\n",
"\n",
"# Introduction to Principal Component Analysis (PCA)\n",
"\n",
"In this notebook, we’ll cover the fundamentals of Principal Component Analysis (PCA). We’ll begin by explaining PCA and manually implementing its main steps. Then, we’ll explore the `PCA` module in Scikit-learn and apply PCA to various synthetic datasets as well as the Iris dataset"
]
},
{
"cell_type": "markdown",
"id": "7f1aba65",
"metadata": {},
"source": [
"First, let's import the necessary modules for this notebook."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "8dc3073f",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"from mpl_toolkits.mplot3d import Axes3D\n",
"from sklearn.decomposition import PCA\n",
"from sklearn.preprocessing import StandardScaler\n",
"from sklearn.datasets import make_blobs, make_swiss_roll, load_iris\n",
"from sklearn.cluster import KMeans\n",
"from sklearn.metrics import accuracy_score\n",
"from sklearn.manifold import Isomap, TSNE\n",
"from scipy.stats import mode"
]
},
{
"cell_type": "markdown",
"id": "dab669bc",
"metadata": {},
"source": [
"## Introduction to PCA\n",
"\n",
"**Principal Component Analysis (PCA)** is a dimensionality reduction technique commonly used in data preprocessing and exploratory data analysis. It works by transforming data into a new set of orthogonal (uncorrelated) axes, capturing the most significant patterns with the fewest dimensions necessary.\n",
"\n",
"Some key properties of Principal Component Analysis are:\n",
"\n",
"- PCA creates **uncorrelated (orthogonal) features**, which represent independent axes in the transformed space.\n",
"- PCA identifies **principal components** in the input space, ordering these components by their explained variance, so that components with the highest variance appear first.\n",
"- PCA is a **linear transformation** technique, so it cannot capture non-linear relationships between features."
]
},
{
"cell_type": "markdown",
"id": "8f0a107b",
"metadata": {},
"source": [
"### How to perform Principal Component Analysis?\n",
"1. **Calculate the covariance matrix:** This matrix represents the relationships between features.\n",
"2. **Perform eigen decomposition:** Find the eigenvalues and eigenvectors of the covariance matrix.\n",
"3. **Sort eigenvectors by eigenvalues:** Select eigenvectors with the highest eigenvalues as the principal components.\n",
"4. **Project data:** Transform the data onto the selected principal components to reduce dimensionality.\n",
"\n",
"It is recommended to perform feature normalization (`StandardScaler`) before applying PCA. "
]
},
{
"cell_type": "markdown",
"id": "31c9d728",
"metadata": {},
"source": [
"### PCA implementation\n",
"\n",
"In this section, we implement PCA from scratch."
]
},
{
"cell_type": "markdown",
"id": "3674eabd",
"metadata": {},
"source": [
"### Step 0: Data Standardization\n",
"\n",
"First, the features are standardized to have zero mean and unit variance:\n",
"\n",
"$$x'=\\frac{x-\\mu}{\\sigma}$$"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "b78869ef",
"metadata": {},
"outputs": [],
"source": [
"def standardize_data(X):\n",
" \"\"\"\n",
" Standardizes the dataset X by centering to zero mean and scaling to unit variance.\n",
" \n",
" Args:\n",
" X (np.ndarray): Input data matrix of shape (n_samples, n_features)\n",
" \n",
" Returns:\n",
" np.ndarray: Standardized data\n",
" \"\"\"\n",
" mean = np.mean(X, axis=0)\n",
" std_dev = np.std(X, axis=0)\n",
" X_standardized = (X - mean) / std_dev\n",
" return X_standardized"
]
},
{
"cell_type": "markdown",
"id": "5adf13f2",
"metadata": {},
"source": [
"### Step 1: Covariance Matrix Calculation\n",
"\n",
"Secondly the covariance matrix $\\Sigma$ is computed as follows:\n",
"\n",
"$$\\Sigma = \\frac{1}{N-1} \\mathbf{X}^\\top \\mathbf{X},$$\n",
"\n",
"with $N$ the number of data samples."
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "f7d952c5",
"metadata": {},
"outputs": [],
"source": [
"def calculate_covariance_matrix(X):\n",
" \"\"\"\n",
" Calculates the covariance matrix for standardized data X.\n",
" \n",
" Args:\n",
" X (np.ndarray): Standardized data matrix of shape (n_samples, n_features)\n",
" \n",
" Returns:\n",
" np.ndarray: Covariance matrix of shape (n_features, n_features)\n",
" \"\"\"\n",
" n_samples = X.shape[0]\n",
" cov_matrix = np.dot(X.T, X) / (n_samples - 1)\n",
" return cov_matrix\n"
]
},
{
"cell_type": "markdown",
"id": "b608b115",
"metadata": {},
"source": [
"### Step 2: Eigen Decomposition\n",
"\n",
"The principal components are computed using the Eigen decomposition of the covariance matrix $\\Sigma$.\n",
"\n",
"$$\\mathbf{\\Sigma}=\\mathbf{\\mathcal{Q}}\\mathbf{\\Lambda}\\mathbf{\\mathcal{Q}}^\\top,$$\n",
"\n",
"with $\\mathcal{Q}$ the matrix of Eigenvectors and $\\Lambda$ the vector of Eigenvalues.\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "010f4efd",
"metadata": {},
"outputs": [],
"source": [
"def eigen_decomposition(cov_matrix):\n",
" \"\"\"\n",
" Performs eigen decomposition on the covariance matrix.\n",
" \n",
" Args:\n",
" cov_matrix (np.ndarray): Covariance matrix of shape (n_features, n_features)\n",
" \n",
" Returns:\n",
" tuple: eigenvalues and eigenvectors\n",
" \"\"\"\n",
" eigenvalues, eigenvectors = np.linalg.eigh(cov_matrix)\n",
" return eigenvalues, eigenvectors\n"
]
},
{
"cell_type": "markdown",
"id": "3624227e",
"metadata": {},
"source": [
"### Step 3: Sorting Eigenvalues and Eigenvectors\n",
"\n",
"In PCA, we only retain the principal components that explain the most variance. The Eigenvalues are sorted in descending order, and the Eigenvectors accordingly."
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "7f45515d",
"metadata": {},
"outputs": [],
"source": [
"def sort_eigenvalues_eigenvectors(eigenvalues, eigenvectors):\n",
" \"\"\"\n",
" Sorts eigenvalues and their corresponding eigenvectors in descending order.\n",
" \n",
" Args:\n",
" eigenvalues (np.ndarray): Array of eigenvalues\n",
" eigenvectors (np.ndarray): Matrix of eigenvectors\n",
" \n",
" Returns:\n",
" tuple: Sorted eigenvalues and eigenvectors\n",
" \"\"\"\n",
" idx = np.argsort(eigenvalues)[::-1]\n",
" sorted_eigenvalues = eigenvalues[idx]\n",
" sorted_eigenvectors = eigenvectors[:, idx]\n",
" return sorted_eigenvalues, sorted_eigenvectors\n"
]
},
{
"cell_type": "markdown",
"id": "34e01e0e",
"metadata": {},
"source": [
"### Step 4: Project Data onto Principal Components\n",
"Write a function to reduce the dimensionality of the dataset by projecting it onto the top k principal components."
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "c5f663bb",
"metadata": {},
"outputs": [],
"source": [
"def project_data(X, eigenvectors):\n",
" \"\"\"\n",
" Projects the data onto the top k eigenvectors.\n",
" \n",
" Args:\n",
" X (np.ndarray): Standardized data\n",
" eigenvectors (np.ndarray): Matrix of eigenvectors\n",
" k (int): Number of principal components to retain\n",
" \n",
" Returns:\n",
" np.ndarray: Transformed data with reduced dimensions\n",
" \"\"\"\n",
" return np.dot(X, eigenvectors)\n"
]
},
{
"cell_type": "markdown",
"id": "956cf272",
"metadata": {},
"source": [
"### Example 1: Ellipse-shaped dataset\n",
"\n",
"We create a synthetic dataset consisting of a 2D ellipse shape, projected into a 3D space. We apply PCA to extract the 2D ellipse from this 3D space."
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "bac2b60b",
"metadata": {},
"outputs": [
{
"data": {
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JkiV89rOfZdu2bRx77LHcfffdI9YRvPe97+WGG27gkksu4X3vex/d3d389Kc/5bjjjqtphXrBBRdw9dVX88Mf/pCNGzfyute9Ds/zeOyxx7jgggv4yEc+wty5c/n617/O5z73ObZt28ab3/xmEokEW7du5Z577uH9738///qv/0ogEODrX/86119/Pa95zWt4xzvewdatW1m6dOm4ajTa29u55ZZbAH8XY82aNdXJ4J/61KeqbWkB3vCGN3DDDTfwute9jne96110d3fz3//938ybN48VK1bUPO/ixYt58MEHueGGG5gyZQqzZ8/mzDPP5LLLLuPmm28mmUxy7LHH8tRTT/Hggw9W06L2501vehOf//znyWQy1NXVVW9/3etex5YtW/jMZz7D448/XjNVftKkSVx00UU1z7NhwwZuueUWlFJkMpnqZPBcLld9jUPZts0jjzzChz70obG9seLgHJlmV0IIIYQ4UkabDD6a3bt3q09+8pNqwYIFKhwOq2g0qhYvXqy+8Y1vqHQ6rbq6upRpmurqq68e9TkKhYKKRqPqiiuuGPU+o00Gr7j22muVYRhq06ZNSimlstms+tznPqfmzZungsGgam5uVmeffbb6r//6L2VZVvVxfX196uqrr1Z1dXUqmUyqq6++Wr344osjTga/5ZZb1Jw5c1QwGFQnn3yyuu+++4a1t1XKb5H7n//5n2rRokUqGAyqlpYW9frXv1698MILNfe766671Ktf/WoVi8VULBZTixYtUh/+8IfV+vXra+534403qtmzZ6tQKKROO+009eijj45rMjigAKVpmqqrq1PHHXec+n//7/+N2sL1l7/8pZo/f74KhUJq0aJFaunSpepLX/qS2ntpuG7dOnXuueeqSCSigGqr21Qqpa677jrV3Nys4vG4uuSSS9S6devUzJkzxzRJvPIzc/PNN9fcXnkdI/3Z+70Y+jVd11V9fb065ZRT1Mc//nG1evXqEY9bmTK/cePG/Z6jOHiaUvsp+RdCCCGEEGKCve9972PDhg0TMgV9rN785jejaRr33HPPYTvm0UwCDSGEEEIIcdjt2LGDBQsW8NBDD7FkyZJDfry1a9dywgknsGzZMo4//vhDfjwhgYYQQgghhBDiEJCuU0IIIYQQQogJJ4GGEEIIIYQQYsJJoCGEEEIIIYSYcBJoCCGEEEIIISacDOwTQgjxsuR5Hrt37yaRSFQnHgshhDj0lFJks1mmTJmCro++byGBhhBCiJel3bt3M3369CN9GkIIcdTauXMn06ZNG/XrEmgIIYR4WUokEoD/i66uru4In40QQhw9MpkM06dPr34Oj0YCDSGEEC9LlXSpuro6CTSEEOII2F/aqhSDCyGEEEIIISacBBpCCCGEEEKICSeBhhBCCCGEEGLCSaAhhBBCCCGEmHASaAghhBBCCCEmnAQaQgghhBBCiAkngYYQQgghhBBiwkmgIYQQQgghhJhwEmgIIYQQQgghJpwEGkIIIYQQQogJJ4GGEEIIIYQQYsJJoCGEEEIIIYSYcBJoCCGEEEIIISacBBpCCCGEEEKICSeBhhBCCCGEEGLCSaAhhBBCCCGEmHASaAghhBBCCCEmnAQaQgghhBBCiAkngYYQQgghhBBiwkmgIYQQQgghhJhwEmgIIYQQQgghJpwEGkIIIYQQQogJJ4GGEEIIIYQQYsJJoCGEEEIIIYSYcBJoCCGEEEIIISacBBpCCCGEEEKICSeBhhBCCCGEEGLCSaAhhBBCCCGEmHASaAghhBBCCCEmnAQaQgghhBBCiAkngcYB+vKXv4ymaQf02JtuuglN09i2bdvEntQQ27ZtQ9M0brrppkN2jENtpNcw0vs+a9Ysrr322sN7cmN0MD8nQgghhBAvZ0ddoLF69Wr+6Z/+ialTpxIKhZgyZQrvfve7Wb169ZE+tSNi3bp1fOYzn+Hkk08mkUjQ1tbGG97wBp5//vlh97322mvRNK36Jx6PM2fOHK688kruuusuPM8b0zEri+/R/nR2dk70y3zFKBaLvO997+P4448nmUwSj8c56aST+MEPfoBt2zX33ft9jkajzJgxgze+8Y0sXbqUcrk85uOuXLmSK6+8kpkzZxIOh5k6dSoXXXQRP/rRjyb6JQohhBDiFcI80idwON19991cddVVNDY28r73vY/Zs2ezbds2fvnLX3LnnXfym9/8hiuuuGJMz/WFL3yBz372swd0HldffTXvfOc7CYVCB/T4ifQ///M//PKXv+Stb30rH/rQh0in0/zsZz/jVa96FX/961+58MILa+4fCoX4n//5H8Bf9G7fvp3/+7//48orr+T888/n3nvvpa6ubkzH/slPfkI8Hh92e319/bhew/r169H1l2bMfDA/JyMpFousXr2aSy+9lFmzZqHrOk8++SSf/OQneeaZZ7jtttuGPabyPpfLZdrb27nvvvt473vfy/e//33++Mc/Mn369H0e88knn+SCCy5gxowZ/L//9/+YPHkyO3fu5Omnn+YHP/gBH/3oRyfs9Ymj13/8x3/wuc99jo9//ON8//vfP9KnI4QQYiKoo8SmTZtUNBpVixYtUt3d3TVf6+npUYsWLVKxWExt3rx5n8+Ty+UO5WlOmK1btypALV26dJ/3e/7551U2m625rbe3V7W0tKglS5bU3H7NNdeoWCw24vN861vfUoB6+9vfvt9z+9KXvqQA1dPTM+7XUHmsqPWRj3xEAaqjo6N6277e51tuuUXpuq7OPPPM/T73pZdeqlpaWlQqlRr2ta6uroM6byGUUurZZ59Vs2bNUieeeKL6+Mc/PubHpdNpBah0On3oTk4IIcQwY/38fWleBj4E/vM//5NCocDPf/5zWlpaar7W3NzMz372M/L5PN/5zneqt1dST9asWcO73vUuGhoaePWrX13ztaGKxSIf+9jHaG5uJpFIcPnll9Pe3o6maXz5y1+u3m+kGo1Zs2Zx2WWX8fjjj3PGGWcQDoeZM2cOv/71r2uO0d/fz7/+679ywgknEI/Hqaur4/Wvfz3Lly8/oPdl8eLFw3YVmpqaOOecc1i7du2Yn+ezn/0sF198MXfccQcbNmw4oHM5UHvXaFTe30cffZTrr7+epqYm6urqeM973kMqlap57PPPP88ll1xCc3MzkUiE2bNn8973vrfmPp7n8f3vf5/jjjuOcDjMpEmTuP7664c910hG+jnRNI2PfOQj/P73v+f4448nFApx3HHH8de//vWg3gOAgYGBMd3/3e9+N//8z//MM888wwMPPLDP+27evJnjjjtuxJ2m1tbWmr9XXtutt97KwoULCYfDLF68mEcffbTmftu3b+dDH/oQCxcuJBKJ0NTUxNve9rYR65YGBgb45Cc/yaxZswiFQkybNo33vOc99Pb2Vu9TLpf50pe+xLx58wiFQkyfPp3PfOYz40oPE0dGLpfj3e9+N7/4xS9oaGg40qcjhBBiAh01qVP/93//x6xZszjnnHNG/Pq5557LrFmz+NOf/jTsa29729uYP38+3/zmN1FKjXqMa6+9lt/97ndcffXVvOpVr+KRRx7hDW94w5jPcdOmTVx55ZW8733v45prruF///d/ufbaa1m8eDHHHXccAFu2bOH3v/89b3vb25g9ezZdXV387Gc/47zzzmPNmjVMmTJlzMfbl87OTpqbm8f1mKuvvpr777+fBx54gAULFuz3/v39/cNuM01z3KlTo/nIRz5CfX09X/7yl1m/fj0/+clP2L59O3//+9/RNI3u7m4uvvhiWlpa+OxnP0t9fT3btm3j7rvvrnme66+/nptuuonrrruOj33sY2zdupUf//jHvPjiizzxxBMEAoFxn9vjjz/O3XffzYc+9CESiQQ//OEPeetb38qOHTtoamra7+MtyyKTyVAsFnn++ef5r//6L2bOnMm8efPGfA5XX301P//5z7n//vu56KKLRr3fzJkzeeqpp1i1ahXHH3/8fp/3kUce4be//S0f+9jHCIVC3Hjjjbzuda/j2WefrT7+ueee48knn+Sd73wn06ZNY9u2bfzkJz/h/PPPZ82aNUSjUcBfhFaC3ve+972ceuqp9Pb28oc//IFdu3bR3NyM53lcfvnlPP7447z//e/nmGOOYeXKlXzve99jw4YN/P73vx/zeyIOvw9/+MO84Q1v4MILL+TrX//6Pu9bLpdrgsdMJnOoT08IIcTBODwbLEfWwMCAAtSb3vSmfd7v8ssvV4DKZDJKqT2pJ1ddddWw++6dwvPCCy8oQH3iE5+oud+1116rAPWlL32petvSpUsVoLZu3Vq9bebMmQpQjz76aPW27u5uFQqF1Kc+9anqbaVSSbmuW3OMrVu3qlAopL761a/W3MYYUqdG8uijjypN09S///u/19y+r9QppZR68cUXFaA++clP7vP5K+/dSH8WLly4z9cwUurUzJkz1TXXXFP9e+X9Xbx4sbIsq3r7d77zHQWoe++9Vyml1D333KMA9dxzz416ro899pgC1K233lpz+1//+tcRbx/ttQ4FqGAwqDZt2lS9bfny5QpQP/rRj/b5fBW33357zft22mmnqRUrVox47NFS1FKplALUFVdcsc9j3X///cowDGUYhjrrrLPUZz7zGXXffffVvLdDXxugnn/++ept27dvV+FwuOY4hUJh2GOfeuopBahf//rX1du++MUvKkDdfffdw+7veZ5SSqmbb75Z6bquHnvssZqv//SnP1WAeuKJJ/b5+sSRc/vtt6vjjz9eFYtFpZRS55133j5Tp0b77JDUKSGEOLwkdWqIbDYLQCKR2Of9Kl/f+yrZBz7wgf0eo5L28qEPfajm9vEUyh577LE1Oy4tLS0sXLiQLVu2VG8LhULVwmfXdenr6yMej7Nw4UL+8Y9/jPlYo+nu7uZd73oXs2fP5jOf+cy4HltJwaq83/tz11138cADD9T8Wbp06bjPeTTvf//7a3YbPvjBD2KaJn/+85+BPUXnf/zjH4d1bKq44447SCaTXHTRRfT29lb/VFLOHn744QM6twsvvJC5c+dW/37iiSdSV1dX873elwsuuIAHHniAO+64gw984AMEAgHy+fy4zmGs36+LLrqIp556issvv5zly5fzne98h0suuYSpU6fyhz/8Ydj9zzrrLBYvXlz9+4wZM3jTm97Efffdh+u6AEQikerXbdumr6+PefPmUV9fX/NzfNddd3HSSSeN2KShkpJ2xx13cMwxx7Bo0aKa79FrXvMagAP+HolDa+fOnXz84x/n1ltvJRwOj+kxn/vc50in09U/O3fuPMRnKYQQ4mAcFalTlQBifwuq0QKS2bNn7/cY27dvR9f1YfcdTyrLjBkzht3W0NBQUwvgeR4/+MEPuPHGG9m6dWt14QaMKeVmX/L5PJdddhnZbJbHH398xI5Q+5LL5YD9B3QV55577rjTs8Zj/vz5NX+Px+O0tbVV6wDOO+883vrWt/KVr3yF733ve5x//vm8+c1v5l3vele1I9jGjRtJp9PDahEquru7D+jcxvK93pdJkyYxadIkAK688kq++c1vctFFF7Fx40YmT548pucYz/fr9NNP5+6778ayLJYvX84999zD9773Pa688kqWLVvGscceW73v3u87wIIFCygUCvT09DB58mSKxSLf+ta3WLp0Ke3t7TUpiel0uvrfmzdv5q1vfes+z23jxo2sXbt2WO1VxYF+j8Sh9cILL9Dd3c2pp55avc11XR599FF+/OMfUy6XMQyj5jGhUOgl0a1PCCHE2BwVgUYymaStrY0VK1bs834rVqxg6tSpw9qzDr36eijt/Uu1Yugi7Jvf/Cb//u//znvf+16+9rWv0djYiK7rfOITnxjzHIuRWJbFW97yFlasWMF99903plz8va1atQoYX3B1JGmaxp133snTTz/N//3f/1Xbvn73u9/l6aefJh6P43kera2t3HrrrSM+x2iL2/0Zy/d6PK688ko+//nPc++993L99deP6TEH8v0KBoOcfvrpnH766SxYsIDrrruOO+64gy996UvjOt+PfvSjLF26lE984hOcddZZJJNJNE3jne9857h/jj3P44QTTuCGG24Y8ev7a98rjozXvva1rFy5sua26667jkWLFvH//X//36j/RoQQQrx8HBWBBsBll13GL37xCx5//PFq56ihHnvsMbZt2zbmRdreZs6cied5bN26teaK7qZNmw74nEdy5513csEFF/DLX/6y5vaBgYED3h3wPI/3vOc9PPTQQ/zud7/jvPPOO6Dnufnmm9E0bZ+FxYfTxo0bueCCC6p/z+VydHR0cOmll9bc71WvehWvetWr+MY3vsFtt93Gu9/9bn7zm9/wz//8z8ydO5cHH3yQJUuWHLaA80AUi0Wgdjdgf26++WYALrnkkgM65mmnnQZAR0dHze0bN24cdt8NGzYQjUargdmdd97JNddcw3e/+93qfUql0rCuWXPnzq0GRKOZO3cuy5cv57Wvfa1MYX8ZSSQSwy5oxGIxmpqaDuhChxBCiJeeo6JGA+DTn/40kUiE66+/nr6+vpqv9ff384EPfIBoNMqnP/3pA3r+ymLtxhtvrLl9oicnG4Yx7Kr3HXfcQXt7+wE/50c/+lF++9vfcuONN/KWt7zlgJ7jP/7jP7j//vt5xzveMWLqzJHw85//vKb24ic/+QmO4/D6178egFQqNey9PPnkkwGqnW3e/va347ouX/va14Y9v+M4Y24nO1F6e3tH3PWoDFGsLP7357bbbuN//ud/OOuss3jta1+7z/s+/PDDIx6zUuuycOHCmtufeuqpmjqLnTt3cu+993LxxRdXr1KP9HP8ox/9qCYVEOCtb31rNVVrb5XHv/3tb6e9vZ1f/OIXw+5TLBbHXbsihBBCiIlx1OxozJ8/n1/96le8+93v5oQTThg2Gby3t5fbb7+9pkB3PBYvXsxb3/pWvv/979PX11dtb1uZKTFRV1ovu+wyvvrVr3Lddddx9tlns3LlSm699VbmzJlzQM/3/e9/nxtvvJGzzjqLaDTKLbfcUvP1K664glgsVv274zjV+5RKJbZv384f/vAHVqxYwQUXXMDPf/7zMR/7zjvvHLEO5KKLLqrWHxwMy7J47Wtfy9vf/nbWr1/PjTfeyKtf/Wouv/xyAH71q19x4403csUVVzB37lyy2Sy/+MUvqKurq+56nHfeeVx//fV861vfYtmyZVx88cUEAgE2btzIHXfcwQ9+8AOuvPLKgz7Xsbrlllv46U9/ypvf/GbmzJlDNpvlvvvu44EHHuCNb3xjtQB6qMr7bFlWdTL4E088wUknncQdd9yx32N+9KMfpVAocMUVV7Bo0SIsy+LJJ5/kt7/9LbNmzeK6666ruf/xxx/PJZdcUtPeFuArX/lK9T6XXXYZN998M8lkkmOPPZannnqKBx98cFid0ac//WnuvPNO3va2t/He976XxYsX09/fzx/+8Ad++tOfctJJJ3H11Vfzu9/9jg984AM8/PDDLFmyBNd1WbduHb/73e+47777xhyAiSPr73//+5E+BSGEEBPoqAk0wJ+HsWjRIr71rW9Vg4umpiYuuOAC/u3f/u2gt+t//etfM3nyZG6//XbuueceLrzwQn77299WB5dNhH/7t38jn89z22238dvf/pZTTz2VP/3pT3z2s589oOdbtmwZ4F+Ffuqpp4Z9fevWrTWBRrlc5uqrrwYgGo3S2trK4sWL+eIXv8gVV1xR7Yg1Fh/84AdHvP3hhx+ekEDjxz/+Mbfeeitf/OIXsW2bq666ih/+8IfVoO+8887j2Wef5Te/+Q1dXV0kk0nOOOMMbr311pqi/p/+9KcsXryYn/3sZ/zbv/0bpmkya9Ys/umf/oklS5Yc9HmOx6tf/WqefPJJbr/9drq6ujBNk4ULF3LDDTeM2uGs8j6Hw2Gam5s5+eST+d///d+aovd9+a//+i/uuOMO/vznP/Pzn/8cy7KYMWMGH/rQh/jCF74wbO7Jeeedx1lnncVXvvIVduzYwbHHHstNN93EiSeeWL3PD37wAwzD4NZbb6VUKrFkyRIefPDBYWlc8Xicxx57jC996Uvcc889/OpXv6K1tZXXvva1TJs2DQBd1/n973/P9773PX79619zzz33EI1GmTNnDh//+MfHNNNFCCGEEBNPUwdafSrGZNmyZZxyyinccsstvPvd7z7Sp3NUqAzXe+655+RK9mGmaRof/vCH+fGPf3ykT0UcBTKZDMlkknQ6PayJhxBCiENnrJ+/R02NxuFQKcgd6vvf/z66rnPuuecegTMSQgghhBDiyDiqUqcOte985zu88MILXHDBBZimyV/+8hf+8pe/8P73v19abAohhBBCiKOKBBoT6Oyzz+aBBx7ga1/7GrlcjhkzZvDlL3+Zz3/+80f61IQQQgghhDispEZDCCHEy5LUaAghxJEhNRpCCCGEEEKII0YCDSGEEEIIIcSEk0BDCCGEEEIIMeEk0BBCCCGEEEJMOAk0hBBCCCGEEBNOAg0hhBBCCCHEhJNAQwghhBBCCDHhJNAQQgghhBBCTDgJNIQQQgghhBATTgINIYQQQgghxISTQEMIIYQQQggx4STQEEIIIYQQQkw4CTSEEEIIIYQQE04CDSGEEEIIIcSEk0BDCCGEEEIIMeEk0BBCCCGEEEJMOAk0hBBCCCGEEBNOAg0hhBBCCCHEhJNAQwghhBBCCDHhJNAQQgghhBBCTDgJNIQQQgghhBATTgINIYQQQgghxISTQEMIIYQQQggx4STQEEIIIYQQQkw4CTSEEEIIIYQQE04CDSGEEEIIIcSEk0BDCCGEEEIIMeEk0BBCCCGEEEJMOAk0hBBCCCGEEBPOPNInIF55lFJ4nke5XEbXdUzTxDAMNE070qcmhBBCCCEOEwk0xIRSSmHbNq7rUiqVANA0DV3XMQyDQCCAYRgSeAghhBBCvMJJoCEmjOd51SBD07SaYKLyNcuyqoGHaZrV3Q4JPIQQQgghXlkk0BAHTSmF67o4joPneei6jlKq+vVK0FG5L/iBh2VZlMtlCTyEEEIIIV6BJNAQB2VoqhSArutomlYTaAxVCR5GCzwsy6o+jwQeQgghhBAvXxJoiANWCQ4quxhDA4GxBgUjBR6VP+VyWQIPIYQQQoiXKQk0xLgppXAcB8dxUEoNCzIOhqZpNcHH3oHHpk2biMfjNDc3VwvLTdOc0HMQQgghhBAHTwINMS6e5+E4zrBUqZFMxMJ/78Ajl8thmiZKqWFdrQKBQHXHQwIPIYQQQogjSwINMSaV2Ri2baOUqgkADrdKcfneOx5DA4/KTocEHkIIIYQQR4YEGmK/hqZKAUc8yNj77yOlWnmeVw08dF0fVuMhgYcQQgghxKElgYbYp71nY+i6fqRPaZ/2FXiUy2VKpZIEHkIIIYQQh4EEGmJEI83GeKksxEdrnTuSvXdfKoGH67q4rlszx2NocfmR3LURQgghhHglkEBDDFOpd6jUYryUgoyDPY9KAFHZmRkaeDiOQyqVwvM8Jk+eXLPjIYGHEEIIIcT4SKAhalRmYzz55JMsWLCA1tbWI31Kh9TegUc2m8WyLJqbm7Ftu/p1wzCqOx6VVCshhBBCCDE6CTQEsCdVamhXqZeq8aROHQhN0zBNs3qsSjG8BB5CCCGEEGMngYZAKVUt+IY9szEO9YL+QBzuAGi0VKtK4AEjTy2XwEMIIYQQRzsJNI5ylV2MvQu+X6qBBhz6HY19GS3wsG0by7KqX5fAQwghhBBHOwk0jlJ7z8bYu+Bb13U8zztSp3dEjWfXZKTAo9ISuLLjsXfgUelqJYQQQgjxSiaBxlGoshCuBBIjXW2fiB2NQ7Er8lJfoFfqNyqGBh6WZQHQ29vLpEmTCIVCNV2thBBCCCFeSSTQOIoMXfTubzaGpE5NjL0DD9d1Wbt2LclksmYI4t7F5RJ4CCGEEOLlTgKNo8RoBd+jeSkHGq8EpmkSCASG7XhUAo+9azwk8BBCCCHEy40EGkeBykLWdd0xD9+biEAjl8sRCoUIBAIH9TxDvVIW3EOL7is7HpX3uzLLZOjUcgk8hBBCCPFyI4HGK9jQidf7S5Xa28EUg7uuy5o1a9i9ezcAiUSChoYGGhoaSCaTNalEB+LlvNOyr3OvfG8k8BBCCCHEK4EEGq9Q402V2tuB7mjkcjmWLVuGaZqcddZZKKUYGBgglUqxdu1aLMsimUzS0NBAY2MjiUTiJdX69VAHMZXnH+uuEtQGHpU/5XK5WlwugYcQQgghXook0HgFGm02xngcSKCxa9cu1q5dy8yZM5k7dy6u66KUoq2tjba2NpRSFItFUqkUqVSKXbt24Xke9fX11R2PeDy+39qRV4ID/Z4MDT72DjwqOx6Vr1e6Wh3oz4AQQgghxMGQQOMVZH+zMcZjPIGG4zisWbOG3t5eTj75ZFpaWqppW3s/ZzQaJRqNMnXqVJRS5HK5auCxdetWNE2rBh0NDQ1Eo9Fhr+GVmjo1XqMFHul0mtWrV3PmmWdWU60CgUB1x0MCDyGEEEIcDhJovELsPRtj6CL0QIw10MhmsyxbtoxgMMjZZ59NOBwe1zESiQSJRIIZM2bgeR7ZbJZUKkVPTw+bNm3CNM1qmlVDQ8NhWSC/XI9R+Z4PnU5eCT5KpVL1PpWhgRJ4CCGEEOJQkkDjZa5Si1EoFAiFQgcdYFRomrbPYnClFLt27WLdunXMmjWLuXPnjlhroZQaVwF6MpkkmUwya9YsXNclnU6TSqVob29n3bp16LpOJBIhHo/T0NBAMBg84Nd4JByO3ZjKez7ajofnedXAQ9f1YTUeEngIIYQQYiJIoPEyVgkyenp6WL16Neeee+6ELRB1XR91Uew4DqtXr6avr49TTjmF5ubmCTnm3gzDoLGxkcbGxprjWpbF9u3bWb16NbFYrCbVyjRfHj/Sh3Ihr5Qaddr7aIFHuVymVCpJ4CGEEC9RnqdoHyiStxxiQZOp9RF0XT6bxUvby2NVJobZezbGeHYOxmK01KlMJsOyZcsIh8MsWbKEUCg0YcfcH9M0iUQixGIx5s2bh2VZ1Y5WmzdvplAoUFdXN6GtdCfa4dzR2J+9d78qgYfruriuO2o7XQk8hBDi8NrUneW+VV1s7slRclzCpsHcljiXHD+Jea2JI316QoxKAo2XmZFmYxzMzIvR7B1oKKXYuXMn69evZ/bs2cydO/eILzaDwSCtra20trYCUCqVqoXle7fSbWhooK6u7oi30h1Pe9uDOcbBdLWqvEdDAw/Hcapf37vGY6LS9YQQ4mgw3p2JTd1Zlj6xjf68RVsyTDQYoWA5rNqdZne6yHVLZkmwIV6yJNB4GRltNsa+0pwO1NAaDcdxWLVqFalUilNPPZWmpqYJPdZ4jfZaw+HwhLbSPVQO9TEnandrtMDDcRyKxSIbNmzg2GOPrXa0ksBDCCH2bbw7E56nuG9VF/15i/mte35nJcIB4iGTjd057l/dxZzmuKRRiZckCTReJirToUeajXGodjQ8zyOdTrN8+XIikQhnn332YU2VGu28xnq/vVvp5vN5UqkU/f39o7bSPVwD+w71MQ5lVytd13Fdl76+PnRdx3EcbNuu2fEIBALV4YFHehdJCCHG4kBqIMbzmAPZmWgfKLK5J0dbMjzsc13TNNqSYTZ152gfKDK9MXpwb4AQh4AEGi9xldQV27arRb4jfdgcikAjm83y7LPPMmfOHObMmfOyvkqtaRrxeJx4PM706dNHbaVrmiahUIhisUgkEpnw8zhUQcDhPobnedWgYuhxKzsetm0DI08tl8BDCHE4jDcIGG8NxNDHFG0XTynakmFee8wklsxtrjnWaDsT8ZDJpESITT05fvf8Tj5z8SJMc89nZN5yKDku0WDt7yOlFNmSQ9F2SRUssiX7YN8uIQ4JCTRewjzPw3GcYalSe6ukTk3UAtO2bbq6uigUCpx22mnVrk/jcahrEA7WSK10M5kMmzdvJp/P8/TTTxMOh2t2PCaqle4rIdAY6RijpVrZto1lWYAEHkKIw2M8gcOB7DQMfUwkoJPKW/TkyizfOcAj63u4YGEr73rVjOrjRtqZ6M+X2dydp79gUbQdtvcVQGm8/fRp1cfFgiZh06BgOSTCgREf53nw+xd3EzR15rUmpDuVeEmRQOMlqNJytLKLsb+c98rXJmKBmU6nWbZsGZqm0dzcfEBBxt7nNZHGM7F8PAzDqHaqSiaTzJ49u9rRaqRWuvX19QQCgXEf5+WcOjVUJYVvX0YKPCo/15Udj8pgwUrgYZrmy3rnTAhx5I0ncDiQGoihj2mKBVi+K03RckmETRqiAXqyFo9v7qXkuLz31bOZ15oYtjPRny+zbOcARcslHjaJhUL05SzWdKRZ+oRTPcep9RHmtsRZtTtNPGSSKljVx8VCBrajU18XYEd/nqVPbOM1i1pZ15Ed186MBCbiUJJA4yWmknriOA4wtgnfQxdyB3Pc7du3s3HjRubOnQv4rWyPVqZp0tzcXJ0RMlIr3UQiUZ1YPp5WuocrrelQOpBgZqRUKwk8hBATabyBw4HUQFQeM7kuzPrOLEXLpTEWrD6+IRagZLm0DxSrxxq6MxEPmWzuztc8ruy4hAMGc5tjbOsvcOvTO7huySymNUS55PhJ7E4X2dCVoydbolB2iIcD5MsO0ZDJsW1JGqIBXtwxwA8f2khbMsKU+rHvzEjbXHEoSaDxEjJ0NsbQK8H7U7mf53kHNDfCtm1WrlxJJpPhtNNOo6GhgW3bth2Wq+8H4kic10S10j2adjT2Z1+Bh2VZaJpGqVQiEAiQSCSqqVYSeAjxyjQRV9bHGziMVgNREQkadGVK5C2nelvlMXHPpL9gEQ/XXhAJGDo55dAQDVaPNXRnYlIiVPM4pRS5kkM8bLJ+MJhY15FlfVeW46fUceXi6Vy3ZBa/e24nq3enMXSNsuPRWhdmbkucxlgQpRQFy6EnW+aU6fXVNKtKgLWhy68BefMpU0mEAkytj7ClNydtc8UhJ4HGS8BIszHGs5iq3PdACsIHBgZYtmwZiUSCs88+u1qHcCgKzCfCS2WROZZWupXAo7GxsaaV7ktxt2G8DsWuyUiBx/bt24lEIkyfPn3E4YESeAjxyjBRV9bHGziMVAMxVNFyCZkGseCe5VIsaBIydDrTflAUNAI1n7uW46E8cDxFvmyTLdno+p6diU09OYq2QywUouy45Er+nKJ82aU/b2E5Hvmyzda+PNt68zyztZ+PvXY+bz51Khu6s0yuixAJGCSGBDjZkkO27BA0NWyv9oJWqmDRky2xeneaDV1ZGqMh5jTH6C9YR7xtrqRtvfJJoHGEjTYbYzwOJHVKKcW2bdvYuHEj8+fPZ9asWcNa5h7s1fejZQG4r1a6qVSKbdu2VVvpRiKRCS3cH8nhKgY/1EXclSt9lcAC9rR5Hm1quQQeQrz8jLWmYiyL0r0Dh0p3Jsv1CBo6oGoCh71rIIZ+fiil6EiXOGFqkra6MDv7C+Qth+50mZ5smQ3dWQqWHyjEggaNsRBKebSnS+iaxopdKZTSagq1KzsT2/sK9OUswgGDlkSIguV3jypaDpajCJgGLbEQmqbozJT44UMb+ZeLF9AYDRENGsOCIsv1sByPkGkMvk5fpRakUHYwdI3JdRGiQYPntvezo6/AKTPqj1jbXEnbOjpIoHEE7Ws2xnhU6jjGugNhWRYrV64km81yxhlnUF9fP+JzHo2pUxOxSN9fK13HcXjiiSdqOlpNZCvdl+uOxmjHGfpvo7LjUfkZkMBDiJeH0YKEsdZUeB48sGb/i9KhgYPluGzpKdBfsHA8D0PTUApePb+ZqfX+Z66ua9Wdho3dfspVJGhQtFw60iUaY0EWTk7ws0e3sLknR2+uzM7+Ah4QDZrYjofjeuTKkCvnsV2FoWu0JYM4LtTH9hRqVwKmz1yyCNBY05FmXkscpRSPbeolX3axHQ9d14iFTMIBHcvxSEYCdKSLPL6hl9lNUZ7fkWJqfYSQuWdXI6BrWI5HUzxIIuwv7ZRS1VqQeDhA2fEGd0L81Kl1nVl2p0tMa4gO+5wcKWVsIsm086OHBBpHwFhmY4zXWAONVCrF8uXLqaurY8mSJaN2TpqIQONQBAQvx0Xj0Fa6DQ0NrFy5kuOOO45UKkVHRwfr168nFApVg47GxsaDaqX7StnRAHBdd8Tj7CvwKJfL+2yn+3L8GRLi5WxfV65DprHfmop/7EixvjOL5Xr7XZRWAoe1nRke2dCLrkEyGiCISbpg4ylFd7bMlt5c9TGVnYbKOXZlSoRMgxOmJlk4OcHf1nXTn7eYXBdm90DR32k1dHRNY1IyTGe6hOW42J7C1DWm1oVxPYiGTI6ZXIepa2zqyXHH87v49MULMU2dt58+jaVPOGzuydObK9OZKWE5HhoQNA0MXaM9VSRvubieh+Mp/ryyg+OnJdnRV2BdZ5Z4yKQ5HmRqfYSC5dKSCBEdkuKVLTn0FyxiIYN82aG1LlwNQkKmQTxk0pMtky051EVq1wJFyyVo6GSKNus6MweU1nSwwaVMO39lkEDjMJuIVKmR7C/VSSnF1q1b2bRpEwsWLGDmzJn7bZl7NO5oHGqVIKASVAA4jlPtaLVjxw7WrFlzUK10X4k7GvszNPAwDKOanqaUGhZ4VKaWm6Y5Yf/+hBAj29+V6/MWtOyzpiIc0NnZX6AlEeLUGQ1jWpTOaY7TGg8RCRroQMFyMXWdqQ0R5jTH6Mtbwx4zrzXBnPPjNQvjtrowP3t0S3VBnC05DBRt6mNBgoZOf96iIRpi0eQE6ztzbO/LgwaOB5OTYZrjITb35EkVLEqWw+Zuf0fkzadMZcncZl6zqJUfPrSRvryFpxRKQSigo2mwe6AICiofT56n6MqWKG/zOGVGPdmSQ0+uzPa+At2ZMq9Z1MrbTpvO39Z1V3dmirZL0XawHZ1oyGRuy9BFvR+kbO8rUHZcYM/vGKUUG7tzoOD2Z3ZQdr1xpzWNN7gcmuIWD5ls7MrKtPNXCAk0DiPXdenq6mL37t0cf/zxE7rA2deOhmVZrFixgnw+z5lnnkkymRx2n65Mie39RXRNY15LDMdTFG33sCxaX2oO9bDBvZ9/71a6tm1X6zuGttIdGnjsq7vYK2lH40C7Ww1tC7134FEqlar3qQQelR0PCTyEmDj7unIdCxqsaE9z/+pOXFeRLw+/qg7Qky1TsFymJCPjaj87ULRZMrcJ0Kr1GZU0o6Cpj1h/oOtazd939hdqFsSW6+F4HgHDf5542CRVsFk0uY5TZprkLRulNE6YmiQRNgfnaziYhk7ZcRko2jy4tosnN/dx+qx6QqYfzJw8PcmzW1Ns7y8QMv1dBGfweppefa2AgqLt0Jsr8+p5LeTKDmXHb6PbGAtxwcJWpjdEufOFnWzuyZG3XDwP6usCHNuWpDG2Z6dc0zSm1kfozpRpHygSDhjVlLGN3Tk60yUm14VpiAWJBs1xpTWNN7gcOoDQ8Tz0we/z6t1pACkUf5mTQOMwGDobw7ZtMpnMhC9mRtvR6O/vZ/ny5dTX13P22WejNINtfQWUUkytj2DqGg+s7eaRjb1kS041wAjiollltug7OHFqHbObYjTGAmiahu16pIs24YC/9Xo4HQ2LwEAgUNNKt1wuk0ql6O/vZ926dfttpXs4goCX2o7G/uwv8Ni0aROTJ08mmUxK4CHEBBmt1Wx/3mJTd47ubImNnVliYZOtvXnOmN1AUzxcvV+lGDsa9AumR7Kv9rNTQhGMERamY60/2LuDVdDQMXUd2/WLrgOGTq7sX4UPGQaBwQtADdEA67tyFC2HSMDwd0nKLq5SuJ5DruTwpxWdGLrGvJY4LXUhFs9soDtbIpW3qblkqIFSDO52aJi6zs5UkWzZJhkJAgHCAX+H4MnNvSzfmaYnW8ZVimjAYHJdmFBApyFaG8QppSjaHq9Z1EpDLMiWnjxdmZJfSK5gcl24plB8rGlNY0mLemF7ipChU7AcbNerGVwYMEzyZb9N7/cf3Mi0hghBU5dC8ZcxCTQOscpcgMpug2mah6RtrK7rNc+rlGLLli1s2bKFBQsWMGPGDNZ15vjTqk460v4V3bZkmPmtMR7d2EcsaDCnOcqLO9Ns7y8S0BT1AY87Xmjnd8+3s2BSjJOmJZlWH+XFnQNs6s7hKMWC1jjvPmM6M5sO3/bmKyF1ajxCoRCTJ09m8uTJI7bSdV2X+vr6auBxuAb2vZR3NPZn78BjYGCA1tbWYTselRQrCTyEGG5fOfjtA0VW7U7TX/Cvalf05yuTrf3BdRqKGY1RNnTleGRDL6fPaqCtPlItxm6KhwgHDIq2S8IY/lkwWvvZ8XSeGs3ez5MImzRGg3RnSwRjfsBh6jpBQyce8tO0HKXoy5fpzpRIhE060iVyZaeaGuUOBg0e4LqKTT05bM/jzDlNtCRCpIs2Q5cIugZo4HqgoxEK6BQtl1ShEmj4gdOm7hy3PbsDpfzf7VMbohQsh41dOToyJV7cOcD81viwQverzpzBnOY9KWOZos3tz+ygYXD3I1O0a3aE9teNameqwIpdA0SCBtmSU9OCt7ID1Z0p0ZIIsaO/SLpg1QwurMwU0TWNVN6vL3nV7CaKtiuF4i9TEmgcIkOHjw3tnLN3QDBRhqZOlctlVqxYQbFY5IwzziCZTLJ7oMRvnt9FpujQVu9fGWpPlXh+2wCJsMmspijd2TJ9eZvJCf+DtDOnSMQUjqcYKNg8vL6X7kwJXddwPYXnwabuPCvaM/z7pQs5bkpdzTkNDAzgOM5+U32ONgezUB1LK13P8wiHw+zatYuGhgai0eEdRQ7WoQoAjtRxXNetKRiv7HZUistLpRK6rg8rLpfAQxytRsvBX9SWYF1Hls09OfoLfkpMtmhz7JS66gC7ouXQGAtiuR6mYTCjMUZbMsKz2/pZ35mlZHuEA34x9oXHtvLA6m5W7U4TCxrkym514RsPGdX2s5UuUrB35ymvWifhuB6mruEB58xrrnnMSEZqfTu3NUa2bNOXKw/WYoTIliyW78rjKoXleDyxuY+y7ZEtGQwU7WqQoQZrLiobAZ4C21XsHijyj+2p6k7C7oESCtAAQ9MwDT+o8ZTC9YZfaMuXHDoGSiSjJsdPSRIN+DM+CrZLayKEp/y1QSpv0ZXxqoXuFx+3Z3egEjSs68xQdj1Ktsu6jmw1ncnUdRqjQWY1Ryk77oi7QRs6s/zs0c38Y2eKaMAgEjBoiAWZXBcmGjIJGjqRoI7lepw2u5GuTAfb+wvURwMowHJcskWbsutVd2HyZZeC5VIXkULxlysJNA6BfRV8H6pAo5I61dfXx4oVK2hoaOCUU06pzh9YsStNb85i4aRY9VxmN0dY15Wjso7LlV085ffvLjsK24VZ8SDZkkvZ8TB06C/YxEImU5NhdF2j7Lh0Zkrc8sxOvnzZIkIBA8/z2LhxIzt27MAwDBzHIZlM0tjYOGx43Xi93Bd1E70bM1Ir3TVr1lAul+np6WHTpk2YpjnhrXQPV+3O4QxohgbDQ3c8gGrg4bouruuO2k5XAg9xNBgtB//prX3cs6ydtrow8yfFaUuGyRYddg0UKTsu81sTpPJlgoZOwXLJlmym1keqV72XzG1i90CJt58+nbkt8eoOia5prO3McN/qLlylYHAZbmgaCyYnuPi4ScMWnSdNT/LM1j6W7RwgaGjUR4METY1MwcZV0LVX56mRjNT6ti4SYH5rnFXtGUqOQ1fGL8gu2v7OSnM8SCJksmuwTsR2FUFTx3E9P8jQ/VwoTYGp+TscnqfoGChSFwnQGAvSNzi0z09PNtA1jVzZoeT4AUA0aFZTofpyJZ7Y1OcP+nMDPLC2i9xgGjSAoWvEQwYzGqNcdeYM6iKBfdY7xIImluPxjx0pHFdV05ls16M7W6IvX2Z6Y3TYbtBDa7v44UMb6UiXKJQdbMcjX3bpyJRY25GlLmwSDZnEgn7wccxk/8Lk2s4MrqdIFSwMTSMcNCg5HrGQScDQKVj+jgocvvkeYmJJoDHBKrsYlbacey86DuWORnt7Oz09PSxcuLA6SbmiN28RNGsXT5qmkYwYZEsunqcIGP7XHNfD9RRBA8DfvQgYOtmSjTvYvq/yARUyDUKGzq6BItv6iyQCisdfWInuObzmjNOJhEOUSqVqjcHGLdvoKWlE43XMn9LI7Ckt4174vpxTp+DQBkuV4uZIJMLcuXPxPI90Oj1qK92GhgZCoZFzn/fllbijsa/jVAKPocMxRwo8KqlWlf/fO2AR4uVutBz8eMjEcTyyJZuWeLC6A3DslCRlx6MnV6ZgD5DK+23dbdf/ndMQC5IqWDTGQkRDJqahMTkZHnkROVgQ7f/Hnv8bqrLTsqk7y47+ArmSTdDU/YtohkEyGmR2c5SS7Y3pyvhorW+XzGtme1+esuOSLjqDNQYG+bJLyNSZ0ehnCfTnLMDf0dB1QCk85QcAGn5mgKZpfi2I5y/og4aO46nBtClt8LNFR9kurqdV29ju7M/z3LYUtusRCxmYhkZnpozjegQMza+h1DTSRYdVuzOs7chwzdmz9/n9basLU7Y9UgWbGQ2R6mdeyDQIRDV2pIpMcjza6vakw23oyvDDhzbSmSnRVheiN6+RLtoULP97HQ4YuEoRMjR2DRT9WlDL5ZjJdRzXVodpaBRtj90DRfrzFgMFm5LtEjB1IoHaAYSHer6HmHgSaEyQyqLDcZx9DuA7FIFGuVymUChQKperqVJ7a00EsZzaidRKKRKhAMkIbOjOEwsaaMDudIl40MAquxQtF4ViSn2Yzd3O4AfknivalasmSsFflm1nxZYOHD1Ic2M97f/o4fLjW5jaECMWi1EKNbC8u5MdmRylHovAll3Mi23mtLYgzU1NNDY2Ul9ff1AzJA7WoQ5iDkeQNLRGQ9f1Ya10K4HHzp07D7iV7sutGHx/x1BKjSu9b7TAo9LwQasuDgz6+/vZunUr559//iF6BS9P3/rWt7j77rtZt24dkUiEs88+m29/+9ssXLjwSJ+a2IfRCryzJYdU0aYpFiRVsKuzGRpjQU6Z0cAL2/vZ2pvH9RSRgEF91K95yJUclu0c4OTp9QQMfVjtRCWwcT3FJcdOGpY6taknXw0YtvTmqjst8ZBByNSZ3hBloGiRt1xiQY182WFdZ45Y0OAfO1JjujK+d+vbaMDgD8t205kpMaMxytNb+0lEAoRM//z78xbxsEljLEi6aGM7Cg/QPFCanz5l6hquBwHDH/yXK9s4nqI3ZzGlPuzv+JQdyrYHeFiuIh4KMKkuxJT6CNt682zryxMJGiye3MCajjS70yU8pQgaGq6Cou0P+9ODikzJ5Y8rdvPuM2ZimqN/pnZkSoQCOvWRAKmCPbij4adu5UrO4M6QTkemxPTGKJ6nuPP5dnqyZdrqwoQCBo3AQMEeTBXz1wmZog1K0RwLUhcJ8ODaLt5/zhzmtSZ4ekuf3wLYdokG/O+bhka26KAU2O6eNdNINTnipU2+UxNgPLMxJjrQ6O3t5c9PLmddSsMOJVj1Qi9nzHI5Y1ZDTbeNk6bV8/TWFJt6CrTVhUCDjnSZ6Y0R3nRSG+s6s6ztyLJgUpxMyaFYsthWssiUbOa2xmiKBdii+5eTerJWtS95wXZBKfJli46eFMdMqWNuWxOW67GhO88dL7p88NxZlGyXO1/soCdnMbslgWlo9OYsdpVdTq1PYBgltm3bRi6Xq7ZybWxsJJlMDktpeTk7XK1nRzuGaZo0NTXR1NQEHHgr3cNRDF5ZvB/q+p7Kv8eDOc6+Ao/HH3+cb3/726xYsWJCzveV4pFHHuHDH/4wp59+Oo7j8G//9m9cfPHF1eBXvDTt3YmpotL6NRkJkC7uSXcBvwtTImwSDRo0xYOUbUVrIlhN+a10oUpGgpw4rbbeYmhgo+s6dZHaz51KKs2uVKFmp6Uvb/m78QEd21WUbY+gqZgUDeB4/kK4J1dmbWdmTCk4Q1vf7uwvsKU3T1syTHlwMnhgcBBepe1tyfY4tq2Ovpxf+wjgApoCA3/xrGsa9ZEgGopoMMDkujA9mRIDBZuGWJBkJOgHSWWHxrDJRcdM4qozpxMJmGzuyXH7MzuYUh8mEQ6wsTtL0XLRAHuwU5Xj+WsSQ9eoi5h0psv8Y2eKM2Y3DXt9Qwv4Hc/j1BkNbOsrkCpY5MoOpq7TWhdmZlOUTNGu7ihUvj9BUycwGMAYmkbA0PCUP63cchXGYHDVUqfTEvdrdToyJS46rpX713TSkyszuS40GGzqZEoOkYD/31t689XWvCPV5IiXNgk0DlJlwve+djGGqnywHuyVWs/z2Lx5M4+s3MbKYpK+Qp7WoP8BuLXXL3y79PjJ1ftPqgvx7jOm85dVXexMFVDA/NYYrz9uEvNa45w0LelPJdWg7Hgs29LJX59bh5tooGA57OwvgYLWRIj+gk2m6OeAahokg6BcsMwgGcdA0yAaNJjVGGVHf4FN3Xlylp/LOqc5Wg2AWhMhcuUiG9Nw7tnzAX/mRyXNau3atdi2XW3l2tjYWF3AvZwdyUBjb6O10k2lUtVWunV1ddXAI5lMVoPlwzEUEDgsOxoTfZyhgUehUCAej0/Yc79S/PWvf635+0033URraysvvPAC55577hE6K7E/e3diqqi0fi0OXoQamu6SLTn05izqo0GOa0uyqSdPqmATCxl+Byal2NyT41VzmobVW4wW2FRUUmm29ObZ1J0lHjLoy1uUbRddg958GcdTxEIGtuPhuIpQwECFDXqyLs9v6+c1C1rpGEzHGcu8hqHnpJQzWKytCJn+YwKGTr7s/46Mh0yyJQfPUzjKz/xylV8QHjb94XzZkktL3B9IWHZc1ndm6UiXMHSY3hBlSkOUU2fUs2ReM9Mboui6Rt5yMAyNWMhvOx8JGniDz28OFpy7CkqOS0DXaUkEyZdd+vLWsNcztLC/v2ANFvA7HNNWR8BI1HSdyg3uslR2FPKWg6s8Quae98AdTA+DwRQx5e9iTU5GyJUc1ndlaYqFqu93SyKEqWvkLZd82cY0dEIBnaBpEA+a9ObKdKSL5Mp+d6rKz8hoXc/ES4sEGgdo6GwMGPuE78pi5mACjVKpxPLlyymVywxEp6E7NtPrysQiJslklJ5smSc393PGrAaa43vy7+e2xPjgebPpzpYBf6Fv6BrZkkOmZJMc7OoQMHROnFpHebfGq169kF0DJV7YnuKxTf6QoU3dBdZ0ZsgWbUwNptUZWFoYhUZv3qI3ZzGpLlTNi82WHfLWnisrQ0WDOqnCng++YDDIpEmTmDRpUk0r1/7+fnbs2IHneQQCAXbt2kVjYyORyPAhTgfrUA/sO9QOZtdk71a6pVKJ/v5+UqkU7e3t1Va6rusSDocP6Q7N4Qo0XNet2Y2YaLlcTq7Qj0E67Q/namxsHPU+5XKZcrlc/Xsmkznk5yVqjdSJCfxJ0w2RAFt680ytD1N2XDJF//ay45IrO8xujjG9MUo8HGDFrgHaB4qUbP93gwbVQW1DjRbYVFRSaXYPFFndkUEDvyviYEvbbNkhGTYxdB3H9WdZKKXIl13a6sNs7s7xnfvW0Zuzhk2wHq1QvPacTBqiQXqyJYKDLVpt18PQNNpTBUqOv7OhlGJTj1/ToZT/WjXAcjwSYZNXz28aHFgYoDkeIlO0WdGexnY9HMfl8U29PL8tVT23oecQD5kULT+wqryDlYV+2DSqv+dDpkFTrDY1ee/Cfr+A3x4s4Pc4ZcaedYTneWzuyTGnOY7remzvy9OZLhHUdWIhg0zRJhgLog++B95gTaftQSxkkhjc9enK+BcuowGDvOUQNHVeNaeJ3ekiW3ryKOWgBU0KtktXtoSGRn/eZvHMhmqnrH1NHpfWty8tEmgcgL1nY4yn4HNooHEgenp6WLFiBS0tLcw55gTu+9tWmuNBcimtuohtigfZ2J1nd7pUE2iAv9Cv9DQv2y5/WdXN89sHyJYd4kGTs+Y28pqFLdV+1rGQycJJcZ7c3IdS8OLONOmiQ9ly0ZRC03W0QJQgGtmygwbkyw4QGkyv0miKBYkGXXRNo+x4BA0Ny/U/7DNFmxOmjPyhMFIr140bN5JKpaodlQKBAI2NjdUdjyNZ3zFWL6UdjX3RNI1IJMLUqVOHtdLduXMnmUyGvr6+mhkesVhswl7f0H9fh9L+CsEPVqFQkEBjPzzP4xOf+ARLlizh+OOPH/V+3/rWt/jKV75yGM/slW+8V4UrnZjaBwos3zVAQzRIImxi6hqW5+F4ip2pIv0Fvwg7ETLRNY1owGDKkLoO11PEgibN8WB1wZ0qWCx9YlvNnITRAhvYM9BvSjLM01v6yJUcIkGdkuWRt1yKtoPlKPo9q/pY1/NTtSJBg0mJEMt2punP28xvjTO7KTameQ1Dz2l+a5x5rXGyJZuuTJlQQKdkOdRFgnRlytRHg5wwrZ6GaIA5rQW2dPsZB7bn4bqKukiAE6clawYVapq/K5AvO2RLDrOaY0yrq52ufc1Zs6rnMCkRwnY9IkGDsuNVu1kFDJ1kJIDjumSKDidMjdKaCLGuM0Ms6E8lH6mw/9gpdZQdl55cmTUdac6Y1ciWnjzrOjO4CnJlhw/d1gf4v9/78mXylkvQ0OnPWwSMwcwNFJ4LQVOnJR6qritAQ6Gh2BO0daSLg62PXRKRwboQx6MnW0JpGped2MabTp6Krmv7nTw+njkbsity6EmgMQ5DZ2NUFnPjXQQdaKAxtGXsMcccw7Rp08iXHQKGTtmppLH4gYbt+B0nwua+c87/srqLP63somg75Ep+gd2yXQNs6cnzhmPqa66+x4IGu1JFHM8jpCwMPBxdp+goNnTnaYwFyJVc0BSWG6U3Z9GdLXFCW5zZzVFcTzGvNcaLOwcoWh7ZskPJ9miKBZjeMLZcS03TCIfDRKNRTjjhBFzXJZ1O09/fXy1sjsfjNfUdlfa+LxUv9R2NfRnaSjebzRIOh2lubiaVStHb28vmzZsntJVuJT3rcKROHco6kHw+L6lT+/HhD3+YVatW8fjjj+/zfp/73Of4l3/5l+rfM5kM06dPP9Sn94o19Kpw0XbwPGhLRrjw2FbOntsMMOoiLBww6MmW2dSVA83/u6lrzGqOgoJsySZftknlLZpiQU6anqRoe3iex6buHCXbZVKdfyGsP28xKRnhxKnJmuJufbDD4d4tZocOnWuozmBQtMSDbO0rYOj+YLuAYZIq+GlLmaJTrZ1IhE2a4gFe3DnAQMH2ux61uzRGg8xtjTG/Nb7PeQ17n1MkoGNoGpmSTTHjX1RTSiNo6iye0VCtL5jRGGNafZSOTJFcyWH3QIlE2GBKfW2NiFKKzd15HNcjGjQIDu5KDJ2u/eDaLi46rpXd6SKbenKUXY9JdSF2pUqD80k0IgF/ZkXR8tB1qIsE+OFDm6o7AM3xIFt688xorJ211BgLccqMBtbsztCeKvKH9G4GCjaa5ncX29lXwDR1Arqf+jWlPsz6zhxZ26YxFqxmMCgFhuZnT4SDhr+zVfK/D02xIEXbZUFrgjktMf6wbDeu59E0GJCAH6CEgyaGrrF7oAiMbfL4WOdsyK7I4fHSWoW9hO1d8H2gbSvHEmj05y02duewXMWUZJi2uM7KFSuwbZuzzjqrumiJhUxOnFbHQ+t6iboQVgrH9djeX2R2c4xZ+5jW3Z+3eHJzPz25MiXbJWzqlByXjrTN/z61gzW7ByCn2PbYNtJFm0zJZqBQxlQORcDVdEqOh6JS1KZjmv6wolzZpSmmOG9+ExfMa8DUNUxd43XHtvDizjTdOYuQqdMYCxAJmjy6qZ95LTGa4/4VoGe3D7Cx2++mcfK0Ok6bkSQwJN93R8Zl/T866C9YTK0Pc+r0acybN69a2Nzf38+GDRsolUo19R2JROKwtErdlyNdDD6RxzAMg7q6Ourq6pg5c+aEt9J9qbS2PVi5XE4CjX34yEc+wh//+EceffRRpk2bts/7hkKhA2rHLIYbelU4EtBJ5f3i6GU7B3hwbRcLJ8dpjAVxXEXZ9WoG8v1tXTf9eYszZzfheopMyWL5zgwFx+X0WX7q25qODLarMHVFumizqTtPQzTIs9v66c2WiYcDWIOdjCJBg7ktMXRdH3FOwmgtZk+YmuTEaUnu/kc7bckwnRl/McrgBR3T0AmYGpatMHQI+P1lSeUttvTkKNgudeEAkxJhbM+fE5Et25w0vZ54yOSF7f08v72B02Y2Dlu0Vs7ptmd28PC6boq2S0MkQFsyTCLkp4ulCjYl29/hB+jP+wMM+wvW4G6LR8EKsHugwPTGPbue2ZJDf8Hy51Ipaupdhs6SeONJU7huySx+99xOtvcVcMHPcBico1G0PQxdIxbyL6Q4nqI+GqjuAKzpyLCjv0BrIkwiTI3GWIgFkxPsHijiKUVD1O94tXugRN5yiQJNdQGKtkvB8jh3fhPPbRtAKZhcF6JkuyTC/tyMsuPPyagUlE+uCwEasaCJrmucNL2eu17Yhaf8pgJDu1xFgybzW2Ns7snTPhhsjNT1bO/3Zl/dxDxP8eTmXm57dgf5ssOc5hhTQge+KyL2TQKNMdjfbIzx2lfnqWU709y7vIPe3GAesmvT5A1w+YmtnHbaacOuvF60qJX+nM2T6zL0WxZxu8j0hihvPWUKwX20sEsVbNrTfn5sYyxIpmhTGOz/XXY8dqRKdA3A+sIuQqZfR5Eu2AQNDW8wt7SSD+op6MtbzGqKUB8NsqA1zofOm000oGHbdvWYO/uLRAMGlyxq9gMUz59yuitVZEV7hukNEX79zC768haNsQB2VrGxO8+uVJG3ntKGrmks7yzxl01FQrEU4YDGmo4cy3ZluOq0qcxpjtYUNheLxWp9wa5du/A8r7rgbWxsPCQTs18KDkegMVIx+Fha6Uaj0Wqq2/5a6R6pYX0TrVAoUF9ff8ie/+VKKcVHP/pR7rnnHv7+978ze/a++/uLiTP0qnBTLMjyXWmKlkPA0DB16M2V6NxQImjqzGqKcvL0esIBg5Xtae5f00ldOMApM+qrnwGGrhE0NTxb87sWuYqS7ZKMBnFcj+5Mic09OeIhk5BpkC5aWK5HLBSgtS7M3JYYjTF/MT7anIS9W8xWdlg2dGcpOS5xz9+tmFIfJldyKdouSimCuoYzOPSvYDs0xQPkLRfLHaycVoqy4xIJmgRjOp3pEo9u6CE82PnoZ49s4bkZqRGvcs9pjtMYDTKjKepPKR8ok7cc+goWOv4Q3Be2DzC1PkKqYPPctn4Klks8ZGBqOk3JENmizXPbUkSDJk2Dqc6W62G7LiiNSclwtbahYuh7tGhyHZ+5ZBGgsaYjzdzmmJ9SlinjuIqGqMmK9jS6pnPi1GT1MzURDjCvJc6WnjzruzI0x5uHpaVt6MziKkU8aFIXCeJ6arDNronleqSKDk2xIP15i4WTEiyZ18TudIl3nj6dpzb3s6M/z/zW+IgtiYd2jmpJhJjeGMVyPAaKdk2Xq7ktceoiJtt689WfibE0Bxhtzsam7ix/XdXJn1d20Je3aIgEsBzFvFY/sJbp4xNPAo19GOtsjPEyDGPEQKMvZ3HPst3kLYe5LVFS/Sk6BtK0h+vIRKawsadAumjTEA0ypzmKaejURQJce/YM2rQUOddgwewZLJwUJxba863d1J3j2W0pOtJlWhMhTp9VT2M0gO34g/kAMiVncAIr2J7GQNEBpdFfsKkLKCJ4FAP+lYlYUKMuEiRTdNAGg41w0GBWU4xE2KRou4QDBlD7GjsyZUxDo+z6RXEDRXuwR7bijn/spuR47Ogv0RgLEDA05jZHKdgeL+xIs3hGPa2JIE/tyAMwvzVa/R5t6i3y0PpeZjftGVKYKtj05jxi8SaOmzIF8K8s9/f309fXV03zGVrfcTiulB6u3YbD0Xp2f8cYqZXuwMAA/f39Y2ql+0rZ0SgUCkydOvWQPf/L1Yc//GFuu+027r33XhKJBJ2dnQAkk8kJmV4vRldpSTq5LsS6zhxFy28l2pUtYzveYOqPh4Z/IchxPc6Y3cjkuhArdg1gGn6ufbbk+LsSZQfXUyQjAXalisSCBpPqwpRsj+5suTqcL2Qa1EUMiraO6ylmNEZYOKl2p3lfcxKGtpitqOT4Z0s2jufREA1SFw5gOR6uUjiuX8fhqT0F4pU6AMfx8BT0F2ymBAxKtkfecig7Hm3JMMlIgMZYYNSr3O0DRbb05mmKBdk4WF9QM3ei7NCft3h4fQ/9+TLpoo2pawwU/NkZx02to64twSMbenl2Wz9L5jYRDfmTuYuWRyISYG5LfNjvjL3fI9PUefvp0/j+g0We2tpf/b0OsK3fzzQ4c3b9sM+5usEdmI6BEpmiTTK6p8YxU7TpSJeoCwcoO37KmzfYIczQdYKa32FMRRWO52G5HvXRAKauMakuzLkLmrnt2QIr2tPMaY5RHw1QtFw29eRrOkdVvofN8RDJiAloNV2uNE0jW7JrXu9ozQGUUnRn/CyNTNHG81RNoFDZxduVKlB2/FQzXdPpyZbIlvw6nWjI9IONrqxMH58gEmiMYjyzMcZr7x0NpRTposOLOwf8nYGGEB27d+O6LjOmtrGpt8R3H9xI3WBHqPpogEWTE7zjtKk0RIMEDJ05jSEMw2DhjPqaY63YleY3z+8iV3KJBnVW7c7wp1UdnDS1nngowK6BEjHLxXFVdZchMNg2zlXgOi6BIDQ3JAiXXbb2Fig5UKcUjue3smtNhAd7pvsf4rObogQMjcG3rioZ8TtjrEpnyJZdEiEDTdPYOtirOxkJkIyY6Bps7SuiFCyaHKcrU2bXQImy45EquTSFa6ebt8YD7EwVSRVsEmGT+9f28tz2AXJlh5Cps6A1xptOnEx9IkEikWDmzJm4rksmk6G/v5/29nbWrl1bLdiNRqM4jnPI6jteCalTB9LeNhAI0NLSQktLC1DbSnf9+vWUy+WaVrqHOgCocF33kO5oSNepkf3kJz8BGDbIcOnSpVx77bWH/4SOIpX2rHHPJFXwC6V7cxa2qwiag/OR8C8CWa7LroEipQ29nDAtScDU6MtZPLGpj4Lt4ngeSkG66DdIKdkuTbE9tRe26xE0NRzPIGRqdGes6i74P3YMkC05zGtN0BgLVou7xzMnoVKY/ey2PozBbkch0/Bb2CpFV9G/wNUcC2K5MLMxytbePE3xAF2ZMtmyQ6HsBxf9eQvPA1OHku0xvTFKW9I/jw1dOX73/E7efMpUEqEAU+sj5C2Hou2SylsULT87oPK5GDINptRHqmk8JdtvjuKnc+kEdZ2tvXlOnl7P6bMaWNeZZfdACdPQCBo6c1v8dMuG6PDF9D7fo8EYQ0OhGPxd7qnBi3+1NE1j4eQEPbkym3pyLJiUqNa/LN81UA3ecmWHTNEmEvTfU1cp/71Wnl98PtjOuGi5lB2P37+4m95cmVzJoTdXpidr0RwP0hwPccLUZLVz1N7fw0px/UgF/0Nf70jNAfrzfr3Q9v4CibDJ7c/s4Lmte3aihu7iTa2P0D5QJGQa6JqGG9BpTxfpzJRIRvwOZQBrO8Y2Y0XsmwQaI/A8j3w+zxNPPMGrX/3qMU1KHo+hgcaW3jwPre1hW3+BznSJzoE8bqZMPBYlpRKs2pqmfaCE50FT3B96ZA8Wd8WDBledMd3vU61pw3ZJLMfjgbXdlGyPuS0RtvUV6c2V/fzPfA8tiSCG7l+5qEzejAYNwgGDsmXjeGCaUJdIoGk6uuaRGNwyjYdNdF3HcRW65n+yFSyX6GDnqpEWoce1Jfj98i66shZtyRC6Bumi36kqZOr+FNHBc9CAzkyZ6Y1hFBAwtMFULY29y6m9wccZusZjm/p5cF0PDdEAMxojFCyXf+zM4Hhw3VnTqu0TDcOoSfOpXG3fvHkzqVSKxx57rLrobWxspK6ubkIWvS/nYvC9j3Gw78fQVrpAtZVxKpVi9+7d1Qnb27dvp6GhgUQicUhelxSDHxkv93k4L2eVXYBMycZxPTxDo2i7BE2/04/t+t8bfXDwW9Dw02dX7EpTsv125Y6naI4HCRgmtuORylt0ZMqDn+f+oLai7XcislyP4GAqUtHxZ0ZoqMEZTUUyJYeFk+IUbW/Y1e792dMFq0jHQIlU3qIlEcLxFLmSM9hmXcd2YXIyzIzGCDv6C+Qtl3jIpOx4FGyXbMmmYDmggev6v4cmJUL05S0KlkN3tsjq3Wk2dGVpjIaY2xLnxOlJPKXozpYIBQyKtouh+UXglTa3mua/iY3RAPWxEAFdq6Y19+ctNvf4wUbJ9nj76dOZnAwTC5oUbYdfPbl9xAL4vd+jyiLacT3OmtPoZyRo0BAJoJTigbXdrO/K0jyk0LoiHDBYMCnBnOY4vbkyXZkS/XmLXakiluOvC5SCUmVXAw1PuUQC/mso2R5TGyLEQwbLdqXJDO7aTKmPMKU+Qr7ssKU3RyxkcsWpU1kyt3m/xfX7e72V+27oypIIm4PT3rPkyg4NsRCLZzQQDug1O1Eh06jWdigFpq5XW/B2Zcu4rkLp/r8Nx1MMFGz+tLKDOS0xqdU4SBJoDFFJlarUFZTL5Qmd4l1RCTR2D5S4+emd9OTKtMaDKKtAb6aEoUWIGwF6cwXSg0VdQUPDdhW6ptGTs8iUHG5/fherO7KcOqOeqbpHfaj2H29PrkxXpkxrIkje8tjaV8AcbG+bLTnMaYriuP7QvUQ4QO9gy7/JEcWWgo3tKWKBAI7n0Z0qky+7GIaGoflb4AtaE2zpzQ8OYgowJRnh/IXNLB7cVdn7A601Eapu1XdmyoRMnZChEw+ZhAc/tCzXI1t2sR2PguWyrjPP9IYw81tixEMGLXGT3akyUwYX066n6EqXmT8pRqpg88y2FPGQ3zIRoC5sYmiwsTvHs9sG6M/bDBRtJteFOGlaXbWneOVqe19fH4FAgKlTp1brO1auXInnedU2ro2NjQfcxvWVUgx+KAb2RSIRIpEIU6ZMQSnFzp072blzJ+l0mu3btwMckla60t5WHG2G7gKYup+q4imFjlad82DoYOj+LCRd0yi5Ln25sr/gVBANOLhegJCpEQoYTKkPs7E756fDOh66oeF4nr9DYPj/Ti3XI2To1A/ObOpIFzF16MuVWafgDSdM5pLjJ497YTevNcF7Xz2LcEDn4XXdfvpWyE/HqY8EWNmexgzpNMdDrO/KkS7Zg+lHOrrmt4G1HOV3cATiEZNwwGBtZ5aC5V/N14BgwCBs+t21VranaR/w08q6s2WCho7Cn48RCeg0RINkSja6phEeHD5XmXpdEQ+b9OcterJlwgG/2H7oFfTrlszir6s6WdmeHryQZ3Di1Pph9SLtA0Ve3JkilbfY1lfAcT1Mwz+HuS2xUdOjKrsFp85o4P3nzKEjU2L17jQ/eHAjmqbREAtSGgwWc2WHsqdhan46WmZw5ygeNplcF2Jjd55M0aYuHGDBpD0XheoiAU6aVs/G7hwrd6VZMtjNbKTv4WgF/3vvgMxrTfCaRa3c9MQ2Vu/OkCr4U+Cb40EWTkrQkvB31IbWW5y/sKVa26Fr0BgN0pUtUbZdbFcRHWwN7Cn/Iu3Mpihl25VajQkggcYgz/NwHKeaKlVJmzmUgcZz2/vpzpaZ0xikq6ubRtNjQVuSjb0F+oqu363B9jB1jUTYxPH8/tW269Gbc2mI+h8Cf9/QS5wSb5xf2zbC1HUM3V+Md2TK9OUtIqZOwXLRB7dwpyQjRII6bzxhEs9u7ef5jbvY3u/h6Ca65pAuOWRKrt+5ImgQNPXBCbAamg6nzqhnXkuME6cmmdEUJRoc+crwQMHmNy/sZltfAW1waqmp68xvibGlv0C66DCrMUJf3qI9VcTx/FQuPQXHtcWruZ+vmZPgnhVFNnQX0DVIFW3KtofWo/HjR7axo7/Iwkm1i7po0GBNZ55bn2tH17XqHI/nd6S56rQpw9rrVtroTpkypbrozefz1cBj69at1R2RSo1HOLxXy459eCUEGoe6DkTTNILBIOFwmBNPPNHPB89mSaVS1RqbobtSjY2NhMPDu5CMhexoiKPN0FkYHekShZILKIq2S9n20PF3iSsL1oLlX/DS2TPxuT9vk7fcwavZg4XYyQgDRZu+gk0koKEUhEMGyXCAnlzZH9IWNv0r+q5HSzzE8dOSOK5/7DeeNIUZTQcWlM9rTfCFNxzLaxa18uCabjrSRQzdT2Ga2xKnYDls6fHb6jbHQ/Tlyn7rV9vPDpjdFKXs+Ls6kYBBvuwMTvX204TtwaGDK3YNUBcJ0hAJ0JPzd1BcV2Hjz7HQBmdKZUoODdEgYdMfZhcPB6oD7SqfUwFDJ1ey6UgXOXtu8+ipUAqU/z8j7gSu7cywoStLQNdJRAIEwia2q+jJlsiVHaY3RkZMjxq6W2CaOlPrI9z8lN9psi0ZQinozJSwXX+yesH2qsMQI0GTpnhw8GKdxoymCI7nDWuVC2PvBjVawf/ei/xN3Vn+tq6bWMjkhGlJ1rSnCZg6noKtvfnB2ppgzXFPm9VQU9sxtzVGX75MV9EmHNgzVT1bsqmLBJnXmiBgaPs9Z7F/R32gsa/ZGLquVwOPiVQJNHamSuiexa5dPSQScZqampmqoK/gkC7aoPm9wDXF4Fafn57keP5Vl0hAZ2p9GNPQeXFrjtU9ZV4NbO7J8+zWfnakivQVLDZ0W6QHOzlYjl5tH/eP7QMUbL9P9ymTQ7QUd1BwTMoYhAI6hudQVDr5skckoJEMB2hOBFk0Oca2vhKvntPEpSdMZltfgSc393PXi7tpiAU4fWYDp+5VK3Lnsg7+tqGPkOFf3UH5BWTb+v2e5/5777ffqxvsdd5aF2RRa5yOdJkV7RlaBncpLpgRoG7SJDb3Fnhu+wBN0SBT6/0t7q5sma5smWMmx5neEKEhGiBVcOjLWyTCERa0+B+CnlJs6inw0LpernnVtH0uUIfOj5gxYwae51XrO3bv3s26deuIRCLVBe++uim9UlKnDkeh9tBjaJo2aivdzs5ONmzYcMCtdA/ljkYlSE0kZOtdHHrjGT7m7wLMJmwa/G19N2Xbz7dXCnQdHA80TYHmp1IpBZU+PqbuByJl22N7X4HJdSGmNUSZ1Ryjvb+IbvhpQ4mwn47k4afYRIMGjYNX1HMlh9a6MFOSEVyl2Nabr9aGHChd13j1/BbOnttc8z7kLZv/786V9OTKTK4LETQNwC8cDpo6Co2+fJmFkxLsTBVRStEUD2E5Hvmy46eXKT99FyBs6nRn/Yt3lTkSqYJdXYQbmga6f5FroOCSiAQ4ZnIdy3el6c9b1YLxfNmhYPmzI/ZOFxvafnhqQ4Ro0KRgOazuyNCRKVUL0z1P8fzW/sEOU0Z1xyRkagQHO0J1ZUrMb40ztyVOb84atlswpznOzv4Cm3tyrNqdIWhoBAfrFybXhenP2xRtl5ChcDSN+ojJO8+YwXFTk+iaxuzmGHnL4cd/20R0hCJ+2H83qKHfw30t6ofWWiyYFKcvb2GaOvVRf/Cjn46WoyHa4A+dHTxuPGzW1HY0xkLMn+TXp3ieR9FVRAJ+XU2lZsjxvDGdswz927ejOtBQSuE4Do7j/xDtPRtjtO5QBytVhvVr+3hyfT+d6TKnzqynudlvFagp/8qBn+sJyvO7PNieP0lbKSg7fm/svOXy/I40U+vDFG3Fs7tKzFzdyWMb+8iUHL8lnoJdqSKep9Dwp7EGdD9/tidfJhIwCWDzy8e3UvBMspZff1EfCdBnlXBcf9tb03SmNvj9rzd05dnRX+K3L7Szta/AzlSBku2RjATo67bY0J2jL29x8TF+0e8LOwb4w4ouyo5HbHDHo+Qowpqir+Bw6rQ6zp7dwLJdGfoL/ha1aei4HnRmLQBuemonsZDJQDaP7pZ5TcImZPr9wee2ROnLW2zqKRIw/I5ZawfTs2Y0RsiXXUKGzpymyJ4gUtNoTQTZ0ldgoOgMK7jbF13Xqa+vr7YsdRyn2k1py5YtNd2UKoMDhy5kXyk7GkcymNm7la7rugwMDAxrpTs08Bgt+JMdDfFKsL/hYyMthua1JvjCZceyoC3BT/++mY50EdtR6IAZ8DtDWY6q1sUZml8Tp2vguP4VYMf1m5lMrVeUbZfmRIgrTp3Kip1pXtyZYkNXlly5MjspiK5Tncw9t8VPfyyWnVE7TR2IvRerO/sLtCRCmIO/NwuWhaHrLJycYHKdXwdYtFwuPm4SP/7bJhzPT/Pyh925eAoCpk4koFN2/Na9/tRuf4hdNOCnRek61IUDhEy/fnGgaFEfDRINmjTGgpw8vZ5N3TlSBYtcyaFgucxrjfPh8+fVpAYNXUzPa4mRK7ukChZBQ2deS6xmqGH7QJGebJm2ZJh00e/OVPls1jSNWMikY6DEaTMb+fTFC+nI+B2WcmV/cF5HusRfV3WypSdPd67E5u4cjucRLtkkI0EiQZMpAQPL8bA9j96sRcg0WLU7w9rObPXn7MTpyVG7QcG+u4mNR6VjWmWOhp9hoVebAFTS0bIlh7pIoHrcRCgwrA6kMervTJUdj6agyfFT6pjWECFXdunNlbEcv/vVSOdc+fe0tiPD89tS9GRLNfNmZOjfHkdtoDF0NsZo04cPxY7Gtr4Cf9ps0VPoRKHhGkGWdZZw9QLTGyNs7slTsDwMXadk+52c8pY7mPu553kmJUI0xwN0Z8ts7c2D8kgE4McPbyVgaBzXliBTdv3AwtAJh3WS0QD9Of8foK75V5jqAxbYHjkvQKbsoil/gupAwUZ5gLZnKN+mngKbe/KEAgaa5l8x+cvqLnTgtYuaCQxOIu/Olnl8Ux+LZyQJaR4PrOvFcj0aIiaRoEFd2GSg6M/kqI8GefviKSyekeQHf9/Kll6/Y0Rd2N/K7MyUyZRskhGTV89tpM4I0D1g8dimflwUybCJpxRbeguUbJepyTDg138UbY+d/SUuWNDI5t7imBbGnudRsL1qPuxYmKZJc3Mzzc1+7mm5XK6mWa1evRrHcaivr6exsRHLsg75rsaRDgKOxDEMwxixlW4l1W3VqlU1rXSHTo13XXfCGz4Mlc/npUZDHFIbujL898Ob6cv5C87ZTTGKtlsthn3NolbWdWRHDELmNMfpy1osmlzHSdOSPLO1n0zJIWT4abdZ1/XrEwxA0/A8vxtVZZaSP4pCsXugSPtAiYuOncSSuc0sGdxVWNuR4bmt/TyxqZf+gn/haOjsjH11UZqoK8V5yy8Kf9WcJgqWO6x9quN5bOvNEw4YNCdClG2PbNHvzOUqvxNXPGRg6n6tQne27KeSaaBp/tV6y/Uo21613kXT/Ene7zxjOus7cyzfNUBDNMi8lhhFO0xnpkRTPMSHL5jLgkm1C9LKYjoS0Hl++wCpglVTd9GWDFVTevKWQ9n1WDg5wcr22h0Tf+idP/l88cwGTFOn7Lg8vK6HzT05enNldvYXCBg6x0+tY05TnI5Uib5cmd0DJQKGTjTov0ehgEGx4BfNR4MGU5IRYiGzOuSufaBIfSRAR7pU0w0K9t0pa7zf40rHtMocjUTYpDEapDtbIhjT/XS0st92ee/j6rpWUwdSsl1CAQPD0DljViOaBi9sH6C/YGG7LkXLY25LnKJdu6NRCepf3JliQ2cWx1O0JcMsnFw3rAhdgo2jMNAYz2yMid7RUEpx73Ob6c6Vmd0QYurUqewcKLG6PcPy9gwl21/UN8YCzG+N8ciGPhwPgoaG4ylM3b9iUh82iYYMXKVRsvx/UBEDptcZdJU9urJ+bUVosNtHwXJwPYMzZzVgNSme2drvvw+OzZR4gB47QlS5pEsurgIdD8fz07UMDVD+DoDjueTLLglPEQuZtCRCdGctSrZHb96mLekvzJvjQTb15Nk9UCJq+lNYJ8VDDBRtwgH//Y6H/KsOMxpNZjX5Hxgly0XXNJJhs1o8aAc8OjIus5r8POCspREPaOhRk219RQplh/6c3yEjGjTx8Lerj5kcJxEy6MlZXLCgmYLdQ0emzPT6cDV1qjtrcfLUOuoj/j+DXQNF/rK5yO58geTmzRw7OcH5C5qqheVjFQqFaGtro62tDaUUhUKhGnj09/vv/apVq6r1HRM9M+BQFGofqWMcaDAznla6pVLpkM1QqaROyY6GOFQ2dGb52h/XsrknRzRo0JuzaIiWmNcaZ35rnBd3DPDDhzbSlowwpT5cnQpdWQy9/vjJbO7JMaU+TCIcIBEO8Oy2fv9qPf7QOb9MQPN/B2l+e9Pqv37lLxartyjFrlSBgu0SC5pceMwkLjxmEk9s7uX2IZOYoyGTbMkesasQ7H+HZjwqXbaKtktdZOSr7WXH4/GNvXSmS+iawtANokGDiGmgGxrmYL2j7Xpo6IRNjaLtD68NB/zdmr6836Z9UVsC21E4rr9Q3d5boCdrsbE7hwYkIwFeNaeJd505Y8TXkrf8trB9eYuy7RIP76m76M743SPrwiabe3LMbo4RNv1ukSdPr69OHs+XHQxdpz4WpCEa5Ji2upp0rMl1ocGp3+B6Hhu7c5w0LUlrnd+ufqBg0T5QZEZDlICpY9ku7QNFAobO2XMbq+9jIhyoFl23JcM0RAOjdo668JhJNUFF0XJ5YM34vseV72Vl50TTNOa2xsiWbfrzFkFTR9c0LMdlY3du2M/W3nUgvdkyf17Zwfb+At2ZEo7rEQoYoDQSg6/xV09urwYNlfewL2eRylsEDI3GWJB00WZle5qTp9czvzUuQ/+GOKoCjfHOxpjIHQ3XdXlhxRqWbemiORYkHvd/+GY2RmiJB1nTkeV1x02iJ1dmTUcW2/X7Xs9sCqBrUCi7fivakkNjPDS4UC5TtP00qnhIpyEEnWWNouW32JuSDKOUomg75MoOqYLNnOYYiQCk8hZtyTCtzQ2078pgGjpKKQwdlBqMLirvg6bRFA3QX7ApOx665mIaOmt2Z8lbLihFwdrzPjmuGtLiz18sTmsIU3I8+gsOQVOjZHu4Ck6fWV/t/AQazbEAqYLtt7PVNXIlB0PTqN/rl0M04HeI6MhbOJ5fu5Iru/TmLVriQaIBg2jA8LdqQyavO7aFe5Z1sKGnQECHnOUxKRHi/AVNaJpGd7bMzc+2s6Hbpinm/7N4bHM/u9Ml3nv2dOKhA/unomkasViMWCzG9OnT2b59O319fcRiMTo6Oli/fj3hcLimsPxgr66/EorBYWJ3TfbVSrfyZ2BgoPp98P99HvyxC4UCSimp0RATYu+rv0XL5b8f3sTmnhz10QCxUG0R8EnTkhQsh55smVOm11dTWoYuDh9a203RdpkyeIW4kgrUn7colJ3q2FVNw28mYruDqUH+BSnwf1u0JEI0xgI8vTVFe7qEoWs1C8dz5rfQlgxXg4fubHnUrkJDF8RtyeHB0XivFA+d0zDS1faN3TkyRRtD87sjDhRs4mGDgYINg0Npi7aHM3iVPGBo2IPdtDQFxmDadSJsUrBcgrpOf6lEImxy2zPbyVsuZ8yqx1MamZJNqmBR2kc9SiTgB4z5ssOkuj0taT3Pr6PpL5Tp1DRue2YHJ05LVncS5rfGOW1WsDpIMaBrdGbKnDgtSVtdmJ89uoX+vMX81jjZksNA0aYhFiRoaPTnLbb0FpjbEhscwOiRL7v0ZEtoGliuX7y+eGY9zYk9F8cqgxtDpk57qsi7XzWDlbsywzpHLZycqAkqLMejJ1umLhLwB+UNfo9Xtg+woTvLG05o45i2umE7HCN9LxtjIT8tbcgcDcdVI/5swV6pdZOhNRHma39cQ7bkEA0a/vDJaIAp9RGaY0E6MyXuW9WJeaLGLU9vZ1eqwKymKNv68iQiAUKm3yinUh9y2syGMRW/Hy2OmkDD8zwsyxrXhO+J2tHI5/MsW7YMy9OYPKmVjr4BOrM2llGmKRYgaPgfUK5S7E6X2Jkq0hg18TyPkGFQsF0Klkt9NFBNnzpjVgOrdmfZ6nqETJ1pSZOg4RA0/Lza6sUlIBIwsRzF9r4C5XyWctlCGQFsTFbtzpIu+PmqAcPvUuUp5Rf/4V+tSURMzpjTyN/W9VByPFrrQjRGAxQsj7Jt+fUj+Fd6LMejfaDEjMYos5uiuI7NtIYwm3sKnDg1TkfaYqBo43pw6vQEbznZX/j5x/TIWy6eUuTK/syOOU1RNvUWhryb/gvrSJcp2i7zW2Kkiw47Ux7ZsgNopEsOy9szaPiBzPSGMAFDpykW4JENfTyzfQB7sMjvj6u6uXBhE39Z3cOjG/qwLYv2nMPkssGspihbegus7shy5qyGg/45qAgGg8yePZvZs2dX6ztGSvGp1HeMt37g5dredqRjHKraiaGtdG3bpq6ujmAwSH9/Pzt27AAmppVuoeD/7ErqlDhYe1/hDxm6vxi1HCJBnVjIRNe0miLgNR0ZsiWboKlhe8NTNuMhg/WdWUxD84uePY9lOwcoWi7T6iOUbI/t/XlKtudfoQ/4xc5+R0MdXfd/S8xuiXHM5ATLdqXpz5dZOCnO1Ibo4MLRnz3xhpPaOGZyHdef67dRHS1VZmh9wtDhbUODo/FeKd7XnIbdg21fK21Zo8ESmVKagYJNMhIgU7KxHUXA3FP3oIBY0CBs6nhAznLRdA1D1yjZDivaB3A92NjlkLMcGiIBLEcxrzXOzKYYMxqj+3wd/t9UzdSoouUOdoDyMAZTl5MRk9W7MxiDx668tmjIQLOgI12iKe5f0e/IlGpqGyzXD5wCg+ljldqGhZMSzG6Okcr7XbkKtkbI1GlNhAgFdBZNTlbPqT9vVWtObNcf1vi3dd2864yZXB6csicgHpwJUgkcI4EwT2/pozNTwvU8bDeKofst/NNFm+270qzryHBsWx3zWhM1OxyjfS8Dhk4yGuT0ZJg3nOj/rI011S4SNGiOB5mcbKJoe+we8LMl1nX4F2F1DTZ25Xhmaz+benJEAn4Q6u+qhKs/F0PrQ6KhsRW/Hw1e8YHG0NkYlauwY10wTMSOxu7du1m9ejXTp09n+uy5/OHetazvc4gEPMJZj2TYJB4OkC87PLSum6Lt0Zuz6EgXB4vsbEqOGuz17e8EZEs2XZkyAwWbXNnPN83bOmXdoyUeZHt/AVD05f182MZYkEmJAIaVY1osQHNjK6s7cuQtF9fzKDkehq5oiJjoht/+1nYVylNMSgSJhQPsHihVa0V6smVsxy/+Ng0dhd95ZFV7Fk8pkpEA0+rD/HlVF61xkwvmN5EpOnRmygRNjeZ4kOPrQrxj8RQChn/V+LFNfpcs21MEdY1ASMfyPDJlh2kNEboyFpnSACFcHMvBNm0SIYNj2+K4yr/atqmngOP5xXv+wClFb94arFPxZ2p0ZMuYusb81hi65k97fWidn1ZVHrw8Z2geaStPZ6ZMUyxIZ6Z8UD8Dexv68zdSfUflCvvatWuxbZtkMlkNPMYytE52NMZ/nEgkQltbG9OmTdtvK91KuttY3uNcLodhGONqfyzE3ka6wt+V8fP4wwG9WkcXGqyTqyx6UnnLH7AaMgkae/4tVRaIffky6YLlFwynS0QDes2E64Dhd+0xdY2S5VIou36bVbzBboEadZEAJ0+rZ0tvgVzJIRkJUB8NDi4cPdIFi+39BdZ11i4cF02uG/G17l3sC3uumvuvxWBjV3bcV4pHm9NQactaFzar9RBlx7+4l7fcwRkbLnVhk5mNMbb35wkMZgBEQwFmN8foyZaruxQle7BlbsgEDSbVhdA1vbrLdPL0ehpjwZor3pVJ1ZWFea7s+C14Nf97FQsZ9ObKFAcXrQFDJxoyCZoG85ORmuLmLb35EWdQrOvM1NQ2BA0d09CxXUXI1KpdsHpyZbb3FdA1jZZEiJOm1RMO6HRlSuzsL7J7oMD0xhj9eWswKPXbAGsoLBvWdWS56cltvPfVs1g0uQ7PU/zk75trAsdM0W+N3FYXJld22NyTRylYvitN0XKojwaq9aUj7WKN9r08cdrIOxj7qwOp1LlEgkHWdeb81xQOEDA0siWHnSl/XkpzPEgkYBALGQwULDJFv14lGQlWvy+5skPZccmVbUq2R6Zo43nqqE6fekUHGuNNldqbYRgHHGi4rsvatWvp6uripJNOorW1lb+s6iRTdqgLaViewnUVu1IlgqafLzmzMUokaDApEeQfO9LsGihiDG7HtiRCuJ5HwfKvXK3cncH1FA3RAK5StKdtUrpLc4NLczzI1PowroKy7VIolckWSrx2bh1zZ7Rx67O7CBg681oiNMWDOK7HizszFG0HbfADd0ZjhPRAhozt4SqbjnQZTymaYyZFR9Gbs8iWXZpiJhoGsVCApliIgu3SMVDiL6u7WdOZJR40WDApzlWnTWFHf5H+gk1jNMBxUxLVlKl82eGJzf1MSoRoiQfZ2lekaLlYnkfB8mhNhCjaLp3pMmXHIWbAkgVxOjIlv5DP8beTpyRDdGXL2K4iEvDzNFe0Z/jlkzv45yUzWd2RpX2gxNzmaHW+SLpk0z5QxlNedTK5AgK6RtH26MqW/fSwCbK/QvChKT5KKYrFYrW+o3KlfWia1UgLXtnRGB/XdWuOM1Ir3UwmQyqVoquriw0bNhAMBqvfg3210q0Ugh+OgEm8Mo12hT9o+jUEnlJ+0XbJIRjb8zsuYPjD9izHI540/S6EULNADA62BZ3dFGN5e5r2lE1bfQgFWI5LruTQFPN/tvNlm3zZ33G2XA9d04iFTc6c3UTQNEjly2j4bWETYZP+fLm6O1JZOJqGtt/0p72LfYdeNXdcD133d9rXdmbGnZIy0pyGbNnmP/68jvVduWo9RCI8OO284BdST0qEOXVmvX/BLFsiV3KY2RSttkGd1RQlXbBYuTtN2fYHxk5pCPPcNr9Dk67t2WWqtF6ttF1d25Hh3hfbWdmeJm87xAImMxqjBE2dhZMSdKbL7Ej5g3GVUpiGn5JcsFwKlh+QtCXDDBRsrj17FpqmjbigjgSMwTVHgYZokHjIoCEapCdbIhgLYg9+T3cPFClYDqYO9TH/exkyDSZNDdGZKbOqPcOUwSCpaDlEAjq9uTIDRZuQqZPKl3k+bxEO6HzhDceOGDgO3U2Ja6Y/CNJ2KVoOjbEgChgoWARMnfnJkesdxjNzY3+1PrGgScjQWd+ZqZ6Dpvlt93MlB02paqdPU9fQNZ1Jdf7g4+5smbrBWhHb9eeMrO3I0JUpkwib3P7MDp7bmjqqu1C9YgONyi7GeFKl9nagqVO5XI5ly5ZhmiZnn302kUiEkuXyfys76c6UBlOSFHURk3mtMTZ254mH/I5MAFPqI7ieIjWYJxo2/XqEsKkzrzWG5bjMbo4xqylK2NTZnS6xpTtDT8ahPhJgoGCzrjPrd61SioAGzYkQj+6y+cPGzViuPwRw90CRafVhzp3fxGkz6+nOljA0jb6CTdDQCeiQDJmUbL+1rqn7bW5n1AexHI+c5RIyTBzP44QpdWgaPL21n2QkUP3Qml7vTwKf1Rjh9ce1jvh+7UiV6EyXaUn4bQCb40HyZQfbVby4M0PZUZw5M0lnxqJzIEtnusyK3RmyJYd00aEtGcLxFJ7np3y1xIO0JIJ4nqK/YLO8PcuK9gz9eb+40Rj8IOrLW/TmbL9nvEN1EJWrQLP9OpSAYdRcCTxY4wkCNE0jGo0SjUaZNm0anueRy+Xo7++vLngrsyMqi95gMHjIdxv8NsuvrB2NfQU0Q9sZz549e1ytdHO5nBSCi4My0kIN9lyR1jUo2v4CaO8ZDbbr0RwPVWcbKKWqC0R/xpBNa12YBZMTGIbGIxt6SBccNPyBrn53KP/nd0NXhp39RZpiQfoGW62eMr2eKQ0R2lNFUkWb5rg/iRpgc3e+ujviKTWY5uUyKeEvWO9b1cX/z96fB0l2X/ed6Od399yzsvbqfcO+EATABZC4U6LJUVj08/iZst9Y0rOfxqPRUPNm4nnsGIefnx1je2JibMtyDGXJFr3JskemNVosiuAu7iCA7kZv6K269qqsqtzvvvzeH7+bWVW9AQ2gQQDkiUCQXd2VeTPz5r3nnO9mPqrh56LxYZO4W+wbp3Jna54Lot1QuSL+4ak1jk6U7rh5u976dmHbvakewjZ1pqsaG72Q1ICfffoIhqZxfq3HH764RhinmHn6+VrH58WVLj1fbbFbbsiWG5Kk2Qhpup5aI4Syqv/tZxdZbvuK8qw+JF7a6CERTFdsjk+VWe14I82LrgmVYJ1JLm0MKNsG1YLJRi/Ai9ObIkWXm30+f2adpbbHthsxVjAZK9lMVmwGocqZStKMsZJF14vwY2UMI72I7823Rm5XBxsFrjRdnl1oszWIVB/RDQjiDMfUGS+rLItBEPPlC00+dN8UExV7z+C4+9yNU4VadJKIKMmoFVWDHyUpuqbCgW8W9nc9QnHPVOWmiMEr1frsqxeYrDh8d77FVGXnHIiSTC1ghaBs68RpRtFSJgaNksVU1Wa9G7DRC6gXTZU3Einr40bJ4p0Hx3BM/WV1J2/3etsNGtdnY7zaIWP4u3eKaKysrHDu3DkOHjzIiRMnRo3SN65sc3F9gKELbF0F/wzClEZRXVwy9m66NU3DNjQenqsyVrRGQXaDMOH7ix2OTZWo5huqw+NFLJmw0fU5nWsT0gzSVGLpUC3ZTNcLvLjSz3UfyqovTFRo4KVNj7KtI1EuC36cEaWSXgT7qwaxo1F2TPp+TCfPuRgvWyRBTCIlYyWLkq2z3PYJ4oxGycSPYKPdZyzrAhbfvSz50IkxbGtH6Bynyvr2/zq1xqmVHlmmUlyLlkbBUlugfpjQKOqcXO7T9mP6fkwvkLQjj5mqxdUtjytbLiBIswzL0EaZGEGSUTAVj/Zi0+XAWAEplR5EEwqxEII8ZAklhM8gQwnfIGOmUrxBiP6DKk3TRpv2w4cP72l4FxYWOHv2LOVymTRN6Xa7OI5zVxCBISrzRgwabxSicSev5ZVY6ZbLZX7/938fXdfvmqPVzerv//2/z1//63+dT3/60/yjf/SP3rDn/VHdvbp+wz+simMwVrRo9gJ0ASemK7QGES0vYhDEeFHG8akK/4/3HuKrL21yqTmgbOtsuyqkru3Fe7IspioOUxW1tHlwrkajZI3sXwEemK1SL1h86t0HMTTBycUOV7dcrm25JKlkomRx73SFRsmm58e0PDX0BHFKsx/iRSlnV7tcNQ004FKzz+nlDroubrDbPTZZ5sWVDl0/vmHDHCUZh8aLhEn2mlx9hs3q1c0BcaKs5G9eSiuhCzWgHGgUOTpZGm3JLzcHXNkcMAhTkiwliDLcSDXvuiYI44wDeVr2bmpNy41puxHNvvo8KrYS92+6qtFPMsl2P+Rys5+rJVH0ZamGpaKl0fNjrmy63DtdvmVGxe5m+76ZCi9t9HGDhJW2x9ZA6UQHofIM04WiCiFUsG6tYCnhe24w0PM1yrZB0dTpBzFxkhFncmSWsj2IlLUvKlvld55b5r//6D035GsMz93NfkDJ1gGVIm/qOyjCVNUZoXC7w/5eqRvZnWp9njg8xufPrNEPlAGAqasheBg0OVGyCJKMfWMFFrYlLTeiaCuksGgZbPZC+jnicaBe5MG5KuNlh5Ybvazu5O1eb6tBY5iNMUQhXmsjdCeIRpqmnDt3jmazyTve8Y6RrSaoqfj7C20cSydKUjRN4AiJYekstpX3dJrJkU82ABIsQ8PQBeO5vWqaZaw0A+oFEy/cERilmeTilkeQQNWCyZLB/GaEqUOjbGMaOgst5X5jGToICBOJbeqEScy1LY9qbvF6ZLzIoUaB1W7AfLOLG6VUiyb9MGGmlgcbxUr0VTAN3nu0wVpXWcINL9Myy+j2XQoG1Gt1gq7PdrvNH3z5G1iFCvunxjg6N8GvfXeT3z/TpBckIzTBTxK6AViGUNa6CC6sDwhTqDk6XQ8sDaSArp9gmxqDMFUTAsrXPZWSIFR0qqMTRXQhSNKMNA9gem6px31TRTTIs0p2UA5NlyQ5hcoxdRolk0ON189+9vWkNV3f8EZRNMrumJ+f56WXXrpB3/F6DAfD78Sb2d72Tp/ntQw0N7PS3d7eZmFhga997Wu0221+/Md/nA996EN86EMf4umnn74ruR3PPvssv/Zrv8Yjjzzyuj/2j+oHV9fbeQ5LCMHxqTItN6QfpBRMnXccrLPZD1nr+iqj4QPHuWdGiXv/+MwGzy+26flK5Hx9loVE7mg1LG2PDayUkvVeyKMH6rzvhDrPDzaKXN1yATg0XuQPT69xdrWnhoE0I8kyklSw0fPxooxKwWCyrDboS22fJJMcHi9yYrp2w5b5Jx+a5mKzz8Jyl3rR3EPlKlg6x6fKmLr2ql19hs3q5WafpY7HthsigEwq8fROBoUKtRvSgoc1pO0stT3+4TMXOb+qsjM0lK5l+J5FiULVDV09biaVbfxKx6dWMOn4MZoQFE2dtV5Ay41IU3UzlECWpfix+oPQ1GduGwLbNIhytGRx2yVKUt55aIzZ6l4t2M2a7aJt8NxCm9W2j98LWOkI5moF3nFkjHccqPMvv3WNKJF70R1DkJr6KDW9aKnrciphrGgSxBlJpvJGdKFs9TMSvn+txcK2e4NL1PDc7Qcx6z3FZogSiRsmREm2ZwCGnbC/rX7IH51Zf1mEIssk319o8fxim0bpxmvtzVCS+2er3DNToe0q5M0NE7JM2eWPly0MXcPIYLJsM1a0uNwc0OwHZFLpYE1dI+p4OKYyGbiy6dELUua33FekO3k719ti0JBS7hkyXguKsbteKaIxpEqZpsnTTz99g/Cz60dcarokaUbbjdnKMmwdxrSUQZjw/hPj6qK56VGwNJIUkJJ3HxljECYsbHvEqeTixoBMSsZKJhc2XKIUTkyVWOkELHUiskxBljIOsUyDBLW1twydKO+ehVAe3l6UjkTT3SCmUTKZqTnUczRACIGtgRdlzNZ1WkLgxymNkkmcSmaqNgcbRf6rdx/g335vmfltn0bRRJMpK1sehqFz3/5xiiWLxBXUKlWeC1K62wHawiZBuMLJLYjlDmVp9HmiBiFLA02Dq9s+h8cLxLmHuRRq8xLESvw+Vbbw45RMCjb7If385nCoUWKybLHYDji3NuBbV9s0+yEtL2ap5XN4vEjNMYhSiS6gH8REqXqPnDzp9d7pMkcnbn4T86KUs2t9tgbRKLtjqvLGba+vL8uymJ6e5uzZszz++ONIKUf6jqWlJYBRcODY2BjFYvFVfU/eSETjjRg07hTReLmybZu5uTn+1b/6V/zWb/0Wv/7rv87P//zP8+Uvf5nPfvaznDlz5nUfNAaDAX/hL/wFfv3Xf52/+3f/7h397q3e5yzLWF5e5uDBg6/XYf6oXkXdzpp1rGgqJKIKSZqxsO1iGzpPHZvYI4odNsbfX2jxa1+7wnjJZianYrXccJS90PMj/CjlO/MtHjtQZ7ZewAsTrm65lGyDR/bXuLzZ55mzzRs2yvfPVlnrBjlyolCLZi/AizJKts5U2UETgkGg8pJ0AW0vRhM3bpn/6/cf4xMPz3I+1yJ2cmfE3cNRkmWvytVnuOFf3PbwoiQXf2ekUhmjSKms5aVUm/fpmkPRvBEtGGpFXlrvEed0ZMfQGeS0XyUYT3MNTYYXJsqevmTz5CEVDvftq9uUbYP1XkA3iEkzicjtdFOp/tOEGjJKloGhCTKUrW6WSnpBQtePSTJJvWjxa1+/umdTvtz2OL3SyREIRaV7cbnD4rZHGKvE8zSVDMKE00tdhUhk7HG7gh3HqzBRA+2JqQr9IOXK1oCtQYapa/m5mRvwZJKxnEL9lQubfOpdB2/iEiUYy00DJsoWy22fjhfn2pcyjVwblGUZVzYHHJ4o8bWXmmwPIu6ZvjVCkWXwzLkNnl9scXa1R61gstwO8sfcycTajZIMv2ePHRjjxZUuD1dt4kzZGL+03qfZC4hTyXSOsggheOJQndMrXcaKihoIUg2lZZs0g2Y/4OrmANvQRkval9OdvF3rLT9ovFbB9+3qlYjBl5eXOX/+PIcOHeL48eM3vWFf2fJGm4CZmsN238eLM3Q/4VCjwP/tsX1MVCyeW+hwcWOAF6WYhhLymbrG9iDkWsvHNjXun6lQLRicWu5xdWug7Pm6PlGSYWqSKAFfGGj5hSgF4kwyXjRZbKdohgoErDgGa10fibqY9oOEaiEdbdwrtoGlQ5QqWPSe6TLzm4rLWs99rz/52ByWoTIyLqz3WNzsMHBDfKljozO/7bHeCzA0wbYrOTDmMF0rsD2I+eqlbRKZoKGoSgJJxt7PTQKGphEkKSsdFfiTZGAINYDoqM1IKkHXNJ48UOWFpR5lx6BsG6QSmoMITcBy18ePVHZH1THoBQmDIOFnnpzj1765SM9PsQwdU0+pmILZeoGibfKnH5kZoR27a9uN+HffX1VuGfmxjl8y+TPvmOWhuVtvKO62UHs4BAghcByHffv2sW/fPgVH5/qOzc1NLl++jGmae/Qdr5Ti83ZCNIZLirtF0fI8j/HxcX7+53+en//5n79rn/8v/uIv8olPfIKPfOQjr3jQ6PV6/OW//Jf5/d//farVKr/wC7/A3/pbf2v0Xmxubo40KT+qH1zdzpp1rRtwcLzIX3rqEAXTuK0oVtMETxxq8OzBNmdWu8zAHsF2ydYpmAb1okWcZLyw2GGx5eFFGQKJlPDZb11T2QeOyYnp8g0b5WEC+eVmnziT9EPlQjVVUcccxkrAjBCUCzqDIGa142ObSgs3U91JvL5/tsqDc1VMXcM0tD1J3rCz5b4ZXehWNdzwL257I5eoimMSJpkaEPL/LdkGSSbpBzHNfnjTdGiAq1suLTcCAbahoWmCgmWQhglJJtF1jTjJyCSMlSxOTFd43z2TbPZCvnllS1GBvRiJYiYI8sFCdewkmVrEmbkd7Uy1gJtnRnlRQpaLlI9NlqjYBt+7ts1Kx+fnf+wwAP/m24ucWe7iWBqZhK4X56nZ+X0Cde/q+zGmJji31sMQglrRHOl9DE2w2Q/wopSSpVO0DaQQ3DtTYSm3gWU4YEjF4DB1jUpBLSVXOz4FS7+pS9R7j43zkQemKJgG59d7/OGpNcL894falzMrPeJU4kUJ692QqYrNZMUaDSKwg1A8v9jmpfU+UZoxXrKpFUz0/Ph3O37d7PzZ/T3b6Iej79lszWG57QNqwZpKiR8mrHUD9teL2IbGWi/gxFSFbVcNi7ahIy2dZi9AaOrx4zS7re7k7Vxv6UEjyzLW19eJooiZmZnX/QauaRpRFN3075Ik4dy5c2xtbd1AldpdUkpeWFRTby93ZZirmmpzJOG+mSrHJktomuCD904yCBO+cK7Jpc0BfqS2JJahkWYZP3Z8fLQBeOroGGfW+sxUHII4IgokWQYFQ/EIFedUEKWSJEmpV4v0wgQ/ypjfdPFyqLPqGDx+oM659T7n1vqMFQxm6yqFu2oJNqOMfpAwWbGYrjnM1Bz+9KOzfPDeSZY7Pp/5+ryiTvkuQRAhLJsJ28TWRW6bC0LoHBpzRtqJ3TfAYTagurDueeeQUonCAIJYEiYZJUtDJimxBEMTuf1cyv66Q8kymKs7fOieCbJcsFwrmvzBixt4YYoQiiLlhim6gMW2x79/bpWpsk2SBuoiLyXTZYN62ebJgyqD42b1lYvbXGq6HJ0ojKwOF9sBf3CmydGJIkXr1o3rGzVoXP+clUqFSqXCoUOHRjqO3YLmUqk0Gjrq9TqGcfPLw62e4/WuN2rQkFLetUFjMBjsydC4G+/Zb//2b/P888/z7LPP3tHv/c2/+Tc5deoU//pf/2s6nQ5/9+/+XZ5//nk+97nPYVnqZvxyLmk/qjembmXneatAslvVsJla6ficWu7Q7IW4YcxYycYNE4q2wTsO1KkXDL59dZtekDBbczg6UaZo6buyD5Txhq6JPRvll9b7o5yML5xb5zNfu7JDXc0UKh4mGUVbp2wZbLsRzy200TUlPq8VlMORGyXcM1Xh+FSFM6tdTtTKe747UkrWugEP76uxr/7Kqa0rHZ/LzT5elBDEOza+4yWbON1x75LSZ19d6UBulg69uzIUHWp4WzN1Qdk28CPV0GdSNZkPzNb4sRMTfPlCk5YbMVcrcN7sjzQBqQRd7OR0jB5TAqihg7xBXWp5ZFInzVLSDFY6ARv9EF0I1joBQZzgmAYrHQ/HUu/1SsfLUZOdYx9+u/1EuVg5ptKQPLSvRj9IaHkRQZwoCnXBoOaYIASWrjHeKDJXc7iyOSBNVWivoWsUTZ2ybeCGKeMlC01I3CjhvpnqiG42n1Pujk6U2D9WHAn0DzdK/M5zS1zZHIwcnSxD47GDNSxDZ7Mf0fGUa5oaGuzR+RAnKt18smzx3qMqiHe5bdPsByPjg6HjF3DT8+dW37OPPjANEjp+zLUtd/Tde3h/jf/0/AqzNYeybdAoWjT7AVZJ5atoQhAnGWGsrJJvpTt5u9dbctAYZmMkSUKr1cL3fWZnZ1/357mVRqPf73Py5Eksy+Kpp566rUd+kkk2+gHHJ0tsuSHr3RA3yJCZojA9cag+arzPrvb46sWt3M1B4+CYRZBImvk24csvbVErmDSKJsenSlRtg7XtDok34Nh4kUtbih+YZBIvkmhIJio2czWHI+NF3n14jC+eb7LUUehK2dKpOgZLbZ+CqbEYxPzxuU3GSsrqLYol79xX4sBECTdKeNfhMZ462iDJJP/2u0v88fkmbhAza/nMlkx8Smy2glw8pWEZCq7diCLundqZ2HVNUDA1BqG6mErURXZvCbKcVqWj6ExJHI8uwmkmSZGstAMKlkbR0ke5F+8/0aCW3xyW2j6DICFMcvg6ztDUsggvylhsB3zs/glqBYOtfsR236Pppnz4wSo//ej0TRtDL0o5t9ZnvGSOckCEEOyr2VxrBcxveTx4C1Tjbjdur3QI0HWdRqNBo9Hg2LFjxHE8yu+4dOkSQRBQrVZHg0e1Wh01/UNr27fDoPF66bluVa7r3lXXqaWlJT796U/zzDPP3HFWx+/+7u/yL//lv+QDH/gAAD/90z/NJz7xCX7qp36K3/u93wPu/jD5w1638/e//u+OTpT5q6/AzvOVlGNorHZ8lts+mhB4ccb+sQIP76szVjTp+TFemNLxIt57pEG1YI6yD2aqNm6Yjpq24bVguKFdyyk2G13lYuhGKf0wwdAEpdxdsWwbtL1Y8fFNnZKjEs3XuyGaUFlN981Ub4vkNEoqiO7lXv/u93G9GyixfKhcrIbnt7KVt1nYVk1fnKrF1nRNuW6NFc2bUl2OTJSoORaroU+aQR5jgqkLDMdQaeOmCrt77GCNcyvdkV4CYKpqq6DZ/LqdSdBywxJQKEmcTwZZTh0Ok4wwVcGJSarup0VLz1PhM1qDkC9f2OSe6TLvPtIgSiQrbU+FCu66/QxnGIF6+k4QM2NaJFnGatfn/ScmcaOUZj/gzGqPyZJFx4+ZqtojZOmBuSprHY8wVVb7lqHRCxJWuuq8AsWKUJ8nXN0a3FLIDYrytNkPSTLJ1iBECHjy0BgTFYeeH+Pk5i7D7I2xokXbi7jSdFnueGz2Q8gkzy0ow5xjUyX6YUzbi7EMZcO71vWVEc8tzp9b2eYCN/zsYrO/x6hhumbTHCgXqqKlo2kK4Wl5MfWieVPdyZ0gcm/Vesu9wuupUoZh3DVo/3qNhpSS5eVlLly4wOHDhzl27NjLNiiGJpgo2VzdcnlwtsqhRsJWp4/rDnAqJfaP7UzTZ1d7uFFKkKRUbANN0yiYUomvk4w4jfAilVNxbdtjzMqYthPq9THumSoS+R6BZRLEKaYmaJRMyrYSgq91A0BxYtVprhp2N2+aawUTQ8sdMbrKts/RQSD42fceoF5UYqjvzLf43POrdPyYZtcjimIix8CsVFnqdJBS4kYqIRyRqIk+zfj2fJuZmoOla8zVbEq2QcdXAUy3MvvIAMdQ9ClLFxyu66x3IyYKGRkwPwA3yvBjwTevtpgoWfz3Hzo8GjIApis2tYLFS02XNFPcW00oEfjQXvDb1zqULXUDPFo3SNB57GBt5KRxw3FJtaUaiv52zheRw8e3HibeSOrUnZRpmkxNTTE1pSyIfd+n3W7TarVYXl4my7KRvsNxnDekAX0jBo3dlMu7UXd70HjuuedoNpu8853vHP0sTVO+/vWv86u/+quEYXhLtGZzc5NDhw6N/jwxMcEXv/hFfvInf5KPf/zj/MZv/MZdO+4f1e39/YFX5Kzzap5z6ED04GyVMElxTIMwTkcBsZebA5q9gI1+gJSSk8tdHtlfV41tllExrFzbEeWUW3W93Z0L8dWXmiy3fRpFi34QUbZNBpHi99cLBsudgCjJqBdNynnTaulgaIoGe3qpy9PHJl4zknP9e5wkGVc3B4Rxhm1oSLmzMNE1kbs56VQck4f21zjU2NGx3YzqcmCsyI8fH+dzL6zklCtlPxsnaosf5IutxZbP3/mDcyQZPDCrjlkIwQOzVVa7AWGcQDpcuqmAXkNXCzQvUos1O3dk2sozJzSUnqNaMEebc8vQqBVNmv1I5T/kouvVrk8U37g0Hdq9Z5nMdQWKwdHshXzh3AYP7asyXrIxBKz3wtFANqwDY0X2j5VYanskmaTVC9US0zEZL5m4QUKSZvzRi+tESTZCc64Xcp9f7wHqdc7WHCqOqSx/U8n3F9qcmK4wUbIYK5ps9kNKtk7LjVhqe1xuDvDChDiRFEw9f/0B/TDmHQfqPLq/zrm1Hq2BysTaHkQ8cbhx2/Pnegvk0eu97mdDo4bVjsd6N6TlKZteL0pxQ/WdSjKpQor31fYgMK8GkXur1ltq0LhZNsbdHDR2IxpJknD27Fm2t7d57LHHRknOL1dCCN5zdIwrWy7rvYDxkkXR0lhrSR44UuSeqR1aRZio7AmZJ12DcnhKUoWAJEDBBCEk24OIyIZf+MD9fOVSm9VexFYoSTOVFg6MLFz31x02+hHbg5AokWgaZJnyXndDlfZtGoIwUSmouqZ+N0lTvj7f5b/5d6f48H1TPHagzjPnmgDUtBCZRExWC8ToXNoY5EODzF0pDAxdbbPiVHJ5K+DKlqInmTpMlCwqjo4fK1F3lKqLayZBQ1nNpnK06MEydSbrVRzTR8Q+AxxKoU8QK6RCk4KOF3JxtcMH75kYNY6WofGnHprke9faBIly9VJ2tnInoE+CYyn3qm6cMVG6fXZGydI5Ml7gheUe9cIOZ3izr/QrB8Zuf+F4Mw4a11ehUKBQKDA3NzfSdwyTsjudDlmWcfbs2RHicTeSr19vkfatnkMIcVcHjaEr2N2oD3/4w7z44ot7fvZzP/dz3Hffffy1v/bXbksJO3jwIOfPn+fIkSOjn1UqFb7whS/wEz/xE3zyk5+8a8f9w1638/e/vum6lbPOndb1DkT9IKFomTimRr1gst4L+O78NmVLxzRUPoemaXS8mJNLHY5PljA0lZItpbLdbXnRaLvtRymWrvHM2XVOrXTRAC9O6YcpbpQxUTbzUDYV0qrlphuZhCRVjlJF2+DEVJkrmzsN/SsNZnu59ziIdc6vddgaRARxhhcp/ch4WSElSU4HqzgK6W/kmQ7DckyNthdyZrULMDqGv/DeQ1zddjm51KEfJKM8p2Fbr2sCy1DvjxtnPHtNZVC868i4ssqdKLGw7UKUjrQTdh7GqPQOAk0IagWTomUSpSq4z8/vmW6YjHoHx8gRdpS5Sc9XeQ/HJkqstj1Fv9pVes7NGq7G0pxp8ej+KtdaPi8sdmiULXqBopoJYXJ+vc9GL+ToZEkJ4C2duVqBIEkp2wbjJRM9X1qWHcW+WGi5fOarl2mUbO6dqewRcpcsnT8+uwECfvKBaTRNIQ9xHurXckM2ByGTZZuCqfJIBkFKkmVcbg7o+TGGrlzSolRD0zQaJTWInFnp4pi6GkQylWY/XXX4yANTr4vb0756gXrR5JlzG1i6igeoOA5xoo4bAZOOwVTFGelO7hSRezvUW2LQuF02xmtJ7365GiIavV6PkydP4jgOTz/99B374t83XeGRfRW+d63DRj+koKUcqcKff/IAtrnTCBybKvO9hTYFU8cNlR2aF8XE6c6FoBekyNzTWwqDRtnhAycm+MzXr9L0wcmUoLtWUNB0tWCga0qQlozEZgIp5J6LTttT761tgK1r9MOMLAOE5Nq2z5nVHi8sd3GDmCndB5kw06jSDVJKtmCrnyAAP1ECdkMXgNJDpLsStwHCVIm0pys29+4vszWI2B5ETFftUYieqashKZPq4hfEGd+Z7xAnKUVdkgi1qTUt0DKJBsRxyh+fWee4WGdmYmxEDfrgiXG+cGyMr19qjeyFk11EVSlVgJDuCK4NMsZLkiPjtx4WhBB84J4JVrohF5seJUtlkhi64OMPTo20KDerNyuicbvare84ePAgnU6H06dPUygUWFlZ4cKFCxQKhT1J2bfSd9xJvVHUqbuZ1eG67h7U4PWuSqXCQw89tOdnpVKJ8fHxG35+ff3ET/wEv/mbv8nHP/7xPT8vl8v88R//MR/96Edf9+P9Ud3e3/9mTdfw727m/X8ndX3wX8XZ4ZQ3SiqE1Q0TpisWbpgRJZKSrTFZVpSZ9V6ArWu5PgCSLOPMcpdmL+TYZIntXDz87NVtJIKxkkWlYFK0dNa6AQutIBc4q/uZqQnWuwFtL6JWMJmtFTg2WaJaMLm25e7hrt9qw/xK3+O2F/PstRbbgxBTEwTAIMoIk5CunzBRtnKxrrrvN/J082G13Ihzq12a/ZB//+wSzxQ39iBMf/O/eIB/+qXLfOnCBn5u9S4ASxdkUuKGKSXbwErVfXix5WFognceavDI/jppJmn2ghHFTKAGCEPTaOTBer0gpu1FWLrSJgaJup8nmcQx1fOokEB1j2l5ES8sdXhkf52DjSIl28j1J7kBy9DdahepQAhF57pvtsa9M1W+c7VFN4g5NF6i50ekmdKNLLVdLm70lVW/qTFesmh5Kg18qM2sOAYSuLA+oB9EtN2Yo5Mlpqr2HiH3IEwVC0Cq/18taHhRQs+PkVIFJ6qAWMEgVEGHtqnheQnNXkjZMZiuOhydKHFl02UzP58NXTC/5VIrmNSLJnFqUC+ZtL3olnqbV1W737xhCTANnQKCE9MVZqo2Kx0fXQgc8861VW/1etMPGtdnY1zPDb/bg4bv+3z3u9/lyJEjHDt27I4buMWWx28/u8JKx1ePKQQzFZvHSy7T1b0Dy2P7a5xa6vIdv0XbU2F6bpiM9As7nErltNQLEv7pV6/y/3z6MNMVCxmCcAwSKak4Qwtb5bUdpipIJswkMpO3pCvFiWQgs1FKqUAhHxLIkoTFZpexGZtjBw5Q9RO+O9/m6pZPuMtjXCLzIUHuHLsAU1O2tKlUMO22G1GwdOZqNi03oheoC2vFMSiagpVuhJRQNAVxpmB7gCiDfpyqDYKtYxkaSZqRCI1IN5k7dpRS5o7Ssx3H4QPTZTY7Dp0wpTmIkQg0od7NXpCw1lWiM8cQ7K+aOObtm89DjQI//979PLfYZaEVUC8YPLq/ygMzL0+TeasNGjcrwzA4evQoR48e3RNYd+XKFXzfp1KpjAaPWq32qgaGN4o6dTefw3XdPWLwN1P97b/9t1ldXb3p31UqFZ555hmef/75N/io3v51q6RvuHnTtbtKls43Lm0yWbF515EGB3Ih7Sup64P/hBAjDvtGLyCIEpLcRj1KFeIbpxkXkz7jFZv1XoDMB4w4Vcuskq3nWg+PR/fXiRNF890/VkAfosq6QojDWDXgukaOnGtq268rJ56juW1tP4hfFXd9txaj58dcbvaZrSmk9fRyh41egK4JTEPHSlLCFOIM4ijFbflUbB2haWSZ5OjEDmWq5Ua8sNhmcxCyf6zAg7NV/DjdgzAdnShzbLrMtheSZpLnFzo4pkqSTjLlS5ikKsdKxunIsvfK5oAnDqn8iu9da1F1DDRdox/EuaNjkfccbrDY9ljtBDw0V8MyBM9ea+NvuwhBPsgkZOSMAKG0IkM71ZNLHR7dX2O2XmCw0UfmonNQNK3hyk1D0d8emK2NXnuWh+c9dXScVMLl5oD1nk/XjwkTyXjJ5OljE/hxymonoGDq3DNTxdQFlzYGBHGaU+Ms2m48Qsd2C7mjdBiWqJy1pJSsd4OciqwG0jCRGJqgUrLYHoTEMuOpYxNs9HyOTlSoF81RbzhMOh/kmRy2qeOGKUXb4IHZ2i31Nq+mVjo+HT/mycNjrHVD2rn+xxAip+ZJTi918KfLFEyDqRxNeerYxA8FkjGsN+2gsTsbY7gFvlnzdLcGjSRJWFhYIAxDnnjiiVdFf4iSjN95fpWltseRiSKmruFFKZfXu+huyp/a9W+3BiEnl7oYGkxXLQZhQhrE6EKgsSPagp0ZIZNwaqXH//L5iyRpRhYJLEM5Ti21PQSCME7wo5Qs23HFuD63AnaGGJWKvcv6TionpmvNLvuskIJt4Wolstz1SaCGh4pjkKQZUao+O0NTeaqgLmCg/r0mBGmqBpAkkyy1lXAqziQdL0YKFV4EGo6pbkBufmE2NLW1iXIua5JJokyS5miN4hgnLHRTLLPENV+jk1SZSiWzdkRJujy/mZGwc/M2hMTQlV5lf81m4MYcHdvx2r6+BrkXetUxmKk6fOKhO6MM3W0x+BthPTsUgw/r+sC6IAhG+o7V1VWSJNmT31Eul1/R8b0dEA3P8+6qRuNm9dWvfvUV/bsh+nSrqlQqvP/973+djupHNaxbJX3DjU3XsFpuxIsrHZZaHm6YcmlzwGTZ4T1HGvzMew6+os3ozYL/GiVbNbnzLZZz9BlUI2rlFutulOJve9iWTtUxqRVMokQqYXasnIrUllyy0QuwcgGzrqlGq+Uqca8mIMpTpB1TJ8iXU0aOMF/ddBkrmK+Ku369FiOMU5baPk8capBlMSsdX1GtNUXnlYg9WRHqfpJRd0wMXWNh28cydBxT49xqN6fuWDwwW8XQNSp5bsSwYf3EIxpXN12OT1VY76km2dDBj2W+6BYkmUqYVvdJ1dPsFic/cWiMjz88S6NsqaBAW7lyff3iJt+52kLXBNuuymxK89yMQZCQyYwgVSwH29CwTQ0/SimaBlJKtgchZ1e73DNZYqnlEcTZCGmJ8w/cEFB0DI5OlDjQKCClsqXdcsP8c8uYLDs8cajONy8r7UHZNsjyzBHH1PPgvpTWIETCHlevKFa05Ypj5mF2SsgNEMYpYSLRhMTUVDJ524uZqti03BgvSkeZJSoIUvUyTx+f4E8ubuLHCakrsXSNsaLJOw7UObvaZaMXKPv7VI5E/UNr2zuxlr2dYcPwu3x0osz+sSL9IGFzEHBl02WlrfLPhBB0vJiJKZuNfsAfnVlnpub80KAZ8CYdNK4XfN/O4eZuDBrdbpdTp05hGAaO47xqjvX8tsdS2+NQozByJypaKm36ypaygytaOostj3/93SVWOyq0Z6nlo2uCmYrDfDhAF5DkcOf1FSdy1Kg7wLGGCufbdiPiVAmeF1o+tqHhJ/KGYWVY4rqfid0/l7DVjzhxtME9YyaNksn8ttqwdP2YkqVhGuqm47uR2hK5KrV7OCQZuW2fsvpTjz1WMPETlTIuNIFtqBCfTELbT9CQ2IagHyqaV5JJdG1nUEol9IMUYximLpW4/X//8jy6JmiUbY6OF1jsJGz2I1a6Bgl7reQSCb0gI4hCoiSjYkj2VW/8WkRJxpde2uL7i128KKFoGTx5qMaH7pnAMu6sGb7biMbdRjMUjH3r1+w4DrOzs8zOzipzANcdDR7z8/NomrYnv6NQuLGhGNrOvhGIxt2mTr1ZEY0f1Q+mbpX0DeTaMLHr/6sh4ztXt9noBXmYnMZ4bkf7zPkNmoOQX/7IiZdtXG4X/Jdm2ei6WjCUZinNJJoQmKbAizKSMKVRNNnfKHF0oqSSkFOldVjYdnl+oU2SW8R2vZiZqq1SkuMMXYhdTko6kxWbjV44sv0sOwYbvYDTK132jxVvyl2/VcN3M71Lsxdwfq3Pcwst9o0VCGJ1r/WjjDTL8usk2LogRZKm4FgGB8cczJz22XYjOn5Es6+QjAdmqzfNbrjcHDC/5Y6Gx2KOhvcDZW+7+1WYuqbs6mUGAnp+TMuNefzQ2A1UmsvNPp8/s87CtouuwXjZIs2UI1fXV424APwoIZUZJUtXQ0bOQHAsHS9K8WIVStgPEt5ztMFSy6ftxej5zbkfKI1DrWhxuFGi5UZc2XRZ6/ps9kJ0TXBhrY8+JzA0DS9OR+npbS/KMyssxko2qx2f9W6A0MRIuyOlJEyzfEBVn3XLjVhqeaz3QlpuSMeNEAIurPeYqDgkWcZY0cLUtJGDlRslmLrOTM3BNpRQfmugUKGipWPoGmNFi+NTZe6dLrPY8pirO7zzwBjVgrnnfH+l1rK3M2w4PlW54bucZBnXtjw2ugEgKDu6CkX2Yy41XR7dX2PbjX5ogvqG9aYbNIYoxpDS8EpsOl+vQUNKyeLiIhcvXuTo0aOMjY1x6tSpV/14YZKSZBJzVyMqpaIVrQzg178xz4nJMhc3Bqx1Aw6NF/iTSx4CSZRkLG71EIlUDXsqFZy96/EFKrgOgAx84PKmh0Rg6QJNkG9Q1FAzREWuH1h0kaMd2TA8T22Z0kxiKKkFXio4ve7x5KEx/vLTh1jrhvzHF1aJUkkYp4oD2c8oWoYK3NHg0HiRpbaPGymv7ziVpPlrMITy7k7SHYG2EIJKQV2EvEgdZZDEe7QkWn6sKezavokcnlaJqf0gYaJk4YbK1crSNS5vuoTJrdGEJAMri9AlfG++xWMHm4yNjY0SnL9wYZMvXdiiXjCZyPmo//Z7q3zh/Bb3T5d5cK7MYwdqFF6GcvVG2Nu+ESjAKx1mhBCUy2XK5TIHDhwgyzJ6vR7tdpu1tTVeeuklHMfZo+8wTfOu284O626jJnfbdepH9dar2zX8ZVtHz8nzZVtx0y83+2znm2UhBCXHpOoYVB218b640eePz6xz9AO3b1xuFvznmDrnVntsuzFCqOuyrgnF39eF4vuj7HDDNGPfWJF7pstUc2vYlhuOXH8kEGeKdhvEGVe2PMq2nqPfw0WRSoMuWgYzVcH2IKQbKAMTKSVHJkr8xfccumFoulXD99EHpnnm3I16l5maw6FGkavb7gi/TlNFv9WEIM6dndJcA5hJiOKMy1sejx8co2jpfOrdB9l2I/79s0s8mCMZ19ewYQVGDadtqM8vSuWIijBkK/eCBF1A2Ta4f6ZCJuEX3n+UJw419nx2uzUmxyeVjnEYBNcomnS8iEGUMFO1We1K5UqZZYRBRpZJkhxJqjomc6UCXphSy1Pk//yTB/nefIvTy12W2h5RKvFjRTP66qVNdKGG4ZJtoAlBwdLp+orydGi8RJJlmLqRp6HvBNAdnyrTC2LWu2qxWS+ahEku8rcMHpwrMb/lMggS/Djh9Eo3P79UkHGSSea3PZr9iDSng4VJxmTZZl+9QKVgUncM3Chlue3zH59bBiGpFgziRLl7NXsBLTek4hhUbIPjk2VqxRsZCq/EWvbiep9/+pXLbLshc7UCR8ZLN6fM5d/lkqVzpenSD+KRjiROJSXLYKpi0/Zirm653Dtd/qEJ6hvWm2bQ2J2NsdtV6uXq9Ro04jjmzJkzdDodHn/8cRqNBr1e76Y5Gq+0ZqsOVcek5cZMlC2COOPkUpdzaz3IMr473+bkUo9mL+TBuQrXtj1WOyqtO4ozEqn4rIaep4bugh0k6uK9W8wlhAq2A0UHEkLS8RN297a6BpYQewTmQxoUOsjcdaNkCnpeTJQpPYgmFTS55Ub8zvOr/Ox7D/Fjx8d5YbGDZajHC+IUxxAIobY2RyZKTJZNLjY9On5EEMvRIKPrAiQ5hKyoVoamnJuCnMtbMJSwbFgSkJkSrPv5IkLdLKR6r4R6MaGEWGY4msZqJ6QXxESJvAHFgR0kx9AFH3xgmubWNisDyXPnruDIgEqlglmq861LPvWCxWRFiQbXuiErXZ/ljko//+61Nk8dHfDnn9iXbx31myaKvxFi8B80onG70jSNer1OvV7nyJEjJEky0nfMz89z5swZKpUKtVrtdT7qm9fd1GgM0ZxK5YcHIv9RvXy9XNL3PTPqfLm86VK2dRWQl29VLFOjUdzZzlYcJfA9vdy9oXG5GQJwvV1s23Np9kPGiiZelKiljQQ9J74qC3B175E5R7/txTSKFkenSlxtuvh5UFsQRyDV4qdeMJTbVD6A2IaGJlS4X7WwE1g2UVGox9HJEpoQ/NzTRzg0vhcBvJ1D18WNPm6UcHCXDS2ogez4dJmWF7HtReiaCpAdag9lPgCkmRwF4w3RgMubA/bVC1RzgfozxQ38OKWSB7MqpEKF6Tb7Qa4vjDkyUeTsap+uF1G1DdI8i2M3VXn4njqmxoX1AR99YPqGIQP26niuD4KzTZWZMQgSpspWnp+hGnYJhFJiCkXtCpOM2I2oFkwenqux0Q+5uDHgz7xzP5c3BySZVEvCRNHmvDAhleq440SlxdumGm7ankpxN4QK0nXDvQF0jZLFvdNlojhlECVsDyIcU2cqF2qbuqLizW8O2Booh63xksV42ebYpPrML28MWGh5hEmGG8QULINMFyy2PHWfT5VrE6gg40ONIvdMV9jqR7S8CCEk/SBlqmLzgXsnWc/tdu807PHiRo+/8wfnubI5oGBqrHUDyrbB0ckSxydLXGq6/IfvL/HTj+3jkQM1Vjo+p1e6bPQDbEOj4yl6uKVrNEoWmqaNkJwkk4RJ+kMR1DesN8WgcT1V6pUOGbBjQftaGqxut8vJkycplUo8/fTTo1Tc63M07rQmKzbvPdrgmfNNur6aZhdbShReMpQPeb1g4kYJ11oeXpiQZGrrP6IHZQrWHjbEI4MDlLBcCDna1BsoC1zJjs4CVAM+dJoYcmn1fJszfExNE+goaLfhCPwwxjEFSSKwNcFk1eEj902iCbjUdPn+Qpt3Hqhjm8oWtmCojZWUQsHDukaYZExVVGbGjx0b48K6ywvLPS41XaYqlrITHGS5P3u+8cqPVeQbPSFUVsbw1WgaI+eL3e+RQDl82IbGIFJ2imVb8Zy3XeUNrnEjmiNRj1WydUWVMw1CNGaPnWCpNeA7Sy16gxYXtwL2lySZ59COda5uhySpQkLaXkxfS/iPJ9d5acOlYCm+6nuPjPHEodoouChMMs40IxYGEdXVRe6bLvHO2+R1vJp6IwaNO0E0Xq4Mw2BiYmJkFx2GIe12m62tLQC+9a1vUavVRohHpVJ5XV/f3aZOeZ73I+rUj+qGerl8CFA5Gs8vtun5MWmWUStajJcsCru2sENKrhcnexqXIQJwudmn7UfoQuPYZJk/+8Q+7pmujuxiz6x2+ffPLjLmWGwNIjRNkKUZcd6AD3OBTKFyg0xdwzZUg73thkRpRtU2WModdebGHJr9UNnE2gZxmo7uC7WCvgfxlfnWeqpqo2uCR/bXOTC2d8ObZZLPn1lnue2xr14YDQVDF67nF9ts9kPund47zCudoBKYn16OEWh0opg0k7ldbH7/kMPGX8fQBHYuWt8aRBRMfQ/6FCUpVzc9Wl5E14/o5DRhSxf8r390gemqg6ELllo+RUsnSNI9izLIF326PrL1vdWVbLeOZ7dov5U7ezVKSse53AmYKFkUc9TB1BQFoWQbSnAvJL0goWRLKo6BpgkubfRpexHLLZ+ypTNetgnilNVuQD9QzIdBmBKnKYcaJSRiFHg3CGIsQ4XjTpZtjk3uoEhDtsaffscc3SDh/FqP45NlkkxyZdOl7UUkaUbXjzF0waO5G9aQYgXw5BGL/Y0iFzd6bA0iwiSl4tggYK0T4EUJlqZRLSqt0OYgZBAlPLq/zr16hShVGV5JmvHh+6f5ozPrdxz2eLnZ559+5YoaMiwtt0JOWe8GLGy7zNQcNARn80G3UbSpF0zGihaXmgNMTal/CqbGVG6dPPyuDsKEfpD80AT1DesH/kqzLCOKojtCMXbXsElI0/SOLTWllCwsLHDp0iWOHTvGkSNHbnC0eq1DzMcemKJRNPmd51dpuyrZcrpsEvsutaJJx08oWTorHR9DKjQnleq5dKEa6yhVFyiButhbusCL1cSc5XOQLiC6xYVr94AyvLhKdpwnhFBDS8nSmHYkyISDs2OstvuknmS8YnP/bHmkRShaGi9tDPjI/VN8/KEZfvfk2ujGpOnqfe0FKrnTNgTv2F/jYw9M84mHBP/sGwv4cUqcSPw4VeJwqY4yyqHY/I9EqQpVCpIsHz4EYwWdQZCA0ChaiiOsMRSJSWSS5rzVlLYXM1u1FV1JKNer8CZzo6kLZqs2BVOjF2ZYps7nz2+y1g0p2SauJhggaQuDKUtjqTnA9ZUnt6kLqpZgEEk2BhGmLnjyUJ21XsD/+cIaYZLy48fHidOM33lhja9cVSLDauxybr3PufUBf/Fd+163YePNjmi8XNm2zczMDLVajWazyZNPPjnSd1y7dk2dA7v0HcXia4Oe3wh72zc7dUrXddbW1kZhjcPa3t5mamrqrrn6/TDU7YSkN8uHmK06rOXc8Z96dJbHD9f5lS+lrLQ9xorWHjt0YJQaXTSNUeMyRAAWtz28KFEhrEnG+bUe353f5r/78Ak+fP/0CP14pmhTdQzqBZNtN6Ji68oYRCrzC5Gp73u9aNIoWSOr1u1BqExLMkmWwUzNpmSbzAiRi3gTkgzKjkmUZEzXCsRJxvYgxDZ1wjjDMDQMTWO8bN+08fvWlS3+84trhEmm7pGaRqNocWxKOVTN1gosbHs0+wFzdfV6Wm40ckdquypArVJQVCAvSkYZSmrBphrAkqUTpZKSpef32h1txSMHanz32janFjuYhqKVtQZRLnBXm3Xb1Fju+Hn+VIYbJUSxujflvT95zBSZVPe5Q+MFltu+0nFeh+Jcz/0fivavNF1aXkQQK7H4gbEilqnR8ftq6BRgorKqwjgjSrM8E0UwCFOKts78VsRGPySVkspIuyBUyC47PUSawkYvol40GSspF8tekHB4XA2GVcfE1MUN2RAfe3gWgN/85jWubLo0+wFJqijgUkpKtk4/SFnv+czVnT2DSj9Q+Sq9IGGqYuMYOi0vYmsQkqQZEyWLVConzCHa03Ijrm65PHFIpdQrnYTLRMW+47DHIWVtexBiaIKer6jblqHMafpBwvymi6kLakWLmWphZN9s6oIj4yUmyjZLLY+ur+x+d39XDSFoexHvPjL+QxHUN6wf2KAxpEoNXaVezZABO4NGkiR3NGhEUcSZM2fo9Xo88cQTN3VfGT72a2lGDF3jqWPjPL/YyaHqGPKtvSaUk4JjamhuQjeUZFKMtu6CHeG0uiqqPxuawDEEXpyymzaqSTHa+O+uLKcVCaGoRxnqz7Yh0DUlqtKEJIliPnq4QH3mKGfWBmz1Bjgm3Dtd5uAuSF5xRdUT/9l3ztELYs6v9dEErHUDBIJ6UQmj+oNMbQJaPofHC5RsgwM1B8vUOLfWJ04zGiUDL5JIqbYRhq6SSgdhNrKmtnR16Q+SjDCDsqPx4EyFhZZH10/QUmV7O9SnBElG10+oFQwsQyfOUpWsityL9qAsI2erNhebHkEKYyXBWjfk+GRxRH9yo5SFls9svYYwEtAChKY+i4EX0A4kMhMkcURBS6nXHdZ6Id+42ubxg3Wubnm8sNRloqC2MfV6gTjNuLA+4IWlHj9+vPGqzq/r641CNN4oN6hSqUSpVGL//v1kWUa/36fVao2si23b3jN4DNHIV1p3kzqVZdlbYtC4lW4oDMM7fj9/VDv1cqgC7M2HuNzs82tfv7pHh3B0ssS902W2+uHI8vT6xkyhAYoGMmyUFrc92l6U24uaVAsqOXq16/O//fFLJKnkgbkqs1VntLF/9ECNb17eph+mFCwdIWXOfVfe/08eblArWDl9SqHEUZ5GXS0YI2F7wTKYM/Wci5/y2IExtgYhR6dKLLd9FlteHhaoc2CswDsPKiH00YmyctXKhy4/Tvit7y2y7aqMJdtQdrG7U58nKzaFvNGbrRVo5/apXV8lY0dJRtkxKFsmqama3bYbI4QaAgxNo5C7ZGl5MnjZMRgv2VxY7/P7p9a43OyzsO3RD2OsVG2lk0xStBQyoagwkoNjBea3XLw4pWTpaEJXmpD8HiJQtu5RKlnv+bQ8tZj6zW/O36BLGSIpL650malK4kxRlx8/NEY/iLm8OeCBuSr/40fu5Vvz2/zGN67SKNostVwubqg+Q0p1ftlC2eVuDkKmhI0mNOI0BlTmlZTKUMaP01G2BuT9AhltL6JeNHhkX422F/ML7z+qQurONm/bwP+lpw7xd37/fP5Za2QSpmsFpis259Z6dLyY08tdHjtYJ0klVzfVENUPYtpuRMnSeXCuxr445bk8X6zsGPTDhJW2jxemVArmiJI0TKnfrb840CjeUdjjkLI2U3W4sN4nTiQl2xhRB9WgqN6cMMlwDG2Erg1zRcIk44G5CqeWuyMEytAEbTfGNjX21Qu3Deq73XLirVo/kEEjyzKSJHlVVKnra/i7d6Kl6HQ6nDx5kkqlwlNPPXXLm+mwAXmt9Ipnr7X51tUW24OIMJW4nRBLQi3LiJOEKIi4p2Fyvi3phSlmnj8xogsBiDwxW4cwVVSqiZKdB/Mp8XSWpkT5UHG97nmIYAzB9apj5Jt+galJ9CSiUbF516MP8NjBMZ7ccvntuMdz67EafPJ/2w9UrsfD+9SNcqJs86kn9vO5k6us90Klv9AEcZJiGQb1gs659T5//wuXeXRflfGiAZqgUbL4sePjnFzu0fVjqo5GzbF5qeli6QLdUIF9SabQnEPjBY5NlLBIeGGxzb7JMvvrNgVL4/xaH08XyDClaGr5sKExUbaYrlo8Mlfl5EqXMM6wDUmQpCQZ1AsG7z0yxmo34Oq2j6EJxk1Y68fMjhf3aCwe2Vell9vuJVmWhyJpxGh0EkEgUzQBlgYbG001PFs2a32Tla0eC9sRSSrRkSz3YjZCVw14GlxsDt5Sg8YPapjRNI1arUatVuPIkSOkaUqn06HVarGwsMDZs2cpl8ujoaNer7/s9/ZuIhqe5wG8aTUav/IrvwIopPA3fuM39gxEaZry9a9/nfvuu+8HdXhv6XqlqML1//56HcLZ1R66JpitO1zddNnoBdSKJiDoejGZlDx6oM5PPjSDpgmWWh6Xm328KNljLwrDjAXBtW2Xv//587xjf53jUxXum62w0vFY6fjcM13m2rbHIEgI8+C5ibLFu440ODKhzo8nD4/RDxK8KOHZay1qjpFTbTJsY+e7FKUZs/UCtaIBAn7u6SNoQtAP4jw12qBim+yrF7i6NeD/+OqV0ZBl6xpbgwg/ThgrmGhCbeVtQ8cqaSNnpOESrGQbvLTeV7kGXkwQq/e7ZBvMVAs4pvqdmUaRiXLCcltx6aPcGt3UxUiTMVO16QUJf/jimhpUbB3H0Ng/VqDlRqSpGjKGlB8tk/hRSpwqy9n2lkuW8/O13HUplZANtZRS0adSKUljyZmVLr/5zWt7AuQ0TXDfbIUvnFvn+cU2ugYFQ6deMinZJofGS/y5Jw5gWUoUP1V2qBdNKrbOUsvHDSUlx8DUVVZIGKdc3OjT9WIemKtybcullTtTSgm9IM6RFzHSg2qawDF0wjRjpR1QK5i85+jESFNyfLJy24a4YBqMly0qhXrOolDvjx+pc6fjxXS8iFaOOtmmsqcd5PoLL0w5tdzlUH4vLuXvd8lS7pT9/BwydW1k/HIz/cWdhD0OKWvjQwG5gKGiP82Uo5pA5mn2kn4QjxytZmsOFzcGubVywvHJEmtdlWruhgkF0+DHj0/wqXff2o765Vyu3qr1Axk0hgF8t7OtvZN6pYJwKSXXrl3j8uXLHD9+nMOHD9/2+XcjGq+2tgYhv396jbJtUCuaZFKF6AwCyfymCzLl8QNVqpUy0g65tDmg68fITO5J7JQyHx4EI+/rVEocS+eBWpUzqz1aubPUzfaTmVQULFNTjUWUZjRKFofKoCcBs1MTtCON9V7Iv/nuEs8vttlqx8RpxpmVPgvbCuZ0DJ33HB7jsQN1QFn4/d7pdc6vDej5aijRgDiTbA0ibEOjYAjabsR/PtvM6U8GbTeiVjQp28r+rerkoTqW2lr5sXrPzTyp1TJ0/l8/dojV5jbfv9bmewtdvnetk4sMYRBmWIagZOtYhs6xiSL76g7Xtn0+cE+DSsHg3JoKEBJCcHCswM++Zx/fX+zS9mLeeaBK0dK5trbFfDdFs6JR2BMoofq+usNP3j/JmdU+nzu5nl+DJFlOHdB1wbGZMQ6OF4miiI3OgDQMOPfiSRZ9k/WWhhulxFJj92x7ZOL1c554OyEaL/ccuq4zPj4+sp+OomhEs7pw4QJRFI30HY1G46b6jruJaLiuC/Cm1Wj8w3/4DwF1znzmM5/ZM3BZlsXhw4f5zGc+84M6vLdkZZlkue3xb769yMV11fCHSbYHVVjrBfzKly5xYKzIPTOV2yaFD7Majk2WOTpR4rvzamEFUCtYvPdoY0/j4kYJbT/KG/kd0bgfpaz3AkVP1QUyU9vsM6tdzq/3sHShbFO9WC2xKhaz1QJRlvHwXG2Pc48QIm+u4OhkmaKlc2GtT9uNmKzYJJkKeStYKpdhvRfy8L7aLcMFbzZkbfR8XtroU7R0Cpau0Jx8aBJCoQ7bg5CruuDdR8Y5MV3mn33tKlc3B7nmTxlyjJWsEUe+7Bh0/ISH5iqkKVQLJkcmi8SpQgtsQ6ds61xquorWpaXcM11h21WOT9WSRZyq+5ocqslR4vdIZkrLkmcySancGONU3qALVMs4SBMlOEkzyVY/2GN5ernZ5z+9sELHV/dgL8royYTNQchcvcjPPrUzlOygHx26fkwx1zYmmUSTSrhtGRqtXHfyyXfO8cVzTea3XPp+jK5rJDlikgklXpe5QYymgUjVIBKmGR95YGr0Gb5cA39+rce51R5RmtLzFQokhPqOaEJg6IIkRQ21SUqcqs9J6UsEtqnR8dR7rQmFngkUbapg6hi6YK0b4JiaythIMi41B7fVX7xcFU2VUbLS9bF0gUDDj7M8UyYjGdpA50PN84sdVrthbtfss9z2mak5+FHKZj9ioqTsdmdrDh++f5qnbxPUdzvTg6HL1Vt12PiBDBpaHuTzejVEuq6TJLdX8EdRxIsvvki/3+fJJ5+kXq+/7OMOL2qvhaN8qenS8mIemK1gGxoLLY+SZRCEMTLL+DPvmOFjj+znX35niQfmKszUbJ5f7LDRCwmybDQ46PmGIZNyZD0bJymDULlK7as7tNwYUycXmSn6UYpqkocC6wONIn6U0PFjmr2A7gDuna1weiMkTjP+xbcWWO0EWKbGtC15eMomscostHzun6nw0funODFVRs+DdX735Crfu9am5qjwHl0TpFmm3K+kutjFqUYiE2qOjp+ofyNRX+r3HR/nHfsrpKnk//uHFxXqkvNedU1QL5jKWSqT/F+n1/nyhQ2WXRh6SMXRzkBi6QrNODJeIE4l37vWpuOnfO1yi088NM2PH2uw5SpHkAdmK3hRytm1AfvqO84ZU0WNdihY7QacmFSbMikla72QqqOCpi42lRtMnIvXNSHQhEJ6hq4iqdDxsXn8xAQPHR/DXt3mDxaWieKMmpVhZBkZOu1Qeam/Xt+Ht5oY/HbPcacDgGVZTE9PMz09rYSJvj8aPBYXF4GdkLpGo0GhUCBNU2zbfplHfnXlui6mad61x3+tNT8/D8AHP/hBPve5z902vO9H9fI13EaeXunw4nJ3FEi3r14YUU1tU2emarPZD/md55f4nz52/22Twoeb0o4X88sfOcHPPX2Eq1tqgD0yUbqheS9ZBrpQRhzVwg7FquWq67ulCxI04kwyCGOSNOP5xR5FS+d9xyeQKMSh5UXM1QoUTJ21XnBDDsFwc/zOg2N85P5pfvvZRb5yocly26dkG0yUbfbVHbbd6LaN382GrJarnJHcMMYNE0xDw9JETrO1cvci6PqxykyYqfDlC00sQyHllqGx2Vf5Dx0vxtbVvSTOlI2rrgkmKrYaPLxkj1D48qaLbWj0Q0nB1OkHCaYmMHRlVWrqGpqmXBbT3K43SlTTObSRJxesSwSakHtcp0BRlztejK4LTDSubLrEaUYqFXVnX73Ab31nkVNLHSxD42CjSCYz3CDFj1O6fsQ3L23xwXunRnSvn3xomovNPgvLXepFk6pjst4L6OSol2VIHENnECZs9SM+9tAMF9b7nFrqEIaRWmwKZcwicm1oJiVtNx5pWqI44wtnN9joqcb6drSey80+f/jiGm0/Is4HBCsXQ6dSUjC0/F6pGAaGthNQeWKqzOnlDkttHw1ou6GywE+VDsIfPp6hI2XG1kBZyLa9kHcebNxSf/FydbnZ5/MvrrPU8mn2A8I4xTaUg2aSSsI4GxnRFCxlQ10wdVbaHi+t93FMjYKl8+BsDV0TXN0aULINPvWug7cdMG71PYC9y4brszfeShSrH8ig8XohGcN6OUSj3W5z6tQpqtUqTz/99Cgb4ZU+9mtBNIZiPV0TnJgqM+ZozK82KWaSY/vG+f98/EGW2oHaKqQZszWHP/XgNJuDiBeWOsxveUip8jDCJFO0IE25ZqjfkTT7IbqAigWVgkXLT0BKNEMHAfvrDqmE7YG62RRNDdeXDFKFcpxa6UMGQhM4lk6UpEgMViKV+vr48cJI+HbfTAUpJd+4vM2XLmzyrSvbdP2YMFHTfpyqRlsM0ZdEDURjRYNqwSTz1E3MjzLmtzyWOz4rnYCZqkWG0rREaUrFMcgySS+IKdsG0xWbb19ts9yJR05Ruy/gUkK9aKAhuLjhqq2dhIqj0/Fifuf5NR6YLY9Qk1Iuvg7ilHJdCca7QcLaQMGVsdRYbPvoebNbdQxqBZPff3GD5bYKVESorc90xWasaHJly2Pbi4mbrtLRmBrz2z4XNlzVdOgGppSEaESphpQZdSNlfmmNbz/ncWB6nEajQbFYfNXfj7e6GHxYrxU1EUJQLBYpFovs26csh4f6js3NTS5fvoxpquapWq0SRdHrrkcYDAaUSqW7/nm81vrKV77ygz6Et3zt3kYWTR1DhyySSAQb/ZCZPI8AVINkGYIruZf+7ZLCQTkitT2Xs2s9HpytcmSiNDLSuL6G2+3zaz3iJMM2daJEIcSWruxbMykJ3JRvXNrCj1WTPDA1Xlzt8eBcjYPjJQ40ilzcGJA4KpDvm1e2ODJeYqpqE8TZHuee41MV/udPPMCH7pvii+earHX9XDsobiu8BW4YslpuyMmlDj1fuRsNr/NGzn3v+rFaVEmVav7nnjzAmeVe3qBVVN5EKlUytybwo4SFVpqLllXDfHa1z0zN4VPvOsjppe4encFszaE1iLi26bLe9TF1nbGCiWMqx6V6waBgKGQ6ynOywlzHstH1VRMsgPze0wsk6U2s1ZWFsMAx1NDX8RJ6QZ/z6z3SLONPLm+SZpKypecNv9K7pFlGnEr+4MVVPnDfJO+7Rxk4HJ+q8ImHZzm/2iPNJIM4Ufd6y2CsaOb6GdUr/Nb3Fvl/f/QefvkjJ/it7y7y9YubtNwoT+dWxyclhLkFvi6g7OhMVRx+7+Qq//G5ZQ40ikzkrlPX03qGTXMQpTi6okBVHWN0v9ZywXacgiZ29LmOoZGmGZeafRCqZwqi3LUsyhRbQihdpW1qpHlf1ihbTJcdSrbJRx6YetVDxvD7e99MGZGfm26UUjQltaLFVpYpMx5NvYaibVCydYX2JCmSjMPjReq5/fSj++tcag54cbnL08cmbvv8N1s2KFOdmLan3NJOLXVYbnscHC+95ShWP3DXqdejbjUMSCmZn5/nypUrnDhxgkOHDt3xTf+1WtzuH1Nboa4fI+KA3tYmRyZrnF/t8cTBGpqmuJ+HGgUubgw4OlHMEy5NDjeK2IbG1U2XKFUhPJpQGwxL1zk2UaJRsri65VIvmnhGxMMHKnxv2ceLEhxD8VLdSIXmJJnEJENGISnaCBWI8penpZI0TBT1KZXEGawPYpIcWvajlCjJ+OKFJp97YQ2kxI0S+mGq/MjZSRJXuo58ww+4YUJasuj4MW6UKXvdTLLWDfm90+uULIPjkw5hIun6CUZ+wY4SiVPSqBd0zq5GI+3JSLCmnoZEKsqWF6ubUb2o0IfD4wWmyzZfv9Lm0qbL/dNl4lRyZq3PfVMlTE3gRSkr3YClVsDAT4mzjErB4rF9VfaNFRQv2BD83ukNJkoms3WHrUFE1dHp+SnTVZvxkompa/ypB6eoOmoD8d1rXQomzNZsVjsBcSKpmYLpqkWhUEDTNLwwYRDGvNgxWOisUZZXaBTNEd2n0Wjc0WD8w4xo3K6GA0W1WuXw4cOkaUq32+Wll16i2+3yjW98g1KptEffcacudteX67qv2RXrjag0TfnsZz/Ll770JZrN5g3X0i9/+cs/oCN7a9T128h+kKALLUdtlWtey42YM1UTEechom6kwr/GSxa2rt00Kbzlhpxb7dHsh/zmN+YZhAkgmChbN230NE3wZ5/Yx3fnt1nrBUxXLPxY+fYHUipOPqpRV9f4nIYbZcxvuURJxmMHxwDJYstlpe1j6Gprf2lD0VKOT5VHAu7dz/tjJyZ56tjEHW1Zdw9ZUkqu5Lkc01WHNAsYhDFCCBplGz9KqBUt7pkqM7/tct+MYglcbvaZrTlEibIhVTaqEjdnBAipAvKklBRtY4R2TFcc/uoHdo53qx/yn/MtvGPpeZgibA5CtTwTgo6fUCuaeLFyYAJGNJ8gyUZOVoYu6OchhMN71O7SgCTLGISK4lVxdLp+whfPbfD502sstxV1x4sS4lQhJwVLxzYMwkRRkf7FN+eZy7NRAO6frfLgXBVDF1zcGCCA6epO4xomqbLTDxO+cHaD//r9x/ifP/EAi+9x+Ru/e4bvX2uTZkokL0XuVimVDX6SwdWtgaIJS0VTqhWMm9J6hk1zrWBiGBqOqRPkgXpDB8ggZzaYuoaR/xenqrFOJUyW7dxdcsjQUANPJiETqi8z8mXfZNnm6ePjXN50+eK5JscnK7dEz252bt4MTSjZJqYhVMBglJLICFMT1Ko2XV85rZVttfx1ozR/bTC9a1DYnRz/cuF81y8bWm7Ii8tdlju+WlLm9/X//ZmL/NSjc3z5QvMtRbH6gSEar2fdjDoVRRGnT5/GdV3e9a53veoAsNcaCHi4UeSJQzX+6IVrRGHI1HiDrURnsih44oA6GXRN8NPvmOPfPbvM/LZK9taAe6bL/My7DvAb37zG1iBSYvJEbQeGkGrR1jB1wTsP1fmP3+7y4ppHlEhaXkycqg2FGaUKcUgzwihFM2yCJLrhWDOUYE0DoiRFE5Ig1gnT3NZuosivfOUK37i8rTZHUqEVMpNYuiDMtSPDjA5QjyWBfpCxmDtFkLuYJKkaJgZhyrantgIPz1XxIhVmY+lCOZPUHS5venvcouSugWP409maw5Yb0/FjskxdWBZbAQvbPn0/Ug4VtkatYNL1E65ue4yXTV5c6bPtRZRtA0tTX+iZqs2lLZ/33zPBsckSX7ywRZBk1HOovOVGtFyBqcOVTRc/LvDEwRrvP9EgSSVfemmLkq0xVVG0mX11h6vbHu1+wn0Fg0EGy9sum4OITMJGP2aiZDFRbnAgMTiUxpSb17CTs1SrldHQUavVbtuAv10QjbupnQD1vR7Sp6amppicnBzRrC5dukQQBFSr1T36jjs9nqHj1Jsd0fj0pz/NZz/7WT7xiU/w0EMPvemP981W128jK47BWNFiox8QaQJdiFHyspUvf5Jch/bb31vA1nW2BhHLHZ/3HGmMzrOWG/LCYpvNQcR4yWIQxnhhikRZrE6UrZs2F/dMV/nvPnyC//XzF5jf8kgyObIuVdbhauMvxK7rKYrOk2ZK35CkKRt9dZz1ok2xotMLlMA8k5KP3H/zzemdCG9hr42rlNDylEuPEIJGycTPRd2plJQck81+SNuNAIFtePyzr11lfsvlwFiBjX4IgG3oCBKiZCc3qR8qypTQUibLNtWCyRfPb3B8qsyBRpEsk3zpXJO2F/PIvhpRItnsK9SmUbJy9yAlCl9seRRM1WSC6mekhImKzeFGkeeXOoqqzM2HDPU75NRidZ8Kk4x60eR78y3Kjj4Svg/TsQ1dWanrOaXY0BV1eTedZhjI+L1r2wRxytguIwAplW5mGJ63u/k9OF7i3ukKp5c7BHFO/d1lmz+kim0PIo5PlYnSjI4fA4qlcT2tZ9g0Vx1TGRnUHDpehBumpFIis+FnrysKVI666ULR0dJUOV1JwNY1BMp2OINRjkfB1BgrKhZEz1fZFLdr6q9HAGxdY7Li8MThMepFczSsDt+vRsnifScmOTJe4qX1Ps2BCv4rWgbjZRskBIk6zjBJc4G6ticnBnaS418unG/39yBOM75ztcVGL0Dkf5dkGUGc8p0rW5xf6zFVdXjsQP0VUazeDPW2QTR2DwOtVotTp05Rr9d56qmn7mgjfLPHfi3UqSDwmQ0Wed+swC0cJMo07pkuka13mCjunJQHxgr8N+8/woX1Pr0gYaxocv9MBUvX2HYjvnZpi41CwEo7IJXK7SlOUy5u+DimxsmlLuuuJMgCSraJQMHNhiaoOTpzTsKFDvRTDfIU0FtdBGEn8E8n5U8ubjNbd7i0MSDOrW0tHTpequBMDRB70QXYsdRNM4gySc9PVDhS3qxnUhKHKWmakWWwMYiIl7s8NFtmpRvQ9VVS7Xo/Ikgy9tUc2v4Adh338JMZwrtXt30sQ2OmZmPpgraXsNQJQEJGwnOLPebqDicmi1ze8ggTyXo/pOsnBHGGI+BQ3eKhuQpXNj1earocmywhUDSr0ys9+kFK2TFouzH9MKMXJBQsHccQbPRCxfENEgxN5C4oSU51UJucsxs+bhIQJSo7pO6YWLpgsR0wv53xbQkVW+dQo8AHj89wZNrA73c4e/YsaZpSr9dHDfD1NKsfIRp3VsOBxjRNpqamRlkSu/Udy8vLZFm2R9/xSuhtruu+aYXgu+u3f/u3+Q//4T/w8Y9//Ad9KG/Jun4b2fYiMqnMPDpejK6BJjQ6vloq9P0YTdOYrhkEccZyW3HpwySl2Q95/GCdmVqBc6s9NgcRk2U71xtEVBwTXcAgSlnvqX97edO9obk4NF7k+FSFKMmI00xlL0Qq2VRRT+UNNugSJcy90uxjGlqejyHp+LEKZTXVUmu55fPMOdWk725mXg1nfHcg3lhuiW7qqi1x8gTskqUeux2EbA+U4PzxQ3VsQ+e5hTYrHY/ltoehq4yN8bJFy4VBuHeZZhsaek7bnixbe5rS3cOipmkcnyozCJORPWnRVnqNat3hwbka/SBhX90BBH6SUjQV7WoQpsxve7TykNiCZZCFidrE73KSHGrJ9Vy0bepqQx/EKY/sq7LeDUdOZaCQ/SSLKZg6UoJj6RwZ3zswDLUaZ9e6dP0Y21S0qzjNRuL8Y5NlirZBsx+Omt+Vjs9q12esaBKnBl6Y4kmVZ2Hqir7mxylJpu7bpqG0FlGa3XRrP2yas0yFJhq6YK5eIIxTVjrqPDY0RZOWEsby/JZBqO6RYZoRpmpIM3QNhMQ29ZyGrnqaXpCMEuvjNOOFpQ4PzFVvSNzOMsm3rmzxW99bxA0Tjk6UcBKdl9Z7fHe+xefPrDFXV25iTxwe24MoCiE4OF5itl7g+cU2MpMcGi8xk5vELLU8zq/3absxQZwRJpIL6310TaWBA3usdl/J9+DFlS4dL2TbVaibGlwkUQpjRQuBZLXj3zR3604QlDe63haDhmEYpKmCKa9evcrVq1e55557OHjw4GtuiF4LdWpjY4MXX3yRffv28WNP3buncfqT7uUbBpiybfDEoRsFmf/FwzM8MFvh5HKXC+t9OnlKJyj3ClPX0BAYGhR05cZQdQymqw5RHON5AQ/vL5FZGtdaHnGiXs+thgxdU5Z46vUrLmLbi1lq+7z/+Dhr3YC2pybvYdq4LtTvIXdoTJrYseaVkpGLlpQZFdsgzAV1aS6ec3Ql3ntxdcDxyRKNos09U0WWO4FynUgllq6oXtcfe8HU2OzHOIaWw8Mp0lJbuCynnE2WFBK02PJJsoylto+UkqmKPfIcrxgah+rmyNr2YtPFC9fYdiM2B8rjWxOCbTcmSpSjSJLBcjvgcyc3uLTp8Wcfm2VzELHQ8pTtY77JVHklMIgz/HgHmvbilG6QESXqhmNqYGqCzX7Ely61qRRn+OSjD6okXdel1Wqxvb3NlStXMM0dmtXY2NgbMgRIKe9qyB28cYPGrextC4UChUKBubk5tQ0cDGi326P33TCM0XveaDRuKvgeDAZv+gwNUCL648eP/6AP4y1b128jTy518KOUfXWH9W6gNvJkbPcjHEtD0xQ1Nk4k27EaHsaKJqudgEGQ8Pxih6mKT7Mfsn+sQL1ocmqpS5qpIFRNqO32WtdnEFZuaC6GVJBMSp46Ns759T5RmhHE0YgnH113SxsuiYaodpzTWx1Lp2ipFOshRQTg9EpnTzNzO8740YkyS22P+VzEfnSixP5cxD5sjle7PsttpUcME6U/GQQJtYLFo/trGLrgu1dbhEnGB+6ZpO0nfPOlJm5OJYsziSSjnzfAyphk6PAksE2duVqBSp65sNoNaBStUVN6/bDYKFm840B9lBkSp2qjfHSyzFPHJvjdkyvM1vdaoANUHIUsDIIYiXIqAqE0O5lyYxz+hpTkSIVqTDd6ASXboFGymShbXPbiUQYWQv2+H6UITbC/XGCqarOw7e1prI9PVfjUuw5ybcvDDRO8SGWFTOV5KY2SRT+I9zS/bm43axkaM1VbJY63FRKmBhU1lAaxogmVhHpMKw/xun5rv7tpHsvTuxslCyfXi3R8hUhFSUrFMXFMfTRADZE/TQjGShYV22AzZ08MWQx+nOa6VXK9jkbHi3l+oT0adIbn5OfPrPOfX1T377GCSdePVW+Q3/f7QcwgUnbLzy+2efJwg0Zp77U8iFNmqw6TFYeltscM0PZiLuci/rJj0PNjqgWDrq9yXN5xoM5Y0bzBavdWNRL0b/S5uuWR5gGHqVRopDpHbMIkpeUltL2d3JDd9UoRlDe63hbUKU3TCMOQ73//+/i+/5qoUtfXq0E0sizj4sWLLC0t8fDDDzMzM3PTY86yjI1ewLm1Pn6cMlVxeHC2QpRmLLd9DF3jyHgRUxcstnxOLatNBQgqjkbJMugHCUfGi7zUHODGYJsZfqRuRFkcEfoBpmVTG2twohBTdnROLnZueewCdUEDaDgaHzhkMTc7zsWNAS8sdbmwMaDrxWgayGRHjxHGEn34AKifqURZga2DISBIFfoRZ2oLkeROGyMOpqZhotw7njpa52MPTJFJ+N++eIW1boAbZTSKBs1+MnLjKluCWsHi3YfrNEomp1f6HB4vcqnpstEL8SIFk2ZScWFtUyOIUy6sudiWzoOzFTYHEb0goWhq9NyYfpRhRSlLHZ9umCjnMDdipRMQxNmezdRQg5JmkjhT9LD/8/k1BmFCEKm8DcfSiBLJIEyZKAhWXTkKABryXaNUcV91JKlUrlyGrvjcp5Z7fOiecWoFk3K5TLlc5uDBgyOdwe4cCcdxkFLSbrdflmb1auvtiGjcroQQVCoVKpUKBw8eJMuy0fu+srLC+fPnKRaLo8FjbGwMwzDwPO+uajT+3t/7e3zuc5/jwoULFAoFnnrqKf7BP/gH3HvvvXf0OP/D//A/8I//8T/mV3/1V39Em3oVtbux6noRfrSTX1G0dJbbASBHmrOjkwUkqpHenXMxVbXxwiQXmRrM1m2Ojpf4/qIaXEq2jqGp5iOIU7woZXMQcGi8tKe5GG7nC6bG6ZUufpQyUVaP7UbZniXN7T5tQ1ND1DBYVmkGUpV8HSaj57udLef59R6WJriwMaDjRwgJtaLJe46O8zO5Le/xqQo/9/Rh/ujFdVbbq6y0fWoFk+mqw/GpCo2SRcdVW97xksVqx+e5xQ5+rGjEpiaI/UQh50mm6F85XGPoGmVbJ83U9XRojbvZD6kVzFFTen0SN6hhY5gZ0s4/17/01GE2+yFhnLHR85mtqQayH6gBx9I1Zms2611TaRHiDGSCrqv7fZTuDBoiFzwnacb85oBukHC4UVK5HaaudJFZuvfz0oYp1fpoW14w9T1Bh+89Ms7HH5rh2YVW7ni2k/lxs5yJkmVQtAzUwJZhaELlRGQSUxP5MaqhY3sQECYm+8eKI6fG67f2u4dHN1KUtVEafKKyVqRUn1OUZPSCmH1jBY5Olji11GG1E1C2jZGD2CBMccMdE5g0kxhDJ7FUUnYMpioWi22f6SRjtuqMzsnltkeYZExXbTQEiy2PJJUcahSxTWWWozRBNqvdgMvNAU8e3ks5G75fH3lgin/5rQUubvTZ7Id4YULZ0UemC5ahzrVBkHBurctk2b5l4j3ciAAenSjziUdnObncHmlzNKE+n8bIplldR4IkG7l07a5XiqC80fXmOppXWXEc02w2mZyc5LHHHnvNIs7ddaeIRhAEnDp1ijiOee9733vLjaamaby4NuBri9us5g2soamLm2MqoaAuFOT40FyFL17YpGDqHJssISUst32eX+xysFHg1HKXy5sufgJBmiGExBASEqiWihRtkyyTLLUCjBxiGErBr0cGhnQnJExXDLqhZEaqL7OlCxa2PUq2zmzVYaHlkex6a4YZGkNdhqErQaRjaQQJ6HqGKSSGAD9KSBha3EHR0iiYGm6ckSKJEslszaHrxyooz0/yrA2wdIUiSKG2Yx97YJK2l3Cx6bLUVk4R90yqC/aVLQ8jt9MdRCmDKMOPU8I046HJCkVL2U2u90JaboyfSFZ6CStunzSTTBQMrrV9gihDF4JdMhEEQxtDiNKUMFabmJPLXY5MlAjilLVuSJYpwaAmRH5xVPZ8BUsnTTLiHNUBSFNJKuQIRnYMLYeDU2rXbS+GOoNGQ4X9RVHElStX2N7e5uzZsyRJMtq4v1Y3q931ZsnReL2e507RGU3TRgMFqOvPMDjwypUrbG5u8vf+3t+jWCxi2/ZdcbQC+NrXvsYv/uIv8uSTT5IkCX/jb/wNfuInfoJz587dEWXrG9/4Bl/5ylf4oz/6Ix588MEbqKaf+9znXu9Df1vV7m3kQsujVjAIYqWLC2KFbNwzXaHrx5xd7XJ4vMz59f6enAtQAWDbrmpo13IUd7nlA6isAKG0GToCQ1Pi8fktl4mSfcOG2o9T2u7O0ONHiuZ6w/Ve2xH8Xl+GrqhScSrV9ToPLEszyVLbZ6sfkk3d2pYzSlK+eL6Jn1+7Jss2EknPi3nm3AbNfsgvf+QEx6cqZFLS82NKtk7bVxa79YKiUi21XJ5baCuNSJRypekSZxJDAy9KRy5ecaKOLcutZou2nluPa2RCoufHZmgCN1Sc/mGzvZvCpUTgO4LeimOw3gvYP1bgD0+vcaU5ULSZtYTJiq0av1gtzgxNkAHvPDRGzTH5ysVNlSSepIwVTCxTp9kLidIM29DI8myJbqBoUottjy+9tEkQpxwcL7Da9vHy7CckjJcs6gWLIEq5uuVyfLLM759a5eqmuwdJun+uylovyIc/FQ7oh8ket7Bh87uvXuDhfTXmN116fqz0Epqy3s2ybGSNrwkIE4mZZBydKN1ycAFGw+Mfn9nghaX2KA1ey4erIFaP5+Yp6xXHRCAYK9loQqjz14uZrFiUHeXslOV2wopFIQmiFNtU2SdtT50vlqGx3PH4D88us7Dt0ihZLLc9lSqfKEqFEIK2F1PIdRWuTNg3VsSLUha2PfaPFZmq2up7eJ272s89fZj/8OxyHqQJYaKxv1Fkomyx1Y9oeRGpzGj2Qp441OC/fGL/TbVMt0IAHzlQ496pChdkn4JpUDCVve7O+agYLEmqhsDddavP4s1Qb+lBQ0o5aqzGxsZ49NFH74rQ/JUiGtvb25w6dYqJiQmeeOKJGxqY9W7Ad+ZbXG66NDdiNuMmvVjk6aQ7GoAjE0Xed2JCXdBzJKNsGxwez7ejAg42ClzYGDC/7bHZD8mkypIIUwCJ1FSWQy/MKDuKAjSIEsqWrhI/dUF43XYe1E1HohrjQZjxUiDBHnB0skTZMVnpKGtXP1GQsIbE0FWuhyagYqrfD1LVVHtxRjdI0TWhhhjdoGxqVIvQGkQEqToJsyTFTbN8U6EoXmkmqeXWgnGS0eynZJnE0pSAbJi0emZtQJxKDjYKuFHCYivADRMONgpkmcQ0NR7Nk8x7QcJGP2KuquhloLi7j+6rcq3lcWElpFHQ0S2Trh/x/HIPN8o3Z/rOuTVEMoZc2ywjTwtVIs+tQaiGRV3QKJiUbJ1+mNLPnTQcU+H6moB497AmwTaU/3rXV4K6omUQxhn9IBltkW5WlmWNrFofeeSRm9Ksdg8er7b5fSvY277Sej1E56ZpMjk5yeTkJABbW1t86lOf4p//83/O6uoqjUaD97///XzsYx/jl37pl16Pwwbg85///J4/f/azn2VqaornnnuO973vfa/4cer1Op/85Cdft+P6YazjU5V8G9lhsx8R5BuYYWhc2VEWoy9t9On4Kr/C3PVd9iJFV4lSSb1oYhlqqFhu+5QsXdl+Jxkyd8kLU+Xis7Dl4oUZH7xvcs+GOpOSzUFIxTHo+DErbX8kCN9du380XJwMh44wyfDChDCVecgayJx7FScpf3h6FeCmGSBSytwkQwmAx4rmKIm77Jj0/IiL66rZujbj8U++fInNfphvhQ2iJGWp7bPWC9HIt/9CZTsM3RJlfozpKABO2cCrfAvJZNliEKqsqUrBwNAFYZLSdmMKpsGH758euQ6tdHxOTJe52OxzcaPPXL0wytZY6wbomrIpXukEVB2D43nWw8WNPnouxC7aOj1PuSZFqeRT7z7Ehx6Y5j8+t8z3r7WJswwbFRzohQlJpu77pq4MSrIspR+mrHR8kHCwUeTQRImVfNioOEr34kYJm/2QasFkretzeXPAWNFiomSja4wMAj503xQX1vp77HtvZjesaWKUq/H8QpuOr4L9TE0wiJQQ3zK0PMBPYOkaQkA/iG86uOz+Thz9QJmVjk8/iLmw3udzzy8pV7b831qGyt26sjlgox/yxKExfvapw3zz0hZfeWknl+XwRJFBkKiML13DzI9HbfkFU1Wbw+NFlts+/+TLl/nefAtdE6x1ArpBoijJ+eLTNtSgObRK1oVgsmxTcQyeX2jTckO8KLnp+3V8qsJPPzbHxWafmapDwdxBiw6PS/qBGvI3egF/+h1ztxwyboUADnNUrrU8kizDMow96MogSKg6JvWiyXovRMvfg+uHojeTEBzewtSpMAw5deoUQRCwb9++1+1xr69Xgmjs1obcd9997N+//4ZjWen4fPbbi6x2AiqOzuVOymI/yb27bWqmzlpXNf7r+cajYOocmSjy0kZfWbntKiEEjaLJ/LaHH6XUiwZJDOQms2mmhqS/+O79HB4v8uULW0xUTMaLNpc3Va6DqQmi/AaSKZ0gpq5esyYEbiyxtIz5bY96wWSqYmHrsNAKlAuIpecJrBotNybJIMxA03QsAwqmTpREI5tHiWC8ZCobQAljJYv1XkQCpJlQ2gQyHFJaW5ucOQdz0xM8MF3m6qZH249HFnc1S0fXNXp+wmmvx6FGgZVOxqFGgbKlc3nLYxCkHJ0sEcYKESiYSnz20GyZe6ZLfPNKh44XUysYaEJtuh6fNfkvH6nzT74/oB8oD29b1whiBVXu/hSGUO7wozZ1gR8rfvBiKxjdWLfciCQzMA21WTI0lPAxhZ6MCZNdo55QtpNJqia+fhDT7If8+jcXcUyNR/dX+eh9kxStm2/hh2JwIcQtaVaLi4ucO3eOcrk8Gjrq9forbrjfTtSpV4NovFxNTEzwS7/0S6yurpJlGX/1r/5VvvjFL45CA+9WdbtdgBHC9UrrN3/zN+/G4fzQVcFULjqOqTFRsbB0baQ1OLnU4fhkiVrBxIuUUUScSmxDWZgubLu4ocp72B5EGLrGsUlFiQqSjIIQyCyjHSjXKUMXFE2dIM7w44RmP+Tq1oDjUxX21QvM1hxOLXVwDDEaMixDQ0syopvszQTq+le09FEIbJapxUxOxSdK8vDYPEfgucUOQZwRJBlz12WA9IOEZi8caSS8OGXbjUc5HgD9MOWZ8+v8welVWl7EbNXBNJTNaT+IKWuCQRBjGjpTZZN+kOROhQKBHC150nw7Zuo71wsrv/Y6pkI1CqZOx48xhLKi/fHjEzx9bOKGzXKUZIRxxmLLwzZUWvhDc1W23YhLzQFJknFt2yVOUwa50CXNJFuDkMmyzdxYkaMTRbbdmC+eVxayTx+b4FtXtvjiuSZXNwdc3uwzUbbwIjUkTVQsqo5JEKekHWVND4KtQchM1aFsG3mjLLi27RLmgXVLLY8rmy5Vx8htiJUT07HJEttuxEvrfX7hfUdZy2l1txPoH5+q8MsfOcGvfvkyXzq/MXqOsm3kTlVF4kSy1lXaofmtAVOVwm1zUnZTg8q2wenFNi8u9/HjZGSHHyV5ArmAJMmYLNt88N4p9d/9U3zp/IYa9IQYBSQebBRH2qBhqnvFMVhueyy1PLxInbPjZYs0lbT9iNVOwGzNyZv1VLEI8n6rUbSIM9VvPTBb5VPvPkg1p9Xd7P2qOCaNokXR0m8Qj6tgSyXcvt6qevievFww32zNyUMLu2z0QmpFlYHSzTU7jx6o88nH9r2iIfLNUm9JRGNra4vTp08zMTHBO9/5ThYWFhgMBnfluV4O0Rgmjg8GA9797ndTrVZv+u++cVlRpO6ZLikx8bbGtW5MmCg4MpUKarcMhXBs9UOEECy1fZqDiI1+SMeLODReZN9YQblJFcxc3JXQye1sTV3gWAZumDAIE9a7AYfHi7S8kIpj5l9CQZQ3txkqAMfU1ZdDJXnLXPyW4UroRSFn9B7vOtTgxH1T/LM/mc+9pnXWe+EofVQTAsvQSTIVSlXOt2nq8ZQ4b6MfgVR2fkOxHuygA+OVAvvqDodrBrapqU18x8eUBkVDUHMMojDCsVUAUMuN8JN0lIJeMAQPzlZ4aLbCwUaBh2Yr/KdT61zedBEIHpor8+cen+PgWCG/WXZpDiIMTXBwrMBDxZhrHQXTFi2dfqjEl4YGfqyGMktX4kNNiJG7jKlB2dYpmhpGxVZQr4RawaTjxaz3IubqDgUdhK14p2rAEKNQKlMXuTWwRCBIUZuxqqNEdF6U8pWXtvGjlP/743M3bfZv5Tp1M5pVq9Wi1Wpx7tw5kiTZ42Z1u6C5twuiIaW8qza6rusyOTnJww8/zMMPP3xXnmNYWZbxy7/8yzz99NM89NBDd/z7SZLw1a9+lStXrvAzP/MzVCoVVldXqVarbwlB+w+6sjxQy9I1dAHVXbQoy1DOgWfXejx1rMH2IGK9GzAIE6oFg9VOgBumGLqgbBvEudtT242oFUyinIIlc9qHkW+VJVC0dd5zZJwwzfY4T334/mm++tImS22fMEmx8jTtNDfquP6ONqSvinzhYhkqAbvnJ2S7zDeUVkOj7Bj4Ucaz11ocmijdkAESpRlRTrtBMELdLUOjYOgkWUbXizi/1lN5R0POPGrjbA7F8WGKnWZc9CIkyqVvhMJI1eTrQiA0mKrYeXJ2TKOgco0sQ+OJQ2OUHWOktdhXL/Cpdx/k6tZgz2a5YDo0+wGrHWUr+lPvmOPB2RpSSv5/f3COzX5Aku7QiFtuPNruO6bOQ/trzNUKiPw+uFugP8wY+fqlTf7Jly/hRSnbAw8hBJt9dQ+tOCbjZZust+P2VTR19jeKjJcsLm70ASiYBmXHYKXtjd6L2ZqDoWts9tV5dWJKOVKtdv2XXQoNB4Ikk/z5dx3ADWOEUCnXYwWTJFPoVMsNGQQxqZSUbZM//dgcP3588pbJ4LsHuK4fcyrX1ehCsQhkrgNJh+eFqbHa9Ufv2Y+fmOTpXbksRVPn906ucnatt+f7pV5DxpnVHqau8eBcle/Ot0kz5Va1r+aw0PJZ7wYEcUKSKq1LljEy1Tm52GasZPPeo+M8cahxW0TgVjQ7eHn60q2C+YYan7Jt0HYjPvWug0xXmnxnvsX2QNk21wsm796lbfrgvVM/Sga/G5VlGVeuXOHatWvcf//97Nu3DyHEa866uF3dDtHodDqcPHmSarV6WxvdNJOcW+0hpWQht1+1NE15McdyBM3GaUaUZGo6z21RO340She/tu2z5cYstHwmKxYPzdXYX7NYaw8IMyiZ6iYUJGpS14TgC+c3+dqlbfxI2dvFqdqiOKba0oO6edQKJlNli2stX12gdZ2abeAGEd1Y4oYJG/2AzUEw0l6kmYQsRWZga4JYghcpP/B6wSDJVFhdmiqniCBJMTWNXqDsdeM8s0OghHqaUMdesg0+/OAc9x1Qgv4HBy4rz1zmq1d79LyQREr8gTpON98KtbyELMtoC0HX73Bkosi+usN/PrdJ2TZ475Ex3EjlgZxc6nFsosgnH53hPUfG2OiFI17ot89sc7Wb4MeCiqMGDS9KRxoL21CbM1Mqm98wFwB+/MEpnj46xn8+t0XB1AiTjIWWj64l2LogzuBjD0wieut8a0Ow1M+o2FqOP8k8uVewv+5gGRpelLLeV5vNiZKFbSrXKlMXvLja5/0nQibK1qjxGNYrtbe1LIuZmRlmZmb2uFm1222uXr06clW6Gc3qjUI0Xost9St9DuCuOWgNBgOOHj16Vx77+vrFX/xFzpw5wze+8Y07/t2FhQU+9rGPsbi4SBiGfPSjH6VSqfAP/sE/IAxDPvOZz9yFI3571XLb48XlLhMVi5VOwEYvYKxo5Rt6xd8PYokbpPixop22vYhmP0QgMTRByTJIpcqBmK7YeHn6d9nWMfPGbH/BwNI10hztnK051IsmHT/m1FKHpbbHofESTx+b4MnDY/zhi2vKrEIq/QIoxCXOMtKc7gmMcgFKtsFMvYClC3peRBdl5DG0L1cZDioLZLJsszVQjkVqibbTdFm6hikEUX6/yaTMUZwMf9eCJpGSNE3YciPGUXawfpTSckN6QazCZkOFHNccE6sg6Ppp7jKljtvQJZauro1eBIfHS3z6Iyco2wYnFztc3VJmHrah8+4j4/zEg8oJ6//46pXRZrntxZxf6+Rhfyr4L/jOIn/zEw+QZBmL2x5pljFethFC5KiDomoFcYofKbekbTfC0jUKlnaD1eowrbw1iAhj5R5laoIgVhbpLTfCMTUsQ+e+mTLzLY9GWQUUXljvE8RKk1DIrV4zCWVL3YO2BiEHG8VR5sdKJ8DSBf/iG9foBfEt06Nvli8RxBJIuW+mQtuLlQmNFxHlNrmGLji93GWte5EklXz4/uk934XLzT7/4hvzrHR8xooW40WLq80+XqSE7YYmRo5WQ6q2F6ejYN/r37PdNq0fe3iGtV4w2vwPaUOXNwb0/JhD40UGYcpYUWWuWCWNom0yW5MsbCtNaQqIDOIso6QbFCydzUGEoWl85P6Xpx3tFrtffxwvR1+6WTDflaZLy4tIMqXxBPhYmPKzTx/mx+6ZYHsQMV62OD5ZHrm13ey9GdarsZm+2/WWoU4NRdZRFPGe97yHSmUHHhra296NuhmiIaVkcXGRixcvcvz4cQ4fPnzb19T2Ii5sDGj2QxxT+UsnsXJRGH7hzNzgXKIQjc1+RCrBjzPqBZOJksV6PyRD0vVjHj9Y56furfDl773ImKPT9CSZzHBjSSoljiEYK5m03RjbEFimou0Mw+wsQyhIPHfjAJBCkGTZyL+5aArCaIg2CA6NF5FSstIN2B5E7HcSxsYE1wY6XiyRqfqiuGE6ms5/4r5xvnpxm26orFuV3ax6X4Y3Lona4MicNvRn3jHDO/bvIEOVcolf/sn7yb50lWevdQj9EISkNUhJ81Y9STIMQGoqWXy1EzBdsTE1wf4x5XtdcQyVObLS48eOjzFTdZirOYwVTf7991c5vdpnsRmx4Un8RF3EHUMbffmFkFQcHZnfILNMUi9YPHV0jP/q3fvJMslGPySMUhplixOTJRxDOXisdkPef2Icf2WLhcCkFYZquEJQKxisd0PiVAUtlm1DOWrZOpYu1A3AVJuXqmOw1A743Ml1On6cozQVnj42xnjJelU5GtfTrLIso9Pp0G63WVpauoFm9XYRg9/tQcPzvDckR+O//W//W/7gD/6Ar3/96+zfv/+Of//Tn/40TzzxBKdOnWJ8fHz0809+8pP8lb/yV17PQ31b1uVmn1/98mW+dWULKZXlNVKhAZWCcvSp5Y3PWi/gnukK905XeHG5y/cWWiDFyIWuZO84zOi6yF0GVYCqZSir8TSTBEGCZajE5e/Mt0b2q7/5zXn+4nsOcXyqwofvn+YrLzXpZxJT05AyVZoEqfIRiqbI7XLBNpVF+uFGkQf31ZEy4wvnNhTinKMcZh6UZmgafpyqcD1bvT7LEJxa7mAbyn3HMZQ7VpJbmFuGGlDSTI6E6YYGVq6R6PkxcarudR1f2QQPHYfUMYiRTqHsCHp+PNKSJCmkWcrWIOJgo8gvffjEqPm9VVK5oh2pJrHtxbklcULZMTEdA8tIuNIc8E+/cpn33zuJnz/38NqqC7V4kqj7phcqepyVp1yXLKXN2e3+k2WSk4udXG+TkmaSME4BgaUrZ6cwkRiaZNuLODJe5OF9NRZaHkttD8fUma46TFdsvr+gUrz7oVTC6FzoN1WxKTsGqx0/R56Fys7IdQAvrnS42OzziYdnKVg6f/TiOm1vr1Zgyw1ZavkMQsVG6HgxfpznTJmaQk80jbVewK986RIHxorcM1MZvcbf+s4i319oowErbR8pYWugaHQZCqXXhFqECi1HljNln+zH6W0dk3aLzIe0oZYbcW3Lo+1F9PyY82t9SpaOZeijHJRUSpIswzAExRzpSjPJIFIi/Lkxh4mKnWs+9jbrRVNHwujYhsGI1x/HK6Ev3coKu2TrWFLRFjt+zD985iX2N4r5d0kNiAcbxZcdGG5nM/2DpFS9JRCNzc1NTp8+zeTkJI8//vgNrlJ3G9GIop3gnyRJOHPmDO12m8cff/wV8aGfOdckzbLcPQAGUULPUxCwlm+LtJwKFSQZmqaGDSEU73e25hCnGQVT8VdnqjZEHlfOLfHUg8foV1I+98IaYRQRZ2rLMl216QUJQgimKjbtPHtjsxeSSkhjmd88lOVi21PJ1JpQX0BNE/TCjH6kKD0TZXMEEz8yU+BL5/psGwaTYzXCThcpVehgyTLohYrKVXUMJko2215CECX5YLX3vRG5XZsuVFr4iakS7zpUv6FZHitafPjeCc6s9khjgTAtZBgp66nhZwOQKdpRHMesdz0enNuxOZb5Vu/qlsvnz27yvhPjHB4v8MJSj1MrfUq2GpgqlkaaZUpEpimf83pRpf0+fWyMc2sDVrsBhiaoFgyWOwH/+KvXWOuGXGoOCJOMUlunWjBpFA22coj9Sxc2mU5T5qoFIqEeT1GxNL4936blxtQcg7l6gUbJ5MWV3iggcVgtN2a1GxKlkv11Gwl86aUtFloeP/ueA69LYJ+maaOh4tixY0RRNAqvO3/+PGEYkqYpURS9LM3q1dbd0E5cX8Nrxt2kTt3NQUNKyS/90i/xn/7Tf+KrX/0qR44ceVWP8yd/8id861vfusEc4PDhw6ysrLweh/q2rcvNPv/oi5d47lprZKE9bMSHSPR9MxUWW4q6eXyyTMUxabkh3SBWdtYMra4l9YI+anbMIQ2rYDFesljLFzyOqWipbpgyCFRzbBnq+ze/5fKb37zGh+6b4vmFzshpSWkjwDLIN+46SEVftQ1lyRqlkvtmqzRKFl0vQheCsaKpmmxbR9eUTXiSqYyNnh8zXXXQhRLXnlvtjfQdyoJVw8k3vUrzIYmTLF8N5fkWhkJ/hRBEccp6PFx0aSPxuqJyCcJUjh5f0wRpPmlkOR1M1wR/5p37+fD906NGsR+ojITydSYaw81ywXQ4v6aGjN1Ww6VckL7thpxa7uCYGmGcUbZlTo1SVJ9hWrpEuQhWHZM4yVjOqUj+rsCSlY7PyeVObrSikHKVQSURYodHPFG26PoxM1WH//Gj9/Kt+W1+4xtXOTpepl40ubo1oOvHo5R3Q1cIgRelrPcCJss2bVdtwR/Zt2NxHqdqSbmw3OX8ahdD00gyybuO7ATVxWlGkqjH6ngxQRQjhUDPs1/GSxaFfBCYqdps9kN+5/kl/qeP3Y+mCb55RYm4s1yDaerKQSzKM7dgt/nMTjbG0AFTZjBbdW77ndstMv/yhQ3+xTevEaXK1tUxFUVQaYtS5uoOQZSy0Q2UHqNgMlMt4OTnV5Jl9IOUim1gasrY4Px6j+/Pt9jsh2y7EVuDEBBMlC0myjbHJst89MEpCqbBB++f5MkjY/z/yfvvKMuu+74T/ewTb763clVHdADQaABEYAAJUiIpU6JtWaQcJI01smiN7BnZ1vJ69rPGtmZJ9ljWG+t5xtZYz0uyvEZeTkpjWbIkyrREiiLFACaggUajc6yudKtuDief/f74nXuqqhMaYDcAcn5rcREo3Dr31A1779/vmyquRbVg34Qe3IguLFQkI+XUWp9xENP3ImzTYKMfEMUp40zDtBwlGKbigw/N40VJLvD/ofc+cNuG4U4i81f73ftdb1qjMbFGu1Olacr58+e5du0ax48fz0XfN9b9bDR2IhqDwYATJ07gui7PPvvsLUO6bqyeF3FqbcCxRUmaPr85ksAzQw7dUyX5gteLIgaa/LtwT+Fqx6MzjuiMMgqVUozX+/hDOP6efs15BgABAABJREFUwzx3IaI3DpkuO7TSCMuEqYrYHYZxSMU1Ja8i1exrFFnr+Qz8JHfymHzr01QW6qNzZdF52CZRGBJHIZ6WwKP2OMSMPdpbLQ7Nlnnn0UUWqrIBCr3IyNGJKEnZGAT82vOrRJmVn2Z7ihxnkOlEmKjQ1AqK44sVPnexw2rPp+paHF+q5G5bW8OIfXWX1PJZjS1sI7xFeJ9MmbqBJm4OKCQj9k2VKRQLXB+kXGnLvX7hcoezzSHvPTLNes/HzsIC41Tj2qB3LIJhIkFF7ztSwTUNzmwMs8RdjepCxbEYBuImtVB16Ywl5bTnxyx3YKHmcmyhxHLX5+VOxJMHTVKdUHHNvImYKtl0xhEHZoocmikxyNLGnWzSIzSxhDPNEaB5256KpKYCMyWbi5tjTq72WVL3PhnccRwWFhZYWFhAa82XvvQlqtXqLWlWU1NTd/W9eLV6I1GT+0UDG41Gu5DXe11/42/8DX75l3+Z//Jf/gvVapX19XUA6vU6xeLd2xumaXrL9fP69ev39f6/0StNNZ94eZ1z6wOKtoFpOOI0Z4iI1ovE8ehqSzJ9lhoFakVpMk4sd+l7EY5tYU4oRlpzreOzpw7Vop0FrqU8urfEX/vWI/zG89d5frnDnnqB6x2PVGtmsgTi9ihhoVbgbXvrnLje41986jyLNZd9UyVsw6efafZ0hnYnSUo/iLPvmGK1F+BaMlEt2BEXNofYpsGxpSovXOsxDlO0SkkzBD7NhmQ61VzcHIqmzTaYqZTkoDeO6PlR7uwXJZJQnmjJUnIyFyDXMohTQTeiGPxEnPaSVDMKRbdSdkz5vSTGD7cdpxSyh5Vdk7mywyhM+Y3nr2NZinPrA843h2z2A7wooeiYHJgu8dT+KT782EI+WW4OfDrj8Car4ShJsUyTpXqRta5PrWDTGgZs9P3MFcyk7JpsDgKSVFNyDFxTKE3DIGau4lAr2nzy9HaC+um1PufWB9ngzsWPPQnD05BmaIFhiKFIoyQZEhvDgCNzFeYrhZx5sNrxSbXOPmNCy0OpjDqWcLU9RiMN7mQNbY/CHLVplOzMfjlGAS9e7/Hkfrn2ZMI+W3EYBTGWIfuPY6oMads+Mk5Sw19c7vLVq22e3j/Fp05v4EUJ+6aKmNlzFywTN3NNm6BQE73Qzpo0wGt9/1VTrQ1DsVQr8MlXmvhRwqGZEuv9IDd9cYoWPS9mFMQcX6qx2vcpZ1b2k0betU1cxNFttevTGkb86z++xHKWtdEoiT4qTqQ5jpMU21R8+uwGv//KOnNVdxfi8OHHtulSaar5/MWtXMxuAP0gZhwkgGa5PabrxdlpZUKFmhjyyOdgteOz2vU4MFPOheI7dVg3rkWvJjK/3e++EfWWRTQ8z+PFF18kjuM75lHA/Uc0kiRhdXWVU6dOcfDgQR588MG7PpxMAoSqBYvpsk1tIN7IY8+n44meIdWwb6rI8aUqaz2fRlGSqU+t9vMciTRr+RWaxIA1z+KXT2zx0HyF+ewD/7XL8kXreREzZcVUyWKjH7CZCct1uiOVdHKDSmhUWkPRtfgrzx7gE69k3t8RDCNI0DT7AevtAUWV8NShOeJA8fSBBvNVl89eaJGksNH3CaIUL0yoOCYlV1xYpko27VGEbcpiGMY3N5iyaUgw4ST7Ik41X7zc4SNvW+AdB+o0hwF+nJIkQjkzlcqtDm+sVIOXmqz5FvUgZbXT4nw3JVUGc2WbqYI0up8932aqZKEUtMYhg1CzOY7z6YtjKUq2xYGZIt1xzFev9eh5MY4p07gkFVepKNHMlExJpFUGCgmQMg2wMi/2uYrD11ptOl7MI4tVzqwPMRRsDAJao5iCbXC17dP3EvY1XP7cExL0eHJ1wJW2R8EymC3bzJbtvMkA8bs3TcVyx2dx6t43Grvep8zRan5+npmZmV3hdbeiWdXr9deFTLwRjcb9FILD/Uc0fv7nfx6AD3zgA7t+/m/+zb