4PeICP2IFzc+IuphDHKy6aafx2NYAScnK5cVb+SBphYPtVtVRoOOtmjQ0RZ2DcorXJgRcP7Necy9Opfd92rihZ41e8r0dwTMuMy2vVRzsoLLQMdiHiHKj7QfuBB5gd33cJShSHOWqwpp1MVO4sc/jaWEmn31gN/znND8ZH6yxty5VIHSpYtU48pMz8b3aBJQeDwG5W3lI9L8zOB8b0z1CvkdlSoBJ09SzGtGBk30e/SgRCG9omPBM1K4lWY9A+naK4vF0JBEmVataGxZWTS+oCCgRQv5/M7C0NLiPGAEQs2WLdS6sX07ebMoCjMzeg5GjgQOHqRjQUGUBHPypGg0trJo3x4IDwdmzOA8j5KTqcpm504St1q2xKhRo2BjYwMfHx+EhISIXcbFxQXz589XCzT/FQ4cAJ49o219fRLyVBHhRCdBupqyMBOqtixhxL3cEL4/fflSeeMoDCsrqjgUfF88fCjaovV/irrdSY0aFWSITxsYmdPN9rcPiTi6XFy4MNIxwrpO69j9Tfc2sSkwqoCmlgam7+3JrtC/f/YNu+dy/gk6mjo42Pcg9LVotePlj5cwbG+okDJq+8bWmLKLiwt+cuUdNk84z7aWLW+/HEPrDmV/7nPdB5vubsKVK1fg4uICR0dHeHt7Y/78+fD29oajoyNcXFxKnbJkYKKL3Xf/Qq+G4wAULRLweDw4jHKAoEPq5sebqLe1Hg5HHC7VGBSJgYkumvesidGrO2D1bU8cSpyJ1Xc88fvWrug2sTEcnStzfj0yQktHA1XrWcJloANGr+mAVTdG4FDiTCy9OhT9/miJag2tlCbQvPj+Ah7HPFjjWOcqzvi7498y/R0Pg6Jw4ygXozrWt5PEviSHIw6zbYDNKjaDnZnkYkpBfH4TxwpxOmW0UKeNjcTXeBLLrRJ+XDgFEPhn8PnUviEcISsBMZHxbJeMZVUTVmyWNcIijYluEdUVTZqQ+CB4rd68WaK4aWGfJR1ZtzsJY2lJJqMV82PpU1NJILt7V36/szC0tGiSOWgQd2zXLqBvXzL1VCS6usC+feTXI0CQrKQq8bNGRtQqdu2aqK/G48ckvHl4AO/fl6rdUs2/iIQEas8TMHWq8gWQwoiO5rYFnz3KQrgVX9kijY0NoJ0vyn/9yrWtqRLCoszt24Wf93+EupJGjRoVxNBMD8OWtcPGsWcBkH9Eu2F1Yf2LD0J/h/4IeByAoKgg5PHzMP7seNwadQs8RjX010q1ysHz7/bYOpFW3U+svg2nLtVQ35XMQO3N7bGhywZ4nqJVmQv8CxizYAx2LN4h9zLq1v0d8OlVHPYtoFXAoO2PYF3dDH1ntgCP4WFH9x34nvadrRiY+NdEMGcY8PMKrnC5fv06OnbsCH9//1J5/GjrauLI3U2Y0d8Gu45vRTzei50jWKVs264tVt1YhblX5yKXn4ufGT8x4OgAnHtzDhu6bIChjvySh+SBjp4WajSpgBpNKogcT03MwPfoRPz4lIwfH5OQFJeGlPgMJMenIysjB9mZOcjOzIWGBgMNLQ1oavGgZ6QDA1NdGJjqwdzaAGUrGaNcJSOUq2IMDQ3VeH8I8z31O9wPuCMpk26eKhpVxJF+R2TawpaZno0tEziz37ZD6qB2y8LbqApj1xPOU2pInSEyGRsA3Dn5mt2u376qVPHQwiJNnYoNyUehUSNq30hKAtzdyX/DXDLj508v49jtCjXkZxodn85Vi5npFuN706sXsGYNF8cdGEgtKdu2FdqKkJ4sVEkjgVG0VNjYUHWPszPw7Rs9/x070rFGknkglRpNTWp90tMDduygYydPkmHlyZOKbTfi8YBFiyime+RIEoqSk8n/ZeZM4K+/FFvhUxht2lBrxJo1lNQlELQOHaLXmrc3MGuWwqt01SiYyZO5dh0LC0pPU0X4fCAigtu3t1feWABRE2Nle09paJBHjsC/LDoacJSsglbuNGkC7NlD2w8eKHcsKoLq3amqUaMGANBxVAM2yjgnKxfbvC4WbCLcZSO0NUghv/v5Lrbd36bwsRZFtwmN4NSZW2lfO/ykSIrPiPojMKgOt8J5QPsAAo4GKMTs2GNea7QdWofd/2fWFYQdJS8ULQ0tHO13FE0rNAXeAjiNQgUaAXl5eRgzZkypK2o0NHhYc2wWdvoeggsmoja6wh7tUF+3Ow5vO8euUvIYHma1moXQkaGoasKl4Ox6sgt1t9ZFyHvxMvR/I/rGurCpY4lGXaqh89iG6D+7FTxXtYf3DnfM2NcLc472w8LTHpgXOACzj/TFjP29MXFrN4xY5oq+M1ug7ZC6qONSBeVtTVVSoEnOTEaXfV0QlRAFgKKXT3mcgoW+hUx/z6EloWxCkb6JrkiaXEl5/v057n6maggtnpZMW51un3zFbjftUaOIMwvmW+o3fEmmyYSeph7sze1pUnHyJBczHBVFk+HMTImu/fHlD3a7Uq3ivV+kRVikKbTdSZjJk6k1RYC/P7V2FUJaEvfv1jOUU7uTMDVqkKeJQBRLTKSWGmVU1Gho0PMzfTp37Pp1qg4RXoFXFAMGkJdQVaEEs5UrSRwReMIoGx0d8nJ68QLo3587nplJY7W1JQFHRglqalSMnTtJ3BSwdStgXIBXlirw7h1XIWJmRj5QykRYKFeFJLdKQgsyqvL5IkzDhty2KpobKwHVu1tVo0YNAPI9GL+pC/s5/+B8pMgkRkB18+r4o+Uf7P7sK7MRkxwjdp6yYBgGk3d2h1FZmiTFfU7GxrFnWcGJYRhs7bYV1c2qA6Bo33Xf1uHC5QtyL6NmGAZe/m5waM35uKwZehIvbpETv762Ps4OOosyN8uUyCIGIKHGx8dHJuPr7tUEK05ORC391qiONqiQ0Qh7JjzA6Q13RQS75pWa4/FvjzGkLlfV8P7ne7Td1RZTL05FeraCS/rVlJjMnEz0PtwbD2Jo5YjH8LCv9z40sGpQzCMl4+2Trzi2koveHLG8HUwtDSS+TsCjAHa7e43uMC8jm6qShK8peHGDbhx5PAZN3KpLfI0HX7jVt3rl63FpWA0acCt0AE3Mx42T6MY5OuI7uy1PkSYunavYMdcr4XO7fDkwbBi3v2wZRTwXgLBIU8ZIQcaMjo4k1Ag8GgRCzc2bivn9wjAMPTcrV3LHIiKAZs2UMzGoVw+4f1/UK+nGDfJPOnlS8eMpjCpVqIImLIxWvAUkJgILFpBYs2KFarZRqJGOa9eAsWO5/UGDqHpPVRH2RmrUSPnGxhlCSZG6usobh4Dy5bnt798LP09Z1K3Lbb9+rfwIdRVALdKoUaPCVG9kjc7jnNh9P+8gkQhVAbNbz0Y1M0pCScxMxOSLkxU2xpJgWt4A3gHu7P7N4y9x0Z+7ITbUMcShvofYiqDHXx9j2sVpcHBwgJeXF+bNmwcvLy+5lFRr6Whi7ol+qGBPE4isjBz4uB/E59c0Wfr67ivSItOKuoQYISEhiBAuuy0FTbvXwMqwEShbkfqb83L52OZ1ERvGnEF2JldCa6RjhD299mB/7/0w1aUVeD74WHt7LepurYvrH67LZDxqZEd2bjYGHR+Ey28vs8e2dNsic6Pg7KxcrBtxCrk51EJYu1UldBrTsJhHiZOVm4XdT7hV1VENRslsjLcCX7GaSe3WlWFiIbkXkUDoAgAnKyfRH/buTWKGgF27gMWLUVKERZrKDvLzYxARaUoqgPF4ZILrzn3GYuZMSg/6hdREJYg0AIkRV69yCVTJyRTVffly0Y+TFzNmkDeMoCUhJoYqapThC2NmBpw5AyxdStU+ABAfT0lQY8eKJtYom5Ytqfrn4EHRdpIfP4A//iAxZ+FC2lfz7+XmTaB7d65Np25dqqJRZYQrmNu1U944BAhXlxlIviAic4RbfOPiCj9PWRgYAJXzF0xzcshE+P8ctUijRo2KM+yvtmwVyvfoRBxYLD7Z1tXUxdZu3Bfo4YjDIukrqkBTd3t0m8D5EPhPvoiPL7iJTwOrBljTcQ27v/n+ZhwKP6SQsRmZl8GicwNhXI6e56S4dCzovB8JsSlSty6VtuVJGNv65bHmrifb/gYAQTseY3bbPYiPES0zH1hnIMInhKNztc7sscj4SLj844IJZyewnidqlEt2bjY8jnng+Ivj7LHFbRZjrNPYIh4lHQf+DMHbx7EAyDh5kr+bxGbBAHD8xXF8T6P3bEWjiuho11FmYww7wkWut+wjXcrN/S/32W0xkQYg4UK4TXLRIiAgQPy8X8jOyhXxpKlcW44iTRr3e8qWkaBiR0uLKh2E20R//13s35eWyK3u6psoOOK0Xj1anbfIb+NLSwO6dVOeYe6gQZSuJGjfSEsjMW/pUsW3J/B41FYUEiLaluDvT5Vgt24V/lhFw+NRq1ZEBL2+qlThfvbzJ4mfVaoAXl7A27fKG6ca6QgJATp14sTB8uVJRDRUrMddREQE1q9fjyVLlmD9+vVFL3xlZgKnT3P7HTrIf4DF8e0bty2hB5pcEDYyViXhVxhho/KoKOWNQ0VQaZGGYZjyDMP4MgwTxTBMBsMwsQzDnGYYRm0Zr+b/BkMzPXiu4rwjAtfcwfvwb2Lnudq6iiQSTTg7AWnZklWAyBvPv9uzq9CZ6TlY4XEcWRlcNciExhPQt3Zfdn/06dF4Hfda7DrywMrODAvOeEBHjwwbY9/9xJ/dDiLuR4JU10uScdm3mZUhlocMF/HQeXnrE7wbbkdEmKifgrWhNc4NOgd/d38Y6XBfzFvub0GtTbVw7PkxMX8jNYojMycTfY/0FRFopjabinnO82T+u8JDo3F0OddWMmK5KyrVlK5dZ8v9Lez2mIZjuHaiUpIQm4Lw4A8AqEK9RZ9aUl3n3pd77HbjCo3FT2AYWg0WvoEfOxY4e7bI635+HcdWIVlUMZZrBcqPNK4CQSKRBiBT3NOnKdJZwOjRwD//sLupP7lKGgMTJZTgOzpSu5kgeSUri1KWtm9X/FgA8n+5dQuwE0oomzuXEoxSUxU/npYtKUVJ2P8lMpKqfGbMUHwaVVFoapLx8evXJCYJP4dpacCGDRSrK4iHV3/nqD5+fvT5KJjEW1jQ366S5Abz0iJViuaFC1yrna0tCZvKRmC2DADW1oWfpyiEW65U6XNEGFtbblst8KquSMMwTF0A4esut0gAACAASURBVAC8QCGzmQDKAnADcIlhmD+KeLgaNf8pXIfXZX1TcnPysEUoLlqY1R1Xs60u736+w5/Bfyp0nMWho6eFmQd7Q0uHJnfvn35DwAyu3J1hGGx33w47U7rZS8lKQd/DfRUmNtVoUgEzD/VhqwwiH8Tg9mHp1Hwj4VULGaGtq4mpu3pg9JoO7BgTvqZgTts9OLVe1KeGYRiMbjgaERMi4Gbvxh7/kvwFfY/0hfsBd7xNUH8JKprkzGS4H3DHqVen2GNTmk3B3x3/lnn0d8rPDKweEoi8fMPrum1t4O7VpOgHFcKz2Gdsy5wGoyHTVqewIy/YMdZuVRnm1pKv2H5K+sSaButr6aNm2UKqcbS0gGPHyPMDAHJzgX79ioz8fPcklt22qStbM+df+ZbKCfASizQArXZfuMBNUvh8qh7KF2pSEribc31liDQArZaGhdEEHgDy8oAxYyjVSBkT+Vq1KPGrTRvu2OHD5FOjjJJ7MzNqJ9q9m6teyMsD/v6b/q5hYYofU1Foa5MY+PIlxcLXq8f9jM8HTp2iib+DAwk3P38Wfi01yiEjAxg/nry6srPpmJUVtSgqMLlrx44d6NixI65fL7g9W5CiGfBrBaRwK9aAAQX60UhUmSMLhCtBhKvNlIWG0KKKqgqmlTl/SHz+rLxxqAgqKdIwDKMH4BQAcwCPADjy+XxjAKYAVgNgACxlGEZ2tdZq1KgwDMNgwpYu0NCkt2xEaDSu7Hoqdl45/XL4u+Pf7P7qW6vxKEa1XNJtHC0weg331j2z8R5uBb5k9411jXG0/1HoaNBq9bNvzzDx3ESFja+puz0mbOnK7me8ki7JQFbmxr/CMAx6TmmGxRcHsW1wuTl58PO+iJUex0WMQQFqSznlcQoH+hyApb4le/zsm7Oovak2FlxboHIVV/9VPid9RuudrXHp7SX22MwWM7G642qZCzR8Ph/rRp7C9+hEAICBqS6m7u4hVZsTAGy8u5Hd7l2rNyoYyS45I2R/OLvtMki6WNA7n+6w242sG0GTV0SEsaEhcO4cRUQDtKrYrZtofKsQwiJN1XqWBZ4jC/h8vohII/x+lQgTE+DSJW6yLBBqduxASgLX7mRoplea4ZaOKlVIbBBe8Z43D/jtN+XE1ZqbU+vThAncsfBwMiBVhoEvwwBDh9IYhCu/Xr0CWremybSqiR2amsDAgWTAfPEitcwI8+IFtUBZWdG/7epVEp/UKJc7dyhZR1joqF+fKswUKNBcuXIFY8eORV4xrwmxFM1Xr0iYBuh9M2aM2HUlrswpLXl5NC4BNaVr4ZUpws+rsk2VC0O44ki4Eun/FJUUaQCMA1AFQAoAdz6fHwEAfD4/ic/nTwcQCBJqlilviGrUKJYqDhboOZUrYw+YfgmJP8Qn1yPrj0QbmzYAgFx+LsacHoOcPCXc9BZB1/FOaN6L6z319TyNb/mTSQCoX74+NnTZwO7vfLwT2x8qrhy+89iGGLjQGQBgCAuYQbJVEBcXF7mYHAtTv70t1j0YjeqNuS+10MPPMbnRdrx98lXkXIZh4OHogZcTX+I3p9/Y45m5mfC57oNam2ph/7P96hYoOfI09ima7WiGJ7FP2GM+bX2wvP1ymQs0AHBs1S3cDuRuEr22u7Hm05ISlxaH3U85w+CJTWQnmn6JjMfL/DQ1DU0eWvaVrtXp9ieuEqZphaZFnJmPlRVNJAVGtvHxQMeOwPv3Yqe+e6wYkSYlKwXpOVTpoqOhAwPtUphNmpuTkaawUDN6NJKfcZUhBqZKThyxtASCgwFhQdvPj9pjlOGZoKUFbNoE7NhB1SEApRf17El+RoIKA0VSuTK9Tv38RD1B/Pxo4nfggOqtijMMvZcuXKDqmokTRY1TMzKAvXvp725nR0bDr8STK9XImeRkaqFr0YIENAEDBlDCmIKrPxYvXlysQCNAJEVzyRLuB127ikTaS12ZU1revOHaJS0suO8ZZSKcNqWjYD+ykmIhVKmqNh9XWZFmcP7/9/P5/ILqnQTZkg0ZhqlRwM/VqPlPMnCBM8pVpsqOpLh0BEy/JHYOwzDY5raNrUR5EPMAG+5sEDtPmTAMA+8d7uy/JSUhAys9jiMnO5c9Z3TD0RhWj4uVnXhuokjErrwZtNAZncdRAk51tAHpwsXD4/Ewf/58+Q1MCIvKxlgZOpwdJwB8eROPaU0DcG7LfTHRxUTXBFvctuD2qNtoZM2ZOEcnRmPw8cFovqM5bkTfUMjY/5848OwAmu9ojk9JJEZo8jSxo/sOzHOeJxeB5vHlt9g9+yq732NyU7ToLZ34AQDbHmxDRg7d4DUo3wCtK7cu9RgFXNvDVQQ6dbGDcX51mKTc/MT57rSo1KJkD7K3p4mkYPL75QtNHIXKrPl8PqIecaKnXYPyv15FZohU0RhYlv61IRBqGnKfD8lvPrHbhuZKrKQRYGREnkCDB3PHzp0jD5aPH5UzJk9PqvIRnqSuWkWmzB8+KH48guqAiAjRBK/YWDI/dnUttApM6dSoQS1OX74AW7ZwbYYC3r8no+GaNalqadWqAoVSNTIkO5uqZqpXpxY6gTBiYECJcAcOAGWk+xyWloiIiEKFlMIICQlBxIkT1GInYO5cdlPqyhxZcIer7BSJrFcmwsK3gk2gS4yJCbedIJ0f5H8JlRNpGIYxBCCIZbhYyGm3AQiW3dUmwmr+b9DV18aEzV3Y/Su7nuJp8Hux8+zN7THfmRMK5l2bh/c/xc9TJgameph5sDd4GjQReXnrE/bMu8b+nGEYbOm2BXUsyCg3M5fMVoXTT+QJwzAYv6kLWvSuibKwQx10R7FCDQOY9jeFnZNd0efJEC0dTUzc2g3T9/WErj7FyWZn5mLzhPNY2ucIkuPFDeKaVmyKO6PvwN/dX8T34s7nO2i1sxV6HuyJiG8qetP/LyI7NxuTL0zGoOOD2JYyQ21DnBt0Dp4NPIt5tHR8fZuAFQOOcx4vLSth5ErpvyYzcjKw/s56dn9KsykyE5by8vgibZvthtaV6joZORkiyU7NKzUv+YOdnMgzQ7Cy+PYt0L49m8zx41MSkvIrFvUMtWFZ1VSqMZaEmJQYdru8gYzEIIFQk28mnARu8mWo7EoaATo6wJ49IhMsPHlCk5u7d5UzpsaNgQcPaGVewK1bVJl09KhyxlSpErVeHT1KlWACrl2jcU2erHotUAIMDamV7eFDel4nTgRMf3kvPXhAFUtVq9LffvlyqsT5F6Jw/5OSkJ1N7zMHB/KfieUqBOHqCjx7RseV0AojdYrmjBmcyNS5M9Cc++yXujJHFlzlFknQrJnsrlsahGO3hcUQVeLfkEClQFROpAFQC9xMqMBPNT6fnwdAUBtZu7gLMgzzoKD/AKhAk6AaNZLRuFt1kZaAzb+dQ3ameDvTjJYz4GhB/g5p2WkYd2acyrWz1GpeEcOWtmP3j628hbtnuDSnMlplcKz/MTah6P3P9xh8fDBy83LFriUPNDR4mL6vF+q2s0FlOKEphsEMNgWey9gwwFAgrmYcXP5xUbgpb5tBdbDuwWjY1OHKRW+deIVJ9fzw9Np7sfN5DA+jG45G5KRIzGwxE9oa2uzPTr46iTpb6mB44HBExivBOPNfTkREBOYunQubPjbw9fUF8gsk7M3tcWvULXSwk088aHJ8OhZ1O8AKc2ZWBvjjSB9oakmfwrT7yW7EptLNfAXDChjgOEAmYwWAp9fe49sHWm8xNNND0+72Ul3n/pf7yMrNAgBUN6sOC30JzX3btAGOHCFPDYAmhh06AHFxiHzACSfVnKyk9vQpCV9TuIodmYk0AN2QBwWB7+wiItIY/TWXjJNVAYahtoUdO7i/w9evVL2yb59yxmRuTmlZy5dzppuJiWQ07elJ7SKKhmGAPn3oNTp5Mjeu3FzA15fMmDdtUk5rVklgGKrs2rABiImh912vXlx7mYB79yiSvFYtqnibOpVShjIzC76uiqAU/5PiiIujiplq1YBhw6gVR0CFCmQqfukS59GlBKRNw0wSmPNqagKrV7PHpa7MkYWYxufT8ymgffvCz1UkwqJceflVhJYKPaHqTlVNoFIgqijSCC0PoCjXIMHPrIo4R42a/yRjfTtBz5Buaj69isPhZeItKtoa2tjuvh1MvuYZFBWEXU92KXScJaH39OZo1LUau79m2El8+8CtBlY3r47dPTk/jItRF7EweKHCxqetq4l5gf1RvbE1ysIOzeGJNhqTMGXMXPj4+MDX1xfh4eE4d+kcdKrTanx0YjScdzorLD5cQMUaZbHm7ii4TeTih398SsJc1z3YMf2SSNy5AGNdY6zosAIvf3+JgY4D2eN88LH7yW7U3FgTIwJH4E3cG7HHqhFF+AZ96dyl+HLyC3ABwGbA/JA5VtmtgoOFfLyKsjNz8Fevw/j0klbLtHQ0MOd4P5hZSV/WnJOXgxU3VrD7U5pNERHzSstF/4fstssgR2jpFGH2WwShH0LZ7VaVW0k3GHd3EgN4+bdFT58CHTrgTSgntlZzku/thohIoy/jm2gjI6QfDkQO6DnWQRZ0t2+hqGlVmvh6etIEx8yM9jMygCFDgOnTlWMozOMBs2ZR+5PwJHbnTmrduaGk9lAjI2DtWjLpFU6lioujKhVHR6q6UbGFGRF0dCh+/fhxmkDu3EmVS1paoue9eUP/1g4dSDhzcwPWrycfFTn/+ySpiFGa/0lB5OUBoaHA8OEkxMyYAURHcz83NgaWLaPndvhwpRvJSpuGyT7Kywuoza3ZS12ZIwsR7d49zvTW1JTa+FQB4b+/KkSCF4Twe19VhWYFoooijb7QdlEymsAxtVhnPT6f71TQfwD+nXWUav7vMbc2xPBlXAXKkaVh+Pjiu9h5TSs2hXdTb3Z/6sWpiE2JFTtPmfB4DKbs6sGamqYkZGB5/2PIzuJWeHvU7IE5reaw+3+F/oXAl4EKG2MZQx38eX4gKtem1iD93HJ4t7sM3JoNgpeXFxwcHNC5Wmec9DgJXU1qIfic/Bku/7govG1IW1cTv23ojPkn+8Mo33OCzwdOrL6NKY23I/JhTIGPq2paFfv77MejcY/QpRrXUpfLz8WuJ7tQc1NNDDg6QOXSwlSF4m7Q417EoZdbL7ncoOfl8bFm2EmEX+duwqbs6oGazSqW6roHww+yFWGmuqYY12hcqa4nTOL3VNw6wZmFdh7boIizi+Z6NPecO1dxln5Q/fvTqrJgwvLoEd74n2d/LGzSLQ9ikrn3prWh7H9XYgpX+m+MfFPLo0epTUCV2mTatCFPh1pCPkqrVwNduijPTLJZMxJEBnJCNt6+BZydgT/+UJ7QVacOtVYcOSIqIr1+TYbHrVoBElYUKAUTE2DECPInio2l+PHevQF9fdHzUlPpHG9vmpSXL0/v202bgMePZVYZJmlFjFL9TwTk5pJoOG0aGU47O9PzKPzaLFcO+PNP8v354w/RygUlIm0apitA5tOLF4scl7oyR8rHiXDkCLfds6do9LWyyMsD3r3j9u0U15IvEaqaOqUkVFGkUaNGTQno8psTajSjGNyc7DxsGHOW9aEQZkm7JahqQm73CRkJmHR+kkLHWRKMy5bBrEO92Yjx13e/iJkiL267GB3tuOjuoSeG4sX3F1AURuZl4HNpCMrbUh99dmYufHocRkQYNzHuVK0Tzgw8gzJa1FLwNeUr2uxqg4cxDwu8pjxp2r0GNj4bB6fO3Jfxh/DvmNY0APsWBouIYMLUL18f5wafQ+jIULS35cp08/h5OBxxGA39GqLjno449+Yc8vjq+FQAOHvxLMaMHaOUG3Q+n4/N488h9PBz9tjIla5wHlC6ip3cvFwsuc6lZng39S5d2tAvXAp4jJz812CNphVgU0e61KScvByERYex+6USaQCKBt5OSXJ5YPA6matEspezSPMlhSsetjKUfdXOz9hUdtvYUqjCKjiYJvPCK63Kplo14PZtUaPcy5fJQ+jePeWMycSETEr37aNKBIAmPytWUAuPssbFMFSR8uIFjUW4KuHmTWoZ69KF/GD+DZia0vvw2DES5S5coEqJgiaW377RpHjiRIpzNzWlipt588hrKqbgRYmikKYiRmn+J9++AYcOASNHkmDVqhWwZo2I+TkAqubYsYOMrxcsUDlPEgcHBzg7S/bZ7QLAgccDdu0SE/OkrsyR8nEsAt8fAX37lu56suLdO06ss7BQXeNg4WpJVRC3lIwqijSpQttFSbyCxmq1s5Ca/0s0NHiY5O/GChvPb3zEhW3i6Uf62vrwc/dj9488P4LjL44rbJwlpVaLShixgltNOb3hHkIOhrP7GjwNHOhzgBWcUrJS0PNQTyRmJIpdS16YWxvirytD2KqfzLRsLOp6AC9vc4kprrauuDjkIgy16UvwR9oPtN3VVqQlQ1GYWRli0bmBGL+pC3T0qM0hNycPBxaHYkrj7Xhzv/CO0laVW+HS0EsIHRkqIo4BwKW3l9BtfzfU3lQbG+9uVOjfQJXIzctFwKMA9J7QG/wCBNKCkOUNOp/Ph/+UIFzw4yZfbhMbo/d0CYxzC+Fg+EG8iqNKF2MdY3g38y7mESUnNzcP57dxY+463qmIs4vmYcxDpGTRbUAlo0rs50Op8PQE/PzwGeZIzb8NMdbMhKWhfNttPidxE6sKhhVkfv0EIZHGpHEtancQEBFB1SKqNJE3MgICA2lSKSA6miaimzcrr5Vn0CBqhxNe/X/+nJ6/mTOBtLTCHytPdHXp90dFkagh3Dpw4QIJXD17UkXQvwVdXaBTJ/LbiYyk/zZvpn/Hr8bDAPkEXb4M/PUXRblbW5N40bkzVY7s3UsVN8JxxEJIUxGjMP+TnBx6nwYEUNqXgwPF2Ht4UAXgr1Vm5ubAuHFkvn3vHn2uqUjlTEEsWLAAPF7JpqU8APMB+ju3bCn2c6krc6R8HMuZM5z3i5UVRdGrAk+ecNt1pTPoVwjCPjQq/FpVFKoo0gjPGopathL8THKZXI2a/wg2jhbo+wcXN7tz1hX8+CRertnetj0863NpMuPPjldYSpIk9JzSFC16c37eG0afQfRzro3LTM8MJwacgJ4mfXi/jnutUCNhALC0McFfV4bAxJJWbtKTs7Cw834RwaNV5Va4POwyTHXpJjIpMwmd9nbChcgLChunAIZh0G1CI2x4Og61W1Vij79/+g3TmgZgx/RLyEjNKvTxrSq3wsUhF/Fw7EP0d+gPHsN9bbyKe4VJ5yfBeo01xpwagzuf7qicObU8yM3LxeGIw6i3tR5GbR+FrLeFP38FERISgtmzZ5fKpJDP52P7tEs45cul37QdWgdjfTuVOn0pOzcbi0IWsfveTb1hoiu7ldf75yIR+47aawzN9NCqf7H+/4Vy5S1XldTGpo3sIs3HjMGL4VxCnn3OezDt2omaL8qYz8mcSCOPdifhShpTS31u0iqYzMfEUIvE6dMy/91Sw+NRe8apU1z1SlYW8Pvv1Hoki/YEaahcGQgKojYbwSp+Xh5FSNetK5ruomjKliVR4/Vrcb+Rkyep6qd7d+VV/pQGOztKIDpxgkSJJ0/o39qvX+E+G7GxwMWLVGU0dChV3JQpA9jaUoWRtzd53Jw9i8WzZklcESNz/5OsLBLazp+nqpgxYyjtytCQvIZGjaJqv+fPxR9bvjwwejQ9NiaGorYbNxY/TwVxdXWFn59fsUIND4A/ANd+/cgvqgCkqsxxcYGDg3gFqkRJXWvWcNsjR3Im6MpG+L1er57yxlEcwolOv7Y6/h+iiiLNSwCCu/wC67UZhuEBqJG/W8CnlBo1/z8MmNsaFezJZDE9OQubJ5wrcKK8utNq9sb/W+o3eF3wUug4SwLDMPAOcIdVNfr3ZKRmY2mfI0hL5nqq65Wvh509drL7Z9+cxfxr88WuJU8q2JvjrytDYFSWCvpSEzMxv+M+RD3iNOMmFZogZEQILPWpjSM9Jx3dD3THgWcHFDpWAdbVzLAseBhGr+nAVtXk5fFxYvVt/F5nG+6dK9oYuIFVAxzqewhRXlGY2mwqm7gFUHrY9kfb0WxHM9TeXBsrwlYgOlGFWidkREZOBgIeBcBhswMGHB2AiO8RgJQhXsuXL5c68SMvj4+tEy/g5No77LGWfWthckB3maQPBTwKYFO9THRNMKX5lFJfUxhhYanDqPrQ0dMq4uyiufKOe+5cq5ZyFfQXXmpyVTm1EQ2Eh5OI8fGjTH+PgE9JXEVeJeNKRZwpHQkxXBqRqVV+69rgwTSBFQggqalUpbB2rWqZzrq7A/fvk1mvgEOHqDrkgXgFqULg8YAJEyi6uB3nEYeoKKqyGT4c+C7uFacwbGyowuLZM/G2i9OnaeLfsSMJSqr0ty4pPB4JYl5ewOHDwKdP1NZx8CAwZQpVWBQ20ePz6dwLF0ig8fZGhJsbrkv4WgoJCUGklDHxSZcuAT4+1KrVpw/QogXFrOvqUrtf167kL7N9O02yC6r+0dKif+fCheTj9Pkz4O9PlUO/GjD/Cxg1ahSCgoLg4uJS4M9dAAQB8GzcmCqKihDlJarM4fEwf77ofaTESV03b5LBOEDP/YQJJfrdCuHmTW67eekrbeVGfDy3LTCP/z9G5UQaPp+fDOB+/m5hOaVNAeTfUUAJeXZq1KgO2rqamOTvxu7fPf0G1w+JK/0muibY5raN3d//bD9Ov1KhFdN89I11MedYX1ZI+PQyDutGnhIRngY4DsCsltwKyrKwZQoXP6o4WGDJ5cEwNKOqnpSEDMx13Ssi1NSxrIMwzzBUMa4CAMjOy8bg44Ox4c4GhY5VgIYGDz2nNMPGZ+NQz5WbgMa++4k/ux3E0j5H8P1j0a1LNiY2WN1pNT5N+YTNXTejjkUdkZ+//PESf1z5A1XWVUHLgJbYcGcDPibKZ1KrKN4lvMOsS7NQcU1FjDo1im0DAgDtnNKlHUma+JGdlYu/B5/A2c332WMt+tTEjP292NbH0pCSlSJSRTOr5SyZVtG8ffIVT66QgSGPx8Dtd+mTL9Kz00X8aFxtZSvSPA/jXre1ePkCyuvX1G7zRrZpZ8mZyUjKpKoQHQ0dmOuZy/T6ABAfw61SmpYX8hdq2xa4dYszns3Lo8jjMWNoVV9VqFaNJhtjx3LHIiNp0qFMUalqVWqx8ffnxC6ATFtr1KDjJazOkAsODuTb8vQpiQHCXLpEglKTJnSOqkSySwPD0Gt4wACqaAgLo0qrV69IuJk3jwRIOzsuxU0IaScTn6WMiDc6c4Za+TZtooSrW7dIaCrqdWxtTW1cy5aRuPbzJ/07Fy2iv2EJRQlVxtXVFcHBwQgPD4evry98+vaFL8MgHEAwANcaNcg82qBoj7QSV+bwePD39xdpdZIqqUtY5Bk0iFK1VIG0NPL3EqDKIs23b9y2uey/A/9tqOq7eX/+/wczDFOQe970/P8/4PP5rwr4uRo1/1c4OlcR8XXYNukiEn+I98W72bthSN0h7P64M+OQkJ6gkDFKQtW6lpjo143dv3nsJY6tuiVyzl/t/hJJIfI85YkHXxS7ompbrzx8Lg2GgSklOgmEGuEEpWpm1RDmGYba5ailgw8+vC54Yf7V+UprDbKyM8OSS4PhHeDOjh0Abh5/ifG1tuDwsrAC47qFMdQxxPjG4/Hktye44XkDnvU9xYxlb368Ca8LXqi8rjIa+TWCT4gP7n2+968wHI5Pj4ffAz8473SG7XpbrLy5EnHpXIugkY4R5rSag4WdSh8HX1JD4bSkTPh0P4TrBzkR1mWgA2Ye6A1NLdmY7K2+uZqNgrY2tIZXU9lW3AWuEa3+sagivQAUGh2KzFyqsqtZtiYqGpUuzUqYxO+p+PSK/t6a2hqw37uCW5mOjgZatyZvCxkhXHlWybiS7Nq2hIj/wok05hV+MY6sVYtW4oVv4HfsoAm88I2zstHTA7ZtI/NewSQtO5tEpa5dga9fi368vGAYajN58YJabwQkJJCo1KIFVQIpkzp1KM0rPJxaxYQnr/fvU0pS9erAunXKayOTNTweYG9Pwo2PD7VJRUbSxDU8nJ6PFSuAsWORZGsr1a+QtjGxUEmZYWiC7+xMnjJr11Jr3bdvVCkTGEitim3bUtvWfxSH2rXhlZODeceOwYvPp9aK6tVJEC1XrkTXKLYyx8UFQUFB8PTk7ACkSuq6dIlrcdTQAObOLdH4FML165zYXru26sZvA1x0OaA6IpcSUVWRZhuADwAMAZxhGKY2ADAMY8gwzEoAvfPPm1PI49Wo+b9jxHJXlKtELShJP9Lg532xwPN8O/uyLTgxKTHwviA7Q1BZ0nZIXbhN5Hqpd8++iseXud4SgZFwDXPqfMzIyUCPgz1EYmwVQbWGVlhyeYiIUDOv/V5EPuDGUdGoIq6PuI5mFZuxx5aELsGoU6OQnZut0PEKYBgGHUbWx7ZXE9B+BNejnJGajd1zrmGCw1bcPvmqWCGJYRi0qNQCO3rswNdpX7Gr5y50susEDUZUNHgQ8wALghegyfYmsFhlgQFHB2DLvS2I+BahEqINn8/Hqx+vsPbWWrTd1RYWqyww7sw4hEaLGj5XMa6CFe1XIHpyNP5y/Qs9uvSQye8vzlA49v1PzGi5Ew8vRrHHuv3eCNP29pKZQPM56TNW3lzJ7vu09WGTymTBt+hEhOznzMB7Tm1WxNnFczGS+4zrYFtY4a10CMeZV29kBe2B/ahFRGBmGBtLUdGhsjEEFxZpKhtXlsk1fyX+C9fuZGZVQLqHhQVNNIYO5Y6FhVEyjLJaigpj0CAywG0kVIl14QIJESdPKm9cVlbUenP2LFXYCLhzhyodxoxRvujl4EApVa9fA7/9BujocD97945ahSpWJK8WGVeMqQw6OvQ89OlDZsvbtsHIW7p7oeoWFnAWfg5LgEvZsnAYOxaYPZuqfg4cAEJCSEDKyKCKmpAQ8pSZPJkSq0ooTPwnyMoi0XPaNK6yyMGBBIeKkonxYpU5Pj7w9fVFrmuXPQAAIABJREFUeHg4goODxcyCJU7qWryY3isCPD1JTFIVhD3GVMXIuDCEEwYl/Dv/F2FU1eSRYZh6oOpDQb1TEgADkLDEBzCHz+cvL+XveNCwYcOGD1Tt5kONGim5d+4N/ux2kN1fcHoAmrjZi50X+DIQvQ714vYHBKJHTdlMNmVJdlYu5rbbg+c3qO3AyFwPa++PhqUNt/r+Ju4Nmmxvgp8ZZETapEITBA8Php6WYp3hIx/GYF77vUhJoL5xfWMdLDo/CLWac180qVmp6HekH85HnmePda7WGUf6HZFpvLE0hIdGY8uEc/gQLuqh4OhSBaNXd0A1J8kigb+nfsexF8dw/MVxXHt/DTl5hVfmmOmZobF1YzS2bgwnayc4WjiiqklVaPDkF8GYlp2GJ1+f4EHMA9z8eBPB74MRk1KwwKfBaKCjXUeMbzQeXat3FRuXi4uLxOkehREeHi5mXhgeGo1lfY4g8TtXHTdwQWsMWuQi04qLYSeGYc9Tig+ta1kXD8c+lOnfwG/yRdaPxtGlCpYHDyvV9Rw2O+D5d7KlOzfoHLpU71LMI0rONu+LOL2extr3jxYYsSz/Rj4sDHBzAxLz2wJ1dckbpXv3Uv2+rfe3YvzZ8QCAkfVHIqBHydrfJGGI5Rr8/Ebmwf989GZT6sTg84GVK2kCKbhH1NWlCpZhpfubyZysLGpj+ftv0TaRkSOpIqS0kbqlIS0NWLqUzISF28aMjanNZeJEQLt07ZIyITYW2LAB2LJF1BNCQOfOZNbbtavqGKHKgYiICDg6Okr8uPDwcHz9+hUdO3Ys0eSex+MhKCio9ElC/1Wio0mEvXGDO9aiBYmvZcvK9VdL/RpAvomqgQG116lKtUpeHokdgij6a9docUFV6diRqpIAMot3d1fueGSAk5MTHj58+JDP50scY6myIg0AMAxTHsBsAG4AKoCEmrsA1vL5/FJ70ahFGsmIiIjAlStXkJSUBCMjI7i6uhbohK5GuaweGohre58BAMysDbE5fBwMTMUFiyHHh2DfM+qlLm9QHuHjw2FeRvV6QONjkjHZaTvrp2Bb3xIrb4yEbhnOFO9S1CV02dcFuXzqp/dw9MD+3vvl0jJQFFGPYjCv/T4kx1OMoJ6BNhae9YCjcxX2nOzcbIw5PQa7nuxijzlZOeH0wNOwMpRMCJE1uTl5OL/tAfbOD2bFJgFtBjtiyOI2KG9bQOxpMfzM+Inzb87jfOR5BEUFITa1+IQcPU091ChbA7amtrAztUNl48qwMrCClaEVypYpC2MdYxjrGkNHQ0fk78zn85GTl4OkzCQkZCQgPj0en5M+41PSJ3xI/IBXca/w6scrvE14y75eCqNJhSYY5DgIHo4esDSwLPS8K1eulPgGvTh8fX3h5eXF/lsC197BP7OuIDeHrq2prQGv7W5oN1S2MZph0WFovbM1u3912FW0rdpWZtdP/J4KzyrrkZlOYt2f5wfCqXM1qa/3/ud7VPWlSgUdDR3Ez4qXadXPxHrb8P4pVTyIjfXJE4oFFiQ98XgkYIweLfXv++PyH1hxYwUAYJHLIixsU/o2OmGys3LRS2cpAOqmCMyaW7yH0fnz1BaTKORT9fvvtPKvCuKCMFevkoD0mUvIQuXKwM6doqa+yuDNG2rHOnNG9LidHQk4PXsWaYCqMNLSgD17SNx6+VL85xUq0Gt81CgyuP0PIqng7uLiguDgYADkY1Jcm4zA/0S4vUaNEMeP02ssQagNf9gwwM9PtOJLTqxfvx7eUlRU+QLwAkgsnjZN1sOSnqtXqWUVIIHr61dqx1JVKlfmjPmfP6c23H85/1mRRt6oRZqSceXKFSxevLjALy5nZ2csWLBAvSKgQiTFpWFC7a3siqnr8LqY8o94lUx8ejwcNzuy1QMDHQdif5/9YuepAi9ufsTsNruRk003P84eDpixv5fI5HzDnQ0iiVXymOiUhHdPYzGv/V626kFHTxNzA/ujYUc79hw+n48F1xZgSegS9lglo0o4O+gs6ljWEbumokn8kYYDf17H+a0PWHEAADQ0eeg8tiEGzGtVcLtECcjj5+Fp7FMEvw/G9Q/Xcf3DdRGvF2nQ5GlCi6eFXH4usnOzwYd032vGOsZoY9MGbvZu6Fa9m0SiWUlu0EuCj48P5s2bh+T4dPiOOo3bgZztmnG5MphzvB8cWsm2HSYnLwdOfk54GvsUANC7Vm8c639Mpr/jn9lXcHQ5JUzY1reE78MxpRJRt9zbggnnKD2jk10nXBgiu3j7xB9pGFxuNQB6zR9MmAE9g19EiagoWvV7KxTvtWgRVUhI8e/yOOqBQxGHAAC7eu7CsHqyrVj5+i4Bo203AiDxfvfnySV74OvXJCK8eMEda96cqodUbaIeH08i0sGDosfHjyffEUPpPrNkxrlz1LryawtRq1Yk1jQrXfufzODzyfcjP5ZazMiWxyORctQoqipTwORZUUgiuBdUEXPlyhX4+PggJCRE7HwXFxfMnz9ffb9cEAkJwIwZ5IMlQEODKtFmzFCYiLlkyRKxlKeS4ANgXoMG1NaoSqlaw4eTgTkATJpE72lV5edPwDR/EVBbm5IG/wOVe6URaVTVk0aNiiCVw7kapWJkXgYTtnZl96/seor75yPFzjPTM4Ofux+7fyD8AI4+P6qQMUpKrRaV8NtGrpXh+sEIHFt5U+SciU0mYnyj8ez+opBFSom7rlrXEsuCh8EsP+I2Mz0Hi90P4eYJbmWSYRj4tPPBNrdtrHfLx6SPaBnQUsRnQ1kYly2D3zZ0xqbwcWjWg2uXy83Jw9nN9zHadiP8pwYh4WtKEVcpGB7DQ/3y9TG52WQcH3Ac32d8R+SkSBzocwBTmk1Be9v2KG9QXqJr5uTlID0nHVm5WSUWaBgwqFm2JobUHYJ1ndbh4diHiJsZh0CPQIxuOFriqqbiDApLipGRER5deotJ9fxEBBr7JtZYe3+0zAUaAPC97csKNGW0ymBtp7UyvX7i91Sc2XCP3R8wr3Wpq9zOvOGqErpV71bEmZLzLPg9u129sbW4QANQFcTNm0DDhtyxRYto4potuc/Uu5/v2G0bExuJH18cPz5xfjQC77ISYW9PEw/hCOdbt4AGDSi6W5UwMyNvj4MHReNbt2whrxpBGb2y6NqVzGrXrgVMhAyzw8JI+OrTp+AKFkXDMOSBcvo0iZGzZ5NfkYC8PKqy6tuX2jomTqSI6P/Aom9pEoEEj5fE/+T/Hj6fPJxq1RIVaCpXJk+emTMVWmVmJGV7pBGPB+zapVoCTVwcPbcChg9X3lhKwqNH3Hbt2v8Jgaa0qCtp1JU0hVLaFQU1ymWFxzGEHiK/hrIVjbApfBz0jXXFzhsROIJtvTHXM0f4hHCJJ8mKYtP4czi/ld6vDAMsOO2Bxt04g7bs3Gx03d8Vl99eBkBtEFeHX0WLSi0UPtYvkfGY224Pvn+klAyeBoPJO7uLtalciLyA/kf6IzmLJlEajAbWdV6H3xv/rvB2rcJ4fuMjds2+iojQaJHj2rqa6DS2IXpPb4ZylYwLebR0/Ej7gcj4SETFRyEqIQqfkz4jJiUGMSkxSEhPQGJmIrJzs5GYKR4ZrsFowFDHEKa6pjDRNYG1oTUqGlVEBcMKsDe3R42yNVDdrDr0tfVlOmYBERER2Lt3L5Yvl9w2be6AzXh86IfIMXevJvBc1R5a2rIvU/7w8wNqb66NtGyq/FruuhyzWs0q5lGSsWP6JZxYTRGgNnUtsP7RWPB40r+2U7NSYb7SnE12euv1FlVNqxbzqJKz8bezuLDtIQDAY35rDFncpvCTk5Npci0sAHToQHHGxiV/T5RbVQ4/0ujv/mnKJ1Qwkm2yxbV9z7B6SCAAStWafaRvMY/4BT4fWL2aUmUEMc0MA8yZQ+KUqt1Qx8RQMo6waSZApp5//82t2CqLuDhKG9q8WVTU4/GAESOAhQtpoqoqZGVRMpK/P1BYCl2NGuQlMmgQxaX/i1FXxCiA58+pNejCL1WQ/fpR+6gS3qNSe9JMnQqH1avlMKJSsHIlMCv/u7xhQ0pwU5F7ygJZvpwEYYBa3vz9lTseGaFud5IStUhTNKXpzVWjfBK/p2KCw1a27ab9yHqYHCBubpmYkYg6W+rgYxL1gXav0R2BAwJVRiAQJjsrF/Pa72XFgjJGOlh9eyQq1eJSD35m/ESLHS3w4geV55ctUxa3R92GnZldgdeUJ9+iEzGv/V58ecOZMY717YTuXk1Eznsa+xRu+93YvwEAjG80Hr6dfaGloRorM3w+Hw8uRGHv/GCR5CqAWkLaDqmD3jOao3JtxSZQ5PHzkJ2bjey8bLbtSZ6Gw5Ig6WeopY4dGmVyq11GZctgkn83NO9ZUx7DA5/PR5d9XXAxiioiHC0c8XDsQ5m+5n58TsLYapvYSPe5J/qV+t9z4sUJ9D5MIY+OFo54Nv5ZqccpzGi7jfj6ljwRlgUPQx2XKkU/IDubYpb/+Yc75uBAHiQ2NsX+vqTMJBgvJ0FHR0MHaXPTwGNkW+h8eFkYds+5BgDoMaUpxqyRMuUjNJTijGOEPgNat6a0IFVL4+DzaVyTJol6XFhaAr6+FDmt7O+5qCiK6z10SPS4tjYlQc2ZozompALevSOvn927gQ8fCj6nUSPAw4OeY1Vri5MAtRejHIiNJWHX358TfAFKRtu0CejVq9CHKgKJ5z5mZgj+/l000l7ZZGYCtrZcpHVAAJmpqzLu7pxv1/btVJX6H0Dd7qRG5kREREicVhISEoKIiAg5jUiNpBiX08f4zVyL0OWdT3D3zGvx83SNsbPHTnb/1KtTIqa2qoSWtgZmH+2LcpVpQpOWlInF3Q+zRr0AYKJrgjODzqBcGRILfqT9QNf9XRGfXkBqhZyxqGyMFaHDYVOHKxX3876IvQuCRaKt61rWxZ3Rd9DYmosc33J/Czrt7cSurisbhmHQqEs1rL03CgtODxBJe8rNycPlf55ggsNWLOx6AI8vvy02ultW8BgedDR1YKBtAF1NXZURaABgwYIFxZbNczCwyWzF7jXrYY9N4ePkJtAAQMCjAFagYcDAz81P5qLgwcWhrEBTzckKzXrUKPU1T7w8wW73qCHbVLovkfGsQKNnoI2azUsgPGhp0U3wokXcsYgIoGlT4PbtYh8eGc+1o9qa2spcoAGAb++5ijPhdDyJad0aePwYaN+eOxYaCtSrR2kcqgTDAIMHk5+OcLtWbCwJCN26iXoKKQM7O2rPundP9DnNyqIJq50dRWLHFJw8pxSqVgUWL6bn7upVaqMw+CWd8P59YPp0qgZq1ow8d6KilDPeUuDg4AAvLy/MmzcPXl5eaoGmNHz/TpV4dnYULS5ckffbb/Q+VbJAA0j2vc0DMH/7dtUSaABaMBAINOXLkwG8KpObS/HqApydlTcWFULFXlVqVIUrhZWzyulxauRDq7614ezB3VRsHHtWRNAQ4GrriomNJ7L7Xue98P7ne0UMUWJMLPQx/2R/6OSnO8VExmNZ36PIyeZWZGxNbXHS4yR0Nam963Xca/Q42AMZORkFXlOemFoaYHnIMNRqwU32DvqEYtP4c8jN5VoJrQytEDIiBB6OHuyxa++vobF/Yzz5+kShYy4KhmHQxM0ea++Nwp/nB8LRWbQk/8H5SMzrsA+/O27FmU33kJaUqaSRKp+S+hsADOqiB8rCDkZly2Danh6Ye6I/TC3lF8v+/ud7TLk4hd2f3GwymldqLtPf8fHFdwTt4PrMhy9rV+oKvazcLJx+zbWw9Kop25v6hxe5iaRjmyolbzFjGGpR2bOHSz769o3iTvftK/Khb+I4I1l5Vfx9+8CJNBZVStmaaGFBLQpLlnCTk/h4oEcPMu5NF/+OUSqWltR+FhhICUUCzp+niqclS2jlWZk0akQtc1evkj+NgIwMSluqWpW8Xz5+LPwaiobHA9q2pQlhbCz5Abm7i/ty3LlD3iLVqgF165K59v375G2j5r9PdDSlm9nYkIF3air3s/btyYtkyxaJ2kPlSYl9iQD4+/jAVQWEJRHS0+kzTcD06YCuuNWBSnH/PpBE1gCwtv7Xt0vKCrVIo6ZAkgRvFgU9To38+G1jZ5hYkvdGfEwKtnkVnIKyvP1yVDcjf5fkrGQMOzEMuXlFRxQrC9v65TFtD7eC/vTae2ydeEGkeqN5pebY3XM3ux8WHYYRgSOQx1f8jaGBqR58Lg2BUxfui+fCtodY3u8oMtM5PwI9Lb3/sXfWcU21bxi/NhoBRRSxMUEpFRRQKTGwsRsRBX3Vn90dWK+N8arYgd0JioKKAYiFhWKLCKKUNDu/P263MQZIjLHh+X4+58POsxPP2HZ2nuu57+uGT28fLHVYKmh7H/8erXe3xrFnxyBLcDgcmDs1xMrA4fj3tiusexmIZA58fP4d28ZfgUuN9fAadR4v732WWnSNLPEnQ+HK0IclXFCH0wJOo1tg+6uxcBhqWqrphtm8bLiecRX4IDWq3Aie7Tz/sFfR2T3DH7xses/NHOuhWfuS+8bceHcD8WnxAIA6FeugRfUWf9ijaIReEka1mDsVQzAZOpQq4+jo0Hp6OrXNmZPvoPT1D6FI07hy4zy3KSnf3gnTfarVK0EkDR8FBUrTCQgQFT62bgVatqQy5bJGz57kgzF+vDDNKS0NmD+fxAM/v7LtH0CiR1AQCUgWFsL29HRhZI27u3iFqLJGXZ2ik86dI8Fm1y6qfpbbq+jpU/LiadmS0uPc3cnrhr13LF8wDEURDh1Kn9n166nEOx8TE6oc5udHUXgyxp9+t+04HPitWgW3efOk3LNCsGUL8PkzPdbVJW8uWefiReHjjh3LPg1VRmBFGpY8KbbDeTH3Yyk9tHTUMX67sPpJwKFwBJ18IbZdBeUKONDrgKDa0K2Pt7D2rowZoeWgde8mGLrUXrB+ZUcYzm0MFtmmn1E/rO6wWrB+9NlRzLwqWVPUwqKqroT5Z/vDfojQlO7u6VeY3+GQSHQTh8PBPNt5ODPgDDSUKZIiJTMFA04MwDS/acjiZUm973+iaZvamHuqP3a8Hofu/2spUg0n7Vcm/HY9wjTrPRhnvA0nVgUh9pO42W95xtHREccPnMWiYdthqtQNjdEOTdEFthgPa7jB3tYBa++PxPhtXaFZWa3U+7PmzhoEfiBDTC6HiwO9DkBdSV2i5wjzi0TIBRpIcjiA22pHiQhPx58fFzzu06SPRMWs9NRMPL3xXrBu0bmYs3k2NkBwMFWo4LNiBZWyzmMwmlOkaaTTSOz5ksLjMfgmqXSn3NjYkCDj7Cxse/YMaNWKDHplLVpCSwvYtImiO5o3F7ZHRFBZ6d69gffvy6x7AOgL4+REn6ELF+h/ySczk/waDA3JG0gWPRW1tcmg2deXBJu9eynCJnep7q9f6bX07k2ipr09fU8ePJC9zw1L4UhMJNPf5s0pIuzQISArxz2LqSlw4gSlTHbpItODcUGlrps3sbFGDSwFsBFAOICAw4fhOGNGGfcwD2JiRKNoFiwQT0WURc6eFT7uKtlqjfIMaxzMGgfnSbEdzsPD2ZxdGWWtyxncOEAGm1o6atgSPgbaeuIX70UBi7A4cDEAQImrhBD3EJjpyd5MB0DGp2uGnkGgTzgAgMvlYP65ASIVnxiGwf8u/w9bQrYI2jY6bcQEywlS7y9AA6Y9M64Jqt0AQC1DHSy+PFhs8PQ89jmcjziLDOLs6trhaN+jqKZRTWp9LiopSekIOPgUF7aE4uOz2Dy3MbatA5sBRmjd2zDPz2F5gGEYhN/8iAubQ3D39EtBVAmfOkZVMWKVIyy6NJSaUfe9z/dgs8dGIPbNs5mHpe2W/mGvopGVmY0JzXbg43PyU8rPtLyoZGZnQm+tnsBfKsgtSKKV24IvRGBJdzJwrWWog20vxpbsgImJ5AVw6ZKwrUkTuiFtJLxGWe20wv0v9wEA112uw6GeQ8nOm4vYTwkYUccLAJlR+8ROlejxAdDMubc3MGmSaLqTnR0N0gthoCx1srMpzWLuXFHxTFUVmD6dKqNUKJ0KcEWCYSjiYMkSKvuem3btqL+dOsn0oBfJyfQ6zpyh70RcXP7bVqlCok27drQ0bizbr+1vJjOTKn4dPAicOpV3uqOtLX2fOneWr/fx0yf6Xr34PbHJ4VCUmKya8Lq5kak3QL8x4eHC9FtZ5dUrEp0BEnJjYwFNzbLtkwRhjYNZJI6RkRFsi2jcZGdnxwo0MsxoLydUqUWRTolxqfByv5Bn+slcm7mwqEFh1pm8TAw9PbRMvFwKA4fDwcRd3QXmnjweg38HnsLbx9Ei22x02ihiMDrpyiQcf3Zc7HjSgMvlYOSaDhi1roOg7fPLOEy13I2IkCiRbZtWbYpg92B0b9xd0Bb4IRDNtjdD4Hvx0qCygrqmCrr8Y4EtT0dj9Z0R6DiyGVQriPoUhN/8iP/GXYZLjfWYabsPp9bcxaeX38tFSlTMh3gc8bwFj8ZbMdt+P4JOvBARaOqZVcOsY32w6bEHWnZtJDWBJi4lDv2P9xcINFa1rLDAboHEz3Nhc4hAoFHTVMbw5e0kctyrb68KBJraWrVhVctKIsflE3xBKIa26i6BtCMtLUr/mD5d2PbiBaV6/A7vZhgGr+JeCZ5urCP5dKfot/GCx9UblFJZWw6HKlw9fCiaphMYSKkNO3eS2CBLKChQ6lNEBJnf8klLo5Scxo3JY6isozo4HBoo3r5N/89OnUSfv36dBr/GxvR/ljVPID4aGhQ1s38/RdgEBVEaYM6IJj7fv1PExdixNICrUYMih7ZsocitbNlMxf5ryMggwc3dnYxpO3emqJmcnz01NRINQkPpcyvjkTNiPHxI5u98gYbLJQFEVgWa69eFAg0AeHnJvkADkJcVny5dypVAU1LYSBo2kiZf/P390bFjR/AKcYPC5XLh5+cHR0dHKfSMpbg88n+Hee0PCtYn7OqOjm7NxLZ79f0Vmm9vjtQs+sGd0GoCNnbeKLV+FpWf35Ix1XK3wBxTQTcZluN0wONmCMpm1mtcD477HXHvM0WwKCsow3eoL+z17cus3zePPsM6l7PIyqAbThU1RUzz6SVW0YfH8LD81nIsuLEADOiazeVw4engiZltZ5ZKNRhJk5qcgbunX+LGwad4fO0deLy8f3uqN9BGsw710bxjfZg66EOjkowb3v0m6s0P3DvzCkEnX+DVvS95bmPqoA/nKZZSFWb48Bgeuvl0w+U3lwFQFbSHox9Cv5K+RM8TF5WEMYZbkZqUAQAY8a8j+kyXTLTLsNPDcPAJXb+mWU/D6o6r/7BH4eHxGLjW2oAfX5MBACsDXWBs+4fS20Xh4EFg1CihQS2HAyxahOhJo1B9PXm6aCprImFWgsQ/G747H2KTO5U2tR9ijGkHS9noMjOTRI5ly0QFDicniraRtVLdfO7do3LdoaGi7S1bUuqWLFUcefiQKiYdOyYuWFSpQj4U//wj6hcky0RH06D/6lX6GxNT8PZaWlQ1ir+0aiX0gSpjym3Z7uhoen8uXiTPpPx8hExNSZxxcaHUN3nkwgXyWOKbHCspkWA7YEDZ9is/kpPp//7uHa337g2cPFm2fSoMPB55FvFTTI8eBfr3L9MuSZqSRNKwIg0r0hTIrl274OHhUaBQw+Vy4e3tDTc3Nyn2jKW4bJ9wBec3hQCgErObHntAr774D+l/If9h7CVhuP+VIVfQqWEnse1khQ/PYuDSah7CU/zwAx/Enre1tcXEGRMx+91sRMRRKXItFS0EugaimZ64UCUtwm99xDJnYRlxDgcY8W979JpqJTZY84v0w5BTQ0TKcndq0An7nPfJdPpTbn5GJ+POqZcIOvEC4YEf8hVsOBxA37QajGzqoEmbWjBoVRPV6lWSusCRFwmxv/A86BMeXX2HMN9IfI38med26loqsBtsjK7jLKBvrJvnNtJg4Y2FWHJziWD93MBz6G7QvYA9iseKficQdIJmHms3qQKvRx6Fr5BUAL8yfkFvrR6SM0hEeeDxQKKmwa+Cv2Cq5W4AlA56IHoKFBQlLH4+eEAlZnNU6IlrZ4WGLe8hXg1oWaMlgt2DCzhA8dgz8xpO/nsXADBooS2GLMrbDFPi3L9PESqvhJFC0NIC1q2jQZwMfI/F4PGAffsowiM6WvQ5Z2dg5UrAoORl5CXG+/dU/WnXLhqo5URRkT5v48aRwCSL/++84PEoTePGDVoCA4H4+D/vV78+RXG1bEnROc2bA5Url35/f+Pv748lS5bgZs5Swr+xtbXFggUL5Gsi8+dP4NYt+v9fvUqmz/lRqxYNrocOBZo1k5/PWm6ysymtcInwtxIVK1IaVzvJRISWCu7uFEUHkDD27BlQvXrZ9qkwXLsGdPgdVa6tTWXDZb0SVRFhRZpiwoo0hcPf3x9Lly5FYKB4eoWdnR3mz58vXz88fzlpKZmY2HwHvkRQ2kDTNrWxItAFCgqiAxKGYdDjSA9ciKAZWD0NPTwZ8wRVK1SVep8Lw65du+Dh7lFg9SYul4sVG1dgQ/oGfE3+CgCoVqEa7oy8g/ra9aXVVTG+RMRhUZfDIgP9jiOb4Z+tXcQGuF8Sv2DAiQEI+hQkaKtWoRoO9DqADg06QN6Ij/mFkIuvEXw+Ag/93iLtV2aB22vpqKF+cz3UNdFFnaZVoW+iixqNKpea4S7DMIiP+YUP4bF49/gb3j6Kxqt7XxD1+ke++3AVOGjWvj4cXU1h1dMAKmpK+W4rDU48P4F+x/sJ1me2mYmV7VdK/Dz3z0dgaY+jgvXl14fB1EFfIsf2eeqDIaeGAAAMdAzwYtwLiYp1e2f548Qq8vto72qGSXtK7qGTJ7GxNBt744agKVIb6NsfMHVywT7nfRI/5bLex3D3NAklUw86w2GIicTPkS8pKeT5snGjaLpThw7Ajh2y6VUDAElJJMisXStanltBgQZECxbI1iAoIYEGaV5eVPI4N0ZGFFkzdKiTLnDbAAAgAElEQVTMlDouNNnZJNoEBpJoEBREpsOFoU4dqh5kakrpYEZGJLJJOA1E7ic0s7Mp7S84mCLK7twhUaagMaK+PomA/fpRWtAfSlbLPN+/U/TP5cvCtrp1yT8ppwm8rHHiBL0HfPbvB4YNK7v+FIXevam6G0BRjF5eZdufUoAVaYoJK9IUjXIbwvkXEhEShWnWuwU+GS7LHNB/Tlux7WJ+xcDkPxPE/KLQ4x4GPXBmwBmZiGTISVFT87Yd3Ybpb6YjIZ3SoxpoN8Btt9vQ09Ar7a7mS8L3FCzrdQzPbwtn2Y3t6mL2ib6oWEW08k5mdibm35iPVUGrBG0ccDCt9TR4tvOEsoIc5CHnQWZ6Fl7c/YxHV9/iod9bRIZF5xtlkxvNymrQrVsRVWproUptLVSqVgEVq6hDU0cNapoqUNVQhqq6EriKHHC5HIDDQVZ6NjLTs5CemoXkn6lI/pmGxO8piPuShB9RSYh5n4CoNz8EqTsFoaKuBDNHfbTu3QStujeClo5kqyUVl9CoUNjusRWkLnao3wGXhlyCIlfxD3sWjV8JaRhrtA1xX6ist6TMgvk4HXSCb6QvAMDTwRNzbedK7NgMw2C0wVaB8Db/bH9Y9ijFaImsLIrUWC1M10pTAG5M6YXOq05KfBZ6rNF/Ao+gdcEj0bhlDYkev1DcukXRM2+EJc5RoQKlRI0fT+KHLPLhAzBvHqWr5URdnUySp08HKkmwWlZJycoiHyQvLxI1csMvle3hQSlCMvZbXigYhtI67t0TLo8eUZpdYVBQABo2JK8bAwPyHmrUiBY9vSL/T+TOGiA+niItnj4l8evRI1r4qT35oaQEtG5NnkjdupHoJY+fn7zw9QVcXUWj5xwdyS+lqmxOTAKgKMWWLUlUBmgC4PBh+Xhf3r2j7yH/e/PihdBAuBzBijTFhBVpWP5mDi+5iUML6SZOQZGLtffc0NBcfGbw0utL6OojLIm3pcsWjG1ZwqonEsbOzi7PEOOCtl+ybwk6HuiI9GyaJTWrZoYA1wBUUi27G+7M9Cx4uV8QVOECqFzu/HP9oW8ins7kF+mHYaeHCUQ0AGim1ww+vX3QpGoTqfS5NElJSsfLu5/x7NZHRARH4XVIFJJ/Ck2suVxOoUUcSaOorIBGFtVhZFMHzTvWR9M2taGkIlnho6R8TvyMVt6tBFFjDSs3RPCoYGirSd4nwGvUefjtegQAqFhVHf+9+EdiQtWXxC+os6GOIEru3cR3EvXSefs4GhOaeQOgFNCDMVOkE/106hR+DemPCmk5PEWGDqWKQxIqm5qdxUOfCisFvldH46ejQsUyCidPSQHmzwfWrxedoW/VirxqTE3Lpl+F4cEDEmRyREABIIFmxgxgwgTZqASVk6dPyWj34MG8B+AmJuSTNHgw+djIM+np9HpDQoCwMPLsefqUDG6LgpoaUK8eLXXrUiROrVpA7drk71OjBm2Tg+LcfwQEBBStX0UhO5vEhk+fSGR8+xaIjCSB9OVLMm0uDFwu0KIFVdmyt6dKbfJQzrko/PoFzJ4NbNok2j57Nvlqyap4DJAwk9PYuF49+uzLkmhcEP/7H7B5Mz1u355S6sohrEhTTFiRhuVvJjuLh5m2+/Dy7mcAVHJ2wwN3qKqLD04mXp4Ir2AKQ1RVVEWoeyiMdGUjiqok5eIjFSPR+2hvZDM0gGlbpy18h/pCXansoiAYhsHxlUHYP0c4GFCtoIQp+3uidW9x4SU6ORrDzwyHX6SfcHtFVaxqvwrjW42XC1PhwsIwDKLf/sS7x9/w/mkMvryKw4fwWHx98wPpqVmldl41TWXUMtBBvWZ6qGdWDQ1b6KGheXWZE2Vy8iP1B2z22OB57HMAZBR8b+Q9GFSRfIRIyKXXWNz1iGB91vE+aNtXcuHhK2+vxGz/2QCAdvXawd/FX2LHBoAD827g6LLbAAC7QUaY7tNboscvCOuZOti+9wdMc/qkGhiQIawERIuoNz/g0WgLAKBydQ3sj5pc4mOWmPv3gZEjaTafj4ICMGUKsHCh7IkdfBiGZtxnzaIKQznR1aUSw//8IzaIL3MSEkio2b49b18RJSWgRw+KJOjUidbLA5mZJEo8eULLs2e08E1Ki4uWFkXcVKuGZyoqML52rciHCA8Pzz8SnWFIaElLoyU1lfyGkpNpYJ6QQH4xP39Sik5sLC1fv9ISHU0RVUWlenXA3JyMmC0tSTzV0ir6ceQFPz9gzBih2S5A3+M9e6jKkCyTlUUeWb+rBEJVFbh7l/yA5IHoaPKQ4lcD8/MTetOUM1iRppiwIg3L387XyB/4n9kOgQ9I5zHmGPef+I9TWlYaLHda4sm3JwAAE10TBLsHQ1Wx7A2+vLy8MHHixCLvt3HjRkyYMAF7H+3FiLPCkopODZ1wduDZMk8Zun/uFdYMOYPUZOFM4IC5bTF4sZ2YfxCP4WFz8GbMuDpDEBkEAPb69tjTc4/EK/jIGjwegx9fk/D9UyItnxOREJuCxO8pSIpLRWpyBtJ/ZSLtVwZ4PIbS/BgGSiqKUFRRgIqaEipUUkGFSqrQrKyGyjU0oVNTE1VqaaFGo8qoWFVd5lL8CiIlMwUdDnTAnU/ksaLIVYTvUF+0qyd548OE7ykYZ7wN8d9opr5N3yaYfbyvxI7PMAwab26MNz8oTeZArwMYajpUosf3aLRF4Ac151Q/tO4lnZDrmF8xqLamGtQygP98FTH8QY6BlYoKGcKOHl2i0PWcPkEm9nWx4oZLSbstGTIygFWrAE9P0WiHunVpdrVbt7Lr25/g8UhEmz9fNH0LoMH77NnkWyNrYg3D0EBu506qopKSIr6Nri4waBB5WrRoIR9pE0UlOZn8V169IhHn9WvhkpBQpEN5ASj63QewEcAERUUSJzkcem8Yhj5bxRFYioKKCqV4mZgIlxYtZMtjqTSJjqaouNwpjN2703dDt+wM/gsFw1AUypYtwjZ58qEBKFV04++KsebmFAFXHq81YEWaYsOKNCwswNU9j7DR7bxgfd6Z/rDqKT7b/jz2Ocx3mCMti9JNxrUch81dNkutn/nh6emJ+fPnF3m/pUuXYt68eQCADfc2YLKvcIa5T5M+ONL3iMR9O4rKh2cxWNrjGKLfCg2FzZ0aYLpPL2hoiw8AwmPCMeTUEIGYBlBZ3zUd18C9hbtcCQ0sxSMjOwM9j/TElTdXBG0+vX0wyGSQxM/FMAw8nY/h/jmqlqatp4HNT0eLeSiVhID3AXDY5wAAqKhSEVFToyQa6fY6NAqTW+4CQJW4Dn6bAmVV6Xzv/d/6o/2B9gCAVjVb4b7KeIrEyJma0rs3DRyKWcr2xKog7J11HQDQdZwF/tncucT9ligvX9Jsdm7/lJ49SaSSVWNhgCI19u6ltIgcFbsAkFgzcyZ5v6jLhj+VCImJwJEjwO7dFNmUF4aGlAo1aBB5R/wN/PxJkRXv3pEB88ePwJcv9P5GRdGSQ0TxBFD0uw9gKYB5kupzXlStSilatWtTxEKDBvTX0JBSuGQ5jae0SEsjYWDZMqGHC0DX1rVrKZJMHu6Rli4l43I+s2cDy5eXXX+KyocPFC3KN2S/cAHo2rXgfeSYkog05ScOnoWFpVi0dzVDm77CNBqvkefx42uS2HZNqzbF+k7rBetbQrbgzMszUuljQWgVMxw3536TrCZhod1CwfrJFycx8tzIAitFSYO6RrpYHzISLTo1ELQ9uBKJieY78SZMvLqFsa4xgkcFY07bOYI0p6SMJIy+MBqO+x3x9udbqfWdRfpkZmei//H+IgLNhk4bSkWgAYCLW0MFAg0ATNzdXaICDQBsf7Bd8HiIyRCJpyIGHAoXPLZyNpCaQAMAj78JU2ZMdE1oJjQ0lGa2+Zw6RdVpbt0q1jk+PIsVPK7dRAZ9RwwNyedlzx5AR0fYfvYsVVRZtowGV7KIkhJFzLx+TbPaNXIYMkdHA5Mnk0/EqlUkisgSWlokIN27Bzx/Tr46NXIZSr98SYPBRo3InHTtWnExqryhrU1RJX360Pu3fj1FTd29S4PL9HRKMXr2DLh+HVqursU6zR/vWhQUKO1PR4e8cAwMKOLA1pZS04YPByZOpAH7tm1U4ScoiPxnUlOBmBjyUTpzhkrejxsHdO5Mn8e/TaDhR74ZGVGqYk6BZtAg+pyPGCEfAo2Xl6hAM3AgRSPKE3PnCgUaS0vZTy0rQ1iRhoXlL4fD4WD89q7QqakJAEiMS8U6l7N5GrKONh+NXoa9BOtuZ93wMSGPcp9SpLhVEixMrUTWF9otxGQrYTTN/sf7Me7iOJR1tKFmZTUsvDgQ/ee0EbR9exeP6a334Ip3mFj/VBRVsMxxGYLcgtBYp7Gg/cb7GzD5zwRr7qxBFq+Uw6lZpE56Vjr6He+Hs6/OCtoW2C7ARKviBOP/mciHX7FrqtDor/uEVrDoLNnZ9phfMTj5/KRgfbTFaIkePzuLh5tHhL4o9kOK7m1VEnKKNGbVzOiBoSFFNozNYc7+6RMZd86bV/gKNvxdf1d1AoC6xjIaxs/h0Cz2y5fkVcMnNZVes5ERcP58weWAyxIVFXq/3ryhmfqcYkdMDA0M69alwVVsbP7HKSuaNCEh6eNH8twZNkzcFyg0FJg2jaIwrK1JsCmpt4s8wuWScNK0KeDgAMdp04p1GMfHj2mgmpIiXFJTKfWPn/KUnEyC0OfP9N0IDaWIs7NnKYJrwwb6foweTaJS69YkwqiWfRq6TMAwVD7b3JyqHr3NMUnVpAl91n18ZD+9ic+mTSTM8enYkT4H8lT6/P594NAh4frq1fIhjpURcvTOsrCwlBaaldUw9YCz4Fr56No7nF57V2w7DoeDXT12oU7FOgCAn2k/Mfjk4DId9BsZGcHW1rZI+1SGPnwmPETyz1RBG4fDwdqOazGq+ShB27YH2zDVb2qZCzUKCly4LGuHOaf6QU2TvHIy07Ox2eMi1g0/K+Jbw8eqlhUejX6EGa1nCKJqUjJTMP3qdLTyboXQqFCpvgaW0iMtKw19jvUREWimt56ORfaLSuV8yT9TsbzPCWSmk+F2PbNqGLFK8iVld4btRCaPRAmrWlYwrSbZ6j+P/N/hZ3QyAKBStQowa1dPosf/4/mjHwkem+mZCZ9QU6PIjNOngcqVqY3Ho6iSNm3IT6MQZGfz8Om5UBSoYyTDpWQBqjC0cydw546oAebbtxQ90KULDVZlFTU1qvIUGUm+OrVrC5+Lj6eoh7p1aRtZFDgUFGjgt38/iUtHjpBPR24j4Xv3SLCpV48GwJ6eFFkiqyJaKVKc+w87OzsYmZoCysr0meEvqqr0v2YHrSWDYSiFxsqK0mgeCa+zqFyZxI7Hj+mzLi+sW0fXDT6tW1OUpYpK2fWpqGRnUzovn169ABubsuuPHMCKNCwsLAAAUwd99J0ljNbYP+cGIkKixLbTVtOGT28fKHAoZDboUxAWBSySUi/zZsGCBeAWejaBg0aww/unMVjS/SjSUoQz0xwOB9u6bcNgk8GCtvX31mOO/5wyF2oAoHUvQ2x4MAr6JsKZnxsHnmJyy514/1S8rKaakhpWdViF+6PuUzrFbx5GP4TlTkuMvzQe8WnxUuk7S+kQnxYPp4NOuPj6oqBtRusZWNV+Val4EPF4DNa6nMW3d/S5UdNUxqxjfSSeJpTFy8K20G2C9XEtx0n0+ABwfZ8wksV+iAkUFKV3S5SelS6ovAXkiKTJibMzDSYcHIRtISFA8+aU4vCHa9K3d/GCqmfaehoST0UrNaytKWpg82ZRL54rVygVbNIk8g6RVVRVKb3kzRsSnXL6uaSm0iCxYUNKtQgLK7t+FoS6OkUfnDtHJZt37aJBbe5UmbAwMlA2Nqa0qKlTKdqjiBFf8kxR7j+4XG6xPPRYCkFGBgmMZmYkLgYHC59TU6OUvtevgfHj5aeCGcNQBN7UqcI2a2uKEJLVKnj5sWkT8PAhPVZVpWg8lgJhRRoWFhYBQxbbwcCyJgBKBVg96BRSktLFtmtTpw0W2y8WrC+/tRxXI6+KbSctHB0dsWPHjj/eKHG5XEwduRBVQB4vz4M+YUXfE8jMyBZso8BVwD7nfejTpI+gbWXQyjIXovjUbKSDNffc0N5VOKj7/DIOU1rtxpUd4ulPAGBRwwIPPB5gheMKQUUuHsPDlpAtMNhsgH2P9pW5/w5L0YlKioLdXjsEfhCars61mYuV7VeWmkn04SU3EXLhtWB94u7uqNlYp4A9iseZl2fwKZH8L6qqV0W/pv0kevzkn6m4c0oYldHOxaSArSXP05inggjE+tr1UVG1Yt4b1qoFXLsG/PuvcGCRkkIzkl27kpFpPrx/KqzrXddYxqNocqOgQEJHRAQZC/M/z1lZlFLUqBFFG8myGKCsTOlbL19SNaXmzYXPZWdTpIq5OYlw589TtJQsoq0NuLlResi3b2Q23Lmz+EA3MpJm/O3thVWiDh6UzRQvCVKU+w9vb+9ip2iz5ENsLBnn6uuTV0/OMvMqKlQJKTKSUvr4kYnyQFYWeV4tXSpss7Gh72HFfH4vZJW3b8mLhs/cuRSJx1IgrEjDwsIiQFFJAdN9eglSar5G/sTWfy7lOfCf1XYWHOvRzQYDBkNODcHXJHEzW2kxcuRI+Pn5wc7OLs/n7ezs4OfnhzU7F8J9gzDM9cHlN1jncgbZ2cIbZEWuInz6+KB74+6CtiU3l2BxwGLIAqrqSpi0pwcm7+0BFXW6Uc5Iy8Lm0Rexou8JJP1IFdtHSUEJs9rOQvg/4ejUoJOgPeZXDFzPuqLN7jYI/hIsth+LbPLk2xNY77IWqeT1b/t/4dnOs9QEmlvHnuHw4puC9d7TrdG2b9NSOdfG+xsFj0ebj4aKomTDum8eeSZI12rQQg/1zfQkevw/EfZVGEFhXv0PRR+4XCoZGxxM/ix8Ll+mCIbDh/OMqnn/RBhdp29arcR9LhOqVAH++48iNnKmlcTF0Yy4iQlFe8hApGO+KCgA/fuTkauvL5B7kB4QQOlchoYUPZQkbtwvM+jokMnqpUs0OPbxAfr1AzQ0RLeLjycRatgwoFo1oFUrigi4fVu2hbViUtj7Dzc3Nyn3rJzCMGSmPmQICdlz5wJfc9x/VqhAxs9v35LZrryVF4+PJxF+1y5hm5MTXfM1NcuuX8UhO5uuGSkptG5sTFFNLH+ELcHNluBmYREjwOcp1gwRVm6atKeHSOQGn2/J39BsezNEJ0cDABz0HXB12FUocMu2esCzZ8/g7++PxMREaGlpwdHREUY5BzcADi4IwJGlwoopHUc1x/92dBUZ4KZnpaPX0V64/OayoG2x/WIssFsAWeHj81isGnASH8KFs5VVamlhyoGeMLXXz3MfhmFw6sUpTPKdhM+Jn0WeczFzwbJ2y1BLq1ZpdpulBJx9eRZDTg3Br0wq1azAUcDunrvhYuZSaud8df8LZtvvR0YaRX80a18Piy8PLpUUoeAvwbDcaQmABNMPkz6ghmaNP+xVNCa28EbkQ7pujd7khO7jW0r0+H/C47wHvMO8AQArHVdiZtuZhdsxLQ2YM4eqzuSkTx8SM6oKI2aW9T6Gu6dfAQAm7+0Bx+F5pFTJEwxDPgzTpol7utjZAWvWABYWZdK1IhMWRv09dowGMTnR0qIInHHjqHSyPJCeTlW6zp0jP5CCqkBpaVH0UPv2JFgZGpYrH5bC3H+wFJMvX4ADByia6/Vr8eerV6fImdGj5StqJicRESTavnolbBs+HPD2lp80rZysWEG/WQBNONy/Lz/XaQlQkhLcrEjDijQsLHmywe0cru0hzwYVdSVsCB2J2k3EQ+avv7uO9vvbgwFdS+bbzscShyVS7WtxYBgG2yf44sLmEEFbz0mWGLWug4hQk5aVBucjzvCN9BW0yZpQk56aid3TruHiVqEZMIcD9JpmjWFL7aGkkrdfSHJGMpbfWo61d9ciI1toPqymqIYp1lMws81MaKrI2axNOYbH8LD81nIsuLFA8H3TVNbEsX7H4NTQqdTOG/3uJ6ZZ70H8NxKFajaujLX33KChrVYq5xtwYgCOPTsGABhmOgz7e+2X6PFfh0ZhckuaoVRWVcT+qEml9lryo8X2FngYTfn5/i7+aFevXdEOcOMGzU5++CBsq1IF2LqVIhsAjKy/SeAd5PXIXerRQqVGWhqlPC1fLl7aesAAMrJtKNlKY6XGx4/k1eDtDSQkiD7H4dDs+bhx9FdeSiczDKWcXLhAM/9374oLUTmpXp1SpNq1I7GtYcNyJdqwlJCfP4GTJylqKyAg76g5KyuqsDZgAKUZyitnzpAgk/O6tmABsGiRfH4n7t8H2ral1C0AWLiQXstfBCvSFBNWpGFhyZ+0XxmY3HIXPr2gEq51jatiXfBIqKiJK/mLAhZhcSClAnHAwZWhV9Cxgew75