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"%run ../initscript.py\n",
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"from scipy import stats\n",
"from scipy.stats import multivariate_normal\n",
"from ipywidgets import *\n",
"from IPython.display import display, HTML\n",
"from sklearn.preprocessing import PolynomialFeatures\n",
"from sklearn.linear_model import LinearRegression\n",
"import warnings\n",
"warnings.filterwarnings('ignore')\n",
"%matplotlib inline\n",
"\n",
"import sys\n",
"sys.path.append('modules')\n",
"\n",
"from DesignMat import Polynomial, Gaussian, Sigmoidal\n",
"from Regressor import LeastSquares, Bayesian, Empirical\n",
"\n",
"data_path = \"https://github.com/ming-zhao/Optimization-and-Learning/raw/master/data/\"\n",
"\n",
"def sinusoidal(x):\n",
" return np.sin(2 * np.pi * x)\n",
"\n",
"def create_data(func, sample_size, std, domain=[0, 1]):\n",
" x = np.linspace(*domain, sample_size)\n",
" np.random.shuffle(x)\n",
" t = func(x) + np.random.normal(scale=std, size=x.shape)\n",
" return x, t\n",
"\n",
"toggle()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Linear Models for Regression"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We define observation $\\mathbf{x} \\equiv (x_{1},\\ldots,x_{p})^\\intercal$ with $p$ attributes and target value $y$. Given a training set $\\mathcal{D}$ with \n",
"\n",
"- $n$ observations $\\mathbf{x}_i \\equiv (x_{i1},\\ldots,x_{ip})^\\intercal$, $\\forall i \\in N = \\{1, \\ldots, n\\}$, and\n",
"\n",
"\n",
"\n",
"- target values $\\mathbf{y} \\equiv (y_1,\\ldots,y_n)^\\intercal$\n",
"\n",
"We shall fit the data using a linear model\n",
"\n",
"\\begin{align}\n",
"f(\\mathbf{x}, \\mathbf{w}) = w_0 + w_1 \\phi_1(\\mathbf{x}) + w_2 x_2 + \\cdots + w_{m-1} \\phi_{m-1}(\\mathbf{x}) \\nonumber\n",
"\\end{align}\n",
"\n",
"where $\\phi_i$ is a transformation of $\\mathbf{x}$ called basis functions."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In the matrix form, we have\n",
"\n",
"\\begin{align*}\n",
"f(\\mathbf{x}, \\mathbf{w}) &= \\mathbf{\\Phi} \\mathbf{w} \\\\\n",
"\\end{align*}\n",
"\n",
"where\n",
"\n",
"\\begin{align*}\n",
"\\mathbf{w} &= (w_0, \\ldots, w_{m-1})\n",
"\\end{align*}\n",
"\n",
"and\n",
"\n",
"\\begin{align*}\n",
"\\mathbf{\\Phi} &= \\left\\{ \\begin{array}{l}\n",
"\\phi(\\mathbf{x}_1)\\\\\n",
"\\phi(\\mathbf{x}_2) \\\\\n",
"\\vdots \\\\\n",
"\\phi(\\mathbf{x}_n)\n",
"\\end{array} \\right\\} \n",
"= \\left\\{ \\begin{array}{lllll}\n",
"\\phi_0(\\mathbf{x}_1) = 1 & \\phi_1(\\mathbf{x}_1) & \\phi_2(\\mathbf{x}_1) & \\ldots & \\phi_{m-1}(\\mathbf{x}_1) \\\\\n",
"\\phi_0(\\mathbf{x}_2) = 1& \\phi_1(\\mathbf{x}_2) & \\phi_2(\\mathbf{x}_2) & \\ldots & \\phi_{m-1}(\\mathbf{x}_2) \\\\\n",
"\\vdots & \\vdots & \\vdots & \\ddots& \\vdots\\\\\n",
"\\phi_0(\\mathbf{x}_n) = 1& \\phi_1(\\mathbf{x}_n) & \\phi_2(\\mathbf{x}_n) & \\ldots & \\phi_{m-1}(\\mathbf{x}_n)\n",
"\\end{array} \\right\\}_{n \\times m} \\\\\n",
"\\end{align*}\n",
"\n",
"When $\\phi_j(\\mathbf{x}) = x_j$, we have linear regression with input matrix\n",
"\n",
"\\begin{align}\n",
"\\mathbf{\\Phi} = \\mathbf{X}_{n \\times p} = (\\mathbf{x}_1, \\ldots, \\mathbf{x}_n)^\\intercal. \\nonumber\n",
"\\end{align}\n",
"\n",
"When $p=1$ and $\\phi_j(x) = x^j$, we have polynomial fitting.\n",
"\n",
"Note that the matrix $\\mathbf{X}$ should be of size $n \\times (p+1)$ because of regression constant. For the purpose of simplifying notations, we assume $x_{i1} = 1$ $\\forall i \\in N$ and hence ignore the notational inconvenience of dimension $p+1$."
]
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{
"cell_type": "markdown",
"metadata": {},
"source": [
"In a frequentist setting,\n",
"\n",
"- $\\mathbf{w}$ is considered to be a fixed parameter, whose value is determined by some form of \"estimator\", and\n",
"\n",
"\n",
"\n",
"- error on this estimate are obtained by considering the distribution of possible observed data sets $\\mathcal{D}$.\n",
"\n",
"In a Bayesian setting,\n",
"\n",
"- We assume a prior probability distribution $p(\\mathbf{w})$ before observing the data.\n",
"\n",
"\n",
"\n",
"- The effect of the observed data $\\mathcal{D}$ is expressed through $p(\\mathcal{D}|\\mathbf{w})$, i.e., likelihood function.\n",
"\n",
"\n",
"\n",
"- Bayes' theorem\n",
"\n",
"\\begin{align*}\n",
"p(\\mathbf{w}|\\mathcal{D}) &= \\frac{p(\\mathcal{D}|\\mathbf{w}) p(\\mathbf{w})}{p(\\mathcal{D})},\\\n",
"\\text{i.e., posterior} \\propto \\text{likelihood $\\times$ prior}\n",
"\\end{align*}\n",
"\n",
"evaluates the uncertainty in $\\mathbf{w}$ after $\\mathcal{D}$ is observed, where\n",
"\n",
"- $p(\\mathbf{w}|\\mathcal{D})$ is the posterior probability after $\\mathcal{D}$ is observed,\n",
"\n",
"\n",
"\n",
"- $p(\\mathcal{D})$ is the probability of evidence."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Least Squares"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We minimize residual sum of squares (RSS)\n",
"\n",
"\\begin{align*}\n",
"\\text{RSS}(\\mathbf{w}) = \\sum_{i=1}^{n} (y_i - f(\\mathbf{x}_i, \\mathbf{w}))^2 = (\\mathbf{y} - \\mathbf{\\Phi}\t\t\\mathbf{w})^\\intercal(\\mathbf{y} - \\mathbf{\\Phi}\\mathbf{w})\n",
"\\end{align*}\n",
"\n",
"The first order condition gives\n",
"\n",
"\\begin{align*}\n",
"\\mathbf{\\Phi}^\\intercal (\\mathbf{y} - \\mathbf{\\Phi}\\mathbf{w}) = 0\n",
"\\end{align*}\n",
"\n",
"and the **normal equation**\n",
"\n",
"\\begin{align*}\n",
"\\mathbf{w} = (\\mathbf{\\Phi}^\\intercal\\mathbf{\\Phi})^{-1} \\mathbf{\\Phi}^\\intercal \\mathbf{y} = \\mathbf{\\Phi}^\\dagger \\mathbf{y}\n",
"\\end{align*}\n",
"\n",
"where $\\mathbf{\\Phi}^\\dagger$ is the Moore-Penrose pseudo-inverse of the matrix $\\mathbf{\\Phi}$."
]
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"Suppose $y_i$ are uncorrelated with constant variance $\\sigma^2$, and $\\mathbf{x}_i$ are fixed.\n",
"\n",
"**Theorem**:\n",
"$E(\\mathbf{\\hat{w}}) = \\mathbf{w}$ and $\\text{Var}(\\mathbf{\\hat{w}}) = (\\mathbf{\\Phi}^\\intercal \\mathbf{\\Phi})^{-1} \\sigma^2$.\n",
"\n",
"**Proof**:\n",
"\n",
"$\\mathbf{\\hat{w}}$ is an unbiased estimate of $\\mathbf{w}$:\n",
"\n",
"\\begin{align*}\n",
"\\text{E}(\\mathbf{\\hat{w}}) & = \\text{E}((\\mathbf{\\Phi}^\\intercal \\mathbf{\\Phi})^{-1} \\mathbf{\\Phi}^\\intercal \\mathbf{y}) = \\text{E}((\\mathbf{\\Phi}^\\intercal \\mathbf{\\Phi})^{-1} \\mathbf{\\Phi}^\\intercal \\mathbf{\\Phi}\\mathbf{w}) = (\\mathbf{\\Phi}^\\intercal \\mathbf{\\Phi})^{-1} \\mathbf{\\Phi}^\\intercal \\mathbf{\\Phi} \\text{E}(\\mathbf{w}) = \\mathbf{w}\n",
"\\end{align*}\n",
"\n",
"Because\n",
"\n",
"\\begin{align*}\n",
"\\mathbf{\\hat{w}} - \\text{E}(\\mathbf{\\hat{w}}) & = (\\mathbf{\\Phi}^\\intercal \\mathbf{\\Phi})^{-1} \\mathbf{\\Phi}^\\intercal \\mathbf{y} - (\\mathbf{\\Phi}^\\intercal \\mathbf{\\Phi})^{-1} \\mathbf{\\Phi}^\\intercal \\mathbf{\\Phi} \\mathbf{w} = (\\mathbf{\\Phi}^\\intercal \\mathbf{\\Phi})^{-1} \\mathbf{\\Phi}^\\intercal (\\mathbf{y} - \\mathbf{\\Phi} \\mathbf{w}) \\\\\n",
"&\\equiv (\\mathbf{\\Phi}^\\intercal \\mathbf{\\Phi})^{-1} \\mathbf{\\Phi}^\\intercal \\epsilon \\\\\n",
"\\text{E}(\\epsilon \\epsilon^\\intercal) &= \\text{Var}(\\epsilon) = \\sigma^2 \\mathbf{I}_{n},\n",
"\\end{align*}\n",
"\n",
"the variance is\n",
"\n",
"\\begin{align*}\n",
"\\text{Var}(\\mathbf{\\hat{w}}) &= \\text{E}((\\mathbf{\\hat{w}} - \\text{E}(\\mathbf{\\hat{w}}))(\\mathbf{\\hat{w}} - \\text{E}(\\mathbf{\\hat{w}}))^\\intercal) = (\\mathbf{\\Phi}^\\intercal \\mathbf{\\Phi})^{-1} \\mathbf{\\Phi}^\\intercal \\text{E}(\\epsilon \\epsilon^\\intercal) \\mathbf{\\Phi} (\\mathbf{\\Phi}^\\intercal \\mathbf{\\Phi})^{-1} \\\\\n",
"&= (\\mathbf{\\Phi}^\\intercal \\mathbf{\\Phi})^{-1} \\mathbf{\\Phi}^\\intercal \\mathbf{\\Phi} (\\mathbf{\\Phi}^\\intercal \\mathbf{\\Phi})^{-1} \\sigma^2 = (\\mathbf{\\Phi}^\\intercal \\mathbf{\\Phi})^{-1} \\sigma^2\n",
"\\end{align*}\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Theorem**:\n",
"$\\hat{\\sigma}^2$ is an unbiased estimate of the variance $\\sigma^2$ where\n",
"\n",
"\\begin{align*}\n",
"\\hat{\\sigma}^2 = \\frac{1}{n-p} \\sum_{i=1}^{n} (y_i - \\hat{y}_i)^2 \\text{ with } \\hat{y}_i = f(\\mathbf{x}_i,\\mathbf{w})\n",
"\\end{align*}\n",
"\n",
"**Proof**:\n",
"\n",
"The vector of residual\n",
"\n",
"\\begin{align*}\n",
"\\hat{\\epsilon} = \\mathbf{y} - \\mathbf{\\hat{y}} = \\mathbf{y} - \\mathbf{\\Phi} \\mathbf{w} = (\\mathbf{I} - \\mathbf{\\Phi} (\\mathbf{\\Phi}^\\intercal \\mathbf{\\Phi})^{-1} \\mathbf{\\Phi}^\\intercal) \\mathbf{y} \\equiv Q \\mathbf{y} = Q (\\mathbf{X} \\mathbf{w} + \\epsilon) = Q \\epsilon\n",
"\\end{align*}\n",
"\n",
"Note that $\\textrm{tr}(Q) = n - p$ and $Q^\\intercal=Q=Q^2$. The eigenvalues of $Q$ are therefore 0 and 1. \n",
"\n",
"Since $Q^2 - Q=0$, the minimal polynomial of $Q$ divides the polynomial $z^2 - z$. So, the eigenvalues of $Q$ are among 0 and 1. Since $\\textrm{tr}(Q) = n - p$ is also the sum of the eigenvalues multiplied by their multiplicity, we necessarily have that 1 is an eigenvalue with multiplicity $n - p$ and zero is an eigenvalue with multiplicity $p$.\n",
"\n",
"Since $Q$ is real and symmetric, there exists an orthogonal matrix $V$ with \n",
"\n",
"\\begin{align*}\n",
"V^\\intercal QV = \\Delta = \\textrm{diag}(\\underbrace{1, \\ldots, 1}_{n-p \\textrm{ times}}, \\underbrace{0, \\ldots, 0}_{p \\textrm{ times}})\n",
"\\end{align*}\n",
"We have $\\textrm{E}(\\hat{\\sigma}^2) = \\textrm{E}(\\hat{\\epsilon}^\\intercal \\hat{\\epsilon}) = \\textrm{E}(\\epsilon^\\intercal Q \\epsilon)$. Since $\\epsilon^\\intercal Q \\epsilon$ is $1 \\times 1$ matrix, so it is equal its trace.\n",
"\n",
"\\begin{align*}\n",
"\\textrm{E}(\\epsilon^\\intercal Q \\epsilon) &= \\textrm{E}(\\textrm{tr}(\\epsilon^\\intercal Q \\epsilon)) = \\textrm{E}(\\textrm{tr}(Q \\epsilon \\epsilon^\\intercal)) = \\textrm{tr}(Q\\textrm{E}(\\epsilon \\epsilon^\\intercal))\\\\\n",
"& = \\textrm{tr}(Q\\textrm{E}(\\sigma^2 \\mathbf{I})) = \\sigma^2 \\textrm{tr}(Q) = \\sigma^2 (n-p)\n",
"\\end{align*}"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If $\\hat{\\epsilon} \\sim N(0, \\sigma^2 \\mathbf{I})$, we let $K \\equiv V^\\intercal \\hat{\\epsilon}$. Then $K \\sim N(0, \\sigma^2 \\Delta)$ with $K_{n-p+1}=\\ldots=K_n=0$ and\n",
"\n",
"\\begin{align*}\n",
"\\frac{\\|K\\|^2}{\\sigma^2} &= \\frac{\\|K^{\\star}\\|^2}{\\sigma^2} \\sim \\chi^2_{n-p}\n",
"\\end{align*}\n",
"\n",
"with $K^{\\star} = (K_1, \\ldots, K_{n-p})^\\intercal$. Since $V$ is orthogonal,\n",
"\n",
"\\begin{align*}\n",
"\\|\\hat{\\epsilon}\\|^2 &= \\|K\\|^2=\\|K^{\\star}\\|^2 \n",
"\\end{align*}\n",
"\n",
"Thus,\n",
"\n",
"\\begin{align*}\n",
"\\frac{\\sum_{i=1}^{n} (y_i - \\hat{y}_i)^2}{\\sigma^2} &\\sim \\chi^2_{n-p}\n",
"\\end{align*}\n",
"\n",
" $\\blacksquare$ "
]
},
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"cell_type": "markdown",
"metadata": {},
"source": [
"We use least squares to fit 10 input data points with different basis functions."
]
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
" show code \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x_train, t_train = create_data(sinusoidal, 10, 0.25)\n",
"\n",
"x_test = np.linspace(0, 1, 100)\n",
"t_test = sinusoidal(x_test)\n",
"\n",
"basis_funcs = {'Polynomial': [8], 'Gaussian': [np.linspace(0, 1, 8), 0.1], 'Sigmoidal': [np.linspace(0, 1, 8), 10]}\n",
"\n",
"fig = plt.figure(figsize=(12, 8))\n",
"\n",
"for i, (key, value) in enumerate(basis_funcs.items()):\n",
" \n",
" phi_train = globals()[key](*value).dm(x_train)\n",
" phi_test = globals()[key](*value).dm(x_test)\n",
" \n",
" t, t_std = LeastSquares().fit(phi_train, t_train).predict_dist(phi_test)\n",
" \n",
" plt.subplot(2, 2, i+1)\n",
" plt.scatter(x_train, t_train, facecolor=\"none\", edgecolor=\"b\", s=50, label=\"training data\")\n",
" plt.plot(x_test, t_test, label=\"$\\sin(2\\pi x)$\")\n",
" plt.plot(x_test, t, label=\"prediction\")\n",
" plt.fill_between(x_test, t - t_std, t + t_std, color=\"orange\", alpha=0.5, label=\"std.\")\n",
" plt.title(\"{}\".format(key))\n",
" plt.legend()\n",
" \n",
"plt.show()\n",
"toggle()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The case with multiple outputs (so far, we only consider $y$ is a single-dimensional variable for each observation) is a natural generalization."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Geometrical Interpretation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The least-squares solution is obtained by finding the orthogonal projection of the data vector $\\mathbf{y}$ onto the subspace spanned by the basis $\\phi_j(\\mathbf{x})$.\n",
"\n",
" \n",
"\n",
"The regression can be performed by successive orthogonalization. The algorithm is known as Gram-Schmidt orthogonalization procedure, which is equivalent to the QR decomposition of $\\mathbf{X}$. If inputs are orthogonal, the regression process is independent for each feature."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Stochastic Gradient Descent"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- When the training data set is very large or received in a stream, a direct solution using the normal equations of the least squares may not be possible.\n",
"\t\t\n",
"- An alternative approach is the \\textit{stochastic gradient descent} algorithm.\n",
"\t\t\n",
"- The total error function\n",
"\n",
"\\begin{align}\n",
"E_{\\mathcal{D}}(\\mathbf{w}) & = \\frac{1}{2} \\sum_{i=1}^{n} (y_i - \\mathbf{w}^\\intercal \\phi(x_{i}))^2 \\equiv \\sum_{i=1}^{n} E_{i}(\\mathbf{w}) \\nonumber\n",
"\\end{align}\n",
"\n",
"- In general, the stochastic gradient descent algorithm is applying\n",
"\n",
"\\begin{align}\n",
"\\mathbf{w}^{\\tau + 1} = \\mathbf{w}^\\tau - \\eta \\bigtriangledown_{\\mathbf{w}} E_i \\nonumber\n",
"\\end{align}\n",
" where ${\\tau}$ is the iteration number and $\\eta$ is a learning rate parameter.\n",
"\t\t\n",
"- When the error function is the sum-of-squares function (the order of evaluation does not change the result), then the algorithm is\n",
"\n",
"\\begin{align}\n",
"\\mathbf{w}^{\\tau + 1} = \\mathbf{w}^\\tau + \\eta \\left(y_i - \\mathbf{w}^{(\\tau) \\intercal}\\phi_i\\right)\\phi_i \\nonumber\n",
"\\end{align}\n",
"\n",
"Data is generated by a trigonomietric function\n",
"\n",
"\\begin{align}\n",
"t = w_0 + w_1 \\sin(x) + w_2 \\cos(x) \\nonumber\n",
"\\end{align}"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
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""
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"output_type": "display_data"
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"\n",
" show code \n",
" "
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""
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"def trigonometric(x, w=[1.85, 0.57, 4.37]): \n",
" return np.dot(w, [np.ones_like(x), np.sin(x), np.cos(x)])\n",
"\n",
"x_trig_train, t_trig_train = create_data(trigonometric, 20, 1, [0, 4.0*np.pi])\n",
"\n",
"x_trig_test = np.linspace(0, 4.0*np.pi, 100)\n",
"t_trig_test = trigonometric(x_trig_test)\n",
"\n",
"# design matrix\n",
"phi = np.array([np.ones_like(x_trig_train), np.sin(x_trig_train), np.cos(x_trig_train)]).transpose()\n",
"\n",
"# we set initial w = 0\n",
"w = np.zeros(phi.shape[1])\n",
"\n",
"eta = 0.25\n",
"# since we have 20 samples, we use gradient from each sample in order\n",
"for i in range(20):\n",
" w = w + eta * (t_trig_train[i] - np.dot(w.T, phi[i])) * phi[i]\n",
"\n",
"t_predicted = trigonometric(x_trig_test, w)\n",
"\n",
"plt.scatter(x_trig_train, t_trig_train, facecolor=\"none\", edgecolor=\"b\", s=50, label=\"training data\")\n",
"plt.plot(x_trig_test, t_trig_test, c=\"g\", label=\"trigonometric\")\n",
"plt.plot(x_trig_test,t_predicted, c='r', label=\"fitting\")\n",
"plt.legend(bbox_to_anchor=(1.05, 0.27), loc=2, borderaxespad=0.5)\n",
"plt.show()\n",
"toggle()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Bias-Variance Decomposition"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We seek a function $f(\\mathbf{x})$ for predicting $y$ given the input $\\mathbf{x}$. Let $h(\\mathbf{x})$ be the conditional expectation, also known as the *regression* function where\n",
"\n",
"\\begin{align}\n",
"h(\\mathbf{x}) = \\mathbb{E} (y \\lvert \\mathbf{x} ) = \\int y p(y \\lvert \\mathbf{x}) dt \\nonumber\n",
"\\end{align}"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"\n",
" show comment \n",
" "
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""
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"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
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"source": [
"hide_comment()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The decision theory minimizes a loss function for penalizing errors in prediction\n",
"\n",
"\\begin{align*}\n",
"\\mathbb{E} (f) & = \\int \\int \\left( f(\\mathbf{x}) - y \\right)^2 p(\\mathbf{x}, y) d\\mathbf{x} dy\n",
"\\end{align*}\n",
"\n",
"By conditioning on $\\mathbf{x}$, we have\n",
"\n",
"\\begin{align*}\n",
"\\mathbb{E} (f) & = \\mathbb{E} _{\\mathbf{x}} \\mathbb{E} _{y|\\mathbf{x}} \\left[ \\left( f(\\mathbf{x}) - y \\right)^2 | \\mathbf{x} \\right]\n",
"\\end{align*}\n",
"\n",
"It suffices to minimize the expected loss pointwise\n",
"\n",
"\\begin{align*}\n",
"h(\\mathbf{x}_0) = \\text{argmin}_{\\alpha} \\mathbb{E} _{y|\\mathbf{x}} \\left[ \\left(y - \\alpha \\right)^2 | \\mathbf{x} = \\mathbf{x}_0 \\right] = \\mathbb{E} (y \\lvert \\mathbf{x} = \\mathbf{x}_0 )\n",
"\\end{align*}\n",
"\n",
" $\\blacksquare$ "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"From a frequentist perspective, if consider a single input value $\\mathbf{x}$, the expected loss is\n",
"\n",
"\\begin{align*}\n",
"\\mathbb{E} (L_{\\mathbf{x}}) & = \\int \\int \\left( f(\\mathbf{x}) - y \\right)^2 p(\\mathbf{x}, y) d\\mathbf{x} dy\n",
"\\end{align*}\n",
"\n",
"The above squared loss function arising from decision theory. However, the sum-of-squares error function that arose in the maximum likelihood estimation of model parameters.\n",
"\n",
"For a particular data set $\\mathcal D$, $f(\\mathbf{x})$ takes the form $f(\\mathbf{x}; \\mathcal D)$.\n",
"\n",
"\\begin{align*}\n",
"\\mathbb{E} (L_{\\mathbf{x}}) = \n",
"\\underbrace{\\mathbb{E}_{\\mathcal D}\\left[ \\left( f(\\mathbf{x}; \\mathcal D) - \\mathbb{E}_{\\mathcal D}\\left[ f(\\mathbf{x}; \\mathcal D)\\right] \\right)^2 \\right]}_{\\text{variance}} + \\underbrace{\\left( \\mathbb{E}_{\\mathcal D}\\left[f(\\mathbf{x}; \\mathcal D)\\right] - h(\\mathbf{x}) \\right)^2}_{\\text{bias$^2$}} + \\underbrace{\\int \\text{Var}\\left[y|\\mathbf{x}\\right] p(\\mathbf{x}) d\\mathbf{x}}_{\\text{noise}}\n",
"\\end{align*}\n",
"\n",
"or\n",
"\n",
"\\begin{equation*}\n",
"\\text{expected loss = variance (of prediction) + bias$^2$ (of estimate) + noise (of data)} \\label{bias_var_decomp}\n",
"\\end{equation*}"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" show comment \n",
" "
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""
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"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
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],
"source": [
"hide_comment()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\\begin{align*}\n",
"\\mathbb{E} (L_{\\mathbf{x}}) & = \\int \\int \\left( f(\\mathbf{x}) - y\\right)^2 p(\\mathbf{x}, y) d\\mathbf{x} dy \\\\\n",
"& = \\int \\int \\left( f(\\mathbf{x}) - \\mathbb{E} \\left[ y | \\mathbf{x}\\right] + \\mathbb{E} \\left[ y | \\mathbf{x}\\right] - y \\right)^2 p(\\mathbf{x}, t) d\\mathbf{x} dy \\\\\n",
"& = \\int \\int \\left( ( f(\\mathbf{x}) - \\mathbb{E} \\left[ y | \\mathbf{x}\\right] )^2 + \\underbrace{2 ( f(\\mathbf{x}) - \\mathbb{E} \\left[ y | \\mathbf{x}\\right] )(\\mathbb{E} \\left[ y | \\mathbf{x}\\right] -y)}_{\\text{vanishes}} + (\\mathbb{E} \\left[ y | \\mathbf{x}\\right] - y )^2\\right) p(\\mathbf{x}, y) d\\mathbf{x} dy \\\\\n",
"& = \\int \\left( f(\\mathbf{x}) - \\mathbb{E} \\left[ y | \\mathbf{x}\\right] \\right)^2 p(\\mathbf{x}) d\\mathbf{x} + \\int \\left( \\mathbb{E} \\left[ y | \\mathbf{x}\\right] -y \\right)^2 p(\\mathbf{x},y) d\\mathbf{x} dy \\\\\n",
"& = \\int \\left( f(\\mathbf{x}) - h(\\mathbf{x}) \\right)^2 p(\\mathbf{x}) d\\mathbf{x} + \\underbrace{\\int \\text{Var}\\left[y|\\mathbf{x}\\right] p(\\mathbf{x}) d\\mathbf{x}}_{\\text{noise}}\n",
"\\end{align*}\n",
"\n",
"For any given data set $\\mathcal{D}$, learning algorithm obtains a prediction function $y(\\mathbf{x}; \\mathcal{D})$."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The term is vanished because\n",
"\n",
"\\begin{align*}\n",
"\\int ( y(\\mathbf{x}) - \\mathbb{E} \\left[ y | \\mathbf{x}\\right] ) \\mathbb{E} \\left[ y | \\mathbf{x}\\right] p(\\mathbf{x},y) d\\mathbf{x} dy &= \\int ( y(\\mathbf{x}) - \\mathbb{E} \\left[ y | \\mathbf{x}\\right] ) \\mathbb{E} \\left[ y | \\mathbf{x}\\right] p(\\mathbf{x}) p(y|\\mathbf{x})d\\mathbf{x} dy \\\\\n",
"& = \\int ( y(\\mathbf{x}) - \\mathbb{E} \\left[ y | \\mathbf{x}\\right] ) \\mathbb{E} \\left[ y | \\mathbf{x}\\right] p(\\mathbf{x}) (\\int p(y|\\mathbf{x}) dy)d\\mathbf{x} \\\\\n",
"& =\\int ( y(\\mathbf{x}) - \\mathbb{E} \\left[ y | \\mathbf{x}\\right] ) \\mathbb{E} \\left[ y | \\mathbf{x}\\right] p(\\mathbf{x}) d\\mathbf{x} \\\\\n",
"\\int ( y(\\mathbf{x}) - \\mathbb{E} \\left[ y | \\mathbf{x}\\right] ) y p(\\mathbf{x},y) d\\mathbf{x} dy &= \\int ( y(\\mathbf{x}) - \\mathbb{E} \\left[ y | \\mathbf{x}\\right] ) y p(\\mathbf{x}) p(y|\\mathbf{x}) d\\mathbf{x} dy \\\\\n",
"& = \\int ( y(\\mathbf{x}) - \\mathbb{E} \\left[ y | \\mathbf{x}\\right] ) p(\\mathbf{x}) (\\int y p(y|\\mathbf{x}) dy ) d\\mathbf{x} \\\\\n",
"& = \\int ( y(\\mathbf{x}) - \\mathbb{E} \\left[ y | \\mathbf{x}\\right] ) \\mathbb{E} \\left[ y | \\mathbf{x}\\right] p(\\mathbf{x}) d\\mathbf{x}\n",
"\\end{align*}"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now, we consider\n",
"\n",
"\\begin{align*}\n",
"\\int \\left( f(\\mathbf{x}) - h(\\mathbf{x}) \\right)^2 p(\\mathbf{x}) d\\mathbf{x}\n",
"\\end{align*}\n",
"\n",
"We have\n",
"\\begin{align*}\n",
"\\left( f(\\mathbf{x}; \\mathcal D) - h(\\mathbf{x}) \\right)^2 =& \\left( f(\\mathbf{x}; \\mathcal D) - \\mathbb{E}_{\\mathcal D}\\left[ f(\\mathbf{x}; \\mathcal D)\\right] + \\mathbb{E}_{\\mathcal D}\\left[f(\\mathbf{x}; \\mathcal D)\\right] - h(\\mathbf{x}) \t\\right)^2 \\\\\n",
"&= \\left( f(\\mathbf{x}; \\mathcal D) - \\mathbb{E}_{\\mathcal D}\\left[ f(\\mathbf{x}; \\mathcal D)\\right] \\right)^2 \n",
"+ \\left( \\mathbb{E}_{\\mathcal D}\\left[f(\\mathbf{x}; \\mathcal D)\\right] - h(\\mathbf{x}) \\right)^2 \\\\\n",
"&\\hspace{1cm} + \\underbrace{2 \\left( f(\\mathbf{x}; \\mathcal D) - \\mathbb{E}_{\\mathcal D}\\left[ f(\\mathbf{x}; \\mathcal D)\\right] \\right) \\left( \\mathbb{E}_{\\mathcal D}\\left[f(\\mathbf{x}; \\mathcal D)\\right] - h(\\mathbf{x}) \\right)}_{\\text{vanishes after taking $\\mathbb{E}_{\\mathcal D}$}}\n",
"\\end{align*}\n",
"\n",
"We get mean squared error (MSE)\n",
"\n",
"\\begin{align*}\n",
"\\mathbb{E}_{\\mathcal D}\\left[ \\left( f(\\mathbf{x}; \\mathcal D) - h(\\mathbf{x}) \\right)^2 \\right] = \n",
"\\underbrace{\\mathbb{E}_{\\mathcal D}\\left[ \\left( f(\\mathbf{x}; \\mathcal D) - \\mathbb{E}_{\\mathcal D}\\left[ f(\\mathbf{x}; \\mathcal D)\\right] \\right)^2 \\right]}_{\\text{variance}} + \\underbrace{\\left( \\mathbb{E}_{\\mathcal D}\\left[f(\\mathbf{x}; \\mathcal D)\\right] - h(\\mathbf{x}) \\right)^2}_{\\text{bias$^2$}}\n",
"\\end{align*}\n",
"\n",
" $\\blacksquare$ "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Bias-Variance Decomposition provide insights on model complexity from a frequentist perspective.\n",
"\n",
"- Noise cannot be reduced because it exists in the true data generation process.\n",
"\n",
"\n",
"\n",
"- Bias-variance trade-off shows that very flexible models has low bias and high variance, but relatively rigid models has high bias and low variance.\n",
"\n",
"\n",
"\n",
"- For example, least squares estimates $\\mathbf{w}$ has the smallest variance among all linear unbiased estimates (Gauss-Markov Theorem). However, biased estimates (e.g., ridge regression) may have smaller variance.\n",
"\n",
"The bias-variance trade-off is demonstrated by $k$-nearest-neighbor regression and linear regression"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" show comment \n",
" "
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""
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"hide_comment()"
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{
"cell_type": "markdown",
"metadata": {},
"source": [
"Consider $y = f(\\mathbf{x}) + \\epsilon$ where $\\mathbb{E}(\\epsilon) = 0$ and $\\text{Var}(\\epsilon) = \\sigma^2$.\n",
"\n",
"- For **$k$-nearest-neighbor regression fit**\n",
"\n",
"\\begin{align*}\n",
"\\hat{f}(\\mathbf{x}) = \\text{Avg} (y_i | \\mathbf{x}_i \\in N_{k} (\\mathbf{x})),\n",
"\\end{align*}\n",
"\n",
"where $N_{k} (\\mathbf{x})$ is the neighborhood containing the $k$ points in the training dataset closest to $\\mathbf{x}$, the expected loss has the form\n",
"\n",
"\\begin{align*}\n",
"\\mathbb{E}(L_{\\mathbf{x}_0}) &= \\mathbb{E} \\left[ (y - \\hat{f}(\\mathbf{x}_0))^2| \\mathbf{x} = \\mathbf{x}_0 \\right]\\\\\n",
"& = \\sigma^2 + \\left[ f(\\mathbf{x}_0) - \\frac{1}{k} \\sum_{\\ell = 1}^{k} f(\\mathbf{x}_{(\\ell)})\\right]^2 + \\frac{\\sigma^2}{k}\n",
"\\end{align*}\n",
"\n",
"- For a **linear regression model** \n",
"\n",
"\\begin{align*}\n",
"\\hat{f}_p(\\mathbf{x}) = \\mathbf{x}^\\intercal \\beta,\n",
"\\end{align*}\n",
"\n",
"where $\\beta$ has $p$ components, we have\n",
"\n",
"\\begin{align*}\n",
"\\mathbb{E}(L_{\\mathbf{x}_0}) &= \\mathbb{E} \\left[ (y - \\hat{f}(\\mathbf{x}_0))^2| \\mathbf{x} = \\mathbf{x}_0 \\right]\\\\\n",
"& = \\sigma^2 + \\left[ f(\\mathbf{x}_0) - \\mathbb{E} \\hat{f}_p(\\mathbf{x}_0) \\right]^2 + \\|\\mathbf{X}(\\mathbf{X}^\\intercal \\mathbf{X})^{-1} \\mathbf{x}_0 \\|^2\\sigma^2\n",
"\\end{align*}\n",
"\n",
"Note the fit \n",
"\n",
"\\begin{align*}\n",
"\\hat{f}_p(\\mathbf{x}_0) = \\mathbf{x}^\\intercal \\beta = \\mathbf{x}^\\intercal (\\mathbf{X}^\\intercal \\mathbf{X})^{-1} \\mathbf{X}^\\intercal y,\n",
"\\end{align*}\n",
"\n",
"and hence\n",
"\n",
"\\begin{align*}\n",
"\\text{Var}(\\hat{f}_p(\\mathbf{x}_0)) = \\|\\mathbf{X}(\\mathbf{X}^\\intercal \\mathbf{X})^{-1} \\mathbf{x}_0 \\|^2\\sigma^2\n",
"\\end{align*}\n",
"\n",
" $\\blacksquare$ "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The bias-variance trade-off plays an important role in frequentist view. However, the insights on model complexity is of limited practical value, because\n",
"\n",
"- the bias-variance decomposition is based on averages, $\\mathbb{E}_{\\mathcal D}$, with respect to several data sets, whereas in practice we have only the single observed data set. \n",
"\n",
"\n",
"\n",
"- if we had a large number of independent training sets, we would be better off combining them, which of course would reduce the level of over-fitting for a given model complexity."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"There are two reasons why we are not satisfied with the least squares estimates:\n",
"\n",
"- **Interpretation**: instead of having a large number of predictors, we like to determine a smaller subset that exhibit the strongest effects.\n",
"\n",
"- **Prediction accuracy**: the least squares estimates often have low bias but large variance. Prediction accuracy can sometimes be improved by shrinking or setting some coefficients to zero.\n",
"\n",
"Next, we will regularize regression models with some constraints. The constraints may add bias to the model, but the resulting model will have lower variance."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Subset Selection"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We only consider a subset of the independent variables, and eliminate the rest from the model. Least squares regression is used to estimate the coefficients of the inputs that are retained.\n",
"\n",
"**Best subset regression** finds for each subset size $k$ that gives smallest residual sum of squares $\\text{RSS}(\\mathbf{w})$.\n",
"\n",
"**Forward- and Backward-Stepwise Selection** are greedy algorithms to find a subset of variables by producing a nested sequence\n",
"of models.\n",
"\n",
"- Forward stepwise selection starts with the intercept, and then sequentially adds into the model the predictor that most improves the fit in terms of $\\text{RSS}(\\mathbf{w})$.\n",
"\n",
"- Backward-stepwise selection starts with the full model, and sequentially deletes the predictor that has the least impact on the fit. The candidate for dropping is the variable with the smallest Z-score.\n",
"\n",
"**Forward-Stagwise Selection** is even more constrained than forward stepwise regression as follows\n",
"\n",
"- Choose $\\mathbf{x}_j$ with highest current correlation $c_j = \\mathbf{x}_j^\\intercal(\\mathbf{y} - \\mathbf{\\hat{y}})$\n",
"\n",
"- Take a small step $0 < \\alpha < |c_j|$ in the direction of selected $\\mathbf{x}_j$\n",
"\n",
"- $\\hat{y} \\leftarrow \\hat{y} + \\alpha \\cdot \\text{sign}(c_j) \\cdot \\mathbf{x}_j$\n",
"\n",
"By retaining a subset of the predictors and discarding the rest, subset selection produces a model that is interpretable and has possibly lower prediction error than the full model. However, because it is a discrete process that variables are either retained or discarded. It often exhibits high variance, and sometimes doesn't reduce the prediction error of the full model."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Shrinkage Methods"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Shrinkage methods are more continuous by shrinking the regression coefficients by imposing a penalty on their size, and don't suffer as much from high variability.\n",
"\n",
"\\begin{align*}\n",
"E_{\\mathcal{D}}(\\mathbf{w}) + \\lambda E_{\\mathbf{w}}(\\mathbf{w}) & = \\frac{1}{2} \\sum_{i=1}^{n} (y_i - \\mathbf{w}^\\intercal \\phi(x_{i}))^2 + \\frac{\\lambda}{2} \\sum_{i=0}^{m} \\lvert w_i \\rvert^q \\\\\n",
"& = \\frac{1}{2} \\left( \\mathbf{y}^\\intercal \\mathbf{y} - 2 (\\mathbf{\\Phi} \\mathbf{w})^\\intercal \\mathbf{y} + (\\mathbf{\\Phi} \\mathbf{w})^\\intercal \\mathbf{\\Phi} \\mathbf{w} \\right) + \\frac{\\lambda}{2} \\lVert \\mathbf{w} \\rVert_q\n",
"\\end{align*}\n",
"\n",
"It is equivalent to minimize the unregularized sum-of-squares error subject to the constraint \n",
"\n",
"\\begin{align*}\n",
"\\sum_{i=0}^{n} \\lvert w_i \\rvert^q \\le \\eta.\n",
"\\end{align*}\n",
"\n",
"Examples:\n",
"\n",
"- $q=0$ is variable subset selection,\n",
"\n",
"- $q=1$ is know as the **lasso** (Least Absolute Shrinkage and Selection Operator), and\n",
"\n",
"- $q=2$ corresponds to **ridge regression**. We have\n",
"\n",
"\\begin{align*}\n",
"E_{\\mathcal{D}}(\\mathbf{w}) + \\lambda E_{\\mathbf{w}}(\\mathbf{w}) & \\sim (\\mathbf{\\Phi} \\mathbf{w})^\\intercal \\mathbf{\\Phi} \\mathbf{w} - 2 (\\mathbf{\\Phi} \\mathbf{w})^\\intercal \\mathbf{y} + \\mathbf{y}^\\intercal \\mathbf{y} + \\lambda (\\mathbf{I} \\mathbf{w})^\\intercal \\mathbf{w} \\\\\n",
"\\frac{d (E_{\\mathcal{D}}(\\mathbf{w}) + E_{\\mathbf{w}}(\\mathbf{w}) )}{d \\mathbf{w}} & = 2\\mathbf{\\Phi}^\\intercal \\mathbf{\\Phi} \\mathbf{w} - 2\\mathbf{\\Phi}^\\intercal \\mathbf{y} + 2\\lambda \\mathbf{I} \\mathbf{w} = 0 \\\\\n",
"\\mathbf{\\Phi}^\\intercal \\mathbf{y} &= \\left( \\mathbf{\\Phi}^\\intercal \\mathbf{\\Phi} + \\lambda \\mathbf{I} \\right) \\mathbf{w} \\\\\n",
"\\mathbf{w} &= \\left(\\mathbf{\\Phi}^\\intercal \\mathbf{\\Phi} + \\lambda \\mathbf{I} \\right)^{-1} \\mathbf{\\Phi}^\\intercal \\mathbf{y}\n",
"\\end{align*}\n",
"\n",
"One might consider estimating $q$ from data, however it is not worth the effort for the extra variance incurred."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We use ridge regression with three different values for a polynomial fitting."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"scrolled": false
},
"outputs": [
{
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\n",
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""
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"output_type": "display_data"
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"data": {
"text/html": [
"\n",
" show code \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x_train, t_train = create_data(sinusoidal, 10, 0.25)\n",
"\n",
"x_test = np.linspace(0, 1, 100)\n",
"t_test = sinusoidal(x_test)\n",
"\n",
"# set degree = 9 because it's the most complicated polynomial model for 10 data points\n",
"phi_train = Polynomial(9).dm(x_train)\n",
"phi_test = Polynomial(9).dm(x_test)\n",
"\n",
"fig = plt.figure(figsize=(15, 4))\n",
"for i, alpha in enumerate([0, 1e-3, 1]):\n",
" \n",
" # alpha is the regularization coefficient\n",
" t = LeastSquares(alpha).fit(phi_train, t_train).predict(phi_test)\n",
" \n",
" plt.subplot(1, 3, i+1)\n",
" plt.scatter(x_train, t_train, facecolor=\"none\", edgecolor=\"b\", s=50, label=\"training data\")\n",
" plt.plot(x_test, t_test, c=\"g\", label=\"$\\sin(2\\pi x)$\")\n",
" plt.plot(x_test, t, c=\"r\", label=\"fitting\")\n",
" plt.ylim(-1.5, 1.5)\n",
" plt.legend(loc=1)\n",
" plt.annotate(r\"n={}, $\\lambda$={}\".format(9, alpha), xy=(0.05, -1.2))\n",
"plt.show()\n",
"toggle()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Bias-Variance Trade off"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We illustrate bias and variance with a regularization parameter $\\ln \\lambda \\in \\{2.6, -0.31, -2.4\\}$.\n",
"\n",
"- In `x_train, t_train`, we generate 100 datasets, and each has 25 sinusoidal data points\n",
"\n",
"- Graphs in the first row demonstrate variance\n",
"\n",
"\\begin{align*}\n",
"\\mathbb{E}_{\\mathcal D}\\left[ \\left( f(\\mathbf{x}; \\mathcal D) - \\mathbb{E}_{\\mathcal D}\\left[ f(\\mathbf{x}; \\mathcal D)\\right] \\right)^2 \\right]\n",
"\\end{align*}\n",
" \n",
" where each curve is represented by a function $f(\\mathbf{x}; \\mathcal D)$ with given dataset $\\mathcal D$. When $\\mathcal D$ is given, $f(\\mathbf{x}; \\mathcal D)$ is a fitting function based on the dataset (for clarity, only 20 of the 100 fits are shown). Their average $\\mathbb{E}_{\\mathcal D}\\left[ f(\\mathbf{x}; \\mathcal D)\\right]$ gives the fitting curve of graphs in the second row.\n",
" \n",
"- Thus, graphs in the second row demonstrate bias$^2$\n",
"\n",
"\\begin{align*}\n",
"\\left( \\mathbb{E}_{\\mathcal D}\\left[f(\\mathbf{x}; \\mathcal D)\\right] - h(\\mathbf{x}) \\right)^2 \n",
"\\end{align*}\n",
" \n",
"where $h(\\mathbf{x})$ the optimal prediction, i.e., $\\sin (2 \\pi x)$ in our case.\n",
" \n",
"The last graph shows variance and bias$^2$ by varying $\\lambda$."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
" show code \n",
" "
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"text/plain": [
""
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"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"funcs = {'Polynomial': [24], 'Gaussian': [np.linspace(0, 1, 24), 0.1], 'Sigmoidal': [np.linspace(0, 1, 24), 10]}\n",
"\n",
"x_test = np.linspace(0, 1, 100)\n",
"t_test = sinusoidal(x_test)\n",
"\n",
"def bias_and_var(fname):\n",
" phi_test = globals()[fname](*funcs[fname]).dm(x_test)\n",
" plt.figure(figsize=(12, 6))\n",
" \n",
" for loc, alpha in enumerate([2.6, -0.31, -2.4]):\n",
" plt.subplot(2, 3, loc+1)\n",
" # We have 100 data sets, each having 25 data points\n",
" x_train, t_train = zip(*[create_data(sinusoidal, 25, 0.8) for i in range(100)])\n",
" phi_train = [globals()[fname](*funcs[fname]).dm(x) for x in x_train]\n",
" \n",
" # t[i] is an array contains the prediction values for x_test and \n",
" # the fitting function is derived based on i-th data set\n",
" t = [LeastSquares(np.exp(alpha)).fit(phi, t).predict(phi_test) for phi, t in zip(phi_train, t_train)]\n",
" # For clarity, only 20 of the 100 fits are shown\n",
" for i in range(20):\n",
" plt.plot(x_test, t[i], c=\"orange\")\n",
" \n",
" plt.annotate(r\"$\\ln \\lambda={}$\".format(alpha), xy=(0.05, -1.2)) \n",
" plt.ylim(-1.5, 1.5)\n",
"\n",
" plt.subplot(2, 3, loc+4)\n",
" plt.plot(x_test, t_test, c=\"g\", label=\"$\\sin(2\\pi x)$\")\n",
" plt.plot(x_test, np.asarray(t).mean(axis=0), c=\"r\", label=\"fitting\")\n",
" plt.ylim(-1.5, 1.5)\n",
" plt.legend()\n",
" plt.show()\n",
" \n",
" plt.figure(figsize=(6, 5))\n",
" x_train, t_train = zip(*[create_data(sinusoidal, 25, 0.8) for i in range(100)])\n",
" phi_train = [globals()[fname](*funcs[fname]).dm(x) for x in x_train]\n",
" alpha_range = np.linspace(-2.6, 1.5, 30)\n",
" t = [[LeastSquares(np.exp(alpha)).fit(phi, t).predict(phi_test) for phi, t in zip(phi_train, t_train)]\n",
" for alpha in alpha_range]\n",
" \n",
" bias2 = ((np.asarray(t).mean(axis=1) - t_test) ** 2).mean(axis=1) #(3.46)\n",
" var = np.array(t).var(axis=1).mean(axis=1) #(3.47)\n",
" \n",
" plt.ylim(0, (bias2+var).max()+.01)\n",
" plt.plot(alpha_range, bias2, label=r\"bias$^2$\")\n",
" plt.plot(alpha_range, var, label=\"var\")\n",
" plt.plot(alpha_range, bias2+var, label=r\"bias$2$+var\")\n",
" plt.xlabel('$\\ln \\lambda$')\n",
" \n",
" plt.legend()\n",
" plt.show()\n",
"toggle()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"scrolled": false
},
"outputs": [
{
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"model_id": "cce72ac373664399a5daf7e6286f9cdb",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"interactive(children=(Dropdown(description='Basis Functions:', index=1, layout=Layout(height='30px', width='25…"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"widget_layout = widgets.Layout(width='250px', height='30px')\n",
"interact(bias_and_var,\n",
" fname = widgets.Dropdown(description='Basis Functions:',\n",
" style = {'description_width': 'initial'},\n",
" options=['Polynomial','Gaussian','Sigmoidal'],\n",
" value='Gaussian',layout=widget_layout));"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Singular Value Decomposition"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The singular value decomposition (SVD) of $\\mathbf{X}_{n \\times p} = (\\mathbf{x}_1, \\ldots, \\mathbf{x}_n)^\\intercal$ has the form $\\mathbf{X} = U D V^\\intercal$, where\n",
"\n",
"- $U_{n \\times p}$ is orthogonal and the columns are spanning the column space of $\\mathbf{X}$\n",
"\n",
"\n",
"\n",
"- $V_{p \\times p}$ is orthogonal and the columns are spanning the row space of $\\mathbf{X}$\n",
"\n",
"\n",
"\n",
"- $D_{p \\times p}$ is diagonal with $d_1 \\ge d_2 \\ge \\cdots \\ge d_p \\ge 0$.\n",
"\n",
"We have\n",
"\n",
"\\begin{align*}\n",
"\\mathbf{X} \\mathbf{w}^{\\text{ls}} = UU^\\intercal \\mathbf{y} = \\sum_{j=1}^{p} \\mathbf{u}_j (\\mathbf{u}^\\intercal_j \\mathbf{y}) \n",
"\\end{align*}\n",
"\n",
"and\n",
"\n",
"\\begin{align*}\n",
"\\mathbf{X} \\mathbf{w}^{\\text{ridge}} = \\sum_{j=1}^{p} \\mathbf{u}_j \\left(\\frac{d^2_j}{d^2_j + \\lambda} (\\mathbf{u}^\\intercal_j \\mathbf{y}) \\right)\n",
"\\end{align*}\n",
"\n",
"where\n",
"\n",
"- $\\mathbf{u}_j$ is a normalized principle component,\n",
"\n",
"\n",
"\n",
"- Ridge shrinks more with smaller $d^2_j$ (small variance),\n",
"\n",
"\n",
"\n",
"- Ridge improves interpretability by putting low weights on small variance components.\n",
"\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" show comment \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"hide_comment()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Note that $\\mathbf{X}^\\intercal \\mathbf{X} = VDU^\\intercal UDV^\\intercal = VD^2V^\\intercal$. Thus\n",
"\n",
"\\begin{align*}\n",
"\\mathbf{X} \\mathbf{w}^{\\text{ls}} &= UDV^\\intercal (VD^2V^\\intercal)^{-1} VDU^\\intercal \\mathbf{y} = UDV^\\intercal (V^{-\\intercal}D^{-2}V^{-1}) VDU^\\intercal \\mathbf{y} \\\\\n",
"&= UU^\\intercal \\mathbf{y} = \\sum_{j=1}^{p} \\mathbf{u}_j (\\mathbf{u}^\\intercal_j \\mathbf{y}) \\\\\n",
"\\mathbf{w}^{\\text{ridge}} &= (\\mathbf{X}^\\intercal \\mathbf{X} + \\lambda \\mathbf{I})^{-1} \\mathbf{X}^\\intercal \\mathbf{y} = (VD^2V^\\intercal + \\lambda VV^\\intercal)^{-1}VDU^\\intercal\\mathbf{y} \\\\\n",
"&= (V(D^2+\\lambda \\mathbf{I})V^\\intercal)^{-1}VDU^\\intercal\\mathbf{y} \\\\\n",
"&= V^{-\\intercal}(D^2+\\lambda \\mathbf{I})^{-1}DU^\\intercal\\mathbf{y} \\\\\n",
"\\mathbf{X} \\mathbf{w}^{\\text{ridge}} &=UD(D^2+\\lambda \\mathbf{I})^{-1}DU^\\intercal\\mathbf{y}\n",
"\\end{align*}\n",
"\n",
"The matrix $D(D^2+\\lambda \\mathbf{I})^{-1}D$ is diagonal with elements given by \n",
"\n",
"\\begin{align*}\n",
"\\frac{d^2_j}{d^2_j + \\lambda}\n",
"\\end{align*}\n",
"\n",
"Thus,\n",
"\n",
"\\begin{align*}\n",
"\\mathbf{X} \\mathbf{w}^{\\text{ridge}} &= \\sum_{j=1}^{p} \\mathbf{u}_j \\left(\\frac{d^2_j}{d^2_j + \\lambda} (\\mathbf{u}^\\intercal_j \\mathbf{y}) \\right)\n",
"\\end{align*}\n",
"\n",
" $\\blacksquare$ "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Principal Components Regression"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In many situations we have a large number of inputs, often very correlated. We create a small number of new variables which are linear combinations of the original inputs. Then those new variables are used in place of the original inputs in the regression."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Principal Components Regression (PCR) forms the derived input columns (principle components) and then regresses $y$ on a subset of those components. \n",
"\n",
"The main purposes of a principal component analysis are the analysis of data to identify patterns and finding patterns to reduce the dimensions of the dataset with minimal loss of information.\n",
"\n",
"We start with a 3-dimensional dataset that we reduce to an 2-dimensional dataset by dropping 1 dimension.\n",
"\n",
"We generate 40 3-dimensional samples randomly drawn from a multivariate Gaussian distribution. Assume that the samples stem from two different classes, where one half (i.e., 20) samples of our data set are labeled $\\mathcal{C}_1$ (class 1) and the other half $\\mathcal{C}_2$ (class 2) with mean vectors\n",
"\n",
"\\begin{align*}\n",
"\\mu_1 = \\mu_2 = \\begin{bmatrix}0\\\\0\\\\0\\end{bmatrix}\n",
"\\end{align*}\n",
"\n",
"and covariance matrices\n",
"\\begin{align*}\n",
"\\Sigma_1 = \\Sigma_2 = \\begin{bmatrix}1\\quad 0\\quad 0\\\\0\\quad 1\\quad0\\\\0\\quad0\\quad1\\end{bmatrix}\n",
"\\end{align*}\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
" show code \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import numpy as np\n",
"\n",
"np.random.seed(234)\n",
"\n",
"mu_vec1 = np.array([0,0,0])\n",
"cov_mat1 = np.array([[1,0,0],[0,1,0],[0,0,1]])\n",
"class1_sample = np.random.multivariate_normal(mu_vec1, cov_mat1, 20).T\n",
"assert class1_sample.shape == (3,20), \"The matrix has not the dimensions 3x20\"\n",
"\n",
"mu_vec2 = np.array([1,1,1])\n",
"cov_mat2 = np.array([[1,0,0],[0,1,0],[0,0,1]])\n",
"class2_sample = np.random.multivariate_normal(mu_vec2, cov_mat2, 20).T\n",
"assert class2_sample.shape == (3,20), \"The matrix has not the dimensions 3x20\"\n",
"\n",
"from mpl_toolkits.mplot3d import Axes3D\n",
"from mpl_toolkits.mplot3d import proj3d\n",
"\n",
"fig = plt.figure(figsize=(8,8))\n",
"ax = fig.add_subplot(111, projection='3d')\n",
"plt.rcParams['legend.fontsize'] = 10 \n",
"ax.plot(class1_sample[0,:], class1_sample[1,:], class1_sample[2,:], 'o', \n",
" markersize=8, color='blue', alpha=0.5, label='class1')\n",
"ax.plot(class2_sample[0,:], class2_sample[1,:], class2_sample[2,:], '^', \n",
" markersize=8, alpha=0.5, color='red', label='class2')\n",
"\n",
"plt.title('Samples for class 1 and class 2')\n",
"ax.legend(loc='upper right')\n",
"\n",
"plt.show()\n",
"\n",
"toggle()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We created two $3 \\times 20$ datasets - one dataset for each class - where each column can be pictured as a 3-dimensional vector\n",
"\n",
"\\begin{align*}\n",
"\\pmb x = \\begin{pmatrix} x_1 \\\\ x_2 \\\\ x_3 \\end{pmatrix}\n",
"\\end{align*}\n",
"\n",
"so that our dataset will have the form\n",
"\\begin{align*}\n",
"\\pmb X = \\begin{pmatrix} x_{1_1}\\; x_{1_2} \\; ... \\; x_{1_{20}}\\\\ x_{2_1} \\; x_{2_2} \\; ... \\; x_{2_{20}}\\\\ x_{3_1} \\; x_{3_2} \\; ... \\; x_{3_{20}}\\end{pmatrix}\n",
"\\end{align*}\n",
"\n",
"Because we don't need class labels for the PCA, let us merge the samples for our 2 classes into one $3 \\times 40$-dimensional array."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"all_samples = np.concatenate((class1_sample, class2_sample), axis=1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Computing the Mean Vector Scatter Matrix"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The $p$-dimensional mean vector is"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Mean Vector:\n",
" [[0.77257186]\n",
" [0.68324797]\n",
" [0.43460518]]\n"
]
}
],
"source": [
"mean_x = np.mean(all_samples[0,:])\n",
"mean_y = np.mean(all_samples[1,:])\n",
"mean_z = np.mean(all_samples[2,:])\n",
"mean_vector = np.array([[mean_x],[mean_y],[mean_z]])\n",
"print('Mean Vector:\\n', mean_vector)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The scatter matrix is computed by the following equation\n",
"\\begin{align*}\n",
"S = \\sum\\limits_{k=1}^n (\\pmb x_k - \\pmb m)\\;(\\pmb x_k - \\pmb m)^\\intercal\n",
"\\end{align*}\n",
"\n",
"where $\\pmb m$ is the mean vector\n",
"\\begin{align*}\n",
"\\pmb m = \\frac{1}{n} \\sum\\limits_{k=1}^n \\; \\pmb x_k\n",
"\\end{align*}\n",
"\n",
"or alternatively `scatter_matrix = np.cov(all_samples) * (40 - 1)` the covariance matrix $\\times$ $(n-1)$."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Scatter Matrix:\n",
" [[39.35126181 4.22467775 12.74899364]\n",
" [ 4.22467775 50.9168567 10.18400644]\n",
" [12.74899364 10.18400644 66.86899978]]\n"
]
}
],
"source": [
"scatter_matrix = np.zeros((3,3))\n",
"for i in range(all_samples.shape[1]):\n",
" scatter_matrix += (all_samples[:,i].reshape(3,1) - mean_vector).dot((all_samples[:,i].reshape(3,1) - mean_vector).T)\n",
"print('Scatter Matrix:\\n', scatter_matrix)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Computing Eigenpairs"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Eigenvector 1: \n",
"[[0.33730459]\n",
" [0.39443594]\n",
" [0.85477828]]\n",
"Eigenvalue 1 from scatter matrix: 76.59928002932904\n",
"----------------------------------------\n",
"Eigenvector 2: \n",
"[[ 0.93260098]\n",
" [-0.01618419]\n",
" [-0.36054609]]\n",
"Eigenvalue 2 from scatter matrix: 34.349151694294285\n",
"----------------------------------------\n",
"Eigenvector 3: \n",
"[[ 0.12837844]\n",
" [-0.91878091]\n",
" [ 0.37331034]]\n",
"Eigenvalue 3 from scatter matrix: 46.188686560075034\n",
"----------------------------------------\n"
]
}
],
"source": [
"eig_val_sc, eig_vec_sc = np.linalg.eig(scatter_matrix)\n",
"for i in range(len(eig_val_sc)):\n",
" eigvec_sc = eig_vec_sc[:,i].reshape(1,3).T\n",
"\n",
" print('Eigenvector {}: \\n{}'.format(i+1, eigvec_sc))\n",
" print('Eigenvalue {} from scatter matrix: {}'.format(i+1, eig_val_sc[i]))\n",
" print(40 * '-')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Visualizing the eigenvectors**: we plot the eigenvectors centered at the sample mean."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
" show code \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from matplotlib.patches import FancyArrowPatch\n",
"\n",
"class Arrow3D(FancyArrowPatch):\n",
" def __init__(self, xs, ys, zs, *args, **kwargs):\n",
" FancyArrowPatch.__init__(self, (0,0), (0,0), *args, **kwargs)\n",
" self._verts3d = xs, ys, zs\n",
"\n",
" def draw(self, renderer):\n",
" xs3d, ys3d, zs3d = self._verts3d\n",
" xs, ys, zs = proj3d.proj_transform(xs3d, ys3d, zs3d, renderer.M)\n",
" self.set_positions((xs[0],ys[0]),(xs[1],ys[1]))\n",
" FancyArrowPatch.draw(self, renderer)\n",
"\n",
"fig = plt.figure(figsize=(7,7))\n",
"ax = fig.add_subplot(111, projection='3d')\n",
"\n",
"ax.plot(all_samples[0,:], all_samples[1,:], all_samples[2,:], 'o', markersize=8, color='green', alpha=0.2)\n",
"ax.plot([mean_x], [mean_y], [mean_z], 'o', markersize=10, color='red', alpha=0.5)\n",
"for v in eig_vec_sc.T:\n",
" a = Arrow3D([mean_x, v[0]], [mean_y, v[1]], [mean_z, v[2]], mutation_scale=20, lw=3, arrowstyle=\"-|>\", color=\"r\")\n",
" ax.add_artist(a)\n",
"ax.set_xlabel('x_values')\n",
"ax.set_ylabel('y_values')\n",
"ax.set_zlabel('z_values')\n",
"\n",
"plt.title('Eigenvectors')\n",
"\n",
"plt.show()\n",
"\n",
"toggle()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Choosing $k$ Largest Eigenvalues\n",
"\n",
"We are reducing a 3-dimensional feature space to a 2-dimensional feature subspace by combining the two eigenvectors with the highest eigenvalues to construct our $p \\times k$-dimensional eigenvector matrix $\\mathbf{W}$."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[(76.59928002932904, array([0.33730459, 0.39443594, 0.85477828])),\n",
" (46.188686560075034, array([ 0.12837844, -0.91878091, 0.37331034])),\n",
" (34.349151694294285, array([ 0.93260098, -0.01618419, -0.36054609]))]"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"eig_pairs = [(np.abs(eig_val_sc[i]), eig_vec_sc[:,i]) for i in range(len(eig_val_sc))]\n",
"\n",
"# Sort the (eigenvalue, eigenvector) tuples from high to low\n",
"eig_pairs.sort(key=lambda x: x[0], reverse=True)\n",
"eig_pairs"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Matrix W:\n",
" [[ 0.33730459 0.12837844]\n",
" [ 0.39443594 -0.91878091]\n",
" [ 0.85477828 0.37331034]]\n"
]
}
],
"source": [
"matrix_w = np.hstack((eig_pairs[0][1].reshape(3,1), eig_pairs[1][1].reshape(3,1)))\n",
"print('Matrix W:\\n', matrix_w)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Transforming the Samples\n",
"\n",
"In the last step, we use the $2 \\times 3$-dimensional matrix $\\mathbf{W}$ that we just computed to transform our samples onto the new subspace via the equation\n",
"\n",
"\\begin{align*}\n",
"y = \\mathbf{W}^\\intercal \\mathbf{x}\n",
"\\end{align*}"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
" show code \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"transformed = matrix_w.T.dot(all_samples)\n",
"plt.plot(transformed[0,0:20], transformed[1,0:20], 'o', markersize=7, color='blue', alpha=0.5, label='class1')\n",
"plt.plot(transformed[0,20:40], transformed[1,20:40], '^', markersize=7, color='red', alpha=0.5, label='class2')\n",
"plt.xlim([-4,4])\n",
"plt.ylim([-4,4])\n",
"plt.xlabel('x_values')\n",
"plt.ylabel('y_values')\n",
"plt.legend()\n",
"plt.title('Transformed samples with class labels')\n",
"plt.show()\n",
"toggle()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Summary\n",
"\n",
"Now, that we have seen how a principal component analysis works, we can use the `PCA` class from the `scikit-learn` machine-learning library for our convenience in future applications. "
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
" show code \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.decomposition import PCA as sklearnPCA\n",
"\n",
"sklearn_pca = sklearnPCA(n_components=2)\n",
"sklearn_transf = sklearn_pca.fit_transform(all_samples.T)\n",
"\n",
"plt.plot(sklearn_transf[0:20,0],sklearn_transf[0:20,1], 'o', \n",
" markersize=7, color='blue', alpha=0.5, label='class1')\n",
"plt.plot(sklearn_transf[20:40,0], sklearn_transf[20:40,1], '^', \n",
" markersize=7, color='red', alpha=0.5, label='class2')\n",
"\n",
"plt.xlabel('x_values')\n",
"plt.ylabel('y_values')\n",
"plt.xlim([-4,4])\n",
"plt.ylim([-4,4])\n",
"plt.legend()\n",
"plt.title('Transformed samples with class labels from matplotlib.mlab.PCA()')\n",
"plt.show()\n",
"toggle()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If we want to mimic the results produced by `scikit-learn`, we need change the signs of the eigenvectors produced by `scikit-learn`\n",
"\n",
"`sklearn_transf = sklearn_transf * (-1)`\n",
"\n",
"and subtract the mean vectors from the samples $\\mathbf{X}$ to center the data at the coordinate system's origin \n",
"\n",
"`transformed = matrix_w.T.dot(all_samples - mean_vector)`"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
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""
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"needs_background": "light"
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"output_type": "display_data"
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"data": {
"text/html": [
"\n",
" show code \n",
" "
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""
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sklearn_transf = sklearn_transf * (-1)\n",
"# sklearn.decomposition.PCA\n",
"plt.subplots(1, 2, figsize=(15,5))\n",
"\n",
"plt.subplot(1, 2, 1)\n",
"plt.plot(sklearn_transf[0:20,0],sklearn_transf[0:20,1], 'o', \n",
" markersize=7, color='blue', alpha=0.5, label='class1')\n",
"plt.plot(sklearn_transf[20:40,0], sklearn_transf[20:40,1], '^', \n",
" markersize=7, color='red', alpha=0.5, label='class2')\n",
"plt.xlabel('x_values')\n",
"plt.ylabel('y_values')\n",
"plt.xlim([-4,4])\n",
"plt.ylim([-4,4])\n",
"plt.legend()\n",
"plt.title('Transformed samples via sklearn.decomposition.PCA')\n",
"\n",
"# user-definied PCA\n",
"plt.subplot(1, 2, 2)\n",
"transformed = matrix_w.T.dot(all_samples - mean_vector)\n",
"plt.plot(transformed[0,0:20], transformed[1,0:20], 'o', \n",
" markersize=7, color='blue', alpha=0.5, label='class1')\n",
"plt.plot(transformed[0,20:40], transformed[1,20:40], '^', \n",
" markersize=7, color='red', alpha=0.5, label='class2')\n",
"plt.xlim([-4,4])\n",
"plt.ylim([-4,4])\n",
"plt.xlabel('x_values')\n",
"plt.ylabel('y_values')\n",
"plt.legend()\n",
"plt.title('Transformed samples step by step approach')\n",
"plt.show()\n",
"toggle()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In PCR, we are interested to find the directions (components) that maximize the variance in our dataset. The implicit assumption is that the response will tend to vary most in the directions of high variance of the inputs. Therefore, we project the entire set of data (without class labels) onto a different subspace via PCA and identify some important predictors."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Partial Least Squares"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This technique also constructs a set of linear combinations of the inputs for regression, but unlike principal components regression it uses $\\mathbf y$ (in addition to $\\mathbf X$) for this construction.\n",
"\n",
"Both PLS and PCR are not scale invariant, so we need to standardize input $\\mathbf{x}_j$ to have mean $0$ and variance $1$."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Relation to the optimization problem**\n",
"\n",
"> PLS seeks direction that have high variance *and* have high correlation with the response, in contrast to PCR with keys only on high variance (Stone and Brooks, 1990; Frank and Friedman, 1993).\n",
"\n",
"Since it uses the response $\\mathbf{y}$ to construct its directions, its solution path is a nonlinear function of $\\mathbf{y}$.\n",
"\n",
"In particular, the $m$th principal component direction $v_m$ solves:\n",
"\n",
"\\begin{equation*}\n",
"\\max_\\alpha \\text{Var}(\\mathbf{X}\\alpha)\\\\\n",
"\\text{subject to } \\|\\alpha\\| = 1, \\alpha^T\\mathbf{S} v_l = 0 \\text{ for } l = 1,\\cdots, m-1,\n",
"\\end{equation*}\n",
"\n",
"where $\\mathbf{S}$ is the sample covariance matrix of the $\\mathbf{x}_j$. The condition $\\alpha^T\\mathbf{S} v_l= 0$ ensures that $\\mathbf{z}_m = \\mathbf{X}\\alpha$ is uncorrelated with all the previous linear combinations $\\mathbf{z}_l = \\mathbf{X} v_l$.\n",
"\n",
"The $m$th PLS direction $\\hat\\rho_m$ solves:\n",
"\n",
"\\begin{equation*}\n",
"\\max_\\alpha \\text{Corr}^2(\\mathbf{y},\\mathbf{S}\\alpha)\\text{Var}(\\mathbf{X}\\alpha)\\\\\n",
"\\text{subject to } \\|\\alpha\\| = 1, \\alpha^T\\mathbf{S}\\hat\\rho_l = 0 \\text{ for } l=1,\\cdots, m-1.\n",
"\\end{equation*}\n",
"\n",
"Further analysis reveals that the variance aspect tends to dominate, and so PLS behaves much like ridge regression and PCR."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Partial least squares also tends to shrink the low-variance directions, but can actually inflate some of the higher variance directions. This can make PLS a little unstable, and cause it to have slightly higher prediction error compared to ridge regression.\n",
"\n",
"PLS, PCR and ridge regression tend to behave similarly. Ridge regression may be preferred because it shrinks smoothly, rather than in discrete steps. Lasso falls somewhere between ridge regression and best subset regression, and enjoys some of the properties of each."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Example: Prostate Cancer"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The data for this example come from a study by Stamey et al. (1989) that examined the correlation between the level of prostate specific antigen (PSA) and a number of clinical measures, in 97 men who were about to receive a radical prostatectomy. The goal is to predict the log of PSA (lpsa) from a number of measurements.\n",
"\n",
"The data has variables:\n",
"\n",
"- lpsa: log prostate specific antigen\n",
"\n",
"- lcavol: log cancer volume\n",
"\n",
"- lweight: log prostate weight\n",
"\n",
"- age: age\n",
"\n",
"- lbph: log of benign prostatic hyperplasia amount\n",
"\n",
"- svi: seminal vesicle invasion\n",
"\n",
"- lcp: log of capsular penetration\n",
"\n",
"- gleason: Gleason score\n",
"\n",
"- pgg45: percent of Gleason scores 4 or 5\n",
"\n",
"We split data to training and test data."
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
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" lcp \n",
" gleason \n",
" pgg45 \n",
" lpsa \n",
" train \n",
" \n",
" \n",
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" 0 \n",
" 1 \n",
" -0.579818 \n",
" 2.769459 \n",
" 50 \n",
" -1.386294 \n",
" 0 \n",
" -1.386294 \n",
" 6 \n",
" 0 \n",
" -0.430783 \n",
" T \n",
" \n",
" \n",
" 1 \n",
" 2 \n",
" -0.994252 \n",
" 3.319626 \n",
" 58 \n",
" -1.386294 \n",
" 0 \n",
" -1.386294 \n",
" 6 \n",
" 0 \n",
" -0.162519 \n",
" T \n",
" \n",
" \n",
" 2 \n",
" 3 \n",
" -0.510826 \n",
" 2.691243 \n",
" 74 \n",
" -1.386294 \n",
" 0 \n",
" -1.386294 \n",
" 7 \n",
" 20 \n",
" -0.162519 \n",
" T \n",
" \n",
" \n",
" 3 \n",
" 4 \n",
" -1.203973 \n",
" 3.282789 \n",
" 58 \n",
" -1.386294 \n",
" 0 \n",
" -1.386294 \n",
" 6 \n",
" 0 \n",
" -0.162519 \n",
" T \n",
" \n",
" \n",
" 4 \n",
" 5 \n",
" 0.751416 \n",
" 3.432373 \n",
" 62 \n",
" -1.386294 \n",
" 0 \n",
" -1.386294 \n",
" 6 \n",
" 0 \n",
" 0.371564 \n",
" T \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" id lcavol lweight age lbph svi lcp gleason pgg45 \\\n",
"0 1 -0.579818 2.769459 50 -1.386294 0 -1.386294 6 0 \n",
"1 2 -0.994252 3.319626 58 -1.386294 0 -1.386294 6 0 \n",
"2 3 -0.510826 2.691243 74 -1.386294 0 -1.386294 7 20 \n",
"3 4 -1.203973 3.282789 58 -1.386294 0 -1.386294 6 0 \n",
"4 5 0.751416 3.432373 62 -1.386294 0 -1.386294 6 0 \n",
"\n",
" lpsa train \n",
"0 -0.430783 T \n",
"1 -0.162519 T \n",
"2 -0.162519 T \n",
"3 -0.162519 T \n",
"4 0.371564 T "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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" \n",
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" svi \n",
" lcp \n",
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" \n",
" \n",
" \n",
" \n",
" lcavol \n",
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" 0.300232 \n",
" 0.286324 \n",
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" \n",
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" \n",
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" \n",
" \n",
" svi \n",
" 0.592949 \n",
" 0.181054 \n",
" 0.128902 \n",
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" 1.000000 \n",
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" \n",
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" lcp \n",
" 0.692043 \n",
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" -0.088535 \n",
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" 1.000000 \n",
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" 0.662533 \n",
" \n",
" \n",
" gleason \n",
" 0.426414 \n",
" 0.023558 \n",
" 0.365915 \n",
" 0.032992 \n",
" 0.306875 \n",
" 0.476437 \n",
" 1.000000 \n",
" 0.757056 \n",
" \n",
" \n",
" pgg45 \n",
" 0.483161 \n",
" 0.074166 \n",
" 0.275806 \n",
" -0.030404 \n",
" 0.481358 \n",
" 0.662533 \n",
" 0.757056 \n",
" 1.000000 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" lcavol lweight age lbph svi lcp gleason \\\n",
"lcavol 1.000000 0.300232 0.286324 0.063168 0.592949 0.692043 0.426414 \n",
"lweight 0.300232 1.000000 0.316723 0.437042 0.181054 0.156829 0.023558 \n",
"age 0.286324 0.316723 1.000000 0.287346 0.128902 0.172951 0.365915 \n",
"lbph 0.063168 0.437042 0.287346 1.000000 -0.139147 -0.088535 0.032992 \n",
"svi 0.592949 0.181054 0.128902 -0.139147 1.000000 0.671240 0.306875 \n",
"lcp 0.692043 0.156829 0.172951 -0.088535 0.671240 1.000000 0.476437 \n",
"gleason 0.426414 0.023558 0.365915 0.032992 0.306875 0.476437 1.000000 \n",
"pgg45 0.483161 0.074166 0.275806 -0.030404 0.481358 0.662533 0.757056 \n",
"\n",
" pgg45 \n",
"lcavol 0.483161 \n",
"lweight 0.074166 \n",
"age 0.275806 \n",
"lbph -0.030404 \n",
"svi 0.481358 \n",
"lcp 0.662533 \n",
"gleason 0.757056 \n",
"pgg45 1.000000 "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
" show code \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ORANGE, BLUE, PURPLE = '#E69F00', '#56B4E9', '#A020F0'\n",
"GRAY1, GRAY4 = '#231F20', '#646369'\n",
"target = 'lpsa'\n",
"features = ['lcavol', 'lweight', 'age', 'lbph', 'svi', 'lcp', 'gleason', 'pgg45']\n",
"df = pd.read_csv(data_path + \"prostate_cancer.txt\")\n",
"display(df.head())\n",
"sns.pairplot(df, vars=[target]+features, kind=\"scatter\", height=1.1)\n",
"\n",
"# split data to training/test np.arrays\n",
"is_train = df.train == 'T'\n",
"X, y = df[features].values, df[target].values\n",
"X_train, y_train = X[is_train], y[is_train]\n",
"X_test, y_test = X[~is_train], y[~is_train]\n",
"N_test = len(y_test)\n",
"display(df[is_train][features].corr())\n",
"\n",
"toggle()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The baseline prediction is using the mean of the training set."
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Baseline Test Error: 1.057\n"
]
}
],
"source": [
"from sklearn.dummy import DummyRegressor\n",
"from sklearn.metrics import mean_squared_error\n",
"null_model = DummyRegressor().fit(X_train, y_train)\n",
"base_error_rate = mean_squared_error(y_test, null_model.predict(X_test))\n",
"print(f'Baseline Test Error: {base_error_rate:.3f}')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We exhaustively search over specified parameter values for an estimator. The least complex model within one standard error of the best is chosen. The grid search object has 10-fold cross validation. Three functions, `cross_validation`, `assess_selected_model` and `plot_cv_results`, are built for our testing."
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" show code \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.model_selection import GridSearchCV, KFold\n",
"def cross_validation(estimator, param_grid):\n",
" # prepare grid search object with 10-fold cross validation it uses\n",
" # neg_mean_squared_error due to the higher is the better approach\n",
" K=10\n",
" grid_search = GridSearchCV(\n",
" estimator, param_grid, cv=KFold(K, True, 69438),\n",
" scoring='neg_mean_squared_error', return_train_score=True, iid=True\n",
" ).fit(X_train, y_train)\n",
"\n",
" # convert neg_mean_squared_error to mean squared error and reshape results\n",
" # to the form where a row correspons to one paramenter's 10 cross\n",
" # validation mse values\n",
" cv_erros = -np.vstack([grid_search.cv_results_[f'split{i}_test_score']\n",
" for i in range(K)]).T\n",
" # calculate mean squared error for parameters and their standard error\n",
" cv_mean_errors = np.mean(cv_erros, axis=1)\n",
" cv_std_errors = np.std(cv_erros, ddof=1, axis=1)/np.sqrt(K)\n",
"\n",
" # The least complex model within one standard error of the best is chosen\n",
" best_index = np.argmin(cv_mean_errors)\n",
" best_err = cv_mean_errors[best_index]\n",
" best_std_err = cv_std_errors[best_index]\n",
" model_index = np.argmax(cv_mean_errors < (best_err+best_std_err))\n",
" return cv_mean_errors, cv_std_errors, best_err, best_std_err, model_index\n",
"\n",
"# calculates the estimator's test mean squared error and its standard error\n",
"def assess_selected_model(estimator):\n",
" y_hat = np.squeeze(estimator.predict(X_test))\n",
" error_rate = mean_squared_error(y_test, y_hat)\n",
" std_error = np.std((y_test - y_hat)**2, ddof=1)/np.sqrt(N_test)\n",
" return error_rate, std_error\n",
"\n",
"def plot_cv_results(title, x_label, test_error, std_error, complexity_vals,\n",
" cv_mean_errors, cv_std_errors, best_err, best_std_err,\n",
" selected_model_index):\n",
" fig, ax = plt.subplots(figsize=(4, 3.1), dpi=110)\n",
" ax.plot(complexity_vals, cv_mean_errors, c=ORANGE, linewidth=0.8)\n",
" ax.errorbar(\n",
" complexity_vals, cv_mean_errors, color=ORANGE, linestyle='None',\n",
" marker='o', elinewidth=0.8, markersize=3, yerr=cv_std_errors,\n",
" ecolor=BLUE, capsize=3)\n",
" ax.axhline(y=best_err+best_std_err, c=PURPLE, linewidth=0.8,\n",
" linestyle='--')\n",
" ax.axvline(x=complexity_vals[selected_model_index], c=PURPLE,\n",
" linewidth=0.8, linestyle='--')\n",
" for i in ax.get_yticklabels() + ax.get_xticklabels():\n",
" i.set_fontsize(6)\n",
" ax.text(ax.get_xlim()[0], 1.85, title, color=GRAY4, fontsize=9)\n",
" ax.set_xlabel(x_label, color=GRAY4, fontsize=8)\n",
" ax.set_ylabel('CV Error', color=GRAY4, fontsize=8)\n",
" parms = {'color': GRAY1, 'fontsize': 7,\n",
" 'bbox': {'facecolor': 'white', 'pad': 0, 'edgecolor': 'none'}}\n",
" lim = ax.get_xlim()\n",
" text_x = lim[1] - (lim[1]-lim[0])*0.02\n",
" ax.text(\n",
" text_x, 1.72, f'Test Error: {test_error:.3f}', **parms, ha='right')\n",
" ax.text(text_x, 1.63, f' Std Error: {std_error:.3f}', **parms, ha='right')\n",
"toggle()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Least Square"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"OLS Regression Results \n",
"\n",
" Dep. Variable: y R-squared: 0.694 \n",
" \n",
"\n",
" Model: OLS Adj. R-squared: 0.652 \n",
" \n",
"\n",
" Method: Least Squares F-statistic: 16.47 \n",
" \n",
"\n",
" Date: Thu, 10 Oct 2019 Prob (F-statistic): 2.04e-12 \n",
" \n",
"\n",
" Time: 20:12:15 Log-Likelihood: -67.505 \n",
" \n",
"\n",
" No. Observations: 67 AIC: 153.0 \n",
" \n",
"\n",
" Df Residuals: 58 BIC: 172.9 \n",
" \n",
"\n",
" Df Model: 8 \n",
" \n",
"\n",
" Covariance Type: nonrobust \n",
" \n",
"
\n",
"\n",
"\n",
" coef std err t P>|t| [0.025 0.975] \n",
" \n",
"\n",
" const 2.4649 0.089 27.598 0.000 2.286 2.644 \n",
" \n",
"\n",
" x1 0.6760 0.126 5.366 0.000 0.424 0.928 \n",
" \n",
"\n",
" x2 0.2617 0.095 2.751 0.008 0.071 0.452 \n",
" \n",
"\n",
" x3 -0.1407 0.101 -1.396 0.168 -0.343 0.061 \n",
" \n",
"\n",
" x4 0.2091 0.102 2.056 0.044 0.006 0.413 \n",
" \n",
"\n",
" x5 0.3036 0.123 2.469 0.017 0.057 0.550 \n",
" \n",
"\n",
" x6 -0.2870 0.154 -1.867 0.067 -0.595 0.021 \n",
" \n",
"\n",
" x7 -0.0212 0.144 -0.147 0.884 -0.310 0.268 \n",
" \n",
"\n",
" x8 0.2656 0.153 1.738 0.088 -0.040 0.571 \n",
" \n",
"
\n",
"\n",
"\n",
" Omnibus: 0.825 Durbin-Watson: 1.690 \n",
" \n",
"\n",
" Prob(Omnibus): 0.662 Jarque-Bera (JB): 0.389 \n",
" \n",
"\n",
" Skew: -0.164 Prob(JB): 0.823 \n",
" \n",
"\n",
" Kurtosis: 3.178 Cond. No. 4.47 \n",
" \n",
"
Warnings: [1] Standard Errors assume that the covariance matrix of the errors is correctly specified."
],
"text/plain": [
"\n",
"\"\"\"\n",
" OLS Regression Results \n",
"==============================================================================\n",
"Dep. Variable: y R-squared: 0.694\n",
"Model: OLS Adj. R-squared: 0.652\n",
"Method: Least Squares F-statistic: 16.47\n",
"Date: Thu, 10 Oct 2019 Prob (F-statistic): 2.04e-12\n",
"Time: 20:12:15 Log-Likelihood: -67.505\n",
"No. Observations: 67 AIC: 153.0\n",
"Df Residuals: 58 BIC: 172.9\n",
"Df Model: 8 \n",
"Covariance Type: nonrobust \n",
"==============================================================================\n",
" coef std err t P>|t| [0.025 0.975]\n",
"------------------------------------------------------------------------------\n",
"const 2.4649 0.089 27.598 0.000 2.286 2.644\n",
"x1 0.6760 0.126 5.366 0.000 0.424 0.928\n",
"x2 0.2617 0.095 2.751 0.008 0.071 0.452\n",
"x3 -0.1407 0.101 -1.396 0.168 -0.343 0.061\n",
"x4 0.2091 0.102 2.056 0.044 0.006 0.413\n",
"x5 0.3036 0.123 2.469 0.017 0.057 0.550\n",
"x6 -0.2870 0.154 -1.867 0.067 -0.595 0.021\n",
"x7 -0.0212 0.144 -0.147 0.884 -0.310 0.268\n",
"x8 0.2656 0.153 1.738 0.088 -0.040 0.571\n",
"==============================================================================\n",
"Omnibus: 0.825 Durbin-Watson: 1.690\n",
"Prob(Omnibus): 0.662 Jarque-Bera (JB): 0.389\n",
"Skew: -0.164 Prob(JB): 0.823\n",
"Kurtosis: 3.178 Cond. No. 4.47\n",
"==============================================================================\n",
"\n",
"Warnings:\n",
"[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
"\"\"\""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Least Squares Test Error: 0.521\n",
" Std Error: 0.179\n"
]
},
{
"data": {
"text/html": [
"\n",
" show code \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.preprocessing import StandardScaler\n",
"import statsmodels.api as sm\n",
"scaler = StandardScaler().fit(X)\n",
"X_train = scaler.transform(X_train)\n",
"X_test = scaler.transform(X_test)\n",
"\n",
"ls = sm.OLS(y_train, sm.add_constant(X_train)).fit()\n",
"ls_params = ls.params\n",
"display(ls.summary())\n",
"\n",
"y_hat = ls.predict(sm.add_constant(X_test))\n",
"ls_error_rate = mean_squared_error(y_test, y_hat)\n",
"ls_std_error = np.std((y_test - y_hat)**2, ddof=1)/np.sqrt(N_test)\n",
"print(f'Least Squares Test Error: {ls_error_rate:.3f}')\n",
"print(f' Std Error: {ls_std_error:.3f}')\n",
"toggle()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Ridge Regression"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" show code \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from sklearn.linear_model import Ridge\n",
"degress_of_freedom = list(range(9))\n",
"# these alpha parameters correspond to 0-8 degrees of freedom\n",
"parameters = {'alpha': [1e20, 436, 165, 82, 44, 27, 12, 4, 1e-05]}\n",
"\n",
"rd_errs, rd_std_errs, best_err, best_std_err, selected_index = \\\n",
" cross_validation(Ridge(), parameters)\n",
"\n",
"rd = Ridge(alpha=parameters['alpha'][selected_index]).fit(X_train, y_train)\n",
"rd_params = np.hstack((rd.intercept_, rd.coef_))\n",
"rd_error_rate, rd_std_error = assess_selected_model(rd)\n",
"plot_cv_results(\n",
" 'Ridge Regression', 'Degrees of Freedom', rd_error_rate, rd_std_error,\n",
" degress_of_freedom, rd_errs, rd_std_errs, best_err, best_std_err,\n",
" selected_index)\n",
"toggle()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Lasso Regression"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" show code \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from sklearn.linear_model import Lasso\n",
"\n",
"shrinkage = [0, 0.102, 0.254, 0.384, 0.504, 0.612, 0.756, 0.883, 1]\n",
"# these alpha parameters correspond to above shrinkage values\n",
"parameters = {\n",
" 'alpha': [1, 0.680, 0.380, 0.209, 0.100, 0.044, 0.027, 0.012, 0.001]}\n",
"lo_errs, lo_std_errs, best_err, best_std_err, selected_index = \\\n",
" cross_validation(Lasso(), parameters)\n",
"\n",
"lo = Lasso(alpha=parameters['alpha'][selected_index]).fit(X_train, y_train)\n",
"lo_params = np.hstack((lo.intercept_, lo.coef_))\n",
"lo_error_rate, lo_std_error = assess_selected_model(lo)\n",
"plot_cv_results(\n",
" 'Lasso', 'Shrinkage Factor s', lo_error_rate, lo_std_error, shrinkage,\n",
" lo_errs, lo_std_errs, best_err, best_std_err, selected_index)\n",
"toggle()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Best Subset Regression"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
" show code \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from itertools import combinations\n",
"\n",
"class BestSubsetRegression(LinearRegression):\n",
" def __init__(self, subset_size=1):\n",
" LinearRegression.__init__(self)\n",
" self.subset_size = subset_size\n",
"\n",
" def fit(self, X, y, sample_weight=None):\n",
" best_combination, best_mse = None, None\n",
" best_intercept_, best_coef_ = None, None\n",
" # try all combinations of subset_size\n",
" for combination in combinations(range(X.shape[1]), self.subset_size):\n",
" X_tmp = X[:, combination]\n",
" LinearRegression.fit(self, X_tmp, y)\n",
" mse = mean_squared_error(y, self.predict(X_tmp))\n",
" if best_mse is None or best_mse > mse:\n",
" # select the best combination\n",
" best_combination, best_mse = combination, mse\n",
" best_intercept_, best_coef_ = self.intercept_, self.coef_\n",
" LinearRegression.fit(self, X, y)\n",
" # replace intercept and parameters with the found, set other zero\n",
" self.intercept_ = best_intercept_\n",
" self.coef_ = np.zeros(shape=self.coef_.shape)\n",
" for i, idx in enumerate(best_combination):\n",
" self.coef_[idx] = best_coef_[i]\n",
" return self\n",
" \n",
"# it is not possible to use Best Subset with 0 size, so run CV with 1-8 k\n",
"parameters = {'subset_size': list(range(1, 9))}\n",
"# run CV to chose best parameter\n",
"bs_errs, bs_std_errs, best_err, best_std_err, selected_index = \\\n",
" cross_validation(BestSubsetRegression(), parameters)\n",
"\n",
"bs = BestSubsetRegression(subset_size=parameters['subset_size'][selected_index]).fit(X_train, y_train)\n",
"bs_params = np.hstack((bs.intercept_, bs.coef_))\n",
"bs_error_rate, bs_std_error = assess_selected_model(bs)\n",
"subset_sizes = list(range(0, 9))\n",
"plot_cv_results(\n",
" 'All Subsets', 'Subset Size', bs_error_rate, bs_std_error, subset_sizes,\n",
" np.hstack((lo_errs[0], bs_errs)), np.hstack((lo_std_errs[0], bs_std_errs)),\n",
" best_err, best_std_err, selected_index+1)\n",
"toggle()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Principal Components Regression"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" show code \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from sklearn.decomposition import PCA\n",
"from sklearn.pipeline import Pipeline\n",
"from sklearn.linear_model import LinearRegression\n",
"\n",
"n_directions = list(range(0, 9))\n",
"# it is not possible to use PCA with 0 directions, so run CV with 1-8 directions\n",
"parameters = {'pca__n_components': list(range(1, 9))}\n",
"model = Pipeline([('pca', PCA()),\n",
" ('regression', LinearRegression())])\n",
"pc_errs, pc_std_errs, best_err, best_std_err, selected_index = \\\n",
" cross_validation(model, parameters)\n",
"\n",
"# refit the model to the training set with n-directions from CV\n",
"pca = PCA(n_components=parameters['pca__n_components'][selected_index])\n",
"lr = LinearRegression()\n",
"model = Pipeline([('pca', pca),\n",
" ('regression', lr)]).fit(X_train, y_train)\n",
"# X_train are not centered, so calculation is little bit different\n",
"pc_params = np.zeros(8)\n",
"intercept = lr.intercept_\n",
"for i in range(7):\n",
" pc_params += lr.coef_[i]*pca.components_[i, :]\n",
" intercept -= lr.coef_[i]*(pca.mean_ @ pca.components_[i, :])\n",
"pc_params = np.hstack(([intercept], pc_params))\n",
"pc_error_rate, pc_std_error = assess_selected_model(model)\n",
"plot_cv_results(\n",
" 'Principal Components Regression', 'Number of Directions', pc_error_rate,\n",
" pc_std_error, n_directions, np.hstack((lo_errs[0], pc_errs)),\n",
" np.hstack((lo_std_errs[0], pc_std_errs)), best_err, best_std_err,\n",
" selected_index+1)\n",
"toggle()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Partial Least Squares"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" show code \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from sklearn.cross_decomposition import PLSRegression\n",
"\n",
"parameters = {'n_components': list(range(1, 9))}\n",
"ps_errs, ps_std_errs, best_err, best_std_err, selected_index = \\\n",
" cross_validation(PLSRegression(scale=False), parameters)\n",
"\n",
"# out cross-validation gives 3 components, but let's pretend that the result is\n",
"# n = 2 components to be consistent with the book\n",
"ps = PLSRegression(n_components=2, scale=False).fit(X_train, y_train)\n",
"ps_params = np.hstack((ps.y_mean_, np.squeeze(ps.coef_)))\n",
"ps_error_rate, ps_std_error = assess_selected_model(ps)\n",
"n_directions = list(range(0, 9))\n",
"plot_cv_results(\n",
" 'Partial Least Squares', 'Number of Directions', ps_error_rate,\n",
" ps_std_error, n_directions, np.hstack((lo_errs[0], ps_errs)),\n",
" np.hstack((lo_std_errs[0], ps_std_errs)), best_err, best_std_err,\n",
" selected_index+1)\n",
"toggle()"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Term LS Best Subset Ridge Lasso PCR PLS\n",
"---------------------------------------------------------------------\n",
" Intercept 2.465 2.477 2.464 2.468 2.497 2.452\n",
" lcavol 0.676 0.736 0.405 0.536 0.548 0.417\n",
" lweight 0.262 0.315 0.234 0.187 0.287 0.343\n",
" age -0.141 0.000 -0.042 0.000 -0.154 -0.026\n",
" lbph 0.209 0.000 0.158 0.000 0.213 0.219\n",
" svi 0.304 0.000 0.221 0.085 0.313 0.242\n",
" lcp -0.287 0.000 0.010 0.000 -0.062 0.078\n",
" gleason -0.021 0.000 0.042 0.000 0.226 0.011\n",
" pgg45 0.266 0.000 0.128 0.006 -0.048 0.083\n",
"---------------------------------------------------------------------\n",
"Test Error 0.521 0.492 0.492 0.479 0.449 0.527\n",
" Std Error 0.179 0.143 0.164 0.164 0.106 0.150\n"
]
},
{
"data": {
"text/html": [
"\n",
" show code \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"result = zip(['Intercept'] + features,\n",
" ls_params, bs_params, rd_params, lo_params, pc_params, ps_params)\n",
"print(' Term LS Best Subset Ridge Lasso PCR PLS')\n",
"print('---------------------------------------------------------------------')\n",
"for term, ls, bs, rd, lo, pc, ps in result:\n",
" print(f'{term:>10}{ls:>9.3f}{bs:>14.3f}{rd:>9.3f}{lo:>9.3f}{pc:>9.3f}'\n",
" f'{ps:>9.3f}')\n",
"print('---------------------------------------------------------------------')\n",
"print(f'Test Error{ls_error_rate:>9.3f}{bs_error_rate:>14.3f}'\n",
" f'{rd_error_rate:>9.3f}{lo_error_rate:>9.3f}{pc_error_rate:>9.3f}'\n",
" f'{ps_error_rate:>9.3f}')\n",
"print(f' Std Error{ls_std_error:>9.3f}{bs_std_error:>14.3f}'\n",
" f'{rd_std_error:>9.3f}{lo_std_error:>9.3f}{pc_std_error:>9.3f}'\n",
" f'{ps_std_error:>9.3f}')\n",
"toggle()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Forward Stagewise Regression"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The plot shows the profiles of estimated coefficients from linear regression. The left panel shows the results from the lasso, for different values of the bound parameter $t = \\sum_k |\\alpha_k|$. The right panel shows the results of the stagewise linear regression, using $M = 220$ consecutive steps of size $\\epsilon = .01$."
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" show code \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"alpha = np.linspace(0.001, 0.93, 100)\n",
"b_hat = np.vstack([Lasso(alpha=a).fit(X_train, y_train).coef_\n",
" for a in reversed(alpha)])\n",
"b_pow = np.sum(np.abs(b_hat), axis=1)\n",
"\n",
"# Forward Stagewise Linear Regression\n",
"scaler = StandardScaler(with_std=False)\n",
"y_train_scaled = np.squeeze(scaler.fit_transform(np.atleast_2d(y_train).T))\n",
"eps, K, M = 0.01, X_train.shape[1], 220\n",
"a_hat = None\n",
"a_hat_current = np.zeros(shape=(K))\n",
"for m in range(M):\n",
" resid = y_train_scaled - X_train @ a_hat_current\n",
" best_sum_squares, b_star, k_star = None, None, None\n",
" for k in range(K):\n",
" X_train_k = X_train[:, k:k+1]\n",
" lstsq_result = np.linalg.lstsq(X_train_k, resid)\n",
" b, sum_squares = lstsq_result[0], lstsq_result[1][0]\n",
" if best_sum_squares is None or best_sum_squares > sum_squares:\n",
" best_sum_squares, b_star, k_star = sum_squares, b, k\n",
" a_hat_current[k_star] += eps * np.sign(b_star)[0]\n",
" if a_hat is None:\n",
" a_hat = np.copy(a_hat_current)\n",
" else:\n",
" a_hat = np.vstack((a_hat, a_hat_current))\n",
" \n",
"def plot_coef_profiles(ax, title, color, coef, x_values, x_title):\n",
" for i in range(coef.shape[1]):\n",
" ax.plot(x_values, coef[:, i], color=color, linewidth=0.7)\n",
" ax2 = ax.twinx()\n",
" ax2.set_ylim(ax.get_ylim())\n",
" plt.setp(ax2, yticks=coef[-1], yticklabels=features)\n",
" for i in ax.get_yticklabels() + ax.get_xticklabels() + \\\n",
" ax2.get_yticklabels():\n",
" i.set_fontsize(6)\n",
" ax.set_xlabel(x_title, color=GRAY4, fontsize=7)\n",
" ax.set_ylabel('Coefficients', color=GRAY4, fontsize=7)\n",
" ax.text(ax.get_xlim()[0], ax.get_ylim()[1]*1.02, title, color=GRAY4,\n",
" fontsize=9)\n",
"\n",
"fig, axarr = plt.subplots(1, 2, figsize=(5, 3), dpi=150)\n",
"plt.subplots_adjust(wspace=0.55)\n",
"plot_coef_profiles(axarr[0], 'Lasso', 'red', b_hat, b_pow, '||β(λ)||1')\n",
"plot_coef_profiles(axarr[1], 'Forward Stagewise', 'blue', a_hat, range(M),\n",
" 'Iteration')\n",
"toggle()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Basis Functions"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The basis expansions are a general means to achieve more flexible representations for $f(\\mathbf{x}, \\mathbf{w})$. Nonlinear basis functions allows the function $f(\\mathbf{x}, \\mathbf{w})$ to be a nonlinear function of the input vector $\\mathbf{x}$. However, since the model is still liner in $\\mathbf{w}$, the analysis is still simple for this class of model."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Piecewise Polynomials and Splines\n",
"\n",
"Polynomials are typical functions used for basis expansions. One limitation of polynomial basis functions is their global nature that tweaking the coefficients to improve the fitting in one region can cause the function flap about madly in remote region.\n",
"\n",
"*spline functions* are used to resolved the issue by dividing the input space up into regions and fit a different polynomial in each region with certain continuity requirements at connection points called knots. For example, *cubic spline* is continuous and has continuous first and second derivatives.\n",
"\n",
"**regression splines** are splines with fixed knots.\n",
"\n",
"However, polynomial fitting tends to be erratic near the boundaries. *Nature cubic spline* poses an additional requirement that the function is linear beyond the boundary knots.\n",
"\n",
"A natural cubic spline with $K$ knots is represented by $K$ basis functions. For example:\n",
"\n",
"\\begin{align*}\n",
"N_1(x) = 1, N_2(x) = x, N_{k+2} = \\frac{(x-\\xi_k)^3_+}{\\xi_K - \\xi_k} - \\frac{(x-\\xi_{K-1})^3_+}{\\xi_K - \\xi_{K-1}}\n",
"\\end{align*}\n",
"\n",
"where $\\xi_1, \\ldots, \\xi_K$ are knots."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A retrospective sample of males in a heart-disease high-risk region of the Western Cape, South Africa.\n",
"\n",
"|variable | description|\n",
"|---|:---|\n",
"|sbp|systolic blood pressure|\n",
"|tobacco|cumulative tobacco (kg)|\n",
"|ldl|low densiity lipoprotein cholesterol|\n",
"|adiposity| |\n",
"|famhist|family history of heart disease (Present, Absent)|\n",
"|typea|type-A behavior|\n",
"|obesity|\n",
"|alcohol|current alcohol consumption|\n",
"|age|age at onset|\n",
"|chd|**response**, coronary heart disease|"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
" show code \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import statsmodels.api as sm\n",
"from sklearn.pipeline import Pipeline\n",
"from sklearn.preprocessing import StandardScaler\n",
"from sklearn.preprocessing import FunctionTransformer\n",
"from sklearn.linear_model import LogisticRegression\n",
"from sklearn.metrics import log_loss\n",
"\n",
"df = pd.read_csv(data_path + \"south_african_heart_disease.txt\")\n",
"df['famhist'] = pd.get_dummies(df['famhist'])['Present']\n",
"target = ['chd']\n",
"features = ['sbp', 'tobacco', 'ldl', 'famhist', 'obesity', 'age']\n",
"df.head()\n",
"X, y = df[features].values, np.squeeze(df[target].values)\n",
"\n",
"class NaturalCubicSplineFeatures():\n",
" # you can specify knots locations or degrees of freedom\n",
" def __init__(self, knots=None, df=None):\n",
" self.knots = knots\n",
" self.df = df\n",
"\n",
" @staticmethod\n",
" def dk(x, xi_k, xi_K):\n",
" return (max(0, x-xi_k)**3) / (xi_K-xi_k)\n",
"\n",
" @staticmethod\n",
" def natural_cubic_expansion(x, xis):\n",
" X = np.zeros(shape=(x.shape[0], len(xis)-1))\n",
" for i in range(X.shape[0]):\n",
" X[i, 0] = x[i]\n",
" for k in range(2, len(xis)):\n",
" dk1 = NaturalCubicSplineFeatures.dk(x[i], xis[k-2], xis[-1])\n",
" dk2 = NaturalCubicSplineFeatures.dk(x[i], xis[-2], xis[-1])\n",
" X[i, k-1] = dk1 - dk2\n",
" return X\n",
"\n",
" def fit(self, X, y=None):\n",
" if self.df is not None:\n",
" quantiles = np.linspace(0, 1, self.df+1)\n",
" self.knots = []\n",
" for i in range(X.shape[1]):\n",
" self.knots.append(np.unique(np.quantile(X[:, i], quantiles)))\n",
" # calculate the number of parameters in each component term\n",
" self.dofs_ = np.array([len(k)-1 for k in self.knots])\n",
" pts = [0] + list(np.cumsum(self.dofs_))\n",
" self.pos_ = [(pts[i-1], pts[i]-1) for i in range(1, len(pts))]\n",
" return self\n",
"\n",
" def transform(self, X):\n",
" h = []\n",
" for i in range(X.shape[1]):\n",
" h.append(NaturalCubicSplineFeatures.natural_cubic_expansion(\n",
" X[:, i], self.knots[i]))\n",
" result = np.hstack(h)\n",
" return result\n",
" \n",
"ncs = NaturalCubicSplineFeatures(df=4)\n",
"add_intercept = FunctionTransformer(\n",
" lambda X: sm.add_constant(X), validate=True)\n",
"prep = Pipeline([('scale_features', StandardScaler()),\n",
" ('expand_basis', ncs),\n",
" ('scale_basis', StandardScaler()),\n",
" ('add_intercept_column', add_intercept)])\n",
"\n",
"X_min, X_max = np.min(X, axis=0), np.max(X, axis=0)\n",
"\n",
"lr = LogisticRegression(solver='lbfgs', max_iter=100000, C=10e10, fit_intercept=False)\n",
"model = Pipeline([('prepare', prep),\n",
" ('logistic', lr)])\n",
"model.fit(X, y);\n",
"\n",
"H = prep.transform(X)\n",
"predProbs = model.predict_proba(X)\n",
"W = np.diagflat(np.product(predProbs, axis=1))\n",
"cov = np.linalg.inv(H.T @ W @ H)\n",
"\n",
"x_axis_values = np.vstack([np.linspace(X_min[i], X_max[i], 100)\n",
" for i in range(X_min.shape[0])]).T\n",
"x_axis_values_ = prep.transform(x_axis_values)\n",
"\n",
"def plot_term_natural_spline_function(ax, feature_i, name):\n",
" basis_start, basis_end = ncs.pos_[feature_i]\n",
" basis_start += 1\n",
" basis_end += 1\n",
" feature_basis = x_axis_values_[:, basis_start:basis_end+1]\n",
" feature_cov = cov[basis_start:basis_end+1, basis_start:basis_end+1]\n",
" err = [2*np.sqrt(feature_basis[t:t+1, :] @\n",
" feature_cov @ feature_basis[t:t+1, :].T)[0, 0]\n",
" for t in range(100)]\n",
" err = np.array(err)\n",
" x_values = x_axis_values[:, feature_i]\n",
" y_values = np.squeeze(\n",
" feature_basis @ lr.coef_[:, basis_start:basis_end+1].T)\n",
" y_values_low = y_values - err\n",
" y_values_high = y_values + err\n",
"\n",
" ax.fill_between(x_values, y_values_low, y_values_high, color='#FFEC8B')\n",
" ax.plot(x_values, y_values, color='#00FF00', linewidth=0.8)\n",
"\n",
" y_from, y_to = ax.get_ylim()\n",
" for i in range(X.shape[0]):\n",
" x = X[i, feature_i]\n",
" ax.plot([x, x], [y_from, y_from+(y_to-y_from)*0.02],\n",
" color='red', linewidth=0.5)\n",
" ax.set_ylim(y_from, y_to)\n",
"\n",
" for l in ax.get_yticklabels() + ax.get_xticklabels():\n",
" l.set_fontsize(6)\n",
" ax.set_xlabel(f'{name}', color=GRAY4, fontsize=8)\n",
" ax.set_ylabel(f'f({name})', color=GRAY4, fontsize=8)\n",
" \n",
"fig, axes = plt.subplots(3, 2, figsize=(3.3*2, 2.3*3), dpi=150)\n",
"plt.subplots_adjust(bottom=-0.05)\n",
"plot_term_natural_spline_function(axes[0, 0], 0, 'sbp')\n",
"plot_term_natural_spline_function(axes[0, 1], 1, 'tobacco')\n",
"plot_term_natural_spline_function(axes[1, 0], 2, 'ldl')\n",
"plot_term_natural_spline_function(axes[1, 1], 3, 'famhist')\n",
"plot_term_natural_spline_function(axes[2, 0], 4, 'obesity')\n",
"plot_term_natural_spline_function(axes[2, 1], 5, 'age')\n",
"\n",
"toggle()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The plot has fitted natural-spline functions for each of the terms in the model with selected independent variables with pointwise standard-error bands. The rug plot at the base of each figure indicates the location of each of the sample values for that variable."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Smoothing Splines"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For one-dimensional inputs, consider the problem of finding a function $f(x)$ with two continuous derivatives that minimize the penalized residual sum of squares\n",
"\n",
"\\begin{align*}\n",
"RSS(f, \\lambda) = \\sum_{i=1}^{n} (y_i - f(x_i))^2 + \\lambda \\int (f^{\\prime \\prime}(t))^2 dt\n",
"\\end{align*}\n",
"\n",
"- $\\lambda = 0$: $f$ can be any function that interpolates the data\n",
"\n",
"\n",
"\n",
"- $\\lambda = \\infty$: the simple least squares line fit\n",
"\n",
"We can show that nature cubic spline with knots at $x_1, \\ldots, x_n$ is the unique minimizer."
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" show code \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from scipy.spatial import ConvexHull\n",
"from scipy.interpolate import Rbf\n",
"from matplotlib import cm\n",
"\n",
"# checks whether a point is inside a convex hull\n",
"def point_in_hull(point, hull, tolerance=1e-12):\n",
" return all((np.dot(eq[:-1], point) + eq[-1] <= tolerance)\n",
" for eq in hull.equations)\n",
"\n",
"# remove 1 outlier because it greatly expands the convex hull\n",
"df1 = df[~((df.age < 20) & (df.obesity > 45))]\n",
"\n",
"x, y, z = df1.age.values, df1.obesity.values, df1.sbp.values\n",
"# don't know why, but relocating response influences on approximation\n",
"# scaling does no have any effect\n",
"mean_z = np.mean(z)\n",
"z = z - mean_z\n",
"\n",
"# build a convex hull\n",
"xy = np.vstack((x, y)).T\n",
"hull = ConvexHull(xy)\n",
"\n",
"# calculate approximation on whole x-y range\n",
"xi, yi = np.meshgrid(np.linspace(np.min(x), np.max(x), 500),\n",
" np.linspace(np.min(y), np.max(y), 500))\n",
"rbfi = Rbf(x, y, z, smooth=30, function='multiquadric')\n",
"zi = rbfi(xi, yi)\n",
"\n",
"# remove all points outside the convex hull\n",
"for i in range(xi.shape[0]):\n",
" for j in range(xi.shape[1]):\n",
" if not point_in_hull([xi[i, j], yi[i, j]], hull):\n",
" zi[i, j] = None\n",
" \n",
"levels = [120, 125, 130, 135, 140, 145, 150, 155]\n",
"colors = ['#FF00FF', '#FF49FF', '#FF92FF', '#FFDBFF',\n",
" '#DBFFFF', '#92FFFF', '#49FFFF', '#00FFFF']\n",
"fig, ax = plt.subplots(figsize=(5, 5), dpi=150)\n",
"cf = ax.contourf(xi, yi, zi+mean_z, levels=levels, colors=colors)\n",
"cs = ax.contour(\n",
" xi, yi, zi+mean_z, levels=levels, colors='black', linewidths=0.7)\n",
"ax.clabel(cs, inline=1, fontsize=6, fmt='%1.0f')\n",
"ax.scatter(x, y, s=1, color='black')\n",
"ax.set_aspect(1.66)\n",
"x_vals = np.linspace(15, 64, 8)\n",
"y_vals = np.linspace(14.7, 45.72, 8)\n",
"latice = np.transpose([np.tile(x_vals, 8), np.repeat(y_vals, 8)])\n",
"colors = [('green', 'red')[point_in_hull(latice[i], hull)]\n",
" for i in range(latice.shape[0])]\n",
"ax.scatter(latice[:, 0], latice[:, 1], s=4, color=colors)\n",
"for l in ax.get_yticklabels() + ax.get_xticklabels():\n",
" l.set_fontsize(6)\n",
"ax.set_xlabel('Age', color=GRAY4, fontsize=8)\n",
"ax.set_ylabel('Obesity', color=GRAY4, fontsize=8)\n",
"fig.colorbar(cf, ax=ax, fraction=0.048, pad=0.04)\n",
"_ = ax.text(12.5, 48.5, 'Systolic Blood Pressure', color=GRAY4, fontsize=12)\n",
"\n",
"toggle()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"There are many other possible choices of basis functions, such as Gaussian basis function\n",
"\n",
"\\begin{align}\n",
"\\phi_j (x) = \\exp \\left\\{ - \\frac{(x-\\mu_j)^2}{2s^2} \\right\\} \\nonumber\n",
"\\end{align}\n",
"\n",
"and Sigmoidal basis function\n",
"\n",
"\\begin{align}\n",
"\\phi_j (x) = \\sigma \\left( \\frac{x-\\mu_j}{s} \\right) \\text{ with } \\sigma(z) = \\frac{1}{1+\\exp(-z)} \\nonumber\n",
"\\end{align}\n",
"\n",
"where $\\mu_j$ govern the locations of the basis function in input space, and the parameter $s$ governs their spatial scale."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We plot basis functions, including polynomials, Gaussians, and Sigmoidals, as follows."
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"\n",
" show code \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"x = np.linspace(-1, 1, 100)\n",
"\n",
"funcs = {'Polynomial': [11], 'Gaussian': [np.linspace(-1, 1, 11), 0.1],'Sigmoidal': [np.linspace(-1, 1, 11), 10]}\n",
"\n",
"# call polynomial(11).dm(x), gaussian(-1,1,11).dm(x) etc.\n",
"# phi = [globals()[key.lower()](*value).dm(x) for key, value in funcs.items()]\n",
"phi = [globals()[key](*value).dm(x) for key, value in funcs.items()]\n",
" \n",
"plt.figure(figsize=(15, 4))\n",
"for i, X in enumerate(phi):\n",
" plt.subplot(1, 3, i + 1)\n",
" for j in range(12):\n",
" plt.plot(x, X[:, j])\n",
" \n",
"toggle()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- The first plot has constant, linear, quadratic functions and so on.\n",
"\n",
"- The second plot shows a group of shifting normal density curves.\n",
"\n",
"- The third plot shows a group of shifting logistic sigmoid functions."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Bayesian Regression"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We assume that the target variable $y$ is given by $f(\\mathbf{x}, \\mathbf{w})$ with additive Gaussian noise with precision $\\beta$, which is $y = f(\\mathbf{x}, \\mathbf{w}) + \\epsilon$. The approach defines a generative model\n",
"\n",
"\\begin{align*}\n",
"p(y|\\mathbf{x},\\mathbf{w}, \\beta) &= \\mathcal{N}(y|f(\\mathbf{x},\\mathbf{w}), \\beta^{-1}) \\label{prob_dist_target}\n",
"\\end{align*}"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Maximal Likelihood"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The log likelihood function is\n",
"\n",
"\\begin{align}\n",
"\\ln p(\\mathbf{y}|\\mathbf{X},\\mathbf{w}, \\beta) & = \\frac{N}{2} \\ln \\beta - \\frac{N}{2} \\ln(2\\pi) - \\beta \\textrm{E}_{\\mathcal{D}}(\\mathbf{w})\\nonumber\n",
"\\end{align}\n",
"\n",
"where\n",
"\\begin{align*}\n",
"\\textrm{E}_{\\mathcal{D}}(\\mathbf{w}) = \\sum_{i=1}^{n}\\left( y_i - \\mathbf{w}^\\intercal \\phi(\\mathbf{x}_{i}) \\right)^2 = \\text{RSS}(\\mathbf{w})\n",
"\\end{align*}\n",
"\n",
"So\n",
"\n",
"\\begin{align*}\n",
"\\max ~\\ln p(\\mathbf{y}|\\mathbf{X},\\mathbf{w}, \\beta) \\text{ is equivalent to } \\min~\\text{RSS}(\\mathbf{w})\n",
"\\end{align*}"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" show comment \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"hide_comment()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Note that\n",
"\n",
"\\begin{align}\n",
"p(y|\\mathbf{x},\\mathbf{w}, \\beta) &= \\mathcal{N}(y|f(\\mathbf{x},\\mathbf{w}), \\beta^{-1}) = \\mathcal{N}(y|\\mathbf{w}^\\intercal \\phi(\\mathbf{x}), \\beta^{-1}) \\nonumber\n",
"\\end{align}\n",
"\n",
"The likelihood function is\n",
"\n",
"\\begin{align}\n",
"p(\\mathbf{y}|\\mathbf{X},\\mathbf{w}, \\beta) &= \\prod_{i=1}^{n} \\mathcal{N}(y_i|\\mathbf{w}^\\intercal \\phi(\\mathbf{x}_{i}), \\beta^{-1}) \\nonumber \\\\\n",
"&= \\prod_{i=1}^{n} \\frac{\\beta^{1/2}}{(2\\pi)^{1/2}} \\exp\\left( \\frac{\\beta}{2} (y_i - \\mathbf{w}^\\intercal \\phi(\\mathbf{x}_{i}))^2 \\right) \\label{likelihood}\n",
"\\end{align} \n",
"\n",
"The log likelihood function is\n",
"\n",
"\\begin{align}\n",
"\\ln p(\\mathbf{t}|\\mathbf{X},\\mathbf{w}, \\beta) &= \\frac{n}{2} \\ln \\beta - \\frac{n}{2} \\ln(2\\pi) - \\frac{\\beta}{2} \\sum_{i=1}^{n}\\left( y_i - \\mathbf{w}^\\intercal \\phi(\\mathbf{x}_{i}) \\right)^2 \\nonumber \\\\\n",
"& \\equiv \\frac{n}{2} \\ln \\beta - \\frac{n}{2} \\ln(2\\pi) - \\beta E_{\\mathcal{D}}(\\mathbf{w})\\nonumber \n",
"\\end{align}\n",
"\n",
" $\\blacksquare$ "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Regularization"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can view regularization as Bayesian estimates. Suppose the noise precision parameter $\\beta$ is known. The likelihood function is. Note that the inputs $\\mathbf{x}$ will always appear in the set of conditioning variables. We may drop the explicit $\\mathbf{x}$ from future expressions for simplicity.\n",
"\n",
"\\begin{align}\n",
"p(\\mathbf{y}|\\mathbf{X},\\mathbf{w}) \\equiv p(\\mathbf{y}|\\mathbf{w}) = \\prod_{i=1}^{n} \\mathcal{N}\\left(y_i|\\mathbf{w}^\\intercal \\phi(\\mathbf{x}_i), \\beta^{-1} \\right) \\nonumber\n",
"\\end{align}\n",
"\n",
"The corresponding conjugate prior $p(\\mathbf{w}| \\alpha) = \\mathcal{N}(\\mathbf{w} | \\mathbf{0}, \\alpha^{-1}\\mathbf{I})$. The posterior distribution is\n",
"\n",
"\\begin{align}\n",
"p(\\mathbf{w} | \\mathbf{y}) & \\propto p(\\mathbf{y}|\\mathbf{w}, \\beta) p(\\mathbf{w}) \\nonumber\n",
"\\end{align}\n",
"\n",
"The log of the posterior distribution takes the form\n",
"\n",
"\\begin{align*}\n",
"\\ln p(\\mathbf{w} | \\mathbf{y}, \\mathbf{X}) &= \\ln p(\\mathbf{y}|\\mathbf{w}, \\beta) + \\ln p(\\mathbf{w})\\\\\n",
"&= \\sum_{i=1}^{n} \\ln \\mathcal{N}\\left(y_i|\\mathbf{w}^\\intercal \\phi(\\mathbf{x}_i), \\beta^{-1} \\right) + \\ln \\mathcal{N}(\\mathbf{w} | \\mathbf{0}, \\alpha^{-1}\\mathbf{I}) \\\\\n",
"&= -\\frac{\\beta}{2} \\sum_{i=1}^{n} \\left( y_i - \\mathbf{w}^\\intercal \\phi(\\mathbf{x}_i) \\right)^2 - \\frac{\\alpha}{2} \\mathbf{w}^\\intercal \\mathbf{w} + \\text{const.} \\nonumber\n",
"\\end{align*}\n",
"\n",
"Moreover, we have $p(\\mathbf{w} | \\mathbf{y}) = \\mathcal{N}(\\mathbf{w} | \\mathbf{m}_n, \\mathbf{S}_n)$."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We consider general prior $p(\\mathbf{w}) = \\mathcal{N}(\\mathbf{w} | \\mathbf{m}_0, \\mathbf{S}_0)$ and the posterior\n",
"\n",
"\\begin{align*}\n",
"p(\\mathbf{w} | \\mathbf{y}) & \\propto \\left[ \\prod_{i=1}^{n} \\mathcal{N}\\left(y_i|\\mathbf{w}^\\intercal \\phi(\\mathbf{x}_i), \\beta^{-1} \\right) \\right] \\mathcal{N}(\\mathbf{w} | \\mathbf{m}_0, \\mathbf{S}_0) \\\\\n",
"& \\propto \\exp \\left( -\\frac{\\beta}{2} (\\mathbf{y} - \\Phi \\mathbf{w})^\\intercal (\\mathbf{y} - \\Phi \\mathbf{w})\\right) \\exp \\left( -\\frac{1}{2} (\\mathbf{w} - \\mathbf{m}_0)^\\intercal \\mathbf{S}^{-1}_0 (\\mathbf{w} - \\mathbf{m}_0)\\right) \n",
"\\\\\n",
"& = \\exp \\left[ -\\frac{1}{2} \\left(\\mathbf{w}^\\intercal (\\mathbf{S}^{-1}_0 + \\beta\\Phi^\\intercal \\Phi ) \\mathbf{w} - (\\mathbf{S}^{-1}_0 \\mathbf{m}_0 + \\beta \\Phi^\\intercal \\mathbf{y})^\\intercal \\mathbf{w} - \\mathbf{w}^\\intercal (\\mathbf{S}^{-1}_0 \\mathbf{m}_0 + \\beta \\Phi^\\intercal \\mathbf{y})\\right) \\right] \\\\\n",
"& \\hspace{2cm} \\exp \\left[ -\\frac{1}{2} \\left( \\beta \\mathbf{y}^\\intercal \\mathbf{y} + \\mathbf{m}_0^\\intercal \\mathbf{S}_0^{-1} \\mathbf{m}_0\\right) \\right] \\\\\n",
"& = \\exp \\left( -\\frac{1}{2} (\\mathbf{w} - \\mathbf{m}_n)^\\intercal \\mathbf{S}^{-1}_n (\\mathbf{w} - \\mathbf{m}_n)\\right) \\exp \\left( -\\frac{1}{2} (\\beta \\mathbf{y}^\\intercal \\mathbf{y} + \\mathbf{m}_0^\\intercal \\mathbf{S}_0^{-1} \\mathbf{m}_0 - \\mathbf{m}_n^\\intercal \\mathbf{S}_n^{-1} \\mathbf{m}_n)\\right) \n",
"\\end{align*}\n",
"\n",
"where\n",
"\n",
"\\begin{align*}\n",
"\\mathbf{m}_n = \\mathbf{S}_n \\left( \\mathbf{S}^{-1}_0 \\mathbf{m}_0 + \\beta \\mathbf{\\Phi}^\\intercal \\mathbf{y} \\right) \\text{ and } \\mathbf{S}^{-1}_n = \\mathbf{S}^{-1}_0 + \\beta \\mathbf{\\Phi}^\\intercal \\mathbf{\\Phi}\n",
"\\end{align*}\n",
"\n",
"The first exponential corresponds to the posterior, unnormalized Gaussian distribution over $\\mathbf{w}$, while the second exponential is independent of $\\mathbf{w}$ and hence can be absorbed into the normalization factor. For prior $p(\\mathbf{w}| \\alpha) = \\mathcal{N}(\\mathbf{w} | \\mathbf{0}, \\alpha^{-1}\\mathbf{I})$,\n",
"\n",
"\\begin{align}\n",
"\\mathbf{m}_n = \\beta \\mathbf{S}_n\\mathbf{\\Phi}^\\intercal \\mathbf{y} \\text{ and } \\mathbf{S}^{-1}_n = \\alpha\\mathbf{I} + \\beta \\mathbf{\\Phi}^\\intercal \\mathbf{\\Phi} \\nonumber\n",
"\\end{align}"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Bayesian Learning"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We illustrate Bayesian learning and the sequential update of a posterior distribution on a simple example involving straight-line fitting.\n",
"\n",
"Consider a simple linear model of the form $y(x, \\mathbf{w}) = -0.3 + 0.5 x$. We demonstrate how $p(\\mathbf{w} | \\mathbf{y}, \\mathbf{X})$ changes through learning\n",
"\n",
"- Figure \"prior/posterior\" shows the initial belief of $\\mathbf{w}$ and how it involves after knowing more data points. Based on Bayesian model, prior/posterior distribution is a normal distribution \n",
" \n",
" `multivariate_normal.pdf(w, mean=model.w_mean, cov=model.w_cov)` \n",
" \n",
" and the mean is approaching to the true value $(-.3, .5)$ from $(0,0)$.\n",
"\n",
"- The likelihood function provides a soft constraint that the line must pass close to the data point, where close is determined by the noise precision $\\beta$. We demonstrate $p(y_0|x_0, \\mathbf{w})$ for one point (at `end` position). Standardized pdf\n",
"\n",
" `contour(w0, w1, multivariate_normal.pdf((-t_train[end-1: end] + w @ phi_train[end-1: end].T)*model.beta))`\n",
"\n",
" enumerates all the values of $\\mathbf{w}$ and shows the probability that the response $y_0$ occurs. The graph always highlights a straight stripe near the true value $(-.3, .5)$ because any $\\mathbf{w}$ on the line $y_0 = w_0 + w_1 x_0$ has large likelihood function value.\n",
"\n",
"- The lines in Figure \"data space\" are based on randomly generated $\\mathbf{w}$ following current belief."
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
" show code \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"def linear(x):\n",
" return -0.3 + 0.5 * x\n",
"\n",
"w0, w1 = np.meshgrid(\n",
" np.linspace(-1, 1, 100),\n",
" np.linspace(-1, 1, 100))\n",
"w = np.array([w0, w1]).transpose(1, 2, 0)\n",
"\n",
"x_train, t_train = create_data(linear, 20, 0.1, [-1, 1])\n",
"x_test = np.linspace(-1, 1, 100)\n",
"\n",
"phi_train = Polynomial(1).dm(x_train)\n",
"phi_test = Polynomial(1).dm(x_test)\n",
"\n",
"model = Bayesian(alpha=2., beta=25.)\n",
"\n",
"for beg, end in [[0, 0], [0, 1], [1, 2], [2, 3], [3, 20]]:\n",
" model.fit(phi_train[beg: end], t_train[beg: end])\n",
" \n",
" fig, axes = plt.subplots(1,3,figsize=(16, 4))\n",
" if end > 0:\n",
" axes[0].scatter(-0.3, 0.5, s=200, marker=\"x\")\n",
" # Use standardization.\n",
" axes[0].contour(w0, w1, \n",
" multivariate_normal.pdf((-t_train[end-1: end] + w @ phi_train[end-1: end].T)*model.beta))\n",
" axes[0].set_xlabel(\"$w_0$\")\n",
" axes[0].set_ylabel(\"$w_1$\")\n",
" axes[0].set_title(\"likelihood\") \n",
" \n",
" axes[1].scatter(-0.3, 0.5, s=200, marker=\"x\")\n",
" axes[1].contour(w0, w1, multivariate_normal.pdf(w, mean=model.w_mean, cov=model.w_cov))\n",
" axes[1].set_xlabel(\"$w_0$\")\n",
" axes[1].set_ylabel(\"$w_1$\")\n",
" axes[1].yaxis.set_label_coords(-.12,.5)\n",
" axes[1].set_title(\"prior/posterior\")\n",
" \n",
" axes[2].scatter(x_train[:end], t_train[:end], s=20, facecolor=\"none\", edgecolor=\"steelblue\", lw=1)\n",
" # use posterior dist to generate w, and then w is used for prediction\n",
" axes[2].plot(x_test, \n",
" phi_test @ np.random.multivariate_normal(model.w_mean, model.w_cov, size=6).T, c=\"orange\")\n",
" axes[2].set_xlim(-1, 1)\n",
" axes[2].set_ylim(-1, 1)\n",
" axes[2].set_xlabel(\"$x$\")\n",
" axes[2].set_ylabel(\"$y$\") \n",
" axes[2].yaxis.set_label_coords(-.12,.5)\n",
" axes[2].set_title(r\"data space $n={}$\".format(end))\n",
" plt.show()\n",
"toggle()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Bayesian Prediction\n",
"\n",
"We use polynomial curve fitting as an illustration of the predictive distribution for Bayesian linear regression models. It provides a confidence region on predictions"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
" show code \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x_train, t_train = create_data(sinusoidal, 10, 0.25)\n",
"x_test = np.linspace(0, 1, 100)\n",
"t_test = sinusoidal(x_test)\n",
"\n",
"phi_train = Gaussian(np.linspace(0, 1, 9), 0.1).dm(x_train)\n",
"phi_test = Gaussian(np.linspace(0, 1, 9), 0.1).dm(x_test)\n",
"\n",
"t, t_std = Bayesian(alpha=2e-3, beta=2).fit(phi_train, t_train).predict_dist(phi_test)\n",
"\n",
"plt.scatter(x_train, t_train, facecolor=\"none\", edgecolor=\"b\", s=50, label=\"training data\")\n",
"plt.plot(x_test, t_test, c=\"g\", label=\"$\\sin(2\\pi x)$\")\n",
"plt.plot(x_test, t, c=\"r\", label=\"mean\")\n",
"plt.fill_between(x_test, t_test - t_std, t_test + t_std, color=\"pink\", label=\"std.\", alpha=0.5)\n",
"plt.xlim(-0.1, 1.1)\n",
"plt.ylim(-1.5, 1.5)\n",
"plt.annotate(\"n=9\", xy=(0.8, 1))\n",
"plt.legend(bbox_to_anchor=(1.05, 1.), loc=2, borderaxespad=0.)\n",
"plt.show()\n",
"toggle()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To recap the example and dive into the details, we show the predictive distribution for Bayesian linear regression models by sequentially learning data points."
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
" show code \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x_train, t_train = create_data(sinusoidal, 25, 0.25)\n",
"x_test = np.linspace(0, 1, 100)\n",
"t_test = sinusoidal(x_test)\n",
"\n",
"phi_train = Gaussian(np.linspace(0, 1, 9), 0.1).dm(x_train)\n",
"phi_test = Gaussian(np.linspace(0, 1, 9), 0.1).dm(x_test)\n",
"\n",
"model = Bayesian(alpha=2e-3, beta=2)\n",
"\n",
"plt.figure(figsize=(18, 8))\n",
"for i, [beg, end] in enumerate([[0, 1], [1, 2], [2, 4], [4, 8], [8, 25]]):\n",
" t, t_std = model.fit(phi_train[beg: end], t_train[beg: end]).predict_dist(phi_test)\n",
" \n",
" plt.subplot(2,3,i+1)\n",
" \n",
" plt.scatter(x_train[:end], t_train[:end], s=100, facecolor=\"none\", edgecolor=\"steelblue\", lw=2)\n",
" plt.plot(x_test, t_test, label=\"$\\sin(2\\pi x)$\")\n",
" plt.plot(x_test, t, label=\"fitting\")\n",
" plt.fill_between(x_test, t - t_std, t + t_std, color=\"orange\", alpha=0.5)\n",
" plt.xlim(-0.02, 1)\n",
" plt.ylim(-2, 2)\n",
" plt.title(r\"data size $n={}$\".format(end))\n",
" plt.legend()\n",
"plt.show()\n",
"toggle()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Evidence Approximation\n",
"\n",
"The predictive distribution is\n",
"\\begin{align}\n",
"p(t|\\mathbf{y}, \\alpha, \\beta) = \\mathcal{N} \\left( t | \\mathbf{m}^\\intercal_{n} \\phi(\\mathbf{x}), \\sigma^2_n(\\mathbf{x}) \\right) \\nonumber\n",
"\\end{align}\n",
"\n",
"The key is to obtain hyperparameters $\\alpha, \\beta$ as well as $\\mathbf{m}_n$.\n",
"\n",
"1. Initialization: $k = 0$, $\\alpha^0 = \\alpha_0$ and $\\beta^0 = \\beta_0$\n",
"\n",
"2. Find eigenvalues $\\lambda_i$, $i=0, \\ldots, M-1$ such that \n",
"\\begin{align}\n",
"\\left(\\beta \\Phi^\\intercal \\Phi \\right) \\mathbf{u}_i = \\lambda_i \\mathbf{u}_i \\nonumber\n",
"\\end{align}\n",
"\n",
"3. Let\t\t\n",
"\\begin{align}\n",
"\\gamma^k = \\sum_{i=0}^{M-1} \\frac{\\lambda_i}{\\alpha^k+\\lambda_i},~ \\alpha^{k+1} = \\frac{\\gamma^k}{\\mathbf{w}^\\intercal_{mean} \\mathbf{w}_{mean}} \\text{ and } \\frac{1}{\\beta^{k+1}} = \\frac{1}{N - \\gamma} \\sum_{i=1}^{N} \\left( y_i - \\mathbf{w}^\\intercal_{mean} \\phi(x_i) \\right)^2 \\nonumber\n",
"\\end{align}\n",
" where $\\mathbf{w}_{mean} = \\mathbf{m}_n = \\beta \\mathbf{S}_n\\mathbf{\\Phi}^\\intercal \\mathbf{y}$.\n",
"\n",
"4. If $|\\alpha^{k+1} - \\alpha^{k}| + |\\beta^{k+1} - \\beta^{k}| <$ threshold, then return $\\alpha, \\beta$, else $k = k+1$ and go to step 2.\n",
"\n",
"For the polynomial regression model with degree from 0 to 8, we find the optimal value of the evidence function. The empirical bayes approach is applied and the evidence favours the model with degree $= 3$."
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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""
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"\n",
" show code \n",
" "
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"text/plain": [
""
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"execution_count": 41,
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"source": [
"def cubic(x):\n",
" return x * (x - 5) * (x + 5)\n",
"\n",
"x_train, t_train = create_data(cubic, 30, 10, [-5, 5])\n",
"x_test = np.linspace(-5, 5, 100)\n",
"t_test = cubic(x_test)\n",
"\n",
"phi_train = [Polynomial(i).dm(x_train) for i in range(8)]\n",
"\n",
"models = [Empirical(alpha=100., beta=100.).fit(phi, t_train, max_iter=100) for phi in phi_train]\n",
"evidences = [model.log_evidence(phi, t_train) for model, phi in zip(models, phi_train)]\n",
"\n",
"opt_degree = int(np.nanargmax(evidences))\n",
"\n",
"phi_test = Polynomial(opt_degree).dm(x_test)\n",
"t, t_std = models[opt_degree].predict_dist(phi_test)\n",
"\n",
"plt.scatter(x_train, t_train, s=50, facecolor=\"none\", edgecolor=\"steelblue\", label=\"observation\")\n",
"plt.plot(x_test, t_test, label=\"x(x-5)(x+5)\")\n",
"plt.plot(x_test, t, label=\"prediction\")\n",
"plt.fill_between(x_test, t - t_std, t + t_std, alpha=0.5, label=\"std\", color=\"orange\")\n",
"plt.legend()\n",
"plt.show()\n",
"\n",
"plt.plot(evidences)\n",
"plt.title(\"Model evidence\")\n",
"plt.xlabel(\"degree\")\n",
"plt.ylabel(\"log evidence\")\n",
"plt.show()\n",
"toggle()"
]
}
],
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"state": {}
},
"04d8c7bd8e5940c0b4c13d9d9e9f986d": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.2.0",
"model_name": "LayoutModel",
"state": {}
},
"052ea5ab08724c03b844aaea81d69f79": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "DescriptionStyleModel",
"state": {
"description_width": ""
}
},
"07a2b8ae71f64251b5369f332345c5f5": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "DropdownModel",
"state": {
"_options_labels": [
"Polynomial",
"Gaussian",
"Sigmoidal"
],
"description": "Basis Functions:",
"index": 1,
"layout": "IPY_MODEL_f852c4a80b764f65898dca4b71398b53",
"style": "IPY_MODEL_b15d634b2c23402f81eabc2df767067e"
}
},
"07b7d3e38a23497bb58c57d1a41eedc8": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "DescriptionStyleModel",
"state": {
"description_width": "initial"
}
},
"0846d4e619ac4a528070fe4201a20e21": {
"model_module": "@jupyter-widgets/output",
"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_a5a0304ac25f4d7da1b3720ebc2c39c3",
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
}
},
"1cef8e59e64d4f11b7ec9b701103212a": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "VBoxModel",
"state": {
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],
"children": [
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],
"layout": "IPY_MODEL_cfdbb5102f6e4d8b89b970529f043411"
}
},
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"model_module": "@jupyter-widgets/base",
"model_module_version": "1.2.0",
"model_name": "LayoutModel",
"state": {}
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"layout": "IPY_MODEL_c1e7b1619c5442da9a079d3aede70077",
"style": "IPY_MODEL_e6d6c90689504f3cafaca4b4f428ac92",
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"outputs": [
{
"data": {
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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"ename": "AttributeError",
"evalue": "module 'matplotlib.pyplot' has no attribute 'x_lable'",
"output_type": "error",
"traceback": [
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[1;31mAttributeError\u001b[0m Traceback (most recent call last)",
"\u001b[1;32m~\\AppData\\Local\\Continuum\\anaconda3\\envs\\bzan\\lib\\site-packages\\ipywidgets\\widgets\\interaction.py\u001b[0m in \u001b[0;36mupdate\u001b[1;34m(self, *args)\u001b[0m\n\u001b[0;32m 249\u001b[0m \u001b[0mvalue\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mwidget\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_interact_value\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 250\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mwidget\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_kwarg\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 251\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m**\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 252\u001b[0m \u001b[0mshow_inline_matplotlib_plots\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 253\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mauto_display\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mresult\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;32m\u001b[0m in \u001b[0;36mbias_and_var\u001b[1;34m(fname)\u001b[0m\n\u001b[0;32m 52\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0malpha_range\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvar\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlabel\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"var\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 53\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0malpha_range\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mbias2\u001b[0m\u001b[1;33m+\u001b[0m\u001b[0mvar\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlabel\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34mr\"bias$2$+var\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 54\u001b[1;33m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mx_lable\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'$\\ln \\lambda$'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 55\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 56\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlegend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;31mAttributeError\u001b[0m: module 'matplotlib.pyplot' has no attribute 'x_lable'"
]
}
]
}
},
"26243f7247734b9fb80200ca6e657a89": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "CheckboxModel",
"state": {
"description": "Original",
"disabled": false,
"layout": "IPY_MODEL_d7cb79b85d52467fac817cf6b2c9c809",
"style": "IPY_MODEL_95df4a7d81d74f90abf727a468e12849",
"value": false
}
},
"26afc4ec6fd84b6b91670d156303cdd5": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "DescriptionStyleModel",
"state": {
"description_width": ""
}
},
"27de39ff029f4bc0bcb60bcd9da95667": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.2.0",
"model_name": "LayoutModel",
"state": {}
},
"283b7949978a44e6ae9656bc3e028d6e": {
"model_module": "@jupyter-widgets/output",
"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_a90c05f208834726b35b1c75d5b761d2",
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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3Hc8//zze3sZ0cImJidTX11NVVUVZWRnx8fEAPPXUU1xxxRXtTuhyeh6C9t6/X79+MqlLD1LTWMOajDWs3L+SivoKpoZN5Z74exjsJ6PAChsMfWtquyvc9vGWLVv49NNP2bZtG+7u7kyZMoW6ujpiYmJISUnhww8/5JFHHmHGjBk8+uijNDY2ct1113HjjTdy7bXXntnOjh07zmzvXH36bSd0+aH3B5nUpSeoNdWyLmMdr+57lfL6ci4JvYR7RtxDXICMfShaSOhfgGPHjrFt2zbGjx/Pm2++yaRJk85aXlFRQe/evXF3dycjI4Pt27cDUFBQgJ+fHwsWLMDT05OVK1eitea2224jNjaW3/72txdcS9sJXX7o/YV9qzPV8fbBt1mRtoLSulImBE/gnvh7GNFnhLVLE92QhP4FiI2N5bXXXuPOO+8kOjqau++++6zlM2fO5OWXX2b48OEMGjToTHdKWloaDz/8MA4ODjg7O/PSSy/x7bffsmrVKoYNG3am++bJJ5/kJz/5iUW1tJ3Q5YfeX9inRnMj67PW88reVzhRe4LEfoksjl/MqL6jrF2a6MaU1t1rdsKEhASdnJx81nMHDhwgNjbWShX1HPJ7tg1NuonNOZt5YdcL5FXlMSpwFPeOvJcx/cZYuzRhRUqpFK11wvnWk2/6QtiQHcd3sDhlMeml6cT0juGly19iYvBEOfVSWExCXwgbkFmWyXO7nuPb/G8J8gjib5P+xpWRV8pFVeKC2Uzoa63l20wn6m7dfMJwvOo4S3cv5YNDH+Dl4sVDCQ8xf/B8XB1drV2asFE2Efpubm6Ulpbi7+8vwd8JtNaUlpbi5ibjpHcXFfUVvJL2CmsOrAHglqG3cNvQ2/Bx9bFyZcLW2UToh4aGkpeXR3FxsbVLsVtubm6Ehv7gNMeiCzSaG1mTsYZ/7/03VQ1VzB44m1/F/0qGOBYdxiZC39nZmcjISGuXIUSn0VrzRe4XPJv8LMcqjzEpZBIPjH6AmN4x1i5N2BmbCH0h7FlmWSb/3PlPdhTuYIDPAF6+/GUmhky0dlnCTknoC2ElpbWlLN29lHez3sXLxYs/JP6B62Oux8lB/ixF55H/XUJ0sQZzA6sPrGb53uXUmeq4YfAN3DXiLjlIK7qEhL4QXURrzefHPueZ5GfIq8rj0tBLeTDhQSJ95HiV6DoWTZ+klJqplMpUSmUrpX7fzvJLlFK7lFImpdTcVs/HK6W2KaX2K6X2KqXmdWTxQtiKg+UHuf3j2/nNlt/g5uTGvy//N0svWyqBL7rceb/pK6UcgWXAdCAP2KmUStJap7da7RhwC/BQm5fXADdprbOUUsFAilJqs9b6ZIdUL0Q3d6rhFMtSl7Eucx2eLp78MfGPzI2ZK/32wmos+Z83FsjWWh8GUEqtBeYAZ0Jfa53TvKyp9Qu11gdb3S9QSp0A+gAS+sKuNekm3st+jyW7lnCy/iTXx1zPvfH34uvma+3SRA9nSeiHALmtHucBls3r14pSaizgAhxqZ9lCYCFwZgYoIWxVWnEaT+54kn2l+xgZOJKXx75MrL+MXiq6B0tCv71xDy5ooBalVBCwCrhZa93UdrnWejmwHIyhlS9k20J0F6W1pSzZtYQN2Rvo06sPf5/8d66MvFKGDhHdiiWhnweEtXocChRY+gZKKW9gI/AnrbVM5STsjqnJxLrMdSxLXUatqZZfxv2SO0fciYezTFEpuh9LQn8nEK2UigTygfnADZZsXCnlAmwAXtdav/2jqxSim9pZuJMndzxJ9slsJgRPYNHYRQzwGWDtsoQ4p/OGvtbapJS6F9gMOAKvaq33K6UeB5K11klKqTEY4d4buFop9RetdRzwM+ASwF8pdUvzJm/RWu/ujA8jRFcprinmmeRn+PDIhwR7BPP81OeZFjZNunJEt2cT0yUK0V2YmkysObCGF/e8SKO5kVuH3cptQ2/DzUmGpRbWJdMlCtHBUopS+NuOv5FVnsWkkEk8MvYRwr3lbDNhWyT0hTiPktoSFicv5oPDH0hXjrB5EvpCnMPps3KWpi6l3lzPHcPu4I7hd9DLqZe1SxPiR5PQF6IdqSdSeWL7ExwsP8jE4Ik8kvgI/b37W7ssIS6ahL4QrZTWlrI4ZTFJh5Lo59GP56Y8x2Xhl0lXjrAbEvpCAOYmM28dfIt/7foXteZabht6GwuHL8Td2d3apQnRoST0RY+3+8RuntzxJAfKDjAuaBx/SPyDDHks7JaEvuixyurKeD7leTZkbyDQPZBnLn2GGf1nSFeOsGsS+qLHMTeZeSfrHZbsWkJNYw2/HPpL7hp+l3TliB5BQl/0KGnFaTyx4wnSS9MZ228sf0z8IwN8Zawc0XNI6IseobyunCW7lvBu1rsE9Arg6UueZmbETOnKET2OhL6wa6YmE28ffJt/pf6L2sZafjHkF9wTf48Meyx6LAl9YbdSilJ4cseTHCw/SGJQIo+MfYSBvgOtXZYQViWhL+zOiZoTLE5ZzMbDG+nn0Y/FUxZzefjl0pUjBBL6wo40mht548AbvLznZUxNJhYOX8jtw26XsXKEaEVCX9iFrflb+ft3fyfnVA5TQqfwuzG/I8w77PwvFKKHkdAXNi23Mpdnk5/ls2OfEe4VzrLLlnFJ6CXWLkuIbktCX9ikqoYq/pP2H1alr8LJwYn7R93PTUNuwsXRxdqlCdGtSegLm2JuMvP+ofd5YdcLlNaVMnvgbO4fdT+B7oHWLk0ImyChL2zGzsKdPL3zaTLKMojvE8/Sy5YyNGCotcsSokNorTlVa8LH3blT30dCX3R7uZW5LE5ezKfHPiXII4h/XvJProi4Qk7BFHbhVF0jG3bls3rHUQK93Hjj9sROfT8JfdFtte23vzf+Xm6Ouxk3JzdrlybERUvLq+CN7UdJ2lNAbaOZ4aE+zB4RjNa6U7/QSOiLbsfUZGJD9gaWpS6TfnthV2oaTHywp4DVO46xN6+CXs6OzIkP5obEcIaH+nZJDRL6otvQWvP5sc95ftfz5JzKYWTgSOm3F3bhYFEla3Yc451deVTWmYgO9OQvs+O4ZmQIPr06tw+/LQl90S2kFKWwOGUxe4v3EukTyZKpS5gaNlX67YXNqjeZ2bSvkNU7jvHdkTJcHB2YNawfNyb2Z0xEb6v937Yo9JVSM4ElgCPwitb6H22WXwI8DwwH5mut17dadjPwp+aHT2itX+uIwoV9yC7PZsmuJWzJ20Jgr0AeG/8Yc6Lm4OQg30eEbcotq+HN746xbmcupdUNhPu58/tZg7l+dCj+nq7WLu/8oa+UcgSWAdOBPGCnUipJa53earVjwC3AQ21e6wf8H5AAaCCl+bXlHVO+sFWF1YUs272MpENJeDh5cP+o+7kx9kYZJ0fYJHOT5quDxazafpQvMk+ggGmD+/KL8f2ZHBWAg0P32WO15OvUWCBba30YQCm1FpgDnAl9rXVO87KmNq+9AvhEa13WvPwTYCbw5kVXLmxSRX0FK/atYM2BNTTpJhbELuCOYXfg69Y1B7GE6EglVfW8lZzLmh3HyCuvJcDTlXunRjF/bDghvt3zC4wloR8C5LZ6nAdYeiJpe68NabuSUmohsBAgPDzcwk0LW1LZUMmaA2t4Lf01qhqquGrAVdw78l6CPYOtXZoQF0RrTcrRclZtP8qHacdpNGvGDfDj97MGM2NIP1ycHKxd4g+yJPTb2y/RFm7fotdqrZcDywESEhIs3bawAafD/vX01znVcIopoVO4d+S9DPIbZO3ShLggtQ1mkvbk89rWo6QfP4WXqxM3JvZnwbhwogK9rF2exSwJ/Tyg9Ri1oUCBhdvPA6a0ee0WC18rbFhVQxWrD6w+K+zvir+LOP84a5cmxAU5VlrDGzuOsm5nLhW1jQzu58WTPx3GNSODcXexvRMOLKl4JxCtlIoE8oH5wA0Wbn8z8KRSqnfz4xnAIxdcpbAZEvbCHjQ1ab7OLuH1rTl8nnkCB6WYGdePm8b3Z2ykn02fSnze0Ndam5RS92IEuCPwqtZ6v1LqcSBZa52klBoDbAB6A1crpf6itY7TWpcppf6K0XAAPH76oK6wLxL2wh6cqmtkfXIeq7Yf5UhJNQGeLvx6ahQ3JPann499DP+htO5eXegJCQk6OTnZ2mUIC5XVlbE2Yy2rD6yWsBc260hJNSu/PcLbKXnUNJgZGe7LLRMimDm0H65OjtYuzyJKqRStdcL51rO9DinRLRypOMKq9FUkHUqi3lzPlLAp3DVCwl7YDq012w6VsuKbI3yeeQInB8XVI4K5ZUJEl42DYw0S+sJiWmt2ndjFyv0r+TL3S5wdnLl64NXcFHcTA3wGWLs8ISxS12gmaU8Br35zhIzCSvw9XPj1tGgWjAsn0Ms+unB+iIS+OC9Tk4nPjn3Ga/tfI60kDV9XX+4ccSfzBs0joFeAtcsTwiLFlfWs3nGUN7YfpaSqgUF9vXj6uuHMjg/Gzdk2unA6goS+OKeaxho2ZG9gVfoq8qvyCfcK50+Jf2J21GwZLkHYjIzCU6z4+gjv7y6gwdzEtMGB3DoxkolR/jZ9Fs6PJaEvvierPIt3st4h6VASlQ2VjAwcycMJDzMlbAqODj3nG5GwXVprdhwp4+UvD7Els5hezo7MGxPGLRMjGNjH09rlWZWEvgCg1lTLxzkfs/7genYX78bZwZnLwy/nhtgbiA+Mt3Z5QljE3KT5JL2Ql748zJ7ck/h7uPDQjBgWjOuPr7uLtcvrFiT0e7is8izWH1zPB4c/oLKhkgjvCB5KeIjZA2fT2633+TcgRDdQ12hmQ2o+//nqMIdLqunv784T1wxl7ujQHtVfbwkJ/R6o1lTL5pzNrD+4nj3Fe3B2cGZ6/+nMjZlLQt+EHtnPKWxTRW0jq3cc5b/f5lBcWc+wEB+W3TCKmUP74diNhjPuTiT0ewhzk5mUohQ+yvmIzUc2U9lYSaRPJA8nPMzsgbNlaGNhU06cquOVb46wZscxqupNTI4OYMm8eMYP7JkHZy+EhL4da9JN7C3ey0dHPuLjox9TUltCL6deXBZ+GddFX8fovqPlD0TYlOMVtfz7y8O8+d0xGs1NXDU8mIWXDGBoiI+1S7MZEvp2RmtNelk6m45sYlPOJgqrC3FxcOHSsEu5IuIKLgm9RE63FDYnr7yGl788xFs782jSmmtHhXDPlCgiAjysXZrNkdC3A1prDpYfZHPOZjblbCK3MhcnBycmBE/gvpH3MTVsKp4uPfs0NWGbjpXW8OKWbNan5KEUXJ8Qxt2XDiTMz93apdksCX0bVd1YzfaC7Xyd/zXfFnxLYXUhDsqBsf3Gcvuw27ks/DJ8XGWXV9imw8VVLPviEO/tzsfRQXFjYjh3XjqQ4G46BaEtkdC3EVprsk5m8U3+N3yT/w2pRamYtAkPZw/GBY3jzuF3MiVsigyLIGxa9okqln6eRdKeAlycHLh5fAR3XjqAvt72PyZOV5HQ78Yq6ivYWbjzTNAX1RQBEN07ml/E/YLJIZOJ7xOPs6OzlSsV4uLkltWw5LMs3t2Vh5uzI3dMHsDtkwfQx8vV2qXZHQn9bkJrTc6pHHaf2M2e4j3sPrGbQxWHAPB09mRc0DjuDrmbiSET6efRz8rVCtExTpyqY+kX2bz53TGUUtw6MZK7pwzE31PCvrNI6FtJramW/SX72V28mz0n9rC7eDcn608C4OXiRXyfeH4y4CeMChzFiMARODvIt3lhP07WNPDyl4dZufUIJrPmZ2PC+PW0KIJ8pM++s0nodzKtNSW1JWSdzCK7PJvsk9kcLD9IZlkmJm0CIMI7gilhU4jvE8/IwJFE+ETgoBysXLkQHa+q3sSr3xzhP18dpqrBxDXxIfzm8mj6+8upl11FQr8DVdRXcOjkIbJPZpNVnkX2SSPkT3+DB/Bz8yPaN5qb425mZOBIhvcZLmPcCLtX12jmje1HeXHLIcqqG5gxpC8PzhjEoH5e1i6tx5HQt5DWmor6CgqqCzheddz4WX285X7Vccrry8+s7+nsSZRvFJf3v5wo3yiifaMZ6DsQ/17+VvwUQnQtc5Pm3V15PPvxQQpP1TE5OoAHZwwiPkyG/bCWHhv6WmtqTDWcrD/JyfqTVNRVtNyvr6Cioflx3UkKqwu8GV1vAAAgAElEQVQpqC6g1lR71jZ6OfUiyCOIIM8ghvgPIcwr7EzA9/PoJ0MciB7t2+wSnth4gAPHTzEi1IfF80YwYaCcUmxtdhP6lQ2V/HPnP6k319Ngbjjr5/eea6qnurEaU5PpnNvzdPbEx9UHX1df+nv3Z3zweII8ggj2DCbIM4hgj2B8XX0l2IVoI6uokr9/lMHnGScI8e3FCz8fyVXDgnCQUS+7BbsJ/SbdxNaCrbg6uuLi6IKroyuujq64Obnh4+pz5vHpZW5Obvi6+uLr6nsm3E/f93b1lrNlhLhAxZX1PPfpQdZ+dwwPVycemTWYmydEyHj23YzdhL6Pqw+fXv+ptcsQosepbTCz4pvDvLTlEPWmJm4aH8F9l0Xj5yEzVXVHdhP6Qoiu1dSk2ZCazzMfZ3K8oo4r4vqyaOZgBvTwOWi7O4tCXyk1E1gCOAKvaK3/0Wa5K/A6MBooBeZprXOUUs7AK8Co5vd6XWv99w6sXwhhBanHyvm/pP3szatgeKgPz8+LJ3GAnJlmC84b+kopR2AZMB3IA3YqpZK01umtVrsNKNdaRyml5gNPAfOA6wFXrfUwpZQ7kK6UelNrndPRH0QI0fmKK+t5alMG61Py6OvtynPzRjBnRIgcpLUhlnzTHwtka60PAyil1gJzgNahPwd4rPn+emCpMk5r0YCHUsoJ6AU0AKc6pnQhRFdpNDfx+rajPP/JQepMZu66dCD3TovC01V6iG2NJf9iIUBuq8d5QOK51tFam5RSFYA/RgMwBzgOuAMPaK3L2r6BUmohsBAgPDz8Aj+CEKIzbc0u4bEP9nOwqIpLY/rw6NVDGCj99jbLktBvb79NW7jOWMAMBAO9ga+VUp+e3ms4s6LWy4HlAAkJCW23LYSwgvyTtTy58QAb044T5teL/9yUwOWxgXJtio2zJPTzgLBWj0OBgnOsk9fcleMDlAE3AJu01o3ACaXUt0ACcBghRLdU12jmla8Ps/SLbLSG306PYeElA+R8ezthSejvBKKVUpFAPjAfI8xbSwJuBrYBc4HPtdZaKXUMmKaUegOje2cc8HxHFS+E6FhfHizm0ff3cbS0hllD+/HHK2MJ7S3z0dqT84Z+cx/9vcBmjFM2X9Va71dKPQ4ka62TgBXAKqVUNsY3/PnNL18G/BfYh9EF9F+t9d5O+ByGw1sgMA48+3TaWwhhj4or6/nr/9JJ2lPAgAAP3rgtkUnRMk6OPVJad68u9ISEBJ2cnHzhL6wsgmdjjPue/aDfsFa34eA3ABxkjHohWmtq0qxLzuXvHx6grrGJe6YO5O4pA3F1kq4cW6OUStFaJ5xvPfs538rNB27+HxSmtdwOfwGnB1Vz9oC+cWc3BIGx4CK7rqJnyiqq5A8b0tiZU05ipB9/++kwogLlrBx7Zz+h7+wGkZON22mmeijOPLshSFsPySuM5coB/KOh39CzGwPPQOt8BiG6QF2jmaWfZ/Pvrw7h4erE03OHc/3oUDkrp4ewn9Bvj5MrBA03bqdpDSePQeFeKNxnNAS5O2HfOy3rePY1GoC+Q1saAv+B4CC7vMK2fZNVwp/eSyOntIZrR4Xwx5/EyiTkPYx9h357lILe/Y1b7NUtz9eWtzQCZ7qHtrR0Dzn1gr5D2nQPDQFX2R0W3V9pVT1PbDzAhtR8IvzdWX17IhOj5EBtT9TzQv9cevU+d/dQUavGYP97kLKyeQVlHCA+66DxMPAKMhoXIaxMa80He4/zWNJ+KusauW9aFPdMjZJz7nswCf0fcq7uoYo8owEo2md0Ex3fDenvtazTy6/5OMHw5i6ioRAwCJxkfHHRdU5U1vGnDfv4OL2IEWG+/HPucGL6ykTkPZ2E/oVSCnzDjNvgn7Q8X3cKiva3NASF+2DnK2CqM5Y7OEOfwS0HjU8fL3D3s87nEHZLa2Oc+798kE5to5lHZg3mtkmRODnKKctCQr/juHlD//HG7TSzCcoOtXQNFe2DQ5/Dnjdb1vEKNhqC03sEfYfJQWPxoxVW1PGHDWl8nnGC0f178/Tc4TI4mjiLhH5ncnSCPoOM27C5Lc9XnWjeI9jX8vPQ52cfNA6MbbmuoO9Q4yByr97W+Ryi29Na83ZyHn/dmE6juYk/XzWEWyZE4Cjj3Is2JPStwTMQPKfBwGktz5110HgfFKVBxkZIXdWyjndo895AXPNtKPgNNBoX0WPln6zlkXfT+OpgMWMj/Xj6uuFEBHhYuyzRTUladBfnOmhceRyK0o1GoGi/ccv+tNVegZtxrOD03kDgEOO+jD9k97TWrPnuGH//MIMmrXl8ThwLEvvLLFbiB0nod2dKgXewcYu+vOV5Uz2UHGzpHiraD1mbYfcbLet49GlpAE43Bn0Gy7ATdqKwoo7fvbOXrw4WMzHKn39cO5wwP/m3FecnoW+LnFxbrgloraoYTuxv3jPYb9xPfhVMtc0rNF9X0DfOaAQCY42ffgOki8iGJO0p4M/v7aPeZOavc+JYMK6/DKEgLCZ/6fbEsw94ToEBU1qeazJDeU7zHkF6c6OwHzL+B7rJWMfRFfrEtGoI4oyfPqFykVk3crKmgT+/v58P9hQQH+bLc/PiiZS+e3GBJPTtnYOjcQqo/0AYMqfl+cZa48DxiQNwIt245XwDe9e1rOPq3Xz20WCjETj9U6447nJfHizmd+v3UFrVwIPTY7h7ykA57178KBL6PZVzLwiON26t1Z6E4gyjEShKN+5nfnT2WUSuPhA4+PuNgWdfaQw6WE2Dib9/mMGq7UeJCvTklZvGMCzUx9plCRsmoS/O1ssXwscZt9aqS4y9guKMlp8HPoBdr7Ws4+rTcl1Cn8Et971DZQKbH2HXsXIefGsPR0qquW1SJA9fMUjGzBEXTUJfWMYj4PsD0mkN1cUtjUBxpnE7uOnsPQNnDwiIbm4IYoxxiAJiwC8SHJ27/rN0cw2mJv71eRbLvsgmyKcXa+5IZMJAGRFTdAwJffHjKdV8oVkgDLj07GU1Zc2NQHNjUJIJOV/D3rUt6zg4GWcOBcS0uUUbw1r0QIeLq7h/7W7S8iu4blQo/zd7CN5u0jCKjiOhLzqHu9/3xyICY2C60iwoyTKuNSjONO4f3NRywRkYB4sDoo2Zzc78jAKfMLscl0hrzbqdufzlg3RcnBx46cZRzBoWZO2yhB2S0Bddy80bQkYbt9bMjcappSUHmxuD5p/71kNdRct6jq7NZyNFtWkUoozjETboZE0Dj7ybxkf7Chk/wJ/F80YQ5NPL2mUJOyWhL7oHR2cjvAOigStbntfaOIh8eu+gNAtKspuvNdgI2tyyrnuAEf7+UcZewen7vSONOZS7oW2HSvntW7sprqxn0czBLLxkgAySJjqVhL7o3pRqvuisD/SfcPYyU4Oxd1CaBaXZzbdDkP3J2UNS0DwHwulGwG9gy7ULPuFWuRq50dzE4k8O8vKXh4jw9+DdeyYwPNQ291SEbZHQF7bLycU4G6hPzPeX1Z0y5jIoPWQ0Bqf3EnJ3QkNly3oOzsZ8yX7NXUb+A1oahU461fRISTX3r01lb14F8xLCePTqIXi4yp+i6BryP03YJzdvCB5p3Fo7fZpp6aHmRqF576DsMBz5qtU4RRjHD/wimxuBVo2B30DjQPMFNghaa95OyeOxpP04O8rBWmEdFoW+UmomsARwBF7RWv+jzXJX4HVgNFAKzNNa5zQvGw78G/AGmoAxWuu6jvoAQlyQ1qeZtj2zqKnJGMr69B5C2SEoPWz8zP4UzPUt6zr1am4QBrQ0BKfvtzNMRUVtI3/YkMbGvccZN8CPxT+LJ9hXDtaKrnfe0FdKOQLLgOlAHrBTKZWktU5vtdptQLnWOkopNR94CpinlHIC3gB+obXeo5TyBxo7/FMI0REcHMAnxLhFXnL2sqYmOJXfqkE4bPwsOQhZH4O5oWVdZ3ejAWjeSziqgnj6uwZSq/z43RWJ3HlplBysFVZjyTf9sUC21vowgFJqLTAHaB36c4DHmu+vB5YqY6zXGcBerfUeAK11aQfVLUTXcnAwDgb7hp09iikYI5lW5H2vQdAnMmjK+Ij+2sQyABdgqwdkDPh+d5H/QGMOBBm7SHQyS0I/BMht9TgPSDzXOlprk1KqAvAHYgCtlNoM9AHWaq2fbvsGSqmFwEKA8PDwC/0MQliXg6NxMLh3/zNTYBZX1vPbt3azNb+IGwc7sGiMMx5VR1sahsI0OPC/s085dfVudQzh9CmnzQ2CzI8sOoglod/eVw9t4TpOwCRgDFADfKaUStFaf3bWilovB5YDJCQktN22EDbl66xiHli3h8q6Rp64Np75Y8Lan+TE3Agnj7V0FZ1uEAp2Qfp7LfMdALj7t2oMWv30GwAuMqa+sJwloZ8HhLV6HAoUnGOdvOZ+fB+grPn5L7XWJQBKqQ+BUcBnCGFnWp97Hx3oyerbExnUz+vcL3B0bvkmHz397GVnrkHIPvsso8NbYM+as9f1Dml1hXKU3Q9ZIS6OJaG/E4hWSkUC+cB84IY26yQBNwPbgLnA51rr0906v1NKuQMNwKXAcx1VvBDdRW5ZDfetTSX12El+PjacR68aQi+XiwjcH7oGoaG6ee8g27g6uTTbuAZh79tQ32bICr8BLVcnnx7QzoaHrBAX77yh39xHfy+wGeOUzVe11vuVUo8DyVrrJGAFsEoplY3xDX9+82vLlVKLMRoODXyotd7YSZ9FCKv4KO04i97Zi9aw9IaRXDU8uHPf0MWj/TmS2xuyovQQnGieCKf1gHaefVtGNG09wql3iMx9YOeU1t2rCz0hIUEnJydbuwwhzquu0cwTG9N5Y/sxRoT5svTnIwnzc7d2We0zN0L50ZYB7U6PclqSefaAds7uxp7A6QlwAponxJG5D7q95uOlCedbT67IFeJHOFxcxa/WpHLg+CkWXjKAh2YMwsWpG39DdnQ2unkCooCftDx/eu/grMYgE47tgLS3W9ZzaD7+cKYhaG4M/KO67WB2on0S+kJcoPd35/OHd9NwcXLg1VsSmDa4r7VL+vFaD2gXMfHsZfVVrYa6bp4Mp3CfMU3m6TOLlINx3CAwFvrEGnMnBw4xzjRycun6zyPOS0JfCAvVNZp5LGk/a3fmMiaiNy/8fKR9j3vv6gkho4xba411xsHjM1NkHjCmzMzY2NIYODgZZxEFDm5uDGKhbxz0jpAziqxMQl8IC2SfqORXq1PJLKrknikD+e30GJwcu3F3TmdydoN+Q41ba411xsHjEwdabgWpsP89zlza49SreW8gzmgE+g4x7nv26fKP0VNJ6AtxHu+k5PGn9/bh7uLIa7eO5dIYCah2Obu1f1ZRQ7WxR3AiHYrSoWgfZG0+e84Djz5Gt1DfoUZj0G+occzAybVrP0MPIKEvxDnUNJh49P39rE/JY9wAP5bMH0lfbzloecFcPNrvJqoqhhP7jVnQitKN+8krwNQ8CK+Dk3HQuN9QozE43aB4BHT9Z7AjEvpCtCOzsJJfrdnFoeIq7rssmvsvi5aRMTuaZx/wnHL2AHZNZuPCs8I041a0D458DXvXtXpdv+YGYCj0Gw5BI4wpMeX6AotI6AvRitaat5PzeDRpH56uzrxxWyITo+SbZZdxcGyZK3notS3PV5dCUZpx9lDRPuPn4S3Q1DxSu4tXq0aguSHoM1iuLWiHhL4QzarrTfz5vX28m5rPxCh/npsXT6CXdOd0Cx7+xh7BgCktz5nqjTOIju+F43ugcC+kvgHfVRvLHV2Ms4ZO7w0EjzSOFzjb8RlXFpDQFwLIKDzFr1bv4khJNb+dHsOvpspEJ92ek6sR5kEjgF8Yz53uHjq+p6UhyNgIqauM5crRaAiC4psbgnjjeIFLN72SuhNI6IseTWvNW8m5PPr+frx7OfPG7YlMGCjdOTardffQsLnGc1obk9wc3w0Fu42fBze1nD2kHI0rjIPijUYgeJTRVWSnewQS+qLHqqo38acNaby3u4BJUQE8Ny+ePl5yiqDdUapl1rPYq43ntDamvzzdCBzfY8yDfHrYagcnY48geKTRCISMMk4ptYNjBBL6okc6cNzozskprebB6THcI905PYtS4BNq3GKvMp7TGk4VGBeUFaQ2T2aTBLteN5Y7uhpnDQWPNBqB4FHGyKQ2dtaQhL7oUbTWvPldLn/5YD8+vZxZc8c4xg3wt3ZZojtQCnxCjFvrhqA8x2gA8ncZewZ73oSd/zGWu3gZXUKhCRAy2rh5d/LQ2hdJQl/0GFX1Jv7wbhpJewqYHG105wR4SneO+AFKNc9bHAlDrzOeazIbo5EW7IL8FOO2dWnL6aNeQc0NwCgISTD2DNy8rfcZ2pDQFz3CvvwKfv1mKkdLq3n4ikHcfelAHKQ7R/wYDo7N4wcNhvjmSQQb64zrB/KSWxqCjP81v0AZB4pDEow9gtAEYxA6R+vEr4S+sGtaa1ZtP8oT/ztAbw9n3rxjHInSnSM6mrNbS6CfVlNmHBvITzEag4MftZwx5Oxh7AGEjobQMUaD4B3UJaVK6Au7VVHTyO/e2cPm/UVMGxzIM9ePwM9DxngXXcTdD6IuM27QfHzgCOSlQN5OyE+GbS+2dAt5h0DMFXBV504jLqEv7NKuY+X8ek0qRafq+ONPYrltUqR05wjrUsqYcMZvAAy/3niusc4YYyg/2WgI6Pz/oxL6wq40NWn+8/Vh/rk5k34+brx913hGhve2dllCtM/ZDcLGGDfu7pK3lNAXdqO0qp4H397DlsxiZg3txz+uG45PL9u/mEaIjiShL+zC9sOl3L82lfLqRv46J44F4/qjlHTnCNGWhL6waeYmzdLPs1ny2UEi/D149ZYxxAX7WLssIbotCX1hswpO1vLAut3sOFLGNfHBPPHTYXi6yn9pIX6I/IUIm7RpXyGL3tlLo7mJZ68fwbWjQqQ7RwgLWDRSkFJqplIqUymVrZT6fTvLXZVS65qX71BKRbRZHq6UqlJKPdQxZYueqq7RzB83pHHXGymE+7mz8b7JXDc6VAJfCAud95u+UsoRWAZMB/KAnUqpJK11eqvVbgPKtdZRSqn5wFPAvFbLnwM+6riyRU+UUXiK+95M5WBRFXdeMoAHZwzCxcm2RjgUwtos6d4ZC2RrrQ8DKKXWAnOA1qE/B3is+f56YKlSSmmttVLqGuAwUN1hVYse5cxQChsP4O3mzOu3juWSmD7WLksIm2RJ6IcAua0e5wGJ51pHa21SSlUA/kqpWmARxl7CObt2lFILgYUA4eHhFhcv7F9ZdQO/W7+XTw8UMWVQH565foSMjCnERbAk9NvrLNUWrvMX4DmtddUP9blqrZcDywESEhLablv0UFsPlfDAut2UVzfy56uG8MsJETKUghAXyZLQzwPCWj0OBQrOsU6eUsoJ8AHKMPYI5iqlngZ8gSalVJ3WeulFVy7sVoOpiec/PchLXx4iMsCDFTePYWiInHsvREewJPR3AtFKqUggH5gP3NBmnSTgZmAbMBf4XGutgcmnV1BKPQZUSeCLH3KwqJLfrN1N+vFTzB8TxqNXD8HdRc4sFqKjnPevqbmP/l5gM+AIvKq13q+UehxI1lonASuAVUqpbIxv+PM7s2hhf5qaNCu35vCPTRl4uTqx/BejmRHXz9plCWF3lPGFvPtISEjQycnJ1i5DdKHjFbU8/PZevskuYdrgQJ66bjh9vORgrRAXQimVorVOON96st8srOqDPQX8cUMajWbNkz8dxs/HhsmFVkJ0Igl9YRUVtY08+v4+3t9dQHyYL8/NiycywMPaZQlh9yT0RZfbml3Cg2/v4URlPQ9cHsOvpg7EyVGurBWiK0joiy5T12jmmc2ZvPLNESIDPHjn7gnEh/lauywhehQJfdElUo6W8/D6PRwurmbBuHD+8JNYORVTCCuQvzrRqWobzDz7cSYrvj1CsE8vVt02lsnRMm6OENYioS86zc6cMn63fi9HSqq5MTGcR34SK5OcCGFl8hcoOlxNg4l/bs5k5dYcQnx7seb2RCZEBVi7LCEEEvqig+04XMrv3tnL0dIabhrfn0UzB+Mh3+6F6Dbkr1F0iOp6E09vyuC1bUcJ93PnzTvGMX6gv7XLEkK0IaEvLtq32SX8/t295JXX8suJETx8xSA5M0eIbkr+MsWPVlJVz982HmBDaj4R/u6sWziesZF+1i5LCPEDJPTFBWtq0qzdmcs/PjpAbaOZ+6ZFcc/UKNycHa1dmhDiPCT0xQXJKDzFHzfsI+VoOYmRfvztp8OICvS0dllCCAtJ6AuL1DSYWPJZFiu+PoJ3L2eeuX4E140KkRExhbAxEvrivD47UMSj7+8n/2QtP0sI5ZFZsfT2cLF2WUKIH0FCX5zT8Ypa/pKUzqb9hUQHevLWnXKgVghbJ6Evvqeu0cyKb47w4hfZmJo0D18xiDsmD8DFSYY/FsLWSeiLM7TWfLSvkCc/PEBeeS3Th/Tlz1cOIdzf3dqlCSE6iIS+AGBffgWP/y+d746UMbifF6tvT2SijJcjhN2R0O/hTlTW8czmTN5OyaO3uwt/++lQ5iWEyUxWQtgpCf0eqq7RzH+/zWHZF9nUm8zcPimSe6dF49PL2dqlCSE6kYR+D6O1ZtO+Qp786AC5ZbVcHtuXP14ZK5OSC9FDSOj3INsPl/LM5kySj5YzqK8Xb9yWyKRo6bcXoieR0O8Bduee5NmPM/k6q4S+3q7Sby9ED2ZR6CulZgJLAEfgFa31P9osdwVeB0YDpcA8rXWOUmo68A/ABWgAHtZaf96B9YsfcOD4KRZ/cpBP0ovw83DhT1fGsmBcfxkYTYge7Lyhr5RyBJYB04E8YKdSKklrnd5qtduAcq11lFJqPvAUMA8oAa7WWhcopYYCm4GQjv4Q4myHi6t47tMs/re3AE9XJx6cHsMvJ0XK/LRCCIu+6Y8FsrXWhwGUUmuBOUDr0J8DPNZ8fz2wVCmltNaprdbZD7gppVy11vUXXbn4nrzyGl74LIt3duXj4ujA3ZcOZOElA/B1l3FyhBAGS0I/BMht9TgPSDzXOlprk1KqAvDH+KZ/2nVAanuBr5RaCCwECA8Pt7h4Ycg/WcvyLw/x5nfGP9NN4/tzz5Qo+ni5WrkyIUR3Y0notzd2rr6QdZRScRhdPjPaewOt9XJgOUBCQkLbbYtzyCys5N9fHiJpTwEauH50KL++LJoQ317WLk0I0U1ZEvp5QFirx6FAwTnWyVNKOQE+QBmAUioU2ADcpLU+dNEVC3bmlPHylkN8lnGCXs6O/GJ8f26fPEDCXghxXpaE/k4gWikVCeQD84Eb2qyTBNwMbAPmAp9rrbVSyhfYCDyitf6248rueZqaNJ9lnODlLw+RcrSc3u7O/ObyaG4eHyFj2wshLHbe0G/uo78X48wbR+BVrfV+pdTjQLLWOglYAaxSSmVjfMOf3/zye4Eo4M9KqT83PzdDa32ioz+IvWowNZG0p4B/f3mIrBNVhPj24rGrh/CzMWG4u8jZOEKIC6O07l5d6AkJCTo5OdnaZVhdWXUDbyXn8trWHI5X1DG4nxd3XTqQK4cH4SwXVQkh2lBKpWitE863nnxV7Ea01qQcLeeN7Uf5MK2QBnMT4wb48eS1w5gS00fmoxVCXDQJ/W6gqt7Ee6n5vLH9KBmFlXi5OvHzsWHcOK4/MX29rF2eEMKOSOhbUUbhKd7YfpQNu/KpbjATF+zN368dxuwRwXjI1bNCiE4gydLFahvMbNp/nNXbj5F8tBxXJweuGh7MgnHhxIf5SheOEKJTSeh3AZO5ia2HSnkvNZ/N+wupbjATGeDBn66MZe7oUBkmQQjRZST0O4nWmrT8Ct5LLSBpTwElVfV4uTlx9Yhg5sSHkBjph4ODfKsXQnQtCf0Odqy0hvd357Nhdz6Hi6txcXRg2uBArhkZzJRBgTKssRDCqiT0O0BuWQ2fpBexMe04KUfLAUiM9GPh5AHMGhqEj7vMOyuE6B4k9H+EpibNvoIKPkkv4pP0IjIKKwEY3M+LRTMHMzs+WMbBEUJ0SxL6Fqo3mdl6qJRP04v49EARRafqcVAwJsKPP10Zy/QhfenvL5OLCyG6Nwn9H1B0qo5vskr4LKOILzOLqW4w4+7iyKUxfZg+pC9TBwXKYGdCCJsiod9KRU0j2w6XsvVQCd9ml3CouBqAQC9X5owMYfqQvowf4C8HY4UQNqtHh35Ng4nknHK+PVTC1uxS9hVUoDX0cnZkbKQf88aEMWFgAEOCvOX0SiGEXehRoV9W3cDu3HJSj51kx5EyUo+V02jWODsqRob15v7LopkYFcCIUF9cnGQkSyGE/bHb0G80N5FxvJLU5pBPPVZOTmkNAI4OitggL26dGMmEqADGRPSWsemFED2C3SRdTYOJLzOLSc01An5vXgX1piYA+ni5Mircl/ljwxkZ5suwUB8JeSFEj2Q3yVfTYObu1btwcXRgaIg3C8b1Z2S4LyPDexPs4yYDmQkhBHYU+gGervzv15OI7uuJq5OcXSOEEO2xm9AHGBriY+0ShBCiW5NTVIQQogeR0BdCiB5EQl8IIXoQCX0hhOhBJPSFEKIHkdAXQogexKLQV0rNVEplKqWylVK/b2e5q1JqXfPyHUqpiFbLHml+PlMpdUXHlS6EEOJCnTf0lVKOwDJgFjAE+LlSakib1W4DyrXWUcBzwFPNrx0CzAfigJnAi83bE0IIYQWWfNMfC2RrrQ9rrRuAtcCcNuvMAV5rvr8euEwZ4x7MAdZqreu11keA7ObtCSGEsAJLrsgNAXJbPc4DEs+1jtbapJSqAPybn9/e5rUhbd9AKbUQWNj8sEoplWlR9fYhACixdhE2QH5PlpPflWXs7ffU35KVLAn99kYq0xauY8lr0VovB5ZbUIvdUUola60TrF1Hdye/J8vJ78oyPfX3ZEn3Th4Q1upxKFBwrnWUUk7A/7d39yB2VGEYx/8PglFEtExnUiwpEu2tTSCFCIkKqf17BBcAAALhSURBVAxo5UcvEisriU0KA0IwSCQIaYILQZKIRRrFDwgm64oIKqRKESxEEJK8FjMB2Wx2Zy/rnbmc/6+aO2cuvPcUD4e5c955Arg18LuSpDkZEvrfAUtJdid5mO6P2eU11ywDR/vjl4Cvqqr680f6p3t2A0vAt9tTuiRpqza9vdPfo38LuAg8BJyuqpUk7wHfV9Uy8DHwaZJf6Vb4R/rvriQ5B/wE3AberKo7/9NvWVRN3taagfM0nHM1TJPzlG5BLklqgTtyJakhhr4kNcTQn4AkHyT5OcmPSc4neXLsmqYoyctJVpLcTdLco3ab2axdijpJTie5meT62LWMwdCfhsvAvqp6BvgFeGfkeqbqOnAYuDJ2IVMzsF2KOp/QtYVpkqE/AVV1qapu9x+/odvPoDWqarWqWtqtvRVD2qUIqKordE8ZNsnQn55XgS/GLkILZ712Kfe1PJGGtGHQNkjyJbBznaFjVfV5f80xuv0MZ+dZ25QMmSeta1DLE8nQn5Oq2r/ReJKjwPPAc9Xw5onN5kkPZMsTDeLtnQlIchB4G3ihqv4eux4tpCHtUiRDfyI+BB4HLie5muSjsQuaoiSHktwAngUuJLk4dk1T0T8IcK9dyipwrqpWxq1qmpJ8BnwN7ElyI8lrY9c0T7ZhkKSGuNKXpIYY+pLUEENfkhpi6EtSQwx9SWqIoS9JDTH0Jakhhr60jiR/Dbjm6SR/JHl9HjVJ28HQl2ZUVdfo2h28MnYt0lCGvvQASXYlWU1yqn9j16Ukj6657Cawd4z6pFkY+tLGloCTVbUX+BN4cc34+8COJE/NvTJpBoa+tLHfqupqf/wDsOveQN8d9THgAq72tSAMfWlj//zn+A79OyiSPAIcB94ArgH75l+atHWGvjSbd4EzVfU7hr4WiKEvbVGSPcAB4ER/ytDXwrCfviQ1xJW+JDXE0Jekhhj6ktQQQ1+SGmLoS1JDDH1JaoihL0kN+ReHLqHwAXLs6gAAAABJRU5ErkJggg==\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
}
},
"28814b3eebd044f1b85d4923f4b676f0": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "DescriptionStyleModel",
"state": {
"description_width": "initial"
}
},
"28950705544c4380ad57a62f1bf176e7": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.2.0",
"model_name": "LayoutModel",
"state": {}
},
"29ec773f903d4c76baf8c4d368160fda": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.2.0",
"model_name": "LayoutModel",
"state": {}
},
"2a081faebc5c40c99cc594130d64495c": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.2.0",
"model_name": "LayoutModel",
"state": {}
},
"2a290c9128234e43bf688dc6c6d33f5e": {
"model_module": "@jupyter-widgets/output",
"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_de79ecdca70541cca4d3baca23307cb9",
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": ""
},
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"needs_background": "light"
},
"output_type": "display_data"
}
]
}
},
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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
}
},
"38320125a96a4ac9afe06137abe88520": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "CheckboxModel",
"state": {
"description": "Testing Data",
"disabled": false,
"layout": "IPY_MODEL_d038147565e24f8ea8ace192ea2cf89f",
"style": "IPY_MODEL_1d83edfad02944569269b8ddd76e6284",
"value": false
}
},
"396748f91b044799bda9dc53b165ee17": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "CheckboxModel",
"state": {
"description": "Original",
"disabled": false,
"layout": "IPY_MODEL_03f2d1d144a641d7bba462acbb500ab8",
"style": "IPY_MODEL_f98831bf048d490ab4501acbf274fdc0",
"value": false
}
},
"39ca0a8a385e41138f77e92dd5716a52": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "DescriptionStyleModel",
"state": {
"description_width": ""
}
},
"3b5d443d75f74ad79e3d46a774b42956": {
"model_module": "@jupyter-widgets/output",
"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_8e1435853aac4f51b2e07f069b56dbd9",
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
}
},
"3c34aec20ad84827955b6da2ef1520cb": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "VBoxModel",
"state": {
"_dom_classes": [
"widget-interact"
],
"children": [
"IPY_MODEL_88807e63111a4adc939a076e9f7ec79f",
"IPY_MODEL_73ca8c280a604012b12d7a1aa84ef259"
],
"layout": "IPY_MODEL_8ad1b49d533e472d9ce90af4b9ce2884"
}
},
"3d428a7f8dc94c05b51b031011d1bfd3": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.2.0",
"model_name": "LayoutModel",
"state": {}
},
"3e3073bf3c28430293094e676c924326": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "CheckboxModel",
"state": {
"description": "Training Data",
"disabled": false,
"layout": "IPY_MODEL_a002d1712cf748ba8910f9c1cfe214c9",
"style": "IPY_MODEL_b81e2f0cb38945a3911632eb5a72d207",
"value": true
}
},
"3e8c47fb636c42d1899547e3b07f5192": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "VBoxModel",
"state": {
"_dom_classes": [
"widget-interact"
],
"children": [
"IPY_MODEL_c84f66a92e344be5990e7d418c50b46c",
"IPY_MODEL_f6fa113dde054ce29adc0105f2d625b3"
],
"layout": "IPY_MODEL_a57dfe20c78a4e568de671a54c7d7d01"
}
},
"3f04b2951db34e609d09c0dfb44136ad": {
"model_module": "@jupyter-widgets/output",
"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_62ea1b01f16c4a1d9680456968c85168",
"outputs": [
{
"data": {
"image/png": 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ppUKY5ifld04VdsbALbfAjh3+P7ZKMs1Nl+mInQpOCVwdcrP06dNfanWbNm1aLly44HBESimf0/ykVOI4VdgBlCgBkZHOHNspmpsCno7YKZXKsmXLxokTJ+L9PDFq1KjB3LlzAZg5c6ZP41NKhS7NT8rVnFpjB1LY7dgBFy86c/wQp7kpebSwUyqVtWvXjpEjR1K5cmW2b99Ox44d6d69+6UFwIkxduxYRo8eTfXq1fn777/JkSNHKketlAoFmp+Uqzk5YleyJJw7B9HRzhw/xGluSh5jrXU6hniFh4fb2I43Sl1PZGQkZcqUcTqMVHHq1CkyZcqEMYaZM2cyY8YMvvrqK6fDuq64fibGmDXW2mtXPwcQzU0qqTQ/uYvmpgCRLRt07QqjRvn/2D/8AHffDUuXQv36/j++n2hucp+U5CddY6dUAFizZg09evTAWkvOnDn5+OOPnQ5JKaUAzU8qlVjr/Bo7gL/+CurCLpiFYm7Swk6pAFCrVi1+//13p8NQSqlraH5SqeL8eYiJcW6NXcGCkCEDbNvmzPFVioVibtI1dkoppZRSyl1OnZL3To3YpUkjWx789Zczx1cqGbSwU0oppZRS7hJb2Dk1YgfSQEULOxVAtLBTSimllFLucuaMvHeysCtRArZvlymhSgUALeyUUkoppZS7nD0r7zNkcC6GEiWkwNy3z7kYlEoCLexUyDp/Hn78Eb75Bo4eTfnzHT16lPfffz9ZX9u0aVOOXieIgQMHsnTp0mQ9f0KmTJlCjx49EnzMsmXLWLlypc+PrZSK27ZtsHAhbNrkm+fT/KQCTuyIXcaMzsUQ2xlTG6hc8t9/8O238P33l2vvlNDc5Fta2KmQNHcuFCsGvXvDiBFQvDgMHJiy2RYJJaeLFy8m+LULFy4kZ86cCT7mtddeo0GDBsmOLyX0xEkp/9i/H+65B2rXhnHj5ONatWDXrpQ9r+YnFXDcMGJXsqS813V2WAtvvQVFi8LQoTBgABQpApMnp+x5NTf5lhZ2KuSsXAk9esAXX8Bvv8lVp02bZORu5MjkP2+/fv3Yvn07lSpVok+fPixbtox69erRoUMHKlSoAMB9991H1apVKVeuHB999NGlry1WrBiHDh0iKiqKMmXK0KVLF8qVK0ejRo04ffo0AB07dmTOnDmXHj9o0CCqVKlChQoV2Lx5MwAHDx6kYcOGVKlShW7dulG0aFEOHTp0TayTJ0/m1ltvpU6dOvz888+Xbp8/fz633347lStXpkGDBuzfv5+oqCjGjx/PmDFjqFSpEitWrIjzcUqplImJgXvvhapVpZBbvBh27oQWLaBhQzh3LvnPrflJBRw3jNgVKgRhYVrYAR9/LEVcRITMdlq5Er77DgYPhv/9L/nPq7nJx6y1rn2rWrWqVSqxNm3alKjH3XeftePHX3t7ZKS1+fJZe/Zs8o6/c+dOW65cuUuf//DDDzZz5sx2x44dl247fPiwtdbaU6dO2XLlytlDhw5Za60tWrSoPXjwoN25c6dNmzatXbdunbXW2jZt2tjp06dba6197LHH7OzZsy89fty4cdZaa9977z3bqVMna621Tz/9tH3jjTestdYuWrTIAvbgwYNXxLlv3z5buHBhe+DAAXv27Fl755132qefftpaa+2RI0dsTEyMtdbaCRMm2F69ellrrR00aJAdOXLkpeeI73FXi+tnAkRYF+SXlLxpblJJlZj8tGSJtRUrWuv507rC3XdbO2NG8o+v+elKmpsCwOLF1oK1K1c6G0fp0ta2auVsDKkoMbkpJsbaEiXi/lHMnm1trVrJP77mpmulJD/pBuUq5Pz2G4wde+3tpUtDlixypTx29kVKVa9eneLFi1/6fNy4ccybNw+APXv2sG3bNnLnzn3F1xQvXpxKlSoBULVqVaKiouJ87latWl16zBdffAHATz/9dOn5GzduTK5cua75ul9++YW6deuSN29eANq2bcvWrVsBiI6Opm3btvz999+cO3fuiti9JfZxSqnE+/VXaNwYjLn2viZN4JdfoF073x1P85NyNTeM2IGss/P8Doaqf/+FAwegRo1r72vSBB5+2LfH09yUfDoVU4WcXLlg795rbz99Go4cgRw5fHesLFmyXPp42bJlLF26lFWrVvH7779TuXJlzsT+4/KSwWs9Qdq0ablw4UKczx37OO/HyEWd6zNxnTkCzzzzDD169OCPP/7gww8/jDO+pDxOKZV48eUmgOhouOEG3x5P85NyNTessQMoU0aap8Tzux4KMmeGixelwLtadLTkLl/S3JR8WtipkPPww9Iw5epGKR98AHfcAfnyJe95s2XLxokTJ+K9/9ixY+TKlYvMmTOzefNmVq9enbwDJaBmzZp8/vnnACxZsoR/48jCt99+O8uWLePw4cOcP3+e2bNnXxFjwYIFAZg6deql269+bfE9TimVfG3awIIF1zbg27sXPv0UOnRI/nNrflIBxy0jdmXLSpG5c6ezcTgoY0a47z4YNerK262F4cPh0UeT/9yam3xLCzsVcp59Fo4dk2YEc+bAkiXQpQuMHi1d6JIrd+7c3HXXXZQvX54+ffpcc3/jxo25cOECt912G6+88go14prTkEKDBg1iyZIlVKlShUWLFpE/f36yZct2xWPy58/P4MGDueOOO2jQoAFVqlS5dN/gwYNp06YNtWrVIk+ePJdub968OfPmzbu0ADi+xymlki9vXjlxql0b3nwTli2Dt9+WC079+sEttyT/uTU/qYDjphE78N3eIwHqzTdh1ix46CFYtAi++koaO23YAC+9lPzn1dzkY4lZiHe9N+Bj4ACwMZ77DTAO+AvYAFRJzPMG1SJgleoS2zzFWmvPnLH244+tbdzY2rp1rR0yxNoDB1IxOD85c+aMPX/+vLXW2pUrV9qKFSs6Go/TDQo0Nym3SEp+ioiw9oknpCHBww9bu2JFKgbmR27KT07nJptK+SmoctO4cdI8xdMowzHHjkkcw4Y5G0cqSUpu+vdfa0eOlGZODRta+/771p48mYrB+YmbcpO17mieMgV4F5gWz/1NgJKet9uBDzzvlXJEhgzw+OPyFkx2797Ngw8+SExMDGFhYUyYMMHpkJw2Bc1NKsBUrQqTJjkdhe9pfrrGFDQ/xc8tI3bZs8u2ByE+YgeQM6fs/9u7t9OR+FYw5SafFHbW2uXGmGIJPKQlMM1Tca42xuQ0xuS31v7ti+MrpUTJkiVZt26d02G4huYmpdxD89OVND9dh1vW2IFMx9TCLmgFU27y1xq7gsAer8+jPbcp5VPy/0+5QYD8LDQ3Kb8JkL+JoBdAP4fQzk9nz0KaNJDOBTtzlS0Lmzdf23UtSATQ30TQS+nPwl+FXVz9QeOM3BjT1RgTYYyJOHjwYCqHpYJJxowZOXz4sCYoF7DWcvjwYTK64UprwjQ3Kb/Q/OQOAZSbIJH5KWhz05kz7hitAynsTp6EPXuu/9gAo7nJPXyRn/x1GSQaKOz1eSFgX1wPtNZ+BHwEEB4err9lKtEKFSpEdHQ0QfWPLYBlzJiRQoUKOR3G9WhuUn6h+ck9AiQ3QSLzU9DmprNnnV9fF8u7M2bRos7G4mOam9wlpfnJX4Xd10APY8xMZOHvsZCZI+4yK1fChx9CVBSUKAHdu0O1ak5H5Rvp06enePHiToehAovmJpc4dEhy03ffyblc69ay56RbzutSSvOTSobQzk8uGbGzFhZFlaUp8F6PSLa3bMLTT6ds+xE30dwUXHxS2BljZgB1gTzGmGhgEJAewFo7HlgINEVa9p4CgqwXYWAYO1b2SHrhBekG+dtv0LIlvPqq7OOmVLDR3JQM+/fD0qXw++9ydfqff+D4cbhwAXLkgNy5oXRpKFcOataE8uXBxDVjLPF27IC6daFBA3jxRfjvP/jgA5gyBb75BjJn9skrU8pVND9dhwtG7KyV86Nff81Nvez5uL/UJt7JADVqwOefQ716joan1DWMm+fUhoeH24iICKfDCApRUdJCe/16KOw1sWP7dggPlzXBN97oWHgqhBhj1lhrw52OIyWCLjcdOwbTp8PUqRD7usLCpIArXFjafadJIwXegQMQGSkfA9x0k1whevRR2Uk7GUVe8+ZQqxb07Xv5tpgYGbULD4eXX/bBa1TqOjQ3uUzbtnKBafNmx0JYuFDy0i+/QJZ768K5c7ByJd9+KwXf9u2QNq1j4akQktj85K/mKcphn30GHTpcWdSBTCVo2VKuPCmlQszhwzKEX6AAPPOMXJ4eOlSKu5Mn5aRqwQJJIJ98Al9/DatXw9GjsHOnbLZWuzZMmwZ33SWjeJMny8lPEkJYsQJ69Ljy9jRpZPTuk098/JqVUoHh7FnHp2JOnw7PPgtZsiANVCIjwVoaNpTJCytWOBqeUtfQwi5E/PsvFIynSXKhQnDkiH/jUUo56MIFGDkSbr5Z5mi3bi3FXEQE9O8vw/sJtRg3BooVgyeegFmzZPrmxx/LKN8TT8gVo6lTE9Ua/PhxmeEZ13RLzU1KhbAzZxyfinnFuVO5cnJRa+9eQPOTcict7EJEtWqwePG1t1srt99+u/9jUko5YNMmGV3r21dG2zZskCKsatXkP2e2bLJwd906SSj580PHjjKPcvXqBL+0UCE4fz7uvX8XLYLq1ZMfllIqgLlgxO6Kc6dKleT9unWcPAk//ywpTik30cIuRNx/v/RAGD5cLtaDzJYaNAguXoRGjZyNTynlB599Jmci27fDzJkytbJcOd89vzFwzz1SzM2YAQcPwp13wnPPSUeUOKRPD716wWOPXboQDkhzp4EDoXdv34WnlAogLhix695dJiXMmQP2topgDGdXr6NTJ2jSBIoUcTQ8pa6hhV2ISJ8eliyRhcDFikHjxrIVy6pVclsa/U1QKnhdvChr6R56SC5Bb9wojQlS2M0yXmnSQLt2Mgz31FMwbpyMCK5dG+fDX3gBmjaVBpv16kmILVvKLNHatVMnRKWUy7lgxK5gQVlm/MorUKZaVvZkupWlI9eSIYNsz6KU2/hrHzvlAkWKwPLlcq4VFSXLYEqVcjoqpVSqOndONoSbPVsapIwaJVd6/CFbNnj33cub0tWoAW+9JXF4FZXGyLYrvXrJYF/GjDLQ568wlVIu5ILtDkCmg2/aJLMI0vatzD1/reTeqU5HpVTcdJwmBJUtK1fHtahTKsidOgX33SdF3ahRMnLmRLVUt6502GzcGHr2lPV3p09f87AcOWQmZ506WtQpFfJcskE5yMWn6tWhQNPKpNu7W9r5KuVCWtgppVQwOncOHnhAVv5PnCjDYU7KnRu+/FKG5qZNk+pt/35nY1JKuZdLRuyuULmyvF+/3tk4lIqHFnZKKRVsLl6UDcMXL4YJE6BTJ6cjEmnSSEeUL7+EP/+UDc23bnU6KqWUG7loxO6S2MIunvXCSjlNCzullAo2vXpJK7c333RPUeetZUv44QfplHnnnbJ4RSmlvLlxxC5PHihcWLZ2UcqFgq+w27YtzrUbSikVEiZOlLV0zz0Hffo4HU38qleHlSshe3aoXx9WrHA6IqWUm7hxxA5k1E4LO+VSwVXYXbwoV4LLlPFsOmKdjkgppfzn559le4FGjWDkSKejub4SJaRVb4EC0jXlu++cjkgp5QYXL8qmu24bsQMp7LZsgZMnnY5EqWsEV2GXNi28/760VmvTRjZEcnCBa0wMfPMNvPGG7HeiTZSUUqnmwAHZVqBYMdl8PF3Cu9lERcGYMTB8uMMzIQsVkuKuRAlo3hx+/NHBYJRSTjt7FuZ8ehaAdZEZ3TcJq3JlGTjQBirKhYKrsANpq71mDXzwgWzCW6UKdO0qJz1+tG+fHPqll+D4cTlXKVECPvnEr2EopUJBTIxsIfDvvzB3LuTKFe9DrZXNdqtWhchIOHgQHnwQWrRwcBZ7vnywdKkUpffeKyOPSqmQs3at7LH7ySQp7H79PQPFi7ssJdx+u7xfvdrZOJSKQ/AVdiBXqrt3l/V2PXvC5Mlw661yefrcOb+E0KED3H+/1JjDh8Nnn0lieuEF+OMPv4SglAoVb78NixbB6NFQoUKCD509G774QmYSffSRbG+3dStkygQvvuineOOSL59MxSxQQIq7DRscDEYp5W9nzsgFpre9iCpbAAAgAElEQVTfhi9nngGgW8+MTJki51PHjzsb3yU33SRX6nVdsHKh4CzsYuXKJcXcH39I57VeveSkZ+HCVD3sxo2wfTv07y+bWsYqWxaefhrGj0/VwyulQskff0hF1rIlPPnkdR/+zjvw+uvS3C1W+vQwdixMn+7wspH8+eHbbyFrVllzt2OHg8Eopfxp3jwoV0623+SsjNiRIQONG8u2l5995mh4V6pZE376SXs5KNcJ7sIuVunSUsz973/y+b33QtOmsHlzqhxu2zaZhhnXEpfq1eV+pZRKsQsX4IknIGdO6YbpfSUpHtu2SR66Wv78ci3s779TIc6kKFoUliyR2RWNGslcUaVU0Nu61Ss3nZERu9iumK47d6pZUxonbNnidCRKXSE0CrtYTZvK1e1Ro2ReZIUK8PzzcPSoTw9TtKiM2sXEXHvfhg1yv1JKpdiYMRARIcNw3kNwCShaNO5ZjocOwZEjcOONPo4xOcqWlQtxe/c6vPhPKeUvV+QmrxE7cOG5U82a8v6nn5yNQ6mrhFZhBxAWJlMyt22Dxx+XydwlS0rbyosXfXKIypXhhhvgvfeuvH33bjlc164+OYxSKpRt2wYDB8J990n3k0Tq1k2+7MSJy7fFxMjU8QcegGzZUiHW5KhRAz79FH75BR5+OO4rZUqpoNGmDaxa5dn1JHbELkMGVq2SSVcPPeRoeFe69VbIm1cLO+U6oVfYxcqXTzoHrFkjV4e7d5f5k8uWpfipjYEZM+Ri+j33yADhs89Kwffii1CtWsrDV0qFMGslqYSFyRYviZiCGatjR+mIWbasFHPDh0tO2rhReq+4SqtWkkC/+AIGDHA6GqVUKsqSRZo7tWsHr74sI3bDxmSkWTPpKJ47t8MBejPm8jo7pVwkdAu7WJUrSzE3ezYcOyZ737VuDTt3puhpS5SATZvgkUcgOlrqyIgIORdTSqkUmT8fFi+GwYNlcVwSpEkju8F89ZV8fvAgDBkiDd5y5PB9qCn23HPQpQsMGyYjeEqpoFWnjqy1q1RaRuxuLpOBLVugSROHA4tLzZrSKc/xhclKXWasizv6hIeH24iICP8d8PRpuTo8bJhMy+zdG/r1kw5tSimfMMassdaGOx1HSvg9N3k7fVpax2XKJBvkpk/vTBz+FNtIZfVq2cw8ru4vSqWQ5iYXmT9f1tdGRMgUAzf69VfZ0+7zz2UeqVKpKLH5SUfsvGXKJNN9tmyRUbvXX4dSpaQHuK7vUEq5wahRMqPgnXdCo6gDmXI6Z46MTrZqBfv3Ox2RUio1ea2xc63KleXC/3ffOR2JUpdoYReXQoVkQvfKlVCwIDz6qOyD98svTkemlAplBw7AiBHSMOXuu52Oxr/y5JGNro4ckWYx5887HZFSKrXEdsX0bHfgSunTQ8OG0sHXxbPfVGjRwi4hd9whU38mT4Zdu6RL26OPwr59TkemlApFQ4fKVMzhw52OxBmVKsGECTIds08fp6NRSqWWQBixA2jWTBopxLWHjFIO0MLuetKkkTZyW7fKertZs6TN7bBhlxOPUkqltu3bYfx46NRJpoiHqoceki5Ub78t0zOVUsEnEEbsQPZHBliwwNk4lPLQwi6xsmWTYm7TJhl6f/ll6Rc+b54OwSulUt+AATL1Z/BgpyNx3siR0rTgiSfkoptSKrgEyojdTTfJfjFa2CmX0MIuqW65RYq5pUtl05VWraB+fR2GV0qlnk2bZLbAs88meXuDoBQWJp3owsKkG93p005HpJTypUAZsQOZjvnLL7IGWimH+aSwM8Y0NsZsMcb8ZYzpF8f9HY0xB40x6z1vnX1xXEfVrw/r1sF778Hvv0t3pCefhEOHnI5MKeUlKPLTkCGQOTO88ILTkbhHkSLSsXjDBujVy+lolEqyoMhNqSV2xC4QOv82ayYztxYtcjoSpVJe2Blj0gLvAU2AskB7Y0zZOB46y1pbyfM2MaXHdYV06eCpp2DbNujRQxb1lywpaz+0Y5tSjguK/BQZKaN1PXpIZ0h1WZMmst/o+PEwe7bT0SiVaEGRm1LT2bMyWmeM05FcX+XKUKAAfPWV05Eo5ZMRu+rAX9baHdbac8BMoKUPnjdw3HCDFHMbNshc6+eeg9tug2++cToypUJd4OenoUNlj00drYvb66/LervOnWV/P6UCQ+DnptR05oz719fFMkamhC9YoLO2lON8UdgVBPZ4fR7tue1qDxhjNhhj5hhjCsf3ZMaYrsaYCGNMxMGDB30Qnh+VLSvF3Ndfw4UL0LixDNHr4n6lnOKz/ORIbtq+HWbOlJkBefP655iBJiwMZsyQjx9+WHKvUu4X2LkptcWO2AWKzp1lptb06U5HokKcLwq7uMbJr24TOR8oZq29DVgKTI3vyay1H1lrw6214XkD8UTGGGjeHDZulM5ty5dD+fIyXejYMaejUyrU+Cw/OZKbRo+WKd+6hixhxYvDBx/AypUywqmU+wV2bkptgTRiB3KeV6MGTJyondKVo3xR2EUD3leRCgFX7OBtrT1srfW0OGICUNUHx3W3DBmkmNu2TTY1Hz1a1t9NmAAXLzodnVKhInDz08GDMHmyjEJpJ8zr69ABHnlEGs38/LPT0Sh1PYGbm/wh0EbsQEbtNm2C1audjkSlhLXQogWMGuV0JMnii8LuN6CkMaa4MSYMaAd87f0AY4z3WUkLINIHxw0MN94oV3AiImRT4a5dITxcRvKUUqktcPPTe+9JG//evZ2OJHC8+y4ULSoX006ccDoapRISuLnJHwJtxA6gbVvImhUmTXI6EpUSq1fD/PkB+3NMcWFnrb0A9AC+QZLO59baP40xrxljWnge9qwx5k9jzO/As0DHlB434FSpIsXcjBlw+DDUqSNJYNcupyNTKmgFbH46dUqKlGbNoEwZp6MJHNmzw7RpEBUlTayUcqmAzU3+EogjdlmzQrt2cp63f7/T0ajk+vBDeR8ZCXv2JPxYFzLWxXOBw8PDbUREhNNh+N6pU/Dmm/JmLfTpAy++KBueKxXkjDFrrLXhTseREqmemz76CLp1g2XL5CKQSpr+/eGNN2DePLjvPqejUQFCc5OL3H23NCNZscLpSJJm2zZppNetm1ycU4Hl339l64pq1eR3b9IkeOIJp6MCEp+ffLJBuUqizJlh8GDYskVOOoYMkWman32mi26VCnXWyglBxYpQu7bT0QSmQYNkb6muXeHAAaejUUolVSCO2IH0UujSRUZ9tm93OhqVVNOnyzTgt9+Wte1LljgdUZJpYeekwoVlyP6nn+Cmm+Chh6BmTVmPp5QKTcuXwx9/wDPPBMbmvG4UFiZTMo8dg+7d9YKZUoEmENfYxRo4UHLQgAFOR6KSwlopyKtVkwuDjRrBt98GXMNDLezc4K674Ndf4eOP5QpPtWoy9PvPP05HppTyt3ffhRtukC6PKvnKl5etD+bN072llAo0Z88GbmF3003w/POyB+kPPzgdjUqsv/6SrqYdO8rnjRrBkSOwbp2jYSWVFnZukSYNPP64bGbepw988okM6Y8YIQlOKRX89uyRQqRTJ8iUyeloAl+vXjIL4tlnYe9ep6NRSiXWmTOBORUzVr9+ULq0NFPR3BMYNm2S91U9u4o0aCDvA2w6phZ2bpM9uzRV+fNPWTzcrx+UKwdffeW66URnz8LatdI4yGWhKRWYJkyAmBh46imnIwl4O3ZAxLq0nHx3Mpw7J+vtNFEpFRgCecQOpEPm3Llw8iQ8+KA0gvE4flxW3ERFOReeikNsYRfbiTpfPpmSqYWd8omSJaWYW7JEktt990HDhrBxo9ORYS2MHQtFisiIdZMmcNtt0sBPKZVMFy5IB64mTaBYMaejCVgbN8rs9rvuklqucL0SzL9rOCxcCFOmOB2eUioxAn3EDqQ75qRJsHIltGrF+SMn6NVLttrs2hVuvx3q1pU+esoFIiOhUCEZYIlVqZJM0QwgWti5XcOG8PvvMG6cDI9VqgQ9esheeA557z3JVT/+CBs2wM6d8Prr0KaNfK6USoZFi2DfPumoppLln38kZT7+uMxqXbtW+tCMvdCDvwrVkb3tdFqUUu4X6CN2sdq2hfffh0WL+KdkTY6u3UFkpOSm6Gho3Rrq13f0lE7F2rTp2n1j8+SBQ4cCaraHFnaBIF066ZC3bZt0eBs/Xkb03n1XrvL70fnzsj3UZ5/J9HGQxn0tWshWfCNH+jUcpYLHhAmy6P7ee52OJGCNHw/33w+dO0vaBChYED6fk4Y2xyZhz5+X/aUC6J+0UiEpULc7iMuTT3Jw6kJyHIli0qoy3DSsJ/zzD+nTy3X6+vXlYrlyUEyMjNiVLXvl7XnyyO/iyZPOxJUMWtgFkty5pZhbvx6qVJFir1IlacfqJzt2SE+HChWuve+++wJvL1GlXGHvXvjf/2SoKX16p6MJWMuXx70fee7ckLfGLUQ+/IZ8nz/5xP/BKaUSJyZG1sUGw4idx48ZGtGr4R+YRx6RaU8FC0K9ejB2LB3LR7Dyx/PXfxKVevbsgVOnri3scueW9wE0pKqFXSAqX16KuS+/hNOnpSVry5Z+mQecJYtsDXU+jhx0+LCsF1ZKJdHkyXIy06mT05EEtKxZ4///e/gwHGr/DNx5J/TsqdvJKOVW587J+2AZsUNy05bTRWDiRBkZevllOHAAnn+een2rMeubHFC7tkx9+vbby98D5R9XN06JlSePvD90yL/xpIAWdoHKGCnmNm2C4cPh++/lSsOLL0rLpVRSqJD83n/66ZW3xzZUadcu1Q6tVHCyVgq7u++GW25xOpqA1r49vPPOtTPUly+HgwfhrtppZb/QU6dkDpRSyn3OnJH3QTRiV6+e7GYVEYEspRkyBP78k3N/7aZv0VlEN+0mxdyYMXKxPm9eeOwxmaGlUl9sYacjdspxGTJIMbd1Kzz8sGyVcOutcvISE5Mqh3z7bejbF/r3l30bf/xRuvlu3SrbRSmlkmDlSpnjHLspqkq2Nm1kb/dGjaQXzR9/yLrf1q1l/V3atECpUjB4sLQinzvX6ZCVUleL3bs3iEbsMmSQHirNmslF8I0bYcECuPuxwuys9iDFvxwDq1fD0aPw9deStObOlXb7jRrJKJ9KPZGRsr1BbCEXS0fslGPy55di7tdf4eabZUpX9erw888+P1SVKrBqlQwMPvII9O4th1q27MousUqpRJg2TeY433+/05EEvHTpZH/3tm2lU2/btnICtWQJNG3q9cAXXpATpqefhiNHHItXKRWHIByxA3jgAZg/H377TS6Gv/mmLKueMQPSxJ6NZ84MzZtLN5XoaBgxQob5KlWCV1+Nex2MSrm4OmJCQBZ26ZwOQPlYtWpSzM2YIcNqNWvK/KQRI6BwYZ8d5pZbZMqTUioFTp+GWbPkP74uUPWJ9Oml8WW3btd50KRJki9795aLYkopdwjCEbtY1apdu5QlXjlzynlcx47w/PMy02DFCpg9G3LlSsUoQ4y1MmLXvv219+XKJUufdCqmcpQx0KGD7Hr5yityCbtUKbnac+qU09HFyVq/79yglPPmz5duRI8+6nQkoadyZejTR9Y3Ll2a4EPPn9cdEpTymyAdsUu2fPmkGpw8WRYM33GHbCCMrLi5eNHh+ALdP//IFNir19eBzN/PlSugRuy0sAtmWbLAa6/B5s0ytD94sGw+N2uWa85SDhyQrfmyZ5ccHh6uy15UCJk2TToS1a3rdCShaeBAaWTQrds1F72slYG8cuVk4CB3bujVK1V7UymlIKhH7FKkY0e5CHXgAOdq3U23e6PJlEnOnRo1kuXaKhni64gZK3duHbFTLlO0qBRzy5fLfOF27aSt7tq1joZ17JiEkSmTNF45f14aRfXpAx995GhoSqW+gwdh8WJ46CFPVw/ld5kyycbwO3bAoEFX3DV0qDQ5eP99mU2wdq0sx2vU6PJ5p1IqFeiIXfxq12bXhCWc3XeYNyIacijyIP/9J/9G7rtPmtmpJIrdKuzWW+O+P08eHbFTLlWrlqzanTBBpmmGh0PnzrB/vyPhTJwo64HHjJHeL2nSQJMmMjvtlVf05EkFublzZQ5Nhw5ORxLa6tSBLl1g9OhLF7sOH4ZRo+Cbb+RuY6BYMZkJlSmTzipQKlXpiF2CBs0P56tO88l9PIpsD7UgoznLY4/Bu+9Kt3KVRFFRsu66QIG479cRO+VqadNKMbdtm8wrmjpVpiKNHOn3Smr+/Lg7vJcrJydRq1f7NRyl/GvmTJn6UaGC05GoESNk36jOneHCBZYulYIuf/4rH2aM5Kyvv3YkSqVCg47YJWj+fLj71TowfbqcKD3/PACtWsGGDdroN8mioqBIkfhnzuiInQoIOXLAW29JL/DataXzUvnykjH8uP7OGL8dSin32LtXpka3b69/BG6QK5e0+V23TuZfkvCPxSVLlJUKTrEXmbWwi5O1nvzUurV09f3gA7lIr5InKkpGE+KjhZ0zrJULF4MHy/5Ff/7pdEQBolQp2SVz0SLZBKpFC2jc+PJi0lTUrBlMmXLt7Zs2ScOn229P9RCU8otDh6RuGDAA5syBizM+l6TVtq3ToalYrVtLk6mBA2lYYic//gh//33lQ6yV86cWLZwJUSlfu3gR/vc/Wf4wapRsneY4nYqZoObNvc6dhg2DevXgySdZ8u5WKlSAG25wMroAdL3CLnduGUV2aVf5qwVFYXfmjCwaffhhOHdOpsI2bAhPPSWtYFUiNG4sY/hjx8om57fdBs8+m6pj+l26yAXyXr2k22xMjPSSaN5cmqhoTlfBYOZMWZMdEQFhYfDee/DHgJmcKVcl/sXayv+MkR9O2rTcMOApnn/O0rixDKxaC7t2wRNPwMmTUgMqFej++UeW2g8eLLPQtmyRf/2O71F77py8DwtzNg6X6t9fTtXGjIETp9NxduJ0zpoM5O3TkTeG6N4HSXL6tPwhXG/EDgJm1C4oCruBA2WwKTIS3nhD1sBv2SLr4CdMcDq6AJI+PfTsKevvunaVk5ySJS+3hfOxHDnkpOnkSTlMWJgkrOHDr7O5sFIBYutWeOYZ+T2fOlVy1Q+TdlDp7K+8f7idTulzm8KF5Z/I4sW8UnImzz4ruSgsTBo95cwJ336rM8RUcHj8cbj3XrmWO3iwdKNev16W3P/8s4OBaWGXoFtvhR9+kO0N8uSBrKUKMubmd6l2YRV1IkY5HV5g2b1b3l9vxA4CpoFKwBd2587JXkOjRkldEitbNikQ3n/fudgCVp488o1bt04u3z39NFSpAt9/7/ND5csHH34oWx+cOgVr1kCbNj4/jFKOmDBB+nGUL+914xdfALAoS2vdd8iNnnoKqlfHPNeTTvcfITJSLj4dOSJXyLNndzpApVJu+3a5+P3KK571WsuXQ1QURYrIlkMffOBgcFrYXVfZsjB7tpw3nT4N/TZ0kO4pr7wiexerxPFs9E7x4vE/Rkfs/Ovff6VNflzFdtWql7enUMlw221SzM2ZAydOQP36kjh27PD5odKk0Ryugs+OHZKHrjB3LlSpwo01irN9uyNhqYSkTSsV+ZEj0lQKyU3a40YFk5075YLTpdHnOnXkKjkuOHfSwi7R0qaVGWsYIxfkM2eWi/E6HSRxoqLkvU7FdI9cuWTx765d1963di3cfLP/YwoqxsADD8g819dfhyVLpEX7Sy9JsaeUilfx4pe2RhPR0bB6NbbVA6xbl/BFQuWg226TbnOTJumOvyooFSsmTeZiayhvjp87aWGXPDfeKFPJv/9eFner64vdw+7qvW286VRM/woLk3nivXtfuQzsv//g5ZfhySediy2oZMwo39CtW6WT3/DhMtF76lTtUKNUPLp0kcGfS01m580DYNaFB0iTBmrWdC42dR0DB0rl3a3b5X21lAoSJUpAxYpyvdZa5CKutURHyxo7R8+dYgs77/U1KnG6dpWOOL16yRoXlbCoKChaVKaNxSe2zWgojdgZYxobY7YYY/4yxvSL4/4MxphZnvt/McYU88VxYw0ZIvOMy5WT6cV9+0Lp0jLNoHt3Xx5JUaAATJsme0sULSq79daoAatWOR2ZUnFyMj+VKiXdy2rWlI6Ku8bMZWeWcrw8tRRz5+r0PlfLnBnGj5dOXMOHOx2NCkJOnztNmSLXmu68E2IwLFpoqVgRnnsOatXy5ZGS6Nw5mWMY34bRKn5p08oCyf375eRYJex6Wx2AzHXNmTN0RuyMMWmB94AmQFmgvTGm7FUP6wT8a60tAYwBRqT0uN4yZZKt2CZNkitPWbLAwoXSlCOhIlylwO23S0umadNks+U775T9JlyxCY5Swg356aGHZCZz9WIHKBy1gpP3PMDmzbrTQUBo1Ag6dJDpTZGRTkejgogbclP+/NIjrV8/sBhy5LCsWwfPP+/LoyTDuXM6DTMlwsNlKtu4cehC7utITGEHAbVJuS/KnurAX9baHdbac8BMoOVVj2kJTPV8PAeob4xvr1UbI1fFhw6FQYNkiYRKZWnSwCOPyBXt/v2lyUqpUnKV6PRpp6NTClySn268Ebrn/4o0NobyA1vpOUsgGTMGsmaVKZk67TywTJ16afqzC7kiN6VNCy1bQtq0hjtrWIoU8eWzJ5MWdik3dKh8D1980elI3Ov0aRnZTExhlzt3SBV2BYE9Xp9He26L8zHW2gvAMSB3XE9mjOlqjIkwxkQcPHjQB+GpVJc1qySRyEho2lTWppQpI714tTOTcpbP8lOKc9Pdd0uRoFedAku+fPDWW7BixaWugSoAxMTAgAFS3LmTe3KTPEnyvi41aGGXcvnzy1Ds3LmSu9S1YrsuJnbELlSmYgJxZYOrz+YT8xi50dqPrLXh1trwvHnzpjg45UfFi0sx98MPsvv4gw9C3bqy46lSzvBZfkpxbrrlFlm84qYTKJU4jz8u7eD79JErvMr9fv1VlgY88IDTkcTHPbnp8hMl/2t9SQs73+jVCwoVku6CbvnZuklitjqIFWJTMaOBwl6fFwL2xfcYY0w6IAdwxAfHVm5Ut670Sx4/XvopV6kinZoOHHA6MhV6ND+plDNGFm2fOuWCBUgqUebOla6KzZs7HUl83JWbPF0xXUELO9/InBlefVUucrh3SrJzklLY5c4dUiN2vwEljTHFjTFhQDvg66se8zXwmOfj1sD31rolg6hUkTatrEnZtg169oTJk6FkSRg9Ou6Nc5RKHZqflG+UKiVbvsyYAYsXOx2NSoi1sua7QQPpZudO7spNWtgFp0cflaUxL7985Z5gSgq7sLCE97CLlSePXNgLgP4RKS7sPPO+ewDfAJHA59baP40xrxljWngeNgnIbYz5C+gFXNPWVwWpXLlkXdEff0jnzBdegAoVpG2pUqlM85PyqX79ZC+dJ5+EkyedjkbFZ906OWlr3drpSOLlutykhV1wSpdOuvpu2SL7W6jLdu2CwoUT1z4/9gLR0aOpG5MPpPPFk1hrFwILr7ptoNfHZ4A2vjiWClClS8OiRVLQPf883HsvNG4sRV/p0k5Hp4KY5iflMxkyyJTMOnVkitObbzodkYrLnDmX2z26mKtyk5vW/mph51stW8Idd8DgwbItVcaMTkfkDrt3y37MiZEpk7wPhRE7pZKkaVMZvRs9WvbBq1BBCr0AuAqilFLUrg1dukgOW7fO6WjU1ayV9XX16sm6GJV4OmIXnIyRUbu9e2XzciV27ybR+3tkzizvtbBTKg5hYVLMbdsGTzwBb78t6+8+/BAuXnQ6OqWUStiIEbLmomtXzVlus349bN3q6mmYrqRTMYNb3bqy5nTYMPjvP6ejcd7587BvX9ILu1OnUi8mH9HCTjknXz4p5tauhXLloHt36aC5bJnTkSmlVPxy5YJx4yAiAt55x+lolLcZM2RdkRZ2SaOFXfAbOhQOHpSL6aFu717Z6zKxhZ1OxVQqCSpVkr3vZs+GY8dkCk3r1rBzp9ORKaVU3Nq0kbXCAwZc3uhWOSsmBmbOhEaNdBpmUmlhF/xuv122/xg5Ev791+lonLV7t7zXETulUokxUsxFRsKQIdJopUwZOWnSaQNKKbcxBt5/X94/+aR7TopD2cqVsGcPdOjgdCSBR5unhIYhQ+QC+ujRTkfirKQWdjpip1QyZcokxdyWLXJF/PXXZf+o6dPlaqxSSrlFkSKSoxYtkpEi5awZM+R/iMu7YbqWWy5OaGGXeipWlHOrsWPh0CGno3FObGFXuHDiHq8jdkqlUKFCUsytXAkFC8omm3feCb/84nRkSil12dNPyxSnZ58N7RMlp124INP5mzeHrFmdjibwuGkq5vnzWtilpldflQIllLdr2bVLGmDFFmzXo4WdUj5yxx2werVsrLlrF9SoIUXevn1OR6aUUrJf2sSJsmXLCy84HU3o+vZbaQzRvr3TkQQmNxV2OmKXusqUgYcegnffhb//djoaZyRlDzvQqZhK+VSaNPDYY9LCul8/mDULbr1V9mU5c8bp6JRSoa58eXjpJZg2DZYscTqa0DR1qjRMadrU6UgCkxZ2oWXQIPk+DxvmdCTOSMoedqAjdkqlimzZJAlFRkrXs/79oWxZ+OIL9/xDUkqFpv79oXRp2dtOGz7519Gj8OWXMlqnBUHyaPOU0HLLLbKP8IcfXl5vFiqsTXphlzGjvNcRO6VSwc03SzH33XeQJQs88ADUrw8bNjgdmVIqVGXIIFMyd++WIk/5z6xZcPaszOxQyeeWC6Ra2PnHgAHyfsgQZ+Pwt6NH5eJbUgo7Y2Q6po7YKZWK7r4b1q2TluO//w6VK3PowSeZ/cEhli6FixedDlApFVLuugt69JBNy1euvOKuo0dhzhypQQ4ccCi+YDV1qszeqFrV6UgCl07FDD1FikC3btjJk/n1s7/45BPpT+eWX4NUk9StDmJlyqQjdkqlunTp4MknObRqG3ML9CDn7Ak07VmS9Y+/TelbzmsTTaWUf73xhpwwdOp0aQ3wW29B8eLSA/vgi40AACAASURBVGrmTFki/PLLIXAC5Q9btsCqVdCxo7umEwYatxR2MTHS4TR9eqcjCQlbHniZMzFhHHxqEAsXwsMPS5PfXbucjiwVxb64pBZ2mTPriJ1S/tK66w380v5t+H0DWepVp3f0c6y9eBtj7lmsV8eVUv6TNSt89BFs3gyvvcasWTBhgkwqWLAA5s2DbdukieM77zgdbBCYMkUabD30kNORBDa3FHbnz8t7HbFLdadOQcNHbmJbk540PT6Dz/ptuLSFcNOmQTzrKbkjdlrYKeUfERHydzpsGKS7rSwsXgzz55Mt4wVmHmvC8drNpKOmUkr5Q6NG0pjgzTdZ8Ooaxoy58hwib1744AMYPVoGKFQynT8PkyfDvfdCgQJORxPY3DLaee6cvNfCLtXNmiX7ld/2SV9M9uzQvz9p0kCfPtK+4JtvnI4wlezeLb9f+fIl7et0KqZS/rF+PdStK9tJAfIPqlkz2LiRte3epMD25dKOvHdvOHbMyVCVUqFi1Ci48Ub6Rj7O3TXPXXN3eDgcOQLHjzsQW7CYPx/275dOpCrl3DBip4Wd36xfL60KyJUL+vaVKQU//wzI7evXOxtfqontiJkmiSWQjtgp5R833gjbt8dxR4YMLCjThzc6bpNNzUePhpIlZV5U0M4xUEq5Qs6c8OGHVOAPTvS9tuvcP//I+yxZ/BxXMPnoIyhUCJo0cTqSwOeWqZha2PlNvnxe5049e8rJ1EsvgbVs3570Aa2AsWsXFC6c9K/TETul/OOee2TNyvffX3n7P//A+PHwwFM3ShvyiAjpWtC1q1wuX77cmYCVUqGhWTPWVXiUGz4aRsxvay7dbC0MHQrt2mmPiGTbuVM2g+/c2Wu6hko2LexCziOPwIwZ8NdfyBWmgQNhxQq2j/sf330na+2C0q5dUKxY0r9OR+yU8o+wMPj0U2jbFp55BubOlfV24eHyeeXKngdWqQIrVkhbusOHoU4d+aKgbv+klHLSrQvHciT9jeys25GpH51l+nRo3FhS0bBhTkcXwCZOlGLkiSecjiQ4aGEXcooUgeHDZZeWQYPgi9xdOJirJOde6MfEDy+SI4fTEaaCs2fh77+haNGkf23mzDpip5S/1KsHa9fKVPFPP4U9e6T73EsvXfVAY6SY27wZXn1V1miULi1Z7eRJR2JXSgWvLIVykevzj7jl1EZyjh3M/PkyUrd6NeTO7XR0AersWZlSf++9yZtSpa6lhV1I6tIFvvtO2g9Mn5meb2q/QZmLf9LqxFSnQ0sdsR0xkzNiFyAblKdzOgClfKVwYXjttUQ+OHNmmXbw+OPw4ovyhZMmwZtvQvv27ukQppQKeOla3gudOtFy8pu0nNQC7rjD6ZAC26xZcPCgTMlQvuGW/3la2Pld+fIwdqznE/sA3HG7nB+1ayfnSsEkdoZWckfsAqCw0xE7FdoKF4bPPpN5UTfeKHsh3XUX/Pab05EppYLJ6NGSbx57LCBODlzLWhg3DsqUgQYNnI4muOiInTIGRo6EvXslZwWbqCh5n9wRO52KqVSAqFlTirlJk2DHDqheXUbz/v7b6ciUUsEge3bZc23bNmktrpJn9WpYs0ZG69wyyhQMdCqmilWrFrRqJQvwgu0caNcu2eagYMGkf23siJ0b/k4SoIWdUrHSpJGF+Fu3yonXp59KF80RI2RNh1JKpUS9evD88/Dee7B4sdPRBKZx4yBHDmnpp3xHCzvlbcQI+VkMHOh0JL4VFSVbpCSnHXHmzPI3cu7afUndRAs7pa6WPbsktU2bZJfOfv2gbFn46it3/ONTSgWuN96AcuVkRsDhw05HE1h27YLZs6FTJ8ia1elogosWdspbiRIyKj5pEvz+u9PR+E5ytzoAmYoJrp9Kr4WdUvEpUUKKuW++gYwZ4b77oFEj2LjR6ciUUoEqY0aZDXD4sLSkc8PJdKAYM0YKkOeeczqS4OOWaa1a2LnHgAHSuvfZZ4MnT0VFJa9xClxuJOPydXZa2Cl1PY0ayRWrd96RtR2VKkGPHnq1XSmVPBUrwuuvy54sEyc6HU1gOHxYtjjo0EG3OEgtbjh518LOPXLlgqFDYflyGSkPdOfPS1MYHbGLnzHmBmPMt8aYbZ73ueJ53EVjzHrP29cpOaZSjkiXToq5bdvgySdh/HgoWVKKvfPnnY5OxUHzk3K1F16A+vVl9GnLFqejcb/33pMTqj59nI4kxVyZm3QqpopL585yIapPH9cXNNcVHQ0xMSkfsXP59yGlI3b9gO+stSWB7zyfx+W0tbaS561FCo+plHNy55Zibv16qFJFpihUqgTffut0ZOpamp+Ue6VJA1OnytTM9u21QVNCTp2SvHvvvbLpVuBzX27Swk7FJW1aaVi0e7f0HghkKdnqAEJmKmZLIHZ7+qnAfSl8PqUCQ/nyUszNmwdnzsh0zZYt4a+/nI5MXab5SblbwYKyBcK6dfDii05H417jx8OhQ9LIKji4LzdpYafiU7u2bFY+YoRsBxWoUrI5OYTGVEzgRmvt3wCe9/nieVxGY0yEMWa1MSbBBGaM6ep5bMTBgwdTGJ5SqcgYaaiyaZPs9/L999I9s29fOH7c6eiUj/OT5iaVKlq0kJH/t9+Gr3Um8DVOnpQTyvr1Zb/R4OC+3KTNU1RC3npLlqQEcuOiqCj5PU/uGt1gGbEzxiw1xmyM461lEo5TxFobDnQAxhpjbonvgdbaj6y14dba8Lx58ybhEEo5JEMGudq+dSs8/DCMHCn73338scznVqnGn/lJc5NKNW++CZUryxYIu3c7HY27jB8PBw7A4MFOR5IkAZmbdMROxadgQdnTbv58+N//nI4meXbtgvz55ZwtOYJlxM5a28BaWz6Ot6+A/caY/ACe9wfieY59nvc7gGVAZZ+9AqXcIn9+KeZ+/RVuvln2WqpeHX7+2enIgpbmJxUUMmSAWbOkEdODD7p+A1y/OXlSit4GDQJutC7gcpNOxVTX89xzULq0zDBw+ahVnKKikr++DoJnxO46vgYe83z8GPDV1Q8wxuQyxmTwfJwHuAvYlMLjKuVe1apJMffpp7B/v5yQdOgAe/Y4HVmo0fykAkfJknJh6JdfgqLzo0+8805AjtYlgvtyk9sKu/TpnY1DXSssTLrT7tgRmI1UUrI5OYRMV8zhQENjzDagoedzjDHhxpjYzXnKABHGmN+BH4Dh1lo9cVLBzRgp5jZvhldekSYrpUrBq6+6PikEEc1PKrC0bi1Xw8eNkxG8UHboEAwbBs2bw113OR2Nr7kvN7mpsEuXTrrGKve5+27p4jt8eGA1i7t4US6uJ7dxCgTMVMx0Kflia+1hoH4ct0cAnT0frwQqpOQ4SgWsLFngtddkWmafPnLledIkmV7Utq3fF6xfvAhffAEzZ8osp1q1oGtXCMYlY5qfVEAaORJ++01yRrlywdLeP1EiI2VJXWQk9I4eSsP//sMMH+50WD7nytzkpuYpOg3T3UaNggULZG/fRYvc87uTkD174MIFWSaTDCdPwqefZKYrMPXD05zOBI88Iqd4bqOXRJTyh6JF4fPP4ccfZS+89u2lhfCaNX4L4fx5aNVKmlu1bCk5eccO2YZv82a/haGUSkhYGMyZA9mywf33w9GjTkfkF198AXXqQI4c0L/ddupvfZ8ZmTox7KuyTocWOtwyYqeFnbvlzw9DhsA338gfbiCIHV0sUSLJX3rkCNx5J8xfnB5r0lC93CkWLJCJBEeO+DhOH9DCTil/ql0bIiJgwgTYskXW43XuLGvxUtnHH8OxY/DTT/Doo9CsmQwe9u8P3bun+uGVUolVoADMni2L/du3l6H2IHbihKTBxYtlgkOd//UlbYb0NPj5Vd5+G/780+kIQ4CbpmJqYed+Tz8NFStCz57yB+x2sYXdLfE25Y/XwIFS2H0932CyZKZMsdPMnw933AGDBvk4Th/Qwk4pf0ubVs5itm2DXr1g6lRpnDByJJw9m2qHnTZN9ve9ek16ly6yFV/s3p1KKReoWRPefVeqnSDfvPzrr+XlVqnC5VGA/v3JVzE/TzwB06c7HWEI0MJOJUW6dPDBB7B3r1yNcbvt26X7cMGCSfoyayX/9O/vmXGaOTOcOoUxctu0ae74s/GmhZ1STsmRQ+ZFbtwoI3l9+8p6mvnzr8kUa9fKhfuiReUhr78O//2/vXuP07nO+zj++o6ZcciEWCnHhFuIHJYolSyhzaFadWfae6v71oYiSkJ3VkV3u7KKWsluIt3aSickLFvtok3lMETK4XZoWxKVQw6/+4/PhWkMc5nr+h2umffz8ZjHzFzz87s+M3PNx+/z+36/n+93p/d0O3dCjRonPp6RYQMEO3cm8L2ISPLdfrvNmR4zBp57Luxo8vXtt5aPGjWy/HTTTfDxx6d3jmO56cABuPNOu9E1aBBg51RuCoAKOzldrVvbTeqxY+06JoLefhs6dYK3x6/ni7TzmTgp7bQmQBw6ZOvrjtWDpUsf2+6galX72qFDyY87ESrsRML2b/9mC5HnzLG7YF27WiZabQ3Q3nnHPm3VChYuhGefheXLoX17SyrxatHCzpXX1q22J3K9ekn6fkQkecaOtX3ceveGRYvCjuZHvv/emuStWGHTuhcutK07r7oK5s+P/zzNm8O8eXDkt7+zmQxPPnlsE+F33rGvi8+i0gBDhV1qGT3ablL36xeNGwO5jB8Pd9wB2dlwZc31lG1yPlOn2lKUeEPNyIAGDeAvf4k9EBuxA3usYcPo7cyhwk4kKjp1siukceNsk/PGjfHu6s/QO3YxbZrtDVq7Nlx8sXVCP/tsK/LiNWCA5eAlS44/tmsX/OpXds1YtmzSvyMRSVR6uq23q1vXmqmsWRN2RMdMnAjVqlmX3VatLD8NGGDTk+68M/6LpzZtoFmZTzk84iGO9LgOrroKz7Ni8YMPoFcvf78PiYnChbkKu9RSqZJdWPz1r/Dii2FHc8zXX9tOUwsXQnYvj8zNn1O5dR3mz7cZUKdzj2zwYFtSuGEDNmK3dy8bNthjgwf79R0Ungo7kSjJyLB9rD77zKqtCeOZt7EuHT576kfj/c7ZDbI//zn+U7doYRdiPXpYcXj11XYhVr8+PPywD9+LiCRH+fIwa5aNYnXpAtu3hx0RYPmnb98TB3uuusq68K5cGd953JHDPJ9+K/tdGS56fzzdutlEhieesCV3WVnJj13y0FRMKazbbrMLjHvugT17wo4GsHR55ZWx/ci3b7fpk3XqUKqUzR596aX4z5WdbZdjzZvDys/L8NHf99G8uT0WxZtOKuxE8ti1y/bebNPGppA//HAIazwqVYKnnmLFcx+z/ozGuH59oWnTXPMB4Mwzj031jlv37jbt8pFHLCl9+qnNekpPaEdLEfFdrVp4b77FoS//xYb6nbi8yTf06gWLF4cX0v79NgsrL+dOMz+NG0fGh4vJeu5JXnq3CrfcAi+8AJ98YtOgJAAq7KSwSpSAp57C+/JL/vqzh2jZEq64wnqr7N8fTkj79uXKTXk6Yhbm2mngQGswV6V2ac6rvJdNm+yxKFJhJ5LLV1/ZaFZOjhV0o0fbXm8tW9patKDVu74xnTMW8OWEV6xbSvv2NuT2+ee8/DK0a3f658zIsNN062bTOUUkNQx/rQX/VXEmNb5fw1tpXWnTdB/XX396U7KTqV27/GcNrF9v+wE3bhzHSXJyrL1c165w003Ur283oH760+gs+yoWVNhJApZn/pQXS97CJcvG8YeB6xg82Lrddux4+kVUMrRrZ6N2+/ZhHTHh2B52hb12ysqCn9QoQ4VS+yI9i0CFnUguDz5oM52mTrVh/CuusP3fbrzRrj2CVro0DL7P0emZa8l5eQ2MGoU3bx6H6zegxtP30//WFNg/RkQStmKFNcb83fIOlJj2PFnL36fv/B789Z0D3HNPOJ0j+/e33VomTbLrcbDmeNddZzs0lC5dwAn27oWePe0W+sSJquTCpMJOEtC3LzBqFOllS9Ns6t106WKFVfny8NRTwcdTt64VlTfcAHs+Wg/p6eypUJP774ctW+zxQsnVPCWqVNiJxHgeTJ9u08TzuvtuuzMdRlvbe++1BicdrinF+c/eT6OMdcyveCN37X2U6u3r2dXekSPBByYigZk+HW65BSpWxO40TZoEc+dS5/5fcHWHH5g5M/iYata0bpYvvADnnGMznTp2tCU3sd0KTq1/f2sGM20aVKnie7ySAlTYpZzNm2HdOuh559m2m/fs2TBrFmlplgemTw8nrsmTrdv3gonr2eRqUqN2OuvXw4IFUKpUIU+aa7uDqFJhJxLjeTbbsXLlE7921llW1B08GHxczlmnuU2bbEeE+avP5aovp1h7y5o17Wrv4ovDXWwjIr7asyfP1OnbboMJE+DNN7nvo558//WBUOJq3Ng6zK1caflp0ybr/1Tg4NuUKTaHdMgQ6NAhiFDlVDRiJ4W0Z4/dcEpPx9rh1qtnFd3Bg1SpArt3hxNXZqZtFdy14XoqtarD55/bDfqE7iFpxE4kdaSlWcvuWbNO/Nq8ebaIv8CpRT7KyLB8ec45sQdatYK//93mjW7dat1esrNtnoGIFClt2th2lz/Spw9HnhxP4y9e55czu4d6J/nccy0/xbWn09/+Zt2b2reH3/zG99gkDirspJDq1LGp4J99hv3uHnsM1q6FSZN4803LXaHxPEps+JwzmtSx2Q6J0oidSGoZOtTuNn/00fHHVq60TS7DWGNXoLQ0K+bWrrUAX37Z+oQ/9FDkk4+IxO/6620fpdGjj69n++476JvTl8fqT6b80rm2z8CuXeEGWpBNm+Daa6FGDes5HrXdfYsrFXZSSKVKWYfIXr1sWiZdu+Jdfjk/DH2Qpx/dHd+0bL/s3GlDhrGOmAkrU8aurSK8/EWFnUguP/85jBoF11wDF10EzZrZmpFhw+zCKrLKlrU2nmvWQOfONs+9fn2bdxCF/6xFJCGlStnakAULrCZq29ZmYn/9NfRefCvuxRdh6VK49FJrSRlF//ynJdQDB+DNN22Ou0SDCjtJwH33Hb9uuri14xcbf0fm7h3M7/AoTZqEGFierQ4SVqaMvQ9rH4c4aPcqkTyys61j0rJl9v9c8+Yp9P/MeefZqN2iRdaYoGdPuOwyGDfOMq6IpKzq1WH+fOvevXWrXatUrRr74g032ALh7t1tze1rr9meAVGxa5eNKG7ZAu+8YzeeJDqi0pFUhV1Kcg4eeMAazX3yCZQp0wJvTC/Oe/X3sLVfrkQVsDVr7P0FFyTnfEfX4+zbd7zIixiN2InkIyPDro1at07R/2OuuMLmk/7hD7B6tQ099u5tG/WJSEo7/3y7X3PCtVK7dvD++5a02ra1dpVRsGOHFXVr1ljBecklYUck+dGInSSobFmbNNCsGbiHRsLhwzByZHgBrVpl0x1q107O+Y4WcxFuoKLCTqSoKlECbr/dVjT37w9/+pNt7vL448cX6YhI0XLhhfCPf9idqexsWyAc5nrbzZutyFy5El55RR0wo0pTMSXZate2a5DJk2OdVUKQk2OzA0qUSM75co/YRZQKO5Girnx5GDvWLqwuucTaEF94oe01IyJFT6VK1sr33ntt1L5VK9vhPGhLl1pLvO3bbfrlz38efAwSHxV24ofhw23E7IEHwnn+nBxo2DB559OInYhERv36xzYOBeDqq63RyqefhhuXiCRfRoa1HZ8zx5qWNG8OI0YEM1rvefD00zZSl5kJ775rH0t0RaGwO3zYug2qsCs6zj7bNuKdMQOWLw/2uXfvtjW9jRol75xHCzuN2IlIZHTpYqN3jz9u++BdeKGteP7mm7AjE5Fk69TJ7lrfcIPtGdeokXWk9OsifvNmu2nUp49Nu1y2zHYxl2iLQvOUozcdVNgVLYMGQblywe9ZuXq1vU/miN3RqZgasRORSMnMtGLus8/g1luta2bdujBxot01FZGio1IlmDbNRuzT0qBrV2uwNG9e8gq8776zTfYaNrQRut//3grIChWSc37xX9gjdirsiqYKFWzUbuZMa5kZlFWr7L0KOxEpNipXtmLuo48s+f3619bOatGisCMTkWTr3NlG65980vZ36tgRWrSwHLB7d+HOuW0bPPKINUoYOtQ6c65aZQ2b0nSJkTKiMBVThV3RNWCArfcfMSK458zJsamTtWol75wlS9r7CDegU9YVEdvjbuFC29B89267OLv+etiwIezIRCSZMjKgXz/44gsr6H74wW7oVKlihd8TT1hXzZPdkd6/Hz7+2KZyd+pkm+sNHw5Nm8LixfDGG8m9kJJgqLATP5UvDwMHwuuv243kIOTkQIMGyb3BdPS1efBg8s6ZZCrsRMQ4Z8XcmjW278ycObap57BhNs1KRIqOkiVtb8sVK6yQu/122/m8f39o2RKysmyjvMaNbeuEJk2gZk27A96sma2b2bgRBg+2Kd1z59pxkppU2Inf7rrLCryHHw7m+ZLdERPsxhhEesQuPewARCRiSpe21sS33AJDhsCoUfDcc/A//wM33aTpVSJFiXM2HbNFC1sXt3GjjcgtX24d5XbutNG7KlWs2KtTB+rVs12Iq1cPO3pJFjVPEb+VK2fF3ciRNl07md0q8/r6a9tmJdmF3dHXpgo7EUk51apZw4W+fe0u/s03w/jx1milVauwoxMRP9SqZW89eoQdiQRNI3bit/79bRr3qFEwfbp/z5OTY+/9GrErqlMxnXO/cM7lOOeOOOdanOK4Ts65tc659c65IYk8p4gErHVrWLLERu02bbLpVr/8pTVNiDDlJxGJokjmJk3FlCCcdZbdLJ4xA9at8+95/CrsUmDELtE5VauAa4F3T3aAc64EMAHoDDQA/t051yDB5xWRIKWlwX/8hyXi+++3pFyvnt11278/7OhORvlJRKIoerlJhZ0EZeBAW+P76KP+PceyZbbNQo0ayT1vUR+x8zxvjed5aws4rCWw3vO8LzzP+wH4X6BbIs8rIiHJyrJibvVqa5U+bJg1WHnvvbAjO4Hyk4hEUSRzkwo7CUrlyvCf/wlTp8Lmzf48x5IlNrso2WtHi8GIXTyqAv+X6/MtscdEJFWdfz68+irMn293xSpVCjuiwlJ+EpEoCjY3qXmKBOmee+z9mDHJP/eePTYV048uvUWhK6Zzbj5QJZ8vDfM87/U4niO/bHHS20LOud5Ab4AayR5CFZHkat/epjyEdFEQZH5SbhKReKVkbtKInQSlRg3IzoZJk2zmT+XKyTv3Bx/Ya9mPws45SE+P9FTMAgs7z/N+luBzbAFy90SuBpy064Lnec8AzwC0aNEi5CwjIgUK8U5vkPlJuUlE4pVyuck5OHKkUP80aVTYFS/33QdTplin7UceSd55lyyx9y1bJu+cuWVmRnrELoipmP8A6jrnznPOZQI3Am8E8LwiIgVRfhKRKAo2N2mNnQStfn247jqYMAF2707eeZcssbX/5csn75y5ZWREesQu0e0OejjntgCtgVnOubmxx891zs0G8DzvENAPmAusAV7yPC8nsbBFRE5N+UlEoiiSuUmFnYRh6FAr6iZMSM75PM8Ku9atk3O+/ER8xC6hDco9z5sJzMzn8W1Al1yfzwZmJ/JcIiKnQ/lJRKIokrlJzVMkDE2bQufOMHYsDBgAZcokdr7162HnTn/W1x0V8cIuiKmYIiIiIhJlGrGTMAwdCjt2WCOVRB1dX+dnYVeUp2KKiIiISIrTVEwJy6WXwmWXwW9/CwcOJHauxYttv90GDZITW340YiciIiIikaXCTsL0wAOwdSs8+2zhz+F5MG8etGkDJUokL7a8MjJU2ImIiIhIRKmwkzC1b28jd6NGwf79hTvH6tW2xq579+TGlldmpqZiioiIiEhERamwS0+or5+kIudg5EjYtg2eeaZw55gZ60fUtWvy4sqPRuxEREREJLKi0hUzMzMasUjw2rWDyy+H0aNh797T//evvWZNU849N/mx5aYRO5Hi7dAh+OYbOHIk7EhERI7zPNizJ/F+BVJERGHETtMwi7eHHoIvv4SxYzlwwLa4i+tluXkzLFvm/zRMUPMUkeLq229tW5af/ARq1LC3xx5TgSci4XvlFdtC6pxzoEIFuOEG2LAh7KgkNFGZipmREW4MEq62bdnb+Vr2jxhNg/LbqFoVGjWC6dML+Hevv27ve/TwPURNxRQphg4dgi5dYNcuWLHC7orPng1vvQV33hl2dCJSnE2dCoMG2Y2mb7+F7duhSRNo29Y+lmIoCoXdwYMasSvmduyAziseI907yOoew/j2Wxg/Hh58EJ5++hT/cOZMuOACqFfP/yA1FVOk+HnrLbuh86c/QfXq9ljjxjBrFsyYoTvjIhKOQ4dsP+BXXoGOHSEtDcqVs8euvRaeeCLsCCUUUSnsNGJXrD39NNS56nzSBw2g5IvP4T78B+3a2YDciBEnmTa+ciUsWgQ9ewYTpEbsRIqfOXOgVy+7aMotKwuuuQbmzg0nLhEp3latgrJloXnzE792881280mKoSg0LDl4UB0xi7k5cyA7Gxg2zJqg3HwzfP89DRrYTfIPP8znHz3wgF1c3XVXMEFqjZ1I8VOihN0Zz8+hQ/7unSkicjJHc1N+gzPKTcWcRuwkZMeunc48E6ZNg3XroH9/4CT5aelSG867914466xggszI0FRMkeKma1eYMuXEv/0dO2yaZpcu4cQlIsVbw4bWwOm990782rPPBtNUTiJIUzElArp2hcmTY5+0awdDhsDkyXwxchr/+lc+Mw2GDbMOdbHiLxAasRMpfjp2hGrVbM3K8uWWA/7yF+jQAfr0gapVw45QRIqjtDQYM8a6YE6fbttFbd4MAwfCu+9Cv35hRyihUGEnEdC7ty2Z69PHehHsG/Ib/nVBW2o9+EvevGIMGemx1+jBg9aJbsECWyCclRVckGqeIlL8pKXBq69Cq1bQrRuccQbcfbfloYcfDjs6p9B9DgAAB89JREFUESnOuneHF16AP/4RypeHiy6ypgTvvw8VK4YdnYRChZ1EQLlydoMpIwNatoRylTLIrvg2X116Hc2m3wOdO8PgwdC+vbXLHDQo+FbjEW+eolWqIj4pWRKGD7c3EZEoufJKexMBotM8RYVdsVexIowbZ2+mDByZYXfFn38eFi60JjtTp8Y6rQQs4lMxVdiJiIiIFHcasZOoSkuD//5veztyBA4fDu+1ouYpIiIiIhJZmoopqSItLdzXSWbmyVsLR4AKOxEREZHiTIWdSHwyM+19REftVNiJiIiIFGcq7ETic/Q1GtF1dirsRERERIozNU8Ric/RETsVdiIiIiISSRqxEynY0deopmKKiIiISORoKqZIfDRiJyIiIiKRpcJOJD5aYyciIiIikaXCTiQ+6oopIiIiIpGl5iki8dFUTBERERGJNI3YiRRMzVNEREREJLI0FVMkPkV5xM459wvnXI5z7ohzrsUpjtvonFvpnPvEOfdhIs8pIhIP5ScRiaJI5iYVdiLxiXjzlPQE//0q4FpgYhzHtvM8b0eCzyciEi/lJxGJoujlprALO8+Dw4dV2En0Rbx5SkKFned5awBcFBbdiojkovwkIlEUydwUdmF36JC9V2EnURfxqZiJjtjFywPecc55wETP85452YHOud5A79in3znn1hbi+SoBqXT3XfH6S/H673RirulnIIUQV35SbkoZqRaz4vWXclP8KuFcuL/b4cPtLT5F+bUYBYr3VK6+OtEznG68ceWnAgs759x8oEo+Xxrmed7rcQZzied525xzlYF5zrlPPc97N78DY4nrpIVfPJxzH3qed9J561GjeP2leP0XVsxB5iflptSQajErXn8pN8VPv1t/KV5/KV5TYGHned7PEn0Sz/O2xd5/5ZybCbQE8i3sRETipfwkIlGk3CQiYfB9uwPn3BnOuayjHwMdsYXDIiKhUn4SkShSbhKRwkh0u4MezrktQGtglnNubuzxc51zs2OHnQ2875xbDnwAzPI87+1EnjcOCU9JCJji9Zfi9V/kYo5oforcz6kAqRYvpF7MitdfkYs3orkJIvizKoDi9Zfi9Zcv8Tov7H1LREREREREJCG+T8UUERERERERf6mwExERERERSXEpXdg55zo559Y659Y754bk8/WSzrkZsa8vdc7VCj7KH8VTULwDnXOrnXMrnHMLnHOh7qlTULy5jrveOec550JtMxtPvM65nrGfcY5zbnrQMeaJpaDXQw3n3ELn3Mex10SXMOLMFc8fnXNfOefyXcDvzBOx72eFc65Z0DFGhXKTv5Sb/JdK+Um56fQoP/lL+clfqZSbYvEEm588z0vJN6AE8DlQG8gElgMN8hzTB/hD7OMbgRkRj7cdUCb28R1Rjzd2XBbWfnkJ0CLK8QJ1gY+BCrHPK0c83meAO2IfNwA2hhVvLIbLgGbAqpN8vQswB3DAxcDSMOON+O9WucnHeGPHKTf5G3Nk8pNyU9J/t8pPPsYbO075yb94I5ObYjEEmp9SecSuJbDe87wvPM/7AfhfoFueY7oBU2Ifvwy0d865AGPMrcB4Pc9b6Hne3tinS4BqAceYWzw/X4CHgMeA/UEGl4944v0vYILnebvA9gYKOMbc4onXA86MfVwO2BZgfCfwbGPcr09xSDfgec8sAco7584JJrpIUW7yl3KT/1IqPyk3nRblJ38pP/krpXITBJ+fUrmwqwr8X67Pt8Qey/cYz/MOAbuBioFEd6J44s3tNqyCD0uB8TrnmgLVPc97K8jATiKen289oJ5z7m/OuSXOuU6BRXeieOIdAWQ7a4s9G7gzmNAK7XRf40WVcpO/lJv8V9Tyk3LTccpP/lJ+8ldRy02Q5PyUnnA44cnv7lHevRviOSYoccfinMsGWgCX+xrRqZ0yXudcGjAW+FVQARUgnp9vOjal4Arsjt57zrlGnud943Ns+Ykn3n8HnvM8b4xzrjUwNRbvEf/DK5Qo/b2FSbnJX8pN/itq+SlKf29hU37yl/KTv4paboIk/72l8ojdFqB6rs+rceJw67FjnHPp2JDsqYZD/RRPvDjnfgYMA7p6nncgoNjyU1C8WUAjYJFzbiM2L/iNEBcBx/t6eN3zvIOe520A1mLJKgzxxHsb8BKA53mLgVJApUCiK5y4XuPFgHKTv5Sb/FfU8pNy03HKT/5SfvJXUctNkOz8lKzFgUG/YXcQvgDO4/gCyoZ5junLjxcAvxTxeJtii0LrpsLPN8/xiwh3AXA8P99OwJTYx5Wwoe+KEY53DvCr2McXxP7QXcivi1qcfAHw1fx4AfAHYcYa4s9IuSnkePMcr9zkT8yRyk/KTUn93So/+RhvnuOVn5Ifb6RyUyyOwPJTaN9kkn5QXYB1sT/oYbHHRmJ3bMCq9D8D64EPgNoRj3c+8E/gk9jbG1GON8+xoSanOH++DngcWA2sBG6MeLwNgL/FEtcnQMeQ430R2A4cxO4w3Qb8Gvh1rp/vhNj3szLs10PEf7fKTT7Gm+dY5SZ/Yo5MflJuSvrvVvnJx3jzHKv8lPx4I5ObYvEEmp9c7KQiIiIiIiKSolJ5jZ2IiIiIiIigwk5ERERERCTlqbATERERERFJcSrsREREREREUpwKOxERERERkRSnwk5ERERERCTFqbATERERERFJcf8P0ycWt6i62aoAAAAASUVORK5CYII=\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
}
},
"3f05c1c18f6c47ad99de8e1fd1482acb": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "DescriptionStyleModel",
"state": {
"description_width": "initial"
}
},
"4010a852c5044c1490006f1ca3ae9588": {
"model_module": "@jupyter-widgets/output",
"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_03e59ff8f37d4ef68e807f37dbd6aff7",
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
}
},
"409bd91a1da34699b063ddb1643e14bd": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "VBoxModel",
"state": {
"_dom_classes": [
"widget-interact"
],
"children": [
"IPY_MODEL_773dafb058984fce83d46b05df45e6af",
"IPY_MODEL_a7b59b2705664078bdf4e7c28abbc99f"
],
"layout": "IPY_MODEL_b263845ae04d42cebcff14059c25fc9a"
}
},
"40bdf2bc9c0e428eb085c6c1329e8216": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.2.0",
"model_name": "LayoutModel",
"state": {}
},
"4138aa581ea74b2d87f2a40924e300af": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.2.0",
"model_name": "LayoutModel",
"state": {}
},
"417b3c3e7fe14362a9d4d7e4d55a1e9e": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.2.0",
"model_name": "LayoutModel",
"state": {}
},
"4182ca1513144dc2a36969808793333d": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.2.0",
"model_name": "LayoutModel",
"state": {}
},
"419101dd10bd43669d54ce264276069f": {
"model_module": "@jupyter-widgets/output",
"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_3d428a7f8dc94c05b51b031011d1bfd3",
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
}
},
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"layout": "IPY_MODEL_330e6fa5488e414d8dcc5e2a5ebd2a86",
"style": "IPY_MODEL_e52890de02f6427a823a98137d52fdcc",
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}
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}
},
"43f1fd313f84446bafd4e89b09f0f401": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "VBoxModel",
"state": {
"_dom_classes": [
"widget-interact"
],
"children": [
"IPY_MODEL_01296892663e439e92dc28229dde3773",
"IPY_MODEL_3e3073bf3c28430293094e676c924326",
"IPY_MODEL_48cd4a33493f4e9aaa2c27e7970e7c8c",
"IPY_MODEL_5b5fbaabcdcf40cd9e495ea6c17d438d"
],
"layout": "IPY_MODEL_0c06d4f199b2492e82c0b385e41e18f8"
}
},
"43fe5da9ac3e402eb15809898d3efe02": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "CheckboxModel",
"state": {
"description": "Original",
"disabled": false,
"layout": "IPY_MODEL_82d8126d069b4ae0b8ab831e3aceb574",
"style": "IPY_MODEL_a7a763986e324362878b395ef35d2aa5",
"value": false
}
},
"440a0d2e30be4f3ebb2f1b1096368f2e": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "DescriptionStyleModel",
"state": {
"description_width": "initial"
}
},
"4510355718484f3a81ccae4ea0cd59f8": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.2.0",
"model_name": "LayoutModel",
"state": {}
},
"4596b98969774089ae155a89771fc040": {
"model_module": "@jupyter-widgets/output",
"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_4138aa581ea74b2d87f2a40924e300af",
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
}
},
"4599457b9f5d458580b9acddd425f62e": {
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"model_module_version": "1.5.0",
"model_name": "DropdownModel",
"state": {
"_options_labels": [
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"Gaussian",
"Sigmoidal"
],
"description": "Basis Functions:",
"index": 1,
"layout": "IPY_MODEL_cc0edbdf286145e3992ddbb1c58bf1d4",
"style": "IPY_MODEL_dd931c22a3fb4a33b3c8f018a7f591a8"
}
},
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"model_module_version": "1.2.0",
"model_name": "LayoutModel",
"state": {}
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"outputs": [
{
"data": {
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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
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{
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\n",
"text/plain": ""
},
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},
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}
]
}
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Ozz0n9w8Y4HR0yhs0N12hfap+bNYs6NlTGnfxVa8ORYvCzz9Dw4bOxOb3rtE75M/Sp09/udRteHg4MTExDkekVGJLlkCFCnLRFF94ODz2GMycCffd50xsAUHzk1JeM2uWzG5K6IEHpFP80CHIm9f3cQUEzU0BT0fs/Nj585A9e9KPZc8ujyv/lz17dk6dOpXsbXfUqlWLr776CoAvv/zSo/EplVKam4KH5icVbJLLT+nDY8mYweo64AChuSl1tGHnxxo1ghkzEt//338QGQm1a/s+JpVyHTt2ZNSoUVStWpUdO3bw0EMP0bNnz8sLgN0xduxY3nrrLWrUqMGBAwfIkSOHl6NWKnl160oRp6NHEz82Y4bkLhUYND+pYHPVtdOhQ/DEExARgc2chd+Ol6bgO8/BX385GqO6Ps1NqWSt9duP6tWr21B26JC1hQtbO3KktWfOyH2bN1tbo4a1L73kbGz+aPPmzU6H4DVnzpyxsbGx1lprv/jiC9u6dWuHI3JPUr8TINL6QX5Jy0eo5yZrrX3mGWvr1rV22za5feqUtUOGWFuihLXHjzsbmz/S/ORfNDcFr/Xrrc2Tx9olzy20sfny2dgMGezRiCZ2Uvan7P7Kd1qbLp21mTNb++WXTofqFzQ3+Z+05CddY+fH8uSBZcvgySdh+HCpjhkdDU89pQuAQ82aNWvo06cP1lpy5szJxx9/7HRIKsS98Ybkpdtug6xZZfSuYUPJWaHQKaqu0Pyk/EmlSrCy16eUHtqVreG30OfGhew5UYkhEyF/R+DAAVkE3LEjbNoEr74KrvVZKriEYm7Shp2fK1FCKs0dOQLHj8uWBxkyOB2V8rW6deuyfv16p8NQ6rKwMHjpJelk2rcPcuWCG290OirlBM1PIeDMGdnLpFUrqZLkz1avpvTIR6FBA26Y9B0fhmemSJF4hejy54cff5TqdEOHykZ3PXo4GrLyjlDMTbrGLkDkzg0lS2qjTinlXzJmlNykjTqlgtTixVIGt107+OADp6O5tn//lTgLFoSZMylQMjPFiiWuLk6GDLIB5513Qp8+8OuvTkSrlMdpw04ppZRSSiU2ezY0aSINoQoVZA72xYtOR5W8xx+XzTTnzJEe8WsJD4dp02TE7p57kq4GpVSA0YadUkoppZRKbN48aSCtXw8jRsA//0hjyB99/7006F55RRqh7rjxRtn47r//4MUXvRufUj6gDTullFJKKZXYmjUQEQGZMkGLFlC5Mrz+Oly65HRkV7twQSrN3Xyz7EKeEtWqyXTMDz6Q16tUANOGnQpZFy/CTz/BwoVSmCatjh8/zvjx41P1vS1atOD4dYJ45ZVXWLx4caqOfy2TJ0+mT58+13zOsmXLWLlypcfPrZRK2vbtMH8+bN7smeNpflIpdu6cVI2sXl1uGwMvvCB7wH37rbOxJfT227Btm3xOTTGCV1+Fm26C3r0hNtbz8QWR06eljs6SJXhks3fNTZ6lDTsVkr76CooVg/79YeRIKF5cZm+kJZ9fKzlduk7v5vz588mZM+c1nzNkyBAaN26c6vjSQi+clPKNqCip51CvHowbJ1/XrSsz4NJC85NKsQ0bICbmSsMOZC1a3rzw9dfOxZXQmTPyj7x5c2jWLHXHyJFD1g/++it89pln4wsS1sLo0VC0KLz2mlRFLlIEPvkkbcfV3ORZ2rBTIWflSpl18fXX8Pvv0uu0ebOM3I0alfrjPvfcc+zYsYMqVaowYMAAli1bRoMGDXjggQeoWLEiAG3btqV69eqUL1+eiRMnXv7eYsWKcfjwYXbv3k25cuV49NFHKV++PE2bNuXcuXMAPPTQQ8yaNevy8wcNGkS1atWoWLEiW7duBeDQoUM0adKEatWq8dhjj1G0aFEOHz6cKNZPPvmEm2++mTvuuINffvnl8v1z586lZs2aVK1alcaNGxMVFcXu3buZMGECY8aMoUqVKqxYsSLJ5yml0iY2Fu66S66j//lHlgzt2gWtW0v9igsXUn9szU8qxeKmJUZEXLkvPByaNoVFi/xnZOvDD2VPqJdeSttxOneGKlVkC4SYGM/EFkQ+/lgacZGRMttp5UrZNWLwYPjuu9QfV3OTh7mzi7lTH9WrV0/r5u0qhGzevNmt57Vta+2ECYnv37LF2ptusjY6OnXn37Vrly1fvvzl20uXLrVZsmSxO3fuvHzfkSNHrLXWnj171pYvX94ePnzYWmtt0aJF7aFDh+yuXbtseHi4Xbt2rbXW2vbt29upU6daa63t2rWrnTlz5uXnjxs3zlpr7XvvvWe7d+9urbW2d+/edvjw4dZaaxcsWGABe+jQoavi3L9/vy1cuLA9ePCgjY6OtnXq1LG9e/e21lp79OhRGxsba621dtKkSfbpp5+21lo7aNAgO2rUqMvHSO55CSX1OwEirR/kl7R8aG5SKeVOflq0yNrKla11vbWu0rChtV98kfrza366muYmNzz8sLV58iT+g5w61VqwNjLSc+dKrehoawsXtrZuXc8c7+uv5bV9+qlnjhcA3MlNsbHWlipl7cqViR+bOTNtP37NTYmlJT/pBuUq5Pz+O4wdm/j+smUha1bpKS9d2jPnqlGjBsWLF798e9y4ccyePRuAvXv3sn37dnInKMlcvHhxqlSpAkD16tXZvXt3kse+++67Lz/na9e0mJ9//vny8Zs1a0auXLkSfd+vv/5K/fr1yZs3LwAdOnRg27ZtAOzbt48OHTpw4MABLly4cFXs8bn7PKWU+377TWaSGZP4sebNZZZYx46eO5/mJ3VNkZEyfJzwD7JpU/m8cOHV0zSdMG0a7N3ruf312rSBSpVkruEDD/j/Zuw+cuwYHDwItWolfqx5c+jUybPn09yUejoVU4WcXLlkD9OEzp2TbWxy5PDcubJmzXr562XLlrF48WJWrVrF+vXrqVq1KufPn0/0PRkzZrz8dXh4ODHJTAmJe17850inzvWZpK4cgSeeeII+ffqwceNGPvjggyTjS8nzlFLuSy43Aezb5/lN4DU/qWQlLJwS3003SSXJ77/3fVzxWSvr4ipXTv3auoTCwmTB/bZt8OWXnjlmEMiSRQqhHjuW+LF9+yR3eZLmptTThp0KOZ06yTrrhMsD3n8fateW/1mpkT17dk6dOpXs4ydOnCBXrlxkyZKFrVu3snr16tSd6Bpuv/12ZsyYAcCiRYs4lkQWrlmzJsuWLePIkSNcvHiRmTNnXhVjwYIFAZgyZcrl+xO+tuSepwJcbCysXi0r5Dt1kjfELbdIdaHKlaFhQ9kAeOJEqYynPKp9e9k2bPv2q+//91/4/HMZQEgtzU8qRTZskCv5+Ovr4rvzTli1Ck6c8G1c8f30E2zZItsbJHPBnSrt2kH58pIH3bzgD3aZMkHbtvDmm1ffb61sb9ilS+qPrbnJs7Rhp0JO377yv6hJE9mXdNEiePRReOstqUKXWrlz5+a2226jQoUKDBgwINHjzZo1IyYmhkqVKvHyyy9TK6k5DWk0aNAgFi1aRLVq1ViwYAH58+cne/bsVz0nf/78DB48mNq1a9O4cWOqVat2+bHBgwfTvn176tatS548eS7f36pVK2bPnn15AXByz1MBaudOuTgqVEgacwMGyEVT1qxygVO3rjTuoqNl6tNjj8nc5ZtvloIFe/Y4/QqCQt68cuFUr54MRCxbJtXba9eG556DkiVTf2zNTypF4gqnJDfVslkzKTCyZInvYkpowgTImRM6dPDsccPCJB+uWwfLl3v22AHsjTdg+nR48EFYsEB2vGjdWvoAnn8+9cfV3ORh7izEu94H8DFwEPgzmccNMA74G9gAVHPnuFqgQKWEu8VTrLX2/HlrP/7Y2mbNrK1f39qhQ609eNCLwfnI+fPn7cWLF6211q5cudJWrlzZ0XicLlCguek6du60tkMHa8PCrE2f3tq777b2s8+sTbBo/Cqxsdb+/be1771nbZMm8r1hYda2a2ft+vW+iz3ApCQ/RUZK3Yq6da3t1MnaFSu8GJgP+VN+cjo3WS/lJ4/lpu7dky6cEufCBWuzZ7f2scc8c76U+u8/yVn9+nnn+GfPWps7t1RbC3IpyU3Hjlk7apQUc2rSxNrx4609c8aLwfmIP+Uma/2jeMpk4F3g02Qebw6Udn3UBN53fVbKERkzQrdu8hFM9uzZw3333UdsbCwZMmRg0qRJTofktMlobkosOlrmz4wYIcUB+veXoWzXFJFrMkaGjh5/XD7++UcKF7z/PnzzjVT3eOMNGf1TqVK9Onz0kdNReJ7mp0Qm46/5ad8+2ew1uSmO6dPL0PJPP/kknEQ++QQuXoSePb1z/MyZ5djDh8uMhhIlvHOeAJMzp/y76N/f6Ug8K5hyk0cadtba5caYYtd4ShvgU1eLc7UxJqcxJr+19oAnzq+UEqVLl2bt2rVOh+E3NDclYccOmbq0Zo18Hj06bY2wokXl4mfAADnWmDEwd65UlevTR6vKqcs0P13Nr/PTwYNQoMC1n1O3rmxgdvBg6henp0ZsrHQmNWgAZcp47zyPPy4L8seNS7qUtgoawZSbfLXGriCwN97tfa77lPIoqwud/UaA/C5CKzfNnSvV7HbsgNmzpeqbp0bWcuWCYcOkkt7tt8salYYNpRS5AgLmPRH0Auj34Fx+ioq6fmOtXj35/PPP3o8nvqVLYfdu6NHDu+cpUEAqGk2eDGfPevdcDgug90TQS+vvwlcNu6TG8pOM3BjTwxgTaYyJPHTokJfDUsEkU6ZMHDlyRBOUH7DWcuTIETJlyuR0KNcTOrlp0iQpa1a6tBQFaNvWO+cpXhzmz4cpU+CPP6Sa5pw53jlXANH85B8CKDeBm/nJ47nJWhmF+9//rv286tVlyqKvC4xMmSL7Enkrh8XXs6dUW5s+3fvncojmJv/hifzkqw3K9wGF490uBOxP6onW2onARICIiAj9K1NuK1SoEPv27SMgL7qDUKZMmSjk/+usQiM3DR8OL74oO8nOmAHZsnn3fMZI/es6dWS6Z5s2MjXzhRc8W5Y8gGh+8h8BkpvAzfzk8dx07JhUvLzeiF2GDLJj9YoVaT6l206dgq++ku1YfNE4r1sXypWTLV6CbVG+i+Ym/5LW/OSrht0coI8x5ktk4e+JoF7D4qeWLIEPP5Q9kcqVg969oWJFp6PynPTp01O8eHGnw1CBJfhz05tvSqOuUyf4+GMpeuArpUrJNK1HH5VtEf78U6Y1xdtIFmD/fqlcvmKFtDk7doT77vNtqN6m+UmlgjP56eBB+Xy9ETuQ6ZhDh8qoVo4c3o0LpFF39mzaNk5LgUuxhg239qDqp0/xcMQG/tekEo8/DoULX/97A4XmpuDikamYxpgvgFVAGWPMPmNMd2NMT2NMXLmi+cBOpGTvJOBxT5xXue+VV+Ta6vbbYfBgWVbTuLF03isVrEI+N02cKOXL4taJONFSypwZpk6VCpxffgktWsDJk5cf3rhRZnQdOSIDeg8+COPHyyyrixd9H65SvuK3+SkqSj67UxClbl0pZrJypXdjijNlinQY1anj9VNduiQTDgZs7MKl9BkZUvADzp+XPdsjI71+eqVSxVNVMe+/zuMW6O2Jc6mUW7dORuo2bIC4/RAbNIBWreRz8+aQYB9GpYJCSOemhQuhVy9pSH32mbPVKY2BZ5+VYgQPPyyJZ9EiyJ2bnj1llmb37leefu+90LSpDDA+9phzYSvlTX6bn1IyYlerFqRLJ8PtzZt7N65//oFly2DIEJ9M6f7iC5nh9NPqGwl/5D4KffsZY74YRc2aWejeXa6tQnRmufJjviqeohz02WcyWpdwk/vKlWUET+saKBVktm6VruaKFWXRf4YMTkckOneGb7+VypmNGrE78jA7d0LXrlc/LV062T1h6lRnwlQqpKVkxC5rVhnC8kUBlc8/l8+dO3v/XEj+eeYZV/rs3l1mGnz9NffdJ0v9/vzTJ2EolSLasAsBx44lv+9woUJw9Khv41FKedHJk9C6taxj+/Zb7xdKSakWLaQ36a+/uOn+hpTNc5h0Scwd0dyklEMOHpShqIS9wcmpVw9++827WwJYKw2722+XjdN94Kprp3r1oGRJ+PhjwsJk8oHmJ+WPtGEXAm69Fb7/PvH9sbEyW6vOrBwVAAAgAElEQVRmTd/HpJTyAmulPPfOnVJkoGhRpyNKWtOmMHcumfduY/SWFvy79VSipyxYADVqOBCbUqEuKkoade5O377jDlkQu3q192Javx42b5ZFuD5y1bWTMfDQQ7B0KUcjd7JpU3AVn1PBQxt2IeDBB2Wh7/vvS2MO4Px52T+4aFFJXkqpIDBliiwMefVV6dn2Z40bY2bOpErsHxys3YbD+85ffmjZMhg9Gp56yrnwlApZBw+6Nw0zzm23QViYd6djfv65zNFu395750igb18p5LRwofSZ0bUr1hgW3D+FLl3gxht9FopSbtOGXQjInh1++EEKEZQsCc2aSanef/6BWbN08a9SQWH7dujTRwqTPPec09G4p1UrzJQpVD2+lBUlutCkUSxVqsiauylTZB2wUsrH3NmcPL4cOaBKFfjpJ+/Ec+mSdFg1bw65c3vnHEkoU0aWKPfqJbmoycOFWRLehOb/fcKoEZd8FodSKeGrfex8x1d7qQSYMmVkCvyGDbJnVJkyUKKE01EppTwiNhYeeUR6tKdOdbYCZgqFdX4QDv5Hu/79qZKrKP++OoratQPqJSgVXKKiUj6V5447ZFpQdHSifSrTbPlyKU/55puePa4bGjaEv/+WWaYnT0LEvd3I0fN++GWp7BmllJ8JrhE7a6W3unFjWLXK6Wj8jjHS69S8uTbqlAoqEyfKxc9bbyVfKcmfPf009OlD8a9Gc/uG8dqoU8pJKR2xA2nYnT8vPcie9vnnUgSqVSvPH9sNYWGybV6zZpCja1sZPJgyxZFYlLqe4GrYXbokZXA3bJB3YcuW8McfKT7Mnj3S8TR+POza5YU4lVIqFaKjpSbK2LGyqP/SJWDvXhg4EBo1gm7dnA4xdYyRF9WypSxsWbLE6YiUCk3nzkkt/5SssQOoWxdrDKtG/sRHH8Hhwx6MZ+ZM2dwySxYPHTQNMmWCjh0lEZ886XQ0SiUSXA27dOlktf3OnTB8OKxcCdWrwz33yL5J12Et9O8P1arB77/DmjUyG6FPnytFR5RSygkrV0Lx4tLhtHMnvPwylC8Pp3o8DTExMmoXyAtmw8OlZ75MGSmQsHOn0xEpFXpSsjm5y7lzcPcjN7IlvCI51/3E4sVQujSMG+eBeObNkwZUp04eOJiHdO0qL3rWLKcjUSqR4GrYxcmWDZ5/XobbBg2SyiEVK0pi2L492W97/32ZzbR9uxQa+egjubZYt046k5VSygnHjkG7dpKTfvxRLph+/x3eaL6U7N/PIva5F4JjfvUNN8ged9ZCmzZw5ozTESkVWlKyObnL00/LJt5lHruDcsdW8sWUC6xbB2PGwKJFaYzns89k07j69dN4IA+qVUtarjodU/mh4GzYxcmRAwYPlgbewIEwezaUKwfdu0tJyATGjZNElCvXlftuuAHefls+rPVd6EopFefTT6FJE1kfe1lMDK0X92V/hmIsrPCMY7F5XMmSUopu0yZ47DFNvEr5UgpH7E6ckIKV48ZBeJNGskn5L79QtKj0q6dp1O7wYZg/Hx54wL+qKcXtabd8ua7XUX4nuBt2cXLnhhEjYMcOmVf5+efS29K7t5SIRKZa/vUX1K6d+NurV5dOrHPnfBy3UkoBW7bIsuGrfPAB/PknC5u+yeZdmR2Jy2uaNIEhQyRXjx/vdDRKhY4Ujtj98w8UKuR6esOGkD795V29b7sNtm5NQywzZsg0c3+ahhmnc2dp4OmonfIzodGwi5Mvn8yp3L4dHn5Y1qSULAnPPEPY4YPkzy8XUAnt3CmzOzNlStnp9u6Vkb4RI6RUrnY8K6VSo1Ah2Lw53h2nTslshAYNmH6hXYoLYV64IPUIhg2T0UC/nPH4wgtSTOWppyAy0ulolAoNcSN2bjbs8uWTnQhOn0Y2za1bFxYsACRnpaZI78aN8MYbcGDEFKJLV4BKlVJ+EG8rXFgasp9+qkUYlF8JrYZdnMKFYcIEGaLr0EEaeyVK8GXJFxk+4BgxMVeeeumSXF88/LCUvHXXa6/J1gJ//imzCTp1kmlUp097/uUopYJb164y3elyDagxY+DwYX6/ZwRr1xnatHH/WBs3yoSF8eMlH82cKUVZli3zRuRpEBYmveH58kmePnHC6YiUCn5RUdKT7WYFyptukl2mhg933dGsGWzcyJm/9jF0qGyv6a6YGOjSBe68E2I3/En+vb8x7MDDPN7b+GfbqWtXmYr5889OR6LUZaHZsItTogRMnixXS61aUe/n4XzwQ3E+KDSUd4adZMwYqFEDDh2SznF3ffut7BG8ZQtMmgSjR0sb8qabZJGxUkqlROHC8M47UK8evNDjMBdeH82aIu1oMbgGM2ZAZjdnYl68KFtBvf46LF0qn+fOhS+/lEKUR49693Wk2I03Sov2n3/g0Ud12oNS3paKPezGj5eaR40awRfHZSHw0NsXUr16ymZRjhgBBw7Iqpnn8n4E6dMzcGNn1q2D995LUUi+cffd0gjW6ZjKj4R2wy5O2bJy8bB+PVnvakDvqFfo9loJis14g9deOMuiRSnbPuXdd+HVV6/OjeHh8Oab0juuHc9KqZR64AHZlrPlnyNIF32GDfe9xpYtsi+wu+bNg6JF5VjxNWwoHe1Tp3o2Zo+47TaZAjFzppQrVkp5T1RUivewy5dPtofq3h2WHSrPsWyFGFBxARMmuL8DS2ysNBDHjoXMYdGSjNq2JVuxPIweLddVfidrVtlfb+ZMKRqjlB/Qhl18lSphvpkNv/9Otvq30m71szTvXYLw8e/IzsBu2r5dRvoSypsX8ueXtXdKKZVSRTNFUWfte4R17kS3UbeQJ0/Kvn/btqRzE8j927alPUavGDhQWp99+/pxkEoFgYMHU745OZAxo3QYfTDRkKtjM3Kv+QETc9Ht7z9zRjq9y5dHhv+OHJGWIpKb/v7bTwfsu3aVNc+zZzsdiVKANuySFhEhi39//lm2R+jbF0qVkmIrF6+fqIoWhQ0bEt9//LhMMyhQwAsxK6WC31tvSeWTF19M1bcnl5tA7i9aNA2xeVPceruMGeHBB93Kw0qpVDhxAnLmTNsxmjeXTcVTsPYsa1aZGfX338iGnYULQ+PGgOSmIkXcH/3zqXr1oFgxWdajlB/Qht213HabLERZvFjK0j32mEzb/PRTqaqSjMcek6mY8adcWgsvvwwtWsiyEaWUSpGjR2WuUocOcPPNqTpE27ZykeQqWndZZCR8/bV0PvutQoVk0XJkpGyFoJTyvNOnpbplWjRrJsdIwdzusDAptDKu1xZYuFBuhIcTHQ3PPy/XVX4pLEz2tPvxxyT3R1bK17Rh545GjWDlSvjuO9n0vGtXqFBBNtFNolTT/fdLJ84tt0hCGjkSataEX3+VAghKKZVi48bJRdcLL6T6EJkywVdfyXXIfffJAODDD0PTprJ8LYU1E3zvnnsk/77+Ovz2m9PRKBVcrJVphdmype04WbJINaYUrj0bNAia/zWG8yYTb53rxeDBMjXzhhvgmWfSFpJXde0qPzstoqL8gDbs3GWMDLetWQOzZkk1lI4doWpVKYMZb/K3MbJ/3YIF8rSDB2W0btUqHa1TSqXC6dPSsGvbVjqV0qBOHVmm1qCBrPetUEE2EU7JlgmOevttmc/epQucO+d0NEoFj+ho2XMgrSN2IO/P06fhm2/c/pZMJ6JodvBTjrbsyoGYvJw7JxOkZsyQfc/9VrFisgZ48mTd0045Lp3TAQQcY6TXuG1bGbEbNEi+joiQym1Nm16eCF6pkn/uq6mUCjCffALHjsGzz3rkcDlyQK9eHjmU7+XIIT+Pxo1l9HLMGKcjUio4xG20m9YRO5CNyosVk1GshGV4kzN+PCY6mgKjnmJUmbSH4FMPPyx7OyxfDvXrOx2NCmE6Ypda4eGSrLZskYW+hw7JvPJ69eCnn5yOTikVLC5dklGq2rWhVi2no/EPjRpB797yc/nlF6ejUSo4nDolnz0xYhcWBp07S42Cf/9179zjx8tGm2UCrVUHtGsnc0Z1SxblMG3YpVW6dNJTs22b7KC5c6f01jRpAqtXOx2dUirQzZsnO/Y+9ZTTkfiXESOkjGe3bjolUylPiBux80TDDqRhFxsL779//ee+9hocPpzqir+Oy5JFOvtnzpTZFUo5RBt2npIhAzz+uNTqfestWL9eethbtYK1a52OTikVqN56Sxow7do5HYl/yZZNZkts3y6LmJVSaRM3YueJqZgApUtLFd+33rr2Br5//SVTqrt1k0pzgerRR+H8efj8c6cjUSFMG3aeljmz9Kzv3AnDh8s+LtWqwb33wqZNTkenlAoka9fKmo2+fWV2gLpaw4ZSB33MGPj9d6ejUSqweXIqZpyRI2XU7vnnk37cWslvmTNLtdtAVq0aVK8uex775W7qKhRow85bsmWTRLZrF7zyCixaBBUryuLa7dudjk4pFQjGj5cpPg8/7HQk/mvkSMiXT/a90o3LlUo9TxZPiVO0KDz9tIxi/fpr4sfffFOuj4YMCYD9VtzQowds3KjbsSjHaMPO23LmlN3Kd+2CgQNlF+By5eQiRDezVEol58QJmDZNNsbMmdPpaPxXjhyyhmfDBhg1yulolApc3hixA+nkzpdPlqYsXXrl/lGjYMAA2VSzd2/PntMp998PWbPKqJ1SDvBIw84Y08wY85cx5m9jzHNJPP6QMeaQMWad6+MRT5w3oOTOLYv9d+6EPn1g6lSZf967N+zf73R0SgWtgM1PU6fK5r49ezodif9r3Vo2RB4yRApZKRUA/C43eWPEDqShuHSpXAc1bizv18qVpbO7Y0cZzQuWqebZs0vj7ssv4fhxp6NRISjNDTtjTDjwHtAcuAW43xhzSxJPnW6treL6+DCt5w1Y+fLB2LFSZKVbN+nVKVkSnnlGdjJXSnlMwOYna2HCBNkfMyLC6WgCw7hxkCmTNIR1fYvyc36Zm7w1YgdQtqxMT+zUSbaJKlwYhg2TDqxgadTF6dVLOuUmT3Y6EhWCPDFiVwP421q701p7AfgSaOOB4wa3woXhgw+kGlSHDtLYK1FCSv1qqVylPCUw89PPP0uxJR2tc1++fLLebulSuVhUyr/5X246fVr26M2UyTvHz55dNizfvl22cXnhheBr1IEUUalTR7bAio11OhoVYjzRsCsIxK9ju891X0L3GGM2GGNmGWMKJ3cwY0wPY0ykMSby0KFDHgjPz5UoIb06mzbJ/PPhw6F4cRg69ErvmVIqtTyWn3yamz78UC6COnb07nmCzaOPyjYzTz8te2Ip5b/8LzedOiXTMI1J/TGU6NNHZmYtWuR0JCrEeKJhl1QGSDgPZi5QzFpbCVgMTEnuYNbaidbaCGttRN68eT0QXoAoWxa++EL2v2vQQCppFi8ui4vPnnU6OqUClcfyk89y06lTMGuWNOqyZvXeeYJRWJjMhDh+HJ5LtGRJKX/if7np1CnvTMMMRffcI1U+33nH6UhUiPFEw24fEL8XqRBwVTUQa+0Ra2206+YkoLoHzhucKlWC2bNlLnpEhCwuLlFC1o9ER1//+5VS8QVefpoxQzpzunVzNIyAVbGi7CX60Ufwyy9OR6NUcvwvN50+7fnCKaEqQwbZY3PBAt3iSvmUJxp2vwOljTHFjTEZgI7AnPhPMMbkj3ezNbDFA+cNbrfeCt9/DytWyGjek09CqVJSbEX3alLKXYGXnyZPhjJloFYtR8MIaIMGyTrmXr00Xyp/5X+5SUfsPKtXL0ifHt56y+lIVAhJc8POWhsD9AEWIklnhrV2kzFmiDGmtetpfY0xm4wx64G+wENpPW/IuP12KQaweDEUKiQ9QGXLSnGAS5ecjk4pvxZw+Wn7dimc8tBDus4lLbJlg7fflo2CdSqU8kN+mZtOn9aGnSflywddukhnnVY9Vz5irB+XhY6IiLCRkZFOh+E/rJVh/ZdegrVrpYH36qtw772ytkSpAGCMWWOtDega/l7LTS++KPtd7t0LBQp4/vihxFpo2VJmPWzdqj9PdV0hn5sqV4ZixeDbbz0aU0jbuhXKlYOXX5Z9NpVKJXfzk7YGAokx0KIFrFkDX30ljbkOHaBqVZgzR/duUiqQWSsb9TZpoo0QTzBG1iZfuAADBjgdjVL+T0fsPK9sWdmQ/b334MwZp6NRIUAbdoHIGLj7btiwQS4Ez56FNm2gZk0prasNPKUCz6pV8M8/8OCDTkcSPEqWhGefhWnTYNkyp6NRyr/FbXegPGvgQDh6VGokKOVl2rALZOHh8MADsGWL7HsVFQV33gl33AE//eR0dEqplJg2TTYGbtvW6UiCy3PPyfSyJ57QQipKXYsWT/GO226TbaxGjNBRO+V12rALBunSQffusG2bDPf//TfUry9Tulavdjo6pdT1XLwo2xy0bq0XVp6WOTOMGQN//gnjxzsdjVL+KSYGzp/XETtvGTJECqi8/77Tkaggpw27YJIxIzz+OOzYAaNHw7p1ULs2tGolX3vQoUPw++9w4IBHD6tUaPrxR3lT6TTMNIuJkXS3cSPExrrubNMGmjaVbRC0Op1SiZ0+LZ+1Y8k7br8dmjbl0usjWfPTaY4fdzogFay0YReMMmeGZ56BXbtg2DApn161KrRvD5s3p+nQJ05Ap05w883QsyeULy/L/Q4d8lDsSoWiadMgVy5o1szpSALa5Mky6/KBB6BdO9kOcM4crhRSOXtWpmYqpa6mDTuv2rUL+h57lfCjh1n1wDiKF4c+fWSQVClP0oZdMMuWDV54QTLKyy/LhucVKkDnzjJdM4WslY7vrFmlxsOaNVKVvWRJWdoXE+OF16BUsDt/Hr75Bu65BzJkcDqagDV9uuz+Mneu9F9t3y61Cnr0cC05LlMG+vWDTz6R6QZKqStOnZLPOhXT406ehIYNoch9tbjUqg19Tr7O9hX/sX8/PPKI09GpYKMNu1CQM6fM7961S8p+f/WVlOB99FHYs8ftw6xYIfVZ3n8fbrhB7suaFd54Q2aBfvedl+JXKpgtWiQXVe3bOx1JwLIWhg6Fjz6SyQkgg3QNGkh+Gj7c9cSXXoL//Q/69o03T1MppSN23jN1KlSvDv37Q/iboyA6mjxjXuTzz2HhwlT1syuVLG3YhZI8eWDkSNi5E3r3hk8/hdKlpVqcG4vlVqyQ2g4J90I3Rgr5LV/upbiVCmazZsk0zAYNnI4kYB07JrMHkvoRtm0ruQuQHqkRI6So1Oef+zRGpfyajth5zYoV8Yodly4NTz4Jn3xC5i1/0LQp/PKLo+GpIKMNu1CULx+8/bZ0Ez30EEyYACVKSHfSNRbLZcsGR44k/diRI/r/QKkUi46WRWBt20L69E5HE7AyZZKp4ElVEk+Um7p0gRo1ZH+7uItZpUJd3HtBR+w8LtG100svSUd7nz4cO3xJr52UR2nDLpQVLgwffAB//QUdOkhJ8OLFJekcO5bo6ffeC19/Dfv3X33/kSMy+Nexo4/iVipY/PijVCS6916nIwloWbJI3ZmkKomPGQP33x/vjrAwKaRy4AC8/rrPYlTKr+lUTK/p2FH6z8+dc92RIwe8+SasWkXln9/VmlnKo7Rhp2S0bvJk2LQJWraUSprFi8uilXg92gULSkG5unWvPH3aNKni+/DDUK6cY69AqcA0a5b8k2/UyOlIAt7IkTB2LDz1FERGwsqV0K2b1Ix68cUET65ZU4pIvfmmTE1XKtTpVEyvadQIbr1Vthf+5hu5dnr3eCd+yHgXQ2OeJ+t/O5wOUQURbdipK8qWhS+/lE2g6teHV16RBt7o0VImHBg4UPb4/fprGWT49FPp9B42zNnQlQo4Fy/Kf/nWraX6kEqTUqXgt99kRuvDD8sy4uLFYdUquOmmJL7h9dflyQMG+DxWpfyOjth5jTHSGd67t6yCad8eVvxsyPXlBNJlciWsS5ecDlMFCW3YqcQqV5YLzl9/hYgIufApWRLeeQeio7nzTlkWtGWL9Ia3bSuJSymVAitWyJTndu2cjiRoFCwoVTA3bIC1a6VvKnfuazz5+eell2rJEp/GqZTfiRuxy5rV2TiCVFiYLO9dulS2Y5k+HSLaFpJp4cuXy14tSnmANuxU8mrUkJbb8uWyI3nfvlLRadIkGW3wkIsXpVy5UiFlzhyp+tG0qdORhK6nn4aiRWX+ZhI95rGx2pGuQsTp09KoS1j2WnlX164yZ3zoUFiwwO1vs9ajl2EqiOg7WF1f3bqwbBn88AMUKCA7/pYtK5uzpPKqx1r4+GMoX16ubXPnlmuskyc9G7ryvD17ZHpbVJTTkQQwa+Hbb6FxY+0hd1LmzFeG+D766PLdW7fKdKnMmWWWbJMmWpI8EJw7JxNNNm7UzsIUO3VK19c55d13oVIl6NQJtm275lMvXpSlL4ULy7VTkSKyg0tMjI9iVam2davstOPt61xt2Cn3GCMXoatWwbx5sh9Uly5QoQLMmJHizX6HDZNCB+PHS0L64w+ZldakiVSAV/5n/35o0UI2Wn3qKSmW8+CDUtRRpdDGjbB7t6yvU85q314qQL30Epw4wfbtssS4Zk3Z/eXMGamz0q6d9G8p/2OtFM8pXBgef1yWB5QvrzNsU+TUKV1f55QsWeCrr2S09M47E5ced7FW/ueuWCGDe5cuycSPxYtlmZ7yT2vXSvGcJk1k4lvRolKvwluNcW3YqZQxBu66C9asgZkzJRF16ABVq0qGcaOb9MgRKUb3/fdwxx1yyGLFZAQva1YpFKj8y4UL0q6vUUM2gl69WtolWbJIER3tHU+hOXPkc6tWzsahJAGNHQuHD8OwYQwfDk88Idt63nCDjNh16QLvvZdEdU3lF956S+p+/fqr/Gv6+28YNUrKzG/Y4HR0AeL0aW3YOalUKWmtHT4se7ckseXU779Lxd9vv4WKFeW+KlVg7lxZu7d+vY9jVte1b5/8Ovv2lWum336TNZZ//CGNO2/Qhp1KnbAwuaLfsAE++0y6tdu0kW7uRYuueaX/448yu7NAgavvN0b2S4+75lX+4+uvZV/7wYNl+gfIRe+ECbBrl1xQqRT49lt5r+TL53QkCmQYumtXGDuWjd/s4KGHEj+lXTsZaL1qo2HluAsXpBH3xRdS4wuu9D8OGCBFnZUbdCqm8yIiYPZs2Vu4Xr1EI3dz58qenAmLKGfOLP3rc+f6MFbllvHj5XfWuTOEh8t9+fNLR9Qnn3jn/4k27FTahIfL3IAtW6SoSlSUTCW44w4pupKMa1XR1NEf//Pzz9JuTyg8XAadfv7Z9zEFrH//lW7XpH6gyjnDhkGGDAw6MzDZ/KTVf/3P9u2yFWTZsq473n5b1oMjbzFdG+kmHbHzD40bw/z5Mrxz222J1txpDgosv/wSb8XFyJGQMydcuECePNKfGBnp+XMGTcPOWpl3PGiQbE90nfWnytPSp4dHHpEf/DvvyFyYO+6Qin8JhnMaNZI234EDVx/CWpgyRZcd+aPs2WW9UVIOHtTrgeuJipLrzZdfhrXD5sudOg3TvxQoAM8/T6uLX7PklWWJHp49W9ZtJbt9gnJE9uwyay0mBqme8txz8N13gOYmd8TEyASCw7tOsW1/Nv77z+mIFI0aydzK06dlcdbXXwPQsiVMm5a4DsG5c7J9QsuWDsSqrumqa6fjx2VP6AwZAO/lp6Bo2J05I3NYH31UFpNGRclUv/79dfTH5zJmhD59YMcOWUi3di3UqiWttXXrgCsVMJs1kwaetfDPP9C9u8wGad/e4degErn/fpk2cPTo1ffv3i2di3ff7UhYAeGTT6TQzPr1kC4dnJo+n/3pirAne3mnQ1MJPf00FwsUodKUpxkz+hInT8pF1NSpsrnw8OFOB6gSKlJEduP57DOkd/f8ebjzTqyFMWMkd6mk7d0r29aOHAkZL5ziv7PZueUW+PBDpyNTRETIgtGyZeGee6BfP2pUOEtEhBQH+vNPedr69XJ5Vb++rLdT/uX++2WrwpgYripQtHixtNtr1fLCSa21fvtRvXp1645evax98EFrY2Ku3Hf0qLWVK1s7dapbh1DecvKkta+9Zm3OnNaCte3bW7t5s42NtfbDD60tV87adOnk4X79rD1xwumAVXIGDpTf19Sp1q5da+3771tbuLC1772XsuMAkdYP8ktaPtzNTevWWfu//1n711+uO6Kjrc2Wzf5Rq6etU8f9n5nyoWnTrAX7bsTHNkMGyU+NG1u7YoXTgank/PGHtXnzWrs84il7KUNGu3jOGduqlbU1a1p7+rT7xwml3GSttbffbu2wYa4b2bNb26+f3b7d2nz5rF2zxu3DKG86f97aJ56Q66dSpezFH3+yQ4daW6CA5KZChax9/XVrL150OlCVlIsXrW3Z0tp69azd06CLPZ+/qH3tNWvz5LF20aKUHcvd/OR4ErrWhzsJ6vRpa3PksPbAgcSPzZtnbe3abvy0lPcdO2btyy9bmy2btWFh1nbubO3ff1tr5Vo3Ntbh+NR1xcZa+8031rZoYW2lStbee6+1y5al/DihdPHUq5f0a1z244/Wgo2ZPccWKyYNZOVnYmOtrVXL2nz5bMyxk3rBFCB27rT2wI3l7C/Zm9o6dawdO9baM2dSdoxQyk0bNkjHXEyMlb95Y6x96SVrrbXDh1vbo0cKfnDK+5YssbZ4cWvB2s6dbey/++3583rtFAguXLB20iRrf8rTzm7LVME+8oi1f/6Z8uO4m58CfipmVBTkypV0cbnq1WVGoPIDOXPCkCFSQvGZZ2RPgzJl4NFHyfDfHl0QHACMkWIE330n0z9mzpRllCp5O3ZIHrps/nzIkIHwJg2pUkXzk1+K2/7gv/8IHz2SdOmcDki5o3j4HvId3UKdwXfyyy/w5JOyHYtK2s6dMnUvPBxZ92Pt5Wlieu3khxo0kLK8L7wA06djytxMxrdex0SfdzoydR1xJSjqVTlF6arZmTRJ1mt7S8A37G66SRZOR0UlfuyPP6B4cfRpqMoAACAASURBVN/HpK4hTx544w35r9GrF3z6KZQuLRtHJaymolSAK1FC8tBl8+dD/fpcypSVdevkceWHataEBx6QdcJ79jgdjXLHwoXyuVkzZ+MIEMWLSwfdpUvI2vjffpMK1+i1k9/KmlWq927aBA0bSiOvbFnpZbVaUMLvxVtj500B37DLlk02IR040JWgXE6cgJdekraD8kP580v1zO3bZf+oCRPkKrd//+TLLyoVYHr0kD/zHTuQ0eotW6B5c8aOhf/9D6pWdTpClazXX5fPzz3nbBzKPQsXQqFCUqlIXVelSvLjevNNpKrTrbdCwYLs3CnFHh57zOkIVbJKlZJSpj/+KHt93HefVNLcvNnpyNS1BFLDzhjTzBjzlzHmb2NMov+CxpiMxpjprsd/NcYU88R544weLbu7V6ok2x307y+dGPXqQZcunjyT8rgiRWDiRNi6VZLTmDHSwHv5ZSkNq1QaOZmfqlaFoUPlmunzTgsAePDzFkycKBuUKj9WpIj8M/niC1i92ulo1LXExEiZuWbNAmqjL6evnaZNg48/lmulYcOkMRcRAa+8Ip+Vn2vYUCpnvveeVB2vWhVeew0uXnQ6MpWUQGnYGWPCgfeA5sAtwP3GmFsSPK07cMxaWwoYA4xM63njy5ZNcvq770p+z5FDOjLGjg2oHB/aSpaUTew2bYK77pLkVKyYfD51yunoVIDyh/z0yCNSmtpG3MqPdV6m3cDS/Pmn/HkrP/fsszK7oF8/nerkz1aulGk6ATQN0x9yU9GismzrySel9Hrp0nK7Z09PnkV5Vbp08Pjj0jnetq10iteuLTNElH8JlIYdUAP421q701p7AfgSaJPgOW2AKa6vZwGNjPFsk8sYWVs6bJj8Xd+SMD2qwFC2rAxlrFsnG7O8/LKM4I0eLQu8lUoZv8hPBQpAp7dvpdEvQ7i3vSF9ek8eXXlNtmzyT+XXX3WI1Z/NmycVCpo0cTqSlPCL3JQ+vWyT9vrrMkBdsKAnj6585qabZJfyr76Suf/VqsGcOU5HpeJYCydPBkzDriCwN97tfa77knyOtTYGOAHkTupgxpgexphIY0zkIV1rFboqV4ZvvpELqmrVYMAAGdV7913ZMVgp93gsP2luClFdu8oUp2ef1c4lfzVvnpToveEGpyNJCc1NyvPuvluq35QqJSN477zjdEQK4Nw5iI0NmIZdUr1HCeesuPMcudPaidbaCGttRN68edMcnApwNWrIovjly+Hmm6V6ZunSMGmSziNX7vBYftLcFKLCwmRe/969rkoTyq/s2CFFiVq1cjqSlNLcpLyjeHG5ZmrTBvr2hRdf1KnkTotbUhQgDbt9QOF4twsB+5N7jjEmHZADOOqBc6tQUbcuLFsGP/wg89p69JBpm1OnXl0OVamraX5SaVevnsxXGzEC/v3X6WhUfN99J5/vusvZOFJOc5PynsyZZRuEHj1g+HAYPNjpiEJbgDXsfgdKG2OKG2MyAB2BhBN75wBdXV/fCyxx7aKulPuMgcaNYdUqmDtX3iBdukDFipLAYmOdjlD5H81PyjPeeEOqc734otORqPjmzZMtDkqWdDqSlNLcpLwrXTrZSqp7dxgyRPaxUM4IpIada953H2AhsAWYYa3dZIwZYoxp7XraR0BuY8zfwNOAbgykUs8YaNlS5pHPnCm377tP1uLNnatTDtRlmp+Ux5QoAU89JdV7IyOdjkaBXCwtWyb/DwKM5iblE8ZI4+7uu6X86VdfOR1RaPJhw874c+dPRESEjdR/oOp6Ll2SinWDBsl6ixo1ZJuExo11vws/ZIxZY60N6F2SNDeFqJMnZY1v6dKwYoXmF6fNmgXt20vj7o470nw4zU0qaJ0/L5XGN2+G33+HMmWcjii0fPeddECtXg01a6bqEO7mJ49sUK6Uo8LD4cEHZQH9hx/Cf/9B06aSxFascDo6pVSwuOEG2f7gl19gxgyno1GzZ0Pu3HDbbU5HopR/y5RJZjhlzCijd6dPOx1RaIkbsfNB5V5t2KngkT69zCXftk22Rdi2TYoe3Hkn/Pab09EppYJBt25QpQoMHCglrJUzLlyQ9XVt2shaIqXUtRUuLLObtm6Ffv2cjia0BNIaO6X8TsaM0Lu3TMscPVrW4tWsCa1by8bnSimVWuHhsv3Bnj2SX5QzliyRqbHt2jkdiVKBo1Ej2Rf4o49g0SKnowkd2rBTygOyZIFnnoGdO2HoUNnXpWpVKbSyZYvT0SmlAtUdd+j2B06bPRuyZZO11Eop9w0eLNtFPfKIdI4o74tr2GXL5vVTacNOBb/s2eGll2DXLvm8YAFUqCBbJezY4XR0SqlANGqUFG569lmnIwk9ly7Bt99C8+aydkgp5b5MmeCTT6RT6jkttOoTp07JYEN4uNdPpQ07FTpy5ZKRu127ZCRv1iypDNWjh0yrUkopdxUvDv37w+efy96ayndWr4aoKCkCoZRKuVq1oE8f+OADWL/e6WiC36lTPpmGCdqwU6EoTx7ZbHjHDnj8cdmXqnRp6NsXDhxwOjqlVKB47jkoUEByR2ys09GEjq++ggwZoEULpyNRKnANHiwd3v366f6/3qYNO6V8IH9+GDcOtm+Hrl1h/HgoWVIWFh8+7HR0Sil/ly2bdBJFRkoHkfK+2FjZaqJZM5+UDlcqaOXKBUOGyD6Q33zjdDTBTRt2SvlQkSIwcSL89ZdsdvvWWzLN6uWX4fhxp6NTSvmzBx6A2rXh+efhxAmnowl+K1fK2qAOHZyORKnA16MHlC8vHdoXLzodTfDShp1SDihZUnrd//xTpvi89po08IYNu1LRSCml4jNGRv4PHpQ1vMq7pk+X4g+tWjkdiVKBL106GDlSlqZ8+qnT0QQvbdgp5aBy5eTiYe1aqFtXKmmWKCF7Vp0963R0Sil/ExEB3bvD22/L5r/KOy5dkqJXLVr47CJJqaDXogXUqCEdUxcuOB1NcNKGnVIps3MnTJsGc+fC+fMeOmiVKjBnjlRgq1ZNpiqULAnvvgvR0R46iVIqKAwfDlmzwpNPXlWI4Px5yUvTpklBXpUGK1bAf//pNEylPGTtWvjsc8O6dq/CP//INgjK87Rhp5R7zp+HTp2ks+nbb2V5XJEiUjTNY2rWhIULZYPzm2+GJ56QKpoffqhz0pVSIm9eKUSwaNHlQgSzZkHhwjBmjOSnW2+Fzp092PkUaqZPl72g7rrL6UiUCmhRUVC/PrRtC/PnQ/cZd/JHxtpEDxqmHdfeoA07pdzTrx+cOyfb0E2fDkuXyv7jvXvDH394+GR160r1qEWLpKLmo4/KtM3PPpMpQkqp0Pb441CxIjz1FH/8cpY+feD772HJEslPe/bIbO6nn3Y60AAUHS3VMNu0kZFRpVSqWCtbQNapc2W205o/DGcHDCJj1F5OT/rC6RCDS2wsnDmjDTulrufIEblYmjhROnHjVK8u+waPG+eFkxoDTZrI9My5c+WN2rmzXMzNmqV7WSkVytKlk6na//zDnl4jGDhQ8lGcLFlkP+Bp0+DoUefCDEjz58sPrXNnpyNRKqCtXi21nl57DcLDr9x/+5Cm7MlVifOvjdZ97Tzp9Gn5rA07pa5t61YoWxZy5078WMOGsG6dF09uDLRsCWvWwMyZcl/79nIVN3euJkWlQlW9evDggzT/8w2alfo70cN58kCZMrK7ikqBqVPhf/+TjjWlVKqtXw8NGkBYwhaAMey+tz95ojbJVAPlGXFV1bVhp9S13XSTrPWNiUn82I4d8rjXhYXBvffCxo1y4XHqFLRuDbVqwQ8/aANPqVA0ahQxYRm4cdATiXLAxYsyJdMn+SlYHD0K8+bJnoHp0jkdjVIB7aab5BopKUvydOB4toIwapRvgwpm2rBTyj2lS8suBBMnXn3/2bOyLUu3bj4MJjxcqrhs2QKTJsGBA9C0qaxOXrHCh4EopRyXPz9b7h9KvnXfE/3l7KsemjgRSpWSArvKTTNmSItYp2EqlWYtWsh2vcuXX33//v0w4eMMnOvRTwoWeLxQQYjShp1S7vvoI3j9dWlTzZghy1siIqBCBYcqYqdPD488Atu3yyK/bdtkatadd8JvvzkQkFLKCf9v787jrB7//48/rmkvoRRFSpu+LVRUUkLfb4hkaI8WKUnIkojs9SNkS9k+opXsSkWbos9HIW2SrRKVjxTSvs71++N10jY1ZzrL+7xnnvfb7dxm5sx7zvs1R/Pyvt7Xdb1eZwy7gZ+L1eTPTjfz4hObePNNuOoqGDjQCupKNowcCdWrWwsaEYlJwYJW861lS+vO8s471q2lbl3o3RtK33etFSgaMiToUHMGDexEolelCixaZG3m3ngD5s610uKvvprJ+vFkKlDA2iIsW2ZLGubNs7YJ6em2wF1EcrS0/Hkp+8FzlN61irKvPsgbb9gW3EWLLG9JlJYsgdmzoXNn29ssIjG74AIrEXD00TBmDKxebW17+/QBjjnG7pa//rpVqZPYaGAnkj3Filn58HfegeHDbXIsZf7/X7iwlehcvtxKUH3yid11btvWqr+ISI7lGjaAbt24+LuneOe+hdx2m+UryYZhw2wlROfOQUcikqOULQv9+8O778LQoftX8OWGG6zhphqWx04DO5EcqGhR6NcPfvoJ7rnHSndXr24XK8uXBx2diCTKo4/aaK5HD7VDya7t22HECFvpoGozIslz2mnWu/f555W3YqWBnUgOVqyY3SJbvhxuvdU2BlapAtddBytXBh2diMRb8eLwxBPWPOrASk9yeOPG2VKwbt2CjkQk9+nZ065V1PogNhrYieQCJUvCoEGWNHv0sDWklSpBr17w229BRyci8dSxozWOuvNOKz0n0fnXv2y9WJMmQUcikvu0aGG9I3VDKjYbN1rRh8KFk3I6DexEglS6NDz7rFXR7NwZnnvOejjccQesWxd0dCISD87Biy/a0sJevYKOJhyWLYNp0+Caa6ydjIgkV/78dl0yYYJuOMdi40Y46qikFX/QwE4kFZQta3fFvvvOGp4PGgTly8O998L69UFHJyKxqlwZ7r/fqjyNGxd0NKlv6FBrRn7ttUFHIpJ7de0Ku3fbXlc5Mhs3Jm0ZJmhgJ5JaKlWynk3ffGNdRAcMsAHeww/Dpk1BRycisbj9ditK0LOnbtgczubN8Mor1mjrxBODjkYk9zr1VCuiMmwYeB90NPG3c6c1Fn32WetFk4hCMWEa2Dnnijvnpjrnfox8zLSQs3Nut3NuQeQxPpZziuQKVataY7758y2p9utnA7wnn4StW4OOLhSUnyTl5MtnF0i//RZpGCWZGj0a/v7beoHmQMpNEirdutl2kVmzgo4kvj79FGrXtlUBvXpBzZpQr57lnnj644+k9rmJdcauLzDde18ZmB75OjNbvfe1Io/LYjynSO5Rq5Z1DZ0zx7qw9+4NFSvaMqXt24OOLtUpP0nqqVvX/o5ffhmmTw86mtTjPQwZYhdcDRoEHU2iKDdJeLRqZZ3MX3456Eji59NPraDVpk22NH7FCss7CxdC69Y2kxcva9ZYEZokiXVglw7sWXg7Arg8xtcTkcycdRZMnmwNzitVghtvtCUSL78c3wSUsyg/SWp68EHbc9etm5ZYH2jmTFi82HJckooNBEC5ScKjcGFo1872B+8p3R9ma9dC+/Z2LbVoEVx2GZQrZ03ZX3oJpk61auXxErKB3Qne+/8CRD4eqoNoQefcXOfcHOfcYROYc6575Ni5a9eujTE8kRzm3HNtcDdlCpQqZUsIqla1pUu7dwcdXaqJa35SbpK4KVTI9pD9/LNVwJW9HnvMmpFfeWXQkSSScpOES+fOsGWLDe7CLCMDOnWy5ZFvvGEzkfvq0gX69rX8HI+lp7t22blSaWDnnJvmnFucySM9G+cp672vA1wJPO2cq3ioA733L3nv63jv65QsWTIbpxDJJZyDCy6w5Znjx1sZ3Y4drSjD228nZvNvikpmflJukrg65xy49VZ4/nkr6y929/yjj+Dmm6FgwaCjiYlyk+QoZ59tqwzCXh1z9GjLMU8+aVtdMnPvvTYQe+ih2M+3bp0tL0+lgZ33von3vkYmj3HAGudcaYDIx98P8Rq/Rj4uB2YCteP2G4jkVs5B8+Ywbx68+aY917o1nHmm9Z3JiRWsDqD8JKE2YABUqWIlxeO9YT+MHn8cihSB668POpKYKTdJjuKczXTNnGn70cJo505bBl+79uGXWhYubMWtpk2Dzz6L7Zxr1tjHVBrYZWE80DnyeWfgoOY8zrlizrkCkc9LAA2BJTGeV0T2SEuzAd3XX8OoUbBhgw34zj7bElMuGOAdgvKTpLZChewO+OrValz+88/w+uvQvXtSK8gFRLlJwqdjR/s4alSwcRyp4cNh+XKbiUvLYvjToweUKAH9+8d2zhAO7AYCFzjnfgQuiHyNc66Oc25P+ZyqwFzn3EJgBjDQe6/kJBJvefJAhw7W5Pxf/4Jff7Ulm40bw7//HXR0QVB+ktR31lnWzmTkSFtKnVsNGmSzArfcEnQkyaDcJOFTrpxdT4wcGb4bxtu32yDtrLOgWbOsjy9SxPqOfvSRtZ06UmEb2Hnv//De/5/3vnLk45+R5+d677tFPv/Me3+a975m5OOweAQuIoeQL9/evjODB+O//x4aNWJh6abcVP9L+va1m+M5nfKThMY991gbhOuusxsyucjKlfDoTavYMfQlPi57NZMWlw3dNWN2KTdJaHXqBEuXwuefBx1J9rz6qiWb/v2jrra7s0t3dufNz/jWI7n4Yqvr9Oef2Txv2AZ2IpLCChTA33gTvdOX8VjJxzh141ye/bweHd6+nE61FvHpp0EHKCKA3YwZPRq2bbPlTrmkwu3s2bYluMEnj5A3LYPfuvajTx8b3+b0wZ1IKLVoYYWNRo8OOpLoeQ+DB1uyadIkqh/Zvh2adSjGrGMu5YJ1r9Oz+y4WL7btecuXZ+Pca9bY+1W06JHFfgQ0sBPJwaZNg4kzCtNjaR8K/fcn6N+fGutm8sn6mmy4uC27v/ku6BBFBKwv5bPPwscfWxGRHC4jwyqoj3p4JY2+f5m0bl258u5T+OILq1cwcWLQEYrIQY4+GtLTYezY8PTQnTkTvv3W+tRFOVs3ZAjkzQuNXriKQn+voXnh6Ywcae01b7opG+fe08MuiT05NbATycFGjrTK4Ucfjd0xuuce+OknuOceGm+bRNrp1e3qKlu3oEQkIbp0gTZt7O90zpygo0moOXMgf3648IsBdkf97rsB29pyyy2Wu0QkBXXoYL3ZJk8OOpLoDB0KxYtbk/UojRoFd90FeS69BI499p8ZyhtvtBtPv2daxzYTa9ZYX84k0sBOJEVt2GDFm6pVsz3LHTrAwoXZe40//oCyZQ94slgx6N+fG5ou54dmt1mrhCpVbP3TypVxi19Essk5ePFFOPlkaNvW/oBT1MSJcOGFFmr9+vDyy9lrofnHH9Cw2BLcK8OsAt0+iapcuZT+1UVyt4susoqRKbocc+VKuzlUsSI0LLeK3e++z4bW11gV4ij9c+1UsKBVHX/vPdi8mUKF7Ff/668oX2jPjF0SaWAnkoI2boTzz7cCl8OH2+qs2rWtyOXMmdG/zplnwpQpBz+/dStM/KIk+Z5+3GbrevSwzcWVKtkU32+/xek3EZFsOfZYeOst+xvs1Cl7o6UkefJJ687QpYsV3H3gARg2DK65Jvq9cbVqwRWf34kvUgTuu2+/702ZYrlLRFJQvnw2+zVunN2BTiHLl9uNpnz5YPx4eL/Zv3A+g4veuz5bC5P2u3bq0AE2b4Zx41i2zFqOnnJKlC8UwMAO733KPs4880wvkhsNHOh9mzbeZ2Ts//y4cd6fdtrBzx/KypXelyzp/fvv7/2ZzZu979zZ+9atDzh4xQrvu3XzPk8e7wsV8v6OO7xfty7WX+UgwFyfAvkllodykyTckCHeg/cPPxx0JPv5/Xfvjz3W+19+2f/5zZu9r1jR+1mzonyh6dO9Bz+m5kC/adPepydNspy1fHncQo6acpNIlObMsfz06qtBR7KfK6/0/qGHIl/s2uV9mTLeX3SRHzDAvhetTz/1vnRp7+fN897v3u19qVJ+W3obf845+7x+Vnbvtuupu+/O5m+RuWjzk2bsRFLQm29mvs+3eXO7W/T999G9TpkydlOtd2+oWRMuu8yWF2zdCq+8csDB5cpZ/7vvvrPKV48/DuXL29309evj8nuJSJR69rS74v36pdRelvHjoWlTW4K5r8KFoWtXm2zM0u7d0Ls3GSeXZUqVXpQta7mtdm3Le2+/balHRFJUvXq21jGFlmNmZMC771oOAWDGDFi1Crp0oWdP+160CyAaNbKVCU2bQsNGaXyY91K2j/uQhnV30K9flAH98YflOi3FFAnGmjU2hjnrLDjnHPuj3rgxmFi2bYNjjjn4eeesBsrWrdG/1tlnww8/wHPP2VKpL7+EN96Ao446xA9UqmTJ+uuvbS19//52lfXww7Bp0xH9PiKSTc7ZxrUaNfDt2zNx8DIuvtiWCHXrBosWBRPW1q2Z5yawIk1R5abnnoMFC0gb9DjD3yjEvHk2KHzmGWu/ee65cQ1ZROLNObjqKvj4Y5Z9upobboA6dWy7yIgRsGtX8kPKyLBCnf90Fhg+3JJVejpHHWUxZaeTTLt28MsvttS8eOfLOJqNDLz4E9KiHTkF0MMONLATAWDZMktK69bBoEFw//1W+ahRo2Amqxo3zvzO97ffWozVq2fv9dLSbLB6+eXZuBNevboFMW+e/XC/fvbDTz6ZvZGliByZIkXw777H5s1w6p2X063tRl54ASpXtguoceOSH1LjxjZrt337/s97bzNtjRtn8QK//mq55MILrSgBtljg8sttQJcnT2LiFpE4u+oq8J4RF4+lRAkrPtmzpy38ad06+YO7vHmhYUObmWPDBvukXTsoWJD337eb3PnyZe81CxSwXHvW3f9nhVQ++CD6Hw5oYBf4evDDPbRWXJIlPd37Rx/d/7mMDO+7dPG+b9/kx7N0qffHH+/9K694v2OHPbdggffVqnn/zDPJj8d77/3s2d5fcIGtqy9d2vsvvzyil0H7WESiNnmy913LTvEZefJ436yZ7Rvx3n/+ueWIbduSH1ObNt5fcYX3q1fb1+vXe3/77bb/d/v2LH64bVvvCxTw/scfEx5ndik3iURv927vFxSo6/+uUGu/53fs8L5+fe/HjEl+TFOnel+qlPeLb33Ze/AZn832kyfbc1OnxvjizZt7X65c9EUOxoyx66UlS2I8sYk2P2nGTnK9DRtg+vR91mVHOAe33w6vvZb8mCpWhI8+sn1wpUpBhQrQrJnFmK3mmPFUv76ViZo509bX/8//BBSISO4xZgzUvuMC3JAh1mOgd29g75/gtGnJj2nECJtlq17d+qqXK2clxqdNs950hzRunK0Dv+suW/ItIqH15Zcw8dgOHL18AXzzzT/P58tnxbWDuHZq0sRmDLe9MJyleapQpuVZ3HorvPSSfS8mzZvDzz/D4sXRHR/QjF3epJ5NJAVt2WIz7IULH/y9E06wYiVBqF0bZs2C1aut0m6FCrbUIHDnnbd3E4z3B1d4EZG42bAhcl3QqodVTXr6aRtJ3XorJ5wQTLXxggXhqadgwACrTVCypPX/Pay1a6F7d+tzcNddSYlTRBJnwwb4qlJbWHeb7ct/5JF/vleqVHDXTpdW/wm2/ps/e/8/ZvV0lC8fp8uUSy+1j+PHw2mnZX3877/bKLdYsTicPHqasZNc7/jjbbPtF18c/L0PPoAGDZIf075OOsnuiqfEoG4P5/ZmSh9l4yoRybYGDWDChMgXgwZBq1Zw223sGPE6M2ZYsaegFCkCVapEMajz3nplrl8Po0ZlMa0nImFQuzZ8/M0J7Gh8oS0t2KfkZKDXTpGpwuI3XkmFCnG891y6NNStu09CzsKaNXaBmeSb3xrYSa6XlgZ33w1XX23VI/f47DO7sXznnYGFlvr2HeCJSNxdcw1MnWpLiXaTB0aNYmfD80jr0pk+NT6kQoWgI4zCsGFWyGDAAKhRI+hoRCQOSpSATp3giTUdbS32J5+QkWGrrUeNOnh7S1J4b7OHjRplo4t4NjRrBp9/bisQshJEc3I0sBMBrHz49ddb8ce6de3ao317q/J03nlBRyciudVxx9nA7pVX7DrlnCYFqbR4HKuPO40+s6+wDcKp7Kuv4MYbrQrmbbcFHY2IxNGgQbD+vHQ2UJQJ7UZRsaJ1Rpo40XrmJt38+daLt0OHxLz+pZfa4PGjj7I+ds+MXZKl0uIukUD16gXXXmvV/fPls35RKr0dI+3BE4lZtWowZ461O1m7FqpWPYaSaVOst0Dz5jBpEpx/ftBhHuzPP6FlS7trPWaMEqpIDpMvHzz6bGG2/9GSpuPe5oMPhlC9buHg/rc/erQF1apVYl6/dm3bQDhhAnTsePhjV6+G009PTByHoRk7kX0UKmR9UOrV0zWIiKSWqlWtblHJkthU3rRp1lvy4ottcJdKtm+HFi3gv/+1fpglSgQdkYgkSIFuHcm7ZSM1lo8PblC3axe8/rotl8xy4+8RSkuDSy6ByZOtG/qhrFkDv/0WyNJzDexEJHE0WyeSOMcfD598YlN66em2uSUVZGRA584W26uv2p0yEcm5zj8fTj7ZeqEEZfp0G0wlahnmHpdeaiU/P/vs0MfMn28fzzgjsbFkQgM7ERGRsCpRAj7+2PpMtmsHjz0WbKVa7+HWW22Q+eijcOWVwcUiIsmRlmY3c6ZMsSWIQRg1Co49dm9bgkRp0sSWe06ceOhj5s2zj7VqJTaWTGhgJyIiEmbHHGMVVtq2tTK+114L27YlP46MDCuFN3iwDe769El+DCISjKuvthwwcmTyz71pE7z3HrRpAwUKJPZcRYvaDOW4cYe+iTZ/PlSsaAPNJNPATkREJOwKFrT+Tf36WXuB02xGyQAAD9ZJREFUc86BFSuSd/4dO6BrV3j+ebjjDnjiCS3FFslNKla0NgPDhyd/1cB778GWLVkXNImXVq2sP9aCBZl/f948K7QSAA3sREREcoK0NOsV9/77sHSpXViMGZP4i6y1a2150vDhcP/9MHCgBnUiuVGXLjbgmT07uecdNcoKSTVsmJzztWwJefNasZYD/fUXLF8eyP460MBOREQkZ0lPt/5xVataIYGWLWHVqsSca8YMqFMHvvzSZgwfeECDOpHcqlUrKFzYGm8my6+/WuGUDh2Sl3uOOw4uugjGjrXlp/vaM4ungZ2IiIjERcWKMGuWFVOZNAmqVIGHHoLNm+Pz+uvXw003wf/+L+TPb+dq3z4+ry0i4VS0qBVxGjvWKkcmw8iRNrhK1jLMPdq3h5UrD66OuadwipZiioiISNzkyWMFTL791nov3X8/lCsHDz5oyyePxMaNVu2yQgUYOhRuuQUWLrRZOxGRHj3sBtKYMYk/l/c2O3juuVC5cuLPt6/0dGt+PHbs/s/Pnw8nnWTtaAKggZ2IiEhOVr68NQn/7DNo0MCWS554IjRvbntTVq48/M9v3Agffmj7Z0qVgr597XXmzYOnnrKlVyIiYDd5zjgDXngh8ft7Z82CH3+0wk3JdtRRlkPffNOqcu4xb15gyzAB8gZ2ZhEREUmes8+G8eNhyRJrJDxmDEyYYN8rUwYqVYKyZa1cuPfW7HfFCpvx273blllddZW1U6hbN9BfRURSlHM2a9e9O8yZY3knUYYNg6OPtr19Qbj5Zrtp1rcvDBliRau++w5atw4mHmKcsXPOtXbOfeOcy3DOHXIdhnOuqXPue+fcUudc31jOKSISDeUnkUOoVs2WU/7yiy0bevppOO88a1kwY4YN9iZMsO+XL2+98aZOtYHeSy9pUBcj5SbJ8dq3txtBzz+fuHP8/bcNqtq3D27VQIMG0KuXLUsfNcqqAxcvDp06BRMPsc/YLQZaAC8e6gDnXB5gKHABsAr40jk33nu/JMZzi4gcjvKTyOGkpUGtWvaQZFJukpztqKOsmMnLL1sBp1Kl4n+O116DrVuDWYa5r4cfhokTbTBXtKjdHKtYMbBwYpqx895/673/PovD6gFLvffLvfc7gLFAeiznFRHJivKTiKQi5SbJFW6+GXbutNmsePMenn3W9rIFXbipcGGbratZ0wZ4Z54ZaDjJKJ5yErDvzuxVkedERIKm/CQiqUi5ScLt1FOtcuRzz8WvzcoeU6fa3t9bbkmNvpn161v/ukaNgo4k64Gdc26ac25xJo9o7xxl9o4fskyOc667c26uc27u2iMtxywiuUIy85Nyk4hES7lJBLj9dvjzTxg+PL6v+8wzcMIJ0KZNfF83B8hyj533vkmM51gFnLzP12WAXw9zvpeAlwDq1KmT4DqpIhJmycxPyk0iEi3lJhGsuEj9+tYWpUcP660Zqx9+gEmTrG1LgQKxv14Ok4ylmF8ClZ1z5Z1z+YF2wPgknFdEJCvKTyKSipSbJPycgzvugGXLbB9aPDz9NOTPbwNFOUis7Q6ucM6tAs4GJjrnJkeeP9E5NwnAe78LuBGYDHwLvOm9/ya2sEVEDk/5SURSkXKT5CqXX24FTu6/H7Zvj+21VqywSptXX21LMeUgzie6K3wM6tSp4+fOnRt0GCISR865r7z3AZexio1yk0jOo9wkkiBTp8KFF9reuF69jvx1rrnG2hwsXQplysQvvhCINj8lYymmiIiIiIjkRk2aQOPGMGAAbNx4ZK/x/fcwYgRcf32uG9RlhwZ2IiIiIiKSGM7BwIGwdi3ce++Rvca990KhQnDXXfGNLYfRwE5ERERERBKnXj246SYYPBhmzcrez77/Prz1lhViOf74xMSXQ2hgJyIiIiIiifXII3DKKbZXbsuW6H5m7Vq47jqoVQv69k1oeDmBBnYiIiIiIpJYRYrAsGFW/KRbN8jIOPzx3tueur/+gpEjrc2BHJYGdiIiIiIikniNG9vM3euvw4032uAtMxkZ0LMnvPOOFV057bTkxhlSeYMOQCSn2rLF8tJRRwUdiYjIXrt3W2G6okUhT56goxGRXKdvX5uFe+wx2LEDHn8cihUDLDfl27WVgn1ustm9O++EPn0CDjg8NGMnEmfz5kHTpnDccVCyJJx7LnzySdBRiUhut3WrXSOdcAKULQsnnQQPPgg7dwYdmYjkOgMHWkJ69VWoXJkf29/HI6e8yODiD7CheDkYNox1199rs3vOBR1taGhgJxJHX39tg7qWLe1m1IYNcMMN0KYNzJwZdHQiklt5Dy1awLJl8MUXlptmzIDZs6FLl6CjE5FcZ08LhK++Ym2pGlQe25+7fu5Bv10PUvyierx9wwxqvPsQP63QoC47tBRTJI4eegj69YNrr937XNu2lr/uvTf7FX5FROJh5kz45RdYuBDyRv7PX7WqVRGvVAkWLYLTTw80RBHJhXzNWjTaNZMXJm3l/NP/BOfIe+KJtAIWFrNVms89F3SU4aEZO5E4+vBD6NDh4OdbtLAlmhs2JD8mEZFJk6B9+72Duj0KFoRWrSx3iYgk24oVtq/uvKaFbH34iSf+872OHS13SfQ0sBOJozx5YNeug5/fvduWQqXpL05EAnCo3AT2vIqoiEgQ8uTZe410oJ07lZuyS5eZInF02WVWxOlAr70GDRuqQqaIBCM9HUaPhm3b9n9+wwZ46y1o3jyYuEQkdzv5ZChVCiZOPPh7w4ZZ7pLoaY+dSBzddx80amR76rp1s16ao0fDAw9oOYGIBKd+fahbFy691IrM1axpRVT69IHWraFKlaAjFJHcyDkYNAiuvBIefdTy0YYNMHQovP02zJkTdIThohk7kTiqXNkKpCxZAhUq2F2ojz+GKVPsokpEJAjOwahRcNFFtteucGHo3t32sAweHHR0IpKbNWlihZzeestaRVWrBr//Dv/5z35b7iQKmrETibPKle0CSkQkleTNazN06vUrIqmmQQOtbIoHzdiJiIiIiIiEnAZ2IiIiIiIiIaeBnYiIiIiISMhpYCciIiIiIhJyGtiJiIiIiIiEnAZ2IiIiIiIiIaeBnYiIiIiISMhpYCciIiIiIhJyGtiJiIiIiIiEnAZ2IiIiIiIiIaeBnYiIiIiISMhpYCciIiIiIhJyMQ3snHOtnXPfOOcynHN1DnPcCufc1865Bc65ubGcU0QkGspPIpKKlJtEJFHyxvjzi4EWwItRHNvYe78uxvOJiERL+UlEUpFyk4gkREwDO+/9twDOufhEIyISJ8pPIpKKlJtEJFFinbGLlgemOOc88KL3/qVDHeic6w50j3y5yTn3/RGcrwQQljtcYYoVwhVvmGKFcMUbS6zl4hlIHESVn3JhboJwxRumWCFc8YYpVjjyeHNzboJw/XcOU6wQrnjDFCuEK96EXztlObBzzk0DSmXyrX7e+3FRBtPQe/+rc+54YKpz7jvv/aeZHRhJXIcc+EXDOTfXe3/IdeupJEyxQrjiDVOsEK54UyXWZOan3JabIFzxhilWCFe8YYoVUiPesOUmSI33LVphihXCFW+YYoVwxZuMWLMc2Hnvm8R6Eu/9r5GPvzvn3gPqAZkO7EREoqX8JCKpSLlJRIKQ8HYHzrkizrmiez4HLsQ2DouIBEr5SURSkXKTiByJWNsdXOGcWwWcDUx0zk2OPH+ic25S5LATgH875xYCXwATvfcfxXLeKMS8JCGJwhQrhCveMMUK4Yo35WNN0fyU8u/bAcIUb5hihXDFG6ZYIcXjTdHcBCn+vh0gTLFCuOINU6wQrngTHqvz3if6HCIiIiIiIpJACV+KKSIiIiIiIomlgZ2IiIiIiEjIhXpg55xr6pz73jm31DnXN5PvF3DOvRH5/ufOuVOSH+U/sWQV623OuSXOuUXOuenOuUD76WQV7z7HtXLOeedcYKVmo4nVOdcm8v5+45x7LdkxHhBLVv8WyjrnZjjn5kf+PVwSRJyRWF5xzv3unMt0074zgyO/yyLn3BnJjjEVKTclTphyUySO0OQn5aacL0y5KRJPaPKTclNihSU/BZ6bvPehfAB5gGVABSA/sBCodsAxPYEXIp+3A95I4VgbA4Ujn18fVKzRxhs5rihWenkOUCdVYwUqA/OBYpGvj0/l9xbbXHt95PNqwIoA4z0XOANYfIjvXwJ8CDigPvB5ULGmykO5Kdh4I8cFnpuy8f6mRH5Sbsr5jzDlpmzEmxL5SbkpJeJNifwUdG4K84xdPWCp9365934HMBZIP+CYdGBE5PO3gf9zzrkkxrhHlrF672d477dEvpwDlElyjPuK5r0F6A88BmxLZnAHiCbWa4Gh3vu/wHoCJTnGfUUTrweOjnx+DPBrEuPbPxBrhvvnYQ5JB0Z6Mwc41jlXOjnRpSzlpsQJU26CcOUn5aacL0y5CcKVn5SbEis0+Sno3BTmgd1JwMp9vl4VeS7TY7z3u4C/geOSEt0h4ojILNZ9dcVG80HJMl7nXG3gZO/9hGQGlolo3ttTgVOdc/9xzs1xzjVNWnQHiybeB4AOzsphTwJuSk5oRyS7/7ZzA+WmxAlTboJw5SflppwvTLlpv1giUjk/KTclVk7KTwnNTXnj9UIByOwO0oG9G6I5JhmijsM51wGoA5yX0IgO77DxOufSgKeAq5MV0GFE897mxZYUnI/dzZvlnKvhvV+f4NgyE0287YHh3vsnnHNnA6Mi8WYkPrxsS5W/sVSi3JQ4YcpNEK78pNyU84UpN0G48pNyU2LlpPyU0L+xMM/YrQJO3ufrMhw87frPMc65vNjU7OGmRxMlmlhxzjUB+gGXee+3Jym2zGQVb1GgBjDTObcCWyM8PqCNwNH+Oxjnvd/pvf8J+B5LVkGIJt6uwJsA3vvZQEGgRFKiy76o/m3nMspNiROm3AThyk/KTTlfmHLTfrFEpHJ+Um5KrJyUnxKbm+K5YS+ZD+xOwnKgPHs3UlY/4Jgb2H8T8JspHGttbGNo5TC8twccP5PgiqdE8942BUZEPi+BTYEfl8LxfghcHfm8KvYH7wL893AKh94E3Iz9NwF/EVScqfJQbgo23gOODyw3ZeP9TYn8pNyU8x9hyk3ZiDcl8pNyU0rEmzL5KcjcFMg/qDi+cZcAP0T+qPtFnnsIu2sDNlp/C1gKfAFUSOFYpwFrgAWRx/hUfm8PODboBJXVe+uAJ4ElwNdAu1R+b7FqTv+JJK4FwIUBxvo68F9gJ3aXqSvQA+ixz3s7NPK7fB3kv4NUeig3BRfvAccGmpuifH9TJj8pN+X8R5hyU5Txpkx+Um4KPN6UyE9B5yYXOYmIiIiIiIiEVJj32ImIiIiIiAga2ImIiIiIiISeBnYiIiIiIiIhp4GdiIiIiIhIyGlgJyIiIiIiEnIa2ImIiIiIiIScBnYiIiIiIiIh9/8BLU9XtP4O/bEAAAAASUVORK5CYII=\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