/hL//lv3zX1/mO7/gOfvZnf5Zf/MVfBOQ9Hg6H/IN/8A/403/6T9+r2/2mq5Wux8mVHonW1EoOaQph4oveyjKwDRhHKRe3RhQsk4eyaeLF5igLCSuQpD7DQGw258su7VGYudTJVPnofIW/8YGjGIboLNrDkKutMX6UZG5EQrkpOiaHZ2VA0RoEbI0Cnthbo+TY9P2YJE1JUtHl9fw4W6cUexoFSo7JStsjTjQvXO1wYKbMUqOI1nBwusRaz+fy1pg024TESlZC/C5tjTEMxUzJYra6LXB1TMUgkNCxmmtiKLFV3xpGlBxTtISR2J5XC6I7GamYcaZ3IBNYlx1BbzqjCC+Md4nYDQTt2FMv0ig52GNxhvonv3cmy/8QdGS6LO5Dy+0xQZSy2vP42LMHOTJX4YuXtm6yGp7YiM7X5HB/pTUiTlIGQYJScvCWv8Gg6FgkqbhbjcMYy5ykcJexTSMXhO9tFPnqlQ5xquV+tKZgGRQssdyNEkGKCobJXNXl4cUqfS9iEERUHItawebi5pAHpkvi4lQQy/OybdBPU5I0pe+lOS257JhMlWz6XkQQJ5xeGzAOImYqgoIPA7EQm6u5dMcRF5tDoQdluSua7YySKLM3bvYDFuuy7/lRwuYgYBgI9ehffeYSR+YqnG8OKbuW7M/Z0upYYh4wCuO8ubhx11YIsmYo7jrV+vnlDldaI2bKjpidlN3d3z9TIgUGfkKUua5d7/rsbagsoFAqyjQucxXJzrANg6miyXJHUKnFWoFRENMeeWz0fYCMFpjygYdvRhwAfvm5a3z6bBMvEn1nFEtqfZxqLMMQ17TMwAZ0nm8m9vaSut4PYi5tjdg/LflXS/XCLoOBG9eiW9lMA6/6u29EvSUbjWazycmTJ1lYWOCRRx551YPK/Ww0lFL5QerJJ5/MvfLvtqbLDov1Ale2RkSxTC2mSg5JFFJ2hbaktWYciJAoTDTvf2iW+arLies9CQLasbpaBtRLMjlb6/l864MzYt/nmDw+73Juy0dbDt1xTHsc5umSrqVojqIcurYN2QyUktXANkVbcWyxxsGZMq+s9fntF5aZKigsx2Hs+VhKMzRdTqz5fMuDMzy2p0aUpNQKNlaGhqz0PE6tDnBMlVPAdDoJ6ZGk7Fu9U7al8ELxTn/vkencZ3ul6/NfXtrga1e7nLje58LmmCTWxIS5TeKtaqJ/2RontGolBqkCM0TplOVexOVOG0spirbi7fvKtAODZj/Ai2XSMvmqigVhTNE26XkRrVGI1jpfqGwzowYAfT9hFAYE8Q6YWAu/+vT6kPKBOlUHen7C//D4Am/bW+M/v7COF2kOzRTZ1yjQGoWMo5T3Hpnmw8fnAfjgwyGtUUTFNXnucoc/vtC56e9NUrEbvhfUqVernc+xM7zuVjSrKIqo1+vMzMy8JprVG4Vo3C96ltaa8Xh8XxGBV0OE77b+j//j/+DDH/4wx48fx/d9vv/7v5/z588zOzvLr/zKr9yT5/hmrFEYZ6Jg0Z8ZlmKxVhB3niDBjxKiVKagjqE4tyGC3vZYeONKySHYixKCOMG2DPZOFeh5MfWSzaN76/yNDx7BUOSUiKcONLjQHHIxC1fzo4RDs2X2T5e4uDlipStBeonW/P7ppoSCppoos3+NU9FNFG2TA9NFHFuSjPdPl5ivOZLxNPCpFiw645DPX/SJEg1a9im1Y2Jrm6Lpc5RBtbgbEbAMI38+ZShKjkzR7Yx+G6WaONXMFx0eXqyyOQi4siWuSqmW17OY0WAmroaTvCaR0gvfP0k13bFYqLeHAWGcoA2DgmURZ2lHAz9hIXOkitOU1jDgk680+fbjC5zdkNyMNHNSMpQcwouOyWzF4fmrHYZ+zON7a1zvegx9sWa1TYP5ikvfC5kpuxydrzJTcXalcMdpmie2L3fGXNkaUi8Kcu1aijBL2861ilozV3V5fE+NXuYk+Ztfu05rFLE1DFhuj+UckaRMlWzWegH9ICZNNa4pGpp0IvpXik+e2aRasNAptMchRcfA9swcrbcNRZxKrsdGPwBFfu9hnFCwDEylMuqQxovFrMaxRWMSxpqya9IoOUyXbV5Z63GtNWaqbDP0Y5yykQ+mSq6FtKayZmWM8bzhMBDmwNmNAc2+z7HFW7t37qxWxvKYIBRFx2SxVqA19On7ovdIUtE6Nko2pgGbA2nU9zQKeajkcmtMqiWbbGsYUi3aoIXSnWqhPjmmyk1aLEOJ/qTrsdrzODC9jTj88peu4YUxX7vWJdUSsLje9+n70jzVCxaDICFJUwyDLLJY41gmJcegOxZTAcswsA2DoR8z8GNqRZuiY+afp1utRTtF5jtLZ1qpzWHAxc3hmyIOf0tRp9I05dy5cywvL/Poo4+yZ8+eu7rW/Wo0xuMxV65cIYoi3ve+970mOsKkLm+NiFPNpa0xwyBiHGTc3RSONiwqtTKn1wagoF6yef+Ds7z70DSXtkbMVVyi+ZTTawMMhP+rlXT9ipQkEcFhI6Nb9YKEzXHK0UUbPxObFTK3ojTVjJI4/3ZHKURRiqU0tmVgaihasjEcmpVpzH87ucKRGoSpz5Y2SU2XMBP2fedji3l43FP7G3z63GbuJOJHCak2sJRitScThomocCdda1ITCL4fi6DPy6Z1IOK2T5/b4nrH5sBUgctbiu4YkqxduZVVY/ZUuZPKwI94eKHMV67FdMcppjIouQZhlNALNKfXh1ik9MfGLjjXUFkCeZRyZmNIKRPyW6Y0ULYlzmGTKVKqIdnBRQVyQX/fi9kaCtWragnfVQKHDJ7aV2O6LO9ho2Rzvevz0sqADz40i2MZzJSdnCLx2J4aX7naY2MQMF+RyVNzEFJ2TI4vVUm7gzc14+JGmtV4PM5tdC9fvoxpmrtCA29Hs3qjEI37qQO534jGvap9+/bx4osv8qu/+qu89NJLDIdDfviHf5j//r//71/XmvfNWLdycik7VjZwUBk9VPQVU9rBi3wsU2EbJjMVm0rB4XrXo+cJX71aEB56wTYou2a+Ro+zdOvH99b5gXcfvMkdSSlFrWDndrgT29vTawNaoyBzt5IVqDWUdWHfdInpksPmMMAyDQa+ZAdFqSaNUuZrBWYrDpe3xkymqvNVQTr++MIW7WGIaUqjIqJaOYQVTBNbyd9+Y8/rWCKI7nohCsWDCxVaw4BRGDPKBN7TFYd3PjDFTMWl6ppc3hxQdEyx2FWKUSiT6DCZuCOqXTz/Cf2358UMgwSdoS2GAUGSUnBMzMxNsONFzJQdOuOIfVNFLjSHvG1fnZmSjdayT1nKp+BY7Jsq8tieOhebQ7pexOHZMg8v1pivFbjYHNEa+jSHYWbZq3HilKtZ8vWR+e1BiheKbmBrEPDJ0xu8vNbHVELRDZM0O//oXPuSatgahXz2/FaGQsln7shcmQdmykyXbL56tUNrFNLzYnQqbAmtIdEKG0XJNTFR+b5nZYjO1lDT9WK6owjDUJRdC2yD9jBgvuYSZZRm2zRyRKdSsIj9OHMtU7mesjuOSFIxeynYJrMVl6W6fB8ubY5IEjmrTITYcaLFonXHtjTRZIAMQSc5Il6Y8J++dp09meD6TjVTdrBNAy9MqBZ27xUTVy5DiYGKbZl5iO9q12drGDIOEgZ+xDhKKdkGyx2PgR+zp2FkTUY2KExSKq6dO22WHDE86HsxlzZH7J8SxGGx5vLcpRbVgoWBMDm2hiFxIjR4nZ0FQNDEFPmuu6bK33+lJIQSYmoFYVpMPv+Tz9OtxPI7ReYTvY3WguJd2hrRGUtT9itfusaplf4bLg5/yyAanudx4sQJ0jR9VarUjXU/Go1ms8lLL71EvV4niqLXteG+sNzl17+2wtBPmKk4bA0DBkGCF6c0XLG/i0YR02WH6ZKN0hNfaRFnx0lCXflYCoqOTcExM6tEETwbhjwewI9SrvWEU3kwS8ichMnpVG+npxriniQe1kKLspF06nGY8NWrHX7v5XU2BjJBmTcTDixM83i9wThKs/C7mHpx23r0Ox+bp++HfPlKl0GQhVHFKRvjkDDS24uK3raz1WSICpoolQO5BrpexAvLfR7fU6VSsLiwOaI5CDEUfOmK0IpsUy6Qi+lvM9hNAaVhrRcwV3HojiTbAkMRh4k0u2iavqJiO5hmgqO13JOGVKvcetePElzLyGFPpeQ1z8zthWupILlF1zOOUrQOWe/7jD3Nex8qUrBNrrQ8hkHM4VmBMsNYtCCmUnTGET0vYq66+yD+4FyJP3l8jj88u8WFzTEg+p5vPz7LoZki59tvjPXs3TyHUopyuUy5XGb//v27aFbXr1/n9OnTlMvlXaGBk4P/N4Oz1Wg0+obJoLAsix/4gR94s2/jLVm3c3L59uMLPL63zuXNEQMvwqnIZ6kzDnM7V8NQ7GmUODxX4cRyh/V+QJpq6sUYM5tY1osOT+yrY5sGnXGIFyb80HsPcXCmvMsdafKdqxVt5msFNgc+9aIlKcKJCLQNMv2CEprtOEpY63kUbUFex6EMoGpFmyPzVeYqLhXX5KtXhb8/VxUhcqI1+6ZKlG2TLQ06gRT53hdsofekWjPwInSWi1R05HAjXHwZchm+UIOKtsFTBxpUXZPnl3ugNccWKtSKFn0v5CtXO6BU3gykKAqWDKu86GYZMWwHpaZaE2UicoUkiIMYjCglTY8XJuiSzl0VN/o+v/zla2gN7zs6w6lMyK6Q+28OAi5ujShlU3KA6bKLnoeuF2YT/VTsbUMRyzcHPoMg4sn9DaZKol1cqhf4vZNrrHTlPSg5Rm71PgkZiTIacKrkudvjEAMZ2m0NA9qjkDOFQUYVhjjRRElCvWhjZcMS2d/lQGdkwYtai17EMQ1pKrXQdUxDZYGBCUM/Ie762IbCNCUgcaK3nOzdB6ZLrHQ9wgSCOJF1M7uXWsHmyFwlD6tbqhdY6/m869AUzX5IexSwOQzwo0SMEsyUJEl3aSvjRDMOhTVQci3ao/Cu9ARP75/igZky55riMhXEmvW+TxAnaC3DzWL28yiV/d6PUhZrBfp+RKJTNGI8sG+mhNaCkqz1fOYqTnbGSGUQipy1dPa5EmMFg2GwjTgkqWhyF2oFWkNZA7woyRLpFaYp19NaYyiDgmkwCpL8DOdl3005C6W4icbREkj4avkcN2Z7dMYRJ1e6OQKmUcyUbEqO+aaIw98SjcbGxgYvv/wyi4uLHDt27DVPGU1TKCP34uCwU4D+2GOPYZom58+ff83XCeOU33+lSRinHJ4t8tVrPWoFW+xttUanCVf7KVMV8X6erTh0vYjfeH6Vvhexp6zodtrMV2zmagXaowgdChRvKoNGNonxM3eTtZ5PP0iZLSouNocMfOFD6jjFC9M8+XqS5K1TjWECiNiuVrAYhjH/7rlrPDBTotPts94PGNgGDx2tYxji594dC1Q8k03gvVAcr06vDUFDyRaY8mJziB/drKCYSJ+k8ZAmY+fZPExgre9LaJNpcH5zTBCnXO8GhLH8HaYWqpfOTLhv1WtM/l0BwzDhxdUBQSJTA0vrDK3IBN+Jxiwa2FpcxWpFkzCBYSB3liQpBVtzfMrhXNeg68lkoWhIY6GJcUxp5iaLhsF2aniSagaB5uKWR93SXGj5vLw6oF60cC2TUZDQGUs+ihcJJF0rWnS9+KZGQynFtx6dxjIUnz7fojuO2FN3WagVcpTwjQi6ez3PcSPNKooiOp0OrVaLM2fO5DSr6elp4ji+7w3T/UQ0kiTB87xvmEbj/PnzfPrTn6bZbN5k5/2TP/mTb9Jdvfn1ak4u33ZsnjPrA15c7rLR9yk6JsOMGqGUYq7scmS+wnTZ5akDU5xa7XGhOWKtFzBbdjI+fyXn028NA44v1dCp5sx6n/WejxfFu5K3lVIcna8wDCSAbuRHWKZCKxleabIzrCGT0u44InYzRywzIc2sd6+2xkyVHIZBkguihVsvHPHlzpjWOMJU8pzVgimuhFr0I9Mlm4EnKdZeGONYhmgpoiTThMg6sa9RJE40L6/02RqGNLIQuNPrQ662PWYrLpYiDyWdr7oMA7H/jNLtld0y5OA4DpOc3pqmkGaDHwBlKFzbytB1IVlNnLL8jJISJ5LkrRQ8sU8cDisFmwvNIZ1RQLMfsNbziTMTk9PrA9b7AXNVh0sZPQ0k82Mqy61Y6wUs1QuMg5hX1vrMVQqCQmvojCPetrdOFGtWumO01kyXbPwoxTQVSkPPF6tyxxS73yBNsQ2Dkm3i5c2H/C2OJRSycSgOXDVbkIhRkOWuFKBRcqkXbVa7Y3pemIv4HcvIaFowVbTRWgaM9arDOEq53vFwbRPHTGkGASXHYq7qMFNx5fVUik6WSWKZigfnK0xnaLtSiocyGtz1juhSKgUxGCjaFpapaA0DUsPYNZFLNIxCaV6qxbvXE1iWwQ8+e5B//PHTXNgcCuKlBYaIU3lN9jSKNIp2jq4ULDG16XoRRVt0TR1PXCEd06CRUdsGfoRtKZJANBVoaYgsQ5rXSZOp2EYc+r44gU0VHdZMX5y2tFAMpfHfPqkIfV1l9v7kSemGIVpayyB/P7vjgPX+nfM5dmZ7vHCtS3Pg50YFtmlgGgbKUFzYHPHEvjqtu2zm7lW9qdSpNE05e/YsKysrPProoywtLb2ua00OC1+vuDMIAk6cOEEURTmqsrW19brQkrWeT3MQsFBzaY0iuuMwaw7ETePolMvzy0Mcy+D4knSVU2XYGob84cvXebba5djSFOuBxSNLBqfW+hKWYxgs1lz2T5c4MFVkGMQstz2COGWqaGKpmM44ZqHmcq01ZjIMSjToROeb0ARRmDhfLdWLnGsO5IPpd5iyUg7PljnbHPPi9R5L9UKWMpvybQ+X6Psxc7bJZ85t8YVLbfbUXfZNFYgSzRcvtfHjW8u0d0Km4Q3T/8nHfeDHnNkYYSqVoQgqh0LT7N5Vuv13GEoaD/8WIvM0+3vTDO5X+eMNVKoJY5kgeGEsDh4a2l4q2SOZ9/tUyeKppSKODqmogHoppR+bhKlFxTEp2jbtUUySJliGPJ+Rbc62qfDCFMuEx/ZUiIddTq2POPm7Zzk6X2a9H/Dyqog/S1lWxijz2P7//dFlfuzbj7BvavcE48tXu/zuy03CJKXsmJzZGHGt4/MXnlqi8AZoNO5VYJ9t28zPzzM/P5/TrCb6Dt/3OXXqVK7tuBPN6vXW/U4FB74hGo1//a//NX/tr/01ZmdnWVxc3PXeKqX+H9to3MnJpeyYvLTS44/Pb/K979jHXMXhS5fbbGXT27IrLkeP7a0zXZbP7XTZ5d2HZ7EMA8cW/vvh2TJ+nPL5C1us9fx8cvm5C1vMVsQhZ7kt0/D909s0vOmyw5P7G3zhwqbQO9EoUmxD0NUkOxhN1tsJBaNgmZiGrIXjMBaB8UyJOEmxXJPuWETQFdfi+Wsd4f/bBmGcNSCWTFe9SKg5hoK5qouXXUtcc8ycTlq0DZYaJZ45MsNnz22iFByerVByTJp9n8utEUGSEqea1ijKdXcK2Z8EiYmzgQ65ffAgoxZNVnwrQ3DKjgzzgiih58U5z34iZn5gpkRz4APy2k/e0+my0LiW2x4vXGszyELfGmUbQxk0Bz7nNgaEcSLUFq2JlMYPE9njhyGtkbg8NvsBbz84xbc8OMdvPr/CUr2AYRgcmS+zOfTxhyllV3JSxpnAHAQ5jxONH2dUNCvNaFEywKq5Jv1AjEhs28Q2FL2Mw192LKpFcTDT2SAORPQ8CGKxB441QZTiA9daY2xLFAKVgsVHntzLFy+2iOJMU2RL4zIOIq6GMQu1As8cmsWPUr56tSOhj0lKyd19hAwyHU7Pi1jt+cRxihclHJqtoJSgfXFmB3xjidg+wDQkEHEUxncMn7vQHHBufcieeoHeOKLvR6hsb3dtg4VagamSNEGVgoUfpTy5ryHZG8OAY4tVDs+WObcxZHMYCLOk7ArV2Y+ZKtmZ7XSKn6Q4lsIxTfp+nAn55WwyQRw645BG0aFWNJkqOax2vUyLorAM0bVIqyH6nWGYZteXD3zZFmdOxzJzWlWappzdGPGdjy/y4ccW74hAHJ2v8rFnD/JTv3OazjgijBNsy5RsnpJDwZagzUtbIx5eqLyh4vA3rdEYj8c8//zzaK15z3ve83VxmXc2Gq83TbjdbvPiiy8yPT29K6vjVoF9d1OWKd1qkgp8prUIvsJ4Mn1RaNIsHVMWks4oZKvdYaPn8xeefIgPHljkN19Y43xzyIGpIqNQ/J6f2Ffn2SPTPL2/Qd+P2RoGOJbBv/7DV/ijCz2m64qqa9PzIraGUf6lToGCJbSmWIMfa2yDLCBpTBglhGlAy7bp6RL9cUiq4dzGiJWOh22ZzFcdXlkb8Aufvcz3vn0vX73WpV60qBVtgkgsbb1s4vRayjHlC6myjt6LUkqWwjJMgiglYZsWIJQoEQUayKJadU2COL5pActdOFwTlMqE29IAjMI0f3zf3/5nNHiRxjBgvmbz5N4aexoFklQzmxb56KPTFFKPC6stPnN5xIWBQZgK/WzydytkApekGttS7K27JClcHUBAzDAIWR+E7Km79LxINgHXJIhlklWwDU6uDfnZT1/m//Vth9iXwaXjMOEPz7UwFByZlQDFuQosdzw+fW6LDy2kOM79F4Pf6wP6TprVvn37+OM//mMOHz5MEASsrKzckWb1eut+isG/kRqNf/yP/zE//dM/zd/9u3/3zb6Vt1Tdzsllkua7MZCE4rWuz+P76vy9P3WM9Z7Pr35lmZmyw96pIrXC7v3IjxL2TZX4c0/v5cXlHi8sdzi3MRA7zbJNGIltdpLEtBQ8VK4SJylfudKh5FjMVLabbTERibJ/Foc7w5AQUFOJHefESCRJNfWSTcUxCZIUxxTnoI2+BJtqYGsQUC3aHJkrM8zscCeNRZymBFnG04Su2h5H1Is23/3kHn79q8ti/KGFY+5YBgemS7zj4BRbw5CPv7RG2bFyBKE9Crne9Rn6MeuDgGGmBZiEqqbZdYIk2db2ISh00TExlSDVQSR5U64t3+Mn99W51vFoj0NBlSCfFMdpynrfp1asMltxKLs3nxXW+z6mYdAoCsoxCmKmyyaWIbkhcj3JmbJMAz9OSD3NXNUhSuD4UlUcv/Y3sr1/G42aLrs8tqdOZywifj8SilnVtTCUIklT/AnqbsiaGGZNmKW2h2pxqrFN0dGk2seLkjyob2somV9RnNIehYyjhDjRuJl71GSH9OOUKE0lSys2OLs2oOxafNuxOS5tjlnvi4XuZNgtjAiDpbrDnnqRle6Yom3i7HA/bA0DvnKlQ9E2efbIDKmG9b7HieUuAz8EhKVwp+PU0E/4yuU2b9vXYHMQ8KlXmrcMn4Ntg4RHlmocmCrxmfObYtTiWpmOKc6NS2xTaE6bw4BX1voEccpq12dzKGnsSpGjHgt1l9WOaEuLjjTNjmHgmCqjQcvrt9b3mSk7dMdCi97XKHFktsJa3+fIXJmBL65hQrtWGcNDvj9Ky1nBNEQMohSMImFKVIsWi7UCi7WCOIFFCd/1xB4OzLz6GbloW8xWHIpOg9PrfaaKTvb3yRtZKQg1LU71Tcn197PetEbjypUr1Ot1Hn744a97s1dK5Ta0r7W01ly+fJmLFy/y8MMPs3///l2byuu97lKtwMHpEmfWJQgOyCzyYuYqLrWCItUK1zRojUJeWe2z1RvJwdRxudRXvKfk8Ffed5CV7vZiUnWtXVBXo2TnYvAPPzTFF6/0GfpCvylYJrWCzLRGYUrRFqeLnYN/1zbF792PiOOEvfMFNkKLMIkZhglRCoEfESQGzxwoUS859P2Yl1f72IZA5gXbZODHvLQidrytYfCaXquJcNs0Fa6l6PtpFlRl541F9pBdlCiy/xYlms3Rnb8wplJMlyy6aEZBSs/bPVXZeV2loFG0JKnXMZkp24zCmLVeyFKtwNMPzFIv2sRunV89f5GCm9AwNZ1xTDfQpJmgsuIYYBikmaXhRGuiUxGBFm2DMEvDHQQJaeYcVXYsLFMmcev9gE+d2eIHn9mHUor1fkB7FLFUdVjueKx0fYJY7BWHQcLTNaiU5NVJteZa22NjIB75D82XKTlf/8H6XiEadyqtNfV6nUqlwuHDh3OaVbvd5uzZswRBQKPRyBuPSqXymu/pfiMaruu+7sHHG1mdTofv+Z7vedXH/dEf/REf/OAHb/vfP/CBD/DpT3/6Xt7am1q3cnKZZGBM0nxB6DynVvucWR8wV3Hwo5STKz2utcfMlF2OzJeF37+DZ/3skVnefWiG/+9/O4MfJRyZLXOuOWQzEhRcnitkYxDwzkNTfPbcFl++0ua9R2YouRZrXY+vXOkQa9HdoWT9jLODqqEmrkIaA0EdKq5JZyx0zEcWK1zclMTpzaGkGsdK8cQ+QWAmSc5F26CXGY6IQDsmiCTobIIuf+LldcI45YHpMsqQA3OcCE1JKFcWp1b7vOfwTN5kTDIdyq6FaxkMIbf0tUwD2xTu/DAj85uGTIKDKEGnogmJE6HS2pYYnjSKdv67jmlgQC6ML9gyZXZMg4V6gThOGQURIIf5nVPpSYjgTMXBjxJaw1B0K5lla6plwFWyxVlr6MdspeIedXq9Txhr/u+vXse1DK61xsSxUI7iVDNdtDkyW+Lsxgjb1JSyrI4rrRFppp9Is2mV1rJvRVqcGg0l5Jso0USGpjn0iVN5L1Z7PnOJZG84pmK165Fo0WXapsoct3SuYZFGScl7GsQ8v9zhTxybp1aUqX7fi/jipRbrvQClBFX44/NbmXGAzXJnsi9LEzoOYr58pQ3Auw5NUc+QhEbJZuDHWTOdh2bdUVd5te1xdL6ap5Yv1lwqqUXPi/js+SYnVzpUCw4DP+ahhUpGGYZGyaGQ6SaUYpcgPU1h5Md86XIbQykaRZtyRgUc+pHQ51wTP0rxo5iKa/KtD83x8GKVr13tstIZ0RpFWKbBTMmmnQnivVDSvT94bJ7vf+YAIA1QK0NB41QE2V6USGAzEGtBByfIU5xKtk2qFYv1Au85PEMtc3GL05QrWyPG0d2dQUdhTJCIDuVaeyzZHDv2xUnDNfDj2wrL70e9aY3G8ePH76mA+/UIwqMoyl1W3vWud1Gv12953deDaBiG4rvetkjfj1lujzObNJ/ZisMDM0U6gxFVRx73lcsteqNAHB9Mi6Jj8tVrXR7dU+PpA42bqDO3q8OzRb5lr8nZsct81aVkm1zYGnGhOaLsGMxV3VwkPnFB0FoTRglpCgXHJFY2UZIwDhJGwTYyEUQpn7vUyQLmhAt5teXx9IE6lhHRzVyV5is2fhTT82//Xkw+9nrH/6fIZhJkI7h60WKUJadahrhkqR2/O/nnTGJxxzJlaECcaMKM3Hs7Z1CNTBtMJTbC1zs+Hx82cW2TB+dKfOdjc9JkpJrPXmgTp5q5agHTgERFpCpiNFG6pQlzbkKoDVQa5rTUJNW5qFLuQ/6SQZBQTFO8aOLiIiGLl7bG9H0R4NumHCzOb41Z7fmY2UayNQzZ1LA8b3NwVhHEKb/14jonrvfxIxHCLdRc/vyTixyde/3o4cQp7o0Wat9Is/I8L3ezunLlyq4087ulWd1PRGM4HN6XxPT7Ud/zPd/D7//+7/MjP/Ijd3zcs88+y9ra2k0//+3f/m1+5Ed+hL/+1//6/brFN6VudHLRWucZGNNlhzBJsU2xK4+SlM+c26Romzy6p8a5Jgz9mJXumJ4f8vBCFS9Kd/GsV7oeW8OQhxaq6IzLvzM4bjJ9fHihyjsfmOLM+oDVro9pwJWW0Kke31vj8xdajMOYNJVMnTBJSLTK10VDiTNTcxDkGRiXtjyW6gXqJZu/+K4DmIbiv55cpzUKcSwzFx6DwrUNXFMO816WfWEYwvuuuhbNYUCcaAqO0DRA1on2KOTi5oj9U0WiRNAQrTUXmsM8iXsSiFawFXEiFNlREFErSr6U0uzK7fCilFGY5gdmxzKyzASDxUaRWtFisBZTK5iYhkO1YLFQc5nNQmxBNCuWofj8xRYG5GJZ04TWICRKEmzTRLWEthRECYNAmAFRKs87CRRMU8kKSQLZ79rjiHrBpuZaKOBqa8Tp9UHukGVmjk+T1POCY+ZDpSTb67IM10z4nR3nNURpSpLKXqaQ91qaOfn3tX7AfNVluuSyjlgs26Y0JmFGZbYMOWwCJInGsg0sQ6yB4+wDo5R8dqSRlG7SyBrZ1a7H9c6Yw3NljsxW6HoRzYH8rm0oHntgipnKdrK36ImqbPQDVrpiXpK+yn6dpJqLW0OUgtmKy5n1Iet9j944ykIfxQzn4cUqc1VpjKoFi6mSw+bAp5w1DI8sVVnv+Sy3x7RGYaZXUMxVXBINWwMJOi47JsNQQh2f2Ffn4taI43tq/M/fcQzLMnjPkT4/9TunWesFlBwDyzQ5tiiIQ9ExWel6zJSdXO/wQ+99gF/+0jWeu9Si74W4tpGFERpEcUrRlXs9NFPGNBTPX+tQEAgrD/msFbc1sK+lIZisWaahmC45NAd+bjNM9lm3lKIzDnnm0MwtheX3o95Ujca9rNfaaPR6PU6cOEGlUuHZZ5+97eRxgmi8nnyCA9Ml/vr7D3Fqtc+VlpfHzg+DhGrB4k8dNLkwTji75oNSGCnYpiwwzX7A1652ePpA47bX11rTGoWEsWa24mAYBu9ctChGda62PHyVUrRMDCU0Li+SBdUyEKpRkuKQYphgF232TZVoDsMcNk+zaZhS5M5QaZQyU7ZJtGYUJJxrDjENRbO/za00lPBrw9t0ABlaiHHDzxzTIERjGeITvj4IZfw/+XvZbjScbOqk9a3tbfPrAiXHZBjGeGGaiwjvtNalwNZItC4gm8NcVZw9nrvS5aH5Sm4f6GTBU0Gc0BnH+QSpVrA4OFPmbYsF1loDTq6PJek2yxaRJGFx2RLOsUDcliupoEEkG3N7HDFfcfJ721MXkeHz13rUizZlV+7LC8Xf/Hwr4r2HFV+41OaLlzui55kqEKeaay2P/3xinR99/wOvG9mYNN33s9F4NWMHpRSlUolSqcS+fftI05R+v0+73b6JZjURn9+qobjfiEap9MYHI72eOnr0KD/xEz/Bc889x+OPP37TWvg3/+bfBMS6eHFxcdd/O336NH/n7/wdfvzHf/yuUJFvpLrRyWXgx3kGBpCHuolr00Amzkomq08fmMrFxa1hyFk94E8/vmeXreROxKQzDm8KjhOBb0yYpCw1ivhRyve+cz8Av/Lla+ypZ5ScioMaCp0jSTUGiiSz0ETJeuZHCdWizWzZwTJFc3C9M+Y7ji/wrQ/OSdJyvbDtrpW57JmG4u0LDbaGEoYXxKJfQxksVgvEacpU0Wa157M+8DlklzAyJGPSKDWKdkaZ0Qz8eFcS90R/4Jgmc1Wb9Z4gtEM/xrYE9Y0zIbNrGVQMI8suyYZHqeZgvcDbD07RGkWUHYsjc2UW60WK9namxaTiNOXiptAaxeVH9oRxILa7k72k7AhlpVqwssdtZ13UChbjMMHbQb2dVKpFFPzfXlmXzKjsASlkwydN35OmpepaFG2TrWGYhSHK4T/N9jRTbydpa8iE97IfG0Y2JEyEKlS0DIJYc2SuQjmj4F7eGmEoSNJt9F5rcoqbUMpSpksWWyNJgz9mGlRckwvNIVprDk6X2BpKEHCY5YBpLTqbH3z2IFdak+ZBUJw9jd1rntaCAu2bKrIx8PHCO5/RJIRRrJnnKxGXt0aMw0Qaaa1zBkYQpax1x0RJypP7G0yX3dwgYejHJFpsnnvjKG8yDAOqro0yFP2h0Mo645CCLXa1YUb5OzhT5nvfsR8r6/gmdKSl+ix2Fqa383NVsM08w2aid/CjhLmqy0MLVWoFG0NpXl7tc73j8eT+Bg/MlHPzlgubQ5bb8joGccrXrnZY6Qr9qjUKc6epO+lVJrVzzTo8V2IQRDmqYxmKzijCtQ32Noq3FZbfj3pLuE7di7rbRkNrzfLyMmfPnuXIkSMcOnTojg3E5IDyeoPQ6kWbZ4/M8OwREReu9X3COEX5fc6f3mK5H1NwbBpFG8c2KVmKIHPFuNr2bnvd5iDg906uc645JE408zWXpxcs6g78lXc9wAvLXa61PaquxZP763zuYouCZRAnKcMgyqk6yoaCbaNMk28/Ps9GL+BTZzezREsDK43xtYnegepMRNniQhVRcS2czMkqTjUVx2TfVIG1ro93K4F2tsgJHD5BG6Dnx5SyL33Hi2WhTrcbjMl3QuxlVQavm3S829OmHFOgfC9zwDKRtO9b3dfO0kCsoZBBmxuDkAfnypxeH3JmY0jZMVntBXT9iGCQZiiFwPsTxGKh6rA51vyFZ45gn9zgucsd4jDENjI74tYYjaLmipMLwDBMKdpQK1rUCxabw4iia/Lxl5ucXh9StA1xfzFUZpOYkqbiKLNUc2mOBgzClK9d61PJ3MRAHMcOzBS50vI4vzniib2vHoh0q5o0GvdzUv9amxnDMGg0GjQajZtoVufOnSMIgtzNanp6mmq1mptR3E+Nxuuhc70Z9Yu/+ItUKhU+85nP8JnPfGbXf1NK5Y3GjdXtdvnoRz/KBz7wAX7qp37qjbjVN7R2Ormcbw5xLYMoEQpEexRSdCyOzFVy16ZGyWYcSmMwW3F55wNT+cHaCxP+zBNLHNzBs96JmDimgWUaRImWgzxkydZysPFCsQc9MldhFMb5ZNxQsFgrSmBnItP+RMuacGimxOYoZJQJm2fKLrYlIt4JpJvr91Lh8X/wkTneeWiKSmYz+nsn1/LsiY2eT61gkaSipZipOJxc6WVZQpruKGRZKearMukVWlFEzwt5YLZM348zwfN2Q2UgE+xiwWKu4lJyLFY6Y8quUFe9MMkaEQl+G4cxrm1iZ8J004Cpkst02cWxTFYy16SSY+Z5AiD7tzSKAWtdj6VGkSf31/ny5Y4kmMfbTYbKXvuBH0sAoM7c/DItiNYZKn7D50UhlNgoSglus78keltraBpwcLrIheYIx5q8/0LHmTx2J3KP2hbJS5J4gm3IHrhUL7JQdTm7MWCu6vLEvgZeKK5Foyjmessjya5pKnIURAGtcUScaE6v9elkn+uuF1IvOjimhO3taRR5eKFKmIr243PnN1npjLEsg4IlWRpRku7KcWiPAk5e73G96zEOYwkLvuFl2cluUDt+MAqEnj1B0IXaZOW2zX6YiCV/EHNxc8RUyckNEl5Z7bHSFW3I0I9wsyyqrVHIKIzpehGOZeRJ5GixaQZ4x8Gpm2xfJ3SkvVOlPEh4Z+0M0psYSHTGUa5HmtRje+qsdn1Wuh4PZOtAZyx2wnEqLmkG0kSudsdc74x5Yn+D73h0gUtbw1tabN+Yh7FzzZrQt0SLEjDK3L++5egsf/GZA//PyNF4MxCNOI45deoUrVaLp59+mpmZmVe97uSwcy+mn4ah2NsoMhqN+Oqpc2itKc8uoZotvCyivqMUZddklEHUtyo/SviVLy9zrjliseZiFxRrPZ/f3gp5ppHw3rLDnzg2nz++54n94YnlXjb91mg0jqHQmPT8mEXX4j2HpwlizemNAc1BgG0q0nT7gA/k4qSSY1GwZOJWLVjscV22RqGIozxxvbIMg42+T5KKLVwQp7kblal2+5yn2eG87JrUixatYZinmJuGolo0KDkWm6MQnUDRAj8myxTZDnDaiW6YCmbLFmuDbUG8VrfOurhtKQkUGoUpq72AimtydmPIydUBG/0w8+jWuejSQFNyZZO90h4zV3apFW3+/ncc5V9/4Rq/+8IycazwExGGmcAgSDPhnXCsAxKKmebCMhVfu9rjU2dEAE72ulmmol4w2RiInaQTJfS9CIuEy92IUSguM51xRNU1sUwjo8tp/Lvke96q3gjq1NeLmtyJZnX16tXcZjcIgvuW3P2NEtYHcPny5df8O2ma8v3f//1YlsV//I//8RuioXo9dXS+ysfe8wD/6WvLvLzaZxgkoBX1ks2eRjFb1xLizJVm0hgAebZAyTW5sjXCu+F7t3P6eHSunFM/nMwudCdicmFzlE82V7reLkrXZJI7DmPqRYMolQTncsFmFKa8bW+DUSCJ5NKkGCzUiyzWXLrjiC9c3OLF5d4tDzH/w/sO8d9e3uD5a23GkWQ3LNaFinR2vU8Up7i2SdUVDn3Pi4gSzVK9QKo14zBltlrgI0/s4Q/PNLneGaORqbpSksJddi2cLPzCNiVd/eBMmQubg2yvMdnfKDIIohwxn6+JfWuYiPXrwI8lrM6A+ZpkOcjBVOXi/dYokDTpOKXimvT9KAuG1fS1JtXbupMwgSSNCWPJU5pkKTRKYrIS3qKRKDmZcP4Wn6PJoCzV26G1nXHM1650QQk9LM1chm7UDipkym8YKh8qRakgK08dmGK+WqBasOhm2UsPLVSpFW2myi7NgU/BNPJuZWKekiJOXRNUxDIEhR8EMT0vYhgmOKZimAojYO9UkSutMWt9SZ6PErFNffJAg4Jtcq09YnMQEMQpT+1v0BmHPHepzUbfB62xTNm/++Pwlm6Tkz1cazAzLYPWYi07aazjjPo0odKNo4S5qtgLT7Ispko2sxVXXk+d0rEz9AFF14vwk0nIoabsWMSpBFZOEubnqgUOz+428Cg7Fq5p0Oz7t0Q0xkFMnGrWez59L+JCc3CTgQSwnTPSlcfVimKpHGQp7F1P1of1no9tGhRtSxC9WPPvv3T1thbbNzZGR+er/NB7H8gbk+myQ70kz/0nHlngvUdm/5+TDH6v69UajeFwyIkTJ7Btm2effZZCoXDbx954XeB16TRuVRsbG5w8eZL5+Xk2NzdJtUwxglig6iTVbAxibMPg4PSt+XOn1wdc2hpzeLaEk8F7Zdfi1PWA062bl7laQeDkE8s90jQRvmXm4exYigPTZWYqLn0/4e0H6vzQew7wE5tikWYC5aJFomVxtQwRbBdsg4EXEaU6SwrVBLFYCGrky/K2vTV++D372BwEnFofsdLzWW6N6PkCCScZLuzHifBtDegkqUzh1TbH2ETyOQylqBcsYj9hFKWZi8P2e37TO6Thej+66Wc3e1PdvuJUi/guTji/OaLsWKSp5lLby92u2qPtZ3Ztg8MzJUxDErsb2eJXsA3mKw4ZlTffOEwlCIipFKbaFuuNvYBq2SBKDDaHMXsbxdw2cHMY4EUpG4a8j4aSICKlYMbVfOJcn1Fi5o1R2RG/8HKW5DoJoHo99VZENO5Ut6JZDQYDWq0W7XY7DxDc6WY1cZz7euobKaxvZ+2cIN6pfvzHf5wvfvGLfPnLX75vzdpboS40B/zBKxtsZoMXOzPviNOEvh9xIcs6SFJNfxyxZ6pEtbD783M7nvXO6eOFzRFLdZe+H7HRDwBNpWCxWHM53xzh2gZHFyqsdD2WsuyNCaVrMsmdULUGfsxM2eGRxTquNeThxRqGEtvwifC5WrBItObk9V4eXHe7Q8xf+8ARvnp1in/1mUtMl20WawW+erUrlqsFm3GU4JhGLuwehwmrXQ/XMjg6X+HPP72X+VqBP/nYIieuddgchGz0fepFm4V6kUezVPLWSOhjS/Uim0OfYSBBt6MgpjUKRROhxXlvrefjWIaYYPgR7XFIZyxDpA8em+f3T21wbmOIRnOhOcAPEyxT3oMxsUygo5TZikMQpzmFamclGpIYQNwZQQT6plKiyUt3m4jEmYbidmVkHcYEqQBJMC87plCR/STfzXbSe5WCkmsxXbLZHIQ0So4cvBNxRZocenuepD/3vYjTa32SJKE7jvDCONdFpEjQrWOqTHOybaE7DCSXY2Kxu9ELeGRPjbmqy6XNEX0/Yhwkmc2wNAAnV3o8ub/BQwtVRoEMu86tD2gOfbaGvjRYpmho6kVL9rowYkJCmDRSE4RFa2GBJKmWZPMsgyLN0C2rYBImmnpRckgGfoJlyvBTKYkVKDgmdW1L8+v3cCwzs1026PsxpjEJ39O5Ff04Spkpu1xpDbneGe9yePIi0Z9e3BxSdAxs02S65HBkvozWmi9f7mCZBr/2lWsEUcLl1phHFmvojPUxDJL8e/fgQpXNYcD55pB60eZqa0jfF/ZGKWMgDPwEL5Lv6mfONrmyNcK1TY7OVTK6uAx3H5yvcL45vGUextH5Koc/UHlVqtUbVd9UjUYc35pCs7a2xssvv8yBAwd48MEHX9MBZrLhfr3Cda0158+f5+rVqzz++OOUy2VW15t0xiG2ZVBxzEwErKmYEjg0Xy0QxilnN4a5R/exhSqdcUTfjzm9PqDnxZQcgz31ImXHYKsvK0qUpLy00ueV1QHNgc9L13vY8ZC6lVJvuKRKNA5P769zeK7MuY0R3XEogXAPzfHjfyrl5z59kVZvJBxbA9b7IWGiaY8T2uPt18OxFLZlEI4jhokI9Q7OlPjoE0scmnL5xOlNDCVfunLBph8EN+HOiQZp6DVX2x77GgW8MCaM5aC/njk2GYYijkEZt28WbEUOE99YOVf2VWqCjiSpBOdohF5gKDjTHDEMEubKIgo3DIWRiN1uEKWs9z1KjkUQJ8yUbM5uDLnc8vjkmU1MYG/doeUJ7D3wE4RwpQhTsfidK9sSVGUq4jDE1OCNhmxEiiAVR6skFflKYmhKjkyADENRdxQXWiG1okOtIKLDrhfxtWs99jQKfPuxOfZPvf5GY0IhfCMajfvxHIZhUK/XqdfrDIdD6vU6pVLpVWlWr7W+kTQaAP/u3/07/uk//ad5OOlDDz3Ej/3Yj/GX/tJfuumxv/qrv8r//r//73z84x/nwQcffKNv9Q2rG8P6io7JtfaYIE5ojVL2NCwcS7E19Ol5McWsod/5ebldou+Ebx2nmj/12CInrnW5tDVipuwgzBzNTNml709cngx+64UVPmGtc2SuwrGlak7pWqoXqBUtji1WuLipWGoU+fbjCxyeK/NrXw5z5KNaEJ1JECcMehFhnO6gEW3TPKoFm4pr5YeYH3l/hXccnOYrBzq8vNrL6WCTPJGw52cCVjnM9LyI7jjigdkyR+cr/NYLqzlScni2zMeePchnzm0yCmIOz5YpucIff3m1T5qK0cjmIGSu4lJ2TTZ6AYYSfn6Syr41DmNWux61organbzeZRQmzJYdTl7vcWyxyn97eZ2XVnoEsWjjLCOhMEnmRuirHTWxgL3zZ0E4/JJtYFkqPxwbbIubX80pVKPzx04O2GnmtKUUu6hbO8s0VW4bbBqK1jjEVBDGmq9d6bBa95mp2Dx/rUt3HPHZ85t5PoOpwDSNHE2Z7GOYKktwl+dIUrG53/nc4yjBCxPObQxo9gPSrBlRKIxM/+KFCRc3R7zjoMODCxWutcc0yg4vXu8SxhIQWHYspkp2rrUp2DYQE2VsCctU+d+DIguNlP/vTXSSpgwyla8pOJILESQJZcek50njOFVyeHxvnaMLFX7rhRWqBRvLkEGua8n9tseRNBipFvvnRLPS8eU7qVNOrUb80ueu8APvEWrRheaAf/uFq9n3wiJO5Ayw0fdY7Xn4GcX8nXtrFGyLl653We9JWF6jaIs+Nos6sAyDki2vR3cccWqlR8+XsaelwEdnZw0ZPEZxSjfR+BuSt7bS9TI2gxhQHJ2v3DHc0DDUTT+7G53H/ahvqkbjxmYgTVPOnDnD6uoqTzzxBPPz87f57duXUup1OVrtrDAMefHFF/F9Pw8C/OrFDX73SsqZ8ZAk0SIQd83cwnUSVPd/ff4qZzYG6MxqYqlepFG0uNoa5ROd1ihhaxhi6JS9rkB4nzm/xRcvtUEL3+/y5pC6q+jHJuNRmPt0n1ztS/q0Ytck7juOz2OplP/46Zew6y5nN+J8sbqx1vsBU5HAh3EsyeNeGPMvPnWe0B8BikOzJUgMSTjXMtGPbzP98WPNMJQE21TrXMdRL4iAPUBhanAtucbO67gm2AaMo1tf+25rshFMtBq2ATMVh8f31DjfHNIaRbS9GDOjViXZKp4C7XHMOExxbYPOOOL/fmGN9ijiWtsjSKCOBBH6UYpGEyWglKBFpgF9X3jITx6c5uXVAaNsI/L9AEuluR93giTjxqlmvuKilKYTBESpZrHuslSTkMWuFzMMYx6YLvLdTyxmk7XXV2+Ete1ECP5GJIPbts3c3Bxzc3MAu0IDr127BrDLzepukdBvJETjn/2zf8ZP/MRP8KM/+qO8973vBeBzn/scP/IjP8LW1hZ/62/9rfyxJ06c4Id/+If5J//kn/DhD3/4zbrl+143hvUBnFkbYCrFkbkyq10/FzqXHCvbJwwub40JYs1c1cWPZPJ+Y6LvhebgJr714bky3/3Unkz/JtPNnhfxeyfXMZXQQkyl6PsRX7i4ybnmgO962xJn14dc3Byy0RcR9YRq+rkLW3zlcputYcjWKOTgdJFLm0J92XbvkYNetWDRGYd5sCDI3nDjIWYbfRnmoYSgKDqCNhdsuWehwFrYpsF6P7gJKXE3TZ45NM1Kx2NzENDM7Lc/+sQeHt/b4KvX2vzGV5cZBhHX26P8gO1YwodPNLkeYODHlByZlM9WHB5eqPKly23Wej6NokmjZGNg0xmHWWq62L77UYxGDrJ3w1UYhym2KcLgomNSdEy645BUK1Sm2Zi4Qd2qNDfvd44p2o8oG1JNyjYUyoAo3g7YjZOUgZe9Z4agEbYpjmBXWkNeWI7ks5PuDspNAT2xATZVToPW3DyI27m3K8DQcHFzhB/FubOXyoxlUKITnS5vU5dKrolrGXzLQ7NcaA6g41EpWBhIUJ8XJfhRQpQIkmCZIqQ2lFgSB3GUa06myzZxrOl6kZjQZENI20RYDalYuNYKFu89WuGjT+6hWrBzauEnrPWbnJfKjojvo0SMV8aZmL9sChXPsUxGQczl1pB/8/krfOzZg/zBqSbtUchTBxp0xpGghtlAtjXwcSyTP3FsFsMwxLI5Sqhl36fNYYKhDIq2yZ5GkShJOL0uEQZF2yRIZIA5Qcsmuh5DgZElxoexZqwTcYsyDfY1CsQpbA6kuX9sb+2u8zBute7cSudxP+qbSqOxk97keR4nTpxAa82zzz77dU0XDcN43dSpXq/HCy+8QL1e5z3veQ+WZXFpa8R/OrHBpkce6NT3Y5pD8fAu2Sbagq9e67DWC3hgpkghg+cvbY45seznFnWuZWClmmvtsUwoivBTv3eW5jDgbXtqWGnA6voAZRhseKC1HG7DZHva9olTG3zw4VmOL20LhJVSfMvRGdbPaT490OIbfRskIE5ha5TgmPLPaZSS9H1WM0vDubLF0ItY7QToVOWL551qcxBKcvmOCVDHS/KFciIgVzeAU2FCTk/6emrn7RnAI4tl3ra3RqJhpuxwrjnCC2MaJSeb1GRCPUuJgM4x8SJNP0h458EK625AexzihxGtccR81SGKNVEsm4ytJLtjoeYSRglbo+003IGfCP/blEY00pn7SHafXpjQ7HsUbYOCKYt4tWAxXRbaVqo1q72A6bKb2RN/Ha/LfQjru7Hu5Dh1r5/nRjH4hGa1d+/enGbVbrdZW1vj7NmzFIvFu6JZDYfDb5hG4+d+7uf4+Z//eX7wB38w/9lHPvIRHn30Uf7hP/yHeaOxtbXFd3/3d/OBD3yAH/iBH2B9fX3XdUzTzBu2b/S6Mayv70W545RrmeyfFjTy0T11DKW42hqy2vNZ7Xlca48pOpIM/vSBKb7j0e2N/EaUZHIA/9LlNn/wygZzVVeEqqbB1lDQCMcyONcc0htHEt5mKMyNIe1RyP/ypx/hI0/u4fR6n4+/uIZlpOxpFCg5FuNQKB9XW2PObwwwlOj7JpRVmajD5kCyQSbuPZPaKXKFbe73r3/lOldbY1rDgIJtsW+qxOHZMrYpuUBhnHBqtY9S7EpUjxJNz4u4er3HmbU+jyxWma8VeccDUzyyVMOLYn71y8v8/qkNWqMI21REqSAZQSyUoErBzk1NJgfWimsyU3HZ0yhSK9qsdj0GfkTZMTPUOCZIBIn1wpTA0BgZTfVu48o0EshasDRhnDBVcnInJiOjUb2WE41CRPApNwPsYaox0m2EI050nvJedoRSvdYLMAzFOIhFTJxoFOJAFcYJYbIdtqe1DMuUgqNzFRIN19qjW97T5G+dIB9KyZ6ukjRDhRRlx8SxxP1p4McUbZMwSVEhuJZJGKV0xxGDLK8hypgAriXuL/nerxXTZYcoljBI2zSoFSyW6oVsCCdNjdJ6V5O2MQiYrjhYhsFstcD3vGPfroPy7ZyXyq5J2TFoj0QTYZnSHO9tFPN8l4VagbftrXNhc8RvfG2FZt/P14Cpks3DC5VMwC3IoJ3Rws5uiGVzyTYZBrGcgzQ4pmYUJVzvjsWaOJX3SWtBLRRieKPUblfNZNL1qW06axRn4Yu2iZM1eOc2BhyYKuW0zNshFrdbd26n87jX9U2FaEyoU5ubm7z00kssLi5y7Nixr9tZ5vUiGtevX+f06dM3uVt95XKHQZCwUAR7usTz17p5WM902SZO5AD6lSsdHt9bp5ClnpqGYrbq8PJan2MLFYGws4C8NNVUXIv5Ysg4TFjv+TTMiHI6ZnqqzsXhCK0lDElg2GxakkJ7FHF6bcCF5pAn99fz+zQMgzNdxenm8CaR2o21c2KjtEanoJVYtVqWTTsxKJctVOChc9u/nV+t3SVTq93POEE28ufToG54W+5efXHn2ilQMwzYGIR87VqPKONeTTbVcRjncOrkfyDNyOYwysVr0yWHimvRV+LLvtL1SbTK082rBZm+RYmm48d4sVgHlxyLOPEZBrIl7XThckzZ/MhoV0mYYtkpFmAEQ7a6CcNEnGza44gn9r0+p6md9UYiGve7Xs3gYSfN6tChQ8RxnKMd58+fx/d96vU6U1NTzMzM7KJZjcfjbxjq1NraGs8+++xNP78xN+PjH/84V69e5erVqywtLd30+IMHD3LlypX7eatvWN0Y1icJzSm2KVumY5kYRkKiNZe2RoyDmIJt8K4HpkmzAU7ZtfjQ8fl8A78RJZl8VsIkZSNziUlSzbc+OMvWMOTMep8wSSnZFmEihhGOJXavOtWcWevz8390kb/xbUc4vz4kTNI8wAyEAvXk/jrXOmOi7CAaZIhz0bYoOwarPZ8o1bvceya/f6O2ZOJM9ZGnluh5IReaQ/Y1ikyVnTxgTGvNi9e7gOLw7HaOzCSkbxxElByTIJtsX2uPcrHvJ1/Z4LlLbeI0peKYjMI4D5krOwZelOZi8JJjojIbpmrBZhzEnFnvo7WYn9SLFkM/ZhwkQglSsr/amQuhYRjo17hbaKAfJFgGFB3hyPthwmrPp+/L2cMxBa32okx0fJtrWQa7tBo3Pm7nWHPnfwuilNZQ8h9sy6DvRQRxmiP/poKSYxFlFrqTQ72lRKMwCITiF90Ar0z2u50ZUwnghdtMBsc0cS2d74FOpscp2NLQrfXkUP7ly62MVqYIUnE4S7VmFEjjYhvbjU/fi5mrOFhmSqK3k+jbowDNRIuR4EWiz5FriSHKuw9P8+HHFm86IN/JeSmcNDRFG6U0U2WHKNUM/Sh3kTMMI0fzEq3ZO1WiPQpzNCPOBOXDIKFoa662xyIUNxUbgyCj6pHR8YTl0Y9TirZJwTYwDDHRKTsWkZkhWjvONcD2QCHT08aJoFoTd8oJarjW9XnHwWn2Noq3RSy+/fgCf/DKzevOjRTJG3Ue97K+6RqNc+fOcfXqVR599FH27Nlzz679WhCNNE155ZVX2NjYuKW71fWubELBCPbWXV6xDAaQC932NoocmCry5atdRkEMbE+ZCrbw8U1D8Y4HprjWHvNSlFCtC1/SNEJKrkESRVzvhHzb8b1sjBJsc8w4FB6iUpLXEU84kgZc6/j8n394kR989wG+7ZhMJTeHAX+0puhH8S0pUzeWIrPPM6BcsOlmIqeibTAKEuI0vaF52PmhvrnpmLhzcMOj7vTv97KUgoIlbhebg4g01Sw1ivS9SMSU6WQyIY4lcghIKTkWM2WbZj+QqZWWzf3obInLmwO8WDjYhqFxLShYJhXXziYd0phUXIuD00X2NYrsqbk8d6XDwI/B0DhKNpQoVRiGbMSpls330VmF6RS43IvprLZF6KgNlGHw6TOaharDMw9M5dSMF1cGXO94VFyLx/ZUOTRTvGMj8c2OaNypLMvaRbPa6Wa1vLwMyOvz/PPPs7q6yrFjx+7LfU/qX/7Lf8k//af/lPX1dZ544gl+7ud+jne9612v+TpHjx7l13/91/nxH//xXT//tV/7tV0ajI997GN87GMf+7rv+xuhbgzrc7JwtAnfexJ8tdLx8MKYSsEkiMVZR9xlipxvDvnkK02OzlXzgL6dKAlAaxjw2XObtMciMr7WHvPFS232NCT7Jk40w1QC5oSiBY7WjLOD7PXOiH/1mUsM/DifzO6sYZBkU2gDjTjf2KZBwTJwbXEcHAYxUyV7l3vPTm3JUq3A585v8slXmqz1xKp0tefTGoZcaY1plGxmKw57G0W8KKWSWdOWXUHrJyF9vXFIqnVGoUl58XqXSsHianvEi8tdhkFMs++TaE2aylBFdHIyZClaBkGimau4HJ6rcGa9zyhz25oqO3KQ9iLJatCaomPiZY5gE8vgFDkopzolTW9/0L9TTQTfj+2pMV12WemM+eSZJqaSxGkjy1bqjENGN1gsWdmhfRJAq5H9926PF7GG1ijEMAxKQMW16fsRUSLX8CLJulA7GgYADCg6Bo2SQ3sY3ESTmqAY6oYXIs7uM9Wi2XAtE4XGi1KhO2VGAOv9gJmyA1q0Hs8cmuFzF7a43hln5jMGYZRmQYNi6jJdcki15vF9DaIk5QuXWriWSXMguR1O5pYljlg2rmXw2N46pSyQ77ue2LNLtL2z7uS8dGypxiurfT55eoNRIKjEfGawMJ05vhUdk1SnmEqx2h1zPmMwVAo2dsGiPQqyhG0IY6FMSW6NmOX4SmFbULKF5jUKhI0hg0Wd54u4lkmaxtxoYqaQZkobiooj39Mo0fl5IkpShplY/u0Hp7i0NbwtYnFuY8AojDkwXbppfbgVRfJ+1DcNdUprTbPZxLIs3v3ud99TJ5RJaN/d1ISyBTIRLBZvdo6aqzpcbY3yRa7kWiwainGU8tB8mWOLMhktrPRpDgMO7RAYDnyxjvWjlChOMi9xhReKxqOkNEG/hW0CdhFl2SRpsi0E09lioiZNhkHJMagUBP78w7ObPLa3xjiI+V/+yym2fFmc76Ym9CGtxA42STWpUhLqo2SBvr0rx42fB02U3n+R0p1qwmNNM+3FKBRXjbJr8dieIq1hhGnAxa0xo0imShVHnFdevD5gFCX4G0NGYcKxhbKkCmdYvWPK65Skct041ZQaRaZK4mFecaz8YLFvqsC3mNOcuN5nrecRJvL9sQ2ZShRsA0MpjsyW+ODckH17F/kXz7XQgUHVFfu9NEl4eaXPz2y+wpOLBf7Ew7O8uJVwvRtiZ1khX7rS4Tsfm+fZw9O3fU3eKETjfuVb7KwkSb6u5ykWi+zdu3cXzeq5557jN37jNzh58iSf+9znGA6HfMd3fAcf+MAHqNW+fkRpUr/2a7/G3/7bf5tf+IVf4JlnnuFnf/Zn+fCHP8zZs2dfsxbtf/1f/1e+7/u+j89+9rO5RuPzn/88n/rUp/j1X//1e3bP30i1VCswW3F4Za3P0bkK1YKd873tkmKYHchHQUzFtRgGYkU70bndagO/ESVpjwK+cqVNOwsNsw2x7NwaBvS8UKav2c/cgp1NyMU4Ai06tvWez7WOh4HQux5cqOyiP4XZghvGKV6UYpliJmEo4cJXsvC5W7n3TJcdHl6s8v/5r6f59Jlm7i4VxGnW+JjEGVXqamtMsx/wbcfm+cCxeX7z+ZW8SRv4Met9L6OUyCErjBOa/YS13va+5Fhip25mbnoT+ogGvEgTJ2J1e3i+nIuAbUOxUNtu3ArZ1HgcJQyzhkMjuj92YBipZjutO6MHvZZmY+BFXGiOeGTJYBQmPDBTplawOTJXJsqm0V+61OLi5hDLFJ6+0JYVvWwTmDxf9BpZ2VFGd3toQehqljIyxZ44Xw2DNDMUID/c6lT4/g/MlNBoOuOQYdYE7fy7b3wN7CyRPUwEiTdUdghPJZdEA9Nlh7ftq/P4vjq/+fwKS/UC1YLNY3vrdEaijYkmG7+SZndPvZgZKYgYv2DK53//dJHNYUhrFGaHcYNywaaS6YH2TZVyu+jxq9i038p5aalWYK3vM191ubI5YqpsM112KTsm6wOfC82AomNScSwaRYfZisMfndskjFP5bmuNH6X0vViMUTJ6l6Ek18o0xZUqScWu3s/+9hRp+g0jy47RgloUnUwzEuv8BCTBkOJgCXJmMpUEYE5seE3DoFF2mCo5HFus8jsvrt0WsXj+WofNQcDDC7c+E99Ikbwf9U2BaLTbba5fv45t27kO4l7W3SIarVaLEydOsLCwwPHjx287lX37gQYnV3qsB7Ans7XdGoTM11yOzEksvR8lLNQKFG2Dl1cH2KYijCWj4S88vYe1XsC55pDWMKSdTTjQCWg4slhhUSmGQcylzREXmkPGodi6pekO2pEGg5QoNeh6MdMlh9Yo5MXrXf6vz13lxZU+6V0wT/MviJLrerHGVInYvxZMhn5KOBGkWSrTV2xvIne+6p2f914iGqbaduaws81uIvIzM47po0tV5qsuBdvAjzXvPFAnTDKBYcbZ3ByE+HEqzhlJyqWtsSS1R2k+wUIpdDa1MwyhiV1pj7mwJbxjv6A5cb3HYs3lyGyJnieb9HSWUxInsgjbpiBcFVeg/Dl3SKwVs2WHh+fLXO14rHR9GsUSUZISRjFNT/NLX1pBJwkPTNlU7BLFcpFOCH9wZotHFqtMlexbvkZvBNrwRiIa9+p5JjSrD3/4w3z4wx/mz/25P8fBgwdRSvFjP/ZjPP744/yn//Sf7slzgQi4/+pf/av80A/9EAC/8Au/wMc//nF+6Zd+ib/39/7ea7rWn//zf54vfelL/PN//s/5rd/6LQAeeeQRvvzlL/PUU0/ds3v+RqkJBeHS1ohr7TGXNkcs1Qss1gu0RgHXOh6NksNCzeX0mlApSq5YiO9swm/cwHeiJBXX4mJTUo9tU+GYEtppGQbTJZvWOCLNUrMljyLOqTAaodYahgypzCwIbb0nB6qdWgvHlMTjQZigtca2JEU60ZpRGONFYn/eKFk3ufc8vFjN6Ux+nDJfcdgchoyCmJIjNtnjKKFRtHloocJqz8cwVJ5lcK094qEFcd9rD0P8RIjrYbJN87GM7YN2mB22DAWJFltTQ2/TiFItE/vTawPCWLJCDFuSwi1D/iZDiWV4kE3PHUvteo5J2ZLUljcY8pyv/tlQZEYmWnO5NaJesnliX4PveUeVPzzTZGMQULSN/LMz2euUDSnSoN6LPStONVdbHg/MlCi7JoNAxO3beU677XENQ/7GE8tdLNOg5lqMw/COQviJgDyMxdkwSTVhpqeYSP0aWROQpCmXNoe0RyL+B5iruDl6F8QJm4MAILdXv97xGIcJp1Z6WIbKNTxP7asz8mNsS1GwzDwgc77mUi1IU+9aJiXbZLk9vqOD0k7npQvNAf/qs5e4uDnEixK2RgHrA5899YhLmyO6XkScCHpmGoY4WM1X2BwEhIm4N5pG5taVWTsnqThFWZZCR4okSRn48sqnGowd+pIJWzzRoi2V776goHEaZdSwLMDSMZkpO2z0fcaRvN4lx6SchSfOlh3W+wFv21dHw01I6aRk4FGUQcDA35XcPgmxFDqYCNTvV72pjcaE0/l6S2vNlStXuHDhArOzsyRJcs+bDHh1RENrzeXLl7l48SKPPPII+/btu+P1ji9V+bNP7uGXmmssdzwK2WRptuyQauiOI9b7AU/vr+NYBp86uylJtLbJo3uqvPPgFAu1Al++2uZXviw2bl4YMhgn9DWMt1IWay7f/sgcqdZcbY1plByiJMWPkmy6k0Glipz3uN4P6Psx//XlJmc3hq8q2IYsZRSduYKY2fRiQoRSWKZJvSie20mKBM5lQqg01cR6W3dxo6vVqzUS95o2dSOrSyONmTJkw7Mtkz11FyvbvA0l+SXVgsUTe6tsDiNOrvRJtKbqStLrTMWhMwppZTZ9FuTBeVEqFDbRXegMWSBPxG2PZKo5ChI2BgFaa2YqLqDEeztLaV2ouTyxr8p3P7HAytl1kqxZKtomvbEI1ISbrLAsi8OLVT5/qcvDc0WmK4rx2KPZbJKkmtXE5itnDL7lkb23ROO+mahTXy+icacKgoBnnnmGv/pX/yoAvu/fs2uHYcjXvvY1/v7f//v5zwzD4EMf+hBf/OIXX9c13/72t/Mf/sN/uFe3+A1bO0WTB6ZLzFcLnF3vs9YTjveeeoFawcY0VM7XnqkXOL5U24UkwM0ah50i1YWqS3scUs0QhQmttOxYEoBX0HRGIYmWbIaIFNsSSkwQiYh4ksFTtOUA0vOim7QWZUd49ACNoo0XpWAKHcWwJFeg5FjsqRd3ufcs1Qr89O+d5o/Pb9EeBRlqHuNHEkwoYaCh5FyECX6cMvRjPvHyOuebAyzDYHMQMAoSFDq/h4luIRe96t1rvkYMPSZi7YmFrM4OaDrRBJEI3g0jYBwkktpuGvkhcxKMmCKT+Btpv2Z2gI6zdTflbsZaUrYpLADXVMyUXf67d+7n/Q/NYxiKgzMlfvlL1/j0mSZ9P8pCWCWjouuJ2+K9SeOaoDwJV9tj3OxzsXO/3Pn/0nBJqOI4TFio2VQck/VBeMfnEN2GyhAmA9uEkR+jDGkAtFIMg4RPnm7yydNNHEuQ9eYg4O0Hp5gqOUyVXTYHPjNlBy9MJIU9kX1rHCZUixazFYfWMKSU2b5e3BzRKNl0xxGupeXs45gcmROa1EQL8tsnVrm0NborB6UbxdB7nCJF2+Cz57e4tDnCNAQN0+g8n+u5y21euNZFoym78h0O4zS3tJ2tujimYq3rY1mKEbFQ4JRomZI0JUy2m+dUy+fYMGQAEGdZIbaZGQBlfDfTMCg7BhuDgDDROKZBoyTudr2xNPq9WoED0yU+9MgCl7dGbA79jLKob2o25qouRcfMXrdt4fskd6fjRcyWHX7nxVX+5C00L/eivmERjSiKOHnyJP1+n3e+850Mh0NWV1fvy3PdCdGI45iTJ0/S6/V417veRb1ef9XrKaV49sgMrQcU+x7eS61aZr0f8McXWmwNhcryrgemmKs4fOKVJo8sVqgXbbaGIStdn3//pWX+3x86ih9K7saTM5rlXkpglGh2x2z0fRxTcW5jhGuZxFpTK1rUsk2t78U0B0FulUe2mHfHIVtDTWsUEOwYAd3qwG9OFrasW2mUbPxYY5tmrhso2gYFS+GFWeq1TrGUQZi5WaR6B92Km61zb+KZvkFlIHZ6idI4pqJoW4JQKFncdZiy1g94aL7MI4tlPn+xxVovoB8k9PyIyUTENBRVxyRJbLqe2ChKDu22bW+4o38NYxHRT2gDnXFMmmpao4ggSjBNxSDjXFddi9mqTRBpPvq2ef7ck0uUXYvrWrO37jJVslkfBNmUVBp6Ea+Jm40fJYSpplKpUqlUBEUJAgbrfdqdDs89t0yhUGBmZobp6Wmmpqby78E3gxhca31fn2c0Gu2ib96tLe7d1NbWFkmSsLCwsOvnCwsLnDlz5nVdM0kSfvM3f5PTp08DcPz4cT760Y/el8HNW7VuJdauFmC2Mkvfi3hppUuiYU+jSM+PMJSE3Lm2xVTJ2XWtW+Vn7A7oG+JFMbNlF9sUZ6SyazJdnjQIYhU6CtPcYEKoRPIvE6vSzjjk2GKNI3MVXrzeo+9FbPR9umPhb1/cHFKwJAgs0RojFnTEyg46jmXgRwlF19rl3vNrX7nGb76wgp9pHIws3yJOJS/CMuXQVXIs/DjhpetdoliaooprM5cF4fXGgrinuYhV1lczE+DdTvt3q58bChZrLkXb4uHFGqOwkyEbECpN0ZCQ14lbkiGqt5uulWhBmlEKA8QJ6S4/I3FCNrCDKB3xf39lmSjRPLJU44HpMtMlhwMzJfww4YXlbs4guFcNxo1/xzhMxP5XQbJjv5z8PaYSY5J3HJomTlK+cqVD1wtJ7wK+STN6TznLOen74jzpGooUQY3iJMHM4JM01SRoLm4OCeOU9xyZyVPr2+MIpeRMsN7zCRNNxTVpFG16Xky1aPPEvjpX2x5oSWDfHAZsDhKWGgUeXqhimwbnm0NMQ5qZScNxJwelNNUsd8b8+y9e4UJzwOHZch7St7dRytPR0eLgNbF8tg3wE/Cy1zbO0u4Trdno+5hKGvhi2WGu6vLoUo0XsgwNCc/Ncl/CGMPI0I1Mb2IZosEcBQlenKCUZqFWYKlewDINHFNxaWtEMdE8NF9h71SJrWGY2+oKfR4++PA8f/DKBi9d73Jxc8Rq12ehWuDIfHnX0MOPEg5MS2Dv+eaQoi0uWUM/RrFtC31qVQYq98OB6htyF+n3+7zwwgtUKhWeffZZHMfB87yvO1TvdnU7RGM4HPLCCy9QKBTy+3gtVXIMDs8UqNcrHJmr8I4DDTaHIQXbYKpo88//8CIFSzh/z1/rCbQXp6x0PRaqLiPPZ9BtU6vZPPvIAZqDkE5/jG2bzFQdpso2FzZH2WRANpSJaLjsmoyCJINDkxzdUIidasKdhXKWgroLw8TIEsMNntpXQSk43xzJQTaRnxsqZZSdqKsFg9iX6V2yY1G8VTMz4dG+tkV657zs9ZVGHDeUFkqTa2lmyjbzNZfWKMKxTJ7eX+M7H1ug4oqN7fPXOiSpJKomGhI/YbEqU7bJZMtQAg8bWt+Slxum8ve6lsApo0gzDFPijM9lW0qcPDLaQLVgsn+6yNsPNPKJi9aaWsHiAw9O87svN7Ok2EQmklnw15kNEZZd2PTYUy9khxvoBpq9s3U+/J5DVB2VOyxNguwajQaO46C1vuXk5F7VG0XPAu4bojEajSiXby1UfKvVqVOn+MhHPsL6+joPP/wwAD/zMz/D3Nwcv/M7v8Njjz32Jt/hG1O3EmuDDIYSLcGdAz/g0EyZx/bUGYcx55tD1no+L1zr8uBCRQTI4a3zM2CnReyyWMRm01oN2VSejCol66VlGNSKZnaIz4wfUpVl7ii0VizWCsxUXJ7c3+DcRp/rHY/LrRFzFZdD2cFq31SJy1sj1rMcjXCHzsI0DZ45NM0D02WW22NeWevxC390UTQWrslQiyh954E91aCTlPW+IHUqe53iNOX0ap9WrcCRuTLXgL4fMVd1Rbg9gbuz35o0IHezzptKKKIp4u6UZLavjaJFlEoWgtaaqy3RvLmWQinRUKgbrh+n0ixNhll3u8dMdhdDQRilfOrMBl++2uGJfXWOzFW4tDViumTzhbVBTsO9cWA2+TTsDNF7PWUg1DAv2p6aT64/+eeSY2Jbcrhv9rzcpSqOkzv+zROKWNk1RXyc2bLapsqyKFJBhA2xiZ1kfdgZ2r/SHXNqxeLdR2Z5cL7My6t9XEtsiK+2xhRtg5IjuosJZXy67GKbBqtdnw8dX+BPJCmXt0ZsDQJ6XoQfpTy2p05rGLDW92/SI5Qdk5dWevyH567yQ+89RBCl/MErG3zh4hYvXe+igfMbQ+olm8VakWrBZBylefCgQnSPhpIGa1KphkEQ445DlupFbNNEKdE+mkoxVbZZ6fl5SKIGrGz4OjnXWIaiXrQJ4oS+H+NYgkLGqeb73rGfDx6bz5HE55c7/KvPXGK6bOcIxKFZoTlN7KPbo5DfeXGVMBF0r+dFrPV8NvoegyDK6ZOTgcfTB6b40PF5fv/lDX7v5XXao4B60Wamsv3aa63vmwPVNxR1SmvN9evXOXPmDIcPH+bw4cP5B+3rDdW7U90K0VhfX+fkyZMcPHiQBx988HUdum7M53Btk31TMv0KMo9qxzJ46XqP5iDIRXJ+lPL7L68ypcZYTpE9exZRCjaHIVpDyRYoruJaHF+s8tJyj9YoomhJqFTfi4mTBMOQhGdDyeHYVArDABPFKJpIwG/+uxQi2Jupldljm6z3A6pFmWJN+IR9L6KRZTj0/e1MiOYw2ra323HN230KXvsk6Ov/cuyEnVMNXV8ash/5lgM8tb+BYxrMV2Xy+PxyL5s0iJuGi8E4Skk1DMNUdBFxitaKkmMwTNKbmoyd4YVC19LEWkuoIjoPOPSilFClORp0ueXx0HyZsmtyen1IvWjlh/T3HWkwU3b4r6eafOFyh54XYxhivaiBB2aKXO/6fPlKj6PzJVINZcfkQ8fmcn3GjUF27Xab1dVVhsMhn//855mens4RD9u+tabj9dQb0WhM1or78Txaa8bj8X3L0ZidncU0TTY2Nnb9fGNjg8XFxdd8vb/yV/4Kjz76KF/96leZmpoCoNPp8Jf/8l/mf/wf/0e+8IUv3JP7fqvXjWLtSU1ck+JEuOp2ZsBRLdg8tb8BdEFDZxSy0RdXqsf31nflZ+yso/NV/ucPHwMUr6z1ODpXIU5TLm2OaY9Dhn7EOEx5YLaEAmzTZGPg5w2CuAYaVAsyaS5lQ4bpssPxpRqNosNffOYAR+YqpFrzf37yPAXb4J0PTDHwqwRxwtYgYL3v0/Uiwjjh4y+t8XsvraGBKxkVw1AGIIfIyRo00TSkqQw+vCiWPccRoWy9KAnkk0Cx+apDGGsW6wWafeG6i53ndoOR8OrrvByeFT0/YqroECUa01QU7MzuF1l//UjWTjOzj7WNicg8s1zPrpeyrRN8LXvMhM6lEUoUGnrjkFfW+rRHIVvDgIprMwgicSNUEwchdg3WYLsZeD2Uqknj5EU6v6bs4dnUPDP4COKUrWGAQt4701AYaMJXeUKdPT6MU4q2wSBI8CNpNMaRaAS13mY2pFped53IMDOK4ezGANMw2D9d4qNP7OGJ/Q0GQcyvfvkaB6ZKWcMon2Oh8wSc3xiy3BkzimLmKwUOz5Z5/0NzzFZdyo6Vf55vHAa0RwEXmyM2Bj7nm0PObwwZBjGWqWgNQ1Itjp1Jqul7UW40ECUpZUfE22oyDEx3N9WTz31rGFJxLQqWwdCPiDVUkQHEhOY8Oc8OwwQv9jENaTjmKoVsCBFhGgZH5yoUHQPHNPjIk3t3uT3VijaubbBQ23aRU0pRK9rZPSe8dL3HXDXl6QNTKKV4cKHKKEwYhzF9L+J8c8gji4r1fpAPPI7OVylYJidXezy8UKFRcvLXfvIc98uB6hsG0UiShFOnTrG1tXVLy9j72WjsRDTSNOX8+fMsLy/ztre97Sb6wmu97u0oWY5lsFgr8IVLLZY7HqnO6EapfNCaScDeg1MULRFwz5RthkFMgsDqjcyisOfF2JZB1VCyECAT8yiRIBzXUsTKwNSgdUqSgGXd/rCu0JRtxWy1yNsPTlF2Lb54scXl1pihL1+i7jgmRRyV1nqSVF2wFTqFINme5r/xrKjXj3YMw5Q/Otfiux5f3LXAnV4fMggS5ioOBduUzIpRSGccMQwSrraFxlZ0DIq2gY7B0yrP3qi4Mh2aTFA0MM5Ekba5vTlNGrWdm1WK5lrb4xc/d41xKI4s7jjl8MMpdaU4vlTl+FKVb73a5Z996hJ+nFIrWOytF9jTKLB/qsjFzTFHZkscmC7x6JLY296qJkF2hmGwsbHBwYMHabfbXL16lVOnTlGr1fIgu1qt9nUd4F8t3+Je1OR7dz+pU/cL0XAch7e//e186lOf4ru/+7sB+Xs+9alP8aM/+qOv+XonTpzY1WQATE1N8dM//dO8853vvFe3/ZavGy1tJzURTLq2keUJbH9mlFI8OF+hMwr5i88coFa0bytM3VmWZfC979zHv/l8zMYgYLHmcniuTGUg1pnH9xT582/fx395YZV60eKRJUkADqKUc80B/SwrIky270drzXo/4In9Dd53ZJa1vs8oiHcIs6vUijbtUcpa32ccxCgU85UCK12PrWEgB8w4IUkgUSl9XwN6F/1jogHbGeiWpNJgVV0bxzKYtiRQrDUC0MyUXeJE40dJpl9A6DZ38b5MpsKOaTAOEvY2LHFbzA5GrWHIKEzECj57fwzEcUssdhWBTjIiVfb6K26yFL2bmiz9GRU/X5M3B6E4D4UJPS/OaW4FW9b6JN39ZJO/6UYk38k+WndqBMys0bnVjNYwFCqjkClEowKCzFcLFl6UMAzuzl1II05Jo2Ab/SjbJlGakmTaligRJ7Q4kUYuUdt06DDRbA4C/sI79vE9b9+PYSiW22Nmyq6cSXZ8x9ojCY3sexEF2+TwTAXLVJxa67PWFzrP/ukSZ9b7Nw0DJr/rhZJWLzkcIa1RkA1FDQk2Ng1cS9yhJu9HnEjjMTHHidLd6BCAZQreppHMsVpRUDURyws1aRREBLGmUrAwjW0aljSZ0hCPg5iVrhgmLHfGjMOEI/MVsWPeUbdbhya1OQgYhwl76tuNyHTZ4cn9DS40hzQHPsvtMfWiGBXsHHiMI2E37J0qidnNDXW/HKi+IRqN0WjECy+8gG3bPPvss7fkO1uWdV8RjSRJCIKAF198kTAMec973vN1HyTupP1QSvHeI9P811MbjMKEasEEDVES4SowHBdtOnzo2Byfu9DmXHMkSaWpNCMvrfYzEaIcaJ862GAUJLRGIZap2Oj5WKaBH6dEUYLOJucaGIdpbv03+bIoBSVDkkcbVZc4gSBOaZRUTtsxDIVjGUyVxEvczCYrhgEFSyhWqU7yRmPignU/+Ku3rtePdmjgK1e7tMeR+IUjX/gXrnXZGgQUHBPbNKi4BkXbJdGaOEl5x/4ah2bLnN4Y4piKF65s4SLp4cIBt0CD1wt2bTga0W+Y7IbeJwuc0vLz85tjluoFjs6VGAQJL6/CH5zr8IOzjXwRWqq51IoWbiR0iSTz4a64JtNlmw8fn+fo3N19lifWs5OmAkT4PMmTOHnyJFprpqamcsTjteoT3ihEwzCM+0b/ulGjca/rb//tv83HPvYx3vGOd/Cud72Ln/3Zn2U0GuUuVK+lHnroITY2Nnj00Ud3/bzZbHL06NF7dctv+dop1q6425O+MEmJE5lWLtSLuYXtpGRzTqkVbY4t3r2F8YRG9cvPXeO5y216Xpjz02crLku17ft5cL5CTcmho+RavHCtw8YgYN9UkaJjMvCjXZa0E3cdP5b06mZfci/2NApcbY3pjUNsy6RaMAkyca5lqGzgobAsRZoFhGm9jQrkxh1kKdBZxkWUaExDszkMGAYR02WXSsFi4EWUHJs4TXlyf504Ten7cY5owJ1NP4xM0xFrCLNmZk+jiJMFz0aJ6EyWGkWOLVUJo5SvXe2wNQpIszDTgp0hL2xb2mYSkdfsXDhprCY1+d041TQHAcUsxE4j+5vWsicGUbLLbGSCGOxsOBxL+PlJqoluE5BrcGe6lU51xlQQS9/J44I4Zdo0cCyD5C59KRTbyMmkxlGyi1Ot0YTxdnNBti9Zhrg0DsOYX/7SNZ460OChhdotv2Naa3FgC0Q7tFArCO1IqZsC5W48hE9+1wsTpstOZucszlAzZZflzpiKKxTBUZhQtM1Ml5QKA0Drm5CmnQO9yWtgGCpHX57a12C176NTzXrfz22bp0p2lsOhWO/7BFFCmKR4YcL1zpi+L9bR82W571pR1pF/+8Uru3QRt1uHYFv7VXJM5qq7zSemyw7vONhgpeNzpT3iQ48s8Gef3Itlbe+lr9bE3Ghgca/qTadOvVpNKEoHDhzgwQcfvO0B5H4jGqPRiC9+8Ys0Gg2efvrpeyKSvBOiAfD43hr7pwpc74xJEk2axFQcxdJUhZVegGMZ/OnHFnlq/xRX22M+eXqD3+0MxTbNMtgaBnTGkk79wEwJ1zKywDzN773cxDIVexsFzjeHjEO9i686+YJZQMmGkgULU1UaZYerLY80a2AGfsxa3+eBmRJP7a/nk5avXOmw2vfxA6FohXGya3Mhe9wbj2rcrl4d7egHKT/5u2c5PFMSK9rNMYMglgCqOCWKU1zLYOBHeJFMAV9ZH4n4HRF2dVtbtFJxAGuPI9qjMJsK3bpMU4nbR7j9iAmNwTZVnkLcKNkULANDSaNhWA4HZ0qZWL3NWi/AixIqjklzGNIcBMxXHKbLDks19zbPfotX6RbaDNd1WVpaYmlpSSzzBgNarRbr6+ucO3eOYrGYU6wajcar6iLeKI3G/dJnxHFMEAT3jToF8H3f931sbm7ykz/5k6yvr/Pkk0/yiU984nUhrP/b//a/8Tf/5t/kH/7Df8i73/1uAJ577jn+0T/6R/zMz/wM/X4/f+y9zAJ5q9VOsfb5pmg1io5JGMu0vOhIY973IkCmn06mhP16Nmc/TpmrOjy8IHkdZpay/G+/eIVvOzZ/0/3YpmKq5GAa8v9XW6OcrvXwotistkchi7UCldRipTumPQoZBgmXtoZ5mvPBissDM2U+d2ELhdCfwozqaSlQpoFOUmJkzTENA6U1hoaD00X2T5f40pU22pBDcjnTmozChDDxmauKI9V7DjcoOhZbw1AOSBWH9ijIjTB2HrZzsbgpNrWJlhR0k0kytYQmnl7r0x6HjMOYgmXK66EUexpFVrqe7HtGSpRReUCQANQkbRlQGiN79uAujw63ajImlSSaUbrdUCQJkKR3bGYmP1eI5a6GLIdjuxGZ2PMKiv0q96chzQTMk+22ZCumSxbrPe+u0Qyy553kbjlZwO9k+Dj5G29seiZbg1Iq1wBsDgJ+42sr/N0/Wd31HTu3McxRlpWOZG3VijZH5ra1FzfSeW48hA/8mPY4pJI1/0M/plqwGAVxPuwM45RG1SVMJCzSNuXc1RtHr9ppWtnvm6YMBRUpKz2P+VqBZ4/M8DsvrrLR8yk5FrZlkGqNqWCh5tIehnQ9cR8LMh1No2CBlmsdmiuzr1HkwuZoly7iduvQRPs1U3Ep2CZelFDdga7upI95YczvnFjl1EqfDx2f59kjsxiGuqsmZqeBxb2qtyyikaYpZ8+eZWVl5a4oShN6070WqWqtGQ6HbG1t8fDDD+fe+PeilFJ3bDSUUjy0UOVyc0BvFDBVsqiUiwwDSax8eFG+kHsaEhT1315psq+sUAWbIBHOaq0ggqPJNMs0FC9d7wscmp30S46FF4a5QwbIBMtUCpKEIFE4jkXBsTgyV2FjILaOW8Mwt+VdqrlZkA8sdzyiVOOFKbEGI9HYphyMg3iHveFbqtG4UTFy83ucanjucpezGyMGvkClZr6YCU1t57tpKcXWKKR9JRKv+oIlk6xEHhvG+lU3jigRx64bN+OyIwtNquHMxogrbY9Ugx9olDGi462yb6pIoyiL8UNzJc5tjhlHkpJ7pSXuHh99YilHpNZ6Pq+sD/HChIWay6NL1Uywt+M1eJUmQClFrVajVqtx6NAhoijKReVnzpwhiiIajUaOdpRKN6eVvpGIxv2o4XAIcF8bDYAf/dEffV1UqRvrz/yZPwPA937v9+bvxYRr/F3f9V35vyul7tsw561SNyYKb/R9/CjBsSWr4KXlXh4UVnLMLIgN3vfg7GvenCcuV51xyBP7Gru+B9WCTHLPrg/42LMH+YNTzfx+XMvkPUdm+NDxeYq2tSuM7F999hLtjEp7dn3AWt/LOOoaSylqBQfHkvydCW3Ej4R2KdoPWc+UEi6/ykQUppJkaS8Tzz5zeIZX1vqkKdSLcmDx4xTHEprKKIi51pJQwz/71D72TBX49a8sc2q1h2koXMukVhRBLFqz1vfFhTALOjMytFdrmaLbpsGhmSJKGZxdH+BHCRXXksC6zGr4+WsdHl6oZgJ6G9D4cSLuU5o8WG1iOWspQSJM42Zr9ddak/X5Vte48UfGjp9P/luKuIqpzAZrcqhXNzzuVs95Y03cHC0yK1XLpOvFuY4luss/NNHbw8BUKwqOkbsmdceRBAHuvJ+suTGUWMVOleWz5ljGLt7/0fkq33Zsnn/z+cu8eL2DFyZ4UcpcxeHQbDlP557UTjrPjYdwaTyTPGuj6Fgcnq1wer0vn3lDTAPsjIreHomFf5QhlI5pUChIavk4uhWKtG3dHyWaUZDi2hElx+KPz2+JhXOUEKUS5CfGL9thmI5tUHVNKq5NtWDnCMgwiDm9NmCjF7BYd2/SRdxqHZoMEz50fJ4/ONXc1SxM6GPjIMaLUkxlcL075mxzwGfONfngsXm+/5kDHJ2v3rGJuZWBxb2ot2SjMUnXTtOUZ599llLp1UUpE4ThXk4qkyThlVdeod1uMzU1xQMPPHBPrjupVwsC1FqzYHkUtM/UXJlx5vDkWIojtTLfcmRbp9IcSJrs3grsWaqyOky43vFlyhImnFztszkIGYYxaz1BIBwLmgPZaExTUbENokylbSqFThJUFiY1CiV073rX510HG7z/oTnqRZtG0eK3X1rjv768wctrA1ojccYqueJGgdKkaZZEa5kE0XYq6lv3yHLjl2y78QgTTTPzH7cyh5jJur3znVSIM0rFlQTbcZTwx5e66BgcNyXI0kJvVTsdWDTy2lmGzqda6G1nMADbkNCgyZSpmKW5jvyIvhfR92MWaw5JJg70QqEb7G0UeM+hBgAnrvf4rRc36GQ2hAo4Mlfm+9+xZ9fC/1rtbW3bZn5+nvn5+Vwk3W63abVaXLp0Cdu286ZjamoK27ZJ0/SeistvVfczQ2M0GgH3v9G4V/XpT3/6zb6Ft1TtTBQ+vd7n4y+ucWCqxHJnTGsooWPKUKQBWXCm2G1e2hq+JlvI27lcwe5J7nc9sYe/9oEjuxKOJ03NStfbvl5Prle0DV683ssOHYIoF0yDIJLhUKNkM1WyGQVyuJgkHIMcUN1M7D5BWtOMxjMKU6quxTsfmCZMUjb64t1fck3qRZvOKGIYiDtQnMjv1AoWLy532DO1xHc/vZdzzQGuZfLySpd60cHJ6DxelOb2nUpJIGEQb2PrtaLNw4s1CrbJpa0RextFXEv0bRc3R3RGAa1hyFk94JlDMxgGXGlBOgoExVfkaL5pTIxoZEofpRlF6zbNxk4h9+1qZ+CfpQQdixOdIwD5+5o9VhlyKt9pDBImKUm8PUxSyMH9brUkEzrYZLdKkWHXMEiYoG6vZU6w87WIU03FVCgUS40ijZJNsx8QpSl+Jkif0KfMbP/pjCIqruw1qU5z3v+F5oDffGGFjZ6PbRpoWxMmKQM/5vRan3rR3rXn3Ejn2XkIf2mlix+lQMxCrcCRuYpYu/d9mn0vc8GK8wBDoawJNTzU8l7NV13qRYfNYcD1zph412ukODxXYU+9wKm1PtMVl/cdmaOcoSanVvp0RhGuqagUbUwlwZHDIKLvR+ybKjJbKTAMYq53xwRZo26bgsw1Bz49P2Sm7N6ki7hVsvlE+2UolTcLizWX8xtD+p5on/w4peKY1IoO02XYGgR87vwWfpTyP7zvgTs2MbczsPh66y1Hndrc3OSll15iYWGBRx555K4PA5PH3asDxHg85sSJExiGwaFDh+j1el/3NW+sO1Gn4jjm5ZdfphF2eP/xfVzshNQTSYotOSYfeGiWI3PbB5mCLQ4GAw09L+JqSzIU3EwzMVN2cGyDimFxvFTlkcUqGri0NeLkaoI3CLFNE8vQlCxxUIkxMNFUbJOlhstfemY/c9UCxxYquQPCtfaYyy2P9jhkFIjLkgYiT2OZiv31ApujKEsUTXAs8WF/43QZ96J2f04n6+9EoH27fcDLNBFKZR70iaZiCYLU8+Jd4sSddeNrU7BEWL/zbnauhWrHDiPcYMV0WbI7qq5JexSSaM1s2Wa2bOFFmtYoZByluS/37728SRAnPDQvCEOUpJxrjvjM+RZ/9sml7b9dv/7APqUU5XKZcrnM/v37SZKEXq9Hq9Xi8uXLnDp1imq1SpqmVKvV+26hez8bjWKxeN+uf6/r/e9//5t9C2+5mtAMfvuEWEg+ub/OwJfDg0Kmz1GcUHFNvuXoLO1xlNMf0lTz/HInM+lweHr/1C6e9KRu53I1qRsnuXszWtAojPnCxS1OXOvuCiyrFS02BwFRxguvuBZdL6aQNQ6moeh7Ms0dBklGPRG7bj9OKSmxJq0UpBGZUD8KtrjkOLbkcYCIYqsFmwfnK1xtj+X5CqIVmWQEKSWH5N85ucbZ5pD/7p37sQyDlY7HwE8YBh6WYVC0TeolGz9O8cIY0zRIkcOnoRT1gsOHjs3zwWPz/OfnVzgyV9nFL58uO7lgfxzEmKai5Fh85G1LXO94XNwacmZtQILe5twDWm1P4R1DDoqdUSg5RonOLd5TXt1+d2czkWiwlJy6b2xQJvuF0nrXmr7zGhP68aRutwLupF3d+DsgDc1MxaE9ikhTcu3I6ykNjIOEomNiKcV02UWhsnyvgJW2h2GSU4gU7DpsN4qOuEalml/+0jVeXO7imIrpsoNtGFzvjOl5ERt9j5MrXb71wblcvzGh8yzVCruSwP+nbz3Mas/jlz53hcutIW/bW8/3pqPzFQZ+RNeLcG2TVtYEhxnqVrJNen5Mkqa0RxFaK6JYU7JNRmmC1qAMqBdNHpwvc2ZjiG0avPfINLXMlbFasJgu26z1fIIkpRAn6CyhftKkjcKEI3OStTUOYuZr20MF1zJxygYbfbHG7Y5DXlnrMfRjKq5FtWCztyEUxTTVrHQ9zjUHlDPUZmeztdwZiw420VQck8Udw4tGFpa40h3na9Sdmpj7UW8ZRENrzYULF7hy5QrHjx9n7969r+n3Jx+wewHtT5qdpaUljh07xurqKp1O5+u+7o11u0ZjPB7z/PPP4zgO3/at7+X9mLy40uPS5gjbNNg/XcQ2FC9c7/HAdImZisOeeoEH5yv8wYqi35XNplaQjWZfo8DhuTJX2+PcqcPI4M/ljoeTuTIkqcYLI/wApsouqVLUjYBC0eGjT+/jOx9fuulev3ipTd+LmCo5aB0yDASuBFmc1vsBlqGwTcVM2cHK+Mfe67H8eIuVvHO3pllN0myHYUKSklnVQqwgSlNx6biL51BISGCcymTNUORitol942SaNrkLpdQ2RcuPCZKUJEkZhZLeGyQpYSwLeNeLuNr22ByFHJ7ZdrGwTYOZss3La0P+1KPC6YbXjmjcqW4Ulfu+T7vd5vLly2xsbLC5uZn/95mZGVz37rUkr1b3kzo1Go1uSQl7K5fv+7z00ks0m82b1qSPfOQjb9Jdvbm1E3EYBqLDOjAl6HqitejmtMaxTJbqJheaQ379a8t8/MU1rrRGeJGEa+6fKvI/vf8oHzq+m/77WoSZF5qDfAK5OQy4nKUZP7JYE+eaKOHi5pDLrREKOWAmqc6pHFpPBNsqt1sdZk3BbMWRwFE/pmAbNIrinFOwTWrAM4em+Vvf/hB760XW+j6DIOLS5pD//PwKJcfiiX0NLm7KYX4UxiilcLLB13TZIYxTXlzuYhuKzUHA5iCgZBsEWZbHKIwJ4oSSbVJ1zWwgZbJQlRyQjz61l/cdnePMRp/2WLSJWpNbc06sP4uOyfPXOrx0vcvB6TJKKQ7MlKkVbS5vjkhSyfBIUsDQMk1H3EgSkMwQX2WDlu3V2USakrs9pWsgSm7/+J0ah7u93uv574YSBy7XMhiH8etqMibIfJRKloadaixTqHHjMOH4Ug3XNljr+fz/2fvzKMmyvL4T/Lz92W5uvoV7rBlLZuS+V2VmQRW1UFUCJIFEwaBhWKRmekCg0SnOMKCa5rRaqCUBohmWA2iEaNS0EBwhdMSiKoraqD0rK5eIyNgX9wjf3dz2t7937/xxn5m7R3hERmRGZGaU+J2TS7hZmD0zN7v3/n7fLRWSIA8Q1PWceo06bB+eKrO7XmCh7fOVixsqSLDsjNbIyYpLKiSDKOXyhk9rNsY29esaHGxNAv/+Z/fxO1+c4/y6t6OOqWDpnF/ziFIxamp3VV06QcLl/HvqdwIsQ8O1FdrQj1TKtxdlLHZDLF3joQNjjJc3jU2utH2WuiG2CWECG75CTnRdOVWZukaaCY7OVPnihVbe5l5bSSZpDiJ+5S/P0fRigly0vm+8yON7xzg6U+H0cn/H1/6j33KIvzq3zr/9wkWmSi6vLncp2Nu1F5ahMxApjmnw9fkWL8yP8dT+Brqu3VYL2xvV26LRiOOYV155hSAIeOaZZ16XW4umaW9YEC6l5OLFi1y8eHFbs3O9wL43Wjs1Gs1mk1deeYXZ2Vnuu+8+VvsxZ1Z7RGnGQ7ur+FHGJ15do+nFDH3L3390km+5d4K//egMZy5c4pV2QpxzPF1LpxMkfPVSGy9KGS/buKZKoF3oBISJoOQYpMLAEImyXxUasYB7JopE/Zj7pgq8916Vp7DUCXl+rsXchk/VtTi+1AVUBz9dcRAywtA0BnFKmmsQbEPZuGpIelGGY+kE6a2/n7ew1r+JtTPNavjqhFDwrGkoHUc7go0ouukmwzKUOMxCLfBjBbUQrvQiwkRgmfoo8T3JBFGiGr1BmNLyInRNR0OjNUjY8FOsfLLpmBrNQcxfnFzn3ukS5PbJSabQjiQbOlOZ2yD0N4JovFa5rsvs7CzNZpN6vU6tVmNjY4OlpSXOnDlDsVjcJip/I9dxJxGNwWBw14T1AXz84x/nB37gB2g2m9fc9t+DLuN6tRVxaPsxqRBYpomuDWlGkrYfE2eCetHi2EKHF+ZbeFGGoanPmJdKji/2+H//0TH+cfcI/9d37h9NEYuWwcGJEq8u924ozAzijN/98hwtT4W5zq0PaPkxGhpfudRipRfy8J4aj+yuMdf02PBipio25FoHhSYLwlRp+4SUI6/+fqiyLvy8kSraBkGi+ESGofHk7Bg//r7D7B9Xn+cozfjMqXXOr/VZaAecXu6zv1FkquZweqWPaxoUbJ0olbiWoZCCosVaP+KLF5rsHSswWXHohQmJkESpasb8OKNgw65qgTAV1AoWrq2GX184t8Glpsep5T4X1jzmmmp6W3RMZusFJssOcZbxypUOS3lwWseLWWirlOTFTqDSs3NXLSEBAboucS0TXWOkEzB0HSklJVsnyqlWyJ2tZG9Ut9JI3ImSKEpYcxATp9k2Efut1lDTYeoKyVts+2QS9oy5hEnGK1e6oyeNM4khJZpQjpNl20AHHt1bR9dV4nXXTxivKGqUcuOSGJrGrprLei+kG6acWe2zd6x4jcHB9ZLAf/hdB/j48RWOL3bxk5SiZfLMwQbf+uA0HT/hNz97noJlUitayobZNWl5Ma3Bpg1uMQ9cziRUXQsz17fcM17GixJm65uH8pYXcXyhixelWLpOoqs1UsqhsF8JyUUeMTBeskgywXI3pOyalGyDVCgb3iBRCMpSJ8DQlbNVlCinqrYf88cvLzKTD5J3eu33TJQoWSbtICZMsmtc8XpBzIYXEyZdwlTwm5+9wJP723zooTtDk9qp3nLqVLvd5uWXX2ZsbIzHH3/8Dbk5vZFGI0kSjh8/Tr/f553vfOc2d5XX0lK83traaEgpmZub4/z586Mm5/m5Nv/1lWU6uTtCnApafsy+sQKHJooqpK8f82cnVtlVdbl/psJ3HLSotSqc3ogpOxZX2j5CaDlPUgmWVvshui5Z6Yb0g4T1vkATGXVX5+B0hSiTKlNhokSw5vP+xyaZrjpcbvn87pcvs9KLKDsGcxs+F9Y9NKQKq0Et5IPh9ETLrQmFzMOuTCquWnxeuNLblr55dVVsjTiTSJTd31u9cN98XSsqNzRya191+828FIM8FLFo4ifKCcYxlfDSMQ3CJGM1VXaYBUulvmc511hKyWI3QtM0Jis2aSbphAlRMrS0zaedQvKVufYoyOjcmkoq7uf2k34seGi2si1U804e0K9+jlqtRq1W4+DBgyRJMrLQPXXqFEmSbLPQLRQKt4Qg3GlEo1wu3zWIxk/8xE/wkY98hJ/92Z99Q7lA32i1FXGwDR1TV7xqx1Sf/yQTmLqa3HthwvxGQCKUY1Mi1CHF1TRSM6MbJvx///IcF9b69MJsNJmsF5XL1NnVPpXcgz8TKgV4vOzkws/VkcD7a3Nt2oESo1q6hp9kXG75pELw+L4xjs5U+cK5JsudkGpR2Wj2whSQGIZO0dIRUiPMjSSeOdTgh991DxuDmJcvtzmx2Bsd1B7eXeWxfWOkQnIlp0cNG56ZmstT+xt8fb7FxQ2Py22fMFFT00G06fS00AkpWAaWqSiajZLDrlqB82sDVnoBPT8hzlQQHFISpoKJisORqTJhIjiz0uOLFzYI4oyiY+S/g4ww0VjsBJxfG+BaasKeZIoqDND2E4JEsD4I8WKVm2CZGhZqXzEM1YS5pq50FJngwd1VFloBK92AsaLNaj9CCojl9WbRb++SvDG61PAxRtbqUjlaDaKUkqMO6pea6rNXdU0yIUaZG6au9n7XMpVOYYsVq9QgSgStQZIbmihnsWHORck2+JuPzvDe+6a3GRxcnQS+1fr2Aw9MbVplov471DdWCxaubXLPRHlbdsR42eHhPTX+6uy6YnMkGY6p41g6tq5TKypqYD9U56+tlrrHF7s0B5HSPeYi8qKtj7K0irbBVMWlOYj4+nyLjUGc522kdIME09CoudZo/45zhsN42R7Z+m4MItaikDiVTJbt0TBi62v//a9epl60udL2WetHxElGlAmm8oDAlhcxv+EjpSRKMnRNY7UX8pWLGyx2fL7t4ZlRGOI3LHVqbW2NF154gSNHjtwWN6fX22j0+31eeuklisUizz77LLa93fXgTiMaWZZx4sQJ2u0273jHO6jVajQHEX96bJkkE9w7rWDgYwtdrrQCXFNnvKRSHaerDufWBryy0OX+mQq2afD+IzV62YDjiz31ZbeVY8pkxeHIZJn1QcSuSoEzKx6DKMPVBVNVC9txafkJuq7xgaNTPHOwwQvPL1JzVQjOZ840We1H3DddIkwEYZrR8i1OLfVJ88U4yeQmjUdT3Ffb1LBMnX2NAmXbUHqBlslKP9nxfbF0lYbrWErF0PY2BeRvh9oqLLtxaZgoqF45dNzcK3ANZfM3pCBEuWuGrmtEiSQRKUmu1Sk7hhLD5SLOAhmlgkknyLh3usihiRKXmj4bSzGWuZkWmwlJ2dY5sdSnH2X4ccbcho+p6zSKJlJqNMoWfpLx2XMbfPtD6gD6Zgi1d3KdsiyL6elppqenkVLieR6tVotms8mFCxewbXubqPy1BhZ3WqNxNyEaq6urfPSjH/3rJuOq2moFeXiyRKNos9YPsUvqszkIFee67Bg8P9clStVBJRWSgmWMrD4t06BgKfTjL0+v8633TzPrFPCilAvrA7woI0wyukFCkgksQ2f/eJH3Hp1iqRNybKHDTM3l7GpuXW6o5kbL3X3SXEh7Yd3jsT11Tix0GcQp/VZCkIrRAKKUU44KttJsiExScSyOTlfRZzTedWhihLas9yNeudLhP7+4SJhmOIZOcxCDBo/vrecHHnjHPeOcX+tzZqVPnErSTGksyo6hxMdS4sUpWajWHNdSg46tKeVxKtB1ZYneKNk8vrdO20/UdDpKMHLb1+EQpeWpnxVtgzhVU+FMKIrPdNVhEGf0A8W/7wZqoGkZGsNZoaGrPUagwtYUcqzT9hL8OB2hukMxN7wxR6q3st7IZV/NIMjE5lnei1LW+9nI3jZJk5GrF1IipDosI9WAcajPcC0dA1hoB4pOrOmESUqcbeoabEOddZ7LQydfyzDhxcttzqz2iVPB7nqBoq2E2l+ba3FyuccH7p/GMfQdKYrTVZeJsk0QCwq2+k5Zuk6j7PDATIVa0ebS+oCpqqvQCMfkSttnrukhcyvbBPXZTDNJgKI9xamgGyTUSxavLvVGdMWDkyX8KKMfpaM8Fz3XWNaL9jZbX9syWB/ETFcd2n5CP0xH2lhNU5SwT59eY994kaO7FDKx1Ano+ilZFlB2TBY7AUnu+hmnAtPQWO6FDKKMy22fV6502DdeomBt0rG+4cTgjUZjdLC+HfV6Go3l5WVOnDjBgQMHOHz48I7Nzp1ENMIw5Ctf+QqmafLss8+OeOjn1jxafsKRKdVkLHdDLjR9giTj7KpHL0jY1yhyZLqMbeh0Q3Vo1zSNfXWbb3twmpNLCjUIU5VcrXzaTbphyocemOTCcpNmL8O2TEJpkCVqM/DjjD89vsynz6yT9lPeX/KojmVcWPeoFSxOrwxY7oYkmSRIFL3AtdSin2Sq4TANxQs2cuqPH2ecXO4zVrTY3yiMmpGrF0I7d+wQQD1vcPphNko4fTvUzVC4jPxjNJSiaNf8zWu1HUMU4+iuCmMlKw/IkgyijIdmK1xuBcrGNpXsqRf49ocmmSrZfPp8i8VOSNnWibpNjh6cYG4jGDWoR6ZKXG6HdIMEP5/upUKy0lML/1jBZLpss9AOcUwtd/2wmKm5eFHKyws93n/fBK5l3FGB9rBeqwnQNI1yuUy5XGbfvn1kWUan02FjY4MLFy4QBAHVanVEs6pUKtdc851GNO6mRuO7v/u7+exnP8uhQ4fe6kt529Uje2u8utzl2GKXsmuw0MmY21BauXrRYlfV4fy6h5ULrjMhsM3NJgNy56DcJEPkCuBuEHNhzWOp67Oa69j2NYrsHy8hhORC0+M3P3uBRslmuRey2lff30pOk8xyu1pDg0SqhqPlxVxoDkCDomUgTB00FRIWJaoZcSydomZSL9rsbxTo+MnIVnPI2T6/1ufjJ1a2UVVWe0qvUi2YtP2YRkntU6ppaFAvWPzlqVU0DcYK5ui7ZWoahqWz4amD1TDFfKirADUhPr+mmqhawRz9OYjTkaC9YBv5gUlRPy1DUZyiVCG5jqlhGjr9MKNetMgyxfcXUlIw9RxpSfM0Z9UMIgV+qtbcgm2y3g9JM0mlYBGEiUJ938wP21tQN3LUklzrgGjq0I+y0W3DEgytiVWjAJsp8IdTwfOXNnjlcocLa302vFjR8wB5He/Jr15oESaCv/XY7A0NE1zL4HLLZ6ri8MS+sZHV64U1jw0vohskXFr3GC/ZNL141CQPy9JV67Sr5qJr0AkUpU8NAXxmahmuZfL++6f5+IkVzq4OmN/wctMEUyWKZxmGrty2skwS5jYCDUPD1HXCJObJ/WNcbvl0/ISyazLtOCx1QnphwlTFQdcU62Rr6ZpCN01DJ81EHkaY/y6kEocHScbueoHJikvJMbENnUtN5UClBheqGdJQA9+CbRKnGUuhGlgbFYfJsoNpaNvoWLe72XhLGw3Lsm5bkwG31mhszel49NFHmZqauu597xSiEUUR6+vr7Nmzh6NHj247+KT5qEADOn7CC/Nt+mGa+1qrw96ljYCSYxIkggO5qEfPOabvvKfBk/vH6AYJkxWbSg67eVGKbcDl+Yts9H1My6QXSVphiIaGYypb2rV+zP5xk/mu4I+Ob1CsjmEaGhdXFQe4YKlU2bV+SJqnkRcddRA1dZUsmw5zJrQ8dC7KaPkJ59Y90lTimqqpCOLNBT0FZCoJ05RukI6Ch24eRbjz9VqfhJ1cQK697mu1HUPu96WmR9OzMHJv+omSzXc+sot9jQKXWwGZlNyTBzD+x68v0Q9T9o252DqcbWlcbPokQtIJUsaKFiXHZN9YgZe8BFNXjlJ+bkmYiozn5zrsGStQdnQMXSFPu/IQP6X7EMSZxLXevDC9W3kOwzAYHx9nfFzZPQdBMKJZzc/Po+v6NlG5bdt/jWhsqV/7tV/jIx/5CJ///Od5+OGHr0Gs/tE/+kdv0ZW9dbVVfL3WC7mw7uHn2UMSxSmXEnphyhP7xpQV7eppvDjFvbqpFXJzw9dhfRAxv+HhxxlRIrB1HU2HQZRybq0PKG63lHJ0UF7rRQyilH2NIgXLwItTDMtQAxtNG2VXnF7uUXJMnt5f5/hij/PrA0yURbkkw9BUDoIfpSx1la3lVlvNYbbH1VQV2zQo2gZJquxk6wWbQZQSZwLb0BkvO9imgZCSIBE41mbgXpRsojALbR/H0kc8+bafcH6trxqLJOP8usdyN6ITxNQKNplQ2QSuoeMngjRLcS31PGXHIkqVsYaeC7hbfkyUB6c6pk4vTEmzDNNQadlCqqZrawORZZCGqaLASCUSNw0d15KEqbxr0YybqeHAzzY2HQuHNN+hI9fW2sas2eF2IdXZRQOyPLzw+bkWX7m4QZIHdd3IB0YlzuugSV5d6imEMBN40eY0f2ut9yOCOBshHsM8CeWCZuJYBl6khqGdIAU6HJkqj7IjVnoRtqVzpR1A/r1WAwNFO1to+3zwgWnedWiCmZrKgnnlSntkGFBxTIYpV2qYIIly96pdFYf5doBj6ExWHBolmwtrHi0/JhNC6S81jT31AmuDOKf+bb7BQqrzU5op7dCwSQcVlNwcxJQcc0TlbJQc3n3vJPdMlji+0OFS0wfU0FehqkYeQJgh82FjJgSZlIy59jUp7LeTRvW2EIPfrrrZRiOKIl5++WXSNL2pnI7bjWhIKZmfn2dtbY16vc4DDzxwzX32jhUo2gYtL+GVhS7NfoJlaqOFfMNLcEyNE0s9vunwOE/sqwObdKyCbfDMPWP82YlVMqGsApc6IYudgCkjQGsY+FqBKI2UL3OmaEpelFFydPaOFai4JrNlnbU44/e/tkDFMZnb8GgUbYq2QSbykBuZQ9AamIaiT6WxoFFyMHTVKAGEmVp4hgt3lsLVhCJx1eF8KyJwt6z3wybD1LZbFt6oLH0Imar30kSJ9BuuhabBn7+6xjcdbnBkskQtX3CvtAOOL/apuiZenLERq4nd0FK37cW0/RTb0BhE6r9xlpFkm37uhq7hRfmCm3t7p/lFD2kKhydLlB1j9LO3W6NxdRUKBXbv3s3u3bsRQtDr9Wi1WiwsLHDq1KlRvkWxWLwjjdNQo3G31O///u/zF3/xF7iuy2c/+9ltEz9N0/67azTOr/X5nS8qLULB0un4SlCLBgXLYKKkrFhF3gh84P5pDjSK/M4X5zi90sPWUxzLHKEamRCKTmXrlGyTpU6waT/rJzi2Cs8rOybL3RA0ODRRykNPM2pFm6QfIqSk6UVMlhziTIychMqOSZIJ+pEKLntotoquG4rKgkaaW2ur36tCLHVdZ6UboWvqsHZ0l7rW62V72PnhW9dguRvwxQuKbpkKpVPRUAfEimvRj5QebIja6rpGo2CRZpKFTsB8y6fkmJRtk16Y4OcC1pKjDkLNgZpEl2wTM6fjJLmmLM4EmpY7fgmlDRQo2opC0dUaFSYZSZaOsh1MXcPSdaUJ2OF3LqSilihuv8CxTOpFh36Y0L/Z2PC7sHSUjbJjanT9FDSJroPINsP6tla2pQG5XgM2TDQf7kVhku1ov7tTDXUlSrif8Plz61Rdm7mmzzvu2XR9klKFTZ5f62MZGpNlByklF9Y8gjijUbJHtvJeJJmtFxAiIEwyWoOIRKhckZmaw+kV9R21dA3HMgBJEKd4UlJyzNF7cHiqwnc+sZszq33aXqyGuGWblV5Ex49VIyvU6w9TwYnlHl6cUXNNzqz0OTxV5qkDY/TDNLduhq9ebKmDftFirRciHXNkpxzFKbWCSS9IOThZ2ibyjtKMQZRyz8TmzxX7I6Vom+xrFJnf8HEMjaJrjaiWaR6RYBoq5yUT2jaUcWsK++10pPrvrtEYis/Hx8d58MEHb2qqeTsRjaEeo9VqjQ5CO9X+RoF3Hhzjv76ykjtpCDKhU3UtXFOjH2XomsGBcZcfeGYfk7nYaug9DfDe+ybpRxmfO7PO2TWPKEnRRYI7ZnM8miSM1/JQJgV5SqEhkHix4NhSFx2NvpeSyAzaCbO1AkEsWE5C5baSipENYCZRtnaahpQqETxOM2pFiwPjBVpeojzdDW00hdJ0tgUW7fjewzUJpHdD6eRJtKgpYbbDor21ZP4v09SZLtuYumR/WSXmrvQkf9L1OLXYYnaszN95fJaHd1fZ8GKWeyFelBGkAqQg8KFhROxvuHznozOcWR1wakVNCyGHUA3VLCjUTE2v4iTLReWSfpTQHOh0gpSSbfDuw41Np53baG97vbqdh39d16nX69TrdQ4ePEgcx7RaLS5evMjGxgaf//znR6LyRqNxU+Ggr1W+799VjcbHPvYx/uk//af89E//9B1vIt/utXWif3iyxAtzbVqeypqomjphKogF7BkrsjGIuLLh82/+6gIlW7kXSaAdpDiJoGQboGl4+cGpYClvfC9KKbvmyH7WRB9N2yUghRrWWKaOJ9PcXjdF8xO6vjrcNIo2a4MQIVS4ajdI2TNWUAJ2y1QpwbF6nrYXj/DTOBMEScZY0cDUwdB1jl3p8q5DE+i51exOVJWKazJWtFlo+3R8pV8YL9tYhqJiLHZUsvfhqSJ+LFjthiqVW9NzupdCTR6erdEJEtb6IReaA4SAI9MlHt5d5+K6x1o/ZKyo6FlNL2Zv3aVg6Wx4KiRVSDBQoXvqMDocQkmSTNkOh/kkJcqBGlNXSc1BfuAdDq2Gk/whIyWVoElFWUlSgW1o3Mah7tuyhpoLP1YBsFmaBwrCts/ksMQwQ/E6j7X1vrapj7QLaJuZJDcqiTpLDKI0R6UM9o8XOLs64HNnmzx9YAzHMji70ldNOWry/9VLLfY1irT8mLK76eDWDxO6gQrWy6QkE5JDk2W+7f4pjk5X+D++PE+cCvaPFxmE2UicbhoaEmXJ3/bi0cG74liMlxzGSzbn1jzafkKSD1y3Nl5DbZKUirWx0A5oeTFPH2gwXnZG17ZvvEjJMVlo+XSDlNVeNGrkXMtgquYQp4o+NYjSERKz2AkoWgazIyQn5vzaQLnj5QiQBGxbrTMYw/dXKmcsTb1vFdfc1sBsze65nfXfTaMhpeTy5cucPXuWe++9l3379t30gckwFCXojfLTgyDgpZdeQtd1nnvuORYXF+n1ejveV9M0/vYjM1xY8zi7MiCRKGcGXaLrBo2Smv78rUdn2F0vIITk0obPi6spFb8PZZ+9YwX+xoNTHFvoMlH0KWYx+6bGMNwyryyqbts0VNeP1NB1CUItLm0/YaxgsREobvFU1WLPmKsoBImyAtzqRqQOypI0D2sqmBq7Kg73TpdxbYO/OLWuDt66Rskx6PjpNYFFO9VwXbvbGo3hRlh2FDc4SK7/CkwdSrYxatwEkKHTSk3WYolpgWsIxsyISwsDfqvZ5IeenCAwyqz1Y0xdY7xoEsQZfaEx3wpoBwkfODpJN0h4dXlAL1Tp5ENhaNmEMNl080qjDKnB++8dR9N0JUKrOHzbQ1M8MLPJ17wbEI0blW3b7Nq1i2azSaVSodFo0Gq1WFtb49y5c7iuO6JY1ev11+WCd7fZ28ZxzPd+7/e+ZU3Gr//6r/MLv/ALrKys8Oijj/Krv/qrvOMd73hLruXq7IzVvrKidnIzBtvUCWIlYLZMneVOwJ8dX6bkmNQKKmBruRsqumEqcC2DsaIFKErGrprLmdU+lqGDFGio6WfFMUeOOBqSTErIFBKi9HACTVNT9/NrHhNl5cxUcy02/JiKa/I3H5nl82fXObPSI4hTxvMwtLafKPtq1AFoI/fqLzkmD8xUubC+OcG8XraHpmkcmixxbq1PkqMvw3TjQZTRKNoMooSLTZ9nDowRpYK2FyOkZL0fEqSCw5Nl7t0iWn1hvk2SCUq2mU+goR8lOfqq0/EjTE1NYIeNgaVrxLnz1xB5heHASjUgugbhFn6OQFmMZvnjbFXJJdnmHjP8mZCKMjXMO9paN5MSfjdVBvnhevNnYusbtKV2ogRvra0/NnWlhVH4EKN8iRsRQ64VnytNzr5GiZlagefnWhy70iHOp/IzdZd7pyqcXe2z0AnoBglxJqi4CvXwo5SlTohpaMrRzdDYyNO/P3dmnUKeMm/nSFzVtYhTMbLbBfCTjE6QjA7eWw0iDowX+dqlDdYH8TXojpSMLIXX+7GyuzUNgnidd983SaNos9wNeWLfGEemy/zap8+j68oSOMsRBz1H4b7v2T30gnSU4m0bOvdOlxkr2iMa+7FF9Z0vuxamo5pqQ9OIkzxOIMlGGpBhpo5paNw3vd0d8eoU9ttVb7m97e2s6zUaWZbx6quvsrGxwVNPPcXY2NgtPe7WMMDXa7/barV4+eWXR4nnuq7fMBkcVOiLyAXVYwWLKM+e6AQJUkru31Xhyb01ji90+S+vLCvUwg8ouRkvNy/xvvsmGS9ZLK63mdQDZmd3USqpiW2jaHMmG6BrUC/YiLzbj9PcCUqwTbAtJcw1fUXfitSCrmlsEyykQh2wQfEFnz00xqVWSDtQiZxJzt2U2mbI3PVqOGm5G9f0iqPz4EyF5iCm4yeEyY39pjSpDhsi3yyXuiGgcTF3PTE0jbGSSaE6zhO7DE4tdbnYioi9daIwI9Z0NGnRCQV+BuiQZZL/82uLzLUCyrbB/obL5XZIL0jJJPRDse2apFQe6AvdiMmSCjra8GI+cXId19RHzcbdhmhcr7IswzAMKpUKlUqF/fv3k6bpSFR+7tw5wjCkVquNROU3a1nred4ohPBuqB/8wR/kD/7gD/gn/+SfvOnP/Qd/8Ad89KMf5Td/8zd55zvfyS//8i/zoQ99iDNnztxQN3en6ursjCRfn4eTbUPTiKXAi1M6foKfCAwNpipKo9APE3ZVHTKhbGWrrsGT+8aYqLis9iP6YYKUivqg5WNeKRR1YthoSBRdqOXFRIlA1xJqBYuKY7HeD0fuS2kmWOiEaEhKtskXzjVZ7IRcbvvsrim7Z8tU+g0p5civvxckCKEQk+VuiG3qOx6krs72MPOwv0ZJCbjbfqzEr/lryYRkuRPwJ8djqq7JZMUhTjPW+8pqu+3HXGn57G0UcXK+eLVg08oddRolFdD3tUsten5CCix2InVozafbwz0wStX7Ppy6D0sICK469Vm6umNy9WkQRpvM1luGxiPaDjNLPdedfCPVDd6WbX+++r3eqXSUKNo11SMMnaqufo93quHtOmpPFBLqRWsUzPjcwQZfPL/BVNXmodnayJnRNDSiVNF/hZDUCim6puyPAXbXCjiW+uy4lsnhyTKr/YhPnVolFcopbmiN7FibDBchJXEQK8e2/OCt6xofemiak8tdvjbXUu5RgJ27mA2Hp9pVb6KQkGYZ64OQL51vsnusyL5GkQ/cP80nT64yU3U5PFUaDXDrRRsnz8vqhyn/47sPstwLObXc44W5Nuv9kJYXc3nD48Si0rLM1lXoYcdPaRRtyrbB5XaAEOBaCqUbGhxomsY94yX2jW8OxLZm9+yu7yy+f731liMaW6k+b7R2ajR83+ell17CNE2ee+6515UuPKRXvR6dxlYk5ejRo+zdu3d022s1Gio3I8HJQ9mi3MNapgqm+5Z7J/nLM00+e3adi+uqMzeFZKKkYRsaf3FyhV36gDAMeejI7pFt79C2z9Q1lYoZp5i6TpRm+URII5GCXpCQSSjZOhIlfKy5Jl0/GW0sw9o+EYJ6yeJ/+KYDvLLQ4/yax/og5vyah9CUw4eQkjQSIy7nsPHY2nxomtI5aBpEGYwVTdJM0o9uL6x3uyuTkvWBctZoB+kN4eIRnJw7dsTZENaXowZPSLV4fOlSm/ffO47rukzPTjNWtDjYukjPD1noxviJEpy6mqCcQ6Z+lDFdsbFNnZmq2vj9ZFN8ryheqvEUUnJ8qc/7jjQ4MlkkFZLTKwP+zRcu88PP7uGh2epdj2hsfY6raZOmaTIxMcHExASg1o6hqHxubm5bknmj0bjGBntYd5tGI8syfv7nf55PfOITPPLII9eIwX/pl37pjj33L/3SL/EjP/Ij/PAP/zAAv/mbv8mf/dmf8e/+3b/jp3/6p+/Y816vrs7OsPLPoZDDabYalvTDVHHPpcSxlNuLEJIwVk47lqFTK5hYhsF7jk7znY/t5mJzwMdPrLDeX2atF1EvWOxrFBX1Mcko2pufx36gdA5ObmUO0Apj7pks88TeGl+da9MLEqarDocmK5QcRU+a3/Dxo4wNL1LJyyhkdZgKPhS77q4XsUyN5W6Armk0+xHkOo1Hc6etVxY6HJwoUXQUWnp+fYBr6jy2T4VlrnQCLqx7BEmq9BsMD1QCL0pG01mJmnBvDGI+f77J4ckyM7UCpqHn+0hGnAlaXsSp5R6dIEFsaQASAUksSFLBdNUlygRxooS3Wbx9Gm/oed7DVRP6iq2P8g62lpTXH2gNUZS7deB1szV8bVtf5zXvU/6v4fux056moQKChw1zvIUvLHZ60BuUlqOHs/XiqNnNpEIYHhqrUSturr2NksNj+8Z4+XKHuabHQjvMnc80ZqsuRUc5mQ3tqKsFC11XjYhjGJQdk26QYJfsbY11nGbEqeRQnmouhHJ6Or8+YH7Dpx8mBLHID+4KwRFSbDZVOUVp2HylQiIztXZowA8+e4CCbfDSlTZtL2autal5ahRTDk2VmK0rzcRyLyRKMz53dn3kBrd7rEjB0vnShQ2SLGOtr1G0TaaqLocm84DNc002BhGOqeNaGkJC2TUxdJ3JiruNjjVMYf/gg9O3PU/jLW80bmdd3Wisra1x7Ngxdu/ezX333fe6Dy9bEY1bqddCUl6r0QgTlZq6v1FkfRAhJRRtk7IjcSwDieQL55s0exGZlNiGRhgLTq+HNEJYbnvsr6nDUSg0bJTjxrHFLnMbARXXJBGCMBEULMUJlEDZNjkwUcTSNc6vKEtEXVcJs36gBN2Grrr7YWcw/FzahuLNNgoqVOabD4/zzYfHKTkGv/KZi4S5zWIqFCpSyC1TEyEx8i5luD4JOfROz58vt8x7O5elQZrBYjvIXVeuvc9WjnDNNUiFUE1Wtol86FdNj7JM0vITXrjcYU+9QC9M1QQHjVq5yEI/wzQEUgjCDLpejIwjhNDwgxg7D/dyLYMoVaiGAZQcnUbJpl6wWOiESk8iIEgEp1YGbHgxvTDlVz87x7MHGxwiu6OIhpTyTUM0Xus5isUixWKRPXv2IISg2+3SarW4fPkyJ0+eHFGvxsfHqVaro8e72zQax48f5/HHHwfgxIkT2267k7/rOI75+te/zs/8zM+MfqbrOh/4wAf48pe/vOPfiaKIKIpGf74e9fT11tXZGdMVh07uZOSaeh6cqShDIqfSll2TTEpWe5EK9MvXtLJjqeyMU6s8sqfG4akKP/YtZR7bW+c/PH8ZL0o5OFEiTMWIc+5autK5aWCbGvWSRZwJBqFyW5quOLSCRNEkw5RnD46P3HgqrsUje2pcafukQiEXSZY7/WQSx9Ap2CZpTkkZCrwNXeOVKx2mqg6ffHWNC+sDBmFKcxCx3o+ZKNtMlB1mc1rYyeU+cZKxPojJpKTqmDk9Q70nRdugkP8TJyqR2zYNhQZlguVuwCBKcS2VXeFaOpahcWa5z3InHLlCGRpYhlpPU6kajtW+OjTV8v1lvR/R8pNc8A2mrpNJQZptHoaHzY6hb9JZhjVch69X1x6qv3Fbjhui7vk/Y0WVKL/Si7btT8o2WBtZsmqaNnKKdE1daQhvskxDZXAULAPX0keU9X6YgmQbpU9KyZW2z8V1Dy9KsAyFcISpOg+ZOnT8YWK2xaFJZflesNXncapeIEgEUSpoeUrfYRnqe77Si5ipunz3E3u52BzwiROrvHSlzcmlLm0/wTV1pA1JKkbC82HjKiSjxns0SETR+O6ZKDFesinYBqeWe5xdUYL2SsHCMpSxw1o/pB8lPLy7RpRm9MOEz5xeZ2MQs6vqEKUCKVWo53TVJU4VffGxfXWqrjVat587NM4Lc20myjaGoVG0TB7ZU+PoTJXTy/0RHcsxDR7eXeODD34D5mjc7jIMgziOlQ/3+fPMzc3x4IMPMjs7+4YeV9O0WxaEh2HISy+9BMCzzz6Lm/MGr77eGzUaRdtgvGQTp4J94wXaXqIEPqZSHR5f7HGlHdALUuJUkKYJUSqJ04w1zwMNznWhFnv0oozddZeVbsTFpk+jZPH4nhrzLZ/TKx4SyXhJpaEOopTLLZ+qY2IYMIgF47bGepAojj+MDqTDklJdl6HrTJQs6kVLpZJKuNj0aA6UXaJjakqfkXOFB2GGYxnMlmy6QUI3iNEy1fRomuJGT5UtLrdDOnmT83auVAK5lWV8HaRuuLkZuqLHAYhMboP2h03W8P8FimKx0o2pFSw+c3Yj5xILLjX9UVOq68plQtkUgx5G9KMUL0wIhaa0I/njOqZO2TGJU8liN2QQpmi6Crc6u+axNoipuYaagjgmxxZ7rOspD927yfVc6kYs5fSLwxNK2PZGaohuvhWIxo1K13XGxsYYGxvj0KFDRFE0QjuOHz+OEIJOp8PFixdZX19/UzUac3Nz/LN/9s/49Kc/zcrKCrOzs3z/938/H/vYx66Lumytz3zmM2/CVV5bzWaTLMuuCQqcnp7m9OnTO/6df/Ev/gX/9J/+09vy/MMJpRen25JxP/TQNEvdgPPrHjN1l/VByEovygcyyja1GyTomjpEVRyTtqcO9YXctSZMlNC7VlDi762Wkd90ZJJdNXdknxulGfsaRZ46oCzJC7bBJ0+u8penVvEiZQ1bdk2QcGqlT5CktAYxhq7R9KJt091qwWKy4nCl5WPq6sDh2rrSZ0lFcyo7JhIVdFe0TY5MlXjpSoezawPiVDBTc5mtq0DBi80BJcfkHQcbvHK5g6FpRElKnNtialISpEJlCAiJqQ/XBtjoRxQdk3rBwoszLFNRryquRZhklHRzdDjzopSlro8fb7pCSSBOtx+AlT5E5TIlmXLy0nxGyI0Yrq6aRN9CW4kzsSM6cSO0YtiA6PkfTF3d+xsV4djKSoDtlvIaypo5FRItUyJiKZSRiK4r0fyuqkPTSyg7Brqm0Q0UTTDJBJa4vvHL8HktQ5kOpBmEicpdObHQZakdcnCySNuPqW+hGLa8iOOLXeaantIc5Pkq906VmWv6rA1iWn6MpavE7rHS5vckiNXQ7QMPTJGcUBfmxyn9KCVOFdV7V9XlJ95/BF2H3/niHBuDiLYXo2vKajYVyv3MNPSRhfXw/YLNBtXMm7BMKEpYcxDiWgY9P+Ezp1cJkoyS4+TOUBqOaWCXdFpezOmVHhMlh5NLPb50oUkQp8xteCPko2ipUMyyq5zwNLRtwyHXMnhwtsr3vXMf1YK1bZ17731TO65/d6Le8kbjdlOnkiThxRdfxPM8nnnmGSqV29Od3YrF7VCPMTU1xQMPPHDdQ9PNaDTedXicP3hhMfeKdggSQXMQ8/jeKn92fJU0kzRKFs1BjKGBavolBVPDMk0aZZt+oPjEpgYXmz5jBZPH9lSpFS0eK9aYrRc4tdIny+SIxtQLUnpBio7gvgmbibES64MYy5CEbELio9Kg5JgcnijSKNtUXIuzqwP+26tr6gvvxSx3Qo7uKvPcoQYa8FfnmjT7MWmWEcTKijC32lZTDdsgTAVeIhBiOC0YEovenjW8rut7hWuj+xmagoJlTpvaOnEbIjqGshQH1HtSclVw1e66Q8Ey2F1zWMsFq1JKXE2yq2KDptEcxMzWCwyihF6YoSPJMigaYOqSdiRYy2KKloam6aRSoguJl2RseDEVxwAU3aJRUgv83FJGNxTUMsGfnljjhfkOfqxQjumqw3c+Ms19069/mj/8PrwdEI0bleM4zMzMMDMzo2wF+30+8YlP8Ed/9EccO3aMn/3Zn+X48eN8+MMf5t3vfvdtcbO6Xp0+fRohBL/1W7/F4cOHOXHiBD/yIz+C53n84i/+4i091sLCAgB79uy5E5f6hutnfuZn+OhHPzr6c6/X20ZHvdnampMRphmuuT0Z94ffdWB0+2y9mGdmZIBydDE0Jewu2QadICFI0pHYMk6VmHsQJuwfL3NwonSNZeThqQoHv6V83Y1+X6PIajekYBtowLm1PmEictqDRWugnJ/OrQ4YK9o0Ssre80rLpx+qdOtMSCbKTq4LiYgzbWRpHaUyp1ioENcTS6vbQs9ANS2P7qlzdrXPnx1bpmSbvOOeMb4212a95UOuH0zSjI4QlPIJtGnoub2sYLzs4Jg6cRbix9noUGqbem6rW2G87HC55bHWj0eHs+FUeKdSVsAGfpwRprl2RFfNjZqmM9KlpEIiBMSJIBXXoQRtec6t2kEjR0isfDJTckziVChx/V1QW8P2bqaG6M3wqLn170qgaps4to5jGIzVCyP7cz9RGSRRKtk/XsS1VCjHWNGm5cf0/EQ1JEKMBpRDgfiQwl12TUwNvEQZooyyWSydxY7PlbbPI3tqHJos5+YIGS9f6bLUCZASKq5BkDf3q71ohJIZmsaB8SKGrjMIU16+0uHRPTU2PIUWPHdoYtT0n1/r0wlUI3F4qszffXI3hycr/MZnL9DyYnZVXeY2fCoFMxdbQzLMo8iur8PUdBBo6LoaTESJYKkT8H98dY4vnGuSZIKFtk/VtRgv2xRspUkxdDi3OqBfS/kPz1/m9HIPxzKYrjqMFW2STNANYmUznWdwXB3qN9RcPLW/cU0TMQzofDPqLW80bmclSUKz2WR8fJxnn332Gq7xG6mbQTSklFy5coUzZ85w3333sXfv3htSD16r0QB4x/4xklTwhQsbI73Ge++d4L6ZMn9xch1dU44KXpTR8iKG/hxS0yk5JtXc3nCpE1AvWBgatIOE5+c6FCyDkmMwVrCI8wZmvGxRL1gEicCLM7wgpGKbvO/oJEkqWemFzG346AbomiTOcn5iLhS08y/S4akif3J8lUGUcnC8yP4xlTJ9YrmPoWtMVxx6YTbi4IotUIVE8RhFzode6WWk6fCL/PZtMm61Kq6p0npzkeNOm2Aq1ETEtnTunSoxCFNKjpFPTtVmXLKNfLoBAy9kEG8GT/3YN+/nQtPnD76+lIdcmdw7VaJiwyfPtIhSCGOBoUvqjmo4ji/28wmgBhrsqbmMFRWFI8kkYSb52nyXz59vMV6ymK05ZBKutEL+88sr/Ni794+yPm613qxG43YG9mmaRrVa5SMf+Qgf+chHePzxx/ne7/1eNjY2+NEf/VF+4Ad+4LZN4XeqD3/4w3z4wx8e/fngwYOcOXOG3/iN37ipRkMIwc/93M/xr//1v2YwGABQqVT4yZ/8ST72sY/dsd/FxMQEhmGwurq67eerq6vs2rVrx7/jOM7r0tltra05GcPkaz9Or0nG3doIFC2Di80Bf/LKMkudgJWuOjgPffbDROACXpIRDbmfUk1Jo1QQpdk1lpE32uj3jhV5ZE+d44tdun5MmIhRNoAU6nHKrkmaqQA9CVxYHXBufYCXJ2AnmWo84kyM3OZcS+Ph3VWmKoWRyHaY63F1dgaoz3bFNXl1qcezB8cZL7scmS6z1AkIE0Y6PU1KDEfpP6JMkuRJ6I6pKFTTFYfFboiuafhxiq7r2Kayax8GnaVX7YXXQw6CJEPXFHqrAY2yRZopTj25ZmaYGK5rgA66oWGhKKpl28BLVHpzIRcBenlWxna9h3JI1NBIhLK77fgptqmRpG//1PDX0gbC9vf3ev8PqikIkpQo06kVtNy6VmM2T6QP4oyjMxXuGS9zfKmL1FRo8Fo/wk+UzWutYJGkghOLPVb7IU/tr+NYJkudEC9KaObN81jRZLpaIEoFfpxRsAwEsKvq8r1P7+N//9Icz19q4UUJoEwNolSJuacqtjJTkaggvL6i/pZsE9vUaQ0inr/U5ukDjZEWYaemf6bqstwL+atz6xxb6DBbd5XbVSaoFy0Klo4XZxQtnW6o0Bddu5aaB6oBtvJsq3KuF1nvKzRGSJioOLQGMZ0gIUzV91C5zUWkQrK3UaTlxaApvWbLS7AN9b2yyzpJN8wdJRXlKxXijmsubrW+YRqNxcVF5ubmsG2bJ5544o44Wt2oKRBCcPLkSdbW1njyySdvynXmZhoNXdf45iMTPH1gjLafULQNagWLi02PibJNKiVtL0HP4pwSo2EAk2WVRDmI1EZnGjr7x4v0o5RLTSUYHC/brPZDvEhxazMpMQMlKCo56p8rccyqp/iI3dyTWuZGzEJKLEOFOQ3h6YvNgA8+MIGhaZxe6WMbOs1BzFTF4cl9db5+ucNyN0RKqSZcmtrMnFwDMuw3hBrRY5k6gzB7zTTuu63s3P7Pzr35M6Hg1ZKt50FYW+5r6twzVqBasJQVn7N5QC7aBhXXotcNOTjmoNkhlbEKG37M7prL0/vrnFod5BMeNeWZbwfUXGXHaZsGe+oOji6oGRmXWj4XOimJ0DANKDkWXiKYbwW4lk7J0pgo2Xzm1S62qeXWnaoZ2tdwubgRcHbN4+n99df1vgyb+TvtbDV0nbrdJaUkDEM++MEP8p73vEfpj5I3fwLa7XZv2vnqYx/7GL/927/Nv/yX/5J3vetdAHzhC1/gf/6f/2fCMOSf//N/fkeu0bZtnnzyST71qU/xnd/5nYBaRz/1qU/x4z/+43fkOa+XfF1xrVEy7idOrGI9qiwhS7bJvVMVLjYHfPLkGl6UsXesyFjR5tRKj8W2j2HoowAxIcEwdOpFc7T+fn2+PbKOvdkaUrjOrvaZb/nUi1ZOJcoYxBlFWwnQy67JcjdgYxARJhlpntRtmTpBnAIak2WbIMnwopQgVva4jZIzYhMsdwOKtsFU5Vp6LwzF5GJ0WLF0fWTFKaWirKj1X2JKFZqXZlJNtpFEqbJDn60VODJVpuiYrPdDXl3qcaXjc3CixL2TFU4u9pSmJK/rDZR01KGuXjTzdGaLfpgom3YUVSdMRW5Jr65/rGCR5baerqUjUDo0P+fzbN2FhytPkkk6QTKiZflROmpUdDKCt7cnyQ1rKy1qWPKq/w7vZxqaQq4SQZwJDC2lFyhDmH4Y0w1V5sWldY+1XoSbx4x/9VILL94qcLaZrjmkUjJedtjbKFMtWByaVI3r1+fbjJdtDE3j8b11tFzTY+c2uW0/oWAb/I2Hd/HylQ66rhOlKa4lRxbJuqZYEZoGTo5qDKKMjUGsRrCaGmw+vLe2TYuwtek/v9bnt/7qIhfWB6wPQi6se3SDhJmai2noSoNacoizUGlGJfl3QI5QMZWfoR5bQ+0LtqkoZV6s0L6un9ALk5H1rGWo25Y6AbqmGrnpqjrHLbUDaq5FkCOFLS9m1lKDgbGSRdDJ2D3mkmaCuaZ3xzUXt1p3faMhhOD06dMsLy9z4MABms3mHTmk3AjRGOoxpJQ899xzO+oxrveYN0vHci2DmdrmwWhPvcCBiRJJmmBGAaFjUqs4XFj3MHWYKCt+bi9Um1/NNdWXLkyRUgmGl7uhOtjLTY/rTpCSZAGHJgr59UlSARfWPRY7Ab0gIc4URClRX6qirQ6xByeUg8rplQF/eapJ04tpFC1cS+UyzFQdjkyWqBctDk6WOLXikQnBIM5G4r2tYmg/EfSja51C7vYyNLBzRKJkGwipLPYMXcMxVWKnrimoX0ctmBt+jG3pPDRTYaGjfPWtXMg5VbGVeCxOcTONMBWMF20+/MAUZ9Y85lsB+xtFVnqR0r6gtBVJJjk6XeD+3LpWSsklz6BcCNld0pjrxERRTBQndAcBR6dLPFpXG3U/THHN7ZNuI+cwh6+VwniDGgrB72YLXc/zRhoNTdNuSidxO+v8+fP86q/+6k3Tpn73d3+Xf/tv/y1/62/9rdHPHnnkEXbv3s2P/diP3bFGA+CjH/0oP/iDP8hTTz3FO97xDn75l38Zz/NGLlS3u66XfA3qd1WwdP7s+BLHFjq5TafBwYkSLT/mcssnTQVzG57icwfKeSqTaR5+qew4pyrOyHpTCMHldsB0Kpip3ty+MKzDUxX+xiO7OLbYwY9SvDjFNQ2mqy4Pzjpcanr0w5SWF1NxTIqOSTJQaeaGpvjqaBqphKmqO0JhekHCubUB9+/SWOkpdyo3D7SrGNd+J1SegZ7TVxWqrdYqxU1PcxjA0CDJMlIhqRdV47bWV+5aQ5rWWNFifsPjqxdbpELimjrHoyx3xTEYxGrtuJFuwrUNBrFKJrcMnSxT9FpL1/L1TU3PW16EFwtEJlkfRFRci+mqg2saBImPyDWEuqaufRSYyBbqVi7utU3l3IUEL/97d3MNTzLDb4ChDx0ON997M6fZOaaObWp0c1tIP86Y2/DyRk6j6BjM1AoYOizkzAkpJd0wZVfVoWwojc7lts/cRh8vEhwYL9LzY1b7IUXLUDQnXaNasPIzhspKGVbBNljrR3hxymTFYf94gYJZ4cUrbQq2QSW3YlbBkIqedaUVqLBMDSzDoGipxtyLUv7q7DpP7R+75hB+NdpZdhTistwNRyGCgzChUbLZVXW53PKU01pO7XZMjcmKkzMyyJE1iWHoVAsmbo4AKaTQQkoVThinAlPXmKo4uXWzhqbBbL2Ibeqj5mytHxElCh0NE0VFHIQZBdvgH3zzQR6cqb0pmotbrbe80XgjB4owDHn55ZcRQvDss8/ieR5ra2u38eo263qIxutJGh/WrTQaV5dt6rxzxuTU+Q7FYond1YqitiQJG17ClXaIZej0QyUSvm+6TC9M6AQJrmUQD+Ftqdw6bFMnywXJ/Sjl7Jqyyx2EAseEPz+xRi9IiVK53YIWBWU7pk7RNpjf8OmFKtRKSDWFqLom9aLFci8iSgXPHVJJ0xJJrWjlqZpym/uHoSlPalNXC1+2A7/2bi1T35woKZRBYiDxk4xesNnAIcEwtXxSqTG/4XO5HVAvmERJRr1kK3cYP6ZRtEEKglTyztkKz90zxn3TJX73qwtYhsaDM2VsU2Otr+BpQ9cYLzno+bTSMhRytNZX6JM0dCwLUtSUNE4lTjrgSCXl3Llz1HWXkwPBRMkeLWYdP6EfZix0Ak6vDDg0WcxDm26+3gzHqaGz1Z1ANEA1GrdDG/bTP/3T/Kt/9a9ueJ9Tp05x9OjR0Z8XFxf58Ic/zEc+8hF+5Ed+5Kaep9VqbXuMYR09epRWq3VrF32L9b3f+72sr6/zsz/7s6ysrPDYY4/x8Y9//BqB+O2q6yVfgxKXnlnt0/Ji7p2usGesiB+nfG2+xfm1AZahY+aT/OH6ZudagDAV6LqapqMNhcwZgzClXlT20su9kL2N4nVF6FfX+bU+L861STM5okKWHJODEyXGyw61gsVLl9usdAU4CkUo2AY116QTpKNhRhBnTJRsxksOkgjL1LnS8qnlGoyhl/9O2RlSSvphyoGJEr0wpWgntP2EqYpLy4vVlF+ofaQfKYqMZep83zv38cS+Mf7dFy6x4UWUbJ22H/HC3AaXNnySVChbzZzC1PMTgkRg6dcXDQ8rE0qEnkpwbY2CbWKbEi9KiTNBzVXohW0qwW7RNkiFHOUlGJpgvGSTpIIkzbByGpAfb5qNXD3pj/OLcm19G/L+jVBO3phKJGkqiAVYuc29YWhYpk6cSXRNodxpJvPPJFimul8qBGEimSyrQzbARMmm7SXEOZUnTDKSnAJ9crnHqRVFo1afa2O0/wdJxisLHdJcZ2QaOkVLOaatdEOKtoFrGtSKFrO1Amv9EByIkiynDkmiPDPGMLQcDVSMiW6Q5FTz7QYNsDPaKaVkuuKy2gsIkmwkdF/uhpg6BHGKjnLbdC2DqapDKsA2FYqzq+YQxoLH9tVpFG1evNwmFerzV8kdrhKhDHziTI4ss8NMsqumbGpNXVf/GBq7qi4bg4humNAOEkq2Sb1kMVa0eXCm9qZpLm613vJG4/XWUHA9OTnJAw88gGEYhGFImt4ZPHMnROPKlSucPn36lpPGb/SYN1NDV614ZY7/57ceZSG02BjETFcdaqLAS3MtzgVFml7MvjGXMJEcGC/y6nIfIcndDdS4RtdyVYemUXR0Or7KfQgTFbAnyfmZsaJ/GDpoYhOCzCQUDfUlPrGorCYtXSOViuMfpYINLxltKFMVm6cPjOHHyv2k5cWAgh4NDcJMTSMSodI5i7aBn3um3+2lMfTiV82DaercP11msuLwyVNrytFjeEc5bLBUYxflP5BAx08JY0HB1lnuKcrERMnGMTSCWAngDk0q/3FT15BScWofnKlwz7hajBe7Ie+8p06znzDfCsmE2qgLtqLBtfyEmZqjMlVSwZoXo5crhNka9Xqde6Iur8z3eb7bZbLs4gud860YKeE/DiL+9PgaT++v8w+e20vFvfll5s2ytoU7owOJ45gkSW6Lve1P/uRP8kM/9EM3vM/BgwdH/7+0tMR73/tennvuOf7Nv/k3N/08jz76KL/2a7/Gr/zKr2z7+a/92q/x6KOP3tI1v5768R//8TtGlbq6rpd8LaXkwpqnGoOC2rgNXU0dZ2suX59vY+V87uVuSCrkyGGtHyo3wNmqSydMaQ7ivHk3mKq67B8v0svThV9LhD6s4WR1I6eddvxYUSSDhFcWujy2t85Y0aJWMNlVc3nHgQauZXBmtc9COyATAicPl42l4m2nQnBkqsyhyRLzLZ/ve8c+3n1kUgm0dVjqBpxbU2jPVm/98bLDR45O8enTa5xfHxAminYbpQZdP0bTFOJuGhq2riHQeHG+w+Wmz5V2wFov5OzqgCzPb7IMA9dUE+yNQQxajG3oIy2JqV3fTEMCfqzcv0wNHtmtKDBCCP7i5CrjFZuHZ2ucWR2MbFYtQ8di6Fhl0vFjvDhjuuqw1ou2JWNv1YVsFYencmjhqpMJsSMX/24ty9CZrjgM4pS2F7P1zdDJzXqkEtg7pqIiFW0jt7IVRJkYuUruqrocW+wCsKtWoDno0o9SklyDaOoQ5w5UlqbgIl3T6PhJjhhFGLpyrCq7JhMlhzQTnFkbYOk6v/2FS0yUbJqDmPVBzFTVZqHjc3Z1gIZiWvh5toqpQ9mxMPJ13rB0ukFKyYF7xq81aNgJ7dQ0jUNTJfpRwsYgyp3aDHpBwiDKRqYumQTbNHBMk5qlk6SCMMno+pI9jQJ7xgqs9yNWeqHKRcsRz4JtsKuqmvZBlNINUoq2QaNkc990ZWTy0Cgq1kKjZDNRUQjkQ3tqjBUsVnohj+yp3/aQvdtZd12jIaVkfn6ec+fOXSO4vl4y+O2orY8thODUqVOsrKzwxBNPMD4+/roe8/UgGmmacvz4cXq93shV67Ett8/NBTi7bX7siUcA5aX+779yhdMr/RyygyAVjBcthJAkqXIMsg2FSHixgvqqrknJVlzaNU+QEYNkm2PEMOvBjwW6lqMjhkqZjTOZQ6JKqJUJia7D0/vHmK25SCn54P2T/N7zC4rTKyVJDlO7ukRqer7IS8RQcMibgWoMgfPbW7qmciu0/DVJTaPuKsj4YtMjSASaBjLndw4/FVdvaBpqUVvtKW6sqWs0SjbdMKUjBBVdcnyxx/kDde7fVeborjIvXunhRSklx6RoG8SZCvR75/4x9o4V+PNX1/ircxugga3rXNzwGc9tBKVUzlgTJZtMwGoA79+9m8OHD3P4SJ9Pnlji9FKHs2sBXiIp2zpZAq1E8N9OrlF2DP6Hd+276ffpzQrrA+4IouF5HsBtaTQmJyeZnJy8qfsuLi7y3ve+lyeffJLf+Z3fuaX38Od//uf59m//dv7yL/+SZ599FoAvf/nLXLlyhT//8z9/Xdf+dq3rJV/3w5QNLwI0GmVnW3Oc5ONrIWEQpyNO9XCuZOo6UmZous7esSKDMOWh3TUaRTW1HETKlWe9H/HxEyuvKULfOlm9d7rMZMXm5SsdBpEyghiEKSeXu0yWHSYqLgVb0aYqrsXhqQotL6bjx8SZGPHF+2FGtaButwyNybKiMg2nuVc7be3krb9/vMgffm2B+Q2fjX7EIBfDT1YcbHM4FVd7zsllpbeoFyzumSiz1PHphQmpAE0oBDvIh4JKAyEp2QbdICWVm2ulQF3/1QhDkAjcXJCb5jarjmWQpEqH4UcpJcsgSgVBklHI8xiEVNqR9X5EmAv1h3ShYdL41jV3awNiaOBHihLz5uxFr69u5do0VMBimGTsrRdwdI35dkgmFA3IMDSlF9AVlSlMMhxThdxNVVySTIx0A7M1l5af5HkWOs1BRNkxAUmgq7TwTqCoTUOHq0xI4kw5L47yTlCUujARXGkHZJnA0KHoGPlnyubc+oArLR9QyGGaIy5oytVM6SJASoGQivYWpzndWNNGtKatBg3XQzuHifWreVNq5i5khq4QHjsPnhxEKWknUJQr1yRMlYHDWNFmfsMnTNS1uzUdP8pG+SAF22DWcgkSpc94972THBgvcXK5N7rP1mYnFbCr5tIoWiPq49tB8H2jessbjVtBAdI05cSJE7TbbZ5++mnq9fq22+90oyGE2EbXeu655ygUXn8Xqet6znOUN/U+BEHAiy++iGVZPPvssztyv4ePOaxqweLDD07RHEScWumjo1EvGlimhm0ZuduGpGAp+zdL16m6OocnSlxo+hi6rtCELLcKzA/hwy/y8P9VKqaaWMU5rBqmyqmj7BiMFy16UcauqrrmTEred98EL13p8upyTy08QlAxJI/ub7AeCK60AnphxnjJouUn23I7rldvfAO4M1/WEfdVKlha5loG21T6Fckw7PDG2M3wtgyVb+Ia6u8VbAMvjGmFUIpSlroh9+8q8+juKufWPL5+uUvajdRkytL5psMNjkyVWOlFnFjqU7ANDk0W8eOM5V5I00sQqEW0aBncO6WoE0JuJoMfnqpw6L338tW5Nv/Ln5+nXISiIUnThCSJ6cQaf/7KAt96j83uqQlM87WXmztJaRrWnRScD12b3swcjcXFRb7lW76F/fv384u/+Iusr6+Pbruee9PWes973sPZs2f59V//9VF+xd/5O3+HH/uxH3vDGURvt9qak7F1et/2Y7pBwkTZ4dBkedtnQwk1FWUmSRVlytA2s2SGFMgoyRgrWmi6yp2p5lz15W7IQ7NVXrnSuaEIfUjluHqy2ig5PLa3zvm1AWv9iCBJ8TspT+5r8N1P7tlGe2qUbJ4+0OCv8gRhieK3z9ZdDk9VGCtanFsb8PDu2jUT0Ney3D08VeGnPnQfIHnxchvdi6m6Fk5O0ZJ5NlKaSeJETXvrBUsNUFAUp16Q5jQcRkGsUqogWdfUcYfBf2zuMUZORdtKV5JAlqnm7eUrHQ5PlpTjYZqx1o9Y66tQx1RIony67Bg6Gsq0JMxTwvW8uZCSkV5xuIdc3dwME8eHKL+T6zbebjSqrRa9r1UC9d53fJXk3g2z0futaRqWrt5TZViizim7664aUgoVTpkKwUo35lOn15QrYaJMXrpBymTZJhXqM5jlZ4hhuF+Wd2xhojQJQzcvxzJVaK8QBHng44FGCdPQWe2F9IKExba/jXLtmgYCRS+0dUWrutwKGEQZfizyfUvpTXphwmInoJbnSgzrRmjnel9pn0q2g2OZ9PQEQ1ep2sN93NDUwGKpGzBeshkrmnz/s/vYXVeIiWvp/MHzV9A0OLemwnCdfGAxzJKpuhbf9fhudtVcVnrhaI2qFiyOTJU5sdhDSJln+aRvK8H3jeotbzRutjzP46WXXsK2bZ577rkdLQ6HzcDNHtxvpXRdx/M8vvzlL78uPcb1HhNu7nDVbrd56aWXmJ6e5v7777/pbI75DZ9/+YmzXFj3cuGeoOUJ9tRdxosmXpSQpHIkXjINjYMTJQaxSgSPUrUSF2ydXpAgxXDRl2hoI1eKiqscQBREryg7qRD4sVpcbEOjXlQCqn6Y8ocvLnJqeYAfZyoJNpPYJmiuw5WuElu961CDr1xsj5JshdykD4GC2DVN2xZ09zZb80c11FwoPYz6nGq6CsYbhAlIySC++ccbvs4og8VuhGtqVGyNVCjnCicXaluGznc/PsMjs1UutXx04NBkiSNTJXRN49WlPh0/4ciUolrVCjoPzVZ4dXlAzTU50Chg6Brnmz5hnFEoaFzaCDg669AcxBxb7PHps026YcK+MTd3mnHUNMlTAroXT17g4plT1Ot1xsfHGR8fp1gs7vgdfbMQDcMw7kij4fs+pVLpjr+GrfXJT36S8+fPc/78+WvyL242o2h2dvaOir7fTrXT9D4VkkbJ4d7pMo3S9gHOcILbFUpHIKVyUgJ1kB2iiqU8qdo0FBrbDxOWuyFjRYvZeoE/PbZMo3St7bOmaczU3BGV40Y6EmXcoQ5kUZKh61zTONWKFk/ur/OViy0E8NieGoemyoSJ4Nza4IaWl7qusbteGF3HYifY1myYps73PL2XhU7AQjug7FoIqfR+gzDF1HUilENVJlUmj5GL4tNMjMY4QxF2bmBIJpQo1tB1XEvRP9PhlDs/4G8dIumow3TXj8mEpGwblG2DK17Mlbay9HUtg7JlYOkZvTAlQtLxE9r+pgPRMCMjTF97D7m60Rk2Hm+3utXGRwCDOCNsBWRyc9SmslAkpq70C0km2Nso8sT+MS6ueaz1QzJb5qLrlIJpULIN0kzpJLwoHZ3FHNMklpuaUFPX0NBwLB0vT4lPhWow00xgaAaWYZBJdV9T10kzycYgHo06q65JL0iwTeXeOFl2CJIMP1GubFXXVJEAhnJntExlaBAmGaeWenz44V3bmu0boZ1tL1LJ6CUHP1L0yiEaZpvq2naNFagXFMIzU3VZH8T81dkmhr5pKjFWslnuhhwYL/LKlS7r/UixPTR1LnjPvZM8d2gCXdd2RBj/9mO7eWRvjcmK87YTfN+o7opGY3V1lePHj7N3716OHDly3U18eFjPsuympqe3UmEY0ul0uO+++9i/f/9tOaTcbKMx1ILcd9997Nt3YxrK1Y3G7331MmdWB0yUbYqWwSBKWeyEzLUCqgUlLCy7JhuDBImkZBnsqjqcWompuqq7j1OJa+v08scsWTpWztW0dbB1SRJFVFwDLwFfbk+5di0Dkes1MiH55Ol1Xr7So+aaLHR8wlwglqSQegndMFUw/0SRL15okWS5CwOb3uW6BmgaFUcJ2wfx29cAV2foow1ZJglS5b9dto3c/en1c34lCgKOUo1eKDE1OGDq3De1OVG3DJ0HZys8OLs59RBSstaPuNIO0LTt0/2DE0UWu0r7sdQNudIO0XS4p1Hg8kDj915Y5oEZjy9ebNPyY0Quvltoh8zWXYq2+iwnQqNeKfDuZx+moKVsbGzQarW4ePEilmWNmo6xsbHR9/XN0mjcqecYDAbXbaLuVP3QD/3Qa2o5dqpz587xsz/7s/zWb/0W1Wp1223dbpcf/dEf5ed+7ue26UC+UWqnnIz/+vISr26hKwyr7CjPel3TqBcs2l5MlKrDtJknbU42HB6cqfC1uQ6mobMxiHAtU9FEgT89tsSrSz1qBYuFdsjhqe0NTcE2WO2FIyRh62S15ampfRBnVAomRWHQDRJOLHf51U+f5x++99COh5K/8fAMSOgECfMb/k1ZXu6kITk4UeKxfXUm8sPNwYky3/eOfcw1fbwoxY8VfWyq6tIo2bww11K6B6HyAnQ0gkSQCTEKJZXkSd5Sjow+4gxcTVJzTaJMUnMNio7BUjckiLcvkAJAQj9S0/Y4zZiuuhi6hhemlB1FXdE1dXitFVSOQsHW2fAkBUvL11ylT9G5tVyMYcBqkm1y9O/2SvMmQ9fVflDKabZCohLY0Xhwtsp4yUGbgl6YsNDy8wYxRySEpOSapJlqNMIkwzT0nN4k8scf6h+2WgnniAnqwG1bylAmTgVaLupXtCE1tHSsoTmPRsFSDYkXZzRKFn43o+PHiqIsld5TJJlCsaTEtQ0MQ7uGu3AjtLMdJEyUbWbrLqeX+9SLJoXQUE5wlmJzCKle+yBOObM2oOYqsXrJMfHjlFeXe8omOc64uD5A12C27ir6eZTlbBDBxeaAw1MVDk9VOPDuEi9eabPhxYyXbJ7YO4ZpvnlDrNtVb3mjcaMNWUrJuXPnmJ+f5+GHH35NGsDwsHI7G42hfW6322VqaooDBw7clseFzcboejqNrda9N6sF2Zq0HqcZX7/cUfkHOURYcS12VSTz7YADjSLvvKeRT5QkZ1b61IsWrUFEc6AmRRXH5OCEm0+VJG0/ZbJiM1F2SDNJ04uxDA0NQZTzl8lt74a8Vzd3pCq7Jp+/sIEfZZRsg69fbrMxSDEA8sU6k4KqbSMlHFvq48dKxHj1Ql62NXRdLRh1R7mX3KnF/kbixNcqW9co2opLTD4BM3UNXVPONZmQmJpkJzBjJ6/zq0tDbdyGpmyIM13xN8fL19LqpJQ0BzELnYCvzXe53A5Y6Uas9mNqBZOpikIJi7bBropytDqz5pNmAsvUWenFTOgw3wr5/IU2eh5ApOtqMjWIMxbaATM1hyhV1/P0vjqNooWm2RSLRfbu3UuWZXQ6HTY2Njh//jxhGI7QDiHEXZuhAdutbd/u9Qu/8Avs3bv3miYDoFarsXfvXn7hF36B3/iN33gLru7O19WBeR9+eBdL3YBXFjqM5foKU1cWsPdOV+iHCRfWBirFOBGjdVsAXT/hcivk6QMNPvzwLiYrDuv9iP92fIW2HzNeUi5Rhq6x3ldI32N766NmI4gV9304pRxOVku2wYU1jyDOaJRsgjhjsROg6xpdP2G50+KfeTH/07c/wI9+y6FraE/ATTlcwc5Bhksdn/96bIk/enGBvY0iE2WHgxMlHtlb4+n9Y5xe7XFwooRrmVRckyttHy9MSDOJbal1XwjwklTpM7TN9SzZkqasDu4au2oF5cATJyowTzMxDR1DV0Lxq6mxWv44bT9B1xUyZOo6G16EF6YMEknRNZku20g0VnohQiqhcstLSIUgScUtNxlCQpjILQYft/AAb+PKAR401D6wv1yk5SeUHYNBlNEcxDRKCdWCRb1ocWY1F9ILST9SjemumkqDv7ThE8QZSSrwgIpjKk1GPlWzDX0U+DjUZ5i6Qr8MLafRxalqQjJBP1IDgUwqo5hMquEdmoZtaLnhjEXRNgjjlF6YjgT8ImdzKIMUnft2lWn7yTYxOFwH7cwkE7k4u1awOW94eZaGRZxl+FE2Co/0QiWoLzsm77hnjGoeXDukSJ5d7TOIlPOnoQ0RUZ1940UOTpTY8OIRhfJic3BN0/+1S+1rjCPuhnrLG43rVRzHvPLKK4RhyLPPPntT4srhAeV26TSiKOLll18mTVNmZ2dv+xR0eL07NRrD1x9FEc8++yzF4s3Zlm1FNDKpFmH9qt49zRsR1zJG/EANlelgGRpl16LqWnQCxdMP4oyDEyWKthLXFW2dimPixxmdIFGwppCsDBQv1zH0XMStns8LYjShoWPxlYttGiUbmcas91VSLGzRHggFVa70FM/WMrTc9m37Sh4mEk3PCBPoylvjyercODX16nq9TUbRUvkltaLFpWZAnMlR+JOQkg1P8WKzTBuFTQ2vTUdNlm6EdAw3XddUjUuSCSZcNR2abwXcM775mVnshHz85DpnVwecXh0gJByeLOJaygDgs+daPLWvStkxudwKaPkJHV+hXKahESWChU7EEhq2NUBK2D/mUnJN1vsxaUYeRiRY7EZMVxye3l/huYNj/JdXVvDijH2NIo/urlArbKIZoOhGrVZrhHhomsbp06evQTtuV91JHchgMKBUKr2piMbrrc997nP83u/93nVv/57v+R7+3t/7e2/iFb31NRQKn18dgAa1gs2zBxt87zv28h+fv8JyJ6SkKQtOP0dRC5ZOlCozhx98137una4ihORTJ9do+0qTAbDQdljrKypV20+4sD5grDgGqEyjoW5i62T12GKX1X5IyTHohQlLnRBQDlcV18Q2Uy6sDfj1z5znJ95/eMcDyM1YXu5k7dnyYs6uDpRtaCbphQnjRXvUeIyXbTYGMW0/4aHZKgXbYH7DQ6AOjJaudh7TUFPnOE1Hur7hYX1YlqHhWiY112QQq8OgpinL7Dh3hVJr53ar8+HyKHKO++UNn2cOjiuEPJ+qx3HGck/laBQsFSZXcUySVNINYrJb7RK2vAZ4bTveu6nSfLKla0pvU3Utxss2/TBlb6PAnrEi8xsqv2Wh7WPoKsCxaBsqsyUTdIKEXVWX/eMlLjUHpPn7O4hSRTkDZCYxNIltqjdx2IS6pkqWj/2EgqnnFDxo+TG6pjFeVo5TavgocU1F1bJ0YxSaOURSRo2pzJtey6ReMEmlMkewjXSbGHxYV6OdBcvgT15RiOTuusFY0WY9d4CarrostlXj70Up/UhlWjxzsMF4eXtujsrOMHl1qccz9zQou9YokLDiKqqWbeqcXxvwpQtN/ttNGEfcLfW2bDS63S4vvfQStVqNZ5999qYPGpqm3TZB+PAa6vU6Tz31FBcvXiQMwzf8uFtL07RRqNPWGgwGvPjii5TLZZ555plbOmhtfTzX1Ll3qszz8+1ROico+zdD15gsWyNnhqF4uxUklG2Tb71/gnNrPsvdgLWBogp8x8PTfOv9U5xfG3BqZYBl6nzHw7u40vb541dWsUwNM/fjjhO1wTi56EugsdKJCUXEYttHl0Il6mabKZqGpg6rcSbVoiSUP32yw69TiQElhqaSeMlh2dfaMjRUKnd4hzaHIQrhWhrTZYtuJLi47pNs2RxVwJVaYONU5KI7OcoLGTp6XU2v19jcoLciHcPpEwImixqX2wH/7dV1/vYj0+yuu/TClN//+hIL7SDn2qq/+fXLXUqOspps+RlfudSh4poYukbbSxT0LCRxNrpcMiBI5MihpeMrqpumQ8XS0XWdqmvy+J4qT+6r8acnVgkTiWnA1+a7vHi5y/e/YzcTWxCXYrFIsVhkz549zM/P02w2MQyDCxcuEAQBtVpt1JjcjkP8naRODTUad0NdvnyZqamp694+MTHBlStX3sQreutq6zT/nfeMkwlJP0xo+TFBIljrRXT8hHcdngAUxWHI7x862qSZoGCptXonq8yhc0zbV7zy5iBiuasEq1frJoaT1d/7yjzn1gbqEBWmmIbG7lqBYm6tW3JM4jRjw4uuyQW4lbr6eqWUHF/ssNQNlNuglJxbTVhoBxTyaaxp6Dy2t86rSz1eutxhshKw3o/ZP17CizLauY2sYyq7z2FZuoapK13EcE2TIjckyVPPj+wp0Q0SolTw6lIXkVuJDi1ytXyxH/YIGpAJQScWfOr0OuMli+lagZmaoqX0oxRDg9lGgWY/oRck1IsmzUHIrZ4WNMAwoFG02fDiuz687+rSASTEqTIy2NMo0PVjqgWTMFbhlM1BhKZpjBdt/ETkqJNyrwySTKEgtoGGhmVo1AomYZ4sbhnKYEbXNIRQ+5muKfvcsmsSJQI/TumlqhHR8s9azdRx8gTtfqgc2CbLNp0gyS1tVTDj8HFtXVESZX4NU1WHom0SpRnNgQqS3CoG3/YeXI12PrSL5W7I+XWPmZpDL0xY7UWAZKbmsqdRxItS9hlKr7F7bOc9wMhzq1SA37V6rYJtsNIN+cuTazdlHHE36DPgbdBoXH1oWFhY4NSpUxw6dIh77rnnlg8Vpmm+4UZjcXGRkydPcvjwYQ4cODBqYF5vuN6N6urHXVtb49ixY+zfv5/Dhw+/rmyOIXVK0zT+L0/v4fzagMutIE+bVI3AbM0lTCVJlqEhaQ6S3BFCwc+WYfDATJn9jQIbfsxqL2K+FfALnzzPRMnmgw9M8tzBBpqm8b9/+TIzVWeUoOrHgrYXEyQZMRLHNIgywNQpSQFSEkmdJBEIqasDcx7OJ6S6hqKtq8eIVBDWSESY/1dINUkcJpfebBq1RBKJO/flHDYAmZD4CfT8lJS8SUA1U5ausbfuKreOQUzZNggSnTBRGSZDxxXL0NDyZPZhDR9na7JrmEiiNKFgwIqETA/53NkmF5se3/XYLnRNY6EdcGiiyIV1NYUKk4woE1Q1g8mK8upu+ykl2+DoVInPnm+BVNM6gaKPoeWTJ1QTtNKLCFM5yv9IM419Yw5P7avS9BI+e3aDsmuyd0xRsjIhOb/u84ULLb7z0evTIF3X5ciRIxw5coQgCNjY2GBjY4NLly5hWRaNRoPx8XEajcbrQjveDETjbqharcaFCxfYv3//jrefP39+R1rVN1rtNM0HGCvZ7G0UObc2yDf+SPH8LYPxkr1tbU4ywanlHieWuoASgl8t6B66R11Y82h6Eb0goeUlPLl/bEfdhGo27mG5EyKk5OK6R8U1Ry5Pw+c1DZXMfHUuwK3U1QL0Ky2fuaaHlCqJ20bSThK8SKKhUoo7fsL9u6p86MFpji12qRdtCrbOQ7N1emHKsYUOi51AJR9nyoEQCdWiSdmxWO+HgEacZghU3sV0niBeLZhEqeAjT+/ltz53gVcXeyMjkGGK91YgQtegaBkkmbJa7fgxExUHxzSpFFQg3OV2gKnrvOtwg0+dXqcXJK9LzJ0BCPDj9BsqTwM2A3IBpFDI3eUNPxdx6zTKDtWCzUI7wNQ1gkSSZQJfSJwcWbcMDT9K6AfKTv+hmSpHZ6rEmcgtZjUWOwGzNZfmIOalKx0aRZNeJOgFyShpXtckrmWyv1HkyQNjfPnCBmv9iIJljJgTRUeF3i12AqJE2TnXS3ZuQ6sMagq5k1nbTyhYBmaOPszWC9vE4DcK0ryaUjVesnMmiPoulGyTR/fUeXhPjT9+cfEa56phZUKOqFw7VRBnZFKy3A3YPVa45vx3tXHE2zWg7+p6yxuNYQkhOHnyJKurq28om+KNIBpCCM6cOcPS0hKPP/44ExMTo9teb7jea9WQ6iSl5NKlS1y4cIGHHnqImZmZ1/V4VyMkVdfkwGSJfqTcGCwDnt7f4Dsf3cVnz65zqekjgbGCxbccGef5ufbWR6PkmCx3Q86sDrjU9LENnZNS8rX5Dv+3d+7h+57ew/pAJVOvDxTdKU6lSinPg3mkVBxGW5NUbTDsAhXX4vyap0SV+XRqCJ+OFXUcXUGoGYycrraWkOqwW3FNJsoOG69hf7uJdtzZCcAQq7BNnZafIDTlCa/QGjANQznSxKny3c4ELV+QZpsNBiiEp2SryWHTUw2IZDuNa/iatHzj9VL1Z8fWCNKMk8t9rrQD3nfvxIiy5ViK5hZlEsfYdOzyEoFjqSm/pus4pkEaK6qDzhb7RzbRln4o2AJ2YGsQpYIkU7QwQ9e4Z2JzITR0jbGiyavLfb7j4WklpL2qrhaDFwoF9uzZw549e8iyjG63y8bGBhcvXuTVV199XWjHnUQ0PM+7LRkab0a9+93v5ld/9Vd53/vet+Ptv/Irv8I3f/M3v8lX9ebXTujDsDRNo2DpfOH8Ol6UMrfh4VomjaLNoakSjZJDy4s4udRjrR/xB1+7zCeLDhNlhzgV1xw4GiWHsQPKeablRfyP7znIU/sb151M7h0r8sieOl++2FQuSVuEoFJKBmHKVNVlsuIwv+HtSAW5mdoqQC87JhebHkmm8pR0XSNKlbC25JikQrkUFiwlFtZ1i0OTimriGAZr/RDbNHh8b51Hd1c5u+5xYW1AxTURQtIoO3SDBD3PPCgULCRwdFeFo7sq6LpOP0xwTIMHZ2r84w/cy8f+83GCOMvTx7dTZbX8X4nI06w1tb4tttVhzdBUxkG9YJFJmKy4zNRc5jY84lukTQ0R60yq/Kgh9fgboTTUECyTjGxohVAMiFrBYt9YgZJt0spDGicrDoudgESogaUfg6HruUhe6Sx21VyO7KpQK27XDBZsU2mNNI0D4yXlvpSjHUVbhTlmmcSL1UDsI0/u5b33TfEfnr+MF6U0ihbL3Yj1QYQXpZRdi1rB4vBUmbGizYnFLuT0v6FFrp/vuV6kPrvvv39q9L17rSBNIdTA9L1HJ3n6njHKec6YhsqZ2qqJOnale41zFajvaz9MOTChrOJ3XWU6MbTCnqm5rPZCitdBW1xLp+1Ho6HG3eA89bZoNIIg4OWXXwZ4w9kUr7fRiOOYl19+mTiOd9RE3ClEQ9d10jTl2LFjtNtt3vGOd1Cr1d7Q4w0RjX6Y8p9eWkIDvu2hqXyDyOhHCRqSn3jPAebaIULAvkaBimuy2A25nPP7NU0lf7600CPNJPeMuwr2lLDSC/nDF5f4wNFJdtddrrR8hFDcx6F7xLAyAY4uGS/o1Csl2kHK/kYBDVjuRaSZGE2qZkoa64OEjZ6Hq+uEXKunUJa6YBga+xoF9tQLLLR8NvzNAKir/85WmtHNUKxATfGHm8rw777W37N0xfN2LZ0wSdT7ICVaniLkJxkaalI0bKyGj2vq6u8LqQRsQ4tGw9CQ2bX5GpoGev7D4esNUhgr6dQKFlkmWelHfPlSm4pjIqRksmxTsAwlntTUBKobqA6l5JrqMGEbzNYczq1vHlr0/L0wNRVSFCR5SnzegBi6avpMDS40fYq2sdkIbf09yBsbQNzIdcowDBqNBo1GYxva0Wq1mJubwzTNm0I77iSicTc1Gj/zMz/Ds88+y3d/93fzUz/1U9x3330AnD59mp//+Z/nE5/4BF/60pfe4qu883UjO9mWF3FmtU8/TGiUVPPgmBpr/ZB+lHDPRImL6wPWBzF7xgo8OFNTU+CWx3o/IkoFj++tX/OZH0QpT+5v3LDJgE0nnLNrfS6ue9imCt4c2smq/JvSKEjtelSQ16qtAvTpikM/TLFNhTZLqSieuq6m1QbKOce1DGxDfVeHSeKDMOXEUo+irUS7aSaRSIJEhaNNlB3un6liGRpfvrDBSjckFZAKwcV1j0GUcWhSiWKHmpXd9QIffGAXnz/fJEozBvG1q7CQak3VUCFzaSJH1KuCbTBRthFCcnyhy7m1PkjoBrfgJ76lRnuJlg9X3r6Gh7dUEtVgDAN8NU0FIwIMooRPnlqjXrA4squCqesKqUrV/SuORZCkyt4+U2t8rWjy3KFxGqVrowgKtoEfZ0gk906XWegEBImg5BiYeq7xlAr9KFgGnz69xv/jPYfYVXNHDUGjZFMrWszUXO6drvD5c+scmqygIbmw7tEcRIwVLAZRohqWVNANEkq2yTcdmeCZe8aZ3/D44oUmnzyxSiYlhyZLzDrb9RDvOzrF6eX+dZuQq2sn56ogzljuhoyXHT5ydIpPn17b8fZG0eaRPXX+7Ngyq72AmVphRGXshynrg4i5pkc3SPiDr13hk8XVG17L1roRYnOn6y1vNKIo4ktf+tIoH+J2ZFPcaqOxVY/xxBNP7HhAuVOIBsDJkydHIXw75YPcSm0Vg59e6bPaizg4UVT8SQkFyyCIU16Y7/DswQaPFLc/3weOTvArn7nEnx5fJc4yhFA8/PGyPZpAq2mGzXI34oXLHZ7eX+fjr66x2A2VHiNfiR2DEY82kyAMm0sbSjjVD1PGShbfdLjBscUecSoZL1ksdEKkofHUgQqrXZ9jy0EuXs+fGzXtrxcU/I5U06qpmosXe6MwKFPTsA2IE8nV+9LNtoup3HThgNduMoaQvhdn9Ee7j8TRtRzZyX+kbQoat4YeCqk2raKp6GCDKM0P/jpBrLzJt6aGi/yAr7MlSEoH21LvieK+aoRpRtkx+NLFNhq5JaeERAi03B5wT91lbRAzUbIoOQZP7K2RZIKza75CPYR6LhNl6ViwFFdWaWpEnpsiiYRgrR/zdx/fxUI7ZK0fs6uqPmNKKJjygf31HdEMuDV7261ohxBi5GQ1RDuq1eoI7SiXNykxf63RUPX444/zn/7Tf+Lv//2/zx//8R9vu218fJw//MM/5IknnniLru7NqxsFdV1Y8xiEKWNFm6O7Kpxf9/AiddjvhwkvzLXIhJruPjBTwzR0KobOvdMmXpTRCxLOrg6YrV91oLhBlsXVdXiqwj987yH+2SDmwvqAOM0wDYOpqsuhyRJjRfu6IXw3W1sF6OfXB6RCpWl7cTYKZNU1bRRyF6eCsmOOEtSXOwFXWj4TFYdqwVSOT7k9qakPk77VgenYQod7JkrK2lZKkjSj4poUbYMrLZ9LzQEPzFb5wP2b78/fe2YfK72AxY6/beAzotTm659ArVWWoWGZ+ghZWuqEJJnSw02UHKQUdLxbazSuNhEZ2fRq3ziuU6CE/BKFToP6fSs9gcaGF9OfbzNVtlkfxCpHwtAUcqQr56deEGPpymXSuY4VaxBnSleYoyfFXM+RZIIkS5FSwzR0yq5qpIdUoaFQe6Htc7HpAXDPRAkpJZ87s86p5S5tP6GTB3BueEpLIoUKRo4SwUTZ4J6JEv/rn5/iKxc3uNL2STJJ2THphQkP71ZucGXH5KXLHX7lU+eYqRVy6/bXFmXv5Fx1tbX0/vHiNbfP1FyQ8Pmz61xp+ZxaTtk/XmSy4rLej1jpBWwMYuJU0CjbzFTVmnIzAvHXQmzudL3ljYbrujz++OM0Go3b8ni3qtFYWlri1VdffU1NyJ1ANDqdDlEU0Wg0ePLJJ2/L4WcrouEnKube0LVtom/H1LjQ9PnDry+h6xr3TpV4YKaCBvzJsVXOrnl0/CRPAlWLaC9IKNqGSr7VtG1wcZLJkU0dcnP6rRZhJQQPM1jqRjimokW9tNBlsuzw0fcf5Fvvn+LLF1t85VKbbpCQScGZNRW6ZJk6ItluP6gjeGJS40P3N/C0Akv9FC9W7g0LnSBPO1eb4dWOUbe6H9wKmjGiFm37qTbakEabo7y22RnqHgAmqi5TZZtjiz2iVGIaOgVLJ84bjWGqrYailQltC69WwlovxsytA4duLXGqrIilVHZ6JcfEtTR21xzGSzZNP8ENUxxTx49VUNN01WV33eWlhR7dIEEICPMnGisaOKbOeNlmEGZ0AgVRJ6nGAzNlHpqp0PFTXl3us9yNqLommZQcnizxroNj130PhRCvS3eh6/o1aMfQyWp+fh7DMEZNR5Ikd1SjcbcgGgDf8R3fwfz8PB//+Mc5f/48UkruvfdePvjBD960093dXjcK6trwIkCjUXbY2yhSdi3Orw1o+2rD7/gJhybLPLZvbFsuhqZpHJkuc7nls69RoDmIdzxw3GzdO13lf/qOB/j1z5xnw4uYqRWYrDiESfaaIXw3W8MD0h9+7QrzG756HXnOxETJZpBTT2TOMz84WRpRdU8s9rBMnWfuadDyIj5zep0oyUa5GdWCRdlR4X5dP+b5S1HuDKQWRy/KOL8+GOUszG/4/MWrK+h67gI0UabkWBh5dpIXZ9upnFtehxRgWmpYUytYNAcRfpyiaRpTZQtT11gbpMibhbbJ9XU5b2orvT7Lb7uFh3rb1VYb9Zl6gXrB4sK60ufYhhJjSwGOpWMXFALeCpLcWVKOAiq1nGo1WXE5PFXmzEqfi02PR/dYO1KEHtldR0rJVy5tYGgae8ZcBmFK20+I0owgVgYvl1tKIzKkCgVxxidPbh6a41QQxhnzLZ/mIMLUNUqOxVjRYq0fESUqo6LsWuwbL6Jp8P/7/KXNJlhXbk9JplA1L8p45uA4Y0ULP05Z70c8vrc+GkK8lih7J5pVxbGu0XxsdbZq9iP+/PgybT9hpuby1IExXrzc5uxqn5PLPSqOOcohK9o6pq5xYqnLY3vrHJkq31AgvpNt9ZvtYPWWNxqgpmc3m2D7WnWz1CkhBGfPnmVhYYHHHnuMycnJG97/diMawwbHtm327t172yasWzUa0xUH09DxIjWdklI1BCdWBuhofPlSC4AvXWzxzgN1xos2nzqzDlLimhpF2yIRgrafEgvlVV60DeWY4sWMFS0e31vn46+uUnVNxosmK70495TOYXNdy12VyL+4KjjHNKAdJPz65+b5yfcfzN0kdGZqDmfXUtYHcQ7bSjQdjLxBKjsWIJkZqzBOD6N9mfNtm9C32FMr0AtMskziRymZUM5Xmbg1+9udaqsA+7Vq61PpsI3Hq3GttSOoxsPSVbNStAymKg5P7qsz3woAGITKNcU2tZFz1FC3sfUJM6ncw0qaEu85psaGn9ANE3ZVnTzpVWd/w6EbZExVHJUkvK9OtWBybs1juacW62fvqdMcxISpYH0Qs9INIctI0OmHGakNcqCChMBC11ImyjaaBr//9WUVVGhoRGlGvejy/vsmeHi2OpqC7lRZlmHb12aA3GoVCgV2797N7t27R2hHq9Xi0qVLeJ6HbdvMzc1dg3a80fI874ZOTm/HKhQKfNd3fddbfRlvWd0oqKsbJEyUHQ5Nqs9Io2Tz9IEx+mHKcjfghfk2D8xWr0kTB0UPcUyd73xiNxXHesOUhXt3VfiJ9x8eTSbnN7xR4/KB+6exDZ3PnlkD1JR371jxNZ/najrFwYkyP/Who4DGyeUuEyWH1X5I21eaKw21Du6tu8zUCipbZH1Akkke31ejE6ScWhmMQtwMXcM1dFzT4KHZKiu9iLnmgPV+hGXqjBVtSrbJWj8kSgWOqQJjMwlfm2+x3Av54XcdwDENWl6s6DIFtY9cbvmkmWp6QBLnUyXd1BX91FRBaoNA2XEo+1CD1X5ElGYqx+Am33sJoGmYGtfoOobDnLuthnuRPtS3oJyfvCgliNXhHNRr70UpTiooOqaiPUUZJccgSYf6BxXMN0TZqgWLjUFMKT+QX0MRKtl86KFpAM6tD7i47iGR9IJ0lLNRtA0qrsnp5T6pkPzOFy5RLVis9yOqBYsjU2XCxODr86288VdGMhoQxCm9UAX9Fm0dgcZs1eW5gw1emGuz4amh53jJzZ3RDBxTCfw3vIjza33um67Qj9JREOG29+46ouwbIQdXfxeHzlabVtjJyIyi4lo8tX+Mz51ZZ30Qg0yUJrVgMVW2cS31fbiw7vHUfvu6AvHrGV282Q5Wb4tG43bWzTQaV2dU3AzV4XYhGlJKzp49y5UrV3jssce4cOHCbUVKtlKnDk+WeGi2wtfn21RzGPNC08ePUp7eX2empmD2QZTy1bkOzX5E208RQkHaYRJjGhpG7lTl5UnRlqFTsA3+zuMz7Ko6nFkd0A0S/EQF62WZxAAEGlIAmsTSFUSqmgkFS7a8hEtNj3///AKDMGVX1eFSMyWMc4G4kNs2AlNXNnndIKUZW9T2HeJ0usEXzy4i0oSFjgrXaVhQtw3WAuVMMYgzLE09/xtJ4H6t/I3h7duma6hJmMgY0Q6ul8uRCEUxSIVyaPmeJ2b57LkmX77YJhOCRAikVN7isxWblV40coEaLhHDxFzDUNO8bpAoH3FDoVG6pgLIXrjcIxOSK+2Ag5Mljk6X+MDRCd5/3wRtP8EyNISE/+3TFynZBoupYKZikcYCLJeFTkCaCbJMY7UfMQhTHNPAjwUnFvtMVx0enq1QL5ZY76tNYH+jeMMmA+5MMvhWtOPw4cO8+uqrJElCr9cboR1btR2Wda1byM2W7/t3FaLx16Vqx6AuIWmUHI5MlTF1jeYgGnneV3Pud8EyrisGHobwVRzrtrnDHJwo8x2P6lzKaSMHJ0qEacZ/fP4yX7m4QddPEEhKtsVDs1W++6k9PHdoYsdDxI0ORd/z9B5+54spLS/m6K7KSAC+kNNMhuJzxzRy6gq4lsnLVzp0/HiULC3JbdO9mERIntpfp+VFNL2YvWMFXMtgfsMnyB2DwkQdRMdKNrvrBVp5gNm3HJ0kkwLHUmnMgzDDMnQykY0oPhI1rKnlAvaCpRLUEyFyOq1CqTIplUNVKrihg8iWkpDTb65/+9uhtunhXuu+mqLWDo1aTF2jFySEOYPA1lXug56L6aNMkIYJJdtQQYeZaiz2j5fyHBSDcm4WsNaLGC/Z/N0n9/DKle51KUQA//C9h/hf+hGvLHTJhNLUFGxFpWt7Kg3czLVAG/2QxU6IFyWMlyxWuhGZkOyqOlzMtYFD2nGUCixdZ6KszhsC5ZS4NogxtlnramRSvX7HMohyO+upiptrsja1SFurYBus9sKRAcPrQQ6EkDw/t8EXz69Tckx6gQpD1DQNyzAU8yBv7NBgpuZi5Ptj2TVpeTH9MKXobL+WYb2W0cWb5WD1312j0ev1eOmll6hWqzz++OM3TdO4HYhGkiQcO3YM3/dHDc6lS5dua6Mx5MFKqbQK3/3YLiZLJi8v9IkzQc01sc0iM7XCSGDUDVMurHusD9SXdki5ERqITC2uBdugUTSpFmyOTpf44P1TPHeowUI7YH4jYKmrNuEhX3X4cXdMBSpnApqDRB26paSfT01MXePTp9cp2Cb3T5c5u+aBBlEmr5k2DSJB3A6YKDu0/Jjf/uK8Qj00g0EmGcSCoi7RDIMwEiSJoKjrCAGWqWHbBv0we12bggYUHJ1BtP13pec3ih3oUAAFczNkKMl2RlaGS5gExkomf/OhaWIh+ZPjq7ww32EwXDykssczcxsoJeaWIx2Jo0nivO0YWumaukbR2hR1enGmDv5CYhsaBdtgoR3w219aYLxo89yhxijjohsoMfsgynJ7Q230O9F1NS30koyJkk3FMXl8b41zax6mAX6ccWp1wNP765QdnRPLAz5zdoPvenSaknP979ydaDSuLk3TqNfrHDhwACHEyMlqbm6OkydPUq1WR41HpVK5JbTjbhKD/3Vtr6vpDEXL4He+cIkvXtxAh9GBZ6xoc2iydFMOMm9EN3F17dQY1AsWF5oeF9cHGBqUXINekLLUVXqGr823+NCDu/h779y37ZBzM4eirY1XlKqm6X1Hp/nAA1MULHOEgggp+eVPnuX0cpdeEFOwdPqhOrxZhq5SmzPBUidgIrcedXK0YakTEOS5TrrGKCAWEoJYjA5CTx0Yw9A02l6sgkSl+l04OXoxbDYcy+DIVJmDkyUsw2C+5dH1E6I0zZHgBNtUVrqWqd9S2t5wQPR6aVJb0eyrUe/bdQJwTS13flJ6ia3oy9WrmJQgNclY0WK2XuTJ/WM8c6jB735xnq9e2qBsK2G2RDVmcSYIU0E/R9cVdU8wv+FdE2CZCTg0WWaq6uyYWL+18b13usr//T0H+Sd/fAIhJPWCRdFR+5IfK4F4o2Sz3AnVXihhuRux4TUxNI2JioMkd6oSud2sY5J2lAXveNnBNnXafoyfZKPGExStvJA3r4ZlqAgApBrqofJxxsv2jgOy4SChZJuvCzk4v9bnP3z1Mp89s8ZSJ8TMm7Xd9QKP7KkjpLKOrxUtpS/KadjDnscyFPoUZwItZkcziBsZXcC1zdKdqrdFozE8HN+OulGjsby8zIkTJzh48CAHDx68pQPEG0U0PM/jxRdfpFAo8Mwzz4ymplsRiNtRw0Nalil9RtE2+LaHdvGtD0yTZpL/8vISX7vcRUjJuTWPhXZAlApW+1G+CObw89ANaYvu4J6JEv+vbz3MwYlNBOhLF9tYpkbF0ekMQhxDTdP7kaBo6YyVLFb78Qh6TIVCUHphhq6pPI8olWwMYv6qv4EQAtfUR/Dp1pIoPYihQTcP7Dk8WcLUNV6+3CbJBH2pk0YacaYjNAhyJCFIBCTXOjfdbEkg2mFTckwtn9rt/MhRpmhOk2WbtUFMusP9BArJsEyNf/y+g1imzsdfXedi0yNIUoqWTpZPXoYb1SBf1G1dwzJAkxLbtshiJeDfXXc5uqvMy1e6rGcSqanGYbkXEeWbz1CDM11xWO5FfPzkOs8d2tRKVV2Tw5MlLjb93E5YEqaSlq8+K7WimR84MsZLFo2i4mAbmkbZNWh5CV+62KYfpgyijDRb40o74G88OMVje3bOZ5BS3vFGY6sYXNd1xsbGGBsb4/Dhw4RhONJ2XL58+ZbRDs/z7hox+F/XtbU1qOv8Wp91L1YHYQ2qRQsNjaVOwELb59G9dX7oub3Xd5C5DbqJYe3UGHhRwufPN1nth9Qck0rBZrUfkWSCiqOuoxckfOb0GkGc8Q+++Z6RVedOh6KyYzJdcTi/PuAPX7jCT33w6GseEoERT//c2kCFwmoQpRlhChXHIBXK0c6PUtpeTJhkjBVUOnqYB60N0YKh74dEstILmKk7RKkK/2sOYrxIHYiMXDuQCsXjH2qOawWLJ/aNYRg6LS9irRfl9CANtGHejwqEta76tQwbiOHgRrJJixoGlG4NXr2VGtJIyffYNNt8HMvUSFJ5W5qNOJWUHI1dVZXaHmaCKFZMg5JrIISiNMe5i6GGcor0opRnDo5z71SFRtGi6lp0ggQtT4HSNRWyWMwzKfY1ShycKHFiqUc/VEncQ/fIKM2YyJ2mfvdL8zelAZiquhycKCndU5CMftcFx6BWsBECWn6EkFB1LSxTNVJRBhuDiPGSg5lb4gopKViK4q2GplLlzeg6RcvA0vURkmHqig4ZZ4IgUQ3v8PfQ8WMmK86ONrNXDxJuBTmYqbr812NL/J9fnedKK8jRID0P85Ncanr4ccZDs1VMQ99saHLEw84zfJJMYOg6lq5dd6hxPaOLYW1tlu5kvS0ajdtZhmGQJMm2n22lKz366KOvi0P9RhCNZrPJK6+8wu7du7nvvvu2fRBvd6MxLM/zKBaLowOVbSgXpnunK3xtvsv8RsDcho9r6Urwp6kvcHOgvsxscdKwDWVruH+8yIHxIoudkJevdFnuhXz5YouSCZoRIlyDJIQ0hyFrBYteqHzPC6ZK/BYyd+uQEtc2RrkLQmzaFno7RYGjOnkpoeWrpPI0U4tm5A9I05RUKP2ChsDMdws/hZKlE6WCeNvbPFxmb67y8PFRDTelKJM33HmGtou2aY2CiHYqXYcHZyp86/2T/G+fuoSUMqcbQJKL4nQNxoo21YLJfdNl5po+C22PNJOYpoGUSqSfZJJ+nBGmSoiPpmHocKUdjgZ4hgYFU2cQZhQttcCu9CPklsmspml86/0TzLcDvnC+xUqY4kUgNIFj6rT8lKmKjgZ0gzTns9ucWu7TCxLaQcZqL0TXFdLlmDqdIOG/vLLCVMVmtuZe8z7cSUeoYd3I3tZ1XWZnZ5mdnd2GdszPz3Py5EkqlcpIVL4T2vHXiMY3Rg0P45mQvOfeCS6u+7T8mExkuJay+J6qOLz3vqkdHWRej+D7ta7l6sYAlP14molcSxfnByoVmhpnSqy71gv5ysUNCrbB/+fbH+BK2+fYQoeCbdAL1F7Z9CKW2uFoAjq/4YPU+J6n91z3NQz1HadWesxveHn2gqKaaBj0o1SFgDoGjaKNH2csdgPVsIwVeGWhq9Z+uUXLNnplGsvdgLGmRZgIPnt6HVNX+US6rhqRNBVkIrfX1jY1gF+da/HQbJVzqwP6YULZtRBSpbmnmbLpTYUgEZvJ5IYOEjXwFGI7wnA75Fu6pqbbuq4GVt1MNUw6oKOoybejMtQU+/x6mg+nNnNGwji7BsBJBYgkY6ET8O+/PM/3vWMvS91wpOeUuQhQQzL06LJMjfr/n70/D5Isz+o70c/dr+/usUdkZuSeWWvWvnZ1Nw00DQgBagZJLBKgkcykkXhCQoNJzxhhppEGw+wJ2chsDLUQA9ITMEIPGiRQQwPdDd1NVVdXZVZWLlWVe2RkxuYR4ev1u//u++Nc94jIpSqrKmtppGNWVpmREe433P3+fr9zvlvRYhCnfPTQOF++sDFK/B5mLNWKFg/vqXGh6d2RBqBkSx5WrWACGhebYrigUkkh9+OUNM3ExUoDU9PRNYVuSNPUC2KxhE8SdORz4hg6vSQRVD7Pm5mtidHKak8QBMvQ0HWdmarLphfSyml/Zdvkqf3j3DNb5Y9fW+Pktbbsva6FoQsFa/sgYXjfFCyXrh/nAZVCs9Q0bYQcfOH1Vf7wzCqvXmvj5cPCoe5VZdLIBYliox+y3PGpF0wubww4MFHi4GSZk9c6bHqifekHMfWSUKjHy7ceatzO6ALeG9T1dvXnstEIgmD096EeIwgCnn766Xd8CBgiGtsPYm9VWZaxsLDA+fPnue+++9i1a9dN33M3G43hNLjRaPDCCy9QLpeZnJxkcnJydCg6tqvK2fkav3V8iX6UkCGwX9kxqRcEDic/O4eJ+JLXi5bQboKEz59d42uXW6wPYgqmzvXNAV4Q8tieKg9NN7i66XN53eNaOxiFK7mmTtHW8SJFlIrzlcogVQPT5q8AAQAASURBVIpeIM8d6TrZm8itc6STdNuEKYwTjl/pEysJADKNZBR8l2USPqQQOB1NQ887hSTNSLIb2axv/p6mN2w+GYJC3EiFuhFW1zWx4m37b54iO5zUvL4iMPRSO8CLFCrbyvNIlHCMdQ0emC1jhD0WN6WZGGaeGLpOraBRtoVWsXusQC9IaPvxjk3G1GXDCBPFWi9E1zQmy9ZNn++ZqsuPf3wf+8YK/O7J61zIqWeDKM31HhFZJhv1Wi9kw4vph6nQrfL3ybU0yo7Juhezq+7S8mPOLvdu2Wi8H9SpO21mtqMdIFbcw5Tyq1evjrQf29GOD8reNgxDnnrqKU6ePMmJEyd4+OGH3/T7u93uHT/2fw/p4DfW9gllxbUYK0m2xPAAARntQbzDcvPdetTfzuf+dtNSOTjLUCeIFRpZfuhJUSobUSw0XSyuv/j6GkdnKry23OXUUgdD0/I8n4w4Ubkzj8lYyWYQppxd7vDLX01uOZEe0rgurPU4s9ylPYhxTF0yEPJ1pmjpRKmsJ14YozKNR+cbJCrjjdUeWk5dyZDDPcih3jH0HNEI8cIWZVeoJ2XHpGAZI3v0ePj9poaja0xUXNZ7AR0/5txan8XWANcymK66TJRtFtY9zjf7hPHW4KZetIjy3z3Inay2r9+2ocl+gbgFvtNKMojTFD3T6Ac784n8uxwvvp2aNWziMiC+xV7F8N8SxfGFTdZ7AVc2vPzzxGhDy9j5mBeafeoFW2hUOuwZK2LqW3rOIFb0w/SONQDbD8TjJZvVboBSGZalo5PRS9UIbfAjMbcxddEx+FEqOTKWJIX3o1SE+4aGaxqsdkPqJZu940W8KMWyDCZKTr73RdSKFmjyWawVbA5NlflbHzvARw5OcGm9j2vqNHsR59fEFa1WsHj6wPgOOmLJNokSxQuXNvCilEQJgjIM9rQMnU0v4v/+6hW8UAJ4zdwoJ4iV5L1YBkEurk/SjKVOwHRF1h/T0LFNnQd2VTm30mO5I41So2hzbPfthxq3M7p4L1DXN6sPRaNxtxxfYCd1qtfrcfz4cSqVCs8888w7ss3c/rhw52Ffw6TzZrPJE088Qb1ev+X33a1GI8uyEV3qscceI45j1tfXWV9fZ2FhAdM0mZiYYHJyku9/eIbXlntcXh/QKFlib9qPWGz52LmHdr1o0fVjVI52uLbBhhfzmS8vUCtYPDZfpdPpMmWFXE0srvYUe6cy9uX2cWNlBz+MudqWQMBBLHDmdNVhox/jhRII5ZqG+Fsn6k25r0NoXMugXrDoBCmDnsxYTENDZRmWrtMomqPHGy/bGLpG1TUZhLIYoWlUXJ0zy4Ntj/7Wn79bvUNanpGRArlL401JsbLoy+L7Zr9fxTFZ6QX8+kvX0TVY7YWjhmr4uFo+lcsyRS1a50gl5pWSix+rXJej0SiZPLK7Rj9K2Tte4OXFNokSjYxoNiBKJa8jDeQ+CWLh1R6dLJIk+aRN10f/1QoWP/zkbiZ0n//jS8uESnjA4n2e0QlSwlhx8noPO18QrURk8SqTic1M1aE1iGn2I1xL35YzcsPr/D40Gu80sM9xnJvQjs3NTa5evcq/+Bf/ghdffJGlpSUWFxffl99je/3UT/0Uc3NznDx58o6+v16/OUTuxho2ne9VftCHuW7kNmualmcJSCVKGvQht3k75eqd1JsJsxOV3ZJnbRv6KN9imOQcxyqnMgm6KbQiyZNYbgf80lcu0yhaKJXhRfGIEjq8TwdhShQH1IoWBydKXNkc8KsvXOXHPrKP3bmL1XYaV9mRYM6Jks1KNyCIUyYqNo5p4Fpyj0nYoc2jexv81Lfdw5VNj5/73OvEaYZr6eiaTj9KUIqRINeLhIpTKOvcO1Pl7HIHL0rwY8VUxR7ZqbumjmFohPkaOF52mK46TFVcNEQ8X88t2feNl9g/WeaVxTZBnGJoGgcmS5xa6tLz4x1OgBoiLB/qRuDdC779WOUBhlt1O2OQd1M3PuTtThcjS9pc++eFKZfW+zLMy3OoUgVoYGgylEozGdQNwkQ0AlHCIEqZdyxJik8UiRJRf5ikNPKm4a00AMMD8fX2gBevbBLGkq3ihSkKoTlVHJMozUiUohcoakUZACy3B/SjhIrrcv+uGiudYHQQPzxdFvdFS6frx4Sx4pkD4/zos/v46vl1Xri8yUY/BORc8dSBcf7qE/MUbIM/en2V3zu5TJgontrfIFXQDWJaA6H/bS8/TvKsi4CZqkPFtIlTxVovoBtE1Is2S+0AP06YrjgstsRN0jSkIQpjRZplVGwzt5dPCWKNB3bVeO7wxCgwMExS5seKPL5vjMf2Nrh3tvqWQ407yfV4r+tD0WjczRo2GisrK5w6dYr9+/dz8ODBd93MbNc+vNUhJQxDTpw4gVKKZ555Bte9eXK7/XHfbaOhlBr9p+u6LBK2veNQ1Gq1aDabvP7660RRxB6zTNPUODJZwDItxko2rUFEsxehyPDaASqTtOdG0ebodJlqPlkyDY215jqBP+DBA7O46yHnmx5fudjCNjVmqi7/r2/ah2no/H/+6CKLmwMRNRUsSrZAfqnSxQlCKQaxQilZ+G5nQzsUQRkaNL0YlaqRAFulkiLqWAYTJYsMjeVugK1rJJlstEmWsu7FoEGUmlh3rAPciXZogK0LPcy1xFXFQhbq6BZib12D1kCe980aDT9OWOvC9VZAwdTxYyHxjjaC/AcNYNJRzLoJzz3yGGfCy3T8iDSVxwCNa+0AyPjCG+sstSV5t2DruWWhhqFlJJlsIroGrqWzd7zIci8mUhquKRSCYdOhaQIv96OUsq0TBkKDEr2IiPA0S8SdJUfHTIT7WrB0ml5MkvNmdU0jShS2qY9C/G6sDxOi8Wa1He04ePAgMzMz/M7v/A4/8zM/wz/6R/+In/7pn+ZTn/oUP/mTP8kjjzxyl6781vW5z32Oz3/+8/zmb/4mn/vc5+7oZ774xS++p9f0jV7vhtv8dhN430qY/R0PzOy4lqGJR5ikVAsmG15IqhS6IW5AQ1ea4WG87BijYM3rrQFx4tDx49G9GOcarn6YYOoafiZUzjdWezT7ERdW+yx1fI7tqvPJ+6b5w7NbNK4NLyJVGZYlAutukHC9HVC2DYqOScmRBOh7Zl3+8uN7ME2dQ1MVvu+x3Ry/2iaMUyxTp2iZgmposo6lqZhVHNtTZ7LscmndwzHE/Wi1F2Jo0hgZupanWYul6UTFpVG0WeuGFG0D09B2UEH3jpeouBZnlzpcb/tcaHroiB5tkDcfYaxkeJSLNG63bt+piFtDRNrPHZrgxGKbXpgQvhcdxjsoXZPfbgiqDBsL0xD0wDAgihXRULsJaLqsf36USnObKq61fBxTy50dhXL1+kqPfePFO9YAHJqq8J0PzvLKYpvU0PMBW4oBuJaBoevYWkYSKoq2iWsZRElKyTExDJ1dDWn0bzyIz1ZdlvNmZ/v9+ImjUyy2BiMHt31jRRZaA37txQWW2kIt7wcJe8eKTFZsxkoOjZLN/Fhxh7gb4A/PrFF1rVHDJq5Rkle10g0IEiXalbKDZegiOt82lBxS6ioN0cf0woT9EyV+7CP7mB8v8YmjUzeFFN6JffX21/ZuoK7vtP7cNRq6rtPv9zl9+jTHjh1jenr6rjzudkTjzarb7XL8+HHq9ToPPvjgWzYl76bRGLpLDSeOwybjVs8x5JUfPXoUz/OoLSxzfmOFF15fpFGwUIbNRj9lomxzdLpE2094Y7VPyTY4Ol0iAy6teySpYq3dZ87S2b97N6Zp0igp9HU5FFuGTqwyXrra4a8+vov/5WP7+K0Ty1xc92gPIpo9SeocL9sEsSRFp/kp2sjFXDuuHVnkC5ZOvWCx4UUYmcK2NDLy5FpN3BNmKg5BIq5MBcugE6Q4piZah1Tg8TBWbKaxZH2orenS7ZuAnRSrjKGntoYiQ9d0iqZOO0hu+fOGro0cUd7sXY5T8mAhjSTLRlSt7WJ8U5cm56lZk8ceewzDkATvPzm/gZfE9ELxMl/rhxi5cNzQNJSWN0W5XkRlYGmgGzIlmiw7WLrGqaU+Z1cHPHNgDKXUCCEb/lnPUlxTo2BJI+LHsgnbhmSuZFnGxw+NsdoLObXUp+iYOEGCH6f0Q7GkzIDJssOuW9Cm4P1rNO52YN/8/Dx/9+/+XX7mZ36GF198kY2NDX7/93//rplc3K5WV1f5W3/rb/Hbv/3bbytg7+Mf//h7eFXf+DVbdZkoO5xd7nBosjyynIQ35zbfDpn45H3TFGzjpk3+TtxqTi62OTBZ4sxSlyhRXGx6tAaR2Evnlt26po1cajRNBjdZJgLvRlGyB4QKC5qmj4Syw/BPfSjCzmRN7PgJVzd9JisOWu46dHqpw7nVHl6UMD9WzKfeOmn+eqhMxN9BPvluD2J6fsxk1eUHn9zpenX/XI2H99S4vO5JKrNrUsztaJfaPiVHZ7zkMFl2qbgmY0WbtV7AZNlhqe0T5QJ0LRPKE0CYZKPsEz9KmK65+JHikfmd6F2jaDFRtgkTRS+IKZgWUZrix/L62Cb4iaANt6NLvdnQ6MbSNbBMgwtNjyC3XI14Z+6Ht30O3plzlbrF+qQDpdxlajg8yxAKr2XoJLnYOkrVKNzVj5XkcFg6lq5TdAyavYClts/HjkwyW70VTfbmhnyi4rB3vMRk2SHNMgZRwko74HxTslkcU/QOTx0cY6rsEiYp19s+j+8d47sfnsOP01seom+FNuq6NJ57x0tcWOvxH55f4ItvrOHHKZah0Q9Syo7BUsenFyY8Ml9nrOTcJO4GuNjsc3i6TJxmEujphbQTcW2cLDtoQFvFFGxxtio5BoM42YGMqAxWuz4lx5Lfcf8Yu/Pm6dJ6/10ne79b1PXd1J+rRiOOYxYWFoiiiGefffauijI1TXtLGsEQRXk7rlZ3GjB4Y22nSm2/vrcqTdMol8s8fv9hdu3ew5+cW+OVK+tc2/CwVMyRkkZN0ymVHTb6Fr1I8WeXNhkurS0vRgEbqsRedII45eS1LgXL4COHxrD0ra9VHJPxksV01UFlim7JYr0fM1d3mW8UOLfW5+sLbZmcaCJi3l66Jg1GwdR5cFeVtc6AZk8RoGEAZFt6D1PXGK/YtLyIdS9mMrekW++FrPaikaDPNEQvkmUZNVfs4ZJMo1EwaQ3ikRvHbV49QPJBAMJIUXOz3I+cm3YeLX+f7gQ5UUgQVMHWSVO1AxmxdWniolRQneldezi51GfTEyFnaxBxreXnQjqYKDsULZ1L6wNsUycIYuJEbG5TpfCV8FEtQyBlWdAVLT/hv55a5b7ZCrWCNTrwK6VYXV3F8prM1qr0NyKqBQPIwwNzjU+aZby+2qcTKLwopRMk6Iijxno/RmUZFc2kE8T88vOLfPPRcZ47OLbjc/tOaU1vp96r5wjDkCRJqNfr3HvvvTz33HN3/Tm2V5Zl/OiP/ih/+2//bR5//HGuXLnyrh5vMBhw9epVoija8fVjx469q8f9Rqths3Bpvc/VjQGXmh6zNZcjMxUKlnFbbvPtkIkXLm/w+bMrTFacEV10eEhwTOMt3WouNj3+0qO7eH2lx5+ca6JropuzTY3uIKbsGLiWLWnKcUqUCHWqXrREhJ1zwEFQAMuQIcQwhyLNkWE9A8PUMSE328gdnQyDelHW0+NXWzR7IUen5XBTdgzSVBqWai58RUuYqriYumTszNVcnt4/vuN321Uv8Oj8mFBhEkXLj+kGMYmSoUjJMZitF0Zi2oNTJXphzCBMKNrSzISxGlHGbNPAsXRxKMqky0pVxsKmOPc9uKtG0TFH3PRYSVNi6RrVosUg0km7IXGW7RB/37gXGDnCPFzz70ReIeiLTjcQW17jLg9SNHY2GXfadKR5I7V92OaaktMUpULBGzaeII3rMG+i7BqsdBISteWWpRB6WJinSYmuMOP4lU3+zZ9e5NsfmBkdim/XkB/bU6NgCRLVcG3AYU+jyEzd5dT1Dn6Y4FpiLqDlbIHdjSLf8eAMe8fvXBu3vclp9kL+26vLvHy1hcpgvCw0wG4Q0w9jSo5JL0ywrmt89PDkDnH3kBI2pDYausbByRJn4pQgiVBZRpik9IOYJFV0/ZhG0c6drIQ9MmxmM8R+PkwyHp9s8KkHZm6iKn5Qyd7vtj4Ujcbd0Gj0+32OHz+OZVm4rvueOL/czuI2yzIuXLjAlStX3rarla7rN7lkvVUNm4ztVKl3UrM1l7/6xDzf/9ge/n8nlvizixvMlHT8gUfQ26TvZawH8tiOqRHG+SKswZmVPuteLEJx4NH5Ola+gLqWga7D//PSdWoFk3Uvoh+m+FFK2TE5Ml1G1zTaA+ErrvZC4uTmA76GIBN7GgXmiopLy/7WVFFtiZYzoBskvLbcQ9M05hsF/uePzPPM/gZ//z+foTVIqBZMglg8wFUGtmGwf6JIsxey1AnxopSCJdDv8JD/ZlMrQxPxdtnK6EcpU05GW9foR1sWiWl2ZxvRsGIluokbf2TolmVrUHYsfu3r19G4jm0adIKYrp/kjlwa0xWbRtGmE+RIkSGJuYNIkn0NTUSahi5N3GRZbAG9MGGsKGmux692+MTRidHzX19a5vMvvYGq7WLPpM5ib5NmP8Y1dWncLJ25qk0vTHh91ZPgJttgc5CQZIpDk0UyhMd9cFImKmu9iM+daTJTdTk8tbVBfKNQp25Vniew9rtde/7xP/7H/NzP/dybfs9rr73G5z//eXq9Hv/kn/yTd/V8zWaTH/uxH7st7eq/J43G9k19fqzIVMXhjVx8udYLmB8rcWS6wrfcOzWiTcDtnaHiVNHyQpp9CT99cq8YZvzRayu8stji04/uviOf+/GyzVTFoWAZaJokGBu6zlyjyIGJIuv9iN2NIgsbfc4sdWUN1oSEXyuYhHGKH+vYlpmjm2Ie4VoGYZKSKKHLFG2DfigudFEqTla7GsXRgX+2VmBhY8BaL2CuXpTvzf3/h0JWDW3E6R8vOziWwXI32DFN3S5S3ehH7B4rYuSBca8stik5JgcnS6PXcazk8PCeOmeXukRpRtEx8ELF3opNrMALZT0aRAk9Pxbue5QyCFOuxgO8MGWy4jBRdnhgrsb5VUmbnq25xGnGek/cFsXG+9afDQ3yQ6JB2xdEKctunY20o3QwdB1Nk1yGeMhA4J3nZ9i5LrFkm/mwbOsa385j3njpExUHU4dL6wPI8gFaXimQpRkV1xyZEMTbEmqHekKVSfbSWNlmtmSRKvj6lU2WOwE/8uxeVrshv/7iVbww4cBEmTln6+B8ve1TL1gsd4KRS5KmacyPlSjZBi9ebmEaOhv9ENcy35HOYHuT48cJCxs+ft4wFGyDZi8iTgQxyzJxJzMzuLzusW+ixPxYCT9KsQ3RfQwiccTywphEwclrHfwooV60SdKUtW5INxAN0MLGAC9ISBH6saFLUz+kMVcci5JrcmiyzIGJ8i3XFWGyCDJ3rTXgD06vcOCb3ttk73dbH4pG493W6uoqr776Kvv27WN8fJxXX331PXmeW1ncJknCqVOn6Ha7PP3001Qqb6+zfLvUqbvVZGwvQ9cI4pTLGz5LbR3Xsqi445hWBy1IyDKhHGW5MHyuahOkgAZjJZt6wWIyD3kDmWUsd0K6QYLYqssB+MqGjxcmnFnqsn+8yCCWwD5d09C2j1YQmlDNlSRrkoA5LQLTQREDO52RDA1qroFp6ESJwPi/d2oVlcEgjHFtnfGSzaYX4cdy2PbjlHrB5Nhchecvt6kVTHpBwqV1TzQjN0x6blyQTV3j6HSZ6bLFn15sUS7bzFjw2uqAfpyR5q5WBpC9ifZkx/uQT8uGtf15DQ32ThToBCkbXkycCm3JsfQR1zNJFefWBpSdEE2DXpTgJxpTFXEH8fPk9n1jBeJMXHMGYTIS/x2aFOeQ883+qNG4snCV//jVC6xQx4oTdE1jruZSL5jYpoGty4V2g5Rr7ZCyY2LnvOgD45JiOl11GETpjoZipupwfs3j9HLvfW803itEo9/vo2na26Iw3ap+8id/kh/90R990+85cOAAX/jCF3j++edxnJ16l8cff5wf+qEf4t//+39/R8/3Ez/xE7Tbbb72ta/xTd/0TXz2s59ldXWVf/7P/zn/8l/+y3f6a3zD1a029YprMVF2uLox4MRii7VeQNU1+a3j1zm52BlRF27lDJVlGRfXxMFnpuqy2gn4nVeW6EcpqVK8vtLj7FKX+fECg6r7plqQfpDQHsR85JDclzfaZ9qmwaYX8SPP7ue/nVrmetunkaMQXT/memtAJb83bUPDMQXNNXUNKw8605ABjlIZliEIs2XqOw78kxWHgi2ozmytQJS7Ac3WXNqDiLYfj8L4JDW6SNePbykGvlGkOogSHFPn4JQ0cI2iPXode0FCkopt+ZP7x3hkvs6LlzdZbgcsrPYIEnHaGq6zRdug1DCZaxTwAhk0lV2Tv/ToLubHivwfv9fGNnSutQIGYSJi9LdYo+UlyKgXLVSm8GJFtaCz0QtJslsPpTTEKGSQ53+kSgY/Ge9cXG4b8trE+cDEiIVy/G6pWBpgalpuSS970Y1Skgy5TwZRjmbkRxfH1Kg4BoMwIUrzZi3LqDgm3SBhV73A1Y0B/+y/nmWzH7E5iKgVLOIk4+BUibGSM6IKztZcGkXrJpekDS/miX1jfPuDM0xWnDfNdbmdFuHCWo//+yuXR/dHwTQJ4oQwTunlaFmcZpRs8dIPU400VZRcCy9KudT02F0vcH61Dxr8+teuEiSKxdaAS+t9iraJHyWMlWyCOGW1GzKIUupFCzKNth/T9CJ5bVwTy5Bsk4Klc/9clXtnqiOk5nrbR2XZyIq6FyTE6U7qZAY0eysc21Pno4cnb/m+vl3N2HtR39CNxnYk4cEHH2RmZoZut/ueTeBuRDQGgwEnTpzAsiyeeeYZbNt+k5++db2dRuNWou+7UaeXurx6rUuYKIJYxNlXNwcESYZjQJxkJIh4SSlodkOKlsZ4ycLMEmzHpjUQZxGQRXWjL44kQawYK9loyOLv5Yng616EUhndIB5ZDVr5lCZJgQxpRFDsmdSZ2HOI+PIiVp5nsWNTseS1qBUsSo7JhhfR7Ef8l5MroGkUTYNukORTvpggVqMp3HI3ZH68wD3TZV680uKT905yaX3A5Q2fMEmIk51ToqE0XNdl+rHhJ4SJYrEdMlG2cWyLSCUjClYKWylUb1HZLZsb+dkMSVYX56yt6zA0jRiZPnpRSpJlNIomqRJXGkOXQ8lYHvJj6HD/rgptP+HlfptumFJ1TGaqDiXboBMkuKYcwq9cucJXT1+mqTeYq5WoFiSQ78pGxrW2z3RFpx2kmLpOzTVywbuGaejcP1OmXjDZHMRc2vCpu2KjLENWeS0sQ2wqt37/7D1vNIYW1e/Fcwytbd/tfTm0pH6r+tf/+l/zz//5Px/9fWlpiU996lP8p//0n3jqqafu+Pm+8IUv8Du/8zs8/vjj6LrO3r17+eQnP0m1WuVnf/Zn+Qt/4S+8o9/jG61uZyPbGsRcXPcADZXBZMXFNLQd1IXtzlDDg/HmIGK1G1BxTfpRwmo3xNQ1Sq6JpQsCsO4JmhqlGR85OHFbn/uyYxIkKXOO0DNuLNcy2PT6XNnweHBXjZJtst4P2fQiEpUxXnaZqzusdiNaOd2qNciIEnHiswyNYv4cGXJ/FCxxphkrbTWyQSyuNyVny3J2qA9xTJ1d9SKHp8tMlh3KjpE7UQllROUn+e2HngMTZf5OLlLthTH9IGHTi/jcqRXOrfYp2jpL7YDr7QGtQUyWSYZBx4+puibX2wP6YYKW69GGVrlholjpBOxqFNB0SaluDWJOXeswXrYZRLJu94MYldN8bocw6AhlVcsP4bR9yq5JwzQYL9lCicrdlraXBlgGJKkg7pXcnje+gRr7ditVYtLixxqd3C3LMSXPKEzU2244dGQ/Mw2dhZaPrpEjRukOdGeYddLxk5sapTTNCBJB3zPkdez4MVc35bXyo5S1XkBrEOXuky6aRu7KFHN4ukzRNik7Ji0v4vse283Jxc7IJck2dPaMFXh83xj7xku3bTD+7OI6f3R2jeWOj66DaxpMVlwe39fgnpkKv/r8Ai8ttNCyjCvr3ii8cbJi0w5iOkEiA05dw7UhCQWVlJwQjfYg4vlLG7T9RBqiktCgCpbOC5c2ud4OmK06qAyaPWkyirbBVKWArkvQZJgoNvsRvSChYBlMVV0e3lNnf46QDh3tXlvp8mcX1jm11KFgGagsYxClOIbOWNnBcsVSd7Ub8OsvXmW25t7WhvrdaDvuRn0oGo13sjHHccyrr76K53k7kIR3qnm4k9r+2Jubm5w4cYLZ2Vnuueeed3xwuZNG405F3++kUpXxpXMbZMBHDoxxvunRCxLSLCPO40uT/KA7PHD7SkOlGqv9lCDocGwcrrRtVhyHaqnA5iDONQUKL0xxTLFCrTg5zJvbrWZkeJF8+NOcDyr8R01EeZrc3J964h6+cqnD7oaLnh+Wg0iNcjpsU1I1y458nHVEBBkmCl3T2DtRZLUroT9F2yRDxF5tPyZOMixT47+eWmG9H1F2TCbLNvdNFWm2uywNIEzANgUJiVUueIxTziz1KLtm3sCIu5W4lyjsnKdq6oI4BKON6Oamw9DElSRKMzK13bN863tVBi0/yX83gzCfJNqmjiIjTuU5jBxdcE2dasGiVhCYe89YAccUqPelhTZzOf/ZCxOWw4SWH3F5U+gWHz88xoULF7h27RrluQNkF7oja8/L6wMuND2SFJq9CD9RlGyDoq1jmwY116DtJ7SClImKS6xibENjsR3Q7EfCva46jJcswkSxp7ElEhzqjd7rRgN4zxCNu9Fo3GnNz8/v+PuQsnXw4EF27959x4/jed6I7tloNGg2mxw5coQHH3yQ48eP370L/pDXjZa2kA+z1vr4kRxGOn5MmmU0XHs0gf38mVW+69gsrmmw1B6w0gnZHEQMoiRHUUX/pbKMsmth517dBcvIP/MZ11s+b6z02NUo3NLn3jGN27pgbXohLy+0uLY54PT1Dnpuxfvwnjrfc2wX90xX+C+vLHFmuctDu2syEfVCCrYcALMso+iYTFUcsbiNUja8iEOTZfY0ttA5pRQXm332T5T45numeDU/CIIIv/eOFzk0VWEsR49fWmixsDGg4pr8+teu8vunVkCDlhfR8mMMTRqA/+mxPeg6fPG15uhAFCWKlhex0g0IY0WUClWlUbQAjcXNAUGefG6bOgVLzyk70nQkqTR7CxsDGQCZBrM1gwtrfR7dW2fDizF1GTb1gvhNMzIUMukvWDqDKMU2DXbViqzlmRPDYDvHEOrtdjQ816mLFkKDfvTmeUpvVaYmDUGSr/9a7l5UsHRc28ALYnqhyoX9+XMDFdcgUxm9nIfrmmAZkklSsAzGSxbXWoGYq+gZcSJ7qqMJ2hUPtRi30CFqCGLvhcmINjz8ej8UFPxSfqh3TAm7tE2xZU5t+eyvdAPqBWvUPHxHlI5S6V9b7vLSlRbNbsBnj1/jNxXM1gp8631TPHtwYqRj+LWvXeWLr68xiIWiXXZM4lTxtcub/P7pZcYrDpebHpahYRgacaKIEkkED9sSOBiGCVmmAAPL0ClYci6JUoVrin1vmgnl7pE9WyYDe8ZKhIniT8416fhyxvEicYWbLAsqo7KMgm3w2J46L11tkaqMR/c2ODRZ3rHn+VFKmCh+7+QybV8as5JtsNaL6AcJyhYURDflbFErWHhhclMw4odJ2/GhaDTebvX7fU6cOEGhUOCZZ57BsrYW3ncSrHenNWwKFhcXef311zl69OhNm/07fczb1XDKO/yeOxV932n1goSVbsB4yaZWsHiiaNEdRJy7tsqZEFJNwzIzomQn/ccyNJRmkNoFpmbrdFbanF/rkzY7lG0TlEYrlAV/pRtSztMvx0viL60yRcU1afYjUiVTmDTnCZu6RpqkKENj/1SVPeNl+q9tcGC8ONJZjJdtTEOj2Y+wDFksIbd01CQ7I0oVJUeg0PtnK2Rk+JGi7cfcP1uhUbJ54fImY0WbS00PL0rxwpSWF1HUFXN1h12OwUrHF192TTZUhQgpe0FMnChKrsFUxUFlGV6YUbR0Mkun7cXYhmSQFGyDTS8eUaqGblqGBg1Xo1KwCFOZmHjxsNW4QRyafzWIFaax1aBriMVs0ZLF+8BEkUbR4tyauIS1/QS1IW9esx/hmDr3zZRJVcaZ5R5pqhhkct0V1+IrZ69RmA74+DNP8PziAJBwtyBPkLUNDV0T15qCJRtSx09ywWM6+ns/TFnuRmRKRIHrXkw7SFjqhNQLJo/srnLfVIE4jnfQEt/LRuO9fA7P8z6QsL53W0ePHuWNN95g3759PPTQQ3zmM59h3759/Jt/82+YnZ39oC/vfatbWdr2goTWIKLsWiRKhLx2noS33X0mQ7KH/vDsKrYh97NtCGWxPRAU1TYFORhWmguDx0oWvSBhrGTRHsS39LlXKuPAZImvX9lkV72AYxpUXJPWIOL5i+u5L7+GriO0no5PsxfS7If8b991H9/+4AzL3YANL+KemTKJKrHU9jm7JPf2fXPioGXocH7NI0wUYapY7gRMVhxWOj6nr3fFCjeDrr/EgckSn35sN98RpfzeqWWxqjU01noBxxdatP2YRtHi0fkGQZzyh6+tEufoaqpEJPvasgjcZ2ouRdscHYi8MGZhw0OpjLGSRZjIGqvrYuSx2g3phgmpyjAMnURBlKRik57boKdKgkX7geQS1IqS6eBHApnbhkbJlsRylb05yhCnGaYu39AoWRydrbB3osgLlzZoD4R+yg1NxvbKgG6OBNxq9x4ezN+sB7ENjfGiBZrGfbtqNIo2Xpjw8kKL1iCCOCVDxzLEFSpRSii2+RNmmjZiDxRtsbS3cvpdlCMhtiF0QT+WoVWYSJK6qQnT4MbfzcqRED/eQlJUliet582ZkYdOTpZtMiR3JU4zlEpZ7QbSqAFF2yRRivYg5vdOLXNgUtbSPznXZNOLKFg6LS+m2Q955VqbPzm3xifumeIjhyb449fWeOnKJlmWsadRoB+mI9vauZpLlCqubQ7wogQjR/Acy8AxdRIlxgJDxG0QK0q62LcnqQQOT1Vcdo8ViJMM1zbY3SjcdA6bqrhMVxyS/F69tO4xVXZHB/84zUP8yg57xoosbAxoFO0de1GWZSy1fcJEYeqKY7tqxEnG9faAOE1H55lNL2LWdEaJ5wcmSjuCEe/Eze5OEtvvVn3DNRpra2u8+uqr7NmzhyNHjtz0Zg8nlWmavquAvluVrutcvXqVbrfLY489xtjY2F15zNshMNv1GMMsg7tdlinuQ1Ee56rShN7mGlNFkzfMlCRJKVomZCnh0IZWEzvWWsEiTFL+vy+vCu0n0zF0g81QUXUUFV3RijX8UGzwHFPg+LJrMl11SVLFek+mWyrLsAwNS1P4IbgWTFUL/LWn9zBdcShYOmkGx+aqXNoY0BpEOKZBo2hRcyUNdJjcO16yGS/ZXG35fNeD06x2Q86u9PBzGPO5Q2P8xQen+cxXrlLJqVYbXkyaZrl+Q2G5BhuhhqEpNE0nTEQ42SgKVN4JE+IUVJbg2jLFDxOFF8QMYrHSzZBFK5HeRzzdlSxcszWXWsHiemtA248JkggTRZgMW5Cdn+vtrlYqy7BNCSYUJxMo2YKqTFYcju0SnudyO+B808M2daqOySASBEjX4OqmL5NMyyDUxPFK13XGjJCVdkTx0XsplUocmJDJ6+ZAVO5BLAhGkCRMlGzW8w3AjxVHp0ostPycIqKz4UXYBpSKDoemSlxoDsS/P1U4lslfemSOiYo7ss8NQwlO2k4PvNv1Xt5Lw0bj/UI0bqx9+/a9Izvdv//3/z7Ly8sA/MzP/Azf/u3fzq/+6q9i2za/8iu/cpev8sNb29OJh0JUSd9WmI5BeyCbesXd2ldG7jNhso33KO+/bYoWYsjPl8NvNgrvjNKMkmNScUUf9tyRSY7tqt+SS31pvc9mP+LqxoA3VnqUHJOJsi36izzzqGDpeQAepMqgHya8crXNr71wlZ/+rvt26CHCJKVWsPmOB2bohSmbXshiayAUIcQoZMOLeOHSBoauEaeKkmPyyHyNuXqRQSRau+VOwI99ZB8//s2HRknhZ5e79IKEAxMlDk2VaRRtvn6lBcjUO0oU82NFqgWLKE65uO6x0gn4rmOz29AaEZTrusbmIGZ3vTC6ZzVNnOya/RRD19EhF1nLG5CqbQfiTAYkp5e6PLKnjmMaaJrGRNlhQ4N+kOBaOq6p07nBovxGbZ4EDBo8Pt+g4lpUXItnDo7THqywOYh3NCqjVTx/kO1Uo4wtkfXwdq04MojrhwnBNmHEsAEp2gb1ooTizdQKKAXjJZuJsmgbvn5lEy9MiNMMXZcH1vID9ZBqp+VXkGbQ9WMSpbAM4f4XbHEkHDp39cIBShOq4O3ctTQE4df0bEcG1vDqC5bBrkaRKFFClwuTUdbFWi8kyK1xiznFWmWCMOwdLxLGKX9wepUsy0T4bRq8er1LnCgaRYtG0WK9F/Llc01eXmhh59P9eslG1yR9Xc9puv0wpeIarEYJWpajM5k2yvvIEI1onMoZRNc1wjgd/X3vRIkH5qpseDF7Gg5XNjwGkdDKhhopkD9PVlyubHhUHYuCZRIrhaMLcjlsCqoFi131AmvdkOttH9cydqCYtqnTCxMKlk4/TDkwVWKtHxD0ZXBq50GJaz2oFiwOTpYoOuaOANHb0UCH98+dJrbfrfpQNBp3sjFnWcbFixe5fPkyDzzwwG0nbcNGI0mSu9poRFFEv9/HMAyeeeaZdy34HNbtEI33QvR9qyrZJg/trvLHr69jZgmdjSZusURAgcnKgFaemmkaAqHapk6UKBpFk6JtsN6PBa6G3M5OHjdF56G5BvMq5sL6gNYgI1QpJTMjTTJeWmjjmBqOoVPMk2DjNENpGeNli/t31fneh2b4psPCW350vsZvnViWg3vuH1+wdL7z/lkqjsFvHBfqU6NoUXIMrmwOODhR4un9jZzLG9DxE+pFi7mawyBO8YIES9c5tyoiXscUOFVDw48zEhXn2gZY70fYls6QcKMyDVMXZMO1dNIkZbUXiRsWW4myegaWLr7ZfiyIya66w656gcVNH8cyKYiQA5WmVCyFH2uE2fA4Ao4OtqURp+IUY+ga4yUbP4pp++JSNV6yODBRwk8US50A1xRY3NA1yrZBL0qxcuqBqessd0M6fjQS5FsGDPyAiwFMNiokmvymczWHo9MlXr7aJkwUg0gEabvqBfZPFPEWO7QGMQXLoJHrQCqOybfcM8nBiRL/+eVrtIOExZZPlCh0DabKDhXXRNd1bNtGKUUcx7zxxhs0Gg2Am8IC71Zz8F5kaAzrGxXR+OEf/uHRnx977DEWFhZ4/fXXmZ+fZ2Ji4k1+8s9XbXdCGgpR9XxgsN4LqeSb+va1eCTWDhPafswT+xosd0IRaypFwTYIE5NoEBPEGakSh8EMWTsmK3LIsgxxgLvVpr+dAvHIfJ2ldkCzH3Kx6dHPBw2uqUtKd35tpgGlnGf/5QtNFluDm0K7mr2Qk4ttWoM+icro+DEdP2asaHFsd4Ni3kR9/comSmU8sbfOREVoZTdORv/2xw/yd76pzEsLm3zmTy4yXnKYyQ85XT+m5YVyCM6pPsDIFUtHaJ8vXNrkucPj1Aq2NHgqE92YH0vmR5QQ5BvMUPqsclrLEEm4cSc188bpcrOPbeh809EpDkyUmCg7TJRtlttBjmTfLFbPbvhzrDKqhs5wLLjphZy5Li5Yw/1Py58zGTY7N/T95nBf0DRsUz5cUSoU34NTZR7b2+C/vbrEUkf2XcuU9dvI18A94yU+fmSC4wttzq32mau71IoW989VOX29m+daKAZJiq7pmPow60QxCLdQhySTRtcyMnpBTHsgV192TPZPlFju+JKermskih1IzRCUGyIwQ3H78DUwc23EXM3FzTUpSZqh6xqHpsqAZFt1gxjHMkbUs16QUi1YHJqqYBkar15v0w8S/CjhasvP7zVB0sdKNvWSNNrLHZ/xkiPBkYY+okM5OcvBj1MKtlDrMo0Rwm7oYuoiunUNlUrDVLJNUpUxV7M5NF1mvGSz0g0xdA0vSrjY9Liy4eFaku8yFLNrmsZc3WW1G9DyY0q2QXsQkbnSYBdsk4OTQm8dRClP7GtQsE2ut3wMnRFK2eyFXFjts9L2sUyx8t03XqI9EBMYciesetHm2G7RUPWCeEcw4q1ooNvrRnve97o+FI3GW1WSJLz66qv0er23dHYaHkrupk5jaJ2r6zr79u27a00GMIKCt9f71WQM61uOTrKwssnXL65SLJVJtSK76y4Hxov8xollglgSQNFkcmQaGvvHi6x7EYNYYGNLl4O3yrmcg0hxarnHcwfHOGxYnF3poyHTls4gph9n9NCYqxjsGyvQDyKhWLkW/+BbD/HMgXHGS1vi+t31AnGa0RrE6Mi1aJqGaxtkaFSLJmGa0val8bl/rspfeWyOqmtydrnH759tcrHpUXENnj0wxrfeO8lkxeHEYlsOwCgMLcO0DcmzsIyRj/zT++qcuNalH8T4qSyuli5uTl4kB3s10p3IZjIEJBTQC1PRvKSi07i47rPYCjENORyMlyzGrZg3NjLGKuIsFefCR5AJnR8qNF1cvxxTZ60XkmUZE2WL6aqbT7pcDk4UObHYZRAlPDBbwbUM9tRdVnu56DRRdIMYsowgyfLPnoaepTg6aJZLayBWt599ZZnfemWZZi8kAyZLFocmi/hxxuGpImXHYv9EkZPXuui6pLE3ChZ/7andfPTQOJtexFIn5HpbBLFV1yBRsNoT2oOef67TNOXkyZNYlsVDDz00un+3hwUOS9f10X/vpN5LsflQo/GNXFmWUSgUePTRRz/oS/lA6kYnpCBOcEyDRNN4aPdOYfQOsbYrQuoDE2V2N4ojdNU2dNa6Pp8/uyr21UqcnHRdJvab/ZAMjfvnqjy6p3HT9dyKArGrXmC5E7DS9XnlaocwTSnYxk37hKnrmLqsiZfXPfY0iqMmY70X8rlTy/mQQLKPFjYGI11JquDB3TUqrkzRNeDyhs94eeeEtOyYvLywyUsLDR7fO0a1YOHkAtfh90WpmIxESTo6eKZZhh8luQhcwusub3hsDiL2jhXZP1HCNPTRa7DY8sWGNxVEyNAkMHWoaZNw0p2GGpA7J6mUJIG1bsgDczXmalvI1eP7GszUXL52eZPVboCpQ3jD0WGITsh/GV+/vMlszWWp7dPsRxg6lG2dXqTyhuT2ny/JjBLROpkgBrapEymFoWn8wJN7+d5HdvGLf3qZlxdaeGGMoYvGsVa00DV44dIm3SAWK98wpuZauJbB9zy8iwd2V/mdE9f5gzOrcrUZ9EI5oN7oqpUkir4SKpCpQ4ZOwTI5PFXmyobHpaY3MmcZNhBpHgRpGuIW6Zg6g3j4vkjZpo6bDw+TXHtZKci0v1GUYdTh6QrNfohSGX4iDflc3R1pfBKlWO/LxN/WpbkoOyZocoiOUsVUTlMydT0Po9RGny2VZRiavHNxnqmigXQa2haSMaIeZApDh3rR5m9+dB+rnZBmLyRKFR0/Ya4me2gvSJiqOLQHMY4pNMFeGPPwnjqNoo0fKz5xzxRjRZtXrrVp9uVxZusuR6algTpxtZ1nxjhYoZi72Dll841FCSYMYgkirps6a70ANzDYXS8Ik8OS7JpH9tSpFe1bBojeiga6vYYDkjtJbL8b9aFvNDzP4/jx47iue8fOTrfLu3gnNaRq7d27l36/f9eTfrdTp95L0fftKssy1pcXuc9c5alvPkxqiV/1kekyv3tqBdfS0ZAbNUYmIYauUbJ1Lq0nMqlAFvkkt7wdQsVRonhtpU+SCqxdK5jMVh02BjGDtk+ixG/bznqEqaAEm4OEf/fVRdZ6EZ9+eC63Esz42pUWMzWHh3ZXc76zbI6ffWWZti+UoERl4nqka7y+0uM3Tyzz6HyNf/uVBa63A0Ccql6+2uHk9S7fenRSGo04RikwTBFDN2xZuAaxQh9EnLougnW9IC4fSb5ir3syaUvSbMckLc3y12L4GpO7gYw+OkLJ0IBBBNNOik2Ka1s0+zEl18SxdIJIocgnYGiYQMmEGTemGehopsG9U0UOTlfxwoQ/fr3J51WGYxnUCyaOqWMbGq+t9lnphsSpXEMQp4SxItekis2lBpsYqCiiXrB49VqHX/36dZkMmQL9Xm0FHJws8dh8jautgOVOiG3q/KWHZ3hsTx3XNphvFKgXrZyT3WSh5dMLYsI0ZRAZTJQdhkF/iowoijh+/DiO4/DQQw+NmoDtYYHbG+/teqXh/fF20I73KkMDZK16L/J73o/6pV/6Jf7Vv/pXnD9/HoDDhw/zEz/xE/zNv/k3P+Are//rVpP/z51aESqguZPm0ChaHNtdY6UT0PcTFjc9xkrOiFKRZRlvrCTUihadgdh9u5aBY2oiWA4Tyo7FDz89z3I+YdxOm7qRArHpRZI8PIjwo4REKZJU9AmWsfNzneb0GV3TWG77/MKXLubZASkLGx6Jyjg6Xeb8Wp+uL0hLzbUIU3EdTJRi30SJRGVUixabnjjlVAsWm17IxTWPdS+k68d85k8u8fX5Fsf21G464NiG0FpSlWEack1xqljrhiPXOR0Z0MSJ4tK6Rz9MKLsma91AHL2CeEcHMczVHh6ARxkY237/4bxnyGpr+RH/8WsLfOVCk12NArahc37NY67ucni6TLMXyNDM2LKLNXTybBDRKSrkPbm6ORjZihdtE03X8ZMoD7XbeQ3baUUq26IwJUqyGiT/I2WuXhi97z/3fcdYbA24vO6x1PZ54dImUSLU36V2QLMX0PZF0P7Qnjrf+/A8zx0WYbQG/NFra3ihoNVDxGB7aeRmBGTYhj6ydR0vO7xyrc101WW57cvBXRMKUcmWsFWVZz5o2vC12cqNMnUZwvlxSpgqZqsO9ZLDx45MESbpCCkcK4otfhhL1soDczX2jG3pHgZhkjuVgevq9MIt5y/DEnbAhhdKuJ8u+0mtaNEPEkq2ARmj5kPT5LUuu0KTHn5exBI+D9zVdUqWOHdVXZtP3jtDRo6GWAb/9eQSS52AI9MVJisuryy28cKEkmPSD2LOLneZLLuMl21+8Kl5DkyUdwrZewFdP6bZk0yNasFifqxI0TZZag/4+pUW3SCmZJvsHStwvRPQ8xNSpZipFfCjlIorAvd1L2J3o0DRESODWwWI3ooGOqxbNSbvdX0oGo3bHaabzSYnT55k9+7dHDly5I4PCIZhjKgX77SyLOPy5ctcvHhxRNU6derUXWtghjWkTr3Xou9blVKK1157jY2NDZ5+8ombkKKVbsi9M2UGYcrljcEoGTRVGWdWPDRNFmWZlmQ3hR3FqYj2ZMPLKNmO8FxNXRYAJDU7SDU2IohyK9nrmx6//JXLnFxY5//9Hfew0Ir4+kIbxzBQZUY2uhebfRZbgbxeyIFcy40KC5bJH77R5OT1DsvdADOHgDOl6EUpnzu9QqYUBwoBVwyITJNYgZ5lbAxi4nzX6gVCdzJ0LW9m8smZJnoFyDe6W1gb7ljbs3wzNYUqECuYKNtEUUgQw+FdU7za2iBMFXuLJhMlm+VOQMuLyd1+KRdMHttdI1WK3lqfTKVcW2uRDVqc6xisemqkg9nwIgkSUmJFqyGfqTDJRqI32zBwtIRMA9uWHBIN+ez/5+NLtAbi6OLHeeOraVxaH/A/PTrLdz4wTcdPaBQt9o0Xb7Lc/MIb6/zx6+uQZeiajhfK69gPU/aOF6i6Fl0v5OULpygWizz44IO3vL+HXxvSnYYIx/Z7Bu6cYvVeUqeG9rbfaPVP/+k/5ed//uf58R//cZ555hkAnn/+ef7BP/gHXL16lX/2z/7ZB3yF73/pujaiMd0zI5qFIcqx0glIsyy3Ks345a9eZrHls9IJUFnGZNlhplbg0FQZU9fY8EJKtuRxeEFCJ0joBVsUyMmKy0tXWvz+6dWbLCi32+ZuehGvLLbxo4Sya1F2xC48SGL6QYptGFj59CDLIIqFR162TZ6/tEGciltOOTU5t9ojSTNevNzCyR3qukEia4CukaRiurHUlrVTQyNVKVGq2PTC/DpSbFOnVrAYK1m3DVyruCaNks16X3j51YJNP0gYRCmalo30CpomuUBxmtHshxRNDS+UNUwO6Du1Ddt1GDfmHm0/CKPA0DIylXE1d+YyDUGGTF2XpgFxoAKxbW/7ecBpzp3rRwm6rghjcfQL43Tk2jUIYyzTkNDCSND/7ddrGpBuO46k+V5gGTqOKYdy1zL47ofnRgdFXdfYO15iT6PIL3zpInGqmCjbnLzWoeOLCYnYKKc8f3GDlU5AlB7h6ExlxO8PYi2f7t+8H2WAn+T7WpQyXrbRYkWWKdZ6MX6UousamRKXR2kWNeoFK89zyHBMjSBOULnuT+XXbZkGBR28MBW0H3ju8AR7x4vbkEL5nU1D58l9Y4yXdyKFl9Y9LENnd6PARj8cvaZG/r7ahk4vSJipOEQqY60bcnja5nIoNF0/ToWRoGmSMl602Tde5PmLm8Sp0K5LjpkjNkONSYYXJvzOK9d5/uLG6B7UNY1LTW/U7I+VbB7eUx81/GkmaNljexv85cf3jJoML0q4d7bKNx+dYrkryMdvH7+Oqescmd4K31vphGhko+GboetMlV3S1GcQpTT7IVNlh24g+Rwzhk6jaLOwMbjJNGL7+nUjDfRWbnbvV57Gh6LRuLGyLOPSpUtcunSJ+++/n7m5ubf18+/W4jZNU06fPk2r1eLJJ5+kVqsBby7cfqc1bDSGVJHh197rGtoDx3HMk08+ieu6N33PcJNSSkRwYhOos5RvIocmixxfbNPytnIjttdQAJ3EijhFtAOWQcHSMXWx/ksUdBJdRFOmOEFMly38MOL4Ypf/9VdfINItrvXlAZe7AffPVijbOmeX+wLj6ow2I5UNbXUjemFM24uIUxF0R6nKgwelfu/kCg9O6XzL/bNcXB/Q7Mdc7/gkKqNoSRJ6kj+m2jYVSjOwyEYTrfSGJuNWmNdwolXK3aE2/YR2P6DqaLRTi5eudhjkoVHX2iElR3jfw4fWgCDKOL3UY67uYpomGiYTjQKZrthc66CRYZFgqgzLMPGjjH48dBPR8aIUXdMougZxonIbYyg7eg6jGig0KrbOuTUPXROBqbRvWW67B9daPn/hgZnbfrYGUcqLV9q0A2nYxOHDJM6tAceLDiVH49qF19k/VeGBBx6448/8dtrUjWjHrShWNzbs71VYHwh16hsR0fiFX/gFfvEXf5Ef+IEfGH3tu7/7uzl27Bg//uM//t9lo3FjDVGOoU//+bUeZ5c6eGGKyiTLZ7Jis9YVp6cwpyjOVB06fsxE2eGR+Qb1gslyJ2AQpxTzaeyfXdrg7HKXI9OVmywov/2BGVzTwAvjkc3uMBMHYLxs0w3ETrPtx9SLNpCJi04mYvN60SJKFEemK2iaxnpfAj2rrsmmF6LpJoYmg4Q0E0OMOBPkZTi13ehHuJaOZWicW+njRymNokVrEDNVdZmtyWT0doFre8eKXGz2iRJx39r04pEzpGVIY5MocfkaJh+fW/dwTVManSwbNRdDmtRQD6jrMF60WO0JKqNpgo4k+dpsGRqWLoYVvSBmsmLTD6Rpqromrm3ynQ/MMlm2ef7SBmk+MLMNHYVMxtNcCG4ZGlGSjZyVdJ1cgJ0xXrZZjgNu5ChlWa7NyLYoWKYuX4tSQRS++Z5Jnjt0c3bOENGaqbq8sdKj40sTkKgM2zSwDEl2v7rp89O/fYr756r0o4RekFC0JNuon0M6w4Zj2HRYhjSQKlN0femE5sdKPDovh9hL6x4dP8qvRJpiQ9dY7QV0/QSlFGGaYWoarq0LZco08GPZZzVNLOELls7ry10+cXRqlJkypO/9t1PLrPcjwjxVPlViS1xyTLIMdjcKvHotzQNn5Z4RXYg00YNYselFRInilWsd4iRDZULvTpSWo1IaUZKy1A5G+qAwUaRZLO9pPkzTkCDEAxPlHTk5Hz86eZPeYaxk88S+Rn5dCavdgO99ZBfACDm8cWhQcSzW+xFz9S1a4TBvp2CbdPxkZLlbsA1mawXW+gGDMKVjCJPi/rkqP/jkXgq28ZYBfDfSQG/lZvd+1Yem0Rh2d8Ok7U6nw1NPPUW1Wn3bj/VuGo0gCEZ6jGeeeWZH6u7dpGQNS9d1kiSh0+lQrVbflyZjMBjwyiuvUCgUePzxx28rmn9grsLZ5R6rvZCyY1CwJD+i6locnirhmDqfumeaz51ZZX2bpmAIpbq50MvJ1XFJqog0DT9KKWgZhq2hGwKDShiQLDTtIKVo28RRxKWBScXWyFSMF2cMwoS1jodjmXSCBCtPEUrUTiGgygQyjxIRqtum2MsNKwPCDAKjxKtLPbFi7YSEubAvVTtTUdW23234ZSOf4txqYnS7ElvHDFOTMKc1H2IVyfQstwPMyGj2ItnAAE1CSlGZohNkJK0A0bnJdGWp45NpOqYB41UbS8+I45iBn9CPNUl2z8nMCkaHI0OTjTLNZDMaRCkHJktMV2zeWPPyxVDCuOI0I80k1XajH/FnlzaxdI3DU2VJPd3++YpSVnsh/TBlsuywOYjQ0bBsnV6Ycmm9z7NTMQemx3jggQfeMXL3VmjHrQTl7zV1ajiU+EaqOI55/PHHb/r6Y4899q6R4T9PdWm9z+dOr7DRF7F3P0hG/PRBBA0cZmtufnBK2eiHRElKo2hzZLo8QmKHzjtZlvHVC+skacahyfKIarRdaP3qYocDEyW+vrBJyxMN2/bk8VTBgckSK92AfpDSCySfwjYN6q7NwakyugZz9S1aim3omLpOnIuQ4/zEXrDk8DKcXjv5AWy25opOKxOa5bonlMnWIB4JXIePLQnhMZ9+dNeOwDXHNPjWe6Y4vdRl04sI4lTc84b3biauR0PnqAzIkix3/YO6a+eDnSwPLlOkSo3W6jDZEmSrTNZ2gIIpAuduEJOR5XoTjbJr4oUpD8y6XNkc8MKlDf7iw3MM4pQzS13STMLRdF3WT8MQ3YHQgEV83g8S0doYok8s2SauJQOdLYdAsDQN1zHwo4Q4R8RrRRvXMjB0jQfmavwvnzh0y8OiF8lBlgyW2gP8XOxdtM3R6yENmOgXV3sB989UeWO5T5wq7Nz6PVEZWSIWvsN9ys9t1DVgox/y6Hwd29R5ZbHD5iAiTtNt9rgZy92Aqmuyd7zETNXlYrPPcifg6HSZ9V5IwTGxDclqavlx7tykaA8Sfu/UVnr1yPBgRg78v/LVK5xZ6oyQ85mqy3c+MMv5tR6uZfDIfANT73BlY0A3FAMXU6zVWOuF1AomD+yq8fpKj14cYZs6jYJFsW6i6xBEKSvdAEOTxlwoU4pBLA2khsLWNcquxZ6xIvWi3GPDe/ClK5s4hn6T3kHTJK9G06BRdNjsR3zu9Mptcytu1bCI6YGiaJm58F72WRDB9u56gfV+yP6JMrah82Mf2c/e8TtHzW+kgf6PZHDkAHz8+HFs2+bZZ599R0nb8M4bjXa7zYkTJ5iYmOD++++/6UCi6zpRFN3mp99+ZVmG4ziMj49z/PhxLMsapQI3Go335EDUbrd55ZVXmJ2dvaU98PZ6cl+DF6+0ObfWp2AZ+JFC12HfeJHZqsNSJ+THnp1l70SBf/uVBYF084N62TWlsUgUu+uF0cStZGkCL5s633pkksOTZf7D166x4YUjKlaSZmx4Ef0wpWDpzBaLjFdcVroha72Ibgh2LOF1WbYlQN9eliHC6dwynSgXw93YjJxbG6BrGa4luogoT21Vya3bhiEXdahHEccXDUuHQZLdxNEdVibfjp9kOdcWlGYQK4HaLV1DIXSsYfCTnlO0hjSzIMmEbpZGudWuRcuPWO/HJIkCTaPty2JYLZZwswhPRYLiJALLsm2j0TWBWKuuBPv1w5SybRAnGSVbeMNtP84PNFtJ7F94Y4OL6z5lx2SibPHt902RZfDaah9dgwPjRXnNE8Vk3UVlGev9KLcwzAjCkI/sH2ds9yE+e3KFy+sDKq7Bo3vqPLKndsvk4zupG9GO7f8N14MoikYo4t2+vwaDAbt27bqrj/l+1F/7a3+NX/iFX+Dnf/7nd3z93/7bf8sP/dAPfUBX9eGq7aJs1xKefJrKXe1YwunvDCT9eqriEKtMDuDA/FiRa23/pmwnccwJmK27o0DMYQ0tKC82+3z60V2cXenS8mOmLR2VicahnycLH5ous3+8xKnrknptGwaurXNgsszR6QpfPr9OcZvos+KKW871ttjZJvn6OVayCZOUfphQKZhkZKMQvIf21JmqOCxseHT9mFrBYqrqcnByq4GCLTebiYozClzrBfFIc9HMReh/9NpqriEYOjRlmLqWH+xlrdE1GQ4plVu2ohHEkqI+zH3IYMTHt3JnxCFyoCFrs59bleqapDW3BjFuHnT6yrUO/TDhwmqfpY7PrnqBybLDVy6s0xpE1AoWpqFxvRWQpGqkV9O1bIT+mIaRo+WyXw21EXreCKQZ0iwgjU/Jtdg3UWSs6HBsd41PPTBz2+lysxeysCGv4Xo/HJkJiDWtTqrksGrqGq6p0/MTurlOwYvk37LciGS7VgS29rIMCFNprF5ZbNMLxEVQxNSMEqxLjhyGbV3ymp45OM6lpkfFMVnthViGThArNgexZEYY8n0lx2DTC29Kr76w1uMLr6+RIcPIXhCLjmM15jObA3Y1CoyXHR7ZU+djRybZvykoS9cX4xhhWsg+fnVzQJwo5moOsRKb948cHAfgKxc2CGJFwdY5tqvOxXWPQZQwaei0BiF+pKgV7dwqdqtpHt6DzW7IZMVlsTW4rd7hgbkar1xtv2luxa0almHTr2uM7I2370qJynBMCft7aE99R4DmndZ2GugHVR+aRmOox5ibm+Po0aPv6hDwThqNpaUlzpw5w+HDh9m7d+8tD+B3C9EYir6Hh51jx46hlKLVatFsNjlz5gxpmjI+Ps7U1BTj4+M7Qgnfaa2srHD27FkOHTp0R0GDFdfkR5/dzcLmgF4ggsbJks1ExWa9F1F2DCZKDg/vrnNsV4upssPJ610ubwxyfqqGpWu4lkY/zChZOiUtol6xKZeK/PATezg6U+arlzZZ64WQiVjZ0kUYLpDzVhhfyTFxA5kK7a674roRRIiOcbi1SKncTck2BQ4Ib3DdMPKmxo/THMIWseHwEW6HTgz7j5Q87RXxyzd1HS0VPvHtSs+vUNMhyXSSWDQVFWc4zVD0w5Rg27Vuff/W311L5+h0mYJtcN90hSBSbPQjmfTFCj8O2fQirDwgsT2IGESKLNPYynjPctg8G1nmupbOcjdgV82l7FoEiSJM1AixkUmpTPD8OOWBuQpXNgf8zO++TpLKdVYcU/i+GaRKYG1JcBcER8vAMg2+3LT5k7UF2oOYimuy1FG8vtJnuRvwXQ9Mv2t90q0oVr7vs7S0xMTExHtin+t53l11pHs/65d+6Zf4/Oc/z9NPPw3A1772Na5evcpf/+t/nX/4D//h6PtubEb+e6ktCovDy1fbxKmiYOnEYY7GGrpYrSYq58gbjJVsekHME/vHGJxr3sSVvtDsY+oaR3NKk3Dut9yqxBpXDu0/+OQ8V9Y9vDDFjyQ/ouyakMFry73RQXZXvYCdo8SrHZ/La96oyRlSpzRN4+BUiW4Qi2WmUoDYjxZsMcQomAbNXsR4yebJfeN86oFpDkwM7WsvMVaymKm69MOU9X6InQe/bXez0XWNMEn54uvNHVSS/RNFvunIFF+/skkUp7QDOVwN9SVJKrSk8aLoAXpRSs+P0TQtXxdvpukmKnei0rbWZQ1xPxyuJY5pUHQMVEae5yNr4GTFgSFda7XHWMnmf/7ofr58fp1+ELPhRbltrdibCv1W0KQ4BeIEQ4OV3lb4nFwPo4YDTYLryo7JR49M8CPP7mMQSoK1Y+ZJzzcMWC6s9fjcqRWSVAY0li725mma0Q9TXHPL2tcyNNIMWoOIV6+16YUSUjikw2XZToQebh6InVnuUrQlEbs1iAkTQYxMQ6NoS2Bi2TUpOSbf+8gc82NFfuWrC7y20smzTFI2c6qya+oEiWSvuKZBrcCO9GqAPzi9ytXNASsdn7VeBGSUbAulFF6ccmVDTAEADk+VmcuNRl5a2ETrhdSLNrM1F8uQzCYvEr3IZMWRoMbcPsyPU6aqDoMooeSaO/QVmiZ7WUNDhOuFnUdiaZwVj+9r4EXJbfUOx/bU+Ozx62+aW3GrhmXY9K92fSxDdCP9MEHTxdSm5Ule2O568W1pKpTKPnAUY3t9KBqNYUbGPffcc1cmgqZp3nGjkWUZ586dY3FxkUceeeRNfePvhkbjRtH38JBjGAYTExNMTExwzz330O12aTabXL58mdOnT9NoNEZoR6Hw9pwCsizjypUrXL58mQcffJDJyZu5oLer2WqB7z42w++fXaPmWpQck7VuRDdM+LZ7JyjYBiVHp1606YUJT+6rE6cKPxJL144fs9QWmzhbV5TLLuWSy32zFfZPFvN8CxHeCd1JESCdvmuKQGu4aUS5D7ulZ8zWXcJYcb2tgxbTD9PR5mOSoSMbt47GVM1huR0Q5BNIy5AmSMu/J8pAU5loPe6E/wRYmhyslQIvVNgm1FyTth+PuMM3Ni0ZGTMVi0ZZ6BVJJuoH8fSWZsU2FEOn/URta52G/FpNGsD7ZitseBELmz5Fx+DB3VWubgzo5geVIMl4ZE+NRtHk9ZU+F9cHpIlsrEbeyGk6GBmYKmK1FRMqyTXZ9GLhrOb0KkuXtsTUYawoYYj9PPF4qe2z1AmZKFnUHFvcQPoRVddkrl5gqRPghymOKWGFBdvg4X3jvHKtS8k2eHp/Y7Qwb3oRz19q8dh8nbnazZqhd1q6rhMEASdPnqTRaHD48OEdYvK7ZZ/7jeo6dfr06ZGd7cWLFwFGa9Hp06dH3/dBBRF+GGroS19WJv0gkQGGpo3cMTVN/Pk1TaOXr2epkgn4PTMVCrbBH7+2yvW2j6GJ8Pj+uRquJSLioYvTZp6/Yeo6JVuyaUq2yZGDFb7zwdlRMvggSjm71MWPU8qOganplAo6r17roGkaR2fK9P2UtV7Aai9kpROw3PE5trvOWMlhrOTw8J4avSCh48es5dbis7UCczWXzUFEyTH5wSfnefbgxOiQ8vjeMb4+3+KFyxtc2/Rp5cFvpi50FdPUeebAOLvqhR35H9sTv19aaJFlMFNzubDaI0yE4qMySFNBKsq2yXjZoeSYDNa9vCnI8vDAmxfpOIUYQS0MHQqGjmloeJHCIMsHXjJhJ1Mk2TA4MSOMUzpBwsW1PpBxbrXPtU2f739iN5fWPD53ehnT0OhHqeQsaYzMQYaXkmZg6xoRYJnkaNfQPEUE4WXHFBQihS+91uTSuncTj3847R8iaK1BxJP7G7yy2MELk3zoowhjtmznM+iHGZmWoWUaZPJ9SW7SIhkNOoMbfHeleRJEIM0EWfLClFpBy/WiIlCOERqdF6U8uKvGxXWPX/zTy0yUbTa8iNXcPczwY5JU3qMgUaPcpn54c3o1SCPlBXGu15HhYC+JR11inIgtMhm0vIjVrjTglmFQsEz2jBWIEkmv96JEDAxSQW8aJXsUQpykogsydB3bEOODJ/Y1OLvcpdkLiNOM5bbPphfx+kqPh+fr7M+boWHjfO9slQOTpdvqHbabNtyq3qxhma46XFn3UGQcnCgxiJKcASAMg+cOT/CDT83fsabiwlpvS3R/m8/X+10fikZD0zSefvrpu2Yde6cNwVAQPRgMeOaZZ97SMebdIhpD4epbib41TaNWq1Gr1Th06BCDwYBms8na2hrnzp2jXC6Pmo5KpfKmB4DtzlJPPHGzs9Sd1LfeO4mha7x4RaDBkmPy7QcnKVkG/+cXLtHyItp+MoLIJ8sOlzY84lQmKVGaYmswW3UJlM71dsC33TuJYxq8cKVFqmC6YmMaOoNQ/KNNXQctw4uE6+yYog+JlaLiWEyXBep0LbEojHMLXdfScQzZ5MVhSeEP/HwSJtMlpUSbECm1wx7xRlG3/ET+3m37mugmNGYqNi1frLLGihazNZdXr3XJMkXR1AhVRjz6GAo8fO9cjUbR4kvnN+kHsUyclCJRBq4pLjbDxkojv65tG6uha9Rcm7Jj0A91FjZ9pisOR6cK7Kq5IxeMfpjwzUcnQNO43hpQNTNSSydFuNBBIocDTdNQhkGUJviJJLjLtWqkyAY0FPXFqbivuKFBmmVsDiLWesIJL9gmrqlj6dANxM3k8b31UQq5rmJKBZOD0zVmqw4nF7tUboChG0WLC02P6y3/rjYaQRDw8ssvU6/Xue+++0aNPewUlN/K+e3toB3fqI3GF7/4xQ/6Ej70NfSl7wYxGhlFW4TSpq6JQ52SgDk/ynLaY8wrix0e3FXjv7yyxKV1b8S1n6q6fOt9Uzy9f5zP/OklXri8QcsLCWJF2TUxdXnsy3kCcS+MuN6GI9MVzq/1ubopGQed3N60PRCLVcu0cEydKM149VonN94wmcszHy42PfxY8fjeBq5lsOHFPHdogmN7ary21GO5448sRJ/aP35LwaiuaxyZKfMbLy/SC2LGijbVgkkQKy5teFRdi6Mz8jM35n+MrHm9kJYfU3ZM6iWbtp/bpGeCrFZdk0bRzoXfYqs6TGi/lenI9jLy5s+yDFxTmgPbNHByfUWSZvixIOdCL0rp+Al2LnTvhSlhnHJmucvaFy7w6HydRsliuupweqmXG2sIvTfLtrI7jHxINVaw2BzEmKaWZ3hIY6LydfTIdIUXr2xyddNj/0SJ/eMl/Dgd8fh/7CP7ODRV2WFrXHEtHpmXCffZ5S5hvh8YGhRMY0QNg9zhKqe6Qm4zn27pE4VpsIX4pMK4HelbNE30LtKgaKh8BwwSQYbWvYi1biCOT7Vxju2uM1G2eXmhTbMXit7ANkaJ934k7lLTVQc/VrQGEb0gRtc1Wn5MaxARxIk8J4JGaRojlykvTEgzxQ88NS/OaH7Mv/vTS3QG8rObXjwyq3EtgzAP68OLGYQp9aKFqWt0BzFzjSIVV468VzYGHF9o48cptiHMB9vQ2PAivnJ+HYB946UdNrC6rt1W77C4Obij3IobG5YLa33W+yEFRxCSM0td0S6ZOvWCzaN7G/zVJ95ek3Fjc79dJzL8fL3f9aFoNGBLDH436k6oU8N8jkKhwNNPP31H1KR3g2i8mxC+YrHI3r172bt3L3Ecs76+ztraGgsLC2+q64jjmJMnT5IkyW2dpe6kbEPnU/dN8dyhMXpBQsU1OX61w2dPLhPF4l4k4X3SJDw23+Cbjoxzfq3P1y6sEcQQZCarXkrF0Zgo2yPP98vNATM1hziVCcgwpG+lK9DooUmL9b7kVdRckyTNaJQs6kVxwBgr2jwwp+OF4vyw4cVECgzdoFrQ8aOYyULG/obFK6sJkRKXjKIFaaYLPzgTgfZ28pXG0C43f//YWqRdUydSYoObZTBetrANXez08qYlQTa9OGcS62iYhs5rK328KGUQCdd4KMaL05TIlMW8UbTQtYyWJ01MGItuxDXl36YqNh0/5lrLp+qaxGk6st0b8qXPrfZxLIN9pZQ/jLoUXZtQiV+6JLtbXG8P6IdqJCodWUZqGq4pv3Q7lGbJNIUGEMaK1W7IWMkmQyPN5JoHkUxGsyx/PVPFbM1h0q3x2Ze7zE8X2TXZoGSbWxqRG87uw814GNR1N+pWTcb2up2g/Ea0Y3tex+2ajsFg8A3ZaPyPeusa+tK/eGUDy9Cx8qFAEMtnJcrFyJouE2TbMuiFCS8ttGj2Qg5Pl5nLN/3lTsDnTq8wU3P55H3TfP7sCs1+xEzVJUmzXNgtgZYr3YC/8x9PcHiyjG3ptLyI82t9ekEs/G5DlwBAYKUTMF116AQxXT+haMvarGsaBVvWzvYg4uWFFvfNVne4z7wV1WL472eWOvzSly8zyJ2M1nohm7mW4cBECVPXeWOlx+Gp8k35H9uteadzLcN42WG9J2YYE2Vx0/LChGY/GonDbVPnQL2IQlyttg+EdhJmhbJUcgzmqi5TVYf4Woc940U6fsxGP6QXyutm6ULrbfuCTk2UnJG2wLGEMx8mKV96o4kfS7MwTAAPcy2eruXIuC78+kGUUnJMEV4jmSRD29QoEU3NycUW/VAcjvphSqMYcGiqzOGp8ihl/cBE+aZk57GSw0cPT9INYhZbPkqJSFszNKxMI4nl2pTKSDWZ3pu6/A47rIDJh0fIgZ4bjiHDvUiUgSKCL1jyuzmmzlLbJ0mlmbBNEbPvGSuxq17gT881udryqTjyb6BRcQ0ytuh9SsFvn1jio0cmCKKElW6Qi9Lz59cYNWZZ3qhdbweUXZN7Zqq8viIoXpikrPVEp2GZkvptmbIHy+cj43p7QK1Qkdc/zWjkVLySrXPiaoswEY2Qne9J6bbm86Urm4SxYqLi7KAs3U7v8HZyK4YNy59dXOfXXryKpglT4FyucUwzqDgG9++q0Q8T/v3zV+6oQUgSxW98/RoLGx6HJsvb6FlbOpHh5+u/WzH43YTl36rRWF9f55VXXmH37t0cPXr0jp/7nYrM72bSt2VZzM7OMjs7i1KKzc3Nm3Qdk5OTlEolTp8+TaFQ4OGHH76ts9TbqZJtUrJNwiTlqxc3SdOMtZ5wI4c6iuvtkMfm4XsenORf/+4CQZJiOy4Vyxh5VnuRWLoBVAsmbk9n73iRi00RGiZK4UWKsZLFwckSjhVwrTVA03Qe2VPFsQyutnwyMsaLNt91bBfHr7a5vGFTL5i0BzGmofHKlXWUnnHP/BST1RLVWp8zSz28MGa6oFjup1QtHYVGkGwtvhpQsvVcdJhx43osbicaUSIaiyTN6CRJnjCeBwTlm5KpSciToYuf9+ZAbOpMTVCDOJ/kZIhN4j0zJUkKL9kcX+yOpk/NXkgYK9p+wrk1j9dXe1iGwWxNNqxqwWIq9yJv9iOKjsGkGbJy6Tx/+xNHeHlN8bnTa3i5Z3rFMegGFrYpdINBJGiRhnB5/VQWKD2OSBQECZi67FhxmhJaMb0gRKkc8g7ErQbEnz1WGWkcYXcXmaoV8JTF5Q2fQk45mak6mLo+8lNXmeR9TJZtDk3enSyKt2oyblVvZp/7ZmGBWZZ9QyEan/70p/mVX/kVqtUqn/70p9/0e3/rt37rfbqqD28NfemvtwcsdwLCKGWyYrPRl+A8+R65Vx3TYKYqw5ONfkQ/jPOGRGiP2w+V33VslsmKg6lrbA4iNvoRWZZJToYteTirHXHMeWr/OKt5Vodl6ExXXcqOOTrkdnyP9V5EP8pd5XShvKhMJtIqyzg4WaFom/zAU/M8vnfsLQ9QsEXFOLHY4sxSl/YgouKYzNZdMgW9UO79g5NlLEPj5LU2FddkcyBT1SzLbrLmTRV0Vcx4yabimnT9mEGU4sfiJiXDBpmzW4ZGJ0jY0yjgmJJiPTTGGJp8gCDNaFAvSMirH6fM1Fwe3l2n4yecXe6w1gsJYsmBiHJHj+mqcPpFd2PkdF2NIFY5+rHzpD7861BIrwNhnIpGwotQGeiIgN0ydKz8N2kN4pGtcaNooes6zV4gYvvdtR0p6zNV96YJeT9MsE2Dg5MlNvqSk1RxDBJTJ4hlPxUUSK4zyXUfWf4CGYi2cPh9w4A9LRsmlsu/pQp0LcMyhwJw6PoJjmkwCBMcS3Qu9raBkK7rPLq3QZxmVAsWByYFqTm/KpkZJccgTnTqVYurmx7/z4s+a72QcFuTMTR3SbOthoNM8mD6ebDjei/kWssXWpQmNGCAMEmIUi1Hq0WAfr0tuodqwWIQpby80KKUO2M1eyEqH5INs1xUPiTTNWgPYsbK1h0jAO8kt+LkYocsg2O7ary00CZMJLQRhEa82gk4PF3mYtPjN15a5Ke+7R5M89ZDrgtrPX7j64t87vQKhq6x3o9oFG0OTZVH99xszR1R195vcfiHptG4m2WaJmEY3vT1LMtYWFjg/Pnz3HfffW9bD/JOqFPbDyh3O+lb1/Vb6jouXryI7/u4rsv4+DhxHN+VRmNY7YFMr70wxYsSxnI7uIJlsO5FnLzW5re/tESCQaJZTBWtEYKRKCUOHvni9/DuKs9f2syn4dmIvlN2TXbXXZ6/3KLtxewZKzBTdcQZyTH52KFxxss2e8cK1AoWRctgsXWdXpAwUba4fH0NL1LMT5SZqMhNdWCyRNkxObXUZbZeINQ8WsOcjSFjN4fDG0WTsmNxvukRpTncnC+C0mvK5DJVokcpuyYTZZuCbXB5fTCiQLmGwPg116JeNLneCvCiFMPQqTkmcZIxyKeitqHz4FyFDS9mquJwYKLIpaY3ak6MnJC7OZDp57P76+i6zivXOpxf8+jkXugVx+TxaYPe9QscO3aMyclJHjoE3/fILGeW+2z0ZVP67CvLXFz3Rhvq9klhnGT0tulNsvzzVrA0XD1DpQmZ12HMNliNxf52KBwHcF04ee4qf/HYLOG6x+XmAPIpYLVg8Vce34Ufpby20hsJKMdLNt99bGYEb7+beidNxo31dsMCv5FyNGq12ug1+Ua05P0g6tBUhb/x3H5c0+CLb6yx0Y+w88O8neVUTCWc8IUNL9eUCbrY8mJc2xht/sNN/9K6h23qPLV/jBcub5KkGWNFC9vUWe4EsoZYokt4Y7XHIEyYrjhca/n0tx3cTV3yKPqhZGqYueZrSHu0DQ0/VQSx5F9UC9Ztp5rb0Y1h1sGmF9HyIgxNG4W0rnVDxooWBUun6ye8vNCi4hhc7wRseCGrnZCeHzM/VqQ1iEbWvH6U0uzJOnh2uTfSuXT8hDTLcAzJPYjTDFPXcQydth/T8eOc0mOgMXR2koYATQTRKs/NaPsxByZL3D9X49xqn7VegB+lzFRdDB1WOiEdP0bT5Dk6uS1qlin8SJGmilgJxarsmHhRssOxD4SSpEE+Uc9AZaN9TWnaFhqebYW7ZhkUbaH5aJqGXbJZ6Qb86bkmjiUhdJ/5k0s8sqdOvbgz+HBohVovWMRpxp6xIvfMVGj2Q758fp0op4TFSlyxTF0fiec1BHVJlJJgWnILYQUqF61PVmwGkSKMEwq2OfrZQShsg9m6y8KGB6nGdM29aZ0uOiYTuWB804tp9oIRguWFCUXH5L7ZGvWCyR+cWSWMFTpbTpDZtv9rWa6BzDJc26DsSJ7XK1fbWKaOowwcQxrFKEcxVCbBwFXXYqZaIFIqNymw2DtWlET1fsi11kA0JLo0/o4pzWUUi53xeEmyaZ47PPmWTcaNSOCPPLuXPzyz9pa5Fdupcf0w3XF/gAjwz631Wc3paAsbA8g0/vITu2+6piFdamHDExOFsk2qGDWxD++pM1ayR45wXvT+W5b/uWw0boU8KKU4e/YszWaTJ554gnq9/rYf9+1Qp24n+n6vaqjr8H2fKIo4cOAAlmW9I13HW1XJMXBMnY3cT334WHGqsPSMbqdDPFdn354JKqtLdIIUx1A5/1NRLVgjC9OCbRCrDC+Sw/7Q6WKsYOFHirVuOEoYP5pv0OfXPNa9iE8c3RLuP7S7SqIyvvTGGm9cXcHUNe7f1aC4DcbUkEDAqYqLpsF0zWVjEJNk2haPlnzT64fEUZRv0qLrMHJu7vAT4OTNU5hmNHLveQ2YKEhXshFqTJbFy35Po0A/TGj2Irw4hZxuIQ3G1lSxNYhxTJ11L+ae6TLtgUz6XEtnquISJwkjjEWTVN4H5yq0Bgnfcs8ktYJJIe7QWbrCww8/xPj4+Og1qhVsnj0wBkiexx+8tsbmIN6B2Gxf7MPcpkQHCrY+cshC0zi2u8pPfWKeX33+Ev/h+EaeNi42vwVLR0sTroUOv3zKY7EVSAqrymgUtlKC/9Zze7m8PmClG1KwDI5Ol5kovzNL6+11N5qMW9WboR1LS0s0m002NjbuynO91/XLv/zLt/zz/6g3r0NTFX76u+7jE/dO8cevrfLCpQ2WusGOMDlxWxJHoCHd0jREAD7c/B/YVSVMZCVxTYNmP2QQCZXIyZOn/VhsS7PMoOKaMi0nY6rsUnJi+kEiSdW2oBqOKQd+TQPT1EdrbJYJWlrKkYOpikvJvvXWv11I6scpCxseicq4b7aKF6VUXTPPO8joBMKT1/LnWO0GFGydsZLDvdNVMtXlWtun40dEaTbi7C93JPG4WjCZKjuEqTgEJamiVjBHeR2utYXaaDqstANxTsodBUfBeqaeW+EKnShVGeMlmx98ai9+nPLfTi3THsTYhkYviPMGTA78QZzmGSEKMh0vTsUuPbfJ3U4vGu4N20vLX2ClctOMbEvrECUZaLLGB0k6QqcLtjFak4I4xQsTwkQxU3VHKetnlrujZPLhhNzQZBDW7EVUCxb3z9UYK9m5cYpBFIuF7XC1S5RoUsg/g5apM1lwWO0GOW1XDvmOqTNXc4UqpetUXXFB3PCi3NJeY+94gfGSzevLPSo32MAOy49SJsoOf+nRXXz5XJMzSx0MXSNM1A4r5K4fk2aCtpRcycPihtd2SImzTPkMVFyL622fS+se989WOXmtTaoEVdIQNFHPH2C8ZNEaRHTz0MIHd8tQZXejSNePxU0s9Eavb5BTvi1DJ1YZvTDBtQwmt6WVv9W9sl10/cn7pvlue+5NHZ+2U+Nag4gkVVh54+ZHaY6UpkyUbOpFh41+xNnlDr/81WQHyrLddvvQZJn1fpRnlxnYJZtNL+Jis0+j2NjhCPd+14em0bjbk/7tDUEYhpw4cQKlFM8888w71ircKaJxp6Lvu1lZlnH58mWuXLnCsWPHRu5Z8/PzI11Hs9l8S13HnVTZMXlkT42Xr3ZIlKLikAfzhLgqpFYrcmj/PG0/YU/DxTF1VnohZIwyNSZKchMfv9phsuzwwGyVpbbPG2t9agWL1W7Ieh7sZBk6zX7IS1fbPLmvQb1g8cZKH5WJCxXI5+f+KQfv6hpPPFjh4Qfv4/XVAf/5+BKLLZ96Dp+2fLGBLVomVdfiejsgsRXr+ZTfMTUyNMIsI4nEorBhZ7SjXPSpybSl4hp897EZLjU9TlzrstoNRdCoInaVMo7Oz/L85Q7VgknNlc2T3EHLyl05YiULbJwMv6642gpoFC3iNKTrR2wOtmxq948XObvSo+LI4twPExpFi6Jt0gtTju2qorqrXF5c4LHHHn3TZlrXGG1cOuSQrEy7YIvHa+WOJSXHJEqUhFEBMxWH8VqZe/fOUD7bxTV1TC1DyxJIU9ohLLZjdC2iXHTQkUPA5kAceV643MIxdR6br/ORg2Mj6t27rfeqybixtqMdq6urfN/3fR8f/ehH+fjHP/6ePN97WZcvXyZJEg4fPrzj6+fPn8eyLPbt2/fBXNiHtHRd46OHJ5ksOXzl/Dq6pqHn01fT0FH5ZHsYigmCNAw1VJtexLnVHvONIvsnShycLPP8pfUdh400E0FupoRGVbRNCZBDI1aKibLQfTYHMeO6lutG5DO5Je4V7VWUKCxDJrUb/Yi5eoFd9ZvdcW4UkpZTk3OrPZI048xSlzBJmao4mJ5oLoYeFfY2CmgQCyKdAffN1QgTxUo3QKmMekEO9YMopWjLQU7XNXSlUSuIO9F01UWpjE5+wAxixUonwI8FBVaJOOoZujjoOaaGY5m5PaxiruYyWy/w5L5xpqoO/9cXL5KqjIIlyeBxTmGzDI25mgx/ukEsg6ZE1vtiHlyoMqEbebk9d9kR/v52B3OF0LgcU4Y+Qytc29CxLZ0oERQJoFqwUSob6dgANj3RH1r5gXzPWHFHyvpczaVRsrnU9PCjJG8iMg5OlmjkQanVvDlp++LYZOcH6DjPhIK82dUlK6XqmlxrB0S5ucp8vcDusQKvLffExGNfg7JrjQwEQIZUSSrZMMDouYe1XYfwkYMTjJdtzq31mKkWKFjSKA/XYnGDElv1VInj2PB+GT0esu/YloTWqSyTsMh+KBkqGaSZwg+z3DxGw7Fk2FewTbp+NHLd2m4bHcYphpbhWBphLOGzOXCDrstrNMg0ju0p8uiexm3XgDsRXd8zc/uw6ZJt4hg6q11fDA4ycdmyTX2UdO5a+ij02LUMDk2WWe2FO3QW11oDXr3eHqXAN4oWzV6IXZLXQtCliK4fs9oLRzqR97s+NI3G3azt9rbdbpfjx4/TaDR44IEHRjSId1J3gmhsRzLeaxRjWEO0ZnNz85bOUneq65iYmLjjvI5P3jvFa8s9/uiNdZY7AaamsFXE1FiZPRM17p2p0PZjvnLBwtR1DkwIfWlzkOBFCQ/MyTUud0MquUPFbM1lsR0Qp7JZOdZw49RkGhUmXG/7FG2DqmXu0E30ej2OHz/O9PT0SHfzxD6Zjn/54iYtL6JgGzw3N86JxTb1gk3bj7F0DTKNomUQ5QI72Yj03KIyY3a8xHgU0Q8i1rwUP9GIk5QXL21QcIRL3Q0S0ijgwJjB0fk5Lm8GVFyT1W7IuVVPDiG6RtHRJf1TyeRNY1uIoCYTro6fYes6kxWHZi6UvH+uimVo2E2dQSzJs6YuORiX1ge0/Zhf/OMz1LIe3/fRY9TrdbG5jVNKtnlTCN4gSkmVouKI5kbl1CxdY0TTmipb2ObQyUOJm0mSMVV1OJZPZM+viZONF6W4poadpRQLNhYQhwlhAmE3yLmwkGbCRa+4FscXO7yx4nHvbIcffnI3JefdLUfvV5OxvdbX1/nu7/5uHnzwQX7t137trlIU36/60R/9Uf7G3/gbNzUaX/va1/h3/+7f8aUvfemDubAPcSmV8Vsnrslk3jXpBgmmoWNoMokYoqNpJsOLKEnpBQmmIU3BUsvn8b1j7GkU+dQD05xb63Gp6WGbyUhQHKeiARsrWiRKsgmKjqASpTyvpl4QS+l+IBqxetGiUZQDbzcXOhdtOegNA/6+5d6pmyas2yejQ5eo9b6EqE5W7FGDkKRiCztEE2SiL23NcPgfJSmnrnd4ZE+dh/fUObvU4WJT8jziRFEtmEyWHQq2SZZl9ANpwnRNNA6GrtMo2dJkdGU/MHSh5k6WbVZ7cl06MhRKUgmSnSg7TNcK7G4U+eR90/zhmVU2+iGmrgliomQwNbSE3fQixss2KhMkPUlzw5EMsugGzQAirB5y+W+simtSL9pousYgFJTTNnTKtolt6SPL40bJJkmVNCQa9AIxM0+yjOItUtZbg5i//uw+rm4O+OPXVumGCVc3Brx4eZPFzQFHZiq4pk6ayv4yfC+V2kIy8l4XcoJwwTGZqbpcb/vEKmNjEOFFKUXHpF6w6IViVFIr2Hz/Yw0e2lNnouJQsk38OOHf/9nCW+oQKo7FWNHJP3typhge+PthQpKI+5eh67haRpKJtTEaZEqs3cMkwzJhtRvyf/7ReQwNLjb7WLpGvWRj6hpXNjxU7pxlGToZ8po6lkHFzdj0Yr5yYUOcuZKUIFG0BzFk2uhzrOevU5pBmog+5an947fVQ9zqXpHPwJ2Lrv0oZb0vaEPB0ukECS0/YrJkb4U72iaWISyHqapQ1bxIKIovLWxSL1r82guLnL7WwbXF9tfNGSabXkQ5R6aCWDJ79o6X3lYWx92sb7xd8Q5qSJ1aWVnh1KlTHDx4kP3797/rg8dbIRp3U/R9p/V2naVup+u4cuUKZ86cueO8jqJt8JOfPMhszeULZ67TG8RMT9TYPV7hex6aYaxk0yhafMf9U/zha01ey3nKQaLYN15grReyb7zITNXh1PUu4MhiXbC40OwLhUrTcmcXCXVzDI3lTshMzeFb79nimG9ubnLy5En27dvHvn37Rl/XNY2n9jd4ZL42SjdVWcbrK33CRA4IpqHTC5Oc/5pRskXo5lj6SHPgRSllx0E3LZb7vZEb1dXNgFj5Qn3KoB3BwsAiXR3gRYmEEGmMFpJEZVQKBhXHwDLkIBHnYnMj38AWW/7ILjHJhBK21A4IYkWcCix8brVPybWwdI2XFtostgLqtuJaFLNerfPrJzc4uhJwfm1AP0xwTYNH52t8yz0TOKY02kM3irGShcpM/EiCxsgFckaurIxVxnTVIUoz/FwweWiyxOGpMr97apVXrnWFEhHGeEGCb+iYSmesZAk8r2VkmZIE4CSniwFThZT9VQPLsTmz3OPFK+0dVLi3Wx9Ek9Fqtfie7/keDh48yH/8j//xG7LJADhx4gQf+chHbvr6008/zd/7e3/vA7iiD38NOda2qVG0hdOdKuGVy2lJDnpDZMGLUpY6fm6mIHSUYj5IOTRV4e9+4iD/e37wiBIJ5BvLLV4BNvoRkxWHe2crnFxss9IN2N0o8OS+Buv9iOVOwH1zVcZLNsudkActjcvrcv8PqU2OKZ78zx68+T7bzhkf3jvD1OJEZdSLFl6U0uyLKYWpayN6UZyHxhk6WLnBw4W1Pr1AEIojMxVMQyNRkuA8WXbz9VUapIJtct9slQtrfc6v9SjYBqZusdIL8vA3jUGkcC2Dev6aaHlbo2mKKMmoFCzmx4o8Ot/g2+6fxjENLjb7FC2DzUFMmmY4ljEaJCVKEeQp6CXHpGRD24/ohZIw7pg6fqRGQyANch3AFoVK0F5ZT++drXJwskycKr5+ZZPWIObe2SozVRddgz+7uJGHnNboBjGvXG3n1CSh7ZQdkyPTt05Zf2O1x5+80WTTizg6XWHvWJE3Vnosd0RzsGesSMm1eKLhcqk5oBcmOYKhYSoxYLENnemaS5hkeFFEmtPMxss2985WaRQtaq7NcjfAMXX+wkOz3DtTvSXt58c+su+2eRJDSs+NLkytQTTKiYmTlPVBRJyIM6EfS16GpknDlGRDC+OM++eqPLSnjhfGfOXCOv0goVoQl8fUNkRLoiRYthcm1FyLXfUC0zWXE1dbozT1kmMSJGpkOjC8r4bW9iNDgZxiFiXDRPqb95HrbZ8La8Is2PCiUVjl0BzkrUTXF9Z6/Pvnr4AmZjhxoqi5Js1+xGIrIM1kAFi2DVqDmIJtMlF2eGmhzYYX0vVjfv7z53JrXn2kYdE06AfJCMkIYkUQy7p0/1yN73/8Zn3H+1Ufmp3xblOnBoMBp0+f5qGHHmJqauquPe6QEnXj9b6Xou/b1WAw4MSJE5RKJR555JG3jdbcmNfh+z7NZpNms3lHug5D03i03KG+N6ax+yjVcolDUyK4Hj7+xw5PsLtR4DNfvkLXT5gfK2AbOr+VC5Ef2V3j9ZU+11o+E2WbqYrNq9fFwSNOh4m1MgFYVRlFO+XQVHHkZrK6usqZM2feNOzRyl0YTi116QYJlgFXN0P2TxTYVXfFiSQVrYSILw2Z4vUjcYPJc0IkxyP3Ttc0olyXEKRQMGBPQTGIQ2ylsx5mJEoxW3VY7UWUHAMNjZaXUHNN9k84dHxJ5g3iFJXJoX64iaUpLGwMsAwRX1647BEmCl3TqBQsDkwUaQfi3jVTSHBJydwqgyjjT85t8OKVFvNjRVa7khL+pfPrfOGNdX7k6T08uKtK0TZ4ZE99dBgJk1R+L0OnaMrkcN2LKJiSEqsBvVCcdr756ASOqXFiscPuhkschVxuBlSrDikSlDVRtmn2A8JY4ed2kOS/mw5Mlk067RZxHONnNl95LeHJ3YW3zLK5VX0QTUan0+F7v/d7mZub4z/9p/+Ebb97bckHVZqm0ev1bvp6p9N51wGlf17Li5IcrRCLz2KuNRtOk4c8fcvQSJVk5cS6GlFnUpXxn49fp+Mn/ODT8xyZrvK/fdd9/F9fvMCGFzJbK+BFCS9e3qS5GmIa0vy/vgyOZTBTdWkUba5u+jimwbMHJ/i2+6cBRpSOR+fr4u6Uayl214v84FPztzw83WinCoxSi9d6AfWiRdGW/SVKVR6wlmsY8pLpfz44yR2Xmr2ATU8Ow9/54Cz/7suX8aKEQSxZSdu5+4MoEUehJKU9kNDQLMto+VsWrYstH0PXeHS+gabBX3liD2XHpOyYVPJDpq5ruQ1qwmovIMszIQT/yHM2dJ0gkZT1sm2yZ6JIvVDnysaAfpDkaE4uVs4YZTwMEQ1Dk/ehaEmORT9MRuLoqYrLVNWlZBtseOGowVvrhSxsDljrBpiG6PfWeiGmIbqIKxsD6sUti3I/koPkS5c3d0zPK67FRNmh68dcaPaZqbpUHINDU1UOTlY4s9SlNYhyexNJR1dKcWSqPMqi+PqVTdDAtXQWWwOWO9LYHpgssuHFXFjt86333Hr6fWiqcts8ie3i6GN7alxv+5xYbLPWDUhShWOJ7W29YLHeD9kcJGJ3ryv6YUKqSRNeMHXqBZO946UcjdcwNHGTinJEyDZEm6MburyzGjy6t8E9M2LX/GfRBlEiQ66NfkiSaxcGUTqilJm6aKeGSFeUiOPZlXXvto3Ca8tdzix1c4ReRPdjRZuDUyXGSs6biq63oyGP7KnvaMDqBZMNL6e/5e6MU1WHibLD5XWhztmmTs2V9PBmP2Qid20booJDambRMnhod42LTY/75qr8r9929LYIzftRH5pG425VkiRcuXKFOI559tln31FA3e1qeJDf3mhkOQdwuCG/X01Gu93mlVdeYXZ2liNHjtyV5ywUCszPz9+RrkMpxcmTJ4njmE999M2RlGutgEGkeHxvfeQ+FcQpp673eGR3jU8/PMsXzq2z2g1Z6QWYho6TyYJj6LmneZzixym1nHP4H15Y5MFxmIlXRs5Kt6svX9jg906vESQplq4zyDfV660AXdeYKNkMIgnukemWLEZTuavV0ZkyJxa7XGp6Qg1IZYKSsSVgi9GYnGzQ6gW8tuqzGQgykKUJoQJNE0eTNBP+dpJm5FpQyfLIH8nI7UDSDIIk5Y2VPq5t8OBslYIt08Uozbh/tsKuuktzYxMvTNnUHGwVozJY9yKcQKaR3SABTWMQxrx4pUWcKv7Btxxk33iRTxwdZ7Hl8dWLLWKlsHSDom3w4K4KUxWZoHT8hIYj/PBddYePH57gwESJ1V4onGo9o6r6HJmpshlkuVAUHpgrc/Jah0GcjaDpZBune/dEnbl6gSSJubjSwRsMeP755ykUCiPE7U70Qx9Ek9Hr9fj0pz9No9HgN3/zN3GcNxcNftjrYx/7GD/7sz/Lr//6r4/WuDRN+dmf/Vmee+65D/jqPpxVsk0aBYueH9POw+e8MMHOEdFuEBMmmSCWmnD/lZLDtaHLgcnQ4CsX1wmSlL/x3H6OzFT48W85NLKSPbfaE2OMkpXnEsByJ2Cy4vDj33yYozOVWwpOt0+cw0QEoE/tH+db75vCMQ1eX+ne9DPDQMLtdqqapnFwqkQvjGn2QixDZ/94iVY/xM9HwLYuYWdBnIprnRI3PkOT/AXLECvy6UTxXQ/MstTy+fqCpJs75hZ3P8uESvPJ+6Y5v9oTh62c3qlrOmXHEBvfPND1WmvARNlhrl64JRe+ZJsoJRoI29BRCD3JyA/fQofSQJOsB1PXGC877B0vsdTxeflKi4myTT8UXcnQgnzYXGVAEKUEcSoauSBmuePTD1Pmx4v8yLN7KVjmjvfnwlqf//13z9ILEsmhsHQmcsHxdNWhNYhHwt3hez0/VmStG+xAmobvTa1oc2Rawv3IJMtovOzw0cMTI02Cbei0ByFvrHoEiSLxotxgRElgYlEyreJUsdYL6IUxh6fKb2mDeis75FuJo2sFk0GYjH5nlYkJy3TF4cRim5YX0wsS6gUL15L3uB8mVBwTxZaF7pBxMFFx6AUJjqmz2g3yz4hYIDv5z7cGEaevd2j7YhV9reXndC6TWKkd1DcJJ0ypOKYMDvLgPz9Jb9koXFjr8XunlumHCfWiRdWxdrx2D++RM87tRNc3IodjJYfGPnubhiThlcUOtaLFg3M1Kq7JSwuSP9MoWrQGsdj1hgkzVQcvTLFM0XIM6VJFx2C1F2KZOnvHS/zlx/d8oE0G/DlrNIYTfk3TsCzrrjYZsCUATdN05J2/XfQ9hM7e61peXubs2bMcOXKEPXv2vCfP8Wa6jiQReM51XR5++OG3pGudX+vjmPqoyQBBDbIs42rL53sfmuXY7iornYB/8+UFrm4Go9TtOFV4oUwgDA36Ucobqx7jbp/ryzH/6Dvuf9MmY8OL+OPX17EMjT0NEbKlKuN8s889MxWe2tdgw4v4zRNLEqqUb2S7Kw6uqTNZcfmRp+f5mx/R+cyfXuY3ji/jWDqxF5OQYebEZFOD08seSmVUXJtiJiiBF2cEcUaGGrmOqCyjG8R5ANSwYR3ynbcO5GlulRmrjJVewKPzdeHQBok4b60us9hLCVIdy0gxkzyFVimCTDaqoZsWiK3kqetdfvfUCn/nY/vzRHUJICyYBvsnStwzLVMvgAfnqqz3I57cX+fMUg8/UZxd7nEuFylGYci1dpe9u6YpFou0BzGX1j1ag5gTi10G8dBxTd47A40oFSvcjh9TtA0sQwPL5ZMP7ePjhxpsbm6yvr7O6dOnd+iHxsfHbzrQfxBNhud5fP/3fz+u6/LZz372HRtLfJjq537u5/jYxz7G0aNH+ehHPwrAl7/8ZbrdLl/4whc+4Kv7cNaueoFDUxXWvYgwSUd0qChRZGSjHJ2h+YOei3NV9v9n7z+DJEmv+174lz7LV7WptuP9ejO7iwVAGGEpgFjQ4pKiAIogqaBIibxkSAoFpQ8MKXQFhkQqgiTEyysGcWn08tJIFEWCgOA9FsDamdmxO65nuqdddXf5Sp/5vB+erJrunh6zu7O7A3BPBGIHY6qysrMyzzl/p5DXpRGFQKK2VxrugNO9t1pg5zty/PpnX8ILY/aO5uXG0o8J4gRDlSF+Z5c7/L2D12ot4OrG+UrD4eKqFPMqCnzu5DIXV3obHHLee4+ku1wvcGwoZ3H/dIlnZhromkQrTV1Fj5K0mZJ0pDBOXdgEkEDWVBEIGo5sIk1dZbnr8757x1lse6mIVtqKun404Ph/+C3bSYTg1z/zEt+8sCpzEGxjIDS30pTptitR1qzRt57eaDM6UbSZKGV4fraBqcvnchjJe2kfeckYKjlTJWvKANgLK13umypJlEpTqGRNhnKCWIhBPoaGvJ9FsZSmJIkUi883EoZzFu/YP7plojpIKtRI3mS8NIypa5iaShjHHLvSouGEmLrKatdnoemy0vXJWzo7hrPM1h2y13EKypgamqJQLdobrHD793AhZADk++8Z45FdQ6z2Aj55dAFTU5gs2WhpTyNdiqQQeaHlMZQ1X5YN6vXE0RdWuqx1fe6dKjJSsAc0I5DaiyTNTOk7aPlRzDMzdfwoZqyUGfzdfjilgtRN+lE8QLHargxaDOOE41eaEqH1QkxNo1IwqKUWsS0vAnH1e9nXFIWxdJqq5EwqGZMwScga+jWDQh+N8MOYHcNZVjo+eWvjuTtf61LKmNw3vbXoeivkcP3PK0oMJjtyYFju+PSCaODuKWlUGpPlDGeW2hR06V7mhQmHxgsstX0ajrTr98KYXSM5fuItO94wutT6+q4ZNOr1OkeOHGFiYoKpqSmeffbZ2/4e6/303wjRd99Z6vLly9x///0DZ6nXutbrOqampnjhhRcGTd9TTz11U11HP5BtcwmubiwyhoahSwGipsh/M2nqLLU9er7ckksrO0HbCei4UC1azHYE91/nuIUQvDDb5NKaw47hLFGSDDaKIzmL1W7APZOF1EKwx0vLMtE2Y6p0POlt/ejOqyjMXZNFlCMLdNwIU0lQNGUA2cZC0PYiNEUhYwrJN031PKIvyEMOJHEY4CYqU0UTXxiESZLeKK9ygFWFdFMoX2O27tD2Ig6N59lRsblSW2NZgQidWMSoiZDQc1+kqSSp8FIjY+jSetiS1++zl5rsq67w18ek7WNf/Hdxtcdw3qSYBl413JAHthVZTi2G945IGNsJYk5fqeP3umSLJdxE4+jFNa40PNpelFoeC3RV0uuiVNzXR21iAV87X0fXpP//zqEMw3kDXdepVqtUq1UpHOx0WF1dZW5ujlOnTlEoFDaYFrzwwguv65Dhui7/4B/8A4QQfOITn3hFNK87se666y5efPFFfud3fodjx46RyWT4yZ/8SX7xF3+RoaGhN/rw7shaH9AFstlQFRnK1vMlmlnJSCtYPXWZ09PlVBAnrKTc8SgR2LrGC7ONwQZ5se2x2vXZP1YYoAvFjLrhvW+2cb642h1sl1e7PnN1B0NTuWeqyO6R/DUOOXurhesGjq31Qh7ZOcT77h0nTqSgd77pUO+F+HGSuteJwSJFUZSBPXa1aLMzTebuBREHx4u3xPH/R4/v4NhcCyeIpOOUKp3vhrImdprbISP7rm8zemiywFfO6jSdgCROMA0VNZZDYFaX+Qr1XsBqL0DXVK40HBabHrtGc6iKTCgPIrn5b7shIrU27yPRlqZQtHRpzoHkxT9xaOshA2ST6ccJk+UcThCniIOkuFxccVjt+dS7AS/MNrAN6VT4lTM1ZlZ7BFHC9qHsBvcmkPQq29B44q4qnz6xtKVIW1NlUOxfPHuFuhPw0mKbMBF0/ZjSuutKURTyls5i00VVFNpueF2dwvq6kTh6qpzhpaUOLTfiwLi54dj3VHO0PBlSqSiQtTS6fjiwPt4zmlv3WjqVrMlC06HjykyaasEeWK7PN10sRVKkVQX2VvM0XTlsZMwIQ9VouRFCkfb8TuoeZunSJtnQpHin50domsK9U8VrBoU+GjFZzjBakPkXfRTB0FRMXeXymsMju+zriq63Qg7Xl+NLLen37B1hZtXhfK1D2w0pZQyqRZvdI1m8UBoXdP2InKkRJQlZS+eRnVk6XkTDkdqfn37bLnYM3xnPqDtm0Hg1jcLc3Bxnzpzh4MGDbNu2DcdxXhNucf8YoygaCMNfb2epRqPB4cOHbztacyu1trbGiy++yI4dOwbi+s26jlwuR7Va3aDruHuiwPNzTVrpF0YIwVovJGNo7B/LkwjBF8+s8JWza8w2PLwoYa7hUkqDiUA237auoYoESwOharTcmJk1Z8tjDeOE/31ymU+fqHG57rLmhBRtnUPjBSpZI30wKgO3ih97eJL//vwC52tdokRQyRq8c98Ij+2qDF7zrbsrHBqx+MYlH01R0FPIOYqvOpPkbI3Jkk03FZg7gXSI6oM5GVPD0nRMTeGH9xqYYYc/Pa9yqXtVkJYkqQtG6oKlKak4MYw5v9Lj0uIafqJg2jZDOVhsxoMbZ3+cEymvOIoFvpKkGyDJJ/eimE8dX2a+6aWe25IjvNYLeXqmkaIqgvGCxe6RHJ88scz2oczAuSryugivy1h1iJ2jRf7X0SVWu760+EzktbrQChCJHBi9KJYOIut85vt2vxlDZ6Ub8ntfv8y/+l6D3SPyxqgoCsVikWKxyO7du/F9n7W1tYFxQZIkA5pVkiSvyk3uVsrzPD70oQ/hOA6f/exn35Dv32tZk5OT/Nqv/dobfRjfUbW3Whg0zedrHYoZg4kwZrHpsXs0y1DO4vh8izCW9tm6KuktfiSFzZauosQJXT/k7HLE6cU224ayW24919fNgrfWb5fHixYLTZdEyHDRc7WubNhz1jUOOes/z/WGgDNLbUpZgx3DI5xakDkZbmoFq2sqQ7bMSHpwe5lqwU7RmAgvTAYb4htx/Ps1VrQ5OJ5nue3jhpLakrU0okQMmrvhnLlBKL3ZZrSSNXhwe5mnL9ZZ6/r0ghhVUdA1hUQoLLV9LEMOX1PlLKMFkxMLbV5aknqlbpRQLVg0XOkMpaX3r0j03ZwU+blVifSEccLnTi5Rd3wajkw9f2hbZUBbyZnSIvzbF9foBTI3RNdUKlmTPaM5Chl5rkYLFndNFPGjhDOLbZbaHleaLhdqFkMpXWw0b5G3tIGl7Fv3jDBesq/52U2WbJY7PostSb8ydZVLqdnKQtNFJAmmIVGRWAjWuj51JwQF/uzpWZ6daQxQr+vVVkYC/bLSdPGVrk8nFXL3ayhncWCswBnRwQ1iLq32MDWV3aM5/CghTgRtNyRvaXT9GFOD1a60vI8SgR86mLps8CfLGSZLNqeWOqiKTNs+W+ux0HRSXY2S5lwpmJqKp0plfz8sNkrkaxuatJKvOyEXV7sbPvf676WmKjywrcz5WpeGE9D1I6mftHWevG/iuufresghSB3JM5fqGKrC186tYutSw+QEEduHcpi6yoWVHo1UEL6aol4ZU6JjSvr+S22P+7eV2VZ5fdO/b1R3zKDxSipJEs6cOcPi4iIPP/zwYPumadoAcbidGRYy3l4jDEMMw3hdnaWOHj1KHMc8+uijbwgnfGFhgdOnT3Po0CEmJycHv38jXYeu64yOjjIxMsrbdlV4+lKT5Y5MbM+ZGu85OMKekSxH5lp85tQKOVNjz0iWmTVnQGOKE2ltSCJQhYxitS0DJ5RUBX99nPW6evZSk6+cXWM4bzKSNwgjedM6tdjmwekSyx2fqbLN//O1y4Ago6t0vHBAbQpiwdErLU4tdrh3qsg79g7TrS/ztnKbxliOi40AQ1NwAklvSjP3Ulg3oZQxcIM4vQ4Fpq4SxELyZIVKjEJNG+Gn3/4AO/fW+P1vzPL8ok8vSoWHibTZy5kqavoQMFQFx/VoB3LD47sRhi4tbpP+w0+RD3xJuYJOkKCHCZqm0vFjNEUe25WWTC8fyck0UktXB+m8AsH33VXloe0lllo+SXLVOrHVatFoNJgcG0XRDXYMZfCjmIyhSd6ykF6DUZL+fNKEX0Hq2oIcyExDxVAVhnImQggur7l87fzaYNDYXJZlMTk5ydDQEM899xzZbJZsNsu5c+c4ceIElUqFkZGRm7qlvZIKgoCf/MmfZG1tjc9//vPflUnazWaTZ555hlqtdo2z3k/+5E++QUd159fmpnmp5fEXz86yZ7SAqsB802Oh6aKrMqxUilrlLj6IBTlTp5w1WO0GPH+5wROHxm669bxR8Nbm7XLHi2i6IZWciakpaYBXj0rW3NIh52ZDQP/YbEPjHftHabshdSfg3HKXXhBRzugEsRREF9Ol0kLTY/twho4fMld3Bq93PTSm/z6jBZvRgsViS1JCmm44EJCPFy2E4BqhNGy0Gc0a0t7XsXQUAYlIBqiMqio8tK3M9iF5z9k2lGOqnOHYlZZckIQRl9ccwiiRFsWxMgiURcifZxDLP8taJn6Y8MffusT/9/RlSZnTVHYO5/jIW3dwYLzIqYU28w2XtZ7PZCmDYeuEsWCl49HxpFYhb+k8unOIphtyfL6FG8RMlm2uNDyW2h61rs+55Q7lrEHG0Nk/Xhhszzf/7DKGxt8eW2Ch5Q3OjxBgmzoosNj0mFlzUktU0jwHgalr3D9doZIzr0G9tqobDcYFW1oZX1rrpQGVV6/nvi7nyXsn+cD9E7hpeOKXTtf4yks1ZusOpiZRwCiRdNt4YMMun4ldPyKHzu6UYmit9lCQdrl7q/nBefXjmEQkKKmTYiF1aWq74SBVXFVg21CGe6dKLLY8/vCpSxs+9+bv5VDO5JGdlYG+Ioik/fOhG+RnrEdC16NPi02XZy81ALhnZ4XJchYniFhoerhhkuqtJCUqbxtMlhUWmp4M+0sM3FAGdW62Gb5T6jt20AiCgKNHjxKGIY8//jjZ7NWb1npB4+0aNPqi72w2y9GjRxkdHaVarVIul1/TQL71zlIPPfTQa7653Vzr6VoPPPDAhqTpzXU9XcdLp09RCiPePVamp+YplYrsHy+yvZJBURSen20BgmrBGogq13ohiYgxNB2FGD+M5SZJ1ekFshGqZA22bcGDFELwzOUGhqoykQZAvbTcJQgTFts+2kKbJBE0HLkt8cOYK02PStbk0HiOU4sudTcN1BrO8LnTNV68uMDD+RbvfeuDPC4sfverl/j2TGMg7FQVOTy1vJiltsdU2cYJY8JUN9H144FtrRAS5fjGhTX2VXO8964pvj8wcJ9fYKHpsNYNUm9wQUlLCIRGK4gJw5QWpapMlqR4MBGSlpQAfXW6rgrGSza1tocfk6YGS//+OIGOH9HxQomUpGFJbS8iiOSGp+GElLMGYwULBbklqTshWujQbDYZHx/jSifh0IjN87OtNLlc6i0kBUzyYPOW9PVeaMswxP6QoSCHsziW/82aGlESc6HWGwgYt6q+JqNSqWygS/V6vcGAe/bsWbLZ7IBiVSqVXtX3MwxDfuqnfoorV67wxS9+kUqlcvN/9B1Wf/u3f8uHP/xhut0uxWLxGtHpm4PGjWt905wzdTKGPmhG+s1Oyw0JoghNlXSfIJYOOJWsDBIdL1nMrHT52rkVdo/k2D2S48RCi/GiIEzEBm57f4u9FQd883Y5iJNBEOD6AK/+dnkrdORGQ8D6jey+ap5S1pT/y5gcmW2w3PGZrmTImBodL+RcrUvbDYmShN/50vlrtCHXq/Xvc3hHeaBRMTUpDD+/0ruuUBrkdTtetHh6pkElZzKat2g4gVz0xAlGIJcj/ea6/++bbkjPj5hZ7TGUim9VJGI9yKTgaiii1JMrtJyQE55Er6bKGSo5EzeIObXY5lf+53H2V/Os9QIaboCKzPAYykshds7SZHBsLHj39hEUReFCrYcbxAyleSJ99NxUJSW358fYxrXt2/qf3Vzd4eJKb8P5Kdg6tqGy0AwxNCVFZxScMCKK5fNpJDVBUVX1lnIhbjQYK4rCZNlmue0x33SxDe2a7I333jPGjuEc52sdPnNiSToybZdogRxQEgQKti4H41rHR1Gla1fW0OimQX5DaYigSFGLYsbgwe0VNFVhZrUn7acVqc2pZC2CKBq4kOVTV8i37R2hlJHLr82feys0oq+v6P/9WwnE24wcLrVcLq25ZAyNR3dVGM7b6c/KYP+YTi8IObcsA4onSrakeaGSt3W5AFQUjsw2uWuieA0F8U6pO2bQeDnIQD+crVgs8tBDD13jX79+0LjVALob1XrR9+HDh2k0GqysrHD8+HGEEIyMjFCtVhkeHr6tg0Cj0eDYsWNMTk6yb9++1wU9WV99xGh1dfVl07U253V0Oh1qtRorKyv0FmZZ7JY5oxZx1QxHrrSktawQ0nZ1e5la2+fCao+dFZML83VqqoKhy2wGU1OYLFtMlDLcPXHtMUnXl4iMKRvMqXKGfArfXml6lGyDl2pdTE06XDRd2XQHUcJ8yydM5NDTC6RTBn6X0wtd3vau/VQqFSrA//muXbTcECEEbT9mretTLVhYesiaE7LalSFIhq7iRclAzC4EoCoUM9Ij+/NnVthXzfHUhTrbKxke3l7mct3hzFKHK02PZVegqjKbJUaiDppIWGz5tL2IRAgMXSEORXreFSo5g+GcScMJABlCpWkqmipTyHtBTJKAG8f4sZ/Sp6RELmuq6KrCJ48vM1G02TWS5bFdFf72+ct4rsNkdZgr7YRCRudd+0f4L1++AEjtia6qA2eYSMjgv1LGoJYOTn3nKUFKD0MiKH3aRa5/49yibiT8zuVy5HI5duzYQRiGgwH32LFjg+9n/38v534QRRE/+7M/y/nz5/nSl750wyH7O7n+5b/8l/zMz/wMv/Zrv7ZhYfNmvfza3IwM5Uwe3F4hjBMurISEscDQVfKmRiFj4IYxiqLI9O3FNv/vNy4ymrcBwcxqjxevtAb0kIKlkzV1tg9nr7ux3Lxd7otow1gMlg29lNYJN0ZHtqrrbWSNVDytqfK/l9MGse2GFG2ZcSHTza/Vhtzsfc6nzXI5K1Hi8ys9hnImD++o8NdH568rlJZb8IADY0NsG8oONs9dL+LkQouspW0Yuuo9n6NzTRxfDoQT5Ux6f5LouhfFqaOWFPcrpEgy4MUJxApFW6Noy5BaXZXIVcePuLjaI2NITYcbStfClhuiq9K2tZyRehEFdYAS5dPBst6TAYUZQ2W8JJvQMBa8dfcQtW5w3SHgukhD39pVU9GE1EY4YYyqys/TcEKeu9xgb7XAUM68aS7EjehAfdTi3QerDGVNLq72tqTkbUbiQA7UlayJqassND2ypqTL+WFCwwnouKEUYhsaa10fMZpa4Qo5OIBMQn/n/lF2Dmf5yksrRImQ51WBcs5CKAElW6bSV4s2xXWOa5s/9/Wu/a0CC29W69GnCytd/uyZWSZLmQ3Usv5xjBcznFvuUi1Y+JHACWSo5XQly+4RSTOr93z+4WPbObxj6I5CMvp1xwwat1q1Wm2gE9i7d++WzbeiKLeU4n0rtT6ET1GUAR1odHQUIQStVotarcbZs2fxfX9A3xgdHX1VQ87r4Sx1o4qiiBdffBHf928pCPBGtZ5vv3fvXtZaXf7oGxc4Pr+MFwQ0Ag0vUSCO2DtewtRURgsmHcfjLrPO9719gs9cjjmx0CFvKdiGOvCiP1vrUsoYbB+6ejPVVIXtQxmOzrUZyUmKQCljYGgSOr7S8EiEtI3sb/CDROBGySA7I6OrMrlzfgU9CdCzBc7XIw570i/dTBN7Cyknue8coqoKtq5iaiqGqlLOylAff523voKE3d0g4YXZFr/zlUt0vJD7pyUlZ8dQhqKt0zy1IsXVCEQqNu0G0ha32QuJkQ+5qP/kUKTDjRskrHY8VEVhvGBw92SRMBF4YcKVpoumKQxXMlyuO7h+lGaDSIu84ZzJ/rE88w2Pk4ttdg5n2G91eKjk0J2YwItV7h7O8PjuIfaO5siYckMWJALHDQjjNDUY6Ule70nea0wycNMaXBeAHyeETsjukQyPbC+jbvF9fjnuUoZhMDY2xtjY2OD7ubq6yuXLlzl58iSlUmnwHc3lctd9rTiO+Wf/7J9x/PhxvvzlL9+2LJ47sebn5/mlX/qlN4eM21BbNSPFjM69U0Vpkypko2PpKlJArNHzY1puhG1o7BrO0/VDnk2tqIeyJrGQLjuLnuTv/72D1es26Ju3y30R7UrHw8yZacq2OqCk3AgduV5dT8vx+B5poZsxdNpOyJ88fRnHD6kWLLxQIroFW2dfNX9L6ck304xYusZnTixdl2LW8SIQcjO83tlno4NRnOaCiAGKkLcN/FQEbpsatm7gRi6eK/NDYgRKmnkEMpMDACHQ0oBDEcbUez6xkEYn9V6ArknNmrTVhYxhsmskx2LLo9ELcIKYZy7XGU4zRQq2TRAluGlAolC01DRFpekERIIbDgFbIQ0dL8KLEibLtjQCSal1cSKwDRVLV0kELDQ9un7MA9vKFDP6DTVBt9KAf+ix7eweuT4lbzMS13ZDGo6k/MUpdbePlucsjboDK710mafJYz6+0GL/mPxe9IfT/nEEseDt+0Zww5ggSpgo2aiKwtMzdTpeSNbaKD6HrbVQt6JjutXqo0+9IEqZEVu3431t5D2TJTKmPkD2+sYAUZLgBHJYvhOHDLjDBo2+n/ZW1afwXLhwgXvvvZfx8fEbvlY/HfzV1M2SvhVFoVwuUy6X2bdvH71ej1qtxuzsLKdOnbrllO3N73nx4kVmZ2dfV2ep9eX7PkeOHMEwDA4fPnxbUKH1dXTR5XJP5Z5dE5gaLKy1eWa2w3OXGrRbTYo5m5YPw6rDux84wM7t07zrIcHFVYcvnF7h2zN1NFUla6p89ewaL863+YeHpzk4nh+8x9t2D3Gh1uPimsNQ1iSIEppuyHDeZK7hkjGk9gFVQsduEBFEMZWsiZMIGr2Qthey2gFNUwniLoutgOPzbQ5N5Hnn/mGmKjbnaj32jOR4YFuJ+YbLmeUuqgotTwZOhV3p262qqeOUUAZZGACljM5qL2C57bOvmk9vNjIRPREJmiIIkU25oWnoWkSUgG0oOKHA1iBMBLqmkDNVvAiZfJp+j9p+TN0NmS5n8CNfJtGqCsNZg4Jd4MRCh9iL0FSVasHiwFienKmjaQodL+L8+fMsLS7wE9/7CPl8/pqwynsmipyt9Vhqebjh1e+ulorsnTBGV0FVVIS0nhqk7cZI1MzQNd6yq8Lb9lzrcPRqLGzXfz/37t2L53kDitXFixcxTXMwdFQqlQ1I6C/90i/x9NNP8+Uvf/mm95rv9Hrve9/Lc889x+7du9/oQ/muqK2aEVNTuXuqhBCCvaN5wkRqrs4sdeh4EboqBdCljKSqmLqKqSmUsyb7xnI03QgS6QR3ZrHNuw9sbW271XZ5bzVP149Y6wVEccJEOQNIqsdQ1uTe6RJna50tRdk3+ozX03Kcr3X4m2PzfPmlGl4oF0S6qlDKGowXM+yt5m+6Jb+V90kSccNNesMJKGeNQaPWr6sORi62IYeuThp+mrM0eul2e6JkM9/0uNJwcPxQUl/7qOy6NiVKEknLQeZDzTddhCDNMOlnjMhgN1WRiLEXxszVHZxAupJlDJnuLJKEphPQdiOyZjhosJMkwTale6Afy+BWU1NvaAyw1bUg8ygSyhmDIKX1IsBRJf1VS4+tYGu4qT3tgbH8NajXZjvh3SP5W2rAr/ezXo++CCGoOwG9IMLUDFRksx0lgl4Q0XIjuTRMJO0pTKQLkxsm/PCDU+wYzl73OICrbmyONEMZLkrx/VDuqvZVCEGt7eOF8TXuW7diZvBy6maaLJkTohILcQ3iAS8flXwj6s49snUVxzEnTpyg0Wjw2GOPUSxeX2zTr1c7aLzcpG9FUcjn8+TzeXbv3r1lynbfuvN6m9Q7wVmq2+1y5MiRAQ/+tdCfHJtvk02DcQCmRyvYmSzPzTZJTI0g9Nhl+TwwotBu1lk0NEZGRhjKGSx3JEVpe3rDEkIws+bw+dM19lVzg4fKvmqeDz+6ja+eW2W+6WHpKu+7q4quwuVVhzUnSJO+BUHqrw4yaMsLk0GuRagoeEGCqSk03YjnZ5u8uNDm2zMN7hovULB0ztZ62IZKN3U1kfSEWFKF0oFCCIgUaYOrKhDH0nnm0HiBUkZnseVxrtbjgW0lmk7I85fXaLsxWRMioZIIQdHWAUHHj4mFfELEikreljD9sCWYbcXoikJGF4RCpecnHLvS5uKKg5eGHhZsg0t1l6GcwaHxPKcWu0yWLB7bVSFjSLu8OBYovTUW3RaHDx8eWLluvm4f3VXm5GKbtY6PrioYmgwnzKV0ilonIGdqqIrASSeMvk7D0GVI1mTJ5vvuHhtcD/263TkZtm0zPT3N9PQ0cRwPKJCnT58mCAL+1//6X+zcuZNTp07xzDPP8OUvf5np6elX9Z7fCfXkk0/yr/7Vv+LUqVPce++91ywWfuAHfuANOrLv3NqqGXGDmD/+1iWWOz4TJZuwb3MbJxQyBntGc3R9aastGw7BYtvFi6SrXBTLkNBPHV/ivm1lvmfftflB10NU9lVznFhokyRKGuIWkrdloNyffPsyqiKb3VvRT6x/r61C2/7wqUucXmzT9SN0ReZuRImg7UbEsUPXj7hnqihzhm4hq+F6mpGbbdL7jfZiy9tgC6soCntGc1xpOOnAIJtUN4wIIzXdbucl/TdvcmyugRum7kTrBoy+ZiOI+8bdMvDN1FT8VBgcRNHATTBKJF3K0uW5brkxdSfgQDVPwwmZHsoQ9Z0KkWLtPtVN2gWH0t0IGM6bNHoBDUc+YzLGtZTt9efn7HKXgi3tlsMwYSXypYUuULKNlOobYSJ1B7oqnyv1rs9FTeGxXcMD1Ot6dsLvvWeMf/quPa+oAe832/MNJ01P96mn9Ki8pcvQ3iih48lsLVuXi8JK1sSLYsaLFmMFaaX77gNV/ukNBoH+97Ljh/z1C/PM1l0qWXNwLPWez/nlLpfrDgVb39J962ZmBi+nbkY963gRO4dzdLzomkXfK0UlX++64wcNz/N44YUXUFWVxx9//JYdlzRNI4puPXCmX7cr6Xu9G1MQBINN6szMDJZlDYaOUqkkNw1BwLFjx0iS5A1zlqrX6xw7dozt27eze/fu10wTIuH7ja89nDPZPZLj/qGYKbq85fBhVFWVWpizMzzzpVNccEwudwTTQ1mKtkE5KyHxasFioeWx2g0YK149bwfH8+wfy9HzY0xdwdI1zi53ZdKuobLY9Fju+jLvIkUdvPBqcqilK0SptqC/+lEUVXqnBzGzDZcHpou8rZJhse1zvtbDDWNaTjDg7/YtZ1XkQ0pBvk/BNnhgusREyaLtxRRtnbYfcrbW5WKtw0pbJnvGQm5tokiw3JG0rqypkbM0mk6EbagM5yU1IVRVspmInSWd+aaHKSI0HZxEJoNHQlI1JkoWhio9x4eyBqWMjmVIa8WuF7HmBJQUj0ri8chjj2xA44QQrHYD2p5MKj04ludHHpzgqYsNDE0Z2HaO5E2SRFDrBCRIu+Be+gBVUDA0KTIP4wRLV5ksb6TmvdZhfJqmDXQbQgh6vR5f//rX+djHPsba2hp33XUXH//4x3nyySd59NFHX1PDhze6fvZnfxaAf//v//01f6YoymtiFf53obZqRtZvfVe6Hl4Qs204y75qnqGcxWrXH4i33SCh3g2IYsFw3sKwpT3qctvjz56ZZaJkXzMQJIkUmb/zwCjPzdRZ6fgst2W43g/eP8n928o4QcznTy7x7MU1vCghZ0lnoEzZviX9xPWqz7Nf6wYDRNUyJE3JTLn6iRA4fsjZZWm2cT3nrFttVrcS1sYJTJYzvOdQlWrR4o+/eXmLbJCA+7eVqRYsmk5Iw5E6snLR4K4JGR5X7wUcn2/JzT9XrcP7pamQNWTydYx8RBhq6vynSienvili/+6RCIETCNxAogkilvfIYsbg3qkyIClcThCx2g2vDkfp+8WxIFGkjuIrZ2toqsJ40eZvjy3wvnvGr/mZ7a0W+HsHq/zRU5c4uSDF6k5KN9o5nGO+6WLo6iAsr+vLDAtdUwnimKYbsruaH2gPrhfM92quG5DNNkLwpZdqEj1QFJIkwY0ZuCoamkrXi9A1hbYnT2yt40t0A4WspW1AybYaBNZfWwXL4P84PL3h+vDCmOcvN2i6IeWsycPbK9iG+qo/343qZgPzcN7kRw9P86UztVetDXmj6o4aNDZTp5rNJkeOHGFkZIS77777ZT3s+zkXL6fWh/D1j+d2NDimaTI5Ocnk5CRxHLO2tkatVuPo0aMy2KlSodlsUiwWuffee193Zym4qgk5ePAgU1NTr+l73T1R4LOnVqgWxGDgaLohfq9DqRTxPW9/dLBBNzI5Pj2nsqC0sKwA0epxabnFarPLveM5qpUCcSLt7jZfHokQnFjocHyhTc+PGM4ZhKnDUq3jy6RbBRJVIWMq5E2NZuohHgkoWBpOmGBoGr0gJmNpgDzmJBGUswZzDY8ffWiKctbgP3/+Aottn8WWjxeJax5Mtg4TxQwKcN+2IjlD5/nZFk0npOmGbKtkyCohse8xnLPwBQShFJLHqhQQxqocfFRFYbpsU7J1VnshsZCWsTuyGTRFwYkDQCVBEMaSH50zYnKaRtf1UVTpSb/U9vm+u6uMF23Or/QQimB/LmBE89DH9/HN2S5TpZi91Sx+mPC3x5c4sdDBCWQy60PbS7z3rlH2V3NcWOkxXrSwDC3VoUjqgIK0ETQ1VSJHMlEwHe6k6G59w+H7/uua+K0oCtlsliiKsCyLb3/721y4cIFPfvKT/MiP/Ajnz5//rtYvvNz75Jv1yutmItC+fiCIElZ7UtMxlDVSTYf82pQyBj0/ukbjsHnTbGkqowWbwzsrHJqQAWQXV7v8wTdmODbfQqAwXckQJYLVrkwhvn+6xFrv+gLjG1X/MxVtnUurMvvCixIZtJoiG26YULANFpseh3cMXbOFvdG2/HoNXv+cPnVhlS+eXmaxJa1g/+qFefaM5vl7B6ucWexsSaXp6wY6XshfH1lgtt6jkjVIkoQT801Wuz6pf8eGSaNvaBHE8v5sp8FvTTcmZ6U02eTqP1AVMHVpux9EqV5NSJSjnDW4b7rMUE5u1cs7DJxQZo/oqoITSnQkTl0LYwFhlBArUMgY7B/Lc3KhzWLLu6YRPl/r8KUzNXKWxlt2D6GpKo2ez8mFNmeXO4NrTVWllkRV5LKo5cok9OGcyYce3X5dwXZfYD9WsFhqe3z2xDLG/TLz6eUgGudXOpxcbBNECYaqpAOqQtuL6PkxlqFRzhispeJ9RYGsqQ10SF0v4qXlDsM5iwsr3Q0J8YsptWyl43NsrsnFld6Ga6t/fZyvyWPoehG7R3IDMTxwS+5br6Z2j+R53z3jfPH0MvNNFy39Oaynnt2IEnanuUxtrjtq0Fhf8/PznDp1in379rFjx46X3Wy8XOrUZtH3a7XB1DRtgGYkScLc3Bznz59HURTq9TonT54cOFjdbm3EViWE4NKlS8zMzLxumpDHdw9xdrnH+ZUeGUMjjGOazRZ3VQRPvvNRMuuE56cXO5xf6bG3WkDXFLqxRqMXEMUxi22f0O2y5MI9E3lw2yTZYdQ0gfezp2p88czqIIH3XK0LwL5qjryts9T2iROwdZXhnIHnuli6kmZOyIeBqatEqV0rQqCqKt0gwkh5vUIIvnmxTpwIVns+M6tdvBRf15B6hPSZgoLc9C+0PL4900AIpOuIpjBaMLGUmONXuhh2Bj+G0ZxM6G57kpPa8aRaw04fCE03xA1iChmd7TkLFGg6ITUvxI8SSRdAbtWCKCZAJ6so6CIiDgLyhkI2Y/HefQXu2l7FC2NOnz7N0TmXk/4w3z6xCshN0gPTBYSAZy+3GCtYDOdM2l7El15axdAU3nNglIWWR8ePiBK5ger6ETtHMjw4XeTzZ1ZxI5lkqiBFkX0B//1TV2+Svu/z3HPPva6J30IIPvrRj/Knf/qnfPnLX+bQoUM89thjfOhDH7rtWTxv1pvVr2rBYsdQjtl6b0Dt6esH5psOXTcinzGwUlqMEIKuF6UJwbkN29vrbZrnGg69IGL3qFzcfPaEbGRUoJIz0VTpRmfmVOq9gIurDgfG8rekn9hcfZ590TaIhERhah0PN4wxdVWiuklCxwvRNYWHd1Q2NGyvZlt+cbU7sEadKmeucbj6yOM7+QFzckuUpP8ZTV3lD5+6xJG5Jo2ez8xqDy+86hioaQpGqhWI03tckA5S24aydP0IIaRGztmU76Rr0qUKRf5aFdI5StdUHpguUc5dpe50/ZiOF1GyDXRNpVqUrmF9m2QRJwhVIZeakiRCYaxgstT2NjTC6weD/WOFwb10rCjzSZ6+WKfpRiy3PUoZg+mhLLtHcxiqpH7NN10e3TnMW/fInmC9YLvhhIOwun7woKrAueUOL15pomnKLVsZJ4ngL5+bp+NF7BjO0vUkxVcIOUz0hw8n/b2cpTFWlMspU1cHC+orDUm5+tNvX0bXVfwwpu1KoXUsElY6AaYmAxp3j+SvuT4e2VXh9756kaGcwUQpc43N9/V0RZsRuPXDza0MW+uHazeUBgbVos0Td1V5656R10wb8nrWHTdoCCE4e/Ysc3NzPPjgg6+48X051Kmbib5fq1peXub8+fMcOHCAqampgQXszMwMJ06cYGhoaJCy/VpQqZIk4aWXXqJWq3H48OFb0r7cjhrOmfz0W7fx/OUmZ5ba1GtLPLJD54ff+RAZy9zwd2vdgETIwDuA/dU8Jxc7rHQT1gKNcqnEoWF4+5TC6dOniaJIpkVnynztbIe8pTOSNzm11Ekdn2Sa6+O7hlhue3zjQp04Tog9F8PQ0WL5oLB1KZwzVXUg3PZiUONYbuUsjRfn28SJoOVGlLMGSy2fei9KhwpQVFDF1TTsRAj2jmbZOZLlyGyLuaZLwdLZUcoSBT6XV10ixSBwItxADhdDOZOMobHaDYgS6YTy+K4hvChhretzfsXBDRIKI5IDvtTx6XoRqiJkxkYsz10YxzhBQs40sU0LRUsIRMyYLjh7+hSrl86gqipNL+FCOEyiKOxLXTh6fsQ3zteJEtg1kqWcbl+HUxebb5xv8FNvmeZy3eGFuRZOEKEoCmMFi3snC1i6yqM7KpxZ7mDpKjuHs4zmLdZ6AYqicF/qtvVGDRm//uu/zsc//nG+9KUvcejQoQ1//t06ZHzsYx/jn/yTf4Jt23zsYx+74d/9pV/6pdfpqL77a/PGPogSVjo+PT9m31iejCmpjRdXu8RCULK11MEtputFZEyNPaM5spZOrSNRiM2b5q2C6z53cpkn71O5sNKVg0zDTf34Za3P2IgTblk/sb76PPskFT7rmqT11HvSGKOvMSnnpCj80MTV582tfobN2+QkEcw1HP7k25e50nC4b+pqbs76f/uF08v8/Dv33LAp69OMPvbFcyy3pe13PwRVCPleQpXITBwLwnSYsA2NOBZkDJ237xmiFyTMNhwurHRpp+6AApk+rSgStTJ1lZYbEW9hfiMpTBFjBQsniMlZOqoiKbN+lJAx5DNJQS6Wjsw2yFo6OVPjhdnGoBG+UWL3cN7m7ftGOFvrYqQOZLtHpIvgSsdnseUynLf43ruuUnL6g6QXammYYETeNjBsnY4XMtdwiWLBzpEc+8ZKNxwS1zfnbTfkfK0jLZxtg6ItheqxEGiKzJ3peCE5U6elByiKOgic7JcbRLS9CAUoZqSF8LErrYHRgpGyRAqWxrlal5ylM5SzNlwf7zo4imWojBWvDhl9jUQQJ6gKeGG04Xux1ffZDxMsQ/6MbzZsbR6uJ9PherHl8ekTS4xvokfeTm3I61l31KARRREvvPACruvy+OOPD+gzr6RuFdF4I4aM9c5S60Pw1lvAOo5DrVZjcXGRM2fOUCwWB0PHqzkv/YrjmBdffBHXdXn00Udve5ryzaqSNXnrjjyZ+jkKh4rcc889WzZ12XXbPEWRjffhHWVenG8zWbL4wfsmuHuyQCkNzel0OqysrPDVM3PMzHvsHrJoxjlqbUnd8cKY87Ue5YzOaN6kYKosNn0CTSX2k4GmIhKQ1TVppQt4UUIQymTyat4ka+qDpFIvjNk1XKJoa1xc7RGl1oeJuMqtDRMQCL5+vk4CmJqkapUzBlkl5FzLo1LIIhQZzLSSJCy0/HTrJa9JTVUZypqUswaGJl1pZhtS6D5VstHToLtvXqynN+cIXVWxdRCKTCQ2damPaHuSj2tbWV4IKpSdBncXAxYcjYvzy+wetumoebLZrHzQqSrLTZd7B+iDYL7pcWGlR9ONECLh4R1lHttZYbHtgQLnlrpcaXrkLZ1ECEq2QZxyta80PYZzJn//0Kj0An+Dhozf/u3f5r/8l//CF77wBe69997X/D3vlPrN3/xNPvzhD2PbNr/5m7953b+nKMqbg8Ztqutt7Pt5E7N1B0tXpcZi3wjPzzaJEmg60je/WrTZM5pjKGfR8cKB08yNGsr1m9iZVUkZGclZG7I1+tUXHrfXvfbLqb6o9fh8i0rGYKXrM5QzmSzLUNS6EzKaNxkt2Ny/rbyBNnWrn2G+6TJVzjDfdDm92Oa5Sw0urXY5sdiW6Hgk2FPNDRyEbrSJ3lxJIjiz2JHal9E8T8+sDdBkN4jxIklf7VNnY3HVqnyu6VLKGBybb6MgQ1FdPyJRJLKtqwqWoQ1ygvwowTI0MobKhdUe+1MHKTeQSELW0JgsZ7i05qQ6No1kMJRIJyqFBF1VKWcNuSRyQla6PqeX2gPb1OsldgNkLZ1yxuAHH5zi3FKXI3MNZusObhCTNaVZy+dPLaOqcgjLmTqWpvLSUhs3iBhKreMl0hajpAh9wwlRlesPiZubcz9MmFntAaTXpDpA8aCv0RBkLQ3btHECaZuet3WMlPo135J27uWMgRsmPHepgRvElDNST9mnEnpRQssJubDSGwwr/evj8M7KBvenei/YgNoIwNI1Vjo+B8ev/T57ocbzl+s03ZBK1uCh7RVsQ7vhsPVKhuvvxLqjBo1Tp06hKApvectbXjVt6GaDRl/0/XKcpW5HrXeWeuQRaRm6VWWzWXbu3MnOnTvxfX/gYNXni/eHjs1JvrdSvu9z9OhRNE3jkUceeV0oWpur3W5z5MgRxsbGOHDgwHU/w6GJPCNnTS7XXabLNqqqUO8FWJrK4e1lDoznKaUb9iBOWPE1KI6z/2CZF9pXyGQSnJ5DveXTDtOGXdM4eqVFyVQwY4dq0WbViSmkImuAhhOxZzTLnpEccw0XTVU4udCRW4sERi2NSAhsXcEJE+pOSN4yGM7pLLZDdFVuunRVoefHhElCEMNiy5cJ2aljSRzHJJ4gk7EIEljt+pi6KjmvnUA6bBj6AFXZNpTBSAeKptsP7FPxo4TljnxtXVVIhCBn63ITJyBrqJQzJpWswWrPJ0okLK0gOHtllU6QwN3T3L+/yHFnkUxG0O12WF1dxTRNksiAlMY1lDWZb3qcXOzgR4mkQykKXz9f5/FdFX7i0Wm+9NIqz8w02TuaGwxAwzmTC6s9Hpgucf90kf3VPAVbf8OGjN/93d/lP//n/8xnPvMZHnroodf8Pe+kmpmZ2fLXb9ZrUzdqKh7cVubscpftwxl+6MEpCpbBRNHmv37tAs9eqjNVzmDp2oBetdlp5mytc8OGsm+BCmDrGprKhmyN/rGEqW1qwwl4dOcwiRCcWmzR9SLylk7BNm5I1Vgvau1nA6x1fSxDww8TuXW3DEYK1jXi1Zs1xf3PcHqxzSeOLnBkrsHZpQ5RIihnDDRFIWdp1DoeHT/k/m1lDFUliBM0RVq23gyh6Q87k2nA63Qzy0vLnUHz27clT9J7sUKfEpUuLBPBhZUuqiJTq01DI0wiTE1mpsQJIASKIkP/poZtJoo2e0bzrHaDAe/+0Z1D7BnNs9D0BgObmVPRFEm/6gUy5FFVIG/rMptDURC2xkon5rlLdZ44OHZT29S+Leqh8SI7h7OcrXWoFiwmSjbVgo0bxhua5N0jeUYLNk/P1KkWrMF1I7M+JIqdtTQcPxqEIG4e9Pwo3tCcZwybmdUuHU/qDONEXDNsBlFMEAl2j+bxghhFkc/RhhNIulpCes7lAu7SmhTT5ywNXVMxdIHnRViWQpgIwiSh3vUHx9i/tvKp29iJBWkAcOzKVdRGtzRWOz6RovDp40uM5iz+6sg8l9d67B3NkzM1Ti92iBPB9kqGhhNyac3h8I7KdXNjXs5w/Z2IYqyvO2rQ6DcZt6PRuNGgsVn0/XoNGa/UWcqyrIEtZxRFAzH5Cy+8MNB89LMAbkb16PV6HDlyhFKp9LIF9rer1tbWePHFFweD1I3O/Wje4oMPTvKJ40tcqrs0nZC1XkDB1vn6hTrHFzq8a/8w1bzFp0/VWGx51HvhAJJdy1vsGx1CtxqIwEdVIavE4MdcagumKza7KwWspkcYCwTSteWB6QxdP+Fy3eXQeB4tdWlKkgQnTBgrWoSxVF+IJGal43PODekFgiQRBAlEcSSF5evouv1f9nWCTV8G8MV+QBBJqF7XdIJYIikJ0j5RVeWD7exyl8mihaFriCQhjGSa+gtzLdpeRMuV9ryGLlNoDU1hqR0MaFsZU4ZHZU1Vbs8aPWxNQTMMPnNqhUSAbepotsVkuUwcx3R7PRaWO1S1gDMzCwwXbOYd8EOBoWnsGM4yVc7QckNenG/zjn3DnKv1UIDFlIJgagrLbZ9LdZdeELPc8QmihAcns6+r8Bvk9//jH/84/+E//Ac+/elP8+ijj77m73mnVhiGHDx4kE9+8pPX0MberNtXN2sqJss2q52AgmUMmor33TOe3s8CJkqaRAP96BqnmfUNZd7SB1SPfqhXv6HcPZIbNFLSSjcabIZ1VaHRC7B0jbyts9b1+b8+eWqw4c4YGtuHszy4rXINDWQzR/0jj+/k86eWBxvyjheRNTW2VTI8tL2ypXj1VppiP0r41PFFmQzdCwbU0oYjBcK5NIl9qeXxtbMrZA25DBICLF1ltePDFpE4/eM/sdCi7viDn1G1aHNuuUM3iFPxt7xpqzAQiGcNSfeJEpHqCiTS0fIidg5nuVJ3cUOZKG4bKiVbT8MANYZyFg9tr/DkfRNcWnMA2D2SY7qS5eJqlz986tLGgU3XBs24ratYhs5QasvqhTH1XshQzqTW9gfIz+7RHM9eqjNZsglTGq2la+QtbTCsThRtfu9rF+X9eFuZri/dpkxNZe9ojvMrPT53cpmff2eewzsrfObEotQLKhIFc8MYL0zImhojOUsu49ZpVPqNfMcP+fLplcGwXe8FHJ1rUu8FhInACST1CKR9bx+tWGr7TBRtPvKWnXzxTI0TCy0O75DHGcQJXT/i+JUGoJC1dOpdHzW16AUGKFKcai79KNlwjP3vR8E2eO89Y8w3HZ65VMcPE0YLJlEiaDoRhYzB/dMlLtcdfvVvjrPY8tA1GeybNTUaTkApY6Kq6oCG2B9mthoabnW4frkUxjux7qhBwzTNV2RJu1Vdb9DoU6X67lavV6Pdb/ALhQL33HPPK3aW0nV9kHycJAmNRoNarcaJEydIkmQQEDgyMnLNezQaDY4dO8bU1NR1U9Vf61paWuLkyZMcOnSIycnJW/o3d08W2DmS4bnLTf7H8wuUMll2j+RQFFjpBvzV0SVUBQxN6glqHR8/klaKC02PhYaLGyWSlpQIXAXCIME2VJQooNdYZVvWws5kSFQTgYKlK1xpdSll5MZICNnsL7QC4kS6WZUzxgAmPrHQxo9kcNAA4Fbk9ZUkyWDA2CqOshvJP9EUyBhSfL7WC+ml3vm6CrqQnOcrTY//fXKFPdUsUSQoZXVWOz5OIDNBen6MosqNWZwk2IbBSM6g7oZcrrv4kaDuyAAiP0oYsmFiKE+SwGov4KVaj7sm8szWPeqOTPVueyr37Bjnxx4a56mXlnjq/AqrbQ9DFUwUDYYNiziOKNqSN77aDah1fc4sdyT/F+k6pShSeF/JGrTdkL98fp5zZ5o8vGPodR0y/viP/5hf/dVf5ZOf/CRvfetbX/P3vJPLMAw8z3ujD+O7vl5JU7G3WuAjj+/kL5+f48JKl0RAOWNc4zTTpyx9e2aNKEpouCFRImk1lYyBrqs8vnuY6Up2gDis9QL2VaW96Wo3oOdHZAyNe6ZKBHHCuVqXWscjjoVEHcOYKw0HP0o20ECu5xL1vXdX+YEHJul4Mvshb+sUrOsjIjfLElhoevhhgq7GjBdtLq31KGQMLF2jWrDoeBG1joeu2vRSOlp+KEvZ1FnpBGiq4H8fX7yG877++OtOwIVaj44bMVXJMrPaI2fpKKqkofYXRpoqKTQjBWuApveF2iNpgwzw4LYKO4ZzPH2xTscP6XqhbMYLFllTp5S6KH3si+e3dNjq2/YOBjZfmmn4YYyhKwylZiFz6Z8BxEnCsSsRpxZb+FFMvRtwfrnL85cbgNSH5CydjKmxf6zA3797jMW2x4WVLhlD5fnLTepOMLh+hrIm4yVr0CQfmiiyf7xAI03l7vkyJyRjagznTXRNQU/UFMWR1W/ku140GLZnVnt86+Iaji+HMFWRgvsg1af03SiDKGG8aPN/vmcfByeL6LrCQssdJH+Xs1LP4YWCQkZlspyh3g1SAbhAT68jPRXxm5oc1BRknsxmdFBVFd5/7wRH55rEmkLLDTfQFgFqbTn8m7rCcN4kTmCl49NypY7E0tUBDbE/zGz1/b5VxOlODuK71frO/wTXKU3TCMNww++9UaLv16rBV1WV4eFhhoeHOXjwIO12m1qtxvnz5zlx4gTDw8ODwaPRaHDy5En27dvHtm3bbsv7v9yanZ3l/Pnzr8jdKmfqJImE5/eOXg08HCvIm6AbJjy6o8TFFYe8pTGcM6g7EZNFk3MrDmEUM5QzEXFEz0+IdR3dNFAzBtWyyWqrR7veYb4TEysqiaIRJWy4GXU8SVUKE+lF7qbczzC1su2nxuoq6JqKpas8vL3MV86tXoUyrlMKcjDRVJUgiumlKdtBJFhqB2iKwnjRYihrEIuEvKnzY2+Z4KmLdf7s2XnCVBcihJA3eUUhEQpv2VUhEYLPnKpRd8KB61MQSh/3CJ0rDY8oFZS03YjJks1bdg5xZK7JlaZPztRww5ivXWjwyJ4xvvfeKX7ryzN4fkjFiFhtdphdWsMwNBxhcfTSChdXesSxoJLRiATUu9IuMWOojBdtCqbC8+dWuKRk+IlDh163IeNP//RP+ZVf+RU+8YlP8I53vOM1f8/vhPqFX/gF/tN/+k98/OMfR9e/ax8Jb2i9kqbifK3D508ts9LxU2GstKt94q7qNQLRgxMF/tfReTpeyHDOpJQxcIOYi2s9irbBgfGCvHduyp0YyhpYmkYlZ/KOfaMsNB1OLrbTtGvBcF5Sq/KW3NBGccJaV9rfJgn88bdu7BJ112Tpls7PVlkCtqENhMkZU8PUFSbLGbnQSRIMTU//rUq1aLHY8rjS8BCJQFdlQ9l0QorpJnqzbe9mjv1EyabjhlxpuFxpuFi6ynhJOiA2egGzdYecpWHoKmEkyFkaa92Ari/d//xYsNz2yRgqmqqy2gvYM5qnaBvynDRcRvIW0+UMQzmT5Y7PQtOlYOsUbYM4STg+39wwyA3C5dKBretH/L/fmMENYuo9n9WOS5QkqKqCrip0vIiGE/KfPn2GbUNZkoQ0ZV4d6AmjJEFVrrIpekHEatdnrefjh4nUPqgyzHGu4bDS9ZgoZegFEfurBR7cVuH4fIt7i5ZMuNcUXlrqUGtLVsBY0aZgy5/N+kY+b+l4UcxSK+KrZ1fwwiTVMCromjxnSSKl86oCO4dz7Bsr8MGHp9g/Jo0DNl+/y20PU1PZMyop6CM5E9tQ8SINP4rRDKlFKmYMkkTQS00JylkZiHmu1qWSNbhvusTZWoecqTOUN9kxnGM0bxGnz9P+53nuUoMoluiNoijEaW7NUNag6QSs9nyyppZmhV0duPrf74yhMVeXTnBZQ6KMJxfbWw7X3wlBfLda37VPlc2IhhBigJa8nkPGwsICp0+f5sCBA69pyrCiKJRKJUqlEvv27aPb7bKyssKVK1c4deoUAJOTk6+Lfe3mEkJw/vx55ufnefjhhymVbu3hs7mcMA182/SziwUDG1gnkFaKXT8mjBO8SGAZKkagYRKBkhBZOk6Y0HRCCrZOwxf0hEHNFRimgSpiwigig2CpHnFcC2lFMvF1omhTd0IyhrS3NTSVKI6Jk6tohZqiCV4Ijh9xs5gCBbnR6Wsr/L6dLjLcT1fkdmatFzBeNCllLBQF6k7EueUuYeqhq2sqqirI6BqxkJByFAuWuz4ZXeP+6TxRFDOz1GA5hjC1oLUNySG2dJWVrs/5lR4/fngaQ1M49e05VrsBuqYws9rjxHybH31okvunS3zq+DJXooQgMnECjWYzwFQ9as/M0gwUcqZKy0HSyBKZP2IbKnlDYWFhgUrOhEyJq5/2tSshBH/5l3/JP//n/5z/+T//J+9+97tf8/f8Tqlnn32WL37xi3zuc5/j3nvvvcZs4q/+6q/eoCP77qmbbew3NxWbm+CpSnZgV/vH37y8QVg6EDEXbUbzJg1Hbtd1VWX3SA5dVQeJyf1hY3PuRBAnfO70EnN1l20VaV+at40Nadp5W5cJ1pUs55Y7NJ3gtgpZt9ri94XJlaxB3QkZK2awdBVdVQci6f77tt0QJ0gQirT0jmLBWElqIIZyJqaubhCUb6WZuWuySMcLma27FDPSxEJqMxIypka1KGlVs2sO8w2XREhtS99pUAjS7BDBuWXp8DWct3hwW5mxos0/fHQ7u0Zy/O2xBc4ud4mShEtrzsAitpI16PnxhnO32Ur19EKHb11YZTFKUqtdiWQouoqqqpQyOsttj9Wuz64RSfvdM5ojjOVn6XghkyWLKBZ87uQy779nnNWuj+NL62QvjFlMbYkTkbDWk8/KWtvj4HhxMBD2E+6lU5rNlYYLCMaL1pY0P0uXaMwzlxo4gRwyJLVYEIkYXZEDx2jBYrqS5effuYfDO4auuX62snl1w4g//uZlltoeOUunF0hdR8uNsA2N0bxFGMdcaXqYmqRJtdKlmgD+6oX5Aao0kpduirqmULGvumC23ZC6E2AZGkYiyJo6bS/EzEnxes6SeR5eGOEECdV04Op/vydLMlhxfY5HOWugqcp3bBDfrdYdNWjczua/P2isF32LNAfhjXSWer0qn8+Ty0k3H9d1mZycpNPp8NRTT5HP5xkdHaVarZLP51/T87FZ/P5qHLPGChYK8sbeh6cTIbcflq6y1gtouKEUzSlSHK4oEn611ZieD5Eiebsqkmp172SBIJYc3SS9Pkq2zUjeImMonFpssdgJqLsJmiIF1PuHM/iJiq5KC1w3iNEUORREMYMU2SgRt8SvVNb9omBLlwxVkQOUEKBqCkr6QOsGMQfHbbp+xKdOLOPFUv9gaiqqquAEMX4US2tGVeGr51YJYrnhK1gqgdfgvjGTiz2Dk4syV0RTVQqWTjlrsNoLWO2GNB2fP/jWHOdr3YFXOchE2t/+8kXGizZzDZe2F5ExpEe+oqhkLJ1SziDo+ogkwRABtiIINJWsqZHRFRYXF7Btm0jJUy1YvB730b/5m7/hF37hF/jzP/9z3vve9772b/gdVOVymQ9+8INv9GF8V9fN0n/XNxVbCcdFqjWoZA2uNBw+e2KJ3e+SjWhf/7FvLL+lRqPrR9fww8/Xuvzlc1dY6/lMljKMFiwWmi71no8fxYRpDs/66tNB+nq1tidDRheaLk4YkzVkw6mq6oCTPtdwUBXlln3/91YLJHeLa4TJKx2f2foqz1+uc2i8iKWrNHqBvH+kQ4epX3V1quRkc98XJMNG+sp80+V8rUPB0lnt+vJ86SqWprF/vMBy28cNYla7PrYhj7uSM+l6EUVbJRaCJJJ0137+qLQLFiRCwVIUwjjmwkqXcqbMUtvn/uky79g3ynzT5ehcU1LTEjGwiA1jwUrHR1OVDTa1m6+jgxMF/sfzczR6ISBQFCGR8FigiYSMYeKFUtMyW3fYMZRFVVUsFSykgL3hRkwPySyWpY4HyHRtN4hY7vgDPYeKRhRLJOQvn7/CZDmzJapg6Rrfe9cYCBm+e2m1d02gXBQlLLel/TqkhijpwzIRECSCjKpIO3gBxYxxQ+OBzedm/ZC60vXRNQ3bIF08hgSRYO9Ijg+9ZQf3byuz0vH59PElGs5GRG627rLSkejOg9vLV0XvcUIYxyAUqkWLsaLFyYWQ5bZHOWswlDPp+hFXmh6jeYudwzJbZbHloamKRLBa3ob36v/ZRNGm6YTfcUF8t1p31KBxO6s/aLwRou84jjl16hTNZvOGzlKv9TGcOHGCbrfLY489NrCvDcOQ1dVVarUaly9fxjTNwdBRLpdv6/mJoogXX3yRIAhelvj9enVoIs/eao6XlnsMp5uA1a58GLt+zJErLSnUE4lseg0NN0xoOyEFE2zLpOdGGKp068jb0qXi+EKThaa8wasKXK67XFhxSNKb4K6RLPuKGkJEDBkJSdDlUl2g6xqKokkKUgIivireljQoyTnt+7CrXMug6gsLQeoXJLTNgIolAD9O0CANF9RYSJNvLV3j7gnpeOEEMRoSTUkSSeUKYsFqT+os/Cjh08eXeWDM4L7d4+jdgAurUoBYzOiYmkrXj5goWegKfOp4jTOLbQqpq4kbyu3ZSs9npauSNTQ0VaGU0REJoMD2okksBL0gwTblawrgvoksJ+dbzLcCcvh4moqDgm5FPLbr9l5zW9UnP/lJfvZnf5Y/+ZM/4QMf+MBr+l7fifWHf/iHb/Qh/J2o6zVom5uKzcLxrWw2VzpL3LetzPfsG92g/1AUZZAy3q/N/PCzy23+r0+elrx8U4pZh7ImYyVrkDruRYlc0KyzGe3TQWS+hMpy2+PsUoeWFxGniGUpY/Dg9grbhjKcr3X5w6dmaLvRLad8J4ng8ydrBFHCQ9srg3vDeEmiNRdWe6x1AzKmRJQ7XiQFuzHkbY16N6aYkVSYUnZjJtN6etrpxTYnF9oEsQx1ixJpI17KGFSy0p0vSgR3TZYYK9jkLY0rDSkYn296qICW2qUrQsgwP13FC2IEMszPUBWW2x4vzreYrmQHg2THl1bGcXyVmgZg6QpmzmStG6S6i3Dz6RmgV0M5k0bPxw2l3kCk76epCk4QITV/Cn4Yr7PFlbV+YHQCSbUayZsowHzLJY6lwUiCRGdsUyOjSxORPtJyvfC4/vW71WA533JpOcFgEZekA8X6CuMEx49QFV62NmH3SJ7vv1/l7qkiC02XmdXeQDuhKrCnmuf/eGgb+8dlyvkXT9VoONcicvvH9IGZzNnlDpPlDJk0ONANEkxDCuDPLHXxI0mj7gWxtKy3dLYNZSlljIExyz2TRