{
 "cells": [
  {
   "cell_type": "markdown",
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   "source": [
    "# 7. Sparse Kernel Machines\n",
    "\n",
    "### *Table of Contents*\n",
    "\n",
    "* 7.1 [Maximum Margin Classifiers](#7.1-Maximum-Margin-Classifiers)\n",
    "    * 7.1.1 [Overlapping class distributions](#7.1.1-Overlapping-class-distributions)\n",
    "    * 7.1.2 [Relation to logistic regression](#7.1.2-Relation-to-logistic-regression)\n",
    "    * 7.1.3 [Multiclass SVM](#7.1.3-Multiclass-SVM)\n",
    "    * 7.1.4 [SVMs for regression](#7.1.4-SVMs-for-regression)\n",
    "* 7.2 [Relevance Vector Machines](#7.2-Relevance-Vector-Machines)\n",
    "    * 7.2.1 [RVM for regression](#7.2.1-RVM-for-regression)\n",
    "    * 7.2.3 [RVM for classification](#7.2.3-RVM-for-classification)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.datasets import make_classification\n",
    "\n",
    "from prml.kernel import (\n",
    "    SupportVectorClassifier,\n",
    "    SupportVectorRegressor,\n",
    "    RBF,\n",
    "    RelevanceVectorRegressor,\n",
    "    RelevanceVectorClassifier,\n",
    ")\n",
    "from prml.datasets import generate_toy_data\n",
    "\n",
    "# Set random seed to make deterministic\n",
    "np.random.seed(0)\n",
    "\n",
    "# Ignore zero divisions and computation involving NaN values.\n",
    "np.seterr(divide=\"ignore\", invalid=\"ignore\")\n",
    "\n",
    "# Enable higher resolution plots\n",
    "%config InlineBackend.figure_format = 'retina'\n",
    "\n",
    "# Enable autoreload all modules before executing code\n",
    "%reload_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "One significant limitation of many kernel-based methods (see [Chapter 6](ch6_kernel_methods.ipynb)) is that the kernel function $k(\\mathbf{x}_n, \\mathbf{x}_m)$ must be evaluated for all possible pairs $\\mathbf{x}_n$ and $\\mathbf{x}_m$ of training data points. This can be computationally infeasible during training (does not scale to large datasets) and also leads to excessive computation overhead when making predictions for new data points.\n",
    "\n",
    "On the other hand, there are kernel-based algorithms that yield *sparse* solutions (maintain a subset of training data points), so that predictions depend only on the kernel fuction evaluated at the subset of these training data points. We shall look into *support vector machine* (SVM), which are easy to train using convex optimization, but does not provide posterior probabilities. An alternative sparse kernel technique, known as *relevance vector machine* (RVM), is based on Bayesian formulation and provides posterior probabilistic outputs. Additionally, RVM has much sparser solutions than SVM, but it is slower to optimize.\n",
    "\n",
    "## 7.1 Maximum Margin Classifiers\n",
    "\n",
    "Consider the classification problem using linear models of the form,\n",
    "\n",
    "$$\n",
    "y(\\mathbf{x}) = \\mathbf{w}^T\\boldsymbol\\phi(\\mathbf{x}) + b\n",
    "$$\n",
    "\n",
    "The training data set comprises $N$ input vectors $\\mathbf{x}_1,\\dots,\\mathbf{x}_N$ and corresponding target values $t_1,\\dots,t_N$, where $t_n\\in\\{−1, 1\\}$.\n",
    "\n",
    "> We assume for the moment that the training dataset is linearly separable in feature space defined by $\\boldsymbol\\phi$, so that there exists at least one choice of parameters such $y(\\mathbf{x}_n)>0$ for points having $t_n=+1$ and $y(\\mathbf{x}_n)<0$ for points having $t_n=−1$. In general, so that $t_ny(\\mathbf{x}_n) > 0$ for all training data points.\n",
    "\n",
    "The support vector machine approaches this problem through the concept of the margin, which is defined to be the smallest distance between the decision boundary and any of the samples. In support vector machine the decision boundary is chosen to be the one for which the margin is maximized. Recall that the perpendicular distance of a point $\\mathbf{x}_n$ from the decision boundary, defined by $y(\\mathbf{x}) = 0$, is given by $\\frac{y(\\mathbf{x})}{||\\mathbf{w}||_2}$. Since we are only interested in solutions for which all data points are correctly classified, so that $t_ny(\\mathbf{x}_n) > 0$ for all $n$. Thus, the distance of a point $\\mathbf{x}_n$ to the decision surface is given by,\n",
    "\n",
    "$$\n",
    "d_s(\\mathbf{x}_n) = \\frac{t_ny(\\mathbf{x}_n)}{||\\mathbf{w}||_2} = \\frac{t_n(\\mathbf{w}^T\\boldsymbol\\phi(\\mathbf{x}_n) + b)}{||\\mathbf{w}||_2}\n",
    "$$\n",
    "\n",
    "Thus, the margin is defined by the closest point $\\mathbf{x}_n$ from the training data points. SVM goal is to optimize the parameters of $y$ in order to maximize the margin or the distance of the closest point. Therefore, the maximum margin solution is found by solving,\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "\\text{argmax}_{\\mathbf{w}, b} \\Bigg\\{\\ \\min_n d_s(\\mathbf{x}_n) \\Bigg\\} &\\overset{(7.2)}{=} \n",
    "\\text{argmax}_{\\mathbf{w}, b} \\Bigg\\{\\ \\min_n\\Bigg[ \\frac{t_n(\\mathbf{w}^T\\boldsymbol\\phi(\\mathbf{x}_n) + b)}{||\\mathbf{w}||_2} \\Bigg] \\Bigg\\} \\\\\n",
    "&= \\text{argmax}_{\\mathbf{w}, b} \\Bigg\\{\\ \\frac{1}{||\\mathbf{w}||_2} \\min_n\\Bigg[ t_n(\\mathbf{w}^T\\boldsymbol\\phi(\\mathbf{x}_n) + b) \\Bigg] \\Bigg\\}\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "The figure on the left depicts the margin as the distance between the decision boundary and the closest data point. On the right, the margin is maximized leadning to a particular choice of the decision boundary (determined by the parameters $\\mathbf{w}$ and b). The subset of data points determining the location of the optimized boundary are called *support vectors*.\n",
    "\n",
    "<img src=\"../images/fg7_1a.png\" width=\"400\">\n",
    "<img src=\"../images/fg7_1b.png\" width=\"400\"> \n",
    "\n",
    "A direct solution of the above optimization problem is very complex, but there is an equivalent problem that is much easier to solve. Note that the rescaling $\\mathbf{w} \\mapsto \\kappa\\mathbf{w}$ and $b \\mapsto \\kappa b$, does not affect the distance from any point $\\mathbf{x}_n$ to the decision surface,\n",
    "\n",
    "$$\n",
    "\\frac{t_n(\\kappa\\mathbf{w}^T\\boldsymbol\\phi(\\mathbf{x}_n) + \\kappa b)}{||\\kappa\\mathbf{w}||_2} = \\frac{t_n\\kappa(\\mathbf{w}^T\\boldsymbol\\phi(\\mathbf{x}_n) + b)}{\\kappa||\\mathbf{w}||_2} =\n",
    "\\frac{t_n(\\mathbf{w}^T\\boldsymbol\\phi(\\mathbf{x}_n) + b)}{||\\mathbf{w}||_2}\n",
    "$$\n",
    "\n",
    "Therefore, we can set $t_n(\\mathbf{w}^T\\boldsymbol\\phi(\\mathbf{x}_n) + b) = 1$, for the point closest to the surface, which implies that all data points should satisfy the constraints $t_n(\\mathbf{w}^T\\boldsymbol\\phi(\\mathbf{x}_n) + b) \\geq 1$. Data points for which the equality holds, the constraints are said to be *active*, whereas for the remainder they are said to be *inactive*.\n",
    "\n",
    "Thus, the reformulated optimization problem simply requires that we maximize $1/||\\mathbf{w}||$ or equivalently to minimizing $||\\mathbf{w}||_2^2$, \n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "& \\text{argmin}_{\\mathbf{w}, b}\\frac{1}{2}||\\mathbf{w}||_2^2 \\\\\n",
    "& \\text{subject to} \\qquad t_n(\\mathbf{w}^T\\boldsymbol\\phi(\\mathbf{x}_n) + b) \\geq 1\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "This is a *quadratic programming* problem in which we are trying to minimize a quadratic function subject to a set of linear inequality constraints. In order to solve this constrained optimization problem, we introduce Lagrange multipliers $a_n \\geq 0$ (one for each constraint), giving the Lagrangian function,\n",
    "\n",
    "$$\n",
    "L(\\mathbf{w}, b, \\mathbf{a}) = \\frac{1}{2}||\\mathbf{w}||_2^2 - \\sum_{n=1}^N a_n \\{t_n(\\mathbf{w}^T\\boldsymbol\\phi(\\mathbf{x}_n) + b) - 1\\}\n",
    "$$\n",
    "\n",
    "Setting the derivatives of $L$ with respect to $\\mathbf{w}$ and $b$ equal to zero, we obtain,\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "dL_{\\mathbf{w}} = 0 &\\Leftrightarrow \\mathbf{w} - \\sum_{n=1}^N a_n t_n \\boldsymbol\\phi(\\mathbf{x}_n) = 0 \\\\\n",
    "&\\Leftrightarrow \\mathbf{w} = \\sum_{n=1}^N a_n t_n \\boldsymbol\\phi(\\mathbf{x}_n)\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "and\n",
    "\n",
    "$$\n",
    "dL_{b} = 0 \\Leftrightarrow \\sum_{n=1}^N a_n t_n = 0\n",
    "$$\n",
    "\n",
    "Eliminating $\\mathbf{w}$ and $b$ by substituting these conditions back to $L(\\mathbf{w}, b, \\mathbf{a})$, gives the dual representation of the maximum margin problem,\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "\\tilde{L}(\\mathbf{a}) &= \\frac{1}{2} \\Bigg< \\sum_{n=1}^N a_n t_n \\boldsymbol\\phi(\\mathbf{x}_n), \\sum_{n=1}^N a_n t_n \\boldsymbol\\phi(\\mathbf{x}_n) \\Bigg>\n",
    "- \\sum_{n=1}^N a_n \\Bigg\\{t_n \\Big(\\sum_{m=1}^N a_m t_m \\boldsymbol\\phi(\\mathbf{x}_m)^T\\boldsymbol\\phi(\\mathbf{x}_n) + b \\Big) - 1 \\Bigg\\} \\\\\n",
    "&= \\frac{1}{2} \\Bigg< \\sum_{n=1}^N a_n t_n \\boldsymbol\\phi(\\mathbf{x}_n), \\sum_{n=1}^N a_n t_n \\boldsymbol\\phi(\\mathbf{x}_n) \\Bigg>\n",
    "- \\sum_{n=1}^N\\sum_{m=1}^N a_n t_n a_m t_m \\boldsymbol\\phi(\\mathbf{x}_m)^T \\boldsymbol\\phi(\\mathbf{x}_n)\n",
    "- b\\sum_{n=1}^N a_n t_n\n",
    "+ \\sum_{n=1}^N a_n \\\\\n",
    "&\\overset{(7.9)}{=} \\frac{1}{2} \\Bigg< \\sum_{n=1}^N a_n t_n \\boldsymbol\\phi(\\mathbf{x}_n), \\sum_{n=1}^N a_n t_n \\boldsymbol\\phi(\\mathbf{x}_n) \\Bigg>\n",
    "- \\sum_{n=1}^N\\sum_{m=1}^N a_n t_n a_m t_m \\boldsymbol\\phi(\\mathbf{x}_m)^T \\boldsymbol\\phi(\\mathbf{x}_n)\n",
    "+ \\sum_{n=1}^N a_n \\\\\n",
    "&= \\frac{1}{2} \\sum_{n=1}^N a_n t_n \\sum_{m=1}^N a_m t_m \\boldsymbol\\phi(\\mathbf{x}_m)^T\\boldsymbol\\phi(\\mathbf{x}_n)\n",
    "- \\sum_{n=1}^N\\sum_{m=1}^N a_n t_n a_m t_m \\boldsymbol\\phi(\\mathbf{x}_m)^T \\boldsymbol\\phi(\\mathbf{x}_n)\n",
    "+ \\sum_{n=1}^N a_n \\\\\n",
    "&= \\sum_{n=1}^N a_n - \\frac{1}{2} \\sum_{n=1}^N\\sum_{m=1}^N a_n t_n a_m t_m \\boldsymbol\\phi(\\mathbf{x}_m)^T \\boldsymbol\\phi(\\mathbf{x}_n)\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "or\n",
    "\n",
    "$$\n",
    "\\tilde{L}(\\mathbf{a}) = \\sum_{n=1}^N a_n - \\frac{1}{2} \\sum_{n=1}^N\\sum_{m=1}^N a_n t_n a_m t_m k(\\mathbf{x}_n, \\mathbf{x}_m)\n",
    "$$\n",
    "\n",
    "subject to the constraints,\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "& a_n \\geq 0 \\\\\n",
    "\\sum_{n=1}^N & a_nt_n = 0\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "In order to classify new data points, we evaluate the sign of $y(\\mathbf{x})$, which can be expressed in terms of the parameters $\\mathbf{a}$ and the kernel function by substituting for $\\mathbf{w}$ to give,\n",
    "\n",
    "$$\n",
    "y(\\mathbf{x}) = \\mathbf{w}^T\\boldsymbol\\phi(\\mathbf{x}) + b = \\sum_{n=1}^N a_nt_n\\boldsymbol\\phi(\\mathbf{x}_n)^T\\boldsymbol\\phi(\\mathbf{x}) + b =\n",
    "\\sum_{n=1}^N a_nt_nk(\\mathbf{x}_n,\\mathbf{x}) + b\n",
    "$$\n",
    "\n",
    "> **NOTE**: Any data point for which $a_n=0$ plays no role in making predictions. The remaining data points (where $a_n > 0$) are called support vectors, and because they satisfy $t_ny(\\mathbf{x}_n) = 1$, they correspond to points that lie on the maximum margin hyperplanes in feature space. This property is central to the practical applicability of sparse kernel machines. Once the model is trained, a significant proportion of the data points can be discarded, since only the support vectors are required for making predictions.\n",
    "\n",
    "Having found values for $\\mathbf{a}$, we can then determine the value of the threshold parameter $b$ by noting that support vectors satisfy $t_ny(\\mathbf{x}_n) = 1$, thus,\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "t_ny(\\mathbf{x}_n) = 1 & \\Leftrightarrow t_n \\Big( \\sum_{m\\in\\mathcal{S}} a_mt_mk(\\mathbf{x}_m,\\mathbf{x}_n) + b \\Big) = 1 \\\\\n",
    "& \\overset{\\times t_n}{\\Leftrightarrow} t_n^2 \\Big( \\sum_{m\\in\\mathcal{S}} a_mt_mk(\\mathbf{x}_m,\\mathbf{x}_n) + b \\Big) = t_n \\\\\n",
    "& \\overset{t_n^2=1}{\\Leftrightarrow} \\sum_{m\\in\\mathcal{S}} a_mt_mk(\\mathbf{x}_m,\\mathbf{x}_n) + b = t_n \\\\\n",
    "& \\Leftrightarrow b = t_n - \\sum_{m\\in\\mathcal{S}} a_mt_mk(\\mathbf{x}_m,\\mathbf{x}_n)\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "Although the value of $b$ may be found using any support vector $\\mathbf{x}_n$, a more numerically stable solution is obtained by taking the average over all support vectors,\n",
    "\n",
    "$$\n",
    "b = \\frac{1}{N_{\\mathcal{S}}} \\sum_{n\\in\\mathcal{S}} \\Big( t_n - \\sum_{m\\in\\mathcal{S}} a_mt_mk(\\mathbf{x}_m,\\mathbf{x}_n) \\Big)\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 413,
       "width": 559
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.array([[0.0, 2.0], [2.0, 0.0], [-1.0, -1.0]])\n",
    "t = np.array([1.0, 1.0, -1.0])\n",
    "\n",
    "plt.scatter(x[:, 0], x[:, 1], s=40, c=[(\"g\" if label == 1 else \"r\") for label in t], marker=\"x\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 3 support vectors.\n"
     ]
    }
   ],
   "source": [
    "model = SupportVectorClassifier(kernel=None, C=np.inf)\n",
    "model.fit(x, t)\n",
    "\n",
    "print(f\"Found {model.n_support_vectors} support vectors.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 418,
       "width": 550
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x0, x1 = np.meshgrid(np.linspace(-3, 3, 100), np.linspace(-3, 3, 100))\n",
    "xx = np.array([x0, x1]).reshape(2, -1).T\n",
    "\n",
    "plt.scatter(x[:, 0], x[:, 1], s=40, c=[(\"g\" if label == 1 else \"r\") for label in t], marker=\"x\")\n",
    "plt.scatter(model.support_vectors[:, 0], model.support_vectors[:, 1], s=100, facecolor=\"none\", edgecolor=\"g\")\n",
    "cp = plt.contour(\n",
    "    x0,\n",
    "    x1,\n",
    "    model.predict(xx)[1].reshape(100, 100),\n",
    "    np.array([-1, 0, 1]),\n",
    "    colors=\"k\",\n",
    "    linestyles=(\"dashed\", \"solid\", \"dashed\"),\n",
    ")\n",
    "plt.clabel(cp, fmt=\"y=%.f\", inline=True, fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 7.1.1 Overlapping class distributions\n",
    "\n",
    "So far, we have assumed that the training data points are linearly separable in the feature space. Thus, support vector machine gives an exact separation in the original input space, although the corresponding decision boundary is non-linear. In practice, however, the class-conditional distributions may overlap, in which case exact separation of the training data can lead to poor generalization.\n",
    "\n",
    "We therefore need to modify the support vector machine so as to allow some of the training points to be misclassified. In the case of separable classes, we implicitly used an error function that gave infinite error if a data point was misclassified and zero error if it was classified correctly, and then optimized the model parameters to maximize the margin. We may modify this approach so that data points are allowed to be on the *wrong side* of the margin boundary, but having a penalty that increases proportionally to their distance from that boundary. To that end, we introduce *slack variables*, $\\xi_n \\geq 0$ (one for each training data point), for which $\\xi_n = 0$ when data points that are on or inside the correct margin boundary, and $\\xi_n = |t_n − y(\\mathbf{x}_n)|$ in any other case. Therefore, a data point that is on the decision boundary $y(\\mathbf{x}_n) = 0$ has $\\xi_n = 1$, and points having $\\xi_n > 1$ are misclassified. The exact classification constraints are then replaced by,\n",
    "\n",
    "$$\n",
    "t_ny(\\mathbf{x}_n) \\geq 1 - \\xi_n\n",
    "$$\n",
    "\n",
    "<img src=\"../images/fg7_3.png\" width=\"400\">\n",
    "\n",
    "> This known as relaxing the hard-margin constraint to give a soft-margin. Note that while slack variables allow for overlapping class distributions, this framework is still sensitive to outliers because the penalty for misclassification increases linearly.\n",
    "\n",
    "Our goal is thus to maximize the margin while softly penalizing points that lie on the wrong side of the margin boundary,\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "& \\text{argmin}_{\\mathbf{w}, b}\\frac{1}{2}||\\mathbf{w}||_2^2 + C\\sum_{n=1}^N \\xi_n \\\\\n",
    "& \\text{subject to} \\qquad t_n(\\mathbf{w}^T\\boldsymbol\\phi(\\mathbf{x}_n) + b) \\geq 1 - \\xi_n \\\\\n",
    "& \\qquad\\qquad\\qquad\\; \\xi_n \\geq 0\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "where the parameter $C > 0$ controls the trade-off between the slack variable penalty and the margin. Because any point that is misclassified has $\\xi_n > 1$, it follows that $\\sum_{n=1}^N \\xi_n$ is an upper bound on the number of misclassified points. The parameter $C$ is analogous to (the inverse of) a regularization coefficient because it controls the trade-off between minimizing training errors and controlling model complexity. In the limit $C \\rightarrow \\infty$, recovers the earlier support vector machine for separable data.\n",
    "\n",
    "In order to solve the optimization, the corresponding Lagrangian is given by\n",
    "\n",
    "$$\n",
    "L(\\mathbf{w}, b, \\mathbf{a}) = \\frac{1}{2}||\\mathbf{w}||_2^2 + C\\sum_{n=1}^N \\xi_n - \\sum_{n=1}^N a_n \\{t_ny(\\mathbf{x}_n) - 1 + \\xi_n\\} - \\sum_{n=1}^N\\mu_n\\xi_n\n",
    "$$\n",
    "\n",
    "and the derivatives for $\\mathbf{w}$ and $b$ are identical to the hard-margin case, while the derivatives for $\\xi_n$ is as follows,\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "\\frac{\\partial L}{\\partial\\xi_n} = 0 &\\Leftrightarrow \n",
    "\\frac{\\partial}{\\partial\\xi_n} \\Bigg( \\frac{1}{2}||\\mathbf{w}||_2^2 + C\\sum_{n=1}^N \\xi_n - \\sum_{n=1}^N a_n \\{t_ny(\\mathbf{x}_n) - 1 + \\xi_n\\} - \\sum_{n=1}^N\\mu_n\\xi_n \\Bigg) = 0 \\\\\n",
    "&\\Leftrightarrow  C - \\frac{\\partial}{\\partial\\xi_n}\\Bigg( \\sum_{n=1}^N a_n \\{t_ny(\\mathbf{x}_n) - 1 + \\xi_n\\} \\Bigg) - \\mu_n = 0 \\\\\n",
    "&\\Leftrightarrow  C - a_n - \\mu_n = 0 \\\\\n",
    "&\\Leftrightarrow  C - \\mu_n = a_n\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "Using these results to eliminate $\\mathbf{w}$, $b$, $\\xi_n$ from the Lagrangian, we obtain the dual representation, which is identical to the separable case, except that we have an additional constraint stating that $a_n \\leq C$.\n",
    "\n",
    "> Regarding the solution to the quadratic programming problem tha arise in both cases (separable and non-separable), a global optimum solution can be found since the constraints define a convex region (as a consequence of being linear). Direct solution of a quadratic programming problem may be demanding (in terms of computation and memory) using traditional techniques. One popular approach to training support vector machines is sequential minimal optimization (SMO). SMO considers two Lagrange multipliers at a time, and in this case, the subproblem can be solved analytically, thereby avoiding numerical quadratic programming altogether. Moreover, heuristics exist to choose the best pair of Lagrange multipliers to be considered at each step. In practice, SMO scales proportionally to the number of data points that is somewhere between linear and quadratic.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 413,
       "width": 568
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.random.uniform(-1, 1, 100).reshape(-1, 2)\n",
    "t = x < 0\n",
    "t = (t[:, 0] * t[:, 1]).astype(float)\n",
    "t = 1 - 2 * t\n",
    "\n",
    "plt.scatter(x[:, 0], x[:, 1], s=40, c=[(\"g\" if label == 1 else \"r\") for label in t], marker=\"x\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 19 support vectors.\n"
     ]
    }
   ],
   "source": [
    "model = SupportVectorClassifier(RBF(theta=np.ones(2)))\n",
    "model.fit(x, t)\n",
    "\n",
    "print(f\"Found {model.n_support_vectors} support vectors.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 418,
       "width": 583
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x0, x1 = np.meshgrid(np.linspace(-1, 1, 100), np.linspace(-1, 1, 100))\n",
    "xx = np.array([x0, x1]).reshape(2, -1).T\n",
    "\n",
    "plt.scatter(x[:, 0], x[:, 1], s=40, c=[(\"g\" if label == 1 else \"r\") for label in t], marker=\"x\")\n",
    "plt.scatter(model.support_vectors[:, 0], model.support_vectors[:, 1], s=100, facecolor=\"none\", edgecolor=\"g\")\n",
    "cp = plt.contour(x0, x1, model.predict(xx)[1].reshape(100, 100), colors=\"k\", linestyles=(\"dashed\", \"solid\", \"dashed\"))\n",
    "plt.clabel(cp, fmt=\"y=%.f\", inline=True, fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### The effect of hyperparameters\n",
    "\n",
    "Let us take a look at how hyperparameters $\\theta$ of an RBF kernel, and $C$ for trade-off between the slack variable penalty and the margin, affect the resulted SVM model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1000 with 9 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 812,
       "width": 1182
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "theta_grid = [1.0, 5.0, 10.0]\n",
    "C_grid = [0.5, 1.0, 10.0]\n",
    "\n",
    "plt.figure(figsize=(15, 10))\n",
    "\n",
    "for i, c in enumerate(C_grid):\n",
    "    for j, theta in enumerate(theta_grid):\n",
    "        model = SupportVectorClassifier(RBF(theta=np.ones(2) * theta), C=c)\n",
    "        model.fit(x, t)\n",
    "\n",
    "        plt.subplot(3, 3, (j + 3 * i) + 1)\n",
    "        plt.scatter(x[:, 0], x[:, 1], s=40, c=[(\"g\" if label == 1 else \"r\") for label in t], marker=\"x\")\n",
    "        plt.scatter(model.support_vectors[:, 0], model.support_vectors[:, 1], s=100, facecolor=\"none\", edgecolor=\"g\")\n",
    "        plt.contourf(x0, x1, model.predict(xx)[0].reshape(100, 100), alpha=0.2, levels=np.linspace(0, 1, 3))\n",
    "        plt.title(f\"$C={c}$, $\\\\theta={theta}$, support vectors: {model.n_support_vectors}\")\n",
    "        plt.axis(\"off\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Note that increasing $\\theta$ makes the decision boundary smoother, and that increasing $C$ results in less misclassification."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 7.1.2 Relation to logistic regresion\n",
    "\n",
    "In order to study the relation of SVM to logistic regression, we can cast the SVM for non-separable distributions in terms of the minimization of a regularized error function. Data points that are on the correct side of the margin boundary, satisfy $y_nt_n \\geq 1$ and $\\xi_n = 0$, while for the remaining points we have $\\xi_n = 1 − y_nt_n$. Thus, the objective function in the form,\n",
    "\n",
    "$$\n",
    "\\sum_{n=1}^N E_{SV}(y_nt_n) + \\lambda||\\mathbf{w}||_2^2\n",
    "$$\n",
    "\n",
    "where $\\lambda = (2C)−1$, and $E_{SV}(\\cdot)$ is the *hinge error* function defined by,\n",
    "\n",
    "$$\n",
    "E_{SV}(y_nt_n) = [1 − y_nt_n]_+\n",
    "$$\n",
    "\n",
    "In the logistic regression model was convenient to work with target variable $t\\in\\{0,1\\}$. Thus, for comparison with the support vector machine, we reformulate maximum likelihood logistic regression using the target variable $t\\in\\{-1,1\\}$. To that end, note that $p(t=1|y)=\\sigma(y)$. Therefore, $p(t=−1|y) = 1 − \\sigma(y) = \\sigma(−y)$, where we have used the properties\n",
    "of the logistic sigmoid function. Therefore, combining the above cases, we obtain $p(t|y) = \\sigma(yt)$.\n",
    "\n",
    "Given this formulation, the negative logarithm of the likelihood function takes the form,\n",
    "\n",
    "$$\n",
    "\\sum_{n=1}^N E_{LR}(y_nt_n) + \\lambda||\\mathbf{w}||_2^2\n",
    "$$\n",
    "\n",
    "For comparison with other error functions, we divide by $\\ln(2)$ so that the error function passes through the point $(0, 1)$. Below we plot the reformulated error function for logistic regression along the hinge loss, the true misclassification error and the squared error."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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9evWK8/NjG3vw4EHu3r0L2JIa0W2XyZEjB927dwds7+nq1atJEp+kXUqOiIikATkz5aRp8aaGtqUnl5oUjYiIiMRXxOTIhg0bsFqtsX4VKVLEYZ6qVatisVhiPAnmqZo1a9pPXLFYLDg7O1O4cGE6d+7M4cOHE/Q+Dhw4YH9dr149w/yRv7Jly2Yfe+3atWjnrFKlSpyfH9tYPz8/++tnnnkmxrER+yPeF99nSvqgbTUiImlE53KdWXdmnf16dcBqgkKDcHdxNzEqERERiYuIyZGEfth+8uQJ/v7+5M+fHy8vrxjHBgcH4+fnh4eHB2+++ab9/l27dvHHH3+wZs0a9uzZQ7Vq1eIVw40bNxIUe2BgYLR9uXLlivM8sY29c+eO/bVnLFvCChQoEOV98X2mpA9KjoiIpBEdy3XktVWvYcUKwIPgB2w6t4m2pduaHJmIiKRbefLY6nBkFMlY/PRpcqRAgQKxfmiPzrFjxwgNDY1TMVBfX1+Cg4Np3LixQ92NHj16MH/+fCZPnswvv/wSrxjCwsLsr1esWEGxYsXidF9M7zmmk2ISM9ZiscR5bFI9U9IuJUdERNKIAtkKUK9wPf68+Ke9bemJpUqOiIhI8nFySrYCpRlJYGAgAQEBQOK2aBw6dAiAGjVqJGps69atmT9/Pjdv3ox3DBFPz/Hw8KBSpUrxniM55c6d2/76+vXrlClTJtqxEbf6RLxPMibVHBERSUM6l+tsuF52ahlh4WHRjBYREZHU4NixY4SHhwO2miEJdfDgQSBuyZGnY6NaZfK0oGr58uXjHUP16tXtr3ft2hXv+5NbxGTN3r17Yxy7b9++KO+TjEnJERGRNCRycuRm4E3DShIRERFJfZKi3gj8uxokLttqols5cuzYMX766SeyZ8/Oq6++Gu8YatSogbe3NwCTJk3iyZMn8Z4jOdWsWRMPDw8AZs6caU9KRfbgwQMWLFgAQIUKFShYsGBKhSiplJIjIiJpSMncJansWdnQplNrREREUreIyZGErhwJCQnBz8+PvHnzRnmKTUShoaEcO3YMJycnZs2axahRo/jwww/p0qULNWvWJFeuXKxfvz5BCQEnJyc+/PBDAM6ePUvfvn0JCgqKdvz9+/cZN25cvJ+TUO7u7gwcOBCwnUAzZswYhzFWq5WhQ4dy69YtAIYOHZpi8UnqpZojIiJpTOdynfG94Wu/XnpyKWNbjk2yomMiIiKStJ4mR5ycnAgNDY3x2NinSpYsSebMme3Xfn5+BAcHG7a1ROf48eP2hMXo0aMNfUWKFGHr1q1xLqQalVdffZUNGzawdOlSFi5cyKFDhxg8eDB16tQhZ86c3L9/n5MnT7J161aWL19OpkyZUjQB8cknn7BkyRLOnj3LqFGj8PX1ZcCAARQsWJBz584xbtw4tm7dCtiOIx40aFCKxSapl5IjIiJpTOfynfl0+6f26/N3z3P0+lGqFahmXlAiIiISpfDwcHx9fe2v41IvBODKlSuG5EhMNUQiezr2/fff54svvsBqtXL16lVGjRrF5MmTefnll9m0aVN834qdxWJh/vz5vPnmm0yYMIEzZ87w3nvvRTs+oafzJFT27NnZtGkTbdq04eTJkyxevJjFixc7jKtfvz7Lly/XaTQCaFuNiEiaUzV/VYp5FDO0LT2hrTUiIiKp0enTpwkMDIzXPV5eXg5bXuJzUk3kwq0WiwUvLy9+/fVXihcvzubNm/H3949XTJG5uroyfvx4jh49yuuvv07lypXJmTMnzs7O5MyZk2rVqvHyyy+zaNEiTpw4kahnJUSxYsU4evQo48aNo1GjRuTJkwdXV1fy589P69at+e2339i+fbtOqRE7i9VqtZodRHpw6dIlChcuDMDFixftRYpERJLDf9f9l+/3fG+/ruxZmWOvHTMxIhERSUsCAgIIDQ3FxcWF0qVLmx2OxEHdunXZu3cvf/31FyVLloxxbL169dizZ0+UYz/99FNGjhzJJ5984rDlRsQMCfl5lByfv7VyREQkDYp8ao3vDV/O3DljUjQiIiKSnMLCwjh27BgeHh6xJkbCwsI4evQoOXPmpESJEg79Pj4+ACxdqlWnIhGp5oiISBr0bOFnyZclHzcDb9rb/jj5B8OeHWZiVCIiIpIc/P39efz4MVmyZLGfxBJZ/fr1GTBgACdOnODx48c888wzURZrr1atGkWKFMHX15czZ87EmmwRySiUHBERSYOcnZzpWLYjUw5PsbctPblUyREREZF06Gm9kdu3bzN16tQox5QqVQpwrDcSFR8fH8aNG8cff/zBsGH6t4MIqOZIklHNERFJaasDVtPu93b2awsWrg67Sv5s+U2MSkRE0gLVHBGR1EI1R0REJFGaFm9KNrds9msrVpadWmZiRCIiIiIiaZOSIyIiaVQml0y0Ld3W0Lb0pIqriYiIiIjEl5IjIiJpWORTazad3cS9J/dMikZEREREJG1SckREJA1rW7otbs5u9uuQ8BBWB6w2MSIRERERkbRHyRERkTQsh3sOmhVvZmjT1hoRERERkfhRckREJI2LvLVmzV9reBL6xKRoRERERETSHiVHRETSOJ+yPliw2K8fBj9k49mNJkYkIiIiIpK2KDkiIpLG5c+Wn/pF6hvalp7Q1hoRERERkbhSckREJB2IvLVm+enlhIaHmhSNiIiIiEjaouSIiEg6EDk5civwFrsu7DIpGhERERGRtEXJERGRdKB4ruJUzV/V0KZTa0RERERE4kbJERGRdCLy6pGlJ5ditVpNikZEREREJO1QckREJJ3oXN6YHLlw7wKHrh4yKRoRERERkbRDyRERkXSismdlSuYqaWhbfGKxSdGIiIiIiKQdSo6IiKQTFouFLuW7GNoWn1isrTUiIiIiIrFQckREJB3pUsGYHDl9+zT+N/1NikZEREREJG1QckREJB2p5VUL7xzehjZtrRERERERiZmSIyIi6YiTxYnnyz1vaFNyREREJPWYMGECFoslXl/Tp083O2yRdE/JERGRdCby1ppj14/x152/TIpGREREIjpy5Ei876lTp07SByIiBi5mByAiIkmrfuH6eGb15MajG/a2JSeW8F7990yMSkRERODf5IinpyebNm2K0z3ly5dPxohEBJQcERFJd5ydnOlUthOTDk2yty0+sVjJEREREZOFh4fj6+sLQJUqVahUqZLJEYnIU9pWIyKSDkXeWrPv8j4u3rtoUjQiIiICcPr0aQIDAwGoXLmyydGISERKjoiIpEONizXGI5OHoW3pyaXmBCMiIiKAsd5IekqObNmyhX79+lGiRAmyZMlCjhw5qFy5Mu+++y5XrlyJ9r5Ro0bZi84C3Lt3jzFjxlC9enU8PDywWCzMmDEjweMBgoODGT9+PE2aNCFfvny4ublRoEAB2rZty+zZswkPD0+y+CRt07YaEZF0yM3ZDZ+yPsw6OsvetvjEYt545g0ToxIREcnY0lty5MmTJwwYMIB58+Y59Pn5+eHn58evv/7K3Llz6dChQ4xzBQQE0LJlS86fPx+nZ8dl/Pnz52nTpg0nT540tF+/fp01a9awZs0aJk6cyLJly8idO3eSxidpj5IjIiLpVJfyXQzJkR1/7+D6w+vkz5bfxKhEREQyrqfJEScnJypUqGBuMIlktVrp2rUrq1atAqBDhw50796dEiVK4OTkxL59+xg7diwXLlyga9eu7Nq1i1q1akU7X9euXbl8+TKvv/46Pj4+5MqVi4CAAIoWLZqg8Q8fPqRZs2acPXsWgE6dOvHSSy/h5eXFuXPnGDduHNu2bWPnzp106NCB7du34+zsnGTxSdqj5IiISDrVokQLsrpm5VHIIwCsWFl2ahmDag4yOTIREUkrwsPh9m2zo0g5efKAUzIWHniaHClYsKD9Q3tMChYsSJ48eZIvoESYMmUKq1atwtXVleXLl9O6dWtDf926denTpw8NGjTg+PHjvPXWW+zcuTPa+fz8/FizZg0tW7a0t9WsWTPB40ePHm3/Ho8YMYIxY8YYxnXp0oU+ffowZ84c/vzzTyZNmsRrr72WZPFJ2qPkiIhIOpXZNTPtyrRjwfEF9rbFJxYrOSIiInF2+zZ4epodRcq5cQPy5Uueua9du8b169cBuHz5cpy21SxatIguXbrEOi6lWa1WvvrqKwDeeOMNh8TIU7ly5eKbb76hbdu27Nq1i4CAAEqXLh3l2P79+xsSD7GJaXxQUBBTpkwBoGLFiowaNcphjMViYfz48axdu5bbt28zbty4GJMj8Y1P0h4VZBURSce6lDf+g2rzuc388/gfk6IRERHJuCLWG4mr2rVrJ30gScDf358zZ84Atu0mMWnYsKH99e7du6Md16tXr3jFENP4gwcPcvfuXcCW1Ihuu0yOHDno3r07YHtPV69eTbL4JO1RckREJB1rU6oN7s7u9uvQ8FBWnF5hYkQiIiIZU8TkyIYNG7BarbF+FSlSJMq5li9fTqdOnfDy8sLNzY1cuXJRrlw5+vTpw4oVtv/OT58+HYvFYthOEpUnT55QrFgxXFxcOHr0aJzey4EDB+yv69WrZz/RJaqvbNmy2cdeu3Yt2jmrVKkSp2fHZbyfn5/99TPPPBPjPBH7I94Xn+dJ+pBsyZH79+8zb948hg0bRqNGjShVqhQ5c+bEzc0NT09PGjduzNdff83tRG5inDFjRoz/Z4z4pWOWRCSjye6enValWhnaFp9YbFI0IiIiGVfE5EhCP2gHBQXRtWtXOnbsyJ9//knz5s0ZNmwYvXv3Jk+ePPz+++/2AqlPt+3E9IEf4Ntvv+Xvv/9m0KBBVK1aNU5x3LhxI0HxBwYGRtuXK1eueM0V0/g7d+7YX3vGsi+sQIECUd4Xn+dJ+pBsNUf27dtHz549o+y7efMm27ZtY9u2bXzzzTfMnj2bVq1aRTlWREQSp0v5Liw/tdx+ve6vdTwMfkg2t2wx3CUiImIrUJrAz8FpUnLWPn2aHClQoECsH9ij88EHH7B48WJeeeUVfvrpJzJlymTov3z5sv0DfsWKFXFycooxOXLlyhW+/PJLcufOzWeffRbnOMLCwuyvV6xYQbFixeJ0X0zvO6aTYhIz3mKxxGvexD5P0q5kLchauHBhmjRpQs2aNSlcuDAFCxYkPDycS5cusWjRIpYsWcKtW7fw8fFh3759cc5URmfdunV4eXlF2+/t7Z2o+UVE0qIOZTrg4uRCaHgoAEFhQawOWE33it1NjkxERFI7J6fkK1CakQQGBhIQEAAkfNVIcHAwkydPJnPmzFEmRgAKFSpEoUKFAMicOTOlSpUiICCAkJAQXF1dHca///77PHr0iG+++YbcuXPHOZaIJ+h4eHhQqVKlBLyj5BPxvVy/fp0yZcpEOzbiVp/4fA8k/Um25EiTJk24cOFCtP3du3fnjz/+oHPnzgQHBzN69GiWLFmSqGeWKVMmzllLEZGMIlfmXDQt3pT1Z9bb2xafWKzkiIiISAo5duwY4eHhAAn+hfDNmzd5+PAh2bJli/NqiMqVK3P69GlOnjzpcDrOvn37mD17NlWrVmXQoPidZFe9enX76127dvHcc8/F6/7kFjFZs3fvXho0aBDt2H379kV5n2Q8yVZzJC7Ljjp16kTZsmUB2LFjR3KFIiKS4UU+tWbV6VU8CX1iUjQiIiIZS1LUGylQoAC5c+fm4cOHtGjRgnnz5sVav/Hps44fP+7Q99Zbb2G1Wvn555/jvWWkRo0a9lX5kyZN4smT1PVvipo1a+Lh4QHAzJkz7YmpyB48eMCCBQsAqFChAgULFkypECUVMv20muzZswOkuv9DiYikJx3LdsTCv79lehTyyLCSRERERJJPxORIQleOODs7M2/ePLy9vdmxYwc9e/YkX758VKpUiQ8//JDLly873BNdUdbff/+d3bt306NHjxhXVUTHycmJDz/8EICzZ8/St29fgoKCoh1///59xo0bF+/nJJS7uzsDBw4EbO89qhN7rFYrQ4cO5datWwAMHTo0xeKT1ClZa47E5tSpU/YfFOXKlTMzFBGRdC1/tvw0KNqA7X9vt7ctPrEYn7I+JkYlIiKSMTz9zOPk5ERoaGisJ8gAlCxZksyZMxvaWrRowfnz59myZQvr1q1j48aNHDlyhOPHj/PLL7+wY8cOw8qUp68jPi8wMJDhw4eTNWtWvvnmmwS/p1dffZUNGzawdOlSFi5cyKFDhxg8eDB16tQhZ86c3L9/n5MnT7J161aWL19OpkyZUjQB8cknn7BkyRLOnj3LqFGj8PX1ZcCAARQsWJBz584xbtw4tm7dCtiOI47v1iJJf1I8ORIYGMjly5dZsWIFX3/9NaGhtgKBb731VqLnHjBgAKdOneLWrVvkyJGDUqVK0bx5c1577TV7YSIRkYyqS/kuhuTI8lPLCQkLwdXZsUCbiIiIJI3w8HB8fX3tr2vUqBGn+65cueKQHAHbCpLmzZvTvHlzAM6cOUOvXr3Yu3cvY8aMYeHChfaxJUqUIGvWrIbkyNdff82lS5f4/PPPE3VghcViYf78+bz55ptMmDCBM2fO8N5770U7PqEn9CRU9uzZ2bRpE23atOHkyZMsXryYxYsXO4yrX78+y5cv12k0kjLbambMmIHFYsFisZA1a1bKlCnDsGHDuH79OmCrkvziiy8m+jlbt27l6tWrhISEcPv2bfbu3cvnn39OqVKlmDhxYqLmvnTpUoxfV69eTXT8IiLJqXO5zobru0/usuX8FpOiERERyRhOnz5NYGBgvO7x8vKKc/2LkiVL8s477wBw/vx5Q5/FYqFixYqcO3eOwMBALl26xDfffEPJkiUZNmxYvGKKiqurK+PHj+fo0aO8/vrrVK5cmZw5c+Ls7EzOnDmpVq0aL7/8MosWLeLEiROJfl58FStWjKNHjzJu3DgaNWpEnjx5cHV1JX/+/LRu3ZrffvuN7du365QaAUzeVlOtWjUmTZpE7dq1EzVPiRIleP7556lXrx6FCxcGbHvfFi9ezKJFi3jy5AmvvvoqFoslwculns4rIpJWFc5ZmDqF6rDv8r9V2Rf7L6ZlyZYmRiUiIpK+lStXDqvVmqzPuHLlCmBLlERWpUoV9u3bh7+/P99//z2BgYF8//33uLu7J9nzK1euzE8//RTv+0aNGsWoUaOSbTyAm5sbQ4YMYciQIfELLoHPk7TLYk3u/6cCd+/e5dKlSwA8fvyYM2fOsGDBApYuXUrJkiX54YcfaN++fYLmvnfvHjly5Ij2OKuVK1fy/PPPExISQpYsWThz5gwFChSI93PielwWwMWLFxO1RE1EJLl8vetrhm8cbr/2zOrJlf9ewdlJS0lFRDKSgIAAQkNDcXFxoXTp0maHI7GYNWsWRYsWpVGjRg59u3fvxsfHhzt37rBjxw6effZZQ/9PP/3Em2++yeDBg5k4cSKtW7dmzZo1KRW6SKwS8vPo0qVL9gUMSfX5O0WSI9H57bff6NevHxaLhalTp9K/f/9kec5nn33Gxx9/bH/90UcfxXuOp8md6Fy9epU6deoASo6ISOp15s4ZSv1cytC2pd8WGhdrbE5AIiJiCiVH0pYGDRqwc+dOSpQoQYMGDfDy8uLu3bscO3aMXbt24e7uzvjx43nppZcc7t26dStNmjQBbNtgfH19KVu2bEq/BZFopZbkiKlH+fbp04du3boRHh7O0KFDuXPnTrI8Z9CgQfaVH9u2bUvQHN7e3jF+6UxsEUkLSuYuSdX8xiMEF/kvMikaERERiYuvv/6aDz74gPz587Np0ybGjh3LrFmzuH//Pm+//TbHjx+PMjEC/x7nC/Dmm28qMSISDVNrjgB07NiRBQsW8OjRI9auXZskhVkj8/T0JE+ePNy6dSvK879FRDKSbhW6cfT6Ufv14hOL+bH1j9paIyIikkrVq1ePevXqJejePHnyJHvNE5H0wNSVIwD58uWzv/7777+T7TnxqRkiIpKeda3Q1XB97eE1/rz4p0nRiIiIiIiYz/TkSMSVHNmyZUuWZ9y8eZNbt24BtmOxREQysrJ5y1LZs7KhbaH/QpOiERERERExn+nJkYUL//0HecT9cElp0qRJ9qVkUVV4FhHJaCKvHll8YjHh1nCTohERERERMVeyJUdmzJjBkydPYhzz/fffs3r1agCKFy9OgwYNDP1bt27FYrFgsViiPMnm/PnzHD58OMZnrFy5kk8//RSAzJkzM2DAgHi8CxGR9KlbhW6G6ysPrrD74m6TohERERERMVeyFWQdNWoUw4YNo0uXLjz33HOULFmSbNmy8eDBA3x9fZkzZw67du0CwM3NjUmTJuHsHL9igOfPn6dJkybUq1ePDh06ULVqVTw9PQE4e/YsixYtYtGiRfZVI99++y2FChVK2jcqIpIGlc9Xngr5KuB/09/etsh/EfWL1DcxKhERERERcyTraTV37txh8uTJTJ48Odox3t7eTJs2jebNmyf4Obt372b37uh/45klSxa+//57Bg0alOBniIikN90qdGP0ttH260UnFjG21VicLKbvuBQRERERSVHJlhxZt24dq1atYteuXfz1119cv36d27dvkzlzZjw9PalWrRrt27ene/fuZMmSJUHPqFmzJrNnz2b37t0cOHCAq1evcuvWLUJDQ8mVKxcVK1akWbNmDBw40L6iREREbLpW6GpIjly6f4l9l/dR17uuiVGJiIiIiKS8ZEuOlC1blrJly/Lf//43wXM0btw4xjO5s2fPTq9evejVq1eCnyEiklFVzFeRcnnLcfLWSXvbwuMLlRwRERERkQxHa6dFRDIoi8VC1/LGU2sWnVgUY1JaRERERCQ9UnJERCQD61bReGrNhXsXOHDlgEnRiIiIiIiYQ8kREZEMrLJnZUrnLm1oW+i/0KRoRERERETMoeSIiEgGZrFY6FbBuHpkkb+21oiIiIhIxqLkiIhIBte1grHuyLm75zh09ZBJ0YiIiIiIpDwlR0REMrhqBapRMldJQ9si/0UmRSMiIiIikvKUHBERyeAsFovD6pGF/gu1tUZEREREMgwlR0RExCE5cuafMxy9ftSkaEREREREUpaSIyIiQs2CNSnmUczQtvC4Tq0RERFJTc6fP4/FYsFisTBjxgyzw4nWqFGj7HGKpBVKjoiIiG1rTXltrREREUkOW7dutScLRo0aZXY4IhIFJUdERASAbhWNR/oG3AnA94avSdGIiIiIiKQcJUdERASA2l61KZKziKFNp9aIiIiISEag5IiIiADaWiMiIiIiGZeSIyIiYhf51JqTt07if9PfpGhERERERFKGkiMiImL3jPczeOfwNrQt9NepNSIiIikhLCyM8ePH88wzz5AjRw5y5sxJjRo1+PbbbwkKCorXXH/88QfdunWjSJEiZMqUCQ8PD2rVqsXo0aP5559/Yrx3z549jBgxgsaNG1OgQAHc3NzIkSMHFSpU4LXXXsPfP+V+cXLv3j2++OIL6tevT758+XBzc6NgwYJ06NCBRYsWxbjCNXIR3M2bN9OtWzcKFy6Mq6srxYoVS9DYp3bu3EmfPn0oVqyY/XtcvXp1RowYwc2bN6ONK2KB3q1btxIeHs60adNo0qQJ+fPnx8nJif79+yfguyWJ4WJ2ACIikno4WZzoUr4LP+790d62yH8RoxqPMi8oERGRDODhw4e0bduWHTt2GNoPHz7M4cOHmTt3LlOmTIl1nn/++YeuXbuyefNmQ3tQUBAHDx7k4MGDjB8/nmXLllG3bl2H+2fMmMGAAQMc2kNCQjhx4gQnTpxg8uTJ/PTTT/znP/+J57uMn02bNvHCCy9w+/ZtQ/u1a9dYuXIlK1eupG3btsyfP59s2bLFONdHH33E//73vzg9N7ax4eHhvPHGG/zyyy+G9qCgII4cOcKRI0cYN24cCxcupEWLFjE+68mTJ7Rq1YqNGzfGKTZJPkqOiIiIQbcK3QzJkeM3j+N/058K+SqYGJWIiEj61rt3b3tipE6dOrz99tuULl2a69evM2PGDBYuXMjgwYNjnCMoKIjmzZtz6NAhnJ2defHFF2nbti3FixcnJCSE7du3891333Hjxg3atm3L4cOHKVq0qGGO0NBQcuXKRceOHWnYsCGlS5cma9asXLlyhUOHDvHTTz9x69Ythg4dSrly5WjatGmyfD927dpFmzZtCAkJIX/+/Lz++utUrVoVLy8vrly5wvz585k9ezarV6+mX79+LF68ONq5lixZgq+vL5UrV+btt9+mUqVKPH78mCNHjiRo7Pvvv29PjBQvXpzhw4dTo0YNHj16xPLlyxk3bhz37t2jffv27Nu3j6pVq0Yb2/Dhwzl27Bg+Pj7079+fokWLcv36de7fv5/g750kjJIjIiJiUK9wPbyye3HlwRV724LjC7R6REQkAwoPD3f4rX16lidPHpycUr7ywKpVq1i2bBkAbdu2ZdmyZbi4/PtRrW3btnz66aeMHDkyxnk+/fRTDh06hIeHBxs3bqRmzZqG/ueee45evXpRr149rl69yocffsicOXMMY9q0acOLL75IlixZDO3Vq1enXbt2vPHGGzRs2JBjx44xcuTIZEmOhISE0Lt3b0JCQmjdujWLFy82xFOjRg3at29Pw4YNGTRoEEuWLGHDhg3RrtLw9fWlWbNmrFq1Cnd3d3t7w4YN4z3W19eXsWPHAlCpUiV27NiBh4eHfVzjxo1p2bIl7dq1Izg4mEGDBrF3795o3+uxY8cYMWIEY8aMids3R5KNkiMiImLgZHFyWD2y4PgCRjYaicViMTEyERFJabdv38bT09PsMFLMjRs3yJcvX4o/d/z48QC4u7szefJkQ2LkqREjRrBw4UL8/PyinOPhw4f21QxjxoxxSIw8VbRoUT7++GP+85//sHDhQiZNmkTWrFnt/YUKFYox1pw5c/Lpp5/SqVMndu7cye3bt8mTJ0+c3mdczZs3j/Pnz5MpUyZmzZrlkKh56pVXXmHKlCns27ePGTNmRJsccXJyYsqUKYZkR3RiG/vrr78SHh4OwJQpUwyJkadat27NSy+9ZI9t//791K5dO8r5ypQpY69zIuZSQVYREXHQvWJ3w/WJWyc4fvO4SdGIiIikX2FhYWzduhWAli1b4uXlFeU4Jycn+vXrF+0827Zt4969ewB07do12nHw7yqIkJAQDh48GOPYR48ecf78eY4fP46fnx9+fn64urra+48ePRrj/QmxfPlyABo1ahRrsurpe9m9e3e0Y+rXrx9lQdWEjH1aG6RixYo888wz0Y575ZVXHO6JygsvvICzs3OcYpPkpZUjIiLioK53XQrnKMzF+xftbfP95lOpaSUToxIREUl/zpw5Q2BgIEC0qwueqlOnTrR9Bw4csL8uWLBgnJ9/7do1h7Zbt27x3XffsXjxYgICAmI8EebWrVtxflZcPX0v69ati/Oq1ajex1NVqlSJ87NjGhsUFERAQABAjIkRsG1DcnV1JSQkJNrVPvGNTZKXVo6IiIiDp1trIlrgvyDGfxyJiIhI/N25c8f+OrYtTPnz54+278aNGwl6/tPEzFMHDx6kXLlyfPHFF5w+fTrW//Y/fvw4Qc+NSULeS0xx5MqVK87zxDQ24hHIsf1Zubq62rcbRfwzTkxskry0ckRERKLUvWJ3vtvznf369O3THL1+lGoFqpkXlIiIpKg8efIk+EN3WpTUtTPiKzG1vcLCwuyvDx06ZNj6EhNvb2/76+DgYLp3787t27dxdXXl9ddfp2PHjpQpU4ZcuXLZ63CcPXuWkiVLAiTLL06evpc2bdrw9ddfJ3q++GxbievYpKrDpi01qYeSIyIiEqU6hepQNGdR/r73t71twfEFSo6IiGQgTk5OphQozUgirhy4fv16jGNj6o+Y2MmXL58h6RFXmzdv5uzZs4CtSOzAgQOjHBfTSoikkCdPHq5cuUJwcDCVKqWeLb3x+bMKDQ21n/SUO3fuZI1Lkoa21YiISJQsFotDYdYFx7W1RkREJCmVLFmSzJkzA7B///4Yx8bUX716dfvrXbt2JSiW48f/Lb7+wgsvRDsuYn2T5PD0vRw4cIDg4OBkfVZ8uLu7U7p0aYAYj+cFOHz4MCEhIQCpKsEj0VNyREREovVCReM/jM78c4ZDVw+ZFI2IiEj64+LiQuPGjQFYv349V69ejXJceHg4M2fOjHae5s2b24+8/emnnxL0y4zQ0FD760ePHkUbx+TJk+M9d3z4+PgAcO/ePaZPn56sz4qv5s2bA7ZE0r59+6IdN2XKFId7JHVTckRERKJVo2ANSuQqYWhbcHyBSdGIiIikT6+99hpgOw1l8ODBhvohT33xxRf4+vpGO4eHhwdDhw4F4M8//+Ttt98mPDw82vHXr183fIAH7KsiAGbMmBHlfR988AGHDiXvL0r69etH4cKFAXjnnXfYvn17jON37tzJtm3bkjWmp1577TWcnGwfowcNGsT9+/cdxqxfv56pU6cCthOGYjuFSFIHJUdERCRaFouF7hUiba3RqTUiIiJJqkOHDnTo0AGAFStWUL9+febPn8+hQ4dYu3YtPXr0YMSIEdSqVSvGeT799FP7EbM//vgjNWrU4JdffmHXrl0cOXKELVu2MG7cODp16kSRIkWYMGGC4f5WrVrZT2EZMWIEr776KuvWrePgwYPMnz+f5s2b8/XXX1O/fv1k+C78y93dnQULFuDu7s7Dhw9p2rQpvXv3ZtGiRRw8eJD9+/ezfPlyRo4cSZUqVWjQoEGMiaOkVLlyZYYNGwbA0aNHqVGjBpMnT+bAgQNs27aNd955h/bt2xMWFoabmxsTJ05Mkbgk8VSQVUREYvRCpRf4cteX9uvzd8+z/8p+6hSqY2JUIiIi6cucOXNo06YNu3btYu/evfTo0cPQX716dSZOnEjNmjWjncPd3Z0NGzbQv39/lixZwtGjR+2rSaKSI0cOw3XWrFmZNWsWnTp14smTJ0ycONHhw33jxo0ZN25cstfRqFu3Llu3bqV79+5cvHiROXPmMGfOnGjHR34vyenLL7/k0aNHjB8/njNnzjBo0CCHMTlz5mTBggVUq1YtxeKSxNHKERERiVHV/FUpnbu0oU1ba0RERJJW9uzZ2bp1Kz///DO1a9cmW7ZsZM+enWrVqvHFF1/w559/xunUk+zZs7N48WJ27NjBwIEDKVu2LNmzZ8fFxYXcuXNTu3ZthgwZwurVq9mwYYPD/a1ateLAgQP07t0bLy8vXF1dyZcvH40aNWLSpEls2rSJrFmzJse3wEHdunUJCAhgwoQJtGvXDi8vL9zc3MiUKROFCxemZcuWfP7555w8eZK+ffumSExgO8Xpl19+Yfv27fTq1YsiRYrg7u5Ojhw5qFatGh9++CEBAQG0bNkyxWKSxLNYtTY6SVy6dMm+L+7ixYsJOjpLRCS1+njzx3y24zP7deEchTn/1nmcLMqxi4ikRQEBAYSGhuLi4mKoMyEiktIS8vMoOT5/61+1IiISq8hH+l68f5G9l2I+wk5EREREJK1QckRERGJVybMS5fKWM7Rpa42IiIiIpBdKjoiISKwsFgsvVHzB0LbQfyHh1uiPCBQRERERSSuUHBERkTiJvLXm8oPL/HnxT5OiERERERFJOkqOiIhInFTIV4FKnsZj+7S1RkRERETSAyVHREQkzrpXMK4eWei/kLDwMJOiERERERFJGkqOiIhInEXeWnPt4TV2XthpUjQiIiIiIklDyREREYmzsnnLUjV/VUPb/OPzTYpGRERERCRpKDkiIiLxEnn1yOITiwkNDzUpGhERERGRxFNyRERE4iVycuTGoxts/3u7SdGIiIiIiCSekiMiIhIvpXKXokbBGoa2+X7aWiMiIiIiaZeSIyIiEm+RT63R1hoRERERScuUHBERkXiLvLXm9uPbbDq7yaRoREREREQSR8kRERGJt+K5ilPbq7ahTafWiIiIiEhapeSIiIgkSM9KPQ3XS04sISg0yKRoREREREQSTskRERFJkO4Vu2PBYr++F3SPtX+tNTEiEREREZGEUXJEREQSpFCOQjQo2sDQNu/4PJOiERERERFJOCVHREQkwSJvrVl+ajmPgh+ZFI2IiIiISMIoOSIiIgnWpXwXnC3O9uvAkEBWnF5hYkQiIiIiIvGn5IiIiCRYvqz5aF6iuaFtnp+21oiIiEja1b9/fywWC8WKFTM7FElBSo6IiEiiRN5as+avNdx9ctecYERERFKxR48eMWHCBNq2bUuhQoXIlCkT7u7u5MuXj9q1a/PSSy8xefJkLl68aHaoIhmOi9kBiIhI2tapXCfcVroRHBYMQHBYMEtPLGVA9QEmRyYiIpJ67N69mx49enDhwgWHvlu3bnHr1i0OHDjA9OnTyZ8/P9euXTMhSpGMS8kRERFJlJyZctK2dFv+OPmHvW2u31wlR0RERP7f6dOnadWqFQ8ePADAx8eHrl27UqZMGdzc3Lh16xZHjx5lw4YNbNmyxeRoRTImJUdERCTRelbqaUiObDq3iRuPbuCZ1dO8oERERFKJjz76yJ4YmT59Ov3793cY06JFC9555x1u3rzJggULUjhCEVHNERERSbR2pduR1TWr/TrcGs4i/0UmRiQiIpI6hIWFsWrVKgBq1aoVZWIkonz58jFkyJAUiExEIlJyREREEi2rW1Z8yvoY2ub6zTUpGhERkdTj5s2bPH78GIBSpUolyZx79uyhW7duFChQgEyZMlG8eHEGDRrEqVOnAGjcuDEWi4XGjRs73DtjxgwsFgsWi4Xz589H+4zz58/bx82YMSPaOEaMGEHjxo0pUKAAbm5u5MiRgwoVKvDaa6/h7+8f4/uIfCrM1atXGT58OBUrViR79uxYLBa2bt1quCcsLIyZM2fSvn17vLy8cHd3J0+ePDz33HN899139u91TE6cOEH//v0pXLgwmTJlonDhwrz44ovs378/1nvj66+//uLtt9+mcuXK5MyZk8yZM1OiRAn69+/PgQMHor1v69at9u//1q1bCQ8PZ9q0aTRp0oT8+fPj5ORkT7TFZ+xT4eHhzJ49m7Zt29r/7PLly0eTJk0YP348wcHB0cY2atQo+/MA7t27x5gxY6hevToeHh4x/p1JzbStRkREkkTPSj0NCZGdF3Zy8d5FCucsbGJUIiIi5nJzc7O/PnHiRKLn+/7773nnnXcIDw+3t50/f57Jkyfz+++/p9iWnBkzZjBggGN9sZCQEE6cOMGJEyeYPHkyP/30E//5z39inW/Pnj106NCBW7duRTvmwoUL+Pj4cPToUUP7nTt32LVrF7t27eLXX39l1apVlClTJso5FixYQN++fQkKCrK3Xbp0iblz57Jw4UImTJgQa6xx9e233/Lhhx8SEhJiaD937hznzp1j1qxZjBgxgk8//TTGeZ48eUKrVq3YuHFjrM+My9g7d+7g4+PDrl27DO23bt1i69atbN26lXHjxrFmzRqKFi0a4/MCAgJo2bJljIm2tELJERERSRItS7bEI5OH4RjfBccXMOzZYeYFJSIiYrLcuXNTtGhR/v77b44ePcpXX33Fu+++i5NT/BfxL126lP/+978A5MyZk+HDh9tXh2zevJmvv/6aXr16kS9fvqR8C1EKDQ0lV65cdOzYkYYNG1K6dGmyZs3KlStXOHToED/99BO3bt1i6NChlCtXjqZNm0Y718OHD+nSpQtPnjzho48+okWLFmTJkgVfX18KFiwIwO3bt3nuuee4ePEi7u7uvPLKKzRq1IhixYrx8OFD1q9fz48//shff/1FmzZtOHToEDlz5jQ8Z//+/fTq1YvQ0FDc3d15++23adu2Le7u7uzdu5f//e9/vPbaa1SoUCHR359vvvmG9957D4AqVarw2muvUbp0aTw8PDh16hTjxo1j9+7djBkzhrx58/LGG29EO9fw4cM5duwYPj4+9O/fn6JFi3L9+nXu378f77FhYWG0b9+e3bt3A9CoUSOGDh1K8eLFuXLlCtOmTeOPP/7gxIkTNGvWjCNHjpAtW7ZoY+vatSuXL1/m9ddfx8fHh1y5chEQEBBrUiVVskqSuHjxohWwAtaLFy+aHY6IiCle+uMlK6Owf9WcWNPskEREJAqnT5+2+vv7W0+fPh3juLDwMOuNhzcyzFdYeFiyfL+//fZb+2cFwFqsWDHrG2+8YZ03b5717NmzcZojKCjI6uXlZQWsOXPmtPr7+zuM8fX1tebIkcP+nEaNGjmMmT59ur3/3Llz0T7v3Llz9nHTp0936L906ZL10aNH0d5/9+5da5UqVayA9bnnnotyTL9+/ezPyJYtm/XIkSPRzvfiiy9aAWvRokWj/Z4dOnTImjVrVitg/fDDDx36a9WqZQWsrq6u1m3btkX5nry9ve0xFS1aNNp4YnL8+HGrq6urFbCOHDnSGh4e7jAmLCzM2rt3b/t7v3PnjqF/y5Ythr8zI0aMiPZ58Rk7btw4+7i+fftGGduHH35oH/Pee+859I8cOdLe7+TkZF23bl1M345YxfXnUUTJ8flbK0dERCTJ9KjUg2lHptmvD149SMDtAErnKW1iVCIiklC3A2/j+W3GOXnsxjs3yJc16VddvP322/j7+zNtmu2/kefPn+enn37ip59+AiB//vw0btyYXr160b59e3sth4iWLVvGlStXAPj4448pX768w5hKlSrx0UcfMXz48CR/D5EVKlQoxv6cOXPy6aef0qlTJ3bu3Mnt27fJkydPtOPfe+89qlatGmXf+fPnmT9/PgDjxo2jePHiUY6rXr06Q4YM4euvv2bGjBl8/vnn9r79+/fba3wMHjyYhg0bRvmexo4dywsvvBDje4vN2LFjCQkJoVatWowcOTLKP08nJyd+/vlnFi5cyMOHD1m0aBGvvPJKlPOVKVOGUaNGxenZsY395ZdfAFvh33HjxkUZ2+jRo1myZAknT55k8uTJfPrpp7i7u0c5X//+/WnZsmWcYkvtVJBVRESSTJPiTRyO751/fL5J0YiIiKQOTk5OTJ06lfXr19O6dWtcXIy/o75+/Trz58/Hx8eHOnXqcObMGYc5ntaQsFgs9OvXL9pnDRgwIMoPvMnt0aNHnD9/nuPHj+Pn54efnx+urq72/sh1QiLr1atXtH2rVq0iLCyMLFmy0KZNmxjneZr0uHLlChcuXLC3R6zBEVWtlKc6d+6Mh4dHjM+IzYoVKwDo0qVLjH8WHh4eVK5cGcC+zSUqL7zwAs7OznF6dkxjr1y5Yq970717d7Jnzx7lOBcXF/v36J9//uHQoUPRPi+mP7e0RskRERFJMi5OLnSr0M3QNtdvLlar1aSIREREUo8WLVqwZs0abt++zerVqxk9ejQdOnQw1MY4cOAADRo04OrVq4Z7fX19AShevDh58+aN9hn58uWzn/6S3G7dusWHH35I2bJlyZ49O8WLF6dSpUpUrlyZypUr065dO8PY6GTLlo0SJUpE2/90xUdgYCAuLi72k1Ki+mrfvr39vmvXrtlfP/3+ubm5RbtCBcDV1ZXq1avH/uaj8ffff3Pz5k0APvjggxhjtVgs9vcWMdbIqlSpEufnxzTWz8/P/vqZZ56JcZ6I/RHvS0xsqZ2SIyIikqR6VOphuPa/6Y/fjej/oyoiIpLR5MiRgzZt2vDJJ5+wfPlyrl+/zrRp08iVKxdgO9L2448/Ntxz584dADw9Y9/mlD9//qQPOpKDBw9Srlw5vvjiC06fPh3rL0JiOmI3tpUaN27cSEiIBAYG2l8//f7lzp071lUYifn+JUWskT39exEXMY19+j2A2P8eFShQIMr7EhNbaqeaIxnd339DliyQAhWtRSRjeLbwsxTOUZiL9y/a2+b5zaNy/somRiUiIgmRJ0sebryTsA97aVGeLNHXxEhO7u7uDBgwAC8vL1q3bg3AkiVLmDRpksOpNmZsmYksODiY7t27c/v2bVxdXXn99dfp2LEjZcqUIVeuXPb6FGfPnqVkyZIAMSZPYktWhIWFAZA3b162bNkS5zijqk2S3N+/p7ECfPLJJ3Tr1i2G0f/KmjVrtH1x3VITn7FJ9X2IT2ypnZIjGVlAADRrBrlzw+bNtv8VEUkkJ4sTL1R8gW93f2tvm3d8Hp81/SxV/INORETizsnilCwFSiVqrVq1onDhwly8eJF//vmH27dv24/lffob+uvXr8c6T0xjIiZbwsPDox336NGjaPs2b97M2bNnARg/fjwDBw6MclxMKw7i42kh1wcPHlC+fPkEfSB/+v27ffs2YWFhMc4Rl+9xdCIWnXV1daVSpUoJniup5Y7weS+29xhxm0/uDPI5UdtqMip/f2jYEC5ehKNHoXVriOKcbBGRhIi8tebsP2fZf2W/SdGIiIikHV5eXvbXEX+p8LRw57lz57h9+3a099+8eZPz589H2x+xCOc///wT7bjTp09H23f8+HH765hOdnlaTyOxntYACQoKSvCcT79/wcHBMRaHDQ0N5ciRIwl6BkCJEiXsNWR27dqV4HmSQ8REzd69e2Mcu2/fvijvS8+UHMmIrFYYMAAiFv3Zvx/atYMYMsQiInFVo2ANSuc2Ht87z2+eSdGIiIikDYGBgfj7+wO2uiQRVyE0b94csG1PmTVrVrRzzJgxI8YtLBG3msSUaJg7d260faGhofbX0a0wCQ8PZ/LkydHOER8dOnSwJ4p++OGHBM3x9PsHMHPmzGjHLV26NMakUWycnZ1p27YtAOvXr7efDpMaeHl52Y+AXrBgAQ8fPoxyXFhYGDNmzABsK25q1KiRUiGaSsmRjMhigXnzIPLZ5Dt3go8PxFAsSUQkLiwWi8PqkfnH5xMWHhbNHSIiIunTw4cPeeaZZ1i5cmWM21jCw8N5/fXXefDgAQA+Pj6GlSOdOnWiYMGCAIwZM4ZTp045zOHv78/nn38eYzyVKlWyb5MYN24cQUFBDmMWLFjAwoULo52jdOl/fwHy9EN0ZB988EGMR8DGR9myZe21O+bNm8d3330X4/hz5845JHfq1Klj/5D/66+/snPnTof7rl69yjvvvJPoeD/44AOcnZ0JDw+na9euXLp0KdqxYWFhzJkzJ8YxSWnIkCGAbYXRG2+8EeWY0aNH25N0r7zyir2GTHqn5EhGVby4rc5I5ErMmzdD164QHGxOXCKSbkROjlx5cIUdF3aYFI2IiIh59u3bR4cOHShSpAhDhw5lzpw57Ny5k6NHj7Jt2zZ++OEHqlWrxrRp0wDImTMnY8aMMczh5ubGzz//DNi2w9StW5cvv/ySPXv2sHv3br744gueffZZAEqVKhVtLC4uLgwePBiwHdHatGlTli1bxuHDh1m7di0vv/wyPXv2tM8VlVatWtlPOxkxYgSvvvoq69at4+DBg8yfP5/mzZvz9ddfU79+/YR/0yL59ddf7cf9Dhs2jEaNGjF16lT27NnD4cOH2bhxI2PHjqVFixaUKlWKxYsXO8wxfvx4XFxcCAkJoUWLFnz44Yfs3LmT/fv3M27cOGrWrMnVq1djPOo3LipXrsy339pqr/n7+1OpUiXee+891q5dy+HDh9m9ezdz587ljTfeoHDhwvTu3Zu7d+8m6plx9eqrr1KvXj0Apk+fTrNmzVi8eDGHDh1i1apVdOnSxf53r2TJkg6nJqVrVkkSFy9etAJWwHrx4kWzw4k7X1+rNU8eq9W22ebfr86drdaQELOjE5E0rsqvVayMwv41aPkgs0MSERGr1Xr69Gmrv7+/9fTp02aHku49fvzYWqBAAftnhdi+SpcubT1w4EC0833zzTdWi8US5b1ZsmSxrly50tqoUSMrYG3UqFGUczx69Mhat27daGNo3Lix1c/Pz349ffp0hznWrl1rzZQpU6Lm6NevnxWwFi1aNE7fy6tXr1obNGgQp+/jgAEDopzj999/t7q5uUV5j4uLi3XSpEnxjis6kyZNsmbJkiXWWN3c3KwBAQGGe7ds2WLv37JlS4zPic9Yq9VqvX37trV+/foxxlS+fHnr+fPno7x/5MiR9nFJISE/j5Lj83eyrRy5f/8+8+bNs2f1SpUqRc6cOXFzc8PT05PGjRvz9ddfx1hMKL7WrFlD586d8fb2xt3dHW9vbzp37syaNWuS7BnpTqVKsH49/H/RILulS6FvXwjTEngRSbielXoarhf6LyQ4TCvTREQk48iUKROXL19m165djB49mjZt2lCiRAmyZs2Ks7MzOXLkoFy5crzwwgv8/vvv+Pn5UbNmzWjne+edd9i5cyfPP/88np6euLu7U7RoUV566SUOHDhAu3btYo0pS5YsbN68mc8//5zKlSuTOXNmcuTIQe3atRk3bhwbN26M8WhZsK0eOXDgAL1798bLywtXV1fy5ctHo0aNmDRpEps2bYp1jvgqUKAA27dvZ+XKlfTq1YsSJUqQJUsW+7OfffZZhg0bxrZt2+yrcCLr2bMnhw8fpk+fPnh5eeHm5kahQoXo3r07O3fu5JVXXkmyeF955RXOnj3L6NGjqV+/Pnnz5sXFxYWsWbNSpkwZunTpwoQJE7h8+XKMq32SWu7cudm+fTuzZs2idevW5M+fH1dXV/LkyUPjxo0ZN24cR44coWjRoikWU2pgsVpjqNaTCBs3bqRFixaxjsubNy+zZ8+mVatWCX5WeHg4gwYNYurUqdGOGThwIBMnTnQ4JzypXLp0icKFCwNw8eJFvL29k+U5yWbPHmjRAiIX5RkwAKZMgWT6volI+vb33b8p9mMxQ9uyHsvwKetjTkAiIgJAQEAAoaGhuLi4GOpHSPrQuHFjtm3bRqNGjdi6davZ4YjEKCE/j5Lj83eyfuItXLgwffv25ccff2TJkiXs3r2bXbt2MX/+fLp164azszO3bt3Cx8cnxuOUYvPRRx/ZEyPVq1dn7ty57Nu3j7lz59qPfZoyZQojRoxIkveVLtWtCytXQubMxvbp0+H1122bbURE4qmoR1GeK/KcoW2O7xyTohERERERiZpLck3cpEkTLly4EG1/9+7d+eOPP+jcuTPBwcGMHj2aJUuWxPs5p0+fthe7qVWrFtu3byfz/3/Ar127Nj4+PjRq1IgDBw7wzTff8NJLL6XokqU0pVEj+OMP6NDBWJB1/Hhb0uSbb2wn3YiIxMOLlV5k54V/K8IvP7WcB0EPyO6e3cSoRERERET+lWwrR5ydnWMd06lTJ8qWLQvAjh0JO8Hghx9+sJ+z/fPPP9sTI09lyZLFXtU5NDSU77//PkHPyTBatoRFi8AlUt5s7FgYOdKcmEQkTetWsRsuTv/+THkS+oQ/Tv5hXkAiIiIiIpGYXkgie3bbbw6fPHkS73utVivLli0DoFy5ctStWzfKcXXr1rUnYZYtW0YylVlJPzp0gN9/d6wzMmYM/O9/5sQkImlW3ix5aVXSWFdKW2tEREREJDUxNTly6tQpjhw5AtiSG/F17tw5rly5AkCjRo1iHPu0//Lly5w/fz7ez0qPrFZbvuPs2Sg6u3WDGTMct9F89BF8911KhCci6Uivyr0M1xvPbuT6w+smRSMiIiIiYpRsNUeiExgYyOXLl1mxYgVff/21fUvMW2+9Fe+5/P397a9jS65E7D9x4gTFixeP17MuXboUY//Vq1fjNV9q8PPP8Mkn8MMPtp00TZpEGtCnDzx5AoMGGduHDYNMmeA//0mpUEUkjfMp60MW1ywEhgQCEGYNY6H/QobWGWpyZCIiIumPTqgRib8USY7MmDGDAQMGRNv//vvv8+KLL8Z73ogJi9iO7nl6zA/YjvqJr4j3pwcbNsDbb9te37ljO8X3xx9t+Q7DYpFXXrElSN54wzjBkCG2BMlLL6VYzCKSdmV1y0qncp343fd3e9sc3zlKjoiIiIhIqmDqtppq1aqxb98+vvjiCywJOAXlwYMH9tfZsmWLcWzWrFntrx8+fBjvZ6UnVit89hmEh//bFhYGQ4fCq68aD6oBbEf5fv2140QDB8Ic1Q0QkbiJvLVmz6U9nP0nqn19IiIiIiIpK0WSI506dcLX1xdfX1/27dvH3Llz6dy5M0eOHKFnz56sXLkyQfNGLOLq5uYW41h3d3f768ePH8f7WRcvXozxa9++ffGe0ywWC6xcCT4+jn2TJkHz5nDzZqSOd9+F0aONbVYr9Otn25MjIhKLFiVakDdLXkNbxJUkIiIiIiJmSZHkiIeHB5UqVaJSpUrUrl2bHj16sGTJEmbNmsXZs2fp2LEjM2bMiPe8mTJlsr8OdljuYBQUFGR/Hfm437jw9vaO8atgwYLxntNM2bPD0qW2+qqR7dgBtWvD0aOROj7+GD74wNgWFgY9e8KKFckWq4ikD67OrnSv0N3QNsd3jk4QExERERHTmbqtpk+fPnTr1o3w8HCGDh3KnTt34nX/02OAIfatMo8ePbK/jm0LTkbh5GTbXjNvHkTOF/39Nzz7LCxeHKHRYoHPP/+3WMlToaHQtSusW5fsMYtI2vZiZWN9qZO3TnL0euRMrIiIiIhIyjI1OQLQsWNHwJa8WLt2bbzujViENbbTZCIWYU1vxVUT64UXYOdOiFzTNjDQlvMYNSpCfRKLBcaOhddeMw4ODoZOnWDLlhSIWETSqnqF61E0Z1FD25xjql0kIpLSnJ2dAQgLC9MKPhExjdVqJSwsDPj355JZTE+O5MuXz/7677//jte9FSpUsL8+efJkjGMj9pcvXz5ez8kIatSAAwdsq0UiGz0aunUD++IciwXGjYPIJxA9eQIdOsCuXcker4ikTU4WJ4fVI3P95hJuDY/mDhERSQ5P6/VZrVYCAwNNjkZEMqrAwEB7gja2OqLJzfTkyOXLl+2v47vdpXjx4nh5eQGwbdu2GMdu374dgEKFClGsWLH4BZlB5M8PmzdHfTrvkiVQvz6cP///DU5OMHkyRD6C+dEjaNMG9u5N7nBFJI2KnBy5/OAyO/7eYVI0IiIZU44cOeyv79y5o9UjIpLirFarobRGxJ9LZjA9ObJw4UL768qVK8frXovFYt+Wc/LkSfbs2RPluD179thXjnTs2DFBxwZnFO7uMGUK/PijLf8R0bFjtkKt/59nAmdnmDkTunQxDnzwAFq1gkOHUiRmEUlbKnlWokr+Koa2Ob7aWiMikpKyZctm/zfxw4cPuXTpEo8ePVKSRESSndVq5dGjR1y6dMleO9RisZheG9RiTaafgDNmzKBHjx6GE2Ui+/777/nvf/8L2FaBBAQEGPYZbd26lSZNmgDQr1+/KE+0OX36NBUqVCAsLIxatWqxfft2w2k0jx8/pmHDhhw4cAAXFxf8/f0pXbp0Er3Lf126dMley+TixYuGeihp1YYN0L073L1rbHdxgV9+gUGD/r8hONhWnCTyiTW5c8PWrRDPpJeIpH9f7fyK9ze9b7/OlSkXV4ddxd3FPYa7REQkKT148IDLly8bEiIWi8X0ff8ikr5FrnVksVgoVKiQ4cCV2CTH52+XRM8QjVGjRjFs2DC6dOnCc889R8mSJcmWLRsPHjzA19eXOXPmsOv/a1O4ubkxadKkBP0gLlOmDO+++y5ffvklBw4coH79+gwfPpySJUty5swZvvrqKw4fPgzAu+++myyJkfSqRQvYtw98fCBiSZfQUBg82HbU7w8/gKubGyxcCB07Gk+suXMHmjWDbdtAdV5EJIIelXoYkiP/PPmHtX+tpWO5jiZGJSKSsWTPnp1ChQoZEiRWq5XQ0FCTIxORjCIhiZFkiyW5Vo4UK1YsTgVWvb29mTZtGi1atHDoi8vKEYDw8HBeeeUVpk2bFu1zXn75ZSZNmoRT5L0iSSQ9rhx56t496NULVq1y7Gvc2JYXyZsXePwY2re3FS6JqGBBW4JEiSkRiaDh9IbsuPBvrZHuFbszv+t8EyMSEcmYwsPDefjwIffv3yc4ONh+coSISHJwdnbGzc2NHDlykC1btgR9Rk9TK0fWrVvHqlWr2LVrF3/99RfXr1/n9u3bZM6cGU9PT6pVq0b79u3p3r07WbJkSdSznJycmDp1Kl26dGHSpEns37+fW7dukTdvXmrXrs3gwYNp06ZNEr2zjCdnTli2DD76CL76yti3dSvUqQPLl0OlSpltL9q0gR0RiitevQpNm9qKlRQvnqKxi0jq9WLlFw3JkeWnlvMg6AHZ3c3/zYGISEbi5OREjhw5TC+GKCJipmRbOZLRpOeVIxHNmQMDB9pO7Y0oWzaYPdu2s4YHD6BlS4hcILdoUVuCpEiRFItXRFKv24G3KTC2AKHh/y7fntlpJn2r9jUxKhERERFJ7ZLj87fpp9VI2tKrly2/8f8nKNs9fAidOsFnn4E1W3ZYswZq1jQO+vtv2wqSCMc3i0jGlSdLHlqXam1o+933d5OiEREREZGMTMkRibfateHAAXjmGce+jz+GHj0g0M0D1q+HKsbjOjlzxlak9dq1FIlVRFK3Fyu9aLjeeHYj1x9eNykaEREREcmolByRBClY0FZvpG8Uq98XLIDnnoMLD3PDxo1QoYJxwKlTtgTJzZspEquIpF4+ZX3I6prVfh1mDWP+cRVlFREREZGUpeSIJFimTDBjBnz7LUQuMHz4sG2Fya7T+WDTJihTxjjA3x+aN4fbt1MsXhFJfbK6ZaVTuU6GttnHZpsTjIiIiIhkWEqOSKJYLDBsmO2Y35w5jX03bkCTJjBtdQHb8b4lSxoHHDsGLVrAP/+kXMAikur0rtLbcL3/yn5O3TplUjQiIiIikhEpOSJJonVr2LvXcYFISAi8/DK89U0hQtdvhmLFjAMOH4ZWreDevRSLVURSl+YlmpM/a35Dm1aPiIiIiEhKUnJEkkzZsrYESatWjn0//ghtBhfhzpKt8P9HLtnt3w9t29qOABaRDMfFyYWelXoa2mb7zibcGm5SRCIiIiKS0Sg5IknKw8O2xWbYMMe+jRuhTrei+E/c4XgW8J9/Qrt28OhRisQpIqlLn6p9DNfn757nz4t/mhSNiIiIiGQ0So5IknN2thVpnTkT3NyMfWfOQN0XirLy472Q37iMnh07oEMHCAxMuWBFJFWoXqA65fOWN7T9dvQ3k6IRERERkYxGyRFJNn37wrZtUKCAsf3BA/D5jzdfvXgUa958xs4tW6BzZ3jyJOUCFRHTWSwW+lQxrh5Z4L+AoNAgkyISERERkYxEyRFJVnXrwoEDUKuWsd1qhfe/z0/vOqd5nLuQsXP9eujSBYL0oUgkI3mx8ouG67tP7rIqYJVJ0YiIiIhIRqLkiCS7QoVg+3Z48UXHvt9Xe9CwwCku5zAup2f1aujeHYKDUyZIETFdUY+iNCrayND22zFtrRERERGR5KfkiKSIzJlh9mz48kuwWIx9B/yzUsv1CHuyNDV2LF8OPXvazgMWkQwh8taaVadXcefxHZOiEREREZGMQskRSTEWCwwfbst5ZM9u7Lt2241GIRuY6T7I2LFkCfTqBaGhKReoiJimS4UuuDu7269DwkNYcHyBiRGJiIiISEag5IikuPbtYe9eKFXK2B4c4kT/oIkMc/mRsIh/NRcuhD59lCARyQA8MnngU9bH0Db72GyTohERERGRjELJETFF+fK2BEnz5o5934W+QXunNdwl57+N8+bBgAEQFpZyQYqIKXpX6W243nVxF2f/OWtSNCIiIiKSESg5IqbJnRvWrIE333TsWxvekmcs+zhFmX8bZ8+GgQMhPDzlghSRFNe6VGvyZM5jaNPqERERERFJTkqOiKlcXOCHH2DqVHB1NfadtpbhGfayllb/Ns6YAYMHK0Eiko65ObvxQsUXDG2zj83GarWaFJGIiIiIpHdKjkiq8NJLsGULeHoa2+/hQTtWMZb/Yv9YNGUKDBkC+qAkkm71qWo8tSbgTgD7Lu8zKRoRERERSe+UHJFUo3592L8fqlc3tofjzDuMpT8zeML/n2IxYQK88YYSJCLp1DOFnqFUbmPVZm2tEREREZHkouSIpCpFisDOndC9u2PfLPrRmK1cpYCtYdw4ePttJUhE0iGLxULvysbCrPOOzyMkLMSkiEREREQkPVNyRFKdLFlsh9N89plj317qUosD7KeWreHHH+Gdd5QgEUmHIp9acyvwFmv/WmtSNCIiIiKSnik5IqmSxQIffQR//AHZshn7rlCIhmznd3raGr77DoYPV4JEJJ0pmbsk9bzrGdpm+2prjYiIiIgkPSVHJFXr2BH+/BOKFze2PyEzvfid9/mCMJzgm2/gww+VIBFJZ/pUMRZmXXZyGfee3DMpGhERERFJr5QckVSvcmXYtw+aNHHs+4r36cgy7pMdvvwSPv5YCRKRdKR7xe64Ov17zndQWBCLTyw2MSIRERERSY+UHJE0IW9eWLfOdoJvZKtoT1328Bcl4fPPYdSoFI9PRJJHnix5aFu6raHtt2O/mRSNiIiIiKRXSo5ImuHqajugZsIEcHEx9p2gAnXYx0aawaefwujR5gQpIkku8taaree3cuHeBZOiEREREZH0SMkRSXMGD4ZNm2yrSSL6h9y0Zi0/8TrWUaOiPu5GRNKcdmXakdM9p6FtzrE5JkUjIiIiIumRkiOSJjVsCPv3Q5UqxvYwXHiTn3iFyQR9PAa++MKcAEUkyWRyyUT3it0NbbOOzcKq+kIiIiIikkSUHJE0q1gx2LULnn/esW8qA2nKZq5/+AN89VVKhyYiSSzy1pqTt06y/8p+k6IRERERkfRGyRFJ07Jlg4ULYeRIx74/qU8tDnDo/fm2o35FJM16rshzlMhVwtA288hMk6IRERERkfRGyRFJ85ycbAfULFoEWbIY+y5RmOfYyYL39sO335oSn4gknsVioW+Vvoa2uX5zCQoNMikiEREREUlPlByRdKNLF/jzTyhSxNj+mCy8wAJGvPuE8G+/Myc4EUm0vlWNyZF/nvzDytMrTYpGRERERNITJUckXala1VaotUEDx77PGcHz75bgwRfjUj4wEUm04rmK07BoQ0PbrGOzTIpGRERERNITJUck3fH0hI0bYdAgx75ldKLeh405+/H0lA9MRBKtX9V+huvVAau5+eimSdGIiIiISHqh5IikS25uMGEC/PILODuFG/qOU4nan/mw5fUlJkUnIgnVtUJXMrtktl+Hhofyu+/vJkYkIiIiIumBkiOSblks8J//wPoNTuTO8tjQd4c8tBjnw/juW7FaTQpQROIth3sOOpfvbGibeVSn1oiIiIhI4ig5Iule06aw3zczFfMbl96H4cKQhY15rYEfwcEmBSci8RZ5a83ha4fxve5rUjQiIiIikh4oOSIZQokSsDsgHz7lAxz6Ju6qRIuKl7mpsgUiaUKz4s0olL2QoU2rR0REREQkMZQckQwje3ZY6leajxrvcujb/lchape7z9GjJgQmIvHi7ORM7yq9DW2zj80mNDzUpIhEREREJK1TckQyFCcn+GxLfea9sITMBBr6/r6Tg2frhLB4sUnBiUicRd5ac/3RddafWW9SNCIiIiKS1ik5IhnSC/OeZ+drv+PNRUN7YLArXbvCqFEQHh71vSJivvL5ylPbq7ahbdbRWSZFIyIiIiJpnZIjkmHVGD+QA8MX8SyO22xGj4Zu3eDhQxMCE5E4ibx65I+Tf3D3yV1zghERERGRNE3JEcnQ8n/5NptHbmcA0xz6liyB+vXh/PmUj0tEYtejUg9cnVzt10FhQSw4vsDEiEREREQkrVJyRDI891EfMPXTK/zAmzgRZug7dgxq14bt200KTkSilSdLHtqXaW9o06k1IiIiIpIQSo6IAJaPR/DmmHysoQ0e/GPou3ULmjWDSZNMCk5EohV5a82fF/8k4Lbjkd0iIiIiIjFRckTkqREjaDmmIfuoQzlOGLpCQ2HwYBgyBEJCTIpPRBy0Kd2GvFnyGtpUmFVERERE4kvJEZGIRoyg9Jh+7KEubVnl0D1+PLRqZVtNIiLmc3N248VKLxraZh2bRbhVx02JiIiISNwpOSIS2YgR5BzzLsvxYThfOnRv2QJ16oCfnwmxiYiDftWMW2su3LvA9r9VKEhERERE4k7JEZGojBiB85jRfMkHzKYX7jwxdJ87B/XqwbJlJsUnInbVC1SnkmclQ5sKs4qIiIhIfCg5IhKdESPg88/pxe/soAFeXDZ0P3wInTrBZ5+B1WpOiCICFouFvlX6GtoW+S/iUfAjkyISERERkbRGyRGRmHz4Ifzvf9TmAPupTR32Ogz5+GPo0QMCA02IT0QA6F2lN06Wf/+T9jD4IUtOLDExIhERERFJS5QcEYnNBx/Al1/ixVW20Yg+OJ6EsWABPPccXLhgQnwiQsHsBWlZsqWhbcbRGeYEIyIiIiJpjpIjInExfDh8/TWZCGIm/fiWYTgRZhhy+DDUrg27dpkUo0gG16+qsTDr5nObOX/3vDnBiIiIiEiaouSISFy9+y588w0WYBjfsYp25OSuYciNG9CkCUydakqEIhlap3Kd8MjkYWibeUSFWUVEREQkdkqOiMTHO+/A2LEAtGYde3mGMpwyDAkJgYED4c03ITTUjCBFMqZMLpnoWamnoW36kemEW8NNikhERERE0golR0Ti67//he+/B6Asp9nLM7RircOwn36CNm3gzp2UDlAk43qp+kuG67/v/c3W81vNCUZERERE0gwlR0QS4q234McfAfDgHqtoxzC+dRi2cSPUqQP+/ikcn0gGVbNgTSp5VjK0TT8y3aRoRERERCStUHJEJKHeeAN+/hkAZ8L5lneZSV/cCDIMO3MG6taFlSvNCFIkY7FYLAyoNsDQtth/Mfee3DMpIhERERFJC5QcEUmMoUPhl1/sl335jW00ogBXDcMePAAfH/jqK7BaUzpIkYyld5XeuDi52K8fhz5mwfEFJkYkIiIiIqmdkiMiifWf/8CECfbLuuzlALWoxX7DMKsV3n8feveGx49TOkiRjMMzqyftSrcztE07Ms2kaEREREQkLVByRCQpDB4MkyeDxQJAIa6wnYa8yByHob//Dg0bwuXLKR2kSMYRuTDrnkt7OHHzhEnRiIiIiEhqp+SISFIZOBCmTrUnSDLzhNn05kuGY8F4lOiBA1CrFuzZY0agIulfm1Jt8MzqaWibcWSGOcGIiIiISKqn5IhIUhowAGbMsCdILMBwvmY5PmR3Ne6luXYNGjWCmTNTPkyR9M7V2ZU+VfoY2mYdm0VoeKhJEYmIiIhIaqbkiEhS69sXfvsNnP79v1d7VrEnpCalctwwDA0Ohv794Z13ICwsheMUSecin1pz7eE11v21zqRoRERERCQ1U3JEJDn06gWzZxsSJBU4wd775Wju5e8wfOxYaN8e7t5NwRhF0rmKnhWp7VXb0KbCrCIiIiISFSVHRJJLz54wdy44O9ubcvMPa65U4c3y6x2Gr10LzzwDp06lZJAi6VvkwqwrTq3gVuAtk6IRERERkdRKyRGR5NS9O8yfDy4u9iYXwvjhRCum1J2Cq6vVMPz0aVuCZM2alA5UJH3qUakHmVwy2a9DwkOYc8zxFCkRERERydiUHBFJbl26wMKF4OpqaH55zytsaTgKT09jguTePdsWm7FjwWrsEpF48sjkQedynQ1t049MNykaEREREUmtlBwRSQmdOsGSJeDmZmiuv+lT9td8jerVjFmQ8HBbkdb+/eHJk5QLUyQ9ilyY9ej1oxy+etikaEREREQkNUrW5MiBAwf49NNPadmyJd7e3ri7u5MtWzbKlCnDgAED2LlzZ5I8Z9SoUVgsljh9bd26NUmeKRJv7dvDsmXg7m5oLrJmIjsLvUD3ro7H1cyaBY0bw9WrKRSjSDrUtHhTCucobGibdliFWUVERETkX8mWHGnYsCG1a9dm5MiRbNiwgcuXLxMcHMyjR48ICAhgxowZNGjQgH79+hEcHJxcYYikLq1bw8qVkDmzoTnLqoXMC+zIZ6NCHG7Zuxdq1YL9+1MqSJH0xdnJmf7V+hvafvf7naDQIHMCEhEREZFUxyX2IQlz5coVALy8vOjWrRsNGjSgSJEihIWFsXv3bsaOHcvly5eZNWsWISEh/P7770nyXF9f3xj7ixcvniTPEUmw5s1h9Wpo1w4CA+3NltWr+CisAxXnLaPPQHcePvz3litXoEEDmDrVdkqwiMRP/2r9GbN9jP36zuM7LD+1nG4Vu5kYlYiIiIikFsmWHClXrhz/+9//6NKlC84RjjIFqFu3Ln369KF+/fqcPn2auXPn8uqrr9KwYcNEP7dSpUqJnkMk2TVubDu7t21bDFmQdevoFNaePzctp2OPzJw7929XUBD07g2+vvD554YTgkUkFiVylaBR0UZs+3ubvW36kelKjoiIiIgIkIzbalauXEn37t0dEiNP5c2bl7Fjx9qvFy1alFyhiKRODRrAunWQI4exfeNGKg9vy77ND2nSxPG2r76Cjh3h/v2UCVMkvYhcmHXdmXVcvn/ZpGhEREREJDUx9bSaJhE++Z05c8bESERM8uyzsGEDeHgY27duJW/v1qxbeJ8hQxxvW7UKnnkGAgJSJEqRdKFrha5kc8tmvw63hjPr6CwTIxIRERGR1MLU5EhQ0L/F8KJbYSKS7tWpA5s2Qa5cxvZdu3Bt24JxY/5hwgRwibQJ7uRJ260bNqRcqCJpWVa3rLxQ8QVD27Qj07BardHcISIiIiIZhanJkW3b/t37Xb58+SSZs2XLlnh6euLm5oanpyeNGzfmyy+/5J9//kmS+UWSRY0asGUL5M1rbN+3D5o1Y3DX22za5Nh99y60aQM//QT6fCcSu8hba/668xfb/95uUjQiIiIiklqYlhwJDw/nyy+/tF937949SebdsGEDN2/eJCQkhJs3b7Jt2zY++OADSpQowbJlyxI876VLl2L8unr1apLELxlY1aqwdSvkz29sP3wYmjShYbkb7N8PVaoYu8PC4M03YeBAW9FWEYnes4WfpVzecoa2qYenmhSNiIiIiKQWpiVHvv/+e/bt2wfA888/T82aNRM1X+XKlfn4449ZsWIFBw8eZM+ePcycOZOWLVsCcPfuXbp06cKaNWsSNH/hwoVj/KpTp06i4hcBoGJF2LYNvLyM7b6+0LgxxdyvsmsXPP+8463TpkHTpnD9esqEKpIWWSwWBlYfaGhb6L+Qu0/umhOQiIiIiKQKFqsJm623bdtG8+bNCQ0NxdPTE19fXzw9PRM83927d/GIXNAygokTJ/Lqq68C4OXlxZkzZ8iUKVO8nmGxWOI89uLFi3h7e8drfhGDv/6yZTouXjS2ly4NmzcT7uXNmDEwapTjrd7esGyZbaeOiDi68egGhb4rRGh4qL3tl7a/8J/a/zExKhERERGJq0uXLlG4cGEg6T5/p/jKkePHj9O5c2dCQ0PJlCkTCxcuTFRiBIgxMQIwePBgXn75ZQCuXLnC4sWL4/2Mixcvxvj1dBWMSJIoVQq2b4fixY3tAQHQqBFOF/9m5EhYtAiyZDEOuXQJnnsO5s9PuXBF0hLPrJ50LNvR0KatNSIiIiIZW4omR86dO0fLli35559/cHZ2Zt68eTRs2DBFnj148GD764iFYOPK29s7xq+CBQsmZbgiUKyYLUFSurSx/exZaNgQzpyhSxf4808oWtQ45PFj6NEDRoyA8PAUi1gkzRhYw7i15tDVQxy6esikaERERETEbCmWHLly5QrNmzfnypUrWCwWpk2bRseOHWO/MYlUqFDB/vry5csp9lyRRPH2ttUgiXya04ULtgTJqVNUrWo71KZBA8fbP//cVp/kwYOUCVckrWhRogWFcxQ2tE09pNUjIiIiIhlViiRHbt26RYsWLTh79iwAP//8M3379k2JR9vFp2aISKpSsKDtFJvKlY3tV65Ao0bg54enJ2zcCIMGOd6+bBnUq2dbcCIiNs5Ozg7H+s7xncPjkMcmRSQiIiIiZkr25Mi9e/do1aoV/v7+AHz55ZcMGTIkuR/r4OnzwVaUVSRN8fSELVscq6xevw6NG8OhQ7i5wYQJ8Msv4OxsHHb8ONSuDZs3p1jEIqnegOoDsPBv4vxe0D0Wn4h/TSoRERERSfuSNTkSGBhIu3btOHTIto/7o48+Yvjw4cn5yGhNnDjR/rpRo0amxCCSKHny2JaHPPOMsf32bdvJNnv2YLHAf/4D69dD7tzGYXfuQMuWMH48pPwZVSKpTzGPYrQo2cLQNuXQFJOiEREREREzJVtyJDg4mM6dO7Nr1y4A3nzzTT777LN4zzNjxgwsFgsWi4VRUZxb6uvry19//RXjHJMmTWLKFNs/eAsUKEDnzp3jHYdIqpArly3z8dxzxvZ796BFC1sBV2y5kv37oWJF47CwMBgyBF59FYKDUyhmkVRsYHVjYdZtf2/j9O3TJkUjIiIiImZxSa6Je/bsyfr16wFo2rQpL7/8Mn5+ftGOd3Nzo0yZMvF+zsGDBxk4cCBNmjShTZs2VK5cmTx58hAaGsrJkyeZM2eOPQ5nZ2cmTZpE1qxZE/amRFKDHDlg7Vro2BE2bfq3/eFDaN0ali+H5s0pUQJ274Y+fWx1RyKaNAlOnIDFiyFfvpQNXyQ18SnrQ94sebkVeMveNu3wNL5s/qWJUYmIiIhISku25MiSJUvsrzdv3kyVKlViHF+0aFHOnz+foGeFhYWxceNGNm7cGO2YPHnyMHXqVDp06JCgZ4ikKlmzwooV0LUrrF79b/vjx9C+vS3r0a4d2bPDkiXwySe2k2si2rHDVodk2TKoWjVlwxdJLdxd3OlTpQ/f7/ne3jbz6EzGNBmDq7OriZGJiIiISEpKsaN8k0vbtm2ZOnUqAwcOpGbNmnh7e5M5c2YyZcqEl5cXbdq04ccff+Ts2bMpenSwSLLLnNmW+ejUydgeFASdO8PSpQA4OcFnn8G8ebZbIvr7b3j2WVsuRSSjern6y4braw+vsTpgdTSjRURERCQ9slitKs2YFC5dukThwoUBuHjxIt7e3iZHJBlGSAj07WvLfkTk7Ay//QY9e9qbDh2y7ca5dMlxmpEjbStMnNJ8ylQk/p6d+iy7L+22X7cv054VPVeYGJGIiIiIRCc5Pn/rY5BIWufqCrNnQ79+xvawMOjVC6ZPtzfVqAEHDthWi0Q2ejR062YrXSKS0QysYSzMujpgNZfvXzYpGhERERFJaUqOiKQHzs4wbRoMHmxst1rhpZfgl1/sTfnzw+bNtubIliyB+vUhgeV/RNKs7hW7k80tm/063BrOzKMzTYxIRERERFKSkiMi6YWTE/z6K7z5pmPf0KHwzTf2S3d3mDIFfvzRcRvNsWO2Qq3/fyqwSIaQzS0bPSr2MLRNPTyVcGu4SRGJiIiISEpSckQkPbFY4Pvv4YMPHPvee8+2d+b/ywxZLPDGG7ZTgXPlMg69dQuaNbMd+SuSUUTeWnP2n7NsPb/VnGBEREREJEUpOSKS3lgs8L//2Y6oiWzUKBg+3J4gAWjRAvbuhfLljUNDQ227dIYMsdV8FUnv6hSqQyXPSoa2qYenmhSNiIiIiKQkJUdE0quPPoLvvnNs/+YbeP11CP93u0Dp0rBnD7Rr5zh8/Hho2dK2mkQkPbNYLA7H+i72X8ydx3dMikhEREREUoqSIyLp2dtv2+qQRPbLLzBwoO1Em/+XIwcsWwbvv+84fOtWqFMH/PySL1SR1KB3ld64ObvZr4PCgphzbI6JEYmIiIhISlByRCS9e/VVmDnTsfLq9OnQu7dhz4yzM3zxBcyZA5kyGYefOwf16tkSKCLpVd4seelcrrOhbfKhyVgjbEUTERERkfRHyRGRjKBvX5g3D1xcjO3z5kG3bhAUZGh+8UXYsQMKFTIOf/gQOnWylTPRZ0VJryIXZvW94cu+y/tMikZEREREUoKSIyIZRbdusGQJuLkZ25ctAx8fCAw0NNeqBfv3wzPPOE718cfQo4fDLSLpQtPiTSnuUdzQNvHgRJOiEREREZGUoOSISEbSoQOsXAmZMxvb16+H1q3h/n1Dc8GCtnojffs6TrVgATz3HFy8mHzhipjByeLEKzVeMbTN85vHvSf3TIpIRERERJKbkiMiGU2LFrBuHWTPbmzfsQOaNYPbtw3NmTLBjBkwdqxj2ZLDh20rTHbtSt6QRVLagOoDcHH6dxva49DHzPFVYVYRERGR9ErJEZGMqEED2LQJcuc2th84AI0bw7VrhmaLBf77X1i1CnLmNN5y4wY0aQLTpiVvyCIpqUC2AnQs29HQNvHgRBVmFREREUmnlBwRyahq17btmcmf39ju5wcNG8KFCw63tG4Ne/dCmTLG9pAQePlleOstCA1NtohFUtSgmoMM18euH1NhVhEREZF0SskRkYyscmXYvh0KFza2BwTYVpf89ZfDLWXL2hIkrVo5Tvfjj9CmDdy5k0zxiqSg5iWaqzCriIiISAah5IhIRlemjK3eSMmSxvYLF2wJkuPHHW7x8LBtsRk2zHG6jRuhTh3w90+ecEVSigqzioiIiGQcSo6ICBQtakuQVKxobL92DRo1goMHHW5xdoZvv4WZMx1PBz5zBurWtR2MI5KWqTCriIiISMag5IiI2Dw9t7dGDWP77dvQtCns3BnlbX37wrZtUKCAsf3BA/Dxga++AtWwlLRKhVlFREREMgYlR0TkX3nzwubNUL++sf3+fWjZEtavj/K2unVtB93UqmVst1rh/fehd294/DiZYhZJZirMKiIiIpL+KTkiIkY5c8K6ddC8ubH98WPo0AGWLInytkKFbLVdX3zRse/3320H4Fy6lAzxiiSzqAqzTjo4yaRoRERERCQ5KDkiIo6yZoUVK2z7YiIKDoZu3WDWrChvy5wZZs+GL78Ei8XYd+CA7fTgPXuSKWaRZBJlYdbjKswqIiIikp4oOSIiUcuUCRYtclwKEh4O/frBL79EeZvFAsOHw/LlkD27se9pfdeZM5MpZpFkErkwa2BIoAqzioiIiKQjSo6ISPRcXeG332DwYMe+oUPhiy+ivbV9e9i7F0qVMrYHB0P//vDOOxAWlrThiiQXFWYVERERSd+UHBGRmDk5wa+/wrvvOvZ9+KGt4mo0HxDLl7clSCKXLwEYO9aWQLl7N2nDFUkuKswqIiIikn4pOSIisbNYbGfyfvaZY99XX8GQIbbtNlHInRvWrIE333TsW7sWnnkGTp1K4nhFkoEKs4qIiIikX0qOiEjcWCzw0Ufw44+Ofb/+aqtDEhoa5a0uLvDDDzB1qm2nTkSnT9sSJGvXJn3IIklJhVlFRERE0i8lR0Qkft54A6ZPt223iWj2bOjaFZ48ifbWl16CLVvA09PYfu8etGtn22qjEg6Smqkwq4iIiEj6pOSIiMRf//4wf77jMpBly2xZjgcPor21fn3Yvx+qVze2h4fbirT27x9jfkXEVCrMKiIiIpI+KTkiIgnTtavtvN7MmY3tmzfbKrDeuRPtrUWKwM6d0L27Y9+sWdC4MVy9mrThiiQVFWYVERERSX+UHBGRhGvdGtatgxw5jO379kGjRjFmOLJkgXnzoq7xuncv1KplW2EiktqoMKuIiIhI+qPkiIgkToMGtkIiefMa2/384Lnn4Ny5aG99WuN16VLImtXYd+UKNGwIv/+eDDGLJEJUhVnn+s3l7pO75gQkIiIiIomm5IiIJF6NGrBjB3h7G9vPnrUlSPz9Y7y9UyfYvRuKFTO2P3kCvXrB++9DWFiSRiySKJELsz4Ofcyso7NMjEhEREREEkPJERFJGuXK2QqJlCplbH+6BOTAgRhvr1zZto2mcWPHvq++go4dbafaiKQGBbIVoHO5zoa2CQcmqDCriIiISBql5IiIJJ2iRW0JkipVjO23b0PTprB1a4y3580L69fDf/7j2LdqFdStCwEBSReuSGK8Vus1w/WJWyfY9vc2k6IRERERkcRQckREklb+/LYkSL16xvYHD2wFXFesiPF2V1f45ReYMAFcXIx9J09CnTqwYUPShiySEI2LNaZc3nKGtl8P/GpSNCIiIiKSGEqOiEjSy5XLlsFo2dLYHhQEnTvD7NmxTjF4MGza5Fjn9e5dW47lxx9BOxjETBaLhVdrvmpoW3JiCVcf6BxqERERkbRGyRERSR5Zs8Ly5dCli7E9LAz69IGffop1ioYNbXVIIu/SCQ+Ht96CgQNt+RYRs/Sr1o/MLpnt16HhoUw9PNXEiEREREQkIZQcEZHk4+4O8+bBgAGOfW++CaNGxbr8o1gx2LULnn/esW/aNFspk+vXkyRakXjzyORBz0o9DW2TDk4iLFzHK4mIiIikJUqOiEjycnGBqVNh2DDHvtGjbUmS8PAYp8iWDRYuhJEjHfv+/BNq1YJDh5IoXpF4+k9tYwXhi/cvsipglUnRiIiIiEhCKDkiIsnPYoFvvoH//c+x7+efoV8/CAmJcQonJ9tCk4ULIUsWY9+lS/DcczB/ftKFLBJXNb1qUturtqFNhVlFRERE0hYlR0QkZVgs8MEH8OuvttcRzZ5tq03y+HGs03TtattmU6SIsf3xY+jRA0aMiHUhikiSi3ys77q/1nHmzhmTohERERGR+FJyRERS1quvwty5juf0rlhhO4bm3r1Yp6hWzVaotUEDx77PP7fVJ3nwIGnCFYmLFyq9gEcmD/u1FSsTD040LyARERERiRclR0Qk5b3wgi0ZkjmzsX37dmjSBG7ciHUKT0/YuBFeecWxb9kyqFcPzp5NonhFYpHFNQv9q/Y3tE07PI0noU/MCUhERERE4kXJERExR+vWsGEDeHgY2w8fti0J+fvvWKdwc4OJE2HcOHB2NvYdPw61a8OWLUkXskhMXq31quH69uPbLPJfZFI0IiIiIhIfSo6IiHnq14dt2yB/fmP76dO2vuPHY53CYoEhQ2D9esid29h35w60aAHjx8d6YrBIopXNW5ZmxZsZ2lSYVURERCRtUHJERMxVpYqtwmrx4sb2y5dtK0j27InTNE2b2uqQVKxobA8LsyVPXn0VgoOTKGaRaEQuzPrnxT85dv2YSdGIiIiISFwpOSIi5itZEnbuhEqVjO3//APNmsG6dXGapkQJ2L0bfHwc+yZNgubN4ebNJIhXJBo+ZX0omK2goe3X/Vo9IiIiIpLaKTkiIqmDl5etIOuzzxrbAwOhQweYNy9O02TPDkuXwkcfOfbt2GGrQ3L0aBLEKxIFV2dXXqlhrBL827HfuB9036SIRERERCQulBwRkdQjVy5bkdY2bYztISHw4ovwyy9xmsbJCT77zJZPiXwgzt9/2/IvixcnUcwikbxS8xWcLf9WCH4U8ojZx2abGJGIiIiIxEbJERFJXbJksZ3F26uXsd1qhaFDYdSoOFdXfeEF22oRb29je2AgdO1qmyo8PEmiFrHzzuGNT1nj3q5fD/yKVVWBRURERFItJUdEJPVxdYVZs+D11x37Ro+2tccxq1Gzpq1Qa+TdOk+n6tYNHj5MZLwikUQuzOp3w49dF3eZFI2IiIiIxEbJERFJnZyc4Mcf4dNPHft++cW2siSOx88UKACbN8OAAY59S5bYTg0+fz5x4YpE1KxEM0rlLmVo07G+IiIiIqmXkiMiknpZLPDxxzB+vO11RPPm2Qq1xnHZh7s7TJ0KP/xgy7tEdOyYrVDr9u1JE7aIk8WJV2u+amhb5L+I6w+vmxSRiIiIiMREyRERSf1eew3mzrVtt4lo/Xpo2jTO5/NaLPDmm7B2LXh4GPtu3bKdGjxpUtKELNK/Wn8yuWSyXweHBTPl0BQTIxIRERGR6Cg5IiJpwwsvwMqVkDWrsX3/fnjuOdsxNHHUogXs2wflyhnbQ0Nh8GBb3deQkCSIWTK0PFny0LNST0Pbrwd+JTQ81KSIRERERCQ6So6ISNrRsqWteEiePMb206dtFVf9/OI8VenSsGcPtG3r2PfLL9CqlW01iUhiDK0z1HB9+cFllp1cZlI0IiIiIhIdJUdEJG2pUwd27oQiRYztV65AgwawK+4nguTMCcuXw/Dhjn1bttgeFY98i4iDGgVrUM+7nqFt3P5xJkUjIiIiItFRckRE0p5y5WxJkIoVje1370Lz5rbtN3Hk7AxffgmzZ9uKtkZ07hzUqwfL9It+SYTIq0e2nt+K3w1l3URERERSEyVHRCRt8va2HS/z7LPG9idPoFMnmDEjXtP16gU7doCXl7H94UPbdJ9/DlZrYgKWjKprha7kz5rf0PbLvl9MikZEREREoqLkiIikXblzw4YN0K6dsT0sDAYMgK+/jldGo3ZtW33XOnUc+0aMgJ49ITAwkTFLhuPm7MagmoMMbbOOzeLuk7vmBCQiIiIiDpQcEZG0LUsWWLoU+vVz7Bs+HIYNg/DwOE/n5QXbtkGfPo598+fbDsa5eDER8UqGNLjmYJwtzvbrwJBAZh6ZaWJEIiIiIhKRkiMikva5usL06fDuu459338PvXtDcHCcp8uUCWbOhG+/BadIPyUPH4ZateJV91WEQjkK8Xz55w1t4/aPI9wa98SdiIiIiCQfJUdEJH2wWGzbaL75xrFv7lxo3x4ePIjXdMOG2Wq75shh7LtxA5o0gWnTEhmzZCiRC7P+decv1p9Zb1I0IiIiIhKRkiMikr688w7MmgUuLsb2DRtsGY0bN+I1XZs2sHcvlCljbA8JgZdfhrfegtDQxIUsGUODIg2o7FnZ0DZun471FREREUkNlBwRkfSnTx9YscJWjySigwdtp9ucOROv6cqVgz17oFUrx74ff7QlUO7cSUS8kiFYLBZer/O6oW11wGrO3Inf30cRERERSXpKjohI+tS6NWzZAnnzGtvPnLElSA4fjtd0uXLZttgMG+bYt3Gj7YQbf/9ExCsZwouVX8Qjk4f92oqVXw/8al5AIiIiIgIoOSIi6VmdOrbKqcWKGdtv3IBGjWDTpnhN5+JiK9I6Ywa4uRn7zpyBunVtCRSR6GR1y8pL1V4ytE09PJXAEJ0RLSIiImImJUdEJH0rUwb+/BOqVjW2P3hg2w8zf368p+zXz3bcb4ECjlP6+MBXX4HVmoiYJV17rfZrWLDYr+8+ucvvvr+bGJGIiIiIKDkiIulfwYK2bEbjxsb2kBDo0QN++CHeU9atC/v32471jchqhffft50e/PhxgiOWdKxU7lK0Kd3G0DZu3zisyqiJiIiImEbJERHJGHLmhDVroGtXx76334Z334Xw8HhN6e0N27fDiy869v3+OzRsCJcvJzBeSdeG1jYe63v0+lF2XthpUjQiIiIiouSIiGQcmTLBvHkwZIhj37ff2k65CQ6O15SZM8Ps2fDll2CxGPsOHLCtLNm7NxExS7rUqlQrSuYqaWgbt1/H+oqIiIiYJVmTIwcOHODTTz+lZcuWeHt74+7uTrZs2ShTpgwDBgxg586k/y3Z3LlzadmyJQUKFCBTpkwULVqU3r17s3v37iR/loikQc7O8PPP8Pnnjn2//w7t2sH9+/Ga0mKB4cNh+XLInt3Yd+2arfbrrFmJiFnSHSeLE0NqG5N0S04s4fJ9LTUSERERMYPFmkybnBs2bMiOHTtiHde3b18mT56MW+SjH+Lp8ePHdO3aldWrV0fZ7+TkxCeffMLIkSMT9ZzoXLp0icKFCwNw8eJFvL29k+U5IpKEZsyAgQMhLMzYXq0arF5tq1UST/7+tqKsZ8449g0bZivW6uycoGglnbn75C6FvitkOKnmk4afMLrJaBOjEhEREUn9kuPzd7KtHLly5QoAXl5evPnmmyxatIh9+/axe/duvvvuOwoVKgTArFmz6N+/f6Kf99JLL9kTI02aNOGPP/5g3759TJ06lZIlSxIeHs6oUaOYNGlSop8lIulE//62s3ezZjW2HzkCzz4Lp07Fe8oKFWDfPmje3LFv7Fho3x7u3k1IsJLeeGTyoE+VPoa2iQcnEhwWv61dIiIiIpJ4ybZypH379vTt25cuXbrgHMWvSW/dukX9+vU5ffo0ANu2baNhw4YJetbmzZtp1qwZAB06dGDp0qWGZ966dYuaNWty4cIFPDw8OHv2LLly5UrQs6KjlSMiadj+/bbtNDdvGtvz5LElT+rWjfeUoaHwzjvw44+OfWXK2LbglC2bwHgl3fC97kuVCVUMbbM7z6ZXlV4mRSQiIiKS+qWplSMrV66ke/fuUSZGAPLmzcvYsWPt14sWLUrws7799lsAXFxcGD9+vMMz8+bNy1dffQXA3bt3mTJlSoKfJSLpUO3a8OefUNJYIJPbt6FpU1ixIt5TurjYTgieOhVcXY19p0/DM8/A2rUJD1nSh8r5K9OoaCND2w97f9CxviIiIiIpzNTTapo0aWJ/fSaqDfpx8ODBAzZt2gRA8+bNo80YPf/88+TIkQOApUuXJuhZIpKOlSplS5DUqmVsf/wYOnWCBG7Je+kl2LIFPD2N7ffu2RarjB0L+hycsb35zJuG6wNXDrD7koqIi4iIiKQkU5MjQUFB9tfRrTCJzf79+wn+/6M3GzVqFO04Nzc36v7/0vj9+/cTEhKSoOeJSDrm6WnLZLRubWwPD4fBg+HjjxOUyahf37Zzp3p1x2nfecdW+uTJk4SHLWmbT1kfinkUM7T9uDeK/VgiIiIikmxMTY5s27bN/rp8+fIJmsPf39/+uly5cjGOfdofGhpKQEBAvJ5z6dKlGL+uXr0a/+BFJPXJls1WEKRfP8e+zz6DAQMgAcnVIkVg507o3t2xb9YsaNwY9GMkY3J2cmZo7aGGtsX+i/+PvfuOjqra4jj+nfSE3ot0AQWlSO8I0ntHEVSkKigoCCiKqKCgoCLSBQEBKdKLiPTeEelFWui9k573x3mE3EyA9Ekyv89as0z2uXPvjs8Hyc45e+N7y9dBGYmIiIg4H4cVR0JCQhgyZEjY560i+4khCs6ePRv28dOasDxs2AKmaUt05MyZ84mvMmXKRC9xEUm83N3h11/h00/t16ZMMSNn7tyJ9m19fGDmTFNjiWjbNnOiZ8eOGOQrSV6HEh1I4f5oalJwaDCjdoxyYEYiIiIizsVhxZEffviB7du3A6YfSMmSJWN0nzvhfkBJmTLlE69NEW5c5927d2P0PBFxEjYbfPUVjB0LLhH+qFyxAqpUidFWD5sN+veH+fPNJpXwzp+HypVh+vRY5C1JUlqvtLxZzLpbafyu8dwPvO+gjERERESci0OKI+vWraNfv34AZM6cmTFjxsT4Xn7hDup7eHg88VpPT8+wjx88eBCt5/j6+j7x9bDQIyLJTJcusGABeHtb4//8A+XLw6FDMbptkyam/2vevNa4vz+0bQv9+kFwcIxuLUnU+2Xft3x+w+8G0/6d5qBsRERERJxLghdHDhw4QNOmTQkKCsLLy4s5c+aQOeIYh2jw8vIK+/hhY9bHCd8A1jviDzpPkSNHjie+smXLFr3ERSTpaNgQ1q6FjBmt8dOnTbfVjRtjdNsiRWD7dtNvJKKhQ6FxY7h9O0a3liTouYzPUTd/XUtsxLYRGusrIiIikgAStDhy8uRJatWqxY0bN3B1dWXmzJlUqVIlVvdMlSpV2MdPOypz7969sI+fdgRHRMSiTBnYsgWefdYav3EDatSAuXNjdNuMGc0pnXfftV9buhTKlYNo9o+WJCziWN+DVw6y8sRKB2UjIiIi4jwSrDhy/vx5atSowfnz57HZbEyaNInGjRvH+r7hm7CGb84amfBNWMM3ZxURiZL8+c1ZmNKlrXF/f2jZEkbEbPyquzuMGmXam7i5WdcOHTJ1mb//jmHOkqTUerYWz2e0Tl7TWF8RERGR+JcgxZGrV69Ss2ZNTpw4AcDIkSN544034uTehQsXDvv48OHDT7z24bqbmxsFChSIk+eLiJPJnBnWrDETa8ILDYWePeGDD2LcLKRLF1i1yv70zs2bULcu/PSTeYwkXzabjffLWHuPLD22lGPXtH1IREREJD7Fe3Hk1q1b1K5dm4MHDwIwZMgQunXrFmf3L126dFgj1nXr1j32uoCAALZu3Rr2Hnd39zjLQUScTIoUZtxMly72az/+CK1aQTSbPj9UpYoZ51u0qDUeHAw9ekCnTmajiiRfbxR7g7ReaS2xkdtHOiYZEREREScRr8WR+/fvU79+fXbv3g1A//796du3b5w+I1WqVLzyyisArFy58rFHa+bNm8ft/3c2bNq0aZzmICJOyM0NxoyBwYPt1+bNg1degatXY3TrPHlg0yZo1sx+beJEqF4dLl2K0a0lCUjhkYJOJTpZYr/+8yu3/G45KCMRERGR5C/eiiMBAQE0bdqUTZs2AdCjRw8GDRoU7ftMnjwZm82GzWZj4MCBkV7Tu3dvAIKCgujWrRvBEba0X716NawokzZtWjp27BjtPERE7Nhs8Mkn8NtvpnFIeFu2mFG/x4/H6NYpU8KcOfD55/ZrmzdDqVLw/7qzJEPdSnfDxfbor+i7AXeZtGeSAzMSERERSd7irTjy2muvsWLFCgCqV69Ohw4d2L9//2NfR48ejfGzqlevzquvvgrAokWLqFmzJosWLWLnzp38+uuvlCtXjjNnzgAwdOhQ0qVLF/svUETkobZt4a+/IE0aa/z4cVMg+f+RvuhycYGBA+GPP8DHx7p29ixUqgSzZ8csZUnccqfNTdPnrbscR24fSXBIzPrZiIiIiMiTuT39kpiZN29e2MerV6+maMQD9BHkzp2bU6dOxfh5kyZN4vbt2yxbtow1a9awZs0ay7qLiwufffYZnTt3jvEzREQeq1o12LgR6tWDcJOxuHrVrM2YATE80te8uRmU07gxnD79KP7gAbRuDfv2wRdfmGKKJB89yvZg7qFHI6JP3jzJkqNLaPx87Ce9iYiIiIhVsvlW2tvbm6VLlzJ9+nRq1qxJ5syZ8fDwIGfOnLRp04aNGzc+9liOiEicePFFs0ukeHFr3M/PVDh++inGty5WDLZvh8qV7dcGDTL9Se7cifHtJRGqlKsSJbKVsMR+3PajY5IRERERSeZsoaEaDBkXzp49S86cOQHw9fUlR44cDs5IRBzmzh1o2dIctYmoZ08YNgxcXWN064AAeO89GD/efu2FF2DRIsiXL0a3lkRo6t6pvLngTUtsb9e9FM3y5N2YIiIiIslZfPz8nWx2joiIJBqpUsHixdChg/3ajz9CixZw/36Mbu3hAWPHwqhR9vWVAwegdGmIcKpQkrDWL7QmS4osltiIrSMclI2IiIhI8qXiiIhIfHB3hwkT4Kuv7NcWLDB9SGI4j9dmg3ffhRUrIH1669r161CzJoweHaNbSyLj6eZJ11JdLbHp+6Zz5d4VB2UkIiIikjypOCIiEl9sNvj0U5g61X7U7/btUK4cHDoU49tXrw47dpjjNOEFB0O3btC1qzmGI0lb11JdcXd59N+Pf7A/Y3aOcWBGIiIiIsmPiiMiIvGtXbvIR/2eOgUVKsDatTG+db58sGULNGpkvzZunNlFckWbDJK0rCmz8lqR1yyxUTtG4Rfk56CMRERERJIfFUdERBJCtWqmipEnjzV+8ybUqgXTpsX41qlSwfz50L+//dr69aYPyd69Mb69JAIflvvQ8vnle5eZ/u90B2UjIiIikvyoOCIiklAKFTKjfkuXtsYDA83ukq++ghgOEHNxMSN9Z84Eb2/r2unTZoPK3LkxzFscrljWYryS9xVL7Put36OBcyIiIiJxQ8UREZGElCWLOUbTuLH92oAB8PbbsWoU0ro1bNwIEaeZ3b9vhuR88QWEhMT49uJAH5a37h45eOUgf/0XybhoEREREYk2FUdERBKaj4/ZxtGjh/3a5MlQty7cuBHj25coATt3mt0iEQ0cCK1awd27Mb69OEid/HUolLGQJfb9lu8dlI2IiIhI8qLiiIiII7i6wo8/mpfNZl1bvdpUNk6ciPHts2Qxt2nf3n5t7lyoWNH0g5Wkw8XmwgflPrDE/j7xN/9e+tdBGYmIiIgkHyqOiIg4Uo8epptqxEYhhw+bUb9btsT41p6eMHGiqb+4RPjT/t9/TeuT9etjfHtxgLZF25LJJ5Ml9sPWHxyUjYiIiEjyoeKIiIijNW5sqhRZs1rjV66YKTezZ8f41jabqb8sXw5p01rXrl6FV16B8eNjfHtJYN7u3rxb+l1LbPq/07lw54KDMhIRERFJHlQcERFJDEqVgm3b4MUXrXF/f9Nl9ZtvYjzJBqBmTdi+3QzMCS8oCLp0ge7dzdAcSfzeLf0unq6eYZ8HhgQyascoB2YkIiIikvSpOCIikljkygWbNkGtWvZrn3wCHTvGapJNgQLmlE79+vZro0ZB7dpw7VqMby8JJHOKzLQr2s4SG7NzDPcC7jkoIxEREZGkT8UREZHEJHVqWLrUbOeIaNIkM8nm5s0Y3z5NGli4EPr2tV9bs8b0Idm/P8a3lwTyQXlrY9brD64zde9UB2UjIiIikvSpOCIikti4ucGYMTBsWOSTbMqXj9UkG1dXGDIEpk0zTVvDO3nS3H7hwhjfXhJA4UyFqZu/riX2w9YfCAkNcVBGIiIiIkmbiiMiIomRzQa9epm5u5FNsilb1hzBiYXXX4cNGyB7dmv87l1o0gQGD45VmxOJZ73K97J8fuz6MRYfWeygbERERESSNhVHREQSs6ZNYd06+0k2V69C9eowfXqsbl+6NOzcaWotEX36Kbz2Gty/H6tHSDypnrc6RbMUtcS+3/q9g7IRERERSdpUHBERSexKl458kk1AALRtC59/HqstHtmywdq10K6d/dqsWVCpEvj6xvj2Ek9sNpvd7pH1p9ez8/xOB2UkIiIiknSpOCIikhQ8nGRTp4792pdfQps24OcX49t7ecGUKabNiUuEvxn27DH1mc2bY3x7iSevvvgq2VJms8S+36LdIyIiIiLRpeKIiEhSkTo1LF4M3bvbr82cCdWqwaVLMb79wzYnS5aYqTbhXboEL79sBuZI4uHh6sF7Zd6zxGYfmM2ZW2cclJGIiIhI0qTiiIhIUuLmBiNHmlfELR5bt5rmIbGcxVu3rjnFU7CgNR4YCB06QM+eEBQUq0dIHOpSqgs+7j5hnweHBjNy20gHZiQiIiKS9Kg4IiKSFHXvbrZ4pEpljZ8+DRUqwPLlsbr9c8+ZWkvt2vZrI0aYAsr167F6hMSR9N7paV+8vSU2fvd4bvvfdlBGIiIiIkmPiiMiIklV3bqmEUju3Nb4nTtQvz78/HOsbp8unam/9Oplv7ZypdmkcuhQrB4hcaRnuZ7YsIV9ftv/Nr/s/sWBGYmIiIgkLSqOiIgkZS++aM7AlCtnjYeEwHvvQbdu5jxMDLm5mSatkyeDh4d17fhxUyBZujTGt5c4kj99fho/39gS+2HrDwQGx/x/exERERFnouKIiEhSlyULrF4Nr75qvzZ6NNSrBzdvxuoRb74J69ZB1qzW+J070LAhDB0aq2nCEgc+qvCR5fOzt88yc/9MB2UjIiIikrSoOCIikhx4e8OMGTBggP3aypVmZ8nx47F6RLlysHMnlCpljYeGQr9+0LYtPHgQq0dILFTIWYGKOStaYt9u/pZQVa1EREREnkrFERGR5MJmgy++MEUST0/r2pEjUKYMrF0bq0c88wysXw9t2tivzZgBVarAuXOxeoTEQp+KfSyf77+8n+XHY9ecV0RERMQZqDgiIpLcvPaaOQOTJYs1fuMG1KwJv8SuUae3N0ybBkOGmHpMeA93lmzbFqtHSAw1KNiA5zM+b4l9u/lbB2UjIiIiknSoOCIikhyVLQvbt0OxYtZ4UBB06gQffgjBwTG+vc0GffvCokX204QvXoSqVWHq1BjfXmLIxeZi13tk7am1bD+33UEZiYiIiCQNKo6IiCRXuXLBxo3QuLH92g8/QKNGcPt2rB7RoAFs3QrPPmuN+/ubJq4ffRSrGozEwOtFXidbymyW2Hebv3NQNiIiIiJJg4ojIiLJWcqUMG+e2eYR0bJlUKECnDgRq0cULmw2qbzyiv3asGGmgBLLYTkSDZ5unvQs19MSm3twLsevx64hr4iIiEhypuKIiEhy5+JiGoT8+iu4u1vXDhwwjVrXrYvVI9Knh+XL4f337deWLzenfI4cidUjJBq6lOxCKo9H551CCWX45uEOzEhEREQkcVNxRETEWbz1FqxeDRkzWuPXrkGNGjBhQqxu7+YGI0aYfq8RazBHj5oCyV9/xeoREkVpvNLQtVRXS+zXf37l0t1LDspIREREJHFTcURExJlUqmTOwLzwgjUeFASdO0OPHubjWOjQAdasgcyZrfFbt6BePfj+ewgNjdUjJAp6lO2Bu8ujKpV/sD8/b//ZgRmJiIiIJF4qjoiIOJu8eWHzZtMMJKKffjIVjBs3YvWIihVhxw4oXtwaDwmBXr2gfXvw84vVI+Qpnkn9DG2LtrXERu0Yxd2Auw7KSERERCTxUnFERMQZpU4NCxZE3qj177+hXDlzFiYWHg7LadXKfm3KFKhWDS5ciNUj5Cl6V+ht+fyG3w0m7p7ooGxEREREEi8VR0REnJWrq2nUOnUqeHhY1x42Cfn771g9IkUKmDkTBg2yX9u6FUqXNjtMJH4UzlSYhgUbWmLfb/2ewOBAB2UkIiIikjipOCIi4uzatYO1ayFLFmv85k2oWxdGjoxVkxCbDfr3h/nzTbEkvHPnoEoVmDEjxreXp+hTsY/l8zO3zjD7wGwHZSMiIiKSOKk4IiIiUL682cLx0kvWeHCwmc/buTMEBMTqEU2awJYtpuVJeH5+8Prr0K+feZzErYo5K1I+R3lL7NvN3xKqrrgiIiIiYVQcERERI2dO2LABmje3X/vlF6heHS7FbhRskSJmWM7LL9uvDR0KjRvD7duxeoREYLPZ7HaP/HvpX1b8t8JBGYmIiIgkPiqOiIjIIylSwOzZ8Pnn9mubNkGpUrB7d6wekTEjrFgB775rv7Z0qekFe/x4rB4hETR6rhHPZXjOEvt287cOykZEREQk8VFxRERErFxcYOBAmDMHfHysa2fPQqVKMGtWrB7h7g6jRsHYseDmZl07dAjKlIGVK2P1CAnHxebCRxU+ssRWn1zNzvM7HZSRiIiISOKi4oiIiESuRQuzWyRXLmv8wQN49VXTZTUkJFaP6NIFVq0yu0nCu3ED6tSBn36KVS9YCadt0bZkTZnVEhu6aaiDshERERFJXFQcERGRxyte3DRqrVzZfu3rr02X1Vg2CalSxTyiaFFrPDgYevSATp3A3z9WjxDA082TnmV7WmJzD87l8NXDjklIREREJBFRcURERJ4sc2ZzxqVLF/u1xYvNpJtYNgnJk8dsUmnWzH5t4kR45ZVY94IVoGuprqTxTBP2eSih2j0iIiIigoojIiISFR4epkHI6NH2TUIOHjRNQv7+O1aPSJnStDl5XC/Y0qVhz55YPcLppfFKQ7fS3Syxaf9O48ytMw7KSERERCRxUHFERESi7p13TBEkQwZr/GGTkGHDYtUk5Em9YH19oWJFM0xHYq5HuR54u3mHfR4UEsSwzcMcmJGIiIiI46k4IiIi0fPyy6ZJSJEi1nhICHz0EbRrZ5q2xsKTesG2bg2ffRbrXrBOK3OKzHQq0ckSm7B7ApfvXXZQRiIiIiKOp+KIiIhEX968sHkzNG9uvzZ9uhn3eyZ2RzWe1At20CDTn+TOnVg9wmn1rtAbN5dHx6P8gvz4ceuPjktIRERExMFUHBERkZhJmdKccfnqK/u13buhVClYvz5Wj3jYC7ZTJ/u1hQuhQgU4cSJWj3BKOdPkpF3RdpbYqB2juOV3y0EZiYiIiDiWiiMiIhJzLi7w6aewaBGkSmVdu3LFjJkZPTpWfUg8PGDcOPj5Z3B1ta7t328ata5ZE+PbO62+Fftiwxb2+W3/24zeMdqBGYmIiIg4joojIiISew0bwrZtUKCANR4UBN26QefO4O8f49vbbOY2K1ZA+vTWtevXoWbNWNdgnM5zGZ+jReEWltgPW3/gfuB9B2UkIiIi4jgqjoiISNwoVAi2b4d69ezXfvkFqlWD8+dj9Yjq1U0fkhdesMaDg03x5J13ICAgVo9wKh9X+tjy+ZX7V5i4e6KDshERERFxHBVHREQk7qRNa47YfPyx/dqWLVCypGnkGgv58plbNWpkvzZunNlFcuVKrB7hNF7K9hJ18texxL7b/B0BwaowiYiIiHNRcUREROKWqyt8/TXMmgU+Pta1ixfNKOBx42J1BiZVKpg/H/r3t19bv970Idm7N8a3dyqfVPrE8rnvbV9m7JvhoGxEREREHEPFERERiR+tWpldInnyWOOBgdC1a6z7kLi4mJG+M2eCt7d17fRpM8lm7twY395pVM5dmUq5KlliQzYOITgk2EEZiYiIiCQ8FUdERCT+FCsGO3easy4R/fILVK0K587F6hGtW8PGjZAjhzV+/z60aAFffAEhIbF6RLIXcffIkWtHmH94voOyEREREUl4Ko6IiEj8ypABli2DPn3s17ZtM31INmyI1SNKlDA1mAoV7NcGDjSbWO7di9UjkrU6+etQPGtxS+ybjd8QqvE/IiIi4iRUHBERkfjn5gZDh0beh+TSJTOGZtSoWPUhyZIFVq+G9u3t1+bOhYoVzXEbsWez2ewm1+y+sJsV/61wUEYiIiIiCUvFERERSTitWsHWrWbkTHhBQdC9O7z9Njx4EOPbe3rCxInw44+mJ0l4e/dCqVKx3qSSbDUv1JwC6QtYYl9v/NpB2YiIiIgkLBVHREQkYRUpAjt2QO3a9muTJ0OlSnDqVIxvb7NBjx6wfLmZLBze1atmk8qECTG+fbLl6uJKv0r9LLH1p9ez6cwmB2UkIiIiknBUHBERkYSXPj0sXQoff2y/tnu36UPy99+xekTNmrB9Ozz/vDUeFGQG5XTvbgbnyCNti7YlR2prZ9tBGwY5KBsRERGRhKPiiIiIOIarK3z9NfzxB6RIYV27fh3q1IFvvolVH5ICBcwpnnr17NdGjTKbV65di/Htkx0PVw96l+9tiS0/vpwd53Y4KCMRERGRhKHiiIiIOFbz5maLR8GC1nhICHzyCTRrBrdvx/j2adLAokXQt6/92po1ULo07N8f49snO51KdiJzisyWmHaPiIiISHKn4oiIiDhe4cKmQNKkif3aggVQpgwcPBjj27u6wpAhMG2aadoa3smTUL48LFwY49snKz7uPna7RxYdWcSeC3sclJGIiIhI/FNxREREEoc0aczM3a+/th81c+SIKZD88UesHvH662ZaTfbs1vjdu6YuM3hwrE7xJBvvlH6HDN4ZLDHtHhEREZHkTMURERFJPFxcTJPW5ctN09bw7t2Dli2hTx/TVTWGSpc2w3LKlLFf+/RTeO01uH8/xrdPFlJ6pOTD8h9aYvMOzWP/ZZ0/EhERkeRJxREREUl8ataEXbugRAn7te++M+uXLsX49tmzw7p10K6d/dqsWVC5Mvj6xvj2yUL3Mt1J65XWEhu0XrtHREREJHlScURERBKnPHlg40Z46y37tbVr4aWXYNOmGN/eywumTIFhw+xP8ezeDaVKwebNMb59kpfaMzUflPvAEpt9YDaHrhxyUEYiIiIi8UfFERERSby8vWHSJBg7FtzdrWsXLsDLL8OIETFuFGKzQa9esGSJaXkS3uXL5vaTJsXo1snC+2XfJ7Vn6rDPQwll8IbBDsxIREREJH7Ea3Hk8uXLLFmyhAEDBlC3bl0yZsyIzWbDZrPxVmS/CYyhgQMHht33aa+1a9fG2XNFRCQB2GzQpYvppJojh3UtKAh69jSNQu7ejfEj6taFbdvspwkHBkKHDuYRsWhzkmSl9UrL+2Xet8R+3/87x64dc1BGIiIiIvEjXosjWbJkoWHDhnz11VcsX76ca9euxefjREQkOStb1px3qVHDfm3WLNNh9fDhGN/+uedMgaR2bfu1ESNMAeX69RjfPsnqWa4nKT1Shn0eEhrC1xu/dmBGIiIiInEvwY7V5MqVi1q1asX7c/bt2/fEV+nSpeM9BxERiSeZMplJNv37268dOmRG0cRi3G/atLB0KXz4of3aypWmPnPIyVpuZPDJQPfS3S2x3/b+xokbJxyUkYiIiEjci9fiyIABA1i8eDEXL17k9OnTjBs3Lj4fB8CLL774xFeKFCniPQcREYlHrq4waBAsXmyqGeHdvWvG/fbqZc7ExPD2w4fD5Mng4WFdO37cFEiWLo3RrZOsD8t/iI+7T9jnwaHBDNk4xIEZiYiIiMSteC2OfPHFFzRo0IAsWbLE52NERMQZNWhgxv0WK2a/9v33UK0anDsX49u/+aYZ95s1qzV+5w40bAhDh8a4D2ySkylFJt4p9Y4lNvmfyZy+edpBGYmIiIjELU2rERGRpCtfPtiyJfJxv5s2mXG/K1fG+PblysGOHVCypDUeGgr9+kHbtvDgQYxvn6T0rtAbLzevsM8DQwIZummoAzMSERERiTsqjoiISNL2cNzv+PH252CuXIFateCrryAkJEa3z5HDDMpp08Z+bcYMqFIlVhtUkoysKbPSuURnS2zinomcu+0EX7yIiIgke8muOFKrVi0yZ86Mh4cHmTNn5uWXX2bIkCHcuHEjVvc9e/bsE18XLlyIo69ARESizWaDTp1g82bIk8e6FhoKAwZA/fpw9WqMbu/tDdOmwZAh5lHh7dxp+sBu2xaz1JOSPhX74OH6qAAVEBzAt5u+dWBGIiIiInEj2RVH/v77b65cuUJgYCBXrlxh3bp1fPzxx+TLl4+FCxfG+L45c+Z84qtMmTJx+FWIiEiMlCxpxv02aGC/tnw5lCgR4yqGzQZ9+8KiRZAqlXXtwgWoWhWmTo3RrZOMZ1I/Q8eXOlpi43eP5+Ldiw7KSERERCRuJJviSJEiRfjss89YvHgxu3btYuvWrUyZMiVsfPDNmzdp3rw5f/75p4MzFRGReJUuHSxcaLZ5uET4a87XFypXhpEjY9xNtUED2LoVnn3WGvf3N01cP/oIgoNjmHsS0LdSX9xd3MM+9wvy47tN3zkwIxEREZHYs4WGJlyv/VOnTpE3b14A3nzzTSZPnhwn97158yZpI45zDGfcuHF07doVgOzZs/Pff//h5eX12Osjc/bs2SeuX7hwIWz3iK+vLzly5IjW/UVEJB6sXQuvvgqXLtmvtWoFEyZA6tQxuvX16+YWq1bZr9WpA7//bj9pOLnovLgzE3ZPCPvcy82LE++fIFuqbA7MSkRERJzF2bNnyZkzJxB3P38ni50jTyqMAHTp0oUOHToAcP78eebOnRvtZ+TIkeOJr2zZ9A2hiEii8/LLsGePOfMS0ezZUKoU7N0bo1unT29O6rz/vv3a8uVQtiwcORKjWyd6H1f6GDcXt7DP/YL8NLlGREREkrRkURyJii5duoR9vG7dOgdmIiIiCSpbNjPOt18/+7Vjx8y83gkTYnTMxs0NRoyAX34Bd3fr2tGjpkDy118xzDsRy5suL+2Lt7fExu4cq8k1IiIikmQ5TXGkcOHCYR+fc4aZiyIi8oibG3zzjemmGnG3oZ8fdO4M7drB3bsxun2HDrBmDWTObI3fugX16sH338e4xUmi1b9yf0vvEf9gf77Z+I0DMxIRERGJOacpjtgizl4UERHn07ChOWZTurT92vTpJr5/f4xuXbEi7NgBL71kjYeEQK9e8NZbpg6TXOROm5uOJayTaybsnoDvLV8HZSQiIiISc05THDl48GDYx9mzZ3dgJiIi4lB58sDGjZE3Czl8GMqUgRg2DM+Vy9y6VSv7talToVo1M/Y3ufik8id4uHqEfR4QHMDXG752YEYiIiIiMeM0xZFx48aFfVw1ssZ8IiLiPDw8TLOQP/6wn1bz4AG0b29e9+9H+9Y+PjBzJgwaZL+2davZnLJjRwzzTmRypM5Bl5JdLLGJeyZy6uYpxyQkIiIiEkOJvjgyefJkbDYbNpuNgQMH2q3v27eP48ePP/Ee48eP55dffgEga9asNG3aND5SFRGRpKZ5c9i9G0qUsF+bPNnsIgm38zCqbDbo3x/mz4eUKa1r585BlSowY0bMUk5s+lXqh5ebV9jngSGBDF4/2IEZiYiIiESf29MvibmNGzdaChdXr14N+/j48eNMjrBt+a233or2M3bt2kXHjh2pVq0adevWpUiRImTIkIGgoCAOHz7M9OnTWbFiBQCurq6MHz+eFClSxOjrERGRZOjZZ2HTJtMYZPRo69qBA2arx6hRpmlINDVpAps3Q+PGcPLko7ifH7z+OuzbZ3aYuLrG6itwqOypstO1ZFd+3PZjWOzXf36lX6V+PJv+WcclJiIiIhIN8Voc+eWXX5gyZUqka5s2bWLTpk2WWEyKIwDBwcGsXLmSlStXPvaaDBkyMHHiRBo2bBijZ4iISDLm5WUKIFWqQKdOcOfOo7X7980Rm9WrTfEk4laQpyhSBLZvh5YtYe1a69qQIab/6/Tp9qd7kpK+lfoybtc4HgQ9ACA4NJhBGwbxa+NfHZyZiIiISNQk+mM1T1OvXj0mTpxIx44dKVmyJDly5MDb2xsvLy+yZ89O3bp1GTFiBCdOnKBx48aOTldERBKz1q1h1y4oVsx+7bffoFQp+PffaN82Y0ZYsQLefdd+bckSKFcOnnJCNFHLmjIr3Up3s8Sm7p3KsWvHHJSRiIiISPTYQkNDQx2dRHJw9uxZcubMCYCvry85cuRwcEYiIhJjDx7Ahx/C2LH2a56epplr586muUg0jRsH3btDUJA1ni4dzJ4NNWrEMGcHu3LvCnlH5OVe4L2wWNuibfmt6W8OzEpERESSo/j4+TvJ7xwRERGJc97eMGYMzJplf97F3x+6doVXX4Vbt6J96y5dYNUqs5skvBs3oE4d+OknSIq/tsiUIhPvlXnPEpuxbwaHrhxyUEYiIiIiUafiiIiIyOO0amWm2ZQsab82e7aZcrNzZ7RvW6WKGedbtKg1HhwMPXqYtif+/jHM2YF6V+hNSo9HPVlCQkP4cv2XDsxIREREJGpUHBEREXmSh9Nseva0XztxAipUgB9/jPZ2jzx5zG2bN7dfmzgRXnkFLl2KScKOk8EnAz3L9rTEZu2fxf7L+x2TkIiIiEgUqTgiIiLyNJ6e8MMPsGABpE1rXQsMhA8+gEaNINzI+qhImdJsQBk40H5t0yYzRXjPnpgm7Rgflv+Q1J6PjiKFEsoX675wYEYiIiIiT6fiiIiISFQ1bgz//APly9uvLVliptxEnNf7FC4u8Pnn8Mcf4ONjXfP1hYoVTQElqUjnnY4Pyn1gif1x8A/2XtzroIxEREREnk7FERERkejInRvWrYM+fezXzp+H6tVhwAD7cTRP0bw5bN4MuXJZ4w8emAnDn30GISGxyDsB9SzXk7ReaS2xz9d+7phkRERERKJAxREREZHocneHoUNh+XLInNm6FhoKX30F1aqZrR/RUKyYadRaubL92qBB0KwZ3LkTi7wTSFqvtPQq38sSW3hkIdvPbXdQRiIiIiJPpuKIiIhITNWuDXv3Qs2a9msbN5pqx8KF0bpl5sywciV07my/tnCh6f964kQM801A75d9nwzeGSyxT1Z94qBsRERERJ5MxREREZHYyJrV7CAZOhTc3KxrN25AkybQvTv4+UX5lh4eMHYsjBoFrq7Wtf37TaPWNWtin3p8Su2Zmo8rfWyJrTq5ilUnVjkoIxEREZHHU3FEREQktlxcTA+SDRvMjN6IRo2CMmXg4MEo39Jmg3ffhRUrIH1669r162azyujR0Z4gnKDeLf0uz6R6xhLrv7o/oYk5aREREXFKKo6IiIjElXLlzOzdVq3s1/btg5IlzZaQaBQHqlc3fUheeMEaDw6Gbt3gnXcgICCWeccTb3dvBlQdYIltO7eNRUcWOSgjERERkcipOCIiIhKX0qaFmTNhwgTw9rau+fmZakazZnDtWpRvmS8fbNkCjRrZr40bBzVqwJUrsUs7vrQv3p786fNbYp+u+ZTgkGAHZSQiIiJiT8URERGRuGazQceOsHMnFCliv75ggWnWGo3GIalSwfz50L+//dqGDaYPyd69MU85vri7uvPly19aYvsv7+f3/b87KCMREREReyqOiIiIxJfChWH7dnj/ffu1c+fglVfgk08gMDBKt3NxMSN9Z86035Ry+rSZZDN3bhzkHcdav9iaolmKWmKfr/2cgOBEeh5IREREnI6KIyIiIvHJywtGjIAlSyBjRutaaCh88w1UqgT//RflW7ZubSYF58hhjd+/Dy1awMCBEBIS+9TjiovNhcHVB1tiJ26cYNKeSQ7KSERERMRKxREREZGEUL8+/PuvGTMT0fbtULw4TJ0a5WatJUqYUzsVKtivffEFtGwJd+/GLuW4VL9AfcrnKG+JfbnuS+4H3ndQRiIiIiKPqDgiIiKSULJlg+XLYdgwcHe3rt29C2++CW3awM2bUbpdliywejW8/bb92rx5ULEinDoV66zjhM1m4+tXvrbELty9wKjtoxyUkYiIiMgjKo6IiIgkJBcX6NULtm6FggXt12fOhKJFYd26KN3O0xN++cWc3HGJ8Lf6v/+aRq0bNsRB3nHg5TwvU+vZWpbYkE1DuOV3y0EZiYiIiBgqjoiIiDhCiRKwa1fk2z58faFaNfj4Ywh4etNSm830fF2+3EwSDu/qVaheHcaPj5u0Yyti75HrD64zfMtwB2UjIiIiYqg4IiIi4igpU8LEifDHH5AunXUtNBSGDIHy5eHIkSjdrmZN076kUCFrPCgIunSB7t2jPBgn3pTKXormhZpbYt9v+Z7L9y47KCMRERERFUdEREQcr3lzcwamenX7td274aWXYNy4KDVrLVAAtmwx/V8jGjUKateGa9fiIOdY+KraV7jYHn0Lci/wHt9s+MaBGYmIiIizU3FEREQkMciRA/7+O/JmrQ8eQNeu0KQJXLny1FulSQMLF0LfvvZra9aYPiT798dN2jFRKFMh3ij2hiU2eudoztw646CMRERExNmpOCIiIpJYPGzWGtnZGIBFi6BIEVi27Km3cnU1p3KmTTNNW8M7edKc1lm4MI7yjoHPq36Ou8ujIlBAcABfrvvScQmJiIiIU1NxREREJLEpXhx27oRu3ezXLl0yZ2beeQfu3XvqrV5/3UyryZ7dGr9712xEGTw4Sqd14lyetHnoWqqrJfbrP79y8MrBhE9GREREnJ6KIyIiIomRjw/8/DMsXgyZMtmvjx1repFs3/7UW5UubWotZcvar336Kbz2Gty/Hwc5R1P/yv3xcfcJ+zwkNISPV32c8ImIiIiI01NxREREJDFr0AD27Yu8w+qxY1ChAnzxhRlJ8wTZssHatdCunf3arFlQqZKZIJyQsqTMQq/yvSyxRUcWsfHMxoRNRERERJyeiiMiIiKJXZYsZgfJuHFmR0l4wcEwcCBUrGiKJU/g5QVTppiery4RvgPYswdKlYLNm+M29af5qMJHZPKx7oz56O+PCHXEWR8RERFxWiqOiIiIJAU2G3TuDP/8E/n5mO3bTa+Sp4z8tdlMz9elS81Um/AuX4aXX4ZJk+Iy8SdL5ZmKAVUHWGJbz25l3qF5CZeEiIiIOD0VR0RERJKSAgVg40ZzlMbV1bp2/74Z+dugAVy48MTb1KkD27ZBwYLWeGAgdOgAPXs+9aROnOlcsjPPpnvWEvt41ccEBgcmTAIiIiLi9FQcERERSWrc3GDAAHMGpkAB+/Vly+DFF2HOnCfe5rnnTIGkdm37tREjoG5duH49jnJ+Ag9XD7555RtL7Nj1Y/yy+5f4f7iIiIgIKo6IiIgkXWXKmGYh77xjv3b9OrRqZWb53rjx2FukTWuO2PTqZb+2cqU5wXPoUNyl/DgtCregzDNlLLGB6wZyx/9O/D9cREREnJ6KIyIiIklZihQwerSpcGTJYr8+Y4bZRfLXX4+9hauradI6ZQp4eFjXjh83BZIlS+I47whsNhvf1vjWErt87zLDtwyP3weLiIiIoOKIiIhI8lCvHuzfDy1a2K+dP2+ajLz7Lty799hbvPEGrFsHWbNa43fuQKNGMHToE3u9xlrVPFWpX8A6snjY5mFcvHsx/h4qIiIigoojIiIiyUfGjDB7Nkyfbs7LRDRmDBQr9sR5veXKwc6dZqxveKGh0K8ftG0LDx7EbdrhDakxBBfbo29P7gXe48t1X8bfA0VERERQcURERCR5sdmgTRuzi6RWLfv1//6DypVNpcPfP9JbPPMMrF9vbhPRjBlQpQqcOxfHef/fi5lf5K1ib1li43eN58jVI/HzQBERERFUHBEREUmennkGli83/Uh8fKxrISHmjEzJkrBrV6Rv9/aGadNgyBBTbwnv4c6SbdviJ/Uvqn2Bl5tX2OfBocF8svqT+HmYiIiICCqOiIiIJF82m5lks3cvlC9vv37ggOm2+vnnEBAQ6dv79oVFiyBVKuvaxYtQtSpMnRr3aedInYOeZXtaYvMOzWOL75a4f5iIiIgIKo6IiIgkf/nzw4YN8M034O5uXQsOhi+/NEWSf/+N9O0NGsDWrfDss9a4vz+8+Sb07m1uE5f6VepHBu8MlliflX0Ijc+OsCIiIuK0VBwRERFxBq6ups/Izp1QvLj9+j//mLMygwdDUJDdcuHCsH07vPKK/VuHDzcFlJs34y7dNF5p+LTKp5bYxjMbWXRkUdw9REREROT/VBwRERFxJkWLmirH55+Dm5t1LTAQPv3UHME5eNDurenTmzYm779vf9vly83mkyNx2Df1nVLvkCdtHkus36p+BAYHxt1DRERERFBxRERExPm4u8PAgaaj6osv2q/v3AklSsB339mdl3FzgxEj4Jdf7E/oHD1qCiTLl8dNmp5ungyuPtgSO3z1MBN2T4ibB4iIiIj8n4ojIiIizqpECVMI+fhjcInwLYG/P/TpAxUrwqFDdm/t0AHWrIHMma3xW7egfn1z1CYu2oO8+uKrlMxW0hIbsGYAN/1uxv7mIiIiIv+n4oiIiIgz8/SEr7+GLVvg+eft17dtg5deMqN/I/QiqVgRduwwy+GFhJgmre3bg59f7NJzsbnwfe3vLbFrD64xeP3gx7xDREREJPpUHBEREREoUwZ274ZevcwM3/D8/U0z1woVYP9+y1KuXLBxI7RqZX/LKVPg5ZfhwoXYpVYldxWaFWpmiY3YNoL/rv8XuxuLiIiI/J+KIyIiImJ4e8OwYWbsb4EC9us7dkDJkmaiTeCjpqg+PjBzJgwaZP+WbdvMEJwdO2KX2tAaQ3F3edTkJDAkkL4r+8bupiIiIiL/p+KIiIiIWFWsCHv3mrMxEXuRBASYiTblysG//4aFbTbo3x8WLICUKa1vOX8eqlSBGTNinlL+9Pl5v6x1TM7cQ3NZf3p9zG8qIiIi8n8qjoiIiIg9b28zrWbTpsh7kezebbaEfPmlKZj8X+PGsHkz5M1rvdzPD15/3ZzOiTAAJ8o+rfIpGbwzWGIf/vUhIaEhMbuhiIiIyP+pOCIiIiKPV64c7NkDffva7yIJDITPP4fSpc3Um/8rUgS2b4dq1exvN3SoKaDcvh39VNJ6peWLl7+wxHZd2MW0f6dF/2YiIiIi4ag4IiIiIk/m5QVDhpiJNoUL26//+y+ULWsKKA8eAJAxI/z1F3TrZn/50qWm5nL8ePRT6VyyM89ntO5k+WTVJ9wLuBf9m4mIiIj8n4ojIiIiEjUPJ9p88gm4ulrXQkLg22+hWDFYb/qAuLvDzz/D2LHg5ma9/NAhc7uVK6OXgrurO8NrDbfEzt05x7DNw6L71YiIiIiEUXFEREREos7T00yr2bYNiha1Xz92DKpWNVtG7twBoEsXWLXK7CYJ78YNqFMHfvoJQkOjnkLd/HWpma+mJfbt5m85d/tcdL8aEREREUDFEREREYmJkiVNn5GvvgIPD/v10aPhhRfgzz8BM61mxw77ekpwMPToAZ06gb9/1B5ts9kYXms4LrZH38bcD7xP/9X9Y/rViIiIiJNTcURERERixt3djPXds8c0EYnI1xfq1YM33oBr18iTxwy/adbM/tKJE+GVV+DSpag9ukiWInR8qaMlNmXvFHad3xX9r0NEREScnoojIiIiEjuFC8PGjfDjj+DjY7/+229QqBD8/jspU4QyZ44ZchPRpk1m8M3u3VF77JfVviSVRypL7MMVHxIanTM6IiIiIqg4IiIiInHB1dWcj9m3z2wBiejKFWjTBho0wOXsGQYOhDlz7Gspvr5QqRLMnv30R2ZJmYX+la1HadafXs+Cwwti/GWIiIiIc1JxREREROJOvnzw998wYQKkTm2/vmyZ2WkyYgQtmgazeTPkymW95MEDaN0aPvvMDMF5kh7lepAnbR5L7KO/P8I/KIoNTERERERQcURERETims0GHTuaeb1Nm9qv37sHPXtChQoUc9nHjh1QubL9ZYMGmf4k/x96EykvNy+G1hhqif134z9+3PpjrL4EERERcS4qjoiIiEj8yJ4d5s2DuXMhWzb79e3boUQJMv/0KSuX+NGpk/0lCxdC+fJw4sTjH9OycEsq5KxgiX21/ivO3zkfyy9AREREnIWKIyIiIhK/mjWDgwehc2f7taAgGDwYj9LFGNdmHT//bNqXhHfggGnUumZN5Le32WyMqDMCG7aw2L3Ae/Rd2TcOvwgRERFJzlQcERERkfiXNi2MGwfr1kHBgvbrR49iq/Yy3Xa9zYo5t0if3rp8/TrUrAmjRkFkw2hKZS9Fh5c6WGLT/p3GpjOb4uorEBERkWRMxRERERFJOFWqwN690L8/uLnZr//6K9U752fHJ/N54QVrFSQ4GLp3h3fegYAA+7cOfmUwaTzTWGLv/fkewSHBcfkViIiISDKk4oiIiIgkLC8v0211924oU8Z+/epV8vVuxpaMjWj0yl275XHjzC6SK1es8cwpMvPFy19YYnsu7mHinolxmb2IiIgkQyqOiIiIiGMUKQKbN8PIkZAqld1yqnVLmL8hE/2rbrRbW7/e9CHZu9caf7f0u7yQ6QVL7JNVn3DjwY04TV1ERESSFxVHRERExHFcXc1ZmYMHIx376xLgx6B1lZn5TC+8Pa3HY06fhgoVzDCch9xd3RlRZ4TlumsPrvH52s/jJX0RERFJHlQcEREREcfLkcOM/V2wwHwcQetz37PRvzQ5Uly3xO/fhxYt4IsvICTExF7J9wrNCzW3XDd6x2j2XdoXX9mLiIhIEqfiiIiIiCQejRubXSQ9e4KL9duUEuxh571CVHDbbve2gQOhVSu4d898PqzWMLzcvMLWg0OD6bG8B6GRjboRERERp6fiiIiIiCQuqVLBDz/A9u1QooRlKQuXWR1UmfZMsnvb3LlQsaI5bpMnbR76VuxrWV9zag1zD821e5+IiIiIiiMiIiKSOJUsCdu2wfffQ4oUYWFPAphIB36kBy5Y+5Ds3QulSsGGDdCnYh9ypcllWe+1ohf3A+8nSPoiIiKSdKg4IiIiIomXmxt88AEcOgTNmoWFbUAPfmI5dUiLdRLN1atQvTpMn+zD8FrDLWtnbp1h6MahCZG5iIiIJCEqjoiIiEjilzOnOTezZAnkyRMWrslKtlOG5zlkuTwoCDp3hjWjm/Ny7mqWtaGbhnLyxsmEyFpERESSiHgtjly+fJklS5YwYMAA6tatS8aMGbHZbNhsNt566614eebvv/9OrVq1yJo1K15eXuTOnZu2bduyZcuWeHmeiIiIJKD69eHAAfjkE3B3B6AAx9lKOeqx1O7y0aNs3Js7Aleba1jMP9if3n/3TrCURUREJPGzhcZj23abzfbYtTfffJPJkyfH2bMePHhAixYtWLZsWaTrLi4uDBgwgM8//zzOnhne2bNnyZkzJwC+vr7kiGQMoYiIiMShQ4fgnXdg3ToAgnGhP4MZSj+7S1O3fp/bhUZaYn+1/Ytaz9ZKkFRFREQk7sTHz98JdqwmV65c1KoVf9+AvP3222GFkWrVqrFgwQK2b9/OxIkTefbZZwkJCWHgwIGMHz8+3nIQERGRBFSoEKxZA1OmQKZMuBLCED5mGq/jiZ/l0tsLv4D7GSyxbsu64RdkvU5EREScU7wWRwYMGMDixYu5ePEip0+fZty4cfHynNWrVzNz5kwAGjZsyN9//03jxo0pXbo0b7/9Nlu3biVXLtOtvm/fvty4ceNJtxMREZGkwmaDN96Aw4ehSxew2XidGWygMtk59+g6v3SwcojlrcevH+e7Td8lcMIiIiKSGMVrceSLL76gQYMGZMmSJT4fw7BhwwBwc3Nj9OjRuLq6WtYzZszI0KGmM/3Nmzf55Zdf4jUfERERSWDp08PYsWb0b6lSlGYnOylFWbY+umbP2+BbzvK2wRsG89/1/xI4WREREUlskvy0mjt37rBq1SoAatSo8dizRs2aNSN16tQAzJ8/P8HyExERkQRUujRs3Qpjx5ItnT9reZl2TDVroS6wdAyEPPr2xz/Yn+5/diceW7CJiIhIEpDkiyM7duwgICAAgKpVqz72Og8PD8qVKxf2nsDAwATJT0RERBKYq6s5YnP0KF4d2jKFNxlGL1wIhovFYft7lsuXH1/O/MP6xYmIiDin0NBQgkKCHJ2Gw7k5OoHYOnjwYNjHzz///BOvff7551mxYgVBQUEcO3aMwoULx3d6idatW7f4+++/HZ2GiIhI/KpTB/LlI/eECfQ7tYof+YD7a6rDC7Mg1cWwyzrOfJda/WuR0iOlA5MVERFJePMOzWPguoGMazCOCjkrODodh0nyxZGzZ8+Gffy08T0PR/2AGfcTneJI+OdE5sKFC1G+V2Lg6+tLy5YtHZ2GiIhIAnsL/IG/8kKLR9EbLpd4+fU32Pr1cNwK5HVUciIiIgnqtv9t3l/+PufvnKfipIp0LtGZITWGkM47naNTS3BJvjhy586dsI9Tpnzyb3tSpEgR9vHdu3ej9ZzwhRURERFJ4vafhBLFId8/YaFdhRZTuVI9lr55lfQD3wcfH4elJyIikhA+W/0Z5++cD/t8/O7x1MhXg5YvON8v0pN8zxE/P7+wjz08PJ54raenZ9jHDx48iLecREREJPGruO5ZCAr3vYNrEFvrT6XMd804lL8hzJ0LatQqIiLJ1M7zOxm5faQlVvvZ2rQo3OIx70jekvzOES8vr7CPHzZmfRx/f/+wj729vaP1HF9f3yeuX7hwgTJlykTrno7k6en51B4tIiIiycmZM2e4f/9+2Octe1Yi/ZkULE4z9dFFuTfwX7EtlN07n99bvEb9aqPgxx+haNGET1hERCSeBIUE0WVJF0J59EsALzcvRtcfjc1mc2BmjpPkiyOpUqUK+/hpR2Xu3bsX9vHTjuBE9LR+JklNgQIFOHTokKPTEBERSTBNmjRh4cKFYZ/fuXuXWUPHkn/4es77n3p0Ya2PuHO0IQ0fLOabNR/Tp/hL2N7pCl9+CRkyJHziIiIicezn7T+z+8JuS2xAlQHkS5fPQRk5XpI/VhO+aPG0pqnhd3+oh4iIiIhzifiLkbt37+Lt7s24ZtYtxaS4AtX7E4oL/RhK29CpPBg9CQoUgJEjIUjjDkVEJOnyveXLZ2s+s8QKZypMrwq9HJRR4pDkiyPhJ84cPnz4idc+XHdzc6NAgQLxmpeIiIgkLuF3m8Kjpu4NCjagyfNNrBeXGgfPbAdgBq9ThfWcu+EN778PxYvDypUJkLGIiEjce3/5+9wNsJ66GNdgHB6uT+7hmdwl+eJI6dKlwxqxrlu37rHXBQQEsHXr1rD3uLu7J0h+IiIikjhE3DkSfuLdj7V/xMc93HQaWyjUfwdswQDspDSl2Mk2ysCBA1CzJjRpAv/9lxCpi4iIxIlFRxax4PACS6zjSx2plKuSYxJKRJJ8cSRVqlS88sorAKxcufKxR2vmzZvH7du3AWjatGmC5SciIiKJQ8SdI+F7leVOm5sBVQZY35B9N5T5OezTi2SjKuuYSjsTWLgQCheGPn3g1q14y1tERCQu3A24S/dl3S2xTD6ZGFpzqIMySlwSfXFk8uTJ2Gw2bDYbAwcOjPSa3r17AxAUFES3bt0IDg62rF+9epW+ffsCkDZtWjp27BivOYuIiEji87hjNQ99UP4DCmUsZInZavSHNGfCPvfHizeZSm++IxgXCAiA774z/UjGjlU/EhERSbQ+X/M5vretU1i/r/096b3TOyijxCVep9Vs3LiR48ePh31+9erVsI+PHz/O5MmTLde/9dZbMXpO9erVefXVV5k5cyaLFi2iZs2a9OzZk+zZs7Nv3z4GDx7MmTPmG5uhQ4eSLl26GD1HREREkq7IGrKG5+HqwdgGY6k6uWpYLNT9HhneeJdrIxcDj0YbDqc3B3iB33mNtNyCK1fgnXfg55/h+++hVq14/VpERESiY8+FPYzYNsISeyXvK7xe5HUHZZT4xGtx5JdffmHKlCmRrm3atIlNmzZZYjEtjgBMmjSJ27dvs2zZMtasWcOaNWss6y4uLnz22Wd07tw5xs8QERGRpOtpO0cAquSuQqcSnZiwe0JY7FqGpdTpPZvlw1pbrl1OXcqyjUU04jmOmuCBA1C7NtSrB8OHw/PPx/0XIiIiEg3BIcF0WdKF4NBHJyw8XD0YXX80NpvtCe90Lon+WE1UeXt7s3TpUqZPn07NmjXJnDkzHh4e5MyZkzZt2rBx48bHHssRERGR5O9JDVnDG1pjKFlSZLHEdmd5nxHjbxCxn/tRnqMs21hObevCsmXw4otmus21a7HOXUREJKbG7hzLjvM7LLH+lftTMENBB2WUONlCQ0NDHZ1EcnD27Fly5swJgK+vLzly5HBwRiIiIhLeunXrePnll8M+T58+PdceU7iYc2AOrf5oZYl1eKkD7TP8QrNmcPmy9XoXgvmWPnzI99j9Di5tWvjsM+jWDTw9Y/11iIiIRNX5O+d5/ufnuRPw6BcCz2V4jr1d9+LplnT/ToqPn7+Tzc4RERERkSeJyrGah1oUbkHDgg0tsYl7JhL4zFp27ICXXrJeH4IrvRlOe6+Z+BHhm82bN6FXLyhUCGbPBv1eSkREEkjP5T0thRGAMfXHJOnCSHxRcUREREScQsRjNYGBgfj7+0d6rc1mY1S9UaT0sL6n8+LOZM7ux8aN0KqV/fum+LWmWvajXPDIbb948iS0bg0VKsDmzTH+OkRERKJiydElzDk4xxJ7s9ibVMtbzUEZJW4qjoiIiIhTiLhzBOwn1oSXM01Ovq7+tSV27PoxBq0fhI8PzJwJgwbZv2/r+VyUTn+cHTU+jvzGW7dCxYrQsiX891+0vgYREZGouO1/m65Lulpi6b3TM6zWMAdllPipOCIiIiJOIbLiyJOO1gC8W/pdyj5T1hIbumko+y7tw2aD/v1h/nyIsCmFcxfdqLLxa2YMPGp2ikTmjz/MUZsPPoDr16P1tYiIiDxJ37/7cu7OOUtsWM1hZPTJ6KCMEj8VR0RERMQp+Pj42MWetHMEwNXFlQkNJ+Dm4hYWCwoJotPiTgSHmJGITZqYUzJ581rf6+cHrw8swMeVNxI86w949ln7BwQGwo8/mrXvvjNvEhERiYW1p9YydtdYS6xGvhq8VfwtxySURKg4IiIiIk7BxcUlyuN8wyuSpQh9KvSxxLad28aYnWMeXVMEtm+HcMNwwgwZaqPJb825vfWgKYSkT29/0c2b0KcPFCwIU6dCcHAUviIRERGr+4H36bS4kyXm4+7D+Abjsdns5qlJOCqOiIiIiNOISXEE4LOqn1EgfQFL7ONVH+N7yzfs84wZYcUKePdd+/cvWQLlqnhwvH4POH7cTK/x8LC/0NcX3nwTSpSA5cs12UZERKJl4NqBHL9+3BL7uvrX5E2X9zHvkIdUHBERERGnEbHvyNOO1Tzk5ebF+Ibjre8NuEu3Zd0IDVfAcHeHUaNg7Fhwc7Pe49AhKFMGVu5KB8OGweHDZnpNZP79F+rWhRo1YNeuKOUoIiLObef5nQzfMtwSK5+jPN3LdHdQRkmLiiMiIiLiNCIWR6K6cwTg5Twv83bxty2xxUcX241JBOjSBVatMrtJwrtxA+rUgZ9+gtA8ec3Im8edxwFYvRpKlYI2bcwoYBERkUgEBAfw9sK3CQkNCYt5uHrwS6NfcHVxdWBmSYeKIyIiIuI0Ynqs5qHvan1H5hSZLbFuy7px5d4Vu2urVIEdO6BoUWs8OBh69IBOncDfHyhd2hRBli6FF1+M/MG//w7PPQfvvw+XLkUrZxERSf6GbhzKvsv7LLHPqnxG4UyFHZRR0qPiiIiIiDiNmB6reSi9d3p+qvOTJXb1/lW6/xn5luU8eWDTJmjWzH5t4kR45ZX/1zpsNqhXD/75B379FXLksH9DYCCMHGkm2wwYALdvRyt3ERFJng5eOchX67+yxIpmKUrfin0dlFHSpOKIiIiIOI3YHKt5qNULrWj6fFNLbPaB2fxx8I9Ir0+ZEubMgc8/t1/btMlsHNm9+/8BV1d46y04ehSGDIE0aezfdO8efPUV5MsH33+v8b8iIk4sOCSYDos6EBgSGBZzsbkwqdEk3F3dHZhZ0qPiiIiIiDiNiMdqortzBMBmszG6/mjSe1tH8r679F2u3r8a6XtcXGDgQPjjD/Dxsa75+kKlSjB7drigtzf07Qv//Qcffhj5ZJtr18zUm4IFzW6ToKBofy0iIpK0jdw+kq1nt1pivcv3pmT2kg7KKOlScUREREScRlzsHAHImjIrI+uOtMSu3L/Ce3++98T3NW8OmzdDrlzW+IMHZnDNZ59BSEi4hQwZYPhwOHYM2rc3VZaIfH3h7bdNc5N58zT+V0TESZy4cYL+q/tbYgXSF2DgywMdk1ASp+KIiIiIOI3YNmQN77UXX6Pxc40tsZn7ZzL/0Pwnvq9YMdOotXJl+7VBg0x/Eru0cuWCSZNg3z5o0iTyGx86ZKovZcvCihUqkoiIJGOhoaF0XtyZ+4H3LfFfGv2Ct7u3g7JK2lQcEREREacR24as4dlsNsbUH0M6r3SW+DtL3+Ha/WtPfG/mzLByJXTubL+2cCGULw8nTkTyxsKFYf582LIFqlaN/OY7dkDt2mY88MaNUftiREQkSZm4ZyKrTq6yxN4p9Q5VcldxUEZJn4ojIiIi4jTi6ljNQ9lSZeOnutbpNZfuXaLH8h5Pfa+HB4wdC6NGmT6s4R04YBq1rlnzmDeXK2cWly+H4sUjv2b9erM9pV69cB1fRUQkqTt18xQf/PWBJZYjdQ6G1BjioIySBxVHRERExGnERUPWiF4v8joNCjawxKbvm87Cwwuf+l6bDd5915yCSW/t78r161CzJowe/YQ3164Nu3bB779D/vyRX/fnn1CyJLRoAQcPRuErEhGRxCokNIS3F77N3QDr31/jGowjtWdqB2WVPKg4IiIiIk4jrneOgDleM67BONJ6pbXEuy7tyvUH16N0j+rVzWmYF16wxoODoVs36NoVAgIe82YXF3j1VVP4mDABcuaM/Lq5c6FIEXjjDTMFR0REkpxR20ex5pR1W+Hbxd+mXoF6Dsoo+VBxRERERJxGXDZkDS97quz8WPtHS+zi3Yv0XN4zyvfIl8+0EmnUyH5t3Dizi+TKlSfcwN0dOnY0k21GjIAsWeyvCQmB336D556DTp3g1Kko5yciIo519NpR+q7sa4nlSpOLH+r84KCMkhcVR0RERMRpxGVD1ojeKPaG3W/ufvv3NxYfWRzle6RKZfqtfvqp/dr69aYPyb//PuUmnp7w/vtmd8iQIZAunf01wcHwyy9QsCC8844ZBywiIolWcEgwby14iwdBDyzxSY0m6ThNHFFxRERERJxGxOLIgwcPCAoKipN722w2xjcYTxrPNJZ4lyVduPHgRpTv4+ICX30FM2eCd4RpjKdPQ4UKMG9eFG6UIgX07QsnT8KAARBh1wwAgYGmK2z+/PDee3D+fJTzFBGRhDN8y3C2nN1iiXUv3Z1X8r3ioIySHxVHRERExGlEPFYDcbt75JnUz/BDbev25gt3L/Den+9F+16tW5tJvBFbiNy7B82bwxdfmFMyT5Umjbn45En46CP7iguYhiY//2zO9nzwAVy8GO18RUQkfuy/vJ/P1nxmieVPn1/TaeKYiiMiIiLiNCLuHIG4LY4AvFX8Lerkr2OJTd83ndkHZkf7XiVKmEatFSrYrw0cCK1amWJJlGTMCN9+a4okH3wAXl721/j7w48/miJJr14qkoiIOFhgcCBvzH+DgOBHXblt2JjceDIpPFI4MLPkR8URERERcRqR7RyJq6asDz3ueE3XJV05fyf6x1ayZIHVq+Htt+3X5s6FihXNcZto3fD7701Pku7dwcPD/poHD8w1efOaQsqFC9HOW0REYu/rDV+z5+IeS6x3hd5UzFXRQRklXyqOiIiIiNNwc3PDK8KOibjeOQKQM01ORtUbZYnd8LvB2wvfJjQ0NNr38/Q0/VNHjDA9ScLbuxdKlYING6J50+zZYeRIOH7czAp2d7e/xs/v0U6SHj3Uk0REJAHtOr+LQRsGWWKFMxXmy2pfOiij5E3FEREREXEqEY/WxPXOkYfaFGlDqxdaWWJ//fcXY3aOidH9bDYzhGb5ckib1rp29SpUrw7jx8fgxjlzwpgxcPSoGQXs6mp/jZ8f/PSTKZK89x6cOxeTL0FERKLIP8ifNxe8SVDIo6bhrjZXpjSZgpdbJMciJdZUHBERERGnEvFoTXwVR2w2G2PqjyFbymyWeO8VvTly9UiM71uzJmzfDoUKWeNBQdClizkpExgYgxvnyQMTJpgiSYcO4OZmf42//6PGrd27awSwiEg8+Xzt5xy4csAS61+5P6Wyl3JQRsmfiiMiIiLiVCLuHImPYzUPpfdOz6+Nf7XEHgQ9oN38dgQGx6SCYRQoAFu2QP369mujRkHt2nDtWgxvni+fOcNz9Ch06hR5kSQgwDzo2Wehc2c4cSKGDxMRkYg2+27mu83fWWLFsxanf5X+DsrIOag4IiIiIk4loY7VPFQ7f226le5mie04v4OvN3wdq/umSQMLF0LfvvZra9ZA6dKwf38sHpA3rzmnc/y42ZISWU+SwECz26RgQXjjDTh8OBYPFBGR2/63aTuvLSGhj2a1u7u4M7XJVDxcI2mgLXFGxRERERFxKgl1rCa8b2t+S8EMBS2xr9Z/xfZz22N1X1dXGDIEpk0zTVvDO3kSypc3BZRYyZ0bxo41RZJ33ol8uk1wMPz2GxQuDK1bw7//xvKhIiLO6b0/3+PkzZOW2JfVvqRIliIOysh5qDgiIiIiTiUhj9U85OPuw7Sm03C1PWp2GhwaTLv57bgfeD/W93/9dTOtJnt2a/zuXWjSBAYPhhgMybHKlQtGjzZFkm7d7KsxYB4yezYUKwaNG8OOHbF8qIiI85i1fxZT9061xCrmrEjvCr0dlJFzUXFEREREnEpCH6t5qPQzpfmsymeW2NFrR+nzd5+4uX9p2LkTypa1X/v0U3j1Vbgf+zqMmW7z889ma0qvXuDjE/l1ixZBmTKmAcratXFQnRERSb7O3DpD16VdLbHUnqmZ1mwabi6R9H6SOKfiiIiIiDiViMdqEmLnyEOfVP6EMs+UscRG7RjFX8f/ipP7Z8tm6hBvvGG/Nns2VKoUhwNmsmWDYcPg9Gno3x9Sp478uhUroFo1qFDBFExCQiK/TkTESQWHBPPG/De46XfTEh9dbzR50uZxSE7OSMURERERcSqO2jkC4O7qzm9Nf8PbzdsSb7+wPdfux3S8jJWXF0yeDMOHg0uE7/T27IFSpWDTpjh5lJExIwwaZIokX34J6dNHft3WreaoTbFiMH26mT0sIiJ8t/k71p1eZ4m1KdKG14u+7qCMnJOKIyIiIuJUHNGQNbyCGQoyvNZwS+zC3Qt0XtKZ0Dg6emKzwYcfwtKlZqpNeJcvm40ckybFyaMeSZsWPvsMTp2Cb7+FzJkjv27/fmjb1ky4GTMG/PziOBERkaRj5/mdfLbGeuQyd5rcjKo3ykEZOS8VR0RERMSpOKIha0RdS3WlTv46lti8Q/MYv2t8nD6nTh3Yts3UIcILDIQOHaBnz3jYwJEqFXz0kSmSjBplpt1E5uRJePddyJMHhg6FW7fiOBERkcTtXsA92sxtQ1DIoz+IXWwu/Nb0N9J6pXVcYk5KxRERERFxKo48VvOQzWZjYqOJZPDOYIn3/KsnBy4fiNNnPfecKZDUqWO/NmIE1K0L16/H6SMNb29T/Dh2DKZONWN+I3PpEvTrZxq99ukD587FQzIiIonPB399wLHrxyyxTyp9QuXclR2UkXNTcURERESciiMbsoaXPVV2fm38qyXmF+THq3Nf5UHggzh9Vtq0sGSJGS4T0cqVZsLNoUNx+shH3N2hXTvYtw8WLIh8nA7AnTvw3XeQN6/Z1hJvCYmION6CwwuYsHuCJVbmmTIMqDrAQRmJiiMiIiLiVBLDzpGHGj7XkPfKvGeJ7b+8n94resf5s1xdzXCZyZPBw8O6dvy4qVksWRLnj33ExcU0ZN2yBVavhho1Ir8uMNA0RClc2Fwfp91jRUQc7/yd83Rc1NESS+GegunNpuPu6u6grETFEREREXEqjm7IGtG3Nb+lWJZiltjonaOZf2h+vDzvzTdh3TrImtUav3MHGjUy7T/iqC9s5Gw20xH2779hxw5o2dJ+rM5DixaZ+cMVK8LChRoDLCJJXkhoCG8teItrD6wTyn6q+xP50+d3UFYCKo6IiIiIk4m4c+TevXuEOPCHbi83L2a2mImPu48l3mFRB3xv+cbLM8uVM3WJkiWt8dBQ0/6jbVt4ELcneyJXqhTMng1HjkDXruDpGfl1mzdDkyZQqBCMHQv37ydAciIice+HLT/w94m/LbHmhZrTvnh7B2UkD6k4IiIiIk4lYnEkNDSU+w7+Yfv5jM/zU52fLLEbfjd4fd7rBIcEx8szc+SADRugTRv7tRkzoEqVBOyNmj+/Get7+jR8+imkSxf5dUePwjvvQK5c8PnnZi6xiEgSse3sNvqt6meJPZPqGcY3HI/NZnNQVvKQiiMiIiLiVCIeqwHHH60BePult2n1QitLbMOZDQxaPyjenuntDdOmwZAh5rRLeDt3mo0d27bF2+PtZckCX30FZ87ADz+YCTaRuXYNvvzSFEk6d4bDhxMwSRGR6Lvx4Aat/2htGdtrw8bUplNJ753egZnJQyqOiIiIiFOJuHMEHDexJjybzca4BuPIkzaPJf7l+i/ZcHpDPD4X+vY17T0i/qu5eBGqVjWTeBNUypTQsyf89595eNGikV/n7w8TJpjjNg0awJo18dwwRUQk+kJDQ+mwqAOnb522xD+u9DHV81Z3UFYSkYojIiIi4lQ8PT1xd7dOA0gMO0cA0nqlZUazGbjaXMNiIaEhvD7vda4/uB6vz27QALZuhWeftcb9/U0T1969ITh+Tvg83sMxwP/8Yxq41q79+GuXLoXq1aFECZgyxSQuIpII/Lz9Z+YftjbZrpyrMl9U+8JBGUlkVBwRERERpxPxaE1i2DnyUPmc5fmy2peWmO9tXzot7kRoPO+KKFwYtm+HV16xXxs+3BRQbt6M1xQiZ7OZ0b/Ll8O+fdC+vSmcROaff+CttyB3bnP0Rn1JRMSBdp3fRe+/rePZM3hnYEbzGbi5uDkoK4mMiiMiIiLidCIerUksO0ce6luxL9XyVLPE5h2ax9idY+P92enTmxrE++/bry1fDmXLmuEyDvPiizBpkmne+sknj2/eeumSadqaKxd06GCKKiIiCeiW3y1a/dGKgOAAS/y3pr+RI3UOB2Ulj6PiiIiIiDidiDtHEltxxNXFlWnNppHBO4Ml3vOvnuw6vyven+/mBiNGmHYeETdoHD1qCiTLl8d7Gk+WLRsMHgy+vjBypP15oIf8/U0xpWhRs/tkyRJw4OhmEXEOoaGhdFrciRM3TljifSr