}
},
"73e7b73199e74285991c75cfc058c1dc": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.2.0",
"model_name": "LayoutModel",
"state": {}
},
"74341d1643ed4c60bf0e0082f981bc3f": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.2.0",
"model_name": "LayoutModel",
"state": {}
},
"7483388e784e4f3898d2a8e5d6c15356": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "VBoxModel",
"state": {
"_dom_classes": [
"widget-interact"
],
"children": [
"IPY_MODEL_d27956c48f8940b6a045c7c05311e944",
"IPY_MODEL_4010a852c5044c1490006f1ca3ae9588"
],
"layout": "IPY_MODEL_7c16d586d14046959ef4b83626a800fe"
}
},
"7499ba3b220a4479b960b2139674a496": {
"model_module": "@jupyter-widgets/output",
"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_0b3f9e64b9c34029a4f874bcdeb06350",
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
}
},
"7635d95b92484548bd3d7397436f7f31": {
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"model_name": "VBoxModel",
"state": {
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"layout": "IPY_MODEL_50ff56de08ee4d2d82091cf164954590"
}
},
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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
}
},
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"disabled": false,
"layout": "IPY_MODEL_045654dd539a49b69df30a628c9c12d3",
"style": "IPY_MODEL_9039b58bbc2b41e0ab56becd26a80450",
"value": false
}
},
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"model_module_version": "1.2.0",
"model_name": "LayoutModel",
"state": {}
},
"85f172441e374e92a2aec9ce06a4ad0e": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.2.0",
"model_name": "LayoutModel",
"state": {}
},
"86462d8019cf4d06aa5c80a8bbf8c182": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "VBoxModel",
"state": {
"_dom_classes": [
"widget-interact"
],
"children": [
"IPY_MODEL_427618681b034d809bfde667f81e0e9d",
"IPY_MODEL_3b5d443d75f74ad79e3d46a774b42956"
],
"layout": "IPY_MODEL_aec006acf71e4398aad48f428a52f1b5"
}
},
"869196621f0249018604c6a6d4f4676f": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "DescriptionStyleModel",
"state": {
"description_width": "initial"
}
},
"86fa32f1c93f493dae2efb8c3571d07e": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "CheckboxModel",
"state": {
"description": "Original",
"disabled": false,
"layout": "IPY_MODEL_0b6f14e655564f98a2a04ba995cca9e4",
"style": "IPY_MODEL_8b1ba4967dc740a2a39009d763bb3403",
"value": false
}
},
"880f0ab4b1e8469aa14e0b3107463ea4": {
"model_module": "@jupyter-widgets/output",
"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_7f4b1311a23f4619bd7956456bd35a9c",
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": ""
},
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},
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}
]
}
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}
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"model_module": "@jupyter-widgets/output",
"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_a98900eae2ee4e2f9b0bf3e620087350",
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
}
},
"89a608cf9b5c42c6a9412ea18cb60d35": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "DescriptionStyleModel",
"state": {
"description_width": ""
}
},
"8a4cd4e5a2a641248a95edc19c779213": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "VBoxModel",
"state": {
"_dom_classes": [
"widget-interact"
],
"children": [
"IPY_MODEL_d97a3cf2762d440d8293b71080bc2f40",
"IPY_MODEL_f3e3a1f9cefb46de8b582c8a4a0f49e7",
"IPY_MODEL_8af6223b9e3b4dd48aeb30fcbd291b1b",
"IPY_MODEL_bdd5be78ecce4ce4a247f2b54199bfc1"
],
"layout": "IPY_MODEL_b23a32df0cc34d4cb95ad8397b017cd0"
}
},
"8a81dbbea8cc42f08acb9cff1be4a151": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "DescriptionStyleModel",
"state": {
"description_width": ""
}
},
"8ab000a7ec7e4606b0d45e17c4109710": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.2.0",
"model_name": "LayoutModel",
"state": {}
},
"8ad1b49d533e472d9ce90af4b9ce2884": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.2.0",
"model_name": "LayoutModel",
"state": {}
},
"8af6223b9e3b4dd48aeb30fcbd291b1b": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "CheckboxModel",
"state": {
"description": "Testing Data",
"disabled": false,
"layout": "IPY_MODEL_40bdf2bc9c0e428eb085c6c1329e8216",
"style": "IPY_MODEL_7f7074df4d2d4f1c885645bcfb5f578f",
"value": false
}
},
"8b1ba4967dc740a2a39009d763bb3403": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "DescriptionStyleModel",
"state": {
"description_width": ""
}
},
"8cda6bbdbefc4af3ac3ec38c9175c54c": {
"model_module": "@jupyter-widgets/output",
"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_31f0a407c366425da0c96a6e672a3bf7",
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
}
},
"8cde1f6fd20248e29b015d6d4a532b14": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.2.0",
"model_name": "LayoutModel",
"state": {}
},
"8da88f8a1a994e4aa19f9dddf4ba898f": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.2.0",
"model_name": "LayoutModel",
"state": {}
},
"8e1435853aac4f51b2e07f069b56dbd9": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.2.0",
"model_name": "LayoutModel",
"state": {}
},
"8e2c99e63f9244bb8c6c3f9cb7e042a8": {
"model_module": "@jupyter-widgets/output",
"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_80776d6798c24bf8824b73f8eb939826",
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
}
},
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"model_name": "DropdownModel",
"state": {
"_options_labels": [
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"Gaussian",
"Sigmoidal"
],
"description": "Basis Functions:",
"index": 1,
"layout": "IPY_MODEL_eb17f7a79dd448c78a8caee3e6d1c5e0",
"style": "IPY_MODEL_1c19074ae1be412ba152cb9c2271c44a"
}
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"model_module_version": "1.5.0",
"model_name": "DescriptionStyleModel",
"state": {
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}
},
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"model_module": "@jupyter-widgets/output",
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"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_e3f2989918d84adc92703c73e0133e6f",
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
}
},
"8f95083068f046c4915fdfc677fcda0a": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "CheckboxModel",
"state": {
"description": "Original",
"disabled": false,
"layout": "IPY_MODEL_7125776f3b984c7ca77359710915bc80",
"style": "IPY_MODEL_6a190d59acf4445794787c957d90564d",
"value": false
}
},
"8fa1b9b0d70a47ff80b8bbb05e9ab0c8": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.2.0",
"model_name": "LayoutModel",
"state": {}
},
"9039b58bbc2b41e0ab56becd26a80450": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "DescriptionStyleModel",
"state": {
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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
}
},
"9c421c2b2da144db87be83b93e926ead": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "DropdownModel",
"state": {
"_options_labels": [
"Polynomial",
"Gaussian",
"Sigmoidal"
],
"description": "Basis Functions:",
"index": 1,
"layout": "IPY_MODEL_23ee9741612747a8b44e6558abcb37d8",
"style": "IPY_MODEL_107195d6faee4674bb92b60ba2f35701"
}
},
"9ce7e654667042249506ced194a6e8eb": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "DescriptionStyleModel",
"state": {
"description_width": ""
}
},
"9d6b7129daea4ae48b5c1c449ee31de5": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "CheckboxModel",
"state": {
"description": "Testing Data",
"disabled": false,
"layout": "IPY_MODEL_7a581cf969f747c194194c3f1d42ae14",
"style": "IPY_MODEL_abf492980cf74011a8f119f82f29b7ec",
"value": false
}
},
"9eb8f78db06b43fca7ab3fb26797f40d": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "VBoxModel",
"state": {
"_dom_classes": [
"widget-interact"
],
"children": [
"IPY_MODEL_85b3e1da6c58499b920b45935afee949",
"IPY_MODEL_c143379870be4d0f8d5b1b1aba073953"
],
"layout": "IPY_MODEL_9700f20a763041d7a85576d3fbef1240"
}
},
"9f117e4d9a4e43cf8bdb5999f1de0f50": {
"model_module": "@jupyter-widgets/output",
"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_0d77c6006d114b92be78ca38d464758b",
"outputs": [
{
"data": {
"image/png": 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Ozz0n9w8Y4HR0yhs0N12hfap+bNYs6NlTGnfxVa8ORYvCzz9Dw4bOxOb3rtE75M/Sp09/udRteHg4MTExDkekVGJLlkCFCnLRFF94ODz2GMycCffd50xsAUHzk1JeM2uWzG5K6IEHpFP80CHIm9f3cQUEzU0BT0fs/Nj585A9e9KPZc8ujyv/lz17dk6dOpXsbXfUqlWLr776CoAvv/zSo/EplVKam4KH5icVbJLLT+nDY8mYweo64AChuSl1tGHnxxo1ghkzEt//338QGQm1a/s+JpVyHTt2ZNSoUVStWpUdO3bw0EMP0bNnz8sLgN0xduxY3nrrLWrUqMGBAwfIkSOHl6NWKnl160oRp6NHEz82Y4bkLhUYND+pYHPVtdOhQ/DEExARgc2chd+Ol6bgO8/BX385GqO6Ps1NqWSt9duP6tWr21B26JC1hQtbO3KktWfOyH2bN1tbo4a1L73kbGz+aPPmzU6H4DVnzpyxsbGx1lprv/jiC9u6dWuHI3JPUr8TINL6QX5Jy0eo5yZrrX3mGWvr1rV22za5feqUtUOGWFuihLXHjzsbmz/S/ORfNDcFr/Xrrc2Tx9olzy20sfny2dgMGezRiCZ2Uvan7P7Kd1qbLp21mTNb++WXTofqFzQ3+Z+05CddY+fH8uSBZcvgySdh+HCpjhkdDU89pQuAQ82aNWvo06cP1lpy5szJxx9/7HRIKsS98Ybkpdtug6xZZfSuYUPJWaHQKaqu0Pyk/EmlSrCy16eUHtqVreG30OfGhew5UYkhEyF/R+DAAVkE3LEjbNoEr74KrvVZKriEYm7Shp2fK1FCKs0dOQLHj8uWBxkyOB2V8rW6deuyfv16p8NQ6rKwMHjpJelk2rcPcuWCG290OirlBM1PIeDMGdnLpFUrqZLkz1avpvTIR6FBA26Y9B0fhmemSJF4hejy54cff5TqdEOHykZ3PXo4GrLyjlDMTbrGLkDkzg0lS2qjTinlXzJmlNykjTqlgtTixVIGt107+OADp6O5tn//lTgLFoSZMylQMjPFiiWuLk6GDLIB5513Qp8+8OuvTkSrlMdpw04ppZRSSiU2ezY0aSINoQoVZA72xYtOR5W8xx+XzTTnzJEe8WsJD4dp02TE7p57kq4GpVSA0YadUkoppZRKbN48aSCtXw8jRsA//0hjyB99/7006F55RRqh7rjxRtn47r//4MUXvRufUj6gDTullFJKKZXYmjUQEQGZMkGLFlC5Mrz+Oly65HRkV7twQSrN3Xyz7EKeEtWqyXTMDz6Q16tUANOGnQpZFy/CTz/BwoVSmCatjh8/zvjx41P1vS1atOD4dYJ45ZVXWLx4caqOfy2TJ0+mT58+13zOsmXLWLlypcfPrZRK2vbtMH8+bN7smeNpflIpdu6cVI2sXl1uGwMvvCB7wH37rbOxJfT227Btm3xOTTGCV1+Fm26C3r0hNtbz8QWR06eljs6SJXhks3fNTZ6lDTsVkr76CooVg/79YeRIKF5cZm+kJZ9fKzlduk7v5vz588mZM+c1nzNkyBAaN26c6vjSQi+clPKNqCip51CvHowbJ1/XrSsz4NJC85NKsQ0bICbmSsMOZC1a3rzw9dfOxZXQmTPyj7x5c2jWLHXHyJFD1g/++it89pln4wsS1sLo0VC0KLz2mlRFLlIEPvkkbcfV3ORZ2rBTIWflSpl18fXX8Pvv0uu0ebOM3I0alfrjPvfcc+zYsYMqVaowYMAAli1bRoMGDXjggQeoWLEiAG3btqV69eqUL1+eiRMnXv7eYsWKcfjwYXbv3k25cuV49NFHKV++PE2bNuXcuXMAPPTQQ8yaNevy8wcNGkS1atWoWLEiW7duBeDQoUM0adKEatWq8dhjj1G0aFEOHz6cKNZPPvmEm2++mTvuuINffvnl8v1z586lZs2aVK1alcaNGxMVFcXu3buZMGECY8aMoUqVKqxYsSLJ5yml0iY2Fu66S66j//lHlgzt2gWtW0v9igsXUn9szU8qxeKmJUZEXLkvPByaNoVFi/xnZOvDD2VPqJdeSttxOneGKlVkC4SYGM/EFkQ+/lgacZGRMttp5UrZNWLwYPjuu9QfV3OTh7mzi7lTH9WrV0/r5u0qhGzevNmt57Vta+2ECYnv37LF2ptusjY6OnXn37Vrly1fvvzl20uXLrVZsmSxO3fuvHzfkSNHrLXWnj171pYvX94ePnzYWmtt0aJF7aFDh+yuXbtseHi4Xbt2rbXW2vbt29upU6daa63t2rWrnTlz5uXnjxs3zlpr7XvvvWe7d+9urbW2d+/edvjw4dZaaxcsWGABe+jQoavi3L9/vy1cuLA9ePCgjY6OtnXq1LG9e/e21lp79OhRGxsba621dtKkSfbpp5+21lo7aNAgO2rUqMvHSO55CSX1OwEirR/kl7R8aG5SKeVOflq0yNrKla11vbWu0rChtV98kfrza366muYmNzz8sLV58iT+g5w61VqwNjLSc+dKrehoawsXtrZuXc8c7+uv5bV9+qlnjhcA3MlNsbHWlipl7cqViR+bOTNtP37NTYmlJT/pBuUq5Pz+O4wdm/j+smUha1bpKS9d2jPnqlGjBsWLF798e9y4ccyePRuAvXv3sn37dnInKMlcvHhxqlSpAkD16tXZvXt3kse+++67Lz/na9e0mJ9//vny8Zs1a0auXLkSfd+vv/5K/fr1yZs3LwAdOnRg27ZtAOzbt48OHTpw4MABLly4cFXs8bn7PKWU+377TWaSGZP4sebNZZZYx46eO5/mJ3VNkZEyfJzwD7JpU/m8cOHV0zSdMG0a7N3ruf312rSBSpVkruEDD/j/Zuw+cuwYHDwItWolfqx5c+jUybPn09yUejoVU4WcXLlkD9OEzp2TbWxy5PDcubJmzXr562XLlrF48WJWrVrF+vXrqVq1KufPn0/0PRkzZrz8dXh4ODHJTAmJe17850inzvWZpK4cgSeeeII+ffqwceNGPvjggyTjS8nzlFLuSy43Aezb5/lN4DU/qWQlLJwS3003SSXJ77/3fVzxWSvr4ipXTv3auoTCwmTB/bZt8OWXnjlmEMiSRQqhHjuW+LF9+yR3eZLmptTThp0KOZ06yTrrhMsD3n8fateW/1mpkT17dk6dOpXs4ydOnCBXrlxkyZKFrVu3snr16tSd6Bpuv/12ZsyYAcCiRYs4lkQWrlmzJsuWLePIkSNcvHiRmTNnXhVjwYIFAZgyZcrl+xO+tuSepwJcbCysXi0r5Dt1kjfELbdIdaHKlaFhQ9kAeOJEqYynPKp9e9k2bPv2q+//91/4/HMZQEgtzU8qRTZskCv5+Ovr4rvzTli1Ck6c8G1c8f30E2zZItsbJHPBnSrt2kH58pIH3bzgD3aZMkHbtvDmm1ffb61sb9ilS+qPrbnJs7Rhp0JO377yv6hJE9mXdNEiePRReOstqUKXWrlz5+a2226jQoUKDBgwINHjzZo1IyYmhkqVKvHyyy9TK6k5DWk0aNAgFi1aRLVq1ViwYAH58+cne/bsVz0nf/78DB48mNq1a9O4cWOqVat2+bHBgwfTvn176tatS548eS7f36pVK2bPnn15AXByz1MBaudOuTgqVEgacwMGyEVT1qxygVO3rjTuoqNl6tNjj8nc5ZtvloIFe/Y4/QqCQt68cuFUr54MRCxbJtXba9eG556DkiVTf2zNTypF4gqnJDfVslkzKTCyZInvYkpowgTImRM6dPDsccPCJB+uWwfLl3v22AHsjTdg+nR48EFYsEB2vGjdWvoAnn8+9cfV3ORh7izEu94H8DFwEPgzmccNMA74G9gAVHPnuFqgQKWEu8VTrLX2/HlrP/7Y2mbNrK1f39qhQ609eNCLwfnI+fPn7cWLF6211q5cudJWrlzZ0XicLlCguek6du60tkMHa8PCrE2f3tq777b2s8+sTbBo/Cqxsdb+/be1771nbZMm8r1hYda2a2ft+vW+iz3ApCQ/RUZK3Yq6da3t1MnaFSu8GJgP+VN+cjo3WS/lJ4/lpu7dky6cEufCBWuzZ7f2scc8c76U+u8/yVn9+nnn+GfPWps7t1RbC3IpyU3Hjlk7apQUc2rSxNrx4609c8aLwfmIP+Uma/2jeMpk4F3g02Qebw6Udn3UBN53fVbKERkzQrdu8hFM9uzZw3333UdsbCwZMmRg0qRJTofktMlobkosOlrmz4wYIcUB+veXoWzXFJFrMkaGjh5/XD7++UcKF7z/PnzzjVT3eOMNGf1TqVK9Onz0kdNReJ7mp0Qm46/5ad8+2ew1uSmO6dPL0PJPP/kknEQ++QQuXoSePb1z/MyZ5djDh8uMhhIlvHOeAJMzp/y76N/f6Ug8K5hyk0cadtba5caYYtd4ShvgU1eLc7UxJqcxJr+19oAnzq+UEqVLl2bt2rVOh+E3NDclYccOmbq0Zo18Hj06bY2wokXl4mfAADnWmDEwd65UlevTR6vKqcs0P13Nr/PTwYNQoMC1n1O3rmxgdvBg6henp0ZsrHQmNWgAZcp47zyPPy4L8seNS7qUtgoawZSbfLXGriCwN97tfa77lPIoqwud/UaA/C5CKzfNnSvV7HbsgNmzpeqbp0bWcuWCYcOkkt7tt8salYYNpRS5AgLmPRH0Auj34Fx+ioq6fmOtXj35/PPP3o8nvqVLYfdu6NHDu+cpUEAqGk2eDGfPevdcDgug90TQS+vvwlcNu6TG8pOM3BjTwxgTaYyJPHTokJfDUsEkU6ZMHDlyRBOUH7DWcuTIETJlyuR0KNcTOrlp0iQpa1a6tBQFaNvWO+cpXhzmz4cpU+CPP6Sa5pw53jlXANH85B8CKDeBm/nJ47nJWhmF+9//rv286tVlyqKvC4xMmSL7Enkrh8XXs6dUW5s+3fvncojmJv/hifzkqw3K9wGF490uBOxP6onW2onARICIiAj9K1NuK1SoEPv27SMgL7qDUKZMmSjk/+usQiM3DR8OL74oO8nOmAHZsnn3fMZI/es6dWS6Z5s2MjXzhRc8W5Y8gGh+8h8BkpvAzfzk8dx07JhUvLzeiF2GDLJj9YoVaT6l206dgq++ku1YfNE4r1sXypWTLV6CbVG+i+Ym/5LW/OSrht0coI8x5ktk4e+JoF7D4qeWLIEPP5Q9kcqVg969oWJFp6PynPTp01O8eHGnw1CBJfhz05tvSqOuUyf4+GMpeuArpUrJNK1HH5VtEf78U6Y1xdtIFmD/fqlcvmKFtDk7doT77vNtqN6m+UmlgjP56eBB+Xy9ETuQ6ZhDh8qoVo4c3o0LpFF39mzaNk5LgUuxhg239qDqp0/xcMQG/tekEo8/DoULX/97A4XmpuDikamYxpgvgFVAGWPMPmNMd2NMT2NMXLmi+cBOpGTvJOBxT5xXue+VV+Ta6vbbYfBgWVbTuLF03isVrEI+N02cKOXL4taJONFSypwZpk6VCpxffgktWsDJk5cf3rhRZnQdOSIDeg8+COPHyyyrixd9H65SvuK3+SkqSj67UxClbl0pZrJypXdjijNlinQY1anj9VNduiQTDgZs7MKl9BkZUvADzp+XPdsjI71+eqVSxVNVMe+/zuMW6O2Jc6mUW7dORuo2bIC4/RAbNIBWreRz8+aQYB9GpYJCSOemhQuhVy9pSH32mbPVKY2BZ5+VYgQPPyyJZ9EiyJ2bnj1llmb37leefu+90LSpDDA+9phzYSvlTX6bn1IyYlerFqRLJ8PtzZt7N65//oFly2DIEJ9M6f7iC5nh9NPqGwl/5D4KffsZY74YRc2aWejeXa6tQnRmufJjviqeohz02WcyWpdwk/vKlWUET+saKBVktm6VruaKFWXRf4YMTkckOneGb7+VypmNGrE78jA7d0LXrlc/LV062T1h6lRnwlQqpKVkxC5rVhnC8kUBlc8/l8+dO3v/XEj+eeYZV/rs3l1mGnz9NffdJ0v9/vzTJ2EolSLasAsBx44lv+9woUJw9Khv41FKedHJk9C6taxj+/Zb7xdKSakWLaQ36a+/uOn+hpTNc5h0Scwd0dyklEMOHpShqIS9wcmpVw9++827WwJYKw2722+XjdN94Kprp3r1oGRJ+PhjwsJk8oHmJ+WPtGEXAm69Fb7/PvH9sbEyW6vOrBwVAAAgAElEQVRmTd/HpJTyAmulPPfOnVJkoGhRpyNKWtOmMHcumfduY/SWFvy79VSipyxYADVqOBCbUqEuKkoade5O377jDlkQu3q192Javx42b5ZFuD5y1bWTMfDQQ7B0KUcjd7JpU3AVn1PBQxt2IeDBB2Wh7/vvS2MO4Px52T+4aFFJXkqpIDBliiwMefVV6dn2Z40bY2bOpErsHxys3YbD+85ffmjZMhg9Gp56yrnwlApZBw+6Nw0zzm23QViYd6djfv65zNFu395750igb18p5LRwofSZ0bUr1hgW3D+FLl3gxht9FopSbtOGXQjInh1++EEKEZQsCc2aSanef/6BWbN08a9SQWH7dujTRwqTPPec09G4p1UrzJQpVD2+lBUlutCkUSxVqsiauylTZB2wUsrH3NmcPL4cOaBKFfjpJ+/Ec+mSdFg1bw65c3vnHEkoU0aWKPfqJbmoycOFWRLehOb/fcKoEZd8FodSKeGrfex8x1d7qQSYMmVkCvyGDbJnVJkyUKKE01EppTwiNhYeeUR6tKdOdbYCZgqFdX4QDv5Hu/79qZKrKP++OoratQPqJSgVXKKiUj6V5447ZFpQdHSifSrTbPlyKU/55puePa4bGjaEv/+WWaYnT0LEvd3I0fN++GWp7BmllJ8JrhE7a6W3unFjWLXK6Wj8jjHS69S8uTbqlAoqEyfKxc9bbyVfKcmfPf009OlD8a9Gc/uG8dqoU8pJKR2xA2nYnT8vPcie9vnnUgSqVSvPH9sNYWGybV6zZpCja1sZPJgyxZFYlLqe4GrYXbokZXA3bJB3YcuW8McfKT7Mnj3S8TR+POza5YU4lVIqFaKjpSbK2LGyqP/SJWDvXhg4EBo1gm7dnA4xdYyRF9WypSxsWbLE6YiUCk3nzkkt/5SssQOoWxdrDKtG/sRHH8Hhwx6MZ+ZM2dwySxYPHTQNMmWCjh0lEZ886XQ0SiUSXA27dOlktf3OnTB8OKxcCdWrwz33yL5J12Et9O8P1arB77/DmjUyG6FPnytFR5RSygkrV0Lx4tLhtHMnvPwylC8Pp3o8DTExMmoXyAtmw8OlZ75MGSmQsHOn0xEpFXpSsjm5y7lzcPcjN7IlvCI51/3E4sVQujSMG+eBeObNkwZUp04eOJiHdO0qL3rWLKcjUSqR4GrYxcmWDZ5/XobbBg2SyiEVK0pi2L492W97/32ZzbR9uxQa+egjubZYt046k5VSygnHjkG7dpKTfvxRLph+/x3eaL6U7N/PIva5F4JjfvUNN8ged9ZCmzZw5ozTESkVWlKyObnL00/LJt5lHruDcsdW8sWUC6xbB2PGwKJFaYzns89k07j69dN4IA+qVUtarjodU/mh4GzYxcmRAwYPlgbewIEwezaUKwfdu0tJyATGjZNElCvXlftuuAHefls+rPVd6EopFefTT6FJE1kfe1lMDK0X92V/hmIsrPCMY7F5XMmSUopu0yZ47DFNvEr5UgpH7E6ckIKV48ZBeJNGskn5L79QtKj0q6dp1O7wYZg/Hx54wL+qKcXtabd8ua7XUX4nuBt2cXLnhhEjYMcOmVf5+efS29K7t5SIRKZa/vUX1K6d+NurV5dOrHPnfBy3UkoBW7bIsuGrfPAB/PknC5u+yeZdmR2Jy2uaNIEhQyRXjx/vdDRKhY4Ujtj98w8UKuR6esOGkD795V29b7sNtm5NQywzZsg0c3+ahhmnc2dp4OmonfIzodGwi5Mvn8yp3L4dHn5Y1qSULAnPPEPY4YPkzy8XUAnt3CmzOzNlStnp9u6Vkb4RI6RUrnY8K6VSo1Ah2Lw53h2nTslshAYNmH6hXYoLYV64IPUIhg2T0UC/nPH4wgtSTOWppyAy0ulolAoNcSN2bjbs8uWTnQhOn0Y2za1bFxYsACRnpaZI78aN8MYbcGDEFKJLV4BKlVJ+EG8rXFgasp9+qkUYlF8JrYZdnMKFYcIEGaLr0EEaeyVK8GXJFxk+4BgxMVeeeumSXF88/LCUvHXXa6/J1gJ//imzCTp1kmlUp097/uUopYJb164y3elyDagxY+DwYX6/ZwRr1xnatHH/WBs3yoSF8eMlH82cKUVZli3zRuRpEBYmveH58kmePnHC6YiUCn5RUdKT7WYFyptukl2mhg933dGsGWzcyJm/9jF0qGyv6a6YGOjSBe68E2I3/En+vb8x7MDDPN7b+GfbqWtXmYr5889OR6LUZaHZsItTogRMnixXS61aUe/n4XzwQ3E+KDSUd4adZMwYqFEDDh2SznF3ffut7BG8ZQtMmgSjR0sb8qabZJGxUkqlROHC8M47UK8evNDjMBdeH82aIu1oMbgGM2ZAZjdnYl68KFtBvf46LF0qn+fOhS+/lEKUR49693Wk2I03Sov2n3/g0Ud12oNS3paKPezGj5eaR40awRfHZSHw0NsXUr16ymZRjhgBBw7Iqpnn8n4E6dMzcGNn1q2D995LUUi+cffd0gjW6ZjKj4R2wy5O2bJy8bB+PVnvakDvqFfo9loJis14g9deOMuiRSnbPuXdd+HVV6/OjeHh8Oab0juuHc9KqZR64AHZlrPlnyNIF32GDfe9xpYtsi+wu+bNg6JF5VjxNWwoHe1Tp3o2Zo+47TaZAjFzppQrVkp5T1RUivewy5dPtofq3h2WHSrPsWyFGFBxARMmuL8DS2ysNBDHjoXMYdGSjNq2JVuxPIweLddVfidrVtlfb+ZMKRqjlB/Qhl18lSphvpkNv/9Otvq30m71szTvXYLw8e/IzsBu2r5dRvoSypsX8ueXtXdKKZVSRTNFUWfte4R17kS3UbeQJ0/Kvn/btqRzE8j927alPUavGDhQWp99+/pxkEoFgYMHU745OZAxo3QYfTDRkKtjM3Kv+QETc9Ht7z9zRjq9y5dHhv+OHJGWIpKb/v7bTwfsu3aVNc+zZzsdiVKANuySFhEhi39//lm2R+jbF0qVkmIrF6+fqIoWhQ0bEt9//LhMMyhQwAsxK6WC31tvSeWTF19M1bcnl5tA7i9aNA2xeVPceruMGeHBB93Kw0qpVDhxAnLmTNsxmjeXTcVTsPYsa1aZGfX338iGnYULQ+PGgOSmIkXcH/3zqXr1oFgxWdajlB/Qht213HabLERZvFjK0j32mEzb/PRTqaqSjMcek6mY8adcWgsvvwwtWsiyEaWUSpGjR2WuUocOcPPNqTpE27ZykeQqWndZZCR8/bV0PvutQoVk0XJkpGyFoJTyvNOnpbplWjRrJsdIwdzusDAptDKu1xZYuFBuhIcTHQ3PPy/XVX4pLEz2tPvxxyT3R1bK17Rh545GjWDlSvjuO9n0vGtXqFBBNtFNolTT/fdLJ84tt0hCGjkSataEX3+VAghKKZVi48bJRdcLL6T6EJkywVdfyXXIfffJAODDD0PTprJ8LYU1E3zvnnsk/77+Ovz2m9PRKBVcrJVphdmype04WbJINaYUrj0bNAia/zWG8yYTb53rxeDBMjXzhhvgmWfSFpJXde0qPzstoqL8gDbs3GWMDLetWQOzZkk1lI4doWpVKYMZb/K3MbJ/3YIF8rSDB2W0btUqHa1TSqXC6dPSsGvbVjqV0qBOHVmm1qCBrPetUEE2EU7JlgmOevttmc/epQucO+d0NEoFj+ho2XMgrSN2IO/P06fhm2/c/pZMJ6JodvBTjrbsyoGYvJw7JxOkZsyQfc/9VrFisgZ48mTd0045Lp3TAQQcY6TXuG1bGbEbNEi+joiQym1Nm16eCF6pkn/uq6mUCjCffALHjsGzz3rkcDlyQK9eHjmU7+XIIT+Pxo1l9HLMGKcjUio4xG20m9YRO5CNyosVk1GshGV4kzN+PCY6mgKjnmJUmbSH4FMPPyx7OyxfDvXrOx2NCmE6Ypda4eGSrLZskYW+hw7JvPJ69eCnn5yOTikVLC5dklGq2rWhVi2no/EPjRpB797yc/nlF6ejUSo4nDolnz0xYhcWBp07S42Cf/9179zjx8tGm2UCrVUHtGsnc0Z1SxblMG3YpVW6dNJTs22b7KC5c6f01jRpAqtXOx2dUirQzZsnO/Y+9ZTTkfiXESOkjGe3bjolUylPiBux80TDDqRhFxsL779//ee+9hocPpzqir+Oy5JFOvtnzpTZFUo5RBt2npIhAzz+uNTqfestWL9eethbtYK1a52OTikVqN56Sxow7do5HYl/yZZNZkts3y6LmJVSaRM3YueJqZgApUtLFd+33rr2Br5//SVTqrt1k0pzgerRR+H8efj8c6cjUSFMG3aeljmz9Kzv3AnDh8s+LtWqwb33wqZNTkenlAoka9fKmo2+fWV2gLpaw4ZSB33MGPj9d6ejUSqweXIqZpyRI2XU7vnnk37cWslvmTNLtdtAVq0aVK8uex775W7qKhRow85bsmWTRLZrF7zyCixaBBUryuLa7dudjk4pFQjGj5cpPg8/7HQk/mvkSMiXT/a90o3LlUo9TxZPiVO0KDz9tIxi/fpr4sfffFOuj4YMCYD9VtzQowds3KjbsSjHaMPO23LmlN3Kd+2CgQNlF+By5eQiRDezVEol58QJmDZNNsbMmdPpaPxXjhyyhmfDBhg1yulolApc3hixA+nkzpdPlqYsXXrl/lGjYMAA2VSzd2/PntMp998PWbPKqJ1SDvBIw84Y08wY85cx5m9jzHNJPP6QMeaQMWad6+MRT5w3oOTOLYv9d+6EPn1g6lSZf967N+zf73R0SgWtgM1PU6fK5r49ezodif9r3Vo2RB4yRApZKRUA/C43eWPEDqShuHSpXAc1bizv18qVpbO7Y0cZzQuWqebZs0vj7ssv4fhxp6NRISjNDTtjTDjwHtAcuAW43xhzSxJPnW6treL6+DCt5w1Y+fLB2LFSZKVbN+nVKVkSnnlGdjJXSnlMwOYna2HCBNkfMyLC6WgCw7hxkCmTNIR1fYvyc36Zm7w1YgdQtqxMT+zUSbaJKlwYhg2TDqxgadTF6dVLOuUmT3Y6EhWCPDFiVwP421q701p7AfgSaOOB4wa3woXhgw+kGlSHDtLYK1FCSv1qqVylPCUw89PPP0uxJR2tc1++fLLebulSuVhUyr/5X246fVr26M2UyTvHz55dNizfvl22cXnhheBr1IEUUalTR7bAio11OhoVYjzRsCsIxK9ju891X0L3GGM2GGNmGWMKJ3cwY0wPY0ykMSby0KFDHgjPz5UoIb06mzbJ/PPhw6F4cRg69ErvmVIqtTyWn3yamz78UC6COnb07nmCzaOPyjYzTz8te2Ip5b/8LzedOiXTMI1J/TGU6NNHZmYtWuR0JCrEeKJhl1QGSDgPZi5QzFpbCVgMTEnuYNbaidbaCGttRN68eT0QXoAoWxa++EL2v2vQQCppFi8ui4vPnnU6OqUClcfyk89y06lTMGuWNOqyZvXeeYJRWJjMhDh+HJ5LtGRJKX/if7np1CnvTMMMRffcI1U+33nH6UhUiPFEw24fEL8XqRBwVTUQa+0Ra2206+YkoLoHzhucKlWC2bNlLnpEhCwuLlFC1o9ER1//+5VS8QVefpoxQzpzunVzNIyAVbGi7CX60Ufwyy9OR6NUcvwvN50+7fnCKaEqQwbZY3PBAt3iSvmUJxp2vwOljTHFjTEZgI7AnPhPMMbkj3ezNbDFA+cNbrfeCt9/DytWyGjek09CqVJSbEX3alLKXYGXnyZPhjJloFYtR8MIaIMGyTrmXr00Xyp/5X+5SUfsPKtXL0ifHt56y+lIVAhJc8POWhsD9AEWIklnhrV2kzFmiDGmtetpfY0xm4wx64G+wENpPW/IuP12KQaweDEUKiQ9QGXLSnGAS5ecjk4pvxZw+Wn7dimc8tBDus4lLbJlg7fflo2CdSqU8kN+mZtOn9aGnSflywddukhnnVY9Vz5irB+XhY6IiLCRkZFOh+E/rJVh/ZdegrVrpYH36qtw772ytkSpAGCMWWOtDega/l7LTS++KPtd7t0LBQp4/vihxFpo2VJmPWzdqj9PdV0hn5sqV4ZixeDbbz0aU0jbuhXKlYOXX5Z9NpVKJXfzk7YGAokx0KIFrFkDX30ljbkOHaBqVZgzR/duUiqQWSsb9TZpoo0QTzBG1iZfuAADBjgdjVL+T0fsPK9sWdmQ/b334MwZp6NRIUAbdoHIGLj7btiwQS4Ez56FNm2gZk0prasNPKUCz6pV8M8/8OCDTkcSPEqWhGefhWnTYNkyp6NRyr/FbXegPGvgQDh6VGokKOVl2rALZOHh8MADsGWL7HsVFQV33gl33AE//eR0dEqplJg2TTYGbtvW6UiCy3PPyfSyJ57QQipKXYsWT/GO226TbaxGjNBRO+V12rALBunSQffusG2bDPf//TfUry9Tulavdjo6pdT1XLwo2xy0bq0XVp6WOTOMGQN//gnjxzsdjVL+KSYGzp/XETtvGTJECqi8/77Tkaggpw27YJIxIzz+OOzYAaNHw7p1ULs2tGolX3vQoUPw++9w4IBHD6tUaPrxR3lT6TTMNIuJkXS3cSPExrrubNMGmjaVbRC0Op1SiZ0+LZ+1Y8k7br8dmjbl0usjWfPTaY4fdzogFay0YReMMmeGZ56BXbtg2DApn161KrRvD5s3p+nQJ05Ap05w883QsyeULy/L/Q4d8lDsSoWiadMgVy5o1szpSALa5Mky6/KBB6BdO9kOcM4crhRSOXtWpmYqpa6mDTuv2rUL+h57lfCjh1n1wDiKF4c+fWSQVClP0oZdMMuWDV54QTLKyy/LhucVKkDnzjJdM4WslY7vrFmlxsOaNVKVvWRJWdoXE+OF16BUsDt/Hr75Bu65BzJkcDqagDV9uuz+Mneu9F9t3y61Cnr0cC05LlMG+vWDTz6R6QZKqStOnZLPOhXT406ehIYNoch9tbjUqg19Tr7O9hX/sX8/PPKI09GpYKMNu1CQM6fM7961S8p+f/WVlOB99FHYs8ftw6xYIfVZ3n8fbrhB7suaFd54Q2aBfvedl+JXKpgtWiQXVe3bOx1JwLIWhg6Fjz6SyQkgg3QNGkh+Gj7c9cSXXoL//Q/69o03T1MppSN23jN1KlSvDv37Q/iboyA6mjxjXuTzz2HhwlT1syuVLG3YhZI8eWDkSNi5E3r3hk8/hdKlpVqcG4vlVqyQ2g4J90I3Rgr5LV/upbiVCmazZsk0zAYNnI4kYB07JrMHkvoRtm0ruQuQHqkRI6So1Oef+zRGpfyajth5zYoV8Yodly4NTz4Jn3xC5i1/0LQp/PKLo+GpIKMNu1CULx+8/bZ0Ez30EEyYACVKSHfSNRbLZcsGR44k/diRI/r/QKkUi46WRWBt20L69E5HE7AyZZKp4ElVEk+Um7p0gRo1ZH+7uItZpUJd3HtBR+w8LtG100svSUd7nz4cO3xJr52UR2nDLpQVLgwffAB//QUdOkhJ8OLFJekcO5bo6ffeC19/Dfv3X33/kSMy+Nexo4/iVipY/PijVCS6916nIwloWbJI3ZmkKomPGQP33x/vjrAwKaRy4AC8/rrPYlTKr+lUTK/p2FH6z8+dc92RIwe8+SasWkXln9/VmlnKo7Rhp2S0bvJk2LQJWraUSprFi8uilXg92gULSkG5unWvPH3aNKni+/DDUK6cY69AqcA0a5b8k2/UyOlIAt7IkTB2LDz1FERGwsqV0K2b1Ix68cUET65ZU4pIvfmmTE1XKtTpVEyvadQIbr1Vthf+5hu5dnr3eCd+yHgXQ2OeJ+t/O5wOUQURbdipK8qWhS+/lE2g6teHV16RBt7o0VImHBg4UPb4/fprGWT49FPp9B42zNnQlQo4Fy/Kf/nWraX6kEqTUqXgt99kRuvDD8sy4uLFYdUquOmmJL7h9dflyQMG+DxWpfyOjth5jTHSGd67t6yCad8eVvxsyPXlBNJlciWsS5ecDlMFCW3YqcQqV5YLzl9/hYgIufApWRLeeQeio7nzTlkWtGWL9Ia3bSuJSymVAitWyJTndu2cjiRoFCwoVTA3bIC1a6VvKnfuazz5+eell2rJEp/GqZTfiRuxy5rV2TiCVFiYLO9dulS2Y5k+HSLaFpJp4cuXy14tSnmANuxU8mrUkJbb8uWyI3nfvlLRadIkGW3wkIsXpVy5UiFlzhyp+tG0qdORhK6nn4aiRWX+ZhI95rGx2pGuQsTp09KoS1j2WnlX164yZ3zoUFiwwO1vs9ajl2EqiOg7WF1f3bqwbBn88AMUKCA7/pYtK5uzpPKqx1r4+GMoX16ubXPnlmuskyc9G7ryvD17ZHpbVJTTkQQwa+Hbb6FxY+0hd1LmzFeG+D766PLdW7fKdKnMmWWWbJMmWpI8EJw7JxNNNm7UzsIUO3VK19c55d13oVIl6NQJtm275lMvXpSlL4ULy7VTkSKyg0tMjI9iVam2davstOPt61xt2Cn3GCMXoatWwbx5sh9Uly5QoQLMmJHizX6HDZNCB+PHS0L64w+ZldakiVSAV/5n/35o0UI2Wn3qKSmW8+CDUtRRpdDGjbB7t6yvU85q314qQL30Epw4wfbtssS4Zk3Z/eXMGamz0q6d9G8p/2OtFM8pXBgef1yWB5QvrzNsU+TUKV1f55QsWeCrr2S09M47E5ced7FW/ueuWCGDe5cuycSPxYtlmZ7yT2vXSvGcJk1k4lvRolKvwluNcW3YqZQxBu66C9asgZkzJRF16ABVq0qGcaOb9MgRKUb3/fdwxx1yyGLFZAQva1YpFKj8y4UL0q6vUUM2gl69WtolWbJIER3tHU+hOXPkc6tWzsahJAGNHQuHD8OwYQwfDk88Idt63nCDjNh16QLvvZdEdU3lF956S+p+/fqr/Gv6+28YNUrKzG/Y4HR0AeL0aW3YOalUKWmtHT4se7ckseXU779Lxd9vv4WKFeW+KlVg7lxZu7d+vY9jVte1b5/8Ovv2lWum336TNZZ//CGNO2/Qhp1KnbAwuaLfsAE++0y6tdu0kW7uRYuueaX/448yu7NAgavvN0b2S4+75lX+4+uvZV/7wYNl+gfIRe+ECbBrl1xQqRT49lt5r+TL53QkCmQYumtXGDuWjd/s4KGHEj+lXTsZaL1qo2HluAsXpBH3xRdS4wuu9D8OGCBFnZUbdCqm8yIiYPZs2Vu4Xr1EI3dz58qenAmLKGfOLP3rc+f6MFbllvHj5XfWuTOEh8t9+fNLR9Qnn3jn/4k27FTahIfL3IAtW6SoSlSUTCW44w4pupKMa1XR1NEf//Pzz9JuTyg8XAadfv7Z9zEFrH//lW7XpH6gyjnDhkGGDAw6MzDZ/KTVf/3P9u2yFWTZsq473n5b1oMjbzFdG+kmHbHzD40bw/z5Mrxz222J1txpDgosv/wSb8XFyJGQMydcuECePNKfGBnp+XMGTcPOWpl3PGiQbE90nfWnytPSp4dHHpEf/DvvyFyYO+6Qin8JhnMaNZI234EDVx/CWpgyRZcd+aPs2WW9UVIOHtTrgeuJipLrzZdfhrXD5sudOg3TvxQoAM8/T6uLX7PklWWJHp49W9ZtJbt9gnJE9uwyay0mBqme8txz8N13gOYmd8TEyASCw7tOsW1/Nv77z+mIFI0aydzK06dlcdbXXwPQsiVMm5a4DsG5c7J9QsuWDsSqrumqa6fjx2VP6AwZAO/lp6Bo2J05I3NYH31UFpNGRclUv/79dfTH5zJmhD59YMcOWUi3di3UqiWttXXrgCsVMJs1kwaetfDPP9C9u8wGad/e4degErn/fpk2cPTo1ffv3i2di3ff7UhYAeGTT6TQzPr1kC4dnJo+n/3pirAne3mnQ1MJPf00FwsUodKUpxkz+hInT8pF1NSpsrnw8OFOB6gSKlJEduP57DOkd/f8ebjzTqyFMWMkd6mk7d0r29aOHAkZL5ziv7PZueUW+PBDpyNTRETIgtGyZeGee6BfP2pUOEtEhBQH+vNPedr69XJ5Vb++rLdT/uX++2WrwpgYripQtHixtNtr1fLCSa21fvtRvXp1645evax98EFrY2Ku3Hf0qLWVK1s7dapbh1DecvKkta+9Zm3OnNaCte3bW7t5s42NtfbDD60tV87adOnk4X79rD1xwumAVXIGDpTf19Sp1q5da+3771tbuLC1772XsuMAkdYP8ktaPtzNTevWWfu//1n711+uO6Kjrc2Wzf5Rq6etU8f9n5nyoWnTrAX7bsTHNkMGyU+NG1u7YoXTgank/PGHtXnzWrs84il7KUNGu3jOGduqlbU1a1p7+rT7xwml3GSttbffbu2wYa4b2bNb26+f3b7d2nz5rF2zxu3DKG86f97aJ56Q66dSpezFH3+yQ4daW6CA5KZChax9/XVrL150OlCVlIsXrW3Z0tp69azd06CLPZ+/qH3tNWvz5LF20aKUHcvd/OR4ErrWhzsJ6vRpa3PksPbAgcSPzZtnbe3abvy0lPcdO2btyy9bmy2btWFh1nbubO3ff1tr5Vo3Ntbh+NR1xcZa+8031rZoYW2lStbee6+1y5al/DihdPHUq5f0a1z244/Wgo2ZPccWKyYNZOVnYmOtrVXL2nz5bMyxk3rBFCB27rT2wI3l7C/Zm9o6dawdO9baM2dSdoxQyk0bNkjHXEyMlb95Y6x96SVrrbXDh1vbo0cKfnDK+5YssbZ4cWvB2s6dbey/++3583rtFAguXLB20iRrf8rTzm7LVME+8oi1f/6Z8uO4m58CfipmVBTkypV0cbnq1WVGoPIDOXPCkCFSQvGZZ2RPgzJl4NFHyfDfHl0QHACMkWIE330n0z9mzpRllCp5O3ZIHrps/nzIkIHwJg2pUkXzk1+K2/7gv/8IHz2SdOmcDki5o3j4HvId3UKdwXfyyy/w5JOyHYtK2s6dMnUvPBxZ92Pt5Wlieu3khxo0kLK8L7wA06djytxMxrdex0SfdzoydR1xJSjqVTlF6arZmTRJ1mt7S8A37G66SRZOR0UlfuyPP6B4cfRpqMoAACAASURBVN/HpK4hTx544w35r9GrF3z6KZQuLRtHJaymolSAK1FC8tBl8+dD/fpcypSVdevkceWHataEBx6QdcJ79jgdjXLHwoXyuVkzZ+MIEMWLSwfdpUvI2vjffpMK1+i1k9/KmlWq927aBA0bSiOvbFnpZbVaUMLvxVtj500B37DLlk02IR040JWgXE6cgJdekraD8kP580v1zO3bZf+oCRPkKrd//+TLLyoVYHr0kD/zHTuQ0eotW6B5c8aOhf/9D6pWdTpClazXX5fPzz3nbBzKPQsXQqFCUqlIXVelSvLjevNNpKrTrbdCwYLs3CnFHh57zOkIVbJKlZJSpj/+KHt93HefVNLcvNnpyNS1BFLDzhjTzBjzlzHmb2NMov+CxpiMxpjprsd/NcYU88R544weLbu7V6ok2x307y+dGPXqQZcunjyT8rgiRWDiRNi6VZLTmDHSwHv5ZSkNq1QaOZmfqlaFoUPlmunzTgsAePDzFkycKBuUKj9WpIj8M/niC1i92ulo1LXExEiZuWbNAmqjL6evnaZNg48/lmulYcOkMRcRAa+8Ip+Vn2vYUCpnvveeVB2vWhVeew0uXnQ6MpWUQGnYGWPCgfeA5sAtwP3GmFsSPK07cMxaWwoYA4xM63njy5ZNcvq770p+z5FDOjLGjg2oHB/aSpaUTew2bYK77pLkVKyYfD51yunoVIDyh/z0yCNSmtpG3MqPdV6m3cDS/Pmn/HkrP/fsszK7oF8/nerkz1aulGk6ATQN0x9yU9GismzrySel9Hrp0nK7Z09PnkV5Vbp08Pjj0jnetq10iteuLTNElH8JlIYdUAP421q701p7AfgSaJPgOW2AKa6vZwGNjPFsk8sYWVs6bJj8Xd+SMD2qwFC2rAxlrFsnG7O8/LKM4I0eLQu8lUoZv8hPBQpAp7dvpdEvQ7i3vSF9ek8eXXlNtmzyT+XXX3WI1Z/NmycVCpo0cTqSlPCL3JQ+vWyT9vrrMkBdsKAnj6585qabZJfyr76Suf/VqsGcOU5HpeJYCydPBkzDriCwN97tfa77knyOtTYGOAHkTupgxpgexphIY0zkIV1rFboqV4ZvvpELqmrVYMAAGdV7913ZMVgp93gsP2luClFdu8oUp2ef1c4lfzVvnpToveEGpyNJCc1NyvPuvluq35QqJSN477zjdEQK4Nw5iI0NmIZdUr1HCeesuPMcudPaidbaCGttRN68edMcnApwNWrIovjly+Hmm6V6ZunSMGmSziNX7vBYftLcFKLCwmRe/969rkoTyq/s2CFFiVq1cjqSlNLcpLyjeHG5ZmrTBvr2hRdf1KnkTotbUhQgDbt9QOF4twsB+5N7jjEmHZADOOqBc6tQUbcuLFsGP/wg89p69JBpm1OnXl0OVamraX5SaVevnsxXGzEC/v3X6WhUfN99J5/vusvZOFJOc5PynsyZZRuEHj1g+HAYPNjpiEJbgDXsfgdKG2OKG2MyAB2BhBN75wBdXV/fCyxx7aKulPuMgcaNYdUqmDtX3iBdukDFipLAYmOdjlD5H81PyjPeeEOqc734otORqPjmzZMtDkqWdDqSlNLcpLwrXTrZSqp7dxgyRPaxUM4IpIada953H2AhsAWYYa3dZIwZYoxp7XraR0BuY8zfwNOAbgykUs8YaNlS5pHPnCm377tP1uLNnatTDtRlmp+Ux5QoAU89JdV7IyOdjkaBXCwtWyb/DwKM5iblE8ZI4+7uu6X86VdfOR1RaPJhw874c+dPRESEjdR/oOp6Ll2SinWDBsl6ixo1ZJuExo11vws/ZIxZY60N6F2SNDeFqJMnZY1v6dKwYoXmF6fNmgXt20vj7o470nw4zU0qaJ0/L5XGN2+G33+HMmWcjii0fPeddECtXg01a6bqEO7mJ49sUK6Uo8LD4cEHZQH9hx/Cf/9B06aSxFascDo6pVSwuOEG2f7gl19gxgyno1GzZ0Pu3HDbbU5HopR/y5RJZjhlzCijd6dPOx1RaIkbsfNB5V5t2KngkT69zCXftk22Rdi2TYoe3Hkn/Pab09EppYJBt25QpQoMHCglrJUzLlyQ9XVt2shaIqXUtRUuLLObtm6Ffv2cjia0BNIaO6X8TsaM0Lu3TMscPVrW4tWsCa1by8bnSimVWuHhsv3Bnj2SX5QzliyRqbHt2jkdiVKBo1Ej2Rf4o49g0SKnowkd2rBTygOyZIFnnoGdO2HoUNnXpWpVKbSyZYvT0SmlAtUdd+j2B06bPRuyZZO11Eop9w0eLNtFPfKIdI4o74tr2GXL5vVTacNOBb/s2eGll2DXLvm8YAFUqCBbJezY4XR0SqlANGqUFG569lmnIwk9ly7Bt99C8+aydkgp5b5MmeCTT6RT6jkttOoTp07JYEN4uNdPpQ07FTpy5ZKRu127ZCRv1iypDNWjh0yrUkopdxUvDv37w+efy96ayndWr4aoKCkCoZRKuVq1oE8f+OADWL/e6WiC36lTPpmGCdqwU6EoTx7ZbHjHDnj8cdmXqnRp6NsXDhxwOjqlVKB47jkoUEByR2ys09GEjq++ggwZoEULpyNRKnANHiwd3v366f6/3qYNO6V8IH9+GDcOtm+Hrl1h/HgoWVIWFh8+7HR0Sil/ly2bdBJFRkoHkfK+2FjZaqJZM5+UDlcqaOXKBUOGyD6Q33zjdDTBTRt2SvlQkSIwcSL89ZdsdvvWWzLN6uWX4fhxp6NTSvmzBx6A2rXh+efhxAmnowl+K1fK2qAOHZyORKnA16MHlC8vHdoXLzodTfDShp1SDihZUnrd//xTpvi89po08IYNu1LRSCml4jNGRv4PHpQ1vMq7pk+X4g+tWjkdiVKBL106GDlSlqZ8+qnT0QQvbdgp5aBy5eTiYe1aqFtXKmmWKCF7Vp0963R0Sil/ExEB3bvD22/L5r/KOy5dkqJXLVr47CJJqaDXogXUqCEdUxcuOB1NcNKGnVIps3MnTJsGc+fC+fMeOmiVKjBnjlRgq1ZNpiqULAnvvgvR0R46iVIqKAwfDlmzwpNPXlWI4Px5yUvTpklBXpUGK1bAf//pNEylPGTtWvjsc8O6dq/CP//INgjK87Rhp5R7zp+HTp2ks+nbb2V5XJEiUjTNY2rWhIULZYPzm2+GJ56QKpoffqhz0pVSIm9eKUSwaNHlQgSzZkHhwjBmjOSnW2+Fzp092PkUaqZPl72g7rrL6UiUCmhRUVC/PrRtC/PnQ/cZd/JHxtpEDxqmHdfeoA07pdzTrx+cOyfb0E2fDkuXyv7jvXvDH394+GR160r1qEWLpKLmo4/KtM3PPpMpQkqp0Pb441CxIjz1FH/8cpY+feD772HJEslPe/bIbO6nn3Y60AAUHS3VMNu0kZFRpVSqWCtbQNapc2W205o/DGcHDCJj1F5OT/rC6RCDS2wsnDmjDTulrufIEblYmjhROnHjVK8u+waPG+eFkxoDTZrI9My5c+WN2rmzXMzNmqV7WSkVytKlk6na//zDnl4jGDhQ8lGcLFlkP+Bp0+DoUefCDEjz58sPrXNnpyNRKqCtXi21nl57DcLDr9x/+5Cm7MlVifOvjdZ97Tzp9Gn5rA07pa5t61YoWxZy5078WMOGsG6dF09uDLRsCWvWwMyZcl/79nIVN3euJkWlQlW9evDggzT/8w2alfo70cN58kCZMrK7ikqBqVPhf/+TjjWlVKqtXw8NGkBYwhaAMey+tz95ojbJVAPlGXFV1bVhp9S13XSTrPWNiUn82I4d8rjXhYXBvffCxo1y4XHqFLRuDbVqwQ8/aANPqVA0ahQxYRm4cdATiXLAxYsyJdMn+SlYHD0K8+bJnoHp0jkdjVIB7aab5BopKUvydOB4toIwapRvgwpm2rBTyj2lS8suBBMnXn3/2bOyLUu3bj4MJjxcqrhs2QKTJsGBA9C0qaxOXrHCh4EopRyXPz9b7h9KvnXfE/3l7KsemjgRSpWSArvKTTNmSItYp2EqlWYtWsh2vcuXX33//v0w4eMMnOvRTwoWeLxQQYjShp1S7vvoI3j9dWlTzZghy1siIqBCBYcqYqdPD488Atu3yyK/bdtkatadd8JvvzkQkFLKCf9v787jrB7//48/rmkvoRRFSpu+LVRUUkLfb4hkaI8WKUnIkojs9SNkS9k+opXsSkWbos9HIW2SrRKVjxTSvs71++N10jY1ZzrL+7xnnvfb7dxm5sx7zvs1R/Pyvt7Xdb1eZwy7gZ+L1eTPTjfz4hObePNNuOoqGDjQCupKNowcCdWrWwsaEYlJwYJW861lS+vO8s471q2lbl3o3RtK33etFSgaMiToUHMGDexEolelCixaZG3m3ngD5s610uKvvprJ+vFkKlDA2iIsW2ZLGubNs7YJ6em2wF1EcrS0/Hkp+8FzlN61irKvPsgbb9gW3EWLLG9JlJYsgdmzoXNn29ssIjG74AIrEXD00TBmDKxebW17+/QBjjnG7pa//rpVqZPYaGAnkj3Filn58HfegeHDbXIsZf7/X7iwlehcvtxKUH3yid11btvWqr+ISI7lGjaAbt24+LuneOe+hdx2m+UryYZhw2wlROfOQUcikqOULQv9+8O778LQoftX8OWGG6zhphqWx04DO5EcqGhR6NcPfvoJ7rnHSndXr24XK8uXBx2diCTKo4/aaK5HD7VDya7t22HECFvpoGozIslz2mnWu/f555W3YqWBnUgOVqyY3SJbvhxuvdU2BlapAtddBytXBh2diMRb8eLwxBPWPOrASk9yeOPG2VKwbt2CjkQk9+nZ065V1PogNhrYieQCJUvCoEGWNHv0sDWklSpBr17w229BRyci8dSxozWOuvNOKz0n0fnXv2y9WJMmQUcikvu0aGG9I3VDKjYbN1rRh8KFk3I6DexEglS6NDz7rFXR7NwZnnvOejjccQesWxd0dCISD87Biy/a0sJevYKOJhyWLYNp0+Caa6ydjIgkV/78dl0yYYJuOMdi40Y46qikFX/QwE4kFZQta3fFvvvOGp4PGgTly8O998L69UFHJyKxqlwZ7r/fqjyNGxd0NKlv6FBrRn7ttUFHIpJ7de0Ku3fbXlc5Mhs3Jm0ZJmhgJ5JaKlWynk3ffGNdRAcMsAHeww/Dpk1BRycisbj9ditK0LOnbtgczubN8Mor1mjrxBODjkYk9zr1VCuiMmwYeB90NPG3c6c1Fn32WetFk4hCMWEa2Dnnijvnpjrnfox8zLSQs3Nut3NuQeQxPpZziuQKVataY7758y2p9utnA7wnn4StW4OOLhSUnyTl5MtnF0i//RZpGCWZGj0a/v7beoHmQMpNEirdutl2kVmzgo4kvj79FGrXtlUBvXpBzZpQr57lnnj644+k9rmJdcauLzDde18ZmB75OjNbvfe1Io/LYjynSO5Rq5Z1DZ0zx7qw9+4NFSvaMqXt24OOLtUpP0nqqVvX/o5ffhmmTw86mtTjPQwZYhdcDRoEHU2iKDdJeLRqZZ3MX3456Eji59NPraDVpk22NH7FCss7CxdC69Y2kxcva9ZYEZokiXVglw7sWXg7Arg8xtcTkcycdRZMnmwNzitVghtvtCUSL78c3wSUsyg/SWp68EHbc9etm5ZYH2jmTFi82HJckooNBEC5ScKjcGFo1872B+8p3R9ma9dC+/Z2LbVoEVx2GZQrZ03ZX3oJpk61auXxErKB3Qne+/8CRD4eqoNoQefcXOfcHOfcYROYc6575Ni5a9eujTE8kRzm3HNtcDdlCpQqZUsIqla1pUu7dwcdXaqJa35SbpK4KVTI9pD9/LNVwJW9HnvMmpFfeWXQkSSScpOES+fOsGWLDe7CLCMDOnWy5ZFvvGEzkfvq0gX69rX8HI+lp7t22blSaWDnnJvmnFucySM9G+cp672vA1wJPO2cq3ioA733L3nv63jv65QsWTIbpxDJJZyDCy6w5Znjx1sZ3Y4drSjD228nZvNvikpmflJukrg65xy49VZ4/nkr6y929/yjj+Dmm6FgwaCjiYlyk+QoZ59tqwzCXh1z9GjLMU8+aVtdMnPvvTYQe+ih2M+3bp0tL0+lgZ33von3vkYmj3HAGudcaYDIx98P8Rq/Rj4uB2YCteP2G4jkVs5B8+Ywbx68+aY917o1nHmm9Z3JiRWsDqD8JKE2YABUqWIlxeO9YT+MHn8cihSB668POpKYKTdJjuKczXTNnGn70cJo505bBl+79uGXWhYubMWtpk2Dzz6L7Zxr1tjHVBrYZWE80DnyeWfgoOY8zrlizrkCkc9LAA2BJTGeV0T2SEuzAd3XX8OoUbBhgw34zj7bElMuGOAdgvKTpLZChewO+OrValz+88/w+uvQvXtSK8gFRLlJwqdjR/s4alSwcRyp4cNh+XKbiUvLYvjToweUKAH9+8d2zhAO7AYCFzjnfgQuiHyNc66Oc25P+ZyqwFzn3EJgBjDQe6/kJBJvefJAhw7W5Pxf/4Jff7Ulm40bw7//HXR0QVB+ktR31lnWzmTkSFtKnVsNGmSzArfcEnQkyaDcJOFTrpxdT4wcGb4bxtu32yDtrLOgWbOsjy9SxPqOfvSRtZ06UmEb2Hnv//De/5/3vnLk45+R5+d677tFPv/Me3+a975m5OOweAQuIoeQL9/evjODB+O//x4aNWJh6abcVP9L+va1m+M5nfKThMY991gbhOuusxsyucjKlfDoTavYMfQlPi57NZMWlw3dNWN2KTdJaHXqBEuXwuefBx1J9rz6qiWb/v2jrra7s0t3dufNz/jWI7n4Yqvr9Oef2Txv2AZ2IpLCChTA33gTvdOX8VjJxzh141ye/bweHd6+nE61FvHpp0EHKCKA3YwZPRq2bbPlTrmkwu3s2bYluMEnj5A3LYPfuvajTx8b3+b0wZ1IKLVoYYWNRo8OOpLoeQ+DB1uyadIkqh/Zvh2adSjGrGMu5YJ1r9Oz+y4WL7btecuXZ+Pca9bY+1W06JHFfgQ0sBPJwaZNg4kzCtNjaR8K/fcn6N+fGutm8sn6mmy4uC27v/ku6BBFBKwv5bPPwscfWxGRHC4jwyqoj3p4JY2+f5m0bl258u5T+OILq1cwcWLQEYrIQY4+GtLTYezY8PTQnTkTvv3W+tRFOVs3ZAjkzQuNXriKQn+voXnh6Ywcae01b7opG+fe08MuiT05NbATycFGjrTK4Ucfjd0xuuce+OknuOceGm+bRNrp1e3qKlu3oEQkIbp0gTZt7O90zpygo0moOXMgf3648IsBdkf97rsB29pyyy2Wu0QkBXXoYL3ZJk8OOpLoDB0KxYtbk/UojRoFd90FeS69BI499p8ZyhtvtBtPv2daxzYTa9ZYX84k0sBOJEVt2GDFm6pVsz3LHTrAwoXZe40//oCyZQ94slgx6N+fG5ou54dmt1mrhCpVbP3TypVxi19Essk5ePFFOPlkaNvW/oBT1MSJcOGFFmr9+vDyy9lrofnHH9Cw2BLcK8OsAt0+iapcuZT+1UVyt4susoqRKbocc+VKuzlUsSI0LLeK3e++z4bW11gV4ij9c+1UsKBVHX/vPdi8mUKF7Ff/668oX2jPjF0SaWAnkoI2boTzz7cCl8OH2+qs2rWtyOXMmdG/zplnwpQpBz+/dStM/KIk+Z5+3GbrevSwzcWVKtkU32+/xek3EZFsOfZYeOst+xvs1Cl7o6UkefJJ687QpYsV3H3gARg2DK65Jvq9cbVqwRWf34kvUgTuu2+/702ZYrlLRFJQvnw2+zVunN2BTiHLl9uNpnz5YPx4eL/Zv3A+g4veuz5bC5P2u3bq0AE2b4Zx41i2zFqOnnJKlC8UwMAO733KPs4880wvkhsNHOh9mzbeZ2Ts//y4cd6fdtrBzx/KypXelyzp/fvv7/2ZzZu979zZ+9atDzh4xQrvu3XzPk8e7wsV8v6OO7xfty7WX+UgwFyfAvkllodykyTckCHeg/cPPxx0JPv5/Xfvjz3W+19+2f/5zZu9r1jR+1mzonyh6dO9Bz+m5kC/adPepydNspy1fHncQo6acpNIlObMsfz06qtBR7KfK6/0/qGHIl/s2uV9mTLeX3SRHzDAvhetTz/1vnRp7+fN897v3u19qVJ+W3obf845+7x+Vnbvtuupu+/O5m+RuWjzk2bsRFLQm29mvs+3eXO7W/T999G9TpkydlOtd2+oWRMuu8yWF2zdCq+8csDB5cpZ/7vvvrPKV48/DuXL29309evj8nuJSJR69rS74v36pdRelvHjoWlTW4K5r8KFoWtXm2zM0u7d0Ls3GSeXZUqVXpQta7mtdm3Le2+/balHRFJUvXq21jGFlmNmZMC771oOAWDGDFi1Crp0oWdP+160CyAaNbKVCU2bQsNGaXyY91K2j/uQhnV30K9flAH98YflOi3FFAnGmjU2hjnrLDjnHPuj3rgxmFi2bYNjjjn4eeesBsrWrdG/1tlnww8/wHPP2VKpL7+EN96Ao446xA9UqmTJ+uuvbS19//52lfXww7Bp0xH9PiKSTc7ZxrUaNfDt2zNx8DIuvtiWCHXrBosWBRPW1q2Z5yawIk1R5abnnoMFC0gb9DjD3yjEvHk2KHzmGWu/ee65cQ1ZROLNObjqKvj4Y5Z9upobboA6dWy7yIgRsGtX8kPKyLBCnf90Fhg+3JJVejpHHWUxZaeTTLt28MsvttS8eOfLOJqNDLz4E9KiHTkF0MMONLATAWDZMktK69bBoEFw//1W+ahRo2Amqxo3zvzO97ffWozVq2fv9dLSbLB6+eXZuBNevboFMW+e/XC/fvbDTz6ZvZGliByZIkXw777H5s1w6p2X063tRl54ASpXtguoceOSH1LjxjZrt337/s97bzNtjRtn8QK//mq55MILrSgBtljg8sttQJcnT2LiFpE4u+oq8J4RF4+lRAkrPtmzpy38ad06+YO7vHmhYUObmWPDBvukXTsoWJD337eb3PnyZe81CxSwXHvW3f9nhVQ++CD6Hw5oYBf4evDDPbRWXJIlPd37Rx/d/7mMDO+7dPG+b9/kx7N0qffHH+/9K694v2OHPbdggffVqnn/zDPJj8d77/3s2d5fcIGtqy9d2vsvvzyil0H7WESiNnmy913LTvEZefJ436yZ7Rvx3n/+ueWIbduSH1ObNt5fcYX3q1fb1+vXe3/77bb/d/v2LH64bVvvCxTw/scfEx5ndik3iURv927vFxSo6/+uUGu/53fs8L5+fe/HjEl+TFOnel+qlPeLb33Ze/AZn832kyfbc1OnxvjizZt7X65c9EUOxoyx66UlS2I8sYk2P2nGTnK9DRtg+vR91mVHOAe33w6vvZb8mCpWhI8+sn1wpUpBhQrQrJnFmK3mmPFUv76ViZo509bX/8//BBSISO4xZgzUvuMC3JAh1mOgd29g75/gtGnJj2nECJtlq17d+qqXK2clxqdNs950hzRunK0Dv+suW/ItIqH15Zcw8dgOHL18AXzzzT/P58tnxbWDuHZq0sRmDLe9MJyleapQpuVZ3HorvPSSfS8mzZvDzz/D4sXRHR/QjF3epJ5NJAVt2WIz7IULH/y9E06wYiVBqF0bZs2C1aut0m6FCrbUIHDnnbd3E4z3B1d4EZG42bAhcl3QqodVTXr6aRtJ3XorJ5wQTLXxggXhqadgwACrTVCypPX/Pay1a6F7d+tzcNddSYlTRBJnwwb4qlJbWHeb7ct/5JF/vleqVHDXTpdW/wm2/ps/e/8/ZvV0lC8fp8uUSy+1j+PHw2mnZX3877/bKLdYsTicPHqasZNc7/jjbbPtF18c/L0PPoAGDZIf075OOsnuiqfEoG4P5/ZmSh9l4yoRybYGDWDChMgXgwZBq1Zw223sGPE6M2ZYsaegFCkCVapEMajz3nplrl8Po0ZlMa0nImFQuzZ8/M0J7Gh8oS0t2KfkZKDXTpGpwuI3XkmFCnG891y6NNStu09CzsKaNXaBmeSb3xrYSa6XlgZ33w1XX23VI/f47DO7sXznnYGFlvr2HeCJSNxdcw1MnWpLiXaTB0aNYmfD80jr0pk+NT6kQoWgI4zCsGFWyGDAAKhRI+hoRCQOSpSATp3giTUdbS32J5+QkWGrrUeNOnh7S1J4b7OHjRplo4t4NjRrBp9/bisQshJEc3I0sBMBrHz49ddb8ce6de3ao317q/J03nlBRyciudVxx9nA7pVX7DrlnCYFqbR4HKuPO40+s6+wDcKp7Kuv4MYbrQrmbbcFHY2IxNGgQbD+vHQ2UJQJ7UZRsaJ1Rpo40XrmJt38+daLt0OHxLz+pZfa4PGjj7I+ds+MXZKl0uIukUD16gXXXmvV/fPls35RKr0dI+3BE4lZtWowZ461O1m7FqpWPYaSaVOst0Dz5jBpEpx/ftBhHuzPP6FlS7trPWaMEqpIDpMvHzz6bGG2/9GSpuPe5oMPhlC9buHg/rc/erQF1apVYl6/dm3bQDhhAnTsePhjV6+G009PTByHoRk7kX0UKmR9UOrV0zWIiKSWqlWtblHJkthU3rRp1lvy4ottcJdKtm+HFi3gv/+1fpglSgQdkYgkSIFuHcm7ZSM1lo8PblC3axe8/rotl8xy4+8RSkuDSy6ByZOtG/qhrFkDv/0WyNJzDexEJHE0WyeSOMcfD598YlN66em2uSUVZGRA584W26uv2p0yEcm5zj8fTj7ZeqEEZfp0G0wlahnmHpdeaiU/P/vs0MfMn28fzzgjsbFkQgM7ERGRsCpRAj7+2PpMtmsHjz0WbKVa7+HWW22Q+eijcOWVwcUiIsmRlmY3c6ZMsSWIQRg1Co49dm9bgkRp0sSWe06ceOhj5s2zj7VqJTaWTGhgJyIiEmbHHGMVVtq2tTK+114L27YlP46MDCuFN3iwDe769El+DCISjKuvthwwcmTyz71pE7z3HrRpAwUKJPZcRYvaDOW4cYe+iTZ/PlSsaAPNJNPATkREJOwKFrT+Tf36WXuB02xGyQAAD9ZJREFUc86BFSuSd/4dO6BrV3j+ebjjDnjiCS3FFslNKla0NgPDhyd/1cB778GWLVkXNImXVq2sP9aCBZl/f948K7QSAA3sREREcoK0NOsV9/77sHSpXViMGZP4i6y1a2150vDhcP/9MHCgBnUiuVGXLjbgmT07uecdNcoKSTVsmJzztWwJefNasZYD/fUXLF8eyP460MBOREQkZ0lPt/5xVataIYGWLWHVqsSca8YMqFMHvvzSZgwfeECDOpHcqlUrKFzYGm8my6+/WuGUDh2Sl3uOOw4uugjGjrXlp/vaM4ungZ2IiIjERcWKMGuWFVOZNAmqVIGHHoLNm+Pz+uvXw003wf/+L+TPb+dq3z4+ry0i4VS0qBVxGjvWKkcmw8iRNrhK1jLMPdq3h5UrD66OuadwipZiioiISNzkyWMFTL791nov3X8/lCsHDz5oyyePxMaNVu2yQgUYOhRuuQUWLrRZOxGRHj3sBtKYMYk/l/c2O3juuVC5cuLPt6/0dGt+PHbs/s/Pnw8nnWTtaAKggZ2IiEhOVr68NQn/7DNo0MCWS554IjRvbntTVq48/M9v3Agffmj7Z0qVgr597XXmzYOnnrKlVyIiYDd5zjgDXngh8ft7Z82CH3+0wk3JdtRRlkPffNOqcu4xb15gyzAB8gZ2ZhEREUmes8+G8eNhyRJrJDxmDEyYYN8rUwYqVYKyZa1cuPfW7HfFCpvx273blllddZW1U6hbN9BfRURSlHM2a9e9O8yZY3knUYYNg6OPtr19Qbj5Zrtp1rcvDBliRau++w5atw4mHmKcsXPOtXbOfeOcy3DOHXIdhnOuqXPue+fcUudc31jOKSISDeUnkUOoVs2WU/7yiy0bevppOO88a1kwY4YN9iZMsO+XL2+98aZOtYHeSy9pUBcj5SbJ8dq3txtBzz+fuHP8/bcNqtq3D27VQIMG0KuXLUsfNcqqAxcvDp06BRMPsc/YLQZaAC8e6gDnXB5gKHABsAr40jk33nu/JMZzi4gcjvKTyOGkpUGtWvaQZFJukpztqKOsmMnLL1sBp1Kl4n+O116DrVuDWYa5r4cfhokTbTBXtKjdHKtYMbBwYpqx895/673/PovD6gFLvffLvfc7gLFAeiznFRHJivKTiKQi5SbJFW6+GXbutNmsePMenn3W9rIFXbipcGGbratZ0wZ4Z54ZaDjJKJ5yErDvzuxVkedERIKm/CQiqUi5ScLt1FOtcuRzz8WvzcoeU6fa3t9bbkmNvpn161v/ukaNgo4k64Gdc26ac25xJo9o7xxl9o4fskyOc667c26uc27u2iMtxywiuUIy85Nyk4hES7lJBLj9dvjzTxg+PL6v+8wzcMIJ0KZNfF83B8hyj533vkmM51gFnLzP12WAXw9zvpeAlwDq1KmT4DqpIhJmycxPyk0iEi3lJhGsuEj9+tYWpUcP660Zqx9+gEmTrG1LgQKxv14Ok4ylmF8ClZ1z5Z1z+YF2wPgknFdEJCvKTyKSipSbJPycgzvugGXLbB9aPDz9NOTPbwNFOUis7Q6ucM6tAs4GJjrnJkeeP9E5NwnAe78LuBGYDHwLvOm9/ya2sEVEDk/5SURSkXKT5CqXX24FTu6/H7Zvj+21VqywSptXX21LMeUgzie6K3wM6tSp4+fOnRt0GCISR865r7z3AZexio1yk0jOo9wkkiBTp8KFF9reuF69jvx1rrnG2hwsXQplysQvvhCINj8lYymmiIiIiIjkRk2aQOPGMGAAbNx4ZK/x/fcwYgRcf32uG9RlhwZ2IiIiIiKSGM7BwIGwdi3ce++Rvca990KhQnDXXfGNLYfRwE5ERERERBKnXj246SYYPBhmzcrez77/Prz1lhViOf74xMSXQ2hgJyIiIiIiifXII3DKKbZXbsuW6H5m7Vq47jqoVQv69k1oeDmBBnYiIiIiIpJYRYrAsGFW/KRbN8jIOPzx3tueur/+gpEjrc2BHJYGdiIiIiIikniNG9vM3euvw4032uAtMxkZ0LMnvPOOFV057bTkxhlSeYMOQCSn2rLF8tJRRwUdiYjIXrt3W2G6okUhT56goxGRXKdvX5uFe+wx2LEDHn8cihUDLDfl27WVgn1ustm9O++EPn0CDjg8NGMnEmfz5kHTpnDccVCyJJx7LnzySdBRiUhut3WrXSOdcAKULQsnnQQPPgg7dwYdmYjkOgMHWkJ69VWoXJkf29/HI6e8yODiD7CheDkYNox1199rs3vOBR1taGhgJxJHX39tg7qWLe1m1IYNcMMN0KYNzJwZdHQiklt5Dy1awLJl8MUXlptmzIDZs6FLl6CjE5FcZ08LhK++Ym2pGlQe25+7fu5Bv10PUvyierx9wwxqvPsQP63QoC47tBRTJI4eegj69YNrr937XNu2lr/uvTf7FX5FROJh5kz45RdYuBDyRv7PX7WqVRGvVAkWLYLTTw80RBHJhXzNWjTaNZMXJm3l/NP/BOfIe+KJtAIWFrNVms89F3SU4aEZO5E4+vBD6NDh4OdbtLAlmhs2JD8mEZFJk6B9+72Duj0KFoRWrSx3iYgk24oVtq/uvKaFbH34iSf+872OHS13SfQ0sBOJozx5YNeug5/fvduWQqXpL05EAnCo3AT2vIqoiEgQ8uTZe410oJ07lZuyS5eZInF02WVWxOlAr70GDRuqQqaIBCM9HUaPhm3b9n9+wwZ46y1o3jyYuEQkdzv5ZChVCiZOPPh7w4ZZ7pLoaY+dSBzddx80amR76rp1s16ao0fDAw9oOYGIBKd+fahbFy691IrM1axpRVT69IHWraFKlaAjFJHcyDkYNAiuvBIefdTy0YYNMHQovP02zJkTdIThohk7kTiqXNkKpCxZAhUq2F2ojz+GKVPsokpEJAjOwahRcNFFtteucGHo3t32sAweHHR0IpKbNWlihZzeestaRVWrBr//Dv/5z35b7iQKmrETibPKle0CSkQkleTNazN06vUrIqmmQQOtbIoHzdiJiIiIiIiEnAZ2IiIiIiIiIaeBnYiIiIiISMhpYCciIiIiIhJyGtiJiIiIiIiEnAZ2IiIiIiIiIaeBnYiIiIiISMhpYCciIiIiIhJyGtiJiIiIiIiEnAZ2IiIiIiIiIaeBnYiIiIiISMhpYCciIiIiIhJyMQ3snHOtnXPfOOcynHN1DnPcCufc1865Bc65ubGcU0QkGspPIpKKlJtEJFHyxvjzi4EWwItRHNvYe78uxvOJiERL+UlEUpFyk4gkREwDO+/9twDOufhEIyISJ8pPIpKKlJtEJFFinbGLlgemOOc88KL3/qVDHeic6w50j3y5yTn3/RGcrwQQljtcYYoVwhVvmGKFcMUbS6zl4hlIHESVn3JhboJwxRumWCFc8YYpVjjyeHNzboJw/XcOU6wQrnjDFCuEK96EXztlObBzzk0DSmXyrX7e+3FRBtPQe/+rc+54YKpz7jvv/aeZHRhJXIcc+EXDOTfXe3/IdeupJEyxQrjiDVOsEK54UyXWZOan3JabIFzxhilWCFe8YYoVUiPesOUmSI33LVphihXCFW+YYoVwxZuMWLMc2Hnvm8R6Eu/9r5GPvzvn3gPqAZkO7EREoqX8JCKpSLlJRIKQ8HYHzrkizrmiez4HLsQ2DouIBEr5SURSkXKTiByJWNsdXOGcWwWcDUx0zk2OPH+ic25S5LATgH875xYCXwATvfcfxXLeKMS8JCGJwhQrhCveMMUK4Yo35WNN0fyU8u/bAcIUb5hihXDFG6ZYIcXjTdHcBCn+vh0gTLFCuOINU6wQrngTHqvz3if6HCIiIiIiIpJACV+KKSIiIiIiIomlgZ2IiIiIiEjIhXpg55xr6pz73jm31DnXN5PvF3DOvRH5/ufOuVOSH+U/sWQV623OuSXOuUXOuenOuUD76WQV7z7HtXLOeedcYKVmo4nVOdcm8v5+45x7LdkxHhBLVv8WyjrnZjjn5kf+PVwSRJyRWF5xzv3unMt0074zgyO/yyLn3BnJjjEVKTclTphyUySO0OQn5aacL0y5KRJPaPKTclNihSU/BZ6bvPehfAB5gGVABSA/sBCodsAxPYEXIp+3A95I4VgbA4Ujn18fVKzRxhs5rihWenkOUCdVYwUqA/OBYpGvj0/l9xbbXHt95PNqwIoA4z0XOANYfIjvXwJ8CDigPvB5ULGmykO5Kdh4I8cFnpuy8f6mRH5Sbsr5jzDlpmzEmxL5SbkpJeJNifwUdG4K84xdPWCp9365934HMBZIP+CYdGBE5PO3gf9zzrkkxrhHlrF672d477dEvpwDlElyjPuK5r0F6A88BmxLZnAHiCbWa4Gh3vu/wHoCJTnGfUUTrweOjnx+DPBrEuPbPxBrhvvnYQ5JB0Z6Mwc41jlXOjnRpSzlpsQJU26CcOUn5aacL0y5CcKVn5SbEis0+Sno3BTmgd1JwMp9vl4VeS7TY7z3u4C/geOSEt0h4ojILNZ9dcVG80HJMl7nXG3gZO/9hGQGlolo3ttTgVOdc/9xzs1xzjVNWnQHiybeB4AOzsphTwJuSk5oRyS7/7ZzA+WmxAlTboJw5SflppwvTLlpv1giUjk/KTclVk7KTwnNTXnj9UIByOwO0oG9G6I5JhmijsM51wGoA5yX0IgO77DxOufSgKeAq5MV0GFE897mxZYUnI/dzZvlnKvhvV+f4NgyE0287YHh3vsnnHNnA6Mi8WYkPrxsS5W/sVSi3JQ4YcpNEK78pNyU84UpN0G48pNyU2LlpPyU0L+xMM/YrQJO3ufrMhw87frPMc65vNjU7OGmRxMlmlhxzjUB+gGXee+3Jym2zGQVb1GgBjDTObcCWyM8PqCNwNH+Oxjnvd/pvf8J+B5LVkGIJt6uwJsA3vvZQEGgRFKiy76o/m3nMspNiROm3AThyk/KTTlfmHLTfrFEpHJ+Um5KrJyUnxKbm+K5YS+ZD+xOwnKgPHs3UlY/4Jgb2H8T8JspHGttbGNo5TC8twccP5PgiqdE8942BUZEPi+BTYEfl8LxfghcHfm8KvYH7wL893AKh94E3Iz9NwF/EVScqfJQbgo23gOODyw3ZeP9TYn8pNyU8x9hyk3ZiDcl8pNyU0rEmzL5KcjcFMg/qDi+cZcAP0T+qPtFnnsIu2sDNlp/C1gKfAFUSOFYpwFrgAWRx/hUfm8PODboBJXVe+uAJ4ElwNdAu1R+b7FqTv+JJK4FwIUBxvo68F9gJ3aXqSvQA+ixz3s7NPK7fB3kv4NUeig3BRfvAccGmpuifH9TJj8pN+X8R5hyU5Txpkx+Um4KPN6UyE9B5yYXOYmIiIiIiIiEVJj32ImIiIiIiAga2ImIiIiIiISeBnYiIiIiIiIhp4GdiIiIiIhIyGlgJyIiIiIiEnIa2ImIiIiIiIScBnYiIiIiIiIh9/8BLU9XtP4O/bEAAAAASUVORK5CYII=\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
}
},
"9fb3081c7dbf4ac68c82ca068930ecd3": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.2.0",
"model_name": "LayoutModel",
"state": {}
},
"a002d1712cf748ba8910f9c1cfe214c9": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.2.0",
"model_name": "LayoutModel",
"state": {}
},
"a09503cf80484ddfabc0d104eb1fec1e": {
"model_module": "@jupyter-widgets/output",
"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_1425fca11d1b4ce5aea8193db963d05f",
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
}
},
"a2721086b6424ad59a2eb830831936ea": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "CheckboxModel",
"state": {
"description": "Training Data",
"disabled": false,
"layout": "IPY_MODEL_248fd0739ecc4f5aa7c0485bdeae56a3",
"style": "IPY_MODEL_4f5ad23bd3a64db7b4fe44fc440b54e7",
"value": true
}
},
"a35abcaaafde4235aae1238aa9f6f522": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.2.0",
"model_name": "LayoutModel",
"state": {}
},
"a37a98c945d34605a0ed2cb7c5e86512": {
"model_module": "@jupyter-widgets/output",
"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_585601c806e9424d8120f042ef38d41f",
"outputs": [
{
"data": {
"image/png": 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7Dy5IFrVi0yuiT4xdAp3u+W1BM0jLufXVMPQHuCBJTjNzBSy6UUF0h7vlnCf31PCUo0FcdzUORbVVQ9Sur3/btRqcdghY/5q+FH4ZDLMnKGgOitLr0R3g3M1SpSlru7YNi2+B3O3qeQipoyB0wgYYNU/Z3qJUbecbf/1NI2WNN/1TvQQd71E2eewyuDgNriyFy/P1dUUpXLRf9tjvPWh1lXoi8MKyu2BiD11Pi8tg3RMajtL7RWXAm1+iRfXKB8t/xs4PQOOzYe0T0nNPW6BKlcEpjRMlR9cUSCrz+27nteSKG1qWdTNwM0CLFi1OyMUZGBiUw/Gx1+Cow79n2+IUrntKvOXgGGh/u5xrTEeVcOddKa3VlldDwr+0TU0jvDF0/xt0+RNse0/XkzZPcngFyTDrXDnLnk+Xl6qqChFNYNSv8Os4mHc5eD+S0zYwqBnULv9akgsrH1IvQ0gcYCnoLc2V3vnZCytXv9jxoehYjc+G5CmiQoQ31Hu7voDCfRqTvX8WbHtbx200Btrfoj6Fqp4voCxwWLy+6veDtjfo9YwVMPt8OLBG8nIRzTVdcNGNCth98pUtr1JQHNcD2lyrfS2XmhMndYVd/9No7tV/k1KITxbP4JRDjWScq4HKyIGVckRs237Ltu0E27YT4uPjj/NlGRgYVIITZ6+2rTLr1AEwc4w0XVtcAW1v1ijtxTfD963g6wYKmgF2/he+rgefB8PnIfB1ffipsxqGFt4Aa/+hzG72ZlFEjgXuMOhwO5y7BXo+JT507nZpxW54QddamFb944XEwfCpED8YFlwjDrWBQc2g9vjX1AWqzGx5XVP7CHIUbnIhphOcvajyoDl7i/SY6/WFfTPVcNfiYr235Q3Y/C/Z5N6ftJDueJ9GdKdMU7+Cj45xLKjbG8atUVDvCtOCvDRXNr/8Xuj3rmgdB9ZJcWfJrVLP8SG8IfR5U42FUe20/8IbwOs59msyqNU4URnn3UDzMr83A/aeoHMbGBgcHY6/vdq2+IRrHpW2quU8iopSYdfncrYRzcWFzN+t780vFr/Z53i9JdJfLjkgTdeCvVLbKPjAf57gGClbNBiiaYN1+xwd/zAoHLo+LKm85fcq4I1oAfvnwpS+GqAQ26V6xwqO0vYzx8K8q5TVanZe9a/FwKBynHz/atuSc1zxJ9ntyJmw/I9QnAq4IKS+lCkqq9J4S7WYdIWg7HQEJLwmZY2VD8HmV7Vdw5HQ9S9qwAPpNi+5Q1rK++fAoC/Ky8YdDUJiYdhEmNpf1a2EN2DFfbDl35C/C3o/p2C4058gewPMvVRKH74sd4uL1Vi86WXo8Q9Y5Vx3p3uP7XoMajVOVOD8A3CnZVmfo+aFA7ZtH1JGMjAwqBU4PvZalK7s8s7/QfJk8Bbp9aAoZWLr9dU47dguGqe98QVY9X8KfId8e+SpgaAsT/oSSJ4EaQvVEb9/NuybphIqoASdS+oXrhBwhSsjHNkc6iZIIi+2s7r5fZmsiCbqvt/9g7Lg2Aryp/TXCODqDk0JipSDnj5KtI3hUyWHZWBw7Di5/tVTCAtv1MS/ZhdC//dh4U3SVXeH6/1Bn4nWkJcEeMEKVoAcHCMpt/RFGkyy9Q3o+6Yk41b9RfQMV6gWnI1GlT9vcDQM/EhqOktuhZ/7yLZiOx/b5whvJHm7qQNh2xsK9KcNVONw2kI9oza/DAmv6xmw/D7o97Z//zNf0XMm6Ss1Eq76P1E3olod4401qK2oKVWNz4BhQH0gBXgUCAawbfsNRy7nNWAsksu5wbbtI7bzGlUNA4PyqKEu/RNvr16PKBUlWc5FuKHJODXi1elZXurNUyzHtOND8Qr7v1t1KTZ/rziIeydByiwozXbecCs77S3iMJXrI8Cl8nKjMdBsPMQPUbBdmAaLbnJGdkerW3/Ax9DqiuofujANfhkEBftg9Fy/Rq3BKYWAtdfqojBVU/fS5mvEdf2hsOavCoQttzOAKNS/SD4ELsCrZsCSXGWMg2OkohEaL7rWyOkKjkuyNUI7a5VoWAV7pLzhKZDEZV4SYDtqGYDXq4xwWEONxK57JjQYrsFGVTUU75mkRt6WV0oCb/3TamjM2ayFQGxXXc+G56WyUXYE+K4vxZPu+hc1MTcYJmm76kpZGpxUmAEoVcFbojKQt0glJstS5skdbqZ8GdRqBOxAhdIC+K65dFVbXyfecGVDQYozYfZFahDs/hh0+1t5p2Pbcpi7fxLXOWuNqBrVgRWsLvqYTvpelCpOpl0EMZ3lEPP3yjF78g7dPzgOWl4O7f4gPuSmf8GKBxScewqgz3+g/a3VuxaQnvTUAXr2jFnkb4QyOGUQsPZaHaTOhzkXQ9F+CG2o4ULlYMnOWl4pFZzgGPlYyyUfXJItXfeSLAW7ZeXqfEF3/CDRrFJminNsO7zh0Po6Xkm2KlnYOl+5BbJLWeSQOpKwy0vUyxHN1Zzb/nZpSFeGdU8r493redj0EoQ71aitr+v97o8rs1y4D8atg7D6et22NQY8eZpoGuuegsHfQvMLjv0+G5wwnL6Bs6dQ5dnsjZC7DXJ3iCNZkCwDL8qoYvWLnFhIXRl6eBMZVlRbrTjjuknc/LfKXxkYHCMC2hFvfl1SdIeTo8vbCTPP0fCCfu9pCldxlvjEu7+VnnJuojNAoTqwxJ22Sw593edgXWHSii3KgKIUCG8Kne7TQIPETzQW/GAG25Lt2x6oPwC6PKxget6lyozZHo0M7vKnal4fkLEMpg3Rs2Xkr9WbnmgQMAhoe60IT6EC2D0TYc+P4v4CBMfKXnK3KisLENkBSlJh3GoNFqoM657RhM0WV6ivAUuL0tgeokH4BqUABMVA49HQ+gbI2yH+cM5mCGukwLzZ+VC/vxbRvwyX7nuz8yF7PRxYL7/e9HzJWabOlVIGqKLV4/FD6RS2LaWN5CnQ5SFY+zgM/K+y2AsdRY2+b8PS2yRfN/AT/755u2BiF2WlcxN1TePXH1n1w+Ck4/QInD2FkLFcZaH0pdJezdlUvpM+ONZZ6YYp42S5kQN0nKDldP26gpyfXTIa21kRF+yVU/QhKFLZpvr9tBqOH3zkaWUGBjWEU8oRl0XmSsm1leZDz2eUVU76SgvgQ2Cpez2krjRW7RIIbaCFsRWsrHDb3ytTZVnKbmVvgL3TIH0hZK2D/J1qLDzk0L7ycgQ0Px/a3wH5ibDuWclV+YJu39TCOmdoAuL6pyFzld7r+aRKtdVF0ncw5yI1Fw34yJR1TyEEvL2W5ChITvpGwWZpnrLGtlf+sv8HsrNZE6QqgS1KU+psGPQltLik8uNmb9aUvpA6ytpaQTB8igLe5X+UbYU3g+YX6Zi7v4P8JNm3XQJxPdW02/ziQxsOi9Kl7XxggzjPofVg6zsapOTJVwDd+hrxkXd8KH/f+QFRTcpSwooyYHJvPROCY0QHOXezFg5zL1Ew3uoa2P6uuNFNzvHvu+FFVaN6Pq3FQZeHoddTx/BXMjiROPUD55RZkoTyTQkKjtHceG+JSj92RSkYS9sERck4fMbm9SgDXZqrlWFF+Sp3hDr5I5pp1WuXaqWdudI5tyXuVOOx0PTcI/OnDAx+AwLeEVeG5Okw+zxnIRsMJZn+96wgNQEVZ2oR3Po6KEyBpC+1bXhjlWCD46DDndDhDpVni7OkC71vmjruszf4j+kOU7k2OE42XJSmihSHka6zQpRRi24pakfOJsClADcoUgvsJuOhtBD2T9c+Pf4B3f6v+vdg7ZOw+q8a7935gaO8gQa1FQFtr2seE2XBW6TMbrML1Ki7+q/gLYQRM+RTZ45RltUVJMWZ7E2qFg34sPLjer0wqZtjk0FAKbS9RXKTeTu0TStnf8sl+1p0s7SccQMeBbNBUaJ4hNZRJTi2OzQcqoRWaR5MG6SKc5MJopHkbClPB/HBFaLnQHCcdOPb3iifD6Kj/DIYGo7S9fV+ETrfD8vuk4KGFaLnDcD4df6ssrcEJp+huKLeANj9td73HdfgxGLHJ1r89X9fCiqHwakfOO+ZJH6Vt1C/W251wcc43fDRbTXeN6KpjD60roypYJ+MpzgLSnPETfQWa9WJrYDbU6ivkhw51bydcGCtVsYgQ6uboPNYbmXF0hcq6A5vqlVwq6ukEmCyRwY1iIB2xBWRlwTLH4Ck/zkvONlcyw0NhkqmKnW2PyguznAGH7ghpr20VIOjodMDmiBo25D0tQYR7JuuRW5wjKpC8QOVHY7rJgpWxcVtab6mAm57H/ZN4RDOpCvM/6wJb6pFdmmufg9xni2uII3nTV+k13u/AJ3/WL17YdtqKtr9DYz4RWVeg4BHQNtr4ueahNfiUtlP4X6YNlg+cdSv2mbmWAXW0e3VbxDWQP/L41ZXHqAUJIuOlbUKItsoyeUtli3FdlNWOaqdhqR4i2DN42qy89Erg2Nlf0X7dR3BcepNKM4QdcP2yD8HRaufwoc6Z0ivOaKFbH/PRPnskLpq4MvbDpmrObh4ju7kVK5u0JTCtU9o8En+bjhvu3qhfuqsirSvQt35z9D7Wf85U36F6cO1EN7ypp5pw3489j+YwbHBtuHnM/U/NG5tlTHZqR84FyTD6kcUwNY9Uw7RHSYHeGCdnGr2BhlT7nYFvyXZlR/riLDkbCOay1HbHsjf4/C5bBlfw1EQ0VjnSp7qf5i0uUFZssoaoQwMjhIB7YhBi8vkKeI7760wvjq2iygWBfth8yvatuM9mvS17mk52Xr9NfDAU6jscte/auG69U1ROzyF6klofrEqQPX7+XWfbdtpJnIWzp5C2bLlVqYoOE4Z7IJk6bduecMJjssE0PX66+f0RRxUBPDROyJbK2MW0cLP/+zzurJY1UFJrrShi9Nh7HIt+g0CGgFvrz6UZIuLn7NFCztvodQ0gmOg7U3KTscPhdRZMHJG5Qu/nf/TSO2SLKlVhDfTVM7gWFVa0hbBjg9g1Cz50A0viFphBSsL3P42jbD30Sl3fy8udF6issreUmdIkpeDthnXS74/JA7GLNC+6YtUMU5bBCkzlDyr00vTQfdOFi86rKEqW1hS/8ndriC55IBGa/f8h4LvWRMgrLG2tSwtGMrqus+9XOo7ne5Xo+CwydBk7G/90xkcDVLnqfrQ5w1NmawCp37gDDKe7I0i+6ctVNdt9no/3cIVotJIVFuIbCW6RXhjydyExPnpHa5gxxi9Dm0jD4oPaBVbmKIgOX8n5GzV+Q5yni05N3eEtvHk6ZhNz9PrqQuUMbPcKnN1uFOrTpOFNjhGBKwj9pYoWN78mpqIfCVXLGW0Ot4Dxdmw7A45qRaXarT22sfFY66bILvM3qDxume8pJ6Gjf/U9+AYcYRbX6/mw5IDeh6kL9HzIXOV08BXsVGwEoTU0XSy2B5y8nsnqzrlQ3AsdHtMDnvbW+W50hEt/M8H3+sDP4VWV1bvJh7YAFP6yJEfbmCEQcAgYO21LDzFMGu8MqhDf5JtLbhGvrXvWzDzbIjuKDvtcCckvFp+/6IMWHqHxmmHxouDHNFCvQMRLeGcZWrg+2WIxm1nrFBGGdSEO2yibLIy7JuuwST5SYALWl4mmlRYAy2mNzyvTDmWoyldxlZD6yvpVZhSuTJPeBNoPAH2fOPYtEv7lObB+YlS0pg5Ts+XsEaQu0WZ7bFL/T4+Lwl+6qhFfMZyxRrjVhu7PpGYe7kWYhfuFrWuClTXXgP3r5c6X12vPicVWg/q9lWAWqeXyipRbaqeEuYpltEU7JUxF2cqw+QpkKP3ljpZqVIn49xCDQA2zrSyfWpyOLDWL1/lClGp2FsMkW1VvinNkzh80te6tk4PqAxkjMfgtIFLA02KfVUfj7JHQ37UIIRl98LOT6VeM/RHOcS5F0nmqtmFyi6FxcOAT5Qt/nW8srqxXTQwofmlctw7P9VgEZ/01LGgOFML8bSF/teC6zjO1avvK+5VlmvcGilvrHe4oPlJejiHxvv5mvOvElWs8dlHPndsZ3Xrz79KUxV7Pnnsn8PA4LfCtmHJLeoX6P++Fq7L7xePeMi3okvikp5zVFvo9Uz5/ff+DItu1Pttfy/aA5bTyOuWRnNwLCz6g/Sek6eo8gNqsO3xROU9Q7k7dB27v1PQ2vF+2PujppFGtYXuf4fml6i/Yc9PgFfJsv1IAAAgAElEQVRBc3CslDTizxIfOqKZPuPWtzTyO6wRtL5Wx81eD9vfUtAb01Vjv30B/drHIeFfWsBP6q4Av+SAnkGbXvFPDIxsLqrG2ifU9LzqIQX0He44Pn8vg/LI3624q9N9RwyajwaBm3EuSIGVD2rqVvxgh29cSSbX9srIstbIELI3KXOct0N852MajFAFrCC/XJbvZytE2bCoVlp1Z29QWbfrQ8qQuUNq9hoMTlkEbAbLUwTftZC0m6cQOtwDZ/5TAwOW3iGn0+UvcmhLblXWufmlkL1O2ajW10Kd3tJ9zU+So+r8ZznVxE/U+e8prHBSC8KayHkFxwK2s+BN0ZenoJILdTnVp8ok7yrqxKJM98DPoMEgmH8d7PnOv23dMx2lAQA3jF0sOazqYNHvYdt7UhpoPLp6+xjUOgSsvfqw/jn52a6PqOqy6Z+iQQ34WEHwsrtEcUiZKYqFbwpmaZ7Gb2/5jxa3Z/wT5lwq+48fJkpHR+cZMP9aSPxYGeHQhloQ93tLFJCK8JbA+mdh7T+UeOr6Fx0nKFLnXHKn6B4+1ZsjIaqdklitrxOFa/b5ihmG/gA52xX0++hcba6H3T9KthL8pf9l90oeb8hPanLGhvEb1IcBomD91EFUT3cUZK2E87ap6m1wfLHq/2D9M3DuVsmOHgGnB1WjMhSkaIpR2gKVaTOWlS+zhjZ05OMcvmPh/jJO0lLjQVRrh4PVxBFaj1VwayNuV3GWVp75e7Wiyd8l+ayDihxVON/Y7lrBpvyiUnJEC+j+iAzXZKANjoCAdcSlBTB9JKQvEJ+xzQ2w5DYFznX7iAuc+F91qke1hcZj5JhD6kLbP6iBMHuTOMZtrlMPw46Pyts2KDMc00GONHujqkk+RDSTo4xoJg5jSB1lu60gf1NwcaZsO3eHaBO+DFNZlF0c+9D2Zkh4RWo/cy7yl4TjeqoRCjTae8IGiGp55JtZmi/KRlGGstq+AQsGAYWAtVdQlWf2hdDsIq0Zk76GDncry5qXKDm5uO7iDHe4W///oGrwgus0R6HTfaoCzzpfajltblAPQ9pcmLARVj6sQDc4VpKS+bskY1d2Gp8PmatgwbXqcWhxma7D1wfg4zyv+KMW3SA77XS/zhnVylHz6Kprj+0m5Y6U6fqybS0I2t6oQDg/CQZ/rYXxjDHKhpdkqepVmMbBJsKWV2qY089nSHGk2YXK0Ic1gAmb/Q2S2z8QpaTXM/rMnR+A3s/9xr+gQZXwFGroVvxZMOS7I2/P6RQ4F6Y5//wzxMHyCbC7QkSLiOksAyrcJ8Mr2K333eGic/i+6vTU9sHRx3ax3hI5dp+udOo8v8O0HLpIWYk8d4Qy5QV7RPWI7gC9npbhGQ60wWEQsI7Y9srpNRwp+aaFN6oJrvvfNdJ6wbWqxLS5AXJ3wv4Z2tZbJA5hdAdJPqbNL5PFdWCFKrtTmuenR4Q3VT9B/QFO83D3YxtAUJKjJqLt74nr7BsZXhkiW8PwyRBST0MYstf6r8UndxdSz8k2HV4S6SAyV6lZsPFYPfjNcyHgELD2ChpQsut/8p8ZSxWodrpXtjx9hHoLQuoCFoxfIz+3+hE19UW2lMZz7nY1BNoe+dczXobpQ6Dr39T/s38W4FIPUuE+ZXobjSx/HbZXvQyr/qLz9X1Dw018OLBRVar9s/R7WGNpMq99QgvYwV9Do1F6rzhb2d/CFC1qR0zTInjTq2oILs1TFThjiSpdg75Q8mzmWNmxK7iMtKVDIYlqrevZ+JIqRKsfUQzQYJiO7wqS7O3PZ+h50mCQKCUTNh06eMWg5rD9Q1h4vZpZK/5PHQanfuCcsUwGmbEczaePknMMby5nm5coJ3q0ShpBkc7kwEZSwohoIa50dDuVnCJbVV+nuShDo4OTp2hEcOHeyrcLa6SHQ9F+qD9QZa36fY/uug1OCwS0Iy7Jh1UPqkEwtqvKvSkzxfsLra+s1aZ/yrnFD9RCODhGwW/GEqefoQxdIqSOnHpRqr43HA5NJyjQPBx167di/1xYdj9kLjnMBm7o97aoWQtvEOcanNJxIeCRDNe5m6pXYdr4T3E5+74J7W6uqU9hcIIQ0PaatVa9BEWpmprX/EK9vuU/sOR22VnyzzBiuvzvwusVVLb9A/R6FtY+Jr5veDNVfsYuV/Nv9mb52NztzvAip+Fu2CRoOKz8NRSla1G9d5KSSn3fknpW6jwpciR95wwmqgDL7ZeJ9BSK9tHlQcnUHtgIk3sp2RXdHkbNlGhAUTqs/ps4yOFN9ezJ3qTgOShK9yJ+oOx3xwc6T/OL1QtRlKbtwxvruTa5F2BrgFKf17Tt3inw61jo9ihseE6Z+LM+/W1/RIPKYdvwc4IYAkeQoCuLUz9w3j9HTUCuMJVXK8sEBUXKaGM6ykBC4soMQAnmoGSNt0R8x5Ic0TCK08V/LtgrKZuy5eCgSK1U656pEZ/xgw4/774sbFvBftJXaiYqqCyIdum6vEXQ8ndwxnMyRAMDBwHriEvzYEp/VVc63qMS6uJb5Hibnqeu/I0vyGF5CmSDsV3Vj+At4qCtggYRlWZrAdtwpDTTm51/+M5721ZlJ3uj09+QKIpVwT45vJIsUSN8w5QstypSwdFy6mENxU+MaguxnWT/uTtU0k1fQKXc50Znw5DvYf2TynwBBzNUeFVtGj37yDfV9qpUnL5Q3fhRbY68j0GtQcDaK8CSOzTqfuiP8ncgfzixm1+vvPV1oi9sfFHUxr7vyC/Ou0K23ep3aoxvd4sa62ed6/QbOIpU2c4woeET/VlhHzKWiypSuE8T+ELqKAOeMsNvq6BjuYLUE1GnF2rgzZZ9H9gIGYv81d7I1ppGGNpAi3hXiDLGI3/1DzJJWwTzfyf1n4iWenYM+VaxwYJr1FwY2gA2v6ztR0zXImG/Y8/9P1CVbNt7upa+b0O73+u9GWMUB7S5Qfds7FL/vTWoOaTOh2lnHZ0cKKdD4Lx3ijQU3aFqPLJLAUul0Iim4jEGx/gdYHCceEfhjVTKcUfIQRftF8+5KE3ycyUHFEB7CpxBKEXgLRBH05Ov76V5ctw+YwyOleOvlwANhkNsR0fzOfbwDYup8yTPlfRVeY61K9QZtOD83PMJ6Hiv4T8bAAHuiFc/ouyxO1yqEUUZ6prf94v0V8ObykmF1CuzEHb5JeR843aj2qpDv/U1h2od27b4ianz1UOQsVSNwWUX1q5gLajDG0uNJzhOC2JXiOzVWyobLMn2TxXM21VBdq4Z1BsIwZGQ9COUpHEIguIUHO+fpSaqimh9Awx478g3Ni9Jnftx3R2JuiqUggxqFQLaXj3OVE3fDALbFmUhbb78W+F++di8HaqG9HpO/vPX8VqkJvxbgW7mctESpp4l3nNYA+j4R1j1J8BSUFqWegEavrLoRmeA0VlS5/Dka+HYYLhUd/J3qtIU2UKSdRHNZPep80QjObBenOlyQXYZHOxVcKuBeMxiCI/XeyW5sPgPaub3Za6HT1Z2eZWj9rHrazX6uSNh9DxV0ra/o9/HLoefeykGKE6HkbMgfoAWAz+fCZ3/pBHgPrqIoWHVLOZdBXsnwgV7joqid+oHzhtehhX36WcrWMFxSJycMpYMojRf2eLSvMMbT1lYQXKg7gjne7iaAi1H5/mg1nOJjl2cCaVZCqYrU+dwR4riEd1WHM2YTqJ7xHZVUxJIL3rL6+KTlWb7P09InH88aERzp3P/rKO5fQanIALaEdtejZZe+3dVgLo/po79/D3IZr2ArUWiK8xvDwC4oNl5knFqOKI8XSp/txN8T1eQmp+k191hckx1eivojO0sOwxvXDXdqiBF5d/sTTpWYaqCaE+eHKq3yMlopfjHgwdFO5WpSrLPvV8QHWvBNYe+1+tF6HJ/FXfVwY6PVbL2jfw1CAgEtL1WxLb3Fcz6KBqgRWzft6DRCOkv/zpOSafBX8vvzj4fzvyXXlv5oBbFI2fBtAGyl77vQLsy6hm2rQrNmkdV7SlK14K21VWigARFw69jnAFGRZoG2OIKNdunzJSft1xKZMV1U4Y5vJF88ba3tZBuNEZJsYzF5ZV4rCBlk9ter/4ILCl4rHpY+1suGDVbXObEjyHhdUnY+XoXRs5Qc/P29/WcaXqutg13Fh7nLNeiYe4VUgHq+rCoIcN+hibVkKo0qB4KkqXg1OEOOPPlo9r11A+cS/Jg+7symrwdatxJX6zmwIJ91ZOiOWZY+rJczkrR5TQAOk7TW+zPIrtCFQiUFnCw1Ayij9TprcEO9fpKOD3pa1h+rwJyUMYqKMLPjW48Ds76DEJijuNnM6jNCFhHXJqvsuu+qeL/xg/xZ2G9xajCEiz5uPxE/37uMGh3K3S82y8n5C1V1mvPT+I+Hlin18MayOH5RmzH9fBPDawKRenKaCVPgdQ55TWgXcEqywZH+zNUJQeUifOWGabiq2AdTt6y4Qhlyef/jnLPARC3s8k5VV+jbWtS276pcM4qKYcY1HoErL1WRP5emNhFCZ28nYAlznC3RyAoXBXguZcoOztskhbGk7rJLw74BKb20z4TNogCsm8qtLoGBn7kP4e3RPax63/aNihSdt/xXtFBMpbDjNGODWbLLosz9Ht0e1G+Go2W7VfW5O8tgXlXys/2+Y94z+uegjV/L7ORQwmL6Qgd7oI2N0LSN1IJcbkUII+apd8PrBVVbM/3kpkLCtd7cy4W17vOmc5QlF6KTeoPgOFTRfOa2FlKPMk/q1F47LLq904ZVI01j+lvOmGzXxKwmjj1A+eNr8DKP1cvk1wZrCDpK7sdx+otdQLeakwWO/LBncy3V6viis7UFaqHgrfYGekL4JbGa4PB2mfbuw5lA4jqKO3Ikizte8aLRkD9NEXAOmLblrOJHwhZ62HLqxxcaFpuDS9KXwI4C86gKDnmDnfKWXsKNf0p6Rtla4ozFNTGD1bQWSdBmeDsDRoLnLdL3MiiNGeoUZEWuVaQyr8+DdWiDCdDbcspNhymBt06PVUdCmtYuUOzvepTOLBBWazUecp4laVzVERIXej5LCy9xcmu+7LTFkzYCjFH4C8XJMNPXXRdo2YbykYAIGDttSxsW1P9Uudx0F6H/wKNhun9HZ+oETa2q4LmiCbyz8vvhX7vwvI/ynclvCb7W3KrsrDnJykYBTUETxsgegUu+bduj/hlGLPWwC/DZMe+pFhIXXGs21yrylJ16A6eYgX4e35UE1/r38H6F2Dln/xUsOhOev5kLlV1qsvDqvrOvVSfP7o9DP4Gpg8DdzQUJOkehdSVTSa8DnMu0HMjrLHoZ13/Cuv+oe89n1B/x/b3oedzqpwfzXRRg8PDUwzft1RScviko979hAbOlmWNBV5Bc3TfsW37mQrvXw88D+xxXnrNtu13jnTcKg17+Z/UTFQV3OEq7QRFyShKc5Qt8lTI/lYGV6i+QCUnPIBLTtcV4h/NXemghEovBkcI2uFbxysz7ms8dIcra1WS5edOhzYooyNrKbjIXKr3YzrB0EkQfWRRb4NTBzXliI+HzR7RERelw68T1OjmQ4ORytz4hgq4w+VcOt0nx5M8RdJNe35QABwcJ+WM+gPl5NIXqxEnb6f/mMGxUr8Jb+zosEf7bbkoTc05OVv8fREHF7aWKB0Nhqoc3XC4skjVhadYjUs7P5cmdWXPBssNnR+UKD9eDma4XCFw0f4jy9Rt/wgWXqfyd8dKeNMGtQoBba8gutKCa2Vn7nD5zr5vQbs/6P0NL8KKB2Qrg7/V/29RBvzYThWf/N3KsMZ00n6/DAG84hPX76NjZKyAX4bKF0Z3kPRibGf/NRzYBFP7qvfIp6DV9a9aMPukXoMcX+8LXquCp1A87P2z1cDbZKya9lLnQ1g9XXNUW+j+OGx7S/SvmE7Q4kpY97gWvY1GQZeHYOYYbZuzGVpcCsnTILyhpgbv/9W/YI8fLOm57R9Isi62M/zQThSUjOX67OM3mGFovxWJn8P8KzUavun4o979hAXOlmW5gc3AaGA3sAS40rbt9WW2uR5IsG37zqM5dpWGnfgFzL/COUGQjNSn2VqnB5QWamxmynT9U5dWoG4ExYj7FNFcWSVXsCgS+Unlt3eHiUYR0UJBd9oCBbfhTVTqaXmFHgx7fpKT9+nIukI5SNs4HFyhGsPbcIQ4lSkz/eLtIXX0oCrYR7kg3xUuvmT+DsCl6Wm9njLNBacJasIRHy+brdJeiw7A9y38vOWYrgpsU35xTuhWSbb74wqsd36q5puSLDnDZheo9FmQpGzRQXpGQwXRkS3lOMEZYpKiQL04S86+NNfpSXAqPCF11WgU1UHO3rLkmPMSFVh78rWQbXqunFuTcUfXoFuSAyv+DFvfqPz9puerxAscDJ5D6sJF+6qml9i2eKSpc2D8On1ug1qLgLVXgDVPODQGW3ZWWgB1e8HImXp/5UOSVWtxqbK3bmdxuux+2PyKbDxnoygS/T9QgF2ULgm3wV9q203/gmX3AV5JtyW86m/QPbAeNv8btr2D3wdW0kNQ7ma55R+j2yrYrdNbVMi4nuUD6pJsR2t9gxpuI5rAxO7ap+SAXndHaMx4UIQkIXO2KABOnaNjdLhLz7BVf1EMggVDflC2ObYzZK7U8Jg93ynYHvKD+NJFqaJbrX9GDYV9/gOLb1YzZYfbq/vnM6gM0wYpZjp38zFRX05k4DwA+Ltt22c7vz8MYNv202W2uZ6aDpyLs1TqqD9A0jiZK8VdSv7ZySaVGTYSFC3OUoMh0PQClYurWpXaXslWZSzXSjt9ocqx3hL9MaLaOaO8twIuaHGx5LXq94fcRGXHkr6WZB62GhSCIlXaLc6o/JwxnTUMok5vBRN7flKzk7fImXAWoy5iH1zhYBfrc0a0gOHTINbwHk911JAjPi42W3XgnAVf15NzbXUN7PjQkZkDGp8D3R+Vwkzip7KToCjptjYerWxy4qdyZpZb9h7WSPvnblfnfFn49FRDnPPlbtcxLLcyWlGtZTfFmVIGKEj2XwvoeRHZWmXk3O1ysmGNtFBuf9uhSh5VIXOVhkVUZvdRHSB3c/nXYjrB+PVVL4R9kmDxZ8GwyWbRXIsRsPYKsOsrWPVX2UDDEcqgjlulDOuSW0UnbH8bnPmq35/mbBN/N6yJ7DKknjKttq2Jf9gKasIaiLqV9DXggv4fQVwn0bFSZij7W5H2FFJHzXuRLbTIDIrQItO2HTnZbA02yd8t35y1zq+mExyjrHiT8VLwCGsg25/SX4vpsxeKirLgWuksb3lD+3qL5Nu7Pw4bnof1T8n3+hIA/d6DXV9A8i+AB1pdq0znvMv1DClI1qTUZXfp+kfMgGkDFYD3/0CZ+abnic6RswXO26pYweDokbFCQ2bOeEkVy2PAiQycLwHG2rb9e+f3a4B+ZQ3YMeqngVS0cr7Ptu2kwxzvZuBmgBYtWpy5c+fOyjbTqmLHR7DzS0nClC2LBkVBVHuR8qPbKutbnOlQNXJlZF4n6MTmoH6yK0T/tEFR4kCG1HUk7BwnXJQiHmbyNHXk2l6tSr2lCmLrD9TEosZj5czy96hsu/0DlaODImUkYQ0VFB9Yy6H85zA1EXV0VrN7J6lUvXeirtkdcRgepSV93DNeMo70FEYNOeIas9lq2yvAtg+UwfItAMMaydHsm6Ipm1aQyq8tr5KtbH8Xdv8IeB09c6uM/rnlNNj2UiAd21kL2qhWcpIlucrobHDoXB3uFGc6LP7Q67Jt8aFztirLlbUK0pfqueItAVzKShdnKfhueSV0fUhc4+ogfy/MHAcHVh36nisCvPk6rm+x33icdG2rwqbX5IwH/lcZcYNaiYC21z0/SXe55VWqAPV4QjJq869WwNvtb1LGKetv5lyqSq9dCi0uV1DZaDTsm8ZB7nKHu3TcnE1+m09fIhsEJ6j1yTt65Y/Dm0jyrTqj5wtS1DycuVqVqbydjuxsqsOPdinh1uEOPTumD9U5Ry+ARTeoUbj/B1LBiWiuKnLjsXDW5zrW/Kv8FS8rSLSABdc6KlgWXLBTGs5rHtXvHe9WkL7zM0nptbwMltwm+b7idFj/HAz4UMfo+bSeLQZHj4U3Kd66cPfhNf2PgBMZOF8KnF3BqPvatn1XmW3qAbm2bRdZlnUrcJlt2yOOdOwqV8Trn5O8jc4gSgU4/OVDrlLONDjWkZlztrU9cozeYq0sPUXO92KHYlEZD9qSk/OVAWzvoVxGVxjEdFFHZ3hjGV9prla0+2fpHA2GSS2g5IDKuZkrDj1VnT7Q5QFNbCrNVQC97T1NUSsHN+Jgo8C62yPKjlXnIWMQUKghR3xcbLZKey1IgW+bcJDXG9NBE8TwqpTa6hplgpIny7ZztznNOqWA7YyoP0tVo/izpEZTWee8bctxL7tbmadWV0PPp6o3pKgiSvM15GHfdFWyMpb57o6+NT1P2aTqdG6XZMOs85W1OxxcYf6G4Ha3Q99/H35br0cC/7nbpVQQWq86n8jgBCNg7RVg9aNqxi3OkpLTyDkw/3JJP57xMnS6p/z2qQuUTQVodxvs/UkJqdzt8of5O6HPO7D4pvLJn6AoUaGiOyq4zN0Kcb20cPVNBz17YdXDfwr3K0G160tVh30Ib+wcw62qV2FyeX/tDhddcs9ENQb3ex9+7qnEW/OL1TTY4gpVw2I6Scs5pJ6GH217S8cIrQdn/ttPHW1+CQz6n4bA7PpS1z9+nbKhpblaxOfv0f0Z9rMk+5qM0/MmdS6cv/2YA7/TFkXp8F0zaH2tpqweI2oVVaPC9m4gw7btI3TBVGMAyq9j9U8Z1VZ6yZEt9RXRzJ+ZLUyXseQl+r8K9lEpT8pyc5BvWJbqcTzhjoR6faBePzn6vZOhpEJZN6SuSg/tblUwnLECNr2qcnc5/nMZx2u5ZYytrxFP07dYMAhonKjSb4Xtq2WzR5Sj+7KO47S8stFW1+hBF9FUTnrbW+V7EWK7OSO0z3YGp4Qe/uSeQpV3V/1FwW5YQy1Og2P8jvLgNMB4ZbCi2ihr7VPYOBLyd2vEb+LHonDp7sjO+r0H4Q2q3t9TKGe6+/vDb1O2otTjSej2l8Nvm7lawxRaXwP9qzFIxeCEI2Dt1Ycld2rOwLDJyqBmLNX/eptry29n2zCph6qoDUaIvrj0Dvnnen3UGxTdUVlmHxqNVtY3frC0mze9ogVuu9th1UMKSEtyJPFWv1/l15e7XfsmfqpkV72+ong1GCLaY8XmXm+pKF/7ZyvQzljGQWUbbMnPNRqprHqvF7TQ3TdViiDL/6jK0/ApqjZtfVvcZFAfVFwP/yjucatF1fj5TPVMtbpGSj0rHtD73R/TaO/gWPnnDc/BWV/CvMvUdNjrqar/Lgblsf55qayNW60G72PEiQycg1BpaCTq6F0CXGXb9roy2zS2bTvZ+flC4EHbtvsf6dhVGranSPyh4ChxmbJWy2gPrNPUoqL0Mhu7/JwovHLOxVmUC57d4XKgrlA9BHyTwyrNYPsOG6qsGLYCbbukZgJuV4iOXXbUty5SE5q6PCCnX5QhWZukr/ybWOFgF/g/k6dASgStroTW1+shZqgcAYsacsTHxWaP6IinDZHaRZvrFNTmbFJjUMp0v93E9ZTzan7+4RvfPEWOBNx8fc9cIZpFxcWwFewshr1OZchz6Da+7ULrierRYLC0WeslVK1wkbtDdImtb/rLvy0ukXJAVft5S2D+NSphHw6uUD/nus+b0P7mw2+78iENaRg1S8GCQa1CQNtr2mKY2l+L24xlCgDP+gKaX3DotlvegiW3SAlq3BplV4vS5Hsst38WgY8WOXyyOMdpi0RRyNms5sBO98HUgc6QoQMa/NXqikPPV3xAw0O2/EdNu21uUiY3tlOV9/IQ5O+FdU/D1rdEtwRoOFrH3D9TjYOzL5A6T7939LNdIj3mumeIBz73Uu3X4gpRKktzRMkYNQOyt0jP2luihsAZI5z7keKXqGv7e2lXNxot37/7ezhvm38EuEHV8HrEFY9sCaN+/U2HOtFydOOAlxFn4D3btp+0LOtxYKlt2z9YlvU0cB4Sac0AbrNte+ORjlulYactgrmXlW8MCq7jjLqO1D9qUaqyRD6n7Apx3ncyTCXZIuWXLRu5I5xu+9ZquotopuxUWEPxoELrav/g6Mq7NgtT1XWbMlPlH5/KBshg6vRSU1DeNjVSFKcfegzcWhB4ivwZ5IpocTl0f0Qr39ydMKWPf9IgcHBYQ2g8xA9SCdxTKK3NNjcqS1UZ39OgVqMG5a1q3GaPPDnQlq0lfqpgL3ebXg+pI8fX+QFJOVW234F14vsnT4W0ef6JX+FNlc0uydRC0VtaZkS3y7Hh5nJCIXVU4cGrTFZhqhx6QbIz0KSCAk5UG2WTG49Vc1Rl0nTeEgXQa/+u54nlVsNUj38cPoD2emDh9ZD4ifOCU+UqhzLqAYO/huYXVX6s0nyY2FWf/ZyVRs6qliGg7XXxbaJqBIUrETXke00IrIiSHPg63h8cps6BpZWoQwRFawE78hepX639B6x7Ujbc/31RJWaMUTbYLvFrHldE0rew5Hbxltv+QdRE31jwY0VxJiz/s0Zmg/85UbcPdPkzzJoAHe9ThnzGSG0/fIoEAXyLBoDG50Lyj/p55Ex9ps3/0f2I66F+hJUPQWx3DUdper4W0S2vhp3/haE/Kjhvfzsk/Ou3fabTBbt/EN1l0FeqdPwGnPoDUHJ3yLCDwjRFMH+XulJ9zia8iYTKgyKd7PQerf58XODgWP0jx3VXMHlwHG+Tms3I5u1SoLDhhfJBcmw3NVc0GaeGpPTFol5krjg0a20Fa5VeWVNgXC/o9bS0KBffAVtfL7uj7ocrROU1T57GpqYv1PGanqcHT6NRZphCgCBgByp4S2SviZ/4s6lRbdUg06KSoND2qry76ytxln3T/OK6Q91+stG0BU6DLQpY6/XzS1LG9ZD9H00gmZuozM+urx299DJDStwR6pZvdUHFa4kAACAASURBVLVUQCoe17Y1sWr9004Tb7gahTve61S6Kt4Pj5N5/sy5fkcdgNJDt8UFw3+Wwkhl2DNRjr3nUxrja1BrELD2ClKEmTFa/mjYZKjf99BtbFtc+7QF0PkhJZyW3IbmFcTKFjwFagQuzoIRU+Rj518tn9f6WmmSh8SW6VtyydaGfFc+OVWaB8vukZpHnd6q7tSr4Vu7f65UcMoOQuv+uBoXt7yuDHRUa5g+UoH78KmikSy8CbY7dCl3DHiyFU9M2Khn1cRuWvwn/BtW/Z8C7uxN8slB0VoAl+ZC4zGqfm1/X5PvolrV7Oc7FTFjtFgG5+04OsnQSnDqB877ZmjlB8oE101QVtj2QN5uyFxeRoomTtynegmOzvMZSuufaMrCvpnq1C3Y43/NHansb5cHZSSeYs27X/uEDCkoqsx0wSoQFKOSVkwXWPkweCuhmLS/E/q8qkB96zuQ+JEyCREt1EzY9kZl2A1qLQLWEXsK4esGzpCDjuIMNh516HaZqxVc7/xM1SJXqEqYjUbqGHsn+XVUQSXUHk9B66srD1CPFcVZasbd+paeJa4QVXE8+XretLlBWaGKTYeFqQqI901xrq8B9HpG9JSKFSpvKcy9AnZ/rd/dEc6MpEoWyK4QOe34AZVf75yL1R8xYYPRdq5FCFh7BY3G3v0djJh2eAWZTf9SMBscp8ViYbJej2wj283ZoGa60hwY/L2CTR/3ud9b0oAGqdhM6a/AJ7IVnL2ofMUmZyvMvlDBZ5eHJN16vKoraYu0GCibwOr8oBbVliUebXGmJhkWpcLIGUqETe6pYLgsBnwk/56zFX7soF6j9rfDxhdh0Dew6HpNF8zZogTegTUKxmc5+vGmd6FqHNigUfA9n4SuVfSDeAr1NwtvXOXhTv3AuTANNv9LozozV6ghyJfJiu0C9c+SXnP9Aco81ZY58F6PeFkrHnRoGDYHs+T1+qss1PRcPWjWPA6bX1Vw3ewCKNitrtsjjRkPbSCaRnEGVBSMj+0GYxZBcIQy8bu/h21vq1PackGTCeJRNx5rstC1EAHtiFf8WZmilpeXt8eidE3a2/6+9NitIP3/tbhMzjPxU9j9rf7vo9sr81SwV7JWvZ87/o2vaQth40vqkHeFKjD10UxaXKYsb8WGlF1fwqLfSxYPrxbrCa8dGvh6imHWBbBvsn4PqSdzLamEwhUUDWPmVd78kpck/dxGo5SpM6gVCGh79ZZIreJwuuX7Z2mIiM+/1Hcyz7ggrovGZPtkFgd8LLpg4n/FxR/wCUQ2136lBTC5t2iNVjCMXVw+UN83QwtDyyVJuMNVXmoSW9+BxX/wUx5B/RdZq8SlTnhVNvfLEPnqUbO17cRu5bPVwbFwcbp86dwrRMuIH6QG/2bnqYI161wnaF6rxUfTCRDeTENkxq9XA7NB5VhyhyoQFyRVTT1ddr8SheM3Vqk2duoHzikzVVKxXHLGDYY6UlWDAkOaKX+3eFp7foTQRuJo+gL/0HhpP7a7RSvapXfq89btI95TQbJk6ZInOeXkinBrZXy4ceDucBizQF2+PuRs0z/g9vfUuBDR3MlC32Sy0LUIAe2Iy8K2xWXc+qY0Yb3Fqga1vl70pT0/qDSas0Xc5Fa/U5f6mse0Fuz/vmQaTyQObND5d32hZuO6CQoUSnPEQe7xRHmHn79HjU8pM/yNum1uhF7Pln94ewoVgPhGkUe00rPAl707CJey3WcvrDyr7Ct1D/1RztfgpOOUsdeyKM5Sj8L6ZwFbiZrB32i6XsZiZVCL0vwBZLdHVUXK2wHd/q7MYNmkzLL7VGUFNR+2vMz/3o6PYdFNoj0M/VE0iRMB29aAlsRPnGbdQlV9sGSbo+dKFjNnG/wyWPuMnqcejCW3lj9W5weh9zMKtH9whi81Gq2m6Ambtche9bAoLL5Jp6NmaUJok3MkbWdwKIoPwHdNJf834IPDb7dvOswYpUx/nyokPjkdAufSAv3jxQ+qvpxUbYNtS7B76Z3KojUcqTK0T03DFaIyT8f7tNJdfp+yc53+qFKVXQpb3lRnbsmBQ4/vjtAqLM8ncl8h+9ztEejxWPl9PMUK5re+KdH6g1noWyQLZrLQJxUB74iLD2hw0Zb/SBYqOFY8x7a/V0PsxpeVeS7NVbWo/e2Sl1r3pPjDdc7QuN6qNF2PN9KXyBZT52kMeL0EZcU9eaJw9PiHvyPe9qprf/UjzhCVbAitIx3cVlf56WIl2fBzX79cV1xvBR8FFWdYuPXZx8w/NHPiKYbJvRSIj19XeTOjwQlFwNtrWRRnyT43vVzG37jE402ZqQY5K0h0C1eYqJJNJoi2FNYIBn4KDQaVP+b+2fDLUP3c4W5IeMX/3sZXYPm9Ut8Y/M2J9/MluU7TfZqeW3aJAviczVrMn79TIgFZa2HaYPnaUXNh4bWQPKXMgVzKOofGweLbNbfBHQpeL7S9QSO3512hfg6Qz21xiapra5+Ascuhbu8T+9kDAb7/j7OXHJ7rXpypUerBUbqPR6DzVddeawl/4RgQ5JQ0AjVoBjnNVlfKyTUeowxyXE/o9CeVZb3F0pqc1E0Bdv8P5Zg3PCc+VeZKSdNdkqkslquCzq0nX0FzkE9NoMIiae3j8GMXCcP74A5RZ+qIqZLE6fygaDCzxsMPbWDNE8qkGRgcDTzFag78rqmGkwRHK2t84V5oc70C4x/by6k0uxDGLlVw2HgszLlAQXO7m0VVOJlBM0jScdQc8Rfzd6lS0+5W9RBs/1Bcxg0vqtRtuaDb/8HI6WrIdYeID7rgd2ro89lScAyMnq3sHUDWCvUrhFcsk3tEE/l1fHnNa9CxE15TZm/Dc8f9NhicJijO1MLv+5aw9jH1xADggva3KIO65A69ZFlq0i3JUv/B3p805vqclYcGzaX5MP9awFL1pvfz/vfWPaOgqNmFakw8GX4+OAoGfalFfFw3vZabCPFDnICsm6gscd1g2E+QnySbTnhd/vsgvDB9mH7s+rBDX/FKoWvbe2o87PeuqlXuUCXEdn4BTc5VgL76ryf4gwcAbC9sfk3JlaoaRJfepQr6gE9qtAcmcDPOZeH1SLGiKE3axsUZ+scuzlImpzRH//yl+SqDeArE77VL1KBTTgrKpX9sV7ACUXeYbnhQpDN9MEaOL6SuMj6h9dWUGNrgt2VjbVuZtmV3i+d1xkuaoLThnyoNuUJULmowVKXsLW9IaaDj3eqmD4rQYJfFNytjXKnEVRDq2q+QecYFfd+GdjdWfm2eYpXOt75Zhgs9vgwX+rd1shpUHwGdwfplmEqt7e/Qw27/bFj3lLIzwTGScetwt19aKmMFzLlQ/9d9Xlfzam1DYZocfOJ/RaXq8YT6EvZOFBe579v+4Q35e6T5mrZApdr9c+QoE14T19GyVPqd1MOvoNP6eo0+Lk479NyNx8HQ7w+1v7lXqKlrwvqTv8g4zRHQ9lqUARv/qcEkpTmapNfsAlh4g3xeSRaMWwe/ToDstYAlWcnt7+hnK0h+rMMdlTfi+ygaQVEwfq2ffuSjHLW8SqOoT7Z/2fKGlELqnik96+A4PccyVyiTPnyyZGZ3f68GxmbnSS52/lXOARx/69NkX3yb+opsj97r/EctGnK2amCKp0TN/S0u1YJi5YNaqFdceJzO2DNJybzD6XyDpBTnXKzqfPdHq3XYU5+qkbFc/MHC/QqYKxts4IMrVBmuoEhxDd1hzpARp1PecuEPJm0F094SZ/x2oZxYaZ70Kn085IqwXDKiiGZakUe1Eiczqq1G8ka0rF5gnbPNkepZJH5xl4clZbf1LacE5gxGqddPD689P6h8NPATZcJsW4oES+/U9fqGsxzuvpT9PBHNYci3ekBUdX3b3lGQX5iijFibGxTUnCj+2WmMgHbEPnm3lBmqduyfLc5ux/sUNJftok/8VM11ofVUpq3X57hf/2/Crq80jMhbBAlvQEi0bDB/D3S8R13fQU5D7tI7ZUMNR4rekbZQPL2+byoLlb4UpvTj4MK308Ow5ZXK5Sjb3qTgvGxgkr8bfupkGgVrAQLaXhfeoIpn80sknRrZXE18nmLx77s9IurgFoc32mgs7PtZP4c2kPRcnV6VHzt9qWgQoP/RZufr502vKnnU8gplCWsDNdC2teDd/YOjcpXt8JEzVRV2BcPA/+oz+K6/4z2ar7DnO/yxhSWd65BY+KGtmi7zd4vWcuFuZdV3fy8dZ9D241ZLbi26vXjPZniZMHOsmk/PT9T9r4jCVOnbRzRXT0hl21SCUz9wztkGK/4kxxvWQA11oU4GOKSOvoJj9U9azZtWLXiKnGx2hh4ahftVainYJ5m5/CRpN+ftLB+UukL0zx/TWaWduO6iZUS1rkSmqkQjiNc/I33ps/6nz7DqYa2igmOVFS/OkEpGYYp+7vaI03gRpAbCRX9Q5iu0gWSAKkUlmem6faD3s5rudjhD9ZYoE7b1bXHYbK8CgbY3qrxm+JXHBQHriG1bAfOav0sZJryJJBjb/r58Cc3r0bjdDS9oFO+gLysfilIbkb8b5l2pz9fuVujxuMYUb/mPFrcDPpYWrm3D5n/D8ns0CKHxWNj0kux04CcampD0nbLtPvR8VuPEqWQRXFmvwvpnNWhh2CQ1GBmcFASsvYLGWZfmyVfZtrJ3u39QU3l+Epz5Gsy/XNsGx/p5z+5IuGCXFoGVwVsqWlZeouyk73/0+o5PJNfa7EIY9EXN+u3fiqIMVYKwpejjCtEzLC9RCbK8RDjzZVWAfZn0ns/oeectLD/Fd8J6vb7tfVWcSnPVF9Ht/3SulQ/L94N8avOLJOE3bLLmNZzuOLBRCkI9npBWfmWYewXs/ka8Zh/Npho49QPn2g7bq2A6d5uaCbI3S6T7wDo9kHwZ8qBoEf/rnCmt6fp9ZYiWJVrE/N+JbpLwbzUSpM5T93L6YmW3PYXKuIc1Vhag/gCtfqNaO/SP92DZvTqfFVR5E+HhENcDOv9ZXc5VPcTykpSZ2P6eHiDBsdDySnFX6/U1q+QaRMA6Yk8hfN9aC76uDytTWlFGrjhTgWfyFGWgz3g58CbheUs14GDDc5KXHPKNdNMX3iCH2/0x6dC63LB3Csy7TJWwXs8rC5+zRdm9bo9o8bDqIefAlvoYVv658vP2fRva/d7/u6fI7+jHrZGDNjjhCFh7rYjN/1alpM1NsP1dBXprn6hQgXUyqxX/Fyti1d/U0B7ZRkGkO1Qa5LPOkzLWsInHX2LyWJAyU4NPIporWeYtlnwkaKDJ3onQ6X4FzHMuhOSfocM9WhSXRWw3yepN7qXkVMovymRftF8JJ2+pzpM6W9ufvRjmXq6M9NiltUda92Rhye1lJOgaHPp+0rcw56KqA+vD4NQPnIsyFER6Cx06RRnOsu0pL9NmWX7eshUsQ3WHS3UiKNKhcUQrOx1S5/ivdEvz5UyzVolykrEcslb6xwiHNVQAHH+WGoQ2PA/7f1UgmvBvPVR2fiHuU36SMgL5uxV4WE4DUt+31XgICtQXXKv7FdXW0aCtyHOuBD4NzogW0Ok+v/LB4WB79XDZ/r4kxjyFENNJqgmtrj50WITBUSOgHXHmammSVhbEHdgIs8/TwivhNfHnAxm7vtJY7ZA6ktGKbC2Zqp2fy1kO/K+43Flr1ehXnA79P4K9P2oR2mAonPWZ9Ed3fa5jWqHQ4VZxTg/CVzGyNBK52bn+t/b+DL+eowEsXR48UZ/coAwC2l59yFwl6lDDEfIznnwoLYTCPWXofiGiJHryYMKmwy94c7Yr22xZMH6D9slYIUm36A6iIwRHV75vbcCKP2lB6wpV/0D2BsDlTwRsflW+7sxX1NNRsEd2W7SPctXdZucr6N7xCcR2gqzV0ONJ6OYM8ShIhp+6iEce1R66P6JsfEW5vtMNxZnwbTPdg/7vH/p+0f+zd9ZhctXXG3/vzLpvspuNbtw9RIgbAWI4FPhBKVCgLVLcCsWllCKFAsXdC4QAgQhxI+628Y2tu43c3x+fO5lZzSbZyCb3fZ55srtz545kzv2e7znv+54sBqKEN2WIzmHmcqd+4py+UJo26Ng8cVC0JfpLJIkNa8x/REQzdpuRyQgZgiLr7jm9LhbRzMWIh9IXIA6USPDDG5MAR7VHwRvTAUu+jf/C7srrorqbvdxKwE2qvgPe4nV6PVTBVv/dGoXqslT5FVu/VVA3wpszfCWkAUMnOt56aK/sslz8Kbd/QOtaIhlodRWuHSHxR/+ZnYY4JRbiitg7BTsmR6g09H9So6F1/+JOBLJXMtygLBu6VdOxxMOSm4nJwZ/CQy7eR/KcsxqesxGMGCk4mgR72R1MFJNBDMZ1hR/uQ1AMvEvDiR1W4pn++2af7/eL9YkubRw31Pt4dRciWHPl0ylZdhv0otw11ph4F7SFM16Vltx46GrzD53pvPZ5Uep0O93KqQPohp696OT/jnpKpV/6WzSWAuhk6XMlGbz+A9PpODUZK/V+XpoxDOpK0S5VKla1/SNFplZXY9HpDJMuyZWclhgycDrygPeljc+zSRm/7uSisRxPbHiezcvYFVXz5xddx2d5zpIjsvA79RNnVwEB6AyzxH6hVkXZ8pGU4acImF4qp14X7RVPKZVqtyX6c+dDhyjLsW6WQ0dJOvzhkv1wmStWaMMaUcGNbs9uOaYjHObo9nXTYi7eT9KZNls6MIvJQj4kDGKMb5NzeM8r78esPSyJKUQHZvJ6QxOlkT9LDfrwuKxliA/zNiFYLNrJRsHnHS35K82BCG0M3zptJot+u5vwk67Nha5gG2Kv7R9BW3EEW5PhfocC+WSuMJxkqPcLcSBMkwvhyvvgTQ6bdOp1JYr34TqQs0rq9wZJRe56xEa5G2gndn2A69C8S6Gp9HhCanaBNP9SqBvdH8XezpUjySFFtWNgUmm6/3miOkgFm0lixq32Txsr2EblKvkS+NM2jivqfbwuuo4OyIgpTNLzlFbQyxjSmAXw9UvSaq42r3tOWnUfA8vGLuc7P20obhJnLzgsLuoJRc4a6ee+Vt4RgT9z3iaojWOXQyP47SYKAJ3vQeznCC0v7g2OI54Th0hZS6Vm5zHSu+Pt0hkv+o9bcgviS0coDiPzL+c60v6m4/++TzS8bmlyO0aynzWr8v37pyOk7HK/1OuZI3qKUz9xPt7wulgEi3Yj/CvcwaJUsI3FrSjVf6wRREU4tjsJQXwvBjccrcip+AAUjbWPWeO0LcR2waIushU72KxlUlwvSV6qWDJIdPv9B36Uu0hafheeuWFN2BiEJjCcwazoGhJYgTZoMTkjmJ5mOJmE1uU+XEQOBdOkIr7jU95HsdXqa3ouyu367st9HFDvF2If3MVYJ+74GNulM9+r2w7OyQRXvj8p7vkM8eIu5P3v/AyLr4EfQB9bdL204yMGv/R8GmeR3V9Twdo3VXSIDJxvspeXp6QlDJEy5hGfE7f4N7U+Tqlv2pmN44Z6Ha87PsNSrevf6FIG8uuDYiV3LtaSzcYz5a6manPxPum7FpIc0oX7GAI07zIp9Vtp2GSp2bg6fW9VwushWfWU4JVsBCNMDo45fN7w+n/6P4/Wf4CC5S2R+r8ptbtB2vE51IoGfRA7rnrAeqDPElZsgAt3SvJK7f4ibX2TgtWF+6Wwhv7X/E0Sxbym52FLWbhdmphSp77E9QK7vuY6OvSbylNj3UXST93JScauOmJzAjtxPt5wFyIAzF2PADB3LTvTwh3+Y8KbYqvVsD92cg37H1m11V3MjnbHR1SXwxpZfO8y2raxnajGu/JR5WYshHsW2ojxnUnWpKbUydLi6zjOGS65Cgn0rMWVn9MZJXkKrJ8jpA63UJXf8REJceursc6LaV+792B6oaPs+orEoHgvlehGI6UWF0jNJtqjvqtAvV6IfShKxe80aykio64PnvoCUq9LWvgHaeenVKF6/YO/b3pZWnE3Hathk6TotlTgNzyPJdeA96XN/0YkGNas/CTB+L5SdoXPu8lYad8UqFATU3A2cBdiTxeaSAvzZLD4Ok1Qr+N144v4gfd9Q5rSg2RT8nc3gmOlC/ZIv46qudpsmgzxyl2PfqHDzdLaJ6XVD0Nn6HxX3b4xVwHi+awlrMF5m1mHq7OtNZx0aqNaS9Ed0Qw17Eexq7oEzOthqEnmb8R2j6ek1Q+yjl6417KW+55EL6YLfOjUb/zPZ3qwoQtLoqttSGr7J2nzS8xIGPGD/7nS5vnHevf6p7TyHjbVXR+o+KpObUwdTJFvwubK17CV9+MkNHomrkRHCDtxPllQlkPVN2sZt8wl0BUkdrmx3agCJQ5BUVzbZNE0mZyz/A6oIYM+Zfe653vUvSVpIhpFVTcy2f+8zc6X+r3KcxXvkxZew3jt0ETav03G8jorDl2IbCsVbvX/HhKPnVBZtrT9fRL3lldQoYjtXPvPyPRyAdr9DYpYH7c7rifVjKbj2GicaCP8kwD1eiGW2ODNvZgKwaCPoeqcLjC9TLLa8hqVur7/5hpwYCYLrOnFfq/xaP8QiCbnwPtOXyDN/53kKpbMEv85I1tTgQpE0mh4zeFNGYccHE2H53Ru854g1Ot4Nb1SytvSslu5tks4YRRu4+dez5Fkzhpbc7V53bNUXGO7S+NXS3t+hPvf6kosGo9202yaFKt2f4s1asYiP9UwogUC9chWUngTNAJBESSvPp1PaQaOVAXbEfuVWFQURzCUyCZns2bGdin/WvO3Sj/1hOcd2x3dU+o3UvOLpGH/45i9P+OwEdWetbbcmmqw1qbNxKqu/S04U3mKpLPmlNd6TBuOy4YzSkoaBoXzvG2H1hqdKsj4DS58n5ekTn8tf1/2aunnPlLra6Qz3zmqpzmuibNhGOdKelmSU9Lbpmk+W+H+UEkfSjpDUqak35mmueNQ5z0lEueqUJbNFyFjoZSxgH/dVjU3qg2q+6QRqJgjKo7crYADs1h0vS5U+E3HshvOXIyZ+s4v4DFLkhFiVQ28JNNd/yZ1vhuXg40vUdVyhMF3ju1B9Xn7++WfL6KVZcVTKr+lXgyOH6YbPpynWEq+DCuYw+WtmSbV8j2T2QCkz+ciGBwrJY1k4lrj0VToTvUqZRWoq4X4WMTsIeM15U0srSJaMvEutsvRvYn6CNOkxbvheantDVL/N0ieC7Zhx5W3Eeec9jdZXMkbsbUb8QOK8TnnkyRIfnGWM6LycBRfNTq6A0IaZzgVstx10Dhsce5xQb2O199uImZ5BigNrly+U2WZ0sTt0swx/ipgVdXm3PXYIpqmdN5WSV5pyhlUd8fMOzq6QdFehGDbP7TcLSwKU5OzEe017F+9l3RNKD7A+pk+D95s9gr+Ht2BZL/VVXSGJGnza3gsS1TP1z4JHSSQFrVvGo5BYU2tTYeDIpBvM9L9cWnN30nmO96O4D+yjTRhg/8zzVkLFUFi5HfGPI7t868j+eTqH+ZfIe39SbogtXyX3vRKUwdx/Zywsfr/78KdTGptfVWNT3PcEmfDMJySNksaIylV0hJJV5imuT7gmL9I6mGa5p8Mw7hc0oWmaf7uUOc+ZRPnivC6qUqnzUEImDbHz2GO6SglncXFIGlk1dSOwp2o53PX0ALudFeAMNKUctZJ657CIs50lX9seDOsc1pchAvAgitobTlCSKJ7PCmtfsCf2EsIIiKb+yvYIQnspJ3hUsv/IxHf/gGPaXExvrTxPY/ssynLkfbPwBNz/zSLEyaqB4nDqNInDoGychq0oOtiIT5WMVtjvLoLWUCjO+AmcTonbqYprX6IceOBybMrz79AdLyDMbyp38IzjekijZpKjM2/gk2lhLDXU1TFdFDDsp5MYWzvmHkk5T/3obLV9+VKL8tG3aPexqtEtXTOBeW9mpN/h76lxxN8r2aN9fN6K8JTwvS2gm1Sp3sY0jNtENfwc5cd+aTZ9PkUelK/5XufOIROZ4uLcJ+qaxTvowi160sKVTIparX/C5TCWeOwi3WESQPeZg0NbQSX22Fxp/dPp8ou+W1nJUkGFfHEoXCcG42gkOYtZdpo1wf9h865kNchE0pjxnzoMbXRF9VnFO6Svm/DNMaKG4Utr+PrPPCj6pNiV540bQjnmbgFt7RqcDwT54GSHjVN8xzr9wckyTTNZwKO+cU6ZqFhGEGS9ktKNA/x5KdN4lwRpiXq2z+DW9psFkcjSEochCNFk3NJRn2iBnchHMrdX9Oy6P/fyn657mK4QFte8/PVfIhqxwSnhIHYX219yz/tqPtjtJPTZpV/TIOBUtZCUY2IpjJ24FfuS74MX+wdn/DFbX4+CXRN47wP+bmYeFAf+FU6MJvXU7yX+4KipQSLN96gH88T0fyUq0rX0UJ8TGL2kPFatAdrx9Ngg3NImCYcz3VPQXfq9xrfVa8b4e7mfxMzgz6B4zj3QtrOo6ZDwVh+O1QtSQqOR8Pgq2AdhINWbmk69I2RP2MnlvKmNHZl/XExqMeo1/E6a4J/gyZJLa9kHTowUzpvhzTr3JqrzUtv5Tsamiidv5Nu07Z3peE/QME7HJgm4tp1T5I4h8Tjndz2xtrrauoCRanStg+krW/Dm45oQbd14wusr83Ok+ShY9rpzvKJ3t5fpNkTAtbeAOF973/hnFOyF1rInkl0hSespwst4Xf9s+WO5Qhl7W9+oTT4k+Py1k8Ylt/NJMbztpV3XSrej3ajQV9p1LSq13qvh2r/3inQ2saukEJiqn2q2sZrXYygaSYpQLGiVOtvVR5jmqZbUq6k04SccwQwHDhxdL5LGvmTdEkWpPfOdyPkW/UgAfRtM1T4u7+x+JFfYF21/QNpxkhaToEICqfSdF4KleCDcFCZ+nWM9H17KlX938ZuxwhibHBwnNSjgsVL1kLaT6GJJMf7p+JN2e4mqgFb3sC7ue0NJLo/9+VinFGF+LBWn4shRbdjOMbgT2jbnLdNGvghu83STLihcy+UJiVL3yQygWnZHbS90xdSwbZxCYQVBwAAIABJREFUYmI2opmdNPtgGFTtutyHu83yO0kOHEHE6Bn/ZvGdPoJrwcipJCnTh1pDYl6ROt3NuVzZkkKI1XKXdC+0MEcEnOf5V7IJDo6Rlv2V57NRH3Bi4tUI0JQ0Gct6lPodlb/MRdAZuv6t6qQ5dbJ/Y9fvNUTg296lgnq4SXPaHGnaYKrbhbuJjQt205E5nkmzRDGm298Q3g77jqR27RNWLHmlPd8hlHeGUxXPD9AfND1HGvI1PxtOHRxcJLGJPvNtft4/VZKTNX3Jzf44bdBbajqBc3tL2Tzs/FTKPIWLi2W5bPSTL6tsVbr8Tgp7vqJDVVhxDx08CUc0d16dvKy6UFtV9YorXpFrcwwHGsaNkm6UpOTkU8zT9UjhDLU4zyPwJyzeD3Vh7xSS5m3vWo4Uw2kd9X2VL8wv/aXh31emSUS2lIZ+TeVg8R+tEeAGu+eiXdaYX0NqOBAuW/4mLgh5G6RBn+HE4SnmXCV7OTa+D/ZYKW/w85gF0u6vGNXqyqUFFdkK8eLUM+Eqd3v46IZdGAbtvqjWXKwkdv05qxBiZq9AOJDyX//rlXAhibY2CFFt+DwiW/L+w5ueDjY/dRazdrweBQwDezpPCRWV4Gipx+Pc1/FW4mX+5cTLiCnS6F+lmeeQPI+aLvX5J4OJdn4ueQtU5fAi0y3+Kx3EY2gCCfvSW7h2JF8sGyc9Tky8uixv/4b9WS8WXcto6A63SbPHcc1sfU3lxxXtYWqm4aSDGdNF+qUf61P3x2p+zkDkp9B92fM9lMJ+b0htrq2bGQlHC4eTjlDz8ykErX1S2ms5YSy8TurxtLTiDmgcE9b7E7sW5/sryoHx6ilizkHT8VT5QxMp8uz7mS5y8qUc1+1hnickgW5rUBSuPKNnnnLdVUlU9t35lZ1X9k/HyrPbI1j/VoWUt6RNL/qnWw58r86cumyqRn2H143AcM9kac8P8BglksKSNDjNAz+Rki+q/vHr/0FV2fRI0Z1I1HNWwXP2lokAt/6rnBHQQFY/XFnNH9bM8sks5LjBX6AA3vIG1kYl+3HKiO3KF780DY5y14eYoHasAt/0opjOXU/yn7+FW8FWLvIV15fgWGtiZBKJRmgCu/uQOO4LjuGCFRTB7t8RymfmG8BjOAN8QU0qBqaHJMbr5v/EU0owu4tJ6j3FLCyRLWp8K/W69WujapgmwyW2vlPZnitzCe1dr5tNcHAcgixvGVXoBn2kH7pLeWurP7/kFxJKxNue79nQjl9/OmwUTxjqdbyufhRx+bmLoSj82I0OSaNhlm9zFdxmr4dpd+kL+L6NWYDAteQA9KDaDMxyF0Fh2vA8a1DXB6lyn+zf0z0/It41Pax/IfHMKvBZ8PmQt0X6oZpkb9CnDCjzrUlhTVgXJ2xg3ZGkmedSZS7LsY7zSkO/xcb1VIKnTJrcFhrpWTMD/l6KUNI0pfFr6IxXxIFZdNCDounItbhEGvrVIZ/yeHKcg4RwYbSkPUK4cKVpmusCjrlZUvcA4cJFpmkecuC6vRAfAfJTSKJTv2cUqE801LA/u7PGoytznyUUyr+OkfLWS3Kyw82YT3sjuqN/mqIPyb/jYliR9yzDssiyLIvaXIf4yfSwo97wT5LWyFbwkDMWsnNu0I8LZPPzDt+M/mjgKUU0ULSbW/FebiUHuJVa77ssuwoOaR2jKmP3CqijhfiYxKwdr0cBrwdR0a6vGAbT5g/++wq2sVgW7kJYGdcDCpIrVxrxE1aNX8X5fdYlVTn90wjy8ys73AaPuvujUvdHjvW7O21R7+PVXQzFb/7/USWduF2aPR7efFW+zWsepwhjOPkOG8F0IUdMYdDVobBvqvTbnyjKtLpa6v0PhOD1BSlv4kYSCCNYujCVTqcPM0bRDS3LLH9sVGspYTBdJNPNuG5PkdThVr+gN30+YrfmF0KJdATjVDR+3clRja8rbPtQWnQN17imY/1/X/MELiQjp0pNxlR+XP5Wuu2Gg7U7rDGcfMM45OdzvO3oxkl6SVjlvGua5lOGYTwuaalpmt8bhhEm6SNJvSVlSbrcNM1thzqvvRAfJUqz4KStfoSWrkSltOlYppU1HVd+Up9pctFb+6Qkk/ZY4hCrrWTAi85cKuVbVW05SIALq/ivDI4j4L1ltEdG/wo9wuvhfOv/CU8uOF5KOJOEvXAnFmWd75NaXcEF4WSBadJSd+XiFuIuoDLiKfJXj70uq6LsEZUAU3RQDasK7eQ9OYKtKnUYmxinVbmOaHrI6Xl1aG9V5zFrx+tRwlNGdfnAr1SQmk/031eSgcglYxEcz+bnkTyX7JOGfQ/3f1IrleueBFaZDyKgPdzwTClnpTR+w6mvzD9BOCXiNW+T9GMXOPWNhvEdrcq3+cBshqGEN5VKs6UzXqKT0vleEuCaUJYNZ3Xb+zhJ9XvjqAZZnDCYJnGZNksKTYJT6ykieTt3iZ8qsONzNsrtboJKKPnjtdM90qYXqDCXZSN+y17O8KIGljhwxmg6qBEtGPQiSX1ekDrdcdzf8jGBaeLCJEnjVvu70flbcWppfoE05PPKjyvLlaYOpEPiLpBkSONWYbCw9R1EhDV4X9sDUGz4YZrS6r+jSA5L4vfSNCpQSSPgXDU/308TSJuLdY4rX5KXwA2Jxw4uvJmUfIm0+Q1rPHcVvMpA+IaqGA6p+xNStwf9ryl9Pp6VqZN4LQlnQufI38IFodOdiA2Do47t51OPUK8HKtg4NFz5VKNy10mjZkiJA/33uYuwpkudJHW5nyrUzLPpMg39n1SWJy28ssIJDVVNhzWFn2wwYq2h/zumb+t0xSkRrwt+j5XpedugaJRlSxM3lS9slKRLU3pRHCjazXTMlLcolpw9v+YiyL6p0qLruPZ3uQ8eb1Xt9/qCgh3SD50Zwd3xTmnzKyTERojU6yloJ6ZX+q4ZtnKhDf3Js0QC3eISPnN5JNNgRHlkK+nshfCrD8zGl73nM9Kax3iuoCj+j2qwW6s32PMTnY2BH/r1S6YpzRqPv/aEjZVpP14Pecv+aXx/3AVSr2exDpw2WGp8NnS3Gjrax9NVw8bJDsOQej4hDf6ciqkzXBr4MS4dRbuZDDUpGWP6NY+z0x27GjW/BG96/zQEfiHxjAmO6wKFQ16S3phqJgWWpnMhkENa/Tfphy60nA1DajREGvYtLb92NyLoy9/CNMWgKKYiftdCWvkAVBIbNk51BEdLI35kgzp7gpS70X9fUASq/HY3SeufxVpy1DRs5eZcwILa8v841vC1JKsqjPj+5qU7svsbNAc2bFRE3hZp5ydS+z/TIcxeLnX/e/lE2PRKC6+G1uaMpOiRPh+qweDPqk+aPSXS0r8ieA2Okc5ehHdxfU6aJbo3Phu6zS/TQZUkmYj2p/RhrWt9DR3hbo9K0b7100mSXbBVMkwprrckN53ZrCX+BDtpOJqYza9IA97ib+4CacW9x+1tHlOsf4bvUcvL/X9L/VbaNwUBdVVc+RX3cH9EKz6LhIE4es27DK74wA/qjAZqJ86nE1r+Tho9G1rBkj9juj5hI7de/+CCteZRKgczhsGLThrNlzCmM0Kl3PUk0MV7cduI6cIFMm8Df68KpotjHOEcN6m1tPJBWtMSlkL9XoUH1us5rO3yNmAiH9EMi7nvW0kLrpaylh+fz8qGjROFsEbSqF9IOGaNxUXHB0eQ1O91nDF2fIR3+9Dv6NYsuEJqPAq3A7OMxeJQMN2SHPAyvRVpHTZOe6x7ElpZp7ug/EW1Y3JeuWOexmO55eXQ+BoOQLDe7zX/hL2KyF0v/dwPnn2H2xiI0vCkLMwfGdr/iXHdphcXjKi2rIPNJlK8mjYYOoHplnZ8II1dZlnUedj0Zv1GNTp7BWPCCzZTqFr1oP960P0R1uGyHGzqJCb91vc1Mm0eVeXO9/g3Xa4CLDTjekodbqn8mK3v4KDRcIBUmALlccjXOIAVpeJWsqSKxx0h7MT5dENCf7hW0e2kORNxu4juIHW5l5bahfuYfhTXAz/oAzO4cOZtoBrW4iJEg2U57OgKd1BxdoT4eV2SJAeV7UB4fZZwJjvKSa1oO/voQiHxUpd7GM069Bsprjsta8OB4HD3/6Sfz5CmDUVEZS/0Nk5VRLVhUERJGpVnV6Dwz2Cc/YB3ic8550lnfsCE0cXXS23/TDyW7JNiuldxcp+Xts/FxosAcc0Tx/hNnSLwuqR1z8BTPZWRt0Xa8TET8jLm47TU/RE2bz7s/xVdTPJljJaO6UwHo+UVlRNsH7a+h6d/yQGEX31fRoB4KsFwQDNwhKAjSLJEbHt+kAZ/yWTQ3V9z/8aXKFoNtlwfTKuglD6PzzqmE7/np0DXWm7xmBuNoPi1/lnpzHelIMt1Y+6lJOz1FeufgeLZ9nr/39Y+RgLc7/Xy3z8Jn+8lf8ZgINOaEdH/HTpyqZPYnKS8Lu37iW53HcBOnE9HRDSXxsyF27z8TqpNvupveBJf2OHfSxdnSMMnS22ukUIawkHb/TVt5JiOCJVML/ZyXjc75tID8vOeHdwqjVe2EuWSfbSYf+wGZ8sHRxDuEqOnY5fV4WYSCE8xAZW7nvbLpFZYJhXtOcYfmA0bJwAN+0pDvqTqNP9yYiwQba8lPvM2YQHW+58IeFffL7X6PcfkrZEiK1b9vJJCJJlWlcvCuqeknPWyUQMyFtNqX/VgFY5CpxjWP2tVm+9EIxPTmYTYh6I9dDmiO3Ar2Us1NbJF1UMp3EV4QS++jqLLuFXl3RJONUS3hWMrSdveoYIsU1p6s9Tneemc3+gKleynGJTQn4KVD54i1tqMhXRfHUHQtXZ+Di/cMHDFKd6DbeDwSTyucJu07hBizJMV2SsZWNLpdr/9YM5aCnxt/1he8yEhFpx7Ea4iBVv5W1wvadktdOScEYgtg6IpxIVXnBt0ZLAT59MVQZGY2nd9kPHaM8eg3C93TITUbAK+zRenUwELS6LKnLNGBz0kc1axAIf7zMV9pu6FlpF7thQRaLZf4WuXtx6hw/+SGK+Zvcq/Y47tjDr7wj1U1WI6SGVZnMPrktY+Lk1qKc0+n918xeTCho36jGbjpb7/YShCVdP+mo6VzprNIjtjBG3MNn+Qtr3NACMJay9noAeuCX/SEQrH2eHjQ3ul6UNIcGyUh6tAWnY7in1XjjRsEjabpzJ6Po0X/4GZdBx7POaf/Okpk+Zdynel339pk0e0JAkc+FF5tyaJ6vXUMxlX3c2yEqtPNnNHio63UQk13ZbeJwie+Lb3sGMdt4bObOYinEtaXKZys2wKt+G8FN4YiqWrgFj+7c9YBSaNtKrOz0DXavdnHrf6ofqpC1r7JLMS2v+F302TanJInH8T4kNZLmJA06SwV5YlyaDC7y70j3rPXcvn3+ffdTa51k6cT2cYDsQYgz6hkvJLf3Z3VR5rsIift5W2nEz4RC0u4QtquqSinRzrCPCJLj3AWO7SdCrPQTEisa5iaGVpGi4bU3pJXydQVd78mpSzjlZWm99LY+Zhn9XlHqtlY3Ix2j+NIPouGTFh7oa6/axs2DhRaP8nhLxbXmPCYEU07IvaPjQRv+cm59AKzlxoUaeqaNuaLklO+JTeMj+tqixb+mWATYMKxL5pDFzY9DIiufHrsAM81RGehPfymkephLYImDK5/E4qoQPeQTzoKeH63+WBytNgUydLv/SlQj1iSvkE/FSH4ZAGfcwalbtWSrA+m+V3IqYMiUbAZjj4jNc8RHU5EB6XlLMaAWVcVzbJhdvgnxsGn2fxXlxMznjJqqp6pRkjj/vbPSrkrIWO2fGv/o3X9g+grPR6rryNnNdNfpC/BSpLlkXRaDgQXZa3jM3tnkkIBhuNkOZdgvtLHcBOnG1Ira6UzpqDpc3UgfCCqkNQJO4cvf6ByjdntTRmPl6LXe4naL2l5R9TslfyuAl8dx5tPVmVYUeFaVChCSTermwGuSy9Wfqpm/RNI2n2edK6Z6lqdH1IOn+3NPIXaxyptUsvy2IS4o9d4NFtfEkq3ldXn5QNGycGvf5B4rL8rqrjM6qNdPYCkuj5V9AZ6v4EG1cjmMU2pIJ/qbfImnQZDA0qyLJ9zF0rTT+rfvMk6wJlOdLiP2L55wjmGtnvP/4JbqcDtr0vFaRIPZ70OxJsfU/a8h82c7FdpZS3+R416Fd+mI7pxSptznmICs9dJjU954S8jROKmA5U7yUpfQ5iP1eetOJ+/tbuBjaqzS9gI+IurnACj6QgKbgB620za0Lg+n+QbDYagb/2uqfpII2aKsmQ8jfjklVfsO4prkEd/8rvpZk4ZSQMKj8QyjSlZbdJ+6cyLyJjAX9vfY3U5ip0Hz2foqOx7HYEhfumMFgmNKFOXqqdONsACf0xWI/pBO947ZOV28I+GAZiwhE/s9P9pR/DS3o9gzPGxBSrKh1YVXZxjJwEdHC8NdLbagsbVpW6NIPdYtIYrI0kkoLY7nA5Vz3ATvrrWGlKT2nHp1LDfogJB7wDtcTXes5eiZDi22ZwyDa9evK2rzxlfp65DRsV4RMbNewnzb+yauV8aENp1HSmeq66XyraJfV9zT8EpSyTjo8RYA92MHkOwj3HR+nImEPMnK7J854fGLSw7T0GeIxd5a+klqQx3W7jyyf2NR5reEqgwjU8k+uqhK5lyZ+lxmfhIbzyHiuhdtC5POiCkCfNuZBqdetr6BSezkN2Ot3BPAR5/d2dbW/jVBXXDc731relNtdK522S4s+ocAK3VLSDxzpDpNgelg3g7yWZUvfHKShteZ0hYr2e52FrHkUTdLIjdz087Q63SKEN+NvKB+iA9Xu9vI3cuqd4n5KfnhHfi8cuu4OOW6e74NNLiCqD46TsZaranvPwYSfONvyIaEZVpdX/SasfphUSqOaviCZjqCJEtYUmsfrvmJBHt5WGfCFdks7F1RE4wMQaA+yqMMLaLBVVY4ckUzowjfs73gl/Om0WF+NOd0kD3oMnF9lS2vcz3M9Z5+IokLmYBa7peCm+DxZ4Mmn3LLsV0/kfu0trn2Lk6fEcAGR6aVcemEVbbfnd0qyJ0vftpC8jGJNuw0Z1CIqg/RiaQLxVJYp1hjGW26ddSP1GOvNDHdzEuvOsUb4BnR5vqZXwOKhMG9axGQuY3uXKO9bv7ORBaSa2l7MnshE5ezFT74LC2dhueEGa3B77q4rjkk81bHkDJ4NeT1MsKdxNUSWiOV3HtFnS3il8n/q+jK2oBJ/5lzPh5Z/xb0bIn2quGYcLh9NP2SjeI4U2luSQFt/EutD2BuYlpM+Dzzx2aWXKhgS1avfXUt9/0/3NXkFXNWk4FIX1z7Jmd77D8oA2pWnD2ASdzFjzGO+n0138nr6A61fH26V4SzBpmlBcVj8syZAi2kgyKZQNeEdaeBVJ98APKfylzaKT5imkEt9oGNznOoA9OdBGZZgmXOOV99GKG/YdVd/q4C6GUrHtPabzDPpECgtoiXjdGLNverHqxztCK9M7AhEcRwU7f7OlZDeYBtT6atw33IUICnNWwYfOXUt12hMocnKwazUriAedEXDLmk1kpxrdDtu9IzFKN00q5nmbuBWkoPQt3EmSU5JWYQSyNY7bx0E9499Sx1trfIpTYhKZjaND9mp8YKPb445T3Zj2be9Lv92IlWO3R6jAmAGbVSNMMgMWVEeYtZmtUGUOS6KSHdetrt/JyYXd30hL/kLy3PVBqevfqO5JTDJbfgfXoCbnSn1elGI7HfKU9Tpet32AdmTQxyRj04dRvTtnEZ7CP3bh82g2gbHvhsEgnXmXcf0c8hXiNRt+bHge+kEg+r8JXfLbplKz86RBH/H3rOXYrxpBFdYtJ05XLS+HRmQEMTGwKFWaNohiVdf7pdIszukthQYy7Nvj9jYPC9mr6R53fYhBbV4X77ssGz1TcJRUfABnobRZXO/a/JHhMhIV6YxF0vYPee/7p0oHfvWfv/M9UpvrsLZNvrjKl+CDPXLbxtFj31S+rJI06LOa+WmmSatp6S0stEO+khIGlD8me6U0fbhVwao4CtigjezOtRSy1VVzDKxlvGVwsuVkAUscIjUezVjS0IYc4yrAUaBgKz61hTsRExTuIMGtCUYwVJGgCHa0Pmsl08tFzOsiCfYG3GoaPR543tCGUnhTXmtEc+vWgh1xVRORAh9enxdiG3WHPT/hw97sPMZlV7fRS5snzb2QzWvv5xgC4EuenWEIj3xdIMnaxJapUkvTEYq7TptrjsW7ObEoPsB1a/fXdKnOfFeK78l9eZto/+6bgjajz4tSs3G1PvUpEa9eD5XmfT9Jwybz/re8KS25CQeEiSlc0za/yuYipjPWaDUVW05XeD1sejOXWFTFUj7D87dJqx6ik3HhXj9dYeY4vnvB8XRpD8KQzt8ubX5D2vAsG5kJG+iUZCwgkQ6Jk/b8iA+8RKe27R+O8xuuBeZcSKJ7/g4MBNb/U1p5LwW75ufTiV10LbSMkHhpwAdc02RKTcexkV12CwU2V47VMTNYn3s+hfbqh87kAedtxy6xGtiJs426Qf5WvqQ5a5lW1vWBmquxWcukuZfQjur9vNTh1vJ+niUZ2BIVbLW8KUOk4tSAE1gJdWgSLZr90yo/hyOMRNNThIl+xSpyIJxh7FCd4TzOEWy5cVhTmtxFkitfcudLnlLVKvk9+FKDrfNHkKiHxCH8CEsiOCNbYcMX2pD2emgCu2eJBDw/hc8raymuJr3/JSUOqPkpT4WF2EbdYOPL0vLbpS73VbZqCkTBDmnO+XRiOt+PqMiXLEe1ozMi6WDsOUICaFS+Da71b+vfS31fpStT32Ga0vaP+AzdhVL3xxC8OYKwulr7BE4aQRFU7Dvc4q9A1xL1Pl59QqzNr2KL2OEvfFbfJPHv8J8oWCy7VUp506qYfnxqfD+OFfK24NLiLRPURI/U/mZEglN6SX1ekjr5BHLZfNbyinHcAR2jmC7SWbMYWZ69gspqqyulKb391VsJsfDOz6E8jl15cnWOMhaTD3R/jFHuhTulH7pAAx30KdSMlP+ycXeGSiN+oaNRsp+1NL6/dOAXzpU4lMR6j0V5TL6Mgt+ssVShY7pK5yys8btpJ8426g7uQmnxjdLOT6E0DPygiqEmASjLlhZegytGi4vgHwX6enrd0oxRUvpcksl+b0lr/i7lrql8rtgeiFN2fFCZzuEIZdBD2+tIvvdMpsJWuM26P4TKbmgiu3ofBcP0cPPBcHJzhHDzFOHEUbSPyrc7v/zxgc8fHE01IKyRdWvMv74k2edoULSX11i4k1vBjoCLoEXZ6HyP1LuGBEinwEJso+5gmlALUt6ARxqoPK8IVwGDJ3Z9JTU+h4XEV1VufK60/2d+dkZZPGenn1Z0MJF28pioNvCoG/Y7du/tWKNgB4Of9k9FtT/gbTzjvR7GFq96EOuqttdJPZ7Cmu0IUO/jdd2zCLI73Sn1+Rd/W/B7hku0uAQv67kXS2mzqez1fOrIaG6nGza9wobkIAyS2t9uQKQ7bq2/4LTmMUR+5Ta5FpzR0DLWPQWf96w50uZX4Jeft421yDShbJTsp6gzYZMUEnu83mn1ME3ygNx12NwGRUmzxpMXDP2GDW3ueobEuLLx/l7/LLz6gx0xB9enET9QFJs+gopzXHdp1Axp0e/JC0Ia0DEa+XON791OnG3ULUzTasXdSbV36NdSgz41H7/xBcZe+sQkFakb86+Udn5GAjrse5LQpbdJ2VX8n4c04MKRs9bvxBGI2O7wg1v+Ds71gZlY/6TNJTB9gRaaiOo4piOixqjWDG4Jb8JFJiii8rklEo+0uQR17lqoHyUHqEyV4y0fBdrddMihCvV+IbZRt/C6pFnjSFxGTYfuUx0CtQthTegK+dD8Min1S36O7c59rlz/htERLnmL6dqExOHL3u1huMCO4MrPdbLC65Y2/RuBkeHAJqz9XxBvpc3Bvip7hZQ4WDrjZYZUHAXqdbxue58WecsrLGGbQ8peK03pQYdt9K/S/MvQbwx4R2r9f8fttdd7mF7p1zHEremRZEiJg6TWfyB5HjOP76DEd/a75qw3DQfiz+6DTx8UmoT1pDNSGj0DrnOHW/F1ltgoft9WkhcR4aipJ36Ds28q1XKftmfnF1BDk3+H/3JQDF3b7KVU4Xd+weh3CTpnbGfElMN/ZKLgj935jEIb8t1ccouUNtO/8W9yDnlGDV0jO3G2cWyQvpCLZUk6QdnupsqjVQORsYhgKNoj9XySqmpgwC6/m8Vcol3T9W/4MC67g4mCVcL3fFV8d40gBrW0/gPm/c4wqBhZyy3x4GqGo+RvQgRUEY5QdqRBURa9I9iqvplc4Lyl7OzdBVbSXBVNxOG3xDM95RNrwxqbGhRFFTwknn9NDy33xqOq/yxVzxdiG8cGZTn4r5ekSecsRuBaEw7MIiZLM8t/fxNGSBmz+LnV70kgA7tAjjB0Bc4o2vN7Jlmc4Pf8yveTGZlLqDJnr5CaTsCTOTIZytSKe6XUb6FW9X6ONm9N17Vaol7Ha8qbCCZ9yYZpMqW1aDeuRhtftJxevmNqnY3DQ+Eu6cduOF741ogz35eW3orofeAH/mP3/oJzlDNSCo4k1n1o0J/EMGclv4c3lxqPYTDNhE1+G8CUd6Tf/sjPPmrEiYLXgwDQlStN2EiXa3InrkdlWST3QZHQLspV2h10vLo+JC3+A2tmz2foeqR+x7o79H8U7HLXS/KyfjfoC8WsYc2haCfONo4dSjKkhVdjBZd8Gargmlo/ZdksWLu+IiAGfoD1nQ9rn5FWP8jPjcfgyhGaQEtm2a1UdyVV4lseCkaQ1Gg46uPkiyvTS8pyLceLVNpYJWm8Vlcu9BRPEbt9023Z1nktcaDXSqJdXPTc+SQhgYJGw0HAx3XHtSO+F7eIFggTs5ZRbdg/gwq2p1jq8wJ+nzW9pfq8ENs4dsjfKk0dQNycvbBmKpUEFWnB1WxSAxHaRCq1Bgb1fonq1q6pLyn+AAAgAElEQVQv/Pf7qjdBMQxlWfsIMdP5XqnbQ2xUTzaUZjGCeMsbWH2d8TI0g7IsbKu2/If31eV+7LDq0Dqt3ser6fUXOlb9jSEbUW25Jsf3wh6xBrGVjUNg24fSogDBbWiS1HyitONj6YI9fpGgJM0YjYguaYwVtwF6nJZX4G6y8A8k4c4oijwtf+d36ZCkORdjUSlRqT0MoWudYut7UMcGfSa1urz862pzg5Q53+8/Hdma9dVbZrm1fE3xLr6nNHom51pykySDNXTDP1nDfRZ8MZ3YEGcskCZukcISq31ZxyVxNgyjgaQvJLWStEPSZaZpZldxnEeSr3SxyzTNWs0rtRfikximV1r/HAtSZEuI/BWpGOWON1EML/sri2v//0rJl/jv3/iKtPw2SQ74hIM+w5vSNEmgl94mFW71H++MZBeZv4mktzYwnFR3wxKlkIQAxwwn1SXTazlklEL38BSSXLtyqvGyNeBQR7VmFxzdnltMZ6ZF+aY35ayF5pG1lNdb1blCG1HBb3VFzW/hKBfiYxmzdryeYKTNkX49C5HMyJ8PTaHweuCwrnmo/N+NED//fuj3fGdXBlpoOSR5adefNVfa9AJWUFHt8JdtOrYu39WRw+vBInPVAyTJHW6VejxOvG/6N3xJd4HU9o9S90eha9UxTpl4zV6LZZhMbi0upgBSnRWijdrBNKV5l1It9dGi2lwvbXunvEhQokL9fVsKOa2uhmceiFZXS53uln7urXJJdYdboVWFJbK+TWqD3sYIkcav9ftvHy+4C/FCj2jJtNNVD0nrn0YPFNZYKt7NcTFdoHGsf8aitLgZ6JTyOoPXzl1BgjylF59d+1vQJwTHEuNFu6F6xHSkyNf3VanDzTW+tOOVOD8nKcs0zWcNw7hfUrxpmvdVcVyBaZpRlc9QM+yFuB4gfYG04EqoGD0ekzrfB1+wOuRtlhZcxbjuVldJfV/xCwdT3obf5QzH4aLbw1SxHNZAhn0zsJ3J2+g/X1gTjsnbIm1/9/CGNThCrElM4fg5O0Otny0njqBIxusGx/mdMcKSuIXEcawrTyreTwUmfxOJcsEOqWRf9a8lNAF/7EbD4bE16Fu+slAD6mAhPmYxa8frSYBtH0iL/kAy2P/N2tEN9s+Wfh2pars4Zy/i+73gysr3OSOlsSuYUrj0Zuzbmk3EUSemw9G8k6ND2hzoXtnLsars+yoLaMrb0ron4UI2O49pp7FdDv/8JdaE02NsH3lSxKu7mETHx4nv9ght/hPNkT1VUJIBb7wsh86jHHQqvaXS+PXlY3jNEwjpg+PRDlUU1Le6mk7ACmuQiOEkqXSESM0vlNpeL0W1l37syPc3rDFUieMpFlz9dxxrBn2GF3PGIv99Ec3pALe9geLa6ofocsghJV/KOr39fWnETxQIJrWk05s0Go/n2G64huz4hOJYw74kzbWYkSAdv8R5k6QRpmnuMwyjiaRZpml2rOI4O3E+lVGWwwjaXV+wSA38qObxql4Xk/vWPUngDnjLX6Xa/gljREMbQGlIHCwN/Lj8+TKWsEhnLfH/LbiB1OUekt41j1EljmqH3VzJPh3+qE0HVA+HUwenGZoei7ZRhcNGVY8PbcCuOq4b7yOupxTX1V+l8ZRIeSlSxjw42O1uOKRTQR0sxMcsZu14PUnga6n3eo6YqA2yV2NjdbBSFSIpwPVl3Fpp15fS2scqP9YIoXIU113a9BL0B08x+oduD0GPOF7I3YAjRup30KJ6PYcX7Lb3qFwVpSKg7Pm0X3x1OPB6sMda/ZDUaIQ07JsaDz8l4nXuJdLu/0ky6Cy2uvxwnsZGbeATyhnBUC0iWzOD4KzZ5QW/nlI8iQu3S00nSvt/KT+BV5KSL2djmDbb+oNXanaBlD4bWlV4E4o1eyZzd3xfhtrUVPCqC3hd0q5vpYVXsuF2BxSW2lxP4WrLa1bS/Ab+zXMv5NjwxkwRXHYrOqgeT0hT+sDrjmqLvW3TcVCwFl+HmDlpBB7YFSv3NeB4Jc45pmnGBfyebZpmJXKdYRhuSSsluSU9a5rmdzWc80ZJN0pScnLyGTt37jzi12fjOMI02eUtvRnKQ58X2d3WVPHKXAq/K3e91OZa7I5C4qXd30nzf0dltyxbkkHFqPXV5c+Xl4LLx94fVM6eJmkU59n7AxeVllfSstn9jZS3jvOFNaaV7cqn3VMr/2aDKosRjFjGGYnlXEhDHDkiW/Cag+PZ4bvySP5L07mQlabze1k2Lh0V3Tg63Mbo2ppewdEvxHUas3a8noQwvXi37voK95sWF9XucftmSDPP8v8eSNmQA6HRwqsQ2VYa4WtIQ/4nJV+IVmD1I4zMdYTif9z57hq5hUeNgh1Usba/T1x2vZ9pYds/wt2nZD+JcvfHuD4cifAvbS7Xt5w1vK+EgdJZM2t8SL2P16W3+ye01bJqZ+MIsezO8tN1neFM/Bv8afnj0uYyxVGSOvzV//8T0hBKkkypyTgpY6Gl0ynDiu3cZVRfd3zMv4ExHN9HGvg+9Ii6SqDLctHyZCzE/SJ9bsDIa6dlDevi+uAIIU59SXP+FmlKX16Lp1ga8K60+Hqp0VBpxM94Oad+A13MnY8PduurGS5jmoiX909jNkLnO2v9kusscTYMY7qkqkoGf5P0QS2DuqlpmnsNw2gj6VdJo03T3FrxuIqwK1j1EIW7sDA68Cv2L/3fRLleHTyl0trHGcoQmghHssUliB/mXOBPSrOWkgD0e6PyAly8n6Db9Io1TdCHICmyGTQSCWpIi4ulzMVUx/O38PeG/amUhzW21MlrsbAr2C55Cur045FkOXfEk2RHtaYSHdOZYA8cVV4FahPYJypm7Xg9ieAuln4dzbTO0TNr1h8EYqu1QFUJhzT8Z2nuRCpWmSsks4I1ZIfb4OobBvSpNY8wfMEZzka60501d6MOF/kpXDu2vU9buv2fEQPv/BxNhTufNm63h6BGHUnCXLBDWnQd1laBiEiWLqg58azX8RqYNCcOY9hGHTiN2KgGnlKGgeRusGYWGBR3LkitvOYtul7a9i7dy4ZD/ENAYnsgNpdXiu+Ng4zPsq7HU1I3S4TvKkA7tOr+APG9OF9cD6iE0e1Zn8Ka8PzBMVAlDCfn95RYxaEsNqZFqRZlcbO1fgacN7YrWqi9P/F7TCeSaCOIsezb3iWBPuNlillTB0iFu0n8e/1D2vI6nd5zl+FpveU1Hmt6oHsmDuWz8xSzoc1YKPX+Jxv2w8BJRdWo8Jj3Jf1gmubXhzq/vRDXU5hevugr75PkgEfY/s81c+KyVkiL/wgnsek4gqEknak/RgiLYcrrEP/7vVZeWOiDp1Ta8RkUkIIa1oyYLtAiGvSFF7VnMlZVMrk4JA5jZ5swiAAvy8KFoDQdda8rF3qKO58g9zlvGBa9IyicnXBwHMlxRFPLJzoJP+rCnVxYclZTvctaxkVn+A9Y6dWA49X6rfCY91WLmLXj9SRDSRo2da58WrG1HYG86u/Suieqv7/l1dLOj5gkt/1DNqKBCG8mDf5CamRRIXI3QpPY8aloG5+PSCdp5JHxZE0TXuSmF6EQGMEMf4nvze/7pxGHyZdJne+q2W++JuRulJb82Wp5m5KC0Fv4NufxfaSxy2o8Rb2O1xljKIAYhjR2FTQzG8cWeZuwafOU+TuS3R+Xuj9c/riybCgbJekUfnLXsR4Fx7JmZS1lHQ5vgpDON7xo3Ory/4+eMgTF6XP5PXEYplW566q2az0UnGFQJ2K7koA36Av90JXLREBvCQ4gQVHS1rdJeNPnWMNznuY1zj7fn2AnX8rrSJ/DcJedn0MHk3D2Gfo1+qPpI3j/PopLz6eZcnyYOF6J8z8lZQYIFxqYpnlvhWPiJRWZpllqGEaCpIWSzjdNszqT3oOwF+J6joLt1nSuaewC+71Rs9+rbzjBmkdIRLs8KDUdL809n51tnxekza+RXLe4hOS6Ov5k7nq4zqnf+xc6R6jlxxzACQuJl+J6S9FtqDYX70d8WLSL+w0HiXZcD7jKMZ3xyY1qXVlRbprsokvTOU/xXpS9hTuwCyvYwr8+71zDQQstvjcXuxaXSHE1C5XqYCE+ZjFrx+tJiLxNJM9hjaQx81lkaoOF10J78MEIKu/5HGRN4Ry3Ttr+AZzfijqC+N7Yu7W4gFgp3I31W8pbbEaj2kitr5Fa/Z8U3fbQr8mVJ+38kk159nKShMZnk8zu/YnFOSKZyna7G47MJcNdRPK97hkpb4P1XqPYUBfv9X0YaBeajcMLugbU63jNWCxNHcSY7b6vHOlbsHG48Al8fXCEShdn4t8ciD0/SrMn8HPb6+mwSFLr66X89ZbozrAGfjio3gbHSePXIMLzwZUv/TLA/30/832pzTWWXesOaIYl6SSm7iJBazRIkn3i+fAmOEyFN668GU6bI80ch0tV53vpAM06h+OL90Lr7HQ7x668nw5SUBSvsfE5dD36/Zfv4/Z3OS6ytTTyFyrds8bz3pzhuOT0fIrBTEeA45U4N5T0paRkSbskXWqaZpZhGH0l/ck0zT8ahjFI0n/Fp+2Q9JJpmu/U5vz2QnwKwDThGa64i11yx79K3R8h4KpDUSrc5V1fwU3uch80jIIUuE5Fu0iKneEMK2h7ffWVK9MLt3n9cyy2ByehWQNKvGVii+2QVM1YbcPwV5UDYThJKAyH38quKq60I8Q/6CQoyvK6dXAhKd4vlaZZLafXpA5/runTrIuF+JjFrB2vJynS5jKlrGFfpgvW1mv51zHS/uk6aD/nU+gHIqQhU85MD8eX7Kt8Hmc44t+m46TGZ0khidKe76g4HbDoD/F9GPrQdDyuAD5KgLtY2vcLwsTU72jF+lrH+VuJoaBouKCtr4a/fLgcTdNLVXn7R3SsDtK9nKp0TWg0mg1w0S54pCN/rPHU9TpeF11L4WHillq7/tioIyy6FvqRD/G9ibOKk20XXsP3VqbU/BIp1WoyjJgqbXjW6hgEE5/OCKiHEcnS2fPLJ88l6STPhdv5fcA7jJs/Gng9iJTXPMLr841o/6EzHVsZ0qAP8ZqW/JMqQxuRCHf7u7TyXtb3olSuA5LUoB/TEdNmY+VnBJMwy6y6On8YsAeg2Di5UJoprXyAxTKsEa2U1tfUvMgdmInvc84aqeEAOFU5q6Rez6ISXnITwZMwUOr3OoboNcHjlra/x2vIWl711D9nJLZVsV2gVnhd/oEo7nyLolHEAu4t42a6/a01r6uaaYKyEu3ggES7VAerdI4w+N3tbqjxLdT7gQo2Tgx2fongtsVF0uAva5dcmqZfue5T+1c3fCiiBVZYeRuYwBeI4HierzSD38MaM8o6tjPVqvwttJZz13F/UAx6B28J1S7TzQZV8sdWZEupybkk2k3GHP7gFa9X2j8Ve7oD0ypbRzoj0B7krCTWQxtxndkzSQc3EtEdpImbanyaeh2vnlL+T46U6mLjyOEukn7uZ1WBrXhrNEIaPhlBug9ludJPPdiwBsVIckhl6RR8xq/DYWfXF3ClvS7ul4GQffSM8vSt4gPSL/393dbez0N1OhIU7sJ2Nn0uG9uQOGncGmnm2VLmbxSSRvzknzh5YBYb77BGVKF7PI2DT3wvkvpCiy+dNIrN/9Z3WP8jkqmKS3UyDdFOnG2cnMhcKi27DfJ+fC/sopqMqf54rwfhwOqHWUTDm+En2vYGnDZ2fm5Vs7Okdn9iwEFt2tFel7RvOu3o/TPKT/0LhOFkEY+wHDNCYmk7O8Isf2kjYIpgkeXSkYM3Z2matfAHVK0MB1X02K6WYCKZRbosm4pbZMsaX3a9XohtnFhsfElafgcK9L6v1E7oZZoMXSjczqbS41PF1zC90xFiWTf6vvdWotloBJSngq1QSAp3VnaWqQ6OcKaNxnaWGp7JJjk0kUpoUBRVbUeQRcVyk3i484mrknQSi8LdXH9yVhGXFbtDzkhisNXV6ClSLWOKhv0RbLnzyx8fFCVdVuFvFWDHq40jRt4mNq4enwDXYMM54kcSTB/S5sLxNRz4GPtGb0e1k8Yul9Y9Bf0hsGPkox+NnFqe81ySJk0d7B9x3eZ6qf/rhx6m5ENFd62EQWxQR0yh65s206p4L/BPD85dDyXIGQ71ov3N0u6vOZcr1yowCT70qBn4WK9/Fj52xkKuId0ekXo8egQfcnnYibONkxemKe38AkVv4U44Tz2f9O8+q4KrAFHA+uf8C1iDfkxIMwzsr7b8h113t4cRHzlDa/+aCrZJ+3+lgn3g1wA+YwAOUjMMa/K3lTz4KslBEdbglCh22MGxXJyCoki0DYOqefFeEpH8reUXY9/40RpgL8Q2jgor7pE2PH94LU3TK33ThI1gSLzfSjFwIXZGQsVI/ZbENTiW5LW2iXFwPCLaqLZSdEeuBaENaNHmbcBnOn8TuonqOjq1hsHr87rYCES3k7o+hJgw5b9U6TxFkoKl0Dg0C4GPlYnId8wcNr81PZMdrzaOBru/leZadpLhyVSTw5tJI36gM+rD6kf9HutxPdkcSnRkhk2C9rjwWsm0aEjOCCrB3lJp+PeI4X0oy5WmD/efI76PNPSrQ4uLiw9IS/8CNTJhEBazv92Ar3T2MjpLEckMXPGNtS9KJVF35bMWNh4tFaYS6we1QE423COmkJDv/h9Wk3smE5sd75DOeOGIP+JA2ImzjZMfnlKEPuueoo3bZCy2UYmDqn9MWba04V/cvCVcAPq+iqo+dz3V532/ULnt/jjCoyPxpSzNwsoneyVtpNw18JF9u98jRVAU1evIVrzG8MZUxLKWSH1elhJr2DzIXohtHCVMLzzC7R/iTtO+Zk79QXjKpG+S6KaENOQ8ruzyXs/OKAal7P4CAWBBinW/S5Wq08EN4CS3vZYFOTi6dq/D66F6XLTH8kTPspxtSkmEvW7GCRfuwqquIIXkPigKupfhQDTlzuf3zvfAj94/XVp2u5RvTSWtKIZ0RkuegA37qKn+iac1wI5XG0eNFfdLG/7Bz/3eoPvqLZMGf+YfHOb1MEDFN5o6ONaaTyAGh5zxopSzDv/jPEszGtqIwk7RbmnA21Lrq/zP6XVJs8/D71mSHBHSGf+S2t1YWU/k0zEtvwNKY4/HSJZ/7kMXqCSd5Dc4Whq/QQpP4nGlmfhRF+zknBHNqWznrLaeM5TfQxN5r7/dAHWoxzNcv/LWSS0ulYZ+WWcftZ0426g/cBVIm1+RNv6LYGo0HP/FpuOqF/2V5Ugr7oWvLBOVbbeHsa1Ln4c6N3s5bhXdHqaa5BvdfTRwl0oZC7DHyVnHLrrYWsSrbF07qHw7gq3F2Esi4S5WpVZx14eknjXYgMleiG3UAbwuac6FOFEM+kRqdUXtHleWK33XHCFOcBzJaHGqxX/2SvKwQJ41Bz5w5mLEdru/4biqENxQ6nQbC/LhTBg0TdrK+ZvQQGSvwNYxZw2JsuGgUtZwAK8tYyEtbEcIFlcdbuG+3HVcR/ZN0UFKiQ9GkBTZRirYTMfIWyK1/r3U/y1/vPvazdXAjlcbRw3TK/3Yjc6LI0wav1qaeykJZtcHpO6Psr4UHyBZLcsJoHdY8A2v8ZQwaCXldf4eFAWlI2clIvweT5UvNP32ZynlDR3stCQMxqe9ofWVzl0vLb0FPVLCQESFEcnSlF6WJaxJDBXuYLPZeDSPK8uF05y9CqGvp4jl05XN/Y1G4m4lk/V71YPE9Jnv43iTuQjB5LnLakc5K9jO5riONER24mzj5IG7UEp5U9r4Irvg6A5QLlr/vvrqTt4WBAc+gUBQrNTmah5TuBOz9Nx1XBy63EuV63CFRLWB10XbqSjVmhKYSXXcXWhNb3Kx0BdsJdl25fpbUI3HcGvQ+5D8bHshtlEncBfjkZ4+Xxr6jdR8Yu0eV7RHmtwewZwzgu5J/iaxsAZJsqgZ7W5CQS+R5Gb+hk977trqzx3WxG/7GBRlcZatQQvuQqrLJWlsVAt3Wkp6CyENELE16MfPpRkMUcqyvo8NzoC73PoqYqxwFz7zOz9XJb62I8yf+HvLsNoq2k2C0vVhaceH0rI7pKTh0rBqh+BKsuPVRh2hLEf6uqEkL2vFsO8Qzm99Gw7+gHfhKmcuoYprBFtT+nwbQUMa8qV//sGWt6QlN/rPH9kGAV7SSCiDvqqwJG14gU6u5O/ENLsAusWuL6F89HqG7u72T3DCcOdLkW25rmx6qbxFnKuA6njGYjQ+hTv9rzMoRhrwJptZdz52k7u+IK4HvC0t+YuUMZ+u13kph+76uArwkN/wLzbN52+vcY21E2cb9RdeF5ysTa+ws3SGY2XT5hoERhWpF54Sdr1b35FCk1hgTReey8mXsZDu+JCKVFgjFvV2Nx2yWnT078NDpWvP91TdCraya04ahQl8i4sI/OJ90r5pUtNzy4s+qoC9ENuoM7jypBlnUbka/r3U5OzaPS53PaIlbymbv+j2VnWoAkKTpHOWSFEt+N30SqseYiGL7iSVZfidNmqC4bR0Aw2k0ATiNqwxP/u81Iv2UDXLWmqNEjZIKJpfQJzFdGBTm/qTtOkFK9mvAEcoXa70+fC5G5/LccWpJCaJg6Xf/oTYKXEo1bWY9jW/dDtebdQVVj5I7EjQEzvcjFvO0r9AV+p8L1XjPZOlBVcSM4GbSyOYqm/SCH4/SAEJ0OqYphQSIw14D/91H3Z+Ic2/0tL3BIjdQxpJyRfxPHsm++khLS5BrD/rHGJq2HesfWW5JM2Zv5HIBlIfG4+RznhVmjmGolNIHBvWjncwcXT2RHjXhgNrvpo0UV6PtO09y1RgP5vmXs/UWYfITpxtnNzIWoZl1M5PWejDmzI2O/kSBAiB9Iut7yEeCIqGspGzEsWxTCmqPUr8ot0EreGQmk1ANdz03Nqrhg+For20hPb9zAJbmskuvfFoFvDmF7JjT59vCRFn+m24Bn5UnmdWBeyF2EadojRLmjGKBHH4j1LjUbV7XPpClPw+fnNEK6loR8ABAbSH9tYADR/tavvH8BVDE6QezzJA5cB0VevSEXhOw1G9jWRsF1wFYjqyQJZlS3mbLa3CKjxsy8FXaXYSn7nrSZIbDZdaXCateZhEYfBX0L5W/53n7/XsoSeh+p7BjlcbdQVXnvR1gt8W8qw5UqMhcIiX34GbRXgTqevfpNJsvr/OMGsjKR4TFCmNngnVwvRKU3qzcQ6KsZLsAKpSeBOp+UWWCNEkbrOWWHdWoDVJfteduJ64Xq16UAqNl3o+gyB+33S6QIGCYWc43as210kdbiWpduVBi4pIls58Dy3QzHP9Ljy9/kH3uCqYJgn8qgeI54RBDE6TpD0/4bxRA7XDTpxtnFpwF0t7f2Bs794p7FRDGkhNzmGnmjSSAMtdh19t7nqEP+3+JO3/RUqdhMjPW0oiG5bEwuop4jwtf0d1OnFo7cWEpokbR8ZCeNVps/2Vt7BGTD1KHIQIo2AL3tGZv/lpJc4IqliNz6LaF9fjkIuxvRDbqHOUpEszRvJdHv5D7ZPn/dOZCGa6xbj6eIujaA0OKSccjJQGvge/WCIW5l7Egtr7BSpUW/4Dn7JiFdoRLMmwhhUdJUIaUDFz5XLOuJ5UpEr2Y3PX/VF8bJf8BbeNHo8zxCF7pdR0AoLKSKuC7ik9pHOPHa826hRLbiFOJDokEzZJUZaFafpCaeU9FGVCGzHdNnOxyg/ycVDJHTOXjWbeJnygTS8ivLDGUs4KEmx3YRUvwAcDmpYRRLwcjtONL5lvOIDX1+YPUrMLpQWXE1MyGZTW4wl43bPGE/vuQrzbh0+qWqC4fxoV5szfoHn2fJpiladE+rYpwubxG6XY6ifW24mzjVMXrnycM/ZM5t+SA/w9ojnt2bge8Kf2TeHngR8x6ttdxPjPtFnSgdlUsyvaZTlCaD036EvlKaoNFxrTyyJfsI1gzlnHTt2Vw+Oc4QgUwxI5R2kWin5f60oisW/YnwtG4hDEDc6Qw3rr9kJs45igJE2aMZrv7LDva/ZWD0TqZISGjiBrUxpc2aousDoV3hRngGYT2LguvIYNcfMLpQFvITpMmyltfR9rO0+R3+rxcOztnJbdlafY4iwPQL3vq4qHNeE64ikgzrs+CA1sxd0IlRuNJEHe/iGvuc9LXBcyF1mb5DlYffV/vcaXYcerjTpF7kbpx846GFPBcfB2fVxf06SAs+F5xL/VCdbDGlGxjmkP/3fF3dYAFY8U14uENjAZDo6F3tj698Tt/MtZ2wZ/wb8Lr6ZCnTiCeHbloisKS2A9zFrKS2k6Fo/muF50hFteJZmlUDMlKsT9Xme93vW1tPD3JPSmmw30ucvLT7E0vYweX/cUrzmiBRMH21zD8aZJZyx9DgPXBr5f48drJ842Tg+YJoKjtDksaJlLLDVvBUS1pboblsRFJiiaxb3kAEKhgu2I9soyjq6y5QihxRTVmoU2pjOijbgeVYsS3IUMV8hdR+XZVunbOFEoSZd+PYuuyZAvpebn1+5xqZOkuZewuJYbJGRQFYvr5hfp+RCSIHW5GxpHypu0VkMbSWe+6+dae0rYGKd+L+390b9BDm+GW05UayvWWkpyspHNWEDlTR6OCW/K0BO3NRnQES55i4n9FpdIne4gqS5Jp1N1YCaLd84qku7YHryH3NX8LlG1DoriuCGf1fjR2PFqo84xcxxrnW8GQFgThHIVx3EXpeJqs+llBLUVYQRhi+p1W9MCA6gXvupz7lo2ocHRxF9EC2gYTcdKi2+kOi0HfONhk6TF16PpGfIl8bX1beiT4S3gVm97l4S6IIVuT+56NsPB8cR+8/MlmXR5Vj9MF8gRTBV5zDy/m4e7GGrKphc5R2RLNr+trynfBVr5N2n902wULkg9JCXTTpxtnL4oy5Fy1pKMZq9iB1y0m8qVVIuqlZMJgb6pgO7C8o8JaUACHtbI+rcJCW94M9TIzjD/Y72lliNADqLF4v2WK8AuEvzAQSuDPoVk3yUAACAASURBVD2kNZi9ENs4pijNwm0jaxn8wtZX1+5xqZOleZew2Jam+5NMiYR40CcsdNs/lhTY1jXYVDabiACpYAsLc+9/WjFowTSxmjswA91C+rwKg0ksOELxpvUUW5zNCo4ZIQlS45G4ZshBTOasJTH3llY+PigabURsdxLu9EV4PQfHQAXr9lCNH4sdrzbqHPumwgWObIWw3FtKt3X8Zik4vOrHbHie4UcV4QijuxSaQHxGd+S8eyczV6HzXSTeeyazWQxNZHiXxM++GGx8Dol76rdS3//gsLHkT7jWJI2hE7vzU+iJFa3y2t4IBcrhhN+86FrE9K3+j+fY9BLi3LbXQi1JeYuJv6WZJN+d75FaXlY5Kd7+MZVwiYmDtaCg2YmzDRuBSP2enW/RHnalXe5lF+21hBaGk51qUDSJb6CAwDS5WGSvYvHO30x1umg3ifAhRU0BcITQ0opsCbUjuj1jhGO7UhU/hNe0vRDbOOZw5UtzLmCCZu/nWTxrg/0zpDnn+6tVmYv894U0lC7YJcmQdnwsrX1GKtpe+Rw+iocRQnUptit/85ZAJylKZbDJwcXXwYLtdR3lcKKAiYAtLmb0dlR74nzHx1LqN1TA43vRslaQFBrr52xXd1Y7Xm3UNUxT+rGrJBPxa0RT4iK8mTR+Pa4YVWHbh9Kia1RpcxiagGAw8zcqxj2fheO88l42oj2fgla4/lmqyb4JulXFW2gC61veZkuHlCi5sio4cTRgwxrZWhr4IQJHifV13qUUlHo/Dw1l8XWs1w36EoeZi3nu5hfgxd5oWNViv7S5UM9MD/FcyyEpduJsw0ZFuPKlNY+xgw6KpFrU4dbDG81dEV635dlsTTDzFFrJuBAwOMJY2EPiGFccHFc7w/ZqYC/ENo4LPKXSgqvgI3a4VerzYu1Esxm/SbMnSPJKne+T1j4RMFbeSTu32ThiIH8rFlu7v5I1w16HtQn1wRHK4wIpVoaTxb7NdXg4+85rONkYmx5pyc14wkq0oHs8wcSzjPm8793/I1kPjqMT1OZaqB7zLsGFJKyxdNG+Gl+aHa82jgm2/JeKbvLl0q7PoTRkLiIpHbe6esrfxpdw4JBULt6cEdKoX6WNz0up38F/Dk2QfrsRTVBsV6n1tbjf7PvZ/9iwxvxbckDlRIjOcCgZxfugP0pMFpU1AKzj7QhxgyLgKW9+Fe/m0AbSwI/ZsC69mXXalc9zxHWHY93qqpqHJeVtkaaeyfXANKWJG6nI1wJ24mzDRnXI3SAtvwvxYGRLqdsjtKTrYrLgMYa9ENs4bvB6GBKy8V8I4QZ/CkXhUMhPkWaOhTfZ91WEtJtf9t8f1kTqeAuCwNjOTDxLeRNHjeK9tITDW7IZLa0pMXXyehxOqFCmm3jucKvU/k9+j+dAuIuYPLbhORbW4Dimr4UmWjaSUxA/OcN5z62uxIfWXSQt+D9rwqAQNw3+vEaFvmTHq41jBHexNCkZsXl+CtXdhMHQIRxh0qhp/kpuIEwTYd+ur0kmi3aVv7/b49L294ils+ZA3dryCjQqT7EkA61Qd8vxYtWDfoG8pHIJtack4D7LBSP5UqnnkzjWeN3oD5bdhs1dZGuq1dkr/R2l+N5Ul5MvwQXkUCjNlKYO5JrizsMKr+v9tf5Y7cTZho1DYd80RElZy6BMdLmf3exhOl0cT9gLsY3jji2vS0tvxeJp2KRDDv2QxII77zI4yR1uYYjB1AGVreYiWyEaatBPiukC/WnvD3CO3YXY2IU2shZ4U2rYjwW2YCveyqYH0W3zi1DSJwyq3NExTcR+KW9L296xfG2diHbdxfCqJTQLTc5FoNTkHBLvsnxp+V9x1zA9DHU58x0qe84Qq5pdPex4tXHMsPpRae1j6AcWXMVmMTSBLo8MqddzCHArwpUn/dyXSm7vf0qb/1OeVlUVojsSe0W7rdkIXpWrWPssXk0P1o4V4QxDPOwMt6zliiok3KJzFNuF2DZF8p/Qv/afh6eEMd4ZvxHLwZHS2NWHtZ7bibMNG7WBadKaWvsEgxLCm7LQt70BK52TDPZCbOOE4MBM+IdeF6LBFhcd+jFet1WxfoHEePBn0vK7pT0BY6p9FlgVPWODIiUZUEaqEvMawVSXE4fChQ6JDxDluiVXIe4gmQvhTlZcpCUS7oYDGZ2dNAr+ss8ftjRLWvWwtPUtnt8ZAZWj2QRa3Xt/kuL7SGOX1fgR2PFq45ihJE36LpkNozMSh4mRU7GCm38FcZA4jKmggUJbScpeTWU2vqc0+lc2kDPHSVlVJNCh/8/eecfXdP9//HkSiRAjRGLFrhGbIEWtUrWqalVLldLqoFS11VLVmlWUolUUHTGKb8vPrL333juILUYkkf3+/fGJnXEj995zk3yej8d9uONzzud9j/vKeZ/PeQ9vpZW4aHXh+6iWnONDLeIint4uU3YVpmW4gqefWpwSgYjLaqU5+rZqWOT7qbrgdc2tqvrcPalsyuNv+bGQOHXxcG42FH5dtelu8J/lZTXjsYvjbBhGO2Aw4AvUEJEEVWgYRhNgPCoIZpqIjLRk/1rYGrshomK3jo1Vt2ydXFU5nRJdVU1XS5ui2JjUnohtqVmt13RO2Dm1ihy8Q11cVh4FmRLJ4n+UC/+Dbe+o1Si/cXD3jCoR9RhOKmzDvZg6gbrkUAtaRiaVxOvkolaUwi+qFaXQkylouuCEWsJygoLNVfvd3FVUjfYnV6dDjqtSWIEB8UmKLqpLYMEW8c0Vtj8cW7Qj1PoryZm1XjU2ZUcPOPM7ND8K65upSjLNDqrQpVV11Qqxs5uqjVy8y+Pbnp+vLoaLdYbnZyotXF2vchQebdXtklslIDq5quZdUTdVqJLvFyp+OXiHWny6n8vg6Q+1/4ZshVUy/d4vVIiTSw71CA9Sd6+qjlV6BLX6vbaJKltZb3GKHV729Ycj36u24ycmqPCqOvNTfDjt5Tj7otbsfwX6JSRqwzCcgRPAS0AQsBN4Q0SOJLd/LWyNKdw+DKd+Vbdno+88bPNd6DXVuMRa7bmfASuciG2mWa3XDEBslFpFPj5O3Vat+Uey4QqAKr+49W2VaJSvkVqBPjICyIQqT2eo28yRN3hw+9e9qIqFzOqjYpAzuauTd1y0OtHe2qNOzE+WpXPOqmzKXU01U7m1T4Ve1PhVrVIn9J0uLlJJw9c3xb/ppLp+uuRSNt93Clw91Qrfc+/FtyJOGq1XjU0JOQmLS6sww0KvqVXkwq9D7QB1x2fvp3B8AiDqovT5GeoOy30OfgcHv1FtuisNVe/FxajV2/NzLbPhftOjrEVU2Ih37cftCwxQ59P7IRxOrlCsCzz3rtJpzF2VExG8Pb7+swV3sx7l5C+q0+dzPVSVqysrocWxhx0+7xMblWzYhqV6TVU2lIgcjZ8sqWE1gFMiciZ+7BzgVSBZx1mjMQWPclDtJ6gyStWvDJytbtmemKCumPM2UN3G8tRSt3dTU5XDzmjNalKFsyv4/agaIGzrAiv8wbef6tb1ZAOGR3EvDA1XqxPo3i9UnGSBFirkIbOXWiGLvA44q5jnnGVVok/oKXUHKOL64+WvnFyUE5ulgIq9xFDbh5xQt4Cvb1QPI5OqOJCzIpxf8HhIx53DylG+se2JW83xXdkec6LrQaUh4F1HJU2e/EWFgljaJOYZ0XrVJEmOkipx7uQkKPuF0uHBb9SKa7GO4DceSvZUia03d8Lq+qps3XM9oNRHUP5rtQJ8eJgKxyjziUqSrzpGaev4eB5rjJKjvLpgdMoU30H3gDonlh8IhdurFe4zv6tV6Kur1R0cDBUKVX2Sql5zYhKc/R1OT1ErzzFhyqmuNTvlTvOFf2FXT5XIW6CZKodZeaRymmPClTN+dZ1ypsPOQasLT7frfgasEuNsGMY6Er8abgs0EZHu8a/fAvxFpGci+3oPeA+gcOHCfufOnUu1fRpNqokOVSfwS0tVfdv73QmdXFSHsvt1mN2LqMzgzF4qGSJTlvjGK3FqpSwmTK1iR1xXFQTCL6is6LsnoNoEVZcyCawVM2ktzWq9ZmCibqtWvad/Ux38qo5Rd2aSK7cYflGtWgcGKI3ERqhKGrmrw9WVD2u+5vBVt5F9WqrniNKQkSnh0KnoULUSfmSU0plHeeUoh51TTYfiEoiVfpRMOVWjhqhbqgOiS874xMaPVbIRqHjpHT3UCblYZ6j5e5K71HrV2Jybu1WyX+WRUOZTWFVPdfxruk9117zPjR2qgkXwDh7c1XHxULHH4UEq9jhbceVw3l8ddi8KGPFNT5yUTu934UyK+501CzZX1XOeXP2Nug0nflYO+/0KGq651TZ5/FVjk5y+6u9KYqvE17fAmoaqOVH1X+LLYIpyoG/tVY2NJEY5yrmrQb6X1Mp6EuFlVltxNgxjFZBQ0bwBIrIwue1RkWpPkqi3LiJTgCmgbiVZsH+Nxva4ZINCrdQD1Mk/eLtq8X37oPpjdH7e44XeLcHIpP5YZS+pnlsBe2pW6zUD4+oB/tNUg4JdPVW8pGcN1TAhb8PEHeisBVVscKlecGCguiCNjoYrK9R7Eqfu8IQcVVVv9n+pylt511HOdU5fVSM2awGVgBR9B07+DMd+VKEe+ZuqCgOGkyo9eXu/0undE2p+J1fASa0yZ86jwq+iw+HaGgi9o+Yo+T0UefPhSTbqNhz4Bk5OVCvdtQKgSNJdPi1F61WTKnL7Kafw2Fgo9bHS1rIqsOl11ab6vuOZpwa8vA0ib6t44HOzIfycWonGAJwg9Iz6fXvVVReRIipZ736N5pgQpb0iHdRdpOi7Kh7ayVXlImQtrMKrspdKOi/ozlE48ZNaua71r+p/cGUV3Niqquo8ID6EK7NnfHMyV2VT1B3198EwlP0rHvF1gxZC7qqqo6DXCyrkytVDXaA7u1nlkCd7phaRRqmcIwh49HLDB7iUyFiNJm2QtSBkbf34raW4aFXw/d5ldZs5+raqChAXpU7iRiblgGfKof4oZcmvSvhY4dbRo2jNauyKdx1oskflBBwcpEpCedZQq18+rRJfMcrjr0pOXduk4p0vLVUnU1dPVVvZOQucmaFCIiKuqu6f5+c9sZP4sAqIv/B0UolI9+stg9pfZk+ltYirKoYzW/H4280nVGJTloJQpo8qR5mr0sNt46JVjemD36hKGyXfh4pDVaMGK6H1qkk15QeqlebT06B0L3h+Omxso5Lm/MY+PjazB1QZoR4R11XHz+AdagHo5g51t+XGVqUZ11zqTmqBpmrbY2NU+NTl5SpnIHfVlNkpouq17+6jwjZeXK1CI0HVTAflFN85onQffl7dmY0MVneR4qLUOTX0lPq74tNarVSf+kWFg9T8XV1kP3rRHn0XdvVW4RpN91jHeRaRVD+AdUC1RD7LBJwBigGuwH6gnCX79fPzE2vh7u6e7JgDBw5I4cKF5eeff37mec6fPy/169eXMmXKSNmyZWXcuHEJjrt165a0adNGSpcuLWXKlJEtW7Y885yajAOwSxxUs9bUq4j9NPssLFu2TEqVKiUlSpSQESNGJDjm3r17Ur16dalYsaKULVtWBg0a9OCzrl27ipeXl5QrV85eJtuHmHsiJyaLLCwuEoDIgnwiuz8VCd4lEheX9LYhp0XWNhMJMNS2AYgsqSSy6Q2RtS1EFpV8+P6jj3meIkuqiKxqKLKqkcjK+iLLqon8W1Rktkv8OENkttsj2xkiy6qL7BsgcmOHSFzs47bExoic+UtkYQk1fmV9keA9KT4cWq+PY4ZeLT0n3ycmJkYqV64szZs3t5OFVmJlXZH/FRSJiVCvd/ZUv91z8y3fR1ycyIHv1HbL/ETuHH/88+vbROZkEQlwUmO2dhEJPWfZvsMvi6x/VW23polIRLDldj3YxyWlyb89RG4dUPauaiDyd06R8CtPf5fz/xP5x0fpfceHIlF3k9y9pXpNrZhfQ13tRgJXgRXx7xcAlj4yrhkq6/c06vaTRfu3t+MsIrJlyxZ5/vnnn3meS5cuye7du0VEJCQkREqWLCmHDx9+alznzp1l6tSpIiISGRkpt27deuY5NRmH1J6IbalZM07EIqnXbEqJiYmR4sWLy+nTpyUyMlIqVqyYoMbj4uLk7l31hzoqKkpq1KghW7duFRGR9evXy+7du9Of43yf2BiRoCUi61o+dF7/l19ky9siJ6coJzQ6LOFtQ06LLK+htpmTRWS2awIOsyEyK5PILOeEnelHH7Mzi/xfWZENbZVTcHG5SOTthOeOuSdy6reHTvqSSiJB/5e8058IWq9PY2+9WnpOvs+YMWPkjTfeSHuO8+WV6jd74hf1OiZCZPnzInOzidw+krJ9XfhXZF5ukTlZRY78IBIT+fCz4D0i873VhegsF6XPHR+I3D2b8L5io0RO/Kyc29muIkfHPn2hagkRN0SWVBCZ6y5yXf0dldMz47/z5MfH3jkRfxGOyJKKD8cng6V6TW1VjX+AfxJ4/1K8kO+/XgosTc1c1iAwMJCmTZvywgsvsGXLFgoWLMjChQvJkuVhsLi3tzeHDx9+5jny589P/vz5AciePTu+vr5cvHiRsmUftosMCQlhw4YNzJw5EwBXV1dcXR23W50m/aA1m3p27NjBc889R/HixQHo0KEDCxcufEzjoCohZMuWDYDo6Giio6MfVEeoW7cugYGBdrPZ7jg5Q8Fm6hF5U5V7u7RUxS+evZ9QZ6ikO7d88bWaXeO7ioWqkAqM+Da/AE4qvCJnWZXtj6ixiOo45uSqytC5easQqBylVVxjZi+VqJRcwmJooEpyPD1FNZbIVRlemKdCsawcSpUStF5TjyXn5PsEBQWxZMkSBgwYwNixY5/63KHJ21Al1x0epmo2O7upWsbLq8KGViq+2TWXZfvyeRWaHVCJsHs/UyEgZb+Com+oGugvb1N1l0PPqLrNp6apkCafViqh1rueiik+N0fZE3o6vrLGzxaVcXyKqNuwprEKraq/BPI8DxE3VLm9PLVUaTtQYR6Hh6tmME5uUGWMynm4vg7O/f102MozYp1spDTEyZMnmT17NlOnTqV9+/YsWLCATp06Pfi8f//+REZGcu7cOYoUeVjzs06dOty9e/ep/Y0ePZpGjRIOUQsMDGTv3r34+z/eAefMmTN4eXnRtWtX9u/fj5+fH+PHj8fd3d1K31KjST/YU7OWcPHiRQoVehhS6uPjw/bt2xMcGxsbi5+fH6dOneKjjz566m9BhiBzbnUiL94lPtnoFNzepxKEwoNUBn9MmCo355QZsviohKcsPqoqQMhxFescekrFJXvVVol5T2bqp5TwS8qhPzcXrq1X7xVoqkpyJZXcqEkSR9ProyR2Tr5Pnz59GDVqVIJ2ODyGARW/U933Tk2D0j1VLs4L81X1iU3tof5Sy/sQZC0I9RfDxSUqVnrb26oaTuF2qvxb/eWwuxdcWqIc5iyFIPAPuLBAJfLFRSlNe1SCuotUE6Fn0VTUbVj7sqoUUvdfyNdQvb/3U+Uo1/g1PhfhV9UBOPIG5KkJbvlVwuTeT9V49yKqpGSm1PtZGc5xLlasGJUrVwbAz8/vsVWf5cuXExYWRvPmzTl8+PBjot64cWOK5gkNDaVNmzaMGzeOHDlyPPZZTEwMe/bsYcKECfj7+9O7d29GjhzJkCFDnv2LaTTpFHtpFqBRo0ZcuXLlqfeHDRvGq6+qmr3qjt7jJFZn19nZmX379nH79m1ee+01Dh06RPny5VNsV7rBMFTt2RwlU7ZdhcFw/m9VPWPfF+qRqzLka6xWn3JVUclGiWXyx0ap6gC3D6jEp2vr1XNQ5SQrDFaOvXvhVHw5DTieXu+T1DkZYPHixXh7e+Pn58e6detSbItDkPdFVdL0yHAo8Y6qre5dB2pMgW1dVfWb6pNT5sAWjK+RfGkZnPntYU8DUCUcXXOpBFsMHhRziQ1/WGEqJhQur1BOtFdtdUfIUqJuqZXm2/vhhQUPkxQv/6eSkUv0gBMTVYWQ6JCHlalubFXJwN71VN+FvA1VtQ8rXQxnOMc5c+aHzSqcnZ25d0/dCoyIiODzzz9n0aJFzJgxg0OHDtGs2YM7YSm6Go6OjqZNmzZ07NiR1q2fLujt4+ODj4/Pg6vetm3bMnKkRV3INZoMhz00e59Vq1Yla4+Pjw8XLlx48DooKIgCBQokuY2Hhwf169dn+fLlGdtxflacXaFYJ/W4e0q1C760VN2SPRpfn9kpM2TJp6poOMWHvsWEqhWoiKs8OKk7Z1XOduWRyiHIWV6vLlsRR9MrJH9OBti8eTOLFi1i6dKlREREEBISQqdOnfjrr6TbqjsUhgEVh6gKGycmQdnP1PvFu6gwhyMjVAWZCoNSvt/7oVfRoaoKx81dqg9B5E21Knxji6okdT8kwyUnBP0DF5eqO0YnJ6l9ueUDj4qQo5TqZpi1oAqpcs2pKunc73tw7wps767afJf5RF347u4LoSfh4nK1r9O/PrQxWwnwbqDKz3m9YFVH+UkynOOcGEOHDqVz584ULVqUChUqsGjRosc+t/RqWETo1q0bvr6+9O3bN8Ex+fLlo1ChQhw/fpzSpUuzevXqBOOtNBpN4lhLsymlevXqnDx5krNnz1KwYEHmzJnDrFmznhp3/fp1XFxc8PDw4N69e6xatYovvvjCJjZlKLI/B+X6q0dsBNzcq7oA3j2hHOTI4Pj4Z9TqVh5/tRqdrQR4VFBx0pbertZYDbP0ask5GWDEiBGMGDECgHXr1jF69Oi05TTfx7uuius9PBye6/4wrrnSMNUI6OA3qhxqyQ+ebf8u2SDfi+rxKLGRqj70kZGwtAIU7wZl+qp5YqPg1j7lXN/ap8Iuzv6hVokt4egP6l+n+xdlMeqf7KVV+b1iXcElic6lVkY7zsDx48dZuXIlmzdvBqBChQoMHz78mfa1efNm/vzzTypUqPDgdtXw4cNp1qwZzZo1Y9q0aRQoUIAJEybQsWNHoqKiKF68ODNmzLDa99Fo0jvW1GxKyZQpExMnTuTll18mNjaWd955h3LlVC3SRzV++fJl3n77bWJjY4mLi6N9+/a0aNECgDfeeIN169Zx48YNfHx8+Pbbb+nWrZtd7E9XOLuBV0310DgsZurV0nNyuqLyCNUE5cj36s4KqNVX/2lqhXjnh8oJLfGO9eZ0zqxWskt0h0PfwZnpKu4430tQ7C0V8pGnxsPxImqFOvziI30PItQdpaOjVWhH+UEquff2flVvOuys2jaHr2r0ktI60lbCKi23bUW1atVk166nOoxqNBkWa7XwtQVarxrN42i9akxjy1twYT60OPF4Im1sBKx/VTUE8Z9mXef5Ue5dgZOTVRWdsMD41tfVVXMkj4qQraiKQ3bOCohq9X1xMRweomKVc5ZTTVliw9Vr7zqqMYpTZmh+WK18WxmrtdzWaDQajUaj0aQhKg1VnTb39YfaAQ/fd3aDuv/AxtawvZsKlyjTx/rzZ8kHFQerVegb21U3z6tr1Ep0TFjS2zplBomBEt1Ugl++RirE5OpaeHGVTZzmlKAdZ41Go9FoNJr0hHsR8O2n6iiX6vl4OFOmrFB3IWzpCHs+gbBzUGV04lVpUoPh9Eg41XcQFwvh5yDsAkReV6EjZ2ZA8DaV1Fft5/g8hEdsuboWjo9X3+N+OToTMa+yu0aj0Wg0Go3GNpTtr6pY7OkDEvf4Z86ZofZcKN0bjo+DDS2VE2trnJxVM6O89dS/x3+EmztU8mKj9ZCrwuNOc9Rt2NoFspeEyt/b3j4L0I6zRqPRaDQaTXrDJRtUGaXKx53+7enPnZzBb5wqH3dlpeoyeGOb7e2KjYKDQ2CFP0TfhQYrodxXT3fpFIGdH6hqIDX/UivlDoB2nDUajUaj0WjSI0U7qRJ1+/qrNtUJUfIDaLRJPV9ZG/Z+DjH3Eh6bWq6uheVV4OAgKNxWtfZ+srTdfQL/Um27K3z7eEUOk9GOs0aj0Wg0Gk16xDBU3HB0COz7LPFxeWpA0/2q/vLRH2BxGTgb8HSIx7Nycw+sewVWv6iSA+sthtqzIXPuhMeHHFerzV51VMiJA6EdZ41Go9FoNJr0ikc58P0MzsxU7aoTwzUn+E+Bhusgsyds7QRLyqkwj+jQlM8bFw0X/oU1L8NyP7i+QdWVbn5U1XVOjJh7sKm9qgBSe5ZtkhZTga6qodFoNBqNRpOeqTBItcDe/i40PwQu2RMfm7ceNNkF5+aqJirbu8Ouj8GnJeRrDF61VSfOJx1aiYPQM6r83JWVcGmxam6SpQBUGqFCQlxzJm2nCOzqCbcPQL0lkNUn9d/dymjHWaPRaDQajSY94+wG/tNVDPOevuA/NenxhhMUfQOKdIDrm1WL7IsLVcwxqFrLWfKBiwcQp8IvwoMetrt3zQUFmkPh9lCgKThZ6G6enqpqPZcbAAWbPfPXtSWpcpwNw2gHDAZ8gRoikmAbIsMwAoG7QCwQ46idlDSa9I7WrEaTdtB61VgVr5pQ9gs4MhIKNINCryW/jWGA9wvqIb/CnUNwc7fq4nfvimqVbTirDoCFC0G258Czuur8Z6mzfJ/rW2BXL8j/skoIdFBSu+J8CGgN/GrB2AYikkhKp0ajsRNasxpN2kHrVWNdKnyrwii2d1cObkpCIQwDPCqoh7UJDYQNrSBrYajleHHNj5Kq5EAROSoix61ljEajsS1asxpN2kHrVWN1nF2VYxoXBRvbQmyk2RapJifrW6hkwvqLE6+04SDYq6qGAP8ZhrHbMIz37DSnRqN5drRmNZq0g9arxnJylILnZ0DwdtVy20xiI2DDq3D3BNSZDzlKm2uPBSQbqmEYxiogXwIfDRCRhRbOU1tELhmG4Q2sNAzjmIhsSGS+94D7wg81DCO5q+08gKPcnnIkW0Dbkxxp0Z4iye3EnppN43oFx7LHkWwBbU9yaL3aH21P0jyDPb/EPxzBlka2sOM+VtErgCEiqbbGMIx1QL/Ex8ezsAAAIABJREFUEheeGDsYCBWR0ameWO1vl6MkQjiSLaDtSY6MbI9Zms3Ixzw5HMkW0PYkh9ar/dH2JI0j2eNItoB17bF5qIZhGO6GYWS//xxojEp40Gg0DojWrEaTdtB61WjsS6ocZ8MwXjMMIwioCSwxDGNF/PsFDMNYGj8sL7DJMIz9wA5giYgsT828Go3m2dCa1WjSDlqvGo3jkapydCLyD/BPAu9fAprFPz8DVErNPMkwxYb7TimOZAtoe5Ijw9njAJrNcMc8BTiSLaDtSQ6tV/uj7UkaR7LHkWwBK9pjlRhnjUaj0Wg0Go0mvWOvcnQajUaj0Wg0Gk2aJk04zoZhNDEM47hhGKcMw+ifwOeZDcOYG//5dsMwippsT1/DMI4YhnHAMIzVhmFYVOLEVvY8Mq6tYRhiGIZNM10tsccwjPbxx+iwYRizzLTHMIzChmGsNQxjb/z/WTMb2jLdMIxrhmEkmLxjKH6Kt/WAYRhVbWWLLXEkzWq9pt4erVetV32OdQzNar0maYt99CoiDv0AnIHTQHHAFdgPlH1izIfA5PjnHYC5JtvTAMga//wDs+2JH5cd2ABsA6qZfHxKAnuBXPGvvU22ZwrwQfzzskCgDe2pC1QFDiXyeTNgGWAAzwPbbWWLycfcLprVerXK8dF61XrV51gH0KzWa7L22EWvaWHFuQZwSkTOiEgUMAd49YkxrwK/xz+fDzQ0DMMwyx4RWSsi4fEvtwEpaAZvfXviGQKMAiJsaIul9rwLTBKRWwAics1kewTIEf88J3DJVsaIakpwM4khrwJ/iGIb4GEYRn5b2WMjHEmzWq+pt0frNXG0Xk2wJwNrVus1Ceyl17TgOBcELjzyOij+vQTHiEgMcAfwNNGeR+mGusKxFcnaYxhGFaCQiCy2oR0W2wOUAkoZhrHZMIxthmE0MdmewUAnQ5V9Wgr0sqE9yZHS35cj4kia1XpNpT1ovSaF1qs59jxKRtKs1mvqsIpeU1WOzk4kdFX7ZCkQS8ZYC4vnMgyjE1ANqGcjW5K1xzAMJ+BHoIsNbbDYnngyoW4n1UetFGw0DKO8iNw2yZ43gJkiMsYwjJrAn/H2xNnAnuSw52/ZVjiSZrVeU2FPPFqviaP1an20Zp/Rlni0XhPHKr/jtLDiHAQUeuS1D08v9T8YYxhGJtTtgKSW621tD4ZhNAIGAC1FJNJGtlhiT3agPLDOMIxAVFzPIhsmL1j6/7VQRKJF5CxwHCV0s+zpBvwNICJbATdUX3szsOj35eA4kma1XlNnz/0xWq8Jo/Vqjj0ZVbNar6nDOnq1dnC2tR+oq6czQDEeBp+Xe2LMRzyeuPC3yfZUQQXMl3SE4/PE+HXYNtnIkuPTBPg9/nke1K0TTxPtWQZ0iX/uGy8kw4bHqCiJJy805/HkhR22/g2ZdMztolmtV6scH61XrVd9jnUAzWq9WmSTzfVq0x+cFQ9EM+BEvFAGxL/3HepKE9QVzDzgFKrlaHGT7VkFXAX2xT8WmWnPE2NtJuoUHB8DGAscAQ4CHUy2pyywOV70+4DGNrRlNnAZiEZd/XYD3gfef+TYTIq39aCt/69MPOZ206zWa6qPj9ar1qs+xzqIZrVek7TFLnrVnQM1Go1Go9FoNBoLSAsxzhqNRqPRaDQajelox1mj0Wg0Go1Go7EA7ThrNBqNRqPRaDQWoB1njUaj0Wg0Go3GArTjrNFoNBqNRqPRWIB2nDUajUaj0Wg0GgvQjrNGo9FoNBqNRmMB2nHWaDQajUaj0WgsQDvOGo1Go9FoNBqNBWjHWaPRaDQajUajsQCrOM6GYUw3DOOaYRiHEvm8vmEYdwzD2Bf/GGSNeTUaTcrRetVo0g5arxqNY5HJSvuZCUwE/khizEYRaWGl+TQazbMzE61XjSatMBOtV43GYbDKirOIbABuWmNfGo3Gtmi9ajRpB61XjcaxsGeMc03DMPYbhrHMMIxydpxXo9GkHK1XjSbtoPWq0dgJa4VqJMceoIiIhBqG0Qz4FyiZ0EDDMN4D3gNwd3f3K1OmjJ1M1Ggcn927d98QES8bT6P1qtFYAa1XjSbtYKleDRGxyoSGYRQFFotIeQvGBgLVRORGUuOqVasmu3btsop9Gk16wDCM3SJSzQr7KYrWq0ZjU7ReNZq0g6V6tUuohmEY+QzDMOKf14ifN9gec2s0mpSh9arRpB20XjUa+2KVUA3DMGYD9YE8hmEEAd8ALgAiMhloC3xgGEYMcA/oINZa6tZoNClC61WjSTtovWo0joVVHGcReSOZzyeiyuloNBqT0XrVaNIOWq8ajWNhr+RATQYmOjqaoKAgIiIizDYlzeDm5oaPjw8uLi5mm6LJYGi9phytV42ZaM2mjNTqVTvOGpsTFBRE9uzZKVq0KPGheJokEBGCg4MJCgqiWLFiZpujyWBovaYMrVeN2WjNWo419GrPOs6aDEpERASenp5a0BZiGAaenp569UBjClqvKUPrVWM2WrOWYw29asdZYxe0oFOGPl4aM9G/v5Shj5fGbPRv0HJSe6y046zRaDQajUaj0ViAdpw1Go1Go9FoNBoL0I6zJkNTq1atZMfcu3ePevXqERsby4ULF2jQoAG+vr6UK1eO8ePHP9O8UVFR1K1bl5iYmGfaXqPJiGi9ajRpi/SoWe04azI0W7ZsSXbM9OnTad26Nc7OzmTKlIkxY8Zw9OhRtm3bxqRJkzhy5EiK53V1daVhw4bMnTv3WczWaDIkWq8aTdoiPWpWO86aDEFYWBjNmzenUqVKlC9f/oGYsmXLRmBgIL6+vrz77ruUK1eOxo0bc+/evQfbBgQE8OqrrwKQP39+qlatCkD27Nnx9fXl4sWLnDp1Ci8vL4oWLUrlypXJnTs3JUqUICQkhAYNGrBy5UoABg4cyMcffwxAq1atCAgIsOdh0GjSBFqvGk3aIiNpVtdx1tiVPsv7sO/KPqvus3K+yoxrMi7JMcuXL6dAgQIsWbIEgDt37jz2+cmTJ5k9ezZTp06lffv2LFiwgE6dOhEVFcWZM2coWrToU/sMDAxk7969+Pv7kyNHDl544QX69u1LnTp1qF+/PhMmTCBHjhx8++23DBo0iGvXrrF3714WLVoEQPny5dm5c6d1DoJGYwO0XrVeNWkLrVnba1avOGsyBBUqVGDVqlV88cUXbNy4kZw5cz72ebFixahcuTIAfn5+BAYGAnDjxg08PDye2l9oaCht2rRh3Lhx5MiRA4DDhw9Tvnx5AI4dO0bp0qUBqFu3LiLC2LFjmTNnDs7OzgA4Ozvj6urK3bt3bfKdNZq0itarRpO2yEia1SvOGruS3FWrrShVqhS7d+9m6dKlfPnllzRu3JhBgwY9+Dxz5swPnjs7Oz+4jZQlS5anCqVHR0fTpk0bOnbsSOvWrQGV3BAREUGuXLm4cOECnp6euLq6AnDw4EEuX75Mnjx5yJ49+2P7ioyMxM3NzSbfWaNJLVqvWq+atIXWrO01q1ecNRmCS5cukTVrVjp16kS/fv3Ys2ePRdvlypWL2NjYB8IWEbp164avry99+/Z9MO7IkSP4+voCcPTo0QfPL1++TMeOHVm4cCHu7u6sWLHiwTbBwcF4eXnh4uJira+p0aQLtF41mrRFRtKsXnHWZAgOHjzIZ599hpOTEy4uLvzyyy8Wb9u4cWM2bdpEo0aN2Lx5M3/++ScVKlR4cNtp+PDh3Lhx48EtpCxZsrBnzx6OHDlCt27dGDNmDL6+vnz99dd88cUXvPzyywCsXbuWZs2aWf/LajRpHK1XjSZtkaE0KyIO+/Dz8xNN2ufIkSNmm5Aq9uzZI506dbL6fl977TU5duxYop8ndNyAXeIA2kzoofWaPtB6TRitV42jojWbMElpNjV61aEaGk0yVKlShQYNGhAbG2u1fUZFRdGqVasHyQ0ajcY6aL1qNGmLtKZZqzjOhmFMNwzjmmEYhxL53DAM4yfDME4ZhnHAMIyq1phXo7EX77zzzoNMXWvg6upK586drba/lKD1qknvaL1qNGmLtKRZa604zwSaJPF5U6Bk/OM9wPLgF41GY21movWq0aQVZqL1qtE4DFZJDhSRDYZhFE1iyKvAH/ExJNsMw/AwDCO/iFy2xvyOzM17N9l/ZT+nb53m1r1bRMVGkc01G3mz5aWcVzl8vXzJ5KRzNDX2Q+s1caJiozhw9QAng09yOfQyETERZHLKhLe7NyVylaBSvkrkyJzDbDM1GQit18QREU7fOs3R60cJvB1IWHQYcRKHZxZPfHL4UClfJQpmL4hhGGabqklH2MtjKwhceOR1UPx7TwnbMIz3UFfNFC5c2C7GWZvjN44TcDCAhccXcvDqQQRJdKy7izsvlXiJ1mVa07ZsW7K4ZLGjpRpNgmQovd6OuM38I/P5+/DfbDq/iXsx9xIda2BQvWB1WpZqSedKnSmUs5AdLdVoEiRD6TU2LpY1Z9cQcDCA/07/x+XQpK8PCucsTIuSLXizwpvUKlRLO9GaVGMvxzmhX2qC3qSITAGmAFSrVi1xj9MBWRe4jpGbRrLi9AoMDOoVrcd3Db7Dv6A/JT1L4pXVCxdnF+5G3uXS3UscuHqATec3sfjkYv499i+9l/emh18P+tXqh2dWT7O/jibjkiH0euHOBUZvGc20vdMIjw6nZO6SvFv1XeoUqUOZPGXwyeFDlkxZiIqN4nr4dY5eP8rOSztZenIpA9cOZNC6QbQs3ZJBdQdRJX8Vs7+OJuOSIfQaERPB9L3TGbN1DGdunSFn5pw0K9mMekXqUTlfZYrlKkZ21+wYhsHNezc5e+ssey7vYfXZ1czcP5Ofd/1Mee/y9K/dnw7lO+DsZL14Wk3Gwl6OcxDw6NKMD3DJTnPbnOM3jvPpf5+y5OQSvN29GdpgKF2rdKVA9gIJjvfM6olnVk8q5K1Ax4od+Vl+Zv259UzaOYnvN3/PpJ2TGFBnAH1r9sXFWRfb19iddK3X0KhQRm4ayZitY4iJi+HNCm/yUfWPqF6geoKrUZkzZSZ75uwUz1Wc5qWaM7j+YAJvBzJl9xQm75pM1WNVaV+uPWMbj6VgjoImfCNNBidd61VEWHB0AZ+v/Jyzt8/iX9CfEQ1H0LJ0S9wyJdwRrkD2AhTIXoDahWvTy78XYVFhzD40m5+2/0SnfzoxYtMIfmr6Ey8We9HO30aTHrBXObpFQOf47N/ngTvpIf4qJi6GERtHUHFyRTae38ioRqMI7B3IgLoDEnWaE8IwDOoXrc+8dvM4+MFBGhRrQP/V/anyaxV2Xdplw2+Qcfjpp5/w9fUlV65cjBw5EoB///2XI0eOPBgzc+ZMLl16eL7p3r37Y59nINKlXgHWnl1LhV8qMGzjMFr7tuZUr1P83up3ahSskaJbuEU9ijK84XDO9j7LoLqDWHR8EWUmleGXnb+gQk01qUVr1mLSrV4v3b1EyzktaTevHdlcs/Ffp//Y2m0r7cu1x81wgZMn4d9/4eef4bvv4JtvYOhQmDIFli+HixdBBHdXd7pX7c6+9/fxd9u/iYiJoOEfDXn737e5E3HH7K+ZLshQerWk2HNyD2A2Kp4qGnX12w14H3g//nMDmAScBg4C1SzZryMXaA+6EyS1f6stDEbazG0jV+5eser+Fx1bJD5jfcTlOxcZtWmUxMbFWnX/9sQRirOXLl1azpw589h7b7/9tsybN+/B63r16snOnTvtbVqi2KqhQkbUa3RstHyx8gthMPLcT8/JxnMbrbr/0zdPy0t/vCQMRlrObik3wm5Ydf/2xBH0KpL2NKv1al2Wnlgqub/PLW5D3WTMljESExsjcu2ayOTJIq+8IpIzpwgk/yhYUKRrV5FFi0SiokREJDwqXAauHijO3zpL0XFFZcv5LSZ/29ThCJrNSHq1WVciazwcVdjrA9eL9w/e4j7MXQIOBNhsnuDwYGkzt40wGGn7d1sJjQy12Vy2xGxR9+jRQ1xcXKR8+fIyduxY+eijj2Tz5s2SK1cuKVq0qFSqVElGjhwp7u7uUqpUKalUqZKEh4c/JnJ3d3f56quvpGLFiuLv7y9XrqgLpVOnTom/v79Uq1ZNvv76a3F3d7ea3boTmXW4HnZd6s+sLwxG3lv0noRFhdlknti4WBm3dZy4DnGVYuOKyYErB2wyj60xW68iaVOzWq/WIS4uTr5Z+40wGKn4S0U5du2oyOrVIq+9JuLsrNyWYsVE3n1XZPp0ke3bRa5cEYmOVjuIjBS5cEFk/XqRn34SadtWxMNDbeflJTJggMjlyyIisu3CNik2rpi4fOciU3ZNMfFbpw6zNZvR9KrroKWQgAMBvLPoHYp5FGPd2+vw9fK12Vy5s+RmXrt5/LjtRz5b+Rmnbp5iWcdl5MuWz2Zz2pw+fWDfPuvus3JlGDcu0Y8nT57M8uXLWbt2LYsXLwagVq1atGzZkhYtWtC2bVsAli1bxujRo6lWrdpT+wgLC+P5559n2LBhfP7550ydOpWBAwfSu3dvevfuzRtvvMHkyZOt+700qeZk8EmazWrGhTsX+L3V73SuZLsmFk6GE72f703NQjVpNacVNX+ryfz282nyXFIleB0cE/QKWrMZlciYSN5Z9A6zDs6ic8W3+NWpFW7NO8POneDpCZ98Ah07QqVKkFholasr+PioR9260KsXREer0I3ffoPhw2H0aPj4Y/y//JI9PfbQYX4H3lv8HkdvHGV049E4GWm4qbI+x9qcNPzrsD8/bv2RTv90oqZPTbZ222pTp/k+hmHQt2ZfFr+xmJPBJ6k9vTanbp6y+byax3F1daVFixYA+Pn5ERgYCMDWrVtp164dAG+++aZZ5mkSYO/lvdSaXovbEbdZ8/YamzrNj1KjYA12vbeLkp4leWX2K8w6OMsu82oeR2s2bREWFUbzWc2ZdXAWU4r0YubEi7i1agPXr6uY5aAg+OEH5cSltKSciwu88oqKhz5+HF5/XTnPJUviMXchS95YTG//3vy47Uc6/9OZ6Nho23xJTaKkJb3qFWcLGbZhGAPXDqSNbxsCWgeQOVNmu87ftGRT1ry9hmYBzag7oy7ruqyjlGcpu9pgFZJZaXJUXFxcHiSPOTs7ExMTY7JFmqTYHrSdJgFNyJE5B6veWkVJz5J2nb9A9gKse3sdrea2otP/OhEZE0nXKl3taoNVSKN6Ba3ZtERIZAjNApqx78wWDl5sRvkhP0POnDBhAvTooRxfa1GyJPz+O/TtCx99BF264BwQwI8zZpDXPS9frfmK8Ohw5radmzarWqVRzaYlveoVZwsYuWkkA9cOpFPFTsxpO8fuTvN9ahSswfou64mJi6HB7w04GXzSFDvSC9mzZ+fu3buJvraE559/ngULFgAwZ84cq9qneTb2XN5D478a45nFkw1dNtjdab5PTrecLOu4jJdKvES3Rd2YuW+mKXakJ7Rm0x9hUWE0C2hG7I5tXA7IR/mZS6FLF1Uxo2dP6zrNj1KpEmzYoCpybN6MUbkyX96txE9NfuKfY//w+vzX9cpzKkmvetWOczJM2jGJL1d/yZsV3mTmqzNNb49dzrsca95eQ1RsFI3+bMTFkIum2pOW6dChAz/88ANVqlTh9OnTdOnShffff5/KlStz717i3eMeZdy4cYwdO5YaNWpw+fJlcubMaWOrNUlx+NphGv/ZmFxuuVj79lqKeBQx1R63TG78+/q/NCreiG6LurHgyAJT7UnraM2mLyJiInht9qu8MHsLm3+D7LGZYPVqmDYNcue2vQFOTvDBB7B7NxQsCC1a0Gv1XcY1/pF/jv3DO4veIU7ibG9HOiXd6tWSDEKzHmZn/c47PE+MwYa0nN1SomKiTLXlSXZf2i3Zh2eXcpPKSXB4sNnmJInZGb+2JCwsTOLi4kREZPbs2dKyZUur7Vtn6aeMC3cuiM9YH8k3Op+cCj5lqi1PEhoZKjWn1RTXIa6y5swas81JkvSsVxHbaVbrNWXExsVK1xmtZFEpVMWLdu1Ebt0yz6CwMJGOHZUtb74pw1d+IwxG+i7va55NFpKeNeuIetUxzomw6fwmOv2vEzUL1WROmzkOF+tUNX9VFnZYSJOAJrT5uw0rOq3A1dnVbLMyHLt376Znz56ICB4eHkyfPt1skzIkIZEhNJ/VnDsRd9jQdQMlcpeAu3fhwAE4elTd9r1wAa5cgdu3ITQUYmLUilOWLODhAd7eUKQIlCgBFSqoW7lWWt1wd3Vn8ZuLqTOjDq/Nfc1uycWap9GadQxG/9ad/l/8S4kQZ5gwTsUbpzTpz5pkzQp//gnlysFXX9H/cgNufdSDH7aNpahHUXr59zLPtgyMI+pVO84JcPbWWVrNaUURjyIs6rCILC5ZzDYpQRoUa8D0ltPp9E8nPlj8AdNaTktR9zNN6qlTpw779+8324wMTWxcLG8seIPgM4fZnPdTKgycCJs3w7FjDwfdL1GVP7+6JevurmIn4+IgPBxu3VIO9rJlcP8WomFA+fJQrx40bQoNGign+xnJnSU3S99civ80f1rMbsG2btvwcvdK5bfXpBStWfNZOrkfPfrMwMktC05rVkCdOmabpDAM+PJL8PHBeOcdvg8LJejdJvRZ0YcSuUvQrGQzsy3McDiiXrXj/AR3I+/Sck5LYiWW/3vj//DM6mm2SUnSsWJHjgcfZ8iGIVTMW5Hez/c22ySNxn4cO8bqEe8yeNUmql8CGAW5ckGtWqrea+XKyvktVAicnZPfn4hq03vgAOzaBZs2qdqvEydCtmzw6qvQuTM0aqRWq1NIEY8iLOywkPq/16fdvHasfGulw93N0mhsyYmxA3jpszEEFchGoQ37MIqVMNukp3nrLciZE6NdO/6cWIZLncvRYX4Hdry7gzJ5yphtncZkdHLgI4gI7yx6hyPXjzC37dw0U+5tcP3BtCrTik//+5R1gevMNidBVPiQxlL08UqCq1dh7FjlFPv60uiPTXhmzwvDhiln98YNWLwYBg6EFi2gaFHLnGZQK04+PtCsGQwaBP/9BzdvqpXoDh1g6VJ4+WUoXlzVlL19O8Xm+/v4M/WVqaw/t57PVn6W4u3tgf79pQx9vCwjZMhASn06nJ3PZcFj5yEyOaLTfJ+WLWHhQpyPHmNFgBNe0a68Nvc1QiJDzLYsQfRv0HJSe6y04/wI47aNY/6R+YxoOILGJRqbbY7FOBlO/N7qd0p6lqT9vPYOV2nDzc2N4OBgLWwLERGCg4Nxc3Mz2xTHQQTWroV27ZRj++mn3HOO4/Pmrrw22o9Chy/AV1+Bn98zrQQniZsbNGkCU6fC5cswdy4UKwaff65Wsvv3V00aUkCnip3o49+H8dvHO1yDFK3XlKH1agEixH7WjxyDhjG/gjMea7aQK5+5FW8sokkTmD+fzAcOs/v/CnDhygm6LuzqcNrQmrUca+jVcOQDXa1aNdm1a5dd5tp8fjP1ZtbjldKv8L/2/0uTscLHbhyj2pRqVM1flTVvrzG9dN59oqOjCQoKIiIiwmxT0gxubm74+Pjg8kQNU8MwdovI0/1KHQCb6DUyEgIC4Mcf4dAhVaKqSxfCO7+J36ZO3Lx3kz3v7aFgjoLWndcS9u2DUaNgzhwVM/3ZZ6qpQrZsFm0eHRvNi3+8yN7Le9n13i6HuQWs9ZpytF6TIC4OPv4YJk3il2qQe1oAr1dyjA5wFvP339ChA6deKEuZ+ocZ02ycQ4VFas2mjFTr1ZLSG2Y97FUuJzg8WAqNLSTFxxeX2/du22VOW/HX/r+EwciXq7402xSNDSCjlLe6c0fk++9F8uVT5aEqVRKZPl0kPFxERLr+21WMwYasPrPaenM+K0ePirRpo+wsWFBk9myR+PJJyXHhzgXJMyqPlP+5vIRHhdvYUI29yTB6TYzYWJH33hMB+aEm8tHiD20/p6346ScRkKUNi4jLt5lke9B2sy3SWBlL9ZrhQzVEhG6LunEl9Apz284lp5sDFNdOBR0rdqR7le6M3DSSNWfXmG2ORpMy7tyBIUNUXPIXX6iycCtXwt690LUrZMnCrIOzmLFvBgPrDuTFYi+abTGUKQPz56tKHnnzwhtvwEsvwenTyW7qk8OHP1/7k0PXDjlsvLNG80zExal22VOmMLZBFv56qyKjXx5jtlXPTq9e8PnnNF19jgF7svHmgje5G5myLnia9EHGdZyjo+HGDWYvGcmxjf8yrVBPql1CJRft2QMHD6rar5cvq3JV4rghLU8yrsk4SnmW4q1/3iI4PNhsczSa5AkNheHDlcM8aJAqT7Vjh0rOa9ToQX3XwNuBvL/4fWoXqs2geoPMtflJatVSNv/8s/q3QgX46SflQCRBk+ea8MnznzBp5yQWn1hsJ2M1GhsiAh9+CNOmEfBKUb5uCHPb/Y1bpjQeBz5iBLRuzaBFdyi3/QwfL//YbIs0JpA+Y5zv3VOrPadOwZkzcP68an5w+bJqgHD9ujpRp4TMmcHLC/LlU8lJRYqozPqSJcHXFwoXtn5SUirYc3kPz097nldKv8L8dvPTZMy25mnSXcxkVBT8+isMHQrXrqkqGN9+C1WrPjU0Ni6WBr83YN+VfRz44ABFPYpax3BbEBSkVtuWLoWGDeGPP6BAgUSHR8ZE4j/Nn4t3L3Log0PkzZbXjsZqbEW606sliMAnn8D48ex860VqFF/DlFem8K7fu9afywzCw6FuXSKOHqRK1yi+++Bv2pVrZ7ZVGitgqV6tkj1mGEYTYDzgDEwTkZFPfN4F+AG4X+5hoohMS/XEcXFqVXjvXti/X60SHzkCgYGPrxBny6ac3YIF1aqQlxexuTwYf3QGZ2Ku823TUXjmKgCZMqmVrdhYtSJ9755ysO/cUSWprl1TjvfJk+r2cVjYwzmyZ4eKFVVWf40aap6iRU3rhFQ1f1WGNBhC/9X9CTgYQKeKnUyxQ+OYmKbZ+8TFqYSbr76Cs2ehfn1YuBCefz7RTcZsHcPG8xv5o9Ufju00g/p7s3guryezAAAgAElEQVQxTJsGffqoLoS//67K3CVA5kyZCWgdgN8UP3os7sE/r/+jL3Y1DzBdrylh0CAYP57g996ijs9cWpZsSfeq3U0xxSZkzQr//ENmPz9WzAuhvlcP6hSpQ75s+cy2TGMvLAmETuqBEvJpoDjgCuwHyj4xpgtKyNZLXti0SSRbNpWQAyIuLiLly4u8/rrI4MEqQWfnTpHg4AQTdUZsHCEMRmYfnG1p3PjjxMWJXLkismGDyOTJIh99JFK7tkjWrA9tKlhQpFMnkRkzRC5efLZ5UkFMbIzU+q2W5ByRU87fPm/3+TXWByskG9lKsxYnG23YIFK9+sOkv+XLk02mO3T1kLgOcZU2c9tInIWJdw7D0aPqe4LIgAEiMTGJDh29ebQwGJmxd4b97NPYjHSh15QwapQISGz3buI3uarkGZVHroZetf48jsCGDRKXKZMs9HWSFgHN097fJc1TWKpXazjONYEVj7z+EvjyiTHWd5wvXxbp1Us5pfv2iURGWnxwDl49KK5DXKXt322t/2OPjlb2TJqknHhv74eOdKVKIl9/LbJnj8VZ96nlZPBJyTosqzT9q6kWdjrASidim2g22RPxqVMirVvLg4vKmTOTdCLvExUTJX6/+onXKC+5FnrNwiPlYISHi7zzjvruL78scvNmgsNiYmOkzvQ6knNETgm6E2RnIzXWJk3rNaVMmaJ+36+/LsPWfCcMRuYfnm/dORyNH38UAen3EjJz70yzrdGkEns6zm1Rt47uv37rSQHHi/oycACYDxRKYn/vAbuAXYULF7b6gYmOjbbvSTguTmT/fpGRI0VeeEHEyUkd9hIl1OrT4cM2N2H8tvHCYC3s9ICVTsRW06zFeg0PF/H0FHF3FxkyRCQszOLvPGzDsPRzEp4yRd0dK1lS5NixBIecDD4pWYZmkeZ6FSvNk2b1mlIWLFDntiZN5NCFPeLynYt0mN/Bevt3VOLiJK5dW4l2Qpr2yCYXQ+x/Z1ljPezpOLdLQNQTnhjjCWSOf/4+sMaSfdviVtKoTaOEwcjcQ3Otvm+LuHZNZOpUkZdeeuhE+/mJTJwocuuWTaaMjYuVF6a/IB4jPeRSyCWbzKGxD1Y6EdtEs8nqdckSkUsp+/0dvX5UXIe4Sru/26VoO4dm40YRLy+RXLlE1q5NcMjYLWOFwcif+/+0r20aq5Km9Wopa9aIuLqK1KolMXdDpPqU6uI1ykuuh123zv4dnTt3JLJYYbmQA+k4pYm+2E3DWKpXa5SBCAIKPfLaB7j06AARCRaRyPiXUwE/K8ybYk4Gn2TQukG0KtOKdmVNyoL18oLu3VWZrUuXYNw4lYzYsyfkzw9duqhSVlbEyXDit5a/cS/6Hr2W9bLqvjVpEnM026yZ+o1bSGxcLN0WdSObazYmNJ2Q6ukdhhdegO3bVYWexo1VZ8Qn+Nj/Y2r61KTP8j5cD0tZO29NusNxz7F798Krr6rqUv/3f4w/OJWdl3YyoekE8mTNYxcTTCdHDlzn/0O+e868Pno58w/PM9sijY2xhuO8EyhpGEYxwzBcgQ7AokcHGIbx6NmyJXDUCvOmCBGhx+IeZHbOzKRmkxwjYz1vXujdW/3x2b1bOc0LFoC/v3rMmQMxMVaZqpRnKb6p9w0Lji7g32P/WmWfmjRLmtDs5F2T2XJhCz++/GP6K89WrJhqmFKrFnTqBGMebwzh7OTM1FemEhIZwicrPjHJSI2D4Jh6PXsWmjYFDw9Yvpyzxh0GrhnIK6VeoX259jaf3qGoWhXjhx945QTs/bo7t+7dMtsijQ1JteMsIjFAT2AFSqx/i8hhwzC+MwyjZfywjw3DOGwYxn7gY1Q8ll35ff/vrA1cy6iXRlEge+L1VE2jalX45Re4eBEmTIBbt1QHsueeg/HjHy9994z0q9WPinkr8tHSjwiJDLGC0Zq0SFrQ7MWQi3y5+kteKv4Sb1V8y55T249cuWD5cmjbFvr1g/79HyujWc67HF++8CUBBwNYcWqFiYZqzMQh9Xr9Orz8sqrDvnw5UrAgHy79EGcnZ8dZmLIzzh/34c6LtRm0+C4/TutmtjkaW2JJPIdZD2vFYF0LvSa5v88ttX+rLbFxsVbZp82JjRVZtEikTh0VB50nj8iwYSJ37qRqtzuCdogx2JBeS3tZyVCNPcEKMZO2elgzJ6H13NbiNtRNTgWfsto+HZaYGJH331c679FDaT+eiOgIKT2htBQfX1zCo8JNNFLzLKRLvYaGitSoIeLmpsrCisisA7OEwcj4beOfbZ/phatXJSRXVtnvjWw8ttJsazQpxFK9Ok6rOxvy2crPCIkM4dcWv+JkpJGv7OQEr7wCGzaoW7o1asCAAapj4dChcPfuM+22esHqfFj9QybumMiuSzboGqXRpJLFJxbzv6P/Y1DdQZTIXcJsc2yPs7Nq092/v+qi2LWryntANUb5pfkvnLl1hqEbhppsqCbDExMDHTrArl0wezbUrs3tiNv0WdGHagWq8VH1j8y20Fy8vXGZ/gcVr8GJjzoQFRtltkUaG5BGvMhnZ8O5Dfy+/3f61exHOe9yZpvzbNSqBUuWwM6dUKcOfP21avc9dixERKR4d8NeHEa+bPnosbgHsXGxNjBYo3k2wqPD6bWsF2W9yvJprU/NNsd+GAaMGAFDhqj23J06PchvaFCsAZ0rdWbUllEcuX7EZEM1GRYR+PBD1RFz4kRo1QqAAasHcCP8Br+2+BVnJ2eTjTQft1ZtCOzQlC6rg5k3KYNfSKRT0rXjHBUbxQdLPqCoR1G+rve12eaknmrVYNEilZFfuTJ8+imUKqVa+cbFWbybnG45+fHlH9lzeQ+Td022ocEaTcoYumEogbcD+aX5L7g6u5ptjv0ZOBC+/14lBj/iPI9+aTTZXbPz0dKPUHcUNRo7M3QoTJ0KX30FH3wAwM6LO/ll1y/0rN6Tqvmrmmyg41B02jyu5HPnhW9+4/yFw2abo7Ey6dpxHr9tPEeuH2FC0wlkdclqtjnWo0YNWLkSVq1SlTm6dAE/P1izxuJdtC/XnkbFGzFgzQCuhl61na0ajYUcv3Gc0VtG83alt6lbpK7Z5pjH55/DDz/A3LkPnGcvdy9GNBzBusB1zDo4y2wLNRmNGTNg0CDo3Fk50KhykR8u/ZB82fIx5MUhJhvoYLi74zTzD3zuCMe6NDfbGo2VSbeOc1BIEN+u/5aWpVvSolQLs82xDQ0bqtXnWbNUFY6GDdXts9Onk93UMAwmNp1IeHQ4n638zA7GajSJIyL0WtaLrC5ZGfXSKLPNMZ9+/R46z/Exz92rdqd6gep8+t+n3Im4Y7aFmozC8uXw7rvw0ktqxTm+YsZve39j16VdjGk8hhyZc5hspOOR7+XW7HizHo3XnGPH1G/NNkdjRdKt49zvv37ESizjXh5ntim2xclJla07ehSGD4fVq6FsWfjySwgNTXLT0nlK81mtz/jzwJ9sOr/JTgZrNE+z4OgCVp5ZydAXh+Lt7m22OY5Bv34wbBj89Rf06IEzBj83/5lrYdf4dr0+EWvswM6dqlxihQqqx4CrCp+6EX6DL1d/Sb0i9ehQvoPJRjouflP+j5P5XCn82RAiblwx2xyNlUiXjvOas2uYe3gu/Wv3p1iuYmabYx+yZFHO8vHjKut55EgoUwb+/vux2rBP8lWdr/DJ4UPPpT2JibNOsxWNJiWERYXxyYpPqJS3Eu9Xe99scxyLr75SycC//QZ9+1Itvx/vVn2Xn7b/xKFrh8y2TpOeOX0amjdX3W6XLYPs2R98NGD1AO5E3GFis4kZsmazpbhmzc7Nn8eQJySW4511yEZ6Id05ztGx0Xy87GOKeRTj89qfm22O/SlQQCULbt4M3t7w+uuqUP3JkwkOd3d1Z2zjsey/ul8nCmpMYcSmEQSFBDGp2SQyOWUy2xzH49tv4ZNPVCOkwYMZ1nAYOd1y0mtZL50oqLEdw4ersojLl6v28PHsvrSbqXum8rH/x5T3Lm+igWkD/9d6sujV0lRatodrC/4w2xyNFUh3jvOknZM4fP0w45qMI4tLFrPNMY9atdRttgkTVBx0hQrqBBwZ+dTQtmXb0rBYQwatHcSN8BsmGKvJqJy+eZoftvxAp4qdqF24ttnmOCaGoVpyd+sG331Hnsl/MLTBUNYFrmPekXlmW6dJr/z8M2zcCKVLP3grTuLotawX3u7efFPvGxONS1tU+/X/OOpl4NTjfQjRXXvTOunKcb4Wdo1v1n1Dk+ea8EqpV8w2x3ycnaFnTzh2DFq3hsGDoVIlWL/+sWGGYTC+yXhCIkMYuGagObZqMiR9/+uLq7Mr3zf63mxTHBvDUM1R2rWDTz+lxyE3KuWtRL//+hEWFWa2dZr0SObMKl/mEQIOBLA1aCsjG40kp1tOkwxLexT2LsmWb7uT6+Y9Lr7/ptnmaFJJunKcv1r9FeHR4Yx7eZyOu3qU/PlV5Y0VKyAqCurXV1nSt249GFLOuxw9a/Rkyu4p7L281zxbNRmG5aeWs+j4Ir6u+zUFshcw2xzHx9kZ/vwTGjXC6d13Ccj0OhdCLvD9Zn3RobE9dyPv8vmqz6lRsAadK3U225w0x5vdxzO9fg4Kzl5C7JrVZpujSQXpxnHedWkX0/dOp7d/b0rnKZ38BhmRxo3h0CFVJ3bGDLWa8L//Pfh4cP3BeGb15OPlH+vYSY1NiYqNos/yPpTMXZLe/r3NNiftkDkz/PMPVK1KuV7fMdi5ET9s+YHA24FmW6ZJ5wzbOIwroVeY0HQCTka6cR3sRhaXLHiPnsypXHD37Q4QHm62SZpnJF38+kWE3st74+Xuxdd100GHQFuSNavqTLZjh0r4aNNGlRu6cgUPNw+GvTiMTec3MffwXLMt1aRjJu6YyPHg4/z48o9kzpTZbHPSFtmywdKlUKQIX4/+//buOzyKqovj+PcmgYQSepPeQUCKhF6kSlOKgiBdUKqAIE1QREDBQm9Ks1AEAUFAIPQq0puAVOmhl9BJsuf9Y+IrYiBLsruzgfN5nn1Idmfn/lj2sHdn5t67lRfOW9NvKuUuR64cYdimYbQs3JLiGYrbHSfOql2kEePaFiHZ6Uvc+UDXT4irnoqO849//Mhvp35jcOXBet2Vs1580eo8Dx4MixZZR59/+IHWhVtRJF0ReizvoddOKrf4ex7iGjlrUCu3TtEUI6lSQXAwPokSsWJmfLZsmsuqv5xfOVSpJ9EtuBv+fv4MrjzY7ihxmjGGVl1/4Jsgg/+Y8dYAfhXnxPmO8637t+i5vCdFnytKy8It7Y4Tt8SLB717w65d8Pzz0KIFvrXrML5QX06HnubL3760O6F6Cn246kNuh91meLXhdkeJ27JkgaVLCbwHK3+MR7+5Ohe7cr3gI8EsPLSQj8p/RLrE6aJ/gnqsAmkKcKTn24QkEu60aGKNO1Jxiks6zsaY6saYg8aYI8aY3lE87m+MmRX5+GZjTFZXtAvw+cbPOXPjDCOrj9TrrmIqb15Ytw5GjIDVqylRrRXjzxfj8w1DOHn9pN3plBvYVbM7Q3YyacckOhXvpGMRXOGFFzC//EL2K8KQUQeYsnGs3YmUG9hVr2ERYXQN7kqO5Dl0LIILffDKEHq8lpgEBw4jQ4bYHUc9oVj3NI0xvsBYoAaQD3jTGJPvoc1aA1dFJCcwHHDJMPDj147z5W9f0viFxjoHbGz5+kKXLrBnDxQuTLvxW/nlhzA+//Fdu5MpF7OrZv8ei5AqYSr6vdQvtrtTf6tQAZ+p0yh9Gp7r0JOrN3Uu9qeJnZ+x47eN58ClAwyrNkzHIrhQigQpKNNhCDPzg2PQQDhwwO5I6gm44hBtceCIiBwTkfvATKDOQ9vUAb6P/HkOUNm4YL64nst74mN8dA5YV8qZE1avhjFjqHDKl8/eW8ihL3o9dtluFXuHL0e9sqOb2FKzs/fPZv3J9QyqNIhkAclisyv1ENOwISGf9ODVP+6zt3EVrVc3++vqX568LMaWer10+xIfr/mYqtmr6roIbtA2qC3jm+clNJ4DR+tW4HDYHempFXovlHM3z7lsf67oOGcATj3w++nI+6LcRkTCgetAytg0uv7Eembvn03vMr3JmCRjbHalHubjAx07ErFrJ/sy+pO71xdIjepw6lT0z1VPbMuZLeQZk4fpe6Z7qkmP1+zd8Lv0WN6DQmkL0bpI65juRj1Gho++YHndgpRfuJvzH+uIfXe5H3Gfl6e9TMM5DT3VpC2fsf3X9OfGvRsMrzZc10VwAz8fP/rVH0Pnag58Nv0OY/UyK3cZuHYgecfk5cqdKy7Znys6zlFV1MOHO5zZxtrQmDbGmG3GmG0XL158ZKOF0xXm00qf0r20TsPkLgny5OfE3Ml0rAnha9dAgQIwebIezXIhhzjovKQzaROnpXae2p5q1mU162y9+vv681XVrxhXaxy+Pr5PllY5rfAPy5hTMB5pBw5Fpnvsi9gzZdTmURy5coR3XnzHU016vF4BOhTrwLha48ifJr/zSdUTqZy9Mjca1GZZbl8cH/SGEyfsjvTUOXT5ECM3j6R+vvqkSJDCJft0Rcf5NJDpgd8zAmcftY0xxg9ICkTZ9ReRCSISJCJBqVOnfmSjgf6B9CnXhwTxEsQmu4pGo4KN2f16Gcq8F0h4oYLw9ttQo4YefXaRGXtnsPnMZgZXHkygf6CnmnVZzTpbr8YYGuRvQOlMpWObXT1G6sC0nB31KauzgrzVElbqCmWudP7meQasHUCtXLWonrO6p5r1eL0C5EudjzZF28Qmt3LC0GrD6PiqD/cj7kO7dnpgysXeX/Y+AX4BfFrpU5ft0xUd561ALmNMNmNMfKARsOChbRYALSJ/rg+sEl2aLk4wxjCy+ki2BVyhb9+SMGYMbNgA+fPDxIla5LFw8/5Neq3oRVD6IE8vYas1+xRrV7YLPdvn5HAqH+S116wBv8olPlz1IXfC7zD05aGebFbr9SmWI0UOXq/eje4Vw2HpUpg61e5IT43gI8EsOrSIj8p/RNrEaV2231h3nCOvp3oXCAYOAD+JyD5jzABjzN/nnicDKY0xR4BuwH+m01Heq2j6orxV+C2GbxnJoUZVrQ/ioCBo08Zaxvv4cbsjxklDNgzh7I2zHp9KUWv26RbfNz4D6o2iSqP73PQ31hmikzqtZGztCNnB5J2T6Vy8s0enUtR6ffr1LdeXnyumZXfOQOS99+D8ebsjxXlhEWG8F/weOVPkpHOJzq7duYh47a1o0aKivEPIjRAJ/CxQak2vZd0RESEyfrxI4sTWbcwY6z7llGNXjon/QH9pMrfJEz0P2CZeUJtR3bRevUvN6TWlROeEEpE0icjzz4tcuWJ3pDjL4XBImcllJPUXqeXanWtOP0/rVTnr253fSu53kfD48UTq17c7Tpw3fNNwoT+y8OBCp5/jbL3qiiHKKekSp+Oj8h/x6+FfWXJ4iTXzRrt28McfULo0vPsuVKgAhw7ZHTVO6LG8B74+vjqVonKbYS8PY3uq+3zVvQwcPQp16sDdu3bHipNm7ZvFxlMb+azyZyQNSGp3HPUUal6oOUkLFuPzygEwZw7MnWt3pDjr4q2L9F/Tn2o5qlErVy2X7187zsppXUp2IVeKXHQN7moNZID/L/vLlCmwdy8ULAhDhkBYmL1hvdiqv1Yx98Bc+pTtQ4YkD88qpZRr5EmVhy4lutA7YilHR3wM69dDkyYQEWF3tDjl1v1bdF/WnSLpivBW4bfsjqOeUj7Gh1E1RtEv6Aanc6eDDh3gki5mFBN9V/XlVtgtt02lqB1n5bT4vvEZXm04By8fZPTm0f88YAy89Rbs3w+vvAIffADFi8O2bfaF9VLhjnA6L+lMtmTZeL/0+3bHUU+5fi/1I02iNDSLvwjH8OHw88/QubMO6n0CQzYM4cyNM4yuMVqnUlRuVTJjSRoXaUadqpeQq1etWlVPZEfIDibtmESn4p14PvXz1p0icOuWy9rQjrN6IrVy16Jmrpp8svaT/67E89xz1immn3+2BjeUKAFdu8LNm/aE9ULjt45n38V9DKs2jAC/ALvjqKdcEv8kDKkyhE2nNzG9Ykro2RPGjYNBg+yOFiccu3qML3/7kiYvNKFM5jJ2x1HPgCFVhnAoQwA/1skOP/4I8+fbHSnOEBG6LO1CqoSp6PdSv38eGDIEihWDy5dd0o52nNUTG15tOHfD7/LByg+i3qBePThwANq2hREj4PnnreJ/xo9yXbh1gX5r+lElexXq5Hl4xVyl3KN5oeYUz1Ccnit6cqN/H2jeHPr1gwkT7I7m9boFd8PPx0/HIiiPSR+Yno/Kf0SL5w8S+nx2ayyRizp8T7sZe2ew4eQGPqv8GckCkll3fv019OkDL74IyZO7pB3tOKsnljtlbrqV6sZ3u77j99O/R71R0qTWka3ffrPerPXqQe3a8Ndfng3rRfqs7MPN+zcZVX2ULmGrPMbH+DC6xmjO3TzHgPWDYNIkqFkT2rfXAUiPsfTIUn45+Asflv9QxyIoj+pSogvZUueiaZ0I5MoV6NjR7kheL/ReKN2Xd6dY+mK0KtLKunPmTOta8VdfhW+/tSY1cAHtOKsY6VuuL+kD09NxcUciHI8ZbFSqFGzfDl9+CatXQ758MHDgMze6f+uZrUzZOYUuJbr8c92VUh5SPENxWhVuxYjNIzhw7QjMng0lS0Ljxrq6YBTuR9yny9LIwdAlu9odRz1j/P38GVl9JAsDTrC+ZUWYNQt++snuWF5t4NqBnLt5jtE1RlvrIixeDM2aQfny1usXL57L2tKOs4qRQP9Ahr48lB0hO5i4Y+LjN44XD7p3ty7fePVV6zRx/vywYMEzcflGhCOCDos7kDZx2n9fd6WUBw2pMoTE8RPTaUknJEECWLQI8uSxpqnbvNnueF5l2KZhHLp8iJHVR+Lv5293HPUMqpGrBnXy1OHVTBu4X7SwdYYoJMTuWF5p/8X9jNg8glaFW1EiYwlrdeP69a1ZvhYsgAQJXNqedpxVjDXM35CXsrxEn5V9uHjrYvRPyJTJ+ta8YgUEBFgf2NWqWXNBP8Um75zMtrPb+KrqVyTxT2J3HPWMSp0oNYMqDmLlXyuZvX+2dQlVcDCkS2etLrh3r90RvcLJ6ycZuG4gdfPWpUauGnbHUc+wEdVHcN/HQY9m6eD2bWjd+pk42PQkRIR3F79L4viJGVJlCOzebc3ulSkTLFkCSVz/masdZxVjxhjG1hzLjfs36L3iCVZ4rVwZdu2CkSOtKesKFbIGEp47F/1z45jLty/zwcoPKJ+lPI1faGx3HPWMaxfUjiLpitA1uCs37t2wZsJZsQISJoSqVXUBI6wBgSLC8GrD7Y6innFZk2WlT9k+jLq2lAM9W1kdwa+/tjuWV5m1bxarj6/ms0qfkTrkunUwLjAQli+HNGnc0qZ2nFWs5E+Tn/dKvMeUXVP47dRvzj8xXjxrjsrDh62BD1OmQM6c0L8/3Ljhtrye1mtFL0LvhTK25lgdEKhs5+vjy7ha4zh74yyfrP3EujNrVqvz7HBYX2qPH7czoq2WHlnK3ANz6VuuL1mTZbU7jlL0KNODnClyUiflMhwvV4X334c//7Q7llcIvRdKt+BuFH2uKG2ee8X68h8eDsuWQebMbmtXO84q1j6u8DEZAjPQ/tf2hDvCn+zJKVPCqFHW4ik1a8Inn0COHDB8eJwfQLjx5EYm75xM15JdKZCmgN1xlAKsRRbeLvI2I34fwd7zkZdn5M1rHaG5dQsqVYKTJ+0NaYM7YXfouLgjeVLmoXvp7nbHUQqAAL8AxtQYw+GrRxjVtrB1dqhxY7h3z+5otvto1Uecu3mOiaWH4Fu9hrXS4tKl1hS4bqQdZxVrieMnZmT1kew5v4eRv4+M2U5y5bKuf9682bp0o1s3qwM9Zkyc7ECHRYTR/tf2ZEqSSQcEKq8zpMoQkidITttFbXGIw7qzUCHrSM2VK1bn+fRpe0N62OANgzl29Rjjao3TAYHKq1TLWY0G+RrQe/8ozo76FHbutOYmfobtCNnBmK1jeC9fa4q07gtHjlgDAYOC3N62dpyVS7z2/GvUylWLfmv6cfJ6LI5WFS9uHflatQqyZ4dOnawO9IgRLl0y092GbRrG3gt7GVVjFInjJ7Y7jlL/kjJhSr6q+hWbTm9i4vYHZsUJCrIGDF64ABUqwKlTtmX0pP0X9zNkwxCavNCEStkq2R1Hqf8YUX0E/n7+tIiYg3ToAMOGwa+/2h3LFuGOcNosbEPGeKn4fNwha8rbWbOgYkWPtK8dZ+USxhjG1BwDQMfFHZHYjvytWBHWrbOuvcyd21q6O0sW6xroCxdiH9iNjl45yidrP6Fe3nrUzVvX7jhKRal5oeZUzFqRXit6EXLjgWmuSpSwjjxfvGh1nk+csC2jJzjEQdtFbQn0D2RYtWF2x1EqSukD0/NZpc9YcWwFP7Ysap0hatHimTszBDBmyxh2n97Ob8syEW/NOmtxkzqeW41XO87KZbImy8rAigNZdGiRNd1VbBljDVZavdpagbBsWesa6MyZrWl5du2KfRsuJiK0/7U9fj5+jK4x2u44Sj2SMYavX/mau+F36by0878fLFnSOvNz5QqUK2edBn1KTdoxiQ0nN/BV1a9Ik8g9o/CVcoV2Qe0ombEknVf35Mp3X1vXOTdqBGFhdkfzmJPXT9JvRV+Wr3iODGu2w9ix1kInHhSrjrMxJoUxZrkx5nDkn1EuBG6MiTDG7Iq8LYhNm8q7dS7RmaD0QXRa0okrd664bselSsH8+dZo4rfespbSLFIESpeG77+35rj0Aj/s/oHlx5YzuPJgr1ymV2tWPSh3ytz0e6kfc/bPYcHBh/6Zixe3vrTeuWN1np/CeZ7PhJ6hx/IeVMhagZaFW9od5z+0XtWDfH18mfTqJELvhdLlr7EwcSJs3Ag9e9odzSNEhHYL2jB6/n0qbAqBIVq5bmwAAB2lSURBVEOsJbU9LLZHnHsDK0UkF7Ay8veo3BGRwpG32rFsU3kxPx8/Jr06iSt3rtA12A1L1ebJA+PHW6enhg6Fy5ehZUtrPto2bawVgxwO17frhHM3z9E1uCtlM5elfbH2tmRwgtas+pcepXtQMG1B2v/anmt3r/37wcKFYe1a8PW1lq7dtMmekG7w99mhsIgwJr460Vuni9R6Vf+SP01+Pij7AdP2TOPXFwOtaV1HjLCu8X3KTds9lVdGBdNiezh89BH06mVLjth2nOsA30f+/D2gF3QqCqUrRO8yvflh9w8sPrzYPY0kT27NvPHnn7BmDdStC9OnW0fGsmeHHj2sGTo81IkWETou7sjtsNtMenUSPsZrr4LSmlX/Es83HlNqT+H8zfN0C+723w3y5bO+kKZKZV06tXCh50O6wcw/ZrLw0EIGVhxIzhQ57Y7zKFqv6j/6lOtD/tT5abuoLdcHfghlykCrVl55+aKrnLsRws1ObeiwDRw9uluXbdpFRGJ8A6499PvVR2wXDmwDfgfqRrPPNpHbbsucObOouOlu2F3JPza/ZBiaQa7eueqZRm/cEJk6VaRGDRE/PxEQSZ9epG1bkfnzRUJD3db0jD0zhP7IkPVD3NaGiAiwTbyoZrVenx4frPhA6I8sObwk6g3OnxcJChLx8RH5+mvPhnOxkBshkuLzFFJiYgkJjwh3Wztar8pdtpzeIj6f+EjrX1qLhISIZMggkiWLyIULdkdzOUdEhMyrmV0E5HKbZiIOh1vacbZenSncFcAfUdzqPEFRp4/8MztwHMjhTLiiRYu65cVRnrH1zFbx/cRXms9r7vnGL18W+eEHkddeE0mc2Hqr+/qKlCol0ru3yK+/ily65JKmzoaeleRDkkvJSSVj9iEcHi5y4IDI9evRbupMYdtVs1qvcdvdsLuSb2w+ST80vVy5fSXqjW7cEKlZ06qn99+33rtxjMPhkNo/1paAQQHy58U/3dqW1qtyp17Lewn9kUUHF4ls3Sri7y9SpozInTt2R3Mdh0P2Na0mArK9QVm3dZpFXNhxfuyT4SDwXOTPzwEHnXjOd0B9Z/avhR339VvVT+iP/Lz/Z/tC3LsnsmqVSJ8+IiVK/HM0GkRy5BCpX19kwACRuXNF9u17ov90HA6H1JhWQwIGBciBiwcev/G1ayI7d4rMni3y6aciTZuKvPiiSECAlWX+/Gjbc8ERLLfVrNZr3LftzDbxG+Anjec2fvRGYWEi775rvWdfecV6X8chU3ZMEfojX238yu1tab0qd7obdlcKjCsg6b5KJ5duXRKZNcuqy8aN3drB9JiICAlt3VQEZFaV5yQ8PMytzTlbr37EzgKgBTAk8s9fHt4gchTwbRG5Z4xJBZQBvohluyqO+LD8hyw6vIg2i9pQKlMp0iVO5/kQ8eNb80JXrAiffmotpLJ1q3UN9NatsGMHzJnzz/bGWIMNM2e2/kyb1loaPFkyCAy0ljz19wdfX5YdCSbxtiXML9CMvPM3wM2lcP06XL1qLf95/jyEhFgLSYSG/jtXhgyQPz907AgFC0KxYp54NbRm1SMVTV+UfuX70W9NP2rnrk3DAg3/u5GfH4webS1r26WLNXXdvHnWst1e7tjVY3Re2pkKWSvwXsn37I7jDK1X9Uj+fv5MrTeV4hOL03ZRW2Y3mI05etRaVTBTJmvWibgqPBx5520Cv5vGsHLxqDNzHb6+se2yuoaxOtkxfLIxKYGfgMzASaCBiFwxxgQB7UTkbWNMaeAbwIE1GHGEiEx2Zv9BQUGybdu2GOdT3uHAxQMUnVCUclnKsaTJEu8cOHfrFhw4AIcOWXPWHj9udXZDQqzO75UrTzbQMDDQ6mynS2fdMma0OuLZslkrIebKBYmffEVBY8x2EYnxmqLurFmt16dDuCOcct+W48DFA+xut5ssybI8euM1a+CNN6wp6yZNgoZRdLS9RLgjnJe+e4l9F/axp/0eMifNHPOdORxw9671JfoxtF6VJ3y+4XN6r+zN5NqTaVX4LWuKtq+/tlYX7OqG2a3c7d49ePNNmDePjytA5q8m0rro225v1ul6deawtF03PZX09Bi/dbzQHxn621C7o8RMRIR1DfLp0yKHD8vdXdvl9Q9zS/kuSeX85lUiBw+KnDxpXVsd5r7TScTy1K87b1qvT4+jV45K4GeBUnZKWQmLiOb9fPq0NXYARNq0Ebl1yzMhn9CHKz8U+iPT90yP+U4cDpEFC0QKFhTp1CnazbVelSdEOCKk0veVJNGnieTgpYPW2IPXX7dqcuJEu+M9mWvXRCpUEAHpWsNH6s2sJw4PXXbibL164aE/9TRqW7QtdfLUofeK3mw5s8XuOE/OxweSJLEur8iZk+5nvmWu3yF6dphOmuIVrWXBM2WCFCmsU9lKxWHZk2dnXK1xbDi5gU/WRDPtU4YM1lzPvXrBhAnw4ouwxbtqfPVfq/l0/ae8VfgtGr/Q+Ml3IGItQ16qFNSubS24VLas64MqFQM+xocf6v6Av58/Dec05K6EWdOzVq9urW/www92R3TO6dNQvjyycSNdm6VmTtUMTKo9yevmWNeOs/IIYwxT6kwhfWB63pj9BlfvXLU7UozN3jebMVvH8F6J96iVu5bdcZRyi6YFm/JW4bf4dP2nLDu67PEbx4tnXU+5fLl12VPp0tZ1lnfveibsY4TcCKHxz43JnTI3o2uMfrIni0BwsNVJrlYNzp61vhzs329doqKUl8iQJANT601l17ldvLf0PWsczs8/Q6VK1iJhkybZHfHxtm2D4sWRv/5iYK+SjM55hRmvzyBFghR2J/sP7Tgrj0mRIAWz6s/i7I2zNJ/fHIfYs8JfbPx56U9aLWhFyYwl+bzq53bHUcqtxtQcQ/40+WnycxNOXj8Z/ROqVLGW5m7WDAYPtga9rljh/qCPEBYRRsM5DQm9F8qcN+aQKH4i554YEQFz51oDdqtXt8Y7jBsHhw/DO+9YXxSU8jI1c9WkV5lefLP9G6bungoJEsCCBdaXvnfesa559kbTp1srk/r7M3V8ez72W8/gyoMpm9k7z+pox1l5VImMJRhWbRiLDi1iwNoBdsd5IqH3Qnn9p9dJ4JeA2Q1mE983vt2RlHKrhPESMveNudyPuM9rs17jTtid6J+ULBl8+6119NnhgKpV4fXXrU6nh/Vc3pP1J9cz4ZUJFEhTIPon3LoF48dbM4TUr2/NkDNxojVguH176yieUl5sUKVBVMhagTaL2rAjZIc1gHX+fOv9/P771mBBD62oG6379+G996BpUyhWjN9mD6fV0aHUy1uP7qW7253ukbTjrDyuY7GOtCjUgk/WfsL8P+fbHccpEY4ImvzchIOXDjKr/iwyJslodySlPCJ3ytxMqzeN7SHbabuoLdYYGidUqQJ//GFNARkcbC3d3b69dfTWA6bsnMKIzSPoXLwzTQo2efzGhw5Bt27W7DcdOkDy5PDTT/Dnn/D229aUlkrFAX4+fsyqP4vUCVNTb1Y9zt88b33hmznT6qSOGAF16sC1a/YGPXbMugRq5Ejo3JljsydQe9Xb5EqZi2/rfOt11zU/SDvOyuOMMYyvNZ7iGYrT5Ocm1rdiL9dnZR8WHVrEqBqjqJitot1xlPKoV/O8yoAKA5i6ZyqDNwx2/okBAda1zkeOWKeKJ02ypmN85x3Yt89teTec3EC7Re2okr0KQ6sNjXqjmzdh6lRrfvc8eay5qatVg40brTneGzQAX1+3ZVTKXdIkSsO8hvO4eOsidWfVtc4U+frC8OEwdiwsXWpdhrRzp+fDiVhncQoVsr6wzp3L9c8HUGdufSIkggWNFpA0IKnncz0JZ6besOum0+U83UJuhEjm4Zkl/dD0cuLaCbvjPNK4LeOE/kj7Re09Ni3Oo6DTWymbOBwOafpzU6E/8uPeH2O2k+PHRdq3/2e1zIoVRaZPd+kUdgcuHpDkQ5JL7tG55fLty/9+8OZNa4XQN98USZhQ/r966KBBIiEhLsvwN61XZae5++cK/ZE3Zr8hEY6Ifx5Yv17kuedE4sUT+fJLa/o6Tzh0SKRKFavuKlUSOX5c7oXfk8rfVxa/AX6y/Ohyz+R4BGfr1fbifdxNC/vpt/f8Xkk6OKnkHZNXLt66aHec/5h3YJ74fOIjr8x4Jfr5bD1AP4iVne6G3ZXy35aXeAPiybIjy2K+o4sXrWXns2WzPoYSJRJp2FBk2jTrsRg6E3pGso7IKmm+TCPHrhyz5l/ftUtkxAiR6tVF/P2t9lKmFGnbVmTdOrcuTaz1quz25cYvhf7Iu7++++8DP5cuidSrZ9VDUJDI9u3uC3HtmkivXlb9JUkiMnasSESERDgipNnPzYT+yHc7v3Nf+07SjrOKM9YdXycBgwKk2IRicv3udbvj/N+yI8sk/sD4UmJiCbl576bdcUREP4iV/a7euSoFxxeURJ8mkk2nNsVuZxERIqtXW53Y1KmtjyQQyZdPpHVrkTFjRFatEjlxQuT+/UfvJzxcLh3ZK43fzypt6vtLSLumIpUrWx/Sf+8zVy6RLl1EVq506yJFD9J6VXZzOBzyfvD7Qn/k49UfP/ygyI8/iqRNK2KMSNOmIkePuq7xa9esszkpU1o12KyZyNmz/8/VYVEHoT8yaO0g17UZC9pxVnHKgj8XiN8APyk5qaRXdJ5XHVslCQYlkELjC8mV21fsjvN/+kGsvMHZ0LOSc1ROSTI4ifx+6nfX7DQiQmTLFutIdPXq/3zYPnhLnlwkc2aR3LmtjnCWLCIpUojDx+ff28WPL/LiiyLt2ol8/721qqcNtF6VN4hwREjL+S2F/sjAtQP/u8HVq9YR4YAAER8fkfr1rS+YMbmEw+Gw6rhtW5HEia16rFXrX0e0H+zM91jWw/ZLIP/mbL0aa1vvFBQUJNu2bbM7hvKQeQfm8cacNyj6XFEWN1ls28TnS48spd6semRPnp3VLVaTJlEaW3JExRizXUSC7M4RFa3XZ8vp0NNU+K4CF29fZNGbiyiXpZxrGxCBM2fg4EE4ehTOnYMLF6xBfXfvgjEQLx63AnyZevpXDvhdpXntfhQt94Y1ANELVvDUelXeIsIRwVu/vMXUPVPpV74f/Sv0/+/MFWfPwqhR8PXX1lSM6dNDrVpQubK1ImiOHNYquv/acYRVnzt3WiuILlkCx49bA4MbNYLOnaFIkf9v7hAHnRZ3Yty2cbxb7F1G1RjlNTNoOFuv2nFWXmX+n/NpOKchOVPkJLhpsMenfZu2ZxqtfmlFgTQFWNZsGakSpvJo+9HRD2LlTU5dP0XVqVU5cf0Es+rPonae2h5t//Dlw9SYXoOQmyEsfHMhlbJV8mj70dF6Vd4kwhHBOwvf4dtd39KuaDvG1ByDr08UM8fcvg0LF8KsWbByJYSGWvf7+UGaNBAYaH1xvX4dLl6E8HDr8cSJ4aWXrHnb69a1pnV8wL3we7Ra0IoZe2fQo3QPPq/yudd0msH5erX/K7lSD6ibty5Lmyylzsw6FJ9YnPmN5lM8Q3G3t+sQB4PWDeLjNR9TIWsF5jWcR7KAZG5vV6m4LFPSTGxotYGa02tSb1Y9vqjyBd1KdfPIh+H6E+upN6sexhhWNFtBqUyl3N6mUnGZr48vk2tPJnXC1Hzx2xecDD3JjNdm/Hf6t4QJoWFD6xYeDrt3w5491vRx589bCwWJQJIkVkc6d2544QVrirlHnOm5dPsSr//0OutOrOOzSp/Ru2xvr+o0PwntOCuvUzFbRTa22kjtmbUp/215RtcYzdsvvu22Irt65yrN5zdn0aFFNCvYjEm1J+mqgEo5KVXCVKxqsYqW81vSfXl3dpzbwfha40nin8Qt7YkIwzYNo9eKXuRIkYPFjReTI0UOt7Sl1NPGGMPnVT8nW/JsdFrSiRKTSvBTg58omLZg1E/w84OiRa1bDP1++ncazG7AxVsX+fH1H2lUoFGM9+UNdAEU5ZVeSPsCW9/ZSrks5WizqA0NZjfgwq0LLm9n+dHlFPq6EMFHghldYzTf1/1eO81KPaHE8RPzU4OfGFhxIDP/mEmRb4rw26nfXN7O6dDT1JxRk+7Lu1Mnbx22vL1FO81KxUC7oHasaLaC6/euU3xicUb8PoIIR4RL2wiLCOOTNZ9Q7ttyxPOJx2+tf4vznWbQjrPyYqkSpiK4aTBfVPmCBQcXkHdMXiZsn0C4IzzW+z4TeoYW81vw8rSXSRQ/ERtabeDd4u/G2VNHStnNx/jwYfkPWdtyLeGOcMpMKUPbhW25eOtirPd9P+I+wzcNp8C4Aqw7sY7RNUYzp8Ec719hTCkv9lLWl9jdbjdVsleha3BXSk4uyZYzW1yy71V/rSJoYhD91/anYf6GbG+znRefe9El+7ZbrDrOxpgGxph9xhiHMeaRF1QbY6obYw4aY44YY3rHpk31bPExPvQo04Pd7XbzQtoXaLuoLfnH5Wfq7qncC7/3xPs7df0U7we/T+4xuZn5x0w+KPsBO9vu9Mh11N5Aa1a5W9nMZdnXYR/dSnZj8s7JZB+Vnb4r+xJyI+SJ93U3/C4Ttk8g39h8dFvWjZIZS7Kn3Z5n5kuu1qtytzSJ0rDwzYXMeG0Gp66fosSkEtSdWZfNpzfzpJNHiAhrj6+lxvQaVP6hMtfvXmdew3lMe20ayRMkj34HcUSsZtUwxjwPOIBvgO4i8p8husYYX+AQUBU4DWwF3hSR/dHtX0f9qgeJCL8c/IWPVn/EHxf+IFXCVLxZ4E1ezf0qpTOVJlH8RFE+78S1E6w+vppZ+2ax/OhyABoVaMTAigPJljybJ/8KsRbbUfrurFmtV/WwAxcP0H9tf37a9xN+Pn68kvsV6uWtR9XsVXku8LkonxN6L5QNJzfwy5+/MHv/bK7evUpQ+iAGVBhAjVw1PPw3iB2tVxWXhN4LZeTvIxm6aSjX712nSLoivJH/DWrlqkW+1PminIEj3BHOzpCdBB8NZsbeGRy4dIDUCVPzfqn36VKyCwF+ATb8TWLGo9PRGWPW8OiiLgX0F5Fqkb9/ACAig6Pbrxa2iopDHKw8tpKvt3/N4sOLuRt+Fx/jQ84UOckQmIGkAUkJiwjjyp0rHL169P/XRmdJmoXGLzSmbdG2ZEmWxea/Rcy4anord9Ss1qt6lMOXD/PN9m+YsXcGITetI8/pEqcje/LspEqYChHhVtgt/rr6Fyeun8AhDhLFS0TdvHVpXaQ1FbJWiJNHmLVeVVx0494Npu2ZxuSdk9kesh2AhPESkjdVXtIkSkOAXwB3w+9yJvQMR68e5XbYbQDKZS5H80LNafJCExLES2DnXyFGvGk6ugzAqQd+Pw2UeNTGxpg2QBuAzJkzuzeZipN8jA9Vc1Slao6q3A67zZrja9h6Zit7Luzh/M3zHL58mPi+8UkWkIxXc79KwbQFqZC1AgXSFMDH6GX9TnC6ZrVelTNypczFVy9/xRdVv2BnyE42nNzAznM7ORV6iuPXjmMwJIyXkBIZS9C8UHPKZS5HqUylSBgvod3R4wKtV+VSgf6BtC/WnvbF2nMm9Awrjq1g57mdHLx8kIu3LnIv4h7+vv5kSZaFytkqUyJjCV7K8tIjzyI9baLtOBtjVgDponior4j84kQbUR0meORhbhGZAEwA6xuxE/tXz7CE8RJSM1dNauaqaXcUr+HJmtV6VU/Cx/hQNH1RiqaP+dRWTxutV+XNMiTJQIvCLWhBC7ujeI1oO84iUiWWbZwGMj3we0bgbCz3qZR6BK1ZpeIOrVel4hZPnLfeCuQyxmQzxsQHGgELPNCuUipmtGaViju0XpXyoNhOR1fPGHMaKAX8aowJjrw/vTFmMYCIhAPvAsHAAeAnEdkXu9hKqZjQmlUq7tB6Vcr7xGpwoIjMA+ZFcf9ZoOYDvy8GFsemLaVU7GnNKhV3aL0q5X10igGllFJKKaWcoB1npZRSSimlnKAdZ6WUUkoppZygHWellFJKKaWcoB1npZRSSimlnKAdZ6WUUkoppZygHWellFJKKaWcoB1npZRSSimlnKAdZ6WUUkoppZygHWellFJKKaWcoB1npZRSSimlnKAdZ6WUUkoppZygHWellFJKKaWcoB1npZRSSimlnKAdZ6WUUkoppZwQq46zMaaBMWafMcZhjAl6zHbHjTF7jTG7jDHbYtOmUirmtGaViju0XpXyPn6xfP4fwGvAN05sW1FELsWyPaVU7GjNKhV3aL0q5WVi1XEWkQMAxhjXpFFKuZXWrFJxh9arUt7HU9c4C7DMGLPdGNPGQ20qpWJOa1apuEPrVSkPifaIszFmBZAuiof6isgvTrZTRkTOGmPSAMuNMX+KyLpHtNcG+LvwbxpjDkaz71SAt5ye8qYsoHmiExfzZIluJ56s2Ther+BdebwpC2ie6Gi9ep7meTxvyuNNWcBF9QpgRCTWaYwxa4DuIhLtoARjTH/gpoh8FeuGrf1tE5FHDprwJG/KAponOs9yHrtq9ll+zaPjTVlA80RH69XzNM/jeVMeb8oCrs3j9ks1jDGJjDGBf/8MvIw14EEp5YW0ZpWKO7RelfKs2E5HV88YcxooBfxqjAmOvD+9MWZx5GZpgQ3GmN3AFuBXEVkam3aVUjGjNatU3KH1qpT3ie2sGvOAeVHcfxaoGfnzMaBQbNqJxgQ37vtJeVMW0DzReebyeEHNPnOv+RPwpiygeaKj9ep5mufxvCmPN2UBF+ZxyTXOSimllFJKPe10yW2llFJKKaWcECc6zsaY6saYg8aYI8aY3lE87m+MmRX5+GZjTFab83Qzxuw3xuwxxqw0xjg1xYm78jywXX1jjDxu6VZP5THGvBH5Gu0zxsywM48xJrMxZrUxZmfkv1lNN2aZYoy5YIyJcvCOsYyKzLrHGPOiu7K4kzfVrNZr7PNovWq96mesd9Ss1utjs3imXkXEq2+AL3AUyA7EB3YD+R7apgPwdeTPjYBZNuepCCSM/Lm93XkitwsE1gG/A0E2vz65gJ1A8sjf09icZwLQPvLnfMBxN+YpD7wI/PGIx2sCSwADlAQ2uyuLza+5R2pW69Ulr4/Wq9arfsZ6Qc1qvUabxyP1GheOOBcHjojIMRG5D8wE6jy0TR3g+8if5wCVjXHbGqXR5hGR1SJyO/LX34GMbsriVJ5IA4EvgLtuzOJsnneAsSJyFUBELticR4AkkT8nBc66K4xYixJcecwmdYAfxPI7kMwY85y78riJN9Ws1mvs82i9PprWqw15nuGa1Xp9DE/Va1zoOGcATj3w++nI+6LcRkTCgetAShvzPKg11jccd4k2jzGmCJBJRBa5MYfTeYDcQG5jzEZjzO/GmOo25+kPNDXWtE+LgU5uzBOdJ31/eSNvqlmt11jmQev1cbRe7cnzoGepZrVeY8cl9Rqr6eg8JKpvtQ9PBeLMNq7idFvGmKZAEPCSm7JEm8cY4wMMB1q6MYPTeSL5YZ1OqoB1pGC9MaaAiFyzKc+bwHciMtQYUwqYGpnH4YY80fHke9ldvKlmtV5jkSeS1uujab26ntZsDLNE0np9NJe8j+PCEefTQKYHfs/Ifw/1/38bY4wf1umAxx2ud3cejDFVgL5AbRG556YszuQJBAoAa4wxx7Gu61ngxsELzv57/SIiYSLyF3AQq9DtytMa+AlARDYBAVjr2tvBqfeXl/OmmtV6jV2ev7fReo2a1qs9eZ7VmtV6jR3X1KurL8529Q3r29MxIBv/XHye/6FtOvLvgQs/2ZynCNYF87m84fV5aPs1uHewkTOvT3Xg+8ifU2GdOklpY54lQMvIn5+PLCTjxtcoK48evFCLfw9e2OLu95BNr7lHalbr1SWvj9ar1qt+xnpBzWq9OpXJ7fXq1jecC1+ImsChyELpG3nfAKxvmmB9g5kNHMFacjS7zXlWAOeBXZG3BXbmeWhbtxX1E7w+BhgG7Af2Ao1szpMP2BhZ9LuAl92Y5UcgBAjD+vbbGmgHtHvgtRkbmXWvu/+tbHzNPVazWq+xfn20XrVe9TPWS2pW6/WxWTxSr7pyoFJKKaWUUk6IC9c4K6WUUkopZTvtOCullFJKKeUE7TgrpZRSSinlBO04K6WUUkop5QTtOCullFJKKeUE7TgrpZRSSinlBO04K6WUUkop5QTtOCullFJKKeWE/wFFTrKZd1bHTgAAAABJRU5ErkJggg==\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
}
},
"a43779feeb904e7fbfb75b2342fcb8cc": {
"model_module": "@jupyter-widgets/output",
"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_9fb3081c7dbf4ac68c82ca068930ecd3",
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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f35/6+nomTpzIokWL2Lp1K6GhoWzYsAGAqqqq09bJzc1l9+7dTJ482ab6LlmyhPvuu+/UE8pWr17Npk2bzvr9rXV/4403TgsO4TjM2szWvK28mvYqaWVpDBk4hAeSH2Bx7GIGuQ6yd/VEL3beANBam5RS9wCbMbqBvq61zlBK3WlZvlwpFQykAN6AWSl1HxAPBAJrLV3KXID/aK03WTb9JLBaKXUbcAy4rmt3rWdFREQwffp0AG6++WaWLVt2RgAsW7aMtWvXAkY7f3Z2NmPGjOH+++/nwQcf5Morr2TmzJmnytfU1LBo0SL+8Y9/4O3tDcDkyZNpbGykpqaGiooKxo0bB8Bf//pXLr/88g4fUNPadNbR9wcHB8tDahyUyWxic+5mXk17lZwTOYR7hvPo1EdZMHyBtO0Lm9h0H4DWeiOwsd285VbvizGahto7CYw9yzbLgUttrqkNbPml3l3a95tu/3nr1q189tlnbN++nUGDBnHJJZfQ0NBAbGwsu3btYuPGjTz88MPMmTOHRx99lObmZhYtWsQPfvADrr322lPb+fbbb09t72zXANo/oOZc3w/ykBpH09zSzPpD63kt/TXyqvMY7jOcv8z8C3Oj5uLiJPd2CtvJ/y1d5NixY2zfvp2pU6fyzjvvMGPGjNOWV1VV4efnx6BBgzh48CA7duwAoLCwEH9/f26++WY8PT1588030Vpz2223ERcXx69+9atO16X9A2rO9f3CcTSYGliTvYY30t/geN1xEgIS+MesfzArYhZOSi7ci86TAOgicXFxrFy5kjvuuIOYmBjuuuuu05bPnTuX5cuXk5iYyMiRI081uaSlpfHAAw/g5OSEq6srL730El9//TX/+te/GDNmzKkmnj//+c9cccUVNtWl/QNqzvX9ovdrbGnk/az3eS3tNUrrS0kOSuaP0/7I1NCpcseuuCBK68706LSv5ORknZKSctq8AwcOEBcXZ6ca9Q/yN7aPppYm1mSv4dV9r1JSX8LE4In8bOzPSA5OtnfVhINRSu1qHYbHmpwBCNHLNLc0szZnLSv2reB43XGShiTxl5l/YVLIpPOvLEQnSAAI0Us0tzTz4aEPeWXfKxTVFjFu8DiemPEEk4MnS1OP6BYSAELYWbO5mY8OfcSKfSsoqCkgcXAij019TNr4RbfrEwGgtZZ/KN3Eka4RORqzNvPJkU94Yc8L5FXnMTpgNL+d/FtmhM2Q/59Fj3D4AHB3d6e8vJyAgAD5R9PFtNaUl5fj7u5u76r0KVprtuZt5fk9z5Ndmc1Iv5E8/3/Pc3H4xfL/sOhRDh8A4eHh5OfnU1paau+q9Enu7u6Eh3d0j5/4Pr4r+o7ndj/HvtJ9RHpH8reL/sacqDnSj1/YhcMHgKurK9HR0fauhhDnlFaaxrLdy9hRtIOgQUE8NvUxrh5xNa5O8oB1YT8OHwBC9GY5lTn8c88/+fzY5/gN8OM3E3/D9SOvZ4DzAHtXTQgJACG6Q351Pi/ueZGPD3+Mh6sHd4+7mx/G/1Aesi56FQkAIbpQRUMFK/atYFXmKpyVMz9K+BFLRy/F193X3lUT4gwSAEJ0gbrmOlbuX8nKjJXUm+q5ZsQ13DX2LoI8guxdNSHOSgJAiAvQ3NLMe1nv8fK+l6loqOCyoZfx86SfM8xnmL2rJsR5SQAI8T203sT1z93/JL8mn+SgZJ7/v+dJHJxo76oJYTMJACE6QWvN14Vf81zqcxysOMhIv5G8eOmLcveucEgSAELYKL0snWd3Pct3xd8R5hnGX2b+hSuir5CbuITDkgAQ4jyOnjzKstRlbDm6Bb8Bfjw06SGui71OnrsrHJ4EgBBnUVpXyvK9y1mTvQY3ZzfuHHsnt8bfiqebp72rJkSXkAAQop2aphreyHiDf+3/F80tzSyOXcydY+8kcGCgvasmRJeSABDCoqmlidWZq1mxbwWVjZXMjZrLz8f/nKHeQ+1dNSG6hQSA6PfM2syGwxt4Yc8LFNQUMDl4Mr+c8EsSAhPsXTUhupUEgOi3tNZ8VfAVz6U+R1ZlFnH+cTx62aPyJC7Rb0gAiH4p9Xgqz6U+R2pJKhFeEfx15l+ZGz1XunSKfkUCQPQrmRWZPL/7ebblbyNwYCC/m/I7rom5RsblF/2SBIDoF/Kr83lhzwtsOLwBT1dP7k26l5tG3cQg10H2rpoQdiMBIPq0svoyVuxbwXtZ7+GsnPnx6B+zdPRSfAb42LtqQtidBIDok6oaq1iZsZJ/H/g3TS1NXBtzLXck3iHDMwthxaYrXkqpuUqpTKVUjlLqoQ6Wj1JKbVdKNSql7reaH6GU+kIpdUAplaGUutdq2WNKqQKl1B7LdEXX7JLoz2qba3l578vMWzOPV9Je4eLwi1m3cB2PTn1UDv5CtHPeMwCllDPwAjAbyAd2KqXWa633WxWrAH4BLGy3ugn4tdY6VSnlBexSSn1qte6zWuunL3gvRL9Xb6pn1cFVvJb+GicaTzArYhZ3j7ubkf4j7V01IXotW5qAJgE5WuvDAEqpd4EFwKkA0FqXACVKqfnWK2qti4Aiy/tqpdQBIMx6XSEuRFNLE+9lvceraa9SVl/G9LDp3DPuHkYHjrZ31YTo9WwJgDAgz+pzPjC5s1+klIoCxgPfWs2+Ryl1C5CCcaZQ2cF6twO3AwwdKrfkC0OzuZl1Oet4ed/LFNcWkxyUzDMXP0NSUJK9qyaEw7AlADq6JVJ35kuUUp7AGuA+rfVJy+yXgMct23oceAZYesYXab0CWAGQnJzcqe8VfY/JbGLjkY28tOcl8mvySRycyOPTH2dy8GS5e1eITrIlAPKBCKvP4UChrV+glHLFOPi/rbX+oHW+1vq4VZlXgI9t3abof5rNzXx86GNeSXuFvOo84vzjeOHSF5gZNlMO/EJ8T7YEwE4gRikVDRQAS4CbbNm4Mv5lvgYc0Fr/vd2yEMs1AoBrgHSbay36jaaWJj7M+ZDX0l6jsLaQOP84/jHrH/xfxP/JgV+IC3TeANBam5RS9wCbAWfgda11hlLqTsvy5UqpYIx2fG/ArJS6D4gHEoEfAmlKqT2WTT6itd4IPKWUGofRBJQL3NG1uyYcWYOpgTXZa3g9/XVK6kpIDEzkt1N+K7/4hehCSmvHaVZPTk7WKSkp9q6G6EZ1zXW8l/Ueb2a8SVl9GUlDkrhj7B1MDZEROoX4vpRSu7TWye3ny53Aoleoba7l3YPvsjJjJZWNlUwOnsxTFz3FxOCJ9q6aEH2WBICwq5K6Et4+8DbvZb5HdXM100Onc8fYOxg/ZLy9qyZEnycBIOwipzKHNzPeZMORDZi1mUuHXsrS0UvlBi4hepAEgOgxWmt2Fu/kzYw3+argK9yd3Vkcs5hb4m8hwjvi/BsQQnQpCQDR7UxmE58d/Yw3Mt5gf/l+/N39uXvc3SwZuQRfd197V0+IfksCQHSbmqYa1h1ax7/2/4uCmgIivSP53ZTfcfXwq3F3cbd39YTo9yQARJfLrszm3YPv8tHhj6g31TNu8DgemPgAsyJmyTN3hehFJABEl2huaebzY5/zzsF3SC1Jxc3JjbnRc1kycgljBo+xd/WEEB2QABAXpLi2mPez3mdN9hrK6ssI8wzjVxN+xTUjrpH2fSF6OQkA0Wlaa74t/pZVB1fxRd4XmLWZmeEzuWHkDcwImyHNPEI4CAkAYbOCmgI+OvQRHx36iGPVx/AZ4MMt8bdw3cjriPCSbpxCOBoJAHFOtc21bMndwvpD60k5bozDNDF4IneMvYM5kXOkN48QDkwCQJyhxdzCd8Xfsf7Qej4/9jn1pnqGeg3lnnH3cNXwqwj1DLV3FYUQXUACQJxyuOrwqSae43XH8XL1Yv6w+SwYvoCxg8fKaJxC9DESAP2Y1pqsyiw+O/YZnx39jJwTOTgrZ6aFTuP+ifczK2IWA5wH2LuaQohuIgHQz5i1mbSyND4/+jmfHfuMvOo8nJQTSUOSeGjSQ1wedTmBAwPtXU0hRA+QAOgHTGYTu0t28+nRT/n82OeU1JXg4uTC5JDJLB29lFkRswgYGGDvagohepgEQB9VVl/G9sLt7CjawVf5X1HZWIm7szvTw6Zz6dBLuTjiYrzdvO1dTSGEHUkA9BENpgZSj6eyvWg73xR+Q1ZlFgC+A3yZFjqNyyIvY3rodAa5DrJzTYUQvYUEgIMyazNZlVlsLzQO+KnHU2kyN+Hq5ErSkCTuTbqXaaHTGOU/Su7MFUJ0SALAQdQ115FRnsHe0r3sLd3LvtJ9VDRUADDCdwQ3jLqBqSFTmRA0QX7lCyFsIgHQC2mtOVZ97NSBfm/pXrIrs2nRLQBEeUcxI2wGk4InMTV0KkMGDbFzjYUQ3am+qQV3V6cuvxdHAsDOTGYTx04eI/tENjkncthfvp99pfs40XgCAA9XD8YEjuEnY35C4uBEEgMTZZRNIfoBs1mz43A5H+wuYFN6MW/dNomkoX5d+h0SAD3ErM0U1RaRU5lD9olssiuNA/6RqiM0m5sBcFJORHlHMStiFomDExk7eCzDfIbh7ORs59oLIXpK1vFqPkgtYN2eAoqqGvAc4MIVY4Lxdu/6w7UEQBdqbGmksKaQwppCCmoKKKgpoLCmkPzqfA5XHabOVHeqbIhHCCN8RzA9bDoxvjGM8B1BtE+0DK4mRD9UUt3A+j2FrN1dQEbhSZydFBfFBPLIFXHMjg/C3bV7fgRKANigxdzCicYTVDRUUNlQSUWj8VpaV3ragb60vvS09VycXAj1CCXUM5SFIxYywm8EMb4xDPcdjpebl532RgjRG9Q3tbBlfzFrdxfwVXYZLWbNmDAfHr0ynqvGhjLYq/uHYekXAXCi4QSVjZXUmeqob66n3tQ21Znq2j43G59PO9g3VFDVWIVGn7FdZ+VMsEcwYZ5hzAibQahnKGGeYYR5hhHqGcrggYOl+UYIcYrZrPn2SAUfpObzSXoxNY0mQn3cueOiYVybFMaIIT37w7BfBMDzu59nddbq85Yb6DKQgS4D8R3gi5+7H8N9hzPRfSJ+7n74DfDDf6A//gP8jc/ufvgO8MXFqV/8CYUQF+BQaQ1rUwtYu7uAghP1eLg5c8WYEK5JCmNKdABOTvYZademo5dSai7wHOAMvKq1frLd8lHAG0AS8Fut9dPnW1cp5Q+sAqKAXOB6rXXlBe5PhxaMWEBSUBIDXQYyyHXQqQP9QJeBDHIxPru7uMsNU0KILlNZ28TH+wpZk1rAnrwTOCmYGTOY38wdyZz4YAa62b91QGl9ZtPGaQWUcgaygNlAPrATuFFrvd+qzBAgElgIVLYGwLnWVUo9BVRorZ9USj0E+GmtHzxXXZKTk3VKSsr321MhhOhmTSYzX2SW8EFqPv89WEJzi2ZUsBeLksJZMC6UId726eShlNqltU5uP9+WM4BJQI7W+rBlQ+8CC4BTAaC1LgFKlFLzO7HuAuASS7mVwFbgnAEghBC9UUZhFe+l5LNuTwGVdc0Eeg7g1qlRXJsUTnxo7x100ZYACAPyrD7nA5Nt3P651g3SWhcBaK2LLGcRQgjhEMpqGlm3p5D3d+VzoOgkbs5OzE4IYnFSODNjAnFx7v1NyrYEQEdXJ87dbtQ16xobUOp24HaAoUOHdmZVIYToUs0tZv57sIT3d+XzxcESTGbN2HAfHl+QwFVjQ/Ed5GbvKnaKLQGQD0RYfQ4HCm3c/rnWPa6UCrH8+g8BSjragNZ6BbACjGsANn6vEEJ0mQNFJ0818ZTXNjHYawC3zYhm0YRwYoMc954eWwJgJxCjlIoGCoAlwE02bv9c664HbgWetLyu60S9hRCiW1U3NPPR3iJW7TzG3vwqo4knPojFExynied8zhsAWmuTUuoeYDNGV87XtdYZSqk7LcuXK6WCgRTAGzArpe4D4rXWJzta17LpJ4HVSqnbgGPAdV29c0II0Rlaa1KPVfLud3l8vK+I+uYWRgZ58fur4lk4Lgw/D8dq4jmf83YD7U2kG6gQojuU1zSydncB7+7MI6ekBg83Z64eF8oNE4cyNtyny4dh7mkX0g1UCCH6HLNZ87+cMlbtzGPL/mKaWzRJQ315alEi8xND8BjQ9w+PfX8PhRDCSkVtE6tT8vjPt8c4VlGH3yBXbpkaxRc1gh4AACAASURBVA0TIxz6gu730T8C4PA2qDgMg0dCYCx4BNq7RkKIHtTatv/vHcfYkFZEk8nMpCh/fj0nlrmjgxngYv9hGeyhfwRA2nuw+19tnwf6G0EwOBYCR7a99xkKTo5/ZV8IYahpNPHh7gL+veMoB4ur8RzgwpKJEfxgciQjg/vXr/2O9I+LwGYznMyH0iwoy4SyrLb3deVt5VzcISAGAmMsZwsxRjgEjADXgV23I0KIbnWw+CT/3nGUD3cXUtNoIj7Em5unRLJgXGi/aNtvr39fBHZyAt+hxhRz2enLasuNQCjLhLJsKM2Egl2QsZa2m5YV+Ea0nS20BkNrc5KD9xAQoi8wtZj5dP9x3vg6l+9yK3BzceLKxBBunhLJ+Ahfh+/J0x36RwCci0cAeEyFyKmnz2+uh/JDlnDIbguJ3P+Bqb6tnLuvVSi0njHEgH80OLv27L4I0Q9V1TWzKuUYK785SsGJesL9BvLwvFFcnxzR5/rtdzUJgLNxHQjBo43JWmtz0qlgsIRDzuew5+22ck4u4BfVFg6tTUsBMUboCCEuSE5JDW9+c4Q1uwqob25hcrQ/v7syntnxQTjb6QErjkYCoLOsm5NGtGtOajgJ5dmnB0NZNuR8Bi1NbeUG+lkFwoi2YPAfBi7yi0WIszGbNV9ml/LG17lsyyrFzdmJq8eF8uPpUSSE+ti7eg5HAqAruXtD2ARjsmZugRNHoSynLSDKc848a1BO4BvZFgynwmEEeIXItQbRb9U3tfB+aj5vfH2Ew6W1DPYawK9mx3LT5KEEenb/w9P7KgmAnuDkbPy69x8GzDl92amzButwOARHvjr9WoOrBwQMPz0cAkYY89zll4/omyprm3hr+1FWbs+loraJxHAfnr1hLPPHhOLmIl22L5QEgL2d9azBDNWFbWcLrVNrDyVtbivrMbgtDPyHt4WDf7R0XxUOKa+ijtf+d4RVO/Oob27h0lFDuP2iYUyK9pfePF1IAqC3cnICn3BjGj7r9GXNDVB5xDhTaA2GisOQ/SnU/NuqoDLW9x9mFQ6WV78oud4gep2Mwipe3naYDWlFKGDBuDDuuHhYvxuioadIADgiV3cYEmdM7TWcNMKgPKctICoOQfoH0HCirZxyAp+IM4MhYLhxgVu6sIoeorXmm0PlLN92iK+yy/Bwc2bp9CiWzogmxEfOYLuTBEBf4+4NoeOMqb26CiMUKg6d/pqfAo0n28opZ+PGt9brFtaTb6QRQEJcILNZsymjmJe2HiKtoIpAzwH8Zu5IfjA5Ep+B8gOkJ0gA9CeD/I0pYuLp87WG2jIjECoOnz7tew8aq6wKW5qV/KIsoRANftFtr+7ePblHwgG1mDUf7yvkn//NIbukhuhAD/5y7RiuGR+Gu2v/HJTNXiQAhNG91HOwMQ2dcvoyraG+8vRQKLcExcGPTx9LCWBQgBEM1qHgH20EhmeQdGXtx0wtZtbvNQ78h8tqiRniybIbxzN/TIjcuGUnEgDi3JRqO3MIP2MsKeOaQ+URqDhy+uuxHZD+/um9lVwGgl+kEQZ+llA4NUVKj6U+qrnFzNrUAl7YmsPR8jpGBXvx4g+SmJsQjJMc+O1KAkBcGHdvCBlrTO2ZmuDEMajMNUKhMtcyHTXGVGqqOb28Z5ARBr6RRiC0vvpFgXeYcT+FcBiNphbW7Crgxa055FfWMzrMmxU/nMBlcUFy4O8lJABE93Fxg8ARxtSe1sZF6VPBcKQtHPI6OHtwcjGuPViHw6n3Q6V5qRdpNLWwemceL209RGFVA2MjfPnjggRmjRwiffh7GQkAYR9KWUZiDei4aamlGaryjSE0Ko8a4dD6PvMTqC09vbyLu9GttTUQfC2vrWExKEACopuZWsx8kFrAc59nU3CingmRfjy5KJGZMYFy4O+lJABE7+Tsalw89o/ueHlTLZzIM0KhtZnpxDFjKthlXLi25jrICIjWgfzaTx6DJSC+J7NZszG9iL9vyeJwWS2J4T785doxcuB3ABIAwjG5ecCQUcbUkYaTlkA4agmKY1DVGhApZwaEy0BLE9NQ4x4I36HGI0JbP3sGy+NC29Fa80VmCX/bnMWBopPEBnmy/OYJXJ4QJAd+ByEBIPomd++On+fQquEkVOW1hUPrmURVHhTtObN7q5OrJSCsw6H1fYRxkdq5//xz2n6onKe3ZLLraCVD/Qfx7A1juXpsmHTndDD95/9YIay5e4N7AgQldLy8tYmpKq+taan1ffanUHP89PLKGbxDrZqZIk5vcvIJBxfHH7Z4b94Jnt6SyVfZZQR7u/Ona0ZzfXIErs5yduSIJACE6Mj5mpiaG+BkQbtwsATE0a8hreD0Xkwo8ApuO2OwbmryjTQCohffB3GkrJa/fnKQTRnF+Hu48f/mx3HzlEi5c9fBSQAI8X24uhsD5wUM73h5SzOcLLQ6g7BqaipIgf0fgtl0+jqeQe0uTke2C4ieH4OporaJZZ9n8+8dR3FzceKXl8Vy28xoPAfIoaMvkP+KQnQHZ1fLTWyRHS83t0B1kVUwWF2HKEiF/es6CIjg07u2Wr96h3fpNYiG5hbe+DqXF7/Ioa65hRsmRnDfZTEM8ZKBAPsSCQAh7MHJue15D5FTz1x+KiCOtU2VR42QyPvWGN5bt7SVV87gE2YJhChLOES1jcNk430QZrNm3d4C/rYpk8KqBi6LG8JD80YxYoiMx98X2RQASqm5wHOAM/Cq1vrJdsuVZfkVQB3wI611qlJqJLDKqugw4FGt9T+UUo8BPwVa7+h5RGu98UJ2Rog+47SAmHbm8vY3ylm/Zm2G2pLTy7t5tQVD6/hLrYP1+USAixvf5JTx508OkF5wkjFhPjxz/TimDg/ogZ0V9nLeAFBKOQMvALOBfGCnUmq91nq/VbF5QIxlmgy8BEzWWmcC46y2UwCstVrvWa31012xI0L0K+e9Ua7OctZgNQZTxRHjEaPZn0JL46miWjlR5jyElsZAfuIWyogJicQnjMPJ8zg0DQS3QT2yS6Ln2XIGMAnI0VofBlBKvQssAKwDYAHwltZaAzuUUr5KqRCtdZFVmUuBQ1rro11UdyHE2bgNOnsvJrMZaoqpLsrm06+/Jf/wfoabS0n2PcEQ005UxhbIsCrvFdL27Af/YZbnTQ833ks4ODRbAiAMyLP6nI/xK/98ZcIA6wBYArzTbr17lFK3ACnAr7XW7W7PFEJ0NZOGdzKaeObTRk7WJ/CDyVdw8+xY/D0sz4iurzTOFioOWw3zfRiytpzZtOQdZvU40RGWnlEjjGsR8szpXs+WAOjoypHuTBmllBtwNfCw1fKXgMct5R4HngGWnvHlSt0O3A4wdOhQG6orhDib7YfK+cNHGRwsrmbKMH9+f1UCcSHtnuI20A/C/CAs6cwNNFZbPXO69TUHMta2e+a0s3GdITDGmAJiIDDWeC8D8/UatgRAPhBh9TkcKOxkmXlAqtb61O2T1u+VUq8AH3f05VrrFcAKgOTk5PbBI4SwQX5lHX/eeICNacWE+Q7kxR8kMW90cOfH7BngdfbnP7Q+c7o1FMqzoSwHDn1x2jUHBvpZBcII43XwKCMw5JkPPcqWANgJxCilojEu4i4BbmpXZj1Gc867GM1DVe3a/2+kXfNPu2sE1wDp36P+QohzqG9q4aVth3h52yGUgl9eFssdFw/rnjt4z/bMaXOLcUNcWbZlyjICIudT2PPvtnLObkYwDB7ZNgWONJqV+sAwGr3ReQNAa21SSt0DbMboBvq61jpDKXWnZflyYCNGF9AcjG6gP25dXyk1CKMH0R3tNv2UUmocRhNQbgfLhRDfk9aaDWlF/HnDAQqrGrgyMYSHr4gjzNcOw004Obd1PY2ZffqyhiojFEozofSgEQ6FqUaTUmsrsnI2LkAPHmVMQ+KMKSBGrjNcIGV03HEMycnJOiUlxd7VEKJXyz5eze/WpbPjcAVxId48dlU8k4c5WH/+5vq2s4XWcCjNNM4cWm+AU87GBecho2BIvCUc4o3eSf1oZFZbKKV2aa3PePKS/JWE6CPqmkws+zyHV786jMcAF55YOJobJw11zCGaXQdCSKIxWTM1GiFQcqBtKtoH+9dz6ozB2c1oOgqyjPYaFA9Bo+WxoR2QABDCwWmt2ZxxnD9+lEFhVQPXTQjnoXmjCPDsg+3mLgPaDuzWmuqgLBNKDkJJhhEMR7bBvnfbygwKsKw72jhTCEowmpJ68Sis3U0CQAgHdqy8jt+vT+eLzFJGBXux7MbxJEf527taPc9tEISONyZrdRVwPMMypRuvKW+Aqd5YrpyMZqTgMVZTIngO6fl9sAMJACEcUENzCy9vO8wLW3NwdVL8v/lx3DotSh7M0t4gf4ieaUytzC3G0BitgVCcDnk7IX1NWxmPIWeGQsDwPtdNVQJACAezLauU369LJ7e8jvmJIfxufjzBPjJMs82cnNue5RC/oG1+faURBsVpRjgU74PtL4C52VjuOshoPmq9DyIkEQbHOXRPJAkAIRxEcVUDf/w4g41pxUQHevCv2yYxM2awvavVdwz0O/NswdRkXFsoTjOmor2w913Y+Yqx3MnVuMjcGgrBY41rCw4yRpIEgBC9nNmsefvbozy1KZPGFjO/nh3L7RcPY4BL32qO6JVc3NqagVqZzcb4SEV7jEAo2gcHPoLUt4zlysk4Mwgd13ZdImi0XZ7odj4SAEL0YpnF1Tz8wT5Sj51g+ogA/rRwDFGBHvauVv/m5NTWhDR6kTFPa+P5DEV7jWAo3GM8l2HP25Z1XIweRyHWoZBg9zucJQCE6IUamlt4/r/ZvLztMF7uLjxz3ViuTQrr/Ng9omcoBb4RxhR3pTFPazhZAIW726aDG2D3v4zlTq5GCIRNsExJxrhIPXihWQJAiF7m65wyfrs2jdzyOq5NCuP/zY9vG6pZOA6l2p7qFneVMU9r40E9p0IhFdLeg5TXjOVunm1nCK3B4BPebTewSQAI0UtU1Dbxpw0HWJOaT2TAIN7+yWSmjwi0d7VEV1LK8ljOSEhYaMwzm427mwt2GYFQsAu+XQ4tTcZyj8FGEFz8YMdDdF8ACQAh7ExrzdrdBTz+8X6qG0zcPWs4P/+/mO4ZsVP0Pk5OMDjWmMbdaMwzNRldUQt2GWcKBbu65aslAISwo7yKOh5Zm8ZX2WWMH+rLX64dw6hg7/OvKPo2Fzfj134X/+I/42u6detCiA61mDUrv8nlb5szcVLwxwUJ3Dw5EidHHLhNOCwJACF6WPbxan6zZh+7j53gkpGD+dM1Y+wzTr/o9yQAhOghTSYzy7cd4p//zcFjgDPP3jCWheOka6ewHwkAIXrA3rwTPLhmHweLq7lqbCi/vyqewL44XLNwKBIAQnSj+qYWnv0si1e/OsxgrwG8cksys+OD7F0tIQAJACG6zTeHynj4gzSOltdx0+ShPDRvFN7urvaulhCnSAAI0cWqG5r5yycH+c+3x4gMGMQ7P53C1OEO9kxe0S9IAAjRhbZmlvDIB2kUn2zgpzOj+dXskQx0kxu6RO8kASBEF6iqa+bxDft5f1c+I4Z48v5d00ga6mfvaglxThIAQlygT/cf57dr0yivbZJhHIRDkQAQ4nuqqG3iDx9lsG5PIaOCvXjt1omMCfexd7WEsJkEgBDfw8a0Ih5dl86JumbuuyyGn10yAjcXeSC7cCwSAEJ0Qml1I4+uS+eT9GJGh3nzr9smExcig7cJxyQBIIQNtNas31vI79dnUNfYwgOXj+SOi4bh4iy/+oXjkgAQ4jxKTjbwyNp0PjtwnHERvvxtcSIxQV72rpYQF0wCQIiz0FrzQWoBf/gog0aTmUeuGMVtM4bhLEM2iz7CpgBQSs0FngOcgVe11k+2W64sy68A6oAfaa1TLctygWqgBTBprZMt8/2BVUAUkAtcr7WuvOA9EqILFFc18PAH+/gis5TkSD+eWpzIsMGe9q6WEF3qvAGglHIGXgBmA/nATqXUeq31fqti84AYyzQZeMny2mqW1rqs3aYfAj7XWj+plHrI8vnB770nQnQBrTXvpeTz+Ib9NLeYefTKeG6dFiW/+kWfZMsZwCQgR2t9GEAp9S6wALAOgAXAW1prDexQSvkqpUK01kXn2O4C4BLL+5XAViQAhB0VnKjn4Q/S+DKrlEnR/jy1KJGoQA97V0uIbmNLAIQBeVaf8zn91/3ZyoQBRYAGtiilNPCy1nqFpUxQa0BorYuUUkM6+nKl1O3A7QBDhw61obpCdI7Wmnd35vGnDQcway2PZxT9hi0B0NG/At2JMtO11oWWA/ynSqmDWusvba2gJTBWACQnJ7f/XiEuSF5FHQ99sI+vc8qZNjyAvy5KJMJ/kL2rJUSPsCUA8oEIq8/hQKGtZbTWra8lSqm1GE1KXwLHW5uJlFIhQMn32wUhOs9s1qzcnstTmzJxdlL8+Zox3DgpQh7PKPoVW+5i2QnEKKWilVJuwBJgfbsy64FblGEKUGU5sHsopbwAlFIewBwg3WqdWy3vbwXWXeC+CGGTQ6U1XP/ydv7w0X4mD/Nnyy8v4qbJQ+XgL/qd854BaK1NSql7gM0Y3UBf11pnKKXutCxfDmzE6AKag9EN9MeW1YOAtZZ/WC7Af7TWmyzLngRWK6VuA44B13XZXgnRAVOLmVe+OsKzn2Ux0NWZv18/lmvGy0PZRf+ljI47jiE5OVmnpKTYuxrCAR0sPskD7+0jraCKyxOCeHzhaIZ4udu7WkL0CKXUrtZ7sKzJncCiT2symXlxaw4vfJGDt7srL9yUxBVjguVXvxBIAIg+bF/+CX7z/j4OFlezYFwov78qAX8PN3tXS4heQwJA9Dl1TSae/TSL1/53hEDPAbxySzKz44PsXS0heh0JANGnfJVdyiNr08irqOfGSUN5aN4ofAa62rtaQvRKEgCiT6isbeKJDQdYk5pPdKAH794+hSnDAuxdLSF6NQkA4dC01ny8r4g/fJTBibpmeSi7EJ0gASAcVlFVPb/7MJ3PDpSQGO7DW0snEx8qj2cUwlYSAMLhmM2at789yl83ZWIym/l/8+P40bQoeTyjEJ0kASAcStbxah75II2Uo5XMjAnkTwvHMDRABm8T4vuQABAOob6phWX/zeaVLw/j6e7C09eNZVGSDOMgxIWQABC93hcHS/jdunTyK+tZPCGcR66Ikxu6hOgCEgCi1yquauCPH2ewMa2YEUM8pWunEF1MAkD0Oi1mzVvbc3lmSxbNLWbunxPL7RcNx81FLvIK0ZUkAESvsi//BI+sTSO94CQXxQ7m8QUJRAbIc3mF6A4SAKJXONnQzN+3ZPHW9lwCPAfwz5vGM39MiFzkFaIbSQAIuzKbNR/sLuDJTw5SXtvILVMi+fXlI/F2l/F7hOhuEgDCbtLyq/j9+nRSj51gXIQvr/8omcRwX3tXS4h+QwJA9Ljymkae3pLJuzvzCPBw42+LE1mUFI6TkzT3CNGTJABEjzG1mHn722M8syWTuqYWlk6P5t7LYqS5Rwg7kQAQPWLH4XIeW5/BweJqZowI5PdXxRMT5GXvagnRr0kAiG5VVFXPnzce5KO9hYT5DmT5zUlcniDP5BWiN5AAEN2ittHEii8Ps+LLw5i15t5LY7jz4uEMdJNx+oXoLSQARJcytZh5b1c+f/80i9LqRuYnhvDQ3FFE+MuInUL0NhIAoktordmaWcqfNx4gu6SG5Eg/Xv7hBJKG+tm7akKIs5AAEBcsvaCKP288wDeHyokKGCTt/EI4CAkA8b0Vnqjn6c2ZrN1TgO9AVx67Kp6bJkfKoG1COAgJANFpJxuaWb71EK/97wgauOOi4dx1yXB8Bkp/fiEciQSAsFlto4k3v8llxZeHqapv5prxYfx6TizhfnKBVwhHZFMAKKXmAs8BzsCrWusn2y1XluVXAHXAj7TWqUqpCOAtIBgwAyu01s9Z1nkM+ClQatnMI1rrjRe8R6LL1Te18O8dR1m+7RDltU3MGjmYX88ZyegwH3tXTQhxAc4bAEopZ+AFYDaQD+xUSq3XWu+3KjYPiLFMk4GXLK8m4NeWMPACdimlPrVa91mt9dNdtzuiKzU0t/Dud8d4YeshSqsbmRkTyH2XxTIhUnr2CNEX2HIGMAnI0VofBlBKvQssAKwDYAHwltZaAzuUUr5KqRCtdRFQBKC1rlZKHQDC2q0repkmk5nVKXm88EUORVUNTI725583jmeyPI5RiD7FlgAIA/KsPudj/Lo/X5kwLAd/AKVUFDAe+Naq3D1KqVuAFIwzhUpbKy66nqnFzAepBSz7bzb5lfUkDfXl6evGMm14gHTpFKIPsiUAOvqXrztTRinlCawB7tNan7TMfgl43FLuceAZYOkZX67U7cDtAEOHDrWhuqKzGk0tfJBawMvbDpFbXkdiuA+PLxzNJbGD5cAvRB9mSwDkAxFWn8OBQlvLKKVcMQ7+b2utP2gtoLU+3vpeKfUK8HFHX661XgGsAEhOTm4fPOICnGxo5j/fHuO1/x2htLqR0WHerPjhBGbHB8mBX4h+wJYA2AnEKKWigQJgCXBTuzLrMZpz3sVoHqrSWhdZege9BhzQWv/degWrawQA1wDpF7AfohNKTjbw+te5vL3jKNWNJmaMCOQfN4yTph4h+pnzBoDW2qSUugfYjNEN9HWtdYZS6k7L8uXARowuoDkY3UB/bFl9OvBDIE0ptccyr7W751NKqXEYTUC5wB1dtleiQ0fKalnx5WHW7MrHZDYzb0wId140nDHh0p1TiP5IGR13HENycrJOSUmxdzUczr78EyzfdohP0otxdXZi8YRwbp85jKhAD3tXTQjRA5RSu7TWye3ny53AfVRzi5ktGcd5a3su3x6pwGuAC3dePJwfT49iiJe7vasnhOgFJAD6mJKTDbzzXR7/+e4ox082Eu43kEeuGMWNk4biJc/eFUJYkQDoA7TWpBytZOU3uWxKL8Zk1lwUO5g/LYxk1qghODvJhV0hxJkkABxYXZOJD3cX8tb2XA4WV+Pl7sKt06K4eUok0dK+L4Q4DwkAB7S/8CTv7crj/V35VDeYiAvx5i/XjmHBuFAGucl/UiGEbeRo4SDKahpZt6eQ93flc6DoJK7OirmjQ7h1aiQTIv2k/74QotMkAHqxRlML/z1QwprUfLZmlmIyaxLDffjD1QlcNTYUfw83e1dRCOHAJAB6Ga01e/OrWLMrn/V7C6mqbybIewC3zYxmUVI4sUFe9q6iEKKPkADoJXJKqvkkrZgP9xRwqLSWAS5OXJ4QzKIJ4cwYESg9eYQQXU4CwE601uwvOsmm9GI+SS8mp6QGgIlRfvxk5jDmJ4bgLf32hRDdSAKgB7U273ySXsSm9GKOltfhpGBStD+3TE3g8oRggrzlLl0hRM+QAOhmphYzqcdOsCm9mE3pRRRWNeDipJg2IpA7Lx7O7PggAj0H2LuaQoh+SAKgGxRV1fNlVinbskr5KruM6gYTbi5OXBQTyK/mjGR2XBA+g6R5RwhhXxIAXaDR1MLOI5VsyyphW1YpWceN9vxgb3euGB3CRbGDuSg2UMbiEUL0KhIA34PWmkOlNXydU862rFK2HyqnvrkFN2cnJkb7sXhCOBfHDiE2yFNu0BJC9FoSADYwtZg5UFTNt0fK2Zlbwc7cSipqmwCIDBjEdcnhXBw7mCnDAvAYIH9SIYRjkKNVBxqaW9ibd4KduRV8e6SC1KOV1Da1ABDhP5BZI4cwKdqPydEB8lAVIYTD6vcBYDZrjpTXkpZfxb78Kvbln2BffhVNLWYARgZ5cU1SGJOiA5gU5U+wj3TTFEL0Df0qALTWHKuoY19+FWkFxsE+veAkNY0mANxdnYgP8eZH06OYGOVPcqQffjLejhCij+oXAfBeSh7r9hSSVlBFVX0zAG7OTsSFenPN+DDGhPuQGO7DiMGeuDg72bm2QgjRM/pFABScqOdEfRNXjAkhMdyHMWE+xAZ54eYiB3shRP+ltNb2roPNkpOTdUpKir2rIYQQDkUptUtrndx+vvwEFkKIfkoCQAgh+ikJACGE6KckAIQQop+SABBCiH5KAkAIIfopCQAhhOinbAoApdRcpVSmUipHKfVQB8uVUmqZZfk+pVTS+dZVSvkrpT5VSmVbXv26ZpeEEELY4rwBoJRyBl4A5gHxwI1Kqfh2xeYBMZbpduAlG9Z9CPhcax0DfG75LIQQoofYcgYwCcjRWh/WWjcB7wIL2pVZALylDTsAX6VUyHnWXQCstLxfCSy8wH0RQgjRCbYEQBiQZ/U53zLPljLnWjdIa10EYHkdYnu1hRBCXChbBoPr6JmG7QcQOlsZW9Y995crdTtGsxJAjVIqszPrO7hAoMzelXAA8neyjfydbNMX/06RHc20JQDygQirz+FAoY1l3M6x7nGlVIjWusjSXFTS0ZdrrVcAK2yoZ5+jlErpaAAncTr5O9lG/k626U9/J1uagHYCMUqpaKWUG7AEWN+uzHrgFktvoClAlaVZ51zrrgdutby/FVh3gfsihBCiE857BqC1Niml7gE2A87A61rrDKXUnZbly4GNwBVADlAH/Phc61o2/SSwWil1G3AMuK5L90wIIcQ5OdTzAPobpdTtliYwcQ7yd7KN/J1s05/+ThIAQgjRT8lQEEII0U9JAPRiSqm/KaUOWobXWKuU8rV3nXorpdR1SqkMpZRZKdUvenB0xvmGcxGglHpdKVWilEq3d116igRA7/YpMFprnQhkAQ/buT69WTpwLfClvSvS29g4nIuAN4G59q5ET5IA6MW01lu01ibLxx0Y91GIDmitD2it+9NNgp1hy3Au/Z7W+kugwt716EkSAI5jKfCJvSshHJItw7mIfsiWO4FFN1JKfQYEd7Dot1rrdZYyvwVMwNs9Wbfexpa/lejQBQ/JIvomCQA701pfdq7lSqlbgSuBS3U/77N7vr+VOCtbhnMR/ZA0AfViSqm5wIPA1VrreIxWxgAAAYFJREFUOnvXRzgsW4ZzEf2QBEDv9k/AC/hUKbVHKbXc3hXqrZRS1yil8oGpwAal1GZ716m3sHQkaB2S5QCw2mpIFmGhlHoH2A6MVErlW4ap6dPkTmAhhOin5AxAiP/f3h3iNBREYRj9rwLCIqghiMIyWAEeD2tgAQSFQeHYA4Y9kJAgkIBFITAIMggeCakgbdO0TeYc9fJmxHVfxsxApwQAoFMCANApAQDolAAAdEoAADolAACdEgCYQVV9TLHnoKpeq+pkGTPBvAQAFqy19pif6xaOVz0L/EcAYEZVNaqqp6q6Hl4hu6uqrYltb0nGq5gPpiUAMJ/dJFettXGS9yRHE+vnSTaqamfpk8GUBADm89xaexi+75OMfheGW1y3k9zGKYA1JgAwn88/318Z3taoqs0kF0lOkzwm2V/+aDAdAYDFOkty01p7iQCw5gQAFqSq9pIcJrkcfgkAa817AACdcgIA6JQAAHRKAAA6JQAAnRIAgE4JAECnBACgUwIA0KlvvHK9egAMEz8AAAAASUVORK5CYII=\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
}
},
"a45e019cfbbd4c648a435f59ad5338da": {
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"model_module_version": "1.2.0",
"model_name": "LayoutModel",
"state": {}
},
"a57dfe20c78a4e568de671a54c7d7d01": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.2.0",
"model_name": "LayoutModel",
"state": {}
},
"a5a0304ac25f4d7da1b3720ebc2c39c3": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.2.0",
"model_name": "LayoutModel",
"state": {}
},
"a5ed6eda26b043efbdd8065e6041e7f9": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "CheckboxModel",
"state": {
"description": "Original",
"disabled": false,
"layout": "IPY_MODEL_6d8cc4c2c82f4c19af0137e28df913e3",
"style": "IPY_MODEL_39ca0a8a385e41138f77e92dd5716a52",
"value": false
}
},
"a5f3762ddd0a4bc5a7055912cc7452d2": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "DescriptionStyleModel",
"state": {
"description_width": "initial"
}
},
"a632b8855f8f471da8657c1a1317fec4": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "VBoxModel",
"state": {
"_dom_classes": [
"widget-interact"
],
"children": [
"IPY_MODEL_0dab97a629bc4cf7a9991ff99f22e027",
"IPY_MODEL_9f117e4d9a4e43cf8bdb5999f1de0f50"
],
"layout": "IPY_MODEL_c0cffe1be31c42119075978202e6f8fb"
}
},
"a777282901304f71a8cdb8f2ba986c4c": {
"model_module": "@jupyter-widgets/output",
"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_73712f06f51346b4b4060c6a3bb38f8e",
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
}
},
"a7a763986e324362878b395ef35d2aa5": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "DescriptionStyleModel",
"state": {
"description_width": ""
}
},
"a7b59b2705664078bdf4e7c28abbc99f": {
"model_module": "@jupyter-widgets/output",
"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_79d08c7e280a499089e7f785c56736c6",
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
}
},
"a7cde0031933487d9e09744b85eeddf4": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.2.0",
"model_name": "LayoutModel",
"state": {}
},
"a8ab7e088b8d40deb360ccc66847a0a5": {
"model_module": "@jupyter-widgets/output",
"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_2a081faebc5c40c99cc594130d64495c",
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
}
},
"a8d7d76799c845c290ceaebc9644cfa2": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.2.0",
"model_name": "LayoutModel",
"state": {}
},
"a90400ad703b475ca3c34dbb01664bf3": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "VBoxModel",
"state": {
"_dom_classes": [
"widget-interact"
],
"children": [
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"IPY_MODEL_db9668e8073e4fbda8f5395916cc987e"
],
"layout": "IPY_MODEL_639fec035edb432b8a051827e7ad9195"
}
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{
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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
}
},
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"state": {}
},
"b05f154f01f04904a6a9b05ac4272a9a": {
"model_module": "@jupyter-widgets/output",
"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_23ccb746f80f439a8958886303bcb8d5",
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
}
},
"b15d634b2c23402f81eabc2df767067e": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "DescriptionStyleModel",
"state": {
"description_width": "initial"
}
},
"b1e52a39a0d5405886f4a46a5f3919bb": {
"model_module": "@jupyter-widgets/output",
"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_13f0df578172416b9282012e42f72445",
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
}
},
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"description": "Basis Functions:",
"index": 1,
"layout": "IPY_MODEL_dacdb41c4ecd44b08d2fe5dcd3d59798",
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"b358536c01f340528400982d80ccb53a": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.2.0",
"model_name": "LayoutModel",
"state": {}
},
"b39e01386d4a406ba616415375c0785f": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "CheckboxModel",
"state": {
"description": "Testing Data",
"disabled": false,
"layout": "IPY_MODEL_feeeb2c87b0d4d7685add1a019eb4efb",
"style": "IPY_MODEL_307754ebfb9543e68516e0f30196c8ac",
"value": false
}
},
"b7117df0e67247c49fd63ce040bf0cce": {
"model_module": "@jupyter-widgets/output",
"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_5b72906bbde04de58f8dd591dab2eb1c",
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
}
},
"b81e2f0cb38945a3911632eb5a72d207": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "DescriptionStyleModel",
"state": {
"description_width": ""
}
},
"b8dc969f027444849f4e70cf42d48df3": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "DescriptionStyleModel",
"state": {
"description_width": ""
}
},
"b9abd8d61c6d4fd9aeb05accfcfe80fb": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.2.0",
"model_name": "LayoutModel",
"state": {
"height": "30px",
"width": "250px"
}
},
"bd0409fc147440269279c371ae51cd47": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.2.0",
"model_name": "LayoutModel",
"state": {}
},
"bdd5be78ecce4ce4a247f2b54199bfc1": {
"model_module": "@jupyter-widgets/output",
"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_c23ac6b8cc2e44fcb1ab786630bb00a4",
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
}
},
"bf55b969134c41bb9e6927a2be8e2f79": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "VBoxModel",
"state": {
"_dom_classes": [
"widget-interact"
],
"children": [
"IPY_MODEL_36d7f81f3c7b4532bc18ebc1d0997917",
"IPY_MODEL_c092a23d2451414a905f7578d74658b1"
],
"layout": "IPY_MODEL_74341d1643ed4c60bf0e0082f981bc3f"
}
},
"bf7e3c0b5ee549039d08db0f35e31f4e": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "DescriptionStyleModel",
"state": {
"description_width": "initial"
}
},
"bf80adb2804d41e6bf6e367090f13097": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.2.0",
"model_name": "LayoutModel",
"state": {}
},
"c092a23d2451414a905f7578d74658b1": {
"model_module": "@jupyter-widgets/output",
"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_61d1c94ff20b402b8034dfd28fe7f153",
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"ename": "AttributeError",
"evalue": "module 'matplotlib.pyplot' has no attribute 'xlable'",
"output_type": "error",
"traceback": [
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[1;31mAttributeError\u001b[0m Traceback (most recent call last)",
