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@georgehc
Created February 19, 2019 01:15
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Recitation: SVMs, Cross Validation, ROC Curves\n",
"*Code Authors*: Emaad Manzoor, Mallory Nobles, David Pinski\n",
"\n",
"*Data Source*: Andrew Ng"
]
},
{
"cell_type": "code",
"execution_count": 179,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Load data"
]
},
{
"cell_type": "code",
"execution_count": 180,
"metadata": {},
"outputs": [],
"source": [
"X_file = open(\"ex8a.csv\", \"r\")\n",
"#X_file = open(\"ex8b_m.csv\", \"r\") \n",
"X_file = X_file.readlines()\n",
"y = []\n",
"x1 = []\n",
"x2 = []\n",
"for l in range(0,len(X_file)):\n",
" l_text = X_file[l].rstrip()\n",
" [l_y, l_x1, l_x2] = l_text.split(\",\")\n",
" y.append(int(l_y))\n",
" x1.append(float(l_x1))\n",
" x2.append(float(l_x2))\n",
" \n",
"y = [0 if b == -1 else b for b in y] #making label vector (0,1)\n",
"y = np.array(y)\n",
"X = np.column_stack((x1,x2))\n",
"\n",
"n_samples, n_features = X.shape"
]
},
{
"cell_type": "code",
"execution_count": 181,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(-0.012621585824372755,\n",
" 1.0564004858243723,\n",
" 0.35815719955849884,\n",
" 1.033070800441501)"
]
},
"execution_count": 181,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#Plot the Data\n",
"plt.scatter(X[:, 0], X[:, 1], c=y, cmap='Set3')\n",
"plt.axis('equal')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# SVM - What *is* it?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- Supervised learning algorithm used for classification and regression\n",
"- Linear classifier that finds the decision boundary with the *maximal margin*\n",
"- Can be applied to non-linear classification using the [\"kernel trick\"](https://en.wikipedia.org/wiki/Kernel_method#Mathematics:_the_kernel_trick)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Kernel functions"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Kernel functions measure similarity between an unlabeled observation and a labeled observation. They are used to aid in classifying a labeled observation.\n",
"\n",
"<a5><center>${\\large{\\hat {y}}=\\operatorname {sgn} \\sum _{i=1}^{n}w_{i}y_{i}k(\\mathbf {x} _{i},\\mathbf {x'} )}$</center><a5>\n",
"\n",
"The $w_{i}$'s are learned by the model.\n",
"\n",
"<br> \n",
"There are many different types of kernels that can be used, but a popular one often used by SVMs is the **radial basis function (RBF)**:\n",
"\n",
"<h3><center> ${\\displaystyle K(\\mathbf {x} ,\\mathbf {x'} )=\\exp(-\\gamma \\|\\mathbf {x} -\\mathbf {x'} \\|^{2})}$ </center><h3>\n",
"\n",
"\n",
"The $\\|\\mathbf {x} -\\mathbf {x'} \\|$ term is just the Euclidean distance between a labeled feature vector ${x}$ and an unlabeled feature vector ${x'}$.\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Plotting different SVM Classifiers \n",
"\n",
"(Here, we are fitting the classifier on the whole dataset. You wouldn't normally do this, it is just to demonstrate what the RBF kernel looks like, and show the need for model selection.)"
]
},
{
"cell_type": "code",
"execution_count": 182,
"metadata": {},
"outputs": [],
"source": [
"def make_meshgrid(x, y, h=.02):\n",
" \"\"\"Create a mesh of points to plot in\n",
"\n",
" Parameters\n",
" ----------\n",
" x: data to base x-axis meshgrid on\n",
" y: data to base y-axis meshgrid on\n",
" h: stepsize for meshgrid, optional\n",
"\n",
" Returns\n",
" -------\n",
" xx, yy : ndarray\n",
" \"\"\"\n",
" x_min, x_max = x.min() - .1, x.max() + .1\n",
" y_min, y_max = y.min() - .1, y.max() + .1\n",
" xx, yy = np.meshgrid(np.arange(x_min, x_max, h),\n",
" np.arange(y_min, y_max, h))\n",
" return xx, yy\n",
"\n",
"\n",
"def plot_contours(ax, clf, xx, yy, **params):\n",
" \"\"\"Plot the decision boundaries for a classifier.\n",
"\n",
" Parameters\n",
" ----------\n",
" ax: matplotlib axes object\n",
" clf: a classifier\n",
" xx: meshgrid ndarray\n",
" yy: meshgrid ndarray\n",
" params: dictionary of params to pass to contourf, optional\n",
" \"\"\"\n",
" Z = clf.predict(np.c_[xx.ravel(), yy.ravel()])\n",
" Z = Z.reshape(xx.shape)\n",
" out = ax.contourf(xx, yy, Z, **params)\n",
" return out"
]
},
{
"cell_type": "code",
"execution_count": 183,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x1080 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"C= 1.0\n",
"from sklearn import svm\n",
"models = (svm.SVC(kernel='rbf', gamma=1.0, C=C),\n",
" svm.SVC(kernel='rbf', gamma=10.0, C=C),\n",
" svm.SVC(kernel='rbf', gamma=100.0, C=C),\n",
" svm.SVC(kernel='rbf', gamma=1000.0, C=C))\n",
"models = (clf.fit(X, y) for clf in models)\n",
"# title for the plots\n",
"titles = ('RBF kernel (gamma 1)',\n",
" 'RBF kernel (gamma 10)',\n",
" 'RBF kernel (gamma 100)',\n",
" 'RBF kernel (gamma 1000)')\n",
"\n",
"# Set-up 2x2 grid for plotting.\n",
"fig, sub = plt.subplots(2, 2)\n",
"plt.subplots_adjust(wspace=0.4, hspace=0.4)\n",
"\n",
"X0, X1 = X[:, 0], X[:, 1]\n",
"xx, yy = make_meshgrid(X0, X1)\n",
"\n",
"for clf, title, ax in zip(models, titles, sub.flatten()):\n",
" plot_contours(ax, clf, xx, yy,\n",
" cmap='Set3', alpha=0.8)\n",
" ax.scatter(X0, X1, c=y, cmap='Set3', s=20, edgecolors='k')\n",
" ax.set_xlim(xx.min(), xx.max())\n",
" ax.set_ylim(yy.min(), yy.max())\n",
" ax.set_xlabel('X1')\n",
" ax.set_ylabel('X2')\n",
" ax.set_xticks(())\n",
" ax.set_yticks(())\n",
" ax.set_title(title)\n",
" \n",
"fig.set_figheight(15)\n",
"fig.set_figwidth(15)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Cross Validation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We will hold out 25% of the data for testing."
]
},
{
"cell_type": "code",
"execution_count": 184,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.model_selection import train_test_split\n",
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.25, shuffle=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## SVM: Create the hyperparameter grid"
]
},
{
"cell_type": "code",
"execution_count": 185,
"metadata": {},
"outputs": [],
"source": [
"Cs = np.logspace(-4, 2, 10) #10 numbers evenly spaced between 10^-4 and 10^(2)\n",
"Gammas = [1.0, 10.0, 100.0, 1000.0]\n",
"parameter_list = [[C,G] for C in Cs for G in Gammas]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## SVM: 5-fold cross-validation to select $C$ and $\\gamma$"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- $C$ embodies the trade-off between finding the maximal margin hyperplane and classifying all training points correctly. More info [here](https://stats.stackexchange.com/questions/31066/what-is-the-influence-of-c-in-svms-with-linear-kernel).\n",
"- $\\gamma$ controls the kernel function (in this case, the Radial Basis Function):\n",
" ${\\displaystyle K(\\mathbf {x} ,\\mathbf {x'} )=\\exp(-\\gamma \\|\\mathbf {x} -\\mathbf {x'} \\|^{2})}$\n",
" \n",
"For more information about these paremeters in scikit-learn under RBF, see [this](https://scikit-learn.org/stable/auto_examples/svm/plot_rbf_parameters.html).\n"
]
},
{
"cell_type": "code",
"execution_count": 186,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"C = 0.0001 , Gamma = 1.0\n",
"\t[fold 0] C: 0.00010, Gamma: 1.00000, accuracy: 0.71538\n",
"\t[fold 1] C: 0.00010, Gamma: 1.00000, accuracy: 0.49231\n",
"\t[fold 2] C: 0.00010, Gamma: 1.00000, accuracy: 0.59690\n",
"\t[fold 3] C: 0.00010, Gamma: 1.00000, accuracy: 0.55814\n",
"\t[fold 4] C: 0.00010, Gamma: 1.00000, accuracy: 0.54264\n",
"\tMean k-Fold score: 0.5810733452593918\n",
"C = 0.0001 , Gamma = 10.0\n",
"\t[fold 0] C: 0.00010, Gamma: 10.00000, accuracy: 0.71538\n",
"\t[fold 1] C: 0.00010, Gamma: 10.00000, accuracy: 0.49231\n",
"\t[fold 2] C: 0.00010, Gamma: 10.00000, accuracy: 0.59690\n",
"\t[fold 3] C: 0.00010, Gamma: 10.00000, accuracy: 0.55814\n",
"\t[fold 4] C: 0.00010, Gamma: 10.00000, accuracy: 0.54264\n",
"\tMean k-Fold score: 0.5810733452593918\n",
"C = 0.0001 , Gamma = 100.0\n",
"\t[fold 0] C: 0.00010, Gamma: 100.00000, accuracy: 0.71538\n",
"\t[fold 1] C: 0.00010, Gamma: 100.00000, accuracy: 0.49231\n",
"\t[fold 2] C: 0.00010, Gamma: 100.00000, accuracy: 0.59690\n",
"\t[fold 3] C: 0.00010, Gamma: 100.00000, accuracy: 0.55814\n",
"\t[fold 4] C: 0.00010, Gamma: 100.00000, accuracy: 0.54264\n",
"\tMean k-Fold score: 0.5810733452593918\n",
"C = 0.0001 , Gamma = 1000.0\n",
"\t[fold 0] C: 0.00010, Gamma: 1000.00000, accuracy: 0.71538\n",
"\t[fold 1] C: 0.00010, Gamma: 1000.00000, accuracy: 0.49231\n",
"\t[fold 2] C: 0.00010, Gamma: 1000.00000, accuracy: 0.59690\n",
"\t[fold 3] C: 0.00010, Gamma: 1000.00000, accuracy: 0.55814\n",
"\t[fold 4] C: 0.00010, Gamma: 1000.00000, accuracy: 0.54264\n",
"\tMean k-Fold score: 0.5810733452593918\n",
"C = 0.00046415888336127773 , Gamma = 1.0\n",
"\t[fold 0] C: 0.00046, Gamma: 1.00000, accuracy: 0.71538\n",
"\t[fold 1] C: 0.00046, Gamma: 1.00000, accuracy: 0.49231\n",
"\t[fold 2] C: 0.00046, Gamma: 1.00000, accuracy: 0.59690\n",
"\t[fold 3] C: 0.00046, Gamma: 1.00000, accuracy: 0.55814\n",
"\t[fold 4] C: 0.00046, Gamma: 1.00000, accuracy: 0.54264\n",
"\tMean k-Fold score: 0.5810733452593918\n",
"C = 0.00046415888336127773 , Gamma = 10.0\n",
"\t[fold 0] C: 0.00046, Gamma: 10.00000, accuracy: 0.71538\n",
"\t[fold 1] C: 0.00046, Gamma: 10.00000, accuracy: 0.49231\n",
"\t[fold 2] C: 0.00046, Gamma: 10.00000, accuracy: 0.59690\n",
"\t[fold 3] C: 0.00046, Gamma: 10.00000, accuracy: 0.55814\n",
"\t[fold 4] C: 0.00046, Gamma: 10.00000, accuracy: 0.54264\n",
"\tMean k-Fold score: 0.5810733452593918\n",
"C = 0.00046415888336127773 , Gamma = 100.0\n",
"\t[fold 0] C: 0.00046, Gamma: 100.00000, accuracy: 0.71538\n",
"\t[fold 1] C: 0.00046, Gamma: 100.00000, accuracy: 0.49231\n",
"\t[fold 2] C: 0.00046, Gamma: 100.00000, accuracy: 0.59690\n",
"\t[fold 3] C: 0.00046, Gamma: 100.00000, accuracy: 0.55814\n",
"\t[fold 4] C: 0.00046, Gamma: 100.00000, accuracy: 0.54264\n",
"\tMean k-Fold score: 0.5810733452593918\n",
"C = 0.00046415888336127773 , Gamma = 1000.0\n",
"\t[fold 0] C: 0.00046, Gamma: 1000.00000, accuracy: 0.71538\n",
"\t[fold 1] C: 0.00046, Gamma: 1000.00000, accuracy: 0.49231\n",
"\t[fold 2] C: 0.00046, Gamma: 1000.00000, accuracy: 0.59690\n",
"\t[fold 3] C: 0.00046, Gamma: 1000.00000, accuracy: 0.55814\n",
"\t[fold 4] C: 0.00046, Gamma: 1000.00000, accuracy: 0.54264\n",
"\tMean k-Fold score: 0.5810733452593918\n",
"C = 0.002154434690031882 , Gamma = 1.0\n",
"\t[fold 0] C: 0.00215, Gamma: 1.00000, accuracy: 0.71538\n",
"\t[fold 1] C: 0.00215, Gamma: 1.00000, accuracy: 0.49231\n",
"\t[fold 2] C: 0.00215, Gamma: 1.00000, accuracy: 0.59690\n",
"\t[fold 3] C: 0.00215, Gamma: 1.00000, accuracy: 0.55814\n",
"\t[fold 4] C: 0.00215, Gamma: 1.00000, accuracy: 0.54264\n",
"\tMean k-Fold score: 0.5810733452593918\n",
"C = 0.002154434690031882 , Gamma = 10.0\n",
"\t[fold 0] C: 0.00215, Gamma: 10.00000, accuracy: 0.71538\n",
"\t[fold 1] C: 0.00215, Gamma: 10.00000, accuracy: 0.49231\n",
"\t[fold 2] C: 0.00215, Gamma: 10.00000, accuracy: 0.59690\n",
"\t[fold 3] C: 0.00215, Gamma: 10.00000, accuracy: 0.55814\n",
"\t[fold 4] C: 0.00215, Gamma: 10.00000, accuracy: 0.54264\n",
"\tMean k-Fold score: 0.5810733452593918\n",
"C = 0.002154434690031882 , Gamma = 100.0\n",
"\t[fold 0] C: 0.00215, Gamma: 100.00000, accuracy: 0.71538\n",
"\t[fold 1] C: 0.00215, Gamma: 100.00000, accuracy: 0.49231\n",
"\t[fold 2] C: 0.00215, Gamma: 100.00000, accuracy: 0.59690\n",
"\t[fold 3] C: 0.00215, Gamma: 100.00000, accuracy: 0.55814\n",
"\t[fold 4] C: 0.00215, Gamma: 100.00000, accuracy: 0.54264\n",
"\tMean k-Fold score: 0.5810733452593918\n",
"C = 0.002154434690031882 , Gamma = 1000.0\n",
"\t[fold 0] C: 0.00215, Gamma: 1000.00000, accuracy: 0.71538\n",
"\t[fold 1] C: 0.00215, Gamma: 1000.00000, accuracy: 0.49231\n",
"\t[fold 2] C: 0.00215, Gamma: 1000.00000, accuracy: 0.59690\n",
"\t[fold 3] C: 0.00215, Gamma: 1000.00000, accuracy: 0.55814\n",
"\t[fold 4] C: 0.00215, Gamma: 1000.00000, accuracy: 0.54264\n",
"\tMean k-Fold score: 0.5810733452593918\n",
"C = 0.01 , Gamma = 1.0\n",
"\t[fold 0] C: 0.01000, Gamma: 1.00000, accuracy: 0.71538\n",
"\t[fold 1] C: 0.01000, Gamma: 1.00000, accuracy: 0.49231\n",
"\t[fold 2] C: 0.01000, Gamma: 1.00000, accuracy: 0.59690\n",
"\t[fold 3] C: 0.01000, Gamma: 1.00000, accuracy: 0.55814\n",
"\t[fold 4] C: 0.01000, Gamma: 1.00000, accuracy: 0.54264\n",
"\tMean k-Fold score: 0.5810733452593918\n",
"C = 0.01 , Gamma = 10.0\n",
"\t[fold 0] C: 0.01000, Gamma: 10.00000, accuracy: 0.71538\n",
"\t[fold 1] C: 0.01000, Gamma: 10.00000, accuracy: 0.49231\n",
"\t[fold 2] C: 0.01000, Gamma: 10.00000, accuracy: 0.59690\n",
"\t[fold 3] C: 0.01000, Gamma: 10.00000, accuracy: 0.55814\n",
"\t[fold 4] C: 0.01000, Gamma: 10.00000, accuracy: 0.54264\n",
"\tMean k-Fold score: 0.5810733452593918\n",
"C = 0.01 , Gamma = 100.0\n",
"\t[fold 0] C: 0.01000, Gamma: 100.00000, accuracy: 0.71538\n",
"\t[fold 1] C: 0.01000, Gamma: 100.00000, accuracy: 0.49231\n",
"\t[fold 2] C: 0.01000, Gamma: 100.00000, accuracy: 0.59690\n",
"\t[fold 3] C: 0.01000, Gamma: 100.00000, accuracy: 0.55814\n",
"\t[fold 4] C: 0.01000, Gamma: 100.00000, accuracy: 0.54264\n",
"\tMean k-Fold score: 0.5810733452593918\n",
"C = 0.01 , Gamma = 1000.0\n",
"\t[fold 0] C: 0.01000, Gamma: 1000.00000, accuracy: 0.71538\n",
"\t[fold 1] C: 0.01000, Gamma: 1000.00000, accuracy: 0.49231\n",
"\t[fold 2] C: 0.01000, Gamma: 1000.00000, accuracy: 0.59690\n",
"\t[fold 3] C: 0.01000, Gamma: 1000.00000, accuracy: 0.55814\n",
"\t[fold 4] C: 0.01000, Gamma: 1000.00000, accuracy: 0.54264\n",
"\tMean k-Fold score: 0.5810733452593918\n",
"C = 0.046415888336127774 , Gamma = 1.0\n",
"\t[fold 0] C: 0.04642, Gamma: 1.00000, accuracy: 0.71538\n",
"\t[fold 1] C: 0.04642, Gamma: 1.00000, accuracy: 0.49231\n",
"\t[fold 2] C: 0.04642, Gamma: 1.00000, accuracy: 0.59690\n",
"\t[fold 3] C: 0.04642, Gamma: 1.00000, accuracy: 0.55814\n",
"\t[fold 4] C: 0.04642, Gamma: 1.00000, accuracy: 0.54264\n",
"\tMean k-Fold score: 0.5810733452593918\n",
"C = 0.046415888336127774 , Gamma = 10.0\n",
"\t[fold 0] C: 0.04642, Gamma: 10.00000, accuracy: 0.81538\n",
"\t[fold 1] C: 0.04642, Gamma: 10.00000, accuracy: 0.66154\n",
"\t[fold 2] C: 0.04642, Gamma: 10.00000, accuracy: 0.67442\n",
"\t[fold 3] C: 0.04642, Gamma: 10.00000, accuracy: 0.74419\n",
"\t[fold 4] C: 0.04642, Gamma: 10.00000, accuracy: 0.72868\n",
"\tMean k-Fold score: 0.7248419797257006\n",
"C = 0.046415888336127774 , Gamma = 100.0\n",
"\t[fold 0] C: 0.04642, Gamma: 100.00000, accuracy: 0.96154\n",
"\t[fold 1] C: 0.04642, Gamma: 100.00000, accuracy: 0.83077\n",
"\t[fold 2] C: 0.04642, Gamma: 100.00000, accuracy: 0.94574\n",
"\t[fold 3] C: 0.04642, Gamma: 100.00000, accuracy: 0.86047\n",
"\t[fold 4] C: 0.04642, Gamma: 100.00000, accuracy: 0.85271\n",
"\tMean k-Fold score: 0.8902444841979726\n",
"C = 0.046415888336127774 , Gamma = 1000.0\n",
"\t[fold 0] C: 0.04642, Gamma: 1000.00000, accuracy: 0.71538\n",
"\t[fold 1] C: 0.04642, Gamma: 1000.00000, accuracy: 0.49231\n",
"\t[fold 2] C: 0.04642, Gamma: 1000.00000, accuracy: 0.59690\n",
"\t[fold 3] C: 0.04642, Gamma: 1000.00000, accuracy: 0.55814\n",
"\t[fold 4] C: 0.04642, Gamma: 1000.00000, accuracy: 0.54264\n",
"\tMean k-Fold score: 0.5810733452593918\n",
"C = 0.21544346900318823 , Gamma = 1.0\n",
"\t[fold 0] C: 0.21544, Gamma: 1.00000, accuracy: 0.73077\n",
"\t[fold 1] C: 0.21544, Gamma: 1.00000, accuracy: 0.49231\n",
"\t[fold 2] C: 0.21544, Gamma: 1.00000, accuracy: 0.59690\n",
"\t[fold 3] C: 0.21544, Gamma: 1.00000, accuracy: 0.55814\n",
"\t[fold 4] C: 0.21544, Gamma: 1.00000, accuracy: 0.54264\n",
"\tMean k-Fold score: 0.5841502683363149\n",
"C = 0.21544346900318823 , Gamma = 10.0\n",
"\t[fold 0] C: 0.21544, Gamma: 10.00000, accuracy: 0.81538\n",
"\t[fold 1] C: 0.21544, Gamma: 10.00000, accuracy: 0.81538\n",
"\t[fold 2] C: 0.21544, Gamma: 10.00000, accuracy: 0.79070\n",
"\t[fold 3] C: 0.21544, Gamma: 10.00000, accuracy: 0.82946\n",
"\t[fold 4] C: 0.21544, Gamma: 10.00000, accuracy: 0.77519\n",
"\tMean k-Fold score: 0.8052236135957067\n",
"C = 0.21544346900318823 , Gamma = 100.0\n",
"\t[fold 0] C: 0.21544, Gamma: 100.00000, accuracy: 0.99231\n",
"\t[fold 1] C: 0.21544, Gamma: 100.00000, accuracy: 0.95385\n",
"\t[fold 2] C: 0.21544, Gamma: 100.00000, accuracy: 0.98450\n",
"\t[fold 3] C: 0.21544, Gamma: 100.00000, accuracy: 0.94574\n",
"\t[fold 4] C: 0.21544, Gamma: 100.00000, accuracy: 0.98450\n",
"\tMean k-Fold score: 0.9721765056648778\n",
"C = 0.21544346900318823 , Gamma = 1000.0\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\t[fold 0] C: 0.21544, Gamma: 1000.00000, accuracy: 0.99231\n",
"\t[fold 1] C: 0.21544, Gamma: 1000.00000, accuracy: 0.81538\n",
"\t[fold 2] C: 0.21544, Gamma: 1000.00000, accuracy: 0.92248\n",
"\t[fold 3] C: 0.21544, Gamma: 1000.00000, accuracy: 0.90698\n",
"\t[fold 4] C: 0.21544, Gamma: 1000.00000, accuracy: 0.91473\n",
"\tMean k-Fold score: 0.9103756708407872\n",
"C = 1.0 , Gamma = 1.0\n",
"\t[fold 0] C: 1.00000, Gamma: 1.00000, accuracy: 0.83077\n",
"\t[fold 1] C: 1.00000, Gamma: 1.00000, accuracy: 0.79231\n",
"\t[fold 2] C: 1.00000, Gamma: 1.00000, accuracy: 0.75969\n",
"\t[fold 3] C: 1.00000, Gamma: 1.00000, accuracy: 0.81395\n",
"\t[fold 4] C: 1.00000, Gamma: 1.00000, accuracy: 0.79070\n",
"\tMean k-Fold score: 0.7974836016696483\n",
"C = 1.0 , Gamma = 10.0\n",
"\t[fold 0] C: 1.00000, Gamma: 10.00000, accuracy: 0.89231\n",
"\t[fold 1] C: 1.00000, Gamma: 10.00000, accuracy: 0.86923\n",
"\t[fold 2] C: 1.00000, Gamma: 10.00000, accuracy: 0.84496\n",
"\t[fold 3] C: 1.00000, Gamma: 10.00000, accuracy: 0.83721\n",
"\t[fold 4] C: 1.00000, Gamma: 10.00000, accuracy: 0.86047\n",
"\tMean k-Fold score: 0.860834824090638\n",
"C = 1.0 , Gamma = 100.0\n",
"\t[fold 0] C: 1.00000, Gamma: 100.00000, accuracy: 1.00000\n",
"\t[fold 1] C: 1.00000, Gamma: 100.00000, accuracy: 0.98462\n",
"\t[fold 2] C: 1.00000, Gamma: 100.00000, accuracy: 0.99225\n",
"\t[fold 3] C: 1.00000, Gamma: 100.00000, accuracy: 0.98450\n",
"\t[fold 4] C: 1.00000, Gamma: 100.00000, accuracy: 1.00000\n",
"\tMean k-Fold score: 0.9922719141323793\n",
"C = 1.0 , Gamma = 1000.0\n",
"\t[fold 0] C: 1.00000, Gamma: 1000.00000, accuracy: 1.00000\n",
"\t[fold 1] C: 1.00000, Gamma: 1000.00000, accuracy: 0.99231\n",
"\t[fold 2] C: 1.00000, Gamma: 1000.00000, accuracy: 1.00000\n",
"\t[fold 3] C: 1.00000, Gamma: 1000.00000, accuracy: 0.97674\n",
"\t[fold 4] C: 1.00000, Gamma: 1000.00000, accuracy: 0.99225\n",
"\tMean k-Fold score: 0.9922599880739416\n",
"C = 4.641588833612772 , Gamma = 1.0\n",
"\t[fold 0] C: 4.64159, Gamma: 1.00000, accuracy: 0.83077\n",
"\t[fold 1] C: 4.64159, Gamma: 1.00000, accuracy: 0.81538\n",
"\t[fold 2] C: 4.64159, Gamma: 1.00000, accuracy: 0.77519\n",
"\t[fold 3] C: 4.64159, Gamma: 1.00000, accuracy: 0.84496\n",
"\t[fold 4] C: 4.64159, Gamma: 1.00000, accuracy: 0.81395\n",
"\tMean k-Fold score: 0.8160524746571257\n",
"C = 4.641588833612772 , Gamma = 10.0\n",
"\t[fold 0] C: 4.64159, Gamma: 10.00000, accuracy: 0.95385\n",
"\t[fold 1] C: 4.64159, Gamma: 10.00000, accuracy: 0.90769\n",
"\t[fold 2] C: 4.64159, Gamma: 10.00000, accuracy: 0.91473\n",
"\t[fold 3] C: 4.64159, Gamma: 10.00000, accuracy: 0.89147\n",
"\t[fold 4] C: 4.64159, Gamma: 10.00000, accuracy: 0.92248\n",
"\tMean k-Fold score: 0.9180441264162195\n",
"C = 4.641588833612772 , Gamma = 100.0\n",
"\t[fold 0] C: 4.64159, Gamma: 100.00000, accuracy: 0.98462\n",
"\t[fold 1] C: 4.64159, Gamma: 100.00000, accuracy: 0.99231\n",
"\t[fold 2] C: 4.64159, Gamma: 100.00000, accuracy: 1.00000\n",
"\t[fold 3] C: 4.64159, Gamma: 100.00000, accuracy: 0.97674\n",
"\t[fold 4] C: 4.64159, Gamma: 100.00000, accuracy: 0.98450\n",
"\tMean k-Fold score: 0.9876326774001193\n",
"C = 4.641588833612772 , Gamma = 1000.0\n",
"\t[fold 0] C: 4.64159, Gamma: 1000.00000, accuracy: 0.99231\n",
"\t[fold 1] C: 4.64159, Gamma: 1000.00000, accuracy: 0.99231\n",
"\t[fold 2] C: 4.64159, Gamma: 1000.00000, accuracy: 1.00000\n",
"\t[fold 3] C: 4.64159, Gamma: 1000.00000, accuracy: 0.97674\n",
"\t[fold 4] C: 4.64159, Gamma: 1000.00000, accuracy: 0.99225\n",
"\tMean k-Fold score: 0.9907215265354801\n",
"C = 21.54434690031882 , Gamma = 1.0\n",
"\t[fold 0] C: 21.54435, Gamma: 1.00000, accuracy: 0.83077\n",
"\t[fold 1] C: 21.54435, Gamma: 1.00000, accuracy: 0.82308\n",
"\t[fold 2] C: 21.54435, Gamma: 1.00000, accuracy: 0.77519\n",
"\t[fold 3] C: 21.54435, Gamma: 1.00000, accuracy: 0.82171\n",
"\t[fold 4] C: 21.54435, Gamma: 1.00000, accuracy: 0.77519\n",
"\tMean k-Fold score: 0.8051878354203936\n",
"C = 21.54434690031882 , Gamma = 10.0\n",
"\t[fold 0] C: 21.54435, Gamma: 10.00000, accuracy: 0.96923\n",
"\t[fold 1] C: 21.54435, Gamma: 10.00000, accuracy: 0.93846\n",
"\t[fold 2] C: 21.54435, Gamma: 10.00000, accuracy: 0.96124\n",
"\t[fold 3] C: 21.54435, Gamma: 10.00000, accuracy: 0.90698\n",
"\t[fold 4] C: 21.54435, Gamma: 10.00000, accuracy: 0.94574\n",
"\tMean k-Fold score: 0.9443291592128802\n",
"C = 21.54434690031882 , Gamma = 100.0\n",
"\t[fold 0] C: 21.54435, Gamma: 100.00000, accuracy: 0.99231\n",
"\t[fold 1] C: 21.54435, Gamma: 100.00000, accuracy: 0.98462\n",
"\t[fold 2] C: 21.54435, Gamma: 100.00000, accuracy: 1.00000\n",
"\t[fold 3] C: 21.54435, Gamma: 100.00000, accuracy: 0.96899\n",
"\t[fold 4] C: 21.54435, Gamma: 100.00000, accuracy: 0.97674\n",
"\tMean k-Fold score: 0.9845319022063208\n",
"C = 21.54434690031882 , Gamma = 1000.0\n",
"\t[fold 0] C: 21.54435, Gamma: 1000.00000, accuracy: 0.99231\n",
"\t[fold 1] C: 21.54435, Gamma: 1000.00000, accuracy: 0.99231\n",
"\t[fold 2] C: 21.54435, Gamma: 1000.00000, accuracy: 1.00000\n",
"\t[fold 3] C: 21.54435, Gamma: 1000.00000, accuracy: 0.97674\n",
"\t[fold 4] C: 21.54435, Gamma: 1000.00000, accuracy: 0.99225\n",
"\tMean k-Fold score: 0.9907215265354801\n",
"C = 100.0 , Gamma = 1.0\n",
"\t[fold 0] C: 100.00000, Gamma: 1.00000, accuracy: 0.83846\n",
"\t[fold 1] C: 100.00000, Gamma: 1.00000, accuracy: 0.82308\n",
"\t[fold 2] C: 100.00000, Gamma: 1.00000, accuracy: 0.77519\n",