0oW6Bug7KSp5ExRERERFxOhF3jiSmYzUPZU+VnclNJltiAcEBtJzTkhsPbiRIDh07wurVkDmzNX7rFtSvb47aOLz/aYoU0L272c6yaBFUq/b4a1etgoYNoWBB+PFH84WIiMSDsTvHMufgHEusQs4KDKoefxPIJHZUHBERERGnk9iP1TzUoGADPiz3oSV28uZJ3lzwJiGhCbP7oVIl2LEDihe3xkNCTJPWt94CP78ESeXJXF1N4WP16kd9Rzw8Ir/2v//ggw/gmWdMYUWjgEUkDv1z8R8++OsDSyydVzp+b/477q6P6ZckDqfiiIiIiDidxNyQNaIhNYZQIWcFS2zx0cUM2zwswXLIlQs2boSWLe3Xpk6Fl1+GCxcSLJ2nK1YMfv3V9CX5/HPIlCny6+7dg1GjzCjg2rXNxBsduRGRWLjjf4dWc1rhH2ydmDW5yWRypcnloKwkKlQcEREREaeTVHaOALi7ujOrxSwy+mS0xD9Z9QnrT69PsDxSpIBZs+Crr+zXtm2DUqXMDpNEJWtWGDgQzpwxfUeKFXv8tStWmHE8D4/cOGQsj4gkZaGhoXRZ0oVj149Z4h+U+4BGzzVyUFYSVSqOiIiIiNNJSsURgBypczCj2Qxs2MJiwaHBtP6jNRfvXkywPGw2+PRTmD/fFEvCO38eqlSBGTMSLJ2o8/Iy43/37IH166FFC3MMJzLhj9x07gx79yZsriKSZP2y+xd+3/+7JVbmmTIMqTHEQRlJdKg4IiIiIk4nKR2reajmszUZ+PJAS+zi3Yu0mduG4JDgBM2lSRPYsgXy5LHG/fzg9dehXz8ITtiUosZmg8qVYc4cOHkSPv4YMmSI/Nr79824nuLFTeOVGTMgICDya0XE6e08v5P3/nzPEkvjmYaZzWfi4fqY/keSqKg4IiIiIk4nqe0ceejTKp9S69laltiaU2v4fO3nCZ5LkSLmGM3LL9uvDR0KjRvD7dsJnlbU5cwJX39tRgE/7cjNpk2m6pMzp9k64+ubcHmKSKJ39f5Vms9ubtdn5NfGv5I3XV4HZSXRpeKIiIiIOJ2IO0eSSnHExebCtKbTyJE6hyU+eMNglh5dmuD5ZMxoWnW8+6792tKlUK4cHD+e4GlFj7e39chNq1bg5hb5tZcvw+DBZstM06bmi1cDVxGnFhwSzGtzX+PMrTOWeM+yPWlaqKmDspKYUHFEREREnE7EnSNJ4VjNQ5lSZGJ2i9m4uVh/gG83vx2nb55O8Hzc3c3AlzFj7GsKhw5BmTKwcmWCpxV9D4/czJr1aMpNtmyRXxsSAgsWmAk3BQvCd9/BlSsJmq6IJA6frfmMlSesf8hVyV2Fb2t+66CMJKZUHBERERGnk1SP1TxUPmd5vqv5nSV2w+8GLee0xD/I/zHvil9du5oiSMQWHjduQJ068NNPEBrqkNSiL3t2M+Xm9GlTLKla9fHX/vcf9OkDOXKYozcbNyahL1REYmPB4QV8s/EbSyx7quzMajELd1d3B2UlMaXiiIiIiDidpNiQNaIeZXvQvFBzS2zH+R18+NeHDsrI1BB27DD9SMILDoYePaBTJ/B3TO0mZtzdzTGbtWth3z545x37MT0PBQSYpq2VK5t/AT//DLduJWi6IpJwjlw9whvz37DE3FzcmNNyDllTZnVQVhIbKo6IiIiI00nqO0cAbDYbkxpPokD6Apb46J2jmbRnkoOygrx5YfNm05IjookToXp1uHQp4fOKtRdfhNGjzczikSPhhRcef+2BA/Dee2YHyttvw9at2k0ikozcDbhLs9nNuBNg/bvjh9o/UCFnBQdlJbGl4oiIiIg4ncgasoYmwR9eU3um5o9Wf+Dl5mWJv7P0Hbae3eqgrCBlSvjjD9O2I6LNm6FUKdi9O+HzihOpU0P37mYnycaN0LYteDxmTOf9+/Drr1C+PBQtas4W3biRsPmKSJwKDQ2lw6IOHLxy0BJvW7Qt3Up3c1BWEhdUHBERERGnE3HnSHBwMP5J6rzHI0WzFGVCwwmWWEBwAM1mNePCnQsOygpcXEzbjjlzwMfHunb2LFSqBLNnOyS1uGGzQcWK8NtvcO4cDBsG+fM//vr9+83ZouzZoV07MxknCRbkRJzdD1t/YPYB6x9exbIUY1yDcdhsNgdlJXFBxRERERFxOhGLI5A0j9Y81LZoWz4o94ElduHuBZrPbu6wBq0PtWgBmzZBrlzW+IMH0Lo1fPppMpiGmzEj9OoFR46YrrQtWjx+HLCfH0ybZhq0FCoEw4dr0o1IErH21Fr6/N3HEkvrlZa5rebi4+7zmHdJUqHiiIiIiDidiMdqIGkXRwC+rfkt1fNWt8S2nN1C92XdHX5kqHhx06i1cmX7tcGDoVkzSOL/+g0XF3jlFbNd5swZ+PpryJfv8dcfOQK9e8Mzz5iCyrJlpnutiCQ6Z2+fpfUfrQkOtf5/dFrTaTyb/lkHZSVxScURERERcTo+Pj64uFi/DUqKE2vCc3NxY1aLWeRJm8cS/2XPL4zdOdYxSYWTObPZVNGpk/3awoWmLceJEwmfV7zJlg0+/hiOHTNfeOvWZvpNZAIDYe5cqF8fcueG/v3NiGARSRT8gvxoMbsFl+9dtsQ/r/o59QvWd1BWEtdUHBERERGnY7PZIm3KmtRl9MnIgtYL7LZ3v7/8fTac3uCgrB7x8IBx48yUW1dX69qBA1C6NKxZ45jc4s3D3SQzZz7qTfLcc4+//tw5s+Mkf36oVs30NLl/P+HyFRGL0NBQOi7qyLZz2yzxegXqMaDqAAdlJfFBxRERERFxShGLI0l958hDxbIW49fGv1piQSFBtJjTAt9bvg7K6hGbDbp1gxUrIH1669r161CzppmYmyx7lWbKZHqTHDoE69aZSTdeXo+/fu1aeOMNswula1eNBBZxgG83fcv0fdMtsXzp8jGt6TRcbPpxOjnR/5oiIiLilCI2ZU0OO0ceavVCK/pV7GeJXb53maazmvIg8IGDsrKqXt30IXnhBWs8ONgUT955BwICHJNbvLPZoEoVsyvk4kUYM8bMN36c27fNlpvy5U0T1yFDzA4TEYlXi44s4uNVH1tiKT1SsujVRaTzTuegrCS+qDgiIiIiTik5HqsJb1D1QdTJX8cS23VhF12WdHF4g9aH8uWDLVugUSP7tXHjzC6SZD/IJU0asytkxw7Yu9eM+424pSa8I0dML5OcOaF2bfj9dzP6R0Ti1L5L+3h93uuE8ujPSxs2ZjSbwQuZX3jCOyWpUnFEREREnFLEnSPJ5VjNQ64ursxoNoP86fNb4r/9+xs/bv3RMUlFIlUqmD/f9CCNaP1604dk796Ez8shihaFH3+E8+dh9mxT/LDZIr82NNScTWrTxhy76dIFNm/WsRuROHDl3hUazWzE3QDr3wtDagyh4XMNHZSVxLcEK46cPn2aXr168fzzz5MiRQrSp09P6dKl+e6777gfyyZTkydPxmazRek1efLkuPmCREREJElLzsdqHkrnnY4FrReQ0sO6S6b3371ZenSpg7Ky5+ICgwaZTRDe3ta106ehQgUzzMVpeHpCy5awfDmcOmX+5eTP//jrb92C8eOhYkUoUAC++ELTbkRiKCA4gBZzWnDq5ilLvF3RdnxU4SPHJCUJIkGKI4sXL6Zo0aJ8//33HDlyhPv373Pjxg127txJnz59eOmllzh+/HhCpCIiIiICJN+GrBG9kPkFfmv6myUWEhrCq3Nf5d9L/zooq8i9+ips2AA5cljj9+9DixbmZ/6QEMfk5jC5cpltNUePwsaN0LGj2W7zOP/9BwMHmmJKxYrmfNKNGwmWrkhSFhoaSrel3Vh/er0lXi5HOcY3HI/tcTu5JFmI9+LInj17aN26Nbdv3yZlypQMHjyYzZs3s2rVKjr9f9D90aNHqV+/fpz8xuavv/5i3759j301adIk1s8QERGRpM8Zdo481OT5Jnzx8heW2N2AuzSY0YALdy44KKvIlSxp2m+UL2+/NnAgtGoFybSO9WQ2myl2TJhgmrhOn26asjzph7XNm00/k6xZoXlzWLgwGXe5FYm9kdtH8sueXyyxHKlzML/1fLzcnjBZSpIFt/h+QI8ePXjw4AFubm6sWLGC8uH+pqtevToFChSgT58+HD16lOHDhzNw4MBYPa9gwYLkyZMndkmLiIhIsudMxRGAz6p8xpFrR5ixb0ZYzPe2L41mNmLdW+vwcfdxYHZWWbPCmjXm5/qIJ6LnzoVjx8zP+U77LZ+Pj+k10qYN+PqaqTdTp5pmrZEJCIB588wrfXpzZOf1102xxUUtCEUAVvy3gg/++sAS83bzZuGrC8maMquDspKEFK9/Gm7fvp0NGzYA0KFDB0th5KFevXpRqFAhAEaMGEFgYGB8piQiIiICOM+xmodsNhsTG02kQs4KlvjO8zt5Y/4bhIQmrvMqnp4waRL88IP9z+///msatf7/20znljMnfPIJHDoE27dD9+6QMePjr79+3Ry1qVIF8uY1k2/270+4fEUSoSNXj9BqTiu7PwenNJlCiWwlHJSVJLR4LY4sWLAg7OP27dtHnoCLC2+88QYAN2/eZM2aNfGZkoiIiAjgfDtHALzcvFjQegF50+a1xOcemkv/VZGMi3Ewmw169oQ//4S0aa1rV69C9eqmD6lg/mWVLg0jR5ppN4sWmUYtHh6Pf8+ZMzBkCBQpYiblDB1qYiJO5Or9qzT8vSG3/G9Z4gOrDqTlCy0dlJU4QrwWRzZu3AhAihQpKFmy5GOvq1q1atjHmzZtis+URERERAD7nSPOUBwByJQiE0vbLCWNZxpLfMimIfy651cHZfVktWqZTRHPP2+NBwWZCbbdu4M2H4fj7g4NG8KcOXDpkqkgVar05Pfs2wf9+kHu3GZXyejRcPlywuQr4iAPAh/QeGZjjl0/Zom3KNyCz6p+5qCsxFHitThy6NAhAPLnz4+b2+Pbmzwf7m+6h++Jqfbt25M9e3Y8PDzImDEj5cqV49NPP+XcuXOxuu/Zs2ef+LpwIXE1MxMREZEni7hzJLkfqwmvUKZC/NHqD1xtrpZ45yWdWXMyce7iLVAAtm6FevXs10aNgtq1zW4SiSBtWujUyZxBOnkSBg+GwoWf/J4NG6BbN8ie3fyL/fVXuHkzIbIVSTAhoSG0m9+Ozb6bLfGXsr7E5MaTcbGpH4+zibf/xf38/Lj6/7+hckScxxZBunTpSJEiBQC+vr6xeu7atWu5cOECgYGBXLt2jW3btjF48GDy58/PuHHjYnzfnDlzPvFVpkyZWOUtIiIiCcsZj9WEVyNfDcbUH2OJBYUE0Xx2c45cfUxjTwdLk8acFunTx35tzRooU0btM54oTx7Tn2T/fvjnH/joI/u5yeEFB8OKFfD225AlCzRuDL//7qTjgiS5+WjFR8w9NNcSy5k6J0vaLCGFRwoHZSWOFG/FkfDfYETcthqZh8WRmP7WJl++fPTu3Zu5c+eyfft2tm/fzsyZM2nZsiU2mw0/Pz+6du3KeB1MFREREZyvIWtkOpXsRO/yvS2xG343qD+jPtfuX3NQVk/m6mpaY/z2m2naGt7Jk2YE8MKFjsktybDZoFgx+PZbOH3aVJY6dbJv7BJeQICpTLVpA5kzm5nKc+fC/fsJlrZIXPlp2098v/V7Syy1Z2qWvb6M7KmyOygrcTRbaGhoaHzc2NfXl1y5cgHQrl07pk6d+sTrc+XKha+vL88++yzHjx+P1rNu3bpF6tSpsT1mzvuSJUto1qwZgYGB+Pj48N9//5E1a/TGMZ09e/aJ6xcuXAjbPeLr6/vU3TIiIiLiWDt37qR06dJhn3t6euLn5+fAjBwjOCSY5rObs/CItaJQOVdlVrRbgZebl4Mye7odO6BJE9N/NKJBg8wmicd8eyiR8feHv/4yu0MWLYpa4SNFCmjQwBRL6tYFb+/4z1MkFhYcXkCzWc0I5dGPwe4u7ixvu5zqeas7MDOJjrNnz5IzZ04g7n7+jredI15ej/4iDQgIeOr1/v7+AHjH4A/UNGnSPLYwAtCgQQMGDBgAwP3795k4cWK0n5EjR44nvrJlyxbte4qIiIjjRNw54u/vT6ATdvV0dXFlerPpvJT1JUt8w5kNvD7vdYJDgh2U2dOVLm0KJJGdbv70U3jtNW1siBZPT2jUyBRHLl+GmTNN9elJE2/u3YNZs6B5c7OjpE0bWLAAnLDQKInf1rNbeW3ua5bCCMDERhNVGJH4K46EP8cblW2q9+7dA6J2BCcmOnfuHFZAWbduXbw8Q0RERJKOiD1HwDmP1gCk8EjB4tcW80yqZyzxeYfm8d6f7xFPG43jRPbssG4dtGtnvzZrlhnSEsuWds4pRQpo3RrmzzcTb3791TRndXV9/Hvu3jWFlaZNIVMmeP11mDdPFSpJFP67/h8Nf2+IX5C1cPdVta9oVyySP0DE6cTrzpEMGTIATz+ScuPGjbDiyMOtMXEtc+bMYfnEdnKNiIiIJH2RFUecrSlreM+kfoalbZaS2jO1JT5m5xgGrR/koKyixssLpkyBYcPAJcJ3t3v2QKlSsHlz5O+VKEibFt56C5YvhwsXYMwYqF7d/l92eHfvwowZZkdJpkzQooUpnNy+nVBZi4S5ev8qdafX5ep960irDi91oH/l/g7KShKbeJ1PVPj/Y8KOHz9OUFDQY687fPhw2MeFChWKt3yedPRGREREnMvDZvDhOXNxBKBY1mIsaL0AD1frMYoBawcwYdcEB2UVNTYb9OoFS5ZAamt9h8uX4eWXYdIkh6SWvGTKBF27wqpVptnLmDFQrdqTCyX375vmrQ+buTZqZKpZN24kXN7itB4EPqDxzMYcu37MEq/9bG3G1B+jnxElTLwWRypVqgSYIzO7du167HXhj7lUrFgxXnK5cuVK2Gjh7NnVgVhERMTZubq64uPjY4k567Ga8Krlrca0ptOwYf2BoevSriw6sshBWUVd3bqwbRsUKGCNBwZChw7Qsyc84Xd2Eh1ZsphCyerVplAyerSpQj3ph01/f1i82OxEyZzZHNUZO9bsSBGJY8EhwbSb347NvtatY8WzFmdOyzm4u7o7KDNJjOK1ONKkSZOwj3/99ddIrwkJCQmbZJM2bVqqVasWL7mMHz8+7Lxs1apV4+UZIiIikrREPFrj7DtHHmr5Qkt+qvuTJRYSGkLrP1qz6cwmB2UVdc8/bwoktWvbr40YYQoo168nfF7JWpYs8M47Zizw+fMwatTTj94EBcGKFeZ9zzwDFSrAd99BNCdXikQmNDSUrku6MvfQXEs8Z+qcLG2zlFSe9kcrxbnFa3GkTJkyVK5cGYCJEyeyZcsWu2uGDx/OoUOHAOjRowfu7tbq3dq1a7HZbNhsNt566y279586dYo9e/Y8MY8lS5bw5ZdfAmYaTvv27WPy5YiIiEgyE7ERvHaOPNK9THc+qfSJJeYX5EfD3xty4PIBB2UVdenSmSM2H35ov7ZyJZQtC///FlTiWtas8O675ujNxYswYQLUqQPuT/gtfWgobNkCffqYbT9FisBnn8Hu3WZNJJr6rezHL3t+scRSe6Zm2evLyJ5KJwnEXrwWRwBGjBiBt7c3QUFB1KpVi2+++YatW7eyZs0aunTpQp8+fQAoWLAgvXr1ivb9T506RYkSJahQoQLffPMNy5YtY+fOnezcuZPZs2fTqlUrGjVqFDZOeNiwYTzzzDNPuauIiIg4A+0cebJB1QfRvrj1l0o3/G5QZ3odfG8l/hEwbm4wfLgZtBJxGu3x46ZAsnSpY3JzGpkyQceO8OefpvnL1KnQuLEZG/wk+/fDoEFQsiTkzQvvv2+KLU44bluib+jGoXy7+VtLzNPVkwWtF/Bi5hcdlJUkdm7x/YCXXnqJWbNm0bZtW27fvs0nn3xid03BggVZunRppF3jo2rLli2R7kx5yMfHhx9++IHOnTvH+BkiIiKSvETcOaLiiJXNZmN8w/FcvneZpcceVRHO3j5Lnel12Nh+I+m80zkww6h56y147jkzYfbSpUfxO3egYUP45huzYUF9GeNZ2rRm5nK7duZf/p9/mlHBS5eazx/n9GkYOdK80qSBevVMU9e6dc3nIuFM2DWBfqv6WWKuNldmtZhFtbzx08JBkod43zkC0LBhQ/79918++OADChYsiI+PD2nTpqVUqVIMHTqUPXv2kD9//hjdu2TJkkybNo1u3bpRtmxZcuXKhY+PDx4eHmTJkoXq1aszePBgTp48qcKIiIiIWET8xYyO1dhzc3FjdsvZlMtRzhI/eOUgDX9vyL2Aew7KLHrKl4edO81GhPBCQ6FfP2jbFh48cExuTilVKmjVyoz3vXIFli2DTp1Mk9YnuXXLvOe11yBjRqhZE37+Gc6cSZi8JVGbfWA2XZZ0sYtPbDSRxs83dkBGkpTYQkN1iC8unD17lpw5cwLg6+tLjhw5HJyRiIiIPE3r1q2ZPXt22OeffvopX331lQMzSryu3b9GpV8rcfjqYUu8Rr4aLH5tMV5uXg7KLHoePDBTa37/3X6tVClYsMD0BhUHCQ42vUcWLDC7Sk6ciPp7ixWDBg3Mq3RpcHWNtzQl8fnr+F80/L0hgSHWo1c/1P6BnuV6OiYpiTfx8fN3guwcEREREUmM1JA16jL4ZGD568vtGhmuPLGSlnNaEhAc4KDMosfbG6ZPN0dpIh6j2bnTFEi2bXNMboIpaFSqBMOGmcYwe/fCV1+Z/2GeZu9eGDzYbBPKls2cp/rjD7h9O97TFsfa7LuZZrOb2RVGPqvymQojEmUqjoiIiIjTUkPW6MmdNjd/tf2L9N7pLfElR5fQdl5bgkKCHJRZ9Nhs5ijNokXmdEd4Fy9ClSqmb6g4mM0GRYvCp5/Cjh1w9iyMGWN6jUTssBvRlSswZQq0bGmO39SoAT/+CMeOJUjqknD+vfQv9WfU537gfUu8W+lufPHyFw7KSpIiFUdERETEaak4En0vZn6Rv9r+RWrP1Jb4nINz6LCoAyGhIQ7KLPoaNICtW+HZZ63xgAB4803o3duc8pBE4plnoGtX05/k6lWzK+SNNyB9+ie/LzDQTLr54AMoWNCMCu7RA5YvV6OZJO749ePU+q0WN/1uWuJtirThp7o/YVOXZYkGFUdERETEaelYTcyUyl6KZW2W4ePuY4lP3TuVbku7kZRa2hUuDNu3wyuv2K8NH24KKDdvJnha8jSpUkHz5mZ3yKVLsGED9O0LL7zw9PcePw4//WR2oGTIYP5HHj0aTp6M/7wlzpy5dYaav9Xk0r1Llnj9AvWZ3HgyLjb9qCvRo/9iRERExGlp50jMVcxVkcWvLcbT1dMSH7trLL1X9E5SBZL06c0mgvfft19bvhzKloUjRxI+L4kiNzfTp2TIENi/3zRxHTkSatd++vGbBw/MKOFu3SBfPihUCD78EFas0K6SRMz3li/VplTj1M1TlniV3FWY03IO7q7ujklMkjQVR0RERMRpRdw5ouJI9FTPW515refh7mL9QeT7rd/z+drPHZRVzLi5wYgRMGECuEf4ueroUVMg+esvx+Qm0ZQ3L3TvbipbV6/CvHnw9tuQNevT33v4MPzwgymspE9vdpf8+KOJJ6GCX3J27vY5qk2pxokb1klGL2V9iUWvLsLb3dtBmUlSp+KIiIiIOK2IO0d0rCb66hWox+/Nf7fbwv7V+q8YunGog7KKuY4dYfVqyJzZGr91C+rVg++/18/ISUqqVNC0KUycCOfOwe7dMGgQVKgALk/5UcjPzxRYPvjA7CjJkwe6dDEjhm/dSpD0xer8nfNUm1KN/278Z4kXzlSY5W2Xk8YrjYMyk+RAxRERERFxWjpWEzeaF27OlCZTsGFtfthvVT9GbhvpoKxirlIlMxyleHFrPCQEevWC9u3Nz82SxLi4wEsvQf/+sGmTmWjz++/Qrp2ZaPM0Z87A+PHQrJnpVVKxIgwcCJs3Q1DSmNSUlF24c4FqU6px7Lp14lChjIVY/cZqMqfI/Jh3ikSNiiMiIiLitNSQNe60LdqWcQ3G2cXfX/5+kiyQ5MoFGzeaSbARTZkC1arBhQsJn5fEofTp4dVXzdzmS5dg2zb44gsoX/7pu0qCg01R5IsvTJEkQwazQ2X0aNPwVduL4tTFuxepNqUaR68dtcSfz/g8q99cTZaUWRyUmSQnKo6IiIiI04q4c+TevXuEhCSdUbSJTaeSnfix9o928feXv8/3W75P+IRiKUUKmDULvvrKfm3rVihdGnbuTPi8JB64uECZMjBggCl6XLkCs2ebXiXZsz/9/bdvw4IFprFrgQKmuWvnzuY/oCtX4j395OzS3UtUn1KdI9esXZELZijI6jdWkzVlFHrJiESBiiMiIiLitCLuHAHtHomtHuV68HX1r+3ivVb04psN3zggo9ix2eDTT01PzxQprGvnzkHlyuZkhiQz6dObbUMTJ8LZs7BvH3z3nZn5/LQJOACnTpnuvq++ahrYFC9uzmT9+Sfoz5gou3zvMtWnVufQ1UOWeIH0BVjz5hqypcrmoMwkObKFJqU5a4nY2bNnyZkzJwC+vr7kyJHDwRmJiIjI01y/fp0MGTJYYufOnSN7VH5TLE/09Yav6b+6v118YNWBDKg6AJvNFsm7Erd9+6BRI/Nzb0T9+pk+n66uCZ6WJLT792H9evj7bzPyd//+6L3fzQ3KlTOFlldeMaOQolJwcTJX7l2h+tTq7L9s/febP31+1r65lmdSP+OgzCQxiI+fv1UciSMqjoiIiCQ9AQEBeHp6WmKHDx/mueeec1BGycuwzcP46O+P7OL9K/fnq2pfJckCydWrZkPB2rX2aw0awPTpkDp1gqcljnThAqxcaQolf/9t+pdEh7e36VtSrRpUrw4lS9rPk3Yyl+9dpsbUGuy7vM8Sz5cuH+veWkeO1PpZy9mpOJKIqTgiIiKSNHl6ehIQEBD2+Y4dOyhVqpQDM0peftr2Ez2W97CLf1ThI4bWGJokCySBgdCzp+m9GVGhQrBoEeTPn+BpSWIQGmp2kvz9N6xaBevWwb170btHypTmvFa1aub10ktOtSXJ95YvNX6rYdd8NW/avKx9ay250uRyUGaSmMTHz9/qOSIiIiJOLWJTVvUciVvvl32f0fXsqwjfbf6OD/76gKT4ezp3dxg1CsaMMSckwjt0yPT1XLnSMbmJg9lsUKQIfPghLF0K16/Dhg1m5G/lyvb/wUTm7l3Tm6RPH9P1N0MGsy3pu+/MjOlkPDb42LVjVPq1kl1hJE/aPKx5c40KIxKvVBwRERERpxaxOHLnzh0HZZJ8vVP6HX5p+As2rLtERmwbQbdl3QgJTZoTgrp2NUWQCG1ruHED6tSBn37SRFen5+EBlSrB55+bPiU3bsCyZaY5a/HippjyNLdumUJLnz6m8pY+PdStC0OGmLFJgYHx/mUkhH2X9lH518qcuXXGEs+bNi9r3lxD7rS5HZSZOIsolC5FREREkq+IE2u0cyR+dCjRAXdXd9ovbG8phozZOYaA4ADGNRiHq0vSOzpQtar5ZX7jxqZh60PBwdCjB/z7r9llEqG1jTirlClNYaNuXfP59evm6M3q1bBmDRw48PR73LkDy5ebF5gxShUqmJ0plSubBq/e3vH3NcSD7ee2U2daHW743bDEC2cqzIq2K9R8VRKEiiMiIiLi1LRzJOG8UewN3FzceGP+GwSHBofFJ+6ZyC3/W0xrOg1Pt6RXRcibFzZvhjfegPnzrWsTJ8LhwzB3LmTJ4pj8JBFLnx6aNjUvgMuXTbffNWtMweTo0Se+HTA9Tf7+27zAnPsqXfpRsaRiRUibNr6+glhbe2otDX9vyN0Aa2G6ZLaSLG+7nIw+GR2UmTgbHasRERERpxZx54iKI/GrTZE2/N78d9xcrL+j++PgH9SbUY/b/rcdlFnspEwJf/xhTk9EtGmT+Vl1z56Ez0uSmMyZoVUr09DmyBE4dw5mzIAuXeD556N2j8BAU60bOtT0KkmfHooVg+7dYeZM8PWN368hGpYdW0bd6XXtCiOVclVi1RurVBiRBKXiiIiIiDg1NWRNeC1faMmclnNwd7GOK119cjXVplTj0t1ojkJNJFxcTN/NOXPAx8e65utrfoE/Z45DUpOkKnt2eO01GDvWdPu9eBFmz4Zu3eCFF6J2j9DQR+e7XnsNcuUyr9deM7F//jHnwBLYrP2zaDyzMX5BfpZ47Wdr81fbv0jjlSbBcxLnpuKIiIiIODUdq3GMJs83Ydnry0jpYd25s/vCbir9WomTN046KLPYa9HC7BbJFWGwxoMHZlPAgAEQkjR70IqjZckCLVvCzz+bkcFXrpgzWz17QsmSpkIXFb6+ZhdJ9+5mVHC6dFCrFnz5pTmeczt+d3BN3D2R1+a+RlCIdfJO80LNWfjqQnzcfR7zTpH4o+KIiIiIODU1ZHWcGvlqsPbNtWTyyWSJH79+nAqTKrD34l4HZRZ7xYubRq2VKtmvffUVNG9u+mqKxErGjNCsGfzwA+zcCTdvwl9/Qf/+UKVK1DsB37ljiiKff26KJGnTQtGi5jjP5Mmm90kcjF4KDQ1l8PrBdFzckVCs93uz2JvMbDEzSfYdkuRBxRERERFxato54lgls5dk09ubyJM2jyV+8e5FqkyuwvrT6x2TWBzInBlWrYJOnezXFiwwA0ZOJt0NMpIYpUplihuDBpkpOLduwcaN8M03pv9IunRRu09oqBm/NH48tG8Pzz0HmTKZewwebP7DjubukqCQILos6cKnaz61W+teujuTGk+y60UkkpBUHBERERGnpuKI4xXIUIBNb2+iSOYilvht/9vU+q0WCw4vcExiccDDA8aNM6cgXCNMKt6/3zRqXbvWIamJM/D0NM1u+vWDxYvh6lUzLnj8eDNe6dlno36va9dg6VL49FOoUcPsLnnxRejYESZMMMWUx/QuuRtwl0a/N2LC7gl2a59U+oSf6v6Ei00/mopj6b9AERERcWo6VpM4ZE+VnfXt11M5V2VL3D/Yn+azm/PL7l8clFns2Wymf+aKFWZwSHjXrkHNmmY4iUi8c3GBwoXNdqYpU+D4cbhwFxs71wAAOZ9JREFUwYxa+uADKFvWjAKOitBQU2iZOBE6dzbHcNKmhWrV4OOPzVzrc+e4ePciVSdX5c/jf1rebsPGD7V/YPArg7HZbHH/tYpEk/YtiYiIiFPTzpHEI61XWv5q+xdt5rWx7BYJCQ2h0+JOnLp5ii+rfZlkf8NcvTps3w6NGsHBg4/iQUHw7rtmoMiIEWa3iUiCyZrVNMFp3tx87ucHu3ebccBbtph/XrwYtXvdvWu2Qv1/O9ShjFD3TVdOp7LuKPFy82Ja02k0L9w87r4OkVhKmn+ziIiIiMSRiDtHVBxxLG93b+a0nEOHlzrYrQ3eMJhX/3iV+4H3HZBZ3Hj2WfPzZsOG9mtjx5p2EVeuJHxeImG8vExDnN69zSSc8+dNc5wZM8x0m9Klo7S7ZH1uqNgBu8JIhvuwalkmmn8931QDN22Ce/fi66sRiTJbaGgctB0Wzp49S86cOQHw9fUlR44cDs5IREREomL58uXUrVs37PNnnnmGs2fPOjAjATPV4rM1nzF4w2C7tdLZS7Pw1YVkS5XNAZnFjZAQM9J3sP2XR+7csGiROaUgkij5+cGePbBtG2zdav556lTY8swX4c0mEBDhnEK+6/DndCh4LcL9Hh73KVXq0atoUfD2ju+vRJKo+Pj5W8WROKLiiIiISNK0adMmKoWbt5o6dWpu3brlwIwkvLE7x9J9WXeCQ62/fc6ZOieLX1tMsazFHJRZ3Jg50wwD8fOzxlOkgKlTzZRWkSTh0iVCt25l2M6f6OO22m65zFlY/DtkjuomEVdX0/C1ZEnzKlHCFEx8fOI2b0mS4uPnbx2rEREREacWWUNW/e4o8ehaqivLXl9Gas/UlrjvbV8qTqrI4iOLHZRZ3Hj1VTNpNeL39ffumRYQX35pdpmIJHb+GdLSgYWRFkYaBeRlzYFSZA6MRkOd4GDYuxcmTTIdjcuXN6OKX3wR3nzTHMnZsAF0FFLiiHaOxBHtHBEREUmaTpw4wbMRxlneu3cPH/12MlE5eOUgDWY04OTNk5a4DRvDag3jg3IfJOmJFxcvml0iW7bYrzVvbgaLpEiR8HmJRMX5O+dpNqsZ285ts1vrVrobI+qMwNXFFQICzMjf7dvNa9cuM/EmNhVAmw0KFIDixeGllx79M0uWmN9TEj0dq0nEVBwRERFJmi5fvkyWCN9EX7x40S4mjnfl3hWazW7GxjMb7dY6l+jMz/V+xt01imNIEyF/f3jnHfj1V/u1YsVg4ULTj0QkMdl2dhtNZzXlwt0Ldmvf1fyOXuV7Pblwef8+/PMP7NxpiiU7d8KhQ2ZUcGxkzWotlhQrBvnzm/4mkuSpOJKIqTgiIiKSND148MBul8jx48ftdpNI4uAf5E+nxZ347d/f7Naq563O7BazyeCTwQGZxY3QUPjpJ/jwQ/tfpmfKZIaHVK7smNxEIpr8z2S6LOlCQHCAJZ7CPQVTm06lWaEYNs25e9c0fN2504wV3r0bDh+O/RkzHx8oUsQUSh6+ihSB1Kmf/l5JVFQcScRUHBEREUmaQkNDcXd3Jzj4UcPPPXv2ULx4ccclJU8UGhrKNxu/of/q/nZrudPkZm6ruZTMXtIBmcWdFSugdWu4edMad3eHUaOgUyeHpCUCQFBIEL1X9GbEthF2a3nT5mXhqwspkqVI3D703j34919TKNm1y/zzwAEICor9vfPmtRZLihQxc7ddXWN/b4kXKo4kYiqOiIiIJF1p06a1TKhZv349lfXr+UTvj4N/0G5+O/yCrKNePF09+bnez3Qs0dFBmcWNY8egUSPzC/OIuneH7783xRKRhHTt/jVa/dGK1SftG68m+O4tPz/Yv98cy9mzx/xz715TSIktb2944QVTKCla9FHRJHPm2N9bYi0+fv52e/olIiIiIslbqlSpLMWRu3fvOjAbiaoWhVuQO01uGs1sxMW7F8Pi/sHm6M0W3y38XO9nvN29HZhlzBUoAFu3Qps2sGyZde3nn+HgQZg9GzIk3VNEksTsu7SPxjMb2zVGBuhZtiff1foON5cE/BHTywtKlTKvh4KD4b//HhVLHv7z0qXo3fvBA3OsZ+dOazxzZjMxJ/zrhRd0NCcZ0M6ROKKdIyIiIklX4cKFOXToUNjns2bNolWrVg7MSKLj/J3ztJrTik2+m+zWSmQrwdxWc8mTNk/CJxZHgoPhk0/g22/t1/Llg0WLzM9mIvFpxr4ZdF7cmXuB1l0ZHq4ejGswjreKv+WYxKLq0iWzqyT86/DhuDmWA5Ar16NCyYsvQuHCUKiQxkzFE+0cEREREYkHKVOmtHyunSNJS/ZU2Vnz5hr6/N2HH7f9aFnbfWE3JceXZHqz6dTJX8cxCcaSqysMHWp29HfsaKbaPHTiBJQrB9OnmyM4InHtfuB93v/zfSbumWi3li1lNua3nk/ZHGUdkFk0ZckCtWqZ10P+/mYL1sNiyb595nX5cvTvf+aMeUXc5pUnjymUFC5sCicPiyapUsXqy5G4p+KIiIiIOL1UEb5JvXPnjoMykZhyd3Xnhzo/UDZHWTou6mj57fb1B9epN70en1f9nM+qfoaLLWmO8mzbFp57Dpo0gfPnH8Xv3jWxQYPg44/hSVNTRaLj0JVDtPqjFfsv77dbK/tMWea1nkf2VNkdkFkc8fQ0Y35feskav3TpUaFk3z7TCPbAAdPjJLpOnTKviEWTnDlNkST86/nnzVgq/Z/YIVQcEREREacXceeIiiNJ16svvkqRzEVoPrs5R64dCYuHEsrAdQPZdm4bvzX9LcmO+y1dGnbsgKZNYfv2R/HQUOjf3/wMN2mSmVgqEhtT/pnCu8ve5X7gfbu1Di914Od6P+Pl5uWAzBJAlizmVaPGo9jDXib791tfR4+atejy9TWvFSus8fTp7Qsmzz1ndqBoek68UnFEREREnF7EnSM6VpO0vZD5BbZ32k77he2Zd2ieZe3P439SdGxRpjSZQo18NR5zh8Qte3ZYtw46d4bffrOuzZplptwsWGB+MS0SXfcC7tFtWTem7J1it5bCPQVjG4ylbdG2DsjMwVxdoWBB82rW7FHc398USB4WS/btM0d1TpwwVcvoun4dNm0yr/A8PEyX5ueee1QwefhKmzZWX5oYKo6IiIiI09OxmuQntWdq/mj5B8O3DKffyn4Ehz76ze75O+ep+VtNepXvxeDqg/F083RgpjHj5QVTpkCxYtCnD4SEPFrbvdvsMJk3DypUcFyOkvTsv7yfVnNacejqIbu1olmKMqvFLJ7P+LwDMkvEPD0fjfkN78EDOHLEFEoOHDD/PHgQjh+3/h82qgICzH0OHLBfy5zZFEkeFm8evp591uQnUaLiiIiIiDg9NWRNnmw2G70r9KZ09tK0+qMVl+9ZmywO3zKcVSdXMaPZDAplKuSgLGPOZoNevUx/x9deg3DTqLl0CapVg7FjoX17x+UoSUNoaCiT9kzivT/f40HQA7v1LiW78EPtH5LsWGyH8PaG4sXNKzw/P7PT5NAh6+voUWu35ei4fNm8Nmywxl1cIHduUygpUMD6yp0b3N1j9rxkSsURERERcXraOZK8Vc1TlX+6/MNbC99ixX/W8/3/XPyHEuNL8H2t7+laqiu2JNgIsW5d2LbNTKs5evRRPCAA3n7b9CH57jtw03f+Eokr967wztJ3mHtort1aKo9UTGg4gdYvtnZAZsmUlxcULWpe4QUHw8mTplBy+PCjosmRI3DjRsyeFRJi7nnyJPz1l3XNzc30MSlQAPLntxZO8uY1hRUnoz8iRURExOmpOJL8ZUuVjT9f/5OR20bSZ2UfAoIDwtb8gvx4d9m7/Hn8TyY2mkimFJkcmGnMPPccbN1qdpBE/Bnoxx/NTvxZsyBdOoekJ4nU/EPz6bKkC1fuX7FbK5GtBLNazCJ/+vwOyMwJubqaIkX+/NCw4aN4aChcvWoKJkeOmNfDj0+ciFkzWICgIHPE5/hxa9zFxRwJ8vCI+deSRKk4IiIiIk5Px2qcg4vNhR7lelAtbzXazG3DgSvWs/uLjy6myJgiTGkyhdr5azsoy5hLlw6WLIG+feH7761rf/8NZcrAokVmAIY4txsPbvD+8veZ9u+0SNe7l+7OsFrDkmQ/nmTHZjPjfTNlgsqVrWsBAWaCzrFjZttY+NeFCzF7Xp48TlkYARVHRERERLRzxMkUzVKUHZ120HdlX0ZuH2lZu3TvEnWm16Frya4MrTmU1J6pHZRlzLi5wfDhZsd+587mZ6eHjh+HcuVgxgyoX99xOYpj/XnsTzou7sj5O+ft1jL6ZGRcg3E0K9QskndKouPh8Wjkb0S3b5v/0x89anaZHD9uiijHjpmJOI9ToED85ZvIqTgiIiIiTi/izhEVR5I/b3dvfqr7E3Xy16H9wvZ2zVrH7hrL4qOLGVN/DA2fa/iYuyReb75pjto0bQoXLz6K375tduwPGQIffWR+KS3O4Y7/HXqt6MWE3RMiXW/yfBPG1h9LlpRZEjgziRepU0OJEuYV0fXr1mJJ+Fd+5z1GZQsNjcnwZYno7Nmz5Pz/MHlfX19y5Mjh4IxEREQkqtatW8fLL78c9nn69Om5du2a4xKSBHXp7iXeXvQ2y44ti3T91RdfZUSdEWROkTmBM4u9s2ehSRPYtct+7fXXYcIEM1RDkre1p9bSfmF7Tt08ZbeWxjMNI+uOpG3RtkmyIbHEscDAJDHFJj5+/na+FrQiIiIiEehYjXPLkjILS15bws91f8bH3cdufeb+mRQaVYjf9v5GUvu9Yo4cZrrna6/Zr02fDlWqwLlzCZ+XJIzrD67TZXEXqk2pFmlhpPaztdn/7n7aFWunwogYSaAwEl9UHBERERGnF/FYTWBgIAHhmzVIsmez2ehWphv739lPzXw17davP7jOGwveoN6Mepy+edoBGcact7cphHzzjf0xmp07oXRpMwpYko/Q0FCm/DOF539+nvG7x9utp3BPwbgG4/jz9T/JkVo73kVAxRERERERu50joN0jzipvurz81fYvJjeeTDov+7m3y48v54XRLzBy20iCQ2I4QtMBbDbo189Mq4n4n/uFC1C1Kkyd6pjcJG4duHyAl6e8zFsL34p0RG+V3FX4951/6Vyys3aLiISj4oiIiIg4vYg7R0DFEWdm+197dx7W1JW/AfwNhE0UcAEVEVCRAhZXUPkpRdTiVkXcnbFal4paW20d7aitS6cL2sWtTostaq11qUut6FRtLWpVQFG6qCyK7FIBFVD2kPv7g5KCCUtCEkjyfnzyGHJPzvfce3Ig+ebcc0UizOo9C3GvxGGyx2S57YXlhXjt1GsY8OUAXEq71AQtVN0LLwBRUUC3bjUfLy2tXMR1+XKgQndyPlRNYVkh/v3Tv9E7tDcupF6Q297CpAU2jdiEiFkR6Nq6axO0kKh5Y3KEiIiIDJ6lpaXcY0+ePGmCllBz0r5le3w7+Vscm3oM9q3s5bZfy7qGwbsG4x9H/oGMgowmaKFqPDyAK1eAYcPkt330UWUCJS9P682iRjiecBwe//XAhksbIJFK5LYHuQUh/pV4LB24FEYifgQkUoQjg4iIiAyekZERL+dLtQp0C8TNRTfxct+XFW7ff2M/nvn0Gfzn/H9QXF6s5dappk0b4NQp4LXX5LedOgUMGAAkJGi/XaScu4/uIvBAIAIPBCItP01uu7ONM8Knh+Po1KPobN25CVpIpDuYHCEiIiKC/Kk1TI5QdTbmNtgxdgd+nvkz3Nu5y20vKi/CmnNr4L7dHYdvHdaJq9qIxcCWLcCXX8pfoCIxsTJBcvp007SN6pZblIulp5bC7VM3HE84LrfdxMgEqwavws1FN/GC6wtN0EIi3cPkCBERERHkF2XlaTWkiH8Xf/y24DdsHrEZ1mbWcttT81Mx+dBkDN0zFL/9+VsTtFB5c+cCERGAnV3Nx/PzgdGjgU8+AXQg12MQisuLEXIxBN22dsOW6C0ol5bLlfF3rnyNvjfsPYWXpiYixZgcISIiIoJ8coQzR6g2JsYmWDJwCW6/ehsL+i1QuIbDuZRz6LujL+Z8PwcpeSnab6SSBg0Crl4Feveu+bhUCixbBsyeDZSUNEnTCECFtAK7YnfB9VNXrDy7EgWlBXJl7CztsDdoL87OPAt3W/nZTURUNyZHiIiIiCB/Wg1njlB9bC1t8dkLn+Ha/Gvwc/KT2y4VpNj16y64bnPFwhMLm/2irY6OwMWLwGT5C/Tgq68Af//Ky/6S9giCgB9u/4Deob0x5/gcha8hU2NTLPNZhoTFCfhnz3/y8rxEKmJyhIiIiAicOUKq692hNyJmReDbSd/C0dpRbnu5tByfX/scLltdsPTUUtx/cr8JWtkwlpbAwYPAu+/Kb4uKAry9gZgY7bfLEEVlRGH418Mxet9o3Mi+obDMjJ4zkLA4AR8FfAQbcxvtNpBIzzA5QkRERAQuyEqNIxKJMLnHZMS/Eo93hryjcK2H0opSbInegq5bu+LNH9/Eg6IHTdDS+olEwOrVwHffVSZLqsvMBHx9gf37m6Zt+k4QBJy9exZDvxoKnzAf/Jz8s8Jyw7oMw7X51/B10NdwtnHWbiOJ9BSTI0RERETggqykHhYmFnjb723cfe0ulg5YCjNjM7kyReVF2Hh5I7ps6YI1EWvwqPhRE7S0fuPHA5GRgLNzzcdLSoB//ANYuRKoqGiKlukfQRAQnhAOnzAfDP96OCJSIhSW69m+J0798xR+fPFH9O3YV8utJNJvTI4QERERgafVkHq1b9kem0ZuQtJrSVjotRAmRiZyZR6XPcZ/LvwHnTd1xms/vIakh0lN0NK6eXpWLtQ6ZIj8tpCQygRKgfzaoNRAFdIKHLxxEL1De2PcgXGIzoxWWK6zVWfsDtyN6/OvY4TLCK4rQqQBTI4QERERgQuykmZ0suqE/475LxJfTcTcPnNhLDKWK1NYXohtV7ah+7bumPjtRFxKuwShGV07t1074MwZYNEi+W0nTgADBwJ37mi/XbqsrKIMO2N3wn27O6YdmYbf7/+usJx9K3t8EvAJEhYnYFbvWTA2kn/9EJF6MDlCREREBM4cIc1ytnHGl+O+RPzieMzoOQMiyH/zL0DA0bijGLxrMHzCfPDtzW8hkUqaoLXyTEyA7duBzz4DxOKa2+LigP79gZ9+apq26ZL0/HS8/fPbcNzkiLnH5+L2w9sKy3Wx6YLPx3yOu6/dxes+r8PCxELLLSUyPEyOEBEREYHJEdIOlzYu+Droa9xYdAPTnp2mcCYJAERnRmPq4alw2eqCTZGbkF+Sr+WWKrZgQWUSpF27mo8/egSMHAls3Qo0o0kvzYJUkOLHpB8RdDAIzluc8e4v7+J+oeIrFrm1c8Oe8XuQ+Goigr2CYSaWX7OGiDSDyREiIiIi8LQa0i4PWw/sn7gfSa8lYZnPMliZWSksl5qfijfOvIGOH3fEi9+9iJ+Tf4ZUkGq5tTX5+VWuQ9KzZ83HKyqAJUuAl18GSkubpm3NyaPiR9gUuQlun7ohYG8AjsUfq7Xv+nTog0OTD+Hmopt4sdeLEBuJFZYjIs1hcoSIiIgInDlCTcPJxgkfBXyE9NfT8UnAJ3CydlJYrlhSjL2/78WwPcPQbWs3rD+3Hql5qVpu7d+cnYFLl4CgIPltYWHAsGHAfcWTI/SaVJDiUtolzP1+Ljp90glvnHmj1lNnAMDX0Rcn/3ES1+ZfwySPSTAS8eMZUVMRCc1ptScdlpGRgc6dOwMA0tPT4eDg0MQtIiIiImWcPXsWw4cPl/1sa2uL7OzsJmwRGSKJVIKjcUfxceTHuJJ5pc6yIogwrOswzO49G0FuQU2yLoVUCrzzDrB+vfy2zp2B778H+vTRerO0ShAE/H7/d+y/sR/7b+xHWn5aneVbmrbEiz1fxEKvhfBs76mlVhLpF018/mZyRE2YHCEiItJtV65cwYABA2Q/W1hYoKioqAlbRIZMEAREZkRiU9QmHIs/Vu/CrNZm1pjoPhHj3cbj+W7Pw1xsrqWWVjp8GJg1C3h6yFhYALt3A1OmaLU5WnHn4R3s/6MyIRKXG1dv+R62PbDIexFm9JxR62lURNQwOp0cSU1NxdatW3Hy5Emkp6fDzMwM3bp1w5QpU/DKK6+gRYsWaonzww8/YMeOHbh69SpycnJga2sLb29vzJ8/H6NGjVJLDEWYHCEiItJtcXFx8PDwqPFYeXk5xE9fmoNIy7ILs/HN799g5687cSP7Rr3lLU0sMdJlJILcgjDGdQxszG0030gAv/4KBAYCaQomTrz1VuXsEiMdP2skJS8FR+OOYv+N/Yi5F1NvebGRGJM8JmGh10L4OvpCJJK/ShERKU9nkyPh4eGYMWMGCgoKFG53dXXFyZMn4eLionIMqVSK+fPnIywsrNYy8+bNQ2hoKIw08FuZyREiIiLdlp6eDkdHxxqP5eXlwdrauolaRFSTIAi4lnUNO2N3Yt8f+5BfWv8VbMRGYvg7+yPILQjjnhmHTladNNrG7Gxg0iTgl1/ktwUGAl9/DTy1vE+zVlxejAupF3DqzimcSjqF+Nz4Bj3PrZ0bZnjOwNy+c9GhZQcNt5LI8OhkciQ2NhaDBg1CcXExWrZsiZUrV8Lf3x/FxcU4cOAAvvjiCwCVCZKYmBi5xdAaauXKlQgJCQEA9OnTBytWrEC3bt2QlJSEjRs3IjY2Vlbu/fffV8/OVcPkCBERkW7Ly8tD69atazzGv+nUXBWXF+NY/DHs+nUXfrr7EwQ07C197w69McRpCPyc/fCc03NoY9FG7W0rKwMWLwb+eptfw7PPVq5D0rWr2sOqhSAISHyQKEuGnEs5hxJJSYOe62jtiGk9pmG653T0at+Ls0SINEgnkyPPPfccfvnlF4jFYly4cAE+Pj41tn/44YdYsWIFAGDt2rVYt26d0jESExPRo0cPSCQSeHl54cKFC7Cw+HtBqqKiIvj5+SEmJgZisRhxcXGNmqWiCJMjREREuk0ikcDExKTGY7du3YK7u3sTtYioYdLy03Dk1hEcSziGi2kXG3ypXxFE6Nm+J/yc/DDEeQiec3oObVu0VUubBAH4738rL+1bUVFzW5s2lWuU+PurJVSjSKQS/HH/D0RnRiM6MxrnUs4hJS+lwc+3bWGLKT2mYPqz0+HT2YdXmyHSEp1LjlRf2Cw4OBiff/65XBmpVIpnn30WcXFxsLGxQXZ2ttwbk/osWrQIn332GQAgMjISAwcOlCsTFRUlS8wsWrQI27dvV3Z36sTkCBERke6zsLBAScnf3xJfuXIF3t7eTdgiIuVkF2YjPCEcxxKO4cekH1FaUarU8z3tPDHQYSB6te+FXh16wdPOE9bmqp9a9vPPwOTJwMOHNR83Nga2bgUWLVK5aqUJgoCMggxEZ0YjKiMK0ZnRuHbvGoolxUrV065FO7zg+gKmPzsdQ7sMhdiI6xIRaZvOJUdWrVqFDz74AEBlcqL6CvDVhYSEYOXKlQCA06dPIyAgoMExBEGAg4MD7t27Bzc3N8TF1b5StJubGxISEtCpUyekp6erdaobkyNERES6z87ODjk5ObKfz549i6FDhzZhi4hU97j0MU4nncZ38d/hZOLJBq1RooizjTN6tu+JXu17yf7v2rorjI2MG/T8u3eBceOAmzfltwUHAytWAF26AOp6ay4VpMgoyEDig8Qat1///BVZT7KUrs9IZISBDgMxsttIjOo+Cn079uUMEaImponP3xpNc168eBEAYGlpiX79+tVazs/PT3b/0qVLSiVHkpOTce/ePbl6aouTkJCAzMxMpKSkoEuXLg2OQ0RERPqvZcuWNZIjjx8/bsLWEDVOK7NWmOQxCZM8JqGsogzRGdE4n3oe51LO4XL65QbPmEjJS0FKXgqOJxyXPSY2EsPBygGdrTrD0dpRdqv+c9WMk65dgchIYMYM4PjxmnWHhlbe2rQBvLwqb97elf936iSfMJEKUuSV5CGnMAfZhdnIKcpBTmEO0vLTkPiwMgly+8FtpWeDPM2+lT1GdhuJkS4jMbzrcLS2aF3/k4hIp2k0OVI1i8PFxaXOy+C5ubnJPaehbt26pbCehsRhcoSIiIiqe3ph+J07dyIqKqqJWkOkGd7wRl/0RZYoC2lGaUgzSkOmUSbKReUNrkMilciSJrUxFoxhAhOYwhRmghlMepnC2tEE+dmmQNlftwojwEiKh0YCzhhJceZWBRAvAN9IYWwihVkLKcQWZSg3K4LEtAjlJkWAkfonvpsV2qBlvj1a5tvD+oEjLJ7Y4hZEuIXr+ATX1R6PqLmyt++II0dea+pmNAmNJUdKSkqQm5sLAPVOcWndujUsLS1RWFiI9PR0peJkZGTI7tcXp2raDYBGxVGken1ZWcpP1yMiIqKmZ2pqWuPn48eP4/jTX3UT6SMjAHYAOgGw/evW5q/HVVTx178SVLvai8lfMRr0fKCo6gcpgJK/bo1VAuBPAFl//f8nUFqSh1Lk4QFu1f1cIj1nZuaOjIwJTd2MelX/zC2RSNRSp8aSI9WnobZs2bLe8lXJkSdPnmgsjqWlpey+snGqJ1bq079/f6XqJiIiIiJqUlLIEgVEZLhKS+OU+uzbHOTk5MDZ2bnR9WhsJaHqK70//S2MImZmZgCA4mLlzg9UJk5VDFXiEBEREREREZF+0tjMEXNzc9n9srKyesuXllZeZszCwkJjcapiqBKnvtNwSkpKEB8fj/bt28PW1rbONVaai6ysLNkslytXrqBjx45N3CJSFvtQt7H/dB/7UPexD3Uf+1C3sf90H/tQ9+liH0okEtkC6p6enmqpU2Of4KsvaNaQU1gKCwsBNOwUHFXjVMVQJU5DLg3k4uKiVJ3NSceOHXn5YR3HPtRt7D/dxz7UfexD3cc+1G3sP93HPtR9utSH6jiVpjqNnVZjbm6Otm3bAqh/MdNHjx7JEhfKnt9UveOUWTRV186jIiIiIiIiIiLN0FhyBAA8PDwAAHfu3KlzBdn4+HjZfXd3d5ViPF2PuuMQERERERERkX7SaHJk8ODBACpPZ7l27Vqt5c6fPy+7P2jQIKVidOnSBfb29nL1KHLhwgUAQKdOndQ+BYeIiIiIiIiIdJNGkyPjx4+X3d+1a5fCMlKpFHv27AEA2NjYwN/fX6kYIpEIgYGBACpnhkRFRSksFxUVJZs5EhgYCJFIpFQcIiIiIiIiItJPGk2O9O/fH76+vgCAsLAwREZGypX5+OOPERcXBwBYsmQJTExMamw/d+4cRCIRRCIRXnrpJYVxli5dCmNjYwDAq6++KneZ3uLiYrz66qsAALFYjKVLlzZmt4iIiIiIiIhIj2g0OQIAW7ZsgYWFBSQSCQICAvDBBx8gKioKERERCA4OxooVKwAArq6uWLZsmUoxXF1dsXz5cgBATEwMBg0ahIMHDyImJgYHDx7EoEGDEBMTAwBYvnw5unfvrp6dIyIiIiIiIiKdp7FL+Vbp06cPDh48iBkzZqCgoACrVq2SK+Pq6oqTJ0/WuCyvst577z1kZ2dj586diI2NxbRp0+TKzJ07F++++67KMYiIiIiIiIhI/4gEQRC0ESg1NRVbtmzByZMnkZGRAVNTU7i4uGDy5MlYvHgxWrRoofB5586dk61DMmvWLOzevbvOOP/73/+wY8cOXL16Fbm5uWjXrh28vb0RHByMUaNGqXu3iIiIiIiIiEjHaS05QkRERERERETUHGl8zREiIiIiIiIiouaMyREiIiIiIiIiMmhMjhARERERERGRQWNyhIiIiIiIiIgMGpMjRERERERERGTQmBwhIiIiIiIiIoPG5AgRERERERERGTQmR4iIiIiIiIjIoDE5QkREREREREQGjckRA5CSkoJt27Zh4sSJ6N69O1q0aAFzc3M4ODhg/PjxOHDgACQSiVpjXr58GTNmzICTkxPMzc3RoUMHjBgxAvv371drHEPx5MkTXLhwAR999BGmTJmCLl26QCQSQSQSwdnZWW1xzp07J6u3vtu6devUFtcQaKsPq+M4VL+ioiJs3LgR3t7eaNOmDSwtLeHm5oZly5YhNTW10fWnpKQ0eAy+9NJLjd8hPZKamoply5bBzc0NlpaWaNOmDby9vfHhhx+iqKhIbXF++OEHBAUFwcHBAWZmZnBwcEBQUBB++OEHtcUwRJrsv927dzd4XO3evVs9O2QgsrOzceLECaxZswajRo1Cu3btNP47av/+/QgICECHDh1gbm4OJycnzJgxA5GRkRqJp++01Yfr1q1r8Dg8d+6c2uIagpiYGLzzzjsICAiQ/W1q2bIlXF1dMXv2bFy8eFHtMfV2HAqk19566y1BJBIJAOq8eXt7C6mpqWqJuXbtWsHIyKjWWGPGjBGKi4vVEstQDBkypNbj6eTkpLY4ERER9b5Wqm5r165VW1xDoK0+rMJxqH63b98WunfvXusxtbKyEsLDwxsVIzk5ucFjcNasWerZMT1w/PhxwcrKqtZj5erqKty+fbtRMSoqKoS5c+fW2Sfz5s0TKioq1LRXhkPT/bdr164Gj6tdu3apb8cMgDZ/RxUVFQmjR4+uNZ6RkZGwbt06tcY0BNrqw7Vr1zZ4HEZERKgtrr7z9fVt0DGdOXOmUFpa2uh4+j4OxSC9lpWVBUEQYGlpiaCgIAwbNgzdu3eHubk54uLisHXrVly9ehVXr17F8OHDcf36dbRs2VLleKGhoVi/fj0AoFu3bli1ahU8PT1x7949bNmyBRERETh58iTmzJmDffv2qWs39Z4gCLL7bdq0gZeXFy5fvownT55oLObOnTvh7e1d63Y7OzuNxdZH2uxDjkP1e/z4McaMGYPbt28DAF5++WVMmzYNFhYWiIiIwAcffICCggJMnToVly5dQu/evRsd891330VgYGCt21u3bt3oGPogNjYWU6dORXFxMVq2bImVK1fC398fxcXFOHDgAL744gskJiZizJgxiImJQatWrVSKs3r1aoSFhQEA+vTpgxUrVqBbt25ISkrCxo0bERsbiy+//BK2trZ4//331bmLek1b/Vfl9OnTsLe3r3W7g4NDo+o3ZI6OjnBzc8OZM2c0Uv+cOXPwv//9DwDg7++PJUuWwN7eHn/88Qfef/99JCUlYd26dejYsSPmz5+vkTboO033YZU//vijzu1dunTRaHx9cu/ePQCAvb09Jk+eDF9fXzg6OqKiogKRkZH4+OOPkZmZiT179qC8vLzR7/v0fhw2cXKGNGzFihXChg0bhIKCAoXbJRKJMGXKFFm2b/369SrHevDggWBtbS0AEBwdHYWcnBy5WGPHjmVWWAWhoaHCvn37anxz5uTkpNGZI+wf9dJWH3Icasbbb78tO2YbN26U237p0iVBLBYLAAQ/Pz+V41SfOcJvsBum6lszsVgsXL58WW77xo0bGz3jLSEhQda/Xl5eQlFRUY3thYWFgpeXl6wdjZ2lYki00X/VZ44kJyc3rsFUw5o1a4Tw8HDhzz//FASh5u8wdc46OHv2rKzesWPHChKJpMb2nJwcwdHRUQAg2NjYCA8fPlRbbH2nrT6sPnOE1GfMmDHCwYMH5cZElZycHMHV1VV27M+fP69yLEMYh3x1kpCbmyuYmpoKAARPT0+V69mwYYNswOzfv19hmfT0dMHY2FgAIIwePVrlWMTkiD7QRB9yHKpfWVmZLOHk7u5e62kTwcHBsmN/5coVlWIxOaKc6Oho2fEKDg5WWKaiokJwd3eXvVkrKytTOs7ChQtlcSIjIxWWiYyMlJVZtGiR0jEMkbb6j8kR7dHUB+tRo0bJkmjp6ekKy+zfv7/OJDY1DJMj+ic8PFx27F999VWV6zGEccgFWQlt27ZFz549AQBJSUkq13Ps2DEAgJWVFSZMmKCwjIODA4YPHw4AOHv2LB4/fqxyPCKSx3GofhEREcjPzwcAzJo1C0ZGiv90Vl+47rvvvtNG0wxe1esdAGbPnq2wjJGREWbOnAkAyMvLQ0REhFIxBEHA999/DwBwc3PDwIEDFZYbOHAgnnnmGQDA999/X+NUOlJMG/1Huu/x48c4e/YsAGD48OG1nvo0YcIEWFlZAeDvYKLq/P39ZfdV/axnKOOQyRECAJSWlgIAjI2NVXp+WVkZrly5AgDw8fGBqalprWX9/PxkMWNiYlSKR0TyOA41o/oq71XHTREvLy+0aNECAHDp0iWNt4v+7htLS0v069ev1nLV+03ZvklOTpad011X/1ffnpmZiZSUFKXiGCJt9B/pvqtXr6KsrAxA3WPQ1NRUlry8evUqysvLtdI+ouau6nMeoPpnPUMZh0yOELKzsxEXFwcAcHd3V6mOxMREVFRUAKj8Zq0u1bdXxaXmZ/Xq1XBycoKZmRlat26NPn364PXXX0diYmJTN41qwXGoGbdu3ZLdr+u4isViuLi4AFDPMd22bRtcXFxgbm4Oa2tr9OjRAwsWLMD169cbXbe+qDrOLi4uEItrX2O+Ma/3hvZ/Y+MYIm3039Nmz54Ne3t7mJqaol27dhg4cCDeeustZGZmNqpe0hxVxqBEIpEtoE3NT0BAAOzs7GBqago7OzsMGTIEISEhePToUVM3TS+dP39edl/Vz3qGMg6ZHCF8+OGHkEgkAIApU6aoVEdGRobsfn0rvXfu3Fl2Pz09XaV4pHmXL19GWloaysrKkJeXh19//RWbN2+Gu7s71q1bxynjzRDHoWZUHVdLS0vY2NjUWbbquObk5NT4pkYV169fR1JSEkpLS1FQUIBbt24hNDQU/fr1w4IFCxpdv64rKSlBbm4ugPpf761bt4alpSUA5V/vHFeaoa3+e9q5c+eQlZWF8vJyPHjwANHR0Xjvvffg4uKC0NDQRtVNmsExqH9+/PFH5OTkoLy8HDk5OTh//jxWrlyJrl27yk5jJPWQSqUICQmR/czPenXjpXwNXHR0NDZv3gyg8oW+cOFCleqpvmZBfZcCrnqDA0Cjl6Il1XTs2BETJkzA4MGD0bVrV4jFYqSlpeHEiROyy4CtX78eZWVlvFxlM8NxqBlVx7Uhlzl/+riamZkpHc/GxgZBQUEYMmSI7NLrWVlZOHPmDMLCwvDkyROEhobi8ePH+Oabb5SuX18o83oHKvumsLBQ6dc7x5VmaKv/qnTt2hUTJkyAj4+P7I373bt3ceTIERw+fBglJSVYsGABRCKRbl5+Uo9xDOoPT09PjB8/Hv3794e9vT3Ky8uRkJCAb775BmfOnEFeXh4mTpyI8PBwjBo1qqmbqxc2bdokO+V6woQJdZ7CWBdDGYdMjhiw+/fvY9KkSZBIJBCJRPjqq69k58srq6SkRHa/rnUOANT4sFBcXKxSPNIMb29vpKamwsTEpMbjffv2xfjx4zF//nwEBAQgPz8fISEhmDp1Knr16tVEraWncRxqRtVxre+YAo0/rvb29sjMzJT7XdynTx+MHj0ar7zyCoYPH460tDTs27cPU6dOxbhx45SOow+Ueb0Df/eNsv3CcaUZ2uo/AAgKCsKsWbMgEolqPO7t7Y2pU6fixIkTmDBhAsrLy/H6669j3Lhx6NChg9JxSDM4BvXD0qVLsW7dOrnHBwwYgJkzZyI0NBQLFixARUUF5s2bh6SkJJibm2u/oXrk/Pnz+Pe//w0AsLOzw2effaZyXYYyDnlaTTMhEokafdu9e3eD4z1+/BhjxoyRTZEKCQnB0KFDVW5/9V9eVYv11Kb6VHALCwuVYzY32u5DTbC0tJRLjFTXv39/fPrppwAqr+BQdV9f6HofGvo41FT/VR3X+o4p0PjjampqWmeSunv37ti7d6/s523btikdQ18o83oH/u4bZfvF0MeVpmir/wDA2tpaLjFS3QsvvIA1a9YAAIqKihAWFqZ0DNIcjkH9UN9pqcHBwZg7dy4A4N69ezhy5IgWWqW/bt68iaCgIEgkEpibm+PQoUOws7NTuT5DGYdMjhigkpISBAYG4tq1awCAf/3rX1ixYkWj6mzVqpXsfn3TpwoLC2X3GzKVlpqXadOmyS7RVX2BJ2p6HIeaUXVcGzI1VBvH1dfXFx4eHgAqr/YhlUo1Eqe5U+b1DvzdN8r2C8eVZmir/xpq/vz5sgQK/7Y1LxyDhiM4OFh2n+NQdcnJyQgICMCjR49gbGyMAwcO4LnnnmtUnYYyDnlaTTOhjlXtO3bsWG8ZiUSCKVOmICIiAgAwb948fPjhh42OXX1hnuoL9ihSfWGe6gv26Dpt9WFTE4vFcHV1RUxMjN6t7q/rfWjo41BT/efg4IDo6GgUFhYiLy+vzm+/qo6rra2tSuuNNJSHhwdu3bqFkpISPHjwALa2thqL1VyZm5ujbdu2ePDgQb2v90ePHsnerCn7ejf0caUp2uq/hrKzs0Pbtm2Rm5urd3/bdN3TY9DLy6vWshyDuq0q8Q+A41BF9+7dw/Dhw3Hv3j2IRCLs3LkTgYGBja7XUMYhkyPNRH2XRFIHqVSKF198EeHh4QCAqVOnqm1ldldXVxgbG6OiogLx8fF1lq2+XdXLSTVH2ujD5qKu6cm6TNf70NDHoab6z8PDQza9Nz4+HgMHDlRYTiKRICkpCYDmj6m+jkFleXh44JdffsGdO3cgkUhqvRxsY17v1d+sG+K40iRt9J8yOK6aJ1XGoFgsRvfu3TXaLlI/jsHGyc3NxfPPP4+7d+8CqDz1dubMmWqp21DGIU+rMSDBwcE4cOAAAGDs2LHYu3cvjIzU8xIwNTVF//79AQCRkZF1notWNU3OzMyszqwjNU8SiQSJiYkAKhePpOaD41AzBg8eLLtf1zTfmJgY2bfbgwYN0mibbt26BaCy/9q2bavRWM1ZVd8UFhbKThVVpHq/Kds3Xbp0kf2uq2+a94ULFwAAnTp1grOzs1JxDJE2+q+hcnJyZJcW5t+25sXb21u2AGRdY7CsrAxRUVGy59S1hho1T1V/2wCOQ2Xl5+djxIgRsmMYEhKCV155RW31G8o4ZHLEQLzxxhv48ssvAQDDhg3DoUOHav2GRlXjx48HABQUFODo0aMKy2RkZOCnn36StaP6+WukGw4ePIj8/HwAgJ+fXxO3hp7Gcah+Q4YMgbW1NQDgq6++giAICstVX8w1KChIY+25dOkSbt68CaDyw6W6kty6qOr1DgC7du1SWEYqlWLPnj0AKhcE9Pf3VyqGSCSSTUmOj4+Xvel7WlRUlOzbssDAQH4D2gDa6L+G2rFjh2xs829b89KqVSsMGzYMAPDTTz/VehrW0aNHUVBQAECzv4NJc6rPaOc4bLiioiKMGTMG169fBwCsXr0ab775plpjGMw4FEjvrV27VgAgABD+7//+T3jy5InSdSQnJ8vq8PPzU1jmwYMHgrW1tQBAcHJyEnJzc2tsl0gkwtixY2X1REREqLA3VMXJyUl2rBuivj58+PBhvX0SHR0t2NjYCAAEkUgkxMTEKN9wklF3HwoCx6GmvP3227JjtnHjRrntly9fFsRicZ19IwiCrI7a+vy7774TpFJprc+/ffu24OjoKKvnyJEjyu6K3vH19RUACGKxWLh8+bLc9o0bN8qO19q1a+W2R0REyLbPmjVLYYyEhATB2NhYACB4eXkJRUVFNbYXFRUJXl5esnYkJiaqY9cMgqb7Lzk5Wbh+/XqdbQgPDxdMTU0FAIKFhYWQkZGh6u4YvOp/p2obT0/btWtXnX0sCIJw9uxZWZlx48YJEomkxvacnBzZ70YbGxvh4cOHjdwTw6WJPvz999+F27dv11lHaGiorI4OHTqo9HnFEJWWlgoBAQGyY7dkyRKV6uE4rMQ1R/Tctm3bsH79egCV03w3btyI5OTkOp/zzDPPqDQFqk2bNtiwYQMWLFiA1NRUDBgwAKtXr4anpyfu3buHzZs3yxaCnT59OoYMGaJ0DEN1584dXLx4scZjVStFP3nyRO7yoyNHjkSHDh2UipGfnw9/f3/07NkT48ePR79+/dCxY0cYGxsjLS0NJ06cwNdffy07VeNf//oX+vXrp/pOGRht9CHAcagpy5cvx8GDB5GYmIgVK1bgzp07mDZtGiwsLBAREYH3338fEokEFhYW2Lx5s8pxgoKC4OLiggkTJqB///5wcHCAmZkZsrKycPr0aYSFhcleN1OmTMGECRPUtIe6a8uWLRg0aBCKi4sREBCAVatWwd/fH8XFxThw4AB27NgBoHJNnmXLlqkUw9XVFcuXL0dISAhiYmIwaNAgvPnmm+jWrRuSkpKwYcMGxMbGAqh8rejaOdZNSdP9l5KSAn9/f/j4+GDs2LHo1auX7HKWd+/exeHDh3H48GHZrJGPPvoInTp1Ut8O6rmLFy/izp07sp+rTk0CKv/uPf237aWXXlIpztChQzFt2jQcOHAAx48fx/PPP4+lS5fC3t4ef/zxB9577z2kpaUBADZs2IDWrVurFMcQaaMPr127hnnz5sHf3x+jRo2Cp6cn2rZtC4lEgvj4eHzzzTc4c+YMAMDY2Bg7duyApaWlSvtjaKZPny47dkOHDsXcuXNx48aNWsubmprC1dVVpVgGMQ6bOjtDmuXn5yfL8DX0lpycLFdPQ76xrrJmzRpBJBLVWv/o0aOF4uJizeywnqqezW3ITdFsgPr6sPr2um7GxsbCunXr6vx2m+Rpow+r4zhUv9u3bwvdu3ev9ZhaWVkJ4eHhddZRVba2mSMNfX0sXLhQKCkp0cBe6qbjx48LVlZWtR4vV1fXWr+1bMjMEUEQhIqKCmHOnDl19svcuXOFiooKDe2l/tJk/1XfXtetRYsWQmhoqIb3VP/MmjVLqb9tijTkG2tBqJyhNXr06FrrNjIyqvP5pJg2+rCh74Hatm0rHDt2TMN7rF+U6bu63n9wHFbizBFSu/Xr12PEiBHYvn07fvnlF9y/fx82Njbo1asXZs+ejenTpzd1E0kBe3t7HDp0CJGRkbhy5QoyMzORm5uLkpISWFtb45lnnsGQIUMwb948LjSoAzgO1c/FxQWxsbHYvn07Dh06hDt37qCsrAydO3fG6NGjsWTJEjg5OTUqxvHjxxEZGYno6GikpqYiNzcXhYWFsLKyQteuXeHr64s5c+bg2WefVdNe6YexY8fi999/x5YtW3Dy5ElkZGTA1NQULi4umDx5MhYvXowWLVo0KoaRkRHCwsIwceJE7NixA1evXkVubi7atWsHb29vBAcHY9SoUWraI8Oiyf7r168f9u7di8jISMTExCArKwu5ubmQSCRo3bo1evTogWHDhmHevHmyGSXUPFlYWODkyZPYt28fdu/ejd9++w15eXlo3749fH19sXjxYvj4+DR1M0mB0aNHIywsDJGRkYiNjcX9+/fx4MEDCIKANm3aoFevXhg5ciReeuklWFlZNXVzqQ76Pg5FglDLynJERERERERERAbAcJe4JyIiIiIiIiICkyNEREREREREZOCYHCEiIiIiIiIig8bkCBEREREREREZNCZHiIiIiIiIiMigMTlCRERERERERAaNyREiIiIiIiIiMmhMjhARERERERGRQWNyhIiIiIiIiIgMGpMjRERERERERGTQmBwhIiIiIiIiIoPG5AgRERERERERGTQmR4iIiIiIiIjIoDE5QkREREREREQGjckRIiIiIiIiIjJoTI4QERERERERkUFjcoSIiIiIiIiIDBqTI0RERERERERk0JgcISIiIiIiIiKDxuQIERERERERERk0JkeIiIiIiIiIyKAxOUJEREREREREBo3JESIiIiIiIiIyaEyOEBEREREREZFB+3/u9ZkekU3fWgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 418,