"\u001b[1;32m~\\AppData\\Local\\Continuum\\anaconda3\\envs\\bzan\\lib\\site-packages\\ipywidgets\\widgets\\interaction.py\u001b[0m in \u001b[0;36mupdate\u001b[1;34m(self, *args)\u001b[0m\n\u001b[0;32m 249\u001b[0m \u001b[0mvalue\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mwidget\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_interact_value\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 250\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mwidget\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_kwarg\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 251\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m**\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 252\u001b[0m \u001b[0mshow_inline_matplotlib_plots\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 253\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mauto_display\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mresult\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;32m\u001b[0m in \u001b[0;36mbias_and_var\u001b[1;34m(fname)\u001b[0m\n\u001b[0;32m 52\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0malpha_range\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvar\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlabel\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"var\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 53\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0malpha_range\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mbias2\u001b[0m\u001b[1;33m+\u001b[0m\u001b[0mvar\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlabel\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34mr\"bias$2$+var\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 54\u001b[1;33m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mxlable\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'$\\ln \\lambda$'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 55\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 56\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlegend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;31mAttributeError\u001b[0m: module 'matplotlib.pyplot' has no attribute 'xlable'"
]
}
]
}
},
"c0cffe1be31c42119075978202e6f8fb": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.2.0",
"model_name": "LayoutModel",
"state": {}
},
"c143379870be4d0f8d5b1b1aba073953": {
"model_module": "@jupyter-widgets/output",
"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_08d216bb6e1f4ef881cf5395d119c5d4",
"outputs": [
{
"data": {
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kRYsWwSWXQN264TVgACxblu2oJNcVF8PixVBQEN5nkhKASAreew/69Qsn/S+/hC1boHfv8Fq+PNvRSa564QVo0waGDAlLmLRuDRMnZq5+zQISScG998Kvfw033XRw24gR4XLQgw/C5MnZi01y0+uvw3/+J7z6apjAAKEXcNVVYWJD//5VH4MGgUUOYffu8B9y+/Zw6aek7dvhxBNh586Dy1CIpOJ734O77y57F/uf/gQPPBAuOVaGBoFFqoBO8BKVfftg4cKweGFpF18MS5bAnj1VH0eNTQDu4R/4gQfgF7+AlSuzHZHkqiOPhPPOC9drS5sw4eAKpCKpOuIIOOqo5EuYbN0KtWuHlWyrPI6qryLzdu+GK66AH/4Qdu0K/6B9+sDw4Zq+J5Xz85+H7vozz4TLPTt2wFNPwUMPwX33ZTs6yTVmMHgw/M//lN336KPhrvYjMnB2rpGDwKNGHVwTvnbtsO2BB+DCC2HMmJAIRA5Hjx5h0O7++8Pvj1mYFfTGG2HVUZHD9cADcM45sGlTmAF0xBGhRzlnTljhNhNq3CDw3r3QtGkYQGnT5tv73norPBxE0/YkHcXFIQHk5WU7Esl1mzbB00/D9OnhsvWll4ZzVJMmlT/m4QwC17gEUFQE7dqFf9jSduyAxo1DF15EpCaK9Syg444LmXTdurL73n8fvvOdzMckIlId1bgEULs23HxzWBWy5KMAd+yAn/1M1/9FRL4RSQIws75m9pGZrTWzkUn2H2lmLyf2LzSz1lHUW54HHwxzaDt0CHdw3n03nHZauDT07/9elTWLiOSOtBOAmeUBTwEXA+2BwWbWvlSxm4Gt7n4K8Cjw63TrrUjdujBtGjz3XPhcv36YwTFuXGamVomI5IIopoF2B9a6+ycAZvYS0B9YVaJMf+D+xPtXgCfNzLwKR6DN4Oyzw0tERMqK4vtwM+CzEp8LE9uSlnH3YmA70CjZwcxsmJkVmFlBUVFRBOGJiEgyUSSAZDfBl/5mn0qZsNF9rLvnu3t+k3Qmw4qISIWiSACFQIsSn5sDG8orY2a1gGOBLRHULSIilRRFAlgEtDWzNmZWBxgETCtVZhowJPH+auCvVXn9X0REDi3tQWB3LzazEcAsIA8Y7+4rzexBoMDdpwHPAhPNbC3hm/+gdOsVEZH0RLIYnLvPAGaU2nZfife7gIFR1CUiItHQrHgRkZhSAhARiSklABGRmFICEBGJKSUAEZGYUgIQEYkpJQARkZhSAhARiSklABGRmFICEBGJKSUAEZGYimQtIBGJzvr18O67cPTR0KcPHHVUtiOSmko9AJFqYvduGDoUunWDP/4RHn8cWraEl1/OdmRSU6kHIFJN3HUXbN0Kn34K9euHbUuWwMUXQ+vW0KNHVsOTGkg9AJFqYNs2+P3vYdy4gyd/gM6dYeTI0BsQiZoSgEg1sGYNfPe7cMIJZff94AewdGnmY5KaTwlApBpo0gQ++wz27Cm77+OPkycGkXQpAYhUA61bQ4cO8PTT396+axc8/HAYHBaJmgaBRaqJcePC5Z6FC2HAANi0CUaPhk6d4Lrrsh2d1ERKACLVxCmnwLJlMGECTJoU7gP4zW/goovgCPXVpQqYu2c7hnLl5+d7QUFBtsMQEckZZrbY3fNTKavvFSIiMaUEICISU0oAIiIxpQQgIhJTSgAiIjGlBCAiElNpJQAzO97M3jCzNYk/G5ZTbp+ZLUm8pqVTp4iIRCPdHsBI4C/u3hb4S+JzMjvdvXPidXmadYqISATSTQD9gecT758HBqR5PBERyZB0E8CJ7v45QOLP8tYsrGtmBWa2wMwqTBJmNixRtqCoqCjN8EREpDyHXAvIzOYAJyXZdc9h1NPS3TeY2XeAv5rZcnf/OFlBdx8LjIWwFMRh1CEiIofhkAnA3XuXt8/MNppZU3f/3MyaAl+Uc4wNiT8/MbO5QBcgaQIQEZHMSPcS0DRgSOL9EOC10gXMrKGZHZl43xg4G1iVZr0iIpKmdBPAw0AfM1sD9El8xszyzeyZRJl2QIGZLQXeBB52dyUAEZEsS+t5AO6+GbggyfYC4EeJ9+8CHdOpR0Qk04qLYcoUePll2LEDzj0XbrklPL6zptADYUREStm7F666CjZuhNtvh+OPh6lToUsX+Mtf4LTTsh1hNJQARERKeeYZ+OorePttqF07bLv0UnjySbjtNnjzzezGFxWtBSQiUsrEiTBy5MGT/zeGDYMVK+DTT7MTV9SUAEQk5+zdC7/9LXTrBi1awGWXRfutfPNmaNmy7PY6daBpU9iyJbq6skkJQERyyr594fr8a6/Bf/93uExzxRVw/fUwYUI0dXTrBrNnl91eWBhep5wSTT3ZpjEAEckp06fDhg0wf/7BSzQ33QQ9e4aZOtdcA/XqpVfHHXeEXkXPntCjR9i2dSsMHQq33gpHH53e8asL9QBEJKdMmhROwqWvz7dvH2bpvPFG+nWceSb87ncwYEBIApdcAm3ahDp+/vP0j19dqAcgEjNLlsATT8DSpXDSSXDjjeGSilm2I0vNrl1w7LHJ9x1zDOzcGU09V1wRTvxvvRXuAxg/Hk48MZpjVxfqAYjEyJQpcNFFcPrpMHo0XHcdPPRQ+EbtObL04vnnw+TJZbdv3x4Ggs85J7q66tSB3r2hf/+ad/IHJQCR2Ni1K8xhnzED7r47XOYYPDgMor71Vu7MbR8yBBYvhl/8InwzB1i3LvRiBg+GZs2yG18uUQIQiYlZs6BjxzDDpaT69WH4cPjf/81OXIfrmGNg7lx4771wsm/bFvLzw7X6xx/PdnS5RWMAIjHx5ZflX8Y48cSwP1e0bAnTpkFRUZiT37IlHHVUtqPKPeoBiMREz55hHZtdu8rumz4dzjor8zGlq0mTsC6PTv6VowQgEhNt24YB1KFDYdu2sK24OEx3/NvfwmwgiRclAJEYGT8+3MTUpk2YLdO6dVj3Zs4caNgw29FJpmkMQCRG6tULK13+8pfw4YdwwglhSqjEkxKASAydcEJ4SbzpEpCISEwpAYiIxJQSgIhITCkBiIjElBKAiEhMKQGIiMSUEoCISEwpAYiIxJQSgIhITCkBiIjEVFoJwMwGmtlKM9tvZvkVlOtrZh+Z2VozG5lOnSIiEo10ewArgCuBt8orYGZ5wFPAxUB7YLCZtU+zXhERSVNai8G5+2oAM6uoWHdgrbt/kij7EtAfWJVO3SIikp5MjAE0Az4r8bkwsU1ERLLokD0AM5sDnJRk1z3u/loKdSTrHngF9Q0DhgG0bNkyhcOLiEhlHDIBuHvvNOsoBFqU+Nwc2FBBfWOBsQD5+fnlJgoREUlPJi4BLQLamlkbM6sDDAKmZaBeERGpQLrTQK8ws0LgLOB1M5uV2H6ymc0AcPdiYAQwC1gNTHL3lemFLSIi6Up3FtBUYGqS7RuAfiU+zwBmpFOXiIhES3cCi4jElBKAiEhMKQGIiMSUEoCISEwpAYiIxJQSgIhITCkBiEiV2LcPtm0Lf0r1pAQgIpHavRvuuQeaNoVWreDkk+Hee2HPnmxHJqUpAYhIZNxh0CBYsQLefRe2b4d582DJEvi3f8t2dFJaWncCi4iUtGBBOPmvWgW1a4dtp54Kr74Kp50GixbBmWdmN0Y5SD0AEYnMjBlw7bUHT/7fqFMnbJ+hBWGqFSUAEYlMXh4UFyffV1wc9kv1oQQgIpG5/HJ44QX4+utvb9+xA158Efr3z05ckpwSgIhEpmtXuOAC6NcvjAfs2QPz50PfvmFbx47ZjlBKUgIQkUg980z4pn/DDVCvHtx4IwwcCGPGZDsyKc3cq+9TF/Pz872goCDbYYiI5AwzW+zu+amUVQ9ARCSmlABERGJKCUBEJKaUAEREYkoJQEQkppQARERiSglARCSmlABERGJKCUBEJKaUAEREYkoJQEQkppQARERiKq0EYGYDzWylme03s3IXHzKz9Wa23MyWmJlWdxMRqQbSfSbwCuBKIJWFXs93901p1iciIhFJKwG4+2oAM4smGhERyZh0ewCpcmC2mTkwxt3HllfQzIYBwxIf/2VmH0VQf2MgTr2POLU3Tm2FeLU3Tm2F6NrbKtWCh0wAZjYHOCnJrnvc/bUU6znb3TeY2QnAG2b2obu/laxgIjmUmyAqw8wKUn1AQk0Qp/bGqa0Qr/bGqa2QnfYeMgG4e+90K3H3DYk/vzCzqUB3IGkCEBGRzKjyaaBmVt/MGnzzHriQMHgsIiJZlO400CvMrBA4C3jdzGYltp9sZjMSxU4E3jazpcB7wOvu/ud06q2ESC8p5YA4tTdObYV4tTdObYUstLdaPxReRESqju4EFhGJKSUAEZGYqlEJwMz6mtlHZrbWzEYm2X+kmb2c2L/QzFpnPspopNDWO81slZktM7O/mFnKc4Oro0O1t0S5q83MK1qapLpLpa1mdk3i57vSzF7IdIxRSuF3uaWZvWlmHyR+n/tlI84omNl4M/vCzJJOhLHgicS/xTIz61qlAbl7jXgBecDHwHeAOsBSoH2pMv8OjE68HwS8nO24q7Ct5wP1Eu+H52pbU21volwDwvTiBUB+tuOuwp9tW+ADoGHi8wnZjruK2zsWGJ543x5Yn+2402jvuUBXYEU5+/sBMwEDegILqzKemtQD6A6sdfdP3H0P8BLQv1SZ/sDzifevABdYbq5jcci2uvub7v514uMCoHmGY4xSKj9bgJ8DvwF2ZTK4iKXS1luAp9x9K4T7azIcY5RSaa8DxyTeHwtsyGB8kfJwA+yWCor0B37vwQLgODNrWlXx1KQE0Az4rMTnwsS2pGXcvRjYDjTKSHTRSqWtJd1M+FaRqw7ZXjPrArRw9z9lMrAqkMrP9lTgVDN7x8wWmFnfjEUXvVTaez9wXWLK+Qzgx5kJLSsO9/92WjK1FlAmJPsmX3qOayplckHK7TCz64B84LwqjahqVdheMzsCeBQYmqmAqlAqP9tahMtAvQg9u3lmdoa7b6vi2KpCKu0dDExw9/9nZmcBExPt3V/14WVcRs9RNakHUAi0KPG5OWW7igfKmFktQneyou5YdZVKWzGz3sA9wOXuvjtDsVWFQ7W3AXAGMNfM1hOunU7L0YHgVH+PX3P3ve6+DviIkBByUSrtvRmYBODu84G6hIXTaqKU/m9HpSYlgEVAWzNrY2Z1CIO800qVmQYMSby/GvirJ0Zecswh25q4JDKGcPLP5WvEcIj2uvt2d2/s7q3dvTVhzONyd8/Fhw+l8nv8R8IgP2bWmHBJ6JOMRhmdVNr7KXABgJm1IySAooxGmTnTgBsSs4F6Atvd/fOqqqzGXAJy92IzGwHMIswsGO/uK83sQaDA3acBzxK6j2sJ3/wHZS/iykuxrY8ARwOTE+Pcn7r75VkLOg0ptrdGSLGts4ALzWwVsA+4y903Zy/qykuxvf8XGGdmdxAuhwzN0S9umNmLhEt3jRNjGqOA2gDuPpowxtEPWAt8DdxYpfHk6L+jiIikqSZdAhIRkcOgBCAiElNKACIiMaUEICISU0oAIiIxpQQgIhJTSgAiIjH1/wGMvA3B7GnjEQAAAABJRU5ErkJggg==\n",
"text/plain": ""
},
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"layout": "IPY_MODEL_c6e2f454fba64ddeb5128acb3ffea957",
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"description": "Basis Functions:",
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"state": {
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"outputs": [
{
"data": {
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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
}
},
"cc0edbdf286145e3992ddbb1c58bf1d4": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.2.0",
"model_name": "LayoutModel",
"state": {
"height": "30px",
"width": "250px"
}
},
"cce72ac373664399a5daf7e6286f9cdb": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "VBoxModel",
"state": {
"_dom_classes": [
"widget-interact"
],
"children": [
"IPY_MODEL_d6d1071ac8ef4176be0bb920a38dba3c",
"IPY_MODEL_a777282901304f71a8cdb8f2ba986c4c"
],
"layout": "IPY_MODEL_7ea6c70669b74dcf8e9a57f6df0957c1"
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},
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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
}
},
"d4e80365e0754f2eb6b80fe2aefe2460": {
"model_module": "@jupyter-widgets/output",
"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_8da88f8a1a994e4aa19f9dddf4ba898f",
"outputs": [
{
"data": {
"image/png": 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\n",
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{
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DpNVahHBkOXzdG2YMht1vQHxPSJmggLlov5xrp5/DJfPhO0dg1OfiHG/7q4aDbC+M+BQm74SJK+D6PHEgG1+scyg6AJuflO7r4enQ788w7AN9NFFNRROZMx6mdlMr2F9FBQyg0QBRPIZ9IAc8fQBseur4wSoDg9NH/fKvvlJY9kNY9UstLCnN0O2uSOj3vJQrXBGiRNjlFQPrAOxyJcJNJ8DWZ+HQlxDXCfq/BP1fljZz3hZtIxw9Vce6nLXeYQ31b+4mOPChOlYAZVmADXMvh6KDui1pkBLo3f+Cg18efx4Ne0t5J287LPquVnsbXPCoK1WNVCC0j9ECOFRHr21gYFAznBt7LckUn3jH38VbTBkHA/8BTSeJ4lCSAWt/BzteEQ0jcYCcWs56cRldHmhxDXS4XetzA7QI24bd/4ZVv1JVufuDonjkrIclH6vlWnwIyo6IDx0K2w/7P1blu9FgKW5seRra3gpNxmgz2dLbYMMfRMdofaP4oKGwLGh9vQaLVtypwCBjLgz5z4k50wYG1Uf98a+lR7RkKHOhhvwKdjp3WNDxDsnERaZAyWF1lzwNVCFO6AM5a/WYov2aT1j9Kz00ogmM+ARaXBVU8eh0J+x7D9ber2pw99/D5dtg4+NaauJpIO41lqrYYQnqKPlKwJ8p5YxLFoA7HHo+osB8+U/gsi3HUzaajIEBL6uKve4B6PtMXX2aBucIdRU4TwHutizrfTS0kHsq/pWBgcE5Q93aa1mupt+3vajAtdUN2toVmFYvzYbNT8P2l3V/y2uh6XjY976C2PBE6PEgdLxTslWhKD0ih3fgEy1NCGsuOkdgECncmfJv0AEih0FEsgb5/CWQtwMy56sCDnBkqX7cMbDnLYhIhImrNaS0/iFY/D3Y+gIM+BskDTz+fUY0gmHvQ5OLVW2bPhBGfQEJx9FWDQxqgvrhXwt2azNfwR7ZbFEIu6TFlUpC3TEKmuN7aOg3oZe01RN6i2+csw4aj4LSLFWMwxtBaTqs/CUc+lrayuW5qlKHxUHvP4rLvPFxBevDP4JW18Li70utw/YpiC7PcQYUHZm9I8th9T1w0cuqWg96A6YP0rDgRS8f/946/lTntuVZSBoCLa+uu8/VoM5RK8OBlmW9B4wGkoB04BEgDMC27VcduZyXgYlILuc227ZPOZVghgMNDCqiNoaNzht79ZfD9ldg4x80HNT6RujxiBaQgKo/216CTU+KR9jmJh2z41VN0Ec2VgW4w08leRUK2xaFYsVd4C8+7qVPCleEHHejAZrWLzsKGxwudVSKFqMEENdZ59ziag0urr1PygEd79QgYWXZuwCOrNCih/J8acU2HV+zczSoF7ig7PVMcHS9qE3eAg0G4g/SmwLVZMslnnFksmgWXe6F3k8qcN3zH23zjG6pgNsVBV3vhfztGsAN7RS5wp0AOGSwNzxRA7/RzeHi2aoaL7oR0mfr/qjmQbu2woLDh8M+ULcIYOUvlLyPXyIKR2X4SjUsmL8dJq6CBu1r9SM0OPuorr3WmqrG2YAJnA0MKqK2pvTPBmpkr4e+Vqs1bxukXAJ9noHEvrrPtuUMV/9aVapmlylA3vcu7HpdFaJuv4XOjoRUALYtCakdr8O+/4IdmKx3QVQzKW/EtASfF7yOPFbpEVWvSo+CXXri841IVkBdnKrqV1kuFO0N3h/VXHqvrW5QRXvbi3LyQ97WoGBVKDoIcy9T5WzI29Dmu9X77AzqDS4Yez0TZC6BuZeiLYB5Dk3CWVsdnhhU1GjYT5Qpb4GqzC2v0e3Zq2DGMCWpOVud3SeObUc21uBv49GSrNv2ogLrVtdBzz+oc5S1DNJmiKPsL1NgPfA1JeJLb4e9jspfIIAHZ1i4SDY/eYeuG+V58GU3veaEFVUr5BTsVWW8QQctXjFbResVTOBsYHABot474sJ9oimkfg4NOmqCvtmlQW5i4T5Y+XMFzvHdoO/zquCsf0jT9Z3u0qBgRCMdb9tyjNv+IsqEN//0Tt4VJice2UTDfxHJ2lhWsEvVr+I0IHSgzwOJfSR9Z7khrhvkblCw3OsJVZuW3ib+dLffQq8/iINdGWW5qjxnzIOB/xQ/2+CCQb231zNF+jwFza4IyclFNVNwDByTmwNIGa+kNzxB66wDG/lKs+HrflpyVJrtBM1eUTTKjmhOoNkkwHKSaFursTc9KbpG32fUkbJcztDxU7ofvzND8ZqC7W1/0esljxQ9CyCsEZQf0QDjFbv0HPs+UKV64D+gw0+qfs/7P5ZOdPffqWJuUG9gAmcDgwsQ9dYR+71yTusf0d89HpI6hjvCud+noZ11v1cQ3fMxSBoKK++SPFzKJdD/rxDXRVrNabMg9RNVs/wlx79ewz4Q3Ua8w8I9ui22g/iHDftqAt8VJmdcclibx/J3ildZuFfHWy5VwVIuUXBflgs7X4W0mSE6sQHnb0G3B1TZyl4JjQYq6N/zL9j1hjaUDXtfQXll+Epg/jVw+Cu46FXxJQ0uCNRbe60NpM1WR8UdpaA5wFs+RoVw1ma3vFaJclwXBc3RjpKe7ZfCRdpMZybBhgZdZFtF+yBz8fF6zpFNlLxGNnFseZ8kJ1t+RzSrsDgoL9T2QH8ZeKJhwN81u7DjFcANzSaKCgZahlSaBW1vVlfItmHWaHWJJu9wZPOqwNIfiip2yTxoPOJsfLoGZwEmcK4pbFvDAmU54h36imRYfocnZbnk5N3RMr7whjI6A4M6RL11xL4y+LqvgtcBL2mIJ4C8barOZi1RgNr3Odj5D637jUyBvn9WNfjg56oqF+4LeWKXAm3bLzkrgMZDIWOhtpc17KeWbKvvaK1vdVCWIw5y5kJIn6Pzsr1yxi2/I5710fXSla7Mn25+lQad1t0vh9v1N1rVvfIuVdNGfFb14KCvFBZcK4c9+N/Q7gfVO1eD8xr11l7PFOlzNQgYCJqbjIX0WRDVEooPcCxobnUDHPhICjmjp2ngNoDNT8Pa3wb/DosTXcJyO8lvZzg8Q3SrBh1F+Sh1JOWqDec8kkfJPg9+Lrm6pEFS6gH5fF9RcLDw6DpVwTv9Avq/UPXTlufDV330/JeuN7FCPYEJnCvDtqE0E3K3OKs2d4uPVHRAQwElGcdLUZ0K7ig59ugWcsqx7eQk47uqzeyOrJ1zNzBwUK8dcdnRihUa2y9d5XUPyDn1/6sqsstuV5W4+WRtBzw0VY91R8l5lqSLJ+mJEa+xYT/I2QgulyNhFQNtboaOP5POamm2tg3mrFOlqGC3gu+yHKdybKM1wi5Vw9wRCtSjW2lAMLa9aCJZiyVL5SuRfbe/XZXvQHUqgLA4Bf9ZS2D3m6q09XxUgXbxYRj8r6r5zL4SVdgy5shJm8n8eo96ba+ni4yFMHu87Kg8B1rdCPs/UBfo6JrgcS2uUqU5abA01EMHadPnqbIbgOVWUt3KGdRLn6U5iZK0wAGqRLsjIXezfD04mwRDtgiGN1SS6isKOWEneIagTF1CX1GrslcEj3F54Ip9EN1Uq773/FvydCcaAkyfC7PGQOdfQ//na/IJGpwjfPsCZ9tWtlm0HwoPykHmboD8XeJUlWRWGv6xxLtyRzqV5Cg5XHe0bvPEOD9xykTD4jWJ62kA+OSMSzPlCIsPBoPwgAFabmXEiRcpe00aJtmpyhqvBgY1wAXjiItSYcmtcoDNJ0O/v8DW52HH35zg2iUOo6eBlhyU54sG4WkgO8paIr5k0hBVrEC8x673iNOYtw0OToFDX0mvOYDKjtQKU6AbSHJ9xc7kf+WVvajinDJWQXXWcsherm1kjQZD+jfHH584UAHy5qckkdXzcQUKmfMlk9Xtt0FudwDlBTB7nAKMi7+BxsOr93kanJe4YOy1ushaDrPGanCuPBc6/Az2vqsOU8FeaTKDKtCZ81VpHjO9YtCct12LhQKSkc2v0DUifRakTlHQG95QvOim41W0mn+tBn5Bco+tbxT3Oaq5/P/WF0QVs30Q1QIGvw15G8V3LtqPKFe2I0nndJkbDtB9pRlghWsgsUEnuGyTfP+UDtD8chj+wYk/jxV3SZd+3EJIHlq7n7VBrePCD5wLD8Ded1Rpyt2sAaIKWeRpwnI7m4osGVllDhWolRPTWoFxwz6QPFzOE5+GiXI3q51zdI0y1hJnM1J4Q03/Nh2npQ6xbc78fA2+VbggHPH+j6St7C9TwBzbERbfoEoyAC5Vl9p8H0oOablIeb5uy1mrBLX5VbKzgu2y1x6PQovLpe28910dY3nUDSrPVxAOstMmYyB5mGw3qpkq3yXp+inPU+W3PFdJd+5GDe4VH9R5WW5dE8ITdT7l+apC49BFQgcILbeuIa1vUmUsfTa0+Z7oX/s/gI53wYC/Hp9Mlx6BGUPlnMctDsrzGdQ7XBD2Wl3kbICZI5F6Ri50/iUcnKaqc2L/IPUhtrPoGnGdYOzcigtF0mapWh2wo6RhULBDPjSiEbS8TrSrxqNUAU79UlsISzNl75ZH/thCcneucCXGkSmy2dRPVFSzPDD4TV1j5kwUjzrQeQpV/SAM8Ol8XJGap+h4l7Sc1z8iKc3xS6uWpwMlwlO7qfA2abVR2TjPceEHzmmzYPYlqhr7y6k48e4gIlnTuXFd1G6NaS1H6fKoAp23E/K3QP4OOdqSDLVpApluTeGKUFUqrrPax3GdIK6r+E1H18kBp88KcjTjuyubbvUdcbYqV58MDCqhXjtib5G29+36pzoxfZ6FDQ9B5gLdH5kiekJMWyWdh6YqkA2dvj8RjlWSLQXLrkg5XFCy2uYmcY/DEzW8l7FA/+Zs0PayE63MDsDTQFWx0mw5z7B4Bc3YsmF3pHScA9Uqy6Pf3VFqDUc0giajlTQk9BHPeec/FFQPeet4h1qwG2YM0etOWBZUETGoV6jX9loT5O+UhrG3UD60091KPNNmSmVmncNVdseB263u0LiFENUk+Bxbnoc191Z8Xsujqm6721RBdoXpNVKnwIZH5LsrPkAJa0IP2ai/TEF88eHgIqNQpIyHof+FGYPUaQqLVxHOFaEZCSvMselKcdLorxSgT2mnJS1jq+g4BZD6Bcy/Ql2m7g9U9xM1OAe48APn7X+DlXcH/45IkkOK66LgNTxelZ3CPZqSLzqkqk9JZoi+K4AleoYnOkjXcIU7Iuo+tW4DFasABzqqBST2UzaMT1XvvC3aiFSeU/X5xrZTMN1ooBx7Uaqm6DPm63Vi20Pr76oiZSpMBidAvXXE3iJtysvdBO1uVQB68AvAFt0horGTUIYkrZYH4rpDaZqqwXHdHN1lpzLdoIsqQ8WHnKHdeN0fat+xHaSKERanblDaTCcYRzJTDXvrmhHTWoF7WLyCYNuvDlbpET1//k5Rv7LXVOxseRooMMapLBcfDC5ViEhWJcwVCQ3aqUKePAKOrtb5tLxWCxVaXKVFC+7wip9Z5hLxPJOGqp1d+X6D8x711l5rgqJDMHOYvuveQmh7i+YDNj0uZZkNfwBvDmA5HZ5yVWlj2+rxtg1Lblan6Bg80PMhSb5FpUBhKux5W52a3E3VL265IuTTI5tAg87aRuqOFIUrkLBbHg39HvhISXB0cyn8BLjPjQYHZ6ECCIsTv3n//6Q3f/E3onGdCAu+o0LAZZsUCxicl7jwA+e0ubD0ZsCtYLU8t/Ze2HIrcLbCnDaqLedYlewVLg00JQ5QlhvdUudyZIUCY29hcIjQVxwcZnBFqF3caJD4YFlL5XBtvwy1/Q/F0zrR5jGDbyXqrSO2bVhyi5YZ5G2ueJ8rQq3ciCTIXKQkteEADeEcnq7HRiY7+q9O9dkdI75kVFPxJXO3wdEV4jR2/oWqQAc+VXBeEtg+bGkxQeubNDhYeT13VSjLFd0qe7V40wW7JF1XkukE0IFKuHNegfeStVg3BxY8WB7xnfe+p9ssSxWuNj+AnX/XkpcRHwfl+QLY846CikB72KBeod7aa3VRdlT0jPwdqu42nyzfNf8qJcg+L+x7R8dGt5QtjJ2roVuAoxth3qUV129bYZJxK04V1ePQNPGMgwfoJ2WcpN7K82VvR5YFu07Yep7wBCXtAW41AC4ly+1+BFv/HHJ9cNDrCVXEV94RvG3wf2D1L4PLWgAaj4HRX8KXnXXdGb/kxF2kKsjiAAAgAElEQVTjolT4sov416Om1OADNqhLXPiBc84myTeFJajqVJLutGIqvx+XjCe8oVNNdgYB3RHB4UBXuILlwBrQ8gIoy1SrKdRQYtqoqh3fRY85sgKyFgUlcmx/8PXDEhRMRzZRhSxriYLo2HaQNFzncMSZ9AdtI2p8sSrfWUsVXHhixMHqdFdQEN7gW41664jLi+DDeCCEyhDTVj6uOD2EU1gZAf6vn1NTNlySpQqL1QxEaYaGe1tdr4A5bzOkfiZ7jW0vu2r3w4ocS9uGo2t13KFpqg7bzmtGpsh+o1J0PXFFKIDOmBuc4j8Vut4vnmX+TufakAltfwC7/6WgY/hHx1eWV/8fbH3OyNTVQ9Rbe60OvMUwZ5wWEGFJHWPgq9ryF9sOej0J8ybp2LB42d3Iz0W9yFwAm56Gw9N0f2AeANRZyt/uUCQcm49orCHhg1/KPsZ8rddc+4AKVJ5YdWxbXiPN9PQ5Ct6ThuhYV5jUPvb9V9XmY9Vjj2hQpekVaZ8p41XU2vS4c5xb2wKn96dCjNHrDxDZFJb/GEZNheaXnvjz2vwMrL0fRn0JzS87/c/d4Kzhwg+ct7+iDWMVHGmIrEwFWDIsd6TDJXSO83vVNvIVayCoMjyxcrCRzrpdb74mfgNV48gUtYGjmouTmTZDAUHSEN2Wu1FtJWynXdtRmW/BbgXebW5Sxak4VU760DRdXNyxqkbbPl1g/KXKVLv82tmyZpQ5vq2ot464vBA+bEAF+4xupWn7/B1KfJNHqRK89TnxjxP6Qs4aHectgrIs2WTvP6pau/EJObrW14kzffBLaS/7Q9RzLA80ukjVqWaXSUYu9TPxizMXimrR8Q7J1x36QhJTedtkY40Gq/2aPELUrJPxjI+ug4XXVeJcnuB61PEO2fned4MV6VbXq+3b8hrRNkK3DPq9Uto4slQt7oa9q/G/YXA+oN7a66ng96pwdXCKaFKxbURXmHuZKIvjlsL0AeAr4Jgd9H1WVectz6mLEwiW3ZGy40DgHNlU9ld8UJXhno9J8m3WJUpYR38Ju/+t60RYnFbdd7zz+O7s3vdh8U3QdCKM/KxiQlp4QPKQBz4JziWAw2n2BTvNDfsFJemimslfb3mq4usMeRvWPyxq1oRlJ646+8rgq956r5dtOr67ZHDOceEHzjtfV5YHcqbRLdResdz6YvoKRZkoOeIY72nAHek8nzfojC23AuCY1qJv5Kx3WrFu8Zctj5OB+1Qt7vwrSdqkzYK06XLKoAtAeYEC95TxMv6kYdJw3f+hDLo8R+3ruC6qUJWk6feu9+m5DefxW4d67YjnTNKwbKtrpW2c+rkWg7jCtMI2qgUsvFb6yhHJspvkEcEFJE0nQJf7YM09srvmk+WMD8+ETU8o+E65RBv8EnpLLi5zoWwve4Uqx1HNxC1ufaOS4fW/1xKFQICbNFQt5hZXKWGuCfw+yVut/70q16FJfVgilId0rxoNgzY3wOp79f59ReJXHpwijujgNysmyCUZ8FVfXesmrjQUrnqCem2vJ4Jtw/Kfasg3vKH85PilsOmPSkhHTtEMUtr04GMaDdTa+qL9KkbZ/uBGz2PwaADw8FQllL2fVEcofyd8M1z0rEFvijKRu0k66n2fOfH2PoCdr+lcW90AQ98VLTIURYdg1S8dSctKHa2mE6UEEiph2eQSzSqUHAp5EkvnufuNU1edD8+AOROgz9PQ7TcnPs7gnODCD5wzFsPyHylzDOUvWR5ltdEt5CQjmyj4jEhUu8gT61A1AvQMnMC4LDgIWJ7rDCFliFdZlKoqcVVTuZZHF4Kops5xOwGXXr/4MGCritbjEYhMUjZ+8AvxLzPmEdSO9Ina0fuPcv7+MrWU9rwtuSt/uTQkfaVaNxrdQlvJOvzYLFr5FuGCcMTl+bDiTslJNh4JQ94Rl3nlnZJ6LM8DT5QC6dwNekyvP4r7vO0FVaT6v6RC1prfyOYaj5TtJA+r+jVLj8ieUj+Fg1OVCAd40q4oiGmp9nBEI1W4Ovy0YtW3JsheBQuuc4YdbY4F5S1vFA+7YJf+9jTQVsQNj4iyYftk+2nfOFvJ/lKxepUxXwsVAkGAUeE573FB2GtlbHgMNjyqjqs3Hy5ZoOH4xd+TT4rvBktvDXmAE5A2HgWtvweb/xhcax/ZNMgxDm+kIlTHO6D3EwqIi9OkLuMrkl2uuU/+bsg70GxC9c5387Nasd3+x0rQq7Kb/R9rqUl5LsHg2a0Ad89b6h4HkHIZpE09/jnCEjSMPHH5yW1z7mT5/sk7KqqKGJxzXPiBc/4uVZzjumlTX1wX8RijWhyfVdYE5QXOJsF0LVQpO6rbfEWOrE2GHHhxelAcPXTCN7yRAveSDGWlVpiqyp5YbQ/r/Iug9FRJhiSs9rwrrnQAcV1gwCuQMiZ43J63lT3n71ACEBav149qqgpbh5+Y1s+3APXeER9dBwuvV7Db4xE52rX3SV0i4EQbdFISGqBP9Xoc9r6tbk2Hn6q6s+53knaM7yZZu2aTqhdIFu4XZ/jAh8GE1QqD1jeIBrXzNXGWG/aBi/4u3ubpoCwHlvxASXJgZS9Al3uh9CjseTN4bKvrIW+HaCmgzlPWIuj9J+j+24rPu/FJWP+gtg+2u/X0zs2gzlDv7bUyAp3e6JbykyO/kN/9up9jM6/CtN5UqNy2uk5dlINfqiIdSCS7PwjbXhTtCluqF4PfCCa/3iL4ZpQqvB3v0iBf4gAY+YkKRzXBugdh05PQ9f+gzzNVXysK98O8K6UVH4qmk1R4C1X9iO0YlLsMS6iopjX6K2g28cTnkrcdpvWAtrfCoNdq9j4Mziou/MC5MmxbVSR/OcHtfR5HWq5S5chXotXbuRudFdzbnRXcJ5GTO4YT8airglst1fJ8jslsRTZVG7ayYRXshV1vanNaYCCxQUddiFIudt6jX23n7S/LIVsuVdNL0nUh6fGw9C5Pt1JmcN6j3jpi24Zdr2suISIRhr6ngdeF10lNJsD1jW0nWwyLV8LaypGJimoGA/4m2saWZ5WI9npc3ZzqfN99JbD5aW3xA+hyjyhPxWna7LX7TTnwlHFy3Dv/qW5T51+oZeyJqfkHYvvFfdz0pKPn7MhZtv+xgvWdrwSPDW+kwOGIo8bRsK/mJga/Be1uCR7n90m/PnsFTFwDcR1rfl4GdYZ6a69V4eCXGriLbqmK8YCXof2PYPpg/d3qBtEVQgtJg/6t7/TuN/XdDQTU/V/SrEH6LP3d5mYNFnqi9fcxibr/SgVn37uiMg17L3hMTWDbomRsfwl6/kFSd1XBWwSLv6/OVACuaLD8UvrJWhhycOiq7gRwh6lzFNEYrj548uvSqntg+4swaZ3UuAzOC1z4gXP2Klh0k6rA5fkn3xoYCKAtl6PNXEKF1dhRzVTliuusYaWo5qJ4RCYrmwyLk7EGngOCvOfyAgXbpVkKYAv3SULnyDK1sU6EBp1hxOeQ0Lni7bZfF6i1DwRlu2Lb60LTbGIwU87fpRWiO98Af7HT4j6q99HnT9DiatPKvQBRbx2xtxCm9dJ3eeg76uTMvdxp2brA42gnB6TnClM1EJS/TXz+VtdJL7VgtyqtfZ6pPgc5bbY2FRbsUmDc/AqpeBQdkqMry9H5FR/Uj79czi88Xh2eyBRVn1tceXo2tfttWHa7E1A4gUPKpaKjpH5c8di4bkG7b9BFlfkxX4nCEUDRQeezbAfjF5ttZOcx6q29VkbWctGEIpLU6ez0cyWei25QMgscV1RKHgVHlui2xqNEQQLo+HNwe7QGG6SGMey/FV8vsAylycXOxs2b1WU5k26y7Yelt6l72+8v0OWXVR/n94kXvfsN/e2O0XxF6icVE+BQBLpKsZ20zbTxKLh45oltszQbprR3VD+mnf57MqhV1GngbFnWROBFwA28btv2U5XuvxV4FghowLxs2/brp3rek1M1dqr9Eh6vwNYd41AVLDmWgp2O5uq+ILHfFaEKsOUOrtUNRXhDVcESekuLtdFFok2cropF4X7Y+rzav75iqqxWR7WA3o9rWKkyV/nIKlh+u+SxQPJdfZ/R5H3gnEqPqAK99UUFzp4YBQFJQ8SfTB56euducF6ithzx2bDZUzriolR1XDLmaCFAYK4gsCgk8SIlo7mbnE5RmBYoZC+XDcV2gEH/1Aa+6iBvuwLmjHnOQiNvUFoOZO8RyZKrdEc514VSXTNKDlU8FuQcm4zRT8o4XSuqG0inz5HiQKjTjeumhDxnnRLxwMrfsEQod1aERzUX53v8ooqSlAc+kapBj4eh12PVOweDOke9ttcA8neKZ4xbyjax7cATD0edx0Y2EVVq91uhZyTbaHurEs6F18neU8apk7rjFR0T1RImb1USGUDmYvhmpDbr5qwXzWPQG2cWNAfg9yrYP/CJnrP9D6s+zrY1h7HzVf3daLAShRU/q0J60vHrcd0d+oZbxayW16pCfqLgecufxdm+eGbFxNig9uH36vp+iut1nQXOlmW5ge3AOCAVWAF817btzSHH3AoMsG377iqf5AQ4qWH7vWrtluXK0WbMlf7x0XXBRSUxbSC+p7hXif0UBEckqi3s8kgepmi/Lgz528WlytkgR+Z1Bg7DEtS6bTJaixYa9q55IO0tFA1jy7MSeg+LC67rPQYPtLxCHM4mYyteJLKWqn0UGCqKaSP9yNbfDbaDygvUct78jC5ugZWhra5TdS62Tc3O2eC8RG044rNls9VyxDtfk0NyRahCExYvikTX32ji/OgawFkC1OluWPeAqsBd7tVwUKiDrQzblu0e+EQt3oC9uCK0KKHRoOCmwNj2J2/5egthywuidvhKVN0uSatYcYpprc5Om+8p0T5VEJ29BmYMrbhIKSLZUdUoUYfKXy45ytDlKuENg6u3Q5e2LLlFvMtxC0+fi21wVlGv7dVbrGrvkluUvIWunk7oDXlbZUsjPoKv+lfUYm9+uWYPIhJhWh91Y2PayGYy5gSPq6xCUZoNX/VRAluaIfsa/mHtBM0B+Eph3hWQ/o0oY62vr/q4wNKmvf/R391+q+vQ7PHBeYQKcKiZYfEa4IcTq3mAbP7LLqJpTVxhZGbPJra+qA7CJfNVKDkB6jJwHgI8atv2BOfvBwBs2/5TyDG3UtuB894PYPGNp3nWSFfZHRlcgOKKcJaiOFrPdrmcp7dAbWWvI2nniZGUVtJQtW/iOqkqVB1pOF+ZjHDjE2pRx7aDkqzjlz9Epkgto/3too6AjHj3vyXFc2xlcFvo+bBa2YEA2lsoKaDNTwdl8iy3suXuD5weV9PgvEEtOeKzYrMnT3R9Ev/f+hxY4SgotMXNv+gfmnrP2aDbutyj6tT2l0U9GvLvkweGhfvVft37jiP36FSAwhup69LuB6fvlEoy1Nna9boSXl+JbKj9D/Vah6frXOO7Kelt+4OTXpjJWqbgWR+K/nFFKuiOba9qtzdfLfHSrODjXBEK+sfODSYPZbmibLgjYdLakycVBucE9dZeAZbcKl1zEN3Rcovv3/oGdYzytmopyIKrVHQKoMOdMPBvjv74JVKDcUfKrxXtF2XJFa4q6+gQdQrbDmpD44LkIc6q+bOgGuUtkixc1lJpPJ9oIYnth2n9INdZVDb8Y2h5NXziLC/Cw7GlTqBCXe4Gvb+4bho0bH87DHyt6sR6z380RDzsfX2uBrUPvxe+6ChfM27BSQ+trr3WRorTHAjZl0mqc1tlXGtZ1nrLsj6yLKvliZ7MsqyfWJa10rKslZmZJ9nGFdUE8EgXttnlmrRv831pIif0ViXHOkmW6i8RN7nE0ZYs2KFhwaMrxcvKXimJnaIDwaAZFJgeWSZZrLkTYUo7+CACPm0Bsy6GFXcpcM1Y6FSVQ+AO1zDF5dvgolecwDxPLWp3SEBbkgYbH4fP28D8qyF9nm5vfytcuVfDRaBK3NLb4MuuWs3r98mpd/uNjuv5mJyyv0wDSlM6SBT+POa1G9QJas1mq22v/jJVgrGcWQOvtJLHzpOWc856Dfz1f1naqdtfFo9y0pqqg2a/D1KnwJxLZSfrH1JlNqYtYMtZXbVPNnMmlZzIxpp8n7hSMxD+UgXPW55XZ+jqw3KKnlgNH33WUoM/RalVP1/SIOj3HOAPkcMsUxUsd5N0YiMaK2iOCJGq8pfBkeUOV9qx3/B4qRDkb9f7N7hQUff2CqIBgvwpiGvf9V7Z5pFlGrKbd1nFoDmyCQz4q37f8EiI5GqYZgmimql74vdBv+crvt6ef2sozx2lyvSIT8+e1KonWhv8GvZWsJ42u+rjLBdMWCLJSoBF12vu4dL1zgHeisfnboBGQwBL17ROdyvpXltJHSeA1jeJgrXu9yqsGdQ+DnyiQmWXe2vtKWuj4nwdMMG27dudv28GBtq2/fOQYxoBBbZtl1qW9TPgetu2Lz7Vc59cx3mRjLYCT9kK4TKGTPa6o5RtRLeUQUa3gdiW4hdHpki71e/V4FHuRmWJR9fLkQWGDt3RapO6ohRIFx+suHEInNe2Va0OnE98N/GNk0eI7hGoIIPoFVufE73C9skx56wnyIW2VP32lym47na/sl3LpSx+6Y/E5Q4oEsR3V0Wg+RXB7LYkS0Hz9peCK8GTh0utI6H7qf4LDM4z1FIF66zY7CmHAz9vG+yW9H8Bml+tTVqlGRqWbX29qBERSVKTaDr++OcpL4Bdb8D2v8peo5opGY1po01gfi8Mel2DtDmbNGiXv0sXzuLDeq2yXJ1PwH5dYXLm4QmSd4xuIR5mXBfRvKJbyZ5sv6gma+53kmm/OJwD/6GkOHuVBp72va+guP2PJLkV3azie7BtmDVW9DIsPU9AthKgx6NqKxYdcGw7Dzlo57pQWaZu+R2S+Rq34MQ61gbnBPXWXkGdnJV3S8Hpor9LwSawwCOhl/yj7QvKOoJWxre6VkuJ5kxAQbNH9tl0Iux4Wcd1/jX0DwmcC/fBlz30FbdcMH4ZxHep8WdVY5QegW9GaxnLmBknngk68BksuFq/hyXA1YekELT7jaAefACeWCXCtlcyevhEo+z3vLb/VsbBqTDvchXTOt5R2+/w2w3bhumDVCS9bMspKT/nFVWj0vFuINu27fhTPfdJDfvQdLU4So9wTOrNFSlHGp4QHBT0lzsazHn611dSSbLOrYDXHaUvfHiCnFVkY2XPlkdOsnA/HFmhnfagY6Kaq4ValiVZq1DuIjjtLZcz+OO0Zd3REN3cccr9FMh7osXJPDhFQUN5UfA9+UsBF4TF6j3Ed4PuDynI8JWq0rT1eT3OFaH13UlDJdzeeHjwXAp2S6lj//84VvXr9AtxpcNiT/VfYXCeoK5av5WOr5bNnjJw/qy1OI/D/ye7mz5EDqfpBF3g0maoCj3wn1oWFIrSbGm+bn9J1KnkYdD5l0oSNz4Jmx5XwJs4QBWw/O0hbyCwFKm57DosQZ0ZV5gjY1nmULKyFVwXHRAnM4CIZGfOYYycvztaQ0KHnDZzo4HSbo1I1N+F+2DTnyTBZXm0PbT7AxW3/RXuV6fI9jnDy7bDbXZWFA/7QPzugl26Lvl9GjjCSYhHfRFsL5fnw7SeQcqGWYh03qDe2isEaQQd71BQV3gQpnaVH7V9Chgtd5BqmNBL37+SDB0XWBiWeJGW+cwaI/qUvwQm75Svzd0iVY6Nj8vusB2/65aPckfr75hWKgw17KvgNiyuhp/iSVCcpmHEknQYO1vzClVh+hCtvQdVlccvgg+i5KMbj4WMWcFjo9tA0V755KtTYfnPtLNh2AfHc6ptG74ZITncyTsN5ao2kbFA/7eBxO8UqMvA2YMGF8aiid4VwE22bW8KOaapbduHnd+vBu63bfuU0ywnNezUKdpD7y9zAuHQk3LLMbqjVMlxeQCXU4V1ySAr/O7S7wScaL6ckbegYuX6xJ+CAteo5jq+aP/xih3uKBmRXS5+VVVa0AE+sr8sONzXsD/kbAS7VO8lPEHcqvgeTnV5si48S25R9bnJJaqal6RpsKLPU+JhB5C1TFWEbOdzjWgMA/9u5OvqCWrJEZ8Vmz2lIz6yQgnj4emw6EbZSqsbVHktz4V+L4gnHPo9LM1WV2bbX2WPLa5S5yW+G+z/RIljcQgtIrKJOjyJ/dViju+m5LSm2ubleQrAj66RzWQuUPIJ6gy1uEaB8MYnFEhENJE0XIN2weco2A3rHoJ9/1Vnq8/T0Pbm4Pvb9hKs+kVQCQeCCiOuCG1kW/J9tYZdYUrwQ2ctJqwMVuUClcDuv9N1weC8QL221+2viDoxehpkLlFV1JsPCX2U2KbNpsKik1FTpa4xe7wG70D+aOSn6g5nr9b3t83NqsYenh7cWRBAbDsVftyRuj54CxTQFuyVXwX5yEYDpVrR6npt/TxTFB5Q8Oot0BxBVdrKWctgRshH2u23ur4s+YGS2+iWoncG4IpSstvzD9DtPvG9j6xUcF65sp0xX8te+v5ZdBiD2sH8q3XtvnJ/tfS/61qO7lLgL0gq503btp+0LOsPwErbtqdYlvUn4ArUb8wG7rBte+upnvfkgfPnUprwlwXl5o47MZdasJ5oZxgwZM227Xck6fJV9fKVcsLFJq5IGUagSuUrUWAaaPW6oxS8214Fom1vVqs4fa5aNGXZeqyvRBeD6BaQOFCZZuZ8bSK0wrXMICxB1bJQyRtXuCrphfsBv84nLE5t5+QR4kzGd9P64R2vKDNvPEarQn0lqhj0fESUFNDr7vtAnMzSDN3W5BJJfRn1jfMatShvVes2e0pHbPth7e9hy1OABSkTIO1rfXeHfVDRWZUcgS1Py368BdJFbTpJ1dysRaJhBLoyse2g2WXiQsd1U+U3Irn2KzcFu7W2+8CnCvZtH8T3UhuwaL+C3THTocmoio/LWq4A+cgyaDxaix7iOquKPHOYZPP8xcFNiYElMOGJMGE5zJkUVAhxRwXbwtGt4LINwerb0ttUJZy4UhQTg3OOem2voIB17W9h/wf6u/2PFdguuy24Mc/yKFEdv0TJ4GpHH7nppTDqM83fLPuho3VcDNiyz2aX6nu67kHdnjwUxs45cZJblis6VPocODQNjq4GLHWBOv9c/55J8Sd/l6qTtlfqC3Gdjz9m3hVwcDrgxBxj58Ki72rjadtb5XMrwx0D38lWMj5zqCrxE5bJzkMxewIcXQVX7K7divq3Ffk74YtO0P33kvytBi78BSj5u2D1PU4LtoUCy6gUGWREIzkdT0zQkPw+EfczF0knMmuJeE0BNOikVlOD9qoOeeJUHS5K1XH5OzVFHFpJjkzRj2WpzRQ6BQ+qrnVyVmzv+Jv0mMPiVJnO36nnj+8OySNVcTr0hYwquqUCgcyFqh6DLk6VOdXuaIdKkqcsvu/Teo2lt2kQo+cjULAPdv9T76fnI9DxzqACiLdILeXNf3ImncOUHXf9P7N98DxFvV2o4C2CuZMhYzZg6TtetF+yc4n9nBX1h7WUpPiQQ1E6Q4TFObMNreWk4jppmDihZ0VZt9NBSYboVbvekI0GOkRY2qjW6c6Kx9t+HbvmNwoSej2mYZXczfB1/2ASEehwBRahxLSDS+aKh1m0z7HTyCAtrPFIBRuWS9eOL7vqsx2/tHYlvAxOC/XWXkESXut+q++uv1wV3j5PSS4uLKFip2fMdM0MTeuB5mhGw9hvxPdfemvQdzUeLT/UeKS+swuuE4XBEwOXbVR3qLoo2C3t6F1v6JqR0EsD8ae7qAggdyvMGiW/esl8xQOhyF4te41sJq13VyRcPBu+GaqiXOMx8tuVaZu9/gg9HoC8HTBjkGYpxi+pGCAfWQHTB2ojao8HT+/8DYJY+XPNpFy5r9rX+ws/cD4V/OVqi2TMVRskc1Fwk19EsgLlmFYKfMMbAn45NF+ZAtrA8gPL7bRJIxSo4leVujRTQXX+tuAEvSsSYtvKuRXsDhk+CpfyR4srpbuaNkOV8MYj5ICzV+o1ml+lgb2MRU6ry9LUb+4mvR8rXA65YKcy7oCTdYWLR+2OkkNu/V0tfjg0Va/b7TfikKXNVBbd7wW11AIo2CMOVtoM/R3bTvI4jS46vc/e4Kyh3jri8gL4KKFq6pMnxpF0jFCFy5uvRDiyiaqxvkJxI5tO1DG7/+Wso/+7HJC/zNFBLlBiW3pE9ll82El896liGxhMBD134kVSuUgeLo3n06lQ27Yc5bYXFQAE0OoGLT+o7MCL06QicuATveaQ/4gLvfkpLTPZ+IdgkhzXVa3fpCHSm/1mlJILf1nFYcIOP1UVG9RJWnTjyTejGdQZ6q29goLSA59rAZE7EsYvh/mTNTjvc+iG7mhVjcd8A5+lyMYadJGP2fBQkBLoiVM3c9KaoMrNoelSpgIY+l9o893TeyO+Mtj3ngpAedtkL/3/Co1O82PP2aBE1RML4+YfH8zPu1LdZNuna1N8d9ljzlptS8ycJ19th3TCLQ9cVwCeCFXMZ4/X8PPIKRUT3HlXKl65cs/JZS0NTo6yo1I6a329Nk5WE9++wNnvU2CY+rkcWd62oGM5Tu3iBHCFBzeW4XIG3n16XIBmcSK4o3QRCXCkQReLsAbiaAWC6NgOqg4fXQMHP1MA3eZ7gCXjL89R5tzmJijOgD3/0pcgdHK315NaGLHlWTnaytltdEsY/G9V2NfcJ/710HcVWKy+R5zJZpfq4hbKfz74lVpqJWn6u92PpH4QOtRkcE5Rbx2xrww+byVbiGqhikrSYDmlwgOw5h6t5I1MURUmf7tsseU10O42VbDW3a81880uU1Bak++lbeu1A0uOjq5WhSfASXRFqFXcdKJsI757zatW+Tth7e/gwIf6OzJFLdlQJZ3Auez7AFbcoetF3z9LWccToUR363NOVdkn2c3iVGh+pShZM0dqQ2jlTaT9X4TOv9Bzz7tcMmCXbakd/qfBaaPe2ivouzT/SslDjlusQsyGR+WzvPkc0zAeNRVW3wv5WzXgmjxEvniJeCIAACAASURBVDiyiWyuySUqBI2ZHlTK8ZXAlI76brf8Doz48MzfkN+rYH/9gypIdbxDFfLT8V/Zq6V8E5GoynN0iPpf9hr4up82GgZ0rjvcCTtf0e+NL9a1xVdJjjauC0xap47vjldl/90egD5/DB5zdJ0q+j0e0uC+welh89OiGE1aq+JjSZbipOgWJ33YhR84F+yFTU+J+F24r6IczDG4OCb3dCL+8olguYMKGxHJuggco4Ikybl7nA1fFSpbu+VAKwezuBxpOacF7YlVBbo8X2oaYQnQ5Vd6/p2vyrlHNoEOd+i1dvzdWefpoPmV2tjkL4W1D8L2vxz/HuJ7aKJ/y9OquPV8DDrfKwPf8JjOscs94gAFLi6+UlWnNz+lRCEsAYa8pXM1OOeot47YX66KaeIA6PusKsel2dJ63f6KgmTLUkAY18VZJnKzaFfeQlj8PSXFnX8JfZ+rPRpC2VF1o9LnKHDPcfRZY9sraG99oyb5axJEZ6+BmSOca5JLrekeD3KcnnRRqoZ602eLrpU5X1Sp9DnaruaOcjYrFipQ6fATyXh9M1J2Wnlx0sgp0GKyro1TuykJGPnJmXw6BmeIemuvAFv/Aqt/raSs0UCYMUwdnmJnq3dYvGzVFQ2ZgW2Abqk0df897PqngllvgRLRsbODdrThMQXhYQkwecfxKjpngrJcWP+wFHhiWqni2GRMzZ8na7kG+qKaii4V1TR439zJkLVYQf+u13Rbo8FS3WjQSYl/eGMoy0BxiNPBDvhtl0dd3p3/OH75yYLrNDh55Z7gXJJB9eEvl/RpXGcY6yidrLpHn/XVqQ7DoGpc+IHzktuqJuJbYc5GwCi1XgOVYE+0gtWwBjLWsDgFxoHfLcupFhc7Ld+8im3fkjTxL8tzKr5eRLIuCgk9NMWf2E/8xNLM4FR+2kxlsJUfqxNWa8kVIWcZmaJsM7a9qmuHv1aG3/FOfRE2P6PMHjSIePlmGVfuZm16yl7hPG2ItmZsRwX7R5ZAyjgY+o6oKOseUIYe1UzBTOvvBi9sBXsUrGQt0d9NLoFh70rOy+CcoV47Yl+JMy3vh52vw9r7QugTLgWqne7SIGDge1icDvMma2im3180BHQ2UZQqXdXUTyFtlkOZ6KyNgG1vqVh5Ohm8hfDVgKCtxnZUVa1h74rH+X1KbNc/7Az+lapKMmuMBnctj8N33qjPrfuD0Oo6mDUacDmqBIFruEvrt5OHBCsugWDa4JygXtvrvg9kCwNehq/7KskMSMyFxcs/NhqkodcA2t4iX7LjFQXGbW9T13TcoqCSROEBLQ6zvUHd57OBzMXiV+fvlNpMz0drPruTuUhqNdEtNQgY5SwlyloKM4ZA76dU6Crcq/gioHrTaIi6WQGfH9oxDqzhtn0w+2Il2hOWBYejczZqI2j3B4xCzulg73tSXBv1hVa/Fx/W9631jaekbVz4gfP+j2HRDU6QHOMoZ4QHqzq2X4bpL1MVy1vktDdPgMjGmlKPbaegNa6Tsun4bhUJ/OX5MpKC3aI85G0TBzlnQ9BoXBEKoJOGisecPEItn9IjqhzvfU+DP5UR0VgXpIIdylr7PCXh+M1PS3/ZHaXAIq47rLrLkbCyoOcT0MNZiLD7LVj1K+dc7IpDhZ5YBS8RSTD8Q+k8h8rTJY/QRbJhL+cztGH/R7D8dgU4rgi1lTvdZaTrzhHqtSMGyVot/j4UOtJuYfH6PnW84/g2Wt52mDNRSeuw96HFFWfnxE+E0mzxlve+I96h5RKVosPPRDHJ3yanXJTqLFbJ0TXG9gfl47JXB5VrQNsQ+z5zvNZyxnxYeL1a2/E9tNp3Wrdg8hvgToJssPFItZLDGog3HahoWWEwYakGIL/qJ7u9fLN45AZ1jnpvrwBLfyi/cqx7i3yIvzw4LO+KhDHTVNnN26bAr/lkdVOShlRcrT3ncjg8VVt+L55ey++qEryFsPIXmiNoPEoa8jUt/mTMl7JNbBsN4gYeP2usClajpmjJBraz9TNDn09pljaZhooQBNDmZnVyS9Jlp55YmLgiyGteeIPmmK7YU7vV+Asdxxae5MLlW3TNXvVrdR8u3woNOpz04Rd+4Hw68HvlSMqOOpXkDDmd4kNSxSjcp0pr4d6KChYxrVX1ie8mjnKD9s5AXmlwQ5C/3NGb3BMMqvN3BHnV8d1VtW0+WcF0ea4uRttfDupTBmC51P7yFWhwqd8LMqxNT4gH7Y4WBSN7FRz+So+JagmDXxeHrCQDVv4K9r9XsfLsjgrhRqKMttcTgK3J5HUPyPl3vEtDhgEjLi+QnNZuJ1uL7wYjPoe4k38JDWof9dYRl+XB7HEaNALxnHs+In5/VUN5mUs0iIRLq3GTBp618z4lfCVKdne+JpurPCvhaSAaV1iC3ovl1vXAWyjnWXSQCnq3lkfqAq2u0fKXgCxVcbrk6Qp2SXqvxVWw4qdBG04aqvYwqHIS206JRWSKrl3HlixFaWK/PF/atJV5lAZ1hnprrwHs/wgWXheyDc8n+kPh3uAxVhhcdRCikp2tmBdL3andj2DbczBxNST21bEZC/WddEXAFbuq38E5U+z5jwbmI5Jg5OcqbNUE6XNh7qUqqo2dDZHJ0rGePVZDyiUZop0Bx2YP4nuJ1lLmrC4P9cUg6tVFr8qmvxmt2YqRn8r/526GqT2kWd+nyj03BlUhc7GuoQP+JiGFGlSbwQTO1YPfq6C5cL+qRsWpjhzWQTmi4sNqhXoLqTFH+qSwVGmLaaPWrcujoYDsk7zXlAlaJezNl4Hu/1AUjZSJsO/d4HFNxmmgL6E7HPpaF4uiAxwLlrE1fJizQb9HtxYPMrGfKmzrH9TgQmSys7DhB8EqfvYaWHCtk0G7tD60z5+cYUqDukC9dcR+H3wYL8fV/y8nl4xKnaJuUlQLGPP18ZJQdYGyHHGqD3ws7rOvWAFvw37iyOVv1TUiIlnyjR3vOPEQUnkhzJ2keYxQOwwgvoekvtp8Ty3hz1uJ6tV4tILgw18pUcftcExTde0a+YkqffMnS7Yuf3vwecPitEBl6/NawDJpfd2sMDaogHprryCfOLWns/OgKFhMClV0AVVhm4zW77v/LXpEv+dF1Ui5BEY4ajO2XwOBhbs1p9D1nrPwrk6C7NUw/yoVzYa9V/MOVtpsLXKJ7aDgOSJJ1c2ybLh0o2TqQjvJAXpGbCco2F71c3a5F/r9WdJ/q3+lLnO3+3Xfou/CwS/hyr2G61xdLLgO0mfBVQfUZTtWbd5WLT9iAucAvMWq4ORvd6rAu/R3wR5VeisrZbij5ZxCBwEjkuQs3ZGaziw6oOfK3RTkMEU1U0sqaahkcFzhjkRWUVAmqyRdnOecTcrYa6xVa8mZDnhZg31rH5CEXFQznZddhvTx/XLkvf6gzH79w+JLu8KCy2IadNUQR4AT3ewKGXBcR11gVt4tfnPSEL1eIEO3/eJZr39YF8/IJuKpha73NjhrqNeOuCwPwk8h7L/zNU2bN+wPo7+sW0697YfDM2H3Gwre/aUKZFtcJfnGxiODlAfbltTlpqdkg+GJkn3sdHfVtAhvEcy9TG1fT7RTvStXKzeyMRxZjvRvh6mFveERJawxbZ1ZiywF7tGtJElneWTLF3+j+xZ+RxSu3PXB1wxLhJEfa3tWYn+4eKahWNUx6rW9LrlVWuV2uUP58zn/loMVoW22bX8AQxxliZJMrdpu0Fl6xpuflIpEgPq345+w4icqGE3eeW50xosPa4lJ9iq46G/ykzVB2izNXAQqzxnzZXvD/6f3/VUfKiTFMe0UPJekE1TBsdQlKjmsY3o8ou7bohvhwEdw8SwlIoGqs+E6Vw8Fe+GL9tD1PiUgxWkwpW21q83wbQycy47qi5a7GXK3iJif51SFQr/IEcn60se21U9MGzmjmJbSkg0MClYHtq3XCUzkp88WFcTyiE/V4gqtsq5KEsr2y1nu/0hDGMWpCmzjukF4kviToQLzQAX5qbjO0P0RCI8XxSJnfbASENjQFN5QBtf+x7pQLPuRljUEjnOFi6+563VHl9MF7W+TIUc3hz1vw9r7dUHs8FPo/UQw8y1OVwsvc4H+bnmNJPDCYqv32RmcFuq1Iz4ZbFuT9hsfU8ty+P9qn5frK1XSW5Sqi2rZEVWWS7OULB5do46OO1KDvklDFXBGNVV7OrpVcHlQKLKW6dwPfyWH2PNhaH/78Z2Y8gKYM15SVVHN1NmyPHqf/Z4Xl3vn69JpD9Cqwhzta2+ItFXSMG1PDE/UdWTcAnWQFn8P4nuGBM+WjunwU9j8R32mra6r3c/U4KSo1/a65z9aJx3T2tla6/ieQNAckQxXHw4GwIt/APvf1xDdnInanjv8f7rPVwIfN9b3ePwSSVGeK3iLNE9waKqUpno8VLOEMm22JB9j28GYGRrUDYuDCStg3UNKGAJwhYm2FVhoFIrWN8O+dwBbA5UdfgpfD1AMMWmNincBrrOpOp8aq/9PBcIr9ijmWn2v9PUD3GZv8Sm1+i/8wDl/lyZ3czYqGCw+FLzPHaXAMq6r/m3QWZXU2A4KNM8W/OWq0h6cCge/CGrEJl4kIe5W1x+v6QoKGrKWajnK/vfVSopqBq1uknPf+86JNaitcPGaG/aVLE5JunO7R+87b5MkwC76uygam5+W3FxARQQgabgC56OrkX61BzrfrUlky62W2/aXRS8JBOKBi2Xq55LUKs9VwH7RK9Dultr8VA1CUK8d8Yng98KKOyVf1e6HMPAfZ7a50l+ublD2GshZp2Q6b5tDWTrJ9c5yK6nEH7SNyvfHtBUNKqGPlqc0GqTBXxC/bu1vlUzGdYY+z2imIdQpl+WIA5q7WTStI8sVgJRmiovc81FVsjc/rUQclxxm6REq8KQbj9Zx4Q0VeI9fIgmrZber8py3yTlnj4LvyCR1vi7fagYF6xD12l43PwO73lQRJxSBgfNQpYzDM5UUdn8QsGHTk3DphqBSxBpn70DTS2HMVM45/OWylT1vOxXKp2sWPKfPgbmXK6lodxus/Y0q0ElDYWp3dbUDiGyq61lRqlO0KtNn6IqUNvuKnwE2DHhFndvpA9XpHTNTMcS0XvLFvZ+o9Y/hgkF5PnzWUhKcw99XYW9KWxUK+v9F+vrps+HSdccPZofgwg+cj66FGUMVHAfk4OK76feY1sdrpp4L5G3XhrADHwf5y8nDoc33FUhXpSfoK1MmvOsNVbBsvyTk3FFwcBoQ4Jk5rbPQQMATB9HNFCQEbm9+pYLy0gypF/R6QpWuZT/WUEJgVbA7Ru2hQ1MdHmWasujuv9NihfwdWmGZMU9B+oCX1FYGVRNW3OlMXtuq1o38HGJrsD7VoFqo1464KniLHC7fFGm/9nq85nSCslwtPcqYr0ps9ip9J0F2E99NCjmxHdRlcoU5/OVPZUNtboKu92oDWgD+clV+SjIcnfYDUtDI26rFQnkBPrGlhLTJxaJzJI+Q/OTa+2SHKeOkgxvfNfjcJZnSYi5MhRaXay1xdCtRx5qMlYJIZBJsfALWP6THHFPHcTRhrXBx9ooPij8e21aV573vimYV3RaKnGl+V6ScRXmOGRSsY9Rrey3Pg09ags+RjIxoLD6v7ZXG+pC3dbu3CKb1VGI5di582UVDr4GlJqXZ8Ikj43b1Ic3PnA+w/bKVHX+HTr9QgFWj4HmeOM9RzfS5NBoselnGAtn3MTg2G99L3aBjQ4KWqC7NJukaiK1Nov5yLSLr+agoHAuv17zSVftOqkH8rca2lyRgMH6pChprfqNFUn2e1U6K0iOS2x346km74hd+4Gz7Vak9Fzyp00H+LjnIve8qi3RFiDvZ/ocaoKgq0C9KVQC9859ykFGtVDHP3RA8JrDFyRXpVMn8xz9P4kBNNe98TUHxgJf02ttfUYXMXxoc/GjYT9W68ES1orIWKRHp/ZQq5gc+gjX36txaf1fSWgEZsZyNGr4o2AW4nGUVz5xZ9dCgAuq1I66M0v9n76yj4zisLn5nxZItMsjMzMzMGNvhpEmbNm2TtEnDX9I6TA0nbbhtmDmm2ImdxMwoM1uyZdlCi2l35/vjN+NdoeVYli177zk5llazu7ObefPovvtS4QumrIZH3+4vlXue24V2bOICKl1paz0ScFG9qNbU6Qcvv1Ybzz0iP0na9iS6qzKZ+u98f+mVupVBUTbJcPJyqk/JK7Aj/9pohza9DJrYtsep9Ha4CwqHXe3NPSItHMLgcdu/UKELaUzCGtpQGvYdCehPIygSRHbjvSTL8bo578I0HHfWPpLykQvoxG28izXl9kS/X5hl425p8o5TyjL5UDWo0fY6vw/66ZIU2Us6sZGfAyKLr4S2q8mjFzOYte1xaVIskogSA1uHv/IMwp1PME2rpf8S/qrXS6cXPCevQKrOEYAtTt5Bkrz6j8xK2AiIonOUvZ8k1nvz59iVDNyvtDYID/lKSpgFVWbUImas5neHQtntkar9/BcCTLc0px2du/GrKEzMas73nXuErmBoE4qCMxIrXGV+4QfONRWmCSXiwPsE0YVpOMDWf+S/kAaln+N2UiHb8woVX0cIDrgwxXOMfzibxMI7SwXHrNauF4wAqfXNUvJiAu8mMwhWTCcbjBLnezJhvzCM25lNtTnxR1redQeRlUd0opW841me0+l+lAX8Q/h8u/9N68pdiPMe/DEVCB/OGDXaEXsjJw4eZPZBlgGcaglCURaB8pHZcP4K00g2o/uReMaMhDfpH1r6uc5c1CV2PIPDavV7eI1l0aZ+LZw5BNBHZklHvoM3HRApNZ2BLSbMpqrc93Wp8WSek7lXWjSEpLf7E9K6v7JR0XAQmA/8gEr5/B5UpppcKq240ppHsGCvM24wjiHF5lfzfe58nvkER7Bni6lfGM+tN0Qau7TqPrsP5aJG2+tPYwiE/cOZebGphwM/oOIs0d35oR9JaM9npVktpAajPUoaOfE85l9Lujz1/FRgMk02JO7+16+jbaSsgaZSlAU1YMjnzFzNbutJXG1E9cL/+4VadhzA8OSEtdLBj6XVv5XkQJZu8/3c5yZuYWD6+M/StLizSzetiTgyR1p6iWcD47KrpMNfEPP0eIoC3+zWUEj7vVXhS1XWXs8DPsNFBsNg4KjPv2lbDf6Mqljsg3B0ll9Jq8c7oXH4E1iMWYwmZrPLLTUPh8XJFEGz4Q+loihXan4tPEwbZpG07xXax1G9pKNzpbkdGWocPhdnG2BlYq4cDN4/lEpCvcHoTWbv5ya5/ja0nqfspM209SHac4c+4/kdbpdmHGfIqzCVAGnhUHhHPviQHgvNKi9RGvVj+UFzYTr0n8VTpa/rYhuJ86VGk7GbS5OpMHR/XGowqnTQbJqoAsxtj301GCtN3i71/2/VBs0SiWzjKbz2jKPSiPlc/3GfEjSHdyQpXTKFgZ/8JOYuRizgc27/J0si/EJxwKFNmNY//A2yjwfekYIipctSSUZtHF8kNZxC0NzsGrpam/+Owkf3J62g2QoCXDkMBCcvQ/7KBx8qgk3Fa/EbK2h2MJja4joedxdJq2+EwtHzWdrlRRkWz9nCyuvF8Nvz52fQLOGTe73EoPzO56Qdp6mbXLc/knyOIBaVJS2HUtH7peLH+YVQBJPhFZgXUdXf/47U6nqp/9uS3NKyS7HhogwGNDvP5Ofd/66CD3yBYffL3C8bTyU2OfwF81gTN1LQ2/MaRbwO91TZW/oqzucLMvewS33/OwTFUT1YctL8aqpQJZF7hAx575uejYU27NWf4Z0YttrzL2swyobVIrL5zXWHUBX2C0X3MO4jr2MtflbdgcgO7fsvF6pfCBysdrfSrtp4Jy3lOgNQCKg3kKcnr0R9I+8o1ekOd0vdn6o5FJvzDDW6giUxkb5sBpSGkQs8w0M2ijKp2sZ9BlfYXUSltumlVG/rDq7ctZO2yZJUXEmi2uslFg9VNwrTpYMfQZ/I3MXnduUyP9DnNew7aQnJZXQvaeBHyFKlrbeqUxugSKWshD41YQO2P7eDl5ylgRZ0zkGC97jPPAsAtj2JNnsxOCSZlv7u8Gr+Qi4u1Gh73fk8qk8ntnpUlyZu9KyNtzn4Q7+lyjyrBV3JEXP4e/oWuiUhjaTpR85/KUTTTZB66GOP/ZwO7MqnX6g0bgVUq0UjpeSlKjaLFN0PeplfLZacSRb95QAB9543pfW3UAjreC+BfPen8KUpK1HYKE8z/mJDeiw0ls4zmXGxVb7Gr5fq9MaffNeMzl1Yc2nAexUqa1RrxdkwjAmGYew2DGOfYRj3l/H3IMMwPrf+vsYwjBZV8b4XFMLbMWE7I0Hq9x8rm7+Bm9G2Jxmw8EZoEyRspsczUOU9NGAH0rmHpc33oKnZ/GqvJ1tDTTY3OWW5NKsV9Ip+b1EFC44p/n4pq6UfBkDxmLSNG+TGu6T51kao8eul/u9IuXHSwkFUB7P2M3U9/bDU7Sla0Duflb6pT3DkwznDObHZQ59IiyegjTxulSdoduVTWV12OZJVq34LX7797dK4NTiK3i+ho3yqoLnwhLTuVumHPnRf+r8tjV97boJmCbtsfxvcxxHzqU6ZLm7oK6+Vlk5joHnwJ9jYhtvhNTa9lKA5uh9VLP/aSE7ueZXVv33fsN7ASoIztvFz2haWIm24DUfeZSZOtxjcPOfnsdBLfDh9HP4OFZNqwjmx1/Z3Ery5ciUZUtubPUFzxg64zM2ukJpOZ8CuMA0KlI1VFp2j/zvnf9As4Z8GvCs1mkLSHf/V6T2/yVRkaF35bAJMWSX1e0OepUeS5Gfdw7zWlxt+FMs2/4Pf293MQLHpJHlpOJ4Epck0vuO9r5/xR71gsPtf0NH2v4PMp18I8yV1evP3ff+hUn8ilqVxBclV8rZnHDgbhuEn6TVJEyV1knSNYRidShx2o6R00zTbSHpJ0jNn+r4XLPxDpTZ/Qspn5I8oWMQ+AI1j/e2WLrUXAqOkLg9I0+IJpP29FkzYQ4OHPuYm32QGjxvBkkyoF0H14QD5BbJS+6sIHPXwuawE9V7jW5jGOsv4r6Th8xhgcuZIP40k2Gk0QZqyh0p0wjyqYutvg+/Z5e/SjCRuSoVpDBF+391SJ/ChOnFObNaZwxBR3UHS2OVwJo8vRhLqmwZspExehpbpWKuq0vM5Vm1XxumepGV0kPa9wcDd1D0M354PCjuGgX2MWojea+OpPJ4wB9kktxP+89G5dG8Gf84GsbS1DAZm7qOSteUBVni3usF6DT+drCA7s6SsnZJ/sBTZk8p16joWKPR4tvQ5mUXSzxOwVR8qh+xD0oJ+dE3W3lQtb3nOfOzWRxgOl8FAVbfHedztlFb/nqpn71fQx931Ajz7uv045vhSKtXhHaRGNWi+xREAR7neIIb1ji85ved3ninJzYzQz2MpXnX0pgi4CKjrDCAhcQR5lrDte5MKqsRsUY/nsNFjvyBpt+1xVHd2Pm9tM77IkZ/EAKW7kK58q98zw9LF6rC5CqVdL9Gpc+Wx7KaKKHpV4VH6SdpnmuYB0zQLJX0maVqJY6ZJstYL6StJow2jJqSg5xCGITUcK438niC62RVkmrNbo5ucsbP48QG1MNBLEy0qhNWOcOdLsqRvjnxLu8LMZ6ORhExd3KfQNdrcIsmET/lDXyljl9TVqma7chkukiHFzoTrXG84lbQuDzI1PbcDz+08U7pkn9T6RioRs1tJsQ/zmUbMgadduy1Z4NwO0tLLkBTzobpQ/TbrHwZHv+cL8HlnNSfhivucSsrIH6TpCVKff0HzOZ23ytov/TIeRxfajMC0zysVTk+fU9Tpw/DPxE3oMTtzWDF+6GOp4/9hQ1sfYftV/7ep7oU1JgFw5dCJMgyp33/hPdcqoZBx5DupTl82Ei6ZImUfkDrdK/V8sYyTMaUl00g6fCgf7iJp7V+4/6at47vt9XJ1vfu58bHhnXSyo9HtCY9e+a4X0B/v/aoUEsMCrfwkT8AiIacmSQM+OKNTOCfwD5WGzWZR2tLppX1tRWgwhg5SUF2Ua5ZMQV0kqGGJ97B8qV2N9rPmM1Ze45lv6nSP1P2f6D4XJEF3NJ0Uova+eaafsmbDNJkVMYsoLo76mTim8SUeWdG4T/jOCtMInntX3VxHVQTOjSV5E2iPWI+VeYxpmk5JGZJ8a3Aqi8gu0sD3pEsOwCmO/wqR9WVXwCPzhn8oFabLk6V2t+mkYRam0XYrSOexnANwsBwh/H58ITfAtn+lPSzBs9z6oKUZ2w6nLTfSOukbpG8bSHFfsNp70jZ40BtuJ6jOOYxm4uTtUsOJ0rbHCKB3PAMtZeoebqoB4dKRb6Sv61GRdJez6MWHqkT126y7iBvdD31QuIjsIQ36VLr0ONz5huNOX7bQ7UTZ5fsuHkm7cas86+HPd0T1kMb8goxXSGPk5na/TFV++xM4x9Z/YICyKIPBPv9aDPRufYKgpe8bUvYeqYnXgKURQPWq3jCqLosnoezR8c4SlWc/HI9/CEnH7leq+xuoGYj7guHUfW/w/6DHs9L0o1AUqgfnxscmL5NkUjVu82cey9hBEaTJDBQMXIXQ7+oN9dChjsylmxndW6rb94xO4ZwhKFoa8T2VzMUTKz/YbhhUizO2E/TW6Uc3tsmU4scdX8S8hq1448qFjpWxozgVo/P9UtfHPAuZkpawXGnnc1T6L0a4CqEBJS3mvjlupRT/KXSXrg9xjOmmQm/HP33fqFJZ3KoInMvKaktOHFbmGA40jD8bhrHeMIz1yclVw0e5YBDWFDm4aYdYTHLsR4YvlkxjZbA3/MNQ7rgsBckqiWzVmUn2JSExF9IQzqnhL8kt7fk3QXXLG7hAbSmirD3icjGkonSqz+5Cac0NKCQ4/OBwDvmC7YU/DpDW3kJlZuiX0oT13EQ23y/Nakm7qdmlnF+n+zifnc9JX0VLu/7Nhe/D2UKV2Wyl7dURgPJFn1ct1Yk5Uoury5aPqwzSNpKgbb4PHzdSDQAAIABJREFUDuCUnSz4qYlDpzHDmQPo+ght25SVONF1t8CljRmJsH9QHdaGG/4ktHvfRGGn+bXovjaz5hjMItYiH/qA6lfWQbjUzjwqz51nWm9stYidOdj5hr9JW2YWV/S5mJEdB51sxVUonTS/Fkm1TvdS1U9ZW11nUv32KnkCjT6v8bO7CJWMgNoEIobB5r3cI17XlBhsk6SBH1f8+uc7arVA6SY/2WM/lUGL6+jSHngXumWjiWxFDW1R4kDLnzoCSXZtbeeNdzFUbKPrg2g42wuQsvbjY/f/tyo+Zc1CUSaFgEPWtTXgXYakd76A2lK0xW0+/DWdNokCRbMrqvQ0qiJwPiKpqdfvTSQdLe8YwzD8JUVIKjHtBkzT/I9pmn1M0+xTr955smHofENwPXRfp8VZK3qXSgt6lx1AB0VLoy1eZbDVLipMFby1KILkwnSqCqYLCkVBinTwPTaThTRAd7LppQyH2IGOK0cocwTC2ZrTDv5lo0kEMe3/xgrwuR3Qp4zqJY2cD381qoe06V4GH3c+yzazy5KlZlfhxDfezqapAx/4nPjZQZXZ7GnZa8/nCG7PZHOYM0/adB9Bc14iywKGfUdyV5NhGGwJmxZHi9yZxePLL4dnGd6O4Ln+UM+yonW3MDjc5xUS1IytdJEkySyA2pGygr8lr6DyZbq5d7T4jdebmyTB/rWk7U9BBXOVsXL8YoGrSFrzZ7jnJ2JJPqbssZSHgqXYR/j/suPp6jqjc2OvDcYwoNtgFL9vexJf0PdNuh1uJ99BdG86RhLUq9wjaIVHtP8VH/U8Q3RvadBHUFNW/75y/sg/VGr9J6iRBSncn1pcL+UeKn5cylK6S+5Ckl2HPxtA3YVIcHqj2yOWzJ8bP+0IlrY/7dmQejEg75i0aDizMaFNocA0GFN6MNU00cTnF1S+qpgZXBWB8zpJbQ3DaGkYRqCkqyXNLnHMbEm/s36+XNLP5vmsg1dTEBiJs50ex+CGHUAvvdQzZGCjTh8UO3q9JAaKTAJmRzBOOmMbnK6svVLDSWzhydpNpbl2O9YTH50nDf5S6vYkz5M8LSTTJe14CtH3I7O5WMevl0KbS6uuQyA+cy/81VE/EkBH96HCNas5N+DeL6ESEjOaG87q30nfNkIf2ne5VCVqps0mLUV6aOezDMdN2XHqxSk1DaGNpcnbrEEsA7v6aRTJZ1A0En5tvWSyYh+QYh9CiSdjO5xpf2ulrN21yU/CXg9/xZY0iWAguoTqkr+1+OjQh6ifeFe9LhYc+lT6ug7VPP8wvqfJ26TwNizSWX6VtO1RFtIMrjZe+Lmx1yaX0OGUqK5vf4Jqqm1z8V9Byeg80xOYbLidfwd8eEZvfV6h6QzmDeI/t9r/lUC7v0gyoV04AqBadry39HH5yULX2Q8KZPYBFK1SVlA48kb3x63g0ITikZ/IZuGLAVn7ESbI2kvin3sYuV5XLt3rBuNQLJLoahckU8VvMI6OXRXjjANni091q6QfJO2U9IVpmtsNw3jMMIxLrMPellTHMIx9ku6SVEpOx4czQEC4paxxiAr08Z8IMJZfxYCfDcOQOtwhXXqMC0rycKwkax1oiJT4PQsb2vxZksHFKgOpryWToGrMSCz7gixIgn/040BaT+NW0epLXSd931Xa+ihZcr2BVKAnbKBasdPaOhX7IEH35J1wpvOPMTDxbSO2LfooHGeMGmezRZnQfhYNp8o1apHU/3/FJRgvJBgG9jxhA6o3cpN8rryO4K3va/AnJZzD3tdombe+EapVj+esF7Ju72ahZ2nK7pelHS/w89hVJMgS94GgGCmsBVSQpKXIT2buraYPfY6RsVua1xWJQGc2m/EuS/NU5nOPsMTp8Nd0Tga8R5JRDTjn9lqUDQc+pDHdDU6KQkl4R4Z7JWn/+1AIYkZKtVtU2dufF+h4L8nS1oeRNTsVwppLjaex98CZR/en57Meu7WRvUeK6EaCnJ8ohbUkiJYhrf2TFVh7odtjUpdHPL9vmQl960JG+haC5qIMhgCTl9NFa3EtdLWCZAqIEvr9O5+X5KCK36OkFGfVwLcA5UJEYTqcn93/IiNrcT0XVq2WxY87tghFC2em5zEjEEcrg3ZIrxelLX/3BM9ySHKxdnvgJwTZW/5BtlzkVaGyl6s0vVzq8U+qYBvvZDlD7bZIbzUY4zk+a5+062V4Ya5cKmftb5NCW8KZS13DcYF10KZt+1ck9C4y1OiFCr8GCfOkdTczHd3+DhyHf1jVvsf5jKJMacl0KcnSWw5uwHbCxlOk9X+T9rxC8GwWYTPZB+F5N7lU2vW812pfgwGuZGvVdv/3pNa/Y4h3dmueL9FtcmZznF8IdjzkCxR+LkQUnqBKevBDSSb3pmGzpIiOnmNS17PYoihLGvwp330lcUHY65o/Udn0XphjL/uw12+bJvS6ghQKOFW9mfN8gKuA7k/6Zhac2OoN5eH4Lxzf/x2p9e89j6/+o3TAq1JshKB0JaEDnbQYlauU5VJEV2nS5tKSmlufYM5BklrfJPW/QFU2kldIiyfDqx+5kMfmdaRA2PFe6FSR3ZD5LMyQvu8m5caT/Dedwb1Lko7OlxJ/xH9UsDzGt3L7YkZgFO2MSw4gYh//ORzkdX+Rcr2ocQ3GIF/X9lbPY2ahJD+q2LnxVGC6PAQP2XBIftba1Ixd0g+9JRnS4C+oWIU0ZtmKZG01MxhumtcJCbLe/2ZYwrSWL6y4Fp6qhHRP31cZkurxLC2rZZdJS6dSkR7xI7y5wlSGJ76KQte6ILUavlAfqh35ydKK3yDnFBABtafXCxdX0Cxhh6N/QoNUoqK3ZKq08re0bSM6e45NWsLMQfYBAu6oXgTNoU0lmcwitLW4f2t+DwUqrCnSeDYSv2cIrOnl1rCSkPrb+fyFRZdyF5Gof9uIar0jkPvTlN3Fg+b4r6RFw/j7uFWnFTRfEIj/ErWlTv/nCZpNEy58WAvPYq0D71L5ixl1YQbNEgobQ7/Gvy6dXroaXBL1R2Cfe14pbjv9/1N834KZZ3WWTGy4yaXot4c0YW5hS8nNn5K6PiB1thQk9r8lJSw40093/uHofOKE4Bhp7AopogMdM0cQ98N9b1kyiA/x/a650dqQbOnad/Oi1Wx7gqVrfuVvDTwd+ALnCxnB9aRez0tT97FUZd9/pTmtkX2zA07/UKnvK9LEzWjgSpJctEVCm+NgVl1Plj1qIXxnCb6l6aIavfUhpMVkonE6+DPkxmRKctJe3/MK2WHyCrL1Lg/T9pzbARkst9Pzup3uJegfNosBgG1PSIvH0xrt8QLydq582tJf15d+HgcVxIeaD9OE2zevo3T4S66TCRs9/LWLEYZBh6bzTJ0USoj7GDpWqz8wLBjeUSeXGvmHM5jb4Q4qzrmHpei+VJUPvGvNOYik+NAnUuPJUievzn7qKilpmdTqRiSeAqMY5l1+ec3XWzdNZjBmt6YD5sojGJ5+hA6XzdW1g8PlV1BZHL+29Hr4Cx3Zh6g21+lfPAhJWiKlrqbi5wjgu9psKSMNuMA5tyENGPbLP852XNtvlQXDQD42fRNKOScfd1Bs8kaBLXdnkuj6BXs2++74p5S4sPTrd38U3WJJWjJROnIBLTKK+1xacgmiBWOXkYzlJ0sH35daXofq0I5noQXVH0p8cfhrnRSXafV7ZPskKWk533/Hu6tMks4XOF8MCG2M4526W2p6BdWj2a2krY/RfpRYpXrJAQb/7Isv19pS6F9LSpwv/TIJ5YvOD9DiDIiQAqKlzF3SskvZCli7HQ651W+lEQutpSkm/zlzGKyZ056FLePXsUFpw99YuJK8ynPODj+GU0bOt7jbDzMgsPlubtxNZ0gNJ1MFOLYQlYVvm/LZarpzv1hhLzJZ/TuuowmbmCa/CCk5ZaL7E1JHK8A13ZbCyN04iMydUqd/4BicWZL86Mz0eY3j09ZJDcZTgY59SBr4EQ585W+kPW+wNKneMM97uQqlg+9yv3DlU/k+/B3Dx6k1lD6XslpaOAhpsdzD0F5G/CANnyMF1/Uc5ypAWWTLTDjOo3+GU+mN44vZjHchY+sjkkzoKY4Az+Pb/0kVsJVFPzjwLhSN+iPh9l7oqNOHYdykxSSUFaHl9fjJPa8Vf7zxePjMxWD53f1vQ0VIXU2RSCJpzT5Y+vWHfeeZ9Vg6Rdr/7ml+mPMQ+/4rrbhGqjsAepBte3vf4F7U4S6r2nyMwkrKGmnTPdYiKDf3QJvzLLE7IjCaDlwVwRc4X0yo1Uoa9AGbCGNGMegwuxVrKV35BKtd/kH15eQ2MhPOo/yhY8TO9GwHrN1GKkqjHWX4U+XKiWeob+Nd0uEvpGkHCKglnbwxFJ3ghrNouNRgrDTwQ7LJhYOk1TeWboGFNcMQLtknjVnKzShpsZQ4j0GKqD4MOeUd4XW/rgO3LGGeb6FKTYCrEGkle5FJ71dYyx3Z+dTPvdjQ4ymkriTsKKgea+sNPyhZY5ZblSoXwcyB95lxkFi60GQ6gfW6W9DZNfyl9X8hSBo+26Px7kwnkD78JfeNgHDeozANO93xrOR2nYtv4PRxYhs88R8H4mQNP7TjLzkgNRpX/Nj8ZOnnMSiLdH2Me5P3EKBpSjtf5JjN/6jez1Hd6Ps61Drv2ZjU9ewP6HAni3NMExUDCe79xYKW1yPVt/tl6eBH5R/nH4YC0OGvSi9RGfZdiYOtbpIrW/KPZCNe+maGdouypaUzGA72hmFwjdpY84fKK3+cj9jxrLT2z1LDCWyTDYzgcVe+tOdV5G7DWhIM1x9BF2j5FVJwIw/ts92tnmr9ie3S0bkkej+PkfJTquQ0fYHzxYjIzvAax61B93XjXdKctmR67iIptJF0yV4qWCfh1ZIqSKVyXJghNb/Gag8H81qFKdAxQhoj6bTiaibQ+74JN8kvxFq2Ihz/5ntx4i1/y43o4AfwsXe/WroNZjhoy/R7E1WPEQuYrM2Lh18ng+FB02QwY8kU6csIadmVDAb4gujzD0lLpQU9ofyc1AC/tfQwjA/Apm3YSgauPGwqIBw73HQPy4bsFm7yYvxxaHMCxmOL+JszU1r7R4Idw5/NnhvuYGrdTnCTlkGNyjsq5SVRTSxMx7Y338fK9Kz95+BLqCQyd8OT/74rzlNCN3dSLPJi/iX4jhk7pB/6szF18GcsnvDWf3Xm0E3bdDfUlzY3Vd9nORfwDy1NkdrxTykg0sO5P/A+9956Q9H9v5jQ8zmG+db+GTWH8tD2L/iekgtLorpJEeXQf7b8nSUz+ces/wduNMVX31BaWarRJIJsO5yLfUhadcOv+0znCnYCtvk+utrDviu+HOvgh1xnHe/xqjY/yEKe/ONs8XTl0OHu9HfP83Y9z/B05k7re6uaOQ2fd7qYUbefNHqRNOonnOHaP0tzO8F7NN1SjyelkT8J3WcvuK3tZa589sOHNGKQ4cQWuM2B9aS8BI49voQ1y/WHSxM30FY2nTgee0DCmc0Nee8bVMSiukkbbpMW9CIALguOAKnReKnfWwTR41Yj4VW7tTzGYRBYHP4SCsAXtaGbHPjw1IMdPpxd5B3jprdoOFWU4XMZvKnpi0yqAw5/ZgrqDYZWENqEgDYgAjWMhUNoYfayNHjjPqSD5C7ErtPWSzFjsbu1tyCRZfix9GjTXUyeS5Jc0vbHGcxpMlXK3icF1ZVyDsHDTN9IULrzxYq5ntWN9FhavXM7SvEWlzQwigR+7DIUgUri6HyPhOboJayT9kbWfrYIxn1GopK6urgywsWAjJ3o+be7lUTNm9vc961ze27nAo4AafDndGmWXVr+oHp4O+Rf975Zungz9NvivxsWLa3gONTFtreQ9DUYSzEh/ksolsWeY0C1klsnNxEefJ+Nvq4aUCxyu4g9djxDMjro4+L0PNMt7XqR5CC6HzsfYkbCW06cL/V8nphFYj7Kpl3lJtANsBdGtbnpzJZvecEXOPvAZqhxq6Rhs8nyVv4GJ3H4O6nBSGnCGmupglf1xXRCjajVhiA6cweTwVl7JGeGVHewdbwbRzu/u5S2mQC34//hvIPq0DKt1YrXdBfS0kpaKoV35kb00yjUNez1mWXBcJCVd3tMGr+GtbhDv5Ha3Yacj33e7gIMbfVvpW/qS1/HSMuvlg5+IhVU47IH0800cNoGHNGul5AWO7G9+s7hXMFViFTinHZQCzrPlCZvZ0DNh8rDPwR7DW9LRbjppQz0yiHlxEkLBxAEDp3F8Uk/0Y1x5RJk5x2xtpblS1vuR+rP8CNRjfuU7YUSXaElU5F1GvadZ7lK/nFr02h7KrAL+hSfUahumKZ07Cfpl4ncaw5/w/yDTO4DU/dKrX5XeoOYaaKusWQK96Hxayko2MjaJ624nus1ez9BSZPp0ojvpSGV0PO9kLDjGWgr7f/G73GfoNtfp78U2bHi516oCInB1+QdxW+WR19q91eKSUdK7K0Jb8P3Z8OWgpWkTXdCxQqqh7351YLvu+3R0vSQhuOZFwoIx48G1UdFZ3ZLihTnK1z50oorUW7p/ABVdkeJQl3CXOaoOt5rVZuPQ/+MfUhqfi33pIJkPnuHuzzP2/GsFTSbUlhrKv5VRNXw6Tj7UBymW4r7Av5z1h5WjnZ9jIr0L2ORuXKXIbjeYBztkxOx3Fxd+VSlDMuR26g/jGpZ9n4GcHIO4bQbjKLifPT74q8bEOGRxWp/u9T5H2xMPB04cwhSjy+G95yx3VoZXgJGABW1Wi3YohjekSnqgAiM0z8UuokjgCDDMHC8ppOblSuf6qkzmyCmKIPgvyAVB5N3HJH7vETPxkUb/rXJtJtMLX1e3qdYU3VhTZPNkxvv5rpqNImKaHjb6j3JCw25R6gsuQuRnoydSUAb0QnqQb3B2OZWe1jGINE1DGzbmUenSCYt0vjP+XtApLU50AoE6g+Txizh+F0vWOt+LRuK7GFd30dxZD2eqr4hscIM6dDHbGjL2M55OwI80mi9/1W+GoarEH73/rcJhgd+yNByfhJT/Qc/QhZMwv67PCi1vRkHXUnUWHstiZw4aXYbaAd9/oU9f9uY+9n4DVKdqhu8qpHY9x9p7U0Ef93L4Bi7XSha1WqNvKQ3svZLc9p4fjf8sGEb0X0oNDW/lmSldlv85ogFnnXoEnTEX8ajRJWxk+elrmZr6Mj5UsyIqvzEZ47CEwzqJi1F6afDHWUft3Aow7wTt0hz20m12kpZuxjuHbdKmteZv/d8Uep4p/XaGdJX0ZLc+PHMnZIRxPbk4DrlnlJl7dUXOPtQNtxOeEXbHsNI6wyQ2vxR2vIQw0WOQDSVvWEESU2n4XiSFovM2UQhIWuf/cLcGFrfJHX4m7T73zi9Wm2QMgpriSPb82qJ17deKyBS6vao1ObmM1NbKMpCo/XId7R8CqomEy0Fw5/KenB9qgAhDaG2hDbhv7BmfOaASIKZkhWxki9XUx2xMw/nEFCbm2SjidV7chcyMnZKi4aS4PV5lSEidwGBcOICnHBYaykjVidpTI4Qqs0Nx0nZ8VL2XhLAekPYzOUXLLmcYrbBIcnNPIO9Zjo/GXWFva/SfnYEco9IW0vy3eYmqfPfud6rGm4nlfGDH9KhcuVxjzEcVKZqtUGGs/El5dtT3nFp+WXMY3R+AKd9ZDZUjOM/8Z0FRJD8Np4C5/lXaIjXWHstifW3Ue2buh/t77gvpBVXMdcyafPZPdGaANOU1vyRwflhs1CEKontT8NdnryjuFa4JC0agVqUpJPJrVlEcJif7PF1dfohvRramMrr6F+k6F6ec1g0DF/rX4s5hubXMsAoaxtp10dP6WOqBTmHpcWTpKzd0oAPpBZXl31c8kq2Bvb+F3a++X6pdgeq9xPWce9bNoNu2owjnkHehcOk5GU8XpihkzNaE7ZI0d3KPS1f4OxD1cBViNzQ9ifJ6qJ6c9EWZiIJF/eJinGKZVKRaf4bKlbxX+hksOwfgQqHDSOAjUr1hlIRyz7Amu8ez1CBTfpF2vOmlPBd8Qxcwqn1fF5q/YeqGSQrzKC1lbySoD99k6UmUhEcVKj8w/nMAbWtynSY9a+1eU0G528WwUl15VlV6Swcc2E6LaSB70ktrqnwHWu0I87YiRKLt7SVD1WDlLXSz6OgG/R4Fqckk+Cx8ATcZ0cg8pEFx/mbba+Np0npW6X8BALu2u1xaAHhdJgkTxWs3W1Sn3973jc/RYp9gGTXdFLdCmvJKmHDH8myDnfC8zwTFGVCxTg6j0UGBSncA2JGk2AnLaGl3eUhqe1NFV9jqessTmoaQ8m58Uhauos494bjGaLMOQD/u+O9vzrYqNH2aiPvuDS7BUHYgLcJ0GY1o9sxeokUM+yUL3FRwJXPfEHWXmn8+tLdtPxk6bsm+Dh7dbmNjF1o15eFwV9LG26lul+rLR3LyC50eFx58PZtzeLjS6SfRkCH3Ps6nadO9zOk7y4kuR0xj30J5wrpW7g/ObOhuTQYXf6xS2dg25O2MU/hFwrNbOi3DEjPaU/S3+9/Upsbec6hTxnilXTyHichlzh8Nj67HPgCZx+qFq4Csunt/ySA9gvBUfZ8CYpFphc/N7Au6hqB0bQ2CzOlA//jxuJ9ITsCrUlXN9uS/ENouwbVoyrZ/GocljMHntOul2k9ecPwh+808GMpMFRVBtPkc57Yyn8ZO6WsnWTzheXwoQ0/eXjgXp/T/t0wPH83TT636fIc1/L30sB3KjytC8IR+3B2cGwR62mjezOMu+NpSQaBcNNpDPGZRVJ0f6hL3ko50b2l/FSCarvaWpAsBURJRfb1blWeO95LcusdTBZmIYV1+GudvJ6NQItj6IbH2e6vVMFP1Sly5RN8pMdynikr+Nd0kVA3nkKVLXk5QXRAuNThbgL0CtbpstTkSWnro9w33AWca1hzNiU2v4pu2crrrCUVn53xqvELwl43/x1+85RdJECHZ0nLplPln7r77J9oTUJOnDS/F13F8atLdylWXs81O+No6QDu53EkcBIJqH19BjeQJm9jkDpjO4vKcuNRvTrwPwpQYxZTlJCkn8ZAmez9MrzrFtezn2HREJ7nH8a1fS62YB6ZI628hg7ryPnQSspDxk62Dnd5CHvdam1K7PR36GDHfpZ+Hs33M/0INnvoM2nVtaVfq8cLUkg9ZAQrgC9w9uHswFVABXrbk2R+Eiu7w5pLW/6BY5YkOTDkrD0E0O1uhxO557XS/OLIHnCenVm0ogrTcZwxo8jMvafgnXnwoLc/LaVvULHg1BECF7PT/VL9IVW2JagUnHncgPKOkv3nJ1MBK8qgMubMxvm7C6xKs0tyu3m8MB0tXGdW6dft9jjttApwQThiH84eDn+Drmn9kcwc5Fvasc5cOLq7XoKPHNUbjVi54PUXpCDl5BdMouofynPc+VR5XLZ+rJUQdriLjk/JSmz6FrbNpa1DO9V0W1KR8jw/MIr5h9AmJM9y856F6ZZNHdNJu/YLhqtZf7gUM4bz2P0yAUZABINqHe70LIEoidwEKlaJC1EksO894R2lppdRtYruzfttewI966juVMK89Yt/JWq8vRaekL5rJjWawICoacJ1zjkgDZsrNfEN9ZZC4kK4xs2vZm7F20ZSVqPe0vcNikreOGFVVW3YVCFJGvAhrzfX4jcbgZJhsoFw7R8JtO3g2X6P7k9Ca9r6MF2o9rcjZxf3Ka/Z9DIWuVRH9dk0WU62+T6S3mGzkb2tCKt/z6zBxC1Iljpz6QYNn8sA4bwuJBL93+G+sKdEAc9Gw4ke6uj0wxV+Xl/g7MPZhauQKdVN99IuCqqPMz06X0pe4jnOLwwHlLGNG0Gbm2kZ7X29+JChIwgHmbmbanVwjDWIWESlquvDpZ2jaUpJK6S1f6K1XFKjMTCa1lTDCUx9127HkGPJqd2qhGkSAKStlxIXsb44c3eJ4MFCQDhOO7ovUjsxI5nSrgA13hH7cPZx4D2cTv1hVGWbXinlH2UIp8V1UuIPVjU5EtUMCd5g1i7rBRySDKlWc0vNpmT3xELrG5EhK2lPphvqxpZ/MBjb7Coqt8krOIecg1anxUGA7l8LLmJIAwZzQ5tiqxGdSZqd2Qzq7X0NDnNIQ6nd35DqshckmCZJQsY2EoLUdVLqGq/BZD9JLpxo39eKB8WF6VSZj35Pda7fm8U1ZM8ANd5etz0hxT4oTdzE6vGjC6TFE/l/NC3u/ODLno/Y/hSbJ0sOvZkmCjRmEQFhye/vl4nMJUhQAJ02VcqfqmpBsjS/J8msMxO7GfqNtPxSKs8jf0DOdckl2NrU/QzAxn/JcU2nw09f9TuSYv9a8Idb3XD2tPOduSTTcZ/Q2Rn43qnnBXIOs5yt7V/oWu19HcnbybHEAUnLmeuwNxO7cq0qfX7x1zECUSqJ7o9Nj1pYof/3Bc4+VA+KcuBUpVn/n4IbsqQkYV7xynJglBTaQjqxmSpS86upMsV/pZMruW34h3ETKDphDUm4CDK7PoqzLKvV6ypksjn2AU+WXib8qI6HNcMBBzdgeC8omhuVfxg0FEeAVbE2CARO8pNz2eLkzIIjWZgq5R4lwMhLoJpcko9t+PNeEZ2pnEX3okUV3OC0HU+Nd8Q+VA92v4oWuj1RPnwuHP7tTzHZn3OI69y78xHWikpiSBNPNymoPhVqGyUn/ptMkwZ9UnagWZgubX2cgNdwSG3/KnX6P+gWx38hUE36BfUPGyGNUQ0IbUJinbUXmUazSAprwbaw8I7cWwqSqVDnxNOxsvnYEu3sOv34jLY03cD3S7enU9dToc9LIIBoc/OpbdI0qYQF15UajKnw0Bptr84caVZzixc7l889rzPX08CPpJa/qb6TrWkw3fDoE+aysr2+Fw98/9sMEo5Ziq/0xomt0vdew2v2sK6ExOvYpdhw7IPQn1LX4Bt7Pg8FyZkjDZ+Fv/2+O3KvXR5iWdGJrSjj1OkDP33pZR7VmIguzC7EjKza7yFzD3KyGdvyPvf0AAAgAElEQVTpqHb+R+V83vrbCZZH/UR8YfhJEzfTHTv0EUmJu4BgueV13ENSVpZ+nbpDyPuTl3PvGPZN+d0p+QJnH6oTbqe09mYWAoQ0hL7gF8bP2fuKHxsQQTspPVaSS6o/mhWjKV4asP61Ca7LrNJGWFPwd5adObqdOLUdz0gZWz2bCktSIwx/TxBgOku/TqVh8T69z71WK6oz9UcguxZSv/TTTJNqXM5B5Iiy95FM2Dy1clCjHbEP1YsdzzCFbsspTt5GJXbVdQS17iKG647/rJOJq81pbjKDgcP8hNKv6wj0klM0CFCHzSq/W5J9UIp9WIr7mM5S6z9JHe8meZUYMEzbQIs5aQlOtiBFxeyqLATVoTMV2pwKcnh7AoDIbgTKG/5G9b3uQDid9vtJ2N++N9mWGByDJnPJLXllIW2ztPoP0olNaMRPjq3w8Bptr7teYqvs2BVSvUHIef40khmWS4+d3c7dhYDCDOmHfhSAJmz0LHdy5iLl13C8NOSz0s9bPNkjy+pfGx9lU6V6vcgCmh/6k+xF9pKOWRXqppfRbcmNl/r9FzrT4W+kqfvwdT9a2u7jVuKjTDcJ9qZ7LYqlCcWr2yMM7J9JN8E02QK8/lZscdAnKPhUBnnH0Z9udiUBb/Z+qfUfiStslSCJWaip++g424uOTsKQOs2U9r9Jx6r701L7205ZVfcFzj5UL0wTLtW2x8mSQ5swKOQuonp8kvtswRFEBTZrHy2n2u0x6tx4zzENJkgxw+FNHlsEheMkDKpT9UcyvRzWjPZhSAOqZAGRyErtep7n+gWTsTv8pcx9vE/Jc5KDACPAqjw7rOEmVx43waITKlYZD2uFrFBEF1rKER0sGaBcAvXCEwQoJXWcc48weOgswfUe8qXU7PIKv+Ya7Yh9qH5sfdwaqjGgaQz6wLO18fgiHu/xrGc+wbDUKMwiKBaOQOnQh9CeCr0UcYoN+QYhtzh8Dvzg8pC5m+HiQx/z3IbjpboD6FolL5NS12Jv/rWlxlMJBGJGWDZotWANf49qTXmBW9JSWtG58SzY6fJQ8XmHwgw2lcV/AY1r4IeebWNlwe2Cghb7gKV5bSGspTStgsVMquH2euA9+LqDP+b3+b1QG+rzKvQ5H06NjB0EzxFdqPb6BfH4hruQcpwWj8/yRnosS3xstPojQ4CSJIc0YS12uaAP1KPM3Vzr7kJ8V3B9KE0tfivFf4qyTb+3UO5YOJiEc+xKzzWffYjg89giq8PrJBlufweLlexzrizykwmY47+gwzrwQyQMK4vN97O8pO5gKWW5ThanQhpTXY7/imB66HfSjqe4b5REsyugp0R2R0KzrG2hZaBaAmfDMKIlfS6phaRDkq40TbOU5IBhGC5JW61f403TLEPksDR8jrgGYu+b0vq/SlG9kIg58jWPFase21VaL51nZw4ZtH8tgu2T/GcHGXaXBzHqg+9zw8naV+qtSyEg3Np05kdVuzCD93UE8zfDAe3ClatTVrfOFI4g2kxBdWkVBUZazj9QksHn7Xg3leoKcKaO+GzarM9ez1PEPkRCK0lDvpKaXUa1adsTJLuGHyu6tz5MlcmUTtpDzBiWLMQ+AFUiP8XDuywGq5JTdyBONzCCa95w4NCdudCa8o5Bv8jaVzxxDWnK9sjmV+Iwf41Ge1E2Ldw9r1BRG/g+C2C8kbwKqarcwwxPdby37CpUfjIVu4R5UsIsT5JrBxYNxkk9X5CiylmuYuGCsdfkVdLCQSQ1lyWffjB1MSP+a2n55cjQ9bNWk2fuZZlH18ekrg+Wfs7SGewYkLCjkMbQqGRQsJm0CSrD5vuppm57FIk6w5/ubXBDijTBMXRvJm2jsJO8EiWKiC4sYrGX+Zgm1ekNt+OH/cKgQwXVRb+9xbXYdUUVW9NEB33D7RSZuj4idbyvcp0J04TuePhbtK691aaa/4YdEvWG8tkWDeVzFZ4oexlbcCNmOtrfIfV4mms1ax9VfHvrZTmorsD5WUlppmk+bRjG/ZKiTNO8r4zjsk3TLF88rxz4HHENxZE56EYG10czslZrjHLHs3CcT8KSZ/MPo0IbEEH7JfuASgWyjiAGgrrMxCkXZktbH0Dhw+Y2OoLhD4e3x7BceWgl2woXrnz4kLmHreqxg0p1ZDcpuiecY0cgTrIoC2mq7APcsPKOli9DVwr2zaUEd7vcwwMY8uj7OtrYFaAKHPFZs1mfvZ6nME1pywNUZxxB1hILq21sDxJKVoVnhYcXbaN2e9bZb7hNKjihUjKKNvxCsDk7uPSG4YcTDq4P/7hWa7jM+Ul0hmx+YnQfbKDhBJLIyg4sJcylypUTTzW0+z+Ly325nUjRbXucbtigT6V6Az1/z0/mHI4vgXedbt2nDAdJhh1IhHci8UiYB2+190sVntYFY68/DuHa6PqE1HXm6byND5Il6fc0gXObP/PYz+OhJU07VFoB6sR2S2HDK3iM+9jz9+bXsDjk5xGocXR5SNp0N/rNEZ2kzf+Hbdnd3ogu0sSN+JqEedLS6SSVI+YjA2vDmSvt/pe07SmKTSFN6Ja6C/GPjSaidlV/KHZs0znSt0DrOf4zNjzgnYql5lz5nHfqWoLhpCX45ZLoeJ/U82l+Nk3p24YepSBv2BK4chAfDHjfs4U3Za20xFJ/mbxDCq5X7mlVV+C8W9II0zQTDcNoKGmxaZrtyzjOFzhfbEhdLy2ZiiMd+pVniCY9Vlp1PTqT3jACaX3mHMDQg+ox8OcsMejnCIQj2f0Jqramm4x+26PchE7CD15eg9EYep2+nq1CEoZ+4H2kefKPMaXcaCLczkYTy5ascTu5GRUkQ78oOkHW68yhau0q5NxPDk8ZnK8jgKDCP5SKTUA4N4Gs3VLaJm4atqh70+kVfq1V4IjPms367PU8hmlK626V9r2OxuwlhyQ/i5Zhc6ElK4nNI1De/bJno6Z/LbTS972OKofk5ay8YK8HjuwuDXgPGpVtAxUh+xDrvg9/42m9BtWlylR3IPYb2a20XWbuJWBImEPA0PctpCiLHbNbWnUDGvDNr2WjYW4CtIv0TfC+s/dzrCOIyl1BKgOU/rWtpD6awcK09VLmDiqArW6Uuj9a4ce6IOw1baO0oDffzWVJp7Vy3AcLbpe0ZApJ4uhfCFqPzGbltN0FKonlV2MTkiQHnPoML6pQv7fwq9/3IMkM7yjt/w+v13AskrG7X6aDK5MguN+bzN3EfYbGc4OxDBN6+0aJ63/nC3RvnNnQKgMioJ7YSjxBdfHZhenM6PiFSi1+w9Ilv0CLm52PjyxIxuZyDuH3svZ5/GRwDPTOOgPoernyreVhwVChCtOl/e9Ku17wWkrmNVvUcKKUOJ+fo3vz+Wu14PeEudLyq3iPkQtOuYipugLnE6ZpRnr9nm6aZqmRRcMwnJI2C8X9p03T/K6C1/yzpD9LUrNmzXrHxcWVd6gP5zty4qTFU6he9XkFRQwbKWu4kZRade2Pk5SbiWHJIylTDA5uGn3fkGq34qG0TazwjvuEDNmugEnc9Ov0wTij+2BgtVsTUCQvhTd1+BuCaMOPieWG43mPOn3PfNtdbgKDDklL0ZS0lQT8I3j9sGZI79TpXeHLVIEjrlKb9dlrDcOSqTiTyG7S+LW0MU2Tyfcjs+A/FiQTQI9dLe3/n7Tn3zpZ+er8EFSjTXfr5GIT205tRHT2bDWr5FBOMeQdkxJ/pHqVvMzqQFkIjoGGEdwAJ3xiC1W1JtOkRpOp3JkuKmdFmQT5toZrcAN42ic1qcVcRJ2+tKFDW0Ati/+Se4e7SDINKWYoevS5RwiYZfL5areXpu5SRbgg7NVezNHhblaZ+/DrUJguLehHIjZ+HQnsnNZcz6N/Ln185h5pbkedDBDtpFSyFpC5GfTL2C6t+i1V58QfKUqNW0EwnRMnbbpfivcaQozsxq6Doixp3c34uaHfFK88e5/z3rcIoPOOYkMxo7CN1DXFZ5JOBf/aKFqFtyPIj+qBHw5rQeV6/d94H1sms/F03jNtbenXsYf9vSvxMaPpcNs0on3/k9bdhNTr8HmnlHqVqjBwNgxjkaQGZfxppqT3K2nUjUzTPGoYRitJP0sabZrm/lOdnK+CdQGgKEtacQ2rctveguSTHYS6CpDQsTeclaRnhHeQovow2X98idffS+jKBtYh6OzyIFW0wnTp4MdsOkzfJMmBg3T4ow9pB+H+YTj58I4Yc1grHG5GLJqzadaCFb9QJu7rDsLJRvfGgZY3dezM8WjJ2mu8bXkvRyD8M78ga3AwxfNZWt8k9X+zwq+zMoZ9rmzWZ681AKbJ4oDMHSSRoxZCaSjMYNjIXkKUMIdkc+jX2OGyyzyDcaFNpc6PSOusFbchTQm2T2qoGji/2q1x9HUHUR2LrJgPXC7yk7HFjG10slJWkIhWhgYl8TnC20EPCWvpcdyRXalg5ybA997/P87dMEi8I7oSGBRlEOQUnii+CCZmtDR6YYVvXePt1V7KYfhJ0xMqFXz4UAEydkg/DOAaHLOUQs+Wv0uTt5c9wLb6D9Cp7Gu9VltWTEt0gYLqSRPWW8N4n0tDvoZSJYPE2B483PYkcwqSTvrPwEgoHMmWasqI+eVv3sxN5FzjPyNhlSQ5sKE2f0ZByj+U+4czh6DecFDJDogkIS/vtd0uqu/Lraq74fBUo22qSe321q4GPxEHmFS2E+bye2A96XJLNtM0iSu2PUo1esgXFa7Z9sZ5RdUo8Zz3JM01TfOrU72+zxFfIHC7mNrf+SxTtkO+gOtoI22jtPpGS+PZ2lLmzZM0/MhOw1pCayhLps5GYJTUeBoKAnX7Y+Rxn9Kaspc5RHTGifoFMuyUtQupG2/YnExHMOfhzLa41LaSQDBO1y/UGoBywoEsyipe0SoTZSyUcASyxthbLL+sZ1ZT67fEc95TJWzWZ681BPlJ0py2XM/RvaURC5iwT49FsqpOX/RPdzzF8c2vZhAueaW0+nqPwkWttrRoa7XEtrw7PHYrNWYUtKiiDIZ8uz5UoY5qmTBNEtC9rzOpb7o5py4Pw1cuyuB93YV8pj2vIYUVGI0CRPOryk5yc49yT9r7pqX+409SHdLEuh94bVWUQ8VmFgKipI53nfVNn+fcXu0htVa/h7fqw5kjYS4LSppdKfX+tzSrGXJrfV8tfWxOHJsabV9YjB5lSHJIjcazoXBBX+xg4AfS0ksINscsJmB1u6Qf+sAPrj/SsiNnCT8bgJ8NsQo7zjw6NNn7uGdIFJtiRpM85x2lm2PP/gRGEfzXboddBscQNPsF40/dBZ4h4fzj0LOy9rJa2y5m2d1lRxDH1x+BMs6yS60qs7XIKKq3VRSzimnD5zJc7HZK624hCW51A5sRT6NbXF2B83OSUr0GF6JN0/y/EsdESco1TbPAMIy6klZJmmaa5o4yXrIYfI74AsPBj1kPGlSXzLhuP8/f3E4y2tgHcWJBURirX7DVMvVauuAIxkkaBsM6zjwppxyVDb9QaBC1OxAcFJwgc83YppPV5Dr9rCpyQ5x/YQaTxXlHOYfCVALiomzJnce5nlKFw2EpFJhlH2tYvGe/QGuxSh761N0ervBVq8ARnzWb9dlrDYK9FthwkESOnE/L+NAncB/b/Y2/7X4Z5+oXQtDb5lZp7R88a3slKSiGmYM9r5SeXZCYcq/bl6pSYBRLUNrdWvH2MNOU0jfynEOf4LwDwqWWv0PDveQ6bHcRiyViH4Sf2fZmVDPKCtKzD7L+d//blh61v6Qiya8WA1HeSjeOYGty3xT0sNG8dkhD7h0Vye+phttr5h5pbgd+vmR/lawg98GCPVfQ9VH49Ye/kWYklM0f33AHvtFO2ryDZ3totctDUpPpJL4xI1k2tGwGVMNhs/Ezx5ewTKTro1KbP0l7XifAzD9mJb35XPthLYnJ/UKoStdqRYem7kD8pLeiitvFvoTUtVZXaCe2mndMFXaEHEHQNkIaQbF0ZhRfMd54utTpHrjgy6+xqCZWMm4rhvAFSLXaSFN3EJSvuAr1jM4PMKdxlhaMnWngXEfSF5KaSYqXdIVpmmmGYfSRdLNpmn80DGOQpLdE9OCQ9LJpmm9X5vV9jvgCRNomsse8BKnXy9A3vC/unMPSpnvIiIPqkbVmbCPQ9A+1DMuP1ov3hsCguhiQK5/qV5mSWVUA/9rwkv1CJIeDNpK9SfBkta0k/CxJHovnaZZIBGy0ulEa8L/Sj3uhChzxWbNZn73WMGx5AKUJvzBsa/gcujQb7pJ2vyT1fxvuf+KPBL4pq1HC6PEMFKqfR3jxjx1Su7/gXHe/wiBeSYR3ITBIXYltt7uNNq9fEElq9iEC77T1zAIUJBO81x/OKuxmV5Ruubpd3CtiH8Jh1x/GfSW6Z+n3T1nDUo/4L4VTt+lhVgfIXtlr+JEs2FJXQXWhgrW/nWr3xnukQ+9DUZlRMcezRtvryuvZ0tbkUmnY17/2I/hQFkxTWn0DnZFuT0Cj6P2K1P7W0sfmJ7N+2h6MK7m9M7gBwe/Qb1HAWHsTgXRYMzYUNr