"\t[fold 3] C: 100.00000, Gamma: 1.00000, accuracy: 0.82946\n",
"\t[fold 4] C: 100.00000, Gamma: 1.00000, accuracy: 0.79070\n",
"\tMean k-Fold score: 0.8113774597495528\n",
"C = 100.0 , Gamma = 10.0\n",
"\t[fold 0] C: 100.00000, Gamma: 10.00000, accuracy: 0.98462\n",
"\t[fold 1] C: 100.00000, Gamma: 10.00000, accuracy: 0.96923\n",
"\t[fold 2] C: 100.00000, Gamma: 10.00000, accuracy: 0.96124\n",
"\t[fold 3] C: 100.00000, Gamma: 10.00000, accuracy: 0.92248\n",
"\t[fold 4] C: 100.00000, Gamma: 10.00000, accuracy: 0.95349\n",
"\tMean k-Fold score: 0.958211091234347\n",
"C = 100.0 , Gamma = 100.0\n",
"\t[fold 0] C: 100.00000, Gamma: 100.00000, accuracy: 0.98462\n",
"\t[fold 1] C: 100.00000, Gamma: 100.00000, accuracy: 0.98462\n",
"\t[fold 2] C: 100.00000, Gamma: 100.00000, accuracy: 1.00000\n",
"\t[fold 3] C: 100.00000, Gamma: 100.00000, accuracy: 0.96899\n",
"\t[fold 4] C: 100.00000, Gamma: 100.00000, accuracy: 0.97674\n",
"\tMean k-Fold score: 0.9829934406678593\n",
"C = 100.0 , Gamma = 1000.0\n",
"\t[fold 0] C: 100.00000, Gamma: 1000.00000, accuracy: 0.99231\n",
"\t[fold 1] C: 100.00000, Gamma: 1000.00000, accuracy: 0.99231\n",
"\t[fold 2] C: 100.00000, Gamma: 1000.00000, accuracy: 1.00000\n",
"\t[fold 3] C: 100.00000, Gamma: 1000.00000, accuracy: 0.97674\n",
"\t[fold 4] C: 100.00000, Gamma: 1000.00000, accuracy: 0.99225\n",
"\tMean k-Fold score: 0.9907215265354801\n"
]
}
],
"source": [
"from sklearn.model_selection import KFold\n",
"from sklearn import svm\n",
"\n",
"n_folds = 5\n",
"k_fold = KFold(n_folds)\n",
"\n",
"c_g_scores = []\n",
"for p in parameter_list:\n",
" C = p[0]\n",
" G = p[1]\n",
" fold_scores = []\n",
" print(\"C = \" + str(C) + \" , Gamma = \" + str(G))\n",
" for k, (train, val) in enumerate(k_fold.split(X_train, y_train)):\n",
" clf = svm.SVC(kernel='rbf', gamma=G, C=C)\n",
" clf.fit(X_train[train], y_train[train])\n",
" \n",
" ypred = clf.predict(X_train[val])\n",
" yval = y_train[val]\n",
" accuracy = np.sum(ypred==yval)/len(ypred)\n",
" fold_scores.append(accuracy)\n",
" \n",
" print(\"\\t[fold {0}] C: {1:.5f}, Gamma: {2:.5f}, accuracy: {3:.5f}\".\n",
" format(k, C, G, accuracy))\n",
" \n",
" c_g_score = np.mean(fold_scores)\n",
" c_g_scores.append(c_g_score)\n",
" print(\"\\tMean k-Fold score: \" + str(c_g_score))"
]
},
{
"cell_type": "code",
"execution_count": 187,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Best C: 1.0 Best G: 100.0 with score: 0.9922719141323793\n"
]
}
],
"source": [
"best_score_idx = np.argmax(c_g_scores)\n",
"best_p = parameter_list[best_score_idx]\n",
"best_c = best_p[0]\n",
"best_g = best_p[1]\n",
"print(\"Best C: \" + str(best_p[0]) + \" Best G: \" + str(best_p[1]) + \" with score: \" + str(c_g_scores[best_score_idx]))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Another way to cross validate"
]
},
{
"cell_type": "code",
"execution_count": 188,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.9907213444582521"
]
},
"execution_count": 188,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.model_selection import cross_val_score\n",
"\n",
"clf = svm.SVC(kernel='rbf', gamma=best_g, C=best_c) #use the best hyperparemeters we found \n",
"\n",
"scores = cross_val_score(clf, X_train, y_train, scoring = 'accuracy', cv = 5)\n",
"scores.mean() #should get a similar score to above "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Using Grid Search to automate hyperparemeter optimization"
]
},
{
"cell_type": "code",
"execution_count": 189,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'C': 1.0, 'gamma': 1000.0}"
]
},
"execution_count": 189,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.model_selection import GridSearchCV\n",
"\n",
"\n",
"svc = svm.SVC() #initialize a SVM model\n",
"params = {'gamma': Gammas, 'C': Cs} #hyperparameters to loop over (same as before)\n",
"gridsearch = GridSearchCV(svc, params, cv=5) #create the grid search object\n",
"\n",
"gridsearch.fit(X_train, y_train) #run the grid search for each hyperparemeter configuration\n",
"\n",
"#which configuration gave the best results?\n",
"gridsearch.cv_results_['params'][np.argmax(gridsearch.cv_results_['mean_test_score'])]"
]
},
{
"cell_type": "code",
"execution_count": 190,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.865533230293663"
]
},
"execution_count": 190,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gridsearch.cv_results_['mean_test_score'][25]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Fit Final Models"
]
},
{
"cell_type": "code",
"execution_count": 191,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"SVC(C=1.0, cache_size=200, class_weight=None, coef0=0.0,\n",
" decision_function_shape='ovr', degree=3, gamma=100.0, kernel='rbf',\n",
" max_iter=-1, probability=False, random_state=None, shrinking=True,\n",
" tol=0.001, verbose=False)"
]
},
"execution_count": 191,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"clf_svm = svm.SVC(kernel='rbf', gamma=best_g, C=best_c)\n",
"clf_svm.fit(X_train, y_train)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Graph of Learned Decision Boundary + Training Data"
]
},
{
"cell_type": "code",
"execution_count": 192,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'RBF, Best Parameters')"
]
},
"execution_count": 192,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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PkswhE+IDsH33DUaM2YKPbwj1XAsw55e22Nqav3N/7+dB9B28nuOn3cnmaMusaa2pXiUvI4fWoXi1VVhbmWBjbc62dX1SFJemaezafxvfu/2xsjKhWiUn2jbLT1BIBKVL5KBKoz8pXyYLW3fd59eJzTExMUpRe4b06LE/LbssYf4vtahRxYnpcy/SsssSTu0b+lH3GNWqkZ/zh4cbOgwhPnrSQyZEOnfl2mM+G7CGmZOqceFAR3QqnL5D1sd7TPvP/iB3TlMuHerM/751oXW3ZXg+eMGX/avx5NY4zuwfxo3T31Iwv0OKYlNKkTmTJTdu+wL6BO3mnRfYZ7Ji5cIujP2mESWK5WfTyl6JmggeHR3DqPH/4Fz8BwqWm8ySFadSFF9qmrPoOErBoJGH+HrcUb4dXJZbd57LMKwQIlVID5kQ6dyeA7fp0LIAdV1zATDzp5o4FlpAg9bzmftrW/LmzvzG/iEhEZw448nevwZgZKSjZZN8rN10h8PH3ejaoRxWVmZYWaXe0OGvE5vTtPNmOrUuyNUbPkRG6WjboiQ6nY4WTYrHe+zlq48YOGIjHg/8qFAuJ/lyZ+bEmXvs2diCF37hdOizgywONjRtWDTV4k2OK9ceM3fJMVbNb0DhApkY9cMxPvtyD5FR0VilwVI/J067M3TUZp48DaRGlbzMmtaaDBksUr0dIUT6IT1kQqRzdhksuOce8OrOtnv3/ciU0Zy6NRyp32o+oaGRb+xvZmaMTqfwehQEQEyMhpu7P3Zp9IbesW0Ztq3rg5OTE107VGbv319gZpbwZz3v50E0aLOAnp0LcGhrK3I5mfDHmjNMGVeFgvkzUtElKyMGlmXrjqtpEndS7N5/i85tC9OwTm5y57Jl1hRX/tntzoRRDRJ1rUnh7uFL805LGD6gBAf+boWJcQRd+61K1TaEEOmP9JAJkUbW/nmBn2cdICIimq7ty/H1kFrJmmvUsU1pZi86Sosu2yhSKCMr1t3k5wnV6dKuMKv+vM21m09wKZPz1f5GRjomj22Ma/O/6NymIGcuPMPGxoqGdQul5uW9waVMzjdiSIyTZzwoXdyeXl306xj+PKE6y1Zfx90zgMrlswHg4RWIrY1VqsebVLa25ng+CHz13N0zADs7c0YMrpXqbR08eo8GtXLRvmVBAOb9UgvrXHOIjIz+oOfgCSHiJwmZEGlg596bfD12C8tm1cXWxpT+ww9gYmLEsIE1k3wuS0tTDm8fyC+zDjF15gE2L29KXddchIZG4e0TgvVbhh+HfFGDYkWycvyUO+1b56Z7x3IYG6evN3NrKzMePQkmOjoGIyMdPr6hhIRFMXjkIS5e8cYvIJx/9nhycs9gQ4dKpzZlmLXgKO17badwgYwsXnWdaf9rliZtWVub4vU4CE3TUErx6EkwpqZGGBvLgIYQHzP1oRX4cymTUzt7cKihwxAiXn0GraNsCSsG9C4FwMGjXnz/4xmO7U5+cqFpGn0GreP6zYc0a5Cbf/Z4kDe3I8vnd/4g7/KLjo6hcbuFKCKpXikbazfdoUXjknRoXYZN265gZmZM944uZMtqa+hQAQgMDGPJyjP4+AZT17UANarmS5N2wsIicW06h+yOZpQr5cDSNTcY2Kd6spJ5IYThKbsR5zRNc0loP+khEyINWFqY8tQ75NXzp94hrwqyJpdSioUz27Ni7Tmu33xKn+7V6NHZ5YNMxkA/tLp1bW8WLT+F5wM/xo9sTOvmJVBKUaJYNkOH9x82NuYM+aJ6mrdjbm7C/i1fsGDZSZ48DWTmlDY0rl8kzdv9GOw7dIefpu8lJCSSdi1LM+SL6gn+/wgNjWTMjzs4etKNbI62/DS+KYUKZHlPEQvxmiRkQqSBQf2rUa3hLMLCorG1MWXGgkusXtQ1xefV6XT06Fw+FSJMH0xNjRnQp2qi94+JieHnmQfZtusaGWwtGPttfcqXzZWGERqGpaUpQwfUMHQYAFy/+YTRE3fg/TyIOjUL8P2IeulyLtvpc5506r2C33+qSRZ7C74ac5TIyGi+HhL/PL9eA9cSHh7MLxMqc+bCU2o1m8vFI1+RxcHmPUUuhJ5MShAiDRTI58Dx3YMwMs7AiwATtq3rQ13XgoYO64M39sedbNp2gfHflKNFIycat1vErTvPDB3WR8vroR+1m8/FtYo9P4xy4djJ2wz+ZpOhw3qrdX9dYEi/UnRoVZBa1XMy/5darFh3Nt5jwsOj+GvbVVbNb0DVitkZ+nkZKrtkZe/BO+8paiFekx4yIdJIvjz2TBrX2NBhfFT+WHOWfZtaUjB/RmqTk+u3fNn492W+G1HX0KElyTPvQEZP3MF9Dx/KlszJuJH1sUyDemYptW3XdRrUcmZw/9IAlCiamVylljLn1zbpbqjcxNiYwKDX0wQCgyIwNY2/J8/ISKEUBIdEYmGhfzsMCIxIlz2A4uMnCZkQ4oNhYmJEaFjUq+choVEYJ/Dmee3GEyb9speAwDCaNihKv56VDZpMhIZGUrvZXOrXcmL4gOIsWXWD9p8tZ+u63ukwyTEiJE6du5DQKIxTsPZpWur7WUWq1P8dc3NjHB0smTT9LNMmNI/3GGNjI4b0r07Ddn/zRa/inD7/lEdPQ2lcr/B7ilqI1yQhE0J8MIYNqEG7XjsYNaQcbh4BbNnpzpn9Ld+5v5u7D7WazWHkkHLkyeXE+KlHeOEXysiv6rzHqN904rQ71lZG/PKDfsJ5nRo5yVZ0MU+eBqabO0pfatWsBBN/3sOIsUcoUSQz0+ddZNiAhCfKG0K+PPYc2fElsxYcxetxEAtmtKdRvYRvhvjpf01YvNyeIyfdyObowJEd7VN1JQshEksSMvFJCw2N5Kfp+7h28wkF8znw3fC6WFt/ui/Gt+96M23mfgICw2jWoBhdOpRLV2++g/pXJ4u9Ndt2XSeDrTnHdw3CKXuGd+6/buNFOrYqyFcDygJQMH9GGnfYatCETKdTREXFvHoeE6MRE6ORjn7Mr2TKaMnx3YOZOmM/ew55M7i/Kz27VjB0WO9UML8DM6e2StIxSin69KhEnx6V0igqIRJHEjLxydI0jTbdlmJhHkP7lgXYsvM+jdst5MA2/RqQnxoPT1+qN5rF4L4lyZ0rOxN/2c1z35B0c7ffSx3alKFDmzKJ2lcp+HetRUMnmJUr5CZG0/H58P3Uc83FH2tvUrtGfrI6xt87tmHTRf7efhVrKzOGD3KlQL6ULQyfWNmy2jJ98tt7IU+f82T+0uNERcXQo1N5atcs8F5iEuJj9Om96wgR667bcy5fe8y6xY3o0KogK+bW5+mzAC5defTeY7l6/TH1Ws6jSIWf6DVwLf7+oe89htUbLtCueX6+H16BLu0Ks2ZhQ35fcCRJ5zh+yp2+g9fRb8h6zpz3TKNIE69D69Ks//suP886x8Ytd+jUdydf9Kpi0JjMzIzZt+ULrKwysnLDfcqXzZdgSZT5S44zasI26lS3J3tWRbWGs3D38H1PEb/d6XOeNGm/iBJFLKlULgOd+65k596bBo1JiA+Z9JCJT1ZMjIaRkUKn0/eYKAXGxoromJgEjkxdz7wDqddqPuO/qUDVihWZPvciHXotZ+fG/u81juiYGExNX39GMzXRER2d+JU8Dh29R7vP/uC7YS7ExGg0breILWt6UblC7jSINnHy5M7Mga1fMPnXfRw+8ZxB/Vzp06MiANt332DzP1ewsjRlcP/q5Mmd+b3FldHOkl8ntUj0/r/NO8yqeQ2o6JIVAN8XYSxfe5ax39ZPqxATNHfxMUYPd2FIf31vZUY7M2bOO0zDujIhXojkkIRMfLIK5LPHOWcm+gzZR6fWBdi83Q0LCzNKFc8e73EnTruzesN5TEyM6PdZZQoXTFlV70PH3KhQxpH+n5UAYP6vtcmQZx6BgWHY2Jin6NxJ0b5VaSrVncH1mz6Ymhpx/fYLendL/HyhGfMOM2VsFXrGLhZubmbErAVHDZqQARQtnJUVC7q88b2Va8/y3Q/b+XZwWR49CaZKg985uWcwzrkyGSjK+EVFxWBh8fpuUgtz4zfmoRlCVFQMFuav30IszI2Jin4d0449N9i64xq2NuYM6l893rl+QggZshSfMJ1Ox7Z1fbC2zsDkGZeJ0SzZvelzTE3f/Tll78HbtOyylFxOOmyswqnReBbXbjxJURyWFiY8ex7yaq6Tn3840dEx8cYR17UbT/h69BZGjN7CxcsPkx2HrY0ZZmbGFCqQkbo19YuXO2VL/JtoZGQ01tava2mZmui4cv0xX47YyMp15/4zl8uQps48wIq59RjYpxQ/jq5Ch5b5WbLytKHDeqeenSvQc9A+9hzwYMmqayxaeZ32rUq9dd+Llx8yYvQWvh69hes3U/a3GZ/uncozbsopNvx9h6073Rj6/RF6dtYn8H+sPsPnwzZQKL8pERH+VKo7g8dPAtIsFiE+BtJDJj5ptrbmzJza+q3bAgLCmLPoGE+9A6ldowDNGhVj6oz9zJxcgw6t9FX3zUz1vUBzp7d9ddyho/fYuvMa1lZmfN6rcoKTteu6FmTiz3vo0HsHVSpkY9maG3w1oAZmZgn/97x4+SH1Ws1nQK/iGBnpqNdqPlvX9qZSeeck/BT0lq89R9P6uZkx2RWAiuWy0m3AXnp1q5io47t3dOHrsVuwtDAmPCKar8cdo1aNnOTPY8zoif/w+/wjdGhdmgF9qmJunrJ1PVMqPCIKuwyv76a1y2BGeES0ASOK36jhdbC0NGXSb5ewtjJj69reFC/63/U+T57xoFnHxQzqW5Lo6BhqNpnDnk39KV3SKdVjqlerIAtndOD3BUeIjo7hx9FN6NROfzfr5On7WLuoIZXL62MMDonkjzVnGTmsdqrHIcTHQhIyId4iODic6o1mUbyIHaWL2/PV95u5c8+bsLBIMtm9fiPPlNGcO/dff/LfsOkiQ0ZtZlCfkjx46EfFOjM4vX8ojlnevS6emZkxezd/zqwFx7jn7sc3Q+rRqW3i7iL8dfZBvhtWjmFf6N8IszlaMW3mfjau6Jnka/7vtZkRFqcIa0LatSpNZGQM02adwPdFCPny2LFxWWO+++E4tjYmtGuRm8PHbvD39qvs/fsLg1ZD79q+HH2H7ueXH6rx6EkwsxdfYefGfgaLJyFKKYYOqJHgHa/TZu5n0ujK9O1eHNAnmtPnHOKPeZ3TJK6mDYvStGHR/3w/LCyKTHavh9sz2ZkTFhb5n/2EEK9JQibEW2zadpVsjuasnFcfpRStm+ajbK21TB7biGGjjzJnmjHBIZFM/OUsi37v8Oq4CVN3s2pefWpVzwlAv2H7WLz8VIJL+1hZmfFtMnoPQsMiyWJv+eq5Q2YLQkOT98bXsklx6jSfS9lSWciTy5bhY47QsXXpJJ2jc/uydG5flo1/X2bpqqOEhkYxY8FFPC/1wj6zBV8N0KhQdx0Hjtylfu1CyYozNXw/oi6mJkaMGHcSaytT1i3pRrnSOQwWT2oJCYnAIbPFq+cOmS0JCX3x3uPo2Lo0/b7az9RxVfHwCmDRyuvs3fz5e49DiA+JJGRCvEVIaCTZHK1e1azKmsWKsPAo+veqTHSMxohxJzA20jF9Uos37ioLDtEf91I2R0uCQyKS3P6R427sP3yHzJms6Nml/Dsrh7dvWZpvx2/FKZs1xsaKkROOM3JY8tZ1zOFkh5m5CSP/dxQN8A+MYFD/5A0x1aial0HfbmL24ksY6RQZY3vedDqFYxZLgoOT/jNJTTqdjm+H1eHbYYYrEJsW2rcqw8gJe7HPbE5UlMbYn04yZXyz9x7HxDGNmDhtDwO+OYKNtRkblnWnVIn4b5YR4lOn0tNE28RwKZNTO3twqKHDEO+Rv38oZy48wMrSlIouudDp0v5elPvuPlSoM4OZk2tQurgD/5t2Cg1z1i3tHu9x34zZytkLbsyYXIMHDwPpOWgfW9f2pkK5XIlue8Was4ycsI2enYpw/dYL3B8Ec3TnoHcuPr105WlmLTyKpmn07V6Jz3tXSVbx019nHeLCpTusmNcAgINHvRjwzWGun/o2yecCuH7zCUNHbebCpYe0bJyXrwaU5cjJh4yfeoZLR4fjYG+drPN+qB4+8mfdXxeJjomhTfOS5E2DMhuapjFv8XEWLj+F7KbGAAAgAElEQVSJUoov+1ZL15X1hfgUKLsR5zRNc0lwP0nIRHp2684z6rWcTx5nG54+CyFfHgc2r+71XuYfnTrrwfDvt/DseRC1quXj10ktElzjLjIymjETd/D3Dn1F9fEjG9CkwX/n2MTHqcj/2LqqKWVLZUHTNJp22kqb5uXplYQSFMkxfvIuIiP8+HG0vnDqfQ9/ajT9iwfXx6bovL4vQhj8zV+cPv+AnE4ZmPFTq7dOSP+Yubn7UK3hLJrUc8bURMeGLXfZu/lzSiZQYkWkjfDwKNb8eYFnz4OoWTUvFV2SfhOMEIklCZn4KNRtMZcWDXMwqF9poqJiaNxhCy2alGVg36pp0t59dx+27bqBqakR7VqWIlNGy4QPSmXWTqPwutIbuwxmPH4STMc+O3Cwz8Tv01ql6eLTp8950qzjYlbPr0/uXLYM/f4IOZ2yMOfXtgkfLOLVf8h6smdVjPtGv17i7wsucuiED38u/8ywgX2CIiKiqNdyHqYmMZQompm1m+4wdXxTunZM8P1SiGRJbEImdchEuubm7kvDOvpPr8bGOurUyIGb+/M0aevcRS8q1p3B5at32XfwCi6u03nmHZgmbcWnSf0iDPr2IEdOPKRUjVU4ZrHE3DyScq7TuXc/edfu4xvMouWnmL/0BI8e+791nwrlcrHgt3YM/f4YtVpsxjmnY5KqyacWD09f5i4+zpIVpw2yhFRaeOEfSv48dq+eF8hnh99Hcm0vaZrGtp3XmTnvCEeOuxk6nHf6a+sVlIpi98aW/DqxBjvWNeer0VsNHZYQkpCJ9K1MyewsXHENTdPw8w9n/d93KVXciS3brzF38XHOX/RKtbZG/7CdyWMqs/C3Oqxf0oim9Z355fdDqXb+xFo0sz1KZ0GLrlsZ1K8U65c0ZuW8BgzsVZwfpu5O8vkePvKnXM3p7N53iaPHr1POdTo3bz97674tmhTnyolv8Lw2hlk/t3nv9cIuXHpI+dq/cfrsTbZsP0f52r/x3Cf4vcaQ2m7f9cbC3JSRE45z6Yo39+77MX7KaRrVLWKQeDw8fVn4x0lWrT9PUFB4qpxT0zT6D93AdxO2cuu2O936r2TajP2pcu7U5vsihIL57F7NsyyUPyN+/qHpqnCx+DRJQibStTm/tOXA0Sc4FV+Cc6mlVK2Yj+27rzNu8j+cv3ibJh0WsmxV6lRY93kRTNFCrydaFyucCZ8XaZcMPPcJZuW6c6xafx4/v9e9JTY25iyf34WqFfNQooh9nHgy4+MbkuR2Jv+6lw4t87F+SSNWzKvP11+WYeykHalyDalt1IRtTBpdmaWz6rF5ZVPqVM/O9NnvPylOLXsP3qZqg9/R6cLIkd2ams03UrXxn9R1LcKwgfHXFEsL5y56Ub72bxw5do0Va49Tud7MVOmFvHj5Ebv33+LEznbMnubK8R3tmDBt7xt/1+lFzar52LzdjYNHvfB9EcbwMUeo51ogWTfCCJGapOyFSNccs9hwat8QHnj5YWVlxsUrDxk68i/O7e+AmZkxN2/7Ur7eOrp1dMHIKGWfL+rWLMj4KadYOa8+fv7h/DbvIuNHNkqlK3mTu4cvNRrPxqW0A9HRGmN+3MHRnV+SPc5SRXVdC/LTjDO4lNavlTn5t7N0aZ+4qvlxefsEUbnB68njJYvas3VX6vUspibv58FvJKEli9lz4WqQASNKmcHfbmLF3Ho0rJMbTdNo3GELrZu70LdHJYPEM2L030wbX5UenfQ3mvQYsJvfFxxl9Nf1UnReb58g8uXOgJWVvkc1ezZrMmYw54VfCHZ2FgkcnXxXrz/m3EUvcjrZUatG/kQlVcWKZGXp7I70GboZ7+fB1Kqe7z9rnQphCNJDJtI9nU6Hc65M2Ge24pl3EEULZXq1rFChAhmJidFSZehl/KgG5M2djXzl/qByww306lqZDm0SVzE/qcZO2kHf7kX4a3kT/l7VlHbN8zJx2p439hnUvxq1qhemeLVVFK+2ito1ivBlv6TfzFCnRkF+nXuRh4+CeO4TyqTpZ6ldo0BqXUqqql09Pz/8cho//3DcPQP4feFlaldPn7EmxjPvIMqUcAD01fZLFsvM02eJTzBPnfVg9YbzXL76KHXieR5EmZIOr56XKenA02cpnydZpqQTV2/6sHWnG+HhUcxedAkzM2Ny5rBL+OBkWr7mDHVbzmPP/ksMGL6BL4b9mehhxyYNinL3wnf4P/iRzat7GeTmHSH+TRIy8UGp6JKLA0e9OHryIVFRMUyZcZZC+e3JkCHln8JNTY2ZO70tAV6TeO72A18PqZUKEb/dk2eBuJR2fPXcpYwjT569ufiyTqdj8vgm+Hn+iJ/nj0we3yRZNdj6flaJxvWKU7jyCpxLL6Vo4RyM+ip9FkSdOKYxWRwyk63oIkrXXE33jhXo0CZpqwWkJ6WKZ+e7iccJD4/ixi1flq66TpUKiSuxMPqH7bT/7A/+/ucsDdrMZ97i4ymK5c49b3Jkz8iw748QHByJx4MA5i29imu1/Ck6L4B9ZivGfVuffsMOYJljNkvX3Oaf9X0xNk6b8jQREVF8+fUmDmxuzcr5DTi3vyP7Dt/mxGmPNGlPiPdBhizfo9DQSA4fdyMmJoYaVfImWNNK/Fe+PPYsm9OR9r038PRZEOXL5uCvZKzbaGjVK+fl1zkXqFohG1HRGjPmX6JN87Jp0pZSih9GN2LC9w1fPU+vzMyMWTK7I4tn6ZejSu1Yr1x7zF2352TOZInvi1CyOFhTuYJzmv1MnjwNJCgoCOtcc7G2MiFrFis8HiS8lNGNW09ZvPIUV492IXMmC+57+FO65ho6timTrCHAtX9eYPDITVStmJ1T13zJUmgBOiMdo4fXpU2Lksm5tFc0TaPH52s4fc6dSi5ZOXrqERNHN6ZgfoeED04m/4AwdDpFkUKZALCyMiF/HlsePXn7HcQvxX0Nrl45L9bW8hos0g9JyN4TH99gXJvMwdbGCGNjHcO+C+PgtgFkdUy7ulIfqyYNivLo5jiio2NSPG/MUEYOq4PXQz8cCi1EKej/WSUGf149TdtMz4nYv6VFrFOm72PG/CPkzmnDpaveVK3oxH3PAKpWzMvSOR3TpM0nzwK5caIrmTOZo9MpvvvhOA8fByR43MPH/hTKn4nMmfTJVx7nDNhntuDZ86AkJ2QREVH0H/YnR7e3pURRe/wDwilVYzXrl32WpBUk3mX77htcuvqAi4c6YW5uzKFjXnTpvx6vGykrKByfDLbmREXHMGfxJb7oVZIz559y5OQj+vZ49+/Q90UIrk1mY21lhImJjqGj9K/BSa3tFxQUzokzHhgb6ahSMfer6RNCpNSH+W72Afph6h5qVsnK0e1tObS1DS0aOjN64pt3ugUHh3Pg8F2OnbxPVFS0gSL9cHyoyRiAiYkR82e0J/jRJIIfTWbGlFYf9PW8b9HRMdy68ww3d59EzRu6d/85v8w+xPn9HXn8NJhNK5qye2NLLh/uzMUrD9i283qaxFmlgjPTZp1HKcWDh4Gs23yHSuUTToKKF8nKtZs+HD7+EIANf98hPDyGXMmYk+X7IgQTEx0liupvlshga0apYg54PYy/NymxHjz0o0JZR8zN9YlJ1YrZefw0kOjomFQ5/9v4+YdipFPMWXIFC6fZNO74N8UL2xMTz9/CxGl7qFbRkWM79K/BrZvk5vsftiep3UeP/Slb81f+99M/fD1mE9Ua/k5AQFhKL0cIQBKy98bd04da1ZxefQp3rZYDT6/XQxdeD/0oU+NXvv9hC58PW0ed5nMJScai1OLDYmxs9MkkYi/8Qjh45C6Xrz5KUc0n3xchVGv4Ow1az6dqg5m07b6MyMj4P8A88PKjUP5MZHGw5MHDQFyr5gDAwsKYSi6OeHr5JSkGzwcv2H/oDh6evvHut+j3Dpw8+xwb57kUrrSCQf1qUNe1YILnz+poy+pFXWnz2XZsnOfy9bjj/L2mV7LqwmVxsMbWxpwV624AcPGKN0dPPUSng5iYlCdN5cvm4p897tx10/8MZ8y/SNlS2dP079o+sxX2ma34+suy+Nzpz96/WuHm4U/pEk5v7PfAy+/V78nd04da1XO88zU4Mb4dt412zfNydHtbzuzrQLFCGZj8675Uuy7xafs03gnSgQplnVm44jqhoVGEh0ex4I+ruJTO+Wr7iNFb6NwmP8d3tuPS4c5kzWLKL7MOGi5g8dEIC4vk1FkPLlx6mKa9FvE5f9GLohWnMubHbTTtsIh+Q9YnOyn7ZuxWypbIyP0LPXC/8BkhIcH8NudwvMcUKeTIzTu+nDr3hHKlsjBr0SUA3D0D+Ge3O+VK50h0+8tWndb3kkz5h3Ku01m68t118Byz2HBk5yCe3BpHwIMfGTawZqLbqVerIE/vjOfB1THcv/x9kmKMS6fTsXlVT8ZNOUPGvPOp1GAdmezM+WbcFpp1WExERFSyzvtSudI5mDCqIaVdV5Mx73yWrr7FuqXdU3TOhOivqRcTfj5LjhJLqNnsL2ZPa03+vK9LpqxYc5YyNX7hf1P+waXWb+iUjkUrrhESEvnW1+DEcPf0pZ6rvodTKUXdmjm57+GTqtcmPl0y+P2efD2kFtduPiFL4YUooF6tAoz9tv6r7ffcfRjaX1/SQKdT1K+VkyMn02aJIPHpePI0gLot5mFsDMEhkeRxzsyWNb3fewX+ngPX8suEqnRuW5jg4EiqNfmTzduu0qpZiSSf68r1x0yfWBmlFGZmxrRvkZ8Dx+IvC+GYxYY/5naiaafVoDTGTznFj7+eITwimp/GNqFS+cTd+fjMO5Cvvt/CyV3tKZg/I3fuvaBi/fU0rl8Exyw27zzOxsY8Sdf4kk6nS5U6XiWLZ+fexe9o2GYBNSrb8/1XFYiKiqF5l63MWXScoQNSVqS2T49KdO/kQkBgOJkzWSY4H8/HN5g7956T08kOp+wZ4t33XUoUy8bdC9/h4xuCXQbzN+7ofO4TzOCRmzmxsx2FC2bi3n0/ytddR+0a+XEssgidUtSpmZ9xIxskqc2ypXKwcMU1qlXKTkRENH+svUH92kn/GxbibSQhe09MTIxYtagrL/xC0DT+U/emTEknFq+6TvmyjoSHR7Nqw21aNEmbGlji0zFi9Baa1s/F5LFViI7WaNdzO7/OOsR3I+qm6Lz33X3w8w+jcMEsWFgknNzdve9D0/p5AP0dcbWqOXHHLXkfOArmc+Dv7W5ULp+NmBiNbbvdKVMqX4LHNa5fhCe3x+P9PAj7zPq7LDPYWiQq/pc8vfxwzmlLwfwZASiQLyN5nDPg8eBFvAlZeqCfx+ZH84YVAP3asA1q5+KOm3eqnN/U1Bj7zAm/pWzffYPun68mT64MuHn488N3DRnQN+n19UB/TfaZrf7z/QdefuR0sqFwQf1dmPny2FEgb0a+GujKwpntiYnRyJzpv8cl5McxjWnbYxmOhRcRFRVDs4ZFDbLigvg4yZDle5bRzvKtRQin/q8Zt+8F4VR8CU7Fl5DDyYGByXyREuKl2/e8adE4L0opjI11NG2Qm9v33r6OZWJomsbA4RupWHcG3T9fSbFKU7l9N+E39JLFsrJsjX4O03OfULbtdqdU8ewJHPV2035oxva9XpRxXUvhSisJCILhX7om6lgTEyOyZ8uAqakJWR1tk5SMAeTNnRlPr0BOnX0CwJnzT/B4EEC+PJkTODJ9KFk0G3+svYGmaQQHR7Lh73uUKu6U8IGpJDQ0km79V7N1dTPO7OvAuf0dGT9lF3eTmZy/S97cmXj0JIgTZx4DcO7iU+65+5E/b2Yy2lkmKxkDsLY2Y8ef/bh28mvuXhjFyoVd0qzWmvj0SA9ZOmFnZ8HBfwbi9dAfU1OjdP9pW3wYihfJxqoNt6jkkpWIiGg2/H2Puq7Fkn2+jVsuc/z0Pe6d7YGNjSm/L7hI7y/XcmTnoHiPWz6vM43bLeS3+Zfw8Q1lyOfVaFCnULJiyOpoy5kDQ7l45RGmJkaUKpG2E8jjypTRkmWzO9K441oyZTTH90UYS2d1SPYb/Ps2c2ormrRfhHOpZQSHRNKicTF6d6/w3tp/8jQAK0sTKpfPBkDuXLaULu7AnXveb8z/SqkMGSxYPq8zTTutJlNGc3x8Q1n8e3uyOKT8dVUpJeWKRJpQH9oK9y5lcmpnDw41dBjiExQREYWnlx/2mazSdH2+1OTjG0zjdgt5+iyQsPAoqlXKw5rF3TAxSd6n+glTdhMe9oIfR1cB4L6HP2Vc1/Do5jgsLU3jPTYyMpr7Hr5ktLPAwd46We2nF0FB4Xg98idH9gwfXHHR6OgY3D19sTA3eWPt1PchLCySnMV+YOOyxtSo4sS9+35UbriBE3sGky9P6iVkL738PTlls032PD4hUkrZjTinaZpLQvulaQ+ZUqohMAMwAhZpmvbTv7Y7A0sAB8AX6KppWvpc9Vh8MHx8gwkNjcQpewaUUkRGRvPwkT8O9lbJXh3h8tVHNOu4GJ0OfHxDmTi6UZoXck0NmTNZcXz3YO66PcfUxIjczplSVAC1SCFHJv96kVFDXdh3+AHdvtiFlaUJziUmsmphF+rXfnevl4mJ0X+qt9+684whIzdx38OX4oWzMuvn1mTLmjpJgqZpPHkaiJGRSpWekbiMjXWYmxljbPzhzfowMtKlSfKTGObmJrHlPFaSPasVnl6BTJvQNM3isbY2o3DBLG9875l3INHRGlkdbT6oYsni45dmPWRKKSPgNlAP8ALOAJ00TbseZ58NwDZN0/5QStUGemqa1i2+80oPmXiXmJgYBg7/i1UbzmNubkyh/A5M+L4RPT5fg6bF4B8QzswpLfmsS9KHaAqX/4nvhpale8cieHoFUKXhn2xe3QuXMkm7bf7ffHyDUUql2eLGL5MSG2uzVOnJ0TSNL4b9ycZtVwgNieDglra4lHHkyImHtO6xHbeL3yW6J8L3RQglq/xMy8a5WfPXbYyNFEHBkaxf1o0mDZI/rAr6npG2PZZx9oIXUVExNKlfhGVzOyW7ZzCuXftu0aXvSizMjQkNi2LVwq7JHn79VPn7h3Lvvg85nDKkerL8LhERUXTtt4o9B+6g0ykql8/F+mU9EuzZFSKlEttDlpYf7yoAdzVNc9M0LQJYC7T41z5FgZdV9Q68ZfsnISYmhmfegSmuB/QuERFRPPMOTJUikOnZkhWnuXjFg4dXe/PkRh9KFLGlTbdlTPtfFR5c6cWZvR35dvw/3Lj1NEnnDQuLxM3dl24dCgOQK4ctdWrk5PLVx8mONSwsklZdlpC31CRyl5hI594rUv33//CRPy6u0ylZdRqOBcczYcquFJ9TKcW839rx+5RWFC1kj0sZ/QLp1Ss7kcXekvse8RdKjevYyfsUzJeBdZvv8NcfTXh6qx97N7Wm++dree4TnKI4v/9hO/YZjXhyow+Pr/fB+/kLps8+lKJzgr64bdd+q9i0vAkPrvRi84omdO23Ct8XISk+96ckQwYLypbO8d6SMYBpMw4QHBzE4+u9eXKjN1aWGuMm7Xxv7QuRkLRMyJyAB3Gee8V+L65LQJvYr1sBNkqp/9yupJTqp5Q6q5Q6653CF+r05ubtZxSpMJUiFaaSOe9Ylq85k6rnX7HmLPZ5x1KkwlQKl5+S5GTkQ3L+khed2xTExsYUnU7RvmUBwiOi6NBKXxm9UIGMVK+UncvXkpZImZkZ42Bvxb5D+j9n/4Bwjp95nKI76/730250KgLv2315erMvL/z8mTbjQLLP9zZ9Bq2jcd0cPLvVF7dzPVi1/hz/7EqdJYKqVsyDm4c/7p76dRlv3vbl0ZMgcjglfmkfS0tTHj0NIpujJTVjK+dXLp+NfHnsEnXnZnzOX/KiT7diGBvrsLAwpnuHwpy/lPLZEPfu+5AjuzXVK+tfyqpVciJXDptUv0swIcHewQR7x/9aGBYWSWCgLOvz0rlLD/isUxHMzY0xMTGid9einL8sM2RE+pGWCdnbBuf/PT46AqiplLoA1AQeAv/pJtA0bYGmaS6aprk4vKXmzIesdbelfPVFSXzu9uP07g58M24bV68nv+cFICQkgqioaK7deMKIsVs5tbsDPnf7MWJgKVp1XZqiZWvSszzOmdl32OtVNfpT556CxqsSBb4vwjhz4Sl5nDMl6bxKKVbO70Ln/ruo1eIvilZZSfNGxalZLeHaV+9y9qInfbsXw9TUCAsLY3p1Kcq5Sw8SPjBJbXgxsHdJlFI4ZrGibfN8nLuYOm9AOXPYMWFUQ32xzRabqN50IzN+apGkodcaVfKS0c4aN3f/V8vueDwI4N59v2St2RhXHudM7D7gCeiHWfcc9CSPc8pLU+TIngGPBwG4uevXgbzv4c99D39yJiERTam4idjbkjJN0xgxegt2zqNxLDieZh0WERQU/t7iS6/y5rZn9wHPV69/uw+kzt+EEKklLSf1ewFxJ9jkAN4op61p2iOgNYBSyhpoo2la6qx4+wEICgrnvscL+vUoDkCRQpmoUyMn5y89pHjRbEk+3wu/EDr2WsGhY24opWhavwh1auSkSCF9AtK3e3GGfn+YwMBwbG0/vjuOBvWvxo69Nyhdcw2ZMprj8SCI6ZNb0LTzVsqUcOD6LV+6d3ShQrmEF3f+t1o18nPl+NdcvvaYbI42yfr9xOWcMxP7j3jRsE5uNE3jwBEvnHMmLVFMuA079h95QOe2hYmMjObIycf07pY31c4/oG9VGtYrzF235xTK74BzrqTFb2JixP4tA+jx+WrK111L6RJZuH7LlwmjGiSpp+1tfhrflFrN5nLw2EPCwqMwMTHl92ldUnRO0JfcmDy2MZUarKdkUXsuX3/OpDGNyZb1/ZZBuLq9HgDFG+8h2DsYK4fXH1SXrTrDwSO3eHStDzbWJvQatJevx2xl7vS27zXG5IiJiSEyMgYzs9R/axo9oh51WsylfJ11mJgY4R8YyYGtA1K9HSGSKy0TsjNAAaVUHvQ9Xx2BznF3UErZA76apsUAo9DfcfnJsLIyxdLChDPnn1KhXFaCgyM5e+EZfXsk783oyxF/4ZzDjCDPATzzDqFSg/WYGOsICorA2tqUsxeeYm5mjLV12k5ijYqKTvViiVFR0RgZ6eK9K8rc3ITdm/pz8ownoWGRVCyXC1tbcxrXK8KV64/Jkd2OEsUSn0hpmkZ0dMyra3HMYkO9VKoPN3F0I1ybzuHEmSdERWmEhMZwYFvqvmHOm96Oph0WsXzdLTy9AimY35Eu7cumaht5c2cmb+7k9zJYWJiw/o8e3Lv/nFt39LWo/n0nZnJkz5aB84eGcfKsJ8ZGOipXcMbUNHVe7sqUyoG5mQmHjnmRLas1ZUq9v8Kqwd7Br5Ix0CdmxRvveWOfE2fc6d21KJky6j90Delfmr7DDia6jbT4/5sYcxYe45vx24iIiKZm1bysWdztrVX4k8vOzoLjuwdz4rQ70TEalcs7y4R+ka6kWUKmaVqUUupLYBf6shdLNE27ppSaAJzVNG0L4ApMVkppwGFgYFrFkx4ppVg6uyNNOq2jaoXsXL35nHquhZM9FHb8tDt7NrbA2FhH9mzWfP5ZcTZt96RUzTWUKGLPsdOPWDq7Azpd2oxU7z90h88GrOXh4wCKF3Fk3dLu/7nlPKkCA8Po8cUatu26gZmZMf8bWZ+v4qnKbmxsRLXKed74Xg4nuyT3uPw25zBjJu0kPDyKJvULs3xe51StY5TV0ZZzB4dx9KQ7SkH1ynmTXDU+IS5lcnL52AhOn3tABltzqlbKnWa/+5TKl8c+1UsfWFmZUadmgVQ9Z2BgGC06L2HO1Jq0bJKPLTvcaNllKbfOjEzzXue4w5OFXfWJys2Dwfqq+3F6yXJkt+PYKU8+71kCpRTHTj8iR/aE//7vu/vQoddyzl18RBYHKxb/3oHG9YukzcX8y4HDd5kyYx+XDnXGOactX40+Qt/B69i0qterfV4ONaakVIWZmTGu1fO/cU4pfSHSCykMmw7cd/fh/KWHZM9mS6Xyzsl+gahafyZf9CxC1/aF0TSNVt3+oWa1olQq78yjxwGUKeWUot6M+Dx+EkDJqj+zZkEDatfIyYI/rvDLnEvcPDMyRVXUew1cS2REEAt/q8Pjp8HUa7OZ6ZNa0axRysoixOefXdcZ/O1f7P2rJdkcreg3bD9GxpYsndMpzdoUH4ZzF73o/eVqLh56/bdQttZa5v/WgfJlkz4UnhQve8ditEiK1nqdYN08GPyql8zKwYrAwDBqNZuDmSlktDPnwhVv9m/5gkIF3v3hSNM0Slf7ha7t8vPVgDKcPPuElt3+4dS+IWn2mhHXD1P3EBLsw+Sx+uXinj4LpljVVTx3+4Ho6BiGf7+FhctPoRR80bMyUyY0TdGHiz83X2LQt5t47hOCa7W8rFzQRVZHEWkmPZS9EImUJ3dm2rQoSeUKuVP0aW3GlFYMH3uUdj13ULXRnzz3jeLzXlWoXCE3bVqUTNMX1vOXvChbMgt1XXOh0yk+71mSkNAIHj5K2ZTAQ8fuMXp4BczNjcnjnIE+XYty6Ni9VIr6HW0evUefrkXJ45wBc3Njxowoz6Fjbmna5odm9/5b5C31I2ZZvqVW09kp/j1/KBwdrHnwMJBn3voyF8+8Q/D0CsAxjcs3xB2qLFrLjn2mm9hnugmAGC3yjWFMGxtzju4cxKivGtKzSzUuHR0RbzIG4OcfipuHLyO+LIuRkY6qFbPjWjUHp895pt1FxZEtqy3nLnkTE6PvIDhz4SlZYxOkX34/yPlL93G/8Bn3zvbg6Mk7zFpwLNltXbryiIFf/8WWlU0I8vyC0sUz0LXfqlS5DiFSQhKyj4hLmZycP/QVrZq5MHJYA/Zv/SLVh8HeJaujLbfu+hIcHAno75YLCIxIccFTRwcbLlzRL4ataRoXrjxP8zc/xyw2nL/s/WqI5MIVbxyzfNhL/aQmN3cfuvRdxcLprry415/qlRxo032ZocN6LzSmFvsAACAASURBVHI42TFsQA0q1FvPZwP3UKHeOgb1q8biFaewzzuGzHnG8N3//knVmn9vG6p8aZ/pple9ZVe313u1r7m5CU0bFqVNi5KJmodlE1s0+PZd/d2u4eFRXLvpk+r/185f9KJU1Z+xyj6KyvVmcOeevrxJtw7liIwyomqjDXTtv4ueg/Yxa1prAPYfucM3g8riYG+JYxYrhg8sw4Ejd5Idw9GT92nZOC/ly2bFzMyYid9V4uBRt4/27nPx4ZDFxT8Az32C6f3lWg4fv09WR2t+n9qa/7N31mFVZV0cfi/doCCoKCApqKNigIqiYjcqYne3zthjd47d2GNjYSuK3YyBioWIgCIg3XDv9wcfiAJSFy7ofZ9nnofrPWfvdZjNOevstdZvNWtsnuWx+uU16ekk3sTt7BCJRCxe6c767TdJSRFhoK9FnWYHqV+3POfdP7B4ZpsCq8OvWtSR9t1dOHvpA4GfYwiLSMZlfX0xXUHWDBtQjwOunjRzPIF+OVXOuX/g1IGBOZ/4m3D7ni8OjSriYJ8aops71Zbl6zcSHZ1Q4vo65oe/JzXHwd6MF95BDB3QlCfPAti+9zYP3bsjIwPdBp5nzSY1JoyyL/BcaQ6W19nm6c6Yu8Jx/HycADAwPgKkOmreHjHp52SsuswNcnKyrF3SicYdXWnTzIiHj79gXb0ijRvmX9rlR8LCY2nrvJ2V8xrQrkUldh14SRunbTy/OxlFRTkuHh/GmQsvCY+IY97fjuk7+ro6ajx9HkK7lqkVwk+fhxSoF6puGTW8XoaSkiJEVlaGp89D0NFWKXAu2dewWIaMPcSV6+/QLaPK6sWdaN28aHLwpPwaSB0yCeLjG8rgMYd49uIzZsY6bF/XDavKZTMd12PQXqzM1XB50JeHj4PoMWgfdy6NxdRYMv3o0tix9z4Hjz3i6onOyMvL0GPIeWr+YcDdR4HExSex/6gnTRqZUsUy8zXlhH9AOIPGHMLzSQAVymtSyVCftq3K0qF1lULf9VNTU+TGuTGcOvec6OgE5k7vRKUiyKMpKehoq+L9JoykpBTk5WV56xOOrKygyHZjiwP16hpRr64RAMvWuDNtfC2MDFKlL2ZMrM3GHd5icciA78KRaWHKNPx8nHA3PoJDoiOVG6umV13mxykb0LsuNarp8+C/j3TpaEvr5pXFmvD+5FkgJkaa9Oya2vFi7LAarNn6hPcfvmJhpou8vCyd2lXNdN6caa1o2Ho9Xt5fSUkRcedBEDfPj863HY7tquKy9y6N2rlS1VKbE2d92PD/3biC0HfYv1Qsr8Dr+3144hVCj6EHuH52FJYWegUeW8rvgdQhkxCJicm07rqNIX0qs39LU06d96FVl208vzvpu2q+xMRkrt3y4dyhUcjJydDKwYjWDobcuO0jcYfs3OWXTJ9QCwuzUgDMmWLDgNGXmDiyJn2dLXG78J5WXbby/O7kPFWgCYVC2jlvp1MbQ3avt+eShx+T597m2e1JRfbQV1aWx7lzjSKZq6TRoqk5m3fo0KidK7Vr6HHszFv+WdixQMUbJRnt0qp4vw5L/+z9Jgzt0gWXa4gJjkkPo1VurJrujPn5OGGpmipL8TImBUh11BwSHYGspTByS83q+mKT8RAKhcxbepFd+x8iLy+Ds2MN/PyjiIlJQlVVnpDQOEJC4yilpfzTcYyNtPG8NhG38y8QABtWVi2QHIacnCynDw3m+GkvgkOiGTWkOX9ULZ/v8SD1Wi9ceUPUhxEoKcnRrLEBjm2N8bj5TuqQSck1UodMQrx5F4JIlMJfo2sBMLRfNVz2veTp8080sP0m2yAvL4uSohw+vhGYm5ZCKBTx9n0Eju1/fhMrCkqXUuH1u/D0z6/ehiEUiZg8NrWYZEjfquz49yVPvAJpWD/3gqQBgZF8/hLF7Mk2CAQC+jhbsvugNw//+0irZpXFfh1S8oaMjAyue/vjeuopgZ8icd3TENs6hpI2S2JM/7MZDVtv4J1vBDIyAs5c+sC1MwUTHE0LVT4/1+K7vLG0UGUalqqyvPRxwsD4CMlCUYFDl+Jk5bprnL3oxblD7YmNS8J58HnMTMpg1/YoTRtW4PQFX8YNt8tVP0s9XXUG97URm21ycrI4daoutvFkZGTQ0lTijU841ax0EIlEvPGJoEkjyd+npZQcpA6ZhNDSVCYkNI6IyAQ0NRSJi0sm8HM0mj/sJAkEAlbMb4+D43F6dDHH80kwSkpKtGtlJSHLvzF1ggN2rdbj5x+NvJyAo27vSEhIITwiAS3N1GsK+JT5mnJCQ12R6JhEQkLjKKOjQmJiCh8D8j6OlMJDVlaGbo7SHURI1VB7eHU8rqeeIRKJmDvdscCdBiBzqDKtUMBSVZYQ/UQAdAJShU39fJy4JqbQpbhwO+/F4pn10juFTJ9Qm6s3Qxg12I6370NYs9T6l3rBWjG/Pa26naRnF3POXPIlODiOhSsvERUVz9AB9SRtnpQSgNQhkxD65TXp270Wjdq50r6lEZc8/HGwN88y32rogHpYWuhx4857ejqZ0NvZGnl58Stph4fHMW7qce498sOggharF3fKMqctDWMjbR5cGc/h409IEQp5cKU9a7fcoFE7Vzq0MuLyNX8a25nmSR0fQFNTmYkjG9GonStd2ptw7XYgVa3KYVO7cHWeCkJOjZ4ljSR3Sn4HypfTZMwwu58ek5c1kuaMZQxV+vs6p4cqM2KpKvvT0GVW8+44+IDt++8DMLhnXQZ2r5Nr23K7ljTUlfjgH5X+2dcvEg11ZTp3qJbruUoS/XrWwcykDMvXXkUkhLOHOpCULKTvyEtoaijh3KWmpE2UUsyRCsNKEJFIxHE3L54+D8TCTBfnztUlqqTerOMmjA2VGTu0OtdvB7Dwn0c8uflXnvI1Ml6TuWkZunepke9rcjv3HM8n/lQy1KZXN+tim6OUHl660lrClmRNlabnAKlTJknyukZE8clZVlVm3B1LI22X7GVMSnrVpUOiY3roUqD0/Xv3ubtn2XtlPbs2Ngag34ir9HUYQ2vbNjnalZe1dO/hB9o5u9C/R2ViY5M5dsaHWxfGFInQrCRp2XkzYwZbpleF7jvsjdvFQA7t7Cdhy6RIitwKw0p3yCSIQCCgc4dqxeKNMSw8lvuPPnLhyDBkZWWoaqnDmUsfuHnnfZaVT9khzmtq37pKoSryi5Pi6oxBqm1pD9JfgQeefpy/7I2mhjL9e9Yp9JZF4iIvzphQlKrnl5MzBhCin/hd6DIrKYyMeDw9z+LZdbGzTU3eXzLHhk0bL+TKIcvLWrKpbci1MyNxPfWU0qVkue/egYoVCh7K/RGRSMQ/G65x8Nh/KCvJM3WCg0TlJlRVFAn8/O33Hvg5GlWVX18ORkrBkTpkUgBQVJAjOUVIeEQC2qWVEQpFfAmOQ0Xl95EyyA9plXCi+GRJm/JT0sJXJX2X7LjbM0b8eZQBPSzxehHJll13uH1hDJqaxTd5Oj9rJE2NP42sQpUZCdFPxDJAgZcxKd9JYQhFScjEf3+soqwSQf/vNADw+UssijJKubbvx96ZP72OymV/mvYgDlau82D/0QesWdSIkNA4+o88yLG9/b8rjipKpk5woG237XwMiCYxMYWdB15y1a1gRR5Sfg+kDlkxICVFyIq1Vzlz8QVamirMntqSWjUqpH+fkJDMvKUXuX77HWX11Fk4sy3mpmXEaoOKigJjhtjRrPMJ+jpbcPPuJ5SUFGmcz0bnvwMZK+FqtzDN4WjJ8vDiW0DylXcFZfr8Mxzc1orGdql/H86DzrFr/0PGjWgoYcuyJj9rJDrxE8n/byHk5+NEklBITEwcsWbyCPi5LlimfLImjqgpfJ/DOU9/Bm2HduFLcBwAm3a85MxWV2pVyZ19D88h8YKBjPx75BGbljfGtk7qdb5+F86RE0/y5JAJhUJWrPXgzMUXaKgrMWtKi3z3Jq1by4Arp0aw/4gn8goy3LowBjMT8d6vpfyaSB2yYsCshee5cv0lC6bb4vMhklZdtnLrwph0p2vY+CMEh3xl/rTaPHryhcbtNvL4xsRclYvnhSVz21KtSjnuP/LDto4Fo4faoaAgXSI/I63Zc3TiJ0mb8lOKS+VdQQmPiMfYSCP9s4mRBhGRcRK0KGfSEvTzskauKZ3Az8eJgHcv2btkPGFhISgoKTFy5WL+aNggy3PSQpfJItF3ocsf57Uw0+XU1h0ccDsJwKmtk7Aw0821fWm9M/OrdSZuFBXlCItISP8cHpGAokLelPxnL7rApasvWDjDlvd+kbRx2s7N86Nz7AGaHdWqlGNxlbb5OlfK74s0qb8YoG85l2unOmNqnJpfMX76NcqWLc/UCU1JTk5Btfx0Qt8MRU0tNU/EacA5OrSpRZ/utSRp9m9NxmbPlRur8lT7rIQt+jl/hLZJzycqyaHLwWMOER4ezuqFDfH5EEm3Qec4uX8gNrWLnw5abtdIclIKLiuvcPPSK1TVleg2qgHVbI3xedWRJcNa02rCcKzbtsTn0WN2T5jG4tOulNLNfsdF5/+hy3dej7h0eA7xUQnYNjFl6JRmyIvhBau4raVjp54xerIrU8ZaExIaz9Y9z7l1YUyehLMrWs3D/XgnzE1TRa4n/n0dHW09pv/VrLDMlvIbIU3qL0HIy8kSG5eU/jk2Lhk5udSKQoFAgIyMgPiEFNTU0r5PSv9eStGTVbPn4KiE7A4vFrgrHMehcWrlXV5ygIoba5c6MnbKcWo3O4SmhhIblncuts5YGjmtkZ1LL/HqRQyOcxcQFviJFRMXM3zeLqpohyASgHXblgAY16pBeXNTPr56/VOHDEA1xJedi8biOGMiZYwMOL9mA0unuzFsds6J+7mhOAnQdu5QDU1NJY4cf4yyskKenTFIFeCOjfuWQxcbl4xcIUgLSZHyM6QOWTFg4ih7nAacZ+o4a975RnD64gceTkvVEpKVlWHsUDtadzvJmCHVefj4C298Imnb4vdsWvvmXTCLV7kTFh5Lm+ZWDO5nI9Z+ezmRXbPnkKBeRWZDftDR+xdIfZA+P9eixIYuVVQU2L7OWdJm/JSMayRjtWR2a+Tm2U2M2LkOHYOKVKxSGT+vlzy7e4V6PQcQGxVF6McAtCvqExcZRdD7D5TS+3kYLUQ/kXsHrmLdtgU1W6fu0DnNm8nKzn3pMvzfAl+fu96/xUqAFsDB3gwHe7N8nz9hZCO6DTrHtHG18PkQyanzvjy40inLY89ceMHuAw+Qk5Vh1BA7iRUPSPn1kDpkxYCxwxtSRluVs5deoqmhzO0LYyhfTjP9+yVz27J1Z2kuXPWhrJ46ty6MKTGl/mcvvmTfoYfIy8syeqhdvhNlIbXheKM2GxgzuBpmJkYsWHmNL8FRzJjUPOeTxUhWzZ5jYzLLERQnhEKh2PodFjanzj7nwNFHKCrKMW64vdh6KxYlaWskY7VkdmtEXkGRmLAIdAwqAhDzNQzjsmWJM1egx5QJrO87DJM61vg9e45dx7ZUNM/Z8UjSlSPG71tbs5iwcOQVFMW2TkvKWsotY4Y1RFdHjdMXXqCpocSt86PRL6+Z6bgTp70YNekoi2bUIz4hhU69dnLqwMD0RvM/4uMbytJ/3AmLiKN1M0v696pTpC+QUkoW0hwyKYXGsVPPGDvlGPOm2RAdncT8lQ847zr0uwrSvLBynQev3/qyZZUDAK/fhtG44zECveeI0ersSZMvSOsvmCwUpSdf25XOWxKxOHn67BGup/aDSETHts5Y18zc8+/m1+gsRUOLQw5QRg65/sekWW7Mm2pDWEQ8i/55hPvJ4dk2f37rE8LKdR5ERcfTsU1VnLJp5xQcEs2Sf9z59DkSO1tjhg+qVygizD/uoGZcI0CW68TtzBHWb1+BXZ9uhAV84qX7TdZvPkpy1dSinQ8vX/Hx1Wt0K1bAvFbu1N6jwyOY3bEHpnZ10TGqyO1/jzKw5wi6du5T4GtMW0v28Z2QkxHg7RGT7pAVp7VUGLRw3MzwfhZ0bp9akbp2y2P+84pm58YemY4NCIygTtPVDOtnhZmxFov+eUQf57pMmdC0qM2WImGkOWRSCsy9hx/YsfceImBgb5tMDaQvXX3NQVdPFBXkGDXELlPbp3Vbr7NxeWM6tE5VrE5ITGHbrjvUWv19g+TcIgJkMrxdysoK+Nn7REJCMqvWX+Pl689UNtPjzzGNUVTM35LPqtlzxgdtaIJkKv1eeHky+++ROAwfgEBGhkl/D2fajJXUrJW5d152oqGSDjdlZN3WG2xZ1YTWzYwAiI1NZvuee6xd5pjp2A9+X7FrtY4RA6pSt6YO0+adJvRrLMMH1f/uuKioeBq2Xk9ze31aO+ixweUub9+HsGpRR7HanlU4O+MasVSVzXKd1G/WDgUNTe7euUp51dIM33go3RkDMLS0wNDSIk+2qGlpMuvYXm5sOET0m2BGj/obm/pNxLZOi2PvzKJAJBIhI/PjPSjrm9ChY49p29yQ2ZNtAbD+QxeHziekDpmUbJE6ZCWUj/7hrNl8nYjIONq3qkqHNuJVtL919z2deu1k2vhaCATQoYcLrnv607B+qnN13O0Zoya58vfE2oSFJ9C43UaunRn5nQikUChCQeHbLoSCggyPnvgzaPRBGjcwpXf3Wnnavnfq+Ad1Ha5iZqKFmbEW85Y/YGg/2yyPFYlEdOmzCxmZRBzbGHPi7Bs6936P26FB+d4Z+VmzZyBLFfXC5vCKvbQYPYT6zp0BUFJV4fDZ3VTs8H0FbnaiocXtQZoiFKEgn3HNyJKSkpLlsXsPPcK5k1n6A69KZW36jnLP5JCdu+yNUUU11i1tDEDbFpUoZ7WdZfPaIScn3sTtrMLZkPMaMXK0wcgxdWdTXDELTW1t2s36JkgaQsHXp06AQo69M39lhvStx9hpp0hMSiEuLpl5Kx5wZFffLI8VirJay8KiMlVKCUTqkJVAAj9FUK/5Wnp2NaNmVXXGTT3G56BINDWVuXr9Dbpl1JkwqhGltFTyPce6LTdYMN2WYf1TWyCpqymwdsv1dIds1QYPtq5qkt6vLTlFyNZdd1m95Fsi7KA+NoyafIGV81KIik5k1uK7NG6gj421BivWu/P2fQhzp7fKtU2GBqW56jaCBcsvccnjM3172DB6aNYNnb1ff+Hp80DePeqLvLwsvbtVxrT2Hrxff8mzcviP8gVZNXuWhDMGIExJQU7xW1sWeUVFhNk4MFmJhnp7xBSrB+mg3jaMmOTO8jkNCI9IYPl6T9wODsry2ORkIcpK3xwqFRU5kpMzP/BSj/t2q1NSTD1HKBRfusaPVZVPtc9CFOnh7NCEOImtEXGSpnVmqSrLy//vuGas4P1VOkJkR7fONZCVFbBr/wPk5GQ4sL03jRpkLZ7dpX01bJpdobJZKcxMtJiz9D6DemdOJ5AiJQ2pQ1YC2XvoEW1bGLBsTqozUruGHp36nEFLU5GRA6vx2OsTDVqu497lcair5y/5Pyk5BTXVb22T1NUUSExM+eF7he++DwpO+m6Mvj3qICsjw+bdDwkLj8PCrDQn/+0AQPuWxpjU3sXsqS3ytGNlVbks+11yzoNJSkpBSUk2XR5ETk4GZSW59GvI+ADNLWlhKCA9DAWSc8YAGnXuyLYZc1BSVUFGVha3levpPe2vTMdlJRqaLBQVSujS98NXtuy8Q3xCEl07Vs9TFdrgfrbIy8uyaVdqKPzIrn7Zylp0c6yOfduNmJloYaCvzrT5d+jfs06m41o0tWDyrNMsXfOQutZ6rNr0mG6d/hC76HFqr8ri3ULrZ3z56E+Qrx96hgboGmSf55mb3pnFZce1MOjSsTpdOlbP8bhKRtq4nxzBvGUXOHXBH6dOtZgwqlERWCilpCJ1yEogCQnJaGp82xXR0lQkKjqBuxedMKiQqmLetvspTpx5nm/x2D7OdRg75Rga6grIyAiYPOcWqxZ+y7np0602oyZ7sHphQ8IjE1m61hPXPf0zjdPLuRa9nGuxc999Ll55kv7vGuoKpKSIEApFFEJuNZYWemioKzNhxnWcOppx9NRbVFWVvstzK6xmz0VJjcYNGTBnBpf+PYhIJKLn5AnYtG6R5bEh+olUyxC6LIwcoPe+odRrsY6+zhaULaNEl767cFnnTNuWVrkeo1/POvTLwrH6EavKZTl9aBALV1wmKjqeXt3qZtlCSUdbFY8zI5kx/yxnLvljZ2vM7Kkt83RdvzoeR45xcPlqypubEvj6LU4TxuDQI/tcz5/1zixOO66SplqVchzZ3V/SZkgpIUgdshJI5/bVaNJ+E9Wr6FDJUIPJc26RnCKklOa33TDtUkrEJyT9ZJSf06ldVRITk1m16RYiESyZ3e67t8KRQxogKyvD/JWp8gR7NvfErl72OyEtHSyYNu8Mm3Y8xfoPXRavfohTxz/EnsOThry8LOddhzF5lht/zrqDpbkeF44NQ15eNk+7Y2kNl/Pa7PlHhCkpXDt6nE++fhhYmFG/Q1uxVfnVbt6U2s1znyhcmDlAm1xu07+7BUtmp+7eVjYrxeJV7nlyyPKCTW1DTmUT0syIqbEOh3ZmnevzuxMZ+pX9S1Yydr8LZQwrEvoxgNXdB2Ld1D5HzbOcwuDFeZcsMTG1YMT3w1esa1TAuXMNqSSFFIkidchKIFWtynF83wDmLDlPZFQ87VtVxbCiLn1HXuTvP+vw2CuY81c+sGBm5wLN061zDbp1zlpGQCAQMHxQ/UwJ1NlRvpwml08MZ+qc07j8+wr7BiYsnCke1fDs0NFWZceG7t/9W8ZKuNyGl34MVSb/v6oqt7tjIpGI9ROmEBocjEUDG87t2c+rR/8xaP6sXJ0vTnLKASqoin9sXCKVDL7lLuqWUSEuPv8vBlIKn9DPnylVVo8yhqk6aNoV9dGpqE9o4KefOmTZ9c4sCaHLlBQhnXruIDk5gSZ2+ixccYH1W2/So6s1g/rURUlJPudBpEgRM1KHrIRiV68Sl0+OSP8cF5fEtLmnGTj2Krpl1LngOgyDiqUkaGFmqlqV4/ThIZI2Iz1Bv3YL0xyPTWu4nDFUWU1NLk+hyo+v3vD2yTOmuB1ETkEBu55OLGzZmU4jh6JdLm8FBgUhJiKS68dOEh8TQ2OrplDBMtODtKAq/l06VKfX0H1UqVwa7VJKjJ16DaeO1uK+lHwjFArZuvMuj558xNhQh3EjGqKiopDzib8wuhUrEP4lmPf/PaFSzep8ePqc0IBA9AxzFnH+MQzuXkKkMO7c/8CHj6E8ud4TOTkZhvWvRoVqLqipwkFXT9xPjRB7jqEUKTkhXXG/CMrK8qxeklmrqaSRmJjMvkOefAqKpIGNEY0b5uw05ZYfqyXTnK2cKEioEiA+Nha1UlrIKaQ++BWUlVFWVyc+JjbPY+WXqLBwZjv1okIVSzTL6jF9+lD++msRGn80/E7Fv6A5QE0ambJheRdmLblMfHwyPbrUZPL4JmK+mvwzYsJRnnsH0NvJnMvX3tKqy0vcT41A/jfuW6iqocHIFYvYOHYKSqoqxEXHMHzZAtRL5/6FrqilMEQiEcdOPePl6y9YWejh2L5qnsKN0TEJlNVVTS/6KaWliLqaPNtWO9B98HnOXfKmY9uqYrX36MmnvHoTTJXKenRqlzd74+KS2HvoEcEh0TRpaEp9GyOx2Sal+CB1yKQUG5KTU2jjtA1ESdSuUYZ+I24zZZwDI4c0KPDYWTV7fqp9Nsfz0hpC+/k45VviwqCyObERkVzbfYAqTRvyyO08ikpK6P0/RFQUeBx2xbB6NbovnAmAaZ2a7Fy1ms3bGvPS1/lb6FIMOUCO7avh2L6auC+hwIR+jeGA62MCvAahrq7A0H7VqNn4AHfu+2YrXfC7UN2+IWuvXyQs6AtaumVQUsm9ZE5WYfCMFbyF0cx+1J+u3L7vQ2sHA+Yt8+TqjTesW577FA2b2ga8ehvOph1PadHEgE07n2FUUQP9cmoYVFAnMptG8PlBJBIxfPwRHvznS8smBsxe/Ijrt9/xz+Kse2X+SHx8Ek3ab0S7lBxVK5ema7+bLJvTjt7dcxR+l1LCKIT6NilS8sfZi95ERcVy0bUTS2bbcfVkZybPOZ0uwFpQfmz2HByVkON/UHCJCyUVFabu2sK7O/fZOngsQd5vmOyyETn5ostTiY2KpnSFb+2HtCvoExUbCZCeA5RGxpy5/MiDFFcSEpJRVJRFRSX1PVRGRoCWpiIJiVnrtv1uKCorU9bIME/OWBoZ/y78fJy4pnQC+BYGB/GtpXfvQ3B1e8qN011YPKsB1906c+j4Y977huZ6jFJaKlw4NpTDJ32p43CQMxffs2F5E1zd3uJ+/SP2DYzFYivA67fBuF14wXW3VHtvnOnC3kOP+OgfnvPJwJETT1FXFXD6QHuWzrHjzIH2TJp9Wmz2SSk+SHfIpGTLl+AoTp17gUgkokPrKujpqud8UgEIC4/FpJJGemsSw4rqJCUJSUxMQUkp/+8OGUOVGaslQ4J65XhuWjPm/IQqM1LW0IBpu7YWaIyCUN3ejnXjJmFmWxutsnqcWrGWmk0aldgcoPxQrqwGVSqXZeSkqwztW5VLHn74+UdjUyv/De+lfE9a6LIwm9mHhcdRTk8NdfXUFAANDUXK6qoSHhGfp3GqWJbl6ulRhIXHMmLCUTr1PkO5shqc3D8w1/m3KSlCTpz24lNQJLZ1DKldM/Oud1h4HOX11FBTS7VXU0MRXR0VwiPiqFhBK8c5PgdFYmykmR7iNDPWIiw8DpFIJK0K/cWQ7pBJyRLfD1+xtv8Hd4+nXL3+DGv7Vfjk4Q00PzSqb8wlj4+cufieL8Gx/DXrJg1sDAtU8ZRVqBJS3+JjYxJz/A8k2xpJXFSuU4te0/7iyMxFrOs1hLLly9Nz6p/p32d0ODPmzGVsBVTSEQgEnPh3IMkpSgwa58E9z3CunBqBhkb+xJMlxetH/7F69ERWDBvD3bMXCmWO225nWTF0EQCTKQAAIABJREFUNGvG/Mnb/57kfALf/j4sVWXx93UGUtdS2t+d19nmYtkls7LQIzwikU07nhISGseG7U+Iik6isvnPJTqyo5SWCgd39sX/5WweXJ1AvbpGuTovJUVIlz67WLbmEs9f+NC++3b2HHiQ6biqlmX5EhLH1t3PCA6JZe2WxyQkCjEz0clxjoiIOLbsusPBY69wv+bHl+BYxk67RutmFlJn7BdEkF1j1OJK7ZoVRQ89xkvajF+eQaMPYqAvm94ncMGK+7z1TWDXpp6FOq/HjbeMmuTKp89R2NlWwmW9M2V01PI1VlbNnjNWS9qVzt24v0rbm5+Rprz+MiYFA+Mj2Md3Qk5GgLdHTPrOxq+wS1ZYxATH8PxKa0Txyemtk4KjEr5rnfRa9iN3Tp9DJBRSt1WLn6rhZ8fbx09ZMXQ0rccOR1FNlbP/bKTbxDHYdWwntmu5dvQ4xzdupc24EcRGRHJ+/Vam7NxMpSq505LT+f+OK4DB/3dcAbGuJe/XXxg46uD/k/p12bGhOxZm+XPI8svZiy/5e4Eb9y85Iycnw8tXX7FpcYiIjwszOUsvvD8zcPSh9KT+HRu6Y25aJsc5Fq24jPfrD3TvbMaEGdcJ+hKLuroiz25PRktLubAuTYqYEWj99UgkEuWY9CcNWUrJkuCQaNo2+5bo/EcVHe48fF3o8zZuaMrzu1PENt7Pmj2HJsTlaozCdMYS4+N5cu0mSQkJVKlvS7B/AIE+79E3NcHkD/FVeeXEj+1wCkPFvzBITEzm3CVvoqITaGxnQgX9nENAkiAwwI+Z43ti2agBcgrynHHqxdRdWzG0tMjTONdcT9BkUB9su6Z2zVBSVeXKjr1idcjcDx6ly6wpmNumdkuIjYzkuuvJXDtkRaHiX9lcl9uXxhZ4nIIQHBKNlXnp9EpNC7NSJCSmEB+fjLLy97v6VpXLcvfyuDzP8SUkmj+qaNOmeSXaNK/Ec+9QuvQ/L3XGflGkIcvfmPj4JNzOPefIiScEh0R/913TRuas2PAfQV9i+BIcy7J1njRtZCYhS/NOTHBqdRd83xD8x2rJ3PxXWMRGRTHbqTdndu/j5rkLTGrZgVUjxvPo+k3+GTUety0uhTZ3dpSk0GV8fBIOHTaxdPVF3M49wtp+FfcefpC0WVly+OA2bJw64TRnKo7T/6TZsAEc37Alz+MIBAK+i2qIRJCP0FVifDwJsXEkJ2Yj2pthjvzmKv24lqyapDrL4gpdPnrsz/4jnng+9i/wWPmhvo0RF676ceNOAAkJycxddpda1fUzOWMFoV4dQza4POXNuzCiohKZs/QeTcUoBSSleCF1yH5ToqLiadh6PUv+ucDeg7ep0XAlL18FpX8/drgdDWxMMam9G+Nau6hby5jxI0tGY9y0m/3zcy2KZUPwNM7t2IueuQnDXdbT75/FtBg5GD3TSvRcModx+11w27qTsKAvRWZPxhygtN9VYeQAiYttu++hpSnLzbNdOeTSmrWLGzFu6gmJ2ZPWZgu+yaVAasg7KjoSnYrfQpQ6BhWIiYzM8xz2XR3x2LGP24eP4XnmAq4LltOsR7dcnx8XHcOKIaMZVqcRg2vWY2B1G7bNmENK8jfbm/XoxtG5S/jv3CVuHXTlxt5DNOrc8SejZiZtLRVWBe+y1Vfo2MOFk2ce0r7HdlasvZrvsfKLmUkZdm7oTs+hF1Ez2MS128Ec2d1PbOMHfYli5qLzKCnKUsN+P6VNt5AiVGDFgg5im0NK8ULqkP2mrNl8A3MTdW6e7cqpf9sxbVwt/pxxMv17GRkZli/oQJT/IqL8F7FqUUdkZUvOcvkxVJkmnVEcGoKnERYcjEG1Kum7D0Y1qhETnloKr1FGB62yukSEFG4hxY/8KF+QRnGUwvj0OZK61rrpVbk2tcoS+CmiyO34WeFIGlVa2nFl+24+v/UhxO8jFze6UNM+cyP0nDD5oyoTN6/l46OneLtfp8/0SdRvn/sWZPsWLyckKAjDP6qw4PZF5t88j7/Pe05v25V+TKMuHekxaQIvLnkQ8NiLSds2YFTFEoD4mFhcZs1nStvOLBkwnI+v32Q7V4h+ItXUUrNi/Hyc0ndc08LgkL+15B8QztI1V3lw2ZlDLq15cMmZRavcJfL/vl0rKz6+mMUjj/GMH2FPdIz49MvmLb1Ih1aGvLzblxj/UUwabU0pLeVC6SwRFRXPuUsvuXjlFfHSVmcSQ5pD9pviHxBO/Tpl052B+nXLsW3vy0zHlbRKnh/V+NMeAv6+zgWWrhA35jVrcGbXXqq3aIqSmiqXtuyiVNnUVkpeV28QExZGWSPDIrcrYw6QOFX8xU0DWyPGTzvOgB5WlNVTZdnaRzSwyb7BfWHyo8ZdmjOW9gLQsHMHIr9+ZfuIiQhTUrB3cqTVgD75msvcugbm1ln3mM2JN56PUdbSomGvbiippjqPjfp0x/P497pWtm1bYdu2VabzN/41DRTk6bbgb/yePmdJv6EsPHUErTLZVwyKW8U/8HMkRgYalCuban/5cmoYVNDgU1AU5ctp5nm8NEK/xvDA8yMa6krY1jFARiZ3L6DLVl9h9ebr1Kquy33PIBbNbMOgvjb5tiMN/8Bw+jl/00NrYFOeddsz36MLSkBgBI3bbUC/nCrx8ckkJMJVt5HSPDUJUHK2PKSIlXp1jXD59wWhX+NISkph9ebH2NYu+oe/OMnNTkXaDpAwJYX/rl7nuutJPvuKJ+8o9NNnnt64xaf3vrk6vmHnDljbN2R+807MqNeclNhYAl54M7V2Y04uXsWEDatRUs2dSKdQKOTtf0/wun2X2KjonE/IBT/KF4g7B6igtG1pxdB+9TGruwc1g434+MWzYWWXIrUhO407+D6HSiAQ0G7IANbduMSG21foNmFMrh/44iTVcRLh9+x5+r/5PnmGlm7OFYqJCQk8vX4L5wV/U8HSgvrOnTGsUY0Xd+5le05OYfA0Ff+8YGFaBv/AaM67+wJw7rIvn7/EYGacs4xEdjx+GkDVestZsfYiA0ftp2vf3aSk5CxI/e59CCvWe/DIvTtu+9tz62xX/vz7FF/DCt4WrV4dIzbueEZ0dCKxsUlscHlaKPfoaXNP093RFI9TnblzwYnaNbRZtPKy2OeRkjPSHbLflL49avPCOwj9qi7IyAhwaGTKhpUlNzcho8TFz3YqINUZWzliHKFBQehVMmL/0pWMWL6Q6vkIIaVx98x5ds5ZiL6FGZ/e+tB2UD/aDRnw03MEAgHOf42j6/hRpKSkoKCoiEgkIiE2DkUV5VzvTiYnJrFq5Dg+f/BDrXQpwj8HMX33tgLtrqVVXablAGVsQO7tkfq7Loqqy89BkUTHJFLJsHSWIfNJ45owcbQ9iYkpYk2mzg0/ewFI/n9SfHEJj6fRe/pkFvUdTODrt/g+8QKRiPBPQcw+uDvHc9McyPioaNRKl0IkEhEbHom80s913H6s4C1oM3tNTWWO7u6H88C9REcnoKamyNHd/QukJzd84lGWzKxHvx5WJCam0KzzCfYefET/XnV+et5H/3AsTEun79aZGmuhp6vK56BISpfKe8eDjPw1tjFvfILRMU8VlO7WqTrT/2xWoDGz4sPHMPp3twZS70lN7PQ5eT5Q7PNIyRmpQ/abIhAIWDqvHXOnt8Tr5WcSEpIpYZJ0mcjNTgXA/QuXifgaxth/tyMrJ8e7B57s+HsBa67lT2QzPjaWHbPmM2LHRspbmBIZHMIqp37UataEcpWMcjxfVk4OWbnUP0WBQJDrXbE0rhw8QkJSEn8d/xdZOTmu7z3IzrmLmLYz71V8GZGkir9QKGT0X8c44PoYDXUFSpdS5eyRIZQrq5HpWFlZGZSVi3a3KSeNu2pqcsXOGYPUvqqLT7vy+Oo1An18MbS0oGZTe1Q1Mv9ef0ROXp42g/qxdeg46nZuj9+zFyTGxlK9Uc69ZrMLg0P+QpcN6xsT8HIW4RFxaGnm/uUlO95/+ErzxqkdGxQUZGncoDzvP+Scv2lpoYf3m6/cefCJenXKce6yLxGRCRgZlC6QPQBycrK4rO/O+uVdEIlEhZI7BlDH2oAtu72wsy1PUpKQHf++pKVD8etF+zsgDVn+xohEIsZNOU7Hni5MnH4MK5tlPPUqeW9GP+5UJAtTPcvsdirCvwSjb2me7gRVrGpFRHAIuRVJTk5M4v3zF3x89RqhUEhEcChKamqUt0gtR9coo0M5MxO+fCyacvygj/6Y1auTfj0WDWz54vdRbONLQgpj78FHPPzPF78nA/B93J/WDhUY+efRQpsvP/xM4644U0q3DE2cu9Jr2l/YdWqfK2csDacJo2k/ZAARvh8xMjHm7307UMhhhywj4lTxFwgElNJSEUueq/Uf+mze5YVIJCI4JJajp95Rq0bmNkg/oqerzu5NPWjXww29ytsYONado7v7i9V5UlaWLzRnDGDe9FbExctSxnwbepbb0C+vw4RRJaOi/ldDukP2G3PczYt7j3x5dbcPamoK7Nr/ggGjDvLo2kRJm5ZrstqpuKZ04qc7FWY1q+O2dQcNenSljJEB7tt2Y1arZq5u7JGhX1kyYBiJCYkkJSZQzsiIMWuWkZSQgPetu1RuYMun128JfPUGfVOTHMcTB4aWFpzfe4B6XTuhqKrC/eNuGFpWFsvYaeEmS1VZXv4/3JQsFKWHLtNygMS9S/b0eSBdO5ik9yvs38OSVt3cxDpHfvlR4y7jC8Cv0GbrZwgEAuw6tsuXEO3PQpdFGQbPiu3rnGnffTtb93gRE5vE+OEN6dCmSq7ObdPCks+v5xAcEo1uGTXk5Iq3Q/4jKioKnDo4iNCvMcjKyEiT+SWI1CErxnwOiiQ4JAZTY51CyY95/S6Y5o0rpje97dTWhDHTrol9nsImrzsVJtWr0W3iGNb2HExyYiJGVa0Yt25lruY6sPwfjGrVoMPkcQhTUtj7599c3HuAcWtXsHbcJOQVFYmNjGTgvJnolC9XsAvLJQ0dO+Dz1Iv5zTuiqKJCKd0yTNq2QWzj/0zFPz85QLnB1LgMricfMmFETeTlZTl72RdTY22xjZ9fstK4y/gCAL+uMyYOcqPiLwmnTL+8Jg89JhD4KRJ1NUU0NfPmlMjLyxaowrM4oF26eHXh+B2ROmTFlAXLL7Fy/TXK6akSFZ3E6UODqV6tvFjnqGpZlsmz7jF9Qm1KaSmx77A3VS31xDpHYZJbNf6ssO/qSMPOHUlOTMxTyCXgrQ+tJ45CIBAgKydHlaYN+XDPE8dRw1jtcZ6vn4PQ0tHJcx5YQRAIBPSfM4POY0aQEBeHdvlyhVLBlyZfII4coJwY3NeGC+7eWNbbh66OCoGfY7l0YphY58gvP9O4kzQpyckE+wegqKxMKb2i7e2YFzJJYTRxxNsjRqKyKjIyMsW29ZaU3wOpQ1YMuXHbB5e9d/G+2xs9XVX2Hfamx+C9vLj3rcfjp8+RJCWlULGCVr5zKNq2tOTGbR9Mau1Gt4wKSUkizh0dKq7LKFTEocYvIyOTJ2cMoIKZKU/OX6ZSzT8QJqfw7LIHVjVrAqCgqEhZQ4M8jSdONLQLnkicHd+FLn2dMTA+kvogbfz9g1RcOxvy8rIc29ef/54GEh2dgHV1fdTV819FJw5yo3Enyd2xsC/BLB88kuiISOKjY6jbqjkD58+UiLzGz8iqgjdjGBwkF7qUIkWSFK+/VCkAPPf+TDP7iujppt6QenQx59WbEFJShCQlpdBz0F6q1ltOXYfVNG2/kYiI3DXJ/pG0SstntydxdPcAXtybgrlpGXFeSqEiCTX+HpMn4P/sBUvbObOoTRfkBDK0GSS+dinFmaJW8ZeRkaFWjQrY25kUC2csjeLajmvXnIWYNbBh+nlX/r50nPfe3tw4dkqiNmXHjyr+15RSW14VVMVfSvEjPj4J3w9fM3UA+BoWi39AePp9W4rUISuWmJuU4drtAMLC4wE4dc6HSoalkJWVYc2m64SEhuP/bCABXgMxNlRh2twzBZpPv7wmVa3KoahYMjZMJanGr15Ki7lH9jFx02qm797GX1vWIa9YeBVQacRGRRMREprrStDCIkQ/Mf13nLEdTloO0K9MbjTuJInfq9fU7tAGgUCAoooK1Zo1xu/Va0mblSWJ8fFsXL+Q1eMc2TRzMD4vPhX7ZvZS8s6lq6+pYDWPhq3XoW85j3OXXiISiRg/9QSG1RZgbb+S2o1XE/Ql731df0WkDlkxpKm9GY5tq1PZdi+2LQ4zYpIH/27rBcDjZwH06mqOsrIcsrIy9O9hyeNnARK2OPckJiYTHBKdb8eiOOxUyMrJUdHcjPLGlQq9tZRIJGLPgqWMaeDApJYdWdB7IDERkr95/SiFURAV/6SkFL4ERxXbN+XcqvFLGj0DA55fuwlAclISr2/fo6yR5ELoP2P7jLm8D/PDccE0anRozNxBhwkODC+wij9AbGwiX8NiJf7yUlwp6D04t0RExNFz8D6O7W7Lx2cDcdvfjj7D9rPJ5Q437rzh74l1iI1L5v2HUKrVW4GPb9H27S2OSB2yYsrSee24eX4MKxd2xvv+VGz+3zLD2EibC1f9EP6/1P68+wdMKuW/ZUhRsn33XUpXmolF7SVUsV3GW5+QfI3jdbY5tVukan65KxwnJCjVWS0uOxXi5MaxU7x86MnMyyeZe/0s2kYG7FmwRKI2iTN06XryCWVMZmFZdxkmNRbx5FnR6+DFxibievIp+494EvQl6rvvisMLQG4ZMGcGdw8dZ23PwSzv2AM1VTWadMu6lVRMZCR3z5zn7pnzxEQWrYMvFAq5f/4S3RfOpGKVyth06YBFA1uunPiWUF+7hSnPz7XI07gikYjJM93QMZmFUbUFNOu4mfDw/KVz/Krs2HsPbeNZWNRegpXNMt68Cy60ud69D6V8WVUa1dcHoH7d8lQy0OT6rbfY1tZjg8sTXtzuTZjPcCaNtabXkH2FZktJQeqQFWPMTMrQwLbSd7owU8Y3xc8/nuqN9mPT/DCup9+zdG7eNYGKGs/H/sxafJ7HHj35+m4YQ/ta4jxgj6TNyjUikYj4mKJ/63731Avrdi1R1lBHRlaWet06897rRZHakB12pdXSf36qfTb95+dXWufqfB/fUIZPdOXqyc6Evh3Kguk2dOq1o0h3ysLD47BttoaN2z1wPfmAmo1W8fJV0HfHZLyejNeZ8folhVAoJD42tW+inmFFlpx2pc+0vxi3biXjN65GTj6zXE7op8/M6OjMlWMnuXLsJDM6OvP1c1Cm4wqLtArluMhvzm9CZBRyCooFGvffw55c8njJx6cDCfMZhmklZcZNPZ7ziRmIjU3MVQ/Lksh/TwKYseAsj9y78/XdMEb0t6Jb/8K7B1fQ18TPPwof3wgAfP0i8fkQgVXlsly54U+7lpUwqJAqSjxmcHUe/hfw2+9qSh2yEoaqqiJXT49k8z/OLJvXCc9rE0uE/s3Dx/60djDE1Dj1LXjMkOo88fpEUlKKhC3LmfdeL5jQtA0jbOwZ3cCB5z9ppixudPTL4fPgv3Qn5e2DR0Wmb1bYPHkWSL065aj5R6o8Qy+nykTHJPAlWDzN0XPDqg3XqF1Dh8vHO+G6uw3TxlkzaWbxTIT/kbtnzjOsth0j6toztV0Xgj58RElVhcp1alGpilW21ZXH1m2meutmDNqwgkEbVlC9lQOuazcVmd0CgYAOwwezffgEbh44ypHZi4n0/0Q1W4cCjXvv4Qf6da+MdmllZGVlGDOkOvc9/XJ1bkhoDE3bb6R0pZmoV5jOPxtKnh5jTjx8/JHWDkaYm5YCYPSQ6ni9DCIxMblQ5tMto87SOW2xbXmYll1PUrf5IeZPb8XUCU1RUlTE/dpH4uNT57560x+DCpqFngJS3CkZWdxSvkNeXpYGtpUKfZ6UFCEyMgKx/JEYVNBi3ZYg4uKSUVaW49a9T+iWUUNevvjk4GRFYkICq4aPpd1fY6jRqhlv7j1k/fjJLD17vFBlJtJo2bcnjz1usMZ5ACpaWgT7fmD6nm2FPm9RULGCFk+8ggmPSEBLUxGvlyEkJgoL3JQ5L3wKiqCutW76GrepVZZdB98U2fz5JeCtD7vmLWbkzo2UMzfl+t6DrB49gcVuqe2lLu8/xKktLiQnJlGvXWt6TJ6QvlsWHhyMtZ1N+lgG1argefx0kdrfYfgg9Awq8PzufSqp6bNw8wKeJhfsXmBQoRTXb79i7NAayMgIuH47gIq51BUbOu4wVStrcMl1JAGfomnc4RhVLMvSoqlFgWwqThhWLMWaTd/uwbfvB6JdWqVQ78FDB9Sjqb0Zr958wcykTHoV/4Or4+nYYwdW9fdR2aw0Dx8HcXhn30Kzo6QgdcikZCI2NpFBow/h6vYMBQVZZkx0YNqfzfI8jkgkSn/QtXSw4KCrIdXt92Nlrs2t+4Hs3dJTbDY/vOrGgbsXkdFSoO2g/lSqaiWWcUP8A5FTVKRGq9TrN7OpjW4lQ/zfvMVKu65Y5vgZCkpKTNu9ldeP/iMhLh5z6xqoaua+92BxpnbNijg71qSG/QFqVC3D7QeBbF7VBQWForstNbCpxNotHnRpb4qGugIrNnhiVwQvOwXF55kXFvXqUN7CDIBGfbpzds1m4mNjeX77Hm7bdtJ/zVJUNDU4NHMhx9ZtptvEMQCYW9fk5v4jmNrUAuDm/iPUtKtfpPYLBAJs27bCtm0rdAIU0FBUhq8F2xkdPdSOU+e8qNvsELplVHjyPIRLx3MnJnz7vi+P3LsjKyuDQQUNenW14PY931/KIWvexJy6tYy+uwfv2dyj0HelTI11MDX+Ps9ZTk6W04cHc/fBB4JDYqhds0KJiPQUNlKHTEomJs9yIzk5lnCf4YSGxdOy60lMjHXo5lgjV+cHBEbQc/Bebt37QFlddTb/05V2razYubE7t+/58jkoijVLK2BoIJ4dpmunDnDxyHZajx1C9Ncwlg4czox9LlQ0Nyvw2BrapYn6+pWwT58pVa4ssRERBPv6oaVbdHptcvLyWNkWvvMnCZbNb4+TY3X8PoazfEE5zEyKVgevX886vH4bTMU/diASQYfWViye3bZIbcgPpXR1CfB+Q1JCAvKKigS+eoO8ogKKyso8vnaDRn26o1/ZHIDWY4dzcuGKdIes3ZD+BPsHMLtham6cnWMH2g7uL6lLERvKyvJccRuJx813xMYm0sC2EjrauROXLV9Wg3uPPtO5vClCoYj7nkF06Vg8K1Tzi0AgwGW9c6Hcg/NrT726RhKbvzgidcikZOLarXfs3dQMFRV5VFTkGd6/Ktdvvcu1Q9a13y5aNinPJdd23Pf8jGPfg9y6MAZz0zKFEmq97rYf5wXTMbauDkD01zBuHHej55SCN0lX09Kk6/hRrOs9FNM6NfF9/IzG3bpQ3jjr64iPjWX7jDl4unugqKKC0/jRNO3etcB2/MrUsTagjrVkHn4CgYBFs9syb0YrUlJEJUaLr0p9G0yqVWG18wDKW5jx+u4DBi2YjUAgQFVDg5CP/unHhvj5o6LxbVdVVk6OwQtn03/2dADkFMTfJ1dSyMvL0ryJeZ7PW7esM469d3LoxBt8/aJQVVWmf8/ahWChZBEIBEWS7iIlf5SMu4+UIkVPVx3Pp1+oUS11t8LzaTDGlSrk6ty4uCQ8nwRy66wjMjIC7Gz1adnEgDv3fQutC0BqaDTDPwgEgPiqdVr1641FbWv8X7+lbd/emFtn75jumb+UhORkZrm7Ef45CJdRf6FbsQJVG9hme87dM+fZv2wVsRFRVGtYnyGL5qCiri42+6XkjJycLHIl6G4oEAgYvmwhz+/cI/xLMN3HjqK8SeqDtmW/Xsx26kVcZBQqGhp4nrnAxM1rM43xKzliBaWBbSUeXp3AjTvv0dRQoqWDRbHPb5Xy61GCbkFSioplc9vT2mkbV677E/I1Hv/AWFYv6ZGrcxUVZVFUkMX79VesKmuTlJTC81df6eVceBIB9u17cnDGItqMH0ZU6FfuHDrGjH0uYp2jUhUrKlXJOS/t+e27DN2+FmV1NZTV1bDp0gGv23ezdcjePfViz/wl9F+zlDJGFTm1fB0uf89jzJrlYrVfyq+HQCCgav3M66qUbhkWHDvI7VNnSEpMYub+XeibGkvAwpKFQcVS9KpYStJmSPmNkTpkUjJhXaMCD69O4OKVVygry9OhdRXU1HKnESQjI8P65Y44dD5Ox9bGeD4JxshAh5YOhZcca9+xJ8jI4338EgJNRSa7bMoxf+zpjVvsW7ScqK9hVKlvw8B5M8WyK6VWSovPb3zQqVgBkUhE0FsfKlf/I9vjn9+5R812LTGsXhWAdhNHsbS9c4HtKOn8e+gR67ffRCgUMbiPLUP6Z7/DKCUzGtqlaTWgj6TNkJIPoqMTGPnnUS5ceU3pUsosn9eBdq3EU6QkpXgjdcikZEnFCloM6muT84FZ0LdHHapYluPugw+0aGpNx7ZVstVEEhd1mnakb/vOuVJN93/zlo1/TqPH4tmUMzPh3NotbJ02m/HrVxXYjl5T/2Tt2L94desu4Z+/EBn0hZGL52d7vJqmJl73H6ZXpAb5+KKq9XtXG504/Yzp88+wbXVT5OVkGPanOwoKsvTrWUfSpv22JMbHc2H3v3zxD8C4ahXsnRwL/W/6d2XY+CNAPJ5XuuP95is9hh7k4rFh1PhDX9KmSSlkpA6ZlEKhVo0K1KqRu7yzoubFnfv80bwJlf8fRnScPpFZDVt/J9ORX6xs6zLrwG68bt1BsWZNbNq0QEkle12tBh3bcvWwKy6j/kTHsCKPz11m0PxZBbKhpHPA1ZP502xp0SS1XdjyOQ3YvMtT6pBJiOSkJJYOHIGipjomdWtx+fBRfF94M2DujGzPCfR5z7snz9DS0aGqXb3fXvAzL5y5+JK3D/uho62Mfnk1enW14JLHa4k6ZCKRiJXrPNi25y4CgYDRg+0YPcxOYvb8qkgdshLIngMpQeGYAAAgAElEQVQPWLneg6RkIX2dazNlQlPpDS8PKKurEeofmO6AhX4MQEVDXWy/w/ImlShvUombJ9yY69yX5KQk7Dq0o/3wQZl2FRSVlZm5fye33c4SExFJS5dNGFWxFIsdJRUlRXm+hsenf/4aFo+iojQBXVK89nxMdGQkg7evRUZGhtrtWzPPoQPd/hyDqkZmTbwHFy7jMms+FvXqEPj6HQbmZoxatUS6o5ZLNDWU8PGNQEdbGZFIxDvfCKwsTSRq09add9hz8D4Ht7UgJUVEr2EXKaWlTC/nWvke89bd90ya6UZwaDQOjcxYubADqqoFa59V0ilUh0wgELQC1gCywHaRSLTkh+8NgN2A1v+PmSoSic5mGkhKOqfOPmfmwnPs3dQCNVV5Bo93R1lZnnEjGknatBKDTesWXNx7gJ1jJ1PWzISHJ8/S/a/x6d9fcz3BxT37EQqFNO7qSIu+PfPsrD32uMGhlWvpsWgWimqqHJ2zBDkF+Sz1nhSUlGjs1Lmgl/VTbhw7xfnd+xAKhdh36UTLfr2KrRM/foQ9LTpvISo6EQV5WVZs+I9je/tL2qzflqSEBFQ0NdIdKgVlJeQU5ElKyJweIBKJcPl7LoM2rcKgqhXJiYms6TGIZzduUd2+YVGbXiJZMrstHfucZEAPS7zfhOPnH0vPrjUlatOJM89YOMM2vc3ZnCl1OXbmWb4dsrc+IXTqtZMNy+ypZqnDnGX3GDruCP9u7y1Os0scheaQCQQCWWAD0BzwBx4IBIJTIpEoY2fkv4HDIpFok0AgsALOAkaFZdOvwDG3J/z9Zx0a1U/dvl4+pwFzl3v+Fg5ZTHBM+s/RiZ/Sf46NyTlvLCMKSkr8/e8Orh87SdTXMMasXkblOqk3lvvnL3Fs3Sa6zf8bOXl5jsxZjLyiYp61xO5fuEzTwX0xqWMNQPu/xnBh7RaxCXAmJyZxZPV6nly/iZqmJt0mjsG8VtY37QcX3TmyZgPO82cgp6DA0blLkFdUwKFHt1zPJxKJcD9wGI8jxxHIyNC1fV+6tSuc4oOa1fVxPzmcHfvuk5Ii5OyRwRLTKZMCZjWrE+ofgMfu/ZjWrcXdIyeoYG6Kpo52pmNTkpKJjY6mglVlAOQUFNCvbE7Yl+CiNrvAPH4awOTZbnwOisK+gQlL57ZDRUWh0Oft4WSNoUFpLnu8pql9Bfb0rCPxnSM1NUU+BnxrBv8xIAq1Ath08corOrUxplunVM247asd0K28TSxpIyWZwtwhqwu8FYlEPgACgeAg0BHI6JCJgLQ9b00gsBDt+SVQVVHkU9A3x+RTUCyqKr/PNq/X2ebpP7srHE//2VI1b5pBisrKNO/VPdO/3z13keYjBmH6f0eq7cRR3N1/NM8OmZKKMpHBIemfI4JDUFRRztMYP2PfomV8fO9L17nTCfb9wKoR45h1YHe6FlVG7p27QPPhAzGtm+p0tp0wilv7DuXJIbt29Dhnd+2j66wpJCcm4TJ7MbrqWshVayC2a8rIH1XLs3pJp0IZuygRiURcOXiE/zxuoKqhTscRQ7IVFS6uqKirM2OPC3sWLsXz5DkqVbNi4sY1WT445RTkMbSsjMfOf2kysDef3/rgfesunYcOlIDl+cc/IJyWXbaycIYttarrsuifhwwafYgDO4qmcrW+jRH1bYyKZK7cMHVCM1p12YqffxTJKSL2HPLmqtvIfI+nqqLAp6DY9M+Bn2NQUZb/rZ0xKFyHTB/4mOGzP/Bj2d4c4KJAIBgDqAJZNkwUCARDgaGQqhXzOzN+ZCPsWq0nMioRVRU5Nu7w+i3COTHBMYhEqWKvlRurkixM/dnPxyndGctNhWVOKCorEf01LP1zVOhXFBSV8jxOy769mNv9f+yddUBUaReHnxm6O5RSUMHADtbGwm5ssRt77W531VXX7u7A7u7ubrBpkBwmvj/mg0UFqSG9z18DvHEuA3PPfc85v+OFJDoGLT1dru7Yq1JtsauHjzF8zyaMLC2wK+6C74PH3DlzLkmHTFNb5/trCg5BUztt13T18DGaDPfGqbzyFK7ugJ4cO32AxpnkkKUVuVzOTp/7vH4bRJmSNjSslzPy8PYvW8XVI8ep06cbgX4fmNahG9P2bsM8fz4iw8LZ+tc8/J6/xNrBjg6jhmNiZZndJieJlYMdI1YuTtXYQf/OZYH3MI4vXY26pgbdpozHzjnt6vnZycmzL6hTw46enZVyNBuW1MXEaQVSqQx19d9PMLZcaVsuHvVm6647aItFXD05CKeC5ilPTIZWTUsyb/E5OvU5jmsxM1ZseMSU0R4qtDh3kpkOWVKu7o/y6e2B9QqFYp5IJPoD2CQSiUooFAr5d5MUipXASoDyZexUJ8GeCynsZMHVk4NYt/kGkjg5J/b2oUypvF0OHR+qfHy0Hi41lb3pzmvvw++NZ8IYVThjAA27ezGjUw+iv0WgrqHB5W27GbZsYZrXsXKwY8quzZzf7YNUEsfINctU1vAcQENLi6jQMIz+31MzKjQMzUKFkhzbsHtnZnTqQUxkJBqamlzauouhSxekbT9NLSJDwxK+jgoNQysdjmpmoFAo8OqzlZevv+JeNT/Dxt7g6o13TBvfILtN49TWnfRZ9S+WBZUVo8EfP3H9yHEadPdibm9vzJ0K0GjEQJ6ev8zMLr2YsW9Hmp3lnIaFrQ0z9u0gJioKTW3tXJnMr62tQVDwf4UlIaGxqKuLUVPLfdeiKlyKWDJ1XH2VrKWvr8XFo94sX3uVgKAIFs9pnWMeorKTzHTIPgB2ib625eeQZA+gPoBCobgqEom0AXPAPxPtyvU4FjDLETebrOTHUKVcrvTZkwpVymUy5DJ5ulrD2BUpzMRtGzi/xwd5jITR61aku+rRwtaG1kO80zU3JZr168W6waOo1qktAe/88HvwmF6Txyc51rZwISZsW8/53T7Io2MZtW55qroOJKZxzy4s8B5GeEAgUkkcV7ftZfm/W3PEP+qd+x+5fP0tT692QltbnT+9y+FYdj1D+lfHzDR1zaUzjR9yYkRiMQqFgoD3Hwn4+Ine65YgFospWLokL67e4O2jJziXL5uNBquOX8m95HSaNijGzHmn6D7wFGVLWrBs3UPG/FDNfvf+R6bNOUH4txgaexRnUN+qudL5zC6MjHQYNbRWdpuRo8hMh+wmUFgkEhUEPgLtgA4/jPEDagPrRSJRUUAbyH3Zn7mcj5/CmDjzKO8/huJW3oFxf9bNMU2WIwMiE5wxl5p6CXljH961/SlUqVAo2LtoOYdWrkUuk1GmVg36zpmR5htDfqeCtB+Z8cbkmUndjm0xtbbk/oXLmBmbMGX3ZgxMjJMdn98xY9fkUrE8I1Yv5fL+Q4jEYubM30iRwsXwD45I95qqIiQ0Cgc7Q7S1lX+z5mY6mBhrExYek+0OWe32nmweOVEZsnz/gYenztFmz1YQiZBKJMji4hBraSGXyZBEx6CuIch7ZITrt3yZ8+9ZoqIkeDYvTdeOFdKVl6SnpzzBWbj8Ao+ff2PCyPq0bflfD9uXrwOo13IFU0dXoqCDIRNmXiMsPJpJQthNIANk2l1XoVBIRSKRN3AcpaTFWoVC8VgkEk0FbikUigPAcGCVSCQaijKc2VURnygkkCWEh8dQrcEi2jRzonWT4ixccY8u/QLYvtYru037rqoyPlQJJBuqvHroKNeOnWDssT3oGhqwffx0tv71D92nJH1ylNspV9udcrXds2w/p5IlcCqpzKkx/5j51WappWwpW168DmXzzmc0qOPAms2P0dPTwt42eQc1q2g+oA/6xsbc3XcYXUMDxm9ei7lNfhQKBcXcKrJu4EhKNajD84vXMDE3V2lY+3fjwaNPNG67hhnj3LA012XMtFNER8fRv1f68hyNjXUSHCyZTM6chWc5f/k11lYGmJnq0bF1Efp1V7ZFK2BnSL3WBwSHTCBDZOoxyP81xY788L2JiV4/AXJGVvBvypETT7Gy0Gb2JKXqcs0qthg7LiciIjbV/Sszk0dH6iJXxAHKUGW8M1ZUT+2nvLHnt+5SqVVTDP9fju/evRM7xibftkggY0RGRnBg7VzCg2/gUtyKOZ2yzjlMjKmJLod39KTnoB14jzpHadf8HNnZK0ckX4tEIup2akfdTu1++n7/ebM4vmELvrcfUKiYC416dkWslv0251Y2bb/FgB6u9O7iCoClhQ79R1xMt0OWmMGjfHj45D3D+5fh9v2vLFxxnfat/uuXGyuRoab2e1cICmScnBGXEsg2Hj75TOJDSblcgVyuIDJKkqkOmVwuZ+mqK5y/8gorCwPG/VmXfNb/qX4nDlUWczdOlcSFsYUZvo+fJmjZvH/0FGPL9FcCCSSPTCrFe1gXtO2tKNG0E/ePHafd0KH81XZuktU8mU2ZUjbcPp+zw8w/oq6RtFCwQPoQiUTIZP99lkmlClShoiCTyVm96Qafn/TExFibpg0cuX77Kzv3vSSflR6ODkbM+Ocmg/oIwrcCGUNwyH5zSpbIz/K1lxky9jxV3fKzfP1DtLTE6GWyAOLIiYe4dPUlQ/qW4vb9AKp4LOLO+WEYG+v8MlQp/b/zmFRVpUeXTkzr0JUVvQahZ2zEm9v3GL1uRaZex+/Km9fPCAwPYvgMZTud4jWr8pdHK94HfMDBPnfpbAnkDbp2rECNRksxNdHCykKXCbOuM3ZY3ZQnpgNdHQ3GDK3Dy9f+PHn+mXHD62WojZCAAAgO2W9Pw7ouGJvoceXGZ27d+0pQcCzNG7qm6XTs1ZtAFi67QGRULC0al6RJg+K/HC+Xy1my+grvH3TH3EyHdi2defEqlEPHn9CillLh+9GRugnOWOJQpau+erISF7oG+kzeuYn75y4iiY2lx4QxWarrpFAouLBnH0+u38TI3JzGPbtiaGaaZftnJQqFArFYnJAwLRKJEIlF/KxsIyCQNRRzseakTx/mLz1PVHQIMyc0om2rjLccUlMT08urEs06Hfp/yNKf2/cDWLWoc7YXjQjkLQSH7DfHwECby8e8mTzrOB8+heJR24HRQ2unev4732Cq1l9Eny7FKeFihPeIPYSERuHVvkKycxQK5Q1dQ+O/EnFNTTVkMqWURUbU+LV0dKjYoF6q7VcluxYs5vaZ81Tp0JpPT18wpa0X03y2oWtgkC32ZCaOhVww0NZnz9S/KV6rOvePHqOQrR225rbZbZrAL7h2+BgPL1/FwNiYBt29kmx/lBRvHz1hzYSpBH78RIHixeg9awqm1laZbG3aKV3Shg3LfyzmzzgLZjfnn8XnWbXpJdZWhlw6NlBwxgRUjiCaIoC1lSHLF3hyaGcvJoysh4ZG6hOL126+QcfWRZgy+g/6dHVl07J6zF107pdz1NTEeLUrR+uuRzhx1pfZC25y5eZnqpe1/06NP94ZU7Uaf2agUCg4tm4TPZfOo1KLJrQYOxzzAnbcOXM+u03LFNTVNVg6fzNqsTpc27wcB6todi9aJOgw5WAOr17PzoVLMHcpRGhkBJM8OxGRSOw3OcKDgpnTawCVO7Zh+N7N5Cvhwtw+AxO0AH8H1NTEjBjszqGdvVi9qC12OaCCVyDvIZyQCWSIuDgZ+nr/aScZ6GsgiZOlOG/J3FbMnHeK2QsfYG1pwLFN3bE00/8uVAnJS1zkNBRyOXKZHM1E/Sq1dPWQSeIytO775y+46HMQgGotm2JXpHAKM7IOQ0MjWvUdj73jLiwMtNAP0gUiU5wnkD0cXLkW740rsCigbNS+KSiY60eOU7vDr3uavn7wiHyFnSjXWCnp4NG/J1d3+hAWEJhjWz0JCORGBIdMIEO0aVGaei1XUMTJhPzWeoyYdBmvtuVTnKehofadZk9kQCSPzzQApMDPocqsdMY+v33Hxb0HkMtkVG7aCHuXlPvwidXUcGtcn80jJlKrpxcfn77g1c3bdBs3Mt12vHn4mL979KNyu1YAzOjUg5FrluHo+uscPQHVooiRJrwO+Bab8DooNjo7zEk3Ukkc2gb6CV9rG+gjjUv5gUHP0IDQr/7I4qSoaagTERxCXHQM2nqZF7KLkHxOeB0ZEImehRAeFMj7CPEFgQxRppQNezZ2YdOuN4ybcRMHewtCwqLZvucuadX4VcRIKV/vv36MgV87qtrcFPnw8hVT23XhW2wMsWKY6dWTV3fvp2puj6kTcSrqwtF/luB78w7jNq7O0AnC4TUbqNuvBx79e+LRvyd1+3bn8JoNaV7H98kzdv6ziL2LlhH46XPKEwSAtAsT53QqN2vEtrFT8b3/iOs+B3l0+jxl3GukOK9QmVLYOjmyotdAjvy7nKXd+tOwZ1d09H92khQKBZLY2CRWSZ5AG0mCc+v3xjPhYUyuiEvIJ038XgjkTQ4cecyoiYdYsPQC0dEZiyzkVgSHTCDDVK/ixOGdvTA20uHbt2+YGsUxe/4JRk44mN2mpZkjazdS3as9jYcNoL53bxoM7sf+FWtSNVdDS5N2I4YwdfcWhi//F5vCThmyJTY6GgNTk4SvDcxMkcTE/GLGzzy7cYtZXXsTJYsjICiISa074P/+Q4bs+p1ISw/VrODT67fsXbSMfUtXEvjxx9bAv8Zr3CiKuJbgwOz5PDlxjlFrl2Npn3IRhlgsZvCiedRu0wpDbV06jxlBq0H9fhr36Mo1BlatQ8/SbozwaMb7Fy/TZF/i3+lpTR+KuSvztBK/BwJKjpx4yvhpR1m6+jKxsdKUJ+RwZv9zmhET9mNkEMu5i4+p02wZEknuv660IoQscyGfPoexZdcd4iQyWjUriXPhzMvjCAyKZOO2W0RFS2jaoDglS+RPctzVG774vg/i/oUOqKuL6dPVFYfS6xj3Z12MjXWSnJMTiYmKxsbiv8ozQwszYqNVG5p6duMWj6/dxNDMhOotm6Glk/Tvx61BPfYsWo7B/yvhjv67Iskb4a/wWbqSZqOGULaRMjysqavDsQ1b8Bo/KmMXkcdJSw/VrCI+hF2+WUPiYiVMbN2Rids3YO1gn6r56poatP1zMG3/HJzmvcVqalRv2SzZn4cGBLJ4yEg6/j2VwpXKc3P/Eeb1HsjckwdT1Z8z0EaC+UdNpAoFfm88sXfchVSuwKWmHs/OKU/HhNClkr8XnGHVxqt08izCoWOv2elzj5P7+qapGCsriIuTsWn7bfw+hFCxnD0N6xVNcpxUKmPK3yd5dbMLNvn1USgUVG24m2OnntO04e+VniGckOUyfP2CqVBrAS9f+RIY9JWq9Rdz845fpuzlH/CNCu7zuf/wFeHhgdRutpwz55N+6o2IjMXaUg91deWflImxFro66kRG5Z6QDkBFjzqcXL6WN3fu4/foCUcWLKOiRx2VrX9u114WDxtNeEwUt85dYEanHsmGeKo2b0LjHl058NcCDvy1gMY9u1K1WeM07RcTGYVRorCpsZUlMZFRGbmEHMORE09xq72ACjXns3H7LZWtm9ZQ5fNbd9g4bTbb/v4nU08ffZasoP7APjQZPpCWY4fzR5sWHF61LtP2Swt+z56T37kwRdyUzbwrNm+ETC4n+PPXVK8RaCPBVV95RuD3xpPz2vsA5XsghC6VSKUyJs0+wdl9LZg00o1D25oSHR3D8dPPs9u075DJ5LTouJZNO64ik4YxZMxeZsw5meTYuDg5CoUCK0tdQKlpaJNPn28RaQt95wWEE7JcxrzF5+nazoUZ4ysDUNzFlCmzj3NoZy+V77Vk1WUa1LZn6Vxlj8I/ylszfvpRrtT4udKvUnl7nr0KYcX6h9SpYceKDY9wsDMhn3Xu0uBya+hB9LcI9s2Yi0Iux711C2q3/3UVWlrYPmcBfdcsJl9hJxQKBSt7D+bGsZPJOlq123tSu71nkj9LDeXruHP4nyV4Th5NTGQkZ9dupuvEMeleL6fgc/AhHXtvYWi/MuhqqzNg+B5CQqIZ3C9j7Wvib/ip7aF698x5Vo2dRDWv9kSFhjG5TWcm79iUqlBgWomOiMQkv3XC16Y2+XjrlzPCz8YWFvi/8yUmIhJtfT2CP30mOvwb+iZpl4coqqfG00hlpfZpTR9qS1oAyvekRMOkb+q/C/HhyXzWygcFsViEva1BjnNeLlx+g9+HYO6cbYe6upj+3UviVH49w7xroqPz/Ympjo4GNas6MmDkWUYOLMe1W184d/kD82e1zSbrsw/BIctlhIVHU6r4f3lFjg5GhIa95OyFV9x98JGCDqY0b1wiQUE9Y3vF4Fjgv/6SjgWMCPuWdPjOxFiXE3v74D1iD7MW3KFcaRsObu+ZK3Wp3Nu2wr1tK5Wvq1AoiImIxNRGGfYViUSY2eYn+luEyveKp1GvbsRJJGwcNg51TQ1aDepH2do1M22/rGLSrGNMGF6RMUOVAsR2NgZMnHUuww4ZkKYeqvtXrKHVpNGUcP//viIRp7btpMMo1ffVLFe7Jsf+XYGxlSVxsRJOrVyP5+ABKt8nPdi7FKFS/XosaNeNAqVceXHtJm2GDUQ3UVVnaogPXRbVU+Pp/0OXpzV9qF2zBc/ORaJQKH7r0KWenhaVK9ozeMwFRgwsy7VbXzh/5QPzZ6nuoVEVhIXHYG9rkBAxsbbSRUtTGTH50SED2L7GC+8Re6jdYj/5rQ05vLMnNvmNstrsbEdwyHIZjeoVY9z0w5QrZYWerjrjZlzDxNiAHgO30cSjIJt2XOfA0UesXdIuw05Zw3pF6eG9nWpuNlhZ6jJi0mUa1S2W7PjiRa05eyhn3CByIiKRiFI1q7Fv1jzqe/fm88vXPDx9nuY9umXanmKxmJYD+9FyoDL3TCaVcv3oCcICgyhStjQFiied15HTiYuTYWnxX+6dpYUOsgwKlaanh6okJua7UyB9U2OivwRkyI7k8OjSkZjISNYNHIlYTUwDr45UbtIwU/ZKD53GjqBc7Zr4v/9Ak66d0y3PEu+UAQn5ZKB8Tx4frUeJhid/a6ds5/ou9Bu2myoNdpM/nyEHt/fA1iZnCdW6VbCnz9CvbNvznJpVbFm44h5FCpljZqqb5HhjYx02r+qUxVbmPASHLJfRpmVp/AMiaOF1BKlUTpsWpVix/hovb3Qhn7Ue0dFSilfZzO17Hyhfxi5De9Wr5cz08Q3p1O8kUdFxtG5akukTGqjoSn5P+vw1jbUTp7GgXXcMTEwY8M9f2BRyzJK9ZVIpc3sPJOLbN/IVcWLfkhV0GjcyR93UU0vLpqUYPfUyDraG6Oio03/EWWpUSX9Va+JQZVp6qP7R0IN9s/6hxbg/iQoN4/z6rXgv+DvddvwKsVhMC+++tPDumynrZxSRSEQxt4oUc6uY4bUCbSQU/ajJ00gZcrk8IXQZL4XxO4cuzUz12Lm+S3ab8UusrQw5tKMH/YbtZvDYC1Qsa8e+Ld1VErnJywgOWQ5GoVBw7uJr3rwLopRr/gQHy7tPVbz7VAWUvSR37L2XkFOgo6OOo4MRQcGqSdzu0qECXTok35dSIG3oGhjgPT9zbtgpcef0OcLDQvHeuAKxmhqVWjdjVZ8hudIhmzGhASEhUXTsexyFXEH1Kk5sXJGxHobp6aHaqFc3FAoFPtP+RkNLi+5TJ1CsUvL/L5LYWO6dvUBMVBTF3Cpinj9fhmxOD8FfvvLoyjW0dHQoXbNaslW+6UESG8v+ZavwffocK3s7Wg7si56hYcoTk6GonhpP37X9L3Tprgxdxjtlv+spWW6gQll7bp1Tfeg+L5P7Enx+I4aN3U+foTu4eOUxzTqsYfGKSz+NsbUxQl9fi/nL7hAZGYfPoVc8fBpEmZJJy1MIZB8v797nos8B3j56ki37hweHYO3kiFhN6WDkK+RE1LdvyGUpt7rKbhQKBYePP2H2/DPs2f8AhULB0n9a8fXlVPxfT2P3xq7pzleMDIhMdw9VsVhM0749mXVwN1N3b6F83VrJ7hMTFcX0Dt04smELt85fZEKLdry69yBdNqcX3yfPGNe8LTfPnufYlu1MaetFlIpyGBUKBQsHDufNs+eUalKf0G/hzO7aB2k624cl/p0nrnBNHE5WddVlQGAE2/fcZc/+B0RG5qxEeYG8j+CQZTP3H35i66473Lr7/rvvP3j0id3773PrVFvWL6nLlaOejJ12hLCw75Pq1dXVOLyzJzv3v8O00ArGzrjOvi3dsLTIXdWNeZ1dCxazaMhIbp2/wLy+gziydmOm7fXy7n2uHDjMx5evv/u+c/kyPD5/Cd/7j5BKJBxdtIIiZcskOGg5CalUxo3bfly76YtEImXslCP8OX4fQUFfmTHvGL0G7UxzJ4ikiL+hPz5aL9PV+M9s342+pTl91y6m419TaDpqCJtmZu1p6eZZc2kwuC+d5kyjz6p/MXcswIlNW1WydtDnL7x58IjOc6ZTsk5NPCeNJjY2ljcPH6V7zUAbSYJTnFjFPzOkMF68CqB0tXls332NZWvOUan2QkJC84ZEjEDuQAhZZiOLVlxk1vzTVHPLz9WbX+jVxY0JI+sB8PnrN5wLmWBoqAWAg50hJsbaBIVEYWT0fYjBqaA5V0+mXewxNcTFyThz4RVRURKqVXbE3EwIEaSVL75+nNm+mxH7tqJnbEToF3/mtuxI1WaNMTQzVeleW2bN5caJU9gVL8qmmXNoN2IINVo1B8C2cCF6TJ3AhmFjCQ8OxqVC+UzLd8oI377FUL/VSkJCI1FXF6NQiPjwKYzXt7tiaqJNVFQczpU28fjpF0oUy3jI71dq/KoUfw0NCMS2uEtCHo1d8aIc8w9U2fqpISwwELtiykIOkUiEXXEXQj9+Uc3i8Q5yojQhsVisEsc5K6QwRk8+xLB+pRk+oCwAfYad5u8FZ5k1uZFK1hcQSAnhhCybCAiMYMKMY1w77smONQ24dboti1Ze4vXbQGQyOZGRsdx54M/p834oFArWbXmMWCzGLguraaKj46jVZCnjpx1k1YYLlKo6lyfPVPTh/RsR6h+AuZ0NesbKMm5ja0sMLcwJCwpS6T7vHj/l2p1EwIgAACAASURBVJHjDN25gc5zp9N/3VI2Tfvru3ZLFTzqsPjyaTY8ucPYjaswtjBXqQ2qYPqcUxQqqMejyx25f6E9JYuZYKCviamJNgC6uhrY2RgQHJKx04vUqPGrEpfyZbnpc5iQz1+QxsVxetUGXCqUVfk+v8K5fFnOrtlEXGwsYf4BXN9zAJeK5VWytln+fDgUdWHb2Kk8vXAFn5nzEItEOLqWyNC68U5xUT21hJPLeBX/eFRxSvbpSxhu5f/TeatUzppPX8IyvK6AQGoRHLJs4svXb+Sz0sfeVpnwammhS6GCxvj6hdCozSomzz6KUwEjmnY8iKb1YuYsuc/B7T2ytD3G4pWXsDDT4PrJNhzZ0ZRxQ8sxZMy+LNs/r2BTyIlAvw88v3IdhULB/RNniI2IxNJOteKhwV++Yl3YEZ3/az9ZFnRAU0ebbyGhP43NydVOL9/409ijIGKxCJFIRIfWzkRESFi44i4hoTFs3P4U3w/fKJVMG6+0klxDe1W3Ripbuya123vyd7P2jK1YC0n4N7pksUhvx9F/IpbJGP9HXWY18qRK4wZUalBPJWuLRCKGLp1PPhsbrm7bjbZYnTEbVqGhpZnhtX/MJ8sMFf8qlQoyb8ldYmKkBIfEsHzdI6pUKpihNQUE0oIQsswmnAqaERoey/4jr2nW0ImzF9/z6m0ot+59AEUcd8+1Q01NzJrNj1i39RWXjg/Mchv9PoRQ7Y98iMXKm3f1yjYsWp3+fJCcTGhAIO+fv8TEygLbwoVSnpAGDEyMGfTvPBYPHUlU+DeMzM0YtvxflVa3AdgXdeb9o6f4PXyMvWtxbh88hoamZo48BfsVJYvnZ+vu5zRv6IhYLGLnvpc0a1SCXft9mTDzGoWdzDmys9dPofvcQOOeXWnY3Qu5VEbAx4+8vveQ/IUcMctnnfJkFaCtp8uQJfORxsUhVlNTuXCzlo5OpojixpPR0KVEIuXG7ffIZHIqlbdHW/s/kdLp4xvStf82jB2XA+Ddqwq9urplwlUICCSN4JBlE7q6mvhs7oZnlw107ncCHR0Ntq/pzPHTz6n+Rz7U1JQflO5V7Zg6R3V9+tJCpfIOzFt8Gq+2RTE20mLRqgdULJu6Rsap5eOnMC5efYOGDKxl7ipdO7U8vHiFJcNHk6+wE/7v/KjWvAntRgxR6R5FK5Vn8eXTxEZFo6WrkyknVOb589F71lSW9xuGLE6KoZkpw1csQk09d/2bjx5am9ZeG7AvtQ41sZgihSzYv7UjBgba2W2aShCLxRxev54jazeSr5AjH5+/pPvUCSo7qUoNqWn4ndPIqIp/WFg0dVusQCKRoKEuJiZWwZmD/bAwV54o6+hosGOdFzExcaipiXNcs26BvE/u+qTOY7hVcMDv8QRCw6IxMtRGLBYTFBLF1L+O0ruLK6Ym2ixZ84AKZTMm8JpeOrYpy4NHn7B1XYuGupiK5ezYvaGryta/eccPD8/1OJYtReiXr+jHPuFyrf3fJQVnNgqFgqV/jsHrn5k4lS9DVFg4C9p1o2ztmhQpW1qle4lEIrT1lErVsdHR+D17gbauDrZFCqvMQStbuybLb1wgOiICXQODHBWalEplvP8QirGxDibGSSt2A2hra3BwRw/e+QYjkytwLGCaK1twJcen1285unYjw3ZtwNDCnI/PXrC8h7fKNcHyIhlR8Z8+5ySuRY1YvbA2AMMnXGTctCOsXPh926HEp2YCAlmJ4JBlMyKR6LubU+tmJbl7/wMOpdehraWOcyEL9m1Ne2sduVzOk2dfiZXIcC1mjaZm2t9qkUjE39OaMHmMB7ES6S9voumhz58HaThyOGUb1kMul7O+/5+s3b0FL8+sEyqNjogkNjoap/JlANA1MsTetTj+fu9V7pDF4//+A7O79kZLX5/I0DAcXYszcMHfKjvJEovFGRLjzAzevAuiUZvVRETEEBoey8hBNRMqipNCJBJRsIBZFlqYdfi//0B+58IY/j+UbONSBC1dXcICg1SeV5gZRIaH8/nNO4wtzDG3yXq9w/Sq+L9+F0j7lgUSHlLq13bgr3+zVgdOQOBX5J3HzjyCSCRi5qRGfHk+iSfXR3L5xMA0a4rFxkpp2m4NjduuxqvPZiq4L+Cr/7d026Srq6lyZwzg0+cwCpRyBZROhF3pEnz4+lnl+/wKHX09DM3MuHtU+SEe9OETr2/ewc65SKbtuX7yDCq0bMqQHesYdXA7YSEhnNu5N9P2ywl49dlKz04uvH/YnVc3vdiw7QYnz77IbrOyBZtCjnx4+pwvr94A8OzSVWRSKSaWltlsWcq8uH2XER7NWDN5OuOat8VnyYpss6Wonhof3rUFlPlkxdyVFeiPjtRNMsG/TElbNu54RmysFKlUzvptTylTMuc7wAK/D4JDlkMxMNDGyjJ9IaeFyy4AEl7e7Myjyx3wqGXD8HH7vxsjl8t58SqAl68D0q0TJJXKePr8K2/eBaVrjcoVHbiwfhNymYww/wDu7j/GH2Wytk2TSCRiyOJ/ODJ/KTM8WvJPay9aePfFoahzpu35+Z0vJWpVB0BdUxPnqm58evsu0/bLCdx9+IlenZXNpq0s9WhavyB3H3zMZquyBwtbGzqPH8Virz7MrN+KHRNmMOjfuSqpRsxMFAoFiwaPoM2UsQzZvo4R+7ZyZvvuLO82AP9VXUoVilSr+I8cXAsNDR1sSqwlf/E1BIXImTLGI2sMFhBIBULIMg/y7OVXmjVwTEhKbdW4EANGXQSUVUYPn3xh8Cgf/D6EIJcrKF7UGp/N3dDVTf0NISAwgoaeqwgKjiQqOo4aVZzYsqoj6uqpT4RdNb85LbpsZbxbLRQKBd3r9aCJuwcRkqw9JStQvCj/nDpM0OcvGJiaoPt/2YjMwrZwIW4fOkZ9795IomN4fOYiddq0ytQ9sxtHB1OOn/XDs1lhoqOlnL/yibHDXLPbrGyjStNGlKvtTmhgIKbWVmhqaWW3ST+hUCgI/PgJhUKBha0NsVHRRISGUbR6ZQAMzExxLFeaT2/eUqh0ye/mvrh9l+e37mJkYUblJg0zpYgg0EaC6/9Dl35vPDntuIvakhYJUhg/5pNpaamzZ1NXPn8JRyZTYGtjlKNyLAUEhBOyPEgxZ2v2HnqNRCJDoVCwY98Lijlb8eyFPy4V/qJ5hzXcffCRHp2K8u5eV4wMRMyYeypNewwft5+qlSx5fduLd3e7EhwcyuKVl9O0hpmpHhcO9iLw1SS+3h1D1zpeaZqvStQ1NbBysMt0Zwyg2+RxPDt3mdmN2jCzfktsnQpSrVWzTN83O1mzuC0DR5+nVjMfilfZTImiNrRokrxgqFQq49bd91y/pWydlNyY2/c+cP2WL7GxSY/JyWjr6WLtYJ8jnTFJbCxze3szsXVHprT1YnbX3ihQYGBqwqOzyoe78IBAXt++i00hp+/mnt2xh38Hj+BLwFfO7tnH3z36I5Nm3vuTWMQ3cVP4xB0Y4hGJROTPZ4SdrbHgjAnkOIQTsjzIoL7VuHTtLY5lN6Crq46Bvg5Hd/eiQetVjBxYmr7dSuIfEEXlBjup5mZDuxaF2bDjTZr2ePT0CyvmVVdWDmqr07ppIW7eS9/Jlr6+FpHROfuGKpXEEeLvj5G5GZraGZNfMLW2Yvq+7Xx954eWrk62JEZnNRXL2fPo6kju3P+AmakeZUvZJHtDjG+dFBwSgbq6GE1NTU749MHMNFE4KjKWhp6r+OofjpaWGqDGqf19EyQMBDLGgWWrkauJmXByPyKxiO3jprFn4VIGLZzD/AFDOLF4JSFf/GnSuxtOJf9zrBUKBVtmz2Xw1jVYFnRALpezxKsPd89e+GXj9fSSlBRGvIp/aqQwBARyEoJDlgfR1FTHZ0s3XrwKQCKR4VLEEnV1MQ8ef6Fre6WQoqWFLvVrO3D/UQD3HwdRxMkiTXsUcbJg/9G3VChrjVQq59CJd1T7wyUzLifbeXr9Fv8O/hM1DXUkUdH0mjWVCvVqZ2hNdQ0NbAo7pTwwD2Fupke9Winn5s2YewqnAnpcPNwckQgGjjrP+GlHWTa/dcKY2fPPkN9ai7P7OyESKSUMRk8+xJrF7TLzEvI8cpmM0IBA3j5+QtmmDVDTUN4iyjb24PKmHXQaO4K5Jw7xxdcXY3NzTKy+L0SQxUmRxMRgZmcDKIt1zO3tiAzNvBZEP0phnE8UukxJCkNAICchhCzzKCKRCOfClrgWz4eGhhoikYjCTmYcOvEWgIgICUdP+TJv6V1evon4pQRBUsyb0ZRdB95QstpWnCttQiZTZ3C/6plxKdlKbHQ0/w7+k/YzJzHh5H56r1zI6nGTCfEPyG7T8iwvXvvTpP5/rZOaNijIi9f+3415+TqAxvUKJIxp4lGQF6+E9yQj+D17wbDajRjXvC1Prt3g4padKBQKYqOiuX/iLFYOSlFoHX09ChYv9pMzBsrQv3P5chz+ZwlRYeE8v3KDZ5eu4pwFPTvjQ5fxUhjxJBW6FBDIiQgOWS5HKpURGhqdqirH9Uvb4z3qPFUb7sbFbTPlStuzb2sPzh8ZgKFh6sNwnz6H0bzjOr76f+PlmxCaNXTl0M6eaGnlvQPXwI+f0dbXw7lyRQDsihfF2qkgn16nLcQrkHpci+Vn254XxMXJkMnkbNn1HNdi+X4as93nJRKJDLlcwZbdL34aI5B6FAoF8/sPoW7/Hkw+d5ihO9bz6flLJlVvwLjKdblz+DgfXrwiIhUnXQMX/E3o+4/M8GjJ/pnzGDBvNtYFHDLV/sQNyBNLYcRXXSYnhSEgkJPIe3fQ34hN224xYMRe5AoF9rbGHNjWnUKOyYceK5az58n1UTx8/BlzMz2KF01f/7zu3tvxcLfhxslWfPocSfUme2hQtyh13TNPuyu7MLY0JyI4hK9v3mHlWICwr/58feuLef6sy/uSSuIA5elDepHExiIWi3NFy5wxw2rTqvN6HEqvR00sopCjBYvnNvhuzJ+DatK2mx8Opdehoa6Gg50Jh3a0zSaLcw4xUVFoamunubNBZFg430JCKN9UKcps5VgAp/JleXv3PmrqaohEYoK/+rNm4lQG/zvvl2sZmpkyYtWSdF9DevmViv+zc0pnTAhdCuRkBIcsl/Lw8WdGTDrIgpnVGTfjCm/eBlOuxnzOHuxP2dLJix2amuhSo2rGcpeu33rP5mXuiEQibPLr49nUiRu3/fKkQ6ZnaIjX+NEs7dYf26LOfHr2gia9umHlkPntrGRSKWsnTufyvoMAVGnehO5Tx6dJ0V8SE8OykeO4e+ociETU7dyeDqOGqaTCLCg2OuF1wLfYhNeKmIwVaGhra3BoZ0/e+gYjk8lxKmj2k4OhpaXMk3znG4w0mTG/IvFpSWKZlahICdJ06vJlhLhYCeqaGul+X4I+f2Gh9zD8nr1ATV0drwmjqNG6Rarn6xroIxaLef/4KXbFixL9LYI3d+6hZ2zEyP3b0DM2YvfUv3h87lK67PsVCoWCUP8AxGpqGJlnrDtDYhX/xFIYKan4CwjkBASHLJdy8857qv9hw6gpl9m+qj61a9izw+cFzTqs5eWdMZnaj83OxogLVz7SskkhpFI5V25+pVeXvOeMxVOtZVOcy5fl4+s3WNnbkd+pYJbse2jlOj6/92PqpWMoFAo2DBnNoVXradavZ6rX2DHvX2KlUqZfPYkkOoZVfYdybude3NtmTPcss08jRCIRjim0Tkpve6V4Z+zRkboJIa3Tmj4JAqOu+uoJIbDMJvDjJxYOHI7v02fo6OnTfVr6mowvHT6aQlUq0X/zSgLe+bG8hze2RQp/VwH5K8RqavSePY3V/YZh71qczy9fo2dggJtncwzMTAGo0aUDD0+fT7NtvyImKoqF3sN58/ARcrkc1yp/0H/urAydBoMydPk0UgYo39va7soG5IJTJqBqVHniKjhkuRRbGyNu3vmCS2ETatdQJtu2bVGE8TOv8c4vBJcimdeGZcUCT5p1WMv67c946xtGQQcL2rfOnL6POQVLe1ss7bO2zcqLu/eo0t4TLV1l26oq7T2543MobWvcuUejEQPR0NJCQ0sLN8/mPL9zN8MOGeTu04jEid6JE8ATa1plBQsHDsfFvSr9N6/k07OXrO4/DNtCTmmqwFUoFLy8e5/uy+cjEomwLOhA8VrVeX3vQaodMoDydWvhUNQZv2cvMLW24uHlqzy8fpOaXTogEol4e+d+QmK/qtg1fzEa+npMOnsIuUzGhqFjOLxmQ6oeOsICg1g9bgqvHzzE1NqKblPG41SyRMLDQryK/48PC4/PNEhhZQGB1FG81lGVhsEFhyyXUte9CKVcbTl36RXBITGYmmjj9yEc/4AoLC0yV4vpj4oFuHdxONdu+mFspE3Nak5pzlkRSBljS0v8Hj5OaLPk9/Axxmnsd2hiaYHfg8cULF0ShUKB38PHWKm4Z2JKpxE5KWcnMiAyoQDGpaYeUrnytd8bzwRnLKtOxySxsfg9fU7/zSsRi8XYFnPGuXIlXt1/mCaHTCQSYWxhge/9RzhVKIssTsrHJ88pX7VKmm2ysLXBwlYpWZHfqSB3Tp9jYfvuGJiZ8v7xM0avU23vSt8nz6jRszNq6uqoqatTrkkDnp2+kOI8hULBP/0HY1falSFjh/L69j3m9vZm1sHdGFuY/1LFP/4EV0Ago6j6wVNwyHIpIpEIny3d8OqzlVLVt1LVLT8Xrn5k+vj6mJqovhH4j+TPZ0TLpr9v65u08vbRE5aNHIf/Oz9sihSi/9xZ2BRy/OWcVgP7MrV9Vz49fwlAwFs/Jm3fkKZ9240YwszOPXlz+x6xkVFEhYTSfevIdF/Hj6R0GgE5J5E6PlT5+Gi9hFDlee193/VCzCpnDEBDUxMtPV0+v3iFjUsRpHFxfH7xCvdmjRPGfPH1Y+nwMfg9eYaFnQ19Zk+jUJlSP63VY9oElg0fR2G3Cvi/eYeVnW2GhVi1dHQYv3ktj65cIzY6Gpe/ymU4x+tHLOxseHH1BkX+qIhCoeDF1RtYpeIkOiI0jI8vX9Nvw3JEIhFlG9bj/tFTvLxzjwoedRLG/fSwIGlB+XqFVHoNAr8vt068UumDpyi9jaWzi/Jl7BS3zg3JbjNyFFeuv+PVm0BKFLX+ZUJ/TiYyQHmiUr5eISIknzmt6UPg145ERUooqqeWpTdKVRMZHs7I+s1o/OcgSrhX5/bBo5xbu5k5xw+k2FA6Mjych5euAlCyWmV0DQzSvH94UDCPr15HXUMD12qV0dZVvcNu/v/TCAD7/59GADw7F5nwBJndTln83xgoHcbTmj7I5XI+vGub5adj8Vw7cpwNU2fhXMWNz89fYuNYEO8FfyMWi5FJpYys3xy3di1xa9WMZ5evsXf6HP4+4oOBqclPa33x9ePVvQcYmppQosofueLUOiwwiOmduqOpp4ssToq6mhpjN65K8e9cEhtLn/JVGXtkN4YW5sikUha2607nsSMoUdktYVx8nuPTSFnCw0L836aAgCpIzWecyPjP2wqFonxKawknZHmAypUKULlSgew2QyAZ3j9/iUn+fBQsW4q1A0fw4clzEMGtU6f5o9Gv81n0DA1xa+iRof0NzUz5o3Hm580kdRoBqj/WTw9JOWNAtjpjAG4NPbAt7MTrew9xb9oI12pVEhypoE9fkMTGUr2TUs6jZJ2aXNm2m3ePn+JarfJPa1k72GOt4hyvzMbI3IzpPtt5de8BYrEahUqXTPEhBUBTS4tm/XqxtFt/Stevg+/9h5haWlKsUoXvxiVVfPLA7EimXIvA70fJoIbJNrNPD4JDJiCQyRiYmBD88TNr+g+nZF13Os2Zxsvrt1g5ehI75i6k9eABVG3eJLvNzBA5uadgYomL+FAlkG2hyh+xLVwI28I/h9H0jAyJ/hZBeEAghhbmSKJjCPrwCX1T42ywMvPQ0tGh+B+V0jyvef/eOBR14fX9h1Rr0ohqLZoiVvu5KCNx8YlcLv9OokVAICOo+sFTcMjyONdu+jJo1F4+fQ6ncqUCLPun9XdNmgWUyKRS9i1dxb3zF9E1NMBzUP8kc3XSg00hR0pWq8ytk2eo27c7IpGIMvXrcH3PAYpW/YPtcxdiYmWZrptSTiIn9xR8dKQucoVSYDexxEVODofrGRnSpE8PFnv1oWj1Kry9fY8SlStRoFjR7DYtx1DGvTpl3FPXsq2onhpP37VFVy/lEzgBgdRgbrXluwdPyFjOrOCQ5WE+fAylafs1LJpdA7fy1sxZdIc2XTdw+kD/7DYtx7F9zgJePHhIoz+9CfT7wNw+A5m4fQP5HVWjOeY1YQzXj57kW1AwhuZmSOPiCP3yFftSxakc15J75y7meocsnvjQZXxPwewMXSYOVRZzN85WiYv00KxfTwqXKcm7J88oX7UK5eq4q0TUN7OJi5Wwfe4Cbp86i46BPp6DB1C2ds1ssyfxw0JUZM50wAVyHz8+eGY0dCk4ZHmYC1feUKOyLW1bKEVbF86qjr79MiIjY9HT08pm67IPqSSOh5evIomJwaWCsnLs8oHDDNy8ClObfBQsU4qPz15w++RZ8vdRjUOma6BP0749WNq1H8VrVuX17fvkK+xEgVKu3Nx3GFvb3FmM8SPfhS7ftcXecZfSKauZ9VIYvwpVxqvx59TTscQUc6tIMbeK2W1Gmtj61zzev31Lj6XzCPn8hVVjJ/On+SKcSmVfZXZ86NJMSyfbbBDIW1wKjgBUF7rM+WU4AunG0EAbvw/fkP9fa+nzF+UNKi82AU8tsdHRTOvUjT1LlnPWZz9jm7Tm/fMXqGtqEBMRkTAu5ltkhtXCf6TFgD50nTgGWXgk/m/fYZLfmm1jp/Lmxh3qdMg7fRgTOzmJ87QSO0WZ3eg5J6nxp5WHl64yqU0nRjZswY65C5HGxaV6rkKh4OTm7Yxp6snYZm04t2tvhu15de8B0zp0ZUT9ZqyfMhNJTEyKc26fOkuLscOxLOiAc+VKVGrZlLtnU9YXywoSt/wSEMgIVU31Ez5TEjezj8+ZTSu/7505jxEdHcfoyYc4d+kVlhYG/D2lCR61nZm76CyN2x+gUjkrNu96wdQxHqir5/xQTWZxcssO9MxM8fpnJiKRiGu797Nh2l807tmNDUPHUqNrewL9PvDq+i26jv5T5fuXql6VUtWrUr9rJ+6cPY+tjS09J47FwCRvJWrnBBX/nKLGnxbePn7CkuGjaT1xFCb5rTk0dxE75v1Lx9HDUzX/wp59HNu0Fc/Jo5HL5OyYMB1tXV3cGtVPlz3+fh+Y29ubpiOHkK+wEyeXr2H1+Kn0nzvzl/O09XQJ++KPuZ3y5Dfsqz/mLs7pskGVxDvhgeRMZ1wgd5Fc+7j05swKJ2R5hN6Dd/L+w1fWLapF+5YF8Gi1gs9fwjm+tw+N65chTqrPwtktGTHYPbtNzVaCP3/BobRrQh5OgTIlCfnqT73O7ekwcigBT1+hq6bBlF2bVS6CmRiHYi60GNCHBt065zlnLDGJnZ/Tmj4Uc1de66MjdTPtlOxHNf54Zyw71PjTyu2TZ6nUqimutWtgW9SZVhNHcePoiVTPv3bkOA0H96NgmVI4lS+Dx4DeXEvD/B+5f/ESxd2rUa6xB/mdC9Fm6jhuHjtJSvqVrQb1Z/PIiZxYtoYdE2fw7u6DNDU7FxDIDQTaSBI+U+JzZoGEB8+0IpyQ5QHkcjm79j8g8EVv9PU1KVvKknOXPnL8zHN6dXGjf8+0t1DJqxQuU4q9S1dSrnF9dI0MubBxG4VKK/NaKtavS8X6af8nEkia7FDxT0qNH7Je4uJbSCjb/v6HDy9fYV2gAB1HD0+Vg6+lo8PnL5//WycoGGlcHJLYWDS1Us771NTRISI4JOHriKBgtHS003cRgJb2D+sFh6ChrZViYUGlBvUwtjDn3rmLOBR0pNvoEXn6wUPg9+annNl0NrMXHLI8gEgkQkNDjeDQGPT1lUeoQSExaGupNgcqL+DWqD7vX75ihkdLRGIRRcqVYeDCOdltVp7lVz0FE1ckqZIfQ5VyuRzIulClXCZjTq8B5CtahIbDvXl89iKzuvRm2t5tKYqeVm/VjBMt2rFr6l+Y29tyfsM2DC3MWT12Mv3nzUpx7yY9uzK3z0DCAwKRy2Rc3enDmPUr030tFTzqcHDVWraPn06+Ik5c3eFD8/69UzXXuXxZnMuXTffeAgK5gdQ8eKYWoXVSHmHWvFNs2nGT/t1dufcogCs3/bl+ajAGBul/Os5Ksrp1klQSR5xEgo6+oMmW2STXvib+w0qkrbrnQkWMFMjeUOXHV2/4u2c/xhzdg0gkUjbCbu1Fn5lTUlVleHzjFk5u20Vht/IUq14Fh1KuTKzqwZoH11FTT/l35fv0OZf2HUQkFlOjZbM0NSpPisiwcE5s2kp4cAglKrtRrs7vnfYgIJAUv2of5za4stA66Xdi9LDaODmac/bCK2zy5+Py8ba5xhnLDtQ1NVReRZmdvH7wiIMr1xIbHU1FjzrU9GyZY/SqklLxTyyFEe9EqYrsVuNX19BAKolDJpWirqGBXCZDEh2Dukbq/t4MTEwwyWdF81FDAWXYUiQWI0qiN2VkWDg7/1nEF19f7IoUpvXgATgUdcahqOoS6PWMDGnh3Vdl6wkI5FWSax+XWgSHLI8gEolo06I0bVqUVum6t+99YO6/Z4mKluDZrBSd2qXo5AtkMe9fvGROz/54ePfC0NycwwuXERsdTf0unbLbtASS6ikISudJXzOfyvaJkCjzr7JTjd/S3pZCpUuyfvAoStatxZPzl7Cyt8XOuXCq5pdxr8HeRcvZM30OtsVduLJ9D/W7dvqpWbhUEsesrr3JX8yZPzq24e6RE8zrM5AxG1cl2VhcLpdzYtNWHl6+hoGxEc0H9Ml1vS8FBHIqv2ofl1oEh0wgWR49+Uz9ViuZNKIiVpa6jJtxnMgoCX26/9zYWCD7uLz/MG6tm1O5TUsADMzN2D15CQtGvwAAIABJREFUVo5yyODnnoLxT5DxTpSqyG6JC5FIxMAFczi6fhPvb9/HuaQrDXt0SbLPYlLo6OsxafsGDq1ex8c7D/Do2I6ani1/Guf79BmxMTG0HD8CkUiEc+WKzKjfEn+/91gXcPhp/K75i3lw+SruPTrz9c1bprXvynSf7ZhYWf409saxk1w5dBRNLS0adOtMwRLFAGV+3JF1m3hx+y7Glha09O6LsYV5Gn9DAgJ5k+Tax6UWwSETSJaN227Rv3sJvHspezrms9Jl4OhLgkOWwxCJRMhlsoSv5XIZInJGuDIpfqxIsjBQXdeI+MbR2a3Gr66pQZPe3dM05/75i1zcdwh1DXXqdmpP+5HDfj1BJEIhV6BQKBJy1RRyBSJR0mpGp7ftZNjujZhYW+FauwaB794r+6t2avfduEv7DrJz/mLqe/cmKvwbf3Xvy5gNq3Ao6sz6KTPxffmKKu1b4/fwMVPbeTF93050DfTTdK0CAnmZH0OXqUVwyASSJamCj1xWA/JbUK1FU6a274K+iQkGFmacWLKaRj28stusJEkqdBnvRKmK3KDG/yO3Tp5h3eQZeAzoSWxUNHN69mfkmmU4uhZPdo5DUWf0jAzYOWEGxWpW5d7RU9g7F8HSPpk2XEn+P//8vRObt9N60micKyvbNcVERHB+tw8dRg3nwu59TLlwFG19PUrVq8XXV294eOkKlRrUS9+FCwjkMZIKXaYWwSETSJYuHSrg3mQZFma6/w9ZXmX4gN+nwiosKIhDq9YTHhREMbeKVG/ZTGWJ8nfPnOfGiVNo6ehQv2unDOXy5HcqyNiNqzm0ej0fHzym9eD+VGnaSCV2ZgY/qvjr6v1aCiLtSHK0Gn9SHN+4lRZjh+H6/wbcMqmUNROmYlvYCZcK5ZIs0lDX0GDUmuX4LFnB/UPHcXAuQvP+vZL9G63dvg2bho1LCFm+uHoDr2RO4cRq4kSv1ZApFAnOW+LiApFYDcX/ZUUEBASU/PjgCZNTNU9wyHIwUVES5i+5wBvfQMq42tKvZ2XU1FJurnDtpi8bt91ETU1MTy83SrnmT9f+JYrl4+juXsxbdI6o6K9MHOHx2yT1R337xpS2XhSpXAmbMq4cXruRwA+faDW4f4bXvuhzgJ3/LKJWLy/CA4KY0taLKbs2Y2mX/gbj9i5FUmxnk9OIP9aPilTtKVZOV+NPCrlchrrGf46puoYmkjgJNmVLcnzLdvz9PtD2z8E/zdM10P+prdLr+w+5sPcAIhG4t2mFQzEXADyHDcTIwoy7+w5jYGLMhG3rk8wfc2/Tkj1T/6bh0P5EhYVzYeM2Rq5ZhoaWJm5NGrBx2FiqdvDE9+Fjvr56g2tVZQpDbHQ0R9dtwv/9BwoUdaFOx7YJeXNBn79wbP1moiIiKFerJmX/73gKCORVEj94phbBIcuhSKUyGnquwsJMnbo17di65xa3779n3dL2v5x37uIr2nTbyMiBZZFIZNRpvpzje3pTtnT6bvbly9ixbW3ndM3Nzdw6eQZLxwK0GKu82blUceOvpu1oOahfhk/JDq/ZQPuZE3GqoBTNlERFc363D55DB2bY7txC4mN9My0dla4dFBudq5wxgJqtW7B71jylKn90DMcWr6T7or9xKl+GYtWrMMOjJZ7DBiZZPZmYZzdvs8B7GDW7dkAukzOra29GrF6KU8kSiMVi6nfplGKxh3ubVmhoanJ1/xHUNTUZtmxhQui05/RJHFi+mqvbdmNiacHE7RvQMzJEJpXyd8/+aBsZUfiPClw+cpw3j5/Q96/phPgHMNmzE6Ua1sWssCMbps0iLDAI97atVPb7ExDIqaTltF5wyHIo12/5ERT8jTP7OiAWi+jY2gVb17XM9v+GlaVBsvPmLT7HvKlV6dy2KAA6OuosWnkxRUdO4HtkUilauroJX2vq6iKXyRMSqDO8tt5/pdBa+npI4+IytGZqifr2jRObthEWGESxShWo4FEn2bFyuZyLew/w9vETLG1tqNupfYpK82kh3ikLio1W2Zrx6+Y2qrVoikgs5tLuA0SEhmLjXAin8mUAZTskhVyuDA2m4JAdWbuRRkP6U7FF4//P1eb4hi2pUvlPTNXmTajavMlP31fX0KDlwH4/ff/1/YeEh4TSc9W/iMViyjbyYFrdZoQFBnHJ5yDO1f6gyTBvAOyKu7BtzJRUO2TPbtzi5skzaGlrU7tDG8zyWRMTFcX+Zav59OYtNk6ONOvXEy0d1Tr2AgIZJXHoMjUIDlkOJTZWiqGBFmKx8uavo6OOlpYaEsmvjz9jJVKMDP+rWjM21CI2NjxTbc2LlKpelV3zF3Np225sXApzetUG/mjSIMUTitRQtVkTdk2ZRZPhyhY3V7btZtS65Sqw+tfEREUxtV1XrJ2dyO9ShG3zFvLF1y/ZasANU2bx6uEjSjeow72r17h/4RKj1i5PtXxDasiNzlNmUbVZY6o2a0xoQCDjmnlyYfMO7Iq7cHbtZio2qJcqlf44iQTtRBWPOgb6xEky/3ccJ5GgraeX8P+hoa2FhoYG0rg44iSxaBvoExsVxZUde/n6xpeo8G+pWvfmidOsmzSdap3aEhoUzKTWHZm8azMrRo5H29SYEnVr8vDUOeb1GcTo9StU8v8pIKBK0vIZl6kOmUgkqg8sBNSA1QqFYvYPP58PxGeJ6wKWCoVC6EALVCxnz9eAaKbNvY6HuwNrtjyhiJMFNvkNfzmvo2c5/px0Aj1ddWIlMibOvs7iua1Ys/E6z1/6U6JYPjq1LSt8cKWAqbUVYzeuYvuchdw/fIJilSrQevAAlazdtG8PNDQ1OLl4FVq6OgxaNI+CxYupZO1fcefUWfQtzGg3YyIikQjXOjWZ26ITjXt1++nU71twCJcPHGLCyf1o6+tRtYMn81p15tW9BxQpVybTbf2dMbYwZ+zGNWyfu4CHx07hUqE8rYek7m+vStNG7P5nCdp6ushlMo4tXkWXCaMz2WJwKulKZHAwJ5evxblKJa7vPYh1wQKYWFlSwaMO0zt259GZC+QrUgj7EsV4fesOB5avpmnfnr9cd9/SlbSdPh6XKm4AKBRyDixbhf/Hj4xeMR+xmhol67ozq6Enn1+/zXCbKAGB7CTTHDKRSKQGLAHq8j/2zjoqqq6Lw8+dobsbCVEJAzuxsLu7u7te+7W7u7t9sbu7uxuVUFq65n5/oHwGKMgMofOs5Vpe5txz9sDcufvuvc9vw3vguiAI+0RRfPRljCiKA78a3xdQftN/RkdHnVP7ejJ49D68Dp6jSCEb9m5t+ktHqn2r4iQkyBg99QpSicCsifXYtus2Pn5B1PTMxeKVZ7hw5RUr5jfLpHeSc7HJ48SQFQszNEfkp0+c3elF5KdPFKrgQd4i7giCQK3O7anVub2cLE0bsTEx6BgZJjtfOoaGJMbHI8pkCN9FveJiY1FVU+PJpSv4PnmOsY0VWgb6xMXIV6JCScpYOzkyeNmCdJ9Xrn4dEuPjObFkNYIg0HLoAIpVrawAC79FQ1uLkRtXs2nKTB6dPo+9qwuDlyWlL23z5qFmhzZcO3Ga9rMnIwgCRWpVY1rdZtTp1umn32lxnz+zX9AxMiT8rS8SqfT/uz0FAYlUikyW9uJpJUqyI4qMkJUAXoii+ApAEIRtQH3gUSrjWwLjFGhPjiOXrSE716f/pt25XUk6tysJJKntDxu3n6dX26KhoULfroVwKLKO0UOqksvW8BczKckIkZ8+Ma5JG6xc8mJsa8283gNpN2YEpWpVzxJ7CpQrw47ZC7ix7xDWznk5sWIdRatWTjEFaWhuhpqGBkcWLKdI7epc8zrAx9fe2OdXfCRPScao0KQhFZqkr4fer0hMSODi3oMEvPfBIb9rirskTawsGbBoTornG1laYGxr/f+HAWNDxEQZsoREJGqpO2Qla1Znz5Q51B8xkPCgIC5u3km/hbPxe/OGXf9Op2C1Stw9dgoDE2OsnZTRMSU5G0U6ZNbAu6+O3wMlUxooCIId4ACcSuX1bkA34I9xIhITZWzbfYc3b4Mp6m5DjSrOClknIjIOU2MtNDSS/tQ6OmoYGmgQHvFnRjruX7jM/hWriYuJpVTt6lRv1zrLmmxf8NqPZT4nWk//F4C8ZUqyc+yULHPITKwsGbpqCVumzebMmk24lCxOq+Ep61BFh0cQERrKqKNeaBvo49mlPTMbtML/1WucChfKZMuVZCUymYz5fQcTFhKCQ1F3Nk2fzasHj2jylQRMfGwcF/cdICwwCOfiRclXrMg3c7iVLsnW6XO4sf8wtm4unFq9gQIeZVFR+3nD9UZ9uiMIAjvHTkZdU5Muk8fjXLwow1YvZeechZxfuwVrJ0c6r14i19pGJUqyAkU6ZCndBVPTeW8B7BJFMcWYsyiKK4AVAMUK2+Z4rXhRFGnRaSO+fkF4lLKk77CrdGhZglFDq8p9rQKuFgSHxjJnyS0a1MrN5l1PUFVVJa+TqdzXSg/HTj3lzn1fHO2NaFyvoFzmfHH7LosHj6DhP4PQNjRg34z5yBJl1OqUNar1URERGFj9v3G2oZUF0ZGRWWLLFxwLuDF685pfjouOjERDWxst/aSaRamqCvrmpkRHZK39SjKfF7fv4vPqNYN3bUSqqkK5Vk2ZWrMJtTu3R1NHm4S4eKZ17A6qKljly8PCAcNo0r/XN/03jS0tGLpqCRsnz+Dk8rXkK1aEtrPG/HJtiVRK4349adzv252d2np6dBg/Su7vVYmSrOSnDpkgCHqAqSiKL7/7eUFRFO/9Yu73gO1XxzaAbypjWwDyqZjOAVy+5s39hz7cO98KNTUpA3oUxqn4evr18EBXV0Oua2lrq3N8T3d6DtrF/OX3yO9iwZFd3VBVzbqnyX+nHWXzzhvUre7A9v9ucPDoIxaO/3GLfXq5dPAI5du2wL1GkpRDozFD2Td1bpY5ZIXKl2Nm197kLVUMY1sb9s9cQOHKFbPElvRiZGGOvokxRxatoFTTBjy7dJVA73c4Fsyf1aZlS8ICg7hx7CSiKFK0SqUUBVdzKlHhERiYmyFV/RxlNzJEVVODmMhINHW0uXnyNAmyRHosTaoZK1a/FovbdadCk4bfRKcdC7gxbtv637Ih5MNHbp44jSAIFKvmib6J8Tevf/B+x92z51HVUKdkzWpo6aYuDSQvYqOjuXroGNEREbiVKYlNHieFr6nkzyZVh0wQhGbAPOCjIAiqQAdRFK9/fnkdUCS1cz9zHcgjCIID4EOS09UqhXXyAYbA5XRbn0MJCY3CzlYPNbUkp8jcTAttLVXCI2Ll7pAB5HYw4ZhXD7nP+zsEBUcye9FZXtxoj5mpFtHRCbiU3si9R/5k1EVUUVEhNioq+Tg2MgoV1Z+nRBSJYwE3uk4ez7aZ84kOj8C9ogdtRw1T6JqiKHLn9DkCfHyxd3MhbxH335pHIpEwdOViVo3+l4WtumBma8PwNUvR1v/5Lt+/kY/v3jOhRXtyFy+CIJXitXg5Y7asxcLeLqtNkwuOBdzwe/6Sm/uPkKdUMS5t/y/JYTc1ASAy7BPGtjbJxfkmuWyIiYpKcbPI7+D/xpuJrTqSp3QJxMREvBYvZ9z2DZjaWAPw4s49ZnXrQ/7KFYgKDeXAynWM37ERXUPFbdiPiYpiYquOaBrqY2Rthdfi5fSePY0CHmUUtqaSP5+fRchGAkVFUfQTBKEEsFEQhJGiKP5HyunIbxBFMUEQhD7AUZJkL9aIovhQEIQJwA1RFPd9HtoS2Cam1OX2D6V4EVvuPAhgu9czPMvbsmTNPSzM9LAwV/xTXVYTGhaNoYEGZqZJoquamirY59InODSKjCZRK7dowr/N2yFVVUXH0ICTK9cr3AH6FUU8Fd8mJiI0jNunzyJLlHH/4mXePnuOvXsB9q9YQ+3O7anR4efK7KlhaG7G0JWL5WxtxvH3fsvjK9fQ1NWlqGcluYrV/g57lqykRJP6VO/ZGYCTqzawe+FSes+e9oszcwZ6xkYMXbWYNWMmsm/mfBzyuzFk+cJkB8y5RFF2zFnA00tXsXbOy7Elq3ArXUpuNV27Fy6lXOtmVO6c1DHk6NLVeC1eQbepSbWZ22bOo97Q/hStWwOAneOncXT95jRLhfwO53bvRc/cjPbzpiIIAm4Vy7Fx6kxmeHgpbE0lfz4/c8hURFH0AxBF8ZogCJWAA4Ig2JB6Ldg3iKJ4CDj03c/Gfnc8Pl0W/wGYmepyYHtnuvXfSY/Bpynqbs2B7V3+Cm0wO1tDNDTUmLv0Fp1au3HkpDdPX4RQ0NUSvwzGSC3s7RizdR3HNm4l8GMQ3adNoKBH2VTHi6LIw0tXCfT1xd7VBXs3l4wZ8BWfgoK5d+ESEokE94oeCkuhBPn5M6FFe6xd8hIdEYn/y9eMOrwLVQ0NQvz8mdmgFRWbNULjq64DOZlHV66xoN8QXMuXJcjHlyPrNjFyw0rUNOQfWU4r4SEhOJQpnnxsmceRd7fuZpk9isDBzZWJ/21N8TUrRwd6z57GhknTCAsKxqVEsXR3BvgZ4cGhuFZzSD62yO3Ag2f/r6IJDwnF3On/r5s7ORDx3k9u66dsUwjmuR2SU7IWTrmJCAlV6JpK/nx+5pB9EgQh95f6sc+RsorAHsAtM4z7kyleJBe3zw/+9cA/DBUVKYd2dqF9j62MmXqF3PbG7N/WGWNDLeTxFWrl6ECHcSN/OU4URdaOm8TDq9exze/KjjkLadK/N5VbNMmwDR+83zGpdUdsC7iSEBvHrvmLGbd9A/rGxr8+OZ3sXboS91pVqdW/J4/OXuDM+i2ofnZODC0tUNfUJOpT+B/jkG2YNJ3mE0fhWqEcoiiyps9Qzu3eS5XWzbPMpgJlSnF6zSZyFXBDkAicXLmB0jXkv0FHEcgSE7l/4RLhoWHkLeyOWa7/97yNCo/g/oVLiKJIgbKlf5quLuBRhplH96X6+u/w7ukz3jx6gnkuG06u3IC1Sz5EmcjpNZuo1LhB8rj8ZUtxbMkqWkwaTURwKJe27v6h4frPeP3wEe+fvcDC3o48adxB7Fa6BIsGjaBgtUoY21hzeMFS8pcple73qETJ1/zMIRvOd6lJURTDP6vv/6NQq/4ynr8M4Oad91ia61G+rGOWyTRkFrkdTLhw9NtG2pEBmbt779W9B9w9f5HBuzeirqVF4Lv3zGnSnnIN6mQ42rJjzgLKtGySnGLZO30ee5euot3o4fIw/RtCAwLJX9QTABtXZ/yeveTJhcs4lUyq9dHW18fgc63Pn8CnoGCsnfMCIAgCVs55CAsMylKbqrRpQUhAILMatUYURSo1b0LNLNpIkh4SExKY02sAQR8+YGqXi02TZ9Bn7gzyly1FaEAgE1q2x9jWBkEiYev0OYzdth5jSwu52xH56ROPLl9DIpXiVqYkGlpanNn5HztmLyBPqWJ433+Err4+M+q3RBAEqrRuQdU2LZLPbz6kP+vGT2ZStYaoqqtTv2fXNIvhHlm3iX3LV+NY1B3vew/xaFiXZgP7/vI85xLFaDawL6t7DSIqPAL3iuXpOFUpo6kkY/zMIVsPLBcEYbYoigkAgiCYA7OBfMCETLDvj8dr/z26DdhFxbI23HsYiEeZ3Kxc0CxLnLL7D/14+uIj+ZzMKOBm+esTcjChgYGYO9gnNxA3sbVBTVODyLBPGXbIQgMDcW9YO/nYxs2FF+cuZWjO1HAtWZxzG7eTu0RRVNXVMbS0YNuoSUSGhWHn6szgFQv/KH0m5+JFObZsDQ1HDibEx4+b+4/Qc8akLLVJIpHQfHA/mg/ul6V2pIUgP39e3XuAjoEBwf7+fAoNpd/mVUhVVHh66Rqrx05g7slDeC1ajkvFctQbkvSejixeyc65C+kxY7Jc7Qn09WNSq46Y2OciMT6ebbPmMWLtcjZOmsHAHeswtbMlJjKS2Y3aMnLDKhwL/JicUVNXp9vUCXSbmr5bUnhwCDvmLGTYvq0YWpgTGRrGtDrN8GhQF0sH+1+eX75xfco3rp+uNZUo+Rk/c8iKAlOB24Ig9AcKAIOAGUD2f/zLAYiiSOe+Ozi+uwFF3c2JioqnaOVtnD73gsoV8mSqLXMWnWHWojOULGLBlZt+DO/vyYBe5TPVhszE3tWFtw8e8fLGbRyLunNl5x40dbTRNzFGJpMhCMJvO8X5ihXh3Iat2BV0IyEunkvbdlG+Xh05v4MkqrVrRYCPL5OqNkAURco3aUD7MSOSWsv8gZHWzhPHsmTIP4wsWRlVdXVaDB2Aa6kS6Z4n2P8Drx88Qs/YCCf3gn/k7+p7Hl+9wfy+g7B3L0Cg93vUNTWwLeSW3LTcrpAboR8DAAj5+JH8Naskn2tXMD+XN++Qu007Zi+gSP1ayRsivKbMxmvRMtQ0NTC1S1JN0tDWxiK3AyEfPyLPahm/195o6GhjaGEOgLaBPvpmpry69yBNDpkSJfImVYdMFMUQoMdnZ+wESRpipURRfJ9Zxv3pREbGER2TQJFCSZpFWlqqFClkxnvfsEy1w8c3jMmzT3LvXCusrXR45xNOofJbaN7IHUuLP1PmwNjSgl6zp7Js6GgiQkOxdHCg/8I5LB8xhqsHjyJVVaF2lw407NMj3TfrRr17sGrMv4wtVwMEAc9WzajyVYpFnkgkEtqOGkbrf4YkH//JaOvrMXTlYhITEn7b6fyyMSBXflcCvN+Rr6g73adP+uOdslWj/6X5pNG4li9LQnw8i9p249bBY3i0boaRjTWnVm8kz2eZlLxFC3Nx6y7ylSmJIJFwYfMOXIrIv9VwsP8HCtSplnxsX7ggT06eRUNLi6te+ynRoA7edx/w9sEj7Fzk281EVV2VmMhI7h49ScFqlXl+5TpBPr5oaGvLdR0lStLKz3TIDIDpJLU7qgHUAg4LgtBfFMUUWxwpSR86Ouo4ORizeNU9+nQtxIPHgZw4+45RQxQTTUkNH78w7Gz1sLbSAcDWWhdbaz18/T/9sQ4ZQEGPsiy+dIr4uDjU1NXZPG02oaGh/Hv+MLERkazsOQgzWxvKNUifaG1cbAweDepSuVljHAq4oaqmeFmGP90R+54vUZ3fYcWIsbSaNp58ZUoSHxPDwjbduHP6HIUrV8iwXaIo4v3oCeEhodi7OqNrlH1avQX7+ZO7WJJTpaKqin3hgljY2DCnaXsSExKxd3Oh/+delLU6tuXj23eMK18TgFJ1a1K/Zxe525SncCEubNmJQ5FCJCYkcHmHFyWrVKZJ/97M6z0Ir8mzUdfUoPuMyZhYybeMwiq3I6pqauyZPo8toyagrqWFVCpNc2G/EiXy5mffareAJUDvzzVkxwRBcAeWCILgLYpiy0yx8A/nv00daNB6Lf9MuoQALJvTBFdn+RfO/ozcDsY8fxnMybNv8ayQi+OnvXn1JgRH++xzM1EUgiCgpq4OwOOr16k3YiAa2tpoaGtTtkVjHl29ni6HzOfFK6Z17I6RtSWfAoOwdcpN/0VzMuRAKJEfMpmMYP8P5C6epGutqqFBroJuBPpmfI+vKIqsGj2Be+cvYmxjxYdXbxi8dH626f3pWCg/5zZso0r3joT4+fPg5Dl6z5pC3wWziI+NRV1TM3msRCql04QxtBs9AlEUFab11qhvT5YNH82YstURRRGPhnWp0aENEqmUWcf2ERMZhbqWpkKil+qamgxduZh5fQYhlaogAP0XzkHP2EjuaylRkhZ+dpco/316UhTFO0AZQRC6Ktasv4c8uU15cHkoYWEx6OqqI5VmfqTDz/8TujpqtOp+hIQEERUVAR1tNfz8wzE0+HvC93rGRvg8eYZdoaT2QL5Pn2OcTqmKteMmUalzW8q2aExifAIrewzg7K49cpHTyA7IZDLePXlGfFwcuVzyJTuzOQWJRIKdqzOXtu2mfNsWBPv68fj8Jao1bZzhuW+dOsPzO3cZumcL6lqa3D95huUjxmRIDiLIz59AH18s7O1+aBeUXnrNmsrs7n05u3EbifHxNBvcD+cSxQC+cca+5lfNvzOKqroafefNICYqColE8sOGGg1txcq1OLkXZOH540R9CkdTV+evizQryV78rIYs1VoxURRXKsacvxNBEDAwSPkLMTOQyUR0dNR4eLE1IaGxGBqo41J6EzLZX9M8AYCWQwcwpX033ty+R3R4BEFv39N2x8Z0zfHx3TsalSsNJDXkdipVjA9v3yrC3EwnPjaOOT374/fmDWqamgiiyIh1KzA0y9pG9emlz9wZzOreh5OrNhAfE0Pzwf1/mqZKTEjg/fOXCIKATZ7cqe5aDXj7Hsei7qhrJV3LzmVLsXFo6g20Qz58JMjPH3O7XCm2+TmxZTs75izExNaaoHe+dJk8juLVq6QwU9owtrRg8t4dRISEoqGtneUdDgDiYmLwefEKdS3NLCukFwRB2RJMSbZAmUdRgquzOcZGOvQedobGdZ3YufcF5qZ6uOQzz2rTMhXbfHmZ5LWN+xcuoaKqShHPSmjp6qRrDjsXF67+t4+afbsTEx7B/eNnqNe1o4IsVhzB/h8ICwrC0t4+OUpxeO0GRKmEYfu2IZFKOTR/KZunzqTP3BlZbG36MLezZfohL8ICg9DS1Uk1OgRJ4qgzOvckLCgYURQx+txOSlPnx8hxLldnDm/YjGdgB/RMjLn6335yOedLcd7jm7axc+4ijG2tCPbxo+fMKbhX9Eh+/ePb92yfvYCB29dhbGPFu4dPWNalDwXKlclQ1EgQhGxT1/bx3XumdeyOiro6kaFhuJYqTs8Zk1N0eGWJifi+eo0gSLB0tFdoJEsmk+H/2pvExASsHB0ypdwg0NePiJBQrHI7ZGnXCSVZi9IhyyFERcXx8nUQZqY6mJvJtw2PioqUwzu7MWbyYWYuuo9rPnMO7WyeJenTrMbY0oKKTRv99vmdJoxmZtfe3Nx3mJjISCo0aUjpOjXlaKHi2bNkBYdWb8DQwoyIkFAGLVtA7oL58XvjjUuFssk3qPyVK7B3yuwstvZph7HqAAAgAElEQVT3kEgkaYrs7V6wBCM7G7qvWwLA9tET+W/RshSV4F1LFqdysyZMr9McLX09VFRVUuwF6u/9lt0LlzJwxzqMrC15feceS/sMY+HFE8kp4Ge372BkbYmxjRUAtm7OqKir4//GW64tvrKSNWMnUbxhXSp3bkt8TAzLu/Xn3H97f7j+osIjmNWtD0H+/ogyEfNctgxevgANLS1iIqP4+O49BqYmcqn9iouNZW7PAbx//gKpqip6RoYMX730lxG0iNAwgv0/YGJtla6HOFEU2Tx1Fue99qFnakJcZBTDVi3BOk/ujL4VJTkQpUOWA7h914e6LVajp6uKr38EIwZUZsQgz5+eI4oi733CiI1LwNHe6JdPlAYGmiyc+fuOiJIkDM3NmOS1jUBfPzS0tHJcgfDz23c5uW0Xw/ZuRdfEiHvHT7Ow/1DmnT6MbR4nbh4/TbF6NZGqqnLr4FFs8zpltckKxfflK0o0b5h8/eT3rMjtvYdSHV+/ZxeqtGpGRGgYJtaWKUZX/F97Y+OcFyPrpF2DDu4FUdPUIPRjAGa2Sa2LBEEg0PsdH169wdzRnlc37xAbGfld75Scjd+r19QdORBI2lzhUr4svi9f/zBu94Il6FtZ0HX1QhBFtv4zgT2LV1CkcgXm9RmElp4eYQEBNBvU7xsF/9/hwIo1oKbCP4d3IZFK+W/STLbNmkfniWNTPefS/kOsGz8ZPVMTwoOC6TVrCoUqeKQ6/mvunD7HnXMX+OfgTjT1dLm8cw9Lh41ikte2DL0PJTkTpUOWA2jeaQOzJpShRaN8+PlHUqr6DiqUy03pEvYpjk9ISKRd9y0cP/MMDXUVbK0NObCjC0aGf0Y/w+yORCpNvrHmNHxevMSpeBF0TZIcyQJVKrJx2BjiYmOp1q4Vz+/cZVK1hqhpaqBnaMiwVUtSnSsiNIyoT+EYW1nk2F2m1k65uXvsFM4eZUAUuXfsFDZOjj89R1tf76cRFUsHe94/eUbgu/eY2Nrw6uYd4mJiMPgqYpevaGEQBBa07oq+uSmfAgKRSKRY2NvJ661lOdZOjtw5coIqXTsQFx3DozMXqNqi6Q/j3r94SemWTZKd4gLVKnFn32HOe+2j2b8jcSlfhmAfPxa27oJziaLY5v19Ue33L15RoEql5M9roeqenFiyOtXxwf4fWD9hKr3XL8PCyZHXd+6xpO8w5p0+kmJa+3t8XrwkX9lSaOolZT3ca1Rh38z5v22/kpzN35eTymHExibw6k0wzRsm9e+ztNCmsoctD598SPWcRSsu8jEghHf3OuF9tyOFCxgwZLR8G/8q+TOxcnTg1c3bRISEAvDwzAUMzcxQU1dHRVWVfgtm8++OTQxftZTxOzamWo+0a/4SBlSswcTWHRlRuzEf32aOnnRCXDyBPr7ExcTIZb7G/XoR7veRabWbMq12U6KDQmjYu0eazo2PjUuyJTb2m5+b29nSbGBf5rfoxJwm7Vg/8B/6zJn+zY5VE2sr2o0ZgSAIiAmJCIJAn3kz/pgm8QCdJozh9v6jzKzfiik1G2OT2wGPRvV+GGflYM/NA4eJCAlFJpPx4ORZTK0tSYiLx6V8GQCMrC2xdy+QYoQtPVg7OvDw1DlkiYmIosj9E2ewyu2Q6nh/77eYO9pj8dlJd3AviLaBPkF+aZNRscztwLPL14iJSOrle+/EaSwdU19PyZ9Nznxs/YtQV1fBxkqfg8deU6e6I8EhMZy77EPHNqm3Nbr30IfmDfOgoZH0523X3IXew89nlsk5FplMlmO2vcsSEwkLDELHwECuu+XyFi2MR8P6zKzfEkMrC8I+BDBoybzk1wVBwCzXz6N/d89d4OL+g4w4uANdYyNOr9vMsuGjGLt1vdzsTImnN26xoN8QBImEuOhoukweT4kaVTM0p6aONqM2rkoqKEfAMrdDmj4jDy9fZdGAYUhVVYmPiaXHzMkUrvT/a7ZyiyYUrVKJYP8PmOWyQVvvx4hahcYNcK/oQbDfB8xsbf64nYAm1lZM3b8L31ev0dDSwiyXzQ96Y+HBIby8ex/fV6+5f7I+GjraWDk60P3fMVw5eJSX12+Ru3gRPgUG4X3/ERb9emfIprrdOzG7e1+m122OVFUVTU1Nhq9dnup4MxtrPrx6kxzt9HnyjIiQUIws0rYhqkjlijy4eIVpdZqhb2ZKZEgow1b9WHeo5O9A6ZDlALasakPDNmtxyHWD12/D6NymJOXLpl706eRgyuETL+jU2hWpVMKBY69xcjBJ97ohoVGoq6mgpZX12+MVSaCvH4sGDOPVvQfoGRvRedK4b26e2Y23T54xp0c/YmNiiI+Jpf24f/Bo+GNk4Xdp0r8XFRrXJywwCKvcDmjppm8Tiffjp7hV8kD3c/1cyYZ1Ob50jdzsS4m42Fjm9x1MswmjcPEozftHT1nZYwBO7gXTfHNMDYlUik2etNfKRUdEsmjAMNrMnIhTiaJ4333Asj5DmHlk7zc1hfomxr/UFtM3NkY/nVp4OQlVdTXsXFLeiQqw7t8pWBd0pefG5cRGRrGscx8qNmmAlp4uvedMZ/Gg4ZjksiHw7Xtqd26PnWvG2iupaWgwfO1yfJ6/IDEhEZu8Tqiopq7FZmJtRbNB/VjQsgum9rYEvHlH54lj03zNCIJA+7H/UL19ayJDw7B2yq1w7TUl2RelQ5YDKFPSnifXh/Pw8QcszHVxcvy5czWwdwXqtniOW5nN6GirEhGVyMm9PdO8XlhYNE07rOfK9bckJMro1bkMMyfW/WN7/c3tNQDXyuXptnoR3vcfsnzACMbv3ISFXa6sNu0HRFFkXu8BVO3VmWL1avHh1RuWduqNY4H8WP+itik9mNpYY2pj/VvnmtnacPnQUeJjYlDV0ODJxSu/jKpllGA/f1Q11HHxSNKAs3HNh2We3Pi8eJVhhyy9fHz3Hh0jQ5xKFAXArlB+TO1s8Xv9Jsdt8shq3jx8TPsF05FIJGjq6lC4djXePHpC+cZQoFxpZh7Zi++r1xiam8mtblMikWCbL2+ax3u2bIp7RQ8C3vtgYW+HgWn6H34t7HLBn1MeqOQ3UTpkOQRDAy3KlU5bbYGmpipH/+vOzTvviYtLpKi7DZqaaVfcHjRqL7ZW6hx+1Z2wT3FUa7yHDVstad+q+O+an22JjojE9+Ur+m5djSAIOBYpRJ6SxXhx5162dMgiwz7xKTiEYvVqAWDuaI9jUXfePnmKhX0uEhMSslzHqESNqtw6dZaZDVphaGVJwGtvhqQg/yBP9E1MiAr7hP/L11jkduBTYBD+L19jYi3f/odpwcjCnLCPAQS+fYdJLltC/D8Q4P0OYzn3YpQHiQkJ2eIzkxomttY8u3wNc0d7ZImJvLx2i8LlyiS/rmtkSL5soKtmbGmBsaXiW96JokhsVLQyivaHonTI/lCkUgkliv6eQ3H1xls2L6+CVCrByFCDds2duXbz7R/pkKlraiCRSPn42htzR3sS4uP58OpNtk0TaX1u7/Lu4WNs3VyIDo/g/aMnPDQwYMWIsYiiiGvpEvSZOz3dqUZ5IZFI6DlzMm8ePSYy9BN2rs4pKtHLE00dbdqPG8nSjr2wcXXG9+lzanVsm2H19/jYOFTUVNMVHdY1NKDl8EEsbNsdG5d8+Dx5RsM+3eXeHDsjiKLI7vlLOLByLQD5y5am95xpadoZmJm0HzOCaR268+DkWSJDQjEyN6NKq+ZZbVaWcPv0OZYPG0VsdAzGVpYMXDxXqVf2h6F0yJT8gK21Aecu+VAovymiKHLhqi9FCileb0rQyPyPo0Qqpd3YESzv0heX8mV5//gJ1rkdcCtTMtNtSQsSqZRu0yayqucgchVww+/5SxxcnXly4xYjD+9C28CAXROmsWHiNHrMmJxldgqCgIOba6auWa5+HfIWccfnxSvMbKwzdLMKDQhkQb/BvLxzH1UNddqOHk6Fxg3SfH6lZo1xKVkcv1dvMLezxSqb7Zy7fOAwV4+dYPRRL7T09dgxbjKbps6k6+TxWW3aN1g5OjD1wC5e3X2AmqYGeQoXSrV1VVYjS0xUmG2Bvn4sHz6ajgtnYlcoP9e89jO7R19mHdufbX8fStKP0iFT8gNzpzagSv1lHD75lsCgaFRU1Fi3NG1ChxnBrfJhbhyqinNFbTzjGnLSfDNvXzXlcWQiLj5qBFrHKWTdCo0bkMs5Ly/v3Kd0lcoUrlwhW++2LFa1MnYu+Xj75BlGFuZc2HsAq0Ju6H2uXanYsQ3r+g3LYiuzBjNbG7nUEi0dOhLrgvnpumohAd7vWN6lLzZOucldqECa57Cwy5Ut094Az27epkSjusl6cxXat2briHFZbFXKaOvpUcCjzK8HZhHPbt1h6ZCRBPr4YuloT995M9JVg5YWvB8/IVd+V+zdkz5/JRvV4/CC5YQFBmFobibXtZRkHUqHTMkPOOc14+7FwZy/9BpNTVUqeeRGTU2xHxVtU20iA5K0eJ6cicS5YlLqJJfjTt6+ShKLNFGgU+bg5prpEZ2M8HXR/cPLV3l0+w6iKCIIAt73Hua4ht/ZjafXb9F6zhQkUinmjvYUqFqJZ7fupMshy84Ympnx4t7D5M/M2/sPvxGmVZI2IkLDmNtrAE3GjcC1fBluHjjCzG59mHVs/ze6chnFwNQU/5eviYmMRENbm4A3b4mLjkHbQF9uayjJepQOmZIUMTbSpkGd/Jm6prapNvlrHefBoao8OROJZ8WGnFTzwsZ+O4/fNMdFWxmaT4kqrZtz7egJFrfvgZ6pCa9u3mHY6tQV9JX8Gn0TY949fIxT8SLIEhPxefyUgsWKKnxdE58kiRlj9dQbnqeHoNhogB8eZKq1a8X1Np1Y2rEXOkaGvL59jxE/0dtSkjLvnj7HNJcN+SslZRCK16/NyZXrCXj7Xq71XbkL5k9qFdW8I7nyu/D8yg3ajh4mV6dPSdYjiKKY1Taki2KFbcUbZwZktRnZitdvgmjfcyu37vngaGfEqoXNf7ugP6v5EiV78Dl1CXBSzSs5SuaiLVVYlCwnEx8bx91zF4iNisa1VHG5pzFkiYlsnz2fMzu8kEglVGvXiga9umVbKRRZYiJbZ8zl3O69SFSk1OzQhrrdO6fZ3jtnzrNs2Cicy5Xm42tvDIwMGbx8ocJbQJn4qMnNGftCak5ZXGwsd89eID4mBpdSJZRR1d/A9+VrJrftzNC9W9HU1eFTYBAz6rVg9vEDcpc4EUWRJ9duEujri52LM7mc5ZsWVaI42uQpeFMUxWK/GqeMkOVwEhNl1G6+ig4t8rJ/Sw2OnX5L3RareXhlGCbG2WvHVFr4krp0q3mMh4erZXrqMj1c2n+IHXMWEh0RQRHPinQYNxJ1TfneTNOKqroaxapWlstcDy9fZd2/UwgLDCJf0SJ0m/ovZ3b+x6Prtxi4az2JcXGsHzgSA1MTKjVrnK65RVFkz+LlnNiyA1EU8WzZjEZ9e8jdsdu3fDXP7t5j0K4NxMfGsn7ACAxMTSnfuH6aznev6MG47Rt4duM2OrVrULhieYUXT5v4qPE4MhEiI+Q+d0rRZTV1dYpX85T7WtkFv9dvWDFiLD4vXmLhYE/3qRPkvivRKrcDpevUZEGrzjgWdefZ5evU7dZJIXpzgiDgUvKX93QlORhlhCyH4/02mDLVF+DzoHPyzzwbeDFsQHWqe6augJ3diQyI5MGhpLY3zhW1OanmBcDbV02Tby5Z6ZQ9uX6Thf2H0n7uVAytLPCaMhtDI2O6Ts5ehdFJka0FXNx3EBVVVWp36UDV1qnLBnx8+56xTVrRYtIYbPO7cGLFOoJeeSOKIuU6tMS5bCkAbh08yvOzl+i3YFa67DmxZTvHt+6k7cyJIAhsGjaGyk0aUa1tywy9z++Z0KoDlbp1IG+pJKmWG/sO8frydfrMnSHXdeTFl1Tl48hEtLTl2xkjKjLpOsns6LJMJmPXvMWc+28vUhUVanVsS/X2rTNl7bjYWIbXbEjZ1s0oXKsq90+c4dTK9cw4vEfuGl6iKPLw8lU+vHmLbb485C1aWK7zK8n5KCNkfwn6epp8Co/jw8dIzM20iYlJ4PGzIN54B2e1aRnmSz0ZkLTr8rNT9jgyMcvrye5fuESJxvWwK5RUZ1dncF+WdeqVpTalxN5lq3h88xY91y4mJiKSjYNHoW9slGqPxyfXb5KvTMnkps11h/Tln+KVcK9UgYA3b5Mdso+vvdH5jYLiO2cvUKVbB0ztk1LqVbt34pbXAbk7ZDr6+nx87Z3skH187Y2Ofsr2nt3lxb7la0iIi6NMvdo0HdA7U6UEvnbGcjnuVMgaWRFdPrhyLfcuXabH6kXEx8SwYfAodI0MKVO3lsLX9n/tjVRVFY/WSe+7dNMGXN29l/fPX+DkXlCuawmCQP4ypchfppRc51Xy96F0yHI4BgaaDO9fiWKe22hS14lzV3xxyWvIqEmH8KyY55dtlrIrX6cuRw0P5qL3ebQ0NKnW0xsdoyHcj0igQBamLrX19Xl3527yceDbd1kmxPozbp8+R82BvTD5LAVRsUNr7pw9n6pDpqWnS9B7n+RG6yG+fqioqdFkQC+mtOuK//NXJMTH8eLKDcbv2Jhue3T09Qjwfpd8HPD2HVp68v+9Nenfm6ntu+L37AUJsXG8vH4rRXtvnzrLrgVLaTtzIpp6uuwYNwW1Zeo07N1dbrbIZDK8Fi7j4v6DqKipUbdLRzwafdt79HFkYvL/TXXlW6gdEB5LLsedPP4cXc4sp+z2mXPU6NsdUztbACp1bsudM+czxSHT0tMlPDiY6PAINHV1iI2K4tPHQIV81pQokRdKh+wPYORgT8ZPO4axkSYj+hejcV0nuvQ/yalzL3KsQwZJTtm4CUfweviWWkP78CkgkOn95jJ+tRoq6v2ArKsnq9i0IWd2/sf6QSMxtLLg5v4j9Jg+KdPt+BVaukkOlmNRdwCC3vuiqaOT6nj3ih4cXb+Zld37Y+3izJ3Dx2k5fCC2efMwcfcWbhw7iUQqpcOIob/Vs69+z65MbNWRYB9fBEHgwalzjNm89rffX2rkcs7LhN1buHn8FBIVFTqOHJZiI++bp85QsUOr5Ehn7UG9OThjgVwdsgMr1nDr3HnazZlCdEQkW4aPQ8fQgMKVymPio8b9iARUBIFcjjvxjGsIQXJbOpmsiC5r6uoS9N6XPJ81loPf+aKlm/pnT56YWFlStn4dlnToSb5ypXl++RpFKlfIdgK9Sn7Oizv32DxtNmGBQbiULEbbkcP+6LZRSofsD0AQBHR11GnWIA95nQwRRRHvd+FUrfz/J+3gkCgGjPDi+u132NsaMW9aA/Llyf6Cghu87tNk+nRsXJLq4QK933Hx8CPKN8ja1KWWri7jd2zi4t4DREdG8s/a5di5OmeJLT+jcb+ezO7eF79nL4mJjOTZhSuM37kpxbGX9h/i0JoNJMTHY+PkiLG+Pr1mTU0uJDaxtqJGx7YZssfSwZ6J/23l6qGjiKJI8z49FdZSyNTG+pf2aunoEOL/Ifk4xNcfDW35boa5ceIUdQb3xTJvUreLip3acOPEKarmrQKQ7Ix9QUdNvr+PiDg/KsQ04Gwmb4xp1KcHM7v04sOLV8TFxPD47MXfiqr+Lm1HDePG8VP4PH9JgZ5dKZ5KVFhJ9iTgvQ+zu/el3rD+WLvk48SyNSwfPpr+i+ZktWkKQ+mQ/QEIgsCUMTWp1mQPHVu5cOd+IOGRMhp+1hETRZGGrdfglk+PHaurc+r8O6rUX8a9S0MwNMjeTxtq6irERcckH8dFRZNb0yV516WiVfx/hpauDlXbtEj3eTKZjH3LVnHt6AnUNTVp2LsbBT3KKsBCyFO4EGO2rOPGsZOoWFrSZlD/FOUNbp86y5YZc2g+cTTqmprsmjCdvEUKK2RXl7GlBbU6t5f7vL9D9fatGdekNbERkWjo6nLdaz8D5PyFr6GlRdiHj8nHYR8+oqGVdN19nar0jGvIo9OhSIRIua4PfLNbObNSl7kL5mfstvVcP3ICqYqUVv37YGRhnuF5fV++ZtPUmQT5+ePkXpDWI4akGHkTBIHi1Txz1E7SqPAINk+bxYs79zC2tKDNP0Oxyv13RvUeXLpCvnKlKVK7OgDNJoxkVJmqCm1RldUoHbI/hJ5dypLHyZQz519SqbwFXdqVRENDFYCPARHcf+TP6b31kEgECriasP/IGy5f86ZWNZc0rxEQGMHgUXt5+OQD+ZxMmTOlPhbmeop6SwAM71uOf0aOpUKXToR9+MidfUeZv2UTL7meLaUw0oLXouXcPneeBiMH8ykwkCVDRjJk+UK5Fxt/wdrJEWsnx5+OuXrkGFW6/n9XYt0hfTm9Yh3V2rVSiE3ZBWNLCyb+t5XzXvuIj4tn5IZVctd3atC7Owv6Dsb/xSuiwyN4cOIM8xdsS3bGklOVgERQlXtPVzEmAciajTFWjg7U79VVbvOFB4cwpV0XKnZqg2fhQpzfvJ1FA4YybPVSAO6fv8TeZauIjYmhZM1q1OrULlu3QfueRQOGom6gT7OJo3l9+y5T2nVh6v5d6BoZZrVpmY66pibhAYHJ3SQ+BQajqqaOkIP+nulF6ZD9QVSpmJcqFX+8mWhqqBIXn8in8DgM9NWRyUQCg2PQ/OywpYWEhERqNlmBRylzls704L8DL6naYDk3zgxEXV1xH6NOrYtjbKDJjv2nsJUKdOmzjJgXhnjaKF7F/8n1m2yaMpNPwcG4lixO+7Ej0dTJeDrr8sHDtJr+L9afb/z+z19x7egJhTlkaUFNU5OIkNDk44jgENQ0skZTLbMxNDejXo8uCpvftWRxRqxdzrWjJ9AzNaXH4p2YmlkS8t2uyidnkiJjbpUPy92GB1/3iM0G0eWfERYYxOZps/F/8wabPHloNXxQ8o7eJ9dvYpUvDx6tmwHQ7N+RjClTjajwCHxfvmLxkH9oNGoIusZG7J0xD1lCgkL/tvIkKjycp9dvMfHSMaQqKti45uPZxas8uX6T4tWrZLV5mU7RKpU4sHItm4ePw9olL1d37VOIZmF2QumQ/QXo6WnQpW1JqjbaQ+umeTl70QcDfW08yqQ9FP70eQChYVHMmeSRlAooYs7B41u4/8iPYoVtFWg91K+dn/q1839W8X/Cg0NJ6/3wxC/Hm8sH73fM6z2QxmOHY50vD8eWrmLZ8NEMXDw3w3OrqqsTGRqWfBwZFoaxvkGG500JURQ5t3sPF/YeREVVhVod26XYqLlGu9ZMbNWB+JgY1DQ1Ob95B/3mz1SITX8j9m4u2Lu5fCNxYWO/HZDgGdcw2RnLX+s42qbyrWHLyh6x6SU+No6p7bvhVKY4tRr34fbBY8zo0ovx2zcgkUpRVVcn6tOn5KhJbGQkMpkMFVUVLh88gkebZhSqliSQ3HjMMHaNm5pjHDIVVVVkMhmxkZFo6esjiiJRnz6h+pe2R1LX1GTMlnWc2LyN0MAg2owcQlHPSlltlkL5c2N/Sr5h7tT69OlWgZdvEihbypkju7uhopL2qJKampSo6ATi4pLSLAkJMiIi41FTzbxc/pcblVvNY8k3MOCbKMOXG15GeXDpCq4VylGwSkWMba1pMnY4d06fRSaTZXjuet06sW3URM5u2Mr+OYu4d/QUlZo3kYPVP3Jm53/sWbaKsm2bU6huDZYMHcmT6zd/GGeV24Fx2zegIUgQI6IYunIxrqVKpHkdURQ5uXUnUzt0Y3aPfjy/fffXJ/2lfElVSiSS5FQlJDljiuBLj1hIcsq+rGljv/2bGrbswNsnT5EhUmdQHxwKF6LhqCGEBQbi/+YtAG6lSyIRYfPwcVzYuosV3QZQpXVz1DQ0UFVTIzr8/10Ooj9FoKKa9ixAVqOmoUGV1s1Z0W0AF7buYvPwcUjEpPecnZElJrJ/+Womt+vCgn5D8Hn+Um5za+poU75xA6IjIjm8dhObpswkJipKbvNnN5QRsr8EQRBo36o47VsV/63znRxNKF3cjvptDtKojiP7j77BNZ8F+V0t5Gzpz/miTwZ804Bc3sXKmtpahPp/SH4SD/X/iJqGhlzC5aXr1ETX0JDrx06ipaXJvzs3YWypmN/juf/20XDkEPKVSXKuwgODuLD3AM7Ff2yUbWFvR8thg35rnSPrNnFqx25qDehJeFAws7v35Z/1K7FzybndIuTN1w8LuRx3UiGmAUiSPsduNY8BgtyjY1/zU6HldDzIKDKaJlVRIT4mFlEmQ5BKSUxIID42LtmxUlVXY+SGVRxet5HgV97UaNuS8o0bAFC5eRPGNWuDiooqOsZGnFm7iTb/DFGYrYqg1YjBnNu9hxd37+OYLy81p05EVV2+nRvkzZbpc3h29x6e3Trw4eVrJrXtzCSvbb/9nXZp/6HkziJVWjVj4+QZ5C1bkvKd2nBjz0Hm9R7E8DVL/8jUpdIhU5ImBEFg25p2LFx+nis3/fAo7Uz/nuWzrGBW0Sr+xap5cmjNBjYMHoVVvjxc99pP0wF95PYlkL9sKfKXVbyyt1QqJT42Nvk4PjYWqVT+l/2ZnV40/XckdgXdAAjx+8DFfQeVDtlnUlLjV5EIyZFeQVCsM/arHrFpbWgeFBut0BRnLue8mNlas2HwKFwrlOPe8VM4uRfE1NY6eYyGtlaKOnFmuWwYt30DxzdtI/S1N92nTaRAudIKsVNRCIJAhSYNqdCk4a8HZxPO7vJi6J4t6JuZ4ly2FP7PX3Lz+Knf2hB03msfuxYsofbA3sRERrJo4HB0jY2oM7gvgiDgVKIIEzzrEez/QWEPsVmJMmWZTXnvE0qPATtp2HoN85eek0uqLKOoqkoZ1Kciaxa3ZNiAygot5v8ZX25c+WsdT76hecY1TL7R3Y9IyHDqUk1Dg9Fb1lKgeDFU4hLoPHFsjtxxWKNDG/6bOIPLO7w4vXYT5zZsw7NlU7mvI5FKSIyPTz5OjI/PUbvbMoPvJS6+oKhU5fdom2onP1B8nbrM5XjcZqIAACAASURBVLiTC8Fpa2ieVsftd5FIpQxetoC8BfLz7uZdCpYqSb/5s9L8IGRhl4sa7VsjykSOb97G8U3byGn9mnMaEomUxPiE5OPE+AQE6e9d+6d37KbRqCEUqlaZkg3r4tmlPVGfwpNflyUmIibKlLIXSjKPoOBIytVYROsmeahSwZ45S27w9n0IsyfXz2rTsg3fpy4VUaysoaVFzQwKoWY1xapWRk1DPTkF8M+6FXKXdQCo3q4V20ZPpFrPznwKDOa61wHGblsv93XkgSiKnNiyg0dXrqFvbES9Hl3koo+VGimq8ZP0uf3ijCkyOvY9qUWX0+qUAQrdnammofFDBOzRlWuc2ekFgoBniybkK1YkxXPDAoOY0KI9xRvVxa5kEU6t2URIQADNBvZViK1KoFq7VqwbMIKKHVvz4eVrXt24TacxI35vMkH4JvggkyUikUjYMXYyecuW4ta+w7iWLv5bXUJyAkJOe3ooVthWvHFmQFaboVDWb7nOvkO32L0+qedbYFA0tgXXEOk7RRl1+I7IgEgeHKqKTIzHtZIBJ9W8kh0yF21pttk99jdw9fCxz2K3GtTs2BbbvHmy2qQU2T5rPncuXKJ82+b4PnvJvSMnmLRnO7qG8t/pmlKqUtG7Kn/FlweZL1IYCTKRsxp7CPzQOk3nR0XGJZcFZMb19eDiFRYPHkH1Xl2QyWQcW7qaAQtn41ziR9HiE5u3c//GTVpNHQdAiP8H5jRuy4qbFxVu59+KKIqc3r6b+xcvo2toQL0eXX67+8blA4fZMn0ONfp1JyYikuNLV9N/4WxunznPx3fvsXd1pk6Xjqio5ZzNGgBt8hS8KYriL1W2lRGybIgoglT6/xD91/9XAiGhUcycfxofvzCKuFjSqYWMR0eS1Jxzgs7Sn0rJmtUoWbOa3Obz937L0fWbiY2OpnhVTwpXrpDhOUVR5NjGrYw4sB09UxOK1Ibgd++5deI0FZoqpm7ne4mLJDV+1SxxxiD16LKJ+eY0nS+TyRSm/ZcSxzZtpc6g3hSrl/SAKpFIOL5lR4oOmYj4zUOrRCLJFuUe2YnY6GgOrlrHh7fvsHPOR/X2rZGq/L4rIAgClVs0oXKLjO8UL12nJqrq6lzYewBVVVWGrFiEk3tBXEr+3ma0nIYy3JINqVXNmUvX/Jk8+xqHjr+mUftDdGpdXBkdA6Ki4qhQazEfAwKoUMaIrftu8c/UIwAKl8JQknkEvPdhQov2oKWBqUse1oyfzPn/9sllbpksEelXcghSVVVkMvnLP5j4qKUocfHFGctqvtjw6HQonnENMdVVT9O/L99DjyMTM+XakiV+9/dSU0OWmPLfq6hnJZ5dvsqpNZt4dO4iGwePVpikTE4kMSGBGV168fLJM6yLFOTGmXMsGTIyq836hmJVKzNg0Rx6z52epWLZWYEyQpYNMTPV5fzh3oybeoRzVx5RrZIbQ/vnTEG8y9fesHXXbVRVJXTrUDrDDc2PnXqGkaEqK+dVRhAEGtbOjaXrKiYMOczzkzW/kcL4WsU/O4lfypMn129y5dBR1NTV8WzZDHM7xYr0ZhZnd3nhXrMqNfp0A8Dc0YF9U+fg0ahehuYVBIHyjRqwcchoKnVqg++zF7y8fpOOo4bLw+xkvpe4+EJmSVz8ii9Rsq/ryQoG1UrTuV9kZjJLWLZi00asmzAFqYoKssREjixYRrep/6Y41sjCnNGb1/LfwqW8uX6LktWrUCuH14HKk1f3HxIWFEyXlQuQSCQUqVmViVUbEOz/QaF1lErShtIhy6Y42BuzYXnaajqyK8dPP6NNt80M7uVOeEQsHjUXcfZgb1zy/f6FH5+QiK6OWvKuKy1NFQRBICFRplApjKjwcNaNn8LTG7fQNzWh3ahhOBUulPx6yMcA1oydiPfjJ5jZ2NDx39G/7B+ZUW6fOsvKkeMo36EV0WGfGN+8LeO2b8DCLpdC180MEuITUNf+f+N7DR1tEr7ayZUR2o0Zzr7lqzm/dgt6RoaM3rw2xYbrv8uv6sYULXGRVr5PXRar5pSm875cW5nVqLxY1cqIMhmntu8CQaDzxLEUquCR6nhLB3t6z5muEFtyOonx8ahpaiZHOaVqaqioqpLw1Q5pJVmHsqg/mxIeHsPS1Zf4EBBOxXJO1K3pxtkLLzlw5CF6ehp071gaM1PdrDbzp1RtsJSubfPSrEHSrr6Js67yIUBg0azGvz1nUHAk7uVm069bQcqUsGTesjuIqLNrQwciAyIRRTFZZ+lLsfLbzzcN+P0i5Jlde6NhZEDlLu149/AJe6fOYaLXNkysLJElJjKmcSucShenZKN6PL10lVOrNjDt4G609RTXfP3fFu0p174l+Ssl3ZwOLViGWqJI6xwmhpkSbx4+ZlrH7tQfPgA9M1MOzFpIqepV5dqoWlF8narMDrsqf8WXjTFp5UvNmXIDTc4jNjqa0Q1a4OZZAefypbmx5xBBb94yZstaZUmMAklrUb/yL5ANiYqKo3ytxdy+9xJzExmDRu2hbfcttOq6EUP9eN77+FLScz4BgWnfpp4VREfHY2yokXxsbKhBdEzan8QSEhKZPPM4VeovpVXnjTx/GYCxkTanD/Tiys0QBo+9jI21ORuWJemDfa+zpCJJ+n8ux53JN8jfqXmJj43jwYXLNB49DBNbGwrXqEKeUsV5fPU6AMH+HwgNCKRmvx4Y21pTpnkjjGyseH3/UbrXSp9dsWgb/N/h09bXJy4m9idn5Bzs3Vzov3AOdw4c5fjCFZSrW4u6PTpntVm/JEU1fuTvjAWHRDF97in+GX+Qcxcz3qomf63jCBoqafr3JdJXIaaBXLX/lCgedU1NRm5YSaT/Bw7OXIi6VIUhKxYqnbFsgjJlmQ3Ze+ghpsZqbFlRHUEQaFo/D+4VtnBgaz08SicpVnfqe4K1m68zLBvXlrVoVISBoy+wZGYFwiPimTz3BmsWtUzz+QP/2cuDx+8Y3q8I9x4GUqH2Em6dHYiTowm7N3ZM9Tx5py6lqipIVVX4FBiIoaUFoigS9uEjGlpJKTV1TU1io6KICY9AU0+XxPgEwgOD0Pgq5fYzosLDObtrD5FhYeQvWzrFtkYpUap2DfZMnUuDkYOIDvvEmXWb6TNvRrrfX3bFpWQxXEr+8qEy2/ArNX5ImzMWHBLF2k3X+BQeQ61qLpQsZvfN6yGhUZSqMp8yxc1xtNejZZeNzJ5YnxZNCv+W3ckq/pUPp2n8g0NVc0Sj8r+Bd0+fce3oSVTVVPFoWA9D81/X6BqamylTutkUpUOWDYmMisPS/P/RHgszbRJlIpbm//8yt7LQIjIye0dDencrS0KijP4jL6GmJmXelAZU90xbKx1RFFm96Rrv7nXC2EiTGp723H0YxP4jj+jaPvWWQ98XKztX1P5GCuN+RAIF0nnTkEgkNO7Xi+Vd+lGsfi3eP3wCiYm4VywPgK6RIRWaNGRp5z4UrFaJF1dvYu3oiGPB/L+cOzoikn+bt8MstwMmdrYsHDCMVsMHUbZe7V+eW7tzexBF9k+di4qaGp0njsX1L9kenl3JqBp/cEgUJSrNo0RRUxxy6VG3xWpWzGtGgzr//yxt2HqTYu4mrFuc9NBRpYIt7Xsf/m2HDNIetfv62np0OhTPSvJvW6YkbTy5fpN5vQdSvEEdYiIiGNOoJf/u2vxHthT6W1A6ZNmQKhXyMHLCQbbufkrhAqZMnH0dOxsDeg09w9zJHrx5+4mVGx9xcEeXrDb1pwiCwIBe5RnQq/xvnS+RCMTH/19DKC4uEWkaQuuKUPGv3aUDVo4OPL1xi0KlS1KpeeNvmv62GTmUKweP8ObRY8rVrknFpg3TlAa4uPcAxna2tJk5EQCX8mXZPHRMmhwyQfgfe2cdFmX2xfHPDN3dKaEgdoBiYovY2N29dqy5tq7+7Fxz7W7FNVaxWyxMTBAD6Y55f3+wIiroAIPUfJ7H55Hh3vueGe6877n3nPs9Irz69MCrT+a7hdlFIpFwzecE71+9xtqpBOU8ahbKYr6yQlZq/MvXXKRSOQO2/dUIgLo1regz/OBXDll0dAJW5pppP1tZaBEd82t2pTI6nSnX/ssb9i1bRbMxw6jolarBeGTBcnw2bKbz+NF5bJmc7CJ3yPIhtjb6HN7Ri5ETDvH+4zVqV7fnvE8HZi84TatuPmhrqbJxRXsqlS8cEgcZIRKJGNKnOs06HWHEwHLcffCJa7c+sGqRi1T9NYw0ZL6SL1+nVqbipCKRiKpejanq1ThLY8ZFx6CbbkWrb25GXEzMD3rkPoIg8Ne4Sbx+8gx7t0qcn7uAJ7f8aDdqqEyvk5iQwOXDPkSFhVGyiit2paX72+Y3PocqPztjn8lqqBLg/KXnuFb4UjHAxkqLkE9fz4fG9Z1o3OY8HjUssbPRYeTkC7Tw/PluLMBNv0DOnH+GgZ46HbzLo6qadcVzWSx47l24zCv/hxhZWVK5YT15DlM2iIuOQd/iy71Dz9yUT09ynk+YGfIcwdxHfspSTr5FEARWrr3EmQtPMTLQZMKo+liY60jd/9sSMZD/Toa98n/E7B796Dh7CkY21hz53zK0NDXo/+fMvLPp4WPm9xvC2EPbUVJVJTYiglmNvZl/4jA6hgYyuUZSQiIzu/RCQU0VEztb/HxO0nXSOKo0aZSlceJjY7l67ATxMTGUru6OuX0xmdiXFT6fqrS03ZkmAJtdNf4eA3dwyOc+ezZ4YmOlzZBxZ7l68x0hz2d81e7YiYdMmH6MiMh4mjRwZt70pj91rnbv92PI2P10aFUc/8ehREUL/Ht4QLacMvj6dKZTbQ1OK+9HIpEQmE7FP6Pv14EVf3F2zwFcPGrw4qYflvZ2DJg/S74Dm0X2L1/NrbPnaDttAnFR0WwdM4muk8ZRsW7u5BUbBinnenH5wkrlqjby0klyCjYikYiBfaoxsE+1bPX/diVvWiGF6/ceo6w8By3DEYBanich25R0ov/cGWz/cyExkZGUqVGNbpOzWZhXRsRERqJnaoySauoJWXUdHdR1tImNipKZQ3bl2HHEKsr0WbUQkUhEec/6/D18fJYcsrjoGKZ16IaWkSG6ZibsX76aIYvn4VLVTSY2SoOs1fh7d3XjwNF79Bl2mviEZDTUlWnZ5Hu1cs8Gzng2cM7S2CMmHOLgZi/cKqUeTGnofZCd+/zo1jH7eYdZPUATGxXF4dXrGXd0F9qGBiQlJDC/ZSde3PcvsDukeUXz/r1JjE9gbf/hKCop0WJg31x1xh7GpEBM/j7ZX9CRO2RyCjWfQ5fHNjrh1XwIpk7FiIwIRVW5JT0n7qacgVaeO2XlategXO3MhS5/NTbOJQgNCubGoWM416zG9YNHUVRUwsjS4qd9Iz+F4ud7PtXJ8qiFpm7GO5ox4REY2Vqn7YoY29kSEx6RJTvP7Nqbln8nEolwqlGVbXMWMPPgziyNk11yQ42/WpVi/LWoDRNm+JAiSaFWdUcWz5FNjc3Q8DiciusBqYsdJ0c9PoXGZnu8tNOZjU+kaf/Bj0OXsZFRqGpqoP2fY6+kooK+uRnR4eHZtqOoIlZQoN3I32g38rdcvU76ea6uIQ9b5ibywL2cIsHqi39QrWd7eqxexJBtG1E3suXcoS1fnYqTk4qGtjaj167g0rY9zPb05vHZC4xdtxJFpR+Htj68CWRCi3ZcPX2Gy/+cZHzzNnwKfpdhW2e3ytw58S/Pb90hNiKSw/OXUqp61SzZGRUahol9sS+nke3tiAoLy9IY2SU31fjbtCzHk5u/E/z4D/5a3BY1teyFFL+lgYcjo6dcICw8notX37LzwFM8akinzp8Z32r/fd4hzEz7T9/UBHUtTc5s2EJcVDR3/jnNu4AX2JbM2m6fnF9D+nkud8ZyH/kOmZxCj4aRBq/fRuDlWgFIDS0Vq1iBqIDzQGqtxLzeJcsPxMfGcvfcRVKSkynlXoWZB7K207R3yQrcWjejfv+eQGrlgAPLV9NrxpTv2tqUdKL3jClsGT+NqLBwSlWrQv+5M75r9yNc3N1YPXYSpevWQtfMlONLV+Pi/uvClTmVuPjVrF/ent5DdmJddgMGeuqsWuBN+bI/3/WUBmlDl2IFBUavWc7K0RM4sXIdRpaWjFy1BG0DfZnYIUf2pDnWJlvz2JLCjzypX06RoOug3TyLM6TV5N9JiIllXb9hNGrnQD3vCjIprVTQiQoLZ3rH7mgaGqCspkqQ/2MmbF2fpbqYc3r0x61DK0rWTM35u3vyDHePnmDkqiW5ZTZndu5l96JlxEVHU6GuB31m/iG1IG92+VbiolZ8izQB2PxYGulbPnyMwvfic9TVlKhXuzgqKjlfl//oAE2yIFBaU7HIfrcKKt/OcwAjLZU8tqpgUtPyd3lSvxw5n1k6y4umHTYxpXp9khMldPVuxaymY/mXA0DBFrWMj43l4dUbIAg4uVZCTTPrzsCRNeuxKV8G78ljATizYQs75i1i2LIFUo/h7FoJ343bsC1bGkEQOLdpB1UbN8iyLVnBo11rPNplvzZqVslI4iI7avx5xYOH76jXYhWVy5vwMSSW6fNOcvpgfzQ0cvagzQ3tPzl5R0bzvG5iS/iUl1YVZH6XqpXcIZNTJNDRUcP3aF/ePA1BRVmBl75eiESiHKv45zVRoWFM79QDNV0dxGIxW2bNY+K2DegZG2VpnLD3H7Gu/EXp3bq0Cw//PZ+lMbz6dCf03Xum1mmKSCSiToc2NOreOUtjfIsgCAT43SUiNBS7Ui5SlYbJbb4NVaaXuMjvDB9/gMmjKjOgZxkEQaBdLx+Wrr7AuBF1czx2bmj/yck7MgrJayqb5ZU5RQK5QyanyCASibAublSoVvL7l6/GzrUiLX8fAcDRRSvYvXApfWdPy9I4jhXKcXb3fkp51EBJVYXzW3ZSvGLWSvEoKCrSY+oEuk1JXQ3mVOxTEARWj5vE4xu3MbSxJPDBI4YsmZ9n5aHSS1ykV+NP74zl590xgMC3EVSvkppnJxKJqOZmxtPnsj3hKFfxL9hkNs9Td4Gf5aFlhR/5KUs5RY7PK3kgdSX/3w3H0nZngTt1+THoLfaVvjhOdhXLE/I2OMvj1O3QBqcK5Znq4cVE9waoKavQZvjgbNkkFotlorx++19fXjx4yMi9m+i9YgHtZ03mr3GTczxudviRxMVn8rszBlC1sg0LV/qRnCwh5FMcG7Y9pKqr7MR0038G6T+b9J+ZXPE9//KzeS5SVZT/y8Y/aZHvkMkpsvzwZNgvXMm/8n/EniUriImMpGyN6jTt2wOxgnThHYeyZbiy+wBO1asiEou4sms/9mVKZ9kGsVhMlwlj6DB6OBJBgrJK3ifvhrwNxqZsqTSBWgfXioQGv0MQhDxRdf+sxg/iryQusqrGn5csmNmc9j03o1NsFSkpEoYPqEnHNtkvSp4R6UOXj87GULd26nfL0nYnD/9T8S9Iu9BFjR/Nczm5S646ZCKRqBGwGFAA1gqCMCeDNm2BPwABuCMIQsfctEmOHMieqGVu8OF1IHN69KPBwN4Y2lhxYsVaYiIj6Th2hFT9m/Tuxtvnz5lSqzEiRJStXYNWg/tn2x5FZdloXsmCYqVKcuivdXi8DUbf3IxLO/ZiU9IpU2fsU/A7QoLeYmprI7OKApC5Gj8UvIeUjo4aPnv7EhkZj4qKokxOWGZGVlX85eQt0szzgrLwKKjk2rdRJBIpAMuB+kAgcF0kEh0SBME/XRtHUo8fVBMEIUwkEuV9xq6cIsO3J8M+r+St7Xbz8D8pjNx2ym6cPE3p+h64t2sFgKG1JUs69JLaIVNUUmLAvFl0mzweEFDX0so1W381juXL0rR3D+a37ISSqipaurqM/Gtphm1PbtnBnkXLMbK14uOrN/SZNZVK9evk2IbcUOPPD2hrq+bq+Om/W5rKZkQnpobR1TWUiY2R74zlNwrrPC9o5OYOmSvwTBCE5wAikWgH0BzwT9emD7BcEIQwAEEQPuSiPQWa6OgEngaEYGykmaUC2/mRjyHRvAkMx87WAF3dvC9Wm5crebGCAknxCWk/J8UnSB2uTI+6lqYszco3NOzWidptWxEbFY2OoUGGuWnvX71h75IVDNu5AX0LM948eMhf/YZRqloVVNWzr0kmKzX++PgkHj35gK6OGrY2ORdAFQSBpwEhJCYm41TcGEVF2c3RqKh4ngaEYGaqjZmptszGlZN/yc2qE3KyRm4m9VsAb9L9HPjfa+kpDhQXiUQXRSLRlf9CnN8hEon6ikSiGyKR6MbHTzEZNSnU3Lj9huKV5tBtwBZKu89jxrz8EyYRBIGAFyE8efYRiUTy0/brN1+leMU59Bi0FYcKszh+6tEvsDJzPt9oSnmeTLsB1Ypv8cuSkKs0acSzK9c5tmQV1w8eZdOI8TmWiihsqKipoWdslOlBgQ+v32Be3AF9i9Qj+VYuzqhpaRL+4WOOr51TNf67999SvOJsOvXZROU6Cxkyeh/pxbgjI+O59yCYsHDpakomJibTstMG6jRdQcvO66lSbzEhMronXrzyAocKs+kxaCsuVf5k4fKzMhlXTv6noFWdKKzkpkOWUaLHt2UBFAFHoDbQAVgrEol0v+skCH8JglBJEIRKRgZFz1Nv33Mzi2fV4O75jjy83Jm1m65w6erLvDaLuLgkmrRZQ03PZdRrvpI6TVcSFRWfafuXr0IZ+8dRrp1sy51zHTm4xYvOfbcSG5u3IYxvT4YpilOnbmb1+GSJrpEhU3ZuQhQbz8srN2nerxdefXrkyrUKK6bFbAh6/JT3z18C8PymH/HRMTnSLPusUg7fH/2XNp/m2s3X1GqynOEDyvHgUmcCbnTj/OVn7D98H4Djpx5hV24m7XpsxK7sLLbtuvVTuxatOEdSUhzPb3XjybUuVHczZvSkQ9l+n5+RSCS06b6JDUvrcudcR+6e68j8ZWfxuxuU47Hl5F9kMc/lyI7cdMgCAat0P1sCbzNoc1AQhCRBEF4Aj0l10OT8R2JiMi9fh+HdLLUIsImxBh7VLfF//D6PLYM5C0+jpirh5e3uvLjdDVsrNSbO8Mm0/ZOAj5QpaYijvR4A1dzM0dJUJig44leZ/EPSrwbTrxJzWwrD0MKc7n9MYPDCudRo2SxPThBmhfCPIYS8DSY7ZdckEgkhQW+J+JQ9ye/kpCTev3pDbFRU2mtGlhZ0GjeKZV36Mq9FR/4e/juDF8xFRS174fCMVMohaxIXgiDQptvfCIJAJ+8SAGhrq9C4njUPHr0jOjqBzn23cmBzE/wvd+bCMW9+G7efwKAfa4L5P35HKy87lJUVEIlEtGtZnAePMi7g/pnIyHgCXqSGODMjPCKemJhEPOunSmBYWmhRzdWch0/kWSSFlazO8/OXntNz0HZ6Dd7B1Ruvfp2hRYjcdMiuA44ikaiYSCRSBtoD3y7lDgAeACKRyJDUEObzXLSpwKGsrIi1pS6HfFI/lpBPcfheCsTJMe/PP9zzf0v7VsVRUlJAQUFMR+/i3H+YuQaWg50hd/1DeP4y1QG7dvMdEZEJmOeDXJWMQpd1E1um3agexqQUef0kSUoKq8ZMYHSj5kxq1YEZnXoSExkpdf+o0DCmtu/KlDadGVW/KWsnTJUqzP2Z14+eMLKeFzO79ua3Gg04sXl72u9qtm7O/04dZcjCP1lw+hila7hn6b19S0Zq/CB9CCcqKoGQ0FhcnAzYdyRVTDM6OpFjJ1/iVNyYN0Hh6OupUr1KahaHi5MBJUsY8OTZj8OsTo4mHPR5QXKyBEEQ2Hck4If3gjUbr2DlMp26zVZiX24WN/0CM2ynq6OKmpoSJ8+kPmjfvY/h0rVgSjhkreKDnIKFtPP8tO9TvLv9TYXSWpQpqY5Xu3VcvvbyV5paJMi1pH5BEJJFItFg4B9SZS/WC4LwQCQSTQNuCIJw6L/fNRCJRP5ACjBaEAR5taxv2La2My06rWf6/Bu8CoxkQM+qVK8qOzHHHxEWHosggL7e98nRJRxMOOTznNZNHRCJ4OCx5xS3z/zhYGdrwIwJjahUdwf2trq8eB3BxuXtiY5JRBBAUzNvta/k9fh+zIkt23kXGMTkU4dQVFFm7/Q/2Tbnf/SZNVWq/ptmzsXMuQT9N64kKT6eNf2Gc3bXPuq095aq/+LBI2gwuA+VmjYmNCiYZV374VihLMVcSgKgpaeLlt53GQ9ZQlZq/FpaKmhrqdCrkwvT5l9l1cZ7vHoThUdNB7yblyEqKoGPIXHcvvuB8mWMef4ygodPQrGz/bFcx/BBtTh3KQDHyptQV1NCUVGRE/v7Zdj2vn8wk2b5cOtMe+yL6bLrwBNad9nIi7sTvtqFjY1NJDIqnm1rO9G+52asLbR5+SaC0UNqU6GcpVSfm5yCRVbn+dLV55j3RzW6tncGQElRzPI1F6jqavtrDS/k5KoOmSAIx4Bj37w2Od3/BWDEf//kZEKVyjY8vj6OR08/YGKkJZOTWt8iCAJ7Dt7l0ZMPOJcwpmmjknTrv51jJ1OT7hvVK8Hm1Z2+0i2aMKoejb3/omTVLSgqilFVVebE/h9rYPXr6U7Txi68DgxHW1uVnoN28DQghPiEZEYMrMm0CY3yNGQnjahlUeXVw8eU92yAslqqZIJry6YcnPW/LPXvMHsKYrEYFXV1yjaqx8uH0h3qSIiL49PbYCp6pZ770bcww8G1Iq8fPklzyHKKLNX4RSIR29d2pm2PTdhaafP0eRhd2lVkyZ+p8iba2qqsWdyG+q33UNxej8fPwpg1qfFPv9sqKooc2dUb/0fvSUxMoVRJU5SVM76N3/N/R82qFtgXS3VS27YoTu+hpwkLj0tbYP1v6Vkmz/4HdTVFzEy0OXWgH3HxyZib6mBlmTPnVpbERESipKKMsmruynXkd2QhipydeZ6UJEFd/cs8U1dTIjlZ+t1tOdIhV+ovIOjoqOFWyeaHbQRBIDIyHg0N5SwfhR84Yi9Xbz6nUR1rZs6/M14rhAAAIABJREFUzYLlvujrKvDhcR8A2vbyYeb8k0yb0Ditj6amCmeODOTO/WBSUiSUK22e6cMhPeZmOpib6dCq8wZqVDHm8vGWhHyKw6P5fsqXsaRVs6wrzcua/KLin58wtrLkyaVruLZqilgs5tHFK5hYW/284+f+lpY8unAF8xKOSFJSeHrlGmXcXKXqq6yqioauDgHXb+HgWpG4qGhe3blP4w5ts/t2viL90X9ZqfHXruHAw2tjefj4A2amWtgXM/zq994tylK9ajGeBoRga60vtQMkFospVfLnRZ7tbPW5dus9oWHx6OupcunaW5SVFdHVSXVqzp5/xrI153l8pQsW5prMWXSDwaP3c84neyWzcoOYiEgWDR7Bi3sPSElOpmG3TrQbNTTf51mmJzkpicT4hBxJ01z1OcGm6XOICY+gZFVXBsybhZa+XpbHye4879ahMqMmH0JFWYHkZAkTZl3mr0Wy+e7J+YLcISskvHodSsvOG3gSEIJIJGLJnBb06Czdw+7Z8xD2H73Hs+td0dRU5vdhlbEqs565U6qh+l8drj5dXFi54fF3fRUVFaiYzbDGtZuvWTjDG5FIhJGhOu1aOnDj9ps8d8jyi4p/ThAEgYS4OFTU1GT28PLs2ZU/ew9kQesuqGhqEBsWzoTN66Tu33XSWGZ17cND3wvERkRhYGpMgy7SFeYQiUQMmD+LZcPGYF7cgQ8vX1O1SSOcXCtl9+18R26o8Rvoa/wwvcDURBtTk9zJoXSrZEOnNhUpVX0rzo763PUPYfPqDmnyITf8AmnhaYelRaqY8ODeZZn+v2u5Ykt2+XvabHStzJm+agGxkVGs7j0Ea6fiuDf1zGvTpMJnw2Z2LViCSCTC2qkEw1csynIViVf+j9g4dRY9l/6JqYM9xxavZOWYCYxZuyJbNmVnnrdtVQ6JRGDR6suIxSKWz/OmSUPZ7EzL+YLcISsktO+1mTbNijFuWBuePAvHo8U+ypQyl8pZCo+Iw9RYA03N1NWTlpYyRgZqnL0YSL/uqc7R2YtBWFtmfUX2I2yt9TlzPpDuHUuSnCzh/OVgWjWrKNNrZJf8oOKfXZ7fe8CSISMJ/xiCpq4OgxbMxdkt546Lipoa4/9eQ8CdeyQnJWFXplSWhFeNrSyZfXgPz+/dR1lVFfsypbIkglvKvQpzju7jzaMn6BobYlWieHbexnd8G8KpFd8CxIVDpXzmZE86tqlAUHAEpZxNMTf7IiptY6XHrn03SEhIRkVFkTMXArGxyj9hSoCAO/foungOYgUFNPV0qdisMc/u3JOZQyYIAsmJSSipyP7AzoPLVzn+9xbGHtqBrqkJRxeuYPW4SVl2pB5eu0GZerWxLu0CgOfQAUyq1iDL4cuczvP23uVp7y3buqdyvkbukBUCJBIJ124Gcv5IC0QiESUc9fBqYMu1m6+lcshKljAhIjKR5Wvv0Ka5Izv3PyEpGfzuh1Hdcw8iEXwKS+TskYEytXv5/NY08v6LHfufEhQcjaW5Pr26uMn0GjmloNXjS4iLY0H/32g2dhhl6nvw5PI1lgwdxZ8+B3Kc8A6goKhI8YrZvymraWrgUjX7f2NdI0N0jQx/3lBKMlIpVxSLCpVKuYuzKS7Opt+93rpZafYevEPZmtuxL6bD9dvv2bc5f2ng6ZuZ8uKmH6b2xZBIJLy8dZdSlWWzaLt/8QorR48nKiwMs2K2/LZ4PhaO9jIZG+DZ7TuUaVgPPbPUz752947MbdY+y+No6+vxPuAlEokEsVhM8NMANPX1suWMFeZ5XhiQO2SFALFYjJmJFpevB1OjqgUJCcnc8PuAV6PKUvVXV1fm+N6+9Bq8k8lzrlKyhDEn9vfD0lyHc5dS5TZqVC2Ghob0pyClWb2VLW3O3YujuHL9FdpaqlSvWgwFhdxUYskan3fJPjtlTrU1qBXfAt//Qpf3opMpnc92yT68CURFU4OyDVLrOJZwd8PQyoKgZwE4yehBVtgoqirlYrGY7eu7cOnqS0I+xbB2qXW+K5fUddJY5nTvh//ZC0SHhqGiqkr9zll3ar4l7P0Hlg0fQ5f5M7CvXIGrew8xv98Q5p84hIKibB6LeqYm3L5wCUlKCmIFBV763UPPOOtyRa6NGvDvzr2s7jUEE3tb7p46S48/JmR5nPwwzwVBICw8DmUlBalO1cfGJhIXn4S+nnqByhvMLnKHrJCwZkkbWnXb/p9obCilS1rg1chZ6v4lHI258M+Q715vVM8pS3Y8ePiOTn22cP/hexzsDNi0qiOuFa0zbW9kqEnTxi5ZusavpKBJYWgb6BP5MYTwdx/QNTUmJjyCkDdB6BrL9aS+5bNK+WdhzKKoUi4SiahW5ddI6GQHq+KOzD68hye3/FBRVcW5SmUUlZRyPO5L/0dYlnTCwTV1kVLFuzknVq4j7MNHDM1/fmBCGtybenL5yHEWd+iFgaU5ATduM3zFoiyPo6isxLgNq7n2z0miQsPw7Ngem5LS35fzyzyPjIynTfe/uXztFckpEvp0dWPRnBYZOlqCIDBl1nHmL/NFWUmBUs6m7N/aAyPDwlmz9zNyh6wAEfQ2gnOXnqOjrUp9j1RB1s80ru/M1dNDuXrjNf16alKnpsMvX1EkJCTTpO1aJo6sSNd23hw+/pxmHdbx8NpY9HSzX+Q5PyBSVUSIT1U6N9JS4WNUakFwAxU1PiXE5aVpX6FjYEDLQf1Y2rkP9pXK89LvLnXae2Nqk7lTXBSRhRo/pM75waP3smPfHVRVFBk/oi7DB9WSvcEFlFKeJ7lxjC+7yyZbs7y7rG2gT6X6dWRql66RIR9evCIhNhYVdXU+Bb4lPjoGTR2dn3eWEkUlJUavWcb9S1eIjYyi56TfMTD7PnQs1VjKStnKm5PVPJcFoyYdwtxEidCAfkTHJNHQ+wDrNl2ld7cq37Xdd+geew/58cqvBwb6aoyYeI6BI/ey++9uv8TWvELukBUQrt54RdP266hZ1YLXgVHMW3KG43v7fqULZmdr8FNhydwk4EUIysoiencpBUDrZo4sWHmHew+CqVlNdrkZcn6MZ69uOLlWIvDpM7y6dcaxfNm8NilfkpFK+WdhTGkfUhOmHyP4XQgvb3fnU2g8Xh0PY2Oln+WTwsnJKYyedJhNO26ipCRm5KDajPqtdoEO0+Tn3eVipUpSwaMmi9r3xLZMKR5fvkb7McNR1ZDtwlGsoECZGtUA+BT8jhmde/Hi3gMMLMzoPWMKxSuUk+n1MkIW81wWXLv5mnWLa6OoKEZXR4XuHZy5dut1hg7ZtZuv6eRdHCPD1L/Hb33L4dF8/y+zNa/IPwk7cn7IkDH7WDqnFns2enLlRFvUVAXWb8lfR9QNDTT48DGWDx9jAYiMTODF64ivtplv3wmiUu0F6NtOpE7TFbx8FZpX5hZq7Eq7ULNVc7kzlgHSqJRLy6mzT5g61g0DfTWKO+gxpHcZTp39Xh7mZ8z63ylu333J3XMd8T3Umg1br0hVbDynHPZ5QIlKszG0m0SHnpuJiJD9bu/nz9T/TPgvrRH7M7pNGU/PPyZQ2rUSo1YvpX6ndrl2LUEQmN93MLaVyjHp5AEaDOrNwgFDCfvwkeTEJC4f8eHk1h0EPn0ms2vKcp7LAmtLPXwvpRarFwSBc5ffZnpy39pKj/NXUvUtAXwvBmKdj4SKcwu5Q1ZACAqOpGrl1O1usViEW0Vjgt7mj6LcnzE20mLk4FpUbbSbgaPOUKXhbryblcG5hAkAoWGxNGm3lqF9S/H4ahca1DbFs+0akpPz9sYsp+ggCzX+4HeR3PQLJDIyHgN9dR48+rKo8H8cioF+1ncd/jn9mKlj3bAw16SEox6jBpfnn3+lq2KQXe7ce0uvITtZNb8WDy52QlUlid6/7ZLpNdLXiBWLUnO/8kuNWJFIRCn3Kni0bU2xUrmrqRX5KZTQ4PfU69cDNW0tStetjZWLM09u3mZ2j74c37qDx/ceMKNzL27/65vj68my6sRnUlIkPHj4Dv9H77JUg/Yz/5vZjIUr79DQ+yBu9Xfx8k0swwfWzLBt765uJKcoUqnuTpq0P8T4mVdYNq91lq9Z0JCHLAsI7q62zFt6i0WzavLufSxbdj9h0eyWP+/4AzZtv86sBaeJj0+mQ+vyTJ/YKMsK/98yaUwDalS14+6DYJo1caVh3RJpv7t1JxBHOx26tEs9bDBuWGVWrL/P68DwPA21ypENgiBwZM0G/t2xB0RQv1N7Gvfokm/Cbhkd/c+qGv/ileeYOvcE1pbaBL+PYdr4Royc7MPFa8F8Co3nzoNQLp+UrjZnevT11Hn0NIxa1VJlah4/DUNfL3fDSad9n9K+ZXE8aqRWW1g4syaWpaUX+pWW/By6/FWoaqiTlJhA5IeP6JgYk5yUxKegt7z0f4hEJKL/umWIxWIqNGnA35NnUb5O9vMQZTHPvyUyMh7PNmsIfh9BSoqAg50hh7b3Ql1demfa0d6Iu5dGceHyC1RUFKld3T7Tyi4qKor47OmD78XnREcn4O5mW+gT+kHukBUYVi30pk23v9GyWYkgwNRxDXKklHz81CMmzvBhx9qGGOip0Wf4aWbMU+CP3xvl2NbaNRyoXcPhu9f1dNV5ExRFfHwyqqqKhHyKIzwiHh3tol2frrBwevsuzh88QteFsxEECdvGTkFDR5tarVvktWlp5OTo/70HwcxZdJo75zpiZaHFiTOvaNPjCDraKpz2DaSpZynWLu2Krq5alu2aNr4xDVuv5va9j8TEJOF7KZjLJ3/L8jhZQU9XjZNnwtMkap4GhKGrnXXbpaGo14hVUVOj1ZABLO8+gFJ1avHqzj2sSziirqWFmaN9WvUE8xKORIWG5fh6spa4mDTThxIOmpw70hxBEOjU7x9mzj/FzMlZO2igp6su9al6RUUF6tZyzI65BRZ5yLKAYKCvwb+HB/Lh6VSiAmcyZljOTh0d9nnAiIHlcHc1p4SjHvOnVueQz4O03x857k+XvlvpO3QXDx6+y6n5AFQoa4G7azFqN9vH79MuUqPJHn7rVz1bIR45+Y+bp8/ScFAfzEs4YOFUnHoDenFLBuEXWZChSjlZO/r/6OkHqlYyx+q/UkMNPGyQSCTsWteIhTOrs2XnTQLfhmfLvvJlLbhyaihOxYvhVtmJm77DsTCX3Ym/jGjfujyfwpJp1ukIY/+4QLPOR5g3zStXr5neIaib2DLNEcnL0OWvwqtPD/rOmoqZiQlNundhyMI/cXathN/xUwQ9ekJSQgI+S1fj7CadfmRGyGKeZ4T/43e0ae6AWCxCQUGMdzMH/B9n/Fw4f+k5TdutpW6zFaxefwlBELLxToom8h2yAoY0YnrSoK2lyuvALw+PV4FRaP039vbdtxj7xxEmj65MyKc4anut4LzPYJyKZ13UMD0ikYhNqzuyc98dAl58Yt70Mng1yp3cjSfPPhIaFouLkwlaWvIduF+BmqYmYcHv034OD36HmoxPrWWHn6mUg3QPqeL2Rly5GUzQ22gszDX599wb1FQVqVzBBAUFMR1bv+H46cdSFf7OCDtbA4ZlklOTG6ipKXH2yEA277zJp9BY9m9xp0plm1y7XmGoEZtTXKq6fVWpwqFcGTqOG8mafsOIjYrCpaobA+bPztbYsprnGeHkaMK+IwE08LBBEAT2H32Ok+P38/ymXyCtumxk/tRqGBmqMXqKL4lJKQzpVyNb1y1qyB2yIsrgvtVxq7eYmNgkDPRUWbvFnx3rugCwaNU51i+pS73aqdpVMbHJrNt0hXkzmuX4umKxmA65WA9NEASGjN7HnkN3sTTT4v3HWI7u6k2ZUua5dk05qTTv35vZ3foQ9jYYQSLh9rETTNyyPq/NAmQTwilb2pyRg2pRpuY2ilnr8PBJCAtn1kyrLhH4Nhpnp1+7yxMYFM6w3w/wNOAjpZzNWDi7OcZGWlL3V1dXpl+Pqj9ss2XnTcZNPUJCQjL2tgYc39sX3WzqChbkGrG5RfXmXlRv7pVWGikn5JYa//QJjWnc5i+cq2whRSLB0lyPvxbX+67d1l03GdavLN06pC60dXVUGDTmfIYOmSAIXLn+io8hMVQqb/lVndWiitwhK6JYmOtw/d9hbNx6nfiEJE7s60e5MhYAJCdLUFP7MjXU1RSJjs36qZq84NCxB5y79Iyn17qipaXMhq0P6DFoBzd9R+S1aTIlOSmJ/ctXc8f3Ahq6OrQZOgiHcmXy1CYb5xL8sWszlw4fQyQSMXX3Voytf15LNTeRtUr5yCEetGtVnqDgCK7fesP0+af5GBLHo6dhPHwawYYVFXLlfWREXFwS9Vqson1Le8YPK83WPY/xbLOGq6eHyawE2YVLz+k3bDfL5tamdElDJsy8hHuDpfhfG5ujcQtajdhfQU6csdxW49fVVeO8z2Du+79DLBbh4mya4RxTVBATn/DFKYyPT8mwnSAIdB+wnUvXXuBop8sNv/fs3tiNWtWLtl6l3CErwpiZavP7yLrfvd69Y2X6jTjD/GnVCPkUz8JVfhzZ2TsPLMw6j599pH5tK7S0UncqWjV1YPC4/JHHJEu2zfkfLx4/oenYYXx4+Zr5fQfzx67NmNrmLOT07PYd9i5dSVx0DBXq1MKrb88sPShMbW1oNWRAjmyQFbmlUm5poYulhS5ulWxwLmHCidOPKVXSjqXzOqH9Cw+o+N0LQl1NgT/Gpgprli9jhF2Fv3n2PIQSjtKlF/jdDWLSTB8+hcZQ36MEE0fX/6oCyPJ1l2jZxJ4enVITsXeu88So+F852s3JqEZs3cSWnM7HNWLzM79KjV9RUSFt0Z4ZPbu4UaPxMjQ1lDA2VOOPP68xY8L3if+Hjj3g7oNA7p7riJqaIj6nXtJryE6e3R6fYzsLMvKkfjnfMbhvdYb0rcncJXfZtvcFuzZ0/WE9yvyEi5MJPqdeERYeD8D2vY9xccpZ7lt+5OKho7SfMQnbcqVxbdGEsg3rcvPUmRyNGfQ0gPn9hlCyQR3qD+nLtVP/smfRchlZnDc8jEnB0nYn8EWlHLJ39D8j6tZyZO40L8YOr5Ot05UJCclMmHaMmo2X0rZ7qjMlLaoqSkRGJZCcnLp7HR+fQkxsEqoq0q2zX74KpUGr1Xg1MGfOZDcuXH7CiPEHv2qjpqpESGh82s+hYfEoKIhyHFpL/9mndxys7Xaj+J9MSmFP8pcluT3PpcWpuDFnDg/g2ctETp0LYcncVnTpUOm7dq/ehOFe2SwtEuNR3ZJXb8KL/AEA+Q6ZnO8QiUT06+lOv57ueW1KlvFs4IzvhQAcKm3C1FiDmNhkfPb0yWuzZI6SsjLx0dFAqrMZHx2DknLOHmDX/jlJpeaeuLZoAkC76RNZ038YbUd8X3Q+v5NepVwsFue5Snlm9B26i5BPYUwdW5Ebfh+o1WQ5fudHSqW5VLa0GSUcTGjR5Qie9WzYcyiA+rWLY22Vsfr5txzyeUALTzv6dU8t87R1dQNKuG1m6bxWaW2mjW+IS5U/6fXbScqXNmbespvUry0bKYL0Uhj+Z8Kp6yEPXWaVnMxzQRBYv/kaZy88w8RYizFDPbKUf5gZpUqasWbJj6seVCxnyfylZxg7tALWltqsWH+XiuUs8o1mYV4h3yGTU6gQiUT8Ob0pfudHsm1tVx5eG5tWKaAw4dW3BxuHjuPSrn0c/HMxL275UaVJzjTkFJSUSIz9UjonITYORSWlnJr6y8kNlfLcICkphR377rBrXWM8algxekhFqlQ05cS/T6TqLxaL2b+1Bx41XLjzIJZWTSuyaXVHqR9qSkoKRMckpf0cHZOEsvLXTpClhS43zg7n2Ys41m55ROtm5Tks4/SF9Cr+RloqaX8zAxU1+S7ZD8jpPJ80w4fla32pW8OQpMRIqjVcliulszKiWpVijBxcm5LuWzBxWsO6rY/ZuqbTL7l2fka+QyanUGJlqYuVjGqfaRhp4FLHJ20lX8bDM20lfyE0Ok9W8o26dUbP2Jg75y6iqaPN1N1b0TbQz9GY1Zt7MalVB9R0tNG3MOfMuk149e4uG4N/MQYqahATDaQ+5PmU+rpINf/c8kSi1H/xCcloaKQ6JLFxSSgqSr9OVlZWZOSQ2t+9fvXGKxYu9yUhMZkOrSvQttX3RazbtCjL3EX/MmryeUqW0Od/y28zavD3YznaG+F7bJDUNmWF9Kcus0JcdAz7lq4kKOA5Fg72tB4yQOaFwQsC2Z3ngiCwcOV5Am50w9REg+7Ai9eHOeTjT5f2FXkbHMH7D9E42hvKRGopKiqee/7viIlNpLi9ITbW+gwdUJM+3aoQHhGHqYlWjsPghYH8c3eSIyef893JsP+SkB/GpOCcB0nIbo0b4Na4gczG0zc14Y9dmzm2fhPBd+7TccwIXBvVl9n4cr5GUVGBQb3dadL+MIN6leaG3wcCXkbRuJ5Tjsa9fScIr3brmDbODT1dFcZNPUxcfBLdOn4tOGpooMGlE0OYv/QsvpdC+X14fTq1q5ija/8KJCkpzOszCG1zEyq2asrdk2eY13cQEzatRayQ88XRk5u3ObFlB5KUFGq2ak652oVPQ0siEUhJkaCe7jS9hroSyckpzF14mrmLz2BprsXHT3Ec2NoDt0rZPyx08coLmnVYT3JyCro6KkRGJdK9Y2UWzGqOurpylsovFXbkDpkcOVJQVOrxGVla0G3y73ltRpFh3vSmrF5/mWOnAjA30+HiP0O+O6kpkUhYufYSvpcCMDHSYvzIepiZamc65sZt1xjevywDeqbKoBjqqzFpzqXvHDIAczMdFsxqLts3lcsEPQsg9P0H+qxbilgspmStaszxasvb5y+wdPy+ZFtWeHr7DgsGDKXhoD4oqqiwZsIf9Jw6kYr1PGRkff5AQUFMR+/ytO9znHFDK3H73gfOXgyia4fqTJ7lw4OLnTEz1eDgsQDadt/Ey3sTs5XfJZFIaNN9E2YmagzsWYaBvcoSEZmAe6PdHDrmQPMmpXLh3RVc5HuEcoo0ERFxDBq5l9pNltF36C4+hWYePvmchAz/iVr+l0Brbbc7LbG2KOe83Dx1hhWjxrNu0jTeBrzIa3MKBGKxmAG9q7F9fVf+N7N5hsn846YcZdOOK7RobI6qSgLVGi4lLDw20zEFge8enoXp9Np3b+W/9/rK/xF//T6Z1eMm8eTm7WyNfXrHbur164l7u1a4tmhCi3HDObFlew4t/kJKcjIHVvzFjE49WTR4BEFPA2Q2dlZZtdCb8mXs+H36NXwvfeLfQwP48DGaWu4WmJmmLjibe9rzISSGmJjsLTTDI+KJiUnkTVA07VuVAEBHW4XG9Wx48Oj9T3oXPeQOmZwiS0qKBK92a0lIiGLSyPKoKCXQoOVqEhOTf9jv23p8n0mvkl3UOL/vEH9Pn4NF+dKoGhkwvWN33r16nddmFXgkEgnL1l7k8LamdPR2Yt7U6pQpqc9hH/9M+3TvWJkFK/1YteEuuw48oe+If+nfo+CdmM4MS0d79IyN2DVpJg/OnmfnxOloamuzaeaf6DsUw8DRngUDh/Hw6o2sDy4IiNMJmYoVFGTqzG6bu4Db5y9Ss1cXLMq6MLNrbz4Fy6ZWcFZRVlZk5mRPLp74jX1beuBcwgSn4sacv/KWDx9THf5jJ19goK+Ohkb2Fpq6OqqoqSlhZa7JviPPAIiKSuTEmdc457AUX2FEHrKUU2R59jyEN0Hh+B5ujlgsok5NK0pX38ad+2+pXCFj3bWMRC1rxbfAt5CFLrPKsY2baT9jIvaVU5Xq46Nj8N29n3ajhuaxZQUfiUT46vSjiooCKSmZV86oUM6Swzt6sXDFWRISkpk1yYv2uViu7FcjVlBgzNoV7F2yguu7D2LpYI+QkIRrmxZU8U4Nvyqrq/LP5m04u32vgfUjSlSswJbZ81BRV0NJRYW9M+dTt523zGz33b2fsUd2om1oQAl3V4IfP+PW6bPU79xeZtfICW6VbOjdtQol3bdga6VDYHAUezd1z7YchVgsZse6zrTqspERE88zZ/ENwsISqFXNniYNnWVsfcFH7pAVEPwfvePK9deYmmjRqF4J+YkUGaCgICYpOYWUFAlisQISiUBiUgoKP/lsf5RPlp/q8QmCQHRYOGpamrkuX5GSnIyS2pfcJyU1VVJ+stMo5+eIxWK6ta9Imx7HGDOkArfvfeTC1WCW/Nnhh/2qVLZh54Zuv8jKX4+apgadx49O+3nhoOEoqXw5DaisqkpKctbn31O/O5T3rM/dU75IUpKp4NmAFw8y343MKmIFMcmJX+4LyYlJ+e5ePmlMA7q2r0Tw+yicHI2zJXicnto1HAjwG8+xkw8ZPu4QjvZ6vHzzkbrNVvLPvn7ypP505K+ZICdD9hy4Q22vFfheuM+E6Ydp12MzEknBqC2Zn7EvZkC5Uha07enD9r2P6dz/BOamupQtLV0h8vwcunz7/AWjGjRjRH0v+lWqwfn9h3L1ejVbNWf3lNk8vnSNG4eOcWn7Hqp65UwXrSASFh7L9D9PMHTsfg77PJDJmMvmt6Z61RLMWnSHW3ej8D06CBPjnAt4FiZqtmrGsSUruXfal/v/nuPoguXUbNksy+MkJyVj6exEzyVz6b38fxR3dyU5SXYLi4ZdO7Fx6DhuHvmHY4tX8tLvLpUbfl+kO6+xsdanSmWbHDtjn9HTVWf3/juMGlyOKyfacuN0e8xMlFm04pxMxi8syHfI8jmCINBv+B5O7m1BhbLGJCam4NZgFz4nH9GkYcm8Ni9T9h++x4UrzzEz0WZAL3c0NHKuZSNrRCIRezd358/F/7LvaCBOjpasXVpHqsLM+b0e36JBw6nepS3ubVvx/vlLVvYcRLFSJXN8Ci0zmvTqhrKyMr7rNqGsqsqwZQso5pJ/52duEBkZj3uDpVSpaETpkgYMH7+fF69C+a1/zmQTlJQUmDKuIVNoKCNLCx8V63qQkpTMyW2p5YM6/T4qW45O9eZNWD3eEtSOAAAgAElEQVRuMloG+iiqKHNo7mJaDJRdpY9Wvw1A39SEe+cuoaWnx5Sdm3KsH1hQePk6lEkjU0/+isUialez4M6D0Dy2Kn8hd8jyOUlJKURGJVCutBEAysoKlHUx5N37qByN++jJB7bvuYVIJKJzu4o42BnKwlwAZv/vFH9vv0bPTs5cuf6Y3Qfv4Ht0EKqq+U/1XVVVicljs/egy69SGPExsXx8E0TVNqm7diZ2thSvUokX9/1zzSETiUQ06NqRBl075sr4BYE9B+9S3E6bDctStdua1C9G9SZ7cuyQyZEO10b1c6ybV6ZGNXr8MYHjf29FkpJM8/69qNW6hYwsTP2eeLRrjUe71jIbs6BQqbwVqzbeZ9X/jIiJSWLL7id071g1r83KV8hDlvkcZWVFKpazYPbC60gkAn73PuJz+hVVKmdfqO/2nSBqNF5GfFwY0dGfcG+whPv+wTKxNyVFwrR5pzi9vyVjfqvE7g2eqCiDz8lHMhk/MwRB4N37yF9W+uMz6aUw/M+Ep4UuLW135knoMiU5mctHfEAk4szGrQiCQEJsHG/8H2NgZvrL7SlKxMYlYmL8JcRjYqxObFzSD3rIyY9Uql+HiVvWMXn739Ru0+rnHeRIRd9uVTl3+R06xVZhXmod5Upb07ubW16bla+Q75AVAHZt6ErbHpv448+raGkqs2qBNy7O2X+4zll0mimjXRncpywApsbqzFtyhr9X5Xx3IykpBYlEwNgo9cEkEokwM1EnJjb3dolCw2Jp0XE9Dx69JyExmT5d3Vgwq/kvLVT7nYp/+iLJv2iXTCKRsGDgMGJjYvDo0YlLO/Zx89AxkhOSKO3uhrPb98Kg0vLywUP8fM+jqq5OjZbN0NDJXJi0qNKonhNT557Ao7olpZwNmDLnKt7NSmfaXhAEDhy5z90Hb3GwM6KDd7l8l+AtR44sOH7qEV36baNZYzueBqggkSiycHYL+Xz/BvmnUQCwttLjyqmhRAfN4tOL6RnWpcsK0dEJWFl8EaC0stAiOiYhp2YCqSHA+rUd6DfiDI+ehLJ550POXgzCo8bPQ2VPnn2k1+AdeHfdyMat16TW//ltzD5KO2vz8UkfAu/14vylp2zecTOnb0VqPhfwdWl84qvCvukL/v4Kwdint/x4/+oNfVYvouHA3gzbsZ5PgW/pNXUiPadPzraDeufcBeb07E9IeBj+t/2Y1LoD0eERMra+4ONgZ8ih7T1ZueER7XqfwMLcmFUL22Tafsykw0yedZSkxHCWrj5Dt/7bC5WAqxw5n/lt7H52rGnIusV18T3cGnU12LrrVl6ble+Q75AVIFRUZPPnau5ZiomzfLG21CIlRWDKnKuMHym7moVb13Rm6Lj9eHU8ipmJFkd39cbCXOeHfV69DqVG42UM7VsGO1tDps8/zafQ2AwLJ3/LDb9A9m5shFgsQldHhU5tinPj9hu6dsiaBlFOSJ9PpqlslrZLpq6hzMOYxF9SgDwuOgYdEyMUFFPniYauDirq6lgWd8jRbuHO/y2h/fSJONdMFRfdMXEGp7fvpvmA3jKx+0ckJyZx6cgxIj+F4uxaCfuyme84SYNLHR8ZWZYxVV1tOecz+Kft3r2PZM2mq7y43R09XVUmjkzGqcoW7tx7S7kyFrlqo5ycExUaxhWff0hJTKJCPQ+MrSzz2qR8zYeP0Wl50CKRiLKlDPkQEp3HVuU/5A5ZEaRP9ypERSfQrvcJxGIRg/rUoEt72TkvOjpqbFyZtfDn9j238W5qz/gRrgC4OBnQrNNRqRwyGys9/j33BhcnA1JSJJy98Jaa1Yqe6KB9mVK8exbAtQNHcXSryOVd+zE0N0PHKGcHNmIjozCw+uIkGFhZEBeVs0Ml0pCcmMTsHn2RiESYOdpzrP9vdBw3kurNvTLt83kn8kJodNoOZZlPnl/tXH7e0cxLIiLj0ddTQ083VbtNVVURCzNNIiLj89gyOT8j7P0HprTtjG25MiirqbJn8QrqtGuNm2fDHC8Y8hq/u0FMn3eC8Ig4vBq6MHRADZmEFWtXt2fy7CssmFGDp8/D2bb3Mbs3yhP6v0XukBVBRCIRI4fUlsrZ+cyTZx8Z/vsBXr0Jo3IFKxbOaiEzjRpIrU+npPTli6+oIEYikS58s2RuS+o1X8VBnxd8/BSHvp4Wg/pUk5ltBQUtfT3GrF3J+j9mcHzJKmxLlWTk6qU5vqGW96jJ4flLaTVxFBHvP3J5134GL5gLpOZB3Thxmuf3HmBoYU4t7xYyE6G9fuIUyRIJ/dctQywWU6m5J2v6D/+hQwZf68Cl14dLrxuXVd69j2TDluvExSfR0qs05cumOqj+j95x9kIA+nrqtGpaGmVl6W6pdrYGqKgoMWfRdbp3KMmREy94HRhFOSk18GRBVFQ8+4/cJzYukUZ1nbC1yVx+QRAEjv7zkJevQ6lQ1hJ3N9tfZmd+48jajZSu74HX8EFsGDoWI1trQiMjWTBgKG1HDKGWd8ufD5IPefY8hAatVvPHGFfsbHWYPPsq4RFxTB2fcz3Bdcva0aXvVjStV6KtpcL/ZjQt0nMoM+QOmZyfEhYeS91mKxk5qBwe1SuyfN1dWnfdyKmD/WWWON+mZVncG/hib6uTejOYc5XeXaU7gVPC0Zi7l0Zx+dor1NWUqF61GIqKuR8izI/YlHRi6q4tMh2zw9gRbJn5J0s69kZVQ52OY0eklaTZvXAZ106colyjelw85sPN02cYtXopYoWcf/7REREY29qkOZTGxWyIjYxEEIQM551hkDL3opNRFImwttud5ow9OhuT5oxlZ3cs6G0EVeotxrO+NYb6ajRsvZrt67oQH59Ej0E7aOFpx5OAcFauu8iJ/f2lSi1QUlLAZ3cfeg3Zwf9W+OFgZ4DPnj7o6MhukfMjwsJjqd5oGcWsNTEyUGXyrOMc3dU7w5JhgiDQa/BObvq9wr2yGX8u/pdRQzyKrJxHTEQE5uVK8ejiFSI/hPDbtrUoKCry/nk7FnfoRY1WzQtksvqeg3fp0Ko4A3ulHvays9GhTov9MnHIDPQ1OLan739VUUS/9MBVQULukMn5KRcuv8C5uB7D+qfWw1s53wMDh7/4FBqLoYFswj8Odoac3N+fmf87yZGTQXTvWIXBfatL3V9PVx3PBkUvTPkrUFZRoee0SfScNumr1+OiYzi+cTMT/tmPpp4uKcnJLGzTjSc3b+PkmvMQuLNrJfYuWUn5Jg0wL+7A8WV/4VLVLVNnDEhzxj4ji1Dl8jUXad3UjkWzagFQoYwRf8w+TvD7KHata0zt6pYIgkCD1gfYtvsWPTq7SjWurY0+pw8NzJZNOWXp6gu4ljdM00zbvPMhYyYf5syRQd+1vX7rDb4Xn3H/QifU1BR5HRhJSfct9Orimi8Fn3Ob0tXd2b98NRWbeWJUzCYtZ9PI1pqUpCSSExNRVlXNsO8r/0e8fPAQAwuzTOdyXiEWi0hI/LK7nJCYIpVIdlaQ9XiFDblDJuenqKkp8SksHolEQCwWERWdRFKyBBVl2e5ClS1tzq6Nhbf+XmEjIS4OJRUVNHRTD2woKCqiY2xEXEysTMa3dHSg3+xp/D1pJlGhYTi7VWbA/NmZtv82VOl/JhyxSIlSnidzlDcWGRWHve2XUkU2VtpERSfw7kMUZVxS8/NEIhElS+jx7kPu59bJgg8foyhb6ktuYRkXQz6G+GXSNhpHO13U1FIfF9aW2mhqKBMeEV8kHTL3pp6Evf/A4b/Wk5SQwLPrt7Byceb02r8pVtolU2fszK697F64jOLubry574+LW2V6TJ2Yb5yyjt7lqVzHF3PTq9jb6jBzwQ1+61c0d0HzCrlDJuen1Kpmj7qaKm16HKOWuwWbdz2iT1c3tLQyvvF8S2xsIqfOPiU5WUKdmg4yzT2Tk33ePHnKm8dPMbGxxr5MqSz31zE0wMTaiiMLl1OtfWueXb1J8NNnOMgwsbl8nVqUr1Prh20Mg5TTnLH0ocrPzlhOaeZZil6Dd+BawRRDfTVGTblAs8YurFx/iQkzL7FwRk0ePwtjy65HDOpjlOPr5Qa3/AJ5/OwjzsWNKVfGgjo1i/P71MM0a2SHkYEa0+Zd+06aJjo6gdO+T/kUGssNv/ccP/2SujWtWLH+Lro6apiaFM16miKRCK8+PfDq04M75y6wfuJ0Ij6G4FixPL8tmZ9hn8SEBLbMnMfwXRsxsrEiITaOBd5dCLhzD4dyZX7xO8gYSwtdLhwfzNxF//Lg8VvGDa8n08Necn6O3CGT81OUlBT4Z18/lq6+wOOAMAb1qU23jtJ9UT+FxlDLczmGBiqoqSowYsJBfI8OxMa6aNRvy29EfgrlyNqNPL3tx5snzyhR1ZXXdx9Qq3ULvId9H676ESKRiJGrl7J24lSWd+2PobkZY9atQktfL5es/570+m6yDlV+pkGdEsya1ITew04RF5dM+1blmDy2AQtXnOP5ywi0bFaiq6OCWyVTNDR+rDeXnJzC2QsBREcnUq2KLUaGmj9sLwvmLjzN0r8u4O5qxsirbxk9pDbDB9Xm+csQytfeTkJiMt7NSvPntKZpfT58jKKm53IsTNVRVBSjpqpE3+FnefsukvJlzDmys3ehCz+Ffwzh6e07qGtp4uxaSao8yLI1q7PY95+ftouNjEJJRRkjGysAVNTVMLErRvjHkBzbLUvsixny1+K2aT8LgsDf267z77mnGBlqMvo3jywVtk9ISGbhcl/8H7/DydGEEYNr5csSevkFuUMmRyrU1ZUZO7xOlvvNXnCaGlVMWPm/1L4z5l/j96lH2baui6xNlPMTYqOimNquKw7urpRv7kn0ll0YF7Oh9aQxzG/REfdmnpjbFcvSmDqGBoxctSSXLP4xn52xhzEpWNruBMTUTWyZ5ozlNFSZni4dKtHlG127mu52ODlqcGR7M168iqROi/1MGJX555eQkIxnmzWEhUdhZqLBgJF7+GdvX8qU+vHJymfPQ3jw8B3FbPR/2vZbXr8JY97Ss9w73wkzUw0Cg6IoXWMbHbwrMOo3D0YOqY0gCN8loU//8ySN61qxcGZNACbOvMzb9xLWLm1bIBPWf0bA3fvM7zsY61IlCQt+h6GZKSNWLpbZiWFtA300tLW5tGsfVdu05MXtu7y6ex/bb/Iyc5uUFAmHffx59yGSqpVtKfuTU70z5p1k94HbDO1Xhnv/Z++so6Jauzj8DN3doIQopdiI3YHdie21u/N6zWtdu7u7u7u7sEVFkFYahpj5/pgrcv1QYZhhAOdZy7UYOGe/e8aZOfu8e+/ffiYZs3f34jCMjXR+uZZYLKZN102IxUJaNnLi0InXtOjkz7E9vQrke0gWKF+V3xSRSMSLV2G8fB2GSCSS2zqBQVFU8f72oa9cwZrAT1FyW6+gIhaLefv4KY8uXyU6MlIqG/fPXcTMsTAtx4+gQosm9F65gEubd6BjaICFowOfQ0Jl63Qu8DVVqaKiIjOJi6yyYXl77j/+gm6h5ZStvZPJY+pT2fvHAdnqjTfR0hRx52w7ju1syvTxFRg0ev9P19i68y6V6i1mzabL+LRZzfS52Xten0JicCxsiLWVJDC1s9WnkK0+wSGSWjeBQJDpxTHwUxSVK1inP/76uS2oF9INk6fTdPQQeiydy9BdG0hMTOTqwSMys6+iosKIVUu4ufMAo8tUZfPw8fSbOwMzG+tfnywj0tJEtOq8kZn/nOTeg1fUb7WKnXsfZHpsSGgMDx8HMXfxRY7uaExP3+IsnFmdUsVNOXDkaZbWe/UmnAePA9m/qSHdO3mwd2NDXrwO5dmL/Pc9k1sod8h+Q2Jjk2jSfh3vAz4jEolxKWrBoe090NGR/Xifil4OrNp0nyb1HdHUVGXJmsdULJ+9XZjfHZFIxMrRE3l1/wGmtrZ8ev2GESsW4Vy6ZLbspKWkoqn97c5WQ1sbUZqIt3cfEPLWn0LFisradbnxfaqyelJzUJGkKj18TgMCuQvAWpjrc+HoAITCVDQ0VH9ZnB3w8TNVva3TU33VK9kx/Z8fj/iKixMyYNQBbp5qi5uLCWHhCZSsvp1WTT1xc7HMko8uRc35EBjDmQsfqFvTnuNn3hEWkYCzk+lPz6tY3oEV65/SoJY9qqoqLFv3GO9yTllaMz8SGRxCkXKSLnJVNTUcSnsSERQs0zVsijgy+/h+koVC1DU0cr2Y//jp5wQGRXLzdFvU1FR49DScms320a5Vqf/4MnfReWbOP4+ttR6paSJevomisJ1kdq2+ngbJKalZWi8lJQ0tLTXU1CTvd1VVAdpaaiRn6ORU8l8K5u2Okp8y+e9T2Ntp8fZeF/zvd8XUWCXbd95ZZWDvKni42mHpthbjIqtQVdNmyvj6clmroHL39DkCXr9m5P6t9F6ziJYTR7F6/ORs2/GsVpk3d+5xZdse/O8/YsOQMaiqq7Fl+Hj6//M3hmY/v0jnFTKmKr/WjampCNJTlQKB/IOxjGhqqiEQCBCJRNx/GMjVG++Iz2Q2rFc5e7btfUV4RAIikZjFqx/hVfb/db++Ehoei7GRFm4uknpLC3MdPFxMCQjM+g6zsZEOezZ2pXP/sxg6rKTX0Avs29ztlw05wwdWx8HeAnOXNZg4r8LQwJCJoyQSGRGR8Vy6+pZXb8Kz7Edex8mzOFe27kYsFhMTHsHDk2flprqvoampkM7K0PA4iruZpgdIxd1MiY1LJiXlW4B0534Ai1ddwe9aJ55e68S2lfVp0/0YV24EsnzdI06c+0Cjeu5ZWs+1mAVGhjoMHX+Za7c+MWLSFTQ1NSjubiWX51cQUO6Q/Yb4vQhmSG/39Dv1ts2KsmmXv1zWUlVVYcWC1syf2Yy0NBF6er9fm3xOCQ8MwqlMKdT/bacvVrE828f+lW07xpYWTNi8lp3zFvH4xBncKpRnyII5GJqZ5rtUlDzU+HNCSkoarbtsxO9FMCZGWkR+EXLmYF+cHL4Fua2befLoSRD2pTagrqZKyeLW7N/a/Yc27WyMSE4RcfiEP019nLj3MJRHfhF4uGZtd+wr1asU4dOLP4mKTsLIUCtL/9dqaqqsW9qeJXNaIhaL0+UtLlx+Q7semylWxJg376Lo1bkC0yc1zJY/eZE/ZvzF/H5DmFS5HqkpKTTr9wela1aT+7ov797n6JqNJAuTqNioAdVbt5BbsFbJy57xU49x+14IZUpaMG3eLbzK2P1nusSzF6FUr2SLjbWk2aRFY2fa/3GSEX/exMrCgLMH+1LIzihL66mpqXJib29G/3mY4ZNu4FbMgtMH+mR5msXviPKV+Q1xcbbg4HF/fOo4IBbDweP+uDhbyHVNbe2fF8cGBkWxecddUlLTaN2sJB5uyruor9i7u3J6205q9vDFwNyMG3sOYu/uKpUt26JFGLFKMUX4skBeavw5ZdX6GyQmJvD8hi/q6qrMWXyXQaP2c2zPH+nHCAQCpk9qyPgRdUhMSsHEWOenF19NTTX2b+lGqy4b6T38PEJhGuuXtsXONmsXxIyoqKhgYvzrQuzvyVjGIBaL6fjHVravqk+dGoX5/CWJsrV20rCee74fg2NkbsaUPVuJ+xKFpo72D7XEZMm7p89Y0H8ojYYNQNfYkMPzl5GSnELdTu3ksp67qxWrFrSmqe9+IiLjqeRl/3+6jy5FLfhz5ifCIxIwN9Ph5Ln3mJnqcOvcUKkCRTNTXdYv6yCrp1DgUQZkvyFTx/vQoPVq3CtuQyQSY2Guz7J/6irMn/cfPlOp/hKa+ziir6dOjcbLObS9R77/kpcVxSt5U6tta2Y1boeWni46enqMWrOM5KQkgv3fo2togJlt7s1AVBTyVOPPKa/9w2lQuzDq6hKphMb1HFm79UWmx+roaGS5XtO7vD0fnkwkJDQWczO9LI1lkhfx8clERSdRp4YkzWpirEUlL2tevw2X+rMaHx7/64NyCYFAkKuSLVcPHaVq53Z4tZDMZtXW1+fonEVyC8gAWjTxpEUTT9LSRJnKlniXt6eHbwXcK23Dyd6Q9x9j2Lupa54Rry3oKAOy3xAjI22unhzIo6fBqAgElPCwUujsxwXLL9G9gyszJlYCwN3FhGlzTnNiX2+F+ZTXaNavF3V925EQE4uJlSUhHwIY3aA56tpaxEREUqV5E3zHj8r1L06RSER8dAy6hga5kvaUlxp/YmIKKSlpGBhItzPi6WHDui3X6N2lOLq66mze9QJPj5x30H3+kkDQp2gcChsrNBgDSBKmYG6qw55Dr2nTrCgfg2K5eC2QEQOlm3WYmJiC36tQIu77YKyfAkB4rDC96ztSmEiEbbLM/M9rqAgEpGUokE9NSZHJDNis8DMNuclj69OlfTmCQ2Nxc7HIksSFNCQlpSAUpmZrfqtYLOZLVCL6eprpNz8FCWVA9puipqZK2VJ2inYDgJjYJDxcDNMfS0bTJCnQo7yJjr4+OvoSUcZVYyZSrVtHKrdvRWJsHMu69uX+uYuUrVMz1/x5ev0my4aNITUlBU1tbQYv+YdiZUrJZS15qfGLxWJGTDjMivU3UFERUKtqEXas65ztWsfuvuW5cec99qU2oq+ngbGRDif2/vHrE3/C1p13GTTmINaWuoRFJLB9rS/1arnkyKa0rNt8i5GTjmBkqEn3gacZO/UaEZFJTB1fnzJSfI88fvqJRm3Xoq2hRVjEBgZ260pwfUmZQuD7drjpFryL7fdUb9OC6Z16oKmrg66RIaeXr6NNNsWZ5YWjgymODvJp8hGLxfw54yTzll5CVVWAd7nC7NnU9ZeB39t3ETTrsJ6PQdGIxGKWzG5Ot05ZmxubX8hflbxKCiRNGngwe/F9bt8L4fnLz4ybdp0mDTwU7VaeJuiNP6V96gCgra+HSxVvAl+/ybX1Y79EsXToaHznTmP69TO0mjyGRQOHkZQgmzmWGZGnGv+6zbe4euM1n/x6EuXfB0N9GP1n9vWnVFRUWLukHY+vjeTMwb7cuTAUK0sDqXwCiaDr0PGHuHa8Nc9u+HJgcyM69tqaafemvHn9NpxxU49x52w73j3oxq61PkRFJ/PizmiG9JOu8L1Djy1Mn+DNq3sdeHmnE9sO78bvznsC/NuQKhYDFOjdMZDMah23aQ1f/D/gf/0OncePomqLpop26/9ITU1j0vQTuFeYTfmaCzh83C9H9nYfeMTBY48IeNSd6Hd9cXbUYfDoA788r03XTfTq7ErUuz70616cYeMP4VFhNpt33MmRP3kJ5Q6ZEoXTsqknEZHx+PY7S3JyGl3al2XUkNzb6cmPWDs68PjsJbxbNSUpPp7X129TcnD/XFv/01t/zArb4exVFgD3apXR1jcg/GMghVyKyWydzCQuZKnGf/PuB3r6umNsJElVDu5dkn6jrkhtz9bG8NcHZYFXb8Mp4W6Gu6tkl6JqRVsMDTQJ/BSNS1H5NuB8z4tXYZQrZYmzk6SZoFF9JzQ1VUlNFUtlLzY0lhdvIujUWrLbZ2mhS+3qNjy6YUeVxlBCT63AB2NfsXdzoe/s6Yp246f89fcpLl9/xfZVdQkOjaf7oN2YmXaXum7w5p33dGnnirmZZEdsaJ9SNOl07KfnJCen8uRZKIN7t2HpmkecvhDAqT3NSUxKpUv/ExgaaNOsUfbn8eY1lDtkShTK23cRrNl0EwMDLR5fG8n7JxOZOsEn38kw5DZ9Zk/j3KoNLGjbjVmN2uJatgzl6mZ/tJW0GFtaEBEQSGzEZwC+BIcQHR6OoZmZzNeSp8RFIVsjrt78hPjfXZmrtz5hl82gSiwWEx4RR0yM7NLsTg6mPH0eyfuAGADuPwrj85ckbKyk33WTFmcnM+4/DiPoUxwAN+4EIxSmYWEu3RzO1FQRVqZmHDwm2dGNihZy4VoQ5rYO+TpV+ebhY85t383jK9fS308Fgb2HH7N0djVKlTDHp44Dg3p5cvDoE6ntFbI14tqtYESirH/m1NVVMTHW5ta9EPYeecPcv6rgVdaK6pXtmDSyPPuPPJban7yEcodMyX+IixPy9l0k1lb6WJjrk5Ym4uadDyQkpuBVplC2CjB/xZXr/rTsvJFGdR0ICIxlwfJLXDjSXy4TAwoadkWdmXPiIIGv36BnZIiVg32urm9RyA6f7l1Y2L479p4evHvwmNZDBmBgKruh8T9T45eVxMWw/tWp1XQ5VRruxchQk8d+kZw/0i/L50dFJdK660buPQwiOSWNnr7lWTireY5vKJwcTJkytj7lau+kWBFjXr39wrolbX8p6CoP3FwsGT24JqVq7KCokxGv/aPYvLKDVE0Ge3fdp8+Y/QhQpeuAM0yedZ+wL7GUrNaKZpUrA/kzVXlq0zaOrN2Aa2VvTmzehlv5svSYOqlAdCfqaKsTGpYA/1aRBIcmYGYmXTAO0K9nZQ4cfYJ3vd1YWepy50Eop37RwCUQCFi3pB1NO+1ET1eNkLBvpRHBofHoaBeMa4YyIFOSztUb72jVZSPmptoEBccxeUxdjp95TtCnL5iZavM+IJZzh/vh7CSbXZDhEw6x6p+atGzijFgsplXX46zZdIsh/arKxH5BR0tXB+dSngpbv1m/XnhWq0TIuw+0HzJA7qnKjGr8IBuJCwMDLa6eHMT5y29ISkqlehUnTE2ybnfExEM4Ftbm1J4/iItPoV6rg2zYeoeeXSrk2Lf+f1SmiY8H7wM+U7SIWY5q0nLK8IE1aNnEk49BUbgUNcfCXD/bNvyfhdB37AGO7WyKd3lrjp1+h2//M/Satg1bRxcEAkG+DMaS4hPYPX8JIw9sxcTGGmFCIvNadOK933Mci2dN1T4vM2lUPboM2MvgP0oSHJrAwRPvuH1O+lo3bW11zh/pz7lLr4mPT2btEscsvZ8aN3Dn1rkhbN5xl6ETLvP2QzSJCals2PGcy8cHSu1PXkIZkCkBJINn23TbxMaldfCp48CHjzGUqLqNKhVseHylI6qqKsxffp/Bo/dzfK9s5ChCQmMp7WkOSJq3bl0AACAASURBVO6ASnuaERYeKxPbSnIHRw93HD3kc9HJLTV+LS11GtZzk+rc2/cC2Ly8NqqqKhgaaNK5rSt3HgTIJCADKGRnlGVldHnjYG+Cg730O6DP34TjWsQS7/ISOZBG9RwxMtRETU09X6cq46Kj0dLTxeTfQeGaOtpYOBQmJjJS7muLxWLO7FjK9WMbEYnEdGn2lA6l+6Imw0t7iyYlMDPV5eCxJxgZmXHrbBNsrHNWK6murkqDOtkXt3ZyMOWvcfVp6uPBzn0PUFNT5frpwTLbJFA0yoBMCQCRn+NJTk7Dp44DIJGesLHUpV7NwumaNfVr2bN683OZrVmjShGmzr3Nink1CfwUx/ptz1m5oK3M7CvJn+RVNf7MSE5O5ezlj5T2tEAkEnPm4gc0taRP5xRU4sPjSXjZkBdv9hESGo+VpS6v334hIiKZcraSUVD5cXcMwNjCHE1tLa7v2o9362a8vnWPwOcvKewm3TSN7HDoyA7e3zvI/XPt0FBXpW2P04ij9ejSsKdM16layYmqlfLOcPkypeykklvJ6ygrp5UAYGqii6qqCpeuBQIQHBJPaHgC2/a8JCZGiEgkZs3mp5TxtJXZmkvntuRLNBg4rKBsrZ2MGFCT+rUVo7OkJG+Qm2r8dx985K+/TzF38QUiIqVVjBewYMUD6rbcj1ednbx4/QUDBdR55WW+qvEXtijEgC5dKVNjDz4djuDd4ACNe45FT98g3wZjAKpqaoxcvZQ7+w4zukw19k75m8GL52FsYS73te/cOc+EoZ442htia6PH5DFlufvmhtzXVSIflDtkSgCJcvP2tZ1o3X0rRRwMefMuijFDavExKIpCnhvQ1lbD0d6EIzt7yWxNQ0NtDm7vQWpqGqqqKgWiAFZJznken4adwy5ARaZq/Bk5fvo53frv4I/OHjwLiMer1nVunRuCeTaLlZ0cTKlZ2Rx3VxM0NVVZv+05DoVl19hQUHh6vC4icQrDe/bGsFYaT++40adVEaq7OOerYCwuKpq3j5+grauLc+mS6c0bNk6OzDy8h7TUVFTVcu+yamBggt/L9+mP/V58xkA7b6S4lWQfZUCmJJ06NYrx4s4YXrwKw9baML1eZMr4BiQmpmBrI5/xOIoc26QkeyQlJCAQCNDUll237VcyqvGrqKjITI0/MybNOMGmZXXTU/S9h51j1YYbTByVvZmu/8xoSp3mqyhfyoLIL0kkCcWsXqRsSvlKfHg8T49LXlP3mkac0ziAg4sVKup18l3d2MdXr5ndvS8WjvZEh0dgbW/P0GXzUVNXTz8mN4MxgC6+g+nepynvAqLR0lTl6MlAFvdenqs+gKSWLTo6CV1djQI50ii3kOu7RyAQNAAWAarAWrFYPOu7v3cD5gJB//5qqVgsXitPn5T8HFMTXSp7O/7nd2ameaNeR4niSBYKWTV6IvfPXUQsFlOleRN6TJ0os9l7P1Pj9/A5DQhkWjcWE5uEvd23zi57O32ipdARc3e14tHVEVy48gZtLXXq1iyGlpb6r0/8Dcg4ONy1xrf/u/yqxr9h8nTq9u+Fd6umpKWksqbfMC7vO0St9q0V5pO1tR1DFuwn4MVsdDVUudBlPnEvst8BmxMCg6Jo4buBF6/DSUsTMXdKYwb0rpKrPhQU5FZDJhAIVIFlgA/gDnQQCASZtWPtEovFpf79pwzGlCjJgxxYspL4hASmXTvFlMvH+ejvz8mNW2W6xvP4NHR0JYFZ7eQW6GlIutYEAtkGYyAZ1zV80hXevoviyo0g/ll+H5AuZW5upkfbFqVo4uPB/UdBVKm/BNfysxg4ch+JiSky9Tu/8DUYe3q8bnowdk7jAAH+bYD8qcYf9jGIYhXLA6CqrkaR8mUI+xiYI5u3T55hQvN2jPZpzoGlK9MHq2cHfWMzfDp50apHJeysrHLkT3b4GBhFsw7rKFV1HvVr2hDzvi9+13yZveg8V2+8yzU/ChLy3CHzAt6IxWJ/AIFAsBNoBjyT45pK8iFXrvuzdddd1NRU6d2tIiVL2CjaJSXf8frBI6r36oy6pibqmppUbNuCF+cu01DRjknJrL8a0aTdOkrX2I65qTaDe5di864HlC9jR5sW0g1If+MfQbOO61kyqxrF3UyZPOsWfYftYdPKjjL2XkLGHai8yNdUJUiCsa/kt1TlVxw93Lmx+wANh/QjITqGx6fO02pQX6ntPbt1h01T/6bd9InoGhmxf8ZcBCoqNO8vG1kheZKUlELdFivp1NqZ0+dTGDO4HAKBAEd7Q1o2duLW3Q9Uqej4a0NK/oM8AzJb4GOGx4FAZuI8rQQCQTXgFTBMLBZ//P4AgUDQG+gNULiQsRxcVaIoTp9/Sec+2xk3tCyJianUab6SMwf6UEqG3ZxKco6JlSXvHjymWEUvAN4/eIypde7djcsaDQ01EIjZtqoBTRpI2vmLOBiy9/AjqQOyk2df0KKRE+1bSjqF1y2ug23xdWxaKTO304kPj8fvvI/sDcsIcVIqIElVpv47IifAv016MJbfdscAekybxD+9BzL1YGOEiUnU6dQWrwbZqznMyJ1TZ6nWtQMulSSXxeZjh7F/2tx8EZA9fR6ChrqASSMrsHnXc67d/kSD2g6kpKRx614oFSvk/7mSikCeAVlm+//fD/g6AuwQi8VCgUDQF9gE/N9APrFYvBpYDVCudKGCMyRMCQuWXWLhjKp0aCW5iKmpqbB0zVXWLmmnYM+UZKTtiMFM79idgMd+pCYnE//5C39u36hot3KEjrYGoeHfRrCEhifkaASLjrYGoWGJ3+yFJaCjLft6sq87Y1+DnrzK11TlJa2D6alKyJ/BGEj0xqbu38GX0DC0dHXQNcjZ5ARNLS1iI76Jx8ZEfEZTK39IpuhoqxMVLUQoTGX1/Nq07XGc0p4WBAXH41LUitbNFDdBJD8jz4AsECiU4bEd8CnjAWKxOKOU8Rpgthz9UZIHSU5JxUD/20XQ0ECD5OS8nYr5HTGzsWbG4d08u3EbFVVVPCpVQEtHR9Fu5YjRQ2rRtMN6Aj/FkZIiYvVmP84fzvocy+9p09yTeUsv0G3AGUq4m7J8/RMmZbNr81dkrM0qV89ZprZlTVxyMOc0DqTXReXXVGVGVFRUZLYzXKdTOya38UWUJkLX2JBr2/bwx99TZWJb3ri5WOJd3h6ftodpXN8BJ0cjEhIFLJzVktrVi8qlG/93QJ4B2R2gqEAgcETSRdke+E8xhUAgsBaLxcH/PmwKyE4GXkmuceSEH1NmnyI+IZmWjT2ZMr5+lqUsfNuWY9jEM2ioq5CYlMaUubdZv7SDnD1WIg26BgaUr19H0W7IjIpeDpw92Jetu+6iqqrKlRMDcS1mIbU9fX0trp8azNI1V/n4KZ6Ff7egiY+HDD2W8LU2Ky45+BdHKpavdWOB79vl61SlvDCztWHK3m2c37mXlNgEhi5fSLEy0qXLcxuBQMD2tb6s3niTF6/C6OFbmV5dKqRPdVEiHXILyMRicapAIBgInEIie7FeLBb7CQSCqcBdsVh8GBgsEAiaAqnAZ6CbvPxRIh+u33rPH0N2s2FJHWysdBk87jJ/zhAzc3KjLJ3f3deLtDQRU+beRk1NlaVzWinV+pXkGiVL2FCyhPSDkr8nLCIOv+chRHyOw9pSn4b13GR2kcpMRuKx6XGZ2JYLsRSIVKU8MbOxpu3wQYp2QyrU1FTp36uy1Oe/fhvO5JknCY+Mo3a1YowaUvO3D+jkqkMmFouPA8e/+92fGX4eB4yTpw9KfkxoWCybdtwlKSmF5o2K41k8+92Nh449ZUDPEukCm8vmVKdl15NZDsgAenX1pldX72yvrUSJLAgJjWHTjrsIham0bFKC4u7WUtn5FBxN9UbLGN6vFMXdHPh74T1Cw+OYP7NZjn3MTEYiLwdj4bHC9GDMTVe1wAZjyUIhl/ceJCo8HJeyZShRtZKiXcoXBIfEUL3Rcob28aSEuwOzFt0jJCyWhbOaK9o1haJU6v9N+RQcjXedxdSraYepsRa1m61k76auVK9SJFt2dHTUCQn9nP44OCQeXR2lMKaS/EFgUBTedRfTsE5hjAw1qdlkBQe2dk9v2Y+OTuTWvQB0tDWo6GX/0zv4wyf8qFejEKMGlQWgdAlzinltlklABpnISMTKxKxcKQh1Yz8iNSWF2d37oqKlgZ2HG2v/nEqDLp3w6d5Z0a7JhJevw3j7LhLXYhY4OZjK1PaRk8+oXdWO0YPLAVC2pAVOZTey4O9mv/UIPWVA9puyZNVVWjVxYsGMagCULWXB5L9PcvHYgGzZ6d2tIl61FiIQXMTGSoclax+zbK7ilKuVKPkZIpGI6JgkjAy1EQgELFpxmfYtnJk3VTLuqFRxM/6adZKzh/rx+m04dZqtxKGwPhGRidhYG3N0Vy80NTP/2hQIBKSkfhP2TE0VoaKS84tLfHg84n+V7V1r6KbXZkWEdsqxbXmREJ+cL9X4s8OjS1cRJiczYO1iVFRU8GrRmLnNO1K/a6d8X9S+aMVlZs4/R6ni5tx/HMbcqY3p1slLZvYFAv7/s/IbB2JfUQZkvykxsUkUK/JtxIZjYQOiYxJ/ckbmWFsZcOvcEFZvvMnnaCG7N3SlaiUnWbqqRIlMOHvxFR17bSMpKQVDAy32belGTGwSnu7f5Asc7Q3TRygNHn2AoX09GdavDGlpIpr5HmX52msMG1A9U/stGhdn+twzTJp5gxLupsxZfJ8BOaixgW+pSr8T9f5v/BDk7UAnP6rxZ4eE2FiMbazSgy9DC3NEqWmkpqSgoampYO+k5/2Hz0ybe4YHFztQyFafl6+/UKHeLpo2LI6JsWw6q5s3Ks60OWeYOOM6nh5mzF0i+az8zrtjoAzIflsa1Xen3/A9eJe1xtREi1F/XaNJA+k6wmysDflrXH0Ze/hjnvgFM3TcAYKCY6jk5cCCmc0wNJT9sGslBYfwiDg69NzKnvU+1Khix8Fjb2neaQOLZ7dg1KRDlC9tibGRJqP/ukaTBpIJb+8CPlOvpmRXQFVVhdrV7Hj34fMP17Aw1+faqUHMmHeGXQcD6Nm5En175rym6OnxuojEkhFMGWUkqpjo5di2vIgUZv/mLr/h5lWObX/P4/HZixQq7saFtZtx8Sqbr4MxgIDAL7g4m1DIVnLD7lLUGGtLPT4FR8ssIDM30/vPZ6V7p0r066Wsv1MGZL8pDeu58dfYBvj2O0NSUirtW5bizzH1FO3WLwkNi6Vey1VMGeNFJS9r/ln2gA49t3B8b95Xt1aiOPyeh+Ba1IQaVewAaN6oCGOmXsfdxYIJI+rSqe8ZhMI0OrYuzYSRklqtMp62rN70lAUzqhEbl8zO/a/p1zPz3bGvFC5kzKpFbWXic3x4fHrdmHtNo/+TkcjrQU9B3h0DiWzF8BWL2Dj1b6LCwilWtjSDFs5VtFtS4/c8hJXrrxMdk8TT5+HcvheCV1krzl/+SOSXRBwKm8h0vUJ2Rqxc2ObXB/5GKAOy35juvl5095VdXUBOiIlJ4sjJZ6SkpFG/tgvWVv9VwQ6PiOP46efcuf8Rr9KW9O5aAoA1C2ujb7+CuDghenr5+85UifywtTHk1dvPhEckYG6mw4ePMYSExmNlafDDLt/Fc1rStP06rN3XkpiYSpf2ZenasVyu+JuZxAVIUpUFvTYrP1GsbGlmHtqtaDdyjN/zEGo0Xs7g3p44O+px4qwqtVvsx8hQC2FyGjvXdVZ+v+YCyoBMicKJiIyncv0lFHUyQE9XnXFTj3H+cD/cXCwB8H8fSTWfZVQsb8XHwBgShamIxWIEAgGfvyQhFovR0Mib3VwJ8cqL5q8wC/o2qcHMclv6z3dPv5HZGkWLmNO/Z2XK1tqFdzkrrtwMYuYkn5+mYMxMdbl6aiCfgmPQ1lbH1ET3h8fKkswkLs5pHEiXkchubVZM5GeiIyIwL2SX6XSFL2HhxEdHY1m4MOqa0o+OUpJ/WbHuGkN6l2TiSMkNeiEbfRavecaGZe2xsTb8YSOLEtmifJWVKJw5C89Tp5oNy+bWBGDxqoeMn3qMA9t6ADBp+gn69/Bg/HAvhMJUXCpspkXno1SvbMuG7S8YNaiGZFi0AsmYXvo6MuYrBbn1X1Y8j09L/7l2cov0n4s3PCOzNSaPrU/Dem68fhvBxFGNs6S7p6Kigp2tkcx8yCr/J3HxL9l9L53atI29i5ZhYG5GUmwsw5YtxLl0yfS/7/pnMWe370LfxBhRSiqj163Apohjzp+AknyFMDkVQ4NvwbqhgQapqWk4yljuQsnPyd+9uUoKBKHhsZQt9W1kTZmS5oSExX73d8lumaamGlPGevP2QzzvAkSMG16PqRMa5LrPGflZeukryvRS5pgFafAkTjIku7DTnvRg7MXF+PRgTNdcdjtT5csUpmObMlKJIGeFw8f9cPScjr7deFp0Ws/nLwm/PikD30tcpIokPwf4t8n2+KEPz19yeNU6RuzbwuhDO2g5aQyLBo9Mt//o8lVunTzNuGN7GHNkF9W7d2LFqPHZ8ldJwaBj67LMXHiXg8fecv7yRwaPu0ynNmUV7dZvhzIgU6JwqlUqwtK1jwkNiycuLpnZi+9TrWKRDH93Yt7S+0THCImITGTlhqf80cWbxXNa0KF1aYW2SmdML2XshPsdVMpzytdUpZpAQGGnPem/f3HxW4Ary2BM3jx++oleg3exaVkdAh51x9JclW79dmT5/MwkLi5pHZQ6sA968xbHMiUxtrYiRSgk4IkfSQkJLB85ni9h4QS+eoNrlYroGhkCUKZxfQJfyS5NrCT/ULOaM6sXtmXhKj8mzrzDwD+qyaRDWEn2UKYslSicHp298H8fiUPpjYhEYtq3LPmfXa9xw+sQ9CkaC5c1CATQv2clBvbOmb6TLMmsEw6Uqcqs8H2q8tmFKFQE6hRveCbPBmNisZid+x7y/GUobi6WtG9VCoFAwMWrb2ndxJlqlWwBmDelCmbFVmfL9vepyq8SF9K8l6wc7Hn/6AmxkZ/ZP2MeqcnJ+M6ewps7D5jesTuthw7g0oHDCBMS0NTRwe/CVSwdCmd7HSUFgyY+HjTxkU76KDu8//CZHXsfIBaLaduyFM5OZnJfM7+gDMiUKByBQMCMPxsybWIDRCIxamr/vfioq6uyalFbls+XTADIKwNov09VZkwvKTvhfo5ZkEZ6MJYxVfk1GMvL9B26h3sPP9Conj3zlz7l/OVXrF7UFhNjHV6+iUpvOHnx+kuWdZsy1iBmVOP/KnEBWX8vJScl8ebhYxAIqNG6JXObd0SYkMj066dR19TEtUpFPj7xQ0tHB9dyZZjduB3G1pZ8CQ5l1JplUrwiSpRkjZevw6jWcBltmjqjpiagUr3FnD3YV24lBPkNZUCmJM+goqLCzyaO5JVADDLvhMuYXiroKuU5IWNXZX5LVb59F8HB4095e7crenoajB5UjiLlNvH2XSRtmpdk5frr1G99iOJuJuzY/4oFM349LFmWNYgxkZ+Z0bknalpaiERpqCBg2LKFzOnZD/G/NwxisRhRWhoCFRV6TJlI/c4diYuKopBLUXT09X+xQsEnKSEBVVU1ZcepHJi98DxD+5Rk3LDyADjZGzLjn7Ps2tBFwZ7lDZQBmRIlUiKrTrjfia/B2PP4NOwcdgEq1E5ukR6M5eVUJUBMjBALM1309CTPQ1dXHUtzHaJjknB2UuPc4X5s33OfiM/xHN5RlfJlspYClFUN4u4FS3D2Lk+TUYMB2DtlNnfPnqdcvdpsHDqWCq2a4n/3AcLYONwqSDTVbJ2Vo84AhImJrBg1gUcXryAWi6nVoQ2+40fl+7mUeYnomEQc7b+lKJ0cDDh+7pMCPcpbKN9pSpRkkx8Ne5amE+535GuqUkVFRW4SF/LCtZgFCYmpLFhxn0/BcSxa9YC4+FTcXb51AXf39WLU4JpZCsZ+pMYP0gX2YR8DKVbJC4FAgEAgoFglL8I+BtJ71lQ8K3jx5PgZtNXUmbhtA5raynFjGdk9fwkpIhHTr59m8vkjvHzwkPM79/z6RCVZpkkDD6bNu8OTZxE8f/mZP2fdonE9+det5ReUO2RKlGSDnw97lqAMxjLn+1Rl9aTmoCJJVXr4nAYEMtsdO3ryGYeOP0FfT4uh/apRuJCxTOxqa6tzan8f/hi8i1mL7uNWzIKT+3qjra2ebVvyUON3cHfjzsFjFK1QHrFYxN3Dx3Et6YmaujrN+v+RbR9lRWRwCCc2bCExLo4ytWtQtnZNhfnyI14/eEjDEQNR09BATUODCq2b8fr+I+p0bCe1zS+hYRzfsIX46BhKVa+CV4O6vz5JgQR9imbB8ktERSfSuL4HzRsXl6n9rh3LExEZT5OOxxCLxfzR1ZsBeahBS9Eod8iUyIS0NBGHj/uxdvMtnr8M5YlfMGs33+LYqWfpnWIFhZ91wimDsczJmKr8WjempiJIT1UKBLILxjZsvc3AUXspXVwXDbUEvOsuJjAoSia2AZydzLhwdAChr6dw8dgAihYxz7YNWavxf6XV4H6IhclMqdWYKTWboKOlTZPePbNtR5Z8CQvnrza+JCHCtFgRNk+bxfmdexXqU2YYW1ry/uETQFJn9+HhE0wsLaW2Fx0ZyeQ2vsQnCzF3dWb7nAWc3rxdVu7KnJDQGLzrLAJxHGU99Rgx8SAr112X6RoCgYCRg2vy/slEPjydxMRRdRUqW5TXUO6QKckxaWkimndcT0hoFB6uJoyZfIS0NDEtGjnz4Ek4m3feZcc633xfi5GVTjglPyY31PgBZi86z441DahY3hqAmNgUNm2/y4RRdX563qfgaKKiE3F2MsuVyQ/yqEHU1NZm5OqlRIWFg0CAkbmZwi94Vw8cwaVqRZoMHwhAIQ9XdoybQq32rRXq1/d0GD2MGb498b/7kOSERJJiY+mxfYzU9m4cPo5T+dI0Gz0EAIdSnqwfOJJ6XTrKymWZsnX3ferVLMS8qVUBqFDWilbdTij1yHIRZUCmJMccPPqU8Ihobpxqg5qaCjfuBNOi81E2LK1DcnIa5evs4syF19Sv7aJoV6VGqcYvPV/V+L8KwMpbjT85OQ0jg2+DkI0MNUhOSf3h8WKxmNGTjrB2y23MTLUBASf39aaIo3z0kWSpxp8ZAoEAY0uLXx+YS6QkC9HS10t/rK2vT2pKigI9yhwr+8LMPLyHZzdvo6auTvHK3jmqs0tNSUE7Q9eqtoFennzeX0kWpmJkmPFzo0lyStpPzlAia5QBmZIcExIWS6kSZqipSXbAyniaE5lh6HcJN1OCQ2IU7KX0/Cq9pExV/hhFqPF3alOGnkPOMXdKZQICY1mz5RlnD/b94fFHTjzjxNln+N/virGRFgtW3Kd7/51cPjFQpn6B7NX48wPl69dhhm9PbIoVxcTOmmPzl1GpcUNFu/V/pKWmcnD5aq4eOIKquhqNenalUa9uUtsrU6cmR9t3xc7dBbPChTixeCWVmuS95/2VFk1KUK3hMkoVN6OIoyHjpt2gY6vSinbrt0IZkCnJMZW8HJg29zT9e5TAw9WUP2fdpIiDAWIx3HsYyumLAUwc3VTRbuYIv/M+gGSX5bHpcfh31GYVEz0ihYmKcywf8LNUpSyDsYSEZP76+xQPngQiEKgxaNxVTIx02Le5KyVL/Fh48rFfME3qO2BspAVA57ZuTJlzm7mLLnD20kvMTPSYPLY+xZyzXyuWGbJU45cnjy5f5cy23SAWUbNdK6kL8QsVK8qw5QvZt3g5iXHxlKlVnWb9FNdg8CMOLl/DW79njNi3maT4BDYOHYuxpYXUQZSNkyMjVy1hz6JlJMTEUrJaFVoM7CNTn69+jkv/2TPym58etU5k25abiyWHtvdg8t8niY5JpFE9dyaM/HmaX4lsUQZkSnJM6ZK2zJ/ejOpN9hMXn0yZkjZoa2ujab0UQwMtVi9sjWuxvJNCUZL76Oh+67DU07AGZDszUSwW06rzRgwNYHi/4pw4+4FL10M4uqsXWlo/74As5mzGnIUPmDQyBR0ddQ6f9MdAX5ODxx4wbmhZ/F58pnqjZdy7OAwba0OpfZSlGr+8eXL1BqtGT6TxiEGoqKmyYfIMAKmDMpdyZRi/ea0sXZQ5jy5fxWdYfwwtLTAEqnftyOMr13K0q+VcuiTjNmZvfFZWkJe4cqUKDpz5yW6yEvmiDMiU/JS0NBG37gaQkJiMV5nCGBhoZXpcx7Zl6NCmNCkpaekF0cnJqairqyq8qFjJj4kKjyDgxUsMzcywd8u/NX6BQdHcfxxI0NOeqKmp0KC2PeVq7+L2vQCqVS7y03NbN/Pk5NkXuFTYgq21HoGf4omJTeLmqTbYWOvRuL4Tz1994eCxp/TvJV2Lfl6tQRSLxbz3e07clygcPNzQN5HIg1zYs58Gg/tQtsm/M2UFAs7v2pcn5SpkhZ6RIWHvA3AqWwqA8Pcf0DWUPgCXN/lVXFnJj1EGZEp+iFCYStMO6/gY+BlTE20+BsVx9lDfHw6DFQgE/+lOy41ONSXS8+zmbZYMGYV1MWfC3n/Aq35dOk8YnS8DaIEARCIxon8L5AHS0sRZ6uxVUVFh3dJ2+D0PISo6CU8PawoXn0ZaBlupqSKpX5eMNYiyUOOXFWKxmFVjJ/H81h1MbG0I9X/P8BWLcC7liYqKAFHaN7kaUWoaAvLf+yI7tBk6kNk9+hL07AXC+ATe3X/EX7u3KNqt/yPjHFhZiysLhamkpYnQ0clbY6NEIhGxsUIMDLTy5fdTVlFeMZX8kOVrr6GmmsqTqx1RVVVh/vL7DB69n+N7eyvaNSUyYMXI8XSc9RfFKnqRFBfPog49KFu7Bh4VKyjatWxja2NIJS8H2vY4Qee2Lpw8H4C6ujpeZQtl6XyBQEBxd+v0xwP/qEzLLscZPbgMfi8iuXjtE//MlF4gVJZq/LLi7ulzvH/xklEHt6OupcWj0+dZPX4yc44foHb7tiweMhKBT+1XdAAAIABJREFUQICKqionFq+kz6ypCvM1N3As7s6UPdu4d+4Caurq9Jw0DgNTE0W79R9+lqrMibiyWCxmxITDLP9Xd6xRPVe2rOqUJwKzk2df0LnPdhKTUrAw02Pf5m6ULmmraLfkQv4WhlIiV/zfR1K3RqH0od71a9nj/+Gzgr1SIgtSk1OIjoikqLdkyK+Wni4OJUsQ9jFQwZ5Jh0AgYNeGLpQs4cjm3e/Q1zfmzIG+Uu/STpvoQ7eO3mzf957AYBFXTw7E0iL7g7e/T1VmlLj4kRr/02s3+attZ8Y0bMmufxaTlvpjyY6cEPYxEKcypVDXkpQhuFSuQHiA5P/frUI5Bi2ay4c7D3h34w795sygZPWqcvEjp4hEIg4tX8OYRi2Z1Koj985ekNqWpX0hGvboQr3OHfJsMJZRXDljqjIn4sprNt7k6o3XfPLrRfS7vqiqJDN+6jHZOJ4DPgVH07nPdg5sbkhcQH9mTKhAs47rSU6Wz2dC0Sh3yJT8kNKedqzeeIUeHd3R19dg7RY/SpeQ/51JUlIKC5df5rV/OJ4eNgz4ozJqanmrAy2/o6ahjpWjPbcPHqVCiyZ8CQ7h1c07NOrS6YfnvHnwiMsHj6CiokKtdq0p7FosFz3+NVpa6kwZ30AmtgQCAQN6V2FA7ypS28hMLiWjxEVmavzv/Z6zdNhoWk8eg7G1NUfmLWbnvEV0GjtCaj9+hL2bK2e276Jmz84YmJlya+9h7N1d0//uXqE87hXKy3xdWXNk5TpunTlH6ynjiP8cxbpJU9HR18etQjnEYjEX9+zn9YNHmFha0rBnV3QyaKLlN+Qlrnz99jt6d/XAxFgSnA/tW4phE2/kyKYseOwXTEkPM6p4S647HVq5MHbqdQI/RePkYKpg72SPcodMyQ/p1qkcpT3tKeS5ARuPddy4G8HiOS1+fWIOSEsT0bTDOm7eeUWFMgYcPv6Qzr23pwtpKpEdgxfP4/yqjUyv25y5zTvR5I/uFPHMfHbds1t3mNd3MDrWFqgbGzKzSy/e+T3LZY9/ze17AazdfIsLl9/kifdMdtX47545T4VWTSlRuwZ27i60/nMMt0+czvRYkUjEw4tXuLhnPx9fvsq2b8Ure1OjdQtmNWrLtLrNuL3vMP3mzsy2nawiEol4cOGyxN9Xr2Vm9+aJUzQfN5zCxd1xq1aJal3ac+f0WQC2z/qH09t3Y+FWjMCPAUzv1J3kpCSZrZ1bfBVXhgxzYJGduLKttRE37oSkf2Zu3AnBNgcdxbLC1tqQ568/8yVK8n/29l0UX6KSMDMpmE0Lyh0yJT9ERUWFFQtaM3VCAxITU7CzNZT7+KMHj4N4HxDJ8xu+qKqq0LmtG4VLrudjYJTMBkQrkWBX1Jl5Z47wOTgUPWNDdPR/nJI7tm4TTUYMpFxTiQSAuqYmpzZvp+/s6bnl7i9ZtOIycxdfoG6NwsxZ9InG9T2YP7O5Qnz5Xo3/azD2KzV+TW1tgkOC0x/HffmCupbm/x0nFotZNnwsH1+/wda1GLv+WUznCaOzLdHQvH9v6nZqT3xMDKbWVqiqyeeSIBKJWDJ0FJ/832PjUpSd8xbR7c9xeDfK2Y6mMDERgYoK8V++pP8u7ksUepqapAiTObN1J5PPH0bH0BDvNs1Z3q0fT67dyFfdopmJK2ecAws5F1ceNbgm1Rsto2az/Rjoa3D/UQQXjvbLkU1ZUMLDGt825ShTcycVylpx6Xog86Y1+WG3f35HGZAp+SXmZrm3xS8UpqKvp5Fet6alpYqOtjrCAlozoGjU1NWxKGz3y+NSk5PR+s8YGH1Sk/OGZhZAVFQik2acxO+6L4Vs9YmOEeJeaSs9fCv8p1g/N8hMjR+yJnFRrVUzzrTswIG/52NsY8WVrbtoP2LI/x339OoNAl69ZujO9ahpaBD86g1Lu/bFu1GDbN806RoaoGtokK1zssvjy9f45P+ewTvWoaauTtCLV6zsNYgKDetL3TX3+sEjFg4YCgIBW8f8RZ3e3Yj/8oUHx07x1+6tpKWlSjq/dXQASRpax0Cf1OS8O77oR3yfqnx2IQoVgbrM5sAaGWlz48xgTp9/RXJKKuuXFcXMNG/sQs2e2phmjYrj/z6S8SMa4Vn8xyLP+R1lQFZAWbTiMrMXnUcoTMO3bRnmTW+Kunrer8MqU9KOhEQRk2beoEl9R7bsfoG1lWGBrBfIT1Ru0ogD/yxBQ1uLtOQUTi1fQ88pkxTtVjoRn+MxNdGmkK0kaDQ00KRYEWOCQ2NzPSCDn6vx/0ziwtDMlCl7t3Fm606SwiLp8/c0SlSp+H/HRUVEYFOsCGoakt0Tq6JFSE1OITkpCa1/A5C8RHR4BNYuRVFTl4j0WhdzRhifQGpyCuqa2e/kE4lELBo4nNaTx+JevQoPTpxh79TZePvU56/dWzG3k9QclahSkZ0TplGtczveP3xC4LOXuM0qJ9PnJk8ySlxknAObMRiTleaYjo4GzRtnXrKgaCpVcKBSBQdFuyF3lDVkBZA9Bx6ybO0VzuxrzuPLHXn67CPT5mReh5LX0NZW5+zBvrzyT6LvyMvExqtybHev9B0zJYqhWqtmNP2jB2eWruHiui10GjOC0rWqK9qtdArbGSEWC9i04xlisZgzFz7g9yKSksVzf3fsV2r8v8LYwpy2wwfRZdLYTIMxgCIlS/Dyxh0Cnj5DJBJxYf1WbIsWyZPBGIBzKU9eXL1B4LOXiEQizq/djL27q1TBGEDsly+kCJNxry5puijtU5diFcpRomql9GAMoP/8WZiamHBw+jw+3HnI+C1r81z35I+Qlxp/RsRiMas33KBRmzW0676Zh4+DcmRPSc5Q7pAVQE6df8nwfqXwcJXsKk0bX4GhE64zdYJPlm088Qvm0PGnaGup06VDuVxNW9raGLJrQ5dcW09J1qjZrhU127VStBuZoqGhxpGdPWnbfTO9hp7D0kKP3Ru6YGGefakKaZGlGn+yUMiV/YeJCo/AtXyZ/9OGs3FypOfUSazrN5yEuDgKu7owdOn8HD4D+WFbtAjd/5rA6t5DSIyPw8HdjcFL/pHanp6hIQIB+N9/hFOZksRGfCbg6XMsB/X/z3FaOjp0+2tCtmx/Dgnl+pHjpKWmUcGnLlYO9lL7+StiIj9z9eARhElJlKtbi0LFiv7n7/JW45+/9BIbt99k2jhvPgbFUrfFKq6eHIhLUeWoO0WgDMgKIMaG2rx6G5X++OXrL5gYZ/3O+eKVN7TptpluHVx58zaJ8jWvcvPsYKws5VtnokRJTijhYc3z22MQClPR1JTvV5v/+0hev42gaBEznBxMM5W4kFaNPzU5hVnd+qCipYGdmysrx0yiae8e1PVt/5/jytevQ7l6taVO++U2FXzq4dWgbo78TR/1FBVN96kT2TB0LBYOhQn78BGfrr44eLjlyMewgECmtO+CW/XKqGtpSvTgNqzE0cM9R3YzIyo8gsmtO+FUrjS6JkbM8O3JkCXzcatQTq5q/BlZvekGO9fUo7SnJAD7+CmO7Xvuy0w+JjsEh8Tw5Fkw1pYGlPDI/TKDvIAyICuADB9YA+86iwgLT8TQQIPdh95wbHevLJ//58yTLJ9bgzbNJHdrg8ZcZOnqa0yflPUdNiVKFIW8g7G1m24ybupxSnqY8cgvgpmTGtKxUYlsS1z8iAcXLpGSlsqA5UsRCASUb96Q+W26UadTu/8rgBcIBPkiGPtKTvwViUSsHD2Rl3fvYWxjTdi7DwxYMAs1NQ2MrSywsi+cY/+OrtuIV6umNBjwBwCWjg7sX7ySEasW59j295zesgPX6pVpOV6iMVfIw409C5fw545N6cfo6H57rWSZqsxIxnFjIpFYIaOJzlx4RcdeW/F0N+PFm890al2WOdOa5LofikYZkBVArK0MuHtxGDv3PSQ5OZXrp30oWsQ8y+dHRSfiZP9tN8zJwQD/D4nycFWJknxFaFgsoycf5faZdjg7GfH2XRTla++itpcD8P9q/D+TuPgRCTGxmNjapF8Yja2tSU1OJi0lFTUNddk+oXzE7ZNnCHzzNn3U0/3jp9k+az5/H9krszUSYmJwcP8meGxayJYncbEys//9WmaFvtW7mRayIyE27qfnCLRke8ke0KsKvn1PM2VsBT4GxbF51wuunx4s0zV+hVgsxrf3NvZu8KF6ZTuiooWUrbWTpg2LU6WiY676omiUldIFFHMzPQb1qcKIQTWyFYwBNK7vzpgp13n3IZo790NYuPIRDevlLBWgRP68ffyU6Z16MLphCzZPm5UvBTCzglgsZsGyS5SuOg+vWgvYvf9hjm1evvaWaj5LKVFxDmP+PPrD0Swfg6KwL2SAs5MRAEUcjXAobMjFva6ZqvFD9oIxALcK5Xl57SZ+F68QHRbOwdkLcPP2+q2DMfh31FP50umjnlwrexMWINtRX6VrVuf8ui18evmG8A8fObl0NaVrVJPpGt/WqsblLbsIePqMyMBPHF+4TG5r/YhBfaowdlhddh74wCO/OM4f7oezk1mu+hAfn0xMrJBqlSTBqZGhJt7lrHj7LoL7DwOp3XQ5xb3nMHDkPhIS8o7UjjxQBmRK/o8p4xtQwqMwlRvupf0fp/lzdH186ioDsrxM2MdA5vbqT+lmPrSf+SfBgUGsmyT9MOhkoZDDK9eyetxkTm7aKrd5itKwdPVVNm6/yfK51Zg+vjzDJxzi5NkXUtt79iKEVl02MaCnG5uW1ebhk3cMH38o02OLOJryMSiW67c/AXDjTjDvP8RjZybRcpPF4HCLwnYMXvIPp5esZkGbriRHxTBwwWypbBUkHNxd8btwhdhIyTzdW/sPY+/uItM1KjdtRN0Obdk4eDQrew6kZOVKNOzZVaZrfKVk9aq0HNiH7aMns6xLHxxdXWk1pP+vT5QhAoGArh3Ls39rDzav6iQTiZg3/hEMH3+IvkP3cO5S5hMZ3r2PZMQEyTFXb77D1tqA7XtfSv72IZoLVwOxMNejQevV+LZ2YuvKOoSGRdBz4K4c+5eXEeSF8SLZoVzpQuK7F4cq2g0l2UQoTOXoyWfExgmpWbUI9oXzR+s5SLrn/M77IE5KxbWGLo9NjxMeKyTAvw1VTPSIFCZmexdE1pzZtpMXj57Qdup4ABJj45hSszHrn9zOdk2IKC2N2T36ItDUxLWKN49OncPMypIB/8zKtl9fi5N1dDUws9xG7eQW6GlYc/f0G6k7xarUX8zUseWoVa0QACvWP+buo1jWLW3/izMzZ/bC84SEBLNghmR3IjAoljK1dhL2JvOA9sSZ5/j23o6BngYxsUImtp1OjwF1s6zGnxnhgUE8v3UXbT1dStes/tvvhv2IfYtXcHzdJnQM9NHS0WHUmmVZEjbOb2T2uXlxMR6BlhoetU7ItIZMlvi/j6Ri3cX08nXHwlyb2Yvvs2R2S1o180w/5kPAZ7zrLqZbe1esLXWZs+Q+g3pXZfm6awgE8PlLIrMmN0JDU41LV56yZWU9AOLjUzBxXkVC8N/5TgZJYDTynlgs/qUAnrKGTIncSUxMoXbTFaiqplHYTp/Rk49waHsPKv5bd6Mk52hoahGXYXxM/L8jd6Qp0H3n95yI4BBGHtiGiqoq5Zr6MK1ucyKDQzC1tpKl21Khra1OeOS3msbwyES0taQPYLS11AmPyLo9n7puvLg0nOCwWL48aE6pet9Ei6VJVb68e58F/YfiUsmLz59COL5hC+M2rUZD8/9HJv3utBrcj/pdOpIQE4upjfxGPSmRjtUbbtCtvSszJlYCwMXZmMmzz/8nIFu35TbtWzjz95+VASjuZsqIP6/z+v44PgZFYW6qh4GBFtt23yfi87fPZeSXRNTVVVBRyf2mg9xC+W5WInfWbLqJuak6B7c2RyAQsOfQa4aMPcDt88MU7VqBoXz9Ohxds4Fdf87Aupgz13fuo1nfrHfWZiRFKERTVxcVVckuj6qGBupamnlm5MyYobXp2Gsr/u+jiY1LZu3WZ1w+PlBqe53almHhisv0H3mBokUMWbTqERNG1P3pOTraGiT6tUdDXfKaZEeN/3s2TZtF68ljKFG7BmKxmPUDRnJp7wHqdpJux6+go2dkiJ6R4gdfK/l/hMmpWJp9u5EwNtRCKPxvuUNSUgrGRt9mURobaSJMTkNDQ40ijt/q15o19ODv+WfpNuAMpT3NWLnhKRNH1FFIF2hukb/2/ZTkS0JCYylX2jz9g1SulAUhoT/vJlKSPXT09fhr9xZs7QoRHxhMx1HDaNSrm1S2HIu7I4yL59TytQQ8fcahWQswtbLE3C5vzJCrU6MYh3f0JDRChf+1d9/hUVVpHMe/JxUIVRIQCC20UAUpYqNIkaKICgtxUUQERSmKBXVdXFFXxYK6CgoWUEERFEUFpAgoVrDTFIxAQDokSEJIO/vHJJMAMQVm5k4yv8/z+Dw3ycydF89z77z3lPdkZEawZskYYhuffiHLqmdF8PXysVStGkX89kxeeHIAI4flXyEfTqzG36xr5dOqxp9X0v4DRGfXzzLGUKt5LEn7D5zGv0SKa8/2HTw4eCg3tjmf+68czI7NvzkdUok2sH9rprz4E+99uJU1X+/ilrtXEXf1uSe+5spzeP7ln5m/cAtffPMnN41fyTUDzj3lXOXLh7NmyRhi6kfz2+/pTPpXX+4Z381X/xRHqIdMvO6i8+sz5u53uW5QU2qeHcGjz6zj4gBbzuwLEZUqcvXYUWd8nvCyZbnv9Rm88chk3lu1hjpNGnHn9BfcPWb+oGP7unRs77kK6tWiKvDQ/YXX2SuoGn9G9nzc4s4nbNy2DZ/OmEX/e8eTuGcf33+0hBsnTSzWOaT4MtLSmTx8FOcPuorrnn2UDavWMHn4KCYveZ9yFXy3w0NpcsF59Zg5dTCPTVnBsdR04q5ux/jRJ26x1v7cOsyeMYRHnlxGckoaV1/ehrtv65rv+SpXLsvECT19EbpfUEImHnHsWDqz3lrLvv1H6XJRAzpd2MD9tz49m/LrlotpdsGbpKdn0qNLI2bPGORgtFKYqjXO9uuteJxQWDX+luVDTmtxx/CHJvL87RO4t31XgkND+McdY2l58QWeC1zytXdHAtZCp2tdQ8Ptr+jLV3MX8NbjT3N2vbpc0K8vVaoVr2SQuOZYFrYq/9xzatG/b0uSk9Po3aMpQUEarAMlZOIBqanpXNJvKlWrhNCqWVWuufErJt3Xixuuzd1/7/ZbOzNu1MWkp2d5vZK6eM7B3Xv4c2s8kdE1qVG/ntPhOM5T1fjzKl+5Eve89iLpx9MIDg05oy+nlL+O8sf6DYSXLUtMqxb6oitAuYoVOJqYSEpSEuUqVSLtWCr7E3YSWSealC1bWHJVHP+Z96ZfLGQpTQ4cTKZj92fp2LYaNc4uR48rP2POy0Po3qVx4W8u5fTNKGfsvQ9/oVwZw4dzLscYwzUDmtCl33snJGTg2pMtPFxfECXFN4uX8urEh6jVpBG7t8bTd/hQLhsxzOmwHHHyUOWZVuPPz5lugbRn23b+O3QElatX4+jhRGrUq8vtU58hJFQlNPJTpVoUlwwawAvXjaJp5wvZ+NkX1GgYQ9yjD2CM4aMpU/n4lVlcd/8Ej32mtZbU5BTKRJTzyuT0rKwsUlLSKV/ef1foTnvlC7peVJMZz7jmg110Xk3um/SxEjI0qV88IDHpGDH1KrpvMA3qVebIX8fdq86k5Dl+7Biv3P8gN814jpte/h/j581i0Suz+PP3P5wOzefyG6o802r83vDafx7h4iGDuPX1l7jzvdmkpqXx6due21aoNBp8121cc/ftRFapApmZ9LzlRvd9LLJ2LVL+8ty2Sbu2/M7dvfpzy/ldGNWhEz98utpj5waYNWctlercT1TDB2jfdQo7Eg4X/iYHJCYdo0G93K35GsZUJulI6dxVpLiUkMkZu6RTI95fFM+SFdvYvSeZsfeupnf3JgUOl6SkpDH6zndpef5kevR/kR9/3uXDiKUwSQcOEl6uHLViXU+tFaMiqdG4Ift3enarmpLCG0OVnrYvYSexF7lWhwaHhtCoYzv27khwOCr/Zozh3G5duGLUCC6+sh+fPD+dAwk72bX5N1a9NpvWnS/2yOdkZWXx1M1juOi6wTz67UpueP5JXrrn3xzY9adHzv/9jzu558GP+HbpIFJ23sIVveoQN/wNj5zb03r3aMrzL//CN+v2sGPnEe6cuIa+2poPUEImHhDbuBpzXh7CHRO/5JzOczhyNIhZ064p8D033Po2+/Yf4I1p3Rl8ZV0uvXo6O3cl+ihiKUyVatXIzMhg85qvANizNZ5dm3+jVsMGhbzTWdZaZs/9jpHj3mHiI0s4nJhyRufL2aUBcO/SALh3aQD/6B0DqNs0lm8WfOgaFjuazM9LV1K3qWe3FirN+t00nKZt2zB16ChmjbuH3kP/Scc+l3rk3EcOHiLlr6N0vLofxhjqntOCuq1asG3j6W/5ldc33+3g8kvr07TJWRhjmDCuLd98l+CXoxTduzTmvxP7cM1NS+nQ4x1i6tXg0Qcuczosv6A5ZOIRPbo2ZsPXRZtrkZGRyXsfrScx/mbKlQuldcsoPv18F8tW/sawIR28HKkURWh4GGOfe5Lnxt5JaJlwUpKOMOzB+4msVZOM9HR+Wr2G5KQjxHZoS7Xavt26Ztv2Q6z+4ncqVSxL30ubEhqa20s16fGlzP/gB265oSXf/bSbi3o9zzfLx/lsTk1WZiY/rV7DkUOHadKuDWfX81xpjsIM+8+/eOLGW3i4R3+Op6RwweV9ufjKfj77fF+x1rL+i685tHsP9Vs2p06sZ+YeBQUHE3f3eOLuHu+R8+UVUbEiGWnp7PtjO9Xq1yU1OZk9W3/32CrOmmdX5JXX95OWlklYWDDffLeH6tXK++2ijuvi2nNdXHunw/A7SsjE54KCDKGhwRxOPE65cqFYazlwMJWyZTX52J/Etm/LM6uWcGj3HipFRlK2fAQZaek8fsPNHEs9RtXomsx5/CnG/e9pmp5X6DZtHvH5l/Fcde1Menatwx/bj/DMtNV88t5NhIeHkJWVxePPrmTr2qHUrOHqveo18AM+XLKRuAFtvB5bZkYGT48ax6F9+6kWU4+3Jj/NwNtGc0G/vpQt7/29BytFVmXSu3M48OduwsuVpVLVqoW/qYSx1jLjvgf47YefiG4Wy9ynniXu7vFcfJV/J56h4WFc++8JTBt2Cw3Pa0fChk206dqZBue09Mj5L+/djDff+Y523ebSPPYslq9OYObU0rnTQ0ZGJvHbDlGxQjhnV69Y+BtKECVk4nNBQUHcd/sl9BzwPjdf34Lvf97Pn3uOcXmvZk6HJicJCw8/oZfn8/cXkhVkuPX1lwgKCmLj6jXMfPC/PL7oPZ/EM+bu95gx5RL6921AVpal7+CFzJyzlpuGnU9WliUz01K5Um5v2FlVwk/ZusVb1n6ynKTDiYyZPYPgkBB+X/s9r4y5i7lPP8eNDz9Ah14Fb8fkCUHBwT7vsfSlX9d+x+Z13zN+3ixCy5Rhb/w2no0bzgX9+vj9vpadr+5PTItmbN/0K72vGUxsh7YeO3dQUBBzX7uWZSu3sG//USb9qz+NGpS+GmoJOxPpPWA6ySnHSUw6ztC4tkx5tH+p2U7JP/szpdS7787uTJzQm01bjlO/XjRrlowmIsJ/l2qLS+K+A0Q3j3UPhdRu3ozE/ft99vl79v1F+zbVAVdPa7vW1di95wgAISHBXH15C4bcvJR1P+zlpZm/sOKznfTo6pvl9In7D1CraWN3YlC7RTMy0tK5acZzvPLvSSQdOOiTOEqzxAMHObthDKFlXHshVo+phwkypPxVMrZiq92kMRf1v5ym57XzeBIRFBTEpd2acO3gtn6ZjKWnZzJuwgKiGkykdrNJTJ3xRbHPMXLcOwy6Mob474ey7cfrWf3FFt5Z8JMXonWGEjJxhDGGQVe1ZurTA5g4oSeVKpV1OqQS6csPF/HkyNE8O+YOtv7g/RtTk3Zt+P7jpRxI2ElmRgbLZ8ykcVvPDgfOffcH+g1+mYFDZ/LVt9tO+NtFHevz3ylrycjI4o/tSbw571cuyrMN1yvPD6ZO7eqMuH0V7y/aybIFN1Grpm82om7U5hzWr1jN3vhtZGVlsXzGTOqf24ropk2IqlubPdu2+ySO0iymRXPiv/uR7T9vwFrL57PfoUr1atps3I+s/X4Hg4bN4vJBL/Pm2+vcv//Po5+wYVMCP6wczMdvX8ZTL6zk/Y/WF+vcP2/czdDBTTHGUKliOFf2jeHn9Z5ZqeoP/LuPV0T+1ur5C1gwdTp9xo0iJekIT940hgmvvUj95t4b+m3WsQOXjxjG0wOuIyMtnSbt2zLmmclndE5rLQs+XM/6TbvZu+8vFi/fyGMTLyAx6Tj94l5l8fwRtGtTG4CXnhlI3PA3KBf9AqGhwTz2QJ8TCkqWLRvKM49deUbxnK4G57TkH3eM5blrhnP8WCq1Yhtzw/8mczBhF/u3JRBZyz82Zy/JqtWJZuSjk5h+6x0cO5pMjQb1uePF50rNkFVJ9/P6P+kz8GUenNCBalHluO/hT0g5ls7IYeezePkmXnyyE9G1KhBdqwK339yaT1Zspv9lLYp8/ob1q/Lx0m2MuqEVx49nsGxVAjcMudCL/yLfUkImPvXLht3s3f8X57SoSVRkeafDKdFWvD2fqydOoHFH12qllCNH+OzdD7yakAH0vDaO7v8cREZ6OmHhZz7MPG7CAlZ/sYXLetbj3YUbeGNaT3p0dc1bO5x4nJmz17oTsqpnRbB0wc2kpqYTFhbsd6vIOl/dn05XXcHq+Qt4a/IUZk94gL2//8E/7hirLXg85NxuXZj27WekHz9OWPbQZSBLT8/k2+92kJmZRYe2dShTxjuLo1JT01n7fQLGGDq0rU1Y2Knpw+tvr2P0jS25Zfg5AFSPKse4+75g5LDzqVK5LFviE+nQ1nUdbImzdf0pAAATrklEQVRPpHKlKsWK4cUpA7n0qum88c6v7NmXTPtz63JdnG8WFPmCEjLxCWstt9/7PvM/+JlGDSqzYfNB5s8aesIm5HIarM09zLI+6ykICgrySDK2I+Ewc+b/QPx3Q6lYMZxPP0/A5vl7VpYlv3+St750PMEYQ5eBV9HiwvNJ+NVVu600T7R3gjFGyRhw5EgqPa96iZSUVMJCgzieBisW3ky1qAoe/ZwDB5Pp1m8aISGuhTNhYWEsW3BTvlNN8tySsq9f1wX88P196Bf3Kt9+v5dDh1P5/Os9fL28eKtjmzapzvqv7uLHX3ZRoXwZWreqWap6R5WQiU98+tlWlizfxMYv/0nFiuEsXr6Na2+aw/b1/3Y6tBKre9w/mP/gY/QaezMpSUf4/M253DtzutNhFUti0jGqRZajYkVXcnfLDa0YestSnn64E4cTU3l62o988u5Ih6Msvt9/+oXnxt7JkYOHiKhUkdHPTCa2vedW1YkAPPLkcmIbVuC1513D9Hf8+3Pum7SIl/83yKOfc/9Di+hy4dk8899OAIy47VMeemIZTz58YkI1NK49l/SbRtUqZagWVY5/PfIV99zWHYDzO9Tj88Wj+XDJBhrEhDDlsTgiqxa/HEzFimVK7YO8EjLxid//OMiF59Vwf/Feeklddv55hPT0zBMKe0rRdbr6CsLKhPPlx0sIDQvjrhkvULdZrNNhFUvjhlGkpVuefekH4q5qQnJKOhkZ8PaC7ZQrG8ZHc4dzbuuS1bt0/Ngxnh41jv733UGr7l3Y/MXXPDvmDp5Y8oEmn4tH/b7tAAP71XX3EvXpXo9Hpvzolc+545YW7s/p1a0Os+dvO+V1LZvXYPH8ETz9/CqOpe7nofv6EDfwXPffYxtXI7ZxNY/HV1ooIZNisdYya85avvx2G9E1K3P7LZ2oUKHwoYNWzWvw8BNL2bnrL6JrVWDWWxtp2jhKydgZ6ti3Fx379nI6jNNWpkwoS94dyQ23vs2kJ9YS2yiKzxbfStMm1Z0O7bTt3Z5A2YoVaNW9CwCxF3akaq2a/Pl7vMdXpEpga92yFm/O+5X+fWIIDg5i1tubaN2ylsc/55wWtXh97ma6d65DVpblzXd+pXWr+vm+tl2b2sx55VqPxxAIlJBJsUyY+BErPtvM8H825ctvd9D18qmsWTKm0Dk9HdvX5bZRnWh2wZtEVi1HVhZ8NHe4j6IWf9YwJpLPFo92OgyPqRRZlaT9B0jau49K1atx9HAiB3buonKU/9WGkpLtrrFdiRu+k+iWrxIcHETLZjWYNqW3xz/nwXsv5aprZxLd8lWysiznt6/LveO7e/xzAp1XEzJjTC/gWSAYeNla+9jfvG4AMA9ob61dl99rxHnHj2fw3PQ17Fo/nKpnlWXUDa3odNm7LP30N/r1aV7o+8eP7sKwIR04cDCZurWr5LtKR6SkqxRZlStGjeC5ISNo0LYNf/zwM92vGUS1OiVr6FX8X3h4CO++cT27/kwiMzOLOrWreGWSe0REOEveHUnCzkSMMUTXqlSqJtP7C699IxpjgoEXgB7ATmCtMWahtXbjSa+rAIwFvvFWLOIZGRmZGGOoWCEMcK10OqtyGVKPpxf5HFUql6NK5XLeClH8SOSusNzj6rPdx+uWbnUiHJ+67MbraXZee3Zu2cplQ4fQqM05TockJUTkrjB+OZpBiDFEVp9Nt7TcunrNL1l8yutdCVJlr8dljKFO7eKVqZDi8WYRnw7AVmttvLU2DXgbuCKf1z0ETAZSvRiLeEBERDg9ujRi2OjlfPfjXv43/UfW/bSPrhc3dDo08VObkjPdx3m/WFr0WeZEOD4V07I5na66QsmYFFnOQ0yIMdSJmef+/eZVye7jiCjvb1QvzvBmQlYLSMjz887s37kZY9oAta21HxV0ImPMSGPMOmPMuv0Hkwt6qXjZnJeHUKFCZYaPW8WST/ew/P2bVeBVTpHzlA9QJ2YenVP7A64vlpxkTF8sIqc6+SFm48pEIDAeYgKdNyfx5DfA7C4ZZ4wJAqYA1xd2ImvtdGA6QLs2tW0hLxcvKl8+nGlTBjgdhvix/J7yQ4KMnvJFChC5K8ydjNWJmefuUQ4yoXqICRDe7CHbCdTO83M0kHcX0ApAC2CVMWYb0BFYaIwpPfsgiAQoPeWLFF3e+ZYaqgxc3kzI1gKNjDH1jTFhwGBgYc4frbVJ1tpIa209a2094Gugn1ZZipRcesoXOT2bkjOJrjcXcD3E5CRjLfos0zUTILyWkFlrM4DRwCfAJuAda+0GY8wkY0zxNrASEb+np3yR4sv7EBMUFBRwi18kl1cLQVlrFwGLTvrdxL95bRdvxiIi3pf7lB+kp3yRQhT0ENO891LA6LoJIN4cshSRAKGnfJHiyUnGNiVnupOxvA8xxigZCzRKyETkjBT+lK+hSpH8BHKdPjmVEjIROW16yhcpvpPr9OUkY6rTF9iUkInIGdFTvkjRqRq//B0lZCJyWlSNX+T0FFSnT9dM4FJCJiLFpmr8IsVXlDp9EriUkInIaakaXtZ9HFUh3H1syni1mo7P2dQM9/H+v467jw8eP+ZEOFIKlIvIXQhTPqyG+1gPMYFNCZmISD6S9+f29sV2yf2i3BE/kAzr2lL3QK00n8clIqWTEjIRkZPkJGPrF/VwJ2MrwhawI34gAC3LhygZExGPUkImIpKP9Yt6uI9XhC1wHzeNCHYiHBEp5ZSQiYjkcfJQZUaWa3hyR/xAdzKm3jER8TQlZCIi2fIbqlxd5n33UCUoGRMR71BCJiKSh4YqRcQJSshERHD1juUkY7FdItzJmIYqRcQXlJCJSMArqMRFDiVjIuJNSshERHANVWbZdODEEhdNI4KVjImI1ykhE5GAlneoslnXypo3JiKOUEImIgFL1fhFxF8oIRORgKRq/CLiT5SQiUjAUokLEfEXSshEiqD5JYvdx60O9nEfrzl01IlwxIPa9WzoPj6w95+5x+odEw+K3BWWe1x9tvt43dKtNO+91ImQxM8oIRMpRESUaziree+lbF6VO+eoTsw893Hem62ISF4594dNyZnu+0a3tCvd9xNjjPs+I4FLCZlIEURERWCMAWDzqmS6pV0JuJKyTcmZgJIyEfl7OfcJwH3/AGjRZ5kT4YgfUkImUgx5b555b6p5b7YiIjnyPqjViZlH59T+gOvBLud+ot4xASVkIkWWc9Ns0WeZe6ihc2p/9xDEL0cz1EsmIm75DVWGBJkTpj4oGZMcSshEiiHvzXPzqmRCglzDmHVi5hGSPaSppExEcpw8VLlxZSKgoUo5lRIykdOQczPduDJRQ5cicorIXWHu+0GdmHnu+0SQCdVQpeRLCZlIMeUdugwyoYDryTdnSGJTcqZ6yUQC2MnzxnJoqFIKooRM5DScPHSZQ6UwRARcD2bR9eYCJ5a4aNFnmZIxyZcSMpHTFBEV4R56yFsKI7reXA1digSovEOVQUFBKnEhRaaETOQMnVwKIyjIdVlp6FIksBQ0VJlTjV+9Y/J3lJCJnAFV8RcRUDV+OXNKyETOkKr4iwioGr+cGSVkIh6iKv4igSlyVxi/HM0ATixxoWr8UhxKyEQ8IL8q/nlLYZTGKv5rDh11ryJrdbCP+9/d/JLF+vKRgJFzXYcYoxIXckaUkIl4SEGlMEpTFX+tIhM5karxiycoIRPxoLylMEpjFX+tIhPJpWr84klKyES8oDRW8dcqMpFcqsYvnqaETMTDSnMVf60iEznx4UTV+MVTlJCJeEFRqviXpKRMq8hETqR5lOJpSshEvKigKv4lhVaRieQ6eaiyc2p/QPMo5cwpIRPxkvyq+HdO7V8ihy4LWkWmLx8JFPnNowwJMppHKR6hhEzEi06u4h8S5DouKVX8i7KKTCSQaB6leIsSMhEfKIlV/LWKTCSX5lGKtykhE/GykljFX6vIRHJpHqX4ghIyER8oiVX8tYpMJJfmUYq3KSET8ZGSUsVfq8hEcmkepfiKEjIRH/PnKv5aRSaSS/MoxZeUkIn4UEmo4h9oq8jWLd3qPo6sPjv32M+GkMW3CtsqTEOV4mkhTgcgEmhyhi7XL+rhquLf5UpWhC1wlcKIH0jTiGDHkoFfjma4Jy6X9lVkedth48pEunV1tQO4voSbRgQ7HKEUhzeumUB7OBFnKSETcUhOMgCum33eZOCis8o7ElNI8tGAG5o5pR1i5rEjfqArKdsVxoFaaQ5HKIXJScaqhpf17Imzr4fOqf0hqPQ+nIh/0JCliAPyK4VxchV/X1tz6Kj7OFBWkZWEIWQpGk8nY2sOHc13HiUoGRPvUA+ZiEMioiJI3u+6yW9elUxsF9dNvk7MPNbED3QkpkBcRVbUIWT1lPmnnIQ57wOFJ2moUnxFCZmIw/IbuiwX4ftembwT2gOxN6CgIWTNJ/NPeSfee/qaiaw+u9TPoxT/ooRMxEE5vWQ5yUBslwhXMpAnOfKlQF1Fll87dE7tz+rs+WSAesn8lHtPWC9dM4H4cCLOUEIm4rD8hi6jKoT7PI5WB/u4jwNxaKagIWQNXfqfnL0lc1YFe/qaaXWwDxtXJrqH7pWMibcpIRPxAyeXYGjVtU/hb/ICDc1o6LIkyG9vybwPFJ4SKPMoxT8oIRPxIznJQPmwGj7/7LwFUgM1GfvbIeTsoctfjmbQUr1kfiG/GmGevG7WLd2avVWYdqcQ31BCJuIncpKB5r2Xsm6xMzGoN6DgoUvNJ3Pe3+0t6ZrrtbWAdxaftgoTX1JCJuJHcpIBU8b3l2bzSxa7Ywh0f1fFP7reXDZtG6ShS4cUtrekJ6+bnOtBxFeUkIn4Iae+DJSMnajA+WTqJfOpouwt6Wm6HsSXlJCJ+Bl9CfgHDV36n8L2ltS1IyWZsdY6HUOxGGP2A9t99HGRwAEffZb8PbWDf1A7+Ae1g39QO/iHktAOda21UYW9qMQlZL5kjFlnrW3ndByBTu3gH9QO/kHt4B/UDv6hNLWDNhcXERERcZgSMhERERGHKSEr2HSnAxBA7eAv1A7+Qe3gH9QO/qHUtIPmkImIiIg4TD1kIiIiIg5TQiYiIiLiMCVkgDGmlzHmV2PMVmPMPfn8PdwYMzf7798YY+r5PsrSrwjtMN4Ys9EY87MxZoUxpq4TcZZ2hbVDntcNMMZYY0ypWHLuT4rSBsaYf2RfDxuMMXN8HWMgKMI9qY4xZqUx5ofs+1IfJ+Is7Ywxrxpj9hlj1v/N340x5rnsdvrZGHOur2P0hIBPyIwxwcALQG+gGRBnjGl20suGA4ettQ2BKcDjvo2y9CtiO/wAtLPWtgLmA5N9G2XpV8R2wBhTARgLfOPbCEu/orSBMaYRcC9wobW2OXCbzwMt5Yp4LdwPvGOtbQMMBqb6NsqAMRPoVcDfewONsv8bCUzzQUweF/AJGdAB2GqtjbfWpgFvA1ec9JorgFnZx/OBbsYY48MYA0Gh7WCtXWmtTcn+8Wsg2scxBoKiXA8AD+FKiFN9GVyAKEobjABesNYeBrDW7vNxjIGgKO1ggYrZx5WAP30YX8Cw1n4GHCrgJVcAr1uXr4HKxpgavonOc5SQQS0gIc/PO7N/l+9rrLUZQBJQ1SfRBY6itENewwFnduAu3QptB2NMG6C2tfYjXwYWQIpyLTQGGhtjvjDGfG2MKaj3QE5PUdrhP8AQY8xOYBEwxjehyUmK+/3hl7S5OOTX03VyLZCivEbOTJH/HxtjhgDtgM5ejSgwFdgOxpggXMP21/sqoABUlGshBNfwTBdcPcWfG2NaWGsTvRxbIClKO8QBM621TxljzgfeyG6HLO+HJ3mUiu9o9ZC5MunaeX6O5tRuZ/drjDEhuLqmC+o+leIrSjtgjOkO/AvoZ6097qPYAklh7VABaAGsMsZsAzoCCzWx36OKek/6wFqbbq39A/gVV4ImnlOUdhgOvANgrf0KKINrs2vxrSJ9f/g7JWSwFmhkjKlvjAnDNTFz4UmvWQgMzT4eAHxqVVHX0wpth+yhspdwJWOaM+MdBbaDtTbJWhtpra1nra2Hay5fP2vtOmfCLZWKck96H+gKYIyJxDWEGe/TKEu/orTDDqAbgDGmKa6EbL9PoxRwtct12astOwJJ1trdTgdVXAE/ZGmtzTDGjAY+AYKBV621G4wxk4B11tqFwCu4uqK34uoZG+xcxKVTEdvhCaA8MC97TcUOa20/x4IuhYrYDuJFRWyDT4CexpiNQCZwl7X2oHNRlz5FbIc7gBnGmNtxDZFdr4d1zzPGvIVreD4ye77eA0AogLX2RVzz9/oAW4EUYJgzkZ4ZbZ0kIiIi4jANWYqIiIg4TAmZiIiIiMOUkImIiIg4TAmZiIiIiMOUkImIiIg4TAmZiAQUY0xtY8wfxpizsn+ukv1zXWPMEmNMojFG20KJiE8pIRORgGKtTQCmAY9l/+oxYLq1djuuWnfXOhWbiAQuJWQiEoimAB2NMbcBFwFPAVhrVwB/ORmYiASmgK/ULyKBx1qbboy5C1gC9LTWpjkdk4gENvWQiUig6g3sxrVZuoiIo5SQiUjAMca0BnoAHYHbjTE1HA5JRAKcEjIRCSjGtTP9NOA2a+0OXBP5n3Q2KhEJdErIRCTQjAB2WGuXZf88FYg1xnQ2xnwOzAO6GWN2GmMudSxKEQkoxlrrdAwiIiIiAU09ZCIiIiIOU0ImIiIi4jAlZCIiIiIOU0ImIiIi4jAlZCIiIiIOU0ImIiIi4jAlZCIiIiIO+z+qTPvMLvq52AAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"clf_svm = svm.SVC(kernel='rbf', gamma=best_g, C=best_c)\n",
"clf_svm.fit(X_train, y_train)\n",
"\n",
"plt.figure(figsize=(10,10))\n",
"\n",
"X0_train, X1_train = X_train[:, 0], X_train[:, 1]\n",
"xx_train, yy_train = make_meshgrid(X0_train, X1_train)\n",
"\n",
"plot_contours(plt, clf_svm, xx_train, yy_train,cmap='Set3', alpha=0.8)\n",
"plt.scatter(X0_train, X1_train, c=y_train, cmap='Set3', s=20, edgecolors='k')\n",
"plt.xlabel('X1')\n",
"plt.ylabel('X2')\n",
"plt.title(\"RBF, Best Parameters\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Graph of Learned Decision Boundary + Test Data"
]
},
{
"cell_type": "code",
"execution_count": 193,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'RBF, Best Parameters')"
]
},
"execution_count": 193,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"clf_svm = svm.SVC(kernel='rbf', gamma=best_g, C=best_c)\n",
"clf_svm.fit(X_train, y_train)\n",
"\n",
"plt.figure(figsize=(10,10))\n",
"\n",
"X0_test, X1_test = X_test[:, 0], X_test[:, 1]\n",
"xx_test, yy_test = make_meshgrid(X0_test, X1_test)\n",
"\n",
"plot_contours(plt, clf_svm, xx_test, yy_test,cmap='Set3', alpha=0.8)\n",
"plt.scatter(X0_test, X1_test, c=y_test, cmap='Set3', s=20, edgecolors='k')\n",
"plt.xlabel('X1')\n",
"plt.ylabel('X2')\n",
"plt.title(\"RBF, Best Parameters\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# ROC curve"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- [ROC curves](https://en.wikipedia.org/wiki/Receiver_operating_characteristic) are a way to evaluate classifiers\n",
"- For probabilistic classifiers, each point on the curve is based on a different cutoff rate. For classifiers that use decision functions (like SVM), each point on the curve is based on a different decision threshold.\n",
"- There is an inherent tradeoff between true positives and false positives\n",
"\n",
"\n",
"More on the scikit-learn ROC curve module [here](https://scikit-learn.org/stable/modules/generated/sklearn.metrics.roc_curve.html)"
]
},
{
"cell_type": "code",
"execution_count": 194,
"metadata": {},
"outputs": [],
"source": [
"#Load Data \n",
"from sklearn import datasets\n",
"iris = datasets.load_iris()\n",
"Xi = iris.data\n",
"yi = iris.target\n",
"Xi, yi = Xi[yi != 2], yi[yi != 2]\n",
"n_samples, n_features = Xi.shape\n",
"\n",
"# Add noisy features\n",
"random_state = np.random.RandomState(0)\n",
"Xi = np.c_[Xi, random_state.randn(n_samples, 200 * n_features)] #concatenates new features\n",
"\n",
"#Hold Out Test Data\n",
"from sklearn.model_selection import train_test_split\n",
"Xi_train, Xi_test, yi_train, yi_test = train_test_split(Xi, yi, test_size=0.25, shuffle=True)"
]
},
{
"cell_type": "code",
"execution_count": 195,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'TPR')"
]
},
"execution_count": 195,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from sklearn.metrics import roc_curve\n",
"plt.figure(figsize=(10,10))\n",
"\n",
"new_Cs = [.001, .01, .1, 1, 10]\n",
"colors = [\"C0\", \"C1\", 'C2','C3', 'C4']\n",
"#SVMs\n",
"for i in range(len(new_Cs)):\n",
" clf_svm = svm.LinearSVC(C=new_Cs[i])\n",
" clf_svm.fit(Xi_train, yi_train)\n",
" y_score = clf_svm.decision_function(Xi_test)\n",
" fpr, tpr, thresholds = roc_curve(yi_test, y_score, pos_label=1)\n",
" auc = np.trapz(tpr, fpr)\n",
" plt.plot(fpr, tpr, linestyle='-', alpha=0.5, color= colors[i], label = new_Cs[i])\n",
"\n",
" \n",
"plt.legend(title = 'Value of C', loc = 'best') \n",
"plt.title(\"ROC curve\")\n",
"plt.xlabel(\"FPR\")\n",
"plt.ylabel(\"TPR\")"
]
},
{
"cell_type": "code",
"execution_count": 196,
"metadata": {},
"outputs": [
{
"data": {
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