       "width": 547
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "z = np.linspace(-2, 2, 100)\n",
    "\n",
    "plt.plot(z, np.log(1 + np.exp(-z)) / np.log(2), label=\"$E_{LR}$ error\", color=\"red\")\n",
    "plt.plot(z, np.where(1 - z > 0, 1 - z, 0), label=\"$E_{SV}$ error\", color=\"blue\")\n",
    "plt.plot(z, np.where(z > 0, 0, 1), label=\"Ideal error\", color=\"black\")\n",
    "plt.plot(z, (1 - z) ** 2, label=\"Squared error\", color=\"green\")\n",
    "plt.ylim(0, 4)\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that the logistic regression error $E_{LR}$ has a similar form to the support vector error function. The main difference is that the flat region in $E_{SV}$ leads to sparse solutions. Both the logistic error and the hinge loss can be viewed as continuous approximations to the misclassification error. The squared error, on the other hand, places increasing emphasis on data points that are correctly classified. These points are strongly weighted at the expense of misclassified points, and so if the objective is to minimize the misclassification rate, then a monotonically decreasing error function is a better choice."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 7.1.3 Multiclass SVM\n",
    "\n",
    "The support vector machine is fundamentally a 2-class classifier. To tackle problems involving $K > 2$ classes, usually we combine multiple 2-class SVMs in order to build a multiclass classifier. One commonly used approach is to train $K$ separate SVMs, where the $k$-th model $y_k(\\mathbf{x})$ is trained using the data from class $C_k$ as the positive examples and the data from the remaining $K−1$ classes as the negative. This is known as the *one-versus-the-rest* approach. In order to avoid inconsistent results, that is, assigning input examples to multiple classes simultaneously, the predictions are made as follows,\n",
    "\n",
    "$$\n",
    "y(\\mathbf{x}) = \\max_k y_k(\\mathbf{x})\n",
    "$$\n",
    "\n",
    "**Issues:**\n",
    "\n",
    "1. Since different each classifier is trained independantly, there is no guarantee that the real-valued quantities $y_k(\\mathbf{x})$ for different classifiers will have appropriate scales.\n",
    "2. Training sets are imbalanced. For ten classes each having equal numbers of training data points, then the individual classifiers are trained on data sets comprising $90\\%$ negative and $10\\%$ positive examples.\n",
    "\n",
    "Another approach is to train $K(K − 1)/2$ different 2-class SVM on all possible pairs of classes, and then to classify test points according to which class has the highest number of *votes*, an approach that is sometimes called *one-versus-one*. Note that for large $K$ this approach requires significantly more computation than the *one-versus-the-rest* approach."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 7.1.4 SVMs for regression\n",
    "\n",
    "In order to extend support vector machines to regression problems and obtain sparse solutions, the quadratic error function is replaced by an $\\epsilon$-insensitive error function, which gives zero error if the absolute difference between the prediction $y(\\mathbf{x})$ and the target $t$ is less than $\\epsilon$ where $\\epsilon > 0$. A simple example of an $\\epsilon$-insensitive error function, having a linear cost associated with errors outside the insensitive region, is given by\n",
    "\n",
    "$$\n",
    "E_{\\epsilon}(y(\\mathbf{x}) - t) = \n",
    "\\begin{cases}\n",
    "0 & \\text{if} \\; |y(\\mathbf{x}) - t| < \\epsilon\\\\\n",
    "|y(\\mathbf{x}) - t| - \\epsilon & \\text{otherwise}\n",
    "\\end{cases}\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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AAAB4zvTN5gz+Oy6/Q4XCCllUjX+jOYJciQmP0W2X32ZkLK0BAAAAAO84fO6wFvy9wMhYUpN7NEeQa67feL/89YuOxR6zqBoAAAAAyD++3PKl7LI7xwULFNTtl99uYUX+jeYIcq119daKDI10jlPtqfpqy1cWVgQAAAAA+YPrKTX31LxHEaERFlXj/2iOINeiCkTprhp3GZnrNygAAAAAwL3+PvW3lh1YZmSuh2YgZ2iOIE9cl9b8ue9P7T+z36JqAAAAACDwzdg8wxgXjSiqVlVaWVRNYKA5gjz5X9X/KSY8xsjYmBUAAAAAPGfaxmnG+IFaDyg0ODSLq5EdNEeQJ2EhYbq/1v1G9vmmzy2qBgAAAAAC28YjG7Xp6CYja1uvrUXVBA6aI8izR+s9aozX/bNOW45tsagaAAAAAAhcrrNGyhcqr5aVWlpUTeCgOYI8u7bStSpbsKyRfb6R2SMAAAAA4E5p9rQMh2A8UvcRBdn41T6v+CeIPAsOCs6wMevnGz+X3W7P4h0AAAAAgJxasn+J9p3ZZ2SuM/mROzRH4Baua9z+Pp3xaCkAAAAAQO5N22Auqaldorbql6pvUTWBheYI3KJh6YaqWbymkbG0BgAAAADcIyk1STO3zDSyR+s9KpvNZlFFgYXmCNzCZrOpbV1z9siMzTOUnJpsUUUAAAAAEDjm756vk/Enjcx1ewPkHs0RuM0j9cxvzGNxx/Tr379aVA0AAAAABA7XmfnNyzfXZUUus6iawENzBG5TrWg1XVXuKiNzPWYKAAAAAJAz55PO67vt3xkZG7G6F80RuJXrxqzfbP1GcclxFlUDAAAAAP7vu23fGb9XBduC9WCdBy2sKPDQHIFbtanTxjhjOzY5Vt9v/97CigAAAADAv7nOyL+l6i0qGVXSomoCE80RuFWp6FK6ucrNRsapNQAAAACQO8dij2n+7vlG5jpjH3lHcwRu57r2be6uuToRd8KiagAAAADAf83cPFOp9lTnOCIkQvfUvMe6ggIUzRG43T0171F4SLhznJKWoq+2fGVhRQAAAADgnz7fZM7Ev7vm3YouEG1RNYGL5gjcrlBYId1V4y4jc/2GBgAAAABc3N+n/taS/UuMjFNqPIPmCDyibV1zDdwfe//QvjP7LKoGAAAAAPzPF5u+MMZFI4rqlqq3WFRNYKM5Ao+4tdqtigmPMbLpm6ZbUwwAAAAA+Bm73Z7hlJoHaz+oAsEFLKoosNEcgUeEhYTpwdrmuduu39gAAAAAgMxtOLJBW45tMTKW1HgOzRF4jOvxUhuObNCmo5ssqgYAAAAA/MfnG819GysUqqAWFVtYVE3gozkCj7m20rUqV7Cckbl+gwMAAAAATGn2tAz7jbSt11ZBNn6F9xT+ycJjgmxBeqTuI0b2+cbPZbfbLaoIAAAAAHzfon2LtP/sfiNznZkP96I5Ao96tL65Jm7vmb0ZjqICAAAAAFwwbYO5X2PdknVVv1R9i6rJH2iOwKOuKHWFahWvZWQsrQEAAACAzCWlJunLLV8aWdu6zBrxNJoj8CibzZZhR+WZW2YqOTXZoooAAAAAwHf9tOsnnUo4ZWSP1Hski6vhLjRH4HGu38jH445r/u75FlUDAAAAAL5r2kZzSU2LCi1UOaayNcXkIzRH4HFVilRR8/LNjeyzjZ9ZVA0AAAAA+KYzCWf0/fbvjYyNWL2D5gi8ol39dsb4223f6mziWYuqAQAAAADfM2vrLCWkJDjHIUEhalOnjYUV5R80R+AVD9V5SCFBIc5xQkqCZm2dZWFFAAAAAOBbpm6Yaoxvv/x2FYssZlE1+QvNEXhF8cjiuv3y243ssw0srQEAAAAASdp/Zr8W7lloZI/Vf8yaYvIhmiPwmnb1zKU1v/39mw6cPWBRNQAAAADgO77Y9IXssjvHhcIK6c7qd1pYUf5CcwRec2f1O1UorJBzbJddX2z8wsKKAAAAAMB6drs9w5KaB2s/qPCQcIsqyn9ojsBrIkIj9GDtB43M9QcAAAAAAOQ3G45s0Kajm4yMJTXeRXMEXuV6as3Goxu14cgGi6oBAAAAAOu5fmhcsXBFtazU0qJq8ieaI/CqaytdqwqFKhgZG7MCAAAAyK9S01L1+cbPjezReo8qyMav697EP214VZAtSI/We9TIpm2cptS0VIsqAgAAAADrLNizQIfPHzYy1xn38DyaI/A612/0Q+cOZTiyCgAAAADyA9clNQ1LN1TtErUtqib/ojkCr6tTso4alm5oZGzMCgAAACC/iU2K1ayts4yMjVitQXMElnCdPfL11q8VlxxnUTUAAAAA4H3fbf9O55POO8dBtiA9XPdhCyvKv2iOwBKP1H3E2GDofNJ5fbftOwsrAgAAAADvcj2colWVVipTsIxF1eRvNEdgiTIFy+jmKjcb2WcbObUGAAAAQP5w5PwRzd8938jYiNU6NEdgmXb1zG/8ebvm6WjsUYuqAQAAAADvmb5pulLtF07tjAyN1D0177GuoHyO5ggsc2+texUZGukcp9pTNX3TdAsrAgAAAADvcJ05f1+t+xRdINqiakBzBJaJLhCte2vea2Sua+4AAAAAINBsO75Nqw6tMjLXmfXwLpojsJTrMVUrD63U9uPbLaoGAAAAADzP9UPh0tGldVOVmyyqBhLNEVjspio3qVRUKSNj9ggAAACAQJVmT9O0jdOM7JG6jygkKMSiiiDRHIHFQoJC1LZeWyP7bONnSrOnWVQRAAAAAHjO4n2Ltef0HiNznVEP76M5Asu5Hle15/QeLdm/xKJqAAAAAMBzXGfK1y5RWw1KN7CmGDjRHIHlGpZuqFrFaxkZS2sAAAAABJqElATN3DLTyNrVayebzWZRRfgPzRFYzmazZZhGNnPzTCWmJFpUEQAAAAC43487f9TphNNG9mj9R60pBgaaI/AJrvuOnEo4pTk751hUDQAAAAC439QNU43xdZWuU8XCFS2qBunRHIFPqBRTSddVus7IpqyfYlE1AAAAAOBeJ+JOaM4O8wNg1/0XYR2aI/AZrktr5uyco+Nxxy2qBgAAAADcZ/qm6UpOS3aOw0PC9WDtBy2sCOnRHIHPeLDOgwoPCXeOU9JS9MXGLyysCAAAAADc49P1nxrje2reo8LhhS2qBq5ojsBnFAorpHtr3mtkUzawtAYAAACAf9t6bKtWHlppZO3rt7eoGmSG5gh8SocrOhjjVYdWacuxLRZVAwAAAAB557qfYuno0mpVtZVF1SAzNEfgU26qcpPKRJcxMjZmBQAAAOCvUtNS9dnGz4zs0XqPKiQoxKKKkBmaI/ApIUEherSeec731A1TlZqWalFFAAAAAJB7C/Ys0IGzB4zMdcY8rEdzBD6nQwPzB8Whc4f029+/WVQNAAAAAOSe60z4BqUbqF6pehZVg6zQHIHPqVuyrhqWbmhkrjs7AwAAAICvO5d4Tl9v/drImDXim2iOwCe5/sCYtXWWziWes6gaAAAAAMi5WVtnKS45zjkOtgXrkbqPWFgRskJzBD7pkXqPGBsUxafE66stX1lYEQAAAADkjOsM+Nsuv02loktZVA0uhuYIfFLJqJK6rdptRjZlA6fWAAAAAPAPe0/v1YI9C4ysff32FlWDS6E5Ap/V/grzB8fCPQu15/Qea4oBAAAAgBz4bIN5fG9MeIxa12htUTW4FJoj8Fmtq7dWTHiMkbn+gAEAAAAAX2O32zPMfG9Tp43CQ8ItqgiXQnMEPissJEwP13nYyKasnyK73W5RRQAAAABwacsPLteOEzuMjFNqfBvNEfi0Dg3MHyA7T+7UsgPLLKoGAAAAAC5tynpz1sjlRS9Xs/LNLKoG2UFzBD7tqnJX6fKilxuZ647PAAAAAOArElMSNX3TdCNrf0V72Ww2iypCdtAcgU+z2WwZpp/N2DxDCSkJFlUEAAAAAFn7YccPOpVwysja1W9nUTXILpoj8HmuP0hOJ5zW7O2zLaoGAAAAALLmOtP9+srXq3JMZWuKQbbRHIHPqxRTSddXvt7IXHd+BgAAAACrHY09qrm75hpZ+/rtLaoGOUFzBH7BdWnN3J1zdeT8EYuqAQAAAICMvtj4hVLSUpzjiJAIPVD7AQsrQnZ5rTmyd+9e9e3bVzVr1lRUVJSKFi2qJk2aaPjw4YqLi3PLM/bs2aP+/furUaNGiomJUWhoqIoWLaqrr75ab7zxho4ePeqW58D77q91vyJDI53jVHuqvtj0hYUVAQAAAIDJdYb7fbXuU8GwghZVg5yw2e12u6cfMnv2bLVr105nz57N9OvVq1fXnDlzVK1atVw/Y+rUqerevbvi4+OzvKZo0aKaPn26WrVqlevnZOXAgQOqUKGCJGn//v0qX76825+R3z32zWP6bMNnznGD0g20tvtaCysCAAAAAIdNRzep3sf1jGx+u/lqVdX9v3/md574/dvjM0fWrl2rNm3a6OzZs4qOjtbgwYO1ZMkS/frrr+rWrZskaceOHbrjjjt07ty5XD1j8eLF6tixo+Lj4xUUFKROnTrp22+/1YoVK/TVV1+pdevWkqSTJ0/q7rvv1l9//eW2vz94j+tavXX/rNOGIxssqgYAAAAALpiy3pw1Uq5gOd142Y0WVYOc8nhzpFevXoqPj1dISIjmz5+vAQMGqHnz5rrxxhs1btw4DRs2TJKjQTJixIhcPWPIkCFKS0uTJH3wwQeaOHGi7r77bjVp0kT333+/vv/+ez377LOSpPj4eI0cOdI9f3Pwqhsvu1HlCpYzsk/XfZrF1QAAAADgHSlpKcYsd8lx6mZwULBFFSGnPNocWbFihf78809JUpcuXdS8efMM1/Tt21e1atWSJI0aNUrJyck5fs6SJUskScWKFVOPHj0yvWbgwIHO10uXLs3xM2C94KDgDMf6frbxMyWn5vzPDAAAAAC4y/zd83X4/GEja38Fp9T4E482R7799lvn606dOmVeQFCQ2rd3/KE5ffq0FixYkOPnJCUlSZIuu+yyLK8pXLiwihcvblwP/9OxQUdjnNlRWQAAAADgTZPWTTLGTcs1Ve0StS2qBrnh0ebIokWLJElRUVFq1KhRltddd911zteLFy/O8XNq1KghSfr777+zvObs2bM6fvy4cT38T83iNdWsfDMjm7xusjXFAAAAAMj3TsSd0Pfbvzeyjld0tKYY5JpHmyNbt26VJFWrVk0hISFZXlezZs0M78mJJ554QpJ04sQJjRkzJtNrBg0alOH6nDhw4MBF/zp8+PClbwK36NTAnIU0e8dsHYs9ZlE1AAAAAPKzLzZ9oaTUC6sTwoLD9HDdhy2sCLmRdccijxISEpwzNS51rE6RIkUUFRWl2NhY7d+/P8fP6ty5sxYtWqQpU6aoZ8+eWr16te666y6VKVNG+/bt09SpU51LfF566SXdfPPNOX7Gf8cEwXpt6rRRr596KSElQZJj86NpG6epd7Pe1hYGAAAAIN9xXVJzT817VCSiiEXVILc8NnMk/bG80dHRl7w+KipKknT+/PkcPys4OFiffvqpvvzyS11xxRUaP3687rrrLudpNd9++61uuOEG/fzzz3rzzTdzfH/4lsLhhXVfrfuMjKU1AAAAALxtw5ENWnN4jZG5znSHf/DozJH/FChQ4JLXh4WFSXIctZsbW7du1ZQpU7Rx48ZMv7506VJNmDBBtWrVUrly5TK95mIuNaPl8OHDatq0aY7vi9zp1KCTPt/4uXO8/sh6rT28Vg3LNLSwKgAAAAD5ieuHtOUKltPNVXK+UgHW89jMkfDwcOfr7JwOk5iYKEmKiIjI8bP+/PNPNW/eXLNnz1a5cuU0depU/fPPP0pKStL+/fv10UcfKTIyUtOnT1fTpk21efPmHD+jfPnyF/2rTJkyOb4ncu+GyjeoQiFzqROzRwAAAAB4S3Jqsj7b8JmRtb+ivYKDgi2qCHnhseZIwYIFna+zs1QmNjZWUvaW4KSXmJioRx55RGfOnFHp0qW1bNkytWvXTqVKlVJoaKjKly+vHj166I8//lB4eLgOHTqkDh065OxvBj4nOChYHa4w/3+ctnGasRESAAAAAHjKjzt/1LE482CIjg06WlMM8syjM0eKFSsmyXHSy8WcOnXK2RzJ6canP/30kw4ePChJevrpp1W6dOlMr6tTp47atWsnSVq9erXWr1+fo+fA97j+4DkRf0Kzt8+2phgAAAAA+YrrRqxXV7ha1YtVt6ga5JVHj/KtXbu2JGnXrl1KSUnJ8rpt27Y5X9eqVStHz0h/9O+VV1550WsbNWqU6TPhn6oWraqWFVsa2eT1k60pBgAAAEC+cTT2qObsnGNkbMTq3zzaHLnmmmskOZbMrF69Osvrfv/9d+frFi1a5OgZISEX9pS9WANGkpKTkzN9H/yX6w+guTvn6p/z/1hUDQAAAID8YNqGaUpJu/D7Z0RIhB6q85CFFSGvPNocueeee5yvJ02alOk1aWlpmjJliiQpJiZGN9xwQ46ecdlllzlf//nnnxe9Nn0TJv374L8erPOgokKjnONUe2qGTZEAAAAAwF3sdnuGJTX3175fhcIKWVQR3MGjzZGmTZuqZUvHsocJEyZo6dKlGa4ZMWKEc2lMr169FBoaanx94cKFstlsstls6tixY4b333TTTYqMjJQkffzxx1ke5Tt37lx98803kqRy5cqpQYMGuf3bgg+JLhCtB2o/YGST1k2S3W63qCIAAAAAgWzN4TXaeNT8vZMlNf7Po80RSRo1apQiIiKUkpKiW265RUOGDNGyZcu0YMECde/eXf369ZMkVa9eXX379s3x/WNiYvTCCy9Iks6dO6err75aAwYM0IIFC7Ru3TrNmzdPPXr00F133aW0tDRJ0ttvv62gII//rcNLXH8QbTm2RSsPrbSoGgAAAACBbPK6yca4UuFKur7y9ZbUAvfx+MYbDRs21IwZM9SuXTudPXtWAwYMyHBN9erVNWfOHOP435x4+eWXdfLkSY0aNUrnz5/XkCFDNGTIkAzXhYaG6q233nKeWoPA0LJSS1UpUkV/nfrLmU1eN1lNyzW1sCoAAAAAgSYxJVGfb/rcyDpc0UFBNj5893de+X+wdevW2rBhg/r06aPq1asrMjJSMTExaty4sYYOHaq1a9eqWrVqub6/zWbTu+++q5UrV+qJJ55Q3bp1VbBgQQUHB6tw4cJq1KiRnn32WW3atEnPPfecG//O4AuCbEHqcEUHI/ti0xdKSEmwqCIAAAAAgej77d/rZPxJI+vQoEMWV8Of2OxszuAWBw4cUIUKFSRJ+/fvV/ny5S2uKH/Ze3qvLht1mey68Md5+v3T1aZuGwurAgAAABBI7vj8Dv2480fn+LpK12lhx4XWFZRPeeL3b+b+ICBUiqmkGy+70chcd5AGAAAAgNw6dO6Qftr1k5GxEWvgoDmCgNGxQUdjPH/3fB04e8CaYgAAAAAElM82fKY0e5pzHBUapftr329hRXAnmiMIGPfVus84W9wuu6aun2phRQAAAAACgd1uzzAz/aE6Dym6QLRFFcHdaI4gYESGRqpNHXOPkUnrJoltdQAAAADkxfKDy7Xt+DYjY0lNYKE5goDiurRm58mdWnpgqTXFAAAAAAgIk9dNNsZVi1TVNRWvsaYYeATNEQSU5uWbq0axGkY2ce1Ei6oBAAAA4O/ikuM0fdN0I+vYoKNsNptFFcETaI4goNhstgyzR2ZsnqHzSeetKQgAAACAX5u1dZbOJJ5xjm2yqf0V7S2sCJ5AcwQBp/0V7RVku/BH+3zSeX25+UsLKwIAAADgryasnWCMW1VtpYqFK1pUDTyF5ggCTtmCZXX75bcbmesPNAAAAAC4lN0nd2vhnoVG1qVhF2uKgUfRHEFA6tygszFevH9xht2lAQAAAOBiXPcvLBpRVHfXuNuiauBJNEcQkO6sfqdKRpU0MjZmBQAAAJBdKWkpmrx+spG1q9dOYSFh1hQEj6I5goAUGhyq9vXNTZI+Xf+pklOTLaoIAAAAgD+Zt2ueDp07ZGRdrmRJTaCiOYKA5fqD62jsUc3ZOceiagAAAAD4E9d9CxuXbaz6pepbVA08jeYIAlbN4jV1dYWrjYyNWQEAAABcytHYo5q9Y7aRsRFrYKM5goDm+gPsx50/ZpgaBwAAAADpTV0/VSlpKc5xREiEHqn7iIUVwdNojiCgPVTnIUWFRjnHafY0fbruUwsrAgAAAODL7HZ7hhnnD9R+QIXDC1tUEbyB5ggCWnSBaLWp08bIJq6bKLvdblFFAAAAAHzZsgPLtPX4ViNjSU3gozmCgOe6Meuuk7v0574/LaoGAAAAgC9znTVSrWg1XVvpWouqgbfQHMnvfvpJevhhKTXV6ko8pnn55qpZvKaRsTErAAAAAFfnk85rxuYZRta5QWfZbDaLKvKCLVuk++6TDh60uhJL0RzJr86ckbp2lW67TZoxQ3r/fasr8hibzZZhGtyXm7/UmYQzFlUEAAAAwBfN3DxT55POO8dBtiC1v6K9hRV5WEqK1KGD9M03Ut260pQpUj7dgoDmSH51zz3ShHSzJwYMkLZvt6wcT2t/RXuFBIU4x/Ep8Zq+abqFFQEAAADwNRPXTjTGt1W7TeUKlbOoGi8YNkxatcrx+vRpR6Nk0iRLS7IKzZH86vXXzXFCgtSpU8AurykZVVKtq7c2MpbWAAAAAPjPtuPbtHj/YiML6I1YN26UXnvNzGrWlNq2taQcq9Ecya+uvVZ65hkzW7pUevdda+rxgs4NOxvjlYdWauORjRZVAwAAAMCXuM4aKRlVUndWv9OiajwsOVnq2NHxv/8JCpImT5bCw62qylI0R/Kzt96SqlUzs5dflrZuzfx6P3drtVtVJrqMkTF7BAAAAEByarI+Xf+pkbWv316hwaEWVeRhb78trVljZs8/L111lTX1+ACaI/lZVJRjPVn6nZcTEx0dxJQUy8rylJCgEHVs0NHIpm6YqsSURGsKAgAAAOAT5uyco6OxR42sy5UBuqRm3TrpjTfMrHbtjEts8hmaI/ndNddIffqY2YoV0jvvWFOPh7kurTkZf1Lfbf/OomoAAAAA+ALXGeVXV7haNYvXtKgaD0pKyvhheHCw9Omn+XY5zX9ojkB6802penUze/VVafNma+rxoGpFq+m6StcZmevaQgAAAAD5x6Fzh/Tjzh+NLGA3Yh08WFq/3sxeeEFq3NiaenwIzRFIERGOjXeC0v1xSEpyHOOUfoOeAOH6g27+7vnad2afRdUAAAAAsNKU9VOUZk9zjqNCo/RQnYcsrMhD1qxxNEfSq1dPeuUVa+rxMTRH4NC8udS3r5mtXu049zrA3F/7fhUKK+Qc22XX5HWTrSsIAAAAgCXsdnuGmeRt6rRRdIFoiyrykP/2lkxNvZAFBzs+JA8Ls6oqn0JzBBe88YbjXOv0Xn9d2rDBmno8JDI0Uo/UfcTIJqydoNS01CzeAQAAACAQ/b73d+08udPIAnIj1kGDpI0bzeyll6Qrr7SmHh9EcwQXhIc7NuJJv7wms/OvA0DXK7sa431n9unnv362qBoAAAAAVvhkzSfGuFbxWmpevrlF1XjIypWOo3vTa9DA0RyBE80RmJo2lfr1M7O1a6UhQ6ypx0MalWmkBqUbGJnrD0YAAAAAgetk/El9veVrI+t2ZTfZbDaLKvKAhISMy2lCQhzLaQoUsKoqn0RzBBm99ppUp46ZDRrkOA87QNhsNnW7spuRfb/9e/1z/h+LKgIAAADgTVPXT1ViaqJzXCC4gB674jELK/KA116Ttmwxs4EDpSuusKQcX0ZzBBmFhTk6icHBF7KUFMfpNUlJlpXlbo/We1QRIRHOcUpaChuzAgAAAPmA3W7XuDXjjOy+WvepeGRxiyrygOXLpeHDzezKKx1H9yIDmiPIXOPG0osvmtmGDdKbb1pTjwcUDi+sNnXbGNn4NeONY7wAAAAABJ6lB5ZqyzFzRoXrzHK/Fh/vWE6Tlu53m9BQxx6ToaGWleXLaI4ga6+8ItWvb2ZvveU4HztAuP4A3H1qtxbuWWhNMQAAAAC8wnW/wWpFq+n6ytdbU4wnDBwobdtmZq+9JtWta0k5/oDmCLJWoIBjeU1IyIUsNdWxvCYxMcu3+ZPm5ZurdonaRsbGrAAAAEDgOpNwRjM2zTCyrg27KsgWIL8eL1kijRhhZo0bZzx4A4YA+X8fHtOwYcYjnjZtkt54w5p63CyzjVlnbZ2l43HHLaoIAAAAgCd9vvFzxafEO8chQSHq2KCjdQW5U1ycYzmN3X4hK1DAsZwm/YfeyIDmCC5twADHOdjpvf2247zsAPBY/ccUFhzmHCelJmnK+ikWVgQAAADAEzLbiPWuGnepVHQpiypys5dflnbuNLNBg6TatTO/Hk40R3BpmS2vSUtzLK9JSLCsLHcpFllM99e+38g+WfOJ7Om7rQAAAAD83urDq7Xun3VGFjAbsf75p/Tee2bWrJnUt68l5fgbmiPIniuucGzqk97WrY5NfQKA6w/Ebce3afH+xRZVAwAAAMATPllt7i9YqXAltarSyqJq3Cg2VurUyVxOExYmTZokBQdbV5cfoTmC7HvhBce52OkNHy4tW2ZNPW50XaXrdHnRy42MjVkBAACAwHE+6bw+3/S5kXVp2EXBQQHQPBgwQNq928wGD5Zq1rSmHj9EcwTZl9m52Glpjg1/4uOzfJs/yGxj1pmbZ+pU/CmLKgIAAADgTtM3Tdf5pPPOcZAtSJ0adrKwIjf5/Xfp/ffN7Oqrpd69LSnHX9EcQc7UrZtxKc327dIrr1hSjjt1aNBBoUEXGj8JKQmatnGahRUBAAAAcBfXmeG3X367yhcqb1E1bnL+vGM5TXoRESynyQWaI8i5fv0c52SnN3KktNi/9+goGVVSd9e828jYmBUAAADwfxuObNCKgyuMLCA2Yu3fX/r7bzMbMkSqXt2aevwYzRHkXEiIY3lNgQIXMrvd0bGMi7OuLjdw/QG54cgGrTwUGEcWAwAAAPmV60asZQuW1e2X325RNW7y22/S6NFm1rKl9PTT1tTj52iOIHdq13acl53ezp2OjYD82M1VblblmMpG5vqDFAAAAID/iEuO02cbPzOyzg06KyQoxKKK3ODcOalzZzOLjJQmTpSC+DU/N/inhtzr21e66ioze/996Y8/rKnHDYJsQerasKuRfbHpC51LPGdRRQAAAADy4qstX+l0wmnn2CabulzZxbqC3OH556W9e81s6FCpWjVr6gkANEeQe8HB0uTJjvOz//Pf8prYWMvKyqtODTsp2HZh86LY5Fh9sekLCysCAAAAkFuuG7G2qtoqw2xxv/Lzz9LYsWZ2/fVSjx6WlBMoaI4gb2rWdJyfnd5ff0kvvmhNPW5QtmBZ3VH9DiNz/YEKAAAAwPdtPbZVi/YtMjK/3oj17Fmpi8usl6goltO4Af/0kHe9ezvO0U7vgw+khQutqMYtXH9grjq0Suv+WWdNMQAAAAByZfya8ca4ZFRJ3VXjLouqcYO+faX9+81s+HDpssusqSeA0BxB3gUHO87Rjogw806dHOdu+6Fbq92a4czzcavHWVQNAAAAgJxKTEnUp+s/NbKOV3RUgeACWbzDx/30kzTebPboppuk7t2tqSfA0ByBe1SvLr31lpnt2SP162dJOXkVEhSizg3M3Z8/2/CZzif5Z7MHAAAAyG9mbZ2lE/EnjKzrlV2zuNrHnT4tdXWpPTpamjCB5TRuwj9FuM8zzzjO1U7v44+lX3+1pp486nJlFwXZLnyLnEs6p+mbpltYEQAAAIDsGrN6jDG+vvL1urzY5RZVk0d9+kgHD5rZyJFSpUrW1BOAaI7AfYKCHBsBRUaaeefOjo2D/EzFwhV1W7XbjGzs6rFZXA0AAADAV2w5tkV/7P3DyJ5o9IRF1eTRnDmOU0LTu+WWjDNJkCc0R+Be1ao5ztdOb98+xzncfuiJxuYP0FWHVmnVoVUWVQMAAAAgO1z3CywRWUL31rrXomry4NQpqZvL6TqFCjn2HrHZrKkpQNEcgfv16OE4Zzu9ceOk+fMtKScvbqt2myoUqmBkY1cxewQAAADwVXHJcRk2Yu3SsIt/bsTaq5d0+LCZvfuuVKFC5tcj12iOwP3+W14TFWXmXbtKZ85YU1MuBQcFZzjW9/NNn+tMgn/9fQAAAAD5xczNM3U64bRzbJNN3Rp1y/oNvur776WpU83sttscp4LC7WiOwDMuu8xx3nZ6+/c7zuX2M12u7KJgW7BzHJccp2kbp1lYEQAAAICsuO4TeEvVW1SlSBWLqsmlEycyHtFbuLD0yScsp/EQmiPwnO7dHedupzdhgjR3rjX15FLZgmV1d827jWzMqjGy2+0WVQQAAAAgM+v+WadlB5YZmes+gn7hmWekf/4xs1GjpHLlrKknH6A5As8JCnI0Q6KjzbxrV8c53X6keyOza7vx6EYtPbDUomoAAAAAZMZ1f8CyBcvqzup3WlRNLs2aJX3+uZndeafUvr019eQTNEfgWZUqOc7fTu/QIcc53X7k5io3Z5iKx7G+AAAAgO84l3hOn238zMi6NuyqkKAQiyrKhWPHpCdcZroUKSKNHctyGg+jOQLP69rVcQ53epMnSz/8YEk5uRFkC8owe2TGphk6GX/SoooAAAAApPfFpi90Pum8cxxkC1LXK7taWFEuPPWUo0GS3gcfSGXLWlNPPkJzBJ5nsznO4S5UyMwff1w66T/NhY4NOio0KNQ5TkxN1KfrPr3IOwAAAAB4g91u15hVY4zszup3qkJhPzry9ssvpZkzzezuu6W2ba2pJ5+hOQLvqFDBcR53eocPO87t9hMlo0rq/tr3G9nY1WPZmBUAAACw2MpDK7X2n7VG9kQjP9qI9ehRqUcPMytaVBozhuU0XkJzBN7TqZPjXO70PvtM+u47a+rJBdcfsNtPbNfve3+3qBoAAAAAkjLMGqlUuJJuqXpLFlf7GLvd0Rg5ftzMP/pIKl3ampryIZoj8B6bzXEud+HCZt69u+Mcbz9wbaVrVbN4TSNz/UEMAAAAwHtOJ5zW9E3TjezxRo8rOCjYoopyaMYM6euvzez++6U2baypJ5+iOQLvKlfOcT53ekeOSE8/bU09OWSz2TJszDpr6ywdjT1qUUUAAABA/jZ1/VTFp8Q7xyFBIercsLOFFeXAP/9IPXuaWfHi0ujRLKfxMpoj8L727R3ndKf3xRcZu6U+qv0V7RUeEu4cJ6cla9LaSRZWBAAAAORPdrtdY1abM7nvqXmPSkf7wXIUu91xbK/rIRWjR0slS1pTUz5GcwTeZ7M5zukuUsTMn3wy47FVPqhoRFE9VOchIxu3ZpzS7GkWVQQAAADkT4v3L9aWY1uMzG82Yv3884z7Lz74oOMveB3NEVijbFnHed3pHTuWcUqZj3L9gfvXqb/0y1+/WFQNAAAAkD+57v93edHLdcNlN1hUTQ4cPpxxa4ESJRybsMISNEdgnbZtpXvuMbPMzvb2Qc3KN1P9UvWNjI1ZAQAAAO85HndcX2750si6N+quIJuP/5prtzsOpTh1yszHjnU0SGAJH/9Tg4Bms0kff+w4vzu9Hj0cm7T6sMw2Zv1++/c6dO6QRRUBAAAA+cvkdZOVlJrkHBcILqAODTpYWFE2TZ0qzZ5tZo88It17rzX1QBLNEVitdOmMU8dOnHDsP2K3W1NTNrWr305RoVHOcao9VRPWTLCwIgAAACB/SLOnadzqcUb2YO0HVTyyuEUVZdPBg9Izz5hZqVIZtxyA19EcgfXatHGc453eN984TrDxYYXCCqltvbZGNm7NOKWkpVhUEQAAAJA//Pb3b9p5cqeRPdHYxzditdulbt2kM2fMfOxYqVgxa2qCE80RWM9mcxxXVdyly/v0045zv32Y69KaA2cP6IcdP1hUDQAAAJA/jF452hjXLlFbLSq0sKiabJo0SZo718zatZPuvtuaemCgOQLfULKko0GS3smTjnO/fXh5TaOyjdS0XFMjc/1BDQAAAMB9Dpw9oO+2m0fg9mjcQzabzaKKsmH/fqlPHzMrU0YaNcqaepABzRH4jgcflB56yMy++06aNs2aerKpR+Mexvjnv37WjhM7LKoGAAAACGzjVo9Tmj3NOY4KjdJjVzxmYUWXYLdLXbtKZ8+a+bhxGQ+ngGVojsC3fPSRYxZJek8/LR3y3VNgHqrzkIpGmD/UPl75sUXVAAAAAIErKTUpw0asj9V/TIXCCllUUTaMHy/Nn29mHTpId95pTT3IFM0R+JbixaUxY8zs9Gnp8cd9dnlNRGiEujTsYmST1k1SbFKsRRUBAAAAgembrd/oSOwRI+vRpEcWV/uAvXulZ581s7Jlpffes6QcZI3mCHzPvfc6zvlOb84c6dNPraknG7o36i6bLqxxPJN4RtM3TbewIgAAACDwjF5l7u/XsmJL1StVz6JqLsFul7p0kc6fN/Px46WYGEtKQtZojsA3ffCB47zv9Hr3lg4csKScS6latKpurXarkX208iPZfXS2CwAAAOBvNh3dpD/2/mFkPj1rZOxY6ddfzaxzZ+m226ypBxdFcwS+qVgxxw+T9M6ccZwL7qMNh55Nehrjtf+s1fKDyy2qBgAAAAgsrqdClooqpftq3WdRNZfw99/Sc8+ZWfny0siR1tSDS6I5At91993SYy67Tv/0kzRxojX1XMKt1W5V5ZjKRsaxvgAAAEDenU08q6kbphpZtyu7qUBwAYsquoi0NMcMkViXPQgnTJAKF7amJlwSzRH4tlGjHOd/p9enj7RvnzX1XERwULCeaPSEkc3YPEPH445bVBEAAAAQGD7b8JnOJ13YuyPIFqTHGz1uYUUXMXq0tHChmT3+uHTLLZaUg+yhOQLfVqSI4/zv9M6dc5wT7oPLazo37Gx0r5NSkzRhzQQLKwIAAAD8m91u10crPzKyu2rcpQqFK1hU0UXs3i31729mFStKw4dbUw+yjeYIfN+dd0odO5rZzz9Ln3xiSTkXUyKqhNrUaWNkY1aPUWpaqkUVAQAAAP7tj71/aMuxLUbmut+fT0hLkzp1kuLizHzCBKlQIWtqQrbRHIF/ePddqVw5M+vbV9qzx5JyLsZ1x+w9p/fop10/WVQNAAAA4N9cj++tXqy6brzsRouquYgPPpD+/NPMnnxSuvlma+pBjtAcgX+Iick4U+T8ece54WlplpSUlavKXaWGpRsamesPdAAAAACXdvjcYc3aOsvInmz8pIJsPvar7I4d0osvmlnlytKwYZaUg5zzsT9RwEXcdpujGZLeb79JY8ZYU08WbDZbhml+c3fO1V+n/rKoIgAAAMA/fbLmE6WkpTjHESER6tigo3UFZSY11bGcJj7ezCdOlKKjrakJOUZzBP5lxAipgsvGS/36SX/5VuPhkXqPqHDYhWO67LJrzCrfauIAAAAAviw5NVljV481skfrPaqY8BhrCsrKqFHSkiVm9tRT0g03WFMPcoXmCPxL4cKODY3Si411nCPuQ8trIkMj1alBJyObsHaC4pPjs3gHAAAAgPRm75itQ+cOGdmTTZ60qJosbNsmvfSSmVWpIr39tjX1INdojsD/tGolde9uZr//Ln30UebXW8T1B/fJ+JP6csuXFlUDAAAA+JfRK819+5qVb6Yry1xpUTWZSE11nKqZkGDmkyZJUVGWlITcozkC/zR8uFSpkpn17y/t2mVNPZmoXqy6WlVpZWSu57MDAAAAyGjb8W369e9fjcznju8dMUJavtzMnnlGuvZaa+pBntAcgX8qWDDj8pr4eMdGSD60vMb1WN8VB1do1aFVFlUDAAAA+IePV35sjItHFtcDtR+wqJpMbNkivfKKmVWrJg0ZYk09yDOaI/BfN90k9TCbD1q0SHr/fWvqycSd1e9UhULmBrKuP+gBAAAAXBCbFKvJ6ycbWZeGXRQeEm5NQa5SUhzLaZKSLmQ2mzR5shQZaVVVyCOaI/BvQ4dKl11mZi++6Dhn3AeEBIWoeyNzf5TPN32uE3EnLKoIAAAA8G2fbfhMZxPPOsc22fRE4ycsrMjF8OHSypVm9uyzUosW1tQDt6A5Av8WHe3Y8Ci9hARHJzc11ZKSXHW9sqtCg0Kd44SUBE1YO+Ei7wAAAADyJ7vdrg9WfGBkt19+uyrHVLamIFcbN0qvvmpmNWpIgwZZUw/chuYI/N9110lPP21mS5dK771nSTmuSkWX0oN1HjSy0StHKzXNN5o3AAAAgK9YuGehNh/bbGRPN306i6u9LDnZ8SFscvKFLCjIsZwmIsKqquAmNEcQGIYMkapWNbOXXnKcO+4DXH+g7z2zV7N3zLaoGgAAAMA3uc4aqV6sulpVbZXF1V42dKi0Zo2ZPfec1KyZNfXArWiOIDBERTmW19hsF7LERKlDB8eGSRa7qtxValy2sZG5/uAHAAAA8rO9p/fqu+3fGdlTTZ5SkM0Hfm1dv1564w0zq1VLev11a+qB2/nAnzLATVq2lHr3NrMVKxznj1vMZrNlmD3y29+/afPRzVm8AwAAAMhfPl71sdLsac5xdIFodWjQwcKK/pWUlPVymnAfOUEHeUZzBIHlzTel6tXNbOBAxznkFmtTp41KRJYwsg9XfGhRNQAAAIDviE+O1ydrPjGyjld0VKGwQhZVlM5bb0nr1plZ//5S06aWlAPPoDmCwBIZmXF5TVKSTyyvCQsJ0+ONHjeyKRum6HTCaWsKAgAAAHzEF5u+0Mn4k0b2VNOnLKomnbVrpcGDzaxOnYwn1sDv0RxB4Ln6aqlvXzNbtUoaNsyaetJ5ovETCrYFO8dxyXGatHbSRd4BAAAABLbMju+9peotqlG8hkUV/SuzD1mDg6VPP5XCwqyrCx5BcwSB6Y03pJo1zey11xznkluofKHyuq/WfUb20cqPjLWVAAAAQH6yeP9irftnnZH5xPG9gwZl/P3hxRelRo2sqQceRXMEgSkiwrFBUlC6P+LJyY7Ob/qNlCzg+oN+96ndmrtzrkXVAAAAANZynTVSpUgV3VbtNouq+deqVdKQIWZWv770yivW1AOPozmCwHXVVdLzz5vZ2rXS229bU8+/rql4ja4odYWRcawvAAAA8qODZw/q6y1fG1nPJj0VHBScxTu8IDHRcTpNauqFLCTE8eFrgQJWVQUPozmCwPbaa1Lt2mb2xhsZd5v2osyO9Z23e562H99uUUUAAACANcasGqNU+4UmRGRopDo37GxhRZJef13avNnMXn5ZatjQmnrgFTRHENjCwx0d3uB0neeUFEcnOCnJqqrUtl5bFY0oamQfrfzIomoAAAAA70tMSdS4NeOM7LH6jykmPMaagiRpxQpp6FAza9BAGjDAknLgPTRHEPiaNJFeeMHM1q/PeCSXF0WERqhrw65GNnndZJ1LPGdRRQAAAIB3zdw8U0djjxqZpcf3JiQ49ihMS3dYQmio43Sa0FDr6oJX0BxB/vDKK1LdumY2eLC0Zo019Ujq0aSHgmwXvgXPJZ3Tp+s/taweAAAAwJtc9927ofINqluybhZXe8HAgdK2bRmz+vWtqQde5bXmyN69e9W3b1/VrFlTUVFRKlq0qJo0aaLhw4crLi7Orc/65Zdf1LFjR1WrVk1RUVEqXLiwqlevrgceeEAff/yxzp8/79bnwQ+EhTk6vumX16SmOpbXJCZaUlKlmEq6q8ZdRvbhig851hcAAAABb/mB5Vp5aKWRWXp879Kl0ogRZtaokdS/vzX1wOtsdrvd7umHzJ49W+3atdPZs2cz/Xr16tU1Z84cVatWLU/POXXqlDp16qTvvvvuotetXbtWDRo0yNOzXB04cEAVKlSQJO3fv1/ly5d36/3hJq++6tiQNb2XXpLefNOScn77+zfdNOUmI5vXbp5uqXqLJfUAAAAA3tBuVjtN2zjNOa5YuKJ2P7NbIUEh3i8mPt6xr8iOHReyAgWk1aszzj6HT/DE798enzmydu1atWnTRmfPnlV0dLQGDx6sJUuW6Ndff1W3bt0kSTt27NAdd9yhc+dyv9/CmTNn1KpVK2dj5N5779W0adO0bNkyrVy5UrNmzVKvXr1oWuR3L70kXWEeo6u335ZWrsz8eg+7ofINqlOijpFxrC8AAAAC2T/n/9HMzTONrEfjHtY0RiTHSTTpGyOS49RLGiP5isdnjlx77bX6888/FRISoj/++EPNmzc3vj58+HD169dPkvTqq6/qtddey9Vz2rdvr6lTpyosLEwzZ87UXXfdlel1drtdqampCglx7zceM0f8yLp1jk1aU1IuZLVrOzrD4eFeL2fMqjF6cs6TzrFNNu16ZpeqFKni9VoAAAAAT3vj9zf06sJXnePwkHAd6HNAxSKLeb+YRYuka6+V0v9a3KSJtGSJ5ObfGeE+fjdzZMWKFfrzzz8lSV26dMnQGJGkvn37qlatWpKkUaNGKTk5OcfPWbRokaZOnSpJevPNN7NsjEiSzWZze2MEfqZBA8cGrelt2eI4z9wC7eq3U+Gwws6xXXZ9tIJjfQEAABB4klKTNGbVGCNrW7etNY2RuDipUyezMRIWJk2eTGMkH/Joc+Tbb791vu7UqVPmBQQFqX379pKk06dPa8GCBTl+zocffihJKly4sJ56ysKjn+A/XnxRuvJKMxs2TFq+3OulRBeIVueGnY1swtoJik2K9XotAAAAgCfN2jpLh88fNrKnr7JoI9YBA6Rdu8zsjTccs8qR73i0ObJo0SJJUlRUlBo1apTlddddd53z9eLFi3P0jKSkJOc+I61atVL4v8siUlNTtX//fu3Zs0cJCQk5LR2BLjTU0RFOf155Wprj9Jr4eK+X07NJT9lkc47PJJ7RlPVTvF4HAAAA4Emjlo8yxtdUvEYNSjfwfiG//y6NMmtRs2ZS377erwU+waPNka1bt0qSqlWrdtGlLDVr1szwnuxav369s/lRr149nT17Vr1791bx4sVVsWJFXXbZZSpcuLBatWqlhQsX5vxvAoGrXj3H6TXpbdvmOMvcy6oWrao7qt9hZKOWj+JYXwAAAASMZQeWadmBZUZmyfG9sbFSZ3PmtsLDHR+eBgd7vx74BI81RxISEnT8+HFJuuTmKEWKFFFUVJQkx2YqObFlyxbn67S0NDVu3FijRo3S6dOnnXlSUpJ++eUX3XjjjRo6dGiO7v+fAwcOXPSvw4cPX/om8D39+zvOL09vxAjHBkxe1vuq3sZ4+4ntmrdrntfrAAAAADzBddZIhUIVdF+t+7xfyAsvSH/9ZWaDB0s1ani/FvgMjzVH0h/LGx0dfcnr/2uOnD9/PkfPOXnypPP10KFDtXPnTt16661asWKFEhISdPToUX388ccqXLiw7Ha7XnjhBecynJyoUKHCRf9q2rRpju8JHxASIn36qeMc8//Y7Y7lNXFxXi3lxstuVN2S5nFhrv8CAQAAAPzRgbMH9NWWr4zs6aZPe//43gULpH/3rHRq0ULq1cu7dcDneHTmyH8KpP/FMwthYWGSpPgc7vcQG3th08qEhAS1atVKP/zwg5o0aaKwsDCVKFFCTzzxhH744QcFBTn+dl988UV5+ARj+JM6dRwbL6W3c6fjvHMvstlsGWaPzNs9T1uObcn8DQAAAICfGL1ytFLSUpzjyNBIdb2yq3eLOHcu43KaiAhp0iSW08BzzZH/NkaVHMtaLiUxMVGSFBERkevnSI7ZI8GZ/MG+5pprdN99jilbW7du1caNG3P0nP3791/0rxUrVuTofvAxfftKV11lZu+9J/17FLW3tK3XVsUjixvZ+8vf92oNAAAAgDvFJcdp7OqxRtbxio4qElHEu4X06yft2WNmb78tXX65d+uAT/JYc6RgwYLO19lZKvPfDJDsLMHJ6jklSpRQw4YNs7z2f//7n/P1ypUrc/Sc8uXLX/SvMmXK5Oh+8DEhIY4NmP6dwSTJsbymc2fHhk1eEhEaoe6NuhvZlPVTdCLuhNdqAAAAANzpsw2f6WT8SSN75qpnvFvEL79IY8aY2bXXSk895d064LM8OnOkWLFikhybmV7MqVOnnM2RChUq5Og56a+/1Mav6a89duxYjp6DfKBmTenNN81s1y7H+ede1KNJD2PtZXxKvD5Z84lXawAAAADcwW63671l7xnZbdVuU43iXtz89OxZqUsXM4uMlCZOlII8eoAr/IhH/yTUrl1bkrRr1y6lpKRked22bducr2vVqpWjZ9SpU8f5OjU19aLXpv/6xY4WRj7Wp4/UvLmZvf++4xx0LylbsKza1GljZB+u+FDJqcleqwEAAABwh5//+llbj281st7Nenu3iOeek/btM7Nhw6SqVb1bB3yaR5sj11xzjSTHkpnVq1dned3v6X7xbNGiRY6eUalSJVWsWFGStGfPnotutLp7927n63LlyuXoOcgngoMdy2tc9rJRp05SDk9SygvXf2EcPHdQX2/92mvPBwAAANzBddZIreK11KpKK+8VMG+e9InLLOwbbpCefNJ7NcAveLQ5cs899zhfT5o0KdNr0tLSNGXKFElSTEyMbrjhhhw/5/7775cknT17Vr/++muW182aNcv5+r/GDZBB9erSkCFm9vffUv/+XiuhcdnGalHBbBS6/osFAAAA8GXbjm/T3F1zjax3s96y2WzeKeDMGamry4k40dEsp0GmPPonomnTpmrZsqUkacKECVq6dGmGa0aMGKGtWx3TrHr16qXQ0FDj6wsXLpTNZpPNZlPHjh0zfU7v3r2dp9Y8++yzOnv2bIZrPvvsMy1cuFCSdMcdd+R4bxPkM888I7k20EaPln77zWsluM4eWX5wuZYdWOa15wMAAAB54XrqYtGIompXv533Cnj2Wcl1/8vhw6XKlb1XA/yGx9tlo0aNUkREhFJSUnTLLbdoyJAhWrZsmRYsWKDu3burX79+kqTq1aurb9++uXpGxYoV9cYbb0iSNm7cqKZNm2rSpElavXq1FixYoKefftrZWClUqJDeffddt/y9IYAFBTnOO3c9WrpzZ8f56F5wT817VLFwRSMbtXyUV54NAAAA5MWp+FP6dP2nRta9UXdFhkZ6p4Aff3TMEEnvppuk7t0zvx75nsd3JW3YsKFmzJihdu3a6ezZsxqQyckf1atX15w5c4xjeXPq+eef18mTJzV06FBt375dnTt3znBNyZIl9e233+pyzrFGdlSrJg0d6phF8p+9e6Xnn894DJgHhASF6OmmT+v5n593Zl9u/lLDWw1X+UIXP5kJAAAAsNL4NeMVlxznHIcEhahHkx7eefipU1K3bmZWsKA0YYLkrSU98DteWWjVunVrbdiwQX369FH16tUVGRmpmJgYNW7cWEOHDtXatWtVrVq1PD9nyJAhWrx4sR577DFVrlxZYWFhKly4sJo0aaJBgwZpx44dau56EglwMT17StddZ2Zjx0o//+yVx3dp2MXorqfaU/XRio+88mwAAAAgN1LSUvTBig+M7IHaD3jvA77evaVDh8xs5EipUiXvPB9+yWa/2PEuyLYDBw449zHZv3+/ypfnk/2A8ddfUv36UmzshaxCBWnTJqlQIY8/vuecnhq9arRzXCS8iA48e8B7UxIBAACAHPhy85d66KuHjGxZl2W6qvxVnn/47NnSXXeZ2f/+J82dy6yRAOKJ37/Zohe4lCpVHOegp7d/v5TLPXJy6pmrnjHGpxJOaer6qV55NgAAAJBT7y1/zxg3K9/MO42Rkyelxx83s0KFpPHjaYzgkmiOANnxxBPSjTea2fjx0k8/efzRNYrX0O2X325k7y1/T2n2NI8/GwAAAMiJFQdXaMn+JUbW+6re3nn4M89I//xjZu+9JzGrH9lAcwTIjqAgxwZO0dFm3rWrdPq0xx/v+i+Ubce36efd3tn3BAAAAMgu19MVyxcqr/tq3ef5B3/zjTRtmpndfrv076mlwKXQHAGyq3JlacQIMzt4UOrTx+OPvrnKzapdoraRuU5XBAAAAKx08OxBzdw808ieavKUQoNDPfvg48cdM73Ti4mRxo1jOQ2yjeYIkBPdukmtWpnZ5MnSnDkefazNZsswe+SnXT9p67GtHn0uAAAAkF2jV45WSlqKcxwREqFujbpd5B1u8vTT0tGjZvb++1K5cp5/NgIGzREgJ2w2x14jBQuaebdujvPUPahd/XYqFlHMyN5d9q5HnwkAAABkR2xSrD5e9bGRdbiig4pGFPXsg7/6Spo+3cxat5batfPscxFwaI4AOVWxovSuS1Pi8GGpVy+PPjYiNELdG3U3sinrp+ho7NEs3gEAAAB4x+R1k3Uqwfyw0PXURbc7elR68kkzK1JEGjuW5TTIMZojQG507izdequZTZ0qffedRx/7VNOnVCC4gHOcmJqo0StHe/SZAAAAwMWkpqVmmNF8x+V3qFaJWp57qN0u9ezp2G8kvQ8/lMqU8dxzEbBojgC5YbNJn3wiFS5s5t27SydOeOyxZQqWUdt6bY3so5UfKT453mPPBAAAAC7m++3fa/ep3UbWt3lfzz505kzHkpr07r1XeuQRzz4XAYvmCJBb5cs7zk1P78gRx/nqHvRss2eN8fG445q6YapHnwkAAABkZcRS80THhqUb6vrK13vugUeOOGaNpFesmPTxxyynQa7RHAHyokMH6Y47zOzzz6VZszz2yHql6umWqrcY2cilI5VmT/PYMwEAAIDMLD+wXIv3Lzayvs37yuapJoXd7thnxHW29ocfSqVKeeaZyBdojgB5YbM5zk+PiTHzJ56Qjh3z2GNdpyluP7FdP+780WPPAwAAADLjOmukfKHyeqjOQ5574BdfSN98Y2YPPCC1aeO5ZyJfoDkC5FXZstIHH5jZsWPSU0957JGtqrRS3ZJ1jcz1X0wAAACAJ/196m99vfVrI3um6TMKDQ71zAMPH87439glSkijR7OcBnlGcwRwh0cfle6+28xmzpS+/NIjj7PZbBn2Hlm4Z6HWHF7jkecBAAAArkYtH2Us7Y4uEK1ujbp55mF2u+Pwg1PmccEaPdrRIAHyiOYI4A42mzRmjFS0qJn36OE4f90D2tZrq9LRpY1s5NKRHnkWAAAAkN7phNOasHaCkXVp2EUx4TGeeeBnn0mzZ5tZmzaOJTWAG9AcAdyldGnHRlDpHT/uaJDY7W5/XFhImJ5qYk4rnLF5hg6cPeD2ZwEAAADpfbL6E51POu8cB9mC1OuqXp552MGDGU+ELFky4397A3lAcwRwp4cflu67z8y+/lqaMcMjj3ui8ROKCIlwjlPSUvT+8vc98iwAAABAkpJTk/X+CvO/Oe+vdb8uK3KZ+x9mt0uPPy6dPm3mY8ZIxYu7/3nIt2iOAO5ksznWPRYrZuY9e0r//OP2xxWLLKZODToZ2bjV43Qu8ZzbnwUAAABI0szNMzPMVnY9TdFtJk+WfnQ5lbFtW+neez3zPORbNEcAdytVytEgSe/kScfxvh5YXtOneR/ZdGF37jOJZzKs/wQAAADcwW63ZzglsUWFFrqq/FXuf9iBA1Lv3mZWurT0PjOl4X40RwBPeOgh6cEHzey776TPP3f7o6oVraa7a5on5by37D2lpKW4/VkAAADI3xbuWai1/6w1Mo/MGrHbpa5dpbNnzXzs2IyztAE3oDkCeMpHH2U8Vuzpp6VDh9z+KNd/Ie09s1ezts5y+3MAAACQv7nOGqlapKruqnGX+x80YYI0b56ZtW8v3eWBZwGiOQJ4TokS0scfm9mpU47z2d28vKZFhRZqWq6pkY1YOkJ2DyzjAQAAQP609dhWzdk5x8j6NOuj4KBg9z5o3z7p2WfNrGxZ6b333PscIB2aI4An3X+/4wSb9H74QZoyxa2PsdlsGWaPrDi4Qov3L3brcwAAAJB/vbvsXWNcJLyIOjbo6N6H2O1Sly7SOZcDBsaNk4oUce+zgHRojgCe9uGHjk1a0+vVy3FeuxvdV+s+VSpcychcpz0CAAAAuXE09qimrDc/4Huy8ZOKKhDl3geNGyf98ouZdewo3XGHe58DuKA5AnhasWKOjaPSO3NG6tbNrctrQoJC1OuqXkb23bbvtPPETrc9AwAAAPnT6JWjlZia6ByHBoWqZ9Oe7n3I339LfV02dy1fXnr33cyvB9yI5gjgDXffLbVrZ2Zz50qTJrn1MV2u7KJCYYWcY7vsGrl0pFufAQAAgPwlLjlOH6740Mja1mursgXLuu8haWmO5TSxsWY+frwUE+O+5wBZoDkCeMuoUY5z2dPr00fav99tjygUVkjdG3U3sknrJunI+SNuewYAAADyl0lrJ+lE/Akjc/vxvR9/LC1YYGZdu0r/+597nwNkgeYI4C1FizrWUKZ39qzjh74bl9f0uqqXQoNCnePE1MQMnX4AAAAgO1LSUjLsY3dbtdtUr1Q99z3kr7+kfv3MrEIFaQT758F7aI4A3tS6tdShg5nNn++YLugm5QqVU7v65hKej1Z+pPNJ5932DAAAAOQPX2/5Wn+f/tvI+rXol8XVuZCWJnXqJMXFmfnEiVKhQpm/B/AAmiOAt733nuOc9vSefVbau9dtj3ju6ueM8amEU5qwZoLb7g8AAIDAZ7fbNWzJMCNrUraJrqt0nfse8uGH0h9/mNkTT0g33+y+ZwDZQHME8LaYmIwzRc6fd2xA5ablNbVL1Fbr6q2NbOSykUpOTXbL/QEAABD4fvv7N605vMbI+rXoJ5vN5p4H7NwpvfCCmVWuLA0blunlgCfRHAGscNttUufOZvbrrxmP/M0D1+mO+87s08zNM912fwAAAAQ211kjVYtU1b0173XPzVNTHctp4uPNfOJEqWBB9zwDyAGaI4BVRo50nNue3nPPOc53d4MWFVqoefnmRjZsyTDZ3bj5KwAAAALTun/Waf7u+Ub23NXPKTgo2D0PeP99afFiM+vZU7rhBvfcH8ghmiOAVQoXlia47AMSG+uYUZKWlufb22w29W/R38g2HNmgebvn5fneAAAACGzDlww3xiUiS6jDFR2yuDqHtm+XBgwwsypVpLffds/9gVygOQJY6ZZbpMcfN7OFC6XRo91y+9Y1WqtGsRpGNmwxazgBAACQtT2n92jGphlG9sxVzygiNCLvN/9vOU1CgplPmiRFR+f9/kAu0RwBrPbOO1KlSmbWv7+0e3eebx1kC9LzVz9vZAv2LNDKgyvzfG8AAAAEpneXvqtUe6pzHBkaqR5Nerjp5u9KS5eaWa9e0rXXuuf+QC7RHAGsVrBgxuU1cXGOjroblte0q99OpaNLG5nrNEkAAABAkk7EndD4tebJit2u7KaiEUXzfvOtW6WXXzazatWkt97K+72BPKI5AviCm26SnnzSzP78U/rggzzfOiwkTL2v6m1kX2/9WrtO7srzvQEAABBYRq8crbjkOOc42BasZ5s/m/cbp6RIHTtKiYkXMpvNsZwmMjLv9wfyiOYI4CuGDXOc657eiy9KO3bk+dbdG3dXwQIXjkRLs6dp5NKReb4vAAAAAkdccpzeX/G+kT1S7xFVLFwx7zd/5x1pxQoz69NHuuaavN8bcAOaI4CviI52dM7Ti493LK9JTc38PdkUEx6j7o26G9mkdZN0NPZonu4LAACAwDF53WQdjztuZK771+XKpk3Sq6+aWfXq0ptv5v3egJvQHAF8yfXXS089ZWZLlkijRuX51r2a9VJoUKhznJCSoA9XfJjn+wIAAMD/paSlaMTSEUZ2a7VbVb9U/bzdODnZsZwmKelCFhQkTZ4sRbjh9BvATWiOAL7m7bcd57yn99JL0rZtebpt+ULl9Wj9R43swxUf6nzS+TzdFwAAAP5v1tZZ+uvUX0bW7+p+eb/xsGHS6tVm1rev1Lx53u8NuBHNEcDXREU5Ouk224UsIcHRcc/j8hrXaZGnEk5pwpoJWVwNAACA/MBut2vY4mFG1rhsY11f+fq83XjDBun1182sZk3pjTfydl/AA2iOAL6oZUvHee/pLV8ujRiR+fXZVLtEbbWu3trIRi4bqeTU5DzdFwAAAP5rwZ4FWn3YnN3R7+p+sqX/sC6nkpOlDh0c//ufoCDp00+l8PDc3xfwEJojgK8aPFi6/HIze+UVacuWPN22XwtzeuS+M/s0Y/OMPN0TAAAA/mvo4qHGuEqRKrqv1n15u+lbb0nr1plZv35S06Z5uy/gITRHAF8VGek4vSZ9xz4pybG8JiUl17dtUaGFmpc313i+vehtpdnTcn1PAAAA+KfVh1Zr/u75RvZc8+cUHBSc+5uuW5fxJJo6daTXXsv9PQEPozkC+LIWLaRnnzWzlSul4cNzfUubzab+Lfob2eZjm/XDjh9yfU8AAAD4p7cXv22MS0SWUIcGHXJ/w6Qkx3Ka9B/mBQc79tQLC8v9fQEPozkC+LpBg6QaNczs1VeljRtzfcvWNVqrdonaRvbWn2/Jbrfn+p4AAADwL9uOb9PXW742sj7N+igyNDL3N33zTcdGrOm9+KLUuHHu7wl4Ac0RwNdFRDg67UHpvl3/Oy8+OXcbqQbZgvTiNS8a2fKDy7Vwz8JclwkAAAD/MmzxMNl14cOxQmGF1KNJj9zfcPVqx14j6dWr59g3D/BxNEcAf9CsmfTcc2a2Zo00dGjm12fDw3UfVuWYykb21qK3Mr8YAAAAAWXfmX2aumGqkfVs0lOFwwvn7oaJiY4P71JTL2QhIY4P+QoUyHWdgLfQHAH8xeuvS7Vqmdkbb0jr1+fqdiFBIep3tXlyzS9//aJVh1bltkIAAAD4iRFLRigl7cK+IOEh4erdrHfub/jGG9KmTWb20kvSlVfm/p6AF9EcAfxFeLjjXPjgdDuH/7e8JikpV7fs1LCTSkWVMrIhi4bkoUgAAAD4umOxx/TJmk+MrGvDrioZVTJ3N1y5Unrb3NhVDRpIAwbk7n6ABWiOAP6kSRPH+fDprVuXcW1nNoWHhKtPsz5GNmvrLG09tjWXBQIAAMDXjVo+SvEp8c5xSFCInrv6uYu84yISEhyn06SlXchYTgM/RHME8Devvuo4Jz69wYOltWtzdbsnmzypwmHm2tKhi3O/lwkAAAB819nEs/pwxYdG9mi9R1UpplLubvjaa9JWlw/WBg6Urrgid/cDLEJzBPA3YWEZl9ekpDg69rlYXlMorJCeavqUkU3bOE17T+/Na6UAAADwMR+v/FhnEs84xzbZ1L9F/9zdbNkyafhwM7vySumFF/JQIWANmiOAP2rUKOMazo0bpUGDcnW7Xlf1UkRIhHOckpaid5a8k5cKAQAA4GPik+M1ctlII7u31r2qVaJWFu+42M3iHXvfpV9OExrq+BAvNDRvhQIWoDkC+KuXX5bq1zezIUOkVTk/baZEVAl1u7KbkY1fO15Hzh/JS4UAAADwIZPWTdLR2KNG9uI1L+buZq+8Im3fbmavvy7VrZvL6gBr0RwB/FWBAo7OfEjIhSw11dHBT0zM8e2eu/o5hQRduFdCSoJGLR/lhkIBAABgteTUZA1bPMzIWlVppcZlG+f8ZkuWSCPNGShq0kR6/vk8VAhYi+YI4M8aNHDMIElv82ZH1z6HKhSuoMfqP2ZkH638SGcSzmTxDgAAAPiL6Zuma+8Zc0+5AS1zcdRuXJzjwzi7/UJWoIDjdJr0H9oBfobmCODvBgxwNEnSGzpUWrEix7fq36K/bLI5x2cTz2r0ytF5LBAAAABWSrOnaciiIUbWrHwzXVfpupzf7KWXpJ07zWzQIKl27TxUCFiP5gjg7zLb+CotzXF6TUJCjm5Vo3gN3V/7fiN7d9m7ikuOc0elAAAAsMD327/X1uPmcbsDrhkgm82WxTuy8Oef0iiXZdfNmkl9++axQsB6NEeAQFC/vvTqq2a2bVvGLBtcN+U6FndME9dOzEt1AAAAsIjdbtdbf75lZHVL1tUd1e/I2Y1iY6VOnczlNOHhjuU0wcF5LxSwGM0RIFD07+844je9d96Rli7N0W2uLHOl/lf1f0Y2fMlwJacm57VCAAAAeNlvf/+mlYdWGtmL17yoIFsOfxV88UVp924ze/NNqUaNPFYI+AaaI0CgCAlxdO4LFLiQpaU5NsyKj8/RrVxnj+w7s0+fb/w87zUCAADAq95aZM4aqVKkih6q81DObrJwofTBB2Z29dVS7955qg3wJTRHgEBSt27Gk2p27Mh4os0lXFvpWl1d4Woje2vRW0pNS81rhQAAAPCSpfuX6re/fzOyflf3U0hQDk6VOX/esZwmvYgIadIkltMgoNAcAQLNc89JTZua2bvvSosWZfsWNptNA64xj3bbcWKHvtzypTsqBAAAgBcM+mOQMS4TXUYdGnTI2U369ZP27DGzIUOk6tXzVhzgY2iOAIHmv+U1YWEXMrvd0fGPy/6pM7dffrsalm5oZG/+8abS7GluKhQAAACesurQKs3dNdfInr/6eYWHhGf/Jr/+Kn38sZm1bCk9/bQbKgR8C80RIBDVquU4bz69XbukAQMyvz4TNptNL19rLsfZfGyzvt32rRsKBAAAgCe9+cebxrhEZAl1b9w9+zc4e1bq3NnMIiMdy2mC+DUSgYc/1UCgevZZx7nz6Y0aJf3+e7ZvcU/Ne1S3ZF0je/OPN2VPf4QbAAAAfMqGIxv03fbvjKxv876KDI3M/k2ef17at8/Mhg6VqlZ1Q4WA76E5AgSq4GDH8ppwl6mTnTs7NtbKhiBbkF5uac4eWfvPWs3ZOcdNRQIAAMDdXGeNFI0oqh5NemT/BvPnS+PGmdn110s9cnAPwM/QHAECWY0a0lvm8W366y/phReyfYsHaj+gGsXM8+sH/TGI2SMAAAA+aMuxLfpqy1dG1vuq3ioYVjB7NzhzRurSxcyioqSJE1lOg4DGn24g0D3zjHTNNWb20UfSggXZentwULBeavmSka04uELzd893V4UAAABwk8F/DpZdFz7EKhRWSE9flYMNVPv2lQ4cMLN33pEuu8xNFQK+ieYIEOiCgx0bZ0VEmHnnztK5c9m6xSP1HlHVIub6UmaPAAAA+JadJ3Zq+qbpRvZM02cUEx6TvRvMnStNmGBmN90kdc/BRq6An6I5AuQH1apJb79tZnv2OM6tz4aQoBC9eM2LRrZ4/2It3LPQPfUBAAAgz95a9JbS7GnOcXSBaPVu1jt7bz51Sura1cyiox3NEpvNfUUCPormCJBfPPWUdO21ZjZmjPTzz9l6+2NXPKaKhSsa2aA/BmVxNQAAALzp71N/a+r6qUbWs0lPFYsslr0b9OkjHTpkZiNHSpUqualCwLfRHAHyi6Agx/KaqCgz79LFcY79JRQILqAXWpgbuS7Ys0CL9y12Z5UAAADIhbcXva1Ue6pzHBESoWebP5u9N//wg/Tpp2Z2yy0ZZ5IAAYzmCJCfVKkiDRtmZvv3S889l623d2rYSWULljUyZo8AAABYa/+Z/Zq0bpKRPdH4CZWMKnnpN588KT3+uJkVKiSNH89yGuQrNEeA/OaJJ6QbbjCzTz6R5s275FvDQ8LV72pzn5J5u+dpxcEV7qwQAAAAOTBs8TAlpyU7x2HBYXr+6uez9+ZevaTDh83s3XelChXcWCHg+2iOAPlNUJDjnProaDPv0kU6ffqSb+/WqFuGTyHe/ONNNxYIAACA7Dp87rA+WfOJkXW9sqvKFCxz6Td/+6302WdmdtttUqdO7isQ8BM0R4D8qHJlx3n16R08KD176XWpkaGReq65uQxn9o7ZWvfPOvfVBwAAgGx5Z8k7SkxNdI5Dg0LVv0X/S7/x+PGMR/QWLuyYUcxyGuRDNEeA/Orxx6WbbzazSZOkOXMu+dYnmzypYhHmzufMHgEAAPCuY7HHNGb1GCPr2KCjKhTOxpKYp5+Wjh41s/ffl8qVc2OFgP+gOQLkVzab49z6ggXN/PHHHefcX0R0gegMu59/vfVrbT662d1VAgAAIAsjl45UXHKccxxsC9YL17xwkXf86+uvpenTzezOO6XHHnNzhYD/oDkC5GcVKzrOr0/v0CGpd+9LvvWppk8pJjzGyN78k9kjAAAA3nAi7oQ+WvmRkbWr305VilS5+BuPHZOefNLMihSRxo5lOQ3yNZojQH7XpYv0v/+Z2ZQp0vffX/RthcIKqddVvYxsxqYZzB4BAADwgpFLR+pc0jnnOMgWpAEtB1z6jT17Ohok6X3wgVS2rJsrBPwLzREgv7PZHOfYFy5s5t27O869v4heV/VSobBCzrFddg36Y5AnqgQAAMC/jscd1/sr3jeyh+s+rOrFql/8jTNnSl9+aWb33CO1beveAgE/RHMEgFS+vOM8+/T++Ud65pmLvq1IRBH1vqq3kc3cPJPZIwAAAB40YskInU867xwH2YI08NqBF3/TkSNSjx5mVrSo9PHHLKcBRHMEwH86dpRuv93Mpk2Tvvnmom/r07yPCoddmHVil12v//66BwoEAADAsdhj+mDFB0bWtl5b1SheI+s32e2OfUZOnDDzjz6SSpf2QJWA/6E5AsDBZpPGjZNiYsz8iSek48ezfFtMeIz6NOtjZF9u+VIbj2z0QJEAAAD52ztL3lFscqxzHGQL0ivXvnLxN02fnvEDr/vvl9q08UCFgH+iOQLggnLlHOfbp3f0qPTUUxd9W+9mvTOcXMPsEQAAAPc6GntUH6780Mja1W938b1GDh92bMKaXvHi0ujRLKcB0qE5AsDUrp3UurWZzZghffVVlm8pHF5YzzZ71si+3vq11v+z3hMVAgAA5EvvLHlHcclxznGwLfjis0bsdscs4FOnzHz0aKlkSQ9VCfgnmiMATDab45z7IkXM/MknHbNIsvDMVc8wewQAAMBDjsYe1UcrPzKydvXbqVrRalm/ado06fvvzeyhh6QHH/RAhYB/ozkCIKMyZaQPzSmbOn7cscO53Z7pWwqHF1bf5n2N7Jtt32jdP+s8VCQAAED+MWzxsJzNGjl0SHr6aTMrUSLjf+MBkERzBEBWHnlEuvdeM/v6a2nmzCzf8sxVz6hoRFEje23hax4oDgAAIP/45/w/Gr1ytJG1v6K9qhatmvkb7Hbp8cel06fNfOxYR4MEQAY0RwBkzmZznHtfrJiZ9+wpHTmS6VsKhRXKMHvku+3fae3htZ6qEgAAIOANWzxM8SnxznFIUIhevvblrN/w6afSnDlmltkHXwCcaI4AyFqpUtJH5tpWnTjh2H8ki+U1Tzd9WsUizIbKa7+/5qECAQAAAtvhc4f18aqPjazDFR1UpUiVzN9w4IDUu7eZlSolffCBZwoEAgTNEQAX99BD0gMPmNk330hffJHp5QXDCuq5q58zsu+3f6/Vh1Z7qkIAAICANWzxMCWkJDjHIUEheqnlS5lfbLdL3bpJZ86Y+dixGWcDAzDQHAFwcTab47g31/WpTz0lHT6c6Vt6NunJ7BEAAIA8OnzusMasHmNkHa/oqMuKXJb5GyZOlH76ycwee0y6+24PVQgEDpojAC6tRAnH/iPpnTolde+e6fKagmEF9fzVzxvZDzt+0MqDKz1ZJQAAQEB5e9HbGWeNXJvFrJF9+6Q+fcysTBlp1CgPVggEDpojALLn/vulNm3MbPZs6bPPMr28Z9OeKh5Z3MiYPQIAAJA9B88e1NjVY42sc4POqhxTOePFdrvUtat07pyZf/KJVKSI54oEAgjNEQDZ9+GHUsmSZvbMM9LBgxkujS4QrX5X9zOyH3f+qOUHlnuyQgAAgIDw9qK3lZia6ByHBoVmPWvkk0+kn382s44dpTvu8FyBQIChOQIg+4oXl8aY6151+rT0+OOZLq/p0aSHSkSae5W8uvBVDxYIAADg/w6cPaBxa8YZWZeGXVSxcMWMF+/ZI/Xta2blyknvvuu5AoEARHMEQM7ce6/06KNm9uOP0uTJGS6NKhClfi3M2SPzds/Ton2LPFggAACAfxv0+yAlpSY5x6FBoXqx5YsZL0xLk7p0kc6fN/Px46WYGM8WCQQYmiMAcu7996XSpc2sd2/pwIEMl/Zo0kOlokoZ2Uu/vSR7JjNNAAAA8rvdJ3dr4rqJRtbtym6ZzxoZO1b67Tcz69pVuvVWD1YIBCaaIwByrmhRaZw51VNnzzr+ZezS9IgMjdRLLc31sX/s/UM//+WyLhYAAAB67ffXlJKW4hyHh4RnvtfIX39Jz5unA6pCBWnECA9XCAQmmiMAcqd1a6l9ezObN0+aMCHDpY83ejzDpx3MHgEAADBtPrpZ0zZMM7KnmjylsgXLmhempUmdO0uxsWY+YYJUqJCHqwQCE80RALn33ntSWZd/WT/7rLRvnxGFhYRp4LUDjWzVoVX6fvv3Hi4QAADAfwxcOFB2XfjwqGCBgup/Tf+MF370kfT772b2+ONSq1YerhAIXDRHAORekSKOo+PSO3fOsTGYy6yQDg066PKilxvZKwteUZo9zdNVAgAA+LzVh1Zr1tZZRtanWR8VjyxuXrhrl9TfpWFSqZL0zjserhAIbDRHAOTN7bc7pnWm98svGfYkCQkK0evXv25kG49u1IxNMzxdIQAAgM97ZcErxrhIeBE92/xZ86K0NKlTJyk+3swnTpQKFvRwhUBgozkCIO9GjpTKlzez556T9uwxojZ126huybpG9urCV41NxwAAAPKbxfsWa+6uuUbWr0U/FQ4vbF74/vvSokVm1qOHdOONHq4QCHw0RwDkXeHC0vjxZnb+vGN5TdqFZTNBtiANumGQcdnOkzv16bpPvVElAACAz7Hb7XrpN/M0mlJRpfR006fNC3fskF580cwuu0waOtTDFQL5A80RAO7xv/9J3bqZ2W+/SWPGGNHdNe5Wk7JNjOyNP95QYkqipysEAADwOb/89Yt+32turjqg5QBFFYi6EKSmSh07SgkJ5psnTZKioz1fJJAP0BwB4D7vvCNVNI/s1fPPS3/95RzabDa9eeObxiX7zuzTJ2tcNnYFAAAIcJnNGqlQqIK6N+puXvjuu9LSpWb2zDPSddd5uEIg/6A5AsB9ChWSJkwws7g4x8Zh6ZbXtKrSStdWuta4bPCfgxWXHOeNKgEAAHzC99u/18pDK41s4HUDFRYSdiHYtk16+WXzjVWrSm+95YUKgfzDa82RvXv3qm/fvqpZs6aioqJUtGhRNWnSRMOHD1dcnGd+IYqLi1OVKlVks9lks9lUuXJljzwHQDo33yw98YSZ/fGH9NFHzqHNZtObN5izR/45/48+XPGhNyoEAACwXJo9LcMJNdWKVlOHKzpcCFJSpA4dpMR0y49tNsdymqgoAXAfrzRHZs+erfr162vkyJHavn274uLidOrUKa1atUr9+vVTw4YNtWvXLrc/d+DAgfr777/dfl8AlzBsmOTajOzfX0r3fd6yUkv9r+r/jEuGLh6qMwlnvFAgAACAtWZsmqGNRzca2WvXvabQ4NALwYgR0ooV5ht795ZatvR8gUA+4/HmyNq1a9WmTRudPXtW0dHRGjx4sJYsWaJff/1V3f7dvHHHjh264447dO7cObc+97333lN4eLgKcuY34F0FC0oTJ5pZfLxjI7HUVGfkuvfIyfiTenfZu14oEAAAwDopaSl6deGrRlanRB09XPfhC8HmzdLAgeYbq1eX3jT/+wmAe3i8OdKrVy/Fx8crJCRE8+fP14ABA9S8eXPdeOONGjdunIYNGybJ0SAZMWKEW56Zmpqqbt26KTU1VQMGDFDRokXdcl8AOXDDDdJTT5nZ4sXS++87h43LNta9Ne81Lhm5dKROxJ3wRoUAAACWmLJ+inae3Glkg24YpOCgYMcgJcXxoVJS0oULgoKkyZOlyEiv1QnkJx5tjqxYsUJ//vmnJKlLly5q3rx5hmv69u2rWrVqSZJGjRql5OTkPD931KhRWr16tWrUqKH+/fvn+X4Acuntt6UqVcxswABpxw7ncNANg2STzTk+l3ROwxYP81aFAAAAXpWYkqjXf3/dyBqXbax7at5zIRg2TFq1ynzjs89Kmfw+BcA9PNoc+fbbb52vO3XqlHkBQUFq3769JOn06dNasGBBnp65d+9eDfx3+tmYMWNUoECBPN0PQB5ERTk2DLNdaH4oIcFYXlOnZB21rdfWeNv7K97XwbMHvVgoAACAd4xZNUb7zuwzsjdveFO2//57aeNG6bXXzDfVrCm98YZ3CgTyKY82RxYtWiRJioqKUqNGjbK87rp053MvXrw4T8/s0aOHYmNj9dhjj+n666/P070AuMG110rPPGNmS5dK717YW+S1619TsC3YOU5IScjwiQoAAIC/O5t4Vm/+ae4Z0rJiS91S9RbHIDnZcTpN+tn0/y2niYjwXqFAPuTR5sjWrVslSdWqVVNISEiW19WsWTPDe3Jj+vTp+vHHH1WkSBG37V/ynwMHDlz0r8OHD7v1eUBAeestqVo1M3v5Zem/nxFFq6nrlV2NL09cO1Hbj2/3VoUAAAAeN2LJCB2PO25kQ24acmHWyJAh0tq15pv69ZOuuspLFQL5V9YdizxKSEjQ8eOOb/zy5ctf9NoiRYooKipKsbGx2r9/f66ed+rUKfXu3VuS9Pbbb6tEiRK5uk9WKlSo4Nb7AflKZKTjE4+WLSW73ZElJjqW1yxeLIWE6NXrXtXUDVMVlxwnSUq1p+ql317SVw99ZVnZAAAA7nLk/BGNWGp+gHtXjbvUomILx2DdOmnQIPNNdepkXGIDwCM8NnMk/bG80dHRl7w+KipKknT+/PlcPe/555/XkSNH1Lx5c+cRwQB8SIsWUp8+ZrZihfTvLK8yBcuo91W9jS9/vfVrLT+w3EsFAgAAeM6bf7yp2ORY5zjIFqS3bnzLMUhKcnxolJJy4Q3BwY4Pl8LCvFonkF95rDmSkJDgfJ2dTVHD/v2mj4+Pz/Gz/vjjD02cOFEhISEaM2bMhWlpbrR///6L/rVixQq3PxMIOG++KVWvbmYDB0qbN0uS+rXop6IR5tHbL/z6guz/zTYBAADwQ3+d+ktjV481svZXtFedknUcg8GDpfXrzTe98ILUuLGXKgTgseZIeHi483VS+vO5s5CYmChJisjhRkOJiYl6/PHHZbfb1atXL9WvXz9nhWZT+fLlL/pXmTJlPPJcIKBEREiffurYWOw/6T4pKRxeWAOuGWC8ZeGehZq3e5536wQAAHCjVxa8ouS0C5ushgWH6fXr/918fs0aR3MkvXr1pFde8WKFADzWHClYsKDzdXaWysTGOqaYZWcJTnqDBw/W9u3bVaFCBb3+OqdbAD6vWTPpuefMbNUqadgwSVLPpj1VoZC5x88Lv7ygNHuatyoEAABwm7WH1+rzjZ8b2VNNn1LFwhUv7MGWmnrhiyynASzhsQ1Zw8PDVaxYMZ04cUIHDhy46LWnTp1yNkdyuvHp0KFDJUk333yzZs+enek1/907NjZW06dPlySVLFlSN954Y46eBcBNXn9dmj3beVqNJMdmY61bK7xePb1+/evq/H1n55fWH1mv6Zumq229tt6vFQAAIA9e/PVFY1worJBevObfbNAgaeNG8w0vvSRdeaWXqgPwH5vdg4v5r732Wv3555+KiorS6dOnszzOd+nSpbr66qslSQMHDszRDJDc7i9y3XXXaeHChbl6b2YOHDjgbOzs37//kif0APneihVS8+ZSWroZIQ0bSsuXKzU4SPXH1NeWY1ucX6pSpIq29tyqAsGX3sMIAADAFyz4e4FunGJ+IDv4xsEa0HKAY+Zss2bmrJErrnD8N1I29mwE8jNP/P7tsWU1knTNNddIcszYWL16dZbX/f77787XLVq08GRJAHxF06ZS//5mtnatNGSIgoOCNeSmIcaX/jr1l8atHufFAgEAAHLPbrfrhV9fMLLS0aXV66pejuU0HTqYjZGQEMfebDRGAEt4tDlyzz33OF9PmjQp02vS0tI0ZcoUSVJMTIxuuOGGHD3Dbrdf8q9KlSpJkipVquTM3DlrBEAuvfqqVKeOmQ0aJK1bp9bVW6tFBbNZ+sbvb+hc4jkBAAD4ullbZ2nFQfNEy1eve1VRBaIcy4m3bDHf8MorjpkjACzh0eZI06ZN1bJlS0nShAkTtHTp0gzXjBgxQlv/3XegV69eCg0NNb6+cOFC2Ww22Ww2dezY0ZPlAvC2sDDHhmPBwReylBSpY0fZkpP19s1vG5cfizumkUtHerdGAACAHEpJS9FLv71kZJcXvVxdGnaRli93bkTv1LCh9KK5NwkA7/Joc0SSRo0apYiICKWkpOiWW27RkCFDtGzZMi1YsEDdu3dXv379JEnVq1dX3759PV0OAF/TuHHG/xhYv14aPFjXVLxGd1a/0/jSO0vf0dHYo14sEAAAIGcmrZ2k7Se2G9ngGwcrNMnxIZCx51poqGM5jcuHxAC8y+PNkYYNG2rGjBkqVKiQzp8/rwEDBqh58+a68cYbNW6cY/+A6tWra86cOcbxvwDykVdekerXN7PBg6U1a/TWjW/JpgsbL59POq/Bfwz2coEAAADZE5ccp9d+f83IGpdtrAdqPyANHCht22a+4dVXpXr1vFcggEx5vDkiSa1bt9aGDRvUp08fVa9eXZGRkYqJiVHjxo01dOhQrV27VtWqVfNGKQB8UYECjuU16U+0Sk2VOnZUvZjqeuyKx4zLP171sf4+9bd3awQAAMiGD5Z/oEPnDhnZ2ze9LdvSpdKIEebFjRtn3KAegCU8epRvfsJRvoAbvPaa5HqU90svae9z3VT9w+pKSk1yxo/We1Sf3feZd+sDAAC4iJPxJ1X1/ao6nXDambWq0krz7/9WatBA2rnzwsUFCjhO6qtd29tlAn7P747yBYAcGTDA8R8O6b39tirtPKoejXsY8ecbP9eaw2u8VxsAAMAlvPXnW0ZjRJJjg/mXXzYbI5L0xhs0RgAfQnMEgO/4b3lN+g3J/l1e81LTvioUVsgZ22XXc/OfE5PfAACAL/jr1F/6YMUHRtamThtduStWeu898+KrrpI4jALwKTRHAPiWK65wbFaW3pYtKj7sQ73Q4gUjXrBngX7c+aMXiwMAAMjcgF8HGEuAQ4NCNaTZy1KnTlL6D3PCwjLutQbAcjRHAPie/v2lRo3MbPhw9Qm6WuULmesJ+/3STylpKV4sDgAAwLT8wHLN2DzDyJ5u+rQuG/6JtHu3efHgwVLNml6sDkB20BwB4HtCQx2fqBQocCFLS1N41yc09OrXjEu3HNuiiWsnerU8AACA/9jtdj3383NGFhMeo1dt10vvv29efPXVUu/e3ioNQA7QHAHgm+rWdZxek962bXrky61qWLqhEQ9cMFDnEs95rzYAAIB/fbvtWy3at8jI3mjcT4We6GVeGB4uTZokBQd7sToA2UVzBIDvev55qUkTI7KNHKlxxToZ2ZHYI3pnyTverAwAAEBJqUnq90s/I7ss5jL1+Gqv9Pff5sVDhkjVq3uxOgA5QXMEgO8KCXEsrwkLu5DZ7Wo84APdV/FW49LhS4br4NmD3q0PAADka2NXjdWuk7uMbGLBdgoeM9a8sGVL6ZlnvFgZgJyiOQLAt9WuLQ0aZGY7d2rc8hIKsl34ERafEq+BC1xOuQEAAPCQMwln9PrvrxvZDcUa67o3ppgXRkZKEydKQfzqBfgyvkMB+L5nn5WaNTOiYuM+09sF7jCySesmacORDd6sDAAA5FNDFg3RifgTRjZtWTnZ9u41L3z7balaNS9WBiA3aI4A8H3BwY7lNeHhFzK7XX0+2agS9sgLkezq93O/jO8HAABwo72n9+q9Ze8Z2etJLVRm2nfmhdddJ/Xs6b3CAOQazREA/qFGDWnwYCMK+WuPfthYz8jm7Z6nebvmebMyAACQz7z020tKTE10josmBevFT/8yL4qKYjkN4Ef4TgXgP3r1klq0MKKms5br/iPFjOz5n59XalqqNysDAAD5xOpDqzVt4zQj+2FVDYUePGxeOHy4VKWKFysDkBc0RwD4j+BgadIkKSLCiCd9b1PUhQ9vtPHoRk1Z77IZGgAAQB7Z7XY99/NzRnbvnkg1n7/FvPDGG6Xu3b1YGYC8ojkCwL9cfrk0ZIgRFTx4XOMXFzWylxe8rNikWG9WBgAAAtwPO37Qwj0LnePC8dKnc0LMi6KjpQkTWE4D+Bm+YwH4n6efllq2NKKH/zipG9Mt9T107pBGLh3p5cIAAECgSklLUb9fzI3fxy2IUsFjZ80LR4yQKlf2XmEA3ILmCAD/ExTkWF4TGWnEn88JV8GEC+Ohi4fq8DmX9b8AAAC5MG71OG07vs05vmO79NAKl1mqrVpJ3bp5uTIA7kBzBIB/qlpVGjrUiEqdSNA7P18YxybH6qXfXvJyYQAAINCcij+lgQsGOscx8dKkH0PNiwoWlMaPl2w2L1cHwB1ojgDwXz16SNdfb0SPr5Za7bownrxuslYfWu3dugAAQEB54/c3dCL+hHM8aq5U4kyyedG770oVK3q5MgDuQnMEgP8KCpImTpSioox4wmybCv27vMYuu3r91Et2u92CAgEAgL/bdnybPlz5oXN81zap/QaXi269Verc2buFAXArmiMA/Ntll0nvvGNEFc7YNWLehfHi/Yv15ZYvvVwYAAAIBM/Nf04paSmSpKJx0tgfXC4oXFj65BOW0wB+juYIAP/Xvbt0001G1HWtdOvOC+Pnf35e8cnxXi4MAAD4s3m75mnOzjnO8Qc/SqXPu1z03ntS+fJerQuA+9EcAeD/bDZpwgQpOtqIP/leKvxvP2TfmX0c7QsAALItJS1Ffeb1cY7v3SK13eRy0R13SB06eLcwAB5BcwRAYKhUSRppNj/Kn5PeTbe8ZsiiITp07pCXCwMAAP5ozKox2np8qySpeKw0xnU5TUyMNG4cy2mAAEFzBEDg6NpVuuUWI+q0Trpju+N1bHKsXvz1Re/XBQAA/MrJ+JN6deGrzvGHP0ol41wuev99qWxZ7xYGwGNojgAIHDabNH68VKiQEY+bLcX8u7xmyvopWnlwpQXFAQAAf/H6wtd1Mv6kJOmBzVKbzS4X3HWX1K6d9wsD4DE0RwAElgoVpHffNaKy56VRcy+Me8/rzdG+AAAgU1uPbdVHKz+SJJU4L42e43JB0aLS2LEspwECDM0RAIGnUyfpttuMqP0G6a5tjtdL9i/RjM0zLCgMAAD4ur7z+yrVnirZHY2REq7LaT78UCpd2pLaAHgOzREAgcdmkz75RCpc2IjHzpaK/vsfOP1+7qe4ZNf/2gEAAPnZ3J1zNXeXY7ppm03SA1tdLrjvPunhh71fGACPozkCIDCVK+fYKC2d0rHSBz86Xu8/u1/vLHnHgsIAAIAvSk5N1rPzn5UklTonffSjywXFi0sff8xyGiBA0RwBELgee0y6804jartJuneL4/XQxUN14OwBCwoDAAC+5uNVH2vb8W2S3XFsb7F4lws++kgqWdKS2gB4Hs0RAIHLZnNsmFakiBGP+UEqHivFJcdxtC8AANCJuBN6beFrkqS2G6V7trtc8OCD0kMPeb0uAN5DcwRAYCtbVvrgAyMqGSd9+O9U2c82fKal+5daUBgAAPAVAxcM1KmEUypz9sISXKcSJRyzRgAENJojAAJf27bSPfcYUZvN0gObHa+fmvuUUtNSvV8XAACw3NrDazVm9RjJLo39QSqa4HLBxx87GiQAAhrNEQCBz2aTxoyRihUz4tFzpBLnpTWH12j8mvEWFQcAAKxit9v19NynlWZP02PrpdY7XC545BHp/vstqQ2Ad9EcAZA/lColffihEZWIkz6eI8kuDfhtgE7EnbCmNgAAYIlpG6dp8f7FKntWen+uyxdLlcqwNBdA4KI5AiD/aNMmw6c/92+V2mySTsaf1Mu/vWxRYQAAwNvOJp7V8z8/L9mlT76XYhJdLhg7NsOsUwCBi+YIgPzDZpNGj5aKFzfij36USp2Txq4eqzWH11hUHAAA8KY3fn9D/5z/R53WSrfvcvliu3bS3XdbUhcAa9AcAZC/lCzp2FgtnWLxjuN97Xa7nvrxKaXZ0ywqDgAAeMOWY1s0avkolT8jvTvP5YtlykijRllSFwDr0BwBkP888IBjiU0692yX2m6Ulh5Yqs82fGZRYQAAwNPsdruemfuMUlJTNP57qbDrcppx46SiRS2pDYB1aI4AyJ8+/NAxiySdD36UypyV+v3cT2cSzlhUGAAA8KRZW2fp179/Vdc10v92u3yxQwfpzjstqQuAtWiOAMifihd3HO+bTtEEaewP0pHzR/T6769bVBgAAPCUuOQ49ZnXRxVPSyNdl9OULSu9954FVQHwBTRHAORf994rtW1rRK13SO3XS+8vf1+bj262qDAAAOAJQ/4cogOn92vid1LBJJcvjh8vxcRYURYAH0BzBED+9v77UunSRjRqrlTqTKqe+ekZ2e12iwoDAADutPvkbg1bMkzdV0s3/e3yxS5dpNtus6QuAL6B5giA/K1YMWnsWCOKSZQ++V767a/f9NWWrywqDAAAuFOfeX1U9niShs93+UKFCtKIEZbUBMB30BwBgLvukh57zIhu3yV1Wis9O/9ZxSbFWlQYAABwhzk75uiHbbM18TspOtnli+PHS4ULW1IXAN9BcwQAJGnUKKlMGSN6d55k23dAb/35lkVFAQCAvEpISVCvn3qpx0rphj0uX3z8cemWW6woC4CPoTkCAJJUpIj0ySdGVDhRGv+99M6S4dpxYodFhQEAgLwYsWSEtGu3hv7i8oVKlaR33rGkJgC+h+YIAPznjjukTp2M6Ja/pA4rktXzx55szgoAgJ/569RfGvz7IE38TopyXU4zYYJUsKAldQHwPTRHACC9kSOlcuWMaMR8aefqXzRj8wyLigIAADllt9v11I9PqduSRF27z+WLTz4p3XSTJXUB8E00RwAgvZgYx8Zs6RRMkiZ8Lz07t7fOJJyxpi4AAJAjs7bO0q5lczXEdTlN5crSsGFWlATAh9EcAQBXt94qde1qRDf9Ld39+xG9/NvLFhUFAACy61ziOfX58RlN+k6KTHH54qRJUnS0JXUB8F00RwAgMyNGyF6hghENny/9+PNHWnVolUVFAQCA7Hh14at68OdDarHf5QtPPy1df70VJQHwcTRHACAzhQrJNnGiEUUnS+O/tevJ77srNS3VosIAAMDFrPtnneb9MEpv/mbm9qpVpSFDrCkKgM+jOQIAWbn5Zql7dyO6YY901fdrNGbVGGtqAgAAWUqzp6nn7Cc04Zs0RaRbTmO32WSbNEmKirKuOAA+jeYIAFzM8OGyV6pkREN/kcbPfEGHzx22qCgAAJCZ8WvGq8XM5Wp20MxtvXpJLVtaUxQAv0BzBAAupmDBDMtropKlUV+e13M/PWtRUQAAwNXR2KOaOO05DVpg5mmXV5MGD7amKAB+g+YIAFzKjTdKPXsa0bX7pOITp+vn3T9bVBQAAEiv/0999f6McwpLty2Y3WZT0ORPpchI6woD4BdojgBAdrz9tlIrVzSiIb9Iwyd3U0JKgkVFAQAASVq4Z6FKf/yZmh4yc9uz/2/vvsOiuLowgL+79CKgCCIWVBC7xih2Y+9dY++9f8ZorImaGDVqjLEksaNGxd6x94Yi9g52VFTAQm+78/2xYWVYOlvZ9/c8PNmcuXPnsOMsu2fn3vs9UKeObpIiIoPC4ggRUVbY2sJk/UZRyDoJmLnhBRac5cz3REREupIgS8Afqwbi51TDaZJKuwOzZ+smKSIyOCyOEBFlVYMGEMaOFYXqBgPRv89BUHiQjpIiIiIybn+cm4+Z65/DXP4lJpdKYLpxE2BlpbvEiMigsDhCRJQNknnzEF+ymCg264QMv60ZAEEQdJQVERGRcXr68Sni5vyCaqkXkJs4EahVSyc5EZFhYnGEiCg7bGxgsXEL5JIvIaskYOiyS9h2a4vu8iIiIjIygiDg93/6YtrpJFE81rMUpD//oqOsiMhQsThCRJRd9eohaax49Zpar4GgacMRHhOuo6SIiIiMy7Yb/2Loskui4TQyqQRWm7YClpa6S4yIDBKLI0REOWA+bwEiS7iKYpOORWPR2sE6yoiIiMh4hMWE4eXkEaj6VhxPnPg94OWlm6SIyKCxOEJElBPW1si3ZSdkKYbXWMiAjr/tw8nAo7rLi4iIyAgsWTEA40/FimKfSxeH5S9zdJQRERk6FkeIiHKqdm3Ejh0hCtV4A1yf0BMxiTE6SoqIiChvO/7AF13n+8Is1XAae5/dgIWF7hIjIoPG4ggRUS7Y/vYHPpZwEcXGHfqIFd6j09mDiIiIcio6IRoPv+uDyu/F8ZiJ44Bq1XSTFBHlCSyOEBHlhpUV7H12i4bXmMuBBrPW4/rLK7rLi4iIKA9avWo4Rh7/JIqFly6CfLPn6yYhIsozWBwhIsolaa3a+DR2qChWLQS4PKYTkuRJ6exFRERE2XH9mR+azt4MU+FLLMlEgvzb9gPm5rpLjIjyBBZHiIjUwHHBMrwv4SyKDfENwaaNP+goIyIiorwjUZaIG6M6omKq4TQfJ4yGtOrXukmKiPIUFkeIiNTBwgL5t+5FUopXVXM5UHXaEjx5+0B3eREREeUBPuu+x4Cj4srIWw8XOP36h44yIqK8hsURIiI1MatZG29HDxDFqoQIuDiyDQRBSHsnIiIiytCTN/dQY/pfMEnxpzTRRALH7QcBMzPdJUZEeQqLI0REalR04Qq8LuEoivXc/wwHt/6io4yIiIgMlyAICBjaGmVDxV8yhHw/DGZVuToNEakPiyNEROpkYQEHnz1ITPHqaiYHSn0/G+8/vtJdXkRERAbId8OP6HropSj20sMZxecu11FGRJRXsThCRKRmNrXq49monqJYhbcyXBzaUkcZERERGZ53oc9R5offRB9Y4k0Ax237AVNTneVFRHkTiyNERBrguWg9nrs5iGLtdt/D+V2LdZMQERGRgbk6qAVKh8lFsWff9YfN1zV1lBER5WUsjhARaYK5OfL57BINrzEVAOfRk/Dp8zvd5UVERGQAzvz7K1ofDBTFHnsUQNnf1ugoIyLK61gcISLSEMfajXFneEdRrMy7JFwc3Ew3CRERERmAsNAXKP79LNEHlThTwMFnL4fTEJHGsDhCRKRBVf/chqASdqJYy913cGknh9cQERGlJWBAc5QKk4li98f2QMHq9XWUEREZAxZHiIg0SGJujnybdyLB5EvMRACcRk/C508cXkNERJTSuY2/ouUh8XCah6Xzo+qCf3WUEREZCxZHiIg0zKVOM9wa0VEUK/0+CX6DOLyGiIgoWfj7Fyg+fpYoFmsKFNi6DxIOpyEiDWNxhIhIC6ov3o5HJcXDa5rvuYMr2zm8hoiICACu9W+OEh/Ew2nujesF5685nIaINI/FESIiLZCYmSGfzy7EpxheIwXgNGYSPn8I0VleRERE+uDi+tlofkQ8nOa+Z35U+22DjjIiImPD4ggRkZa41myKmyM7iWKlQpPgP6i5jjIiIiLSvQ/vFavTpBRjBjhu3c/hNESkNSyOEBFpUY0/tuGBu3h4TZN9d+G/7Q8dZURERKRbN/o1R7GPclHszne9UahqPR1lRETGiMURIiItkpiZwW7LbsSl+CJMMbxmMiI4vIaIiIyMn/dsNDkqHk5zp2wB1JjH4TREpF0sjhARaVmRGk1wfXQXUaxkWBICBnB4DRERGY+P71SH00SZA05bD0BiYpLmPkREmsLiCBGRDtT63Qd3PexFscYH7iLAZ5GOMiIiItKu232aocinVMNpxveGS5U6OsqIiIwZiyNERDogNTWD/ZZdiE01z5zT2CmIDOfwGiIiytv81/yCBieCRLGb5Qug1hwOpyEi3WBxhIhIR4p5NcG1seLhNW7hSQjo11RHGREREWnex5BnKDbxZ1Es0hxw9uFwGiLSHRZHiIh0qM7CrbjlKR5e0+jQffhtmKOjjIiIiDTrZu8mKPxZPJzm1sS+cK3M4TREpDssjhAR6ZDUxBT5t+xGjJk4XnT8DIS9faabpIiIiDTk7F+T0Oi0+O/b9QqOqDt7vW4SIiL6D4sjREQ6VrxaY9wc10MUK/ZRjmt9m0AQBB1lRUREpF6vX9yF59TfRbFIC6DItkOQSPmxhIh0i69CRER6oPZvm3CnXAFRrMWJZzixcrKOMiIiIlIfuSDH/d7NUThSXPR/OHUYClWooaOsiIi+YHGEiEgPSExM4LLtEKLMxfGyU35HcPA93SRFRESkJocWjUSzi+LV2G595QKvGSt0lBERkRiLI0REesKpUk0ETRkqihX7LOBWn2aQC/J09iIiItJvgYF+qP7zKlHss6UEbtuPAxKJjrIiIhJjcYSISI9UnbkC9yu5iGJtz4Vg758jdJQRERFRziXKEvG0b1u4RInjr37+Hg6lK+omKSKiNLA4QkSkT6RSFN1xFFEW4m/SasxajQdBfjpKioiIKGd2ze2Dlv4fRLF7Xm6o8MNCHWVERJQ2FkeIiPSMXZnKeD1jvChWNAJ4NKAtEmQJOsqKiIgoe67fOYZG87eLYp+tpCi1/QSH0xCR3mFxhIhID5WZ+jsefe0minW89AFbf+uro4yIiIiyLiYxBiEDvkWhaHE8fN4MWJXw0E1SREQZYHGEiEgfSSRw23kckZbil+mm87fjyp0jOkqKiIgoa3xmdkGb65Gi2MM6ZVDqfzN0lBERUcZYHCEi0lOWJUvjw68/imKukcDrwV0RlRCVzl5ERES6dcZ/O9ovERfyP1ubwH3bMQ6nISK9xeIIEZEec/t+Fp7U9BTFOl+NwvqfO+smISIiogyER4chemh/OMWI49F//AazosV1kxQRURawOEJEpM8kEpTYfgyRViaicJelx7H/kreOkiIiIlIlCALWTWuFNrfjRPEnDavAddgEHWVFRJQ1LI4QEek5k+JuiF04TxQrHAXEjx6Ol59f6igrIiIisQ1HF2Dg6gBR7LOtGUr5HOFwGiLSeyyOEBEZAOdRExFcv4oo1vVmIlZObwmZXKajrIiIiBTuvruD/BOmoWCsOC5fthQSFxfdJEVElA0sjhARGQKJBEV9fBFlYyYK/2/9Ayw+MF1HSREREQGxibH4d2prdLgvF8VDWtRF/gEjdJQVEVH2sDhCRGQgJEWKQLpsuShWKBoo9uMCXAq+pKOsiIjI2M3eNgqTfV6JYpH2Vij87x4dZURElH0sjhARGRDrAUMR3ry+KNb9roBNP3XAp7hPukmKiIiM1oGH+1Fr9noUEM/BCotVawEnJ90kRUSUAyyOEBEZEokEjhu2I8bOShT+eUcYJm0eAEEQdJQYEREZmzeRb3B4Zm+0DxTHP3dqBfNuPXWTFBFRDrE4QkRkaFxcYPn3alHIKQZovmgfNtxcr5uciIjIqMgFOcav7YY5+6NE8ZgCdrBf/a+OsiIiyjmtFUdevHiBCRMmoGzZsrCxsUGBAgXg5eWFhQsXIiYmJld9x8TEYPfu3Rg5ciS8vLyQP39+mJmZwdHREbVr18asWbPw9u1bNf0mRES6J+3VCzHtWoli3z4ATs8ficDwwHT2IiIiUo+FFxag398XkT/VcBqrNesBR0ed5ERElBsSQQv3YB84cAB9+vRBREREmts9PT3h6+sLDw+PbPd9+/Zt1K1bF1FRURm2s7Ozw6pVq9C9e/dsHyMrXr16hWLFigEAgoODUbRoUY0ch4hI6f17xJctDYuPX15bw62AXj9XxoHvr8LcxFyHyRERUV7l/9ofq8bUxpq94tVp4nt8CwufHTrKioiMiSY+f2v8zpEbN26ge/fuiIiIgK2tLebMmYNLly7h5MmTGDp0KAAgMDAQbdq0QWRkZLb7j4iIUBZG6tati3nz5uH48eO4fv06jh49iuHDh0MqlSIiIgK9e/fG4cOH1fr7ERHpjLMzLFaIh9c4xgIj197G9BPTdJQUERHlZZHxkZiwphsWHU5VGHEqAIu/VuooKyKi3DPV9AHGjRuH2NhYmJqa4tixY6hdu7ZyW+PGjVG6dGlMmjQJgYGBWLRoEWbNmpWt/qVSKbp164aZM2eifPnyKtubN2+OVq1aoVOnTpDJZBg7diyCgoIgkUhy+6sREelet25I2r4Vpru+LJfY8RGwY9UiHPNojubuzXWYHBER5TWjfUdh+r8vYB8vjlusXQ8UKKCTnIiI1EGjw2r8/f1Rs2ZNAMDw4cOxYsUKlTZyuRwVK1bEgwcP4ODggPfv38PMzEztuXz77bfYtWsXAODatWv4+uuv1do/h9UQkc6EhiKxXBmYhX9Uhj5YAg1+cMSxH+6gcL7COkyOiIjyivU31+PCjIFYc0Acl/ftA+lGTsJKRNpjcMNq9u7dq3w8cODAtBOQStGvXz8AwKdPn3D69GmN5NKoUSPl4ydPnmjkGEREOuHkBLOV4uE1BeKAudvC0XNnDyTJk3SUGBER5RV339/FvE0j8MdRcTypcCFIlyzVTVJERGqk0eLIhQsXAAA2NjaoVq1auu0aNGigfHzx4kWN5BIf/+XePxMTE40cg4hIZ7p0gdCjhyjULhAovv8cZp2ZpZuciIgoT4hKiELX7d/ir93xsEsQbzNdsw7In183iRERqZFGiyMPHjwAAHh4eMDUNP3pTcqWLauyj7qdPXtW+bhcuXIaOQYRkS5Jli+H3NlZFFt6GPD2nYMjj4/oKCsiIjJkgiBgxMERaHDkEZo+S7Vx4ECgdWud5EVEpG4am5A1Li4OYWFhAJDp+J/8+fPDxsYG0dHRCA4OVnsut27dgq+vLwCgUqVKOSqOvHr1KsPtISEhOcqNiEhtHB0hXbUK6NhRGXKIB1bvB/o498bNkbdQ1I7zIRERUdatub4GF89txp1j4rhQtAgkixfrJikiIg3QWHEk5bK8tra2mbZPLo4kL8urLvHx8RgyZAhkMhkAYM6cOTnqJ3myFyIivdahA9C7N7B5szLU+jHQzu8Dejj1wOn+p2Fmov5Jr4mIKO+59fYW/uc7Br77ANtE8TbJmrWAvb1uEiMi0gCNDauJi4tTPjY3N8+0vYWFBQAgNjZWrXmMGTMGAQEBAID+/fujXbt2au2fiEjvLF0KwcVFFPrzCPDi7kX8eOpHHSVFRESGJCI+Al13dMWgKwlo/DzVxqFDgRYtdJEWEZHGaOzOEUtLS+XjhISEDFoqJE+YamVlpbYc5s2bhzVr1gAAvLy88Ndff+W4r8yG+4SEhKBGjRo57p+ISG0KFIBk1SqgfXtlyD4eWLMfaGm3APXd6qOtZ1sdJkhERPpMEAQMOzAMssdBWHA81cbixYHff9dJXkREmqSx4ki+fPmUj7MyVCY6OhpA1obgZMXKlSsxbdo0AIoJXw8dOgQbG5sc96eOdZOJiLSmXTugf39gwwZlqMUTYMh1oJ9VP9wYfgNuDm46TJCIiPTVPwH/YPudbTi9D7BJNZwGa9cCdnY6yYuISJM0NqzG0tISjo6OADKfzPTjx4/K4og65vbw8fHBqFGjAABubm44fvw4ChYsmOt+iYgMyp9/Aq6uotCio0C+tx/RfWd3JMgyv6uPiIiMy7U31zD+6HiM8QcavEi1ccQIoGlTneRFRKRpGl3Kt3z58gCAx48fIykpKd12Dx8+VD7O7TK7+/fvR79+/SCXy1G4cGGcPHmSd30QkXFycABWrxaF7BKAtfuAK6+uYMqJKbrJi4iI9NLnuM/otrMbir9PwG8nUm0sUQJYsEAXaRERaYVGiyP16tUDoBgyc+3atXTbnT17Vvm4bt26OT7eyZMn0a1bNyQlJcHR0RHHjx+Hu7t7jvsjIjJ4rVsDgwaJQk2fAcMDgMWXF2PPgz06SoyIiPSJIAgYtH8Qnoc/hfdewDr195rr1gEphs0TEeU1Gi2OdOzYUfnY29s7zTZyuRwbN24EADg4OKBRo0Y5OtalS5fQoUMHxMfHw97eHkePHkWFChVy1BcRUZ7yxx9Aqjvofj8GlPgIDNg3AIHhgTpKjIiI9MUiv0XY/WA3xl0G6qVeh2DMGCCH79GJiAyFRosjNWrUQP369QEAa9euhZ+fn0qbRYsW4cGDBwCAcePGwczMTLT9zJkzkEgkkEgkGDBgQJrHuXnzJtq0aYPo6GjY2NjA19cX1apVU+8vQ0RkqOztgf9W7kpmmwis2wdExkag07ZOiIyP1FFyRESka6eencLkE5PhGQbMOZVqY6lSwG+/6SQvIiJt0thqNcmWLFmCunXrIjY2Fs2bN8e0adPQqFEjxMbGYuvWrVi1ahUAwNPTExMmTMh2/0+ePEGLFi3w6dMnAMCvv/4Ke3t73L17N919nJ2d4ezsnKPfh4jIILVoAQwdKpqDpNFzYNRV4K+a9zFo/yBs/3Y7JBKJ7nIkIiKte/n5Jbrv7A7I5Fi/F7BKPZzG2xvIxYqPRESGQuPFkapVq2Lbtm3o06cPIiIilMvrpuTp6QlfX1/R8r9Zdf78ebx//175/+PHj890n5kzZ2LWrFnZPhYRkUH7/Xfg6FHg5UtlaP4J4HBpYOf9nVh4aSEm1Z2kwwSJiEib4pLi0HlbZ4TFhGGiH1A79QKT48YB33yjk9yIiLRNo8NqkrVr1w63b9/G+PHj4enpCWtrazg4OKB69eqYP38+bty4AQ8PD22kQkRkvOzsgLVrRSGbRMB7LyCRA1NPTsWJp6mXJyAiorxIEASM8h2FayHXUO49MDv1cBoPD2DuXJ3kRkSkCxJBEARdJ5EXvHr1CsWKFQMABAcHc/lgItJfI0cCK1aIQuNaAktrAY5WjggYFoASDiV0kxsREWnFioAVGOk7EiYy4NJaoMabFBslEuDcOeC/lSeJiPSNJj5/a+XOESIi0iMLFgAlSohC804AHuFAeGw4umzvgtjEWN3kRkREGucX7If/Hf4fAGDipVSFEQAYP56FESIyOiyOEBEZm3z5gHXrRCHrJMXwGqkcuB5yHSN9R4I3FhIR5T1vo97i2x3fIlGeiArvgJ/PpGrg6Qn8+qsuUiMi0ikWR4iIjFGjRsCYMaJQvWBg3GXF4w23NuCfgH90kBgREWlKoiwRXXd0xZvINzCVAev3AhayFA2kUmDDBsDKSlcpEhHpDIsjRETG6rffgFKlRKE5pwDPMMXjcUfG4eLLizpIjIiINGHCsQm48PICAGDyBaB6SKoGEycCtWppPzEiIj3A4ggRkbGysQG8vUUhqyTFN4lSOZAkT8K3O75FSGTqd89ERGRo/r31L5b5LwMAVHoLzDibqkG5csDPP2s/MSIiPcHiCBGRMfvmG2DcOFGo9ivgez/F47dRb9FlexfEJ8XrIDkiIlKH6yHXMezgMACAqQzYsBcwl6doIJUC69cDlpa6SI+ISC+wOEJEZOzmzgU8PESh2aeAcu8Vj/1e+WGE7whO0EpEZIBCIkPQ3qc94pLiAADTzgNV36ZqNHkyUKOG9pMjItIjLI4QERk7a2vFN4YSiTJk+d9EfSb/TdS3/uZ6LPJbpJP0iIgoZ2ITY9Fhawe8jnwNAKgSAvx4LlWjChWAmTO1nxwRkZ5hcYSIiIC6dYHvvxeFarwBJl768v+Tjk+Cb6CvlhMjIqKcEAQBg/cPxtU3VwEAZkmK4TRmKYfTmJgoVqexsNBJjkRE+oTFESIiUpg9GyhTRhT6+QxQ4Z3isQABPXf1xL3397SfGxERZcu8C/Pgc9dH+f8/ngOqvEvVaOpUoFo17SZGRKSnWBwhIiIFKyvF8Brplz8NFv8NrzH9b3hNZEIk2vm0Q1hMmE5SJCKizO15sAfTT01X/v/Xb4BpF1I1qlwZ+Okn7SZGRKTHWBwhIqIvatUCJk4UhaqHAJNTvKl+9ukZumzvggRZgpaTIyKizNx8exN99vRR/r95ErBhD2CacjiNqamiGG5urvX8iIj0FYsjREQk9vPPQLlyotDMcxJUSrG6wbkX5zDadzRXsCEi0iPvot6hvU97xCTGKGMzzwAVQ1M1/PFHoGpVreZGRKTvWBwhIiIxS0uV4TVmMgFb9psph9cAwJoba7D0ylLt50dERCrikuLQaVsnBEcEK2PVXwNTLknEDb/6Cpg2TbvJEREZABZHiIhIVY0awOTJolDFN4mYedFUFPv+2Pc48viINjMjIqJUBEHAsAPD4PfKTxmzSAR2HLSCVJ7iDj8zM0Xx28xM+0kSEek5FkeIiChtM2cCFSqIQtPOCfgq5Mv/ywU5uu/sjodhD7WcHBERJVt4aSH+vf2vKPannx1KhMSKG86YAVSposXMiIgMB4sjRESUNgsLYMMGwMREGZImyXDkeCGYJX1pFhEfgbZb2iI0OvWgdiIi0rS9D/diyokpolijEEsMPxMlblitmsodgURE9AWLI0RElL5q1YCpU0WhQk/fweeBeMLWJx+foMPWDohNTPUtJRERacyVV1fQa1cvCPgydMYqEdh/tAAk8hTL05ibK4rdHE5DRJQuFkeIiChjP/0EVK4sCnXeG4jeCWVFMb9Xfuizpw9kchmIiEiznnx4gnY+7RCbJC5Kn3lSH7bP34gbz5qlMkySiIjEWBwhIqKMmZsrJvAz/TIZq0Qmg/ceAe7WRUVNdz/YjR+O/6DlBImIjEtYTBhabW6F0BjxcMa5Fm3gte2CuLGXF/ADX5eJiDLD4ggREWWualXgxx9FIbMHj+D3qiXsLexF8cWXF3OJXyIiDYlLikPHrR0R9CFIFG9XtAmmrH0EiZBidRoLC5XiNhERpY3FESIiyppp04CvvhKFnJavw/Gyc2EmFY9j/+7Id9j7cK/2ciMiMgJyQY5+e/rhYvBFUbxyocrYcdMTksePxTvMng2UL6/FDImIDBeLI0RElDVmZopvIFNO6CeXw2vacni3+EfUVICAnrt64vKry9rNkYgoD5t8fDJ23N8hihW1K4oTbjNg8dcKceNatYDvv9didkREho3FESIiyroqVYAZM8SxBw/Qe1cgZjeaLQrHJcWhnU87PPnwRIsJEhHlTcv9l+N3v99FMTsLOxzusBNOYyYBKYfTWFoqitkplmInIqKMsThCRETZM3myYonflH7/HdNNG2Nw1cGicPKkgWExYVpMkIgob9n/aD/GHRkniplKTbGr2y5UXLwJePpUvMOcOUCZMlrMkIjI8LE4QkRE2ZM8vMbc/EtMLodk4ED80/gPNHdvLmoe9CEIHbZ2QGyieLlJIiLK3NXXV9FjZw/IBbkovrrdajR9YQIsXy7eoW5dYJy4kEJERJljcYSIiLKvYkVg1ixxLDAQZjN/xo6uO1ClUBXRpkvBl9Bvbz/I5DLt5UhEZOCefnyKtj5tEZskLi7PajALAzy+BQYNEu9gZQV4e3M4DRFRDrA4QkREOfPDD4CXlzi2eDHsAu7At5cvitoVFW3aeX8nxhwaAyHluHgiIkrT26i3aPZvM7yPfi+KD/hqAGY0mAFMmgQ8fy7ead48oHRp7SVJRJSHsDhCREQ5Y2qqGF5jYfElJgjAgAEoYpofh3odgp2FnWiXFddWYOaZmdrNk4jIwHyK+4QWm1rg6UfxXCJNSzXFyrYrITl5EvhHvEoY6tcHxo7VYpZERHkLiyNERJRz5csDs8Wr1ODxY2DaNFQqVAm7u+2GmdRMtHn2udlYcnmJFpMkIjIcMYkxaOfTDrff3RbFKxeqjJ1dd8I8Og4YLJ78GtbWiuE0Ur61JyLKKb6CEhFR7nz/PVCrlji2ZAlw7hyalGqCzZ03QwKJaPN3R7/DptubtJgkEZH+S5QlotuObrjw8oIo7p7fHUf7HIW9pT0wcSLw8qV4x/nzAXd3LWZKRJT3sDhCRES5Y2KiGF5jaSmODxwIREeja4WuWNF2hcpuA/YOgG+gr3ZyJCLSc3JBjkH7B8E3SPy6WNi2MI73PQ4XWxfg2DFg9Wrxjg0bAqNGaS9RIqI8isURIiLKvTJlgDlzxLGnT4EpUwAAw6oNw9zGc0WbZYIM3+74FudfnNdWlkREekkQBIw/Ml7ljjoHSwcc7XMUJfOXBD5/Vh1OY2MDrFvH4TRERGrAV1IiIlKPceOAunXFseXLgdOnAQBT6k3B97W+F22OS4pDW5+2uPn2ppaSJCLSP3POz8FS/6WimJWpFXx7+aJSoUqKwPffA69eiXf8/XegZEktZUlElLexOEJEROphYqKYENDKShwfNAiIioJEIsHC5gvRv0p/0eaI+Ai03NQSjz881mKyRET64Z+r/+Cn0z+JYqZSU+zqtgt1itVRBA4dUtwhklLTpsDw4VrKkogo72NxhIiI1Kd0aWDePHHs+XNg0iQAgFQixZr2a9C+THtRk3fR79Ds32Z4E/lGS4kSEenetrvbMPrQaFFMAgk2dtyIVqVbKQIfPwJDh4p3zJcPWLMGkIgnuyYiopxjcYSIiNRr7Figfn1x7J9/gBMnACi+Ed3aZSsauDUQNXn+6TlabGqB8JhwbWVKRKQzRx4fQd89fSFAEMWXt16OnpV6fgmMHw+8SVU4XrQIcHPTQpZERMaDxREiIlIvqVQxvMbaWhwfPBiIiAAAWJlZYV+PfajqUlXU5O77u2j2bzN8jP2orWyJiLTuxNMT6Li1IxLliaL4zw1/xiivFCvPHDwIbNgg3rl5c2DIEC1kSURkXFgcISIi9XN3BxYsEMdevgQmTlT+r72lPY70OYLSBUqLmt14ewMtNrXA57jP2siUiEirzj4/i/Y+7REvixfFx9YYi5++STH3yIcPqsNp7Ow4nIaISENYHCEiIs0YORJo1EgcW70aOHZM+b/ONs441vcYitkVEzW7+uYqWm9pjcj4SG1kSkSkFRdeXkCbLW0QmxQrivet3Bd/tvwTkpRFj3HjgLdvxR0sXgwUE79eEhGRerA4QkREmiGVAmvXAjY24vjgwcDnL3eFlHAogVP9T8E1n6uo2aXgS2jr0xbRCdHayJaISKMuv7qM1ptbIzpR/JrWo2IPeHfwhlSS4m353r3Apk3iDlq1AgYO1HyiRERGisURIiLSnJIlgd9/F8devQK+/14U8ijggVP9TqGQTSFR/NyLc2i/tT1iEmM0nSkRkcYEvAlAy00tEZkgvhuuS7ku2NhxI0ykJl+CYWGqS/Ta2yvuvONwGiIijWFxhIiINGv4cKBpU3Fs3Trg0CFRqEzBMjjV/xScrJ1E8VPPTqHTtk6IS4rTdKZERGp3I+QGmv/bHJ/jxfMotS/THlu6bIGZiZl4h7FjgffvxbGlS4EiRTScKRGRcWNxhIiINEsiUUwgmC+fOD50KPBRvCpNeafyONHvBApYFRDFjz05hi7buyA+STyBIRGRPrvz7o5iBa448WtdK49W2P7tdpibmIt32LUL2LpVHGvbFujbV8OZEhERiyNERKR5bm7AH3+IY2/eAOPHqzStXKgyjvc9DgdLB1H8UNAhdN/ZHYmyRJV9iIj0zf3Q+2iysQnCY8NF8WalmmF3992wMLUQ7xAaqpjIOqX8+YFVqzichohIC1gcISIi7Rg8GGjRQhzbsAE4cECl6deFv8axPsdgZ2Eniu97tA+9dvdigYSI9FpgeCCabGyC0JhQUbxRiUbY22MvLE0tVXcaPVpRIElp2TKgcGENZkpERMlYHCEiIu2QSBQTCtqJCx4YNgz48EGluVcRLxzpfQS25rai+M77O9F9Z3ckyBI0mS0RUY7ce38PDdY3wNso8TK89YvXx4GeB2BtZq260/btwI4d4ljHjkCvXppLlIiIRCSCIAi6TiIvePXqFYr9t+58cHAwihYtmu0+BEFAdHQ0IiIiEBcXB5lMpu40iSgPMTExgaWlJezs7GBjYwOJodx27e0NDBokjvXurbps5X/OvziPlptbqqxY07p0a+zsuhNWZlaaypSIKFtuvr2JZv82Q1hMmCheu2htHO1zFPks8qnu9O4dUKECEJ5i+I2jI3DvHlCokGp7IiJSy+fv1FgcUZPcnhy5XI6XL18iNjZWE+kRUR5nZWWF4sWLQyo1gBsCBUExwWCq1WqwZ4/im9I0nH52Gm22tEFskvg1snHJxtjfYz9szG00lCwRUdb4v/ZHi00t8Cnukyju5eqF432Pw97SXnUnQQC6dFG8/qXk4wP06KG5ZImIDByLI3osNydHEAS8ePFCVBiRSCQwMTHJYC8iMnYymQwpX8KtrKzg5uZmGHeQvH4NVKwIfPr0JebsrPimtGDBNHc5+/ws2vq0RVRClCher3g9+PbyVZmfhIhIWy68vIDWm1sjMiFSFK9TrA4O9TqUdmEEUBRBUg+d6dJFMcTGEF7LiYh0hMURPZabkxMVFYXg4GAAitvkXVxcYGtraxjfABORzsjlckRFReHt27fKYXjFihWDra1tJnvqiY0bgf79xbEePRQfFtLhF+yHVptb4XP8Z1G8RpEaONL7CPJb5ddEpkRE6Tr59CTab22vMvSvYYmGONDzgMq8SUohIYrhNCmXNC9YUFEkdnbWYMZERIZPE8URfvrWAxEREcrHLi4usLOzY2GEiDIllUphZ2cHFxcXZSwyMjKDPfRM375Au3bi2NatwM6d6e5Su1htnOp/Co5WjqK4/2t/NN7YGKHRoensSUSkfoeCDqHNljYqhZGWHi1xqNeh9AsjggCMGCEujADA33+zMEJEpCP8BK4H4uLiACiG0hjMN75EpDdsbW2VQ2kMat4iiQRYuRLIn+puj5Ejgffv093t68Jf48yAM3C2EX+AuPn2JhpuaIiQyBANJEtEJLbnwR503NoR8bJ4UbxDmQ7Y231vxpNFb94M7N8vjnXvDnTtqoFMiYgoK1gc0QPJt8ObmJjwjhEiyjapVKqco8jgVrkqXBhYvlwcCwsDRo/OcLeKzhVxbsA5FMlXRBS/H3of36z/BsGfg9WdKRGRks8dH3Td0RWJ8kRRvFuFbtjRdQcsTC3S3/nNG2DsWHHM2Vn1tZCIiLSKn8SJiEi3evZUXaVm505g+/YMdytTsAzODTyHEg4lRPHHHx6jvnd9PP7wWL15EhEBWHdjHXrv7g2ZIC5G96/SH1s6b4GZiVn6OwsCMGyYeDJqAFixIt3JqImISDtYHCEiIt2SSBQfDBzF84hg1Cjg3bsMdy2VvxTODTgHjwIeoviLzy9Qd11dXHtzTd3ZEpGREgQBc8/PxeD9gyFAvJ7B8GrDsa7DOphIM1lpcMMGwNdXHOvVC+jUSc3ZEhFRdrE4QkREuleoEPDXX+JYeLhi/pFMFlUrZl8M5wacQ3mn8qL4++j3aLihIY4/Oa7mZInI2MgFOcYdGYfpp6arbBtXcxz+afMPpJJM3la/egV895045uICLF2qvkSJiCjHWBwhIiL90K0b8O234tiePRku7ZuscL7CONP/DKq6VBXFoxKi0GZLG/jcybwPIqK0xCfFo+eunljmv0xl27R607C4xWLlpNjpEgRg6FDgs3gZcqxcqXrXHBER6QSLI0REpB8kEsXdI6nH3Y8ZA4RkvgKNk40Tzgw4g8YlG4viifJE9NrdC39e/lONyRKRMYiIj0DrLa2x/Z7qHEh/tvgTc5rMybwwAgDr1gFHjohjffsC7durKVMiIsotFkeIiEh/ODsDf/8tjn38CAwfnunwGgCws7DDoV6H0K1CN5Vt44+Ox+TjkyFkoR8iordRb9FgfQOcenZKFDeTmsGniw/G1RqXtY5evgTGjxfHChcGlixRU6ZERKQOLI4QEZF+6doV6N5dHDtwANi0KUu7W5hawKeLD8bWGKuybcGlBRiwbwASZYlp7ElEpBAUHoQ6a+vg5tuborituS0O9T6EHhV7ZK0jQQCGDAEiI8Xx1auB/PnVkywREakFiyNktKKjo7FixQq0bt0aRYoUgaWlJSwsLODk5AQvLy8MGjQIq1evRnBwsK5TNVoDBgyARCLJ1s/Nmzd1nTapw/LlirtIUvrf/4DXr7O0u1QixZKWSzC38VyVbRtvbUSHrR0QnRCtjkyJKI8JeBOAuuvq4tmnZ6K4s40zzg44i6almma9s9WrgeOpJoUeOBBo00YNmRIRkTqZ6joBIl3w8/NDjx498PLlS5VtYWFhCAsLQ0BAALy9vVGoUCG8fftWB1kSGbGCBRXL+3bu/CX26RMwbBhw8KBifpJMSCQSTK0/FS62Lhh6YChkgky57fDjw2i8sTEO9jwIJxsnDfwCRGSIjj05hs7bOiM6UVw8dc/vjqN9jsK9gHvWO3v+HJgwQRwrUgT444/cJ0pERGrH4ggZncDAQLRo0QKR/93i2r59e3z77bfw9PSEubk5wsLCcOvWLRw/fhynT5/WcbaU7OjRo3B1dc20nYeHhxayIa3o1Ano1QvYsuVL7NAhYMMGYMCALHczsOpAONk4oduObohNilXG/V/7o+aamjjY66DKMsBEZHz+ufoPxh4eKyqkAsDXhb/GoV6HUMi2UNY7k8uBwYOBqChxfM0awMEh98kSEZHasThCRmf69OnKwoi3tzcGpPEhq1mzZpg4cSJCQ0OxfbvqDPWkfZ6enihRooSu0yBtW7oUOHUKSHn31rhxQJMmQLFiWe6mrWdbnOx3Em192uJD7Adl/NmnZ6i9tja2f7sdLTxaqDNzIjIQSfIkTDg6AUv9l6psa1qqKXZ32418Fvmy1+mKFYrXrpSGDAFatsxFpkREpEmcc4SMikwmg6+vLwCgevXqaRZGUnJycsLo0aO1kBkRpcnREVi5UhyLiACGDs3S6jUp1S5WGxcGXkAxO3FRJSI+Am22tMHfV/9OZ08iyqsi4iPQ3qd9moWRHhV7wLeXb/YLI0+fAj/8II4VKwYsWpSLTImISNNYHCGjEhoaithYxW316hp+cfnyZXTt2hUuLi6wtLREyZIlMWzYMDx69AgA0LBhQ0gkEjRs2FBl3/Xr1ysnEn3+/Hm6x3j+/Lmy3fr169PN48cff0TDhg3h4uICc3Nz2NnZoXz58hg5ciTu37+f4e+RPPlp8t0ZISEhmDx5MipUqIB8+fJBIpHgzJkzon1kMhk2bNiAtm3bwtXVFRYWFnB0dES9evXwxx9/KJ9rXTpz5ozyuTtz5gzkcjnWrVuHRo0aoVChQpBKpcoiWXbaJpPL5di0aRNat26tfN6dnJzQqFEj/P3330hISEg3t1mzZimPBwCfP3/G7NmzUbVqVTg4OGR4vo1K+/ZA377i2NGjwNq12e6qnFM5XBlyBV6uXqK4TJBh9KHR+N/h/yFJnpSbbInIQDz/9Bx11tbB4ceHVbb9WP9HbO68GeYm5tnrVC5XTLgaEyOOr10L2NnlIlsiItI0Dqsho2Ju/uVNzoMHD3Ld3+LFizFx4kTI5XJl7Pnz51i9ejW2bNmitSE569evx8CBA1XiiYmJePDgAR48eIDVq1dj6dKlGDVqVKb9Xb58Ge3atUNYWFi6bV6+fIn27dvj1q1boviHDx9w8eJFXLx4Ef/88w98fX3h6emZ/V9KA+Li4tCiRQucOHFCLW0/fPiA9u3b4+LFi6J4WFgYzpw5gzNnzmD58uU4fPgw3NzcMjxeUFAQmjdvnmGRzKgtWQKcPAm8efMl9v33QPPmQPHi2eqqcL7CODvgLAbsG4Dt98TX6DL/ZQj6EIStXbbC3tJeHZkTkR66FHwJHbd2RGhMqChubmKOte3Xok/lPjnr+K+/gHPnxLFhw4BmzXKYKRERaQuLIwZCLsgRHhOu6zS0xtHaEVKJ+m9sKlCgANzc3PDixQvcunUL8+fPxw8//ACpNPvH2rNnD77//nsAgL29PSZPnqy8O+TUqVNYsGABevfuDScnza+EkZSUhPz586NDhw745ptvULp0adjY2ODNmze4fv06li5dirCwMIwZMwZly5ZF48aN0+0rKioKXbp0QVxcHKZPn45mzZrB2toad+7cQeHChQEA4eHhqFevHoKDg2FhYYGhQ4eiQYMGKFGiBKKionDs2DEsWbIEjx8/RqtWrXD9+nXY2+v+g+bkyZNx+/ZttG/fHgMGDICbmxvevXuHiIiIbLeVyWRo27Yt/Pz8AAANGjTAmDFjULJkSbx58wbr1q3D3r178eDBAzRp0gQ3b96Era1turl9++23eP36NcaOHYv27dsjf/78CAoKyrSoYjTy5wdWrQLatv0Si4xUTHh47FiWVq9JycrMCj5dfFDGsQxmn5st2nbk8RHUXVcXB3oeQMn8JdWRPRHpkc23N2PQ/kFIkInv7CtoXRB7u+9F3eJ1c9bx48fA5MnimJsb8PvvOcyUiIi0icURAxEeEw7n3511nYbWvJ/4XmPLa44dOxYTJ04EAEyZMgUrVqxA+/btUadOHdSoUQMlS2b+YSghIQFjxowBoCiM+Pn5oVy5csrttWvXRocOHVC3bl0EBQVp5PdIqVWrVujVqxesra1F8apVq6JNmzb43//+h2+++Qa3b9/GzJkzMyyOhIeHw9bWFhcuXECVKlWUcS+vL8MQ/ve//yE4OBhubm44ffq0ynPWsGFDdO3aFfXr18fTp0+xYMECzJkzJ1e/Y2BgIKJSz/qfio2NTYbn7/bt2/jxxx8xe/bsdNtkte2KFSuUhZF+/foph0gBQLVq1dCuXTtMnz4dc+fOxZMnTzB79mzMnz8/3ePdvXsXhw8fRvPmzZWxatWqZZqnUWnTRnG7urf3l9iJE4qiyfDh2e5OKpHil0a/oIxjGZUPSvdC76HGmhq5+6BERHpFLsgx68wslYIoAJR3Ko+DPQ/mvCCaPJwm9XDSdeuAfNmcs4SIiHSCc46Q0Rk/fjwGDRqk/P/nz59j6dKl6NGjB0qVKgUXFxf06NEDBw4cgJDOhI/79u3Dm/9u7//pp59EhZFkFStWxPTp0zXzS6RSpEgRlcJISvb29vjll18AABcuXEB4eMZ3IU2aNElUGEnp+fPn2LZtGwBg+fLl6RYjqlatqpzMVh3zZrRo0QKVKlXK8CetoUUpeXp6YtasWVk6XmZt//rrLwCKSXuXL1+uLIyk9PPPP6Ns2bIAgNWrVyM+Pj7d/gYMGCAqjFA6/vgDKFpUHJswAXj2LMdd9q7cG6f7n4aTtbggGxYThsYbG8P7hnc6exKRoYhKiEL3nd3TLIy09GiJS4Mu5e5OsaVLgQsXxLHRo4EMvowgIiL9wuIIGR2pVIq1a9fi2LFjaNmyJUxNxTdQvXv3Dtu2bUP79u1Ro0YNPHnyRKWP5HkoJBIJ+vfvn+6xBg4cmOaHZk2Ljo7G8+fPce/ePdy9exd3796FmZmZcnvqeUJS6927d7rbfH19IZPJYG1tjVatWmXYzzfffAMAePPmDV6+fJmN30AzunfvDhMTk1y3ffPmjXLOmm7duiFfOt8KmpqaKgs2Hz9+xPXr19M9XkbPOaXg4ACsWSOORUcrhtekmPsnu+oUqwP/of6o4FRBFE+QJWDQ/kEYcXAE4pPSL24Rkf56FPYINVbXwM77O1W2ja0xFgd6HsjdHEOBgcDUqeJYyZLAb7/lvE8iItI6FkfIaDVr1gyHDx9GeHg4Dh06hJ9//hnt2rUTzY0REBCA+vXrIyQkRLTvnTt3AAAlS5ZEwYIF0z2Gk5OTcvUXTQsLC8O0adNQpkwZ5MuXDyVLlkTFihWVd1W0adNG1DY9tra2KFWqVLrbAwICAAAxMTEwNTVVrraS1k/bFPNDvH37Nle/37NnzyAIQoY/qVfTSa1y5cpZPl5Gbe/evat8XLNmzQz7Sbk95X65yc3otWgBDBkijp0+DaxYkatuSziUwKXBl9DKQ7Xot/LaStT3ro/gz8G5OgYRadfuB7vhtdoLD8LEk7CbSEywvNVyLG21FKbSXIwyl8mAAQOAuDhx3NsbyGCeKSIi0j+cc8RAOFo74v3E97pOQ2scrR21diw7Ozu0atVKeRdEfHw8tmzZggkTJuDjx48ICQnBTz/9hDUpvq3+8OEDAMDZOfN5YAoVKoRnubjlPyuuXbuGFi1aZDpcJllGS+w6ODhkuO/79zn7dxiTellDHcifP79a2iaffyDzfwMuLi5p7peb3AjAokWK5XyDUxQrfvgBaNkSyKC4lxk7Czvs77kfPxz7AX9e+VO07eqbq/h61dfY2mUrmpRqkuNjEJHmJcmT8OOpHzH/oupcTw6WDtjaZStaeLTI/YH+/BP4b/4ppf/9D2jQIPd9ExGRVrE4YiCkEqnGJiglMQsLCwwcOBCurq5o2bIlAGD37t1YtWqVyqo2uhgyk1pCQgK6deuG8PBwmJmZYezYsejQoQM8PT2RP39+WFhYAACePn0Kd3d3AEh3LhUAmQ47kclkAICCBQvi9OnTWc4zKxPdalpWh9Rkp626/g1kJzcCYGenmOgw5fKYMTGKCRFPnwZysAJVMlOpKRa3XAyvIl4Ysn8IYpO+FBPDYsLQfFNzzG08F5PqTtKL1wAiEguNDkWPXT1w6tkplW1VClXB7u67USp/zouoSg8fAqnnFvPwAObOzX3fRESkdSyOEKWjRYsWKFasGIKDg/Hx40eEh4crl+VN/pb/3bt3mfaTUZuUxRZ5BvMlREdHp7vt1KlTePr0KQDg77//xpDUww3+k9FdC9nh6Ki4qycyMhLlypUzyg/1BQoUUD7O7N9AyuFEKfcjNWjaFBgxQjyc5tw5YPlyxTe3udSrUi9UdK6Izts648nHL3MPyQU5ppycgiuvr2B9x/Wws7DL9bGISD38X/ujy/YueBXxSmVb38p9saLtClibpT+BeZYlD6dJOdG2RKIYTmNjk/v+iYhI6zjnCFEGXF1dlY9TfkNcqVIlAIp5MDIayhIaGornz5+nuz3lRJ4fP35Mt11gYGC62+7du6d83L1793TbJc8VkltVq1YFoBh+pK4+DU3FihWVj69cuZJhW39//zT3IzVZsABwcxPHpkwBHj9WS/eVC1VGwLAAtPNsp7Jtz8M98Frthfuh99VyLCLKOUEQsOraKtT3rq9SGDGTmuHv1n9jQ8cN6imMAIqhfalf/7/7DqhXTz39ExGR1rE4QpSOmJgY3L+v+NBjZ2envGMCAJo2bQpA8WZs48aN6faxfv36DIewpBxqklGhwcfHJ91tSUlJysfp3WEil8uxevXqdPvIjnbt2ikLRX/++ada+jQ0rq6uyuWbt2/fjqioqDTbyWQy5TLG+fPnx9dff62tFI1HvnyK4TUpxcYqvtH9bwhYbjlYOmBvj734tdGvkEA8jCYwPBA1VtfA5tub1XIsIsq+qIQoDNw3EMMPDkeCLEG0zTWfK84OOIuRXiPVNwzu/n3gp5/EMU9P4Ndf1dM/ERHpBIsjZFSioqJQs2ZNHDx4MMNhLHK5HGPHjkVkZCQAoH379qI3VR07dkThwoUBALNnz8ajR49U+rh//z7mzJmTYT4VK1ZUDrVYvnw54uNVlwrdvn07duzYkW4fpUuXVj5O/iCe2tSpUzNcRjY7ypQpg65duwIAtm7dij/++CPD9s+ePcuwuGOoRo8eDUBxd9D/0hnC8fPPPysLbEOHDlXO/0Jq1rgx8N/5ULp4EViyRG2HkEqkmP7NdBzufRgFrMTDo6ITo9FnTx/039sfkfGRajsmEWXuesh1VFtVDRtubVDZ1rBEQ1wfdh21i9VW3wGTkhTF14QURRipFFi/HrBW010pRESkE5xzhIyOv78/2rVrhyJFiqBjx46oXbs23NzckC9fPnz69Ak3btzAunXrlMv12tvbY/bs2aI+zM3NsWzZMnz77bf4+PEjatWqhcmTJ6Nhw4bKJWXnz1fMkO/h4YHH6dzib2pqiuHDh2PevHm4e/cuGjdujEmTJqF48eJ49+4dduzYgfXr16NOnTq4dOlSmn20aNECzs7OeP/+PX788Uc8f/4cnTp1QsGCBfH48WOsXr0aJ0+eRN26dXHx4kW1PIf//PMPAgIC8PTpU0yYMAH79u1Dv379UKFCBVhYWCA8PBy3bt3CkSNHcOrUKXTq1Ak9e/bM1TEDAwPTvUMjpcKFC4vu8tGUESNGYPPmzfDz84O3tzdevHiBUaNGoWTJkggJCcG6deuwe/duAIC7uzt+Sv0tI6nXb78Bhw8D/82/A0AxUWKbNkCZMmo7TAuPFrg27Bq6bO+C6yHiguPGWxtxKfgStnTeAq8iXmo7JhGpkgty/Hn5T0w5MQWJ8kSV7RNrT8S8pvNyt0xvWhYsAK5eFccmTABqq7EAQ0REuiGQWgQHBwsABABCcHBwtvYNDAwU7t+/LwQGBmooO0oWGxsruLi4KM9VZj+lS5cWAgIC0u1v4cKFgkQiSXNfa2tr4eDBg0KDBg0EAEKDBg3S7CM6OlqoVatWujk0bNhQuHv3rvL/vb29Vfo4cuSIYGlpmas++vfvLwAQ3NzcsvRchoSECPXr18/S8zhw4MAs9ZleTtn5Wbx4saiP06dPK7edPn06w+Nlp60gCEJ4eLhQt27dDPMpV66c8Pz58zT3nzlzprJdbvF1RBCEs2cFARD/1K4tCElJaj9UTEKMMGjvIAGzoPJj+oupMP/CfEEml6n9uEQkCG8j3wot/m2R5vVnO9dW2H53u2YOfPu2IJiZiV9jypYVhNhYzRyPiIjSlZvP3+nhsBoyKpaWlnj9+jUuXryIn3/+Ga1atUKpUqVgY2MDExMT2NnZoWzZsujevTu2bNmCu3fvolq1aun2N3HiRFy4cAGdO3eGs7MzLCws4ObmhkGDBiEgIABt2rTJNCdra2ucOnUKc+bMQaVKlWBlZQU7Ozt4eXlh+fLlOHHiBGwymfm+RYsWCAgIQJ8+feDq6gozMzM4OTmhQYMGWLVqFU6ePJlpH9nl4uKCc+fO4eDBg+jduzdKlSoFa2tr5bHr1KmDCRMm4OzZs1iXek6IPKJAgQI4d+4cNm7ciJYtW6JQoUIwMzODo6MjGjZsiOXLl+PmzZtwSz1hKGnGN9+orlLj5wcsXqz2Q1mZWWFth7XY3Hmzymo1SfIkTD4xGS02tUBIZIjaj01kzI48PoLKKyrj6JOjKttqFKmBm8NvomuFruo/cGKiYjhNYoq7VJKH01haqv94RESkdRJByGC2SMqyV69eoVixYgCA4OBgFC1aNMv7BgUFISkpCaampqL5IyhvaNiwIc6ePYsGDRrgzJkzuk6H8ii+jvwnOhr46ivxajUWFsCNG8B/k+iq27OPz9Brdy9cfnVZZVtB64Lw7uCNtp5tNXJsImMRnxSPKSem4M8rf6psk0CCyXUn45dGv8DMxEwzCcyeDcyYIY5NmQLMm6eZ4xERUYZy8/k7PbxzhIiI8g4bG8DbG0i5KkV8vOIb3xQrO6lTyfwlcW7AOUyvP11lNZuwmDC082mH/x3+H+KS4jRyfKK87lHYI9RaWyvNwkhh28I43vc45jWdp7nCyM2bwC+/iGMVKgCzZmnmeEREpBMsjhARUd5Srx7w3XfimL8/8PvvGjukmYkZfm38K071P4Ui+YqobF/mvwxfr/waV15d0VgORHmNTC7DYr/FqLqyKm6+vamyvZ1nO9weeRtNSjXRXBIJCarFVRMTxXAarkBGRJSnsDhCRER5z6+/Ap6e4tjMmcC9exo9bMMSDXFrxC10LNtRZduDsAeos64OJh2fhNjEWI3mQWToHoU9Qn3v+vj+2PeITRJfLxYmFljeajn29diHgtYFNZvI3LnArVvi2JQpQPXqmj0uERFpHYsjRESU91hbK77Zlab4M5eQAPTvL55QUQMcrR2xu9turGizApam4oka5YIcCy8tRNWVVXEpOO3luYmMmUwuw8KLC/HVyq/g98pPZXsFpwq4OvQqRtcYDYlEkkYPanT9OjBnjjhWqRLApdmJiPIkFkeIiChvql0bmDBBHLt2DViwQOOHlkgkGF59OK4Nu4ZqhVVXvHoU/gj11tXDhKMTEJMYo/F8iAzBg9AHqLuuLiadmJTmHD1ja4zF1aFXUalQJc0nk9ZcRaamHE5DRJSHsThCpGFnzpyBIAhcqYZIF375BShbVhz7+Wfg9m2tHL68U3lcHnIZcxvPhbmJuWibAAF/XP4DVVZUwfkX57WSD5E+SpIn4bcLv6Hqyqq48lp1Xh73/O44O+AslrZaCiszK+0kNXs2cOeOODZtGvD119o5PhERaR2LI0RElHdZWqoOr0lMVHwjrOHhNclMpaaYWn8qrg+7jhpFaqhsf/zhMRqsb4Bxh8chOiFaKzkR6Yt77++h9tramHpyKuJl8aJtEkgwvtZ43B55G9+4faO9pAICgN9+E8eqVAGmT9deDkREpHUsjhARUd5WsyYwaZI4duMGMG+eVtOo4FwBFwddxPym82FhIr4tX4CApf5LUf7v8tj7cC8EQdBqbkTaFpUQhSknpqDqyqoIeBOgst3T0RPnB57HHy3+gLWZtfYSi49XzE0kk32JmZoCGzYA5ubp70dERAaPxREiIsr7Zs0CKlQQx2bPBm7e1GoaplJTTKo7CTdH3EStorVUtr/8/BKdtnVCmy1t8PjDY63mRqQNgiBg5/2dKPdXOcy/OB+JcvEdXFKJFBNrT8TN4TdRt3hd7Sc4axZw/744NmOG4s4RIiLK01gcISKivM/CQjG8xsTkSywpSfENcUKC1tMpW7AsLgy8gN+b/a6yog0AHH58GBX+roAZp2dw2V/KMwLDA9Fyc0t03dEVryJeqWwvW7AsLg66iIXNF2pvbpGUrlxRnbD5668VS/cSEVGex+IIEREZh+rVVT/k3L4N/PqrTtIxkZpgQp0JuDXiFhqWaKiyPUGWgNnnZqP83+Vx4NEB7SdIpCbRCdGYfnI6Kv5dEceeHFPZbiY1w9R6U3Fj+I0076jSirg4xVxEcnmKxMwURVUzM93kREREWsXiCBERGY+ffgIqpVoGdO5c4Pp13eQDxdwKp/qdwpbOW1DYtrDK9uefnqP91vZo59MOTz8+1UGGRDkjCAL2PNiD8n+Xx9wLc1WG0ABA01JNcWfkHcxtMjfNu6i0ZsYM4OFDcWzmTNXXCyIiyrNYHCEiIuORPLzG1PRLTCZTDK+Jj093N02TSCToWaknHo55iO9rfQ8TiYlKm4OBB1H+r/L46dRPiIyP1EGWRFl3590dtNrcCp23d8bLzy9VthfJVwTbv92OY32OoUzBMjrIMIVLl4DffxfHqlcHJk/WTT5ERKQTLI4QEZFx+fpr1SU5794FfvlFN/mkYGdhh0UtFuHmiJtpLl0aL4vHr+d/hftSdyz3X44EmfbnSyHKSPDnYAzcNxBVVlTB0SdHVbabSk0xqc4kPBzzEF0rdIVEItFBlinExCiG06RcIcrcXLE6TcoiKhER5XksjhARkfGZNk119YnffgOuXtVNPqlUdK6IM/3P4N9O/6KQTSGV7aExoRh7eCzK/1Ue2+5ug1yQp9ELkfZ8jP2ISccnofSy0lh/cz0EqC5H3ahEI9wecRvzm82HrbmtDrJMw48/AkFB4tgvvwDly+smHyIi0hkWR4iIyPik9c2wXK74BjkuTmdppSSRSNCnch88GvMI42qOg1Si+if7yccn6LGrB2quqYnTz07rIEsydnFJcfj90u9wX+qOhZcWIl6mOjzNNZ8rtnbZipP9TqKcUzkdZJmO8+eBP/8Ux2rVAiZO1Ek6RESkWyyOEBGRcapSRTEJY0r37wOzZukknfTYW9rjz5Z/4s7IO2hfpn2abQLeBKDxxsZotbkVbr+7reUMyRjJ5DJsvLURZZaXwQ/Hf8DHuI8qbWzNbfFzw5/xaMwjdK/YXfdDaFKKjgYGDRIPp7GwALy9xUt+ExGR0WBxhIiIjNeUKYo5SFJauBC4fFk3+WSgvFN57OuxD+cGnEPtorXTbHPk8RF8teIr9N7dG/dD72s5QzIGMrkMO+7tQNWVVdF/b/80J1s1lZpitNdoPB77GDMazNCfITQpTZsGPH4sjs2ZA5Qtq5t8iIhI51gcISIi42VmphheY2b2JZY8vCY2VmdpZaS+W31cHHQRu7vtRhlH1VU+BAjYcmcLKvxdAV22d8H1EN0tU0x5R6IsERtubkCFvyug285uuPP+TprtulXohgejH2B56+UoZKs6X45eOHsWWLpUHKtTB/juO52kQ0RE+oHFESIiMm4VK6oOpXn0SHXIjR6RSCToVK4T7o66ixVtVsDF1iXNdrsf7Ea1VdXQanMrXHx5UctZUl4QlxSHFQEr4LncEwP2DcCj8EdptmtYoiH8h/hj27fb4FHAQ8tZZkNUFDBwoDhmZcXhNERExOIIGbcVK1ZAIpFk68fb21vXaRORuk2aBFSvLo4tWgRcuqSbfLLIVGqK4dWH4/HYx5jdaDbymedLs92Rx0dQz7seGq5viBNPT0AQVFcSIUopOiEaf/j9gVJLSmGk70g8//Q8zXYVnSvCt5cvTvU7Ba8iXtpNMiemTAGePRPH5s0DPD11kw8REekNFkfIqN28eTPb+9SoUUP9iRCRbpmaKobXmJt/iQmCYnhNTIzO0soqG3Mb/PjNj3g27hlmfDMDDpYOabY7++Ismv3bDLXW1sKeB3uQJE/SbqKk98JiwjDn3ByUWFICE45NQEhUSJrtqhSqgh1dd+Dm8JtoXbq1fk22mp5Tp4C//hLH6tcHxo7VTT5ERKRXTDNvQpR3JRdHnJ2dcfLkySztU66cHi1DSETqU748MHs2MHnyl1hQEDB9OrB4se7yygZHa0f83OhnTKgzAX9f/Rt/+P2B0JhQlXb+r/3ReXtnFLcvjpHVR2Jw1cFwsnHSQcakLwLeBGC5/3Jsvbs1zeV4k9UqWgs/1v/RcAoiySIjFavTpGRtDaxbB0j5XSEREQESgffWqsWrV69QrFgxAEBwcDCKFi2a5X2DgoKQlJQEU1NTlC5dWlMpUipyuRz58uVDTEwMmjZtiuPHj+s6JaIc4+uImshkQL164tVqJBLFBI716+surxyKSYzB6mursfDSQryOfJ1uOwsTC/So2ANjaoxBddfq6bajvCU+KR477u/Acv/luPL6SoZtG5dsjOn1p6NRiUaGVRRJNmIEsHKlOLZsGTBmjG7yISKiXMnN5+/0sFRORiswMBAx/90uX6lSJR1nQ0R6wcQEWL8esLT8EhMExQSO0dE6SyunrM2sMa7WODz53xOsbLsSJR1KptkuXhaPDbc2wGu1F2quqYl/b/2L+KT07x4gwxb8ORg/nvoRxRYXQ989fTMsjLQp3QaXBl3CyX4n0bhkY8MsjBw/rloYadgQGDVKJ+kQEZF+YnGEjFbK+UZYHCEipTJlgF9/FceePAGmTtVNPmpgYWqBYdWGIXBsIDZ12pTh3SH+r/3Rb28/FFtcDFNOTMG99/e0mClpSqIsEQceHUCX7V1QcklJzDk/J80hVwBgbmKO3pV64/qw6zjY6yBqF6ut5WzVKCICGDxYHLOx4XAaIiJSwTlHyGixOEJE6fruO2D3bvFqNcuWAZ07K75xNlCmUlP0rtwbvSv3hv9rfyz3X45t97YhQZag0jY0JhTzL87H/IvzUdWlKvpU7oOeFXuicL7COsicckIQBPi/9se/t//FtnvbEBYTlmH7onZFMaLaCAz5eggK2RbSUpYaNmECEBwsji1cCJRM+y4qIiIyXpxzRE0454jhadmyJY4ePQqpVIrIyEhYW1vrOiWiHOPriAYEBgJffQXExn6JlSwJ3L4N2NrqLC11ex/9Hmuvr8U/Af8gOCI4w7ZSiRRNSzVF38p90bFsR9ia553nIS958uEJNt/ZjE23NyHoQ1Cm7RuVaIQxNcagfZn2MJXmoe/NjhwBWrUSx5o0AY4d410jREQGThNzjuShv4B5nFwOhIfrOgvtcXTU+BuX5DtHChcujKdPn2bavnDhwnB0dNRoTkSkRzw9gXnzFHeRJHv2TLGaTerlQA2Ys40zptafih/q/oADjw5g+dXlOPXsVJpt5YIcx54cw7Enx2BtZo1OZTuhV6VeaFyyMSxNLdPch7QjJDIEex/uxaY7m3Ap+FKm7W3MbNCvSj+M9hqNCs4VtJChln36BAwZIo7Z2gJr17IwQkREaeKdI2qi8TtHQkMBZ2d1pGoY3r8HnDS3rOTbt29RuHD2bg3fuXMnunTpoqGMiHKHd45oiFyuGEZz/rw4fuKE4hvoPOp+6H143/DGlrtb8CbyTabtbcxs0My9Gdp5tkOb0m3yzpAMPSYIAm6+vYkDgQdwIPAAAt4EZGm/2kVro2/lvuhVqRfsLe01nKUODRoEeHuLY6tWAUOH6iYfIiJSK4O+c+TFixdYunQpfH19ERwcDAsLC7i7u6Nbt24YPXq02oY0HD58GKtWrcLVq1cRGhoKJycneHl5YdiwYWiV+tZKMlop5xvJKi8vL/UnQkT6TSpVTNxYpQrw3+pWABQfvO7cAezsdJebBpV3Ko+FzRfit6a/4fTz09h0exN2PdiFqISoNNtHJ0Zj78O92PtwLySQoGbRmmjn2Q7tPNuhonNFw1zhRA/FJcXh1LNTOPDoAA4GHcSriFdZ2s+jgAf6VOqDPpX7wL2Au4az1AO+vqqFkebNVe8kISIiSkErd44cOHAAffr0QURERJrbPT094evrCw8PjxwfQy6XY9iwYVi7dm26bYYMGYKVK1dCqoHbKXnniJpp+M6R3377DVP/W3ni+PHjaNq0qcaORaQNvHNEw5YvB8aOFceGDVNdHjQPi06Ixv5H+/Hv7X9x7MkxyARZlvZzs3dD69Kt0cCtAeq71YdrPlcNZ5p3yOQy3Hl/B+denMPp56dx/MlxRCdmbUlpRytH9KjYA30q90HNIjWNp0D18SNQoQIQEvIlZmcH3L0L/Pc+jYiIDJ9B3jly48YNdO/eHbGxsbC1tcXUqVPRqFEjxMbGYuvWrVi9ejUCAwPRpk0bBAQEIF++fDk6zvTp05WFkapVq2LSpElwd3fHkydPsGDBAty4cQNr1qyBk5MT5s6dq85fkQxQyjtHKleurLtEiMgwjBoF7NoFnDnzJbZqFdCli+IbaSNgY26DnpV6omelnngX9Q5b727F9vvb4RfsBwHpf8/y4vML/BPwD/4J+AcA4J7fHd+4fYP6xevjG7dvUCp/KeP54J6JBFkCAt4E4PyL8zj38hwuvryIz/Gfs7y/nYUdWnm0Qu9KvdHCowXMTcw1mK2eGjdOXBgBgMWLWRghIqJMafzOkW+++Qbnz5+Hqakpzp07h9q1a4u2L1y4EJMmTQIAzJw5E7Nmzcr2MQIDA1GhQgUkJSWhevXqOHfuHKysrJTbY2Ji0KBBAwQEBMDU1BQPHjzI1V0qadH4nSOckFWtypYti0ePHsHFxQUhqd9EERkg3jmiBc+eAZUqAdEpvrkvVkwxvMY+D8/dkInQ6FAcCjqEA4EHcPTJ0XSH3qSnsG1hfOP2DeoUq4OvXL5CJedKyG+VX0PZ6g9BEPD803Pcfncb10Ou4/zL87j86jJik2Iz3zmFUvlLKYcw1Xerb5wFkWT79gEdO4pjrVophtmwAEdElKdo4s4RjRZH/P39UbNmTQDA8OHDsWLFCpU2crkcFStWxIMHD+Dg4ID379/DzMwsW8cZNWoU/vlH8Y2Un58fatWqpdLm8uXLysLMqFGj8JeaVxrgUr6GIyYmBvny5YNcLkfz5s1x9OjRHPd148YN/Pnnnzh37hxCQkJgbW2NEiVKoG3btvjll1/UmDVRxvg6oiX//KO4iySlwYOBNWt0k4+eiU+Kx9kXZ7H/0X4cCDyAl59f5qifYnbFUMWlCio7V0blQpVRxaUKPAp4GOwys5Hxkbj7/i5uvbuF2+9uK38iEyKz3ZdUIkXtorUVBZEy7VCuYDneeQMovkCqUAF49+5LzN4euHcPKFJEd3kREZFGGNywmr179yofDxw4MM02UqkU/fr1w9SpU/Hp0yecPn0azbNxi7IgCNi3bx8Axd0AaRVGAKBWrVooU6YMHj16hH379mH58uV8M2Gkbt++DblcDgCoUqVKjvvZu3cvunbtCgsLC3To0AFubm749OkTbt26hZcvc/aBgIj03PDhiuE1J09+iSUvDVqzpmLi1ooVAUvjXNbWwtQCzd2bo7l7cyxrtQx33t/B4aDDOPfyHC68vICI+LTnHkstOCIYwRHBOBh4UBmzNLVE2YJl4Wbvpvhx+PLf4vbF4WTtpLO/64myRLyKeIUXn1/g5eeXePHpBV58Vvw8+fAEzz49y1X/yUORGpZoiFYereBko7k5uQzK+/fArVvAzZvAnj3iwggALFnCwggREWWZRosjFy5cAADY2NigWrVq6bZr0KCB8vHFixezVRx59uwZ3rx5o9JPesd59OgRXr9+jefPn6NkyZJZPg7lHeqab2TatGmwsrLCtWvX+E09kbGQShXFkIoVgagUw0dWr1b8AICJCVC2rKJQ8tVXiv+6u2t0qKA+kgCojHyoXKQbJhfpBllNGR6FP4L/a3/4v/bH1TdXERaTneGicfgUehOfcBO30thqaWIB13yuKJyvMOws7GBnYYd85vkU/7XIJ3psY2aTaSElSS5DZHwEIuIjEZkQgcj4SETERyAy4ct/P8Z+xJvIN3gX/Q7yDG7ELZGN3xIAyjh6ooZrDdQoUgNeRbzESyO/jwKQvaFLeUJMjGJS1Zs3vxREMhoW27Yt0K+ftrIjIqI8QKPFkQcPHgAAPDw8YGqa/qHKli2rsk9W3b9/P81+snKc7BRHXr3KeLk8zlthOFIWR3Jz50h4eDgKFy4Md3cjWBaRiL5wcwP++EOxWk1aZDLFrfz37gFbtmg3Nz1mAqD8fz8DNHKEeADP/vsxdIH//WzSdSKGKX9+xUpSvEOYiIiyQWPFkbi4OISFhQFApuN/8ufPDxsbG0RHRyM4ODhbx0lZtMjsOMVSzFSe3eMU4yzneUZycUQqlSIpKQl3797NdB93d3fRJL8AsGTJEowcORK1atVCw4YNYW1tjV69esHT01MTaRORPhkyBDh+HNixQ9eZEFFKUqliDiBXLhlNRETZo7HiSGTkl0nGbG1tM22fXByJisreraLZOY6NjY3ycXaPQ3mDXC7HnTt3lI+//vrrLO335s0bUXFEJpMhPDwcRYsWxdWrV3H16lUAQI8ePdSfNBHpH4kE2LpVMQfJ5ctfbvUPCtJ1ZkTGxcpKsYpU8hC25s0BNa9ISERExkGjd44kMzfPfFk5CwsLAEBsbPaWsMvOcZKPkZPjZHanSUhICGrUqJGtPkn7AgMDERMTk619XF1dUbhwYVFsxIgRWLt2LSZOnIjdu3ejRIkS2V5liYgMnFQKNGmi+EkWGalY2jd5ToSbNxX/n82/OUSUBhcXRREkuRDy1VdA6dKKeX6IiIhySWPFEcsUM/UnJCRk2j4+Ph4AVIYuqPM4ycfIyXHUsTQQ6V7ZsmWR29Wr37x5gzVr1qBHjx5YsGCBmjIjojwhXz6gTh3FTzK5HEhRyCeiHJBKjXYVKCIi0g6NFUfy5cunfJyVISzR0dEAsjYEJ6fHST5GTo5DlOz9+/cAgE+fPqW5PTY2NtvFNyLKw6RSwNpa11kQERERUQY0eueIo6MjwsPDM13p5ePHj8rCRXYnPk15R0dmx0k5NIYTrFJOlS9fHqVKlcKRI0dQpUoV5WSsoaGh8Pf3x4gRIzBq1Chdp0lERERERERZJNVk5+XLlwcAPH78GElJSem2e/jwofJxuXLlcnSM1P2o+zhEyczNzXHq1Cn0798fHz9+xD///IPly5fj4sWLqFq1Klq1aqXrFImIiIiIiCgbNHbnCADUq1cP58+fR3R0NK5du4aaNWum2e7s2bPKx3Xr1s3WMUqWLAlXV1e8efNG1E9azp07BwAoUqQISpQoka3jEKXk5uaG9evX6zoNIiIiIiIiUgON3jnSsWNH5WNvb+8028jlcmzcuBEA4ODggEaNGmXrGBKJBB06dACguDPk8uXLaba7fPmy8s6RDh06QCKRZOs4RERERERERJQ3abQ4UqNGDdSvXx8AsHbtWvj5+am0WbRoER48eAAAGDdunMpyqGfOnIFEIoFEIsGAAQPSPM53330Hk/+WcRs7dqzKMr2xsbEYO3YsAMDU1BTfffddbn4tIiIiIiIiIspDNFocAYAlS5bAysoKSUlJaN68OebNm4fLly/j9OnTGD58OCZNmgQA8PT0xIQJE3J0DE9PT/zwww8AgICAANStWxfbtm1DQEAAtm3bhrp16yIgIAAA8MMPP6B06dLq+eWIiIiIiIiIyOBpdM4RAKhatSq2bduGPn36ICIiAtOmTVNp4+npCV9fX9GyvNk1Z84cvH//HuvWrcONGzfQo0cPlTaDBw/Gr7/+muNjEBEREREREVHeo/E7RwCgXbt2uH37NsaPHw9PT09YW1vDwcEB1atXx/z583Hjxg14eHjk6hhSqRRr166Fr68vOnToAFdXV5ibm8PV1RUdOnTAoUOHsGbNGkilWvmViYiIiIiIiMhASARBEHSdRF7w6tUrFCtWDAAQHByMokWLZnnfoKAgJCUlwdTUlEN+iChH+DpCRERERMYiN5+/08PbKIiIiIiIiIjIqLE4QkRERERERERGjcURPZA8D4pMJgNHORFRdgmCAJlMBgCcV4mIiIiIKAf4LloPmJubA1B8wImPj9dxNkRkaOLj45WF1eTXEyIiIiIiyjoWR/SAjY2N8nFERIQOMyEiQ5TydSPl6wkREREREWUNiyN6wNbWVvk4PDwc4eHhylvkiYjSI5PJlK8ZyVK+nhARERERUdaY6joBUtwG7+TkhNDQUADA+/fv8f79e5iYmEAikeg4OyLSRynnGUnm5OTEYTVERERERDnA4oiecHR0REJCAj5//qyM8e4RIsoqe3t7ODo66joNIiIiIiKDxOKInpBIJHB1dUWBAgXw6dMnxMTEsDhCRBkyMTGBtbU1HBwcYGlpqet0iIiIiIgMFosjesbS0hIuLi66ToOIiIiIiIjIaHBCViIiIiIiIiIyaiyOEBEREREREZFRY3GEiIiIiIiIiIwaiyNEREREREREZNRYHCEiIiIiIiIio8biCBEREREREREZNRZHiIiIiIiIiMiosThCREREREREREaNxREiIiIiIiIiMmqmuk4gr0hKSlI+DgkJ0WEmRERERERERHlXys/cKT+L5waLI2oSGhqqfFyjRg0dZkJERERERERkHEJDQ1GiRIlc98NhNURERERERERk1CSCIAi6TiIviIuLw507dwAATk5OMDXV/5tyQkJClHe5+Pv7o3DhwjrOiLKL59Cw8fwZPp5Dw8dzaPh4Dg0bz5/h4zk0fIZ4DpOSkpSjNypVqgRLS8tc96n/n+ANhKWlJby8vHSdRo4VLlwYRYsW1XUalAs8h4aN58/w8RwaPp5Dw8dzaNh4/gwfz6HhM6RzqI6hNClxWA0RERERERERGTUWR4iIiIiIiIjIqLE4QkRERERERERGjcURIiIiIiIiIjJqLI4QERERERERkVFjcYSIiIiIiIiIjBqLI0RERERERERk1CSCIAi6ToKIiIiIiIiISFd45wgRERERERERGTUWR4iIiIiIiIjIqLE4QkRERERERERGjcURIiIiIiIiIjJqLI4QERERERERkVFjcYSIiIiIiIiIjBqLI0RERERERERk1FgcISIiIiIiIiKjxuIIERERERERERk1FkeIiIiIiIiIyKixOGLgoqKicO7cOfz+++/o1q0bSpYsCYlEAolEghIlSmjkmJcuXUKfPn3g5uYGS0tLuLi4oEWLFvDx8clWPz4+PmjevDlcXFxgaWkJNzc39OnTB35+fhrJW9/FxMRgwYIF8PLyQoECBWBjY4OyZctiwoQJePHiRa77L1GihPLfRlZ/nj9/rtLPrFmzsrz/mTNncp23IdH0OXz+/HmWn/sBAwZkqU9eh2KaPodyuRznzp3DtGnT0LBhQ7i4uMDc3Bx2dnaoWLEiRo0ahdu3b2faj7Fdhy9evMCECRNQtmxZ2NjYoECBAvDy8sLChQsRExOjtuMcPnwYnTp1QtGiRWFhYYGiRYuiU6dOOHz4cJb7SEpKwooVK1C/fn04OTnBysoK7u7uGD58OO7du6e2XA2JJs9fTEwMdu/ejZEjR8LLywv58+eHmZkZHB0dUbt2bcyaNQtv377NtJ+GDRtm+ZoyRpo8h+vXr8/yc79+/fpM+9P067ih0tQ5zM57k8w+o/A6VPX+/XscPHgQM2bMQKtWrVCwYMFsv9fLLnW8NzTY61Agg9awYUMBQJo/bm5uaj/ezJkzBalUmu4x27RpI8TGxmbYR0xMjNC6det0+5BKpcKsWbPUnrs+CwoKEkqXLp3uc2JnZyccOHAgV8dwc3NLt/+0fuzt7dM8lzNnzsxyH6dPn85VzoZEG+fw2bNnWX7u+/fvn2FfvA5VaeMcFitWLNNzJ5VKhUmTJglyuTzdfozpOty/f79gZ2eX7u/n6ekpBAUF5eoYMplMGDx4cIbP45AhQwSZTJZhP6GhoYKXl1e6fVhYWAirV6/OVa6GRpPn79atW4KtrW2m14CdnZ2wdevWDPtq0KBBlq8pY6Ppa9Db2zvLz723t3eGfWnjddwQafIcZue9SfJP8+bN0+yL16GqjJ6DzN7rZZe63hsa8nVoPP+y8qiULyIFChQQmjdvrnyjoO7iyIoVK5THcnd3F9auXSv4+/sLe/fuFRo1aqTc1rNnzwz76dGjh7Jto0aNhL179wr+/v7C2rVrBXd3d+W2lStXqjV/fRURESF4enoqf++hQ4cKJ0+eFC5duiTMmTNHeT6tra2FGzdu5Pg4jx49Eu7cuZPhz+LFi0V5pCXlh7LM+ouKispxvoZEW+cw5RuQX3/9NcPn/tWrVxn2xetQTFvn0MTERAAgeHh4CJMnTxb2798vBAQECOfPnxd++eUXIX/+/Mocpk6dmm4/xnIdXr9+XbCyshIACLa2tsKcOXOES5cuCSdPnhSGDh0qemMfERGR4+NMmTJF2VfVqlUFHx8fwd/fX/Dx8RGqVq2apXOSlJQk1KtXT9m2c+fOwuHDh4UrV64IS5cuFZydnZVvLg8dOpTjXA2Jps/f+fPnlX3UrVtXmDdvnnD8+HHh+vXrwtGjR4Xhw4crv9AxMTHJ8HlPfj9VvXr1TK8pY6KNazBlceTo0aMZPvcfP35Mtx9tvY4bGk2fw4SEhEyvmTt37gi9evVSHmvz5s1p9sXrUFXKokLx4sWF5s2ba6w4oo73hoZ+HbI4YuBWrlwpbNmyRVTtTb5DQJ3FkfDwcMHe3l55YYaGhoq2JyUlCe3atVNeCOl9U3ny5Ellm3bt2glJSUmi7aGhoULx4sUFAIKDg4Pw4cMHtf0O+uqnn35SPicLFixQ2X7x4kXB1NRUACA0aNBAo7l069ZNmcv58+fTbJPyQxkpaOscpiyOZPbtWUZ4HarS1jmsXbu2cOTIkXTvCnn8+LHg5OQkABBMTU2FJ0+epNnOWK7D+vXrK5+LS5cuqWxfsGCB8nmYOXNmjo7x6NEj5bmtXr26EBMTI9oeHR0tVK9eXZlHet+url27VpnLqFGjVLYHBQUpv7n18PAQEhMTc5SvIdH0+bt48aLQrVs34d69e+m22bt3ryCRSJRf7KR37SV/KNP031lDo41rMGVx5NmzZznOVZ/eT+kTbZzDzCQlJQmurq4CACFfvnwqr7PJeB2qmjFjhnDgwAHh7du3giCI3wuqsziirveGhn4d5u13VUZKE8WR+fPnK/+h+/j4pNkmODhY+a1o69at02zTqlUr5Qt0cHBwmm18fHwyvKjykoSEBGXRqVy5cunesj18+HDlc+Lv76+RXD59+iRYWloKAIRSpUql285YPpRllTbPobqKI7wOxfTpOhQEQVi2bJnyOIsWLUqzjTFch1euXFH+jsOHD0+zjUwmE8qVK6d8s5aQkJDt44wcOVJ5HD8/vzTb+Pn5ZVj4EARBmUeBAgWE6OjoNNvMmzdP2c/27duznash0db5y4ouXbooc7l27VqabfihTJW2zqE6iiP69jquL/TlOjxy5Igyj4EDB6bbjtdh5jRVHFHHe8O8cB1yQlbKkr179wIA7Ozs0Llz5zTbFC1aFE2bNgUAnDx5EpGRkaLtkZGROHnyJACgadOmKFq0aJr9dO7cGXZ2dgCAPXv2qCN9vXX69Gl8/vwZANC/f39IpWlfkiknXNLUc7J9+3bExcUBAPr166eRY+RF+nQOs4LXoSp9O4eNGjVSPn7y5InGjqPvkv/uAMDAgQPTbCOVSpWvV58+fcLp06ezdQxBELBv3z4AQNmyZVGrVq0029WqVQtlypQBAOzbtw+CIIi2BwYG4sGDBwCAbt26wdraOs1+9OV1QBu0cf6yitdUzujTOcyMvr2O6wt9OYcbN25UPu7fv7/a+6fcUdd7w7xwHbI4QplKSEiAv78/AKB27dowNzdPt22DBg0AAPHx8QgICBBtu3r1KhISEkTt0mJubq58g3r16lUkJibmKn99duHCBeXjjJ6T6tWrK99sX7x4USO5JP/hkkgk6Nu3r0aOkRfp0znMCl6HqvTtHMbHxysfm5iYaOw4+i75vNjY2KBatWrptkt5zrJ7Xp49e4Y3b96o9JPRcV6/fq2ykldW/w25uLjA09MzR7kaGm2cv6ziNZUz+nQOM6Nvr+P6Qh/OYWRkpLJIU6JECXzzzTdq7Z9yT13vDfPCdcjiCGUqMDAQMpkMgOKbtYyk3J78LVqy+/fvp9kuo36SkpIQFBSUrXwNSVafE1NTU3h4eABQfV7V4dmzZ8oXp3r16qFUqVJZ2q958+ZwdnaGubk5nJ2d0bBhQ/z222/4+PGj2nPUV7o6h8uWLYOHhwcsLS1hb2+PChUqYMSIEbh+/bpa8k25ndehgqavw2Rnz55VPi5Xrlym7fPqdZj8HHt4eMDU1DTddhn93clMTq6HtI6Tk36Cg4MRHR2d5VwNjTbOX1Zl55p6+PAhatasCQcHB1haWqJo0aLo0KEDNm7cmKeLxGnRxTkcOHAgXF1dYW5ujoIFC6JWrVr48ccf8fr16wz307fXcX2hD9fhzp07lUsF9+3bN0vL8PI61C51vTfMC9chiyOUqVevXikfp3ebVbJixYopHwcHB2ukn7wk+TmxsbGBg4NDhm2Tn5PQ0FDRt2DqsHHjRuVt4tkZUnP8+HGEhoYiMTERoaGhOHv2LKZOnYpSpUopb1XP63R1Dq9fv44nT54gPj4eERERuH//PlauXIlq1aphxIgR6fbP61CVvlyHABATE4M///wTAGBhYYEOHTpkuk9evA7j4uIQFhYGIPN/p/nz54eNjQ2A7P871eXfN0EQRPvlJdo6f1lx69Yt+Pr6AgAqVaqUaXHk3bt38Pf3x+fPnxEfH4/Xr19j//796N+/P7766iu9eyOvKbo6h2fOnEFISAgSExMRHh6OK1euYM6cOfDw8MDKlSvT3U+fXsf1hb5chymH1GT1PSavQ+1S999CQ74O0y8hEv0n5dwhtra2GbZNfmEFgKioKI30k5ckPyeZPR+A6nNiYWGhtjz+/fdfAICVlRW6deuWaftKlSqhY8eOqFGjBlxdXZGYmIhHjx5h8+bNOHbsGD59+oQuXbrgwIEDaNWqldry1EfaPocODg7o1KkTGjZsiNKlS8PS0hIhISE4duwY1q5di6ioKKxcuRKRkZHYvHlzuvlmJWdeh6o0eR0CwOTJk/Hy5UsAwOjRo+Hq6ppu27x8HWbn3ymgOC/R0dHZ/nfKv2+aoa3zl5n4+HgMGTJEeffrnDlz0m0rlUrRpEkTtG7dGlWqVIGjoyMiIyNx/fp1rFy5Eg8ePMD9+/fRqFEj+Pv7o3jx4mrNVd9o+xyWKlUKnTt3Ru3atZUfmp4+fYpdu3Zh586diIuLw4gRIyCRSDBs2LB089WH13F9oQ/X4cuXL5V3btWpU0d5t0B6eB3qhrr/FhrydcjiCGUqeZJOABnONwJA9A87NjZWI/3kJcnPSWbPB6C55+TSpUvKCeo6dOignGgpPd999x1mzZqlEq9Zsyb69euHlStXYsSIEZDJZBgyZAiePHkCS0tLteWrb7R5Dl1dXfH69WuVyR6rVq2K1q1bY/To0WjatClevnyJLVu2oHv37mjfvn2a+WYlZ16HqjT5nGzevBnLly8HoLj1/9dff023bV6/DrPz7xT4cl6ye074900ztHX+MjNmzBjl/Gf9+/dHu3bt0m27e/fuNL/prF+/PkaNGoWhQ4diw4YNePfuHb777jvs3r1brbnqG22ew06dOqF///4qwy28vLzQvXt3HDx4EJ07d0ZiYiLGjx+P9u3bw8XFJc18df06rk/04TrctGlTtu5M5nWoG+r+W2jI1yGH1WiBRCLJ9c/69et1ln/KN9TJk/WkJ+VtUVZWVhrpRxc0dQ6Tn5PMng9Ac89JdmcQz+w2ueHDh2Pw4MEAgDdv3mDXrl25yk9d8sI5NDc3T3cVDAAoXbo0Nm3apPz/ZcuWqbThdbhepV99uA7PnDmjvG4KFCiAXbt2Zdi/oV6HWZWdf6fAl/OS3XPCv2+aoa3zl5F58+ZhzZo1ABQfsv/6668M22d0TZmZmWHNmjXKFYv27NmT6RwYhk6b59De3j7DeSjatm2LGTNmAFAMPVy7dq1KG314Hdc3+nAdJt+ZbGFhge7du2fantehbqj7b6EhX4csjlCm8uXLp3yc2a12KSeXS31Llbr6yUuSn5Os3MKoieckPj4e27dvBwAULlwYzZo1U0u/w4cPVz5OORFeXqTrc5ha/fr1Ub58eQCKWcPlcrloO69DVbo+hwEBAWjfvj3i4+Nha2uLQ4cOZWki1swY8nWYnX+nwJfzkt1zwr9vmqGt85eelStXYtq0aQAUkwIeOnRIdAt3TpiamioLjoDhXVPZpetzmNqwYcOUBZS0nntdv47rI12fQ39/fzx8+BAA0L59+0yL+llhbNehtqj7b6EhX4ccVqMF6pg0qHDhwmrIJGdSTsyT2eRxKSfmSTlhT1r9VK9ePUf96IKmzmHRokVx5coVREdH49OnTxn+4Uh+TpycnNQ2Lu/AgQPKFS169eqltiUOkz+cA9Cbqn5ePYdpKV++PO7fv4+4uDiEh4fDyclJlG8yXocKujyH9+7dQ8uWLREZGQkLCwvs3bsXNWvWzHW/gH5eh1llaWkJR0dHhIeHZ/p35+PHj8o3Wdn9d6qpv28FCxbMtB+JRJLpxHeGSlvnLy0+Pj4YNWoUAMDNzQ3Hjx/P8HxkhyFfU9mly3OYFmdnZzg6OiIsLCzN514f/xbrmq7PYU4mYs0KY7oOtUVd7w3zwnXI4ogWZLYkkr7z9PSEiYkJZDKZsgKcnpTbU3/zmfLFLKv9mJqaonTp0tlNWe00dQ7Lly+vvN394cOHyrXDU0tKSlLOC6KOb5STZXdITVZlZZk2bcur5zAtGT3/vA5V6eocPnnyBM2aNUN4eDhMTU2xbds2NGnSJNf9JtPH6zA7ypcvj/Pnz+Px48dISkpKdxnKjP7uZOUYafWT3eOk7uerr77KtJ9ixYrl+m4GfaaN85fa/v370a9fP8jlchQuXBgnT55UawHK0K+p7NLFOcxIZn/b9O1vsT7Q1TlMTEzE1q1bASgKWy1btsx1n8mM7TrUBnW9N8wL1yGH1VCmzM3NUaNGDQCAn59fhuPIkm9vs7CwUKk6enl5KSfoyeg2uISEBFy+fFm5j5mZWa7y12f16tVTPs7oOQkICFBW9OvWrauWY4eGhuLIkSMAgK+++gqVKlVSS7+AeJ3zjFbbyAt0eQ7Tk/z8W1hYwNHRUbSN16EqXZzDV69eoWnTpggJCYFUKsWGDRuytGxvdhj6dZh8XqKjo3Ht2rV026U8Z9k9LyVLllQ+N5ndnn3u3DkAQJEiRVCiRIk0c82sn7dv3yIwMDBHuRoabZy/lE6ePIlu3bohKSkJjo6OOH78ONzd3XPcX1oM/ZrKLm2fw4yEhoYql6VN67nXx7/F+kBX59DX1xfh4eEAFHcmp1eUyQljuw61QV3vDfPEdShQnuPm5iYAENzc3NTW5/z58wUAAgDBx8cnzTbBwcGCiYmJAEBo3bp1mm1atWolABBMTU2F4ODgNNv4+Pgoj7VgwQK1/Q76KD4+XrC3txcACOXKlRPkcnma7YYPH658Tvz9/dVy7CVLlij7XLx4sVr6TDZkyBBl3//++69a+9Y3ujyHablw4YLyOE2aNEmzDa9DMW2fw3fv3gllypRR9rVq1aoc95URQ78Or1y5osx/+PDhabaRyWRCuXLlBACCg4ODkJCQkO3jjBw5UnkcPz+/NNv4+fkp24waNSrNNsl5FChQQIiOjk6zzbx585T9bN++Pdu5GhJtnT9BEISLFy8KNjY2AgDB3t5eCAgIyE3qaUpMTFTmCkB4+fKl2o+hb7R5DjPz66+/KnOZPXu2ynZ9+1usL3R1Djt16qQ87o0bN3LdXzJjvA5Te/bsmfL379+/v9r6Vcd7w7xwHbI4kgdltziS8iJr0KBBmm3Cw8OV/9jd3NyEsLAw0fakpCShXbt2yn5Onz6dZj8nT55Utmnfvr2QlJQk2h4aGioUL15c+QL94cOHLP0Ohuynn37K8IXm0qVLgqmpaYbnRxAEZR9ZPe/VqlVTvgi+e/cuS/vcvn1bCAoKyrDNypUrlbm4uLgIUVFRWerbkGnrHO7ZsyfdPzSCIAhBQUHK6weAsGvXrjTb8TpUpa1z+PHjR+Grr77KVWHSmK7D+vXrK1+nLl26pLJ9wYIFyt9z5syZKttPnz6d6ZvIR48eKQv71atXF2JiYkTbY2JihOrVqyvzCAwMTLOftWvXKo81evRole2PHz8W7OzsBACCh4eHkJiYmPkTYOC0cf5u3LghODg4CAAEGxsb4cKFC9nO89SpU8LHjx/T3Z6QkCD0799fmUu7du2yfQxDpelz+OzZM+H69esZ5nDgwAHB3NxcACBYWVkJr169SrOdul7H8xptXIcphYeHK89XpUqVspwnr8OsyUlxxNvbO8NzLAjqe29o6NchiyMGLigoSPD29hb9ODo6CgAER0dHlW0hISEqfWSlOCIIgrBixQplO3d3d2HdunXC1atXhX379gmNGjVSbuvZs2eGOffo0UPZtlGjRsK+ffuEq1evCuvWrRPc3d2V21auXJnbp8cgRERECJ6ensrfe9iwYcKpU6cEPz8/Ye7cuYKtra3yDUFG1ffsFEfu3bunbN+2bdss5+rt7S2YmJgITZs2FRYtWiQcO3ZMuHbtmnDlyhVhw4YNQvPmzZX9mpiYCPv3789y34ZMW+cw+UPVpEmThJ07dwqXL18Wbty4IRw6dEgYN26c8jgAhG7dumWYM69DMW2cw7i4OKFOnTrKNr179xbu3LmT4c/Tp09V+jGm6/D69euClZWVAECwtbUV5s6dK/j5+QmnTp0Shg0bpvw9PT09hYiICJX9s/qmfsqUKcp2VatWFbZu3SpcvXpV2Lp1q1C1alXltqlTp6bbR1JSklC3bl1l2y5dughHjhwRrly5IixbtkxwdnYWAAhSqVQ4dOiQOp4evafp8/f48WPl85pcbMzsmkrry4D+/fsLtra2Qq9evYRVq1YJZ8+eFW7cuCGcP39e+PPPP4Xy5csrj+Hs7JzmdZlXafocJm+vXbu2MHfuXMHX11e4evWqcPXqVWHbtm1C165dBYlEouzjr7/+SjdXdb2O5zXaeh1N9tdffynb//7771nOk9dh2s6fPy/6LLdw4ULl81C3bl2Vz3ppyUpxRBDU897Q0K9DFkcMXMp/7Fn5SeuOjqwWRwRBEGbMmCH6I5X6p3Xr1kJsbGyGfcTExAitW7dOtw+pVJrhhZsXBQUFCaVLl073ObGzsxMOHDiQYR/ZKY5MnjxZ2T47t3Zn9d+bo6OjsHfv3iz3mxdo4xxm9TofOXKkEBcXl+GxeB2q0vQ5TPlam9WftF6Tje063L9/v/KOi7R+PD09072TJqtv6mUymTBo0KAMn8/BgwcLMpksw1xDQ0MFLy+vdPuwsLAQVq9enZunw+Bo8vxl9z0QkPYHg5TfRmf0U6lSJeHevXtqfob0nybPYcrtGf1YW1tnqVivjtfxvEgbr6PJatasKQCK4nxaX8qmh9dh2rL6vCT/pCWrxRF1vTc05OuQxREDp+3iiCAoxvb26tVLKFasmGBubi44OzsLzZo1E7Zs2ZKt3Ddv3iw0a9ZMcHZ2FszNzYVixYoJvXr1SvOWP2MQFRUlzJ8/X6hevbrg4OAgWFtbC2XKlBHGjx8vPH/+PNP9k89hZsURmUwmFC1aVAAUt8Vl9iE6pXfv3glr164VhgwZIlSrVk0oWrSoYGVlJVhaWgqurq5Cq1athCVLlgifP3/Ocp95iabP4f79+4WpU6cKjRs3Ftzd3QV7e3vB1NRUKFCggFC9enVh/Pjxwp07d7KVM69DMU2eQ3UVR4zxOnz+/Lkwfvx4wdPTU7C2thYcHByE6tWrC/Pnz093fg9ByP6bel9fX6FDhw6Cq6urYG5uLri6ugodOnTI1p0eiYmJwt9//y3Uq1dPcHR0FCwtLYVSpUoJQ4cOFe7evZvlfvISTZ0/dRVH7t+/LyxevFjo1q2bULFiRaFQoUKCmZmZYGtrK7i7uwvdu3cXduzYoXKbuTHR1DmMiIgQNm3aJIwePVqoWbOmULx4ccHa2lowNzcXChUqJDRu3FiYM2dOlof/CkLuX8fzKm28jgYGBirbtmzZMlv58TpMmzaLI8nU8d7QUK9DiSAIAoiIiIiIiIiIjBSX8iUiIiIiIiIio8biCBEREREREREZNRZHiIiIiIiIiMiosThCREREREREREaNxREiIiIiIiIiMmosjhARERERERGRUWNxhIiIiIiIiIiMGosjRERERERERGTUWBwhIiIiIiIiIqPG4ggRERERERERGTUWR4iIiIiIiIjIqLE4QkRERERERERGjcURIiIiIiIiIjJqLI4QERERERERkVFjcYSIiIiIiIiIKEEgswAAAG5JREFUjBqLI0RERERERERk1FgcISIiIiIiIiKjxuIIERERERERERk1FkeIiIiIiIiIyKixOEJERERERERERo3FESIiIiIiIiIyaiyOEBEREREREZFRY3GEiIiIiIiIiIwaiyNEREREREREZNT+D00Zn/37FB9XAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 413,
       "width": 547
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "epsilon = 0.25\n",
    "\n",
    "z = np.linspace(-1, 1, 100)\n",
    "\n",
    "plt.plot(z, z**2, color=\"green\", label=\"Square Error\")\n",
    "plt.plot(z, np.where(np.abs(z) < epsilon, 0, np.abs(z) - epsilon), color=\"red\", label=\"$E_\\epsilon$\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Thus, we can minimize a regularized error function given by,\n",
    "\n",
    "$$\n",
    "C \\sum_{n=1}^N E_{\\epsilon}(y(\\mathbf{x}) - t) + \\frac{1}{2} ||\\mathbf{w}||_2^2\n",
    "$$\n",
    "\n",
    "where $C$ is the (inverse) regularization parameter. For each data point $\\mathbf{x}_n$, we introduce two slack variables $\\xi_n, \\hat{\\xi}_n \\geq 0$, where $\\xi_n > 0$ corresponds to a point for which $t_n > y(\\mathbf{x}_n) + \\epsilon$, and $\\hat{\\xi}_n > 0$ corresponds to a point for which $t_n < y(\\mathbf{x}_n) - \\epsilon$. These slack variables allows points to lie outside the $\\epsilon$-tube provided the slack variables are nonzero, and the corresponding conditions are\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "t_n \\leq y(\\mathbf{x}_n) + \\epsilon + \\xi_n \\\\\n",
    "t_n \\geq y(\\mathbf{x}_n) - \\epsilon - \\xi_n\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "Thus, the error function for support vector regression can then be written as\n",
    "\n",
    "$$\n",
    "C \\sum_{n=1}^N (\\xi_n + \\hat{\\xi}_n) + \\frac{1}{2} ||\\mathbf{w}||_2^2\n",
    "$$\n",
    "\n",
    "where $\\xi_n + \\hat{\\xi}_n$ measures the amount by which data point $\\mathbf{x}_n$ lies outside the $\\epsilon$-tube."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 413,
       "width": 559
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "epsilon = 0.25\n",
    "x = np.linspace(-1, 1, 100)\n",
    "y = np.sin(np.pi * x)\n",
    "\n",
    "plt.plot(x, y, color=\"red\")\n",
    "plt.fill_between(\n",
    "    x,\n",
    "    y - epsilon,\n",
    "    y + epsilon,\n",
    "    alpha=0.5,\n",
    "    color=\"pink\",\n",
    "    label=\"$\\epsilon$-tube\",\n",
    ")\n",
    "plt.text(-0.5, 0.5, \"$\\\\xi > 0$\")\n",
    "plt.text(0.5, -0.5, \"$\\\\hat{\\\\xi} > 0$\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The error function can be minimized by introducing Lagrange multipliers $a_n, \\hat{a}_n, \\mu_n, \\hat{\\mu}_n$ to obtain,\n",
    "\n",
    "$$\n",
    "L(\\mathbf{w}, b, \\mathbf{a}, \\hat{\\mathbf{a}}) = C\\sum_{n=1}^N (\\xi_n + \\hat{\\xi}_n) + \\frac{1}{2}||\\mathbf{w}||_2^2 \n",
    "- \\sum_{n=1}^N (\\mu_n\\xi_n + \\hat{\\mu}_n\\hat{\\xi}_n) \n",
    "- \\sum_{n=1}^N a_n (\\epsilon + \\xi_n + y_n - t_n)\n",
    "- \\sum_{n=1}^N \\hat{a}_n (\\epsilon + \\hat{\\xi}_n - y_n + t_n)\n",
    "$$\n",
    "\n",
    "By setting the derivatives of the Lagrangian with respect to $\\mathbf{w}$, $b$, $\\xi_n$, and $\\hat{\\xi}_n$ to zero, we obtain,\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "    dL_{\\mathbf{w}} = 0 &\\Leftrightarrow \\mathbf{w} \n",
    "    - \\frac{d}{d\\mathbf{w}} \\Bigg( \\sum_{n=1}^N a_n (\\epsilon + \\xi_n + y_n - t_n) + \\sum_{n=1}^N \\hat{a}_n (\\epsilon + \\hat{\\xi}_n - y_n + t_n) \\Bigg) = 0 \\\\\n",
    "    &\\Leftrightarrow \\mathbf{w} \n",
    "    - \\frac{d}{d\\mathbf{w}} \\Bigg( \n",
    "        \\sum_{n=1}^N a_n (\\epsilon + \\xi_n + \\mathbf{w}^T\\boldsymbol\\phi(\\mathbf{x}_n) + b - t_n) \n",
    "        + \\sum_{n=1}^N \\hat{a}_n (\\epsilon + \\hat{\\xi}_n - \\mathbf{w}^T\\boldsymbol\\phi(\\mathbf{x}_n) - b + t_n) \n",
    "    \\Bigg) = 0 \\\\\n",
    "    &\\Leftrightarrow \\mathbf{w} - \\sum_{n=1}^N a_n\\boldsymbol\\phi(\\mathbf{x}_n) + \\sum_{n=1}^N \\hat{a}_n\\boldsymbol\\phi(\\mathbf{x}_n) = 0 \\\\\n",
    "    &\\Leftrightarrow \\mathbf{w} = \\sum_{n=1}^N (a_n - \\hat{a}_n) \\boldsymbol\\phi(\\mathbf{x}_n)\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "    dL_b = 0 &\\Leftrightarrow - \\frac{d}{db} \\Bigg( \\sum_{n=1}^N a_n (\\epsilon + \\xi_n + y_n - t_n) + \\sum_{n=1}^N \\hat{a}_n (\\epsilon + \\hat{\\xi}_n - y_n + t_n) \\Bigg) = 0 \\\\\n",
    "    &\\Leftrightarrow - \\frac{d}{db} \\Bigg( \n",
    "        \\sum_{n=1}^N a_n (\\epsilon + \\xi_n + \\mathbf{w}^T\\boldsymbol\\phi(\\mathbf{x}_n) + b - t_n) \n",
    "        + \\sum_{n=1}^N \\hat{a}_n (\\epsilon + \\hat{\\xi}_n - \\mathbf{w}^T\\boldsymbol\\phi(\\mathbf{x}_n) - b + t_n) \n",
    "    \\Bigg) = 0 \\\\\n",
    "    &\\Leftrightarrow - \\sum_{n=1}^N a_n + \\sum_{n=1}^N \\hat{a}_n = 0 \\\\\n",
    "    &\\Leftrightarrow \\sum_{n=1}^N (a_n - \\hat{a}_n) = 0\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "while the derivatives for $\\xi_n$, and $\\hat{\\xi}_n$ are identical to $(7.31)$. Using these results to eliminate the corresponding variables from the Lagrangian, the dual representation is as follows,\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "\\tilde{L}(\\mathbf{a}, \\hat{\\mathbf{a}}) &= \n",
    "C\\sum_{n=1}^N (\\xi_n + \\hat{\\xi}_n) + \\frac{1}{2}||\\mathbf{w}||_2^2 \n",
    "- \\sum_{n=1}^N (\\mu_n\\xi_n + \\hat{\\mu}_n\\hat{\\xi}_n) \n",
    "- \\sum_{n=1}^N a_n (\\epsilon + \\xi_n + y_n - t_n)\n",
    "- \\sum_{n=1}^N \\hat{a}_n (\\epsilon + \\hat{\\xi}_n - y_n + t_n) \\\\\n",
    "&= \\frac{1}{2}||\\mathbf{w}||_2^2\n",
    "+ \\sum_{n=1}^N (C - \\mu_n)\\xi_n + (C - \\hat{\\mu}_n)\\hat{\\xi}_n \n",
    "- \\sum_{n=1}^N a_n (\\epsilon + \\xi_n + y_n - t_n)\n",
    "- \\sum_{n=1}^N \\hat{a}_n (\\epsilon + \\hat{\\xi}_n - y_n + t_n) \\\\\n",
    "&= \\frac{1}{2}||\\mathbf{w}||_2^2\n",
    "+ \\sum_{n=1}^N a_n\\xi_n + \\sum_{n=1}^N \\hat{a}_n\\hat{\\xi}_n \n",
    "- \\sum_{n=1}^N a_n (\\epsilon + \\xi_n + y_n - t_n)\n",