/N4DDa6nYP/PmHKyIC5bTHM00Fku7SsNPQ80hN+kX6CtgW2C7DIflGppZYUh3tnX2Gj23mRdKd6ZtUwZX9P1Csg3SHyRySmXZ2GMy/PiLRXVa+KOTZzMMZijMDLhqVs+J7yHcNOD8OVN1cEbfUq1cP5QedhpFt6s7QJ31Mws+1efH4VB4Aqwa2974YaDUtnljLyRyQab24s8Eh6OPohmuk1+8NeRcNr1Hn47aKKHw7DTDB1v7NEj/8nUjNToblCE9kMDVx/zvyJSqqVin6gxESKKvH2Fm3v0wfJy9ZhoOE+AICiEhfHk2dBSVlOBvmFJTaWbvi3bxcVARQVAQ8PMrTVkxNhKjmZTE+9vERn0Pno61N0gJub/JQM5hMfT75Kfn6U7vXxY8HbV69OqW02NjTAMzaWH4GKRTLExlJU1okT9NnJyqOCqJYW+R6NGSNaDU4eycykaJM1a4RtqqrAnj3AwIFl16+SEBcHtGgh/L5bWVGKmqJkiwzIOqxIU0xYkYaFpWDeP/2GKa12C1IcnDxaYPz2rmLbZfOy0elgJ/i/8wcAVFGvgoejH8pFykx2Fg+rBp7EnZNCE9FhnvYYMFe0NGBqZiqcjzqLCDVz2s4pVQ+Q4hAXlYQNI87hod9bQZuiEheDFtqi78w2Baan3Hh3A9OuThPxywCAOhXrYKHdQgwzHQYlBTkMt5Vzbn64icEnB+NL0hdBm72+PY71PYaqFUrPEDYlKR1zHQ/i9e8qb4rKCvC8NhTGNnVK7ZxjL47Ff6H/AQA61O8Av2F+f9ijaCTHp2F4zQ1I/13VbXWQK5q0rv2HvSTLnU930GY3VdIz0DHAy/ElLCvt6wuMGgV8FqYuPtE0xZykvgCABs31sDHMvWTnkGUiIoDZsykVKifq6lS2dvp0+Ul94PFIzNi0iaJQct+jKylR6drRoyn6pNBVDWUEhqH369o1Wm7cEI8gyo2WFg3wrK1padVKtOoXi/zDj766dInEmXv38o6Y4XAoVc7VlVI81eWkYl1BvH4NDB5MFe341K1L0UPmRR7XywZZWeSp4/f797tSJUrx/NvMglevhvmOHQh786ZYIo2cXd1ZWFikib5JNRGT3Ss7whDg81RsOwWuAg71PoTqGmTO9j3lOwacGIDMbNk3CFRQ5GK6T29YdBGGxx+YF4BTa++KbKempIazA8+KpJUsv70c069Ol4ny3Hx0amhi8eXBGO3VSVAWOSuThwPzAjCt9R68D4/Jd1+Heg4IcQ/BgV4HUKeicCD+MeEjRp4bCcMthtjzcI+gKg1L6ZKWlYYZV2fAfq+9iEAzo/UM+A31K1WBJj01E0u6HxUINBwOMO2gc6kKNFFJUdj9cLdgfWabQvq0FAH/vY8FAo2+iS4MraUvJN//fF/wuFXNViU/YKdOQHg4CTW/eZMkTFNs0Fgjr73KD40b04Dmzh1Rc+GUFGDlSqB+faqQIsuGvHy4XEptuniRSnhPnSoqMGVmko+NoyNgYECv72vZGfYXGQ6H+j1uHHD6NM22h4YCq1fToC6vqjWJiTTYW7yY/jeVK9Mxhg2jyKO7d6m0OYt8ER1NpucjRpD5r5kZia1374oLNC1bkg/X58+Avz+99/Iu0DAMRUE2by4q0HTpQoKGvAo0ABkD++WYYNm//+8TaN69A2bNout4MWEjadhIGhaWAmEYBv8OOoVbR58DAFQrKGF96CjUNqwitu3NDzfhsM9BkKowxWoK1nZaK9X+Fhf+oPSx/ztB22ivTuj+P9FBVHpWOvoc64OLry8K2sZajMWmLpvA5ciW7v3p5XdscD2HV/eFA3xFJS4GzLdBv1ltoKiUfwh5elY6tj/YDs+bnohNES2hWq9SPcxsMxPDmw1n06BKiZAvIXA964rnsc8FbTpqOtjrvBfdGncr1XNnpGVhWe/jeHBZeHMxblsXdB5dujeNU32nYt29dQBIvLg38p5Eo9R4PAajDbbi65sfAIDx27vCyaOFxI5fWAadHIQj4UcAAJs7b8a4VuMkd/Br1wB3d/z73gI3YQoAGKvsiy4r+5ChZnkPNWcYikCZMwd4/Fj0OR0dGjyMG0fVX+SF1FTg+HFg2zYawOZGQYEGdiNGkNAhz54c2dnAkyfAzZtUCSooqHAilIIC0KQJpVc0b04DfjMz+Ymg+hv4+JHSXW7fBgIDgRcv8t+WywVat6aosT59KLKkPPHhA5XXvnpV2KakRD5bU6bIX4RcTry9Kd2Uz/z5wBLZ96mUOJMmARs3whxAGMCmOxUVVqRhYSkcKYnpmGSxE1GvaXBT17gq1t4fCVV18dSXlbdXYrb/bMH68X7H0bdpX6n1tSSk/crAws6H8eyWMGf+ny2d0XWsqBN9RnYGBpwYIOLh4trMFTu77yzzyla5yc7i4dSauzi0MBBZGULfBn1TXfzPuxsMWtUscP+k9CRsCt6EtXfX4kfqD5HnqmtUxySrSfAw9yiep4YMIGuVOBLSEjDv+jxsCdkiMAcGKPVnd8/dpZ5CmJGWBU/nYwjzjRS0ua5yRN8ZrUv1vN+Sv6HexjU7tRYAACAASURBVHpIzaIZ8bMDz6KHQQ+JniPk4mss7kbiSIWKKtj3ZRJUK0h/QKu/QR8fEsjwN8Q9BBY1JFzpIjkZ7rXW4GsCXYvWYRsaI4pmZvkzt+UdHo+EjQULKL0mJ7q6JNaMGSNfYg1AKSE7dlCFm7zShKpUobLEw4eTT4cMpeIWC4ahSl5371Kk1L17JL7l5VGSF7VqUZl2ExPytmnalMQceY/CkHUSE4GHD4GQEHrP7t2jykwFoa0NdOgAdOsGdO5Mn+XyRnY2mbvPmUM+VHyaNAEOHZL/a/OlS1SZiu8R1qsX+QrJs+hUHGJiyEcsNZUVaYoLK9KwsBSet4+jMc1qj8CfpuPIZpiws7vYdjyGB+cjzjgfcR4AoKGsgVD3UBhUMZBqf4tLSlI6FnTywcu7Qn+HvKIIMrMz4XLGRTAjDgD9jfrjQK8DUFaQvZnMD89isNHtPCKCowRtHA7QdVxLuCxzgLqWSoH7J6YnYtP9TVh3b52YWKOhrIGRzUdiouVE1NOWj5BWf39/LFmyBDdv3hR7ztbWFgsWLICjo6PU+sNjeDj05BBmXJshKGkPABWUKuDfDv/iH4t/St37KC0lE8ucj+HhVaGf0aAFNhiy2L5UzwuIRtE002uGMI8wib/eue0PCiLlek+zhtvq9hI9fmH4mvQVNdZROXE1RTUkzEqQuM9TYlwKBlehCEZFTjaOM55Qwu+bZi4XmDiRUkc0/4LKbVlZJGgsWSJetltXl/xqxowBNOQsJSwlhVK8du6kqJO8MDYGXFzIXLWW7PvDFZrUVBIAQkNJBAgJISGuKOOZunWp9LehIaVONWpES+3af9+AsiTwePS9evaMxDP+kld57NwoK5PXULt2lLLZsmX5NogOCaEKVDlTmzgcirhYtgxQk26FQYlz9y7Qvj1dmwCKagsMlL9rqySYNQtYtQoAYK6mhrDUVFakKSqsSMPCUjSueIdhs4cwzWfSnh5o72omtl18WjzMd5jj7U8a7DWt2hT3R92HhrJ8XKxTEtMxv+MhkTShvISabF423M+7Y8+jPYK2zg0740T/E1BXkr2ZuuxsHs5tDMbBeTeQniqcidSpqQn39R3Rpm+TPw6MkzOS4f3AG2vurkFUUpTIcxxw0K1xN4xvNR7t67eXufQvPrt27YKHhwd4PF6+23C5XHh7e8PNza3U+5OfYXOnBp2wtetW1NeuX+p9SI5Pw5LuR/D89idB2+BFthi80K7Uzx2VFIUGXg2QlpUGADg94DScDSVbcento2hMaE5VkLhcDna+HQ/dutKP/jr5/CT6HqfIQps6Nrg5Ip8BdgkIvfwGi7ocBgA0sqiO9b1iSKRITxduVLMmlbHu3Vv+oy0KQ0YGsHcvlef+9En0OR0dYPJkYPz4vD1RZJ03b+i17dsnYh4tgG+2Ongwvd/l0XQ3KYnEgbAw4NEjehweTu97UVBWJu+MBg3or74+/a1ThxZd3b/j+5IThiHvoMhIWiIiqALZq1fAy5eF9wOqUIGMn9u2pcXa+u+IaIqJociZ3btFhURDQ2qzti67vkmKx4/JyDw+ntb19Um0kZfqepIkOpquH7/FKvP69RH29i0r0hQVVqRhYSkaDMNg7bAzCDgUDgBQVlXEmnsjUN9M/EL8KPoRrHdZCwZeA40Hwqe3j0xVQiqIXwlpmNfhkMA4FQDGbu2MLv+IpibwGB4mX5kMr2AvQZtNHRucH3QeFVVl84Y/+t1PbP3nskhKCwA071AfYzY7oWZjnT8eIz0rHT5PfbDm7hoR3xQ+DbQbwL2FO1ybuaKaRv7lv6WNv78/OnbsWKBAw4fL5cLPz6/UImrufrqLxYGL4RvpK9JeQ7MG1ndaj35N+0nl+/L9SyIWdT6M90+FptJDl9pj4DybAvaSHOMujsPW0K0AgBbVWyDUPVTir3vtsDO4cZBMz236N8XMo30kevzCMvnKZGy4vwEAMLvtbCx3XC7xcxxaGIDDS24BALr/ryVGeznRzPY//5DpZk46d6ZKQg0aSLwfMkl6OpW1Xb5cXKzR0iKhZtIkoGrpmXKXGtnZwPXrJNacOpX34FlZmd7zgQOB7t3lL92rKGRm0uc+PJzSxJ4/p4iPN29ES7YXBUVFirapVYuEzurVadHTA6pVIxFHV5eEP5WCo1NlguxsEmCio2mJiiKh78sX+n58+EBLUU23FRQAIyPAwgKwtKSIGSOj8h0pk5uUFDK2Xr5c9P+nokKizcyZ8vEZ+RPh4RQNFfvbu7BqVfIeMpCP6HmJM348sGULPW7WDOZcLluCuziwIg0LS9FJ+5WBKZa78fEZXZCrN6yMDaEjUaGiuIHs3kd7MeLsCMH6+k7rMclqktT6WlKS49Mwv6OoUJOXmTDDMFgYsBBLby4VtDXTa4YrQ67IlECRE4ZhcPPIM3hP8kN8zC9Bu6ISFz0nW2LAPBuoa/75BoJhGFx5cwUb728UExsAQJGriC6NumC42XB0a9ytzFPB7Ozs8kxxKmj7gIAAiZ2fYRgEfgjE8lvLcfXtVZHn1BTVMMV6Cma2mQlNFemkonx4FoNFnQ8j9lOioG3Uug5wnmwllfNH/oiE4RZDQcWwS4MvoXOjzhI9R8yHeIxqsBm8bLrfWRc8Eo1b1pDoOQpLS++WCI2icPcLgy6ga+OuEj/H/E6H8NCPohinHnSGwxATeoJhAB8fMqaMyVHlTUWFBgyzZsl/yH1h4UfWrFghngalpkamnlOnUvSEPJKUROlQhw6RMJfXvb6aGvl/9OtHxsPlWbDJSXo6CTWvXpF57evXtEREAN+/S+48Ghok1mhrk4FxpUoUqaWlRYuGBi3q6vReqKkBqqokpKmokCCkqEjCBpdLETwcDr2XPB4JLFlZJEZlZtLrSksjce7XL+GSmEhLQgLw4wfw8yf9jY2lvyUdB+rqktePiQmZNZuaUqrd33ItyU1WFgnBixaR6JWTbt2ADRvKjyj+5AlVmuN/bypWBAICyA/rb+TVK/rs8z2zLl6E+fz5rEhTHFiRhoWleHx6+R2TLXYi7ReVsrXuZYA5J/Oe9R99fjR2hO0AAChwFODv4g87/dJPoZAUvxLSsKCTj0jqk9ua9ug9VTxEdd3ddZjqN1Ww3kC7AfyG+UklXaW4JMen4eD8AFzaGgoeT/h7oK2nAdeV7eAwzBRcbuGiGiLiIrAleAv2Pd6HhHRxU8vKapXRr2k/DDQeCJs6NlI3WX727BmMjY2LvF94eHiJzYTTstJw7NkxbLi3AQ+jH4o8x+VwMcx0GDzbeZa6MXBOQi+/wb8DTyElkdJgFBS5mLi7O9oNM5VaHwafHIzD4ZSaY1PHBoGugRKPotk+4QrObwoBAJg66GP59WESPX5hSUpPQqVVlcBjeOCAgx8zf0jccJvHYzCo8mr8SqD3dGfkeOjVz5XeEh8PzJ0L/Pef6ABNX5/K3Pbs+fekdGRmUhng5cvpBjsniork5zJjBt14yytfvgBHj5JAl9/9rro6CTV9+tBfLS3p9lFWSEwE3r6ltJ7372l5946iSj5+JKHjbxw3aWhQKfsGDYCGDSlKgr/IY9RZaZCVRdcST09xs3JDQ7q2OjmVTd9KgwcPyEsoLo7WNTUBX9/ykb5VXHr2BM6do8d2dsCNGzC3sGBFmuLAijQsLMXn5tFn+HfgKcF6fhVg0rPSYbvXFsFfggEAuhV08cDjgVQHoyUlJTEdCzv74MUdYb6/yzIH9J/TVmzbPQ/3wP28O7IZCqfW09DD5SGX0UxPtmcW3oR9xbbxV0QMkwGgQQs9jFzbAab2+oU+VkpmCk48P4EdD3Yg6FNQntvoaejB2cAZvZr0gr2+vVQibLy8vDBx4sQi77dx40ZMmDChWOcMjwnHrrBd2P9kv5jhMpfDxRCTIZhnOw+NdRoX6/jFgWEYnF57D3tmXBOMN9Q0lDH7ZF+06Ci9Gb7gL8Gw3GkpWA9yC0Lr2pKtIvUzOhkj620SGJ4v8R0s1deYE983vnA6RDfpptVM8XjM4z/sUXQ+PIvBOOPtAIBKuhVwIHpy/qJXaCiVow4OFm3v2JHC9P+mcPXsbOD0aRJrHj4Uf97JCZg2jcL65VnAioggweboUUr9yQtlZaqy06sXpUTp6kq3j7JMUhKJXvwlOppKhH/9StFp/OXHj+KnVEkbbW1K1+IvtWoJl7p1SbytXFm+P/elSWYmCaCenhShlRM9PWDhQmDUKBJ9ywvXr5Mgwa9QpaUF+PlRatvfyuXLJHDzCQ0FzM1hbm7OijTFgRVpWFhKxvaJvjjvRTf4XC4HS68OgVk78eo+nxI+wXyHOWJTKEWqVc1WCHQNhKqieIqUrJKSlI7FXY+IlOceMK8thi6xFxsEnX15FgNODEB6Ns1maypr4vSA03CsL71qQcWBYRgEHHqKPTP88eNrsshzrbo3wvAV7VDXqGg37BFxETjw+AD2P9mPjwkf89xGS0ULHRt0RJeGXeDU0AnVNasX+zUUhKenJ+bPn1/k/ZYuXYp58+YVevv38e9xNPwojjw7gkfRj8SeV1NUg4uZC6ZaT0UjnUZF7k9JSE3OwObRFxHoEy5oq1pbC/PPD8jTW6q0YBgGNntsBCJenyZ9cKL/CYmfZ/eMazi1+i4AoKF5dawPGVlmvlizr83GyqCVAIAJrSZgY+eNEj/HlR1h2DyazN2tnA0w73T/gnfg8ahC0Jw5whlRgAYUEycC8+fLp5lucWEYmg1euZIqk+SmeXNKF+vfn8QMeSY8nMqUHz9OaT95weEArVvTgKx7dxLu2MH6n+HxKConLo7Si/hLUhJF4yQl0QA3OZm8S1JT6W96OqXipadTZEZWFok9PB59NhmGUp/4i6IioKREi5oapUmpqlLqmro6/c2ZYqWtLUy/qlqV/ipJtrrcX0NyMrBrF0XIfPgg+lzFihSBN3Fi+UsjPH4cGDpUaMqtrU3XzJYty7ZfZUlaGkVbRv72eXR1pZQ3gBVpigsr0rCwlIzMjGzMbXcAz4PIgLFiVXVseDAKVWuL39QHvg+E435HQYSJWzM37OyxU26MhAHy4/F0PoZH194J2npOssSodR3EXsfNDzfR43APQdqPElcJe533YrDJYKn2uTikJmfgxMognF57TxCBAJAQ1264KQYvsoNunaIN3HgMD3c+3cGR8CM4/vw4Yn7F5Ltt06pN0U6/HRzqOaBN7TYS8/UprUiaLF4Wgr8E42LERVx4fQFPvj3Jc7u6FevCw9wDo81HQ0f9z+bMkub9029Y2e8kPr8SDsabtK6FOaf6QbuadCuvHQ0/ioEnBwKg78aLcS/QoLJkI1wSYn/BTX8T0lMoLXPu6X6wdjaU6DmKgtVOK9z/ch8AcLL/SfRu0lvi51g3/Cyu76fP34h/HdFneiEjk378IEFm2zYaEPKpWpXKw7q5/V2mnwBw/z7w778UYZP7XrlmTTKIdHcn3xF55/lzMhs+eZKqI+VHw4ZA167krWFrK/9CFQtLUfn4Edi8GfD2FlYz4lOpEhmPT5xIj8sTDAOsXk3+ZXxq1iSBpoTp4HLP3LkUhQnQ+/7qlSACkRVpigkr0rCwlJy4qCRMbOGN+G9kPtu4VQ2sujkcSirioZ0b723EJF+hcfCWLlswtuVYqfVVEmSkZWF5n+MIvSQMa+04qjnGbesCBQXRktNPvz1F50Od8SVJ6Gez0nElZrSZIRfiVOynBOyfewMBB5+KjFEUlRXg5NEC/ee0QeXqRTe4zeJlIehjEM68PIPTL0/jQ8KHArevr10f1rWsYVHDAhY1LGBWzaxYxrqS8qRJSk/Cg68PcP/zfQR+CMStj7eQnJGc574qCiroYdADo1qMKrOy5AzD4MqOMOyc7CdSer2Te3OM2eSU53e1NEnJTIHhZkN8SiRxd4rVFKzttFbi58kZRaNvqguvhx6F9leSNInpiai8qjKymWxwwEHs9NhSEepG1t+Eb+9o4LDm7ggYWhUxrfTRI+B//wNu3xZtNzOjGWMHBwn1VI5484Ze+5494hWT1NSAYcOACRPKz0Dl7Vvg7FkSp4KCREW7nGhokGlo5860yKvJMgvLn+DxKMXnv//ou5E7la1KFRJnxo8vn5GH6enA2LFUMpyPgQEJNHXrll2/ZIHHj6mKGd8seNs2YPRowdOsSFNMWJGGhUUyhN/8gDntDgiqp3Qc1RwTvLuJbccwDFzPumL/4/0AqPKPv4s/bOvaSrW/JSUzIxurB5/CnZMvBW02/ZtiygFnKCmLzjZ/SvgEp0NOImWqx5iPwaYum6DIlY8c5bePorFv9nU8uCJasltFTRFOY8zRZ7p1scQagD4Tz2Of49LrS7j05hLufLqDjOyMP+6nX0kfxrrGMNAxQKPKjdCwckPUrVQXNTVrQk0p/6oSRa3u1MKqBWbunImX318iPCYcT2Oe4tX3V2CQ/2+nsoIy2tdvj4FGA9HTsCe0VMrOhPNndDI2jjwvIiqqqCth3LYuUjUIzsn86/PhecsTAFBVvSpe/++1xMvV//iaBPcGmwWi1JxT/dC6V9lF0VyMuIhuh+maaFbNDI/GFBCtUEy+f06Ea21KoVJWVcTRhBli16NCwTDAsWPA9OniZap79KDokr/Jr4ZPXBzdgG/eTF4kuXFwIIGrR4/yE3UUGwtcukRmmL6+VC0oPwwNyUi0UyeKsilvaR4sfx/fvgH79wM7doj7zQAUWTZlCqW3lNdqVl+/kqH43bvCNhsb4MwZSpf7m8nIAFq1IqEGoP9LQAClIv6GFWmKCSvSsLBIjrMb7sN7sp9gffz2rnDyaCG2XWpmKmz22ODBV/reVVGvglD3UNStJF9qfHYWD16jzsN/nzC1pUWnBphzsi9UK4iGgP9M/YleR3sh8IPQ46BLoy440ueI1EotS4InN95j/9wbYubCSioK6OTeAn1mWOeZ6lYUUjJTcOfTHfi/9UfQpyCERIUgLSutSMeooFQBtSvWRlX1qtBR14GmsiY0lDWgrqSOz48+49isYyjUbx8HwDAAhSjOVadiHbSv1x7dGndDhwYdoKEs3fSh3DAMg8DD4dgx0Q+J31ME7XWaVsGs431Rp2nZVOSIiIuAyX8mAiHOu7s3RrUYJfHz/Df+Mi5uoVLXDVroYUPoqDKNXpvqOxXr7q0DUHqRQzcOPcXaoWcASKiKVUoKsGYNsGoVPeajoACMGQMsWPB3msqmpwNHjgAbN+ZtMlynDs2kjhpVvv4/aWnk03PxIi1v3+a/rZISedl06EDRNhYW5cs4laX8kp5OwuS+ffQ5z8oS38bBAZg8mVL/uNKPjpUat24BAwaQUMNn+HBg+3byP/rbmTMHWLGCHquqUiRqrgkMVqQpJqxIw8IiORiGwdphZxBwiAxJFZW4WBE4HE2sxcPtPyV8goW3hcCXxKyaGYLcglBBWb5m3ng8Bt6TfAXlfQHA0LoWFl4YCM3KorMq6VnpcDvnBp+nPoI202qmuDDoAmpXrC21PpcUhmEQevkNDs4PQGSY6GyygiIXDkNN0GeGNWo3kYwIkJ6VjrCvYQiNCsWDrw8QGhWKV3GvkMXL48apsIQBOA8UEAxDAk13AOI6I7gcLox1jdGqRitY1bKCQz0H1KtUT2ZS2L69j8fWfy6JRT71nGQJl+UOUFErG6NIhmHQ/kB7XH93HQBgWdMSd0bekXgK2NfIH/inyX/IyqQ0jcWXB8HcqaFEz1FUzLaZCbyKLg6+iC6Nuvxhj6KzyeMCfL1JNBi8yBaDF9pJ5sBfvtDN6P79ou2amuRPMHkymZT+bTAMDWK8vGhWOXcKhLIy0LcvCVpt25Yvw12GoUpRly/TgPbmTRrc5oemJkXX2NvTALdZs/ITbcQi/2RnU4qnjw9FEeb2mgEojWn4cBJgmzaVfh+lCY9H/jNz5wqva1wusHYt+e2Up2tZcQkIoGp/fB1lwwb63+SCFWmKCSvSsLBIlrSUTExvvQfvHn8DAFSuroH1oaOgU0M8WiToYxAc9jkgk0emnv2a9sPRvkdlZqBbWBiGgc/imzi8WJhCU8eoKpZcGYwqtbTEtp1/Yz6W3VomaNPT0MP5QedhUcNCan2WBAzDIPjCaxxZeguvQ6LEnm/ZtRGcp1jC1EFf4u9pRnYGIuIiEB4Tjjc/3giWz4mf8SXpC7gc7p9Tpt4CCASQlx1OXQB2QAWDCqinXQ/1teujoXZDGOsaw0jXCEZVjWRSUMxIy8KZdfdwdNltgVkuAFSppYVJe3ugmaN45TVpcuDxAbiccQFAQleoeyiaV28u8fOsHnwKgYepvLCRTR2sDHQp0+tKdHI0qq+limVKXCX8mPmjVCKt3Bttwdc3VOZ9ZaALjG0lHJ0YFgZMnUo3pzmpUQNYtAgYMeLvjZb49In8Kry9ge/fxZ83MqLB3dChVA2lvJGSQoKVry9w9SpVjioILS0SrmxtKUXAwoI1IWaRLnxh5uRJ4MQJ0WiRnLRtC4wcCfTr93ek8EVHU/qWr6+wTUeHogfbty+zbskUcXHk0/blt99ku3Z03csjqooVaYoJK9KwsEie6Hc/MdliF5J+kMGigWVNrAhwgbKq+M279wNveFzwEKwvtl+MBXYLpNZXSXJ+UzC2TxD+qFWtrYUlvoPzjCjZ83APRl8YLRCo1BTVsNd5L/ob/aFcrgzCMAzCfCNxfEUQwm+Kl9iuZ1YN3f/XEraDjKGqXvoRHDyGh9hfsYhNicX3lO+IS4lDckYykjOS8SvzF7J52chmssFjeFBWUEbc+zi8e/gOSAe0K2qjrX1bWLewRrUK1aCloiUXoiHDMLh7+iV2Tb2Gb++FM4AcDtBtfEsMW+YAdc2yDU2O/RWLJluaIC6VKkuVVsrPq+AvmGopNDdcfWdEntF80uTgk4MYdppSj2zr2iLQNY/SziUk9lMCRtTxAvDbjyZ+eukYQjMMcOECRdDkLttsYECh387Of+9Ma1oalajdsoWqQ+VGVZXSB9zdKR2ovP6fvn4F/P2FS25vo9yoqpK3Q5s29H+xti4fVbNYZItfv4Br18hj6dy5vAVVANDXB4YMAVxcgMaNpdrFMuXcORKkcv5f2rQhgaZW2f6OygzZ2ZTmxhexdHSAJ09osiIPWJGmmLAiDQtL6fDI/x0WdDokMBJuP8IME3d1z3PAO/7SeGwJ2SJYP97vOPo27Su1vkqSwMPhWOdyFtlZlGahoa2KhRcGoklr8XSmgPcB6H20N36m/RS0LbBdgIX2C8ukApAkeHH3M06uCsL9cxFiFWs1