1cGvwpVMXlV1LxnrIbbWV3EbSs/e+iVS6XJAdD8m1vYmivLO7zqeAuYrNu0QkKQ6aLoNw/FNqGvahs830evrKdpI6Yx4C+aWLX25/wvG5ZXa3+bzPfsGQKyXaf1zn3XwHfAhQfzl8UpDHMcHQeSxb6/6d0pn38F+Rt0jfDw6rVimEhZzbtH1euJfgeYXGqXNA/KkWVsGDYEkBm2YHs2YQjmCCk7gCMvv7QspU8SqBGL1Tw4fyC24mma+o6a8FJKkoYTS+TfpnAYN6wudLG23HMPZ6hAp2xA95y96eo7i6/UjhcCzGjoEPteVWV5iF7I6wFAXDMKBQAypKPcuYxBLzjWQb3IrtyPo0mF0/EnXkE1ntet4aMSmz6tFu/kqc9bCOyu9TzORQKXPlU/bY9xv3GEcBih+ZXVfhRarS9brpf2vmMNHGLFNWt/ON8+HVwFVj2tx7/Jrc0eWfZVdKTi4wsGEFW3lcoyaSr48yQxqyQ9rwML3rYLKrZG++CujjgXQpWczvADx7yefH3yE9hm+aOZ7yC9ECS5rqD2M0Q1c2iOZ6GjrcrHxWN9M0kxcnLKaCdtEMH9LC09Shm9XsDytWqG6Qj33q9kFV4cvhbMwjdSBRG/og6Sf5xNoTaMnS/Ar7A2YfzG6Ybpxf7AC2bQZ8Wp25IVJMOfUj7NfcIfKc6/eFVpa6RZNCK9d5o5leLKlbDiVJePByxrH0MNuUe9mg+VxoOAmyHVYWyf7Y5j6YVdLstukVZ2rZhLRg0iuqKM47qhgam24k8UfwXUtIyqddLUpMpFZ5NjXbEPpx/yEtkI5x/GFXg1NW0OdvfTtvXmY2807JLSVLHLJOOzmb4Ju8owW2bW1jj7S5SsaDUbv/KlCK6M3RbcqjXLwSHZxbxe5OpVLvqDy2bZpG5W9r/DoO/BSlwMjvPZMOZrdxhmlTH978jxX3k4WSfhPeMQclA2oE0WNdH2QpquqVDnzKjkRvvmX0Y+cMpaRpSDbfXw98yU9L75eo7qYsN+SnSjwOxAWcWQWDDsaWPK8pmLqEgpbRGuo2AKCkwnA2Fyy5ne+C41Szw2TKTjs3AjxjG3/owg8G2TGyx98qi25AwC9pGYBR0DLe1sMhwMBwf2sSz0Msv2MOXtiXo8pMI1HOP6KS9+YV4dOL9gqV6w6BWRPfET0/dg42vvM7a7uuVkPvX5r1y45GVjPuEQPvwV7z38LmlY4jThC9w9qFmIHmFtOJanHC3RxFwLykG78yT9r6BwRckM5zQ4npas/GfM2AgwxostNdY+7HxrPlVcL7CWpLJF2XTBj62UDq+uPhClsC6VLf8w8moDeE47U2G7iJrWtivuDZzQCQGHWxRS0Ia0yYLaw6to+A4ixmyD1pcsLXozxaVWKjS6g/SgIo7rDXaEftwfiJpmfTTSKq7gXWlg+/yc5cHqTyHNSOpWzIFaadR1qruvW8wXJd/nCpU9n6C3qSlVK9LIqwVShvHlkgqIS8ZVI/gPS/RU/WN6CxF9mTeoSCFIeKs3dhfw/E4zeg+0LJyE0moE3+A7lHWRrGSCIyW5IAv6h8Od7n9bQQEknTsJ2nTvQwhhTYlCIjshoPOiaPlHF7hnJ7PXn04NTL3kqQWZbCpc9SCso/b9z9WY5+EIflHWrREt+U3HdjowA/ZsOcXIo1fAyVk0z3WivkPCNYd/tLE2LK3dJom9r3xLuyy54skihnbscGcOALiglSGA23/6AgorqQR0tjiSLfDdtI28hlCm0p9XpOWTGILZ+ICBiVz46VdL1JYcuXT6ZKk4Ma8f+L3FM9qt4FGJhPu/Yjvrap9OTgyR0qYzbBgBbxnX+DsQ81B4Qlp7c0EwXUHsvUnvG3p44qypX1vMdiTf4zWUfs7cV6J8zGMtA1lv0dwQwYN6vRju2BUDwy7KJNgNnU9DvLEVlq/3pmu4QcNJKietSo7nIDZEWjxzdxk2u4Ca+tgJnSUguN8tlPCj6GLns9IMSMqPNLniH04K9j1L2njHXAjQxqwNjekMdq9G+/AubX6PcM3jSZLw77F8TrzGLLb9YIlU2Ww7Suqh7T3NRLjsoZj/ULpuBTTZ/eu/hrFZamqAiFNpchOdIZS10PpiujMoGKL6zz86bSNbHo79iMOPKIz95dGk2gFx30mrf8r38mIuRW+pc9efagUkldJi4bhRyZtkyI7lz7G7ZIW9CTQdnt1UYwA0Rl1S44QAumml2G7P4+SInugE33oY3SbI7tKHe6CLtnt8YqVYTJ2IomXupqOb++XK9VpKX3uRQxD7nqRmYWhX0trbpQSf7KKT7X4fLlxKIw4czwDyKHNpdY3QlUJqi+NXcG6cpnWa31TPs0x+yD60EfnkkRMiiXoLge+wNmHmgV7z/26vxCAdnuCdnFZe+5d+dLBD3HWmbsJalvdiHH516KanPgDLSBvGkfJVcCB0Uj2RHSiEhbaTAptTPXYmUt1O+8oFI/841S9CtMJ4O1Nge4CKwBwef5zF1rcs3KUN0KbeTSh6/YnATCLrIHDiqVzfI7Yh7MC02T19sH3oWaENmbjVn4i8o6Hv8KhRfUkaGx1A0M5Nj3C7ZT2/Rc9Wbm5jhtNZobBXcDfUlZUz2dxBDGtH95RihlGFT1jG8oFufFU0JpdQcW67kBPBSpjF845/kvuDR3uYZAxYS7BdfdnpM33UIlrME4a8tkppfV89upDpbHvbVSnwlowvFdWJThxofTLOBWjGwU1kAqsyqwjiHmhgmSGb+uPkJZfzoKgIV/SRVl+BVXhiI4MzE6KrXijntsl7f8vtMqCVIYNu8wkOa4Msg9CvUhZidpHrxe5F/w0ioH+bEsRK7K71OffUuIiafvjPOYXLg36AIUQR4A0aSudr6y9UtMrpEEflf09uZ2sDo99SJLVNY4ZhVZ1WTGFBV/g7EPNRG4COowJc6TovgwOlmegpls6tgjd1qNz+b3eEKnl9UyCB9eVTmyHz3Vktic4tXmXlYLDmrK3+ZNuSW7r3wpew/CH/1W7jTVU0YMAPbILjts0Mf6j8zn3pCXSsDloclYAnyP24azBlS8tGsk8wJiltEDX/BEd37AWVJS7PEygufURJOt6v1y89bn3Tew3ZhRt3fzjXO8NJ0KZ2vGMxRUOgN5RlGFpxFa2smxY8nhBBK1hLaxNoL34N7w9Ce7xn1EDOfo93SlHAOuFm19LEOGtzpG1X9r2OPMUfiFU45pdDW/7xBZoKs2ugDeaslLqeK/U/Z8VOuCTZ+uzVx9OBwv6SWnrLCWMz8q+xpZMg9rg9urWBDfAfotO0AkNjML2uj3ObMKGv0EF7P8/ik3LL6Oa7AhkQH30L6eWbitMl3a+SEDqzKL40+oGZPDKGuA13STMm+7Bf/Z9C+pkxnbp5zGohcgNraP3y3R9Nt9HQczGsO+lZZdQkBr8mbT9KWwyqheLX8o65xPbKQKkrSPBPRGLXU9Yf8oBfF/g7EPNhV193ngHGW6726Suj0iBEeU/JzcBHtfBDxiKMPxo4zSeSos1IEra+wpSWUUnmMhtMAb+Zv5xq7J8hAp1UaZnocLJANmB8TsCyOr9QrghBUVZnOYWBMa1WllV6+jSRp17lAD5+M8E/PYGpvAOnGfrP1ac+cvniH04y8g7Dt/SlQ83MrQpWq8b76TDYhZJPV9m8HbXi8wk9Hjac62bpqXIsVyasIFuzeGvWedt8xVt2TeJBLfPK0he5R4l2D30ARP4jiB0k5tdTdAbUl+lVncXphMA2BP7KSsJDCTss+F4qfEU7Cswsvhzs/bhiA9+gF23/YvU6T74m0unMSQ1+DMWSCy/kt8HvEun6Mgs7LzZFRV+nT579eG0kLxKWjiIn1vfaHFyS1zzWfuleZ3wcbY0m63nHNyAZNRdCLUw/xjbegtSUYRpfzuJoDMHm95vyZ+2v1Pq/WLlzrEwHdWOvW9CazQc0EHqDbaWi7XElne9QKcnoqvUdDqV5+QVUs5BXscRhG1N2ScFRXjkD220upE4wJXDecd9yo4FdwGV55KbSN0u3jP2QaruvV6iO5S+idXklaiQ+wJnH2o+CtPhGu77Dxltt8fJmksOD3rDNHGih7+iUpZh7QAIa26pcvQlyI77QsrZT1W4xfVS69/D/aoqFGWyiS1tAxzqlFWeG0ZABNW3BmOlRhMqHmooAZ8j9uGs48R2aeFglnyMXc4sQPYhuI5Jv3BMtydZI7/3DYLN7v/0BM+5R6R5XUkIxy7DXk03GwSPLURq8tii0rSp8I4Eo8H1CdzTt1BdchdSQavdjiRVLhxzzkFrq5+FoLqsEa83GPuK7l32vSI9lsp3/GdU3NrcRAIQ2ohlK2tuJAAZNls69oO06T6+iwZjqGLZ95TGl0jDZ1X4Vfrs1YfTgmlKP/QjyCxMhdrQ55XSRZgtM0n6vFGrnbUoqDb/5SZgS3INkC0AACAASURBVPnHpb5vUlDa/bLU/g7oEoYhJXwvLbuMRDZmNJKOlVWmME3s8/B3FIRS11YsBRvSkOA1aRmUyvxjqNPEjGYxS/JynaSg+IeTzBamYtNp6/CT+cnYd8nZguyD0qrrCcybXoqWc+xM5i8Gfy41v7JSH8kXOPtw4SBtI8NKycvJaLs/idOqzFag7APwnRMXoktrO1q/UKpp7gJL9sZN67jJNNq50b3Kf33TJNMvSOGmlJvAa2TtJwPP3EnVykZIY9phdQdJMcPJzivR5i0LPkfsQ7Xg+BK4lNF9pFE/euhF+99mDsEsog0a0kg6+J5VyXrRUx079Jm08hqoHd0eKf36Lqe0+ndIStn6yYHROMyiEww4meXMCBj+VNPC20Hnqj8MhxzapGKbPbaIBSiJ83HcbW+BlhHSgGpV7EwC6jr9pRbXotucvV8nnbkRQHLtLiB4bjxFGj67wq/RZ68+nDYOfkQQ2PQyujXtbkVxopg+eY40rzND6PYCEYkEMyCSIbvIbhSRgurBee7zhpS1C6pF21tYuOLwo0PzfTfPkHu9wVLLGywKRt1Tn29eIvMDBz5AMcovFHWdxpMstan6zPUE15PW/ZVkWwYV9R5PSwt60311hLCZV/JsEbS3JDaZgQ/dfB80svpDOc406Ritv43vp8+rUD52v4wiSOeZbDWtJHyBsw8XFkwT49zyd7jBdfrhlBtNrPxaTdPkJpG2jkrwia0eHmZZcAQz8esfKsnwaFQ6sz2alt7wrwWnObwjbaTIbp5V3lUEnyP2odoQ/7W04koqQsPneJYe5ByWfujP4KBfMEM9qWtQ3ej3H0+Vd+VvpbiPcXT1Bpd+fdOktbrpXhxrYRoJaas/SJ3/gd24izwUqaIsBvUS5xME20lwQAST/hGdWSoU1pyKcVA9npswm65V5i4ea3mD1HQaCyjyEnn8gLUcwhFYnDsa1gKah7uIanvmbs8mwbZ/kUJiKvwKffbqw2nDVSjNbsGmzejuqEi1uUnq+3px2saROdLSS4oPvdub9WLGSMcXIT+XuMATPPd8EbWnHc9Yus4fYtf7/sPGwcbTkJvL3CXJICGN6kn3KKgO9u7KY6V21l7sPnMX7x3RSWpzs9Tqd2WvDk/bIC3og70GREgDPpCWTsGfhjYn2LcpkabTs6Csx9PQNee0Zdvh2OU8XpiBSkjcZ1K9odKgD7H9I3OgWjWdwUBkSapLBfAFzj5cmHA74Vdtf4KqblRPqeM93AROoUhRLooyea2ceG4CScvgZuUc8shhBUah0RzcgEp1rVZUuILr829oE8tRVzKIt+EqhC958H2p62NSnV4VHu5zxD5UK/a/K635A52YwV94JtiLMqWFwz066HbVOGYUG8sCanHM9z2woUmby1egOPwtFTb/2lSSjnxHUN3yetrKZW2tM91wm1NWwW0+EUsVuCjj13/WWm1ocadvZhNbx7toPx/5js8W3YfqX/OrCCAqAZ+9+vCrsO1JVCwmbiX53PE0ndCB7xX3c0tnsIHXu5ATWE8qTCYITpglNf8NnR17O2inv2OLm/+PhHboN/iupdMJssetpaOUuIBdBxlbrQHeEghphP+tP1RqNKVsCT0bbicUlMxdJKzt76AqLDeUxWMLSz8ntCmBb93+VLNX/w4N9caTpeSV0sproYV1ewwJTIcf3elFwwj0xyyhU3Ya8AXOPlzYcBchSbfzWapAIY1ZYNDqD3AVqwKuAhxz0hK4U6nraCPbCKrLYpXQJrR7A+tYOs9hXhrPLs7V1ncuTOMmlL2f4STv1+twj9TruQpPyeeIfah27HkNmbnGl0hDvvBUnouypMWTsI3o3paGukmruM9rUour0UteOJiq7dCvy08s07fguPMS6CTlJbId0JWHUk6rP7DRr6xKlmTNNsTSto3/Av61EQjlqk4f7g+GQYDvX4sgPX09w8JBdaQez0m7nmeQqHY7S3oyjWCj+TW0laN7nvZX57NXH34V8lOkWU2Zv+n/H2n7P9le2XACwaStCpN7lEFBmcW34vrXxg4juxAAt/ubtO91rv3CdOgMDcezjCQ4BgnKsObS91255iesKx50FmWyk8CVBxUjqI7Via0kdjxHoC5JtTtAGZEBh3vfG6X12htNkQZ/jL2bbs5LDmnCJtbAb32YLtXgT6BwSMxh/DgQ3ztu1a+KA3yBsw8XB0y3lDBP2vMqCwsMP24uLa6TmlxyesZ9yvcyqUxnbKO6lb2foYS8BFpXhek6pcydI1iSy1MhCGtOla75NdwAAmpX+HSfI/bhnMAOnhtOlIZ+5bGromzWcR9bKHW6nypwgjUwF1RPavEb6E373pR6vSx1uL389yhIQ+81cb7U7EqpxzNoKu//H7MDjkBroHYig3rBDaXkpShxJMxlWNBwSPVHSi2vgyNalj0VZaNFffADKao3beOkX3TSdv1rw19ufhX3EjtR8IZpcu85xayCz159+NVY82eu0enxdDb3/RdqQlRPBlftwNDuCpXcUyAHPOWCFHSTO90v7XmF69aZjYZ5l4egaOQnkjxGdJJ+GY//HPj+6XdQy0LmXgJf0ynJj6VHfiFSj+elTXcXX+YiSZ0fkLo/7vn98DcMMPZ5jaH/47/gL/u+4VHayk9hU2JeIgtSKqp+VwBf4OzDxYfMvXAVD35AMOsXSlbd5BL+rUKucZmwb0jOnP9n77zDo6q2PvzuhCRACqG3IKETQu9FqjSRJiCi8IECgogIggVFES9w4SIdUS8oYqGpKHABQXoH6S2AtACh95IQ0vb3x5pQUyZkWpL9Ps88TGb2nL1mmN+cdfZeRVarw0OlwPyVLXKCj7puKZNXT07qhdql2CZzIjY4jWPfwvbekuXeYPGD0IvYexJqcfpXWdkK/D9pUnDv4oNdl/gOm8V6ysncv5xU0Hg8/lDHQcgY2abOWkhO3rnrwsVV4iBc+OvRShogx/YLkqo5BVtIGJWblxw79p4kT927Kr8JV7ZKB7WYOzzSRCKTLxTuJLrM2yBhZzmeW0elLm7OarJNnARGr4an5uZhWBL0aILt2cWwqZOsJtdfKDs9WsvOz8VVD4VsPPTdrvgfed2VTVBuOByfJivVKCmnWv2/ou1zi0VD2StIAmG1b6BE79S9h7gYWQW+9tD3zDtQnOCNr0DsbR5ZbKo8Hkq/++BvrWF5NbFXR0tjsqpTJJ8i3qmPvi3NVG4ekCodeeo9tbnGcTZkXHQcXFovJ/KwBVKjGSwn1/qyshvfLCGp0nZWz6clwfD6XtnqvbZdYrDi69ZmzieOe/7m0uAkmW5jSWFOxAancnq+xBb6FJV4Q99i8nhcrCT5HZkgYRnVpsLOgbJC5F8efIMg7Hc5+cXjnsUS5pRfHIFMPpbEoDhxcq/+LVvD8fHT91/nLa/LlEVWj++GWZoaWYlyl+3oe5dFi5XGSTnK5IgJly3zQ1+ITRVHQ8m3kp7K6NWQGta1loWXNqfl+w5ynlnXGu5dkrJrxV6XldYlloovMXdknPKwrPK6QcM/JSHw4iqJcb6yVXZZPLJJGEbQ+1J/ec+HEBMJ3gGS8/Pc6gcVLJ6GnQPlNyGegm0k8XdVw4dK11mc/IQq8Jz5nzRAAUlCrjMXspV+8HxMBKx9QSpm1f0DAlo9va0Yx9lgELSWxKHzyyXR4fLGB+V73DwlntG3hFwFZy0AXnnkZJopqyUByA2Is6xchUtMcuRlcYrDT8v28K1/Ho1V9ikmznnuOrJt7FfKNltemBOxwQW4tF6SkpSS2Mi8DR48989UKR3pVwqe/QMur5WyUCoTlOwr5eB8i0OxXqKdiDDRUtRNOeHrODmuu6WaTeQl2bnxyA6l3pbVbN9ij65Ux8XKMSLOyMpyfAMIHSuhUVHXpFnDrRDIVlbCrWIjZHW8/LDE46bj0XEQOkecirtnJfyk0hdW7RYZvRpSxaX1sLK+hCWUePPB45GXYNOr4ggXfU3K1V1YKWFTD4dsxDcb8swOTbdaOmT+LE2FshYQPXpkszQFC4Zyn0PYH7Iro9zlHNhkk6xCp4S4aNg5AI5+ZXnATWq9R56TMo/xq8zx9hVsDfUWPHqevL7f0owpQqpqVBrzaFJubKR0UbywQqqDFOmcwg/3SYzjbDAkRFyslNu5thNuPBSrHH8ytRY3L0t1jUBxvv1Kycqaf/lk23qmBnMiNrgEt47C+laS4FpxNJQe9OCkd2G1lLGLjYKa30l73L/fkNhEn2Kit+K9xRmw5oLy0gZ5/a0jcoKtNBb8SiT/utgoWR0+MFycCTcPcRDyPw+Vx0G2oOSPcXkT7BokZbeyV4aqkxMurZcIRq+GVKG1lH6Mug4tDz8aUx8XCwc+h4MjZeGn5g/SXe++s2oh3jn1KQrNdsLRqbB/KPiWkioxB0dKjk58JZzCnaTl95FJspKLkpyDot2kNGV8ZZ3EuLgWtvaUBmMgO0u56sgKd3wSoFsWS93oe2JXq2MPdR+Nk6TdPe+LA168D1R/7D3FRMjF+4W/oMYM63aMrMAhjrNS6iVgGBAEVNdaJ6hCpVRzYBLgDnyrtR5tzfGNsA0OQ1uyku9dkR+p2AiIsRRjV0qudN2zytV55tzyr41WkVNCak/E9tSs0WsGI/qWdBM8M1+c0ZozpLoMyG7Mxpfh6lYo9oaEQ5xdKJn1d8/LmNIDxYG1htgoKV914F+y+1O8l2z5Zi2Y8PgLq6RRy+1/HoR65KotzZMeXiFPjJshsPcTWX3Lkl86qhXpmqKasGD0arABp+fDxg5S0SahFu+XNkqOQXioaO3aDlkUejgsKt55zlFVunle3gxbusjKdcm3ZRf11Gw5r8XeldjkwM4SvnFwpJwfiZNKGzlrSny/XympVuPpL7q4dRQOj5dQxSew7NySSZISr2ywPOwBrU5IaAjI78bW7rKS7plTQinbhD660hx9W0JVLq2DGt8l7jRrLTtQEaflNyfqRrKr0o5ynIOQT+O/wHsJiVop5Q78AzQBwoDtwCta65Dkjm+EbTA8ig1OxHbTrNFrBkRr6QS2e5CcVCtPkIx8pcTZ3T9Ukv18ikCNb6Vx0aHxsgqsoyV0IngIFGprXW3kuxdg/+dSaUO5S5m40gMfxFrfOAB/95K40HjyNYXgjyS/IbmL3dvHHmxnu2eVVtxBA1NcDzYeo1dDqomLlSRBDz9otj3h73D0Hdj3Kfwz2eL83pOLxYfLvMVfQOasCU3WS2jUrkGSUO+VW1aVL66SWstZCkiVm7hIS3OS0xJilaeh7L7cPPhYBY+EcLPcLOOyFIQi3SDkoVbh1b+D4t3ld+TEDNj5LhAnnQ0PjYUqk6DUOw/G370oiZA39kKtH6XDZ2ykVPO5eUD+vX1EmrPcOSHhlfGoTNDpXpIXv9bqNVWZUVrrQ5bJkhpWHTimtT5hGTsXaAMk6zgbDAbbYjRrsClKSYJc3oayUrSlqzQoqjxBGpdUHA0FXoCtr0vme9HXoMJoKP4GLKsmJ+DNr0hVi4DWkkCbt1HiNViz5IPqX0OZD+Dgv+H4dHHc/YJkpyjSsprtnkVO0qX6SYmt5LhxUJKnTs2WVbBSAySJypqWw3bE6NWAm7sk7/3dSxzbfI2fHOPhA1UmyK7IroFwae2TY+LuSYjE1a2wvCY03Sy7RMV7w57BEsLh7iNVbG4eFKfZO9DSwU9bnNGT0pK+cBfJK7i2Q1piPzAWuc4DMvlBtpKS5JurljjDW7pZxlnKxhZ7HW4ft7y31VLVo+YM+S3JnE9W0OO5GQJrnpdE/CLdpFLIgRGyqxR/gaAyyUW0Twn5HfEuIt0GsxS05CTYZpfYBiUFkqUgcOahv8OAGokNVkr1AnoBPPPMM/a1zGAwJITVmjV6NQASL9xko9Rr3vcpLKskK8/BQyQrv8V+CbM4NFa2noM/hibrYHUTCY/K10QaNYTOkuNlyQ/ZyslKdea8stqm3CXmMeq6nLTvHLdsQd+WxD+QMfmaQpkPZd6kQiu0lrjrwxOkFJd7VkkYLPPBg5CTtIHRa3qnSFfYP0wuFhNynOPJUUkqYZz7U+quh5989Pm4u3JReX2XtLB+fq905mu8Rkqn/vOlhCfFhANuUpEqzlJ32S0LRF+TsnZXNj16XOUhF5yxETK25k8Q+qO0uy/8iiQjbngR0OLExkVCtS/F8Q35tyTqV/tGLqgvrRPHv/xw+ffaLumOeGUr95MKT8yQBijZK0gJSf9ycvMt/vQdhFNAso6zUmolkNCvyBCt9UIr5kjIxU80PkRrPQ2YBrKVZMXxDQbDQzhSs0avhvu4uUvljMKvSFzk0a8l5KFgK+kQVn6E1F/d/R7s/UjKVBV5TbaKr2yFptskee/SejlZ3joMZ3ZKnOIjuMsKm46TCjluXhDwojjK55eJ03D+T2kakbexrIbnqiXOvXKT44XOgmP/lVUsr9xSCqvk28mvMMdFi13XdotDX6BZqj82o1dDsrh7QdB7spp8eVPSCapKST3zAsdhu6Uz38PE3pWV2Ygz8EcBaGSpfZyrhtxi7srq75XNcGmTXJTeuyave5hs5eTCOGdN2NhOnHGv3FBjJuzsKxVzKk+QC9INbeU1+ZpKQl/wx7D6OQmnKNgGinWXC+hd78nvAW5yAf4wHv6yap2vkTSB8cqZ2k/1qUnWcdZaJ3F5YxVhQKGH/g4AzqXymAaDIRGMZg1OxSuHJP0FfSAxl8emQdhCWUUu1F62hkv2k9CIQ2PkxKpvSdmtJpsebYAAEit97W+4uE62qi9tkJJz2YJlK7foaw86iJV8S5KAzi2VrdyLKyX8AsTBds9qKR2pJXazeB/pROjpL1u+tw7Llnb07Qcr23fPyRb1neMSAx0f21monU0cZ6NXg1UU7yUrzgdGQsOlyY9XSqpReOWEgyPkMa88Uv85/jscFym688orK7YKWW2OT6qLr4/u5gk5a0n4RPgpCdG4uR82d3own1tmOc76F8Arl4Q7nflNHH0U5K4vTrN7VnkfbpmldvvZhQ+6jbp5ygp3zhpywRu2QDRZvLc44fG1rJ2MI0I1tgMllFJFgLNAJ+BVB8z7CD4+Pty5cyfJMfv376dly5YMHjyYPn36PNU8Z86coWvXrly4cAE3Nzd69epF//5Ptpm9ceMGPXv25MCBAyilmDFjBrVq1XqqOQ0GG5OhNPs0LFu2jP79+xMbG0vPnj0ZPHjwE2MiIyOpV68e9+7dIyYmhg4dOvD5558D0L17dxYvXkyePHk4cOCAw+x2KFnyShWLskPFcT41V5L6/vkSUOBXUk6Ody9Iqbm7Z2FRUVn18g5E4iqPS9JP/GqXX2kIGiTlsnJUSThRytMfnnlZYptzVJWt5ytbLE1UtLThjr4DEadkNe7xFbnH8fCTWEm/IHGWswXLipevFSXxHIPRaxJYe06OJzY2lqpVq1KwYEEWL17sEButIpO3JMLu/Riu7oCcVuacVhgOyhMODBWnOWiwhChd2/ZgzL2LcPGKhDp4F5JSqwGtwae4fNezl3+QvKs1nPgJdvR5UMJVeYjDe8vyW3bvChwe+5ARWmq6gzjjWQpKmIV3oJSo9C0hVTo2vSo25msspSQ9fKHOPCjcMRUfnO1JbVWNF4EpQG7gBrBHa91MKVUAKYnTwjKuBTARKZUzQ2s90prj2zLr1xpRA2zZsoWBAweyZcuWZMcmxPnz5zl//jyVK1fm9u3bVKlShQULFlCmzKMJKt26daNu3br07NmTqKgoIiIi8Pf3f6o5DRkHG2Tp202zts7Sd5RmU0psbCwlS5ZkxYoVBAQEUK1aNebMmfOExrXWhIeH4+PjQ3R0NM8++yyTJk2iZs2arF+/Hh8fH7p27Zp+HeeEiI2UJkSXt8D1nZaEo9BEaqgri9MaKCfZ3PVkVczDz3ISj5PjRd2QclMRp8UBv3lQQj3ij+lbUhIUA1pL4pObu5TbundFugdG35axOk7mdPeSZEVPfwn3eMqKGmD0mhCO1qu15+R4xo8fz44dO7h165ZrOc4gJSAXFpHQowYptO3gaAmRAig3EnwKSZOSqGuPjsuSXxqhFO3+oG509G3pint+BZyeJ7p1yyIx0/FkLSwhWWd+tZSk8wBiZfX53iVAyUV0mQ8TXjk+NU/aiXtml92ewp2g8kS5AHcQjqqq8QfwRwKPnwNaPPT3UsCKvQX7EhoayvPPP8+zzz7L5s2bKViwIAsXLiRLlgf/iXny5OHgwYNPPUf+/PnJn186Svn6+hIUFMTZs2cfEemtW7dYv349M2fOBMDT0xNPz2SKihsMNsBoNvX8/fffFC9enKJFiwLQqVMnFi5c+MSJWCmFj48PANHR0URHR9+vjlCvXj1CQ0MdZrPL4J5ZVpMeT3CKtYRH3DwIGzrICnPBFyQO88YBKT918sfkj+/hD/7BUKynlL7LW1/acz+OWyZJAHTxJECj19RjzTk5nrCwMJYsWcKQIUMYP368w2y0Gg8/2XHZOwSu/A25qlv/2uDBsoK7423YP0SqWrxwAI59K6vD0bdk3N3zUuXi714STqHUQ/HNbqIZ5fHAac5WTsKfIk7B3g/kOdwBSx3pmDuy4t14DeSu/aRdt45KXPOhL+Rv3xLS5Cg1rb7tjCNCNVyKo0ePMmfOHKZPn07Hjh2ZP38+Xbp0uf/84MGDuXfvHqdOnaJw4cL3H69bty63b99+4nhjx46lceOEQ9RCQ0PZvXs3NWo8muB84sQJcufOzeuvv87evXupUqUKkyZNwtv76Vc2DIb0iiM1aw1nz56lUKEHIaUBAQFs27YtwbGxsbFUqVKFY8eO0bdv3yd+CwwW3L3klrk+NN8Gq5tJRn6NGbLyFHnB0p77ooRZxN61tAT2Emc5cx7ZXvbK6ZTGRIYHuJpeHyaxc3I8AwYMYMyYMQna4TKU7CeNRvZ/Bg3/TOFr+4oTu72XJNIuKgblPoMWB6RL4Mmf4Pwq7ju9cZGPHSBOYv5RUm5Ox0isM8hj6AeNVzyzS15B5EUoP1ISEq9ul/jp8FBZwb64VnIL4l9bdiiUG+byGs5wjnORIkWoWLEiAFWqVHlk1WfZsmWEh4fzwgsvcPDgwUdEvWHDhhTNc+fOHdq3b8/EiRPx8/N75LmYmBh27drFlClTqFGjBv3792f06NEMHz786d+YwZBOcZRmARo3bsyFCxeeeHzkyJG0adMGkBCMx0mszq67uzt79uzhxo0bvPjiixw4cICyZcum2K4MhU9RaLoFNrSDza/CjX1SmipLfmdbZrACV9NrPEmdk4H7OQdVqlRh7dq1KbbFYXj4Sl3nPYOla2CeZ1P2+hJviHO7o69cgO4ZDHs/hfxNZJW36Ovi3N7YL2FV4Sct5eke/t3TEHNLVpe9ckmcctR1cYKzlYeCz0tScKTl/2bfx7Dv8ffhL/kMxd+AkC+k/nIacJohAzrOXl5e9++7u7tz965sN0RGRvLBBx+waNEivv/+ew4cOECLFvd3wlJ0NRwdHU379u3p3Lkz7dq1e+I1AQEBBAQE3L/q7dChA6NHW9WF3GDIcDhCs/GsXLkyWXsCAgI4c+ZB2dywsDAKFEikYYcFf39/GjRowLJly4zjbA2Zc0GjlbCzH4SMluS+2rMTb4xicBlcTa+Q/DkZYNOmTSxatIilS5cSGRnJrVu36NKlCz///LNVcziUkv3gyCSJWW68PuXOZsm3ZLV4Z3/AXRqIXNkm1WgexyMbFGghZSYLvACZskqtZKUkx+DYdFn9jr4lF7hFe0iL8OibUPN76dgZfgpiImQer1yi46zPyDEOjJAY6Hq/pwmnGTKg45wYI0aMoGvXrgQGBlKuXDkWLVr0yPPWXg1rrenRowdBQUEMHDgwwTH58uWjUKFCHDlyhFKlSrFq1apEExUMBkPC2EqzKaVatWocPXqUkydPUrBgQebOncvs2bOfGHf58mU8PDzw9/fn7t27rFy5kg8//NAuNqVL3D2h+n8h97Pw95uwtCxUnSqhG848wWoNF1ZI0mBS9XQNj+AsvVpzTgYYNWoUo0aNAmDt2rWMHTvWNZ1mEOe17Kew/S2pW16wRfKveZxS70goxfY+4hxHXbV08Gwr32v/8hIC5VPkyUZCNw/B6V+kVnvkRcj7nLTHJg5W1JEOnnXmwTMdZLxPkYRtuHteLowDXkxTWkqirVLG4ciRI6xYsYIBAwYAUK5cuafOdN+0aRM//fQTq1evpmLFilSsWJGlS+UqrkWLFpw7J+U1p0yZQufOnSlfvjx79uzh448/ts2bMRgyALbUbErJlCkTX375Jc2aNSMoKIiOHTsSHBwMPKrx8+fP07BhQ8qXL0+1atVo0qQJLVu2BOCVV16hVq1aHDlyhICAAL777juH2J4mKfJ/8Pxu8C0loRvrWkrjBGdwaSOsaghrmkHIGOfYkAZxpl6tPSenOYr1lBCJvYMhLvbpjlGiNzRYAsRZWmQHw+m5sP1NaVqyc4AkE+4ZDNvfhvVtYUFhWFJGOhlmryQ7Qw2Xy8XksmoS/vHcugdOc1Ls/VjK2FVKW1pKVTk6e2PrcjkGQ1onteWt7InRq8GuxMXAkcmyLRwXLYlOwR/bv4OYjpNVvUNjpKth5rwQ/InEZrp7JflSo1eDXTn1C2x6GWp8C8V6PP1xbh2Bzf8nZeTyNZVyd+En4dpOiVOOviWr0ZnzQPaKsgsU8KLkHVxcI91Ar++WLqE1vpVxyXF1ByyvJvHaLuI4O6QcncFgMBgMDsEtEwQNlGYI+z6FIxMlAanYG7Lt7BNo2/nuXpAqA8enS93aLAVlO7pYT9kqNxiczTMviQ72fiJNfzx8nu44fqWg6WY4PAEOjpQOf/maSs3lvI0ga8EHY7UWR/vMb3B8hpSKzFoIas+SOGhrwqh0HOzoJw522U+ezmYnYhxng8FgMKQdsgZI0lHp9yQ+8p/J4jzkaywn7oKtJLnwabhzUsp0nZ4Pl9bIw6A2FQAAIABJREFUCT53HSj3L3imvSRFGQyuglJQeTz8VUu0UGHE0x/LLROUeR+K94TDk+DkTNjSVZ7zyiXl5QAizj5oLuRfHqp9DUW6pawd9onv4epWqDlTalOnMYzjbDAYDIa0h38w1P4JKvwbTsyQk/G27pLI5F/hQYKTXynIUgA8c0hoRVyMlNeKvCgNVm4dhut7pHJHeKgc27cklPkIArtAttJOfZsGQ5LkqgmFX5UGIkVfk7bZqcEzO5QfBuWGSjjF1a3SmCj6lqw2F2gpmsj7nJSOTGmi7r2rsOdD6eJZpGvqbHUSxnE2GAwGQ9rFu5A0cSg7VOIswxbB5fWyjZxgK+8EyBoAOWtC6Xelo5pviTRTGstgoNIX0jBoZ3+ov9g2313lJp0JU9Kd0Bp2fwBRN6Da1DSrMeM4GwwGgyHtoxTkqCw3kDCL8FNw+5h0O4u+KXVnlbvEKGfOK3HLfqXA09+5thsMqSFrAWkesvs9CFsIhdo626KEubBKdofKDAb/cs625qkxjrPBYDAY0h/KTerHJlZD1mBIT5R6B07+IB0B8zYEz2zOtuhRYsJh2xsSBlV2qLOtSRWmjrPBYDAYDAZDWsbNA6p/K+Xj9gx2tjVPsvsDySGoMT1liYQuiHGcDQaDwWAwGNI6uapDyf5w7Bupr+wqnFsGR7+SHII89ZxtTaoxjrPBYDAYDAZDeqDCcAmH2NIVoq472xqIvCzVbrIFQ4WRzrbGJqTKcVZKvaSUOqiUilNKJdptRSkVqpTar5Tao5QyrYoMBidhNGswpB2MXg0pJpM31P5ZGvhs7ysl5JyFjoPNXeDeNWmQ4p7ZebbYkNSuOB8A2gHrrRjbUGtd0VXbjxoMGQSjWYMh7WD0akg5OatJicZTc+D4d86z4+C/pQth1cmQvYLz7LAxqaqqobU+BKDSaC0+gyGjYTRrMKQdjF4NT02Zj+DSBtjxNuSoBDmqOHb+s4th31AI7AzF3nDs3HbGUTHOGvhLKbVTKdXLQXMaDIanx2jWYEg7GL0aHsXNXcIjMueF9e3g7nnHzX3jAGx6RWqqV5+WZhudJEayK85KqZVAvgSeGqK1XmjlPHW01ueUUnmAFUqpw1rrBLeeLKKPF/4dpdSRZI6dC7hipR32xpVsAWNPcqRFewondxBHajaN6xVcyx5XsgWMPclh9Op4jD1Jk4Q9BRxqCJALdl4Bb0fPmxg20SuA0jYIHFdKrQXe01onm5SglBoG3NFaj031xHK8Ha4S0+VKtoCxJzkysj3O0mxG/syTw5VsAWNPchi9Oh5jT9K4kj2uZAvY1h67h2oopbyVUr7x94GmSMKDwWBwQYxmDYa0g9GrweBYUluO7kWlVBhQC1iilFpuebyAUmqpZVheYKNSai/wN7BEa70sNfMaDIanw2jWYEg7GL0aDK5Haqtq/AH8kcDj54AWlvsnAHvWIZlmx2OnFFeyBYw9yZHh7HEBzWa4zzwFuJItYOxJDqNXx2PsSRpXsseVbAEb2mOTGGeDwWAwGAwGgyG9Y1puGwwGg8FgMBgMVpAmHGelVHOl1BGl1DGl1OAEnvdSSs2zPL9NKRXoZHsGKqVClFL7lFKrlFJWlTixlz0PjeuglNJJtW51lD1KqY6Wz+igUmq2M+1RSj2jlFqjlNpt+T9rYUdbZiilLimlEkzeUcJki637lFKV7WWLPXElzRq9pt4eo1ejV3OOdQ3NGr0maYtj9Kq1dukb4A4cB4oCnsBeoMxjY94CvrHc7wTMc7I9DYGslvt9nG2PZZwv0rZ1K1DVyZ9PCWA3kN3ydx4n2zMN6GO5XwYItaM99YDKwIFEnm8B/AkooCawzV62OPkzd4hmjV5t8vkYvRq9mnOsC2jW6DVZexyi17Sw4lwdOKa1PqG1jgLmAm0eG9MG+MFy/zfgOaXs1qomWXu01mu01hGWP7cCAXayxSp7LAwHxgCRdrTFWnveAKZqra8DaK0vOdkeDfhZ7mcDztnLGC1NCa4lMaQN8KMWtgL+Sqn89rLHTriSZo1eU2+P0WviGL06wZ4MrFmj1yRwlF7TguNcEDjz0N9hlscSHKO1jgFuAjmdaM/D9ECucOxFsvYopSoBhbTWi+1oh9X2ACWBkkqpTUqprUqp5k62ZxjQRUnZp6VAPzvakxwp/X65Iq6kWaPXVNqD0WtSGL06x56HyUiaNXpNHTbRa6rK0TmIhK5qHy8FYs0YW2H1XEqpLkBVoL6dbEnWHqWUGzABeM2ONlhtj4VMyHZSA2SlYINSqqzW+oaT7HkFmKm1HqeUqgX8ZLEnzg72JIcjv8v2wpU0a/SaCnssGL0mjtGr7TGafUpbLBi9Jo5NvsdpYcU5DCj00N8BPLnUf3+MUioTsh2Q1HK9ve1BKdUYGAK01lrfs5Mt1tjjC5QF1iqlQpG4nkV2TF6w9v9rodY6Wmt9EjiCCN1Z9vQAfgHQWm8BMiN97Z2BVd8vF8eVNGv0mjp74scYvSaM0atz7MmomjV6TR220autg7NtfUOunk4ARXgQfB782Ji+PJq48IuT7amEBMyXcIXP57Hxa7FvspE1n09z4AfL/VzI1klOJ9rzJ/Ca5X6QRUjKjp9RIIknL7zAo8kLf9v7O+Skz9whmjV6tcnnY/Rq9GrOsS6gWaNXq2yyu17t+oWz4QfRAvjHIpQhlsf+hVxpglzB/AocQ1qOFnWyPSuBi8Aey22RM+15bKzdRJ2Cz0cB44EQYD/Qycn2lAE2WUS/B2hqR1vmAOeBaOTqtwfwJvDmQ5/NVIut++39f+XEz9xhmjV6TfXnY/Rq9GrOsS6iWaPXJG1xiF5N50CDwWAwGAwGg8EK0kKMs8FgMBgMBoPB4HSM42wwGAwGg8FgMFiBcZwNBoPBYDAYDAYrMI6zwWAwGAwGg8FgBcZxNhgMBoPBYDAYrMA4zgaDwWAwGAwGgxUYx9lgMBgMBoPBYLAC4zgbDAaDwWAwGAxWYBxng8FgMBgMBoPBCozjbDAYDAaDwWAwWIFNHGel1Ayl1CWl1IFEnm+glLqplNpjuQ21xbwGgyHlGL0aDGkHo1eDwbXIZKPjzAS+BH5MYswGrXVLG81nMBienpkYvRoMaYWZGL0aDC6DTVactdbrgWu2OJbBYLAvRq8GQ9rB6NVgcC0cGeNcSym1Vyn1p1Iq2IHzGgyGlGP0ajCkHYxeDQYHYatQjeTYBRTWWt9RSrUAFgAlEhqolOoF9ALw9vauUrp0aQeZaDC4Pjt37ryitc5t52mMXg0GG2D0ajCkHazVq9Ja22RCpVQgsFhrXdaKsaFAVa31laTGVa1aVe/YscMm9hkM6QGl1E6tdVUbHCcQo1eDwa4YvRoMaQdr9eqQUA2lVD6llLLcr26Z96oj5jYYDCnD6NVgSDsYvRoMjsUmoRpKqTlAAyCXUioM+AzwANBafwN0APoopWKAu0AnbaulboPBkCKMXg2GtIPRq8HgWtjEcdZav5LM818i5XQMBoOTMXo1GNIORq8Gg2vhqORAQwYmOjqasLAwIiMjnW1KmiFz5swEBATg4eHhbFMMGQyj15Rj9GpwJkazKSO1ejWOs8HuhIWF4evrS2BgIJZQPEMSaK25evUqYWFhFClSxNnmGDIYRq8pw+jV4GyMZq3HFnp1ZB1nQwYlMjKSnDlzGkFbiVKKnDlzmtUDg1Mwek0ZRq8GZ2M0az220KtxnA0OwQg6ZZjPy+BMzPcvZZjPy+BszHfQelL7WRnH2WAwGAwGg8FgsALjOBsMBoPBYDAYDFZgHGdDhqZ27drJjrl79y7169cnNjaWM2fO0LBhQ4KCgggODmbSpElPNW9UVBT16tUjJibmqV5vMGREjF4NhrRFetSscZwNGZrNmzcnO2bGjBm0a9cOd3d3MmXKxLhx4zh06BBbt25l6tSphISEpHheT09PnnvuOebNm/c0ZhsMGRKjV4MhbZEeNWscZ0OGIDw8nBdeeIEKFSpQtmzZ+2Ly8fEhNDSUoKAg3njjDYKDg2natCl37969/9pZs2bRpk0bAPLnz0/lypUB8PX1JSgoiLNnz3Ls2DFy585NYGAgFStWJEeOHBQrVoxbt27RsGFDVqxYAcAnn3zCO++8A0Dbtm2ZNWuWIz8GgyFNYPRqMKQtMpJmTR1ng0MZsGwAey7ssekxK+aryMTmE5Mcs2zZMgoUKMCSJUsAuHnz5iPPHz16lDlz5jB9+nQ6duzI/Pnz6dKlC1FRUZw4cYLAwMAnjhkaGsru3bupUaMGfn5+PPvsswwcOJC6devSoEEDpkyZgp+fH59//jlDhw7l0qVL7N69m0WLFgFQtmxZtm/fbpsPwWCwA0avRq+GtIXRrP01a1acDRmCcuXKsXLlSj788EM2bNhAtmzZHnm+SJEiVKxYEYAqVaoQGhoKwJUrV/D393/ieHfu3KF9+/ZMnDgRPz8/AA4ePEjZsmUBOHz4MKVKlQKgXr16aK0ZP348c+fOxd3dHQB3d3c8PT25ffu2Xd6zwZBWMXo1GNIWGUmzZsXZ4FCSu2q1FyVLlmTnzp0sXbqUjz76iKZNmzJ06ND7z3t5ed2/7+7ufn8bKUuWLE8USo+OjqZ9+/Z07tyZdu3aAZLcEBkZSfbs2Tlz5gw5c+bE09MTgP3793P+/Hly5cqFr6/vI8e6d+8emTNntst7NhhSi9Gr0ashbWE0a3/NmhVnQ4bg3LlzZM2alS5duvDee++xa9cuq16XPXt2YmNj7wtba02PHj0ICgpi4MCB98eFhIQQFBQEwKFDh+7fP3/+PJ07d2bhwoV4e3uzfPny+6+5evUquXPnxsPDw1Zv02BIFxi9Ggxpi4ykWbPibMgQ7N+/n/fffx83Nzc8PDz4+uuvrX5t06ZN2bhxI40bN2bTpk389NNPlCtX7v6207///W+uXLlyfwspS5Ys7Nq1i5CQEHr06MG4ceMICgri008/5cMPP6RZs2YArFmzhhYtWtj+zRoMaRyjV4MhbZGhNKu1dtlblSpVtCHtExIS4mwTUsWuXbt0ly5dbH7cF198UR8+fDjR5xP63IAd2gW0mdDN6DV9YPSaMEavBlfFaDZhktJsavRqQjUMhmSoVKkSDRs2JDY21mbHjIqKom3btveTGwwGg20wejUY0hZpTbM2cZyVUjOUUpeUUgcSeV4ppSYrpY4ppfYppSrbYl6DwVF07979fqauLfD09KRr1642O15KMHo1pHeMXg2GtEVa0qytVpxnAs2TeP55oITl1guwPvjFYDDYmpkYvRoMaYWZGL0aDC6DTZIDtdbrlVKBSQxpA/xoiSHZqpTyV0rl11qft8X8rsy1u9fYe2Evx68f5/rd60TFRuHj6UNen7wE5w4mKHcQmdxMjqbBcRi9Jk5UbBT7Lu7j6NWjnL9znsiYSDK5ZSKPdx6KZS9GhXwV8PPyc7aZhgyE0WviaK05fv04hy4fIvRGKOHR4cTpOHJmyUmAXwAV8lWgoG9BlFLONtWQjnCUx1YQOPPQ32GWx54QtlKqF3LVzDPPPOMQ42zNkStHmLV/FguPLGT/xf1odKJjvT28aVKsCe1Kt6NDmQ5k8cjiQEsNhgTJUHq9EXmD30J+45eDv7Dx9EbuxtxNdKxCUa1gNVqXbE3XCl0plK2QAy01GBIkQ+k1Ni6W1SdXM2v/LP46/hfn7yR9ffBMtmdoWaIlr5Z7ldqFahsn2pBqHOU4J/RNTdCb1FpPA6YBVK1aNXGP0wVZG7qW0RtHs/z4chSK+oH1+VfDf1GjYA1K5CxB7qy58XD34Pa925y7fY59F/ex8fRGFh9dzILDC+i/rD+9q/TmvdrvkTNrTme/HUPGJUPo9czNM4zdPJZvd39LRHQEJXKU4I3Kb1C3cF1K5ypNgF8AWTJlISo2issRlzl0+RDbz21n6dGlfLLmE4auHUrrUq0ZWm8olfJXcvbbMWRcMoReI2MimbF7BuO2jOPE9RNk88pGixItqF+4PhXzVaRI9iL4evqilOLa3WucvH6SXed3serkKmbunclXO76ibJ6yDK4zmE5lO+HuZrt4WkPGwlGOcxjw8NJMAHDOQXPbnSNXjjDor0EsObqEPN55GNFwBK9Xep0CvgUSHJ8za05yZs1Jubzl6Fy+M1/pr1h3ah1Tt0/lP5v+w9TtUxlSdwgDaw3Ew90U2zc4nHSt1ztRdxi9cTTjtowjJi6GV8u9St9qfalWoFqCq1Fembzw9fKlaPaivFDyBYY1GEbojVCm7ZzGNzu+ofLhynQM7sj4puMp6FfQCe/IkMFJ13rVWjP/0Hw+WPEBJ2+cpEbBGox6bhStS7Umc6aEO8IV8C1AAd8C1HmmDv1q9CM8Kpw5B+YwedtkuvzRhVEbRzH5+ck0KtLIwe/GkB5wVDm6RUBXS/ZvTeBmeoi/iomLYdSGUZT/pjwbTm9gTOMxhPYPZUi9IYk6zQmhlKJBYAN+felX9vfZT8MiDRm8ajCV/luJHed22PEdZBwmT55MUFAQ2bNnZ/To0QAsWLCAkJCQ+2NmzpzJuXMPzjc9e/Z85PkMRLrUK8Cak2so93U5Rm4YSbugdhzrd4wf2v5A9YLVU7SFG+gfyL+f+zcn+59kaL2hLDqyiNJTS/P19q+RUFNDajGatZp0q9dzt8/Rem5rXvr1JXw8ffiry19s6bGFjsEdE3WaE8Lb05uelXuy5809/NLhFyJjInnux+fotqAbNyNv2vEdZBwylF6tKfac3A2Yg8RTRSNXvz2AN4E3Lc8rYCpwHNgPVLXmuK5coD3sZpiu810dzTB0+3nt9YXbF2x6/EWHF+mA8QHa418eeszGMTo2Ltamx3ckrlCcvVSpUvrEiROPPNatWzf966+/3v+7fv36evv27Y42LVHs1VAhI+o1OjZaf7jiQ80wdPHJxfWGUxtsevzj147rJj820QxDt57TWl8Jv2LT4zsSV9Cr1mlPs0avtmXpP0t1jv/k0JlHZNbjNo/TMbExTw6Ki9P6zBmtd+zQevVqrdetk/sXLshziRARFaE/WfWJdv/cXQdODNSbT2+24zuxP66g2YykV6d3L0rq5qrCXhe6Tuf5Io/2HumtZ+2bZbd5rkZc1e3ntdcMQ3f4pYO+c++O3eayJ84Wde/evbWHh4cuW7asHj9+vO7bt6/etGmTzp49uw4MDNQVKlTQo0eP1t7e3rpkyZK6QoUKOiIi4hGRe3t7648//liXL19e16hRQ1+4IBdKx44d0zVq1NBVq1bVn376qfb29raZ3aYTmW24HH5ZN5jZQDMM3WtRLx0eFW6XeWLjYvXELRO153BPXWRiEb3vwj67zGNvnK1XrdOmZo1ebUNcXJz+bM1nmmHo8l+X14cvP9T5LSZG6zVrtP7wQ61r1dLa21vcmIRuvr5aN2yo9Wefab1zZ4KO9NYzW3WRiUW0x7889LQd0xz2Hm2NszWb0fRq6qClkFn7ZtF9UXeK+Bdhbbe1BOUOsttcObLk4NeXfmXC1gm8v+J9jl07xp+d/ySfTz67zWl3BgyAPXtse8yKFWHixESf/uabb1i2bBlr1qxh8eLFANSuXZvWrVvTsmVLOnToAMCff/7J2LFjqVq16hPHCA8Pp2bNmowcOZIPPviA6dOn88knn9C/f3/69+/PK6+8wjfffGPb92VINUevHqXF7BacuXmGH9r+QNcK9mti4abc6F+zP7UK1aLt3LbU+q4Wv3X8jebFkyrB6+I4Qa9gNJtRuRdzj+6LujN7/2y6VujK1y98TVaPrHDsGHzzDfz4I1y+DB4eUK0a9OwJpUpBgQLg5wdxcXD7NoSFwaFDsG0bDB8On38OJUvCG2/Ia/z9AagRUINdvXfR6bdO9Frci0NXDjG26VjcVBpuqmzOsXYnDX87HM+ELRPo8kcXagXUYkuPLXZ1muNRSjGw1kAWv7KYo1ePUmdGHY5dO2b3eQ2P4unpScuWLQGoUqUKoaGhAGzZsoWXXnoJgFdffdVZ5hkSYPf53dSeUZsbkTdY3W21XZ3mh6lesDo7eu2gRM4StJrTitn7ZztkXsOjGM2mLcKjwnlh9gvM3j+bkY1GMrPNTLIeOgYdO4rTO2kS1K0Lv/4K16/Dpk3izPXpA23aQMOG8Nxz0LYtvP02TJ0KO3bAhQvw3XeQOze8/z4ULgxDh4qDDfhn9mfJq0voX6M/E7ZOoOsfXYmOjXbyp5HxSEt6NSvOVjJy/Ug+WfMJ7YPaM6vdLLwyeTl0/udLPM/qbqtpMasF9b6vx9rX1lIyZ0mH2mATkllpclU8PDzuJ4+5u7sTExPjZIsMSbEtbBvNZzXHz8uPlf+3khI5Szh0/gK+BVjbbS1t57Wly+9duBdzj9crve5QG2xCGtUrGM2mJW7du0WLWS3YErZFdobyNIEePWDmTPDxgY8+Emc4f/6UHzx3bujeXW67d8PIkbIKPX06jBkDXbrg7ubOhGYTyOudl49Xf0xEdATzOsxLm1Wt0qhm05JezYqzFYzeOJpP1nxCl/JdmNthrsOd5niqF6zOutfWERMXQ8MfGnL06lGn2JFe8PX15bZl1SGhv62hZs2azJ8/H4C5c+fa1D7D07Hr/C6a/tyUnFlysv619U86zVpDbKxs62r7VcDIljkbf3b+kybFmtBjUQ9m7plpt7kyCkaz6Y/wqHBazGrBtrPbmNduDl23REDp0vDzzzBoEJw6Jc7u0zjNj1OpEvz2m4RwFC4MXbtCy5Zw9ixKKT6q+xGTm0/mj8N/8PJvL5uV51SSXvVqHOdkmPr3VD5a9RGvlnuVmW1mOr09dnCeYFZ3W01UbBSNf2rM2VtnnWpPWqZTp0588cUXVKpUiePHj/Paa6/x5ptvUrFiRe7eTbx73MNMnDiR8ePHU716dc6fP0+2bNnsbLUhKQ5eOkjTH5tQ6bYPW7MNovCEGdC5M9SuDcWKQbZsEh+ZKRO4u4OXF+TKBUFB0KSJbPtOnizbwBERqbYnc6bMLHh5AY2LNqbHoh7MD5lvg3eZcTGaTV9ExkTSdl5btoRtYUHtKXR45xvRYLVqEBICX3wB2bPbfuLq1WHzZtH6mjVQoQIsWwZAvxr9mNhsIn8c/oPui7oTp+NsP38GId3q1ZoMQmfdnJ31++vBX7UapnTrOa11VEyUU215nJ3ndmrff/vq4KnB+mrEVWebkyTOzvi1J+Hh4TrOkq09Z84c3bp1a5sd22TpW0lcnNYhIfr6qM/0X8GZ9dWs6kFmvZub1kWKSHZ9585a9++v9ZAhWn/+udbDhmk9eLDWffpo3a6d1tWra+3v/+C1Hh5aP/usjN2zJ8nyVslx594dXevbWtpzuKdefWK1Dd+87UnPetXafpo1ek0ZsXGxuuOvHTXD0KvG9xPt+fho/e23qdJaijlyROvy5UXzw4bdn3v4uuGaYeiBywY6zpanJD1r1hX1amKcE2Hj6Y10+b0LtQrVYm77uS4X61Q5f2UWdlpI81nNaf9Le5Z3WY6nu6ezzcpw7Ny5k7fffhutNf7+/syYMcPZJmUMtIa//5ZEoT/+gBMn8AeK5lToNq2hUUuoUkVWkjNb3ygBreH8eUkq2rQJVq+GYcPgs8+gRAno0gVeew2eeSZF5np7erP41cXU/b4uL8570WHJxYYnMZp1DT5c8SHz9/3C1uP1qTF7iqwyz5kjO0OOpGRJ2LoV3nxTtH74MMyYwZC6Q7gUfonxW8cT6B9Ivxr9HGuXAXBRvVrjXTvr5qwr4hPXTuic/8mpS04p6fKNDH7e+7NmGLr7gu73r8pcjfR8NWxPzApWApw+LSvAxYrp+FXhuObN9ZTXg3WRge76r2N/2X7OCxe0njZNVq2VklXsNm20Xr8+xStjoddDdd4v8uqik4rqS3cu2d5WG2D0+nQYvVrPtzu/1X6D0QcrFxId9+mjdWSk0+zRWouWR40Se+rX1/rmTR0TG6Nbz2mt3T5300v+WeJc+5LAaDblpEavJsb5MW7fu03rua2J1bH875X/kTNrTmeblCSdy3fm03qfMmPPDCZvm+xscwwG2xMXB8uXQ6tWEBgoq7/PPAMzZsClSwweWJ5+hQ/ywStf0qRYE9vPnzev1H9dvRpOnoTBg2U1ul49ePZZWLnS6iTDwv6FWdhpIedun+OlX18yyUeGDMfG0xsZ/fOb7PvRm6B95+Hbb+GrryTfwJkoJdqePVv03bAh7tdvMKvdLCrkrUCn3zpx+Mph59pocAmM4/wQWmu6L+pOyOUQ5nWYl2bKvQ1rMIy2pdsy6K9BrA1d62xzEkRb6VgYBPN5AZGRUjIqOBiaN5fQjI8+ghMnxIl9/XXmhS1nzOYx9Knahzervml/mwoXlgz/U6fgyy/hzBlJKnzuOSl1ZQU1AmowvdV01p1ax/sr3rezwU+H+f6lDPN5Wce52+cYOqE1m77TFIrIhFqxQsrOuRKvvAILF8LBg9C4MT6377Gw00IyZ8rMi/Ne5Na9W862MEHMd9B6UvtZGcf5ISZunchvIb8x6rlRNC3W1NnmWI2bcuOHtj9QImcJOv7a0eUqbWTOnJmrV68aYVuJ1pqrV6+SOSWxuemJO3dg7FgoUgR69YIsWeCnn+D0aRgxQh4HQi6H0GNRD2oXqs2k5pMca2PWrNC3Lxw9Kpn5+/dLTHXPnnD1arIv71K+CwNqDGDStkku1yDF6DVlZHi9Wkl0bDQjRjbjj6+vk903N26bNkODBs42K2FatBDn+dAhaNKEQtqXX176haNXj/L6wtddThtGs9ZjC70qV/6gq1atqnfs2OGQuTad3kT9mfVpVaoVv3f8/X4h7rTE4SuHqTqtKpXzV2Z1t9VOL50XT3R0NGFhYURGRjrblDRD5syZCQgIwMPj0aRUpdROrfWT/UpdgFTr9c4dmDIFxo0T57NxY9k6bdRItlEfIjwqnKrTq3Lt7jV29dpFQb+CqbQ+ldy4IU79pElS8m7CBEkkTOL1vAgRAAAgAElEQVR3JDo2mkY/NmL3+d3s6LWD0rlKO9DgxDF6TTkZUq8pZNrI9nQZ9jvRhQqQbf02CAhw2NxPzZ9/SlfCmjVh+XLG7f6K91a8x8RmE+lfs7+zrbuP0WzKSLVerQmEdtbNUckLVyOu6kLjC+mik4rqG3dvOGROexGfLPjRyo+cbYrBDpAek43u3tV63Ditc+WSxJwWLbTeujXJl7y+4HWthim96sSqp5vTXuzfr3WtWvI+WrbU+ty5JIefuXlG5xqTS5f9qqyOiIpwkJEGR5Eu9foUbPvmUx3pjj5dLJfWl1wzKTZR5s6VpOBWrXRcdLRuNbuV9viXh94Wts3ZlhlsjLV6zfChGlpreizqwYU7F5jXYR7ZMrtAce1U0Ll8Z3pW6snojaNZfXK1s80xGBInNha+/17KQQ0aBBUrSlmoJUugRo1EXzZ7/2y+3/M9n9T7hEZFGjnQYCsoWxY2bJAV51WroHx52fJNhAC/AH568ScOXDrgsvHOBkNquDpvJhX7DudYQBZyb9knLbDTEi+/LPkM//sfasAAZrb5nnw++Xh1/qvcvpeyLniG9EGGd5yn75rOgsMLGPXcKKoWcMkdtRQzsflESuYsyf/98X9cjUg+3tJgcDjLlomj3L075MsnTuaKFUk6zAChN0J5c/Gb1ClUh6H1hzrI2BTi7g4DBsDOnVCoELRtC/37Q1RUgsObF2/OuzXfZer2qSz+Z7GDjTUY7Efcn0vx7dKdffnc8Fy1jsy5bdA22xm89ZZc3E+dSo5pPzGr3SxO3jjJO8vecbZlBifgGkGw9uLePcl6DwuDc+fg4kW4cgWuXYObN7lz7SLFj61ln3s2yi6fD/o3Oel5eEhCko8P+PlBjhxylZw/PxQsKJn1hQrJOBfE29Ob2e1nU/PbmvRa3IvfXvotTcZsG9IhBw7ICeivv6TRwS+/QIcOScYCxxMbF0vXP7oC8HO7n10mhj9RgoJkBf3DD2HiRLn/22/y2/EYo54bxeqTq3l94esc6HOAvD55nWCwwWBD1qwhrm1bDuTSHPxpPN2KVXO2RaljzBip6DNoEHWDlvLxsx8zYsMIWhRvwUvBLznbOoMDscmZRynVHJgEuAPfaq1HP/b8a8AXQHy5hy+11t/aYm60hrNn5YQcEiJdf/75B44dE2dZP5b86O4OOXKgs2XjbNQ5vJWiRIEyKC9vOXnHxcnK0JUrUrP15k1JVHp8tShTJihaFEqXlu3ZihUlq75IEaucAHtTOX9lhjcczuBVg5m1fxZdyndxtkkGF8Lhmo2MhHffhWnT5GJ0/HipSuFpfbfLcVvGseH0Bn5s+yOB/oFPbYpD8fSUsI1nn5WOg1WrivNct+4jw7wyeTGr3SyqTKtC78W9+ePlP8zFruE+Tj3HPg3bthHbqiVH/GMY/3kzfmrgOol0T42bG/z4I9SpA506MXTzRpYXWE6fJX2oW7gu+XzyOdtCg6OwJhA6qRsi5ONAUcAT2AuUeWzMa4iQbZe8sGeP1o0aaZ0jhyTixN9y5dK6dm2tu3WTDmMzZ2q9cqXWISFaX7t2v9PXqA2jNMPQc/bPST5iPC5O61u3pKf9ypVaf/ed1h9/rHX79lqXKaO1u/uj87dqpfUXX2i9fbvWMTHJH99OxMTG6Nrf1dbZRmXTp2+cdpodBtuBDZKN7KXZJPUaF6d1gwZa9+un9ZWUd+M8cPGA9hzuqdvPa++yHTKTJSRE61KltPbw0PrbbxMcMnbTWM0w9Pe7v3esbQa7kGb1mhoOHNBx2bPrM7k8dfCQ7PrinYv2mcdZnDwp5/ngYH04dKfOPCKzbjm7Zdr9XTLcx1q92mLFuTpwTGt9AkApNRdoA4TY4NiJkzUr3L4N7dtDhQpQrhyUKQO5ciX70gOXDvDZ2s/oUKYDLwe/nPxcSoGvr9xKJtAU5d49WfHesUO2Yzdvhv/9T57LkUPKar3wgtSGtMI+W+Hu5s4PbX+gwjcV6L24N0teXWJWsQzgDM0qJR323N1T/NLo2Gi6LehGNq9sfP3C12n3OxwfuvHyy1Lv+cgRGD1aVrIsDKg5gIVHFjJg2QCaFG3i/DJ7BlfAOefYp+H0aWjWjHAVTb1Xo/ji1dnk8c7jbKtsS2AgzJkDzZpR6qOxjOr3b979ayA/7v2RbhW7Ods6gwOwRXJgQeDMQ3+HWR57nPZKqX1Kqd+UUk8G+VlQSvVSSu1QSu24fPly4rOWKCGdxKZNky3fevWsckpj4mJ4bcFrZPPKxlctvrLNSdjLS8I0eveWKgFHjkiYyKxZ0Lo1rF8P3bpJ696GDaW96KVLqZ/XCornKM6o50bx57E/+XHvjw6Z0+Dy2EyzVusVnsppBvhi8xfsPL+Tr1/4mtzeaSwj/3H8/aVqSJ8+8MUX0qXsodqr7m7uzGgzg6jYKHov7h2/mmjI2DhHrynl6lVo1ozY27eo3ymSGvU60b5Me9vO4So0bgzDh8OcObyz04Nnn3mWAcsHcO72OWdbZnAAtnCcE/I8H/+1/x8QqLUuD6wEfkjsYFrraVrrqlrrqrntULZmwpYJ7Dy/ky9bfGnfk3D+/PDqq+JInz0L27fDxx9LgmLfvvL888/D7Nlw96797ADerv72fWGfv33ernMZ0gQ206y99Xr4ymE+X/c5L5V5Kf2chDNlgqlTJdnol1/kd+DWgza+xXMUZ2SjkSw5uoRZ+2c50VCDi+D6er17F1q1Qp88yVu9CnImMDtTnp9iu+O7IoMHQ4sWuA0axKzCg4iMiaTPkj7mYjcDYAvHOQx4+Oo2AHjksktrfVVrfc/y53Sgig3mTTFHrx5l6NqhtC3dlpfKODAL1s1NkoKGD5cExv37RXQhIdC5MxQoAG+/LeEe9pheufFd6++4G32Xfn/2s8schjRFmtBsbFwsPRb1wMfTJ/2dhJWC99+XVuIbN0rr4Yd2od6p8Q61AmoxYNkALofbeGXQkNZwbb3Gxsoi0datLB7aiWk+h5ny/BRyZXVcWKJTcHODH36A3Ll5pvf7jK4+hEVHFvFbyG/OtsxgZ2zhOG8HSiiliiilPIFOwKKHByilHi7e2Bo4ZIN5U4TWmt6Le+Pl7sXUFlOdGydZtiyMHClVO1atktjnb7+VOO369WH+fIiJsemUJXOW5LP6nzH/0HwWHF5g02Mb0hxpQrPf7PiGzWc2M6HZhPRbnq1LF1i0SKoB1a8vpTORkI3praZz694t3l3+rpONNDgZ19Wr1lKzfMECrv77U17Wv9CqZCs6Bnd0yPROJ1cumDsXTpyg309HqJK/Cv3+7Mf1u9edbZnBjqTacdZaxwBvA8sRsf6itT6olPqXUqq1Zdg7SqmDSqm9wDtIBrBD+WHvD6wJXcOYJmMo4FvA0dMnjJsbNGoksdBhYbJ1e/q01LUtUQImT4bwcJtN917t9yiftzx9l/bl1r1byb/AkC5JC5o9e+ssH636iCZFm/B/5f/PkVM7nuefh+XLJaSrbl0IDQUgOE8wHz37EbP2z2L5seXOtdHgNFxarxMmwJdfot99ly6F/sbdzd35C1OO5tln4dNPcfvpZ36LbseViCumC2h6x5rSG8662apczqU7l3SO/+TQdb6ro2PjYm1yTLsRE6P1/Pla16kj5e1y5JCyeteu2eTwf4f9rdUwpfst7WeT4xkcCzYob2Wvmy3LW7Wb105nHpFZH7t6zGbHdHm2b9c6e3atCxXS+pi878joSF1qSilddFJRHREV4WQDDSklXev199+1Vkrr9u317D0/a4ahJ22dlLpjplWio6UMrp+fHvlzb80w9PrQ9c62ypBCrNVrhmi5/f6K97l17xb/bflf3JSLv2V3d2jXTuIeN22SYuuffSYlcD79FK6nbguoWsFqvFXtLb78+0t2nNthG5sNBhuy+J/F/H7od4bWG0qxHMWcbY7jqFpVQrciIiRs49gxvDJ58fULX3Pi+glGrB/hbAsNBmH7dsnPqV6dG9OnMGDFQKoWqErfan2dbZlzyJRJ8hXi4vhwegiBvs/w5pI3iYqNSv61hjSHi3uRqWf9qfX8sPcH3qv1HsF5gp1tTsqoXVviH/fsgSZNYMQI6Uw4fDjcufPUhx3ZaCT5fPLRe3FvYuNibWiwwZA6IqIj6PdnP8rkLsOg2oOcbY7jqVQJVq+WEnUNG8Lx4zQs0pCuFboyZvMYQi67XuleQwbj1Clo1UrKqy5axJDNI7gScYX/tvwv7m5PV3IyXVC0KEyahPu6DSy51JiQyyGM2zzO2VYZ7EC6dpyjYqPos6QPgf6BfFr/U2eb8/RUqCBtevfulez7oUNFpFOmPNkK3AqyZc7GhGYT2HV+F9/s+Mb29hoMT8mI9SMIvRHK1y98jae79e240xXly8vK8927kgNx6hRjm4zF19OXvkv7IjuKBoMTuHkTWraUC7ulS9kefYqvd3zN29XepnL+ys62zvm8/jq0bUuZibN426cRw9cP59SNU862ymBj0rXjPGnrJEIuhzDl+Slk9cjqbHNST/nysGCBdB8rWxbeeQeCg+H33yW7OQV0DO5I46KNGbJ6CBfvXLSTwQaD9Ry5coSxm8fSrUI36hWu52xznEuFCvDXX+KoNGpE7htRjHpuFGtD1zJ7/2xnW2fIiMTESNfLw4fht9+ILVWSt5a+RT6ffAxvNNzZ1rkGSsE334CvL2NnXcEjDvov6+9sqww2Jt06zmG3wvh83ee0LtWaliVbOtsc21KjhqxILV0qXQvbt5eV6F27rD6EUoovn/+SiOgIkwFscDpaa/r92Y+sHlkZ02SMs81xDSpXlmobly5B48b0LNSGagWqMeivQdyMvOls6wwZCW0pO7d8uXS+bdyY73Z/x45zOxjXdBx+Xn7OttB1yJsXvv4ar937+N+pOiw8spAl/yxxtlUGG5JuHef3/nqPWB3LxGYTnW2KfVBKyljt2SNXuCEhklz0xhtgZSvVUrlK8X7t9/lp309sPL3RzgYbDIkz/9B8VpxYwYhGI8jjncfZ5rgONWrA4sUQGor78y3477P/4VL4JT5f97mzLTNkJKZMkW6XgwbBG29wJeIKH636iPqF69OpbCdnW+d6dOgAnTpR98d1tLoXSP9l/YmMiXS2VQYbkS4d59UnVzPv4DwG1xlMkexFnG2OfcmUCXr3hqNHZUVg5kwoWVJ+5GKTT/z7uO7HBPgF8PbSt4mJs23TFYPBGsKjwnl3+btUyFuBN6u+6WxzXI/69eGPP+DAASr1Gspbwa8zedtkDlyyT6dRg+ERliyBd9+FNm3gP/8BYMiqIdyMvMmXLb7MWDWbU8KUKSh/f37+nwehV46bRMF0RLpznKNjo3nnz3co4l+ED+p84GxzHIe/P4wfD/v2ycrz229DtWqwbVuSL/P29GZ80/HsvbjXJAoanMKojaMIuxXG1BZTyeSWydnmuCbNm8PPP8OmTYz/9jQ5Pfzo92c/kyhosC9790KnThJzP2sWuLuz89xOpu+azjs13qFsnrLOttB1yZULvvoKvwNHmXm8LCM3jOT0zdPOtspgA9Kd4zx1+1QOXj7IxOYTyeKRxdnmOJ6gIEkqmjcPLl6EWrXgrbfgxo1EX9KhTAeeK/IcQ9cM5UrEFQcaa8joHL92nC82f0GX8l2o80wdZ5vj2nTsCP/9L57LV7JhfXHWnVjLryG/OtsqQ3rl/HmpoJEtG/x/e/cd31T1/3H8ddqyCmXvspEtSypL9h6yVZB+2SoiG1mylwyRJUNQhkzZyN5LkFmogFCBMoRCy4aySkfO749bfyICTdskNymf5+ORB2lyc8+b0A85ufeec9avh+TJsWgLXTd3JWPyjAytPNTshM7vgw+gWTN8V50n3y0Lvbf1NjuRsIEE1XG++fgmQ/cMpc5bdWiQv4HZccyjlPEhGxAA3bvDrFlGh3rFipfOvqGUYkqdKYQ+C2XQrkEmBBZvql7bepHYPTHjaowzO4pr+PRTGD2a/FuOsnBfenpv/ZLH4Y/NTiUSov79jQW31q8Hb28AFp9czMGgg4ytMZZUSVOZHNBFTJuG8vRk/c5MrPxjBbsu7TI7kYinBNVxHrBzAE8injC59mS57gogZUqYNMlY5cnb2+hMN2wIV6/+Z9MiGYvQpXQXfjj2A/7B/iaEFW+aLYFbWHd2HYMrDSarV1az47iO/v2hRw98d9+m5aYgxv0mXzqEHUydasyiUbIkAA+fPaTvjr6U9i5N6+KtTQ7nQjJnhkmTyPHHFQaeSUu3zd1kPJGLSzAdZ7/rfsz1n0v3Mt0pkL6A2XGcyzvvGHM/T5hgrEpWuLAxpZDF8q/NhlUZRjrPdHTb0k2unRR2FR4VTo8tPciXNh/dy8g8p7GilFHLLVsydieETB3D5fuXzU4lEpqUKeG9fy6f+nrf14Q8CmFq3am4qQTTdXCM1q2hZk2GbHrCg8DTMp7IxSWI336tNd23dCdD8gwMruTCKwTak4cH9OoFf/xhXPfcubMx9/O5c/+/Seqkqfm62tfsv7KfZaeXmZdVJHjTjkzj7J2zTKo9iSQeScyO43rc3GDePMKqVWLG2kiWjPU1O5FIwALvBjLx4ETalmhLae/SZsdxPUrBrFl44MaKXekYsmswd57cMTuViKME0XH++Y+fOXD1AGOqj5HrrmKSO7dx+m3ePDh1yhgtPX78/09d16FkB0pmLkmf7X3k2klhF3/PQ1z3rbrUz1/f7DiuK3Fikv6ygZv5stJjwgH81kw3O5FIoHpt7UUSjySMqT7G7CiuK3du1KhRlD1xh9rHHzB4txzkc1Uu33F+HP6Yvtv7UipLKdqWaGt2HNegFLRtayyaUqcO9O1rnJILCMDdzZ0pdaYQFBrE+APjzU4qEqBBuwbxJOIJk2pPMjuK6/PyIs2O37iZ2oO8rboT+ecZsxOJBGZr4FbWn1vP4EqDyZwis9lxXFu3buDjw6ztSVm+byanbpwyO5GIA5t0nJVSdZRSZ5VSgUqp/i95PolSaln084eVUrls0S7AuN/Gce3hNabUmSLXXcVWliywejX8/DMEBhqDQMaOpaJ3OZoXac6438bJvJMJlFk16x/sz+zjs+lauquMRbCRZNlyEbBgIhE6iifVK0FIiNmRhI2ZVa8RURH03NqTvGnyylgEW3B3h9mz8XoYzuSdiei+pbuMJ3JB8e5pKqXcgelAXaAw8LFSqvALm3UA7mmt3wImATYZBn75/mXGHxhPy6ItZQ7YuFLKmOD+9GmoXx+++gree4+J2T8BoO/2N2gRmTeEWTX791iE9J7pGVJ5SHx3J55Tp04XBn9ZEvdbd4isWwcePjQ7krARMz9jv/f7noDbAUysPVHGIthK8eKo3r35n184evdufvnzF7MTiViyxSHa0kCg1vqi1jocWAo0emGbRsD86PsrgerKBvPF9d3eFzflJnPA2kKmTLByJSxdChcukLXy+6y9WoEVp5ax7699ZqdL8M7fOe/I5kyp2RVnVrDvyj5GVRtF6qSp47Mr8QKlFF98MY/mHynUyZPGwgvh4WbHSrAu3bvkyCnFTKnX209uM3TPUGrmqflmr4tgD0OHovPm5adNiRm4sRdhkWFmJ0rQQp+FEvLIdmfibNFx9gaenxg4KPqxl26jtY4EHgDp4tPovr/2seLMCvq/159sKbPFZ1fib0pB8+bG0ed69ag1awdH5idm0vzPsWhLzK8XcXLk2hEKTCvA4pOLHdWkw2s2LDKMPtv7UDxTcTqU7BDX3YjXKJ65ONlafEbHBhirh37yyUsXPBLxEx4VTq1FtWi+srmjmjTlM3bYnmE8fPaQSbUnyboItpYsGWrWLHLeCsd33WUmH5psdqIEbeTekRScVpC7T+/aZH+26Di/rKJe/N/amm2MDZX6TCnlp5Tyu3Xr1isbLZG5BF9X+5re5WUJS5vLlAlWrYLFi3n7XiIWjzzD0S8//v+ZN4TtWLSFbpu7kSlFJhoWaOioZm1Ws9bWaxL3JHxb81tm1J+Bu5t77NIKq42sOpKVZVOyoNlbsHAhDBhgdqQE57vD3xF4N5BP3/nUUU06vF4Bvnj3C2bUn0GRjEWsTyqsV706tGlDvwOKNStGEPww2OxECdK5O+eYcngKHxT+gLTJ0tpkn7boOAcB2Z/7ORtw/VXbKKU8gFTAS7v+WusftNY+WmufDBkyvLJRryReDKg4gGSJksUnu3gVpaBlSxIHnONYkTSUmbScyIoVjEGEwmaWnFrC4WuHGVN9DF5JvBzVrM1q1tp6VUrxYZEPKZ+9fHyzi9fIkDwDQysPpc3bgfzVvA6MHQvTppkdK8G48egGI/aOoH6++tR5q46jmnV4vQIUzlCYz0p9Fp/cIiYTJqBSp+a71WEM3P6fMZ/CBr7c9iVJPZLydbWvbbZPW3ScjwL5lFK5lVKJgRbAuhe2WQe0ib7/AbBLy1BSl6CyZiXZxm20aQzhp/yhWDGYMuU/qw6K2HsU/oh+O/rhk9XH0UvYSs0mYJ1Ld6ZA+gLUKRuIpWEDYwqsVavMjpUgDNo1iKeRT5lQa4Ijm5V6TajSpcN9ylTKBGmSz17A0WtHzU6UoGwN3MqGcxsYXGkwmVJkstl+491xjr6eqguwFQgAlmutTyulRiil/j73PAdIp5QKBHoB8tXKhZTy9sGjbXsKfx7Fo/dKQ48exqqDcvQ5XsbuH8v1h9cdPpWi1GzCltg9MZNqT+LPB4F816OcsVJoy5awd6/Z0Vza8eDjzPGfQ7fS3Rw6laLUawLXsiWRNaszZpdi1JKOMp7IRiKiIuixtQdvpX2LbmW62XTfypm/lPr4+Gg/Pz+zYwgg5FEI+afmp1KOimyI+NDoPIeHw5gx0LWrsQSwsNqle5coNL0QHxT+gEVNF1n9OqXUMa21jx2jxZnUq3Opv6Q++/7aR6DvETLWaQrXrsGvvxqrhYpY0VpTcV5Fzt05x/mu561eoVbqVVjl8mUiChVgS45w7i+bT6sSDj0DmSBNPjSZnlt7sv7j9byf/32rXmNtvUpvR1glc4rMDK40mI2Bm9j8XiZj5o2qVY0OdKVKcPas2RFdSp/tfXB3c5epFIXdTKw1kaeRT/nKfzxs3QpeXsZKoZcumR3N5Sw7vYzfrv7G6Oqjre40C2G1XLlwHzWaBufgtwndeRT+yOxELu3W41sM2zOM2nlrUz9ffZvvXzrOwmrdy3YnX9p89Nzak/DMGWDDBpg/3+hEFy8O48ZBpMPmNnVZuy7tYlXAKgZUGIB3yhdnlRLCNgqkL0D3Mt2Z9/s8/NxvGJ3nZ8+gdm24edPseC7jcfhjem/rTcnMJWlXop3ZcUQC5da9O4+KFWLE6vtM2jDI7DgubeCugTyOeGy3qRSl4yys9ve1k2fvnGXq4anGzButW8OZM1C3LvTvD2XKwIkTZkd1WpGWSLpt7kbu1Ln5svyXZscRCdyQykPImDwj3TZ3w1K4kPFlNyjIqNfQULPjuYSx+8dy7eE1ptadKlMpCvvx8CDFwqWkfabIOWoqgXdlDFFcHA8+zuzjs+lauiuFMhSySxvScRaxUj9/ferlq8fwvcP/WYknSxZYvRpWrDA+lEuVMuaPffrU3LBO6Puj33P61mkm1p5IUo+kZscRCVzKJCkZW2MsB4MOGgvslC9vzLBx8iQ0aiQ1GoOL9y4y/sB4fIv68l6O98yOIxK6YsV42rMrrf0tLBrfyuw0LkdrTfct3UnvmZ4hlYf880RgIEyfbrN2pOMsYm1S7UmERYbx1c6v/nlQKWOZ34AA4yj0mDHG1HU7d5oX1MncfHyTIXuGUCNPDRoVeHHFXCHso3Xx1pT2Lk3fHX15+OyhcbR5wQJjlo3mzSEiwuyITqvX1l54uHnIWAThMF4jx3EnZwbafX+I7b+vNjuOS1lyagn7r+xndPXRpE6a2njw2jWoWROGDYMYFv2xlnScRazlT5efXuV68dPvP3Eo6NC/n0ybFubOhR07jJ9r1DA60nJNJQN2DuBR+CO+q/OdLGErHMZNuTG17lRCHoUwYu8I48GPPzaOwKxfD23ayKqgL7ElcAtrz65lUKVBMhZBOE7SpHgtWE72ULjRrT3PIp+ZncglhD4Lpff23ryb9V3al2xvPHj3LtSqBXfuwJYtEMOiP9aSjrOIk4EVB5LVKyudN3UmyvKSD93q1Y3TwQMHwtKlULAgzJr1xi6ccvTaUeb6z6V7me52u+5KiFcp7V2a9iXaM/nwZAJuBRgPdupkrCz488/w+efgxFOTOlp4VDjdt0QPhi7b0+w44g2TuFIVrrRqyP/2PWDV97adgzihGrl3JCGPQphad6qxLsLjx1C/Ply4AOvWGZeQ2oh0nEWceCXxYkKtCRwPPs6Px398+UbJksGoUcZgweLFjQ/nsmXh6Ju1OlKUJYovNn1BphSZ/n3dlRAONLbGWFIkTkHXzV35//n7+/UzvtzOnm1MLSmdZwAmHpzIuTvnmFJnCkk8kpgdR7yBcs1YQkhGT8oM+5FrwefMjuPUztw6w+TDk2lfoj1lspUx1pj44AM4csQ4cFelik3bk46ziLPmRZpTOWdlBuwcwK3Hr7l2qFAh2LULFi2Cq1eNmTc++eSNuXxjjv8c/K778W3Nb0mZJKXZccQbKkPyDIyqOoqdl3ay4syKf54YORJ69oTvvoO+fd/4zvOVB1cY+etIGhdsTN18dc2OI95UyZOj584h713NiQ62n4s4odBa02VTF1IkTsHYGmONs9pt2xqXZsyaBY0b27xN6TiLOFNKMb3edB6GP6T/jhhWeFUKfH2NhVJ69jTmf86XD7791phbNoG68+QOX+38iko5K9GyaEuz44g33Oc+n1Myc0l6bu1pDBQEozYnTIDOnY16/OqrN7rz3GtrL7TWTKo9yewo4g2XpX4LjjQtQ73NgRxd9I3ZcZzSstPL2H15N6OrjSaDZ3ro1cu4/GzMGOMAnR1Ix3ZSaV8AACAASURBVFnES5GMRehRpgdzf5/LgasHYn5BypTGh/Qff0CFCtCnDxQpYkxllwA/rPvt6Efos1Cm15suAwKF6dzd3JlRfwbXH15n+N7h/zyhlHHE+fPPjYWM3tDO85bALawKWMXAigPJlTqX2XGEoNjcjVzOkIgs3Qfy7N5ts+M4ldBnofTa2otSWUrxWanPjM7ylCnGZWf9+tmtXek4i3gbWmUo3l7edNrYiUiLlSsHFigAGzcaq5klSwYffQTlyhlTZCUQv135jTn+c+hZtidvZ3zb7DhCAFA2W1k+KfkJkw9N5tSNU/884eZmzLTRqZPRee7d+43qPD+NeErnTZ0pkK4Avcv3NjuOEAAkTZWOG9PGkeVeJAH/q212HKcyeNdgQh6FMPP9mbjPnWeM1/D1NQ7O2fFAlXScRbylSJyCKXWmcPLGSaYcmhK7F9eqBb//bgxOCgoyLuKvU8flBxBGREXQaWMnsqfMLgMChdMZW2MsaZKloeOGjlj0czPd/N157toVJk6ELl3emJlwxuwfw8V7F5lRf4YMCBROpcxHPVnXqCAlNh0neNFMs+M4hePBx5l2dBqdfDrhcyQIOnaE2rWN6XDd7Nu1lY6zsImmhZpSP199huwZwpUHV2L3Ynd36NABzp+H8ePBzw9Kl4aGDeHYMfsEtrOJBydy6uYpvqv7HSkSpzA7jhD/ks4zHd/W/JaDQQf58dgLs+IoZZzu7NMHZsyAdu0g0sozSS7qzK0zjN0/Ft+ivlTLXc3sOEL8R5nZmzmR1Y2kX3RDBwebHcdUkZZIPlv/GRk8MzA2ST1o0QLefddYFTVxYru3Lx1nYRNKKabVmwZA502d/5nuKjaSJTNOD1+6ZIz0378ffHygXj3Yt8/Gie3nwt0LDN87nCYFm9C4oO1H9AphC62Lt6Zqrqr029GP4IcvfBArZVyuMXKkscpgs2YJdnlui7bQcUNHvJJ4MbH2RLPjCPFSWdPl4vSEr0j6NILrH9Z5Y84Evcy0I9M4FnyM+bl64tWsJeTObVz6mTy5Q9qXjrOwmVypczGy6kg2nNvw7+muYsvLCwYNgsuXYfRo4wh0pUpQvjysXu3Uq5xprem0sRMebh5MrTvV7DhCvJJSipnvzyQsMoxuW16yyIJSRh1Om2asMFizprESVwIz+/hs9l/Zz7c1vyVj8oxmxxHilZp/NJypzXPh/dtJHn072uw4prjy4AqDdg2ig1dlanWeCKlSwbZtkC6dwzLEq+OslEqrlNqulDof/WeaV2wXpZT6Pfq2Lj5tCufWrUw3fLL60HVzV+4+jeeHbMqUxuj+y5dh6lS4ccM48vXWW8a0WXfu2CSzLS04sYDtF7czpvoYp1ymV2pWPC9/uvwMqTyElWdWsu7sK/6ZO3eGZcuMcQcVKhhnhBKIa6HX6LO9D1VyVaFtibZmx/kPqVfxPHc3d+pPWM+6gookA4e67KWMcaW1puOGjmR5YGHm5ECUxWJ0mrNnd2iO+B5x7g/s1FrnA3ZG//wyT7XWJaJvDePZpnBiHm4ezG4wm7tP79Jzq42WqvX0NAYpnTtnXMOUI4dx/aW3N7RuDb/+6hSj/0MehdBza08q5KhAp3c7mR3nVaRmxb/0Kd+HYpmK0WljJ+6H3X/5Rh9+aHxABQcbq38eOuTYkHbw99mhiKgIfmzwo7NOFyn1Kv6lSKa3OTPmS4I9LTxu2gAePDA7ksMsOrmIoye2cGhFKjzuhxqLnBQs6PAc8e04NwLmR9+fD8gFnYLimYvT/73+LDixgE3nN9lux+7u0LSpMWXdyZPQvj2sXQuVKxtHoYcNMzrXJtBa03lTZ55EPGF2g9m4Kae9CkpqVvxLIvdEzG04lxuPbtBra69Xb1i5Mhw8CClSGLPfLFzosIz2sPSPpaw/t56RVUfyVtq3zI7zKlKv4j96vj+KAZ/mJklQMBHt2jjFgSN7C3kUwuBfurF/eXLSBt+HdeugVClzwmit43wD7r/w871XbBcJ+AGHgMYx7POz6G39cuTIoYVrCosI00WmF9HeE7z1vaf37NfQ48daz5+vdfXqWiulNWhdsqTWo0Zpffq01haL/dp+zpKTSzTD0GP3jbVrO4CfdqKalXpNOL7a8ZVmGHrz+c2v3/D2ba2rVDFqrUcPrcPDHRPQhoIfBuu049LqMj+W0ZFRkXZrR+pV2MuRoCO6T83oz7yJE82OY1cWi0V/OK+e3pdTaYuHh9YbNtilHWvr1ZrC3QH88ZJbo1gUddboP/MAl4G81oQrVaqUXd4c4RhHrx3V7sPddes1rR3T4NWrxn8gZcsav9qgda5cWn/xhda//KL1Pft04K+HXtdpxqbRZWeXteuHsNbWFbZZNSv16trCIsJ04emFddYJWfXdJ3dfv3F4uNZduxo1VrGi1kFBjglpAxaLRTf8uaFOOiqp/vPWn7HfwcOHWn/9tdaLFsW4qdSrsKd+2/rqVQXRUe5uWu/da3Ycu1l8aLbenhsd5aa0XrbMbu3YrOP82hfDWSBL9P0swFkrXvMT8IE1+5fCdn1Ddg3RDEOvPrPasQ0HBWk9c6bW77+vtaen8auulNbvvKN1ly5aL16s9dmzWkdFxasZi8Wi6y6qq5OOSqoDbgVY+yKtg4O13rZN6/HjtW7ZUuuCBa36j88GR7DsVrNSr67P75qf9hjhoVuuamndCxYvNuorfXq7HQWytbnH52qGob/97dvYvfDpU60nTdI6Y0bj/5PPP4/xJVKvwp7CIsJ0mQmF9PkM7joqfXqt//rL7Eg299eNc3prfg8dpdBR8+bZtS1HdZzHA/2j7/cHvnnJNmmAJNH30wPngcLW7F8K2/WFR4brd2a9o9N/k14HPww2J0RYmNa7d2s9dKhxivnvjjRonSKFcYS6fXutx43TeuVKrf38tA4JsapTPePIDM0w9HeHvvv3E48fax0YqPWePVovWKD18OFat2mjdblyWqdJ80/7oHW2bFo3bKj1gQMxtmeDD2K71azUa8IwYs8IzTD00lNLrXtBQIDWxYoZv8udOmn96JF9A8bDhbsXdIrRKXSVn6pYf3YoLEzr6dO19vY2/o5Vq2p98KBVL5V6FfbmH+yvi3Tz0I88E2lLiRJOXX+xFfX0iT5YLK3WoG9MGmX39qytV2VsGzdKqXTAciAHcAX4UGt9VynlA3yutf5EKVUemAVYMAYjTtZaz7Fm/z4+PtrPzy/O+YRzCLgVQKkfSlExZ0U2+242f+BcZCScPm1M5ePvD3/8AQEBxnR3z3N3N+aGTJfOmBovRQpImhQSJQJ3dx6GhfLrhZ1k9kjDO6kKoh4+hHv3jLluHz/+b7ve3pA/v3ErXBiKFIFixSBDBqujK6WOaa194vpXt2fNSr0mDJGWSCrOq0jArQBOfH6CnKlzxvyisDAYOBAmTYI8eWD2bGMAoROJtERS+afKnL55mpOdTpIjVY7Xv+DpU5gzx1gIJijImEd+5EioZv3KglKvwhHG7R/Hnpn92fizwq1hI1i50vj8cmVhYVyoVpK8B/9k/8BWVBi1wO5NWluv8eo425sUdsIx028mnTZ2YkKtCfQq95qR+2Z68MCYo/byZbh2zZh669YtY77ohw/h0SPjwzQyEoslisD7FwnTERTMVoLEKVIZnetUqYyOdsaMkCkTZMtmzDGZM6fR6Y6n+H4Q25PUa8Jx8d5FSswsQfHMxdndZjcebh7WvXDPHvjkE7hwwZj1ZuzYWH0xtKfBuwYzat8oFjddTMuiLV+94YMHMHMmTJ4MISFGh3nYMKhRw1gUJhakXoUjWLSFmgtr8s7y/YzfGA49ehhfYl3Vkyc8qFuNVL8eZuYnJej4w3GHTBdpdb1ac1jarJucSko4LBaLbvRzI51oRCJ9OOiw2XHircvGLpph6A1nHXtdJ/E89WvPm9RrwrLwxELNMPSgnYNi98LHj7Xu00drDw+tU6c2BuyGhdknpJV2Xdyl1TCl2/3S7tUbXb6sda9eWnt5GZdk1KxpXGoVj5l5pF6FowQ9CNJpx6XVi6umN35/v43lNfzO4v59HfFeeR2l0L1apNF3ntxxWNPW1qvTTjYrEhalFHMbzSWrV1Y+WvER957eMztSnK04vYJpR6fRo0wP6uevb3YcIezif8X+R7sS7fh639dsu7DN+hd6esI338CJE/Duu9CrFxQqBPPnG5dJOVjww2Barm5J/nT5mVp36r+ftFhg+3Zo0sS4xGTKFHj/feMyrm3bjLmrnXNhFCH+xTulNwubLKRVxdscey8P9O4NP/1kdqzYuXkTXa0aHDqI7weKJuPWkTZZWrNT/Yd0nIXDpE2WlmUfLOP6w+u0/qU1Fm0xO1Ks/Xn7T9qva0/ZbGUZV3Oc2XGEsKtp9aZRJGMRfFf7cuXBldi9uHBho/O5ZQukTg1t2xqrfM2YAU+e2CXviyKiImi+sjmhz0JZ+dFKkidObjzx118wahTkywe1asH+/dCvH1y8CEuWwDvvOCSfELZUL189+lTsR/mqF7le9m3o0AGWLTM7lnUuXIDy5Yk8fYqGzTXvdB9HhRwVzE71UtJxFg5VJlsZJtaeyIZzGxixd4TZcWIl9FkozZY3I5lHMlZ8uILE7onNjiSEXXkm8mTVR6sIjwqn6bKmPI14Gvud1K5tHMFds8a4/r9zZ2OgbLdu8Pvvdl31rO/2vuy7so8f3v+Bt8NTw7RpUKEC5MoFgwdDjhxGR/nqVRg92vhZCBc2qtooyr9VhaK1zvOwdAnw9YXly82O9XoHD0K5ckTcvUWVVlEkbdiE3uV7m53qlaTjLByu87udaVO8DcP3DueXP38xO45VoixR+K725eztsyz7YBnZUmYzO5IQDpE/XX4WNVnEseBjdNzQER2Xjq5S0LgxHDoE+/ZB3bowaxaULGnMLjNwoPHhacNLOeYf+J4TP09ma4APvu0mGoN0u3aF+/eN2TEuXYLdu+Hjj20ycFcIZ+Dh5sGyD5aRPHVGSje+SXiZd43f8blzzY72cosXQ9WqRKRIRoUObtwtkZ95jeY5ZDBgXFk5VFoI21FK8X397wm4HYDval/2tdvHO1mc+9TogJ0D2HBuA9PrTadq7qpmxxHCoRoUaMCIKiMYsmcIBdMXZEDFAXHbkVLGEd8KFYzZalauhKVLjSnfRo8GLy9jFgsfHyhe3Ji6MVcuY8aaV32Qhocbs+BcumRMK3nqFA8P7KHl6bO0sYB29zf2OWaM0XkvWDCub4MQLiFj8oysab6GivMqUts3CzuSV8O9Qwe4fRv69HGO6/YjI6FvX5g0icgK5ana8C7nLKEcabGOVElTmZ3utaTjLEyRLFEy1rZYS5nZZWjwcwMOdjgY87yqJvn+6Pd8c+AbOvl0opNPJ7PjCGGKQZUGce7uOQbuGkieNHlo8XaL+O0wXTro2NG43btnDNLbswd++82Yxi4q6p9tPT2N66RTpAAPD+PyjidPjKnj7t//126jUnpxPMNT/qyehpZfzMSrWh2j4y3EG6RU1lIsarqIZsub0apdMxan/QjVrx+cP2+MM0iUyLxwQUHGJSS//kpUly94v2QAh68Fstl3M/nS5TMvl5Wk4yxMkzlFZja23EiFuRWovag2+9rtI71nerNj/csvf/5Cl81deD//+3xX9zunPn0khD0ppZjdYDZXHlyh9ZrWpEuWjpp5a9pm52nSwEcfGTcw5ks/e9a4Xb1qzKl+/74xl7olelCxp6fRIc6YEbJmhdy5CfFORbnNzXgS+ZRDHQ7hlSa3bfIJ4YKaFmrK+Jrj6bO9D+n/15kpeQegRo82zswsW2aMNXC01avh00/h2TMsCxfQLvl2tp7czU+NfqJGnhqOzxMH0nEWpno749us/3g9tRbVot7ieuxovYOUSZzj6ND2C9tpvrI572Z9l6XNllq/CIQQCVQSjySsbbGWyj9VpsmyJuxovYOy2cravqFkyaBECeNmpVuPb1F9fhVuP73D7ja7yS2dZiH4styXhDwKYcLBCaStOZRhRX82FikqWdJYGbNBA8cEuXXLWJgletYavWQJXQO/Y6HfQkZVHUWbEm0ck8MGZHCgMF3FnBVZ/sFy/EP8qb2oNqHPQs2OxO5Lu2m0tBGF0hdis+/mf6axEuINlzpparb4biGLVxZqL6rN4aDDZkfi9pPb1FpUi4v3LrLh4w34ZHXKxfqEcDilFN/U/Ia2JdoyfO9wRmUNhKNHIUsWaNjQmCby1i37BYiMNFbiLFDAmN1jxAj0wYP0+etHZvjNoE/5PnEfM2ES6TgLp9CgQAOWf7Acv+t+1FpYi7tP75qWZUvgFuotqUfuNLnZ1mobaZKlMS2LEM4oi1cWdrfZTQbPDNRaVIt9f+0zLUvIoxCqzq/Kn7f/5Jfmv1A5V2XTsgjhjNyUG7MbzKZVsVYM3j2YoSFL0UeOGLPZLF5sDMKdMgXCwmzXaFSUMfi3aFHo1Mk4e3TyJJZBA+myvScTDk6gy7tdGFdjnMtdAikdZ+E0mhRqwooPV+Af4k/FeRUJCg1yeIZFJxfR8OeGFEpfiL1t95IxeUaHZxDCFWRLmY3dbXaTJUUWai2qxbqz6xye4fyd81SYW4GL9y6yseVGar9V2+EZhHAF7m7uzGs0j3Yl2jHi1xF8sb0HUSOGGyt8+vgYl1HkzQsTJhgz3sTV/fvG4MPCheHDD43H1qyBnTt5li8Prda0+v8jza46bkg6zsKpNC7YmC2+W7j64CqlfyzNkWtHHNKuRVsYsXcErda04r0c77GrzS6nG6gohLPJnio7+9vvp2jGojRZ1oQJBybEbZ7nONj31z7KzSnHg2cP2NFqB9VyV3NIu0K4Knc3d+Y0nEPf8n2ZeWwmDZc25EEeb2OFz127jJU0e/c2Bg02awYLFhiDc19Ha2PFzXnzoGlT4xKQzp2NqSWXLYNTp6BxY24/vUOtRbVYcmoJo6uNdskjzX+T0U7C6VTNXZXf2v9Gw6UNqTSvElPrTuWTdz6xW5Hde3qP1r+0ZsO5DbQq1orZDWfLqoBCWCm9Z3p2tdlF21/a0nt7b46HHOf7+t/bbZCv1pqJByfSb0c/8qbNy6aWm8ibNq9d2hIioVFKMa7mOHKnyU3XzV0pM7sMyz9cTrGqVaFqVaOj++OPsGqVMQMGQObMxuUc3t6QPLnRWX740OhUnz9vzA8NxvMdOkC7dsay9dGf2YeCDvHhig+59fgWPzf7Of5TWZpMOeroQFz4+PhoPz8/s2MIk9x+cpuPV33Mjos7aFaoGTPqz7D5pRPbL2ynw7oOhDwKYWLtiXR+t7NTfwtWSh3TWjvlyCep1zebRVsYvW80Q/cMJVfqXCxsspDy2cvbtI2g0CA+Xf8pWwK30LRQU+Y2nOvUiyVIvQpntvfyXlqsasG9p/cYW2MsXUt3xd3N3XjSYgF/fzhwAI4dM44qBwfD48fG815eRkc5b14oVcpYZKho0X8trhIRFcHofaMZtW8U2VNmZ+VHK516sTNr61U6zsKpWbSFCQcmMHDXQFIkTsHYGmNpX7J9vKeGuxZ6jQG7BrDgxAIKpi/I/MbzKe1d2kap7Uc+iIWz239lP76rfbny4AqfvfMZo6qNIkPyDPHaZ3hUONOPTGf43uFEWCIYV2Oc03/JBalX4fxuPr5J+7Xt2Xh+Iz5ZfZheb7pNPgt3XdpFz609OXnjJL5FfZlad6rTD7S3tl7jdY2zUupDpdRppZRFKfXKxpRSdZRSZ5VSgUqp/vFpU7xZ3JQbfd7rw4nPT1A0U1E6buhIkRlFWHhiIc8in8V6f1cfXOXLrV+Sf1p+lv6xlK8qfIV/R3+X6DTbgtSssLcKOSpw+ovT9Crbizn+c8jzXR4G7hxI8MPgWO8rLDKMH479QOHphem1rRdls5Xl5Ocn6VK6i9N3mm1B6lXYW8bkGVn/8XqWNF3C1QdXKTO7DI2XNuZw0OFYj1fQWrP38l7qLq5L9QXVeRD2gDXN17Co6SKn7zTHRryOOCulCgEWYBbQW2v9n6+vSil34BxQEwgCjgIfa63PxLR/+UYsnqe1Zu3ZtQzePZg/bv5Bes/0fPz2xzTI34Dy2cu/cq7lv+7/xe7Lu1l2ehnbL2wHoMXbLRhZdaTLLZIQ3yNY9qxZqVfxooBbAQzbO4zlp5fj4ebB+/nfp0nBJtTMU5MsXlle+prQZ6Hsv7KftX+uZcWZFdwLu4dPVh9GVBlB3Xx1Hfw3iB+pV+FKQp+FMuXQFCYcnMCDZw8ombkkHxX5iPr56lM4Q+F/LuN4TqQlEv9gf7Ze2MqSU0sIuB1ABs8MfFnuS7qX7U5Sj6Qm/E3ixqGXaiil9vDqoi4HDNNa147++SsArfWYmPYrhS1exqIt7Ly4k5nHZrLp/CbCIsNwU268lfYtvL28SZU0FRFREdx9epcL9y5w8/FNAHKmyknLoi3pWKojOVPnNPlvETe2OvVrj5qVehWvcv7OeWYdm8WSU0sIfmQcec6cIjN50uQhvWd6tNY8jnjMpXuX+OvBX1i0heSJktO4YGM6lOxAlVxVXPIIs9SrcEUPnz1k0clFzPGfw7HgYwB4JvKkYPqCZEyekaQeSQmLDONa6DUu3LvAk4gnAFTMUZHWxVvjW9SXZImSmflXiBNr69URs2p4A8/PZxIElHnVxkqpz4DPAHLkyGHfZMIluSk3auatSc28NXkS8YQ9l/dw9NpRTt48yY1HNzh/5zyJ3ROTOmlqGuRvQLFMxaiSqwpvZ3wbNyUzMFrB6pqVehXWyJcuH9/W+pZvan6Df7A/+6/sxz/En6uhV7l8/zIKhWciT8pkK0Pr4q2pmKMi5bKXwzORp9nRXYHUq7ApryRedHq3E53e7cS10GvsuLgD/xB/zt45y63Ht3gW9Ywk7knImTon1XNXp0y2MlTOWfmVZ5ESmhg7zkqpHUDmlzw1UGu91oo2XnaY4JWHubXWPwA/gPGN2Ir9izeYZyJP6uWrR7189cyO4jQcWbNSryI23JQbpbKWolTWUmZHcRpSr8KZeaf0pk2JNrShjdlRnEaMHWetdY14thEEZH/u52zA9XjuUwjxClKzQrgOqVchXIsjzlsfBfIppXIrpRIDLQDHr80qhLCW1KwQrkPqVQgHiu90dE2UUkFAOWCjUmpr9ONZlVKbALTWkUAXYCsQACzXWp+OX2whRFxIzQrhOqRehXA+8RocqLVeA6x5yePXgXrP/bwJ2BSftoQQ8Sc1K4TrkHoVwvnIFANCCCGEEEJYQTrOQgghhBBCWEE6zkIIIYQQQlhBOs5CCCGEEEJYQTrOQgghhBBCWEE6zkIIIYQQQlhBOs5CCCGEEEJYQTrOQgghhBBCWEE6zkIIIYQQQlhBOs5CCCGEEEJYQTrOQgghhBBCWEE6zkIIIYQQQlhBOs5CCCGEEEJYQTrOQgghhBBCWEE6zkIIIYQQQlghXh1npdSHSqnTSimLUsrnNdtdVkqdUkr9rpTyi0+bQoi4k5oVwnVIvQrhfDzi+fo/gKbALCu2raq1vh3P9oQQ8SM1K4TrkHoVwsnEq+OstQ4AUErZJo0Qwq6kZoVwHVKvQjgfR13jrIFtSqljSqnPHNSmECLupGaFcB1Sr0I4SIxHnJVSO4DML3lqoNZ6rZXtvKe1vq6UyghsV0r9qbX+9RXtfQb8XfiPlFJnY9h3esBZTk85UxaQPDFxxTw5Y9qJI2vWxesVnCuPM2UByRMTqVfHkzyv50x5nCkL2KheAZTWOt5plFJ7gN5a6xgHJSilhgGPtNbfxrthY39+WutXDppwJGfKApInJm9yHrNq9k1+z2PiTFlA8sRE6tXxJM/rOVMeZ8oCts1j90s1lFLJlVJef98HamEMeBBCOCGpWSFch9SrEI4V3+nomiilgoBywEal1Nbox7MqpTZFb5YJ2K+UOgEcATZqrbfEp10hRNxIzQrhOqRehXA+8Z1VYw2w5iWPXwfqRd+/CBSPTzsx+MGO+44tZ8oCkicmb1weJ6jZN+49jwVnygKSJyZSr44neV7PmfI4UxawYR6bXOMshBBCCCFEQidLbgshhBBCCGEFl+g4K6XqKKXOKqUClVL9X/J8EqXUsujnDyulcpmcp5dS6oxS6qRSaqdSyqopTuyV57ntPlBK6dct3eqoPEqpj6Lfo9NKqSVm5lFK5VBK7VZK+Uf/m9WzY5a5SqmbSqmXDt5Rhu+is55USr1jryz25Ew1K/Ua/zxSr1Kv8hnrHDUr9fraLI6pV621U98Ad+ACkAdIDJwACr+wzRfAzOj7LYBlJuepCnhG3+9kdp7o7byAX4FDgI/J708+wB9IE/1zRpPz/AB0ir5fGLhsxzyVgHeAP17xfD1gM6CAssBhe2Ux+T13SM1Kvdrk/ZF6lXqVz1gnqFmp1xjzOKReXeGIc2kgUGt9UWsdDiwFGr2wTSNgfvT9lUB1pey2RmmMebTWu7XWT6J/PARks1MWq/JEGwl8A4TZMYu1eT4Fpmut7wForW+anEcDKaPvpwKu2yuMNhYluPuaTRoBC7ThEJBaKZXFXnnsxJlqVuo1/nmkXl9N6tWEPG9wzUq9voaj6tUVOs7ewNXnfg6Kfuyl22itI4EHQDoT8zyvA8Y3HHuJMY9SqiSQXWu9wY45rM4D5AfyK6V+U0odUkrVMTnPMOB/ypj2aRPQ1Y55YhLb3y9n5Ew1K/UazzxIvb6O1Ks5eZ73JtWs1Gv82KRe4zUdnYO87Fvti1OBWLONrVjdllLqf4APUNlOWWLMo5RyAyYBbe2Yweo80TwwTidVwThSsE8p9bbW+r5JeT4GftJaT1BKlQMWRuex2CFPTBz5u2wvzlSzUq/xyBNN6vXVpF5tT2o2jlmiSb2+mk1+j13hiHMQkP25n7Px30P9/7+NUsoD43TA6w7X2zsPSqkawECgodb6mZ2yWJPHC3gb2KOUuoxxXc86Ow5esPbfa63WOkJrg5BjJgAAAYdJREFUfQk4i1HoZuXpACwH0FofBJJirGtvBqt+v5ycM9Ws1Gv88vy9jdTry0m9mpPnTa1Zqdf4sU292vribFvfML49XQRy88/F50Ve2KYz/x64sNzkPCUxLpjP5wzvzwvb78G+g42seX/qAPOj76fHOHWSzsQ8m4G20fcLRReSsuN7lItXD16oz78HLxyx9++QSe+5Q2pW6tUm74/Uq9SrfMY6Qc1KvVqVye71atdfOBu+EfWAc9GFMjD6sREY3zTB+AazAgjEWHI0j8l5dgA3gN+jb+vMzPPCtnYr6li8PwqYCJwBTgEtTM5TGPgtuuh/B2rZMcvPQDAQgfHttwPwOfD5c+/N9Oisp+z9b2Xie+6wmpV6jff7I/Uq9SqfsU5Ss1Kvr83ikHqVlQOFEEIIIYSwgitc4yyEEEIIIYTppOMshBBCCCGEFaTjLIQQQgghhBWk4yyEEEIIIYQVpOMshBBCCCGEFaTjLIQQQgghhBWk4yyEEEIIIYQVpOMshBBCCCGEFf4PY1t0/02f8IMAAAAASUVORK5CYII=\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
}
},
"dacdb41c4ecd44b08d2fe5dcd3d59798": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.2.0",
"model_name": "LayoutModel",
"state": {
"height": "30px",
"width": "250px"
}
},
"db10a5cf71664bcdb38c9af3f4bc551d": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.2.0",
"model_name": "LayoutModel",
"state": {}
},
"db949cd4ef5d4f239853579d4aa99be1": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.2.0",
"model_name": "LayoutModel",
"state": {
"height": "30px",
"width": "250px"
}
},
"db9668e8073e4fbda8f5395916cc987e": {
"model_module": "@jupyter-widgets/output",
"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_640764c91b46421797a325293b4ee2c9",
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
}
},
"dc29b9a3f0674e7c96411ab3992d14d1": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "DescriptionStyleModel",
"state": {
"description_width": "initial"
}
},
"dcb80746f50d4ae4a3003a796e1bba17": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "CheckboxModel",
"state": {
"description": "Training Data",
"disabled": false,
"layout": "IPY_MODEL_56022b5ee8e9461ea5e72d52d2d48e47",
"style": "IPY_MODEL_4de8d7e79cef4173ba114fb54fc39c25",
"value": true
}
},
"dd79b0a04e264728a58fc1f632fe2f8c": {
"model_module": "@jupyter-widgets/output",
"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_c387d49f70bb4792932585e19827098e",
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": ""
},
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},
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}
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}
},
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"state": {
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],
"description": "Basis Functions:",
"index": 1,
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},
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},
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}
},
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"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_91dfe511c13a45c2a3d3ae97f45e0e09",
"outputs": [
{
"data": {
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\n",
"text/plain": ""
},
"metadata": {
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},
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}
]
}
},
"e5ed00b262a84960870aff4306cfec1a": {
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},
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}
},
"e6f6a136497841bc8dd5a23ba06ca82b": {
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},
"e72007dd43a94019bedc41011d1713a7": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "CheckboxModel",
"state": {
"description": "Original",
"disabled": false,
"layout": "IPY_MODEL_2c848f11c1094f3ab72b820d17b9d4eb",
"style": "IPY_MODEL_052ea5ab08724c03b844aaea81d69f79",
"value": false
}
},
"e8091d62014149f6aa5deaf647bf8b21": {
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},
"e88602f3a2c447a9bd867e3ad771a764": {
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"model_module_version": "1.5.0",
"model_name": "VBoxModel",
"state": {
"_dom_classes": [
"widget-interact"
],
"children": [
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"IPY_MODEL_dd79b0a04e264728a58fc1f632fe2f8c"
],
"layout": "IPY_MODEL_790e899d4de54fb29e4226c57802d9a6"
}
},
"e9e87a79fde444ed89f8ed227670f876": {
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},
"ea8c6150b338492fa834e52bcf6b353d": {
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"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_fe5eeac2866d4ef68b7862f2242e895e",
"outputs": [
{
"data": {
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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
}
},
"eae09977d5dc475d85dd709bc7fad7da": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "DescriptionStyleModel",
"state": {
"description_width": ""
}
},
"eb17f7a79dd448c78a8caee3e6d1c5e0": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.2.0",
"model_name": "LayoutModel",
"state": {
"height": "30px",
"width": "250px"
}
},
"eba134bd905c47b1a0ab5f4c5e553c9e": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.2.0",
"model_name": "LayoutModel",
"state": {
"height": "30px",
"width": "250px"
}
},
"ec589f26d2f64e0db6e06c49253d32a4": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "DescriptionStyleModel",
"state": {
"description_width": ""
}
},
"ef5bda01c50e47e69436c9c9be333371": {
"model_module": "@jupyter-widgets/output",
"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_f6a0f9931d5646389a279f27857e01c0",
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
}
},
"f15464907acd4c35b8822b6ed4baaf8d": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "DescriptionStyleModel",
"state": {
"description_width": ""
}
},
"f1aad0ec176e4cd29f03f3be0e888c58": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "DescriptionStyleModel",
"state": {
"description_width": ""
}
},
"f1d8da0550924042abc7a650a2c16b01": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.2.0",
"model_name": "LayoutModel",
"state": {}
},
"f1dd2cd45805439392a2a3d8690a467c": {
"model_module": "@jupyter-widgets/output",
"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_4510355718484f3a81ccae4ea0cd59f8",
"outputs": [
{
"data": {
"image/png": 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\n",
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"outputs": [
{
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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
}
},
"f7980a6810d84f3caa0211c07fd62d72": {
"model_module": "@jupyter-widgets/output",
"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_00b92d3db1df44f9ad935a113244fece",
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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