    "- \\sum_{n=1}^N \\hat{a}_n (\\epsilon + \\hat{\\xi}_n - y_n + t_n) \\\\\n",
    "&= \\frac{1}{2}||\\mathbf{w}||_2^2\n",
    "- \\sum_{n=1}^N a_n (\\epsilon + y_n - t_n)\n",
    "- \\sum_{n=1}^N \\hat{a}_n (\\epsilon - y_n + t_n) \\\\\n",
    "&= \\frac{1}{2}||\\mathbf{w}||_2^2\n",
    "- \\epsilon\\sum_{n=1}^N (a_n + \\hat{a}_n)\n",
    "- \\sum_{n=1}^N (a_n - \\hat{a}_n)y_n\n",
    "+ \\sum_{n=1}^N (a_n - \\hat{a}_n)t_n \\\\\n",
    "&= \\frac{1}{2}||\\mathbf{w}||_2^2\n",
    "- \\epsilon\\sum_{n=1}^N (a_n + \\hat{a}_n)\n",
    "- \\sum_{n=1}^N (a_n - \\hat{a}_n)(\\mathbf{w}^T\\boldsymbol\\phi(\\mathbf{x}_n) + b)\n",
    "+ \\sum_{n=1}^N (a_n - \\hat{a}_n)t_n \\\\\n",
    "&= \\frac{1}{2}||\\mathbf{w}||_2^2\n",
    "- \\epsilon\\sum_{n=1}^N (a_n + \\hat{a}_n)\n",
    "- \\sum_{n=1}^N (a_n - \\hat{a}_n)( \\sum_{m=1}^N (a_m - \\hat{a}_m)\\boldsymbol\\phi(\\mathbf{x}_m)^T\\boldsymbol\\phi(\\mathbf{x}_n) + b)\n",
    "+ \\sum_{n=1}^N (a_n - \\hat{a}_n)t_n \\\\\n",
    "&= \\frac{1}{2}||\\mathbf{w}||_2^2\n",
    "- \\epsilon\\sum_{n=1}^N (a_n + \\hat{a}_n)\n",
    "- \\sum_{n=1}^N \\sum_{m=1}^N (a_n - \\hat{a}_n)(a_m - \\hat{a}_m)\\boldsymbol\\phi(\\mathbf{x}_m)^T\\boldsymbol\\phi(\\mathbf{x}_n)\n",
    "- b\\sum_{n=1}^N (a_n - \\hat{a}_n)\n",
    "+ \\sum_{n=1}^N (a_n - \\hat{a}_n)t_n \\\\\n",
    "&= \\frac{1}{2}||\\mathbf{w}||_2^2\n",
    "- \\sum_{n=1}^N \\sum_{m=1}^N (a_n - \\hat{a}_n)(a_m - \\hat{a}_m)\\boldsymbol\\phi(\\mathbf{x}_m)^T\\boldsymbol\\phi(\\mathbf{x}_n)\n",
    "- \\epsilon\\sum_{n=1}^N (a_n + \\hat{a}_n)\n",
    "+ \\sum_{n=1}^N (a_n - \\hat{a}_n)t_n \\\\\n",
    "&= -\\frac{1}{2}\\sum_{n=1}^N \\sum_{m=1}^N (a_n - \\hat{a}_n)(a_m - \\hat{a}_m)k(\\mathbf{x}_m,\\mathbf{x}_n)\n",
    "- \\epsilon\\sum_{n=1}^N (a_n + \\hat{a}_n)\n",
    "+ \\sum_{n=1}^N (a_n - \\hat{a}_n)t_n\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "which we optimize together with the following box contraints,\n",
    "\n",
    "$$\n",
    "0 \\leq a_n \\leq C \\\\\n",
    "0 \\leq \\hat{a}_n \\leq C \\\\\n",
    "$$\n",
    "\n",
    "Substituting $(7.57)$ into $(7.1)$, the predictions for new inputs are made using,\n",
    "\n",
    "$$\n",
    "y = \\sum_{n=1}^N (a_n - \\hat{a}_n)k(\\mathbf{x}_n, \\mathbf{x}) + b\n",
    "$$\n",
    "\n",
    "The support vectors are those data points that contribute to predictions given by $(a_n - \\hat{a}_n)$, or in other words those for which either $a_n = 0$ or $\\hat{a}_n = 0$. These are points that lie on the boundary of the $\\epsilon$-tube or outside the tube. All points within the tube have $a_n = \\hat{a}_n = 0$. The parameter $b$ can be found either by considering a data point for which $0 < a_n < C$ or $0 < \\hat{a}_n < C$. For such a point holds $\\xi_n = 0$, and thus, from $(7.65)$ must therefore satisfy $\\epsilon + y_n − t_n = 0$,\n",
    "\n",
    "$$\n",
    "\\epsilon + y_n − t_n = 0 \\Leftrightarrow y_n = t_n - \\epsilon \\Leftrightarrow \\mathbf{w}^T\\boldsymbol\\phi(\\mathbf{x}_n) + b = t_n - \\epsilon \n",
    "\\Leftrightarrow b = t_n - \\epsilon - \\mathbf{w}^T\\boldsymbol\\phi(\\mathbf{x}_n)\n",
    "$$\n",
    "\n",
    "In practice, its better to average over all such estimates of $b$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_space = np.linspace(-1, 1, 100)\n",
    "t_space = np.sin(np.pi * x_space)\n",
    "\n",
    "x, t = generate_toy_data(lambda x: np.sin(np.pi * x), 20, 0.25, domain=(-1, 1))\n",
    "\n",
    "epsilon = 0.3\n",
    "model = SupportVectorRegressor(kernel=RBF(theta=np.array(10)), epsilon=epsilon)\n",
    "model.fit(x, t)\n",
    "print(f\"Found {model.n_support_vectors} support vectors.\")\n",
    "\n",
    "plt.scatter(x, t)\n",
    "plt.plot(x_space, t_space, color=\"green\", label=\"$\\sin(2\\pi x)$\")\n",
    "plt.fill_between(\n",
    "    x_space,\n",
    "    t_space - epsilon,\n",
    "    t_space + epsilon,\n",
    "    alpha=0.5,\n",
    "    color=\"pink\",\n",
    "    label=\"$\\epsilon$-tube\",\n",
    ")\n",
    "\n",
    "f = (model._lambda * model._support_labels) @ model.kernel(model._support_vectors, x_space[:, None]) + model.b\n",
    "plt.plot(x_space, f, color=\"red\", label=\"SVM\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 7.2 Relevance Vector Machines\n",
    "\n",
    "SVMs suffer from a number of limitations. In particular, the outputs of an SVM represent decisions rather than posterior probabilities. Also, the SVM is formulated for two classes, and the extension to $K > 2$ classes is problematic. Finally, the complexity parameter $C$, or $\\nu$ (and $\\epsilon$ in the case of regression), must be found using a hold-out methods. The *relevance vector machine* (RVM) is a Bayesian sparse kernel technique for regression and classification that is similar to SVM whilst avoiding its principal limitations. Additionally, it leads to much sparser models that yield faster performance on test data, while maintaining comparable generalization error.\n",
    "\n",
    "### 7.2.1 RVM for regression\n",
    "\n",
    "The relevance vector machine for regression is a linear model, similar to the one presented in [Chapter 3](ch3_linear_models_for_regression). The key difference is that we introduce a separate prior hyperparameter $\\alpha_i$ for each of the weight parameter $w_i$ instead of a single shared hyperparameter, \n",
    "\n",
    "$$\n",
    "p(\\mathbf{w}|\\boldsymbol\\alpha) = \\prod_{i=1}^M \\mathcal{N}(w_i|0, \\alpha_i^{-1})\n",
    "$$\n",
    "\n",
    "We shall see that, maximizing the evidence with respect to these hyperparameters, a significant proportion of them go to infinity, and the corresponding weight parameters have posterior distributions that are concentrated at zero, thus resuling in sparse solutions, since the associated basis functions play no role in the predictions and so are effectively pruned out.\n",
    "\n",
    "Using the result $(3.49)$ for linear regression models, the posterior distribution for the weights is Gaussian and takes the form,\n",
    "\n",
    "$$\n",
    "p(\\mathbf{w}|\\mathbf{X}, \\mathsf{t}, \\boldsymbol\\alpha, \\beta) = \\mathcal{N}(\\mathbf{w}|\\mathbf{m},\\mathbf{\\Sigma})\n",
    "$$\n",
    "\n",
    "where the mean and covariance are given by\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "&\\mathbf{m} = \\beta\\mathbf{\\Sigma}\\boldsymbol\\Phi^T\\mathsf{t} \\\\\n",
    "&\\mathbf{\\Sigma} = (\\mathbf{A} + \\beta\\boldsymbol\\Phi^T\\boldsymbol\\Phi)^{-1}\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "where $\\mathbf{A} = diag(\\alpha_i)$. Note that if $\\boldsymbol\\Phi = \\mathbf{K}$, then $\\mathbf{K}$ is the symmetric $(N + 1) \\times (N + 1)$ kernel matrix.\n",
    "\n",
    "The values of $\\boldsymbol\\alpha$ and $\\beta$ are determined using type-$2$ maximum likelihood, also known as the *evidence approximation*, in which we maximize the marginal likelihood obtained by integrating out the weight parameters,\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "p(\\mathsf{t}|\\mathbf{X}, \\boldsymbol\\alpha, \\beta) &= \\int p(\\mathsf{t}|\\mathbf{w}, \\mathbf{X}, \\boldsymbol\\alpha, \\beta) p(\\mathbf{w}|\\boldsymbol\\alpha) d\\mathbf{w} \\\\\n",
    "&= \\int \\mathcal{N}(\\mathsf{t}|\\mathbf{w}^T\\boldsymbol\\Phi, \\beta^{-1}\\mathbf{I}) \\mathcal{N}(\\mathbf{w}|\\mathbf{0}, \\boldsymbol\\alpha\\mathbf{I}) d\\mathbf{w} \\\\\n",
    "&= \\Big(\\frac{\\beta}{2\\pi}\\Big)^{N/2} \n",
    "\\int \\exp\\Big\\{ -\\frac{\\beta}{2}||\\mathsf{t} - \\boldsymbol\\Phi^T\\mathbf{w}||_2^2 \\Big\\} \\mathcal{N}(\\mathbf{w}|\\mathbf{0}, \\boldsymbol\\alpha^{-1}\\mathbf{I}) d\\mathbf{w} \\\\\n",
    "&= \\Big(\\frac{\\beta}{2\\pi}\\Big)^{N/2} \\frac{1}{(2\\pi)^{M/2}|\\mathbf{A}|^{1/2}}\n",
    "\\int \\exp\\Big\\{ -\\frac{\\beta}{2}||\\mathsf{t} - \\boldsymbol\\Phi^T\\mathbf{w}||_2^2 \\Big\\} \\exp\\Big\\{ -\\frac{1}{2}\\mathbf{w}^T\\mathbf{A}\\mathbf{w} \\Big\\} d\\mathbf{w} \\\\\n",
    "&\\overset{\\mathbf{A}\\text{ is diagonal}}{=} \\Big(\\frac{\\beta}{2\\pi}\\Big)^{N/2} \\frac{1}{(2\\pi)^{M/2}}\\prod_{m=1}^M a_m^{1/2}\n",
    "\\int \\exp\\Big\\{ -\\frac{\\beta}{2}||\\mathsf{t} - \\boldsymbol\\Phi^T\\mathbf{w}||_2^2 \\Big\\} \\exp\\Big\\{ -\\frac{1}{2}\\mathbf{w}^T\\mathbf{A}\\mathbf{w} \\Big\\} d\\mathbf{w} \\\\\n",
    "&\\overset{e^ae^b=e^{a+b}}{=} \\Big(\\frac{\\beta}{2\\pi}\\Big)^{N/2} \\frac{1}{(2\\pi)^{M/2}}\\prod_{m=1}^M a_m^{1/2}\n",
    "\\int \\exp\\Big\\{ -\\frac{1}{2} \\Big( \\beta||\\mathsf{t} - \\boldsymbol\\Phi^T\\mathbf{w}||_2^2 + \\mathbf{w}^T\\mathbf{A}\\mathbf{w} \\Big) \\Big\\} d\\mathbf{w} \\\\\n",
    "&= \\Big(\\frac{\\beta}{2\\pi}\\Big)^{N/2} \\frac{1}{(2\\pi)^{M/2}}\\prod_{m=1}^M a_m^{1/2}\n",
    "\\int \\exp\\Big\\{ -\\frac{1}{2}E(\\mathbf{w}) \\Big\\} d\\mathbf{w}\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "where\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "E(\\mathbf{w}) &= \\beta||\\mathsf{t} - \\boldsymbol\\Phi^T\\mathbf{w}||_2^2 + \\mathbf{w}^T\\mathbf{A}\\mathbf{w} \\\\\n",
    "&= \\beta\\mathsf{t}^T\\mathsf{t} - 2\\beta\\mathsf{t}^T\\boldsymbol\\Phi^T\\mathbf{w} + \\beta\\mathbf{w}^T\\boldsymbol\\Phi^T\\boldsymbol\\Phi\\mathbf{w} + \\mathbf{w}^T\\mathbf{A}\\mathbf{w} \\\\\n",
    "&= \\beta\\mathsf{t}^T\\mathsf{t} - 2\\beta\\mathsf{t}^T\\boldsymbol\\Phi^T\\mathbf{w} + \\mathbf{w}^T(\\mathbf{A} + \\beta\\boldsymbol\\Phi^T\\boldsymbol\\Phi)\\mathbf{w} \\\\\n",
    "&= \\beta\\mathsf{t}^T\\mathsf{t} - 2\\beta\\mathsf{t}^T\\boldsymbol\\Phi^T\\mathbf{w} + \\mathbf{w}^T\\mathbf{\\Sigma}^{-1}\\mathbf{w} \\\\\n",
    "&\\overset{\\beta\\mathsf{t}^T\\boldsymbol\\Phi^T=\\mathbf{m}^T\\mathbf{\\Sigma}^{-1}}{=} \n",
    "\\beta\\mathsf{t}^T\\mathsf{t} - 2\\mathbf{m}^T\\mathbf{\\Sigma}^{-1}\\mathbf{w} + \\mathbf{w}^T\\mathbf{\\Sigma}^{-1}\\mathbf{w} \\\\\n",
    "&= \\beta\\mathsf{t}^T\\mathsf{t} - \\mathbf{m}^T\\mathbf{\\Sigma}^{-1}\\mathbf{w} - \\mathbf{m}^T\\mathbf{\\Sigma}^{-1}\\mathbf{w} + \\mathbf{w}^T\\mathbf{\\Sigma}^{-1}\\mathbf{w} \\\\\n",
    "&= \\beta\\mathsf{t}^T\\mathsf{t} - \\mathbf{m}^T\\mathbf{\\Sigma}^{-1}\\mathbf{w} + (\\mathbf{w} - \\mathbf{m})^T\\mathbf{\\Sigma}^{-1}\\mathbf{w} \\\\\n",
    "&= \\beta\\mathsf{t}^T\\mathsf{t} + (\\mathbf{w} - \\mathbf{m})^T\\mathbf{\\Sigma}^{-1}(\\mathbf{w} - \\mathbf{m}) - \\mathbf{m}^T\\mathbf{\\Sigma}^{-1}\\mathbf{m}\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "Therefore, substituting $E(\\mathbf{w})$ back into the integral we obtain,\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "p(\\mathsf{t}|\\mathbf{X}, \\boldsymbol\\alpha, \\beta) &= \n",
    "\\Big(\\frac{\\beta}{2\\pi}\\Big)^{N/2} \\frac{1}{(2\\pi)^{M/2}}\\prod_{m=1}^M a_m^{1/2} \\int \\exp\\Big\\{ -\\frac{1}{2}E(\\mathbf{w}) \\Big\\} d\\mathbf{w} \\\\\n",
    "&= \\Big(\\frac{\\beta}{2\\pi}\\Big)^{N/2} \\frac{1}{(2\\pi)^{M/2}}\\prod_{m=1}^M a_m^{1/2} \\int \n",
    "\\exp\\Big\\{-\\frac{1}{2} \\Big(\n",
    "    \\beta\\mathsf{t}^T\\mathsf{t} + (\\mathbf{w} - \\mathbf{m})^T\\mathbf{\\Sigma}^{-1}(\\mathbf{w} - \\mathbf{m}) - \\mathbf{m}^T\\mathbf{\\Sigma}^{-1}\\mathbf{m}\n",
    "\\Big) \\Big\\} d\\mathbf{w} \\\\\n",
    "&= \\Big(\\frac{\\beta}{2\\pi}\\Big)^{N/2} \\frac{1}{(2\\pi)^{M/2}}\\prod_{m=1}^M a_m^{1/2} \n",
    "\\exp\\Big\\{ \\frac{1}{2}\\mathbf{m}^T\\mathbf{\\Sigma}^{-1}\\mathbf{m} - \\frac{\\beta}{2}\\mathsf{t}^T\\mathsf{t} \\Big\\}\n",
    "\\int  \\exp\\Big\\{-\\frac{1}{2} (\\mathbf{w} - \\mathbf{m})^T\\mathbf{\\Sigma}^{-1}(\\mathbf{w} - \\mathbf{m}) \\Big\\} d\\mathbf{w} \\\\\n",
    "&= \\Big(\\frac{\\beta}{2\\pi}\\Big)^{N/2} \\frac{1}{(2\\pi)^{M/2}}\\prod_{m=1}^M a_m^{1/2} (2\\pi)^{M/2} |\\mathbf{\\Sigma}|^{1/2}\n",
    "\\exp\\Big\\{ \\frac{1}{2}\\mathbf{m}^T\\mathbf{\\Sigma}^{-1}\\mathbf{m} - \\frac{\\beta}{2}\\mathsf{t}^T\\mathsf{t} \\Big\\} \\\\\n",
    "&= \\Big(\\frac{\\beta}{2\\pi}\\Big)^{N/2} \\prod_{m=1}^M a_m^{1/2} |\\mathbf{\\Sigma}|^{1/2}\n",
    "\\exp\\Big\\{ \\frac{1}{2}\\mathbf{m}^T\\mathbf{\\Sigma}^{-1}\\mathbf{m} - \\frac{\\beta}{2}\\mathsf{t}^T\\mathsf{t} \\Big\\} \\\\\n",
    "&= \\Big(\\frac{\\beta}{2\\pi}\\Big)^{N/2} \\prod_{m=1}^M a_m^{1/2} |\\mathbf{\\Sigma}|^{1/2} \\exp\\Big\\{ -\\frac{1}{2}E(\\mathsf{t}) \\Big\\}\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "where\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "E(\\mathsf{t}) &= \\beta\\mathsf{t}^T\\mathsf{t} - \\mathbf{m}^T\\mathbf{\\Sigma}^{-1}\\mathbf{m} \\\\\n",
    "&= \\beta\\mathsf{t}^T\\mathsf{t}  - \\beta^2\\mathsf{t}^T\\boldsymbol\\Phi\\mathbf{\\Sigma}\\mathbf{\\Sigma}^{-1}\\mathbf{\\Sigma}\\boldsymbol\\Phi^T\\mathsf{t} \\\\\n",
    "&= \\beta\\mathsf{t}^T\\mathsf{t}  - \\beta^2\\mathsf{t}^T\\boldsymbol\\Phi\\mathbf{\\Sigma}\\boldsymbol\\Phi^T\\mathsf{t} \\\\\n",
    "&= \\mathsf{t}^T(\\beta\\mathbf{I}  - \\beta^2\\boldsymbol\\Phi\\mathbf{\\Sigma}\\boldsymbol\\Phi^T)\\mathsf{t} \\\\\n",
    "&= \\mathsf{t}^T(\\beta\\mathbf{I}  - \\beta\\boldsymbol\\Phi(\\mathbf{A} + \\beta\\boldsymbol\\Phi^T\\boldsymbol\\Phi)^{-1}\\boldsymbol\\Phi^T\\beta)\\mathsf{t} \\\\\n",
    "&\\overset{(C.7) \\textit{Woodbury identity}}{=} \n",
    "\\mathsf{t}^T (\\beta^{-1}\\mathbf{I} + \\boldsymbol\\Phi\\mathbf{A}^{-1}\\boldsymbol\\Phi^T)^{-1} \\mathsf{t}\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "and for the *Woodbury identity* $(C.7)$ we have used the following mapping,\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "\\mathbf{A} &= \\beta\\mathbf{I} \\\\\n",
    "\\mathbf{B} &= \\boldsymbol\\Phi \\\\\n",
    "\\mathbf{C} &= \\boldsymbol\\Phi^T \\\\\n",
    "\\mathbf{D} &= \\mathbf{A}\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "Therefore, \n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "p(\\mathsf{t}|\\mathbf{X}, \\boldsymbol\\alpha, \\beta) &= \\Big(\\frac{\\beta}{2\\pi}\\Big)^{N/2} \\prod_{m=1}^M a_m^{1/2} |\\mathbf{\\Sigma}|^{1/2} \n",
    "\\exp\\Big\\{ -\\frac{1}{2} \\mathsf{t}^T (\\beta^{-1}\\mathbf{I} + \\boldsymbol\\Phi\\mathbf{A}^{-1}\\boldsymbol\\Phi^T)^{-1} \\mathsf{t} \\Big\\}  \\\\\n",
    "&= \\Big(\\frac{\\beta}{2\\pi}\\Big)^{N/2} \\prod_{m=1}^M a_m^{1/2} |\\mathbf{\\Sigma}|^{1/2}\n",
    "\\exp\\Big\\{ -\\frac{1}{2} \\mathsf{t}^T \\mathbf{C}^{-1} \\mathsf{t} \\Big\\} \\\\\n",
    "&= \\mathcal{N}(\\mathsf{t}|\\mathbf{0},\\mathbf{C})\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "where we have defined the $N \\times N$ matrix $\\mathbf{C}$ given by\n",
    "\n",
    "$$\n",
    "\\mathbf{C} = \\beta^{-1}\\mathbf{I} + \\boldsymbol\\Phi\\mathbf{A}^{-1}\\boldsymbol\\Phi^T\n",
    "$$\n",
    "\n",
    "Since this represents the convolution of two Gaussians, it can be evaluated to give the log marginal likelihood in the form,\n",
    "\n",
    "$$\n",
    "\\ln p(\\mathsf{t}|\\mathbf{X}, \\boldsymbol\\alpha, \\beta) = \\ln\\mathcal{N}(\\mathsf{t}|\\mathbf{0}, \\mathbf{C}) = \n",
    "-\\frac{1}{2} \\{ N\\ln(2\\pi) + \\ln|\\mathbf{C}| + \\mathsf{t}^T\\mathbf{C}^{-1}\\mathsf{t}\\}\n",
    "$$\n",
    "\n",
    "In order to maximize the resulting marginal likelihood with respect to the hyperparameters $\\boldsymbol\\alpha$ and $\\beta$, simply set the derivatives of the marginal likelihood to zero and obtain the following re-estimation equations,\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "\\alpha_i^{new} &= \\frac{1 - \\alpha_i\\Sigma_{ii}}{m_i^2} \\\\\n",
    "(\\beta^{new})^{-1} &= \\frac{||\\mathsf{t} - \\boldsymbol\\Phi\\mathbf{m}||_2^2}{N - \\sum_i (1 - \\alpha_i\\Sigma_{ii})}\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "Learning therefore proceeds by choosing initial values for $\\boldsymbol\\alpha$ and $\\beta$, evaluating the mean and covariance of the posterior, and then alternately re-estimating the hyperparameters, and re-estimating the posterior mean and covariance, until a suitable convergence criterion is satisfied.\n",
    "\n",
    "> As a result of the optimization, a proportion of the hyperparameters $\\alpha_i$ are driven to large (in principle infinite) values, and so the corresponding weight parameters $w_i$ have posterior distributions with mean and variance both zero. Thus those parameters, and the corresponding basis functions, are removed from the model and play no role in making predictions. In  the case of the dual representation, the inputs $\\mathbf{x}_n$ corresponding to the remaining non-zero weights are called relevance vectors, because they are identified through the mechanism of automatic relevance determination, and are analogous to the support vectors of an SVM.\n",
    "\n",
    "Having found values $\\boldsymbol\\alpha^{\\star}$ and $\\beta^{\\star}$ for the hyperparameters that maximize the marginal likelihood, we can evaluate the predictive distribution over $t$ for a new input $\\mathbf{x}^{new}$,\n",
    "\n",
    "$$\n",
    "p(t|\\mathbf{x}^{new}, \\mathbf{X}, \\mathsf{t}, \\boldsymbol\\alpha^{\\star}, \\beta^{\\star}) = \n",
    "\\int p(t|\\mathbf{x}^{new}, \\mathbf{w}, \\beta^{\\star}) p(\\mathbf{w}|\\mathbf{X}, \\mathsf{t}, \\boldsymbol\\alpha^{\\star}, \\beta^{\\star}) d\\mathbf{w} =\n",
    "\\mathcal{N}(t|\\mathbf{m}^T\\boldsymbol\\phi(\\mathbf{x}), \\sigma(\\mathbf{x})^2)\n",
    "$$\n",
    "\n",
    "Similar to [Chapter 3](ch3_linear_models_for_regression.ipynb), the result of the integral is a Gaussian distribution and the variance of the predictive distribution is given by,\n",
    "\n",
    "$$\n",
    "\\sigma(\\mathbf{x})^2 = \\frac{1}{\\beta^{\\star}} + \\boldsymbol\\phi(\\mathbf{x})^T\\mathbf{\\Sigma}\\boldsymbol\\phi(\\mathbf{x})\n",
    "$$\n",
    "\n",
    "The following example presents an RVM applied to the sinusoidal regression data set:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 4 relevance vectors.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 415,
       "width": 559
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x_space = np.linspace(-1, 1, 100)\n",
    "t_space = np.sin(np.pi * x_space)\n",
    "\n",
    "x, t = generate_toy_data(lambda x: np.sin(np.pi * x), 20, 0.2, domain=(-1, 1))\n",
    "\n",
    "model = RelevanceVectorRegressor(kernel=RBF(theta=np.array([15.0])))\n",
    "model.fit(x, t)\n",
    "print(f\"Found {model.n_relevance_vectors} relevance vectors.\")\n",
    "\n",
    "mean, variance = model.predict(x_space)\n",
    "\n",
    "plt.scatter(x, t, facecolor=\"none\", edgecolor=\"green\", label=\"training vector\")\n",
    "plt.scatter(\n",
    "    model.relevance_vectors, model.relevance_labels, s=100, facecolor=\"none\", edgecolor=\"blue\", label=\"relevance vector\"\n",
    ")\n",
    "plt.plot(x_space, t_space, color=\"green\", label=\"$\\sin(\\pi x)$\")\n",
    "plt.plot(x_space, mean, color=\"red\", label=\"RVM predicted mean\")\n",
    "plt.fill_between(x_space, mean - variance, mean + variance, alpha=0.25, color=\"pink\", label=\"predicted $\\sigma(x)$\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For many regression and classification tasks, the RVM is found to give models that are typically an order of magnitude more compact than the corresponding support vector machine, resulting in a significant improvement in the speed of processing on test data. Remarkably, the greater sparsity is achieved with little or no reduction in generalization error. The principal disadvantage of the RVM compared to the SVM is that training involves optimizing a non-convex function, and training times can be longer than for a comparable SVM. \n",
    "\n",
    "For a model having $M$ basis functions, the RVM requires inversion of a matrix of size $M \\times M$, which in general requires $O(M^3)$ computation. In the specific case of the kernel-based SVM model, we have $M = N + 1$. Moreover, there are techniques for training SVMs whose cost is roughly quadratic in $N$. More significantly, in the relevance vector machine the parameters governing complexity and noise variance are determined automatically from a single training run, whereas in the support vector machine the parameters $C$ and $\\epsilon$ (or $\\nu$) are generally found using cross-validation."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 7.2.3 RVM for classification\n",
    "\n",
    "The relevance vector machine framework can be extended to classification problems by applying the automatic relevance determination (ARD) prior over weights to a probabilistic linear classification model, as the one presented in [Chapter 4](ch4_linear_models_for_classification.ipynb),\n",
    "\n",
    "$$\n",
    "y(\\mathbf{x}, \\mathbf{w}) = \\sigma(\\mathbf{w}^T\\boldsymbol\\phi(\\mathbf{x}))\n",
    "$$\n",
    "\n",
    "To that end, we introduce a Gaussian prior over the weight vector $\\mathbf{w}$, having separate precision hyperparameter $\\alpha_i$ for each weight parameter. However, similar to logistic regression, we can no longer integrate analytically over the parameter vector, and therefore, similar to Bayesian logistic regression, we employ the Laplace approximation. For a given value of $\\boldsymbol\\alpha$, we build a Gaussian approximation for the posterior distribution of the parameters and thereby obtain an approximation to the marginal likelihood. Maximization of this approximate marginal likelihood allows us to obtain re-estimated values for $\\boldsymbol\\alpha$.\n",
    "\n",
    "The posterior distribution over the parameters is obtained by,\n",
    "\n",
    "$$\n",
    "p(\\mathbf{w}|\\mathsf{t},\\mathbf{X},\\boldsymbol\\alpha) = p(\\mathsf{t}|\\mathbf{w},\\mathbf{X})p(\\mathbf{w}|\\mathbf{0},\\boldsymbol\\alpha^{-1}\\mathbf{I})\n",
    "$$\n",
    "\n",
    "Then, the mode of the posterior distribution is obtained by maximizing,\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "\\ln p(\\mathbf{w}|\\mathsf{t},\\mathbf{X},\\boldsymbol\\alpha) &= \\ln p(\\mathsf{t}|\\mathbf{w},\\mathbf{X}) + \\ln p(\\mathbf{w}|\\mathbf{0},\\boldsymbol\\alpha^{-1}\\mathbf{I}) \\\\\n",
    "&= \\ln \\Bigg(\\prod_{n=1}^N y_n^{t_n}(1 - y_n)^{1 - t_n}\\Bigg) + \\ln \\Bigg(\\frac{1}{(2\\pi)^{M/2}|\\mathbf{A}^{-1}|^{1/2}} \\exp\\Big\\{ -\\frac{1}{2}\\mathbf{w}^T\\mathbf{A}\\mathbf{w} \\Big\\}\\Bigg) \\\\\n",
    "&= \\sum_{n=1}^N \\Big\\{ t_n\\ln y_n + (1 - t_n)\\ln(1 - y_n) \\Big\\} -\\frac{1}{2}\\mathbf{w}^T\\mathbf{A}\\mathbf{w} + \\ln \\Bigg( \\frac{1}{(2\\pi)^{M/2}|\\mathbf{A}^{-1}|^{1/2}} \\Bigg) \\\\\n",
    "&= \\sum_{n=1}^N \\Big\\{ t_n\\ln y_n + (1 - t_n)\\ln(1 - y_n) \\Big\\} -\\frac{1}{2}\\mathbf{w}^T\\mathbf{A}\\mathbf{w} - \\frac{M}{2}\\ln(2\\pi) - \\frac{1}{2}\\ln|\\mathbf{A}^{-1}|\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "where $\\mathbf{A} = diag(\\alpha_i)$. The maximization can be achieved using iterative reweighted least squares (IRLS). Therefore, the gradient vector and Hessian matrix of the log posterior distribution are given by,\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "\\nabla \\ln p(\\mathbf{w}|\\mathsf{t},\\mathbf{X},\\boldsymbol\\alpha) \n",
    "&= \\nabla_{\\mathbf{w}} \\Bigg[ \\sum_{n=1}^N \\Big\\{ t_n\\ln y_n + (1 - t_n)\\ln(1 - y_n) \\Big\\} -\\frac{1}{2}\\mathbf{w}^T\\mathbf{A}\\mathbf{w} \\Bigg] \\\\\n",
    "&= \\sum_{n=1}^N \\nabla_{\\mathbf{w}} \\Big\\{ t_n\\ln y_n + (1 - t_n)\\ln(1 - y_n) \\Big\\} - \\nabla_{\\mathbf{w}}\\frac{1}{2}\\mathbf{w}^T\\mathbf{A}\\mathbf{w} \\\\\n",
    "&= \\sum_{n=1}^N \\nabla_{\\mathbf{w}} \\Big\\{ t_n\\ln y_n + (1 - t_n)\\ln(1 - y_n) \\Big\\} - \\mathbf{A}\\mathbf{w} \\\\\n",
    "&\\overset{(4.88)}{=} \\sum_{n=1}^N \\Big\\{ t_n\\frac{1}{y_n}y_n(1 - y_n)\\boldsymbol\\phi_n - (1 - t_n)\\frac{1}{1 - y_n}y_n(1 - y_n)\\boldsymbol\\phi_n \\Big\\} - \\mathbf{A}\\mathbf{w} \\\\\n",
    "&= \\sum_{n=1}^N \\Big\\{ t_n(1 - y_n)\\boldsymbol\\phi_n - (1 - t_n)y_n\\boldsymbol\\phi_n \\Big\\} - \\mathbf{A}\\mathbf{w} \\\\\n",
    "&= \\sum_{n=1}^N \\Big\\{ t_n\\boldsymbol\\phi_n - t_n y_n\\boldsymbol\\phi_n - y_n\\boldsymbol\\phi_n + t_n y_n\\boldsymbol\\phi_n \\Big\\} - \\mathbf{A}\\mathbf{w} \\\\\n",
    "&= \\sum_{n=1}^N (t_n - y_n)\\boldsymbol\\phi_n - \\mathbf{A}\\mathbf{w}\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "and\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "\\nabla\\nabla \\ln p(\\mathbf{w}|\\mathsf{t},\\mathbf{X},\\boldsymbol\\alpha) \n",
    "&= \\nabla_{\\mathbf{w}} \\Bigg[ \\sum_{n=1}^N (t_n - y_n)\\boldsymbol\\phi_n - \\mathbf{A}\\mathbf{w} \\Bigg] \\\\\n",
    "&= \\sum_{n=1}^N \\nabla_{\\mathbf{w}}\\{(t_n - y_n)\\boldsymbol\\phi_n\\} - \\nabla_{\\mathbf{w}}\\mathbf{A}\\mathbf{w} \\\\\n",
    "&= \\sum_{n=1}^N \\nabla_{\\mathbf{w}}\\{(t_n - y_n)\\boldsymbol\\phi_n\\} - \\mathbf{A} \\\\\n",
    "&= -\\sum_{n=1}^N \\nabla_{\\mathbf{w}}y_n\\boldsymbol\\phi_n - \\mathbf{A} \\\\\n",
    "&\\overset{(4.88)}{=} -\\sum_{n=1}^N y_n(1 - y_n)\\boldsymbol\\phi_n\\boldsymbol\\phi_n^T - \\mathbf{A} \\\\\n",
    "&= -(\\boldsymbol\\Phi^T \\mathbf{B} \\boldsymbol\\Phi + \\mathbf{A}) \\\\\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "where $\\mathbf{B}$ is a diagonal matrix having elements $b_n = y_n(1 - y_n)$.\n",
    "\n",
    "The elements of the negative Hessian can be interpreted as the inverse covariance matrix for the Gaussian approximation to the posterior distribution. The mode of the resulting approximation to the posterior distribution is obtained by setting the gradient vector to zero, giving the mean and covariance of the Laplace approximation in the form,\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "\\mathbf{w}^\\star &= \\mathbf{A}^{-1}\\boldsymbol\\Phi^T(\\mathsf{t} - \\mathbf{y}) \\\\\n",
    "\\mathbf{\\Sigma} &= (\\boldsymbol\\Phi^T \\mathbf{B} \\boldsymbol\\Phi + \\mathbf{A})^{-1}\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "Then, we can use the Laplace approximation of the posterior to evaluate the marginal likelihood. Using the general result $(4.135)$ for an integral evaluated using the Laplace approximation, we have\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "p(\\mathsf{t}|\\mathbf{X}, \\boldsymbol\\alpha) &= \\int p(\\mathsf{t}|\\mathbf{w}, \\mathbf{X}) p(\\mathbf{w}|\\boldsymbol\\alpha) d\\mathbf{w} \\\\\n",
    "&\\approx p(\\mathsf{t}|\\mathbf{w}^\\star, \\mathbf{X}) p(\\mathbf{w}^\\star|\\boldsymbol\\alpha) (2\\pi)^{M/2}|\\mathbf{\\Sigma}|^{1/2} \\\\\n",
    "&= \\prod_{n=1}^N p(t_n|\\mathbf{w}^\\star, \\mathbf{x}_n) \\prod_{n=1}^N \\mathcal{N}(w_i^\\star|0, \\alpha_i) (2\\pi)^{M/2}|\\mathbf{\\Sigma}|^{1/2} \\\\\n",
    "&= \\prod_{n=1}^N p(t_n|\\mathbf{w}^\\star, \\mathbf{x}_n) \\mathcal{N}(\\mathbf{w}^\\star|\\mathbf{0}, \\mathbf{A}) (2\\pi)^{M/2}|\\mathbf{\\Sigma}|^{1/2}\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "Taking the logarithm of the marginal likelihood, we obtain,\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "\\ln p(\\mathsf{t}|\\mathbf{X}, \\boldsymbol\\alpha) \n",
    "&= \\ln \\Bigg( \\prod_{n=1}^N y_n^{t_n}(1 - y_n)^{1 - t_n} \\Bigg) + \\ln\\mathcal{N}(\\mathbf{w}^\\star|\\mathbf{0}, \\mathbf{A}) + \\ln \\Big( (2\\pi)^{M/2}|\\mathbf{\\Sigma}|^{1/2} \\Big) \\\\\n",
    "&= \\ln \\Bigg( \\prod_{n=1}^N y_n^{t_n}(1 - y_n)^{1 - t_n} \\Bigg) \n",
    "- \\frac{1}{2}(\\mathbf{w}^\\star)^T\\mathbf{A}\\mathbf{w}^\\star - \\frac{1}{2}\\ln|\\mathbf{A}| - \\frac{M}{2}\\ln(2\\pi) + \\frac{M}{2}\\ln(2\\pi) + \\frac{1}{2}\\ln|\\mathbf{\\Sigma}| \\\\\n",
    "&= \\ln \\Bigg( \\prod_{n=1}^N y_n^{t_n}(1 - y_n)^{1 - t_n} \\Bigg) - \\frac{1}{2}(\\mathbf{w}^\\star)^T\\mathbf{A}\\mathbf{w}^\\star - \\frac{1}{2}\\ln|\\mathbf{A}| + \\frac{1}{2}\\ln|\\mathbf{\\Sigma}| \\\\\n",
    "&=  \\prod_{n=1}^N \\Big\\{ t_n\\ln y_n + (1 - t_n)\\ln(1 - y_n) \\Big\\} - \\frac{1}{2}(\\mathbf{w}^\\star)^T\\mathbf{A}\\mathbf{w}^\\star - \\frac{1}{2}\\ln|\\mathbf{A}| + \\frac{1}{2}\\ln|\\mathbf{\\Sigma}|\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "Then, setting the derivative of the marginal likelihood with respect to $\\alpha_i$ equal to zero, we obtain,\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "\\frac{\\partial \\ln p(\\mathsf{t}|\\mathbf{X}, \\boldsymbol\\alpha) }{\\partial\\alpha_i} = 0 &\\Leftrightarrow \n",
    "\\frac{\\partial}{\\partial\\alpha_i} \\prod_{n=1}^N \\Big\\{ t_n\\ln y_n + (1 - t_n)\\ln(1 - y_n) \\Big\\} - \\frac{1}{2}\\frac{\\partial}{\\partial\\alpha_i}(\\mathbf{w}^\\star)^T\\mathbf{A}\\mathbf{w}^\\star - \\frac{1}{2}\\frac{\\partial}{\\partial\\alpha_i}\\ln|\\mathbf{A}| + \\frac{1}{2}\\frac{\\partial}{\\partial\\alpha_i}\\ln|\\mathbf{\\Sigma}| = 0\\\\\n",
    "&\\Leftrightarrow - \\frac{1}{2}\\frac{\\partial}{\\partial\\alpha_i}(\\mathbf{w}^\\star)^T\\mathbf{A}\\mathbf{w}^\\star - \\frac{1}{2}\\frac{\\partial}{\\partial\\alpha_i}\\ln|\\mathbf{A}| + \\frac{1}{2}\\frac{\\partial}{\\partial\\alpha_i}\\ln|\\mathbf{\\Sigma}| = 0\\\\\n",
    "&\\Leftrightarrow - \\frac{1}{2}(w_i^\\star)^2 - \\frac{1}{2}\\frac{\\partial}{\\partial\\alpha_i}\\ln|\\mathbf{A}| + \\frac{1}{2}\\frac{\\partial}{\\partial\\alpha_i}\\ln|\\mathbf{\\Sigma}| = 0\\\\\n",
    "&\\Leftrightarrow - \\frac{1}{2}(w_i^\\star)^2 + \\frac{1}{2\\alpha_i} - \\frac{1}{2}\\Sigma_{ii} = 0 \\\\\n",
    "&\\Leftrightarrow - (w_i^\\star)^2 + \\frac{1}{\\alpha_i} - \\Sigma_{ii} = 0 \\\\\n",
    "&\\Leftrightarrow - \\alpha_i(w_i^\\star)^2 + 1 - \\alpha_i\\Sigma_{ii} = 0 \\\\\n",
    "&\\Leftrightarrow 1 - \\alpha_i\\Sigma_{ii} = \\alpha_i(w_i^\\star)^2 \\\\\n",
    "&\\Leftrightarrow \\alpha_i^{new} = \\frac{1 - \\alpha_i\\Sigma_{ii}}{(w_i^\\star)^2}\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "which is identical to the re-estimation formula obtained for the regression case."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 6 relevance vectors.\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 413,
       "width": 546
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# number of training points\n",
    "N = 100\n",
    "\n",
    "x, t = make_classification(\n",
    "    n_features=2, n_informative=2, n_redundant=0, n_classes=2, n_clusters_per_class=1, n_samples=N, random_state=21\n",
    ")\n",
    "\n",
    "x1, x2 = np.meshgrid(np.linspace(-5, 5, N), np.linspace(-5, 5, N))\n",
    "x_test = np.array([x1, x2]).reshape(2, -1).T\n",
    "\n",
    "model = RelevanceVectorClassifier(kernel=RBF(theta=np.array([1, 1])))\n",
    "model.fit(x, t, n_iter=100)\n",
    "print(f\"Found {model.n_relevance_vectors} relevance vectors.\")\n",
    "\n",
    "predicted = model.predict(x_test)\n",
    "\n",
    "plt.scatter(x[:, 0], x[:, 1], c=t)\n",
    "plt.scatter(\n",
    "    model.relevance_vectors[:, 0],\n",
    "    model.relevance_vectors[:, 1],\n",
    "    s=100,\n",
    "    facecolor=\"none\",\n",
    "    edgecolor=\"green\",\n",
    "    label=\"relevance vector\",\n",
    ")\n",
    "plt.contourf(x1, x2, predicted.reshape(N, N), alpha=0.2, levels=np.linspace(0, 1, 3))\n",
    "plt.xlim(-5, 5)\n",
    "plt.ylim(-5, 5)\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that the relevance vectors do not lie in the region of the decision boundary, in contrast to the support vector machine. This is consistent to the sparsity in the RVM, because a basis function $\\phi_i(\\mathbf{x})$ centered on a data point near the boundary has a vector $\\boldsymbol\\varphi_i$ that is poorly aligned with the training data vector $\\mathsf{t}$."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".venv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.18"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}