tFXRwa0ZnDxaoGZj9uZbUjwJeI/9c8R9gvRNdDF+R9eiV/cpJQacGIBjz44BIP+eZ2OfSTyahGEYzLTdh+e3aUDYurch5pzsJ9FzFIehp4bi0NNDAABPB0/MtZ0r8XNc3fMIG93OAwCad6iPpX5DJH4OEbKyqNrRwoXiM9CWllSOtF270u2DrPPwIRkNHzqUt+GuoSENiFxcypd3TW4YBoiMpAisgADgxg0gSjz6UozGjQErK1osLQETE/K6YWEpLAwDvH4NXLlCy/Xr+aflVa1K6YmDB5MwUV4F1LxISACmTQN27hRtnz4dWLaM/d7lZPFiihzlc/480E28UAofVqQpJqxIw8JSeuQ2Enbf0BE9J1qKbZeZnYnOhzrD/50/AIoque12Gy2q52EGIgeE+UViee/jSPtFUTIqaoqYfrg3rHqKV0OJiItA98PdEREXIWjr06QP9jrvLXPj2ZLwJSIO5zYG49qeRyIln/mY2NdFJ/fmsO5lWGb+KPJO+M0POLL0Fh5deyfSrllZDcM87dHJvQUUFGVD7Dv+7Dj6nxBGiV0echlODZ0kfp7bx59jZf+TAMgTa+vzf1CjYdlWn+AxPOit0UNsSiwA4IHHg1K5tq0echqBPpRi4rrKEX1ntJb4OfLk1y8y0F21CkhMFH2ufXvA05MG2H8ziYnkdbF9OxlL5kZRkW7yR4ygUtblfUDEF21u3qTl9m1a/xOqqkDz5pQaxV8MDFhvGxZRvn0jMYYfxfX+ff7bVq9OkX99+gB2dn9nuubly4CHB/A5x0RPzZpknOzoWHb9kkXOnqXPC59Zs4TGwfnAijTFhBVpWFhKD4ZhsN71HK7vJ7NMLpeDRZcHoUXHBmLb/kz9Ccudlnj94zUAoKZmTYS4h6C6ZnWp9llSvA6NwqIuh5EQSxVRuFwOPLw6odu4lmLb/kz9iQEnBuDq26uCNhNdE5wZeAb1tQtRVkiGSfqRiqt7HuHS1geIfvtT7PkKFVXQtn9TOA43Q5PWteQitags4fEYPLj8BsdXBgmiRfgoKiug61gLDJxvI2ZaXZZ8S/4Go61GgjSnEc1GYHfP3X/Yq+ikp2ZijOF/iP2YAADoOdkS7us6Svw8RSX4SzAsd5JIUa1CNURNjZJ4pBzDMBimtx7xMRStsSF0FBqaS/na+f07Rc9s2UJlSXPSvTuwdCnl8P/NMAwQEkKz1YcPA8nJ4tvo6lKahasrYGoq9S6WGV+/AkFBwJ07tISFAZmZf95PXZ0+V82b09KsGWBsTIIOy9/Bx4/02bl1i6qPPX9e8PbGxnRN6t6dBOTyXJ2pIGJiqHz4oUOi7f36UQTg315eOzfh4ZSGyb9ut2tHKU9/EPZYkaaYsCINC0vpkpGWhdkO+/HqHplrVaikinXBbqjZSDzd5dX3V7DaZYX4NPLUaFmjJQJcA6CuJJ9VQ6Le/MBCJx98jRSKE72nWcN1lSO4XFExIouXham+U+EV7CVoq6xWGUf6HEGHBh2k1ufSgsdj8ODKG1zZHoaQi68FaXA50a1bEbYDjWA70Aj1zKqxgk0OUhLT4b/vMc5vCkHU6x8iz3G5HLQbborBC22hW7dSGfUwbxiGQY8jPXAh4v/snXdYlMfXhu9dQECkiqCCigUFe++xxhZ7r7HHaEwwxpiYRI1R4y+JpqgxmhhL7L1XFMXeu4hix2sG1gAAIABJREFUL4iI0nvZ9/tjPnZFFhXcRcrc1zXXsrPz7syydZ73nOfsAKCETQmujLqCrcXblWnXx8rvfVk99QgAtkUK8nfAaArZvfuN2vcHv2fq4akADK4+mCWdlxh8jruXg/ms2j8A2BS2ZMXTcek+Y7KNBw9g6lSRCqXRpL2tRw+RHlW58rtZW04iOlpUkVmyRESS6KNqVZEK1a+fOOOfn4iPF0LNyZOinTnz6oiIFzExEalSVauKVqmSeM2VLp1/N+R5hdhY8bo4fVp4Ph0/njYCRB+FComIkLZtRXNzy5al5lg0GiEUf/112ipWRYoIkb1Hj/yV6vUmBAWJtMsH/++7WLq0+Ex6A98sKdJkESnSSCTGJzQoirF1FvE8MAoA1wqFmXVyqN4N1L7b+2i3sh0piij516NiD9b2WJtrPVrCn8YwteMaAk7r8u8b9fDki2Wd9ab5LLmwhJE7R2orE6lVan5s8SNfN/o6z4gWzwIj2b/kEj7/XdZWonmZYmXtadDNg0bdPXGvU/zdbTjfIYqicP3EI7wXXeTIWj9t+lwqpmZqWgysSo8Jjd55Sk9GLDi7gFE7R2mv7/twH++XMXx1iMe3QhldeQFJCeJz47OFHWgz3PBVo7JCrX9qcT7oPADreqyjZyXDe+RsnHmcJV+JdNH3elXk67XdDT5HpgkIEILMmjVp+1UqYZw7eTJ4er6bteU0btwQYs3y5fq9WtRqsckcMAC6dhXlrPMjT5/C2bOinTkjNutv4m2TiqWl8AHy9NQ1Dw8oVw7M362xem7Bz88PHx8fIiMjsbGxoWXLllSqVMk4k4WHC0PWS5fEc332rDArf7nU/cuYmYkNdcuWotWtKyuHpXL6NHz2mbh8kb59RdpqkfSFLvI90dHQrBmkagWFCglxsEqVNzpcijRZRIo0Ekn2cPPsY75+7z8S44U/Sc02Zfl+Rx+9nhl/nfmL0btGa69/2/hbfmz5Y7pxuYX4mERm9tvMqW0635kK9VyYuLUX9s7pfWdOPTpFt3XdeByl+/HZ1aMrS7ssxcbcJt343EqqCOHz32WOrr9GdFi83nF2TlbUbl+OOu3dqdaydI6IjjAm9/2ecniNH4fXXNMrYlnZmtN6eA06jalLkRKGj0gxFFeCr1D337rEJ4vn1auuF7PbzTb4PIqiMLntKi543wHAvU5xfj05NEcIe4GRgbj+LoybTdWmPP/quVHew9+9v4JLPsKbyGtRR1oPrW7wObLM5ctCrNmyJW2/SgV9+sCkSVKsSSUlRVSeWbpU/L/i9XwmWlqKNI2+fYV/TX4XF4KDxQb+4kVh1HzhgvC3yczeRq2GUqVE9I27O5QtK4SbMmXEGXPLnJM++q7w8fFh6tSpHD58ON1tTZo0YfLkybTMqn9JZKQQKv39RarS1atw5YouauF1WFkJUSa1pHv9+iINTqIjMBC+/RaWLUvbX6aMiJ5pa3iPuDxBYiJ06qSr5GRiIoyC27V747uQIk0WkSKNRJJ9HFpzlZl9N2uvd/ysDh/P0f/FMGb3mDSpP4s7LWZIjSFGX6OxSEnR8O8X+9g+R3f2wqmULZN39MGtcvqqHk+in9BzfU+OPtCFwZcvXJ4NPTdQxfnN1PvcRFJiCuf33ubwGj9Obw8gLipR7zi1WkX5ei5Uf780VZqVwqOBa643Hk5J1nDjVCCntwdwcusNHl1/rndcyYqOtB9dhxYDq2JZKGefFYxJjKHOwjr4PxMlmqs4VeH0R6exMDW8wOa76gqz+gsBQK1W8dvpYdnvx5IBf5/9m5E7RwLQonQLfAb6GHyO2KgE+hWeRXKSSC1a+mgMji45UMw9d05UxNixI22/SiU8ECZOfOMzk/mCiAjYuFFsqg5lULLd1lZE1vTuLSIG8rrh8JsSEwN+fiIC4+pVXXv6NGv3V7SoEGvc3EQrWVK0EiVEs7XN0+khixYtYsSIEWheTl98AbVazcKFCxk6dGj6GxUFwsJEutrt27p286aIuHu5OtyrUKmEWXS9eqLVry8+N/Kj4e+bEBkJs2aJFhen6zc3F5Wbvv1WipAZodGI6MXVq3V9CxbAxx9n6m6kSJNFpEgjkWQvKyb7smbaEe31T/5qxwejaqcbl6xJpvOazuy6uQsQZ6G9B3jTvHTzbFurMdg+9zQLP/dGoxGfu5aFCvDVmm7Uae+ebmxSShJfen+ZRqyyNLVkfvv5DKo+KNvWnN0kJSRzcf9djm3058yOm1rzZX2YFjDBvXYxPBq44tnQFfc6xXF0tcnRqWEpKRruX32K35GHXPK5y5WD94iJ0F8S1NK6AO/1rkSrodXxqO+Sox9XKoqiMHjrYJZdEmfsCpoV5OxHZ/EsYvhoicjnsYzynK99jXT0qsvHs9sYfJ6s0n5Ve+1n2Oy2s/Gq52XwOU5uvcH0LqK0eelqzsy9OMLgcxiUM2dECdOdO9Pf1qULfPedqNoj0fHwodgoLF8uxAZ9FC4sBJuePaF5cynY6OP5cxGpce0aXL8umr+/iNh4m71QwYLg6grFi4tWrJgQdooWBWdnkULi5ASOjrku7cbHx4fWrVu/UqBJRa1S4T12LC1tbYVPzKNH4rV7/z5ERWV+cjMzqFhRmEFXqwa1aglz6Pya7pcZ4uJg/nxReejZs7S3dekiRJuy6Yt4SP4fRYGRI+Gff3R9U6aIqNBMIkWaLCJFGokke9FoFH7ps5Gj68UZdrWJih9296NGq/RVjKISomi8pDGXg0V1KDsLO44PPW6UzV52cmbnTX7ps4m4aBEtolLB0Fmt6DK2nt5N+Oorqxm+fTixSTqxYmj1ocz9YG6uNVV+UzQahYDTgZzZcZPz3ne4dfbxa39L2xYpSLlaxXCr6kSpyk6UrFgElwqF30n0SUqyhqDbody5GMydC0+4eTaIgNOBGUYKgSjZXqeDO036VqZ2u3IUsMhdZwj/OfcPH+/QnWkyZhTcb4O2aqvHFXaxZv61URS0yRnpH1EJUTjOdNT6S90dcxc3OzeDzzPnox14/3sBgB4TGjL4f7mkZOrp00Ks2bUr/W2tWwux5r338nSEQpa4elUINqtXw927+sc4OEDnzsIAtGVLmRL1OuLjRWRHQIC4vHVLtLt3hcDwOg+UzGBtLQS1woXF82RvD3Z2IhrHxkb8bW0t/ray0rWCBUXEg4WFeD7NzYXgk5X3h6JAcjIkJIjHHh8vDHnj4kQUUlSU8OGIjKTpjz9y+E3Ko/8/TQHfzK7HzEykmaX6BFWuLJq7e64Ttd45CQkiXXLaNJHi9CLVq8Ovv4qqRJKMURTw8oI//9T1ffKJuJ6F95sUabKIFGkkkuwnPjaJb5r+x82zIsTVytacmceHULJiesOyhxEPqfdvPYKixVg3OzdODjuJcyHnbF2zobl3JZipHdfy9H6Etu/9wdUYveADzMzTb8r9Q/zpvq67Nn0EoGKRiqzrsY5KTkYy7cuBRD6PFdEnvve54nufh/7PXn/Q/+NQrBDF3R1wcrPDqZQtjiVssC9aCDtnK+ycrChkb4Gltfkbe5mkpGiIi0wg4lks4cExhAfH8OxhJMH3wnl6L5zAgFCCboVq01BeRWEXa2q1K0e9ju5Ue78MFgXTngXPVrPGt+DEwxM0XdqUJI0wOR5UbRBLuyw1ylxndt7khw46U9pJ23pTr2N5o8yVFdb5raP3ht4AVC9anQsfXzD4HBqNwmDXPwgNEiVBZx4bjGfDEgafx6icOwfTp6f3rAFo2FCE43/wgRRrXia1nPfataJKVEYVbmxsoH176NZN+E4USu+DJnkFycm6aJC7d0XKzsOHIvrmwQOxEY7NONrT6Jia6pparWup7xdFESJTaktKEo/pDfADslKH7SqQ7tvJykr4/pQpIyI4ypQRIkz58qJfpiu9HfHxsHgx/PSTeH2+SKlSQhAfMEB4qkgyRqMRAs28ebq+Dz8UwlcWK8NJkSaLSJFGInk3PH8cxRd1dRWfnN3s+PXUUOycrNKNPR90niZLmhCTFANA7eK18R3ki1WB9GNzE+FPY/ix6zr8j+t+XFeo78J3m3riUCx9OG90YjQjd4xk5ZWV2j5LU0tmt53N8JrDc0UqjKEJfxrD9ROPRDsZyO3zQa+MUnkdKhVYWptTwNKUAhammBYwQaUClUpFSopCcmIKSQnJJMQkaSOhsoJDsUJ4NHSlanM3qrUsjWuFwnqfP6OaNRqYwMhAai+szZPoJwBUc67G8WHHjRLtFRUaxyeVFhD2RIgTTftWYvyqbgaf523ovaE36/xEGtIPzX5gctPJBp/jxulAxtVbDIjS28uDv8DEJHdWwuPyZRGav25d+tLdVavCV18J7xW5mUuPRiPKEa9bB+vXpz+Dnoq5Obz/vkh36NhRpOJI3g5FEVWIAgOFt8rjx6IFB+taSIjww3n2LP1rOwczBxiTheNmv/8+Xl26CL8eV1chEjg4SKHVGERFiZScX39N7+3j7CyM2YcPl9F0b4JGA6NGpU1x6tULVq58q+8dKdJkESnSSCTvjjsXn/BV46Xa0sIV6rsw48CHeo1gdwTsoPOazmgU8QOnQ/kObO69GVN17v7BnpSQzLyRu9i/9JK2z6G4Nd9u7IFHfdd04xVFYfGFxXy2+zPiknUmcN09u7Ow40LsLe2zZd05FY1GIeh2KLfPP+GBXwj3rjwl6FYoj64/JyX53fw4dihujVsVJ8rUcKZsjaJUqOdCkZK2rxXV3tqsMRuJS4qj6dKmnHl8BoDCloU5O+KsUdJ7AH7pu4nDa/wAsC9aiHlXP8amcM5J/YtLiqPIzCJaYfnqqKtGiXhbPvEga38U5uItB1Vl7NLOBp8j27l5E2bOFGcuk9KWnadUKfjiCxg6VEaEZIRGI1LJNm6EDRtE5Ic+VCphvNq5M3ToAJUqyU20sdFohCH08+cQGipaWJhoERHC5DUiQmy8U1OOYmJEi4vTtcREkdby8vsjM5iYpE2dSk2pKlhQpFsVKsT0u3eZdPFipu962rRpTJw4Metrk7yeR49E+s2CBeI18yJOTvDllyJFxyp3n8zMNpKSYNCgtCbBffoIH7C3PDEgRZosIkUaieTdcnpHANM7r9Ma6Tbq4cnXa7vrTTlZcHYBo3aO0l4fVXsU8z6Yl+sjSBRFYdvs0ywat0/7fzAtYMKoee1oM7yG3mP8nvrRa0MvroVc0/aVsCnB8q7LaerWNFvWnZtISdYQfC+coNthhDyIIOR+BM8eRWrTlCJCYomJiM9UFE5q1I21g6VImXK2orCLNU6lbClSypZiZR1w9ShMQevMn8HKlFmjWo23t/c7i6jRKBp6re/FRv+NAJioTPD+0JsWpY2T9/5iNSeASVt7Ua9TBaPMlVU2+W+i+7ruAFQoXAH/0f5G+Zz6pPICHviFAPDtxh407Ja7/brS8OgR/PabOKsZE5P2Nnt7ccbz00+FSatEP4oiKhxt3gybNmVsOgyiWlGHDiI1qnlzWfElN5DqLZOcLDaZqalNL39vmJjompmZLjXqNcyZM4cxYzIfSzN79my8vAxvki5BCLCzZ4uouZfT1ooVE+LMyJGyBHlmiI0Vhusv+qMNGABLlhgkclOKNFlEijQSybtn25zT/DNmr/Z6ty8bMHTm+3rHTtg/gZ+P/ay9PqPFDL557xujrzE7uLDvDj/33kh0WLy2r+2Imnw8p41en5rYpFi+9P6S+Wfna/tUqBjfcDxTm0/F3FSGt2aWlGQNcdGJJMUnkxifTHJiCoqioCiivLOZuQmmBUwwL2iWKf+azNK0aVO9KU6vGu/r62uUtbyOr/Z9xczjM7XX57aby6d1PzXKXE/uhuFVfSGxkaIaVuth1fH6t6NR5nobXkx1mtxkMj80/8Hgczy+FcoId5E3X8DClFXPxmFhlQdNNkNDhT/AnDnpq5QUKAD9+8O4cSISRPJq7tyBrVtFO3Ik49QbCwthLtqunfCxKVcue9cpyRH4+flRuXLmXWmuXr2aIz3Tci1xcUKU+fNPOHs2/e3u7kKcGThQvHclb05ICHTqBCdP6vpGjhT/awP590iRJotIkUYiyRn8PWYv2+ec1l7PqDS3RtEwYNMAVl/VhST+1+U/BlYbmKV5c5oh65M7YUzvuo57l59q+9xrF+ObDT1wKmWn95gt17cwbNswQuNCtX3VnKuxvOtyqjhXMfqaJYYlN/0wnntqLl57dGdMvep6MbvdbKPMlZyUwtfv/ceNU8Jvo2gZe+Zc/ChLkUrGJCYxBqdZTtpqbFdGXaGyU1bsN1/Nhl+Os/RrHwDqdSrPpK29DT5HjiI2VqRA/fabqMDzMq1bw9ix4jKLBo/5iufPxZnjHTtgzx6RapMRZcpAmzbif9uihTAjluQLctMJgzzHtWsiknDZMpES9zJNmoj0zw4dpCFwVrh5UwjRL36fTJwIU6caNPXzbUQa+U0mkUjeOcN/a0W9TrrKLAs+3cOp7QHpxqlVapZ0XkJzt+bavmHbhrHn1p5Mzefj40PTpk2pXLkyY8aMYdKkSYwZM4bKlSvTtGlTfHx8sv5g3oKiZeyZdXwITfvqNts3zwbxea1/Oe+tvwxmF48uXBl1hVZlWmn7LgVfovbC2vx89GdSNAYsHyoxOll97WX3a3b1ldWM2aMLhe9coTO/tfnNaPMtn3hQK9CYmKoZv7prjhNoALYHbNcKNJWKVDKKQANwYtN17d8Nu3kYZY4cRcGCwmPhxg3htVK/ftrbvb3FD+7KlYVPw8spUpK0FC4sqpasXSsilA4cEGfjPfWkzN25A/PnQ9euwgC2cWNRLeb48bfzRZHkeCZPnoz6DUVPtVrNpEmTjLyiPE5EhBBmGjQQ0YGzZ6cVaMzNhXfK2bNw6JDwlJICTebx9RXfIakCjUolojWnTctR3lxSpJFIJO8cExM141d1xb228BfQaBR+6b2RG6fTV6kwNzVnc+/NVHESUSLJmmR6rOvB6cDT6cbqY9GiRbRu3TrDs0OHDx+mdevWLF68OIuP5u2wsCrAlyu7MmJ2G0xMxUd05PM4vm+7ihWTfUlJSR+iXty6OHsG7GF229mYm4iNa2JKIhN8JtB4SWOuP7ue7hhJziTyVWe0jXBcVtgRsIOBWwaiICJx67vWZ1X3VZiojfNj8czOm2z85YT2+ofTm1GhrotR5npbXozy613JONEtTx9EpBGs6uag0uNGx8QEuneHEyfg2DEhHLz4o9rfX/jVlCghKkJlZJwr0WFmJnxoZs4UZ+/v3IG//hJpAC8bj6akiP/7lCnQqJEQbTp0EBFOFy7kqupFktfTsmVL/vnnn9cKNakm9jml2mCuIikJdu6Evn2haFH4+OO06TcApUuL6nePHomIwlqZDsqQpPL339CqlUilBeG/tWkTfPbZu12XHqRII5FIcgQWVgWYvKMPzqVFWk9CXDJTO6zh8a3QdGNtLWzZ3X83JW1LAhCTFEP7Ve0JeJ4++uZFfHx8XlsxB0Cj0fDRRx+9s4galUpFJ6+6/M93IA7FRBUTRYE1044wqfVKbenhF1Gr1HjV8+LCxxeoU7yOtv/ko5NUX1Cdn4/+TLImOd1xkpyFTRZTCbJ6XGY5cPcAPdf31L6WKhWpxI6+O4xSahtECuCvH+qMgmu1K0e38Q2NMtfbEhoXyu6bu7XX+1XpZ5R5jm3w1/5drWVprB3yqclrw4bix/WtW/D556IqTSphYUJ0KFtWlJw+cEB8iEpeT+nSQujaulWkRR08CBMmQA09RvbR0WKDOW4c1KwJRYpAt27irPSlS1K0yQMMGzYMb29vmjbVX5SgadOmeHt7v/Mqg7mKlBTxvho5Uhj+dugAa9ZAvM6TEDMzIUjv2SM+4yZMAEfHd7fm3E5Cgvh/jxypM112dhZRNV26vNOlZYT0pJGeNBJJjuLRjWeMb7iUqFBRYrpYWXtmHh+CnVP6UoLXn12n0eJGWj+WUralOD7sOMWti+u979yYXx0WHM2s/lu45HNX22fnbMW45V2o0aqM3mOSNcn8cuwXpvhOIUmjC0evVawWizotolrRakZftyRr5GRPmoN3D9J+VXtt+fcy9mU4MuRIhu+3tyU+JpEvGy7RejQ5utow+8JH2DrmzMoV88/M55NdnwBQz6UeJ4effM0RWWNs3UXcPPMYAK9/O9B6mP4qcPmOyEhRkWPuXP2+NZ6eImVq4EDpq5JVQkLAx0ekl/n4wIMHrx5vby8ibpo0gffeE0JOgTxocJ1PyGk+frmK5GSRorRxo6i49uSJ/nHVqsGQIcIUXYoyhuHhQ1HB6dQpXV+NGkKILlHCqFPnKeNglUplDjQD6rzQUmsstlMUJXPmE6+eS4o0EkkOxP/4Q75ruYLEeKF2u9cuxoyDA7EslP7H3clHJ2m5rKXWB6KKUxUODT6EvaV9mnE5efP7OlJSNKyZdoQ1Uw9rTwarVNBjQiMGTG2mTYt6mcvBlxm6dSjngnSfcSYqE8Y3HM/kppOxNMunZ+BzODlRTNx3ex+d13TWCjQu1i4cHnKYMvb6hcK3RVEUfum7iSNrRZl50wIm/HxkUI5NcwJouKghJx6JtKw/2/3J6LqjDT5H0O1QPionqjqZmqlZEfwFhezl+zgNKSnCFPfPP4WY8DKFCokSq6NGQdWq2b++vIKiiNQoHx8RFXDwIAQHv/oYCwuoV0/42jRsKLw37O1ffYxEkluJjoa9e2HbNmHSHZo+MhwAFxfo10/4RFWRBR8Myp494v/6YnXAPn3g33/Tp3Magbwm0lQHLmRwsxRpJJJ8wokt1/lf9w1oNOIzqlbbskza1htTs/S+F7tv7qbj6o6kKMIkt2GJhngP8MaqgO4DeM6cOYwZMybdsa9j9uzZeHl5vX7gG/I2Z6Iu7r/DrAFbCA/WmWJWqO/C+FVdKVpa/w/dZE0ys47PYorvFBJSErT9Ze3L8lf7v2hdtvXbPSCJwfHx8aF169avTcsD4QXg7e1tVC+AnQE76b6uu/b142LtwsFBB3Ev7G60Odf97yjLvj2ovf7Zwg60GZ5zI0ZuPLuBxzxh4GuqNiVoXBCOBQ1/FnTtj0dYPtEXgDod3Pl+ex+Dz5Gn8PcXYs2yZWLD9DKNGgkPiB49hDeBJOsoivh/+/qKiAFfX3j69HVHiQinBg2EkWfdusIw1dTU2KuVSAyPoojUpF27RPP1hcRE/WOdnER0R+/e4nNIVqUzLElJMHky/PSTrs/ERKTBfv55thkE58XqTuGAD/AT0P0dr0UikbwDGnTxYOS8dtrr5/bcZvaw7VrR5kXaubdjaZel2uvHHx6nx/oeJKbovhzftSGrISpKVX+/DHMvjkiT5nTjZCCfVfuHgyuv6D3GVG3KhMYTuDTyEk1KNdH23w67TZsVbei7sS9BUUFv/wAlBiMnmTWuvLySLmu7aAWaEjYl8B3sa1SB5uiGa2kEmnYja+VogQZg6cWl2r87lu9oFIFGURQOrbqqvd6sn3EqR+UpPD1h3jx4/FhcVqyY9vZjx0T6k4uLKOHt76//fiSvR6US/99PPhFVo548EdW4Fi4U/+MyGUTd+fvD4sUwYgRUrw52dtCsmTB+3rAB7t+XfkKSnEt4OGzZIl73ZctC+fJCBPD2Ti/QFC8On34qxJvHj4WA/N57UqAxNLduiWi9FwWaYsWEN9nYsTmqgtOryImRNGpAUV5YmEqlSv1bRtJIJPmM5ZMOsnb6Ue31ruPqM2xWK71jZ5+czed7P9de712pNyu7rcREbfJOI2kWLVr0WsPi1A33m5jvaTQKm2YeZ/lEX1KSdffZtG8lRs1rl2H6g0bRsOj8IsbvG09EQoS237qANT80+4FP636KmYlZJh6ZxJj4+Pgwbdo0Dh06lO62pk2bMmnSJKMKNL+d+I1x3uO0193s3Dg46CBudm5Gm/P6yUd823y5NtWxctNSTN/XX28EXU4hWZNMyd9LEhQtxM4tvbfQ2aOzwee5fSGIMTX/BcDCyowVwV9gYSX9PTKFosCRI6J60caNOgPJF2nUCD76SJzlLpgz/Y9yLY8fw9Gjonz38eOiIpS+5+BlHB1FRZvatYWXRM2a4OaWazZbkjxEdLQQd319xab/7NlXG2RXqSJKZXfuLF63UpAxHooiBN8xYyBGF3FO69awfLmIXspm8lS6kz6kSCOR5F8URWHuiJ14/6vLghz8c0t6fKW/wsvkg5OZdnia9vpHNT/i7w5/c+3atXfiSWPM1JWAM4+Z2W8zQS9UwHJ0tWHsf52o1qJ0hscFRwczznscK6+sTNNfsUhF5rSdQ8sysoxmTiK7zRpTNCmM3zee30/+ru2rVKQSewfsxcXGeJ4wj2+FMr7hEiJChL9UcXcHZp0Ygk3hnL1R3hmwkw6rOwDgbOXMw7EPjSJ2LvzCm62/C+PD5gOqMG55zqxIkWsIDhZGw//8A3fvpr/dxkaYdw4fLoQBKQgYnthYOH9elFQ/eVIYewYGvtmxdnYi8qZGDXFZrZqInJLGxBJD8vSpEGWOHhUC7/nzwvcqI6ysoEUL+OAD0UqWzL615meCgkTq6vbtuj4zM5g+Hb788p2JY1Kkyfr9SpFGIskFpCRr+KnXBk5svqHt81rUkdZDq6cbqygKXru9+PPMn9q+Lxt8yS+tfqFZs2bZbshqbBPY2KgE/vHay/6ll9L0dxpTl4EzWmBRMOPN4oG7Bxi9azTXn11P09/FowszW82knEO5N16HJG8QlRBFv0392BGwQ9vXuGRjtvXZls6M25CEPYlmfKOlPLkTBoCNY0FmnRhC8XIORpvTUHRd25Ut10WZ8PENx/NLq18MPkdyUgqDS8zW+lH9sKcftdqUNfg8+RKNBvbtE2k5W7fqj+yoWhWGDpUVV7KDwEAh1pw5A6dPi0iFN007NjMDDw8RvVC5sq6VKiUjGCSvJz5elI4/fVq8Bk+cEObYr0KlElFeLVtC27bCEFsKhdkOva9RAAAgAElEQVSHosDKleDlBWFhuv4KFWDVKhG99A6RIs3rj89IhfGoWbNmQSnSSCQ5n8T4ZCa3XcXVQ/cBUKtVTNjQg4ZdPdKN1SgaBm0ZxIrLK7R9U5tNpWFyw2w1ZM3OilLHN/nz54idRD6P0/a5lHdg7H+d8ajvmuFxiSmJzDk1hx8O/UB0os5Y00xtxph6Y/j2vW+NujmX5Bzuhd+j0+pOXHmq8zfq6tGVld1WGrUSWHR4PN80W8bdS6IyTAELU370GYBnQ+OWxjQEj6MeU/L3klrT8huf3qB84fIGn+f0jgCmdlwLgENxa5Y88MLERG46DU5wMCxdCosWwc2b6W83M4MOHUSJ3HbtpMFtdqDRiJLq586Jdv68SJN6cUP2OqyshF9OxYoi2sbTU4g5ZcrI5zC/EhsLV6+K11Lqa+vKFWE4+ypUKiECNmuma7JC2bvh/n1RpW/37rT9n34KP/+cI9JVpUjz+uOlSCOR5AFiIuL5tvlybl94AoiyvFN29aV6y/SpPcmaZHqu76k9ww3wa+tfsb1ma1B/mFeR3T44oUFRzBm+g7O7bmn71GoVXb+sT78pTTG3zDiq5nHUYybsn8Dyy8vT9DtYOjDxvYl8UucTzE3NM70mSe5g76299NvUj9A4Xerc142+ZkbLGahVxhMD4mMSmdR6Jf7HHwGgNlHx3eZe1OtoeKHDGEw7NI3JvpMBaFqqKb6DfY0yz4/d1mkjCbt/1YAhP79vlHkk/4+iwOHDokzrxo0QF5d+jLOzKJs7cKBItZHpUNmHosCDB2KDfeGCiH64dAnu3cvc/ZiZ6cxeK1QAd3coV040FxcZfZMXSEkR0TB+fkKESW0BAa/2kknF3FxEyjRuLEx+GzWSosy7JjkZ5s6FSZPSes+4uQlPmubN39nSXkaKNFm/X5nuJJHkMsKfxvBV46U8vik2kxZWZkzfP0BvtEhCcgIdV3dk35192r6/PviL8pHls8WQdfr06UyaNCnTx02bNo2JEydmaU5FUdi3+CILx3oTF6WrLOBS3oExiztRsdGroxNOB57m8z2fc+LRiTT9bnZuTG02lX5V+mGizrkmrpLMkaJJYfrh6fxw6AcUxFetmdqMvzv8zZAaQ4w6d3xsElM7ruHygXvavrFLO9FyUDWjzmsokjXJlJ5dmkeRQmBa3X01fSobviR2+NMYBrn8oTUJn+8/ihIeMuUm24iIgHXrxI//kyf1j6lcWYg1/fuLCi6Sd0NERNrNuJ+fiJZ49izz92VhAaVLC8GmdGkRdVO6tNgIurkJzyJJziE8XFT1uXlTVBW7fl3XEhLe/H7KlYN69aBOHVEWvkYNmb6UkzhxQlTSunhR16dSwejR8L//QaFC725tenjnIo1KpZoMTM7i4T8rivLda+5fijQSiUTL0/vhjG+0lOeBUQBY2Vnw06GBlK7qnG5sbFIsbVe05ciDI9q+xZ0WM6TGEKMbsr7LilJP74fzx9DtaTbAKhW0H12HgTOaU9A646gYRVFYf2093/h8w52wtPnYlZ0qM735dDpV6IRKnjnO1QRGBvLh5g85eE9X7trF2oX1PdfToEQDo84dH5vEtE5rueSjM2wdMbsNnbzqGnVeQ7Ll+ha6ru0KQJGCRXg49qFRos02zTrB4vH7AfBs6MrMY8YVzySvwN9fpEMtXy6MKl9GrRamof37Q9euYGub7UuU6OHpU7h2TddSN+9valKsD3t7YQpbsiSUKCGaq6toxYuLlsM2jLmauDh4+FCkuNy7Jy7v3BGpcHfuZF6IU6lE9FS1asK3pHZtcWlnZ5TlS96SJ09gwgT477+0/ZUqCT+xBsb9zZJVcoJIMwX4PouH/6woyoTX3L8UaSQSSRoe+ofwdZNlRD4TlWDsnKz4+cggXMoXTjc2MiGSVstbcTrwNAAqVKzotoJ+VfoZdY3Z6UmjD0VR2PPPeRaP358mqqZICRs+mf8Bddq7v/L4hOQE5p+dz/TD03ke9zzNbbWK1eKHZj/wgfsHUqzJhWzy38RH2z9Kk97U3K05a3qswcnKuGUq9Qk0g/7Xgp4TGhl1XkPTcllLDtw9AMC3jb/lx5Y/GnwORVEY5TmfRzfE+2/M4o60GpLeMF2SzaSkgI+P2DBs3qw/HcrCQvjX9OsnqryYy3TRHEdUlIi8CAgQ0Re3bumiMZ4/f/3xr8PGBooVE4JN0aKiOTuL5uQERYqI5ugofHPy43dpfLzwgkptQUFiQ/74sRDRHj0SLSvRUKkULSo285UrCz+ZKlXEdSsrwz0OiXFISIA5c2DaNPF+TcXSUqQ7jRuXoyOd3rlIY2ykSCORSPRx63wQ3zZfTmykCGV1dLXh5yODcHZLfyYkLC6MFstacPGJCJFUq9Ss6b6GnpV6GnWNxq7u9CY8fRDBvI93cm7P7TT9jXp48tEfrXF0eXXYdmRCJL8e/5VfT/xKTFJMmtsqUYkGiQ0oaVESW1tbo5eHlrwdoXGhjNkzJo2ptlql5rv3vuP7pt8bPZUtJiKeHzqs4drRh9q+gTOa0+ubxkad19D4PfWj8nwhwKpVau6OuUtJW8OXWr1y6D7fNFsGgKV1AZYHjcXCKuf+IM2XREXBpk2wbBkcPCj8Ul7G1ha6dYPevUWkjZnhS7RLDExEhIjSuHVLlGhPbalRHJlJoXkTzM2hcGFwcBDN3l40Ozvx+rGxEZfW1rpmZaVrlpbCKNXcPHvEHkURJrtxccKENyYGoqNFi4oSFbkiI8X/MTxctNBQ0Z4/F6LLs2divCEwNxepSu7uwmPIw0PXpIdM7kNRRJrphAnpvaa6dIHffxdphzkcKdJk/X6lSCOR5HKuHXvIpNYrSYgVjvzFytrz0+FBFC5unW7ss9hnNFvaDL8QPwBMVCas67mObp7djLY+Hx+fbK0olRGKonBo9VX+GeOtjT4CsfEbMK0ZHUbXwcT01SaJT2Oe8vPRn/nr7F/EB8TDIeB++nFNmjRh8uTJRnkckqyz2X8zn+z6hCfRT7R9JWxKsKLbCpqUamL0+SNCYvi+3WpundOliQz8sTm9vs1dAg3Ax9s/5p/z/wDQzbMbG3ttNMo8v/TdxOE14vOq3chajJ7/gVHmkRiIR49gzRpREvZFz4QXcXQUgk2fPtCkCZhIj69ch0YjUqgePhQGxg8e6CI+Hj0S0SCBgZCY+Pr7MgYWFkK0KFBA/G1mJv42NRWvN1NTkZqnVgtBJ1XUURTx2FJbcrJoSUnisSQliciXhARxmZKSfY/J1FSYOZcsqfMGKlVKGD+XLSuilaTRc97g0CH4+mtRBv1FPDxg9mxo3frdrCsLSJEm6/crRRqJJA9wcf8dprRfQ3Ki+MHg6lGYnw4Nws4pfShrcHQwzf5rxvVn1wEwVZuyvud6unh0Mdr6Fi1alG0VpV5HxLNYFn+5D5//Lqfpd6vqxCd/ffBaY2GAX+f9yvjPxvOq74/sejyS13M37C5j9oxhe8D2NP39q/Tnzw/+xM7C+Dn4wffCmdxmJYEBuvSq4b+1osvY+kaf29A8i31Gyd9LEpcsUlwODT5kFJErLDiaISVmk5wkPjfmXPyIMtWKGnweiZG4dg1WrRLt7l39Y4oWFYJNjx6icowsB513UBQRNRIUJFJ3njwR6TxPngiBJ7U9ewYhIYaPzMktmJqK1C8nJ5EGVqyYrrm4iObqKt4rUtDM21y4AN9+C3te2uo7OMD334ty27ksClGKNFm/XynSSCR5hFPbbjCj+wZtBRS3qk7MOPAhNoULphsbFBVEs/+aEfA8ABDVbNb3XE9nj85GW5+Pj0+2VJR6Uy773uOvUbt4dD1t3n3LQVUZ/FNL7IvqNzzMTGSQSqVi9dbV9O7Y2yBrlmSOuKQ4fj3xKzOOzNAKCgBFCxXl7w5/06lCp2xZx61zQUxpv5rwYJEqp1arGP13e9oMr5Et8xuaHw//yMSDovpajaI1ODfinFF8mdb+eITlE30BqFDfhV9PSMEzV6IocPo0rF0rwvczMqstUkSYDffoAc2a5brNiOQtUBSRMvRiOlBqilBYmEgZSk0diooSLTpapBiltrg40bJT7DExESlWlpbCJLlQIZF6ZW0t0rOsrUW6VmpLTeVycBARZY6OIoUrP3rxSHRcvQpTpsDGlyJSCxQALy/47rtca+ic50QalUplD7wol4b8/2Vv4MAL/RGKoiS9xTxSpJFI8hBH1vkxs+9mNBrxuVa2RlF+9BlAIXvLdGMDIwNp9l8zboXeAoRQs67nOqNG1ABGryiVGZISktn860nWTj9CQlyytt/SugB9Jr1HpzH1MCuQ9sxVZj12VG4q+szqw+g6o2lYoqE0Gc4GNIqGFZdXMPHARB5GPkxz2/Aaw/ml1S/YW2ZPjv6pbTf4pe9mbTqiaQETxq/qSqPuntkyv6GJT47H7Q83gmOCAVjedTkDqg4w+DzJSSkMKz1XW8Fu3IouNO9fxeDzSLIZjQaOHROCzYYNIrJCHw4O0LGjiLJp1UpsgiWSNyElRQg1qSlJSUm6dKWUFPF3cnLa1KYXMTERoolaLYRCExNdupSZmS6VKjWNSiLJKleuwPTpsH59Wi8vtRoGDRLRM6VKvbv1GYC8KNLcA97kWWmuKIrvW8wjRRqJJI9xYPllfh+0Vft5716nONP39cfK1iLd2EeRj2j+X3OtUGOqNmVtj7VG9ajJiTy9H86/X+zj+KbrafqLlXNg6MyW1O9cAZVKleVqVXwCOEH1otUZWWskfav0xcb81WbFksyjKAo7AnYw2Xey1iA7lepFqzO//Xzqu2ZPepGiKGyadYKlX/to34tWdhZM2tqLyk1y74+uhecWMmLHCECUK78z5g4FTAxv5HtknR8/994EiMp1Sx54YWYuU2HyFCkpcPSoEGs2btRf0htEpELbtiLKpkOHXHtGWSKRSAA4cwZmzIAtW9Lf1rWrEG4qVsz+dRmBtxFppMOSRCLJU7T4sCqf/dtRe/3mmcdMbrtKWwHqRVxtXPEd5Iu7gyhFnaxJptf6Xqz3W59t680JOJWy49uNPZnm3Z8Sno7a/qBbofzYdT3fNFvGzbOP8fHxydoEd8TFxScXGblzJMV/Lc7wbcM59uDYK31tJG+GoijsurmLuv/WpdOaTmkEGicrJ+a3n8/Zj85mm0ATH5vErP6bWfKVTqApWsaeWSeG5GqBJkWTwszjM7XXx9YfaxSBBmDb7NPav9uNrCkFmryIiQk0bQpz5wqz2SNHYMwY4b/xIrGxonrUhx+KlKiWLUVJ2pcrnkgkEklORVGE10zz5lC3bnqBplMnOH9efNblEYHmbcmRkTTZhYykkUjyLrv/Pse8kbu01z0auDJ1bz8KWpunG/s46jHN/2uu9agxUZmwvOty+lbpm23rzSkkJ6Wwa/45Vn5/iJjw+DS3JVXxx/vK6kzfZ63+tbjmeS2NL0oq7g7uDKw2kP5V+lPavnSW150fSUpJYq3fWmYen8nl4LRG0JamloxrMI6vGn2FtXn6SmfGIuh2KD/13MjtC7oKUhUbl+DbjT31GnnnJtb7rafXhl4A2FnYcf/z+0aJCLtxOpBx9RYDYGqmZvF9LxyKZd9zKHnHaDRw9ixs3iw2LAEBGY+tXFlsbjp2hDp1pLGqRCLJWSQkiIp3v/0Gly+nv71rV+E5UyvTgSa5AhlJI5FIJC/R7uNajJrXTnv9+olHfN92FbFR6SNqilsXx3eQLx6OHgCkKCkM2DyA/y7+l23rzSmYmpnQyasuC2+NpqNX3TRluR9dicjSfQ6sO5DALwKZ03YOlYqk9d+5GXqTSQcnUWZOGRotbsSfp//kcdTjt3oMeZ0n0U+YdmgapWeX5sPNH6YRaMxNzBlTbwy3vW4zrcW0bBVojm30Z0zNf9MING0/rsmPPh/meoFGURRmHJ2hvT66zmijpext+e2k9u8mfStLgSa/oVaLM83/+x/cuCGqRM2YIUSYl7l6VdzWoIGohjN4sPB3CA/P9mVLJBKJluBgmDZNlEofPDitQGNiAv37C0+aTZvyrEDztshIGhlJI5HkabbPPc3fXnu11z0buvLD7n4UtEkfURMcHUzLZS3xC/HT9i1ov4CPa3+cLWvNiTy68Yz/vjnAic03iOIph/kz0/dx9epVrTmyoiicfHSSJReXsNZvLZEJkenGq1DRqGQjunt2p3OFzjLCBpGKt+/2PpZcXMKW61tI0qT1zC9oVpDhNYbzVaOvcLFxyda1JcQlseQrH3b8eUbbZ2qm5uO5bWn3cd748bUjYAcdV4s0SktTS+59fg8nKyeDzxN8L5yPyv6pNT+ffX44ZWsUM/g8klxKYCDs2AFbt8KBAxlX8jExgYYN4YMPRKtSRVbQkUgkxiW1kt28ecIcPTEx7e0FC8KwYfDFF0K8yQfkOePg7EKKNBJJ/mDbnNP8M0Yn1FSo78LUPf30mgmHxITQankrLgVf0vb91vo3xjYYmy1rzan4H3/Ikq98WHRsCqHcf+PjmjZtiq+vr97b4pLi2Hx9MyuvrGTvrb2kKCl6x1VxqkKH8h1oV64d9V3rY2aSPypKKIrC6cDTrL+2nlVXVhEUnd5Y1MnKiU/rfMondT6hcMHC2b7G2xeC+HXAFh5ce6btcy5tx4R13XGvXTzb12MMFEWh3r/1OPNYiFBj64/ltza/GWWuv732sH2umKday9L8uN/wlaMkeYSYGNi3D7Ztg127Mq4UBeDiAm3aiPb++6J6lEQikRiC6GhYtQoWLIALF9LfXrw4fPYZjBiR7z57pEiTRaRII5HkH14WatzrFGfa3n56y3OHxoXSdkVb7aYMYGqzqUxsMjFfl5BWFIW/Zizjs4lDUHj9d4darcbb25uWLVu+dmxITAgbrm1gg/8GfO/5olE0esfZmtvSonQLbfN09MxTz0liSiJH7h9hR8AONl/fzP0I/YJY45KN+aT2J3Tz7Ia5afqoMGOTkqxh06wTrJzsS3KS7rlq0LUCYxZ3opBdegE0t7IzYCcdVncARDrZnTF3KG5teAEq4lksQ0vOJiEuGYAf9vSjVpuyBp9HkgfRaODcORFls3u3qJ6SEWo11K4NrVuLVr++LKUskUgyR2rUzL//Cs+Z6Oj0Y+rXBy8v6N5dlHDPh0iRJotIkUYiyV/smHeGBZ/u0V4vW6Mo0/b1x6ZwwXRjIxMi6bCqA0ceHNH2jWswjpmtZuYpUSArLFz4LyM//jhDIQWEQLNw4UKGDh2a6ft/GvOULde3sPXGVnzu+JCQkkFIPyKSpHHJxjQu0Zj6rvWpXrQ6lmbphbecikbRcC3kGgfuHtC2qMQovWOdrZwZUHUAg6sPprJTFkqhG4g7l54wZ9gObp3TRfaYFzRj+G+taDuiZp56fyiKQp2FdTgXJH4neNX1Yna72UaZa8VkX9ZME583Zao7M/v8R3nqfynJRoKDYe9eIdjs3QthYRmPtbaGZs2gVStROcrTU6ZGSSQS/QQFwYoVsHSp8Mt6GQsL6NsXRo3S76OVz5AiTRaRIo1Ekv/YteAcf43SVX1yq+LE9P0D9BqbxiTG0HVtV/bd2aftG15jOAs6LMBEnb+raPj4+DB16jQOHz6U7jYH3PA0a0G/4d3p9mUDipaxz/I80YnR7Lu9j923drPn1h4eRj585XhTtSlVnatSo2gNqhetTvWi1alYpCIOlu8+xFZRFIKig7gQdIFzQec4+egkJx+dJCw+4w2UvYU9XTy60LNiT1qVbYWp+t2VYo6PTWL9jKNs+Pk4Kck6ga583eKMW94Fl/LZn25lbLZc30LXtV0BsDC14LbXbaNE0cRGJjCk1BxtRbWv1nSjSe9KrzlKInkDkpPFGe+9e0U7c0ZE3mSEszO0aCEEmxYtoLT0BJNI8jUxMcIHa/lykWKZoic13dNTpDMNGgT2Wf/Nl9eQIk0WkSKNRJI/8V58kbnDt5P68efqUZjp+wfg6JK+WktCcgJ9N/Zl8/XN2r5elXqxvOtyCpjkz/DNF/Hz82Of934uH79FwJFgTIKdsUZnqKpWq2jY3YMuX9THo77rW82lKArXn13nwN0D+Nz1wfee7ysFjhdxsnLC09GTcg7lKGtfljL2ZXC1ccXFxoXi1sUN9lxqFA2hcaE8iHjAvfB73Au/x41nN7j+/Dr+If6ExIa89j7c7NzoWL4j7d3b07x083f+OlMUhVPbAvhnzF6e3tdV+DIzN6HflKZ0HVcfU7O8J1qmaFKo/nd1rj69CohIulmtZxllrnX/O8qybw8CUNzdgfn+ozAxkQU4JUYgLAx8fIRgs28f3H+Nx5ibGzRvLqJtmjWDkiWzYZESieSdkpgI3t4ilWnLFiHUvIyVFfTsCcOHC6NyGYGXDinSZBEp0kgk+ZeDKy7z+6Bt2ioqRcvY86PPAJzd7NKNTdYkM2zbMJZdWqbta122NRt7baRQgULZtuacjkajcHyTPxt+Op4mFSaVCvVd6DSmLo26expkU5+aKnT0wVGOPTzG6cDTBDwPyNJ92ZrbUsSqCIUtC2NrYYt1AWsKFSiEuYk55qbmKIqCqdoUBYVkTTIJyQnEJccRnRhNeHw44fHhhMSG8DTmKcma5EzN7VjQkWZuzWjhJnx2yhcun2PSXO77PWXxl/s5t+d2mv6KjUvg9W8HXCs4vqOVGZ9ll5YxaMsgAAoVKMQdrzsUsSpi8HniohMZ5jaHyOdxAHgt6kjrodUNPo9Ekg5FgVu3hFjj4wMHD746NQqgVClo0kQINk2aQNmycnMmkeQFEhPF58D69UKYyeizoEkTGDIEevSAQvI38KuQIk0WkSKNRJK/Obr+GjP7bdambji62jB9f3+9G0+NouHzPZ8z9/RcbV991/rs7LczR6TS5CQUReHSgXts/Pk4F/bdSXe7Q7FCtBtZizYf1cChmLVB5w6PD+fc43NcCr7ExScXuRx8mRvPbxCfHG/QebJKoQKFqF60OtWcq1HXpS4NSzSkrH3ZHCPKpBIaFMWqKYfx/veCVsgEsClsyaCfWtJqaHXU6py1ZkMSnxyPx58eWuPm75t+z5RmU4wy14afj7F0wgEAnN3s+DvgkzwZmSTJBWg0cPGiKO/t4wOHD0Ns7KuPKVYM3ntPtMaNRblvE/n6lUhyBbGxIqpu82bYvh3Cw/WP8/CADz+Efv3yTflsQyBFmiwiRRqJRHJqewD/67GB5ESRY2vnZMVU736UqVY03VhFUZh6aCpTDk3R9nk6erJ3wF5K2JbIriXnKu5eDmbrH6fwXXlV+z9OxcRUTb3O5Wn3cS2qtSxttE1/iiaF+xH3ufHsBnfC7nA77DZ3w+8SGBlIYFQgT6KfvNIEGcBEZZJhifCXsTW3xdXGlVJ2pShlWwp3B3c8HD2o4FgBNzs31Kqcm8YS+TyWjb8cZ8fcM9oqQyBOlLf5qCYDZzTXa7Sd15h1fBbj940HRKTTba/b2JinT4d8W2KjEhjmNpeoUBFF8+k/7Wn7UU2DzyORZInERDh7Fnx9RZTN8eOvF20KFRJVXRo2hEaNoF49sLXNluVKJJI3IDhYVILbtk1E0cXF6R9XsiT06SOMgKtVkxFzWUCKNFlEijQSiQTg4v47TOu8joTYJACs7CyYsqsvng30e6jMOz2Pz3Z/pi1D7Wrjyp7+e6jkJI0+MyLsSTS7/z7H7gXnCXuSvlSjs5sd7w+pRsvB1XAqmb0/6FM0KYTFhxESE0JoXChRiVFEJkQSnRhNYkoiiSmJKIpCipKCChUmahMsTS2xMLXAqoAVdhZ22Jrb4ljQEedCzliY5r7y0+FPY9j6xyl2/HmGuKjENLfVaFWGobPep3RV53e0uuzleexzys0tR3i8OKM4p+0cPqv3mVHmWj3tMCsnC/Nt59J2/H1DRtFIcjBJSXD+vBBtjhwRLTLy1ceoVFC5MjRoIMSbBg2gfHlRClwikRgfjUa8b3ftEuLMmTMZjy1VSqQx9ewJdetKYeYtkSJNFpEijUQiScX/+EOmfLCamAhR7tm8oBnfbe5JzdZl9Y5fc3UNAzcPJEkjhB07Czu2991O45KNs23NuZGkxBSOb/Rn94JzXD38IN3tKhVUbVGaFh9WoUE3Dwpam7+DVeYfgm6HsuX3U+xbdJHE+LReOmWqOzNwRgtqtc156VjGxGu3lzatsZxDOfw+8TOKeXNUaBzDSs8lNlJ85oxZ3JFWQ6QXjSQXkZICly/D0aOiHTkiSvS+DltbUZ63bl1dK1bM+OuVSPILjx+LKBlvb9GePct4rKcndOsGXbtCzZpSmDEgUqTJIlKkkUgkL3Ln4hMmtV5JRIgI5zY1UzNuRRfe66U/Qmb/nf10XduV6EQRGWJuYs7KbivpXrF7tq05N/PgWgi7/z7PweWXiQ5L7xljbmlK3Y7ladK3ErXblcPM/N2Vn85LKIrCFd/7bP3jFKe3B/Dyz4CSFR3p90NTGnbzzNO+M/rwD/Gn6oKqWvPnzb0308Wji1HmWjrBhw0/HwfAtUJh5l0diYmpjC6Q5GIUBR48gGPHRGrU8eNw6dKrS36n4uIihJvatUWrVQsc864xuURiUCIihIfUgQNCnPHzy3isiYnwj+rYETp1Anf37FtnPkOKNFlEijQSieRlAgOeM7HVSkIeiFLDKhWMmteOD0bV1jv+fNB52q1sx9OYp2I8Kv5o+wde9byybc25ncT4ZE5suc7+xZe4uP9OOtEAoKCNOXU6uNOouwc125bDoqBZ9i80lxPxLJaDyy+z55/zPLr+PN3t5WoVo9e3jajfxSPfiTMgxKu2K9vifdsbgGZuzTgw8IBRooiePYpkhPs8bfTS12u7ZSgGSyS5muhoOH0aTp6EU6fgxAkICXmzY0uUEGJN9eriDH/NmlC8uDzTL5GEhQkx1NcXDh0S6UyvEkOdnKB1a+jQQVza22fbUvMzUqTJIlKkkUgk+gh5GMHkNqt46K8LD+3/Q1P6THpP7yfJYzMAACAASURBVIbtTtgd2q5oy83Qm9q+L+p/wczWM3O0SWxO5NmjSHxXXeXAsss88NP/Q97c0pQarctQt1MF6rQvh72zLAGZEUkJyZzZdYuDyy9zZuetdObNALXalqXLF/Wp/n7pfJXW9DJbrm+h69quAKhVas6POE+1otWMMtfsYdvZt/giAO61i/HrqWH5UhiT5ENSo21OnRLtzBk4d+71hsSpFCkiRJvq1YWZabVqUKECmEnhXpJHURS4f19Eph07JtIKr15F7xmtVMzMRLRMq1bQtq14n0gfqGxHijRZRIo0EokkIyKexTLlg9XcPPNY29f+k9qMmNMGE5P0X3TPYp/RaXUnTjw6oe3r7tmd5V2XY2lmmS1rzmvcu/qUw6uvcnjNNZ7cCctwXNmaRandrhw12pSlQj0XzArkb+PVpIRkLu6/y7EN/pzcekNvKpmldQGaD6hCR6+6lPCQKQWxSbFUnFdRW3J7VO1R/NX+L6PMdfdyMF7V/9H+vp6+fwDVW5Y2ylwSSa4gORmuXRNizZkzoqLU5cuQkPBmxxcoIEoEV66sa1WqCBPUfCw8S3IpUVHivZAafXbq1Ou9nlQqEWnWogU0bw5NmoCVVfasV5IhUqTJIlKkkUgkryIuOpEZ3dZzYd8dbV/D7h58uaIrBSzS+6PEJcUxYPMANvlv0vbVd63P1j5bcbJyypY150UUReHOxScc33idYxv99abqpGJhZUblpqWo0qwUlZuWomyNovmiWk7Yk2jO7r7FmR03ueB9h7joRL3jytctTpuPatKkTyUsCxneDDe38p3Pd8w4OgMQJbdvfHoDB0sHg8+jKAqT26zSfqbUaleOH3b1Nfg8EkmuJykJrl8Xm9ULF3QtOn11wAyxtoaKFaFSJXFZsaIwSS1ZUkYVSHIGMTFw8aJIV0oVKf39Xx0lA8JXpmZNIcY0bSqiZmQKU45DijRZRIo0EonkdSQlpvDH4K0cWq0zYavcpCQTt/SikH36CJkUTQrj943n95O/a/vc7NzY2W8nFYtUzJY153UCA55zansAp7cFcO3YQzQpGX+PWViZUb6uCx4NXKhQ35XydYpjXzT3p0eFBUfjf+whV3zvc8nnLg+uZVy5wamULc0HVKHZgCoyakYP10KuUX1BdW2ltn87/suwmsOMMtfpHQFM7bgWALVaxZxLI3CrLAVcieSN0Gjgzh0h1ly6JKJtLl0S6VOZwdJSlAH38BCpUuXL65qtrXHWLsnfKAo8eiRes6mv24sXISDg9YIMCMExtYT9e++Jvwvl/t8yeR0p0mQRKdJIJJI3QaNRWDRuH1v/OKXtK1nRkSm7++FUUv8Pujmn5vD5ns9REJ+xtua2rO+5nlZlW2XLmvMLMRHxXNx/l/N7b3Nx/12C74a/9pjCLtaUq1WMMtWdKVXFCbcqThQr65BjK+vERMRz91Iwt84Fcfv8E66fDCToVugrjylaxp6G3T1o3LMi7rWL5WuvmVehUTQ0W9qMIw+OANCoRCMODzlsFC+ppMQUPq2ygMAA8dy1G1mL0fM/MPg8Ekm+IyJCeHRcuSIuU/8OffXnpF6cnYVY4+4O5cpB2bK6Zmdn+LVL8haKIlKT/P1FCp+fn2hXr0L463+fACLKq1IlqFdP1ypWFNEzklyFFGmyiBRpJBLJm6IoCpt/Pcni8fu1fQ7FrZmysw9lqhfVe8z2G9vpu7EvMUkxAJioTJjbbi6j6ozKljXnR57cCePSgXtcPXwfv8MPeHo/4o2OMzVTU6ycAy4VClOsrD3Fytrj5GaHYwkbipSwoaCNuVGFjrjoRJ49jODp/Qge3woj6FYogTee88AvhJCHka9ffwETPBu6Uqe9O3Xal8PVw1EKM2/A32f/ZuTOkQCYqk05P+I8VZyrGGWujTOPs+QrH0BUK1t4azS2RaRngERiFBQFgoN1m+TUTfO1a/As48jDV+LgAKVL65qbm66VKiU9QPIT4eFw+zbcvClaQADcuCFa5Ou/s7Wo1SKiq1Ytkb5UuzbUqCFfS3kEKdJkESnSSCSSzOK76gp/DN5GcpIodWhZqAAT1nenVttyesdfCLpAx9UdCYwK1PaNrjOaP9r+gak6va+NxLCEPIzgxslA/E884sbJQO5efEJCXHKm78fUTE1hVxvsnK2wcSxIIXsLCtlbUtC6AOZWZlhYFcDM3AQTU7U2IiclRUGToiEpIYWk+GQSYpOIjUwgJiKBmPB4IkJiCQ+OJjw4Rq+576swMzfBvU5xKjYuQbUWpfFsVEKWJc8kjyIfUemvSkQmiB/U3zT+hhktZxhlruePoxhZ4S+tV9Dw31rRZWx9o8wlkUhew/PnYjN9/brYYKdurm/dgkT9fl5vROHCQqwpWVKUDy9ZElxdda1YMTA3N9zjkBiP+Hh4+FBUVbp/X6TZ3b0rLm/dEq+hzGJrC1Wr6lqNGsLk2lIWl8irSJEmi0iRRiKRZIXLB+/xY9d1xESIyhNqExWf/PUBbUfU1Dv+cdRjOq/pzNnHZ7V975d5n7U91hrFnFSSMSnJGh5ef8bt80HcvxLC3cvB3L8aQujjqHe9tAwxNVPj6uFI2ZpFKVerGOVqF6dczaKYmUuRL6soikL7Ve3ZfWs3AOULl+fSyEtYmFoYZb5f+m7i8Brha1XC05G5l0bkC0NriSRXkZIi/G0CAkSUxK1bQsS5c0e0+MyJ6XpxdITixYVgk9qcndM3e3tpbmwMFAXCwkRKUlAQPH4sWmCgaA8fihYcnPU5bGyEQXWqWXVqxTEXF1ltLJ8hRZosIkUaiUSSVe77PWXKB2sIeaBLp+k2vgGDf2qJWp3+Szg2KZYhW4ewzm+dtq+sfVm29tlKJadK2bJmScbERiUQeOM5gQHPCb4bTtDtMJ7ej+D5o0hCg6KJi3qLs6tvgGkBExxdbXAsYUPxcvYUK+dAsXL2lKpUhGLlHOSG3sAsvbiUIVuHAKBCxaHBh3iv1HtGmevSgbt813KF9vqPPgOo1kKW3JZIchUajdjU372ra/fvw7174vLBA1GRylCYmgpBx8kJihQRUTqOjuKycGGRemVvn7bZ2YGFRf4SAhIThegSFiaiW0JDxWVIiEhrCwmBp09FCw6GJ0/eLloqFXNzKFNG51/k7i5MqCtUECJbfnoOJBkiRZosIkUaiUTyNoQGRfFDhzXcPv9E29ewmwdfLO+iN/VEURSmHZ7G977fa/sKFSjEym4r6VShU7asWZJ5FEUhNjKB8OAYwoJjiHoeS0x4AtFhccRFJ5IQk0R8TBLJiSmkJGtITkpBpfq/9u48Tqe6/+P46zubmcHYsqeQ7Nll6c4kJVIRUdJKaKHu7opSqbT6tSeKbCVpo6JFSpZy2zIolLgt2XfGMMxyfX9/nGuumcnMmO3Mdbm8n4/HeZw533PO9f2M45rrnM/1XQwhIQYTYoiIDCM8MoyIyFCiY4pRvHQk0aWKUap8cUpXLE7pCk4XqqySe1L4/j7yNxe9c5Gvm9P9F9/Pm53fdKWupBMpDGo0lp0bnAFM293UgCHTurtSl4j4kcfjJAC2bnVaYvz9t7Pevt1Z79jh7Pd43I0jPNzpVhMT4ywlSzpLiRLOUry4s0RHO0tUVPpSrFjmJTwcIiKcdViYs4SGOi180tbGZG7xY62zeDzOkpoKKSnOOjk5fUlKcpaTJ50WSidOQGIiHD+evk5IcKaoTkiAo0eddXy8M1B0fLwzLkxiojv/jiEhTsuX8893lpo108ciqlXLaQ2llk5yGkrS5JOSNCJSUIkJSbx88wyWzdrgK7uwRWWenHkjZSuXzPKcGX/M4LYvbvMNKAzwVOxTDI8d7sqsMiLi8FgPV3xwBfO2zAOgVtlarBq4iuIR7gzSOPWp+Uwb4cwcFR1TjHf+uIdyVbL+uyAiQS411WnNsXNnenebtNYdu3ent/bYsydvg89K3hQv7iRZ0rqdVaniJGSqVnXGEqpWzSkPU5diKZiCJGn0v09EpACiSkTw+Be9mPjIj3z1ujNF94Zfd/FgywkMn3UjFzStfMo53et1p1bZWnT9uCtbDm8B4JkFzxC3K44p10+hVGTW03qLSMG8tvg1X4ImxITwfrf3XUvQbF27l89eXOTbvuOly5WgETmbhYamJwdO58QJp7vO3r3OOm05cCB9Sevmc+iQ07rk8OHC6cpzJgkLc7p5lSnjdAMrU8bpFpbWNaxChfQuY5UqOV2RNHOSnAHUkkYtaUSkkHz7zq+8O3g2nlTn72qx6HAemtKVtt3rZXn8/uP7uenzm5i7ea6vrHa52szoNUPj1IgUspW7VtJqfCuSPc64EcP+NYznOzzvSl2pqR6G/Gsy65c4s7rVaV2VlxfdqS5tIuKuxESna1B8vLMcPZq+HDuWvqR1KTp+PL2r0YkTTvejtCWtW1JKirMkJzutgdK6MXk86V2bMo7BkrEbVFoXqdBQp9tU2lKsmNOVKiLC6WoVGemUZeyGlbGLVlq3rZiY9O5cpUo5+zT+iwQodXfKJyVpRKSwxc35HyN7TffN/ATQZ0QsNz1xKSaLG4kUTwrD5g7j5f++7CuLDo9mwnUTuKnhTUUSs0iwS0hKoPm45vx14C8AWlZpyaK+iwgPdWfa8i9eW8KEh34AnNm53lzZn/MbVHClLhEREQk8BUnSaPADEZFC1KzjBbyypC+VLyjjK5s6fAEjb5zOiWOnNkMOCwnj/678P6b1mEZ0eDTgzATVe3pvHvjuAZJSz7KmyyKFzFrLvd/c60vQFA8vztTuU11L0Gxfv58pj8/zbd/45KVK0IiIiEiuKUkjIlLIqtU9h1eX9qXR5dV9Zb989gePXDKZPVsOZ3nOTQ1vYuldS7mw7IW+sreWvUXs5Fi2HdnmdsgiQWvCyglM+W2Kb3tMlzFcWO7CHM7Iv9QUD6/fPpOkEykA1GxSkZ6PXuJKXSIiIhKclKQREXFBTLloRsy+mWsGtfSVbV69hwdbjGf1T5uzPKdhhYYs77+cbnW7+cqWbF9C07FNmb1xtusxiwSbVbtXMejbQb7tO5rcwW2Nb3Otvs9HLmL9UmccmrDwEP49+TrCwkNdq09ERESCj5I0IiIuCQsP5e5RnRg0rgth4c6f2/gDiTzZcSpfvr6ErMYEKxVZihm9ZvDKla8QapyHuwOJB+g8tTOP/fgYKZ6UIv0dRM5UBxMP0uPTHpxMdcaHalihIaOvHu1afX8t38lHTy/0bd/8dCw1G1dyrT4REREJTkrSiIi4rFP/Zrw4/zbKVCoBgCfVMv4/P/BKny+yHKfGGMNDbR9i3u3zqFIyfarOlxa9xGWTL1P3J5HTSPWk0mdGHzYd2gRAyYiSfN7zc9+4T4UtMSGJV/p8QWqKB4C6bc6lx5C2rtQlIiIiwU1JGhGRIlCvbTVe/7UfdVpV9ZUtmLaWh9tMYufGg1mec+n5l7Jy4Eo6XtDRV7Zo2yIav9uYr/78yvWYRc5Uj819LFMXwcndJlPnnDqu1Tfuge/ZucF5H0eVjODhD7sRGqZbLBEREck73UGIiBSRc6rG8NKC27iqf1Nf2Zbf9/Jgi/Es+Wp9ludUKF6B7/p8xwuXv+Dr/nToxCG6fdKN+765j8TkxCKJXeRMMWX1lExT2g/71zC61+vuWn0Lpq3hh4mrfNt3j+pEpZplcjhDREREJHtK0oiIFKHwYmEMHncN94+/hvBiTtLl2JGTPNftUyYN/dHXXSKjEBPCY5c+xvw75lMtppqvfMyvY2j5Xkt+2/NbkcUvEsh++fsX7pp1l2/72trX8uzlz7pW3/b1+3l7wDe+7djeDbj8tkau1SciIiLBz2Q1cOXZwhizolmzZs1WrFjh71BEAFi7di1z584lPj6emJgYOnToQIMGDfwdlrhk44pdvNDjM/ZuPeIra9juPB6Z1p1yVUpmec7BxIPcNfMuvvjzC19ZsdBijLxiJINbDSbEKPcuZ6eNBzfSenxrDiQeAKB++fos7reYmGIxrtR3MjGZh1pPZMtvewGofEEZ3ozrT3RMMVfqExE5Hd1HigSO5s2bExcXF2etbZ7Xc5WkUZJGAsDcuXMZMWIECxcuPGVfu3btGD58OB06dPBDZOK2+APHefXWr1jx3UZfWany0Tw89XqaXlkzy3OstYxbMY4Hv3+QxJT07k5X1rySSV0nUTWmapbniQSrfcf20XZiWzYedN5H5aPLs/SupdQoU8OV+qy1vNlvFj9OWg1AeLFQXl3Sl5pNNJuTiBQ93UeKBJ6CJGn0lauIn02YMIGOHTtm+cEKsHDhQjp27MjEiROLODIpCjHlonnq65u45dnLCAkxABzZd5zhV03lw+Hzs+z+ZIxhYIuBxA2Mo2ml9PFtftj0Aw3facjHaz4usvhF/O1Y0jGu+/g6X4ImMiySmb1nupagAZg9Ls6XoAEY8OZVStCIiF/oPlIk+ChJI+JHc+fOZcCAAXg8pz6IZ+TxeOjfvz9z584tosikKIWEGG564lKe+/EWSlcsDoC18PGzP/N4hyns3x6f5Xl1z6nLkruWMKTtEAxOgufwicP0nt6bGz+/kf3H9xfZ7yDiD0mpSfT4tAdLti8BwGD4qPtHtD63tWt1rlu0jbGD02eOuvy2RnQa0My1+kREsqP7SJHgpCSNiB+NGDHitB+saTweD88+694AmOJ/jdpXZ9SqATS6vLqvbM3Cv7m/yTiWzvory3MiQiMYeeVI5t8xn+ql08/7dO2nNBzTUFN1S9BK9aRy+5e38/3/vveVvdX5La6vd71rde7fHs8LPT4jJdn5u12zSUXue/dqjDGu1Skikh3dR4oEJyVpRPxk7dq12TZNzc6CBQtYu3atSxFJIChTqQTPzulDnxGxvu5P8QcSefa6T3h38GySTqRkeV6789ux+u7V9G3S11e259geun3SjVtm3MKB4weKJH6RomCt5Z5v7snUte+p2KcYdPEg1+o8cTyZZ7t+wuE9xwCIOSeax7/oRbGocNfqFBHJju4jRYKXkjQifpLfJqdqqhr8QkND6P1kO16YfxvlqqbP8vT128v5z8UT2Lp2b5bnxRSLYULXCXzd+2sql6jsK5/6+1Tqj6nP9HXTXY9dxG3WWh6Y/QDvxb3nKxvUchBPxT7lWp0ej+X127/if3G7AQgJNTz6aQ8qVi/tWp0iIjnRfaRI8FKSRsRP4uOzHmfErfPkzNPw0vMYtXoArbvW9pVt+X0vD7aYwKxRy8hudr4utbuw5t413NLoFl/Z3mN7ueGzG+jxaQ92Hd3leuwibrDW8uD3DzJq2Shf2a2NbuXNzm+62uVoyhPzWPT5H77te0Z3plH76q7VJyJyOrqPFAleStKI+ElMTEyRnidnpphyTpeKe8d0JiIyDICkEymMvf97nr56Ggd3Hc3yvLJRZZly/RRm9Z5FlZJVfOUz/phBvdH1eG/Fe3hs7vqxiwQCay3/nv1v3lz6pq+sV4NeTOw6kRDj3u3M9+NX8tmLi3zb1w5uSeeBeZ5NU0SkUOk+UiR4KUkj4icdOnQo0vPkzGWM4ep7WvD6r/2o0biir3zF7P8x6KKx/PL5umzPvab2Nay9dy39mvbzlR05eYQBXw/gssmXsW5f9ueKBIpUTyoDZg3grWVv+cp61u/Jh9d/SFhImGv1Lvv6L0bf/Y1vu2WXC7nrtY6u1Sciklu6jxQJXkrSiPhJgwYNaNeuXZ7OiY2NpUGDBi5FJIHu/AYVeG1pX7o/3MZXFn8gkZd6TufVW78k4fCJLM8rHVma8deN56fbfqJW2Vq+8p///pkm7zbh8bmPczz5uOvxi+RHcmoyt35xK+NXjveV9azfk6ndpxIe6t6gvX8s3s7IXtPxpDrdCi9oWolHpl1PaJhunUTE/3QfKRK8dKch4kfDhw8nJCR3b8OQkBCefPJJlyOSQBdeLIy+L1/B83NvoXy19CbL8z78nfsavsuK2RuzPbd9jfb8dvdvPHrJo77WB8meZF745QUajGnA13997Xr8InlxLOkY3T7pxrQ103xltze+nY96fORqgmbr2r2MuOZjTiY6s6lVrFGap7/tTXTJYq7VKSKSV7qPFAlOStKI+FGHDh0YN27caT9gQ0JCeO+999REVXwaX16DUb8NpP2tF/nKDuw4ylOdpzFqwNccjz+Z5XlR4VG8eMWLrBy4krbV2vrKtxzewrXTrqXrx13ZdGiT6/GLnM7+4/u5/IPL+XbDt76y+1rex8SuE13t4rR70yGevHIqRw8mAs5U2yO+v5kylUq4VqeISH7oPlIkOClJI+Jn/fr1Y86cOcTGxma5PzY2ljlz5tC3b98ijkwCXYnSkTz0QTeGTb+BUuWjfeXfv7eSexvk3KqmYYWG/Hznz4y7Zhxlo8r6ymeun0n90fUZPm+4ukCJ32w8uJE2E9qwbMcyX9kTlz7BqM6jXB0keN+2Izze4UMO7koAIKpkBM9815uqF5ZzrU4RkYLQfaRI8DHZTeF6NjDGrGjWrFmzFStW+DsUEQDWrl3L3LlziY+PJyYmhg4dOqjvsOTKkX3HGHPvd5mmCQa44o7G3PXalZQoE5XtufuP7+exHx/LNOYHQLWYaoy8YiQ3NbzJ1emNRTJauHUh139yPQcTDwJgMLx99dvc2/JeV+s9sPMoj8Z+wK6NTr0RkWE8M/tmLoo939V6RUQKi+4jRQJH8+bNiYuLi7PW5nlKSCVplKQRkSBhreXnT9fx7qDZxO9PbwVTumJx7n67E5f0qJdjsmXp9qUM+m4Qv+78NVN5m3Pb8EanN7i46sWuxS4CMD5uPPd+cy/JnmQAIsMimdp9Kt3rdXe13v074hnWfgo7NzgJmrDwEJ746kZadK51mjNFRERETlWQJI26O4mIBAljDO1ubMA76+7m0hvr+8oP7znGSz2n83z3z9i/Iz7b81ud24qldy1l/LXjKR9d3le+ePtiWo1vxc3Tb2bL4S1u/gpylkpOTWbwt4PpP6u/L0FTsXhFFtyxwP0EzfZ4HrssPUETGhbC0E97KEEjIiIifqEkjYhIkClVvjhDP+7B41/0pGzl9MFOl3y5nnvqvcOsUctITfVkeW6ICaFfs35sGLyBh9s8THhI+gw609ZMo87bdXhkziO+rigiBbXz6E4ue/8y3l7+tq+sccXGLOu/zPXWW7s3H8rUxSk0LIShn3SnTbe6rtYrIiIikh0laUREglSbbnUZs+4erurf1FeWeDSJsfd/z8NtJrExble255aKLMXLHV9m3X3r6FGvh688KTWJVxa/Qs03a/Lizy9qcGEpkJ82/0Szsc3477b/+spuqH8Di/ou4rxS57la97Y/9jH00vfZvekQ4HRxeuzzG2jbvZ6r9YqIiIjkREkaEZEgVqJ0JIPHXcOL82/j3DrpM9RsWL6T/7ScwNj7Z3PsyIlsz69Vthaf9/qcX+78hVZVW/nKj5w8wrCfhnHBWxcwetloklKTXP09JLikeFJ48qcnueKDK9hzbA/gtOIaecVIPr3hU4pHFHe1/g2/7mRouw84sOMoAOHFQhk2oyetu9ZxtV4RERGR01GSRkTkLHBR7PmMWj2APs/EEhYRCoDHY5k1ajl3132HeR/+Rk4DyV9y3iUs7reYz3p+Ru1ytX3luxN2M+i7QdQeVZuJKyeSnJrs+u8iZ7bNhzYTOzmW535+Dovzf65C8Qr8eOuPDLlkiOszicXN+R/D2k/xDa4dVSKCZ767mYuvqX2aM0VERETcpySNiMhZIrxYGL2Ht2P07wNpckUNX/mh3Qm8eutXPBr7AZt/25Pt+cYYbqh/A2vuWcPYa8ZSpWQV376tR7bSb2Y/6o6uy6SVk0jxpLj6u8iZx1rL+LjxNHq3UabuTR1qdGDVwFW0r9He9Rh+nLyaZ7p8TGKC0/KrZNkonvvxFhq1r+563SIiIiK5oSSNiMhZpmrtcjw7pw9DPu6eaWDhtT//zQNN3+Od+74j/kD2Y82Eh4YzoPkANg7eyKsdX+Wc6HN8+zYd2kTfmX2pPao2Y38dy8mUk67+LnJm2BG/g2unXUv/Wf1JSEoAINSE8sLlLzDn1jlULlnZ1fqttUx9egFv3DmT1BRn0Ozy1WIY+fPt1GlV1dW6RURERPLC5NS8PdgZY1Y0a9as2YoVK/wdioiIXxw/epKPR/zMV28s9T28ApQoE0mfZ2LpfHdzwsJDc3yNoyePMmrZKF5d/Oopsz5VLVmVh9o8RP/m/SkRUSKbV5Bg5bEexq0Yx9AfhxJ/Mn369zrl6jDl+im0rNrS9RhOJibzVr9ZLJi21ldWvVEFnv62N+dUjXG9fhERETn7NG/enLi4uDhrbfO8nqskjZI0IiJs+2MfY+//nlU/bs5Ufm7dcvR75UpaXF3rtGOFxJ+MZ9TSUby+5HUOJB7ItK9MZBnua3kfg1sNpkLxCoUevwSe3/f8zj3f3MOibYsylT/Q6gFe7PAiUeFRrsewf0c8z3f7lA2/ps9k1rRjTR777AaiY4q5Xr+IiIicnZSkySclaURE0llrWTbrL9578AfftMRpGneowZ3/14FazU7fLSUhKYGxv47llcWvsDthd6Z9xUKLcWujW/lPm/9Qr7ymOg5GR04c4en5TzNq2ShSbaqv/MKyFzL+uvG0O79dkcSxbtE2Xur5OQd3JfjKOt/dnIFvXXXa1mEiIiIiBaEkTT4pSSMicqrkkynMfGsZnzz3C8fjM48p0/6Wi7j1ucuocH7p075OYnIi769+n5f/+zKbDm06Zf9VF1zF/a3up1OtToQYDZF2pkvxpDAhbgLD5w9n77G9vvKwkDCGtB3Ck7FPEhkW6Xoc1jqzlk146AdfF76QUMPAtzrR5d4WrtcvIiIiElRJGmNMeaA7cAXQDKgKpAJ/A3OBN6y1GwupLiVpRESycWTfMaY+tYDZ4+LwpKZ/VoRFhNLlvhb0GvYvSp0TfdrXSfGkMH3ddF5d/CrLdy4/ZX+tIZAo1AAAEQlJREFUsrW4p8U93NHkDspGlS3U30HcZ63l2w3fMvTHoazdtzbTvvbV2/P21W9Tv3z9IonlePxJRt/9TabxZ2LKRTHkkx406VAjhzNFRERECk+wJWmSgbAMRQlAhHcBOAH0tdZOK4S6lKQRETmNbX/sY/KjP7F05l+ZyqNKRtD94TZ0/XerXI3vYa3ll79/4dXFrzJz/UwsmT9/IsMi6d2wN/2b9af1ua1POwaO+N+8zfN4Yt4TmabUBjg35lxeufIVejXoVWTXcWPcLkbeOINdG9MHr76wRWUem96TCueVKpIYRERERCD4kjQWWAhMAOZYa3cbY0KB1sDbQBMgBWhurf2tgHUpSSMikktrFm5l0tC5rF+yI1N5TLkoegxtS5f7WhIZHZ6r19p0aBNjlo9hfNx4jpw8csr+BuUb0L9Zf/o06pNpim/xP2stP23+ied/fp55W+Zl2lciogSPXvIoD7Z5kOjw07eyKgwej2XWqGVMGjKXlKT0MXCu6t+UgW91IiIyLIezRURERApfsCVp2llrF2azrzywBqgATLbW3lnAupSkERHJA2stS75azwfD5rHtj/2Z9pWuUJweQ9vS+e7muU7WHEs6xrQ10xi9fDSrdq86ZX94SDjX1L6G2xvfTucLOxMRGpHFq0hRSPWk8vVfX/PiLy+ydMfSTPsiQiMY0GwAT7R7goolKhZZTPu3x/PGnTMzzUoWVSKCQeO6ENu7YZHFISIiIpJRUCVpTscYMwm4A/jdWtuogK+lJI2ISD6kpniY/9HvfPT0QvZsPpxpX+mKxen+SBs6D2xOVIncJVWstSzbsYz34t7j4zUfcyz52CnHlI0qS8/6PelzUR8uOe8SDTZcRBKSEnh/1fu8sfQNNh7MPCRcqAnljiZ3MDx2OOeVOq/IYrLWMv+jNbw7aDbHDp/wlV/QrBJDPu5O1QvLFVksIiIiIv90tiVpXgEeAtZZaxsU8LWUpBERKYDkpFR+mLiKT5//hf3b4zPtiykXRbf/tKbLfS0oXir3s/rEn4znkzWfMGnVJBZvX5zlMVVKVqFn/Z70atCL1ue2VsLGBWv2ruGd5e8w5bcpHE06mmlfRGgEfZv0ZcglQ6hRpmgH5N2/I57Rd3/L8q83+MqMgR5D29LnmcsIj9D02iIiIuJfZ1uSZjnQAvjUWntjAV9LSRoRkUKQfDLFSda8sOiUZE31RhUYtWpAvgaQXb9/Pe+vfp+Pfv+IrUe2ZnnMPS3uYUyXMfmKW7L20+af6PBBh1PKS0eWZmDzgdzf6n6qlKxS5HGlpnq4t/477PgrfXDgitVL8+AHXWl4adG15BERERHJyVmTpDHGdAW+9G52ttbOzuV52WVhGkdFRYXWq1evUOITETnbWWs5eiCRQ7sTSPYO4lq+WilKlS/4ILIJSQkcTDzIoROHSPWkDxBbs0xNSkeWLvDrSzqL5fc9v5PiSQGgWFgxKkRXoFx0Ob+3Wko4dILdmw8BUKp8ccpVLUlIiGYCExERkcDxxx9/kJiYeNBam+c+2GdMksYYUxWIwxk0eKa1tmsezs0uSdMU8ACrCx6hBIi63vWffo1CCpOuafDRNQ0+uqbBR9c0+OiaBidd1+CjaxocqgPx1to89wsvlCSNMWY4MDyfp4+01j5+mtcvAczD6ea0FWhhrd2f0zm5kZa8yU8TJAlMuqbBR9c0+OiaBh9d0+Cjaxp8dE2Dk65r8NE1lbBCep0QIL8j9eV4njEmEvgKJ0GzD7iqMBI0IiIiIiIiIiKBpFCSNNbap4GnC+O1MjLGRACfA5cDh4GO1tr1hV2PiIiIiIiIiIi/BeycpcaYMGAa0AVIAK621q7yb1QiIiIiIiIiIu4IyCSNMSYEeB/oDiQC11lrF/s3KhERERERERER9wRcksYYY4BxwM1AEtDdWjvPv1GJiIiIiIiIiLgr4KbgNsa8ATwApAA3WGu/8nNIIiIiIiIiIiKuC6gkjTHmPJwptgGSgYM5HW+treR6UCIiIiIiIiIiRaCwpuAuLBm7X4UDFf0ViIiIiIiIiIhIUQqoljQiIiIiIiIiImergBs4WERERERERETkbKQkjYiIiIiIiIhIAFCSRkREREREREQkAChJIyIiIiIiIiISAJSkEREREREREREJAErS/IMxprwxZqAx5jNjzP+MMSeMMceMMX8YY942xtTyd4ySN8aYYsaYq4wxTxhjvjLG7DTGWO/Syd/xSdaMMZWMMW9meB/uMcbMMsZ08HdskjfGmJLGmOuMMc8aY74zxuzP8B6s6+/4JO+MMecZY/7tfU/+bYw5aYw5aoxZbYx5yRhT2d8xSt4ZY1p436ezjTEbjTFHvNd2h/fzs5u/Y5SCMcaUMMZsy/A3+A5/xyR5Y4y5I8P1y25J8Heckj/GmDrGmFHGmPXeZ9Aj3ufQicaYWH/HJ0UjzN8BBKCdZP53SQAigLrepZ8xpq+1dpo/gpN8qQfM9ncQknvGmEbAT0A5b1E8cA5wDdDFGDPMWvuSv+KTPOsAfOHvIKRwGGOqAVsAk6E4HigONPIuA4wxPay184o+QimAu4CBGbYTAA9QBbgOuM4YMx3oba1N9kN8UnDPAef6OwgpFMnAwWz2HSvKQKRwGGPuB17GefaEU59DPcAC/0QnRUktaU4VBiwEbgcqW2tLAtHAv4BVQCTwgfchUs4ch4G5wEtADz/HIjkwxkQBM3ESNCuBhtbaUkAZ4FWcB8MXjDEd/Rel5MNe4FvgGWCAn2ORggn1rr8BegJlve/RaOBqYDPO+/VLY0wl/4Qo+bQYeBBoDpS01pa01kYB5+E8OIDzGfqon+KTAjDGNAMGAUv9HYsUiv9aaytls1zg7+Akb4wxA4E3cZ5FRwLnZ/gbXBm4DfivH0OUImSstf6OIaAYY9pZaxdms688sAaoAEy21t5ZpMFJvhhjQgBrM/xnN8ak/dzZWqtWNgHEGPNv4HWcbw/qWmt3/GP/F0A3IM5a29wPIUoeGWNCrbWpGbar4zzIA9Sz1v7pj7gkf4wxpYDq1trV2eyvi5NgjQSettY+U5TxiXuMMVOAW4BNegg8s3jvhZYCTYGWQJx3153W2sn+ikvyzttFbRKwwFp7mX+jkcLgvS9ai/NlxwBr7Xt+DUj8Ti1p/iG7BI133z6cb4LB+ZZJzgDWWo9VNvJM0se7/uifCRqvtG9zmxlj6hRRTFIAGRM0cuaz1h7JLkHj3f8nsMS7qc/K4LLcu67i1ygkPwYDLYB3rLUr/R2MiGTyAE6CZqkSNAJK0uTHAe86NMejRCTPjDElSX+o+z6bw5YAR7w/axBhkcCkz8rg1Na73pzjURJQjDFVgWeBPcATfg5HRE51s3etMU8FUJImP9JG1V7j1yhEglM90gcjXZvVAdZaD7Deu1m/KIISkdwzxoQBl3g39Vl5hvPOBtTIGDMauNFb/LY/Y5I8GwWUBB621h453cFyxmhgjFlrjEn0zq63xhjzujGmhr8Dk9wzxlyAM5QGwEpjTGvvzIkHvNf2T2PMy8aYCjm9jgQXze6UB8aYrjhNRcHpCyoihSvjtL07czgubZ+m+RUJPPcBlXBmoXjfz7FIPhhjzgW2ZbHrBPC8tXZMEYck+WSMuRa4Hphvrf3Q3/FIoToHZ5KFQ0AM0MC7DDTG3GWt/cifwUmuXZjh58uA4TitUI8CFqjjXfoYY6601mb5JaYEF7WkySVvU9Fx3s2ZGmxWxBXFM/ycmMNxx73rEi7GIiJ55J358EXv5tvW2nX+jEfyLRWna8weIMlbloJzbUf7KyjJG2NMcZxWT8k4yVMJDjuBp4CGQKS1thzO/VAXYB0QBbxvjGnnvxAlD0pn+Pkp4C+gtbU2Bue6Xo0zQ2ZlYLq3taoEuaBI0hhjhhtjUvK5PJ+L1y8BfInTFG0r0M/t3+ls5/Y1FRGRwmWMqYzzWRkFrACG+jciyS9r7a60qXxxrmcd4APgGWCVMaaBXwOU3BqBM33660qYBg9r7Rxr7Qhr7VprbZK37KS19luccaM24vSWeMmfcUquZXwet8D11tql4Jv85Dugr3d/HaB7EccnfhAUSRqc3yO0AEu2jDGRwFc43Zz2AVdZa/e78ltIRq5dUwloxzL8HJXDcdHedYKLsYhILhljygJzgBrABqCLtfaEf6OSwuB9SPjLWtsPeA3noX+Kd0pnCVDGmCY4M8Zsw0nWyFnAO+bQC97N1saYc/wZj+RKxnvZ2dba9f88wFr7DU4LG9CkGWeFoPiAtdY+ba01+Vweze51jTERwOfA5cBhoGNWbxwpfG5dUwl4GcehyWmK17R9u1yMRURywRhTCmc2tobA38AV1to9/o1KXDLKu27qXSRwvYnzpdXjgPEOAO1bMhxXzFsWnfXLyBloqXdtcBLnEtgy3vvm9JyZtq+ai7FIgAiKJI0bvP39puH070wArrbWrvJvVCJB70+cpp7gDH53Cu+3t3W8m2q+LeJH3jEvvsVpbbobJ0Hzt3+jEhftyPDzBX6LQnLjfO/6A5wBSP+5pHnXu63PUxH/WIcz0H5u2dMfImc6JWmy4H0IfB+nz18icJ21drF/oxIJftbao8Cv3s0rszmsFVDK+/Nc14MSkSwZY6KAWThjIBzASdBs8G9U4rKM38qru6lIYGqV4ect/gpCcsdaexxIe86sk8Ohafu2uBqQBAQlaf7BGGNwZnG6GWdGg+7W2nn+jUrkrJI2ZWQf70Ck//Swd71C3Q9F/MPbHXgG0J707sCaFvQMZowJ9d4D5eQR7zqF9IcKCUDW2uo5dQ3PcOid3rLq/opVcu9071FjTAyQ1u1/mbV2n/tRSSH4wLvuZIw5JVFjjOkC1PZufltkUYnfKElzqtdxZm9KAXppqu3gYIwpY4w5J23JsCsmY7kxJtxvQUqasTizqJUEvjbG1AcwxpQ0xvwf6aPaD/NTfJIP/3j/lcmwq/Q/3oP6XApwxphQnGRqJ5xuEp2ttXH+jUoKQTXgV2NMX2PMuWmFxpgQY0wTY8xU4C5v8Shr7SG/RClydjvfGLPEGNPPGHNeWqExJsIY0wlYhPMw7wEe81eQkmcTcbo9hQIzjDEXg+/vbydggve4JShJc1Yw1qpbWxrvH7ut3s1k4GBOx3unppQzgDFmC+n9s3PS3lo7391o5HSMMY1xujKV8xbFAyVwEssWGGat1dSSZxBjTG4/bGpYa7e4GYsUjDGmHbDAu3kCOJLD4dustS3dj0oKyhhTHdicoegETpemkkCxDOWTgf7W2pSiik0KX4a/yXdaayf7MxbJvWzep8eAGCDti8bjwN3W2ilFGpwUiDGmJjCf9IGBj+IkbdIG9V6H02p1x6lnS7AJ83cAASbjN7jhQEV/BSJyNrPWrjbGNMT5FugaoCrOmBfLgNettRqLRsR/Mn5WRnqX7Gga7jPHTuBGnOldLwYq4yTKTwD/w+neNMlau8hvEYrIHuB+4F9AY6A8zjh9x4ANOF9wvWOt3ZrtK0hAstZuMsZchNOt9HqcMcA8QBzwGU4LxmN+DFGKkFrSiIiIiIiIiIgEAPX9FxEREREREREJAErSiIiIiIiIiIgEACVpREREREREREQCgJI0IiIiIiIiIiIBQEkaEREREREREZEAoCSNiIiIiIiIiEgAUJJGRERERERERCQAKEkjIiIiIiIiIhIAlKQREREREREREQkAStKIiIiIiIiIiAQAJWlERERERERERAKAkjQiIiIiIiIiIgFASRoRERERERERkQCgJI2IiIiIiIiISABQkkZEREREREREJAAoSSMiIiIiIiIiEgCUpBERERERERERCQD/DwOZT8muwXHBAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "image/png": { "height": 419, "width": 564 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# use our implementation of the EM algorithm \n", "# and fit a mixture of Gaussians to the simulated data\n", "gmm = GMM(n_components = 3, n_iters = 1, tol = 1e-4, seed = 4)\n", "gmm.fit(X)\n", "\n", "plot_contours(X, gmm.means, gmm.covs, 'Initial clusters')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "converged iteration: 23\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 419, "width": 564 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "gmm = GMM(n_components = 3, n_iters = 50, tol = 1e-4, seed = 4)\n", "gmm.fit(X)\n", "\n", "print('converged iteration:', len(gmm.log_likelihood_trace))\n", "plot_contours(X, gmm.means, gmm.covs, 'Final clusters')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the plot of different iterations in the EM algorithms, one can see that the Gaussian model is incrementally updated and refined to fit the data and the algorithm converged before it reached the maximum iteration that we've specified." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "converged or not: True\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 419, "width": 564 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# use library to confirm results\n", "gmm = GaussianMixture(n_components = 3, covariance_type = 'full', \n", " max_iter = 600, random_state = 3)\n", "gmm.fit(X)\n", "\n", "print('converged or not: ', gmm.converged_)\n", "plot_contours(X, gmm.means_, gmm.covariances_, 'Final clusters')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## How many Gaussians?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similar to K-means, **GMM** requires the user to specify the number of components (clusters) before training the model. Here, we can use the [**Aikaki Information Criterion (AIC)**](https://en.wikipedia.org/wiki/Akaike_information_criterion) or the [**Bayesian Information Criterion (BIC)**](https://en.wikipedia.org/wiki/Bayesian_information_criterion) to aid us in this decision. Let $L$ be the maximum value of the likelihood function for the model, $p$ be the number of estimated parameters in the model and $N$ be the total number of data points.\n", "\n", "Then the AIC value of the model is the following:\n", "\n", "$$ \\mathrm {AIC} =2 \\cdot p - 2 \\cdot \\ln(L) $$\n", "\n", "And the BIC value is denoted as:\n", "\n", "$$ \\mathrm{BIC} = {-2 \\cdot \\ln(L) + p \\cdot \\ln(N)}$$\n", "\n", "For both evaluation criteron, the lower the better." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 375, "width": 490 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "n_components = np.arange(1, 10)\n", "clfs = [GaussianMixture(n, max_iter = 1000).fit(X) for n in n_components]\n", "bics = [clf.bic(X) for clf in clfs]\n", "aics = [clf.aic(X) for clf in clfs]\n", "\n", "plt.plot(n_components, bics, label = 'BIC')\n", "plt.plot(n_components, aics, label = 'AIC')\n", "plt.xlabel('n_components')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It appears that for both the AIC and BIC, 3 components is preferred.\n", "\n", "> Advice taken from [Notes: AIC vs. BIC](https://methodology.psu.edu/node/504).\n", ">\n", "> In general, it might be best to use AIC and BIC together in model selection. Most of the times they will agree on the preferred model. The main differences between the two is that BIC penalizes model complexity more heavily. Thus if they do disagree. e.g. If BIC points to a three-class model and AIC points to a five-class model, it makes sense to select from models with 3, 4 and 5 latent classes and see which one leads to a more suitable result.\n", "\n", "Another thing to bear in mind when looking at AIC/BIC evaluation metric is that all that matters is the difference between the AIC/BIC values. The actual value of the AIC/BIC and whether it is positive or negative, means nothing. So the bottom line is only pay attention to the difference." ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "**Things to Note:**\n", "\n", "One drawback of **GMM** is that there are lots of parameters to learn, therefore may require lots of data and iterations to get good results. An unconstrained model with $K$-mixtures (or simply $K$ clusters) and $D$-dimensional data involves fitting $D \\times D \\times K + D \\times K + K$ parameters ($K$ covariance matrices each of size $D \\times D$, plus $K$ mean vectors of length $D$, plus a weight vector of length $K$). That could be a problem for datasets with large number of dimensions (e.g. text data), because with the number of parameters growing roughly as the square of the dimension, it may quickly become impossible to find a sufficient amount of data to make good inferences. So it is common to impose restrictions and assumption to simplify the problem (think of it as introducing regularization to avoid overfitting problems).\n", "\n", "One common way to avoid this problem is to fix the covariance matrix of each component to be diagonal (off-diagonal value will be 0 and will not be updated). To achieve this, we can change the `covariance_type` parameter in scikit-learn's GMM to `diag`.\n", "\n", "The following link includes an example of comparing **GMM** using different covariance matrices on a toy dataset, [sckit-learn docs: GMM classification](http://scikit-learn.org/stable/auto_examples/mixture/plot_gmm_covariances.html#sphx-glr-auto-examples-mixture-plot-gmm-covariances-py)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Reference" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- [Notes: Gaussians](http://www.inf.ed.ac.uk/teaching/courses/inf2b/learnnotes/inf2b-learn-note08-2up.pdf)\n", "- [Notes: AIC vs. BIC](https://methodology.psu.edu/node/504)\n", "- [Youtube: Mixture Models Lecture](https://www.youtube.com/watch?v=REypj2sy_5U&list=PLBv09BD7ez_4e9LtmK626Evn1ion6ynrt)\n", "- [Coursera: Washington Clustering & Retrieval](https://www.coursera.org/learn/ml-clustering-and-retrieval)\n", "- [Notebooks: Density Estimation Gaussian Mixture Models](http://nbviewer.jupyter.org/github/jakevdp/sklearn_tutorial/blob/master/notebooks/04.3-Density-GMM.ipynb)\n", "- [Stackoverflow: Negative values for AICc](https://stats.stackexchange.com/questions/486/negative-values-for-aicc-corrected-akaike-information-criterion)\n", "- [Stackoverflow: Understanding concept of Gaussian Mixture Models](http://stackoverflow.com/questions/26019584/understanding-concept-of-gaussian-mixture-models)" ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.4" }, "toc": { "nav_menu": { "height": "316px", "width": "252px" }, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": true, "toc_position": {}, "toc_section_display": "block", "toc_window_display": true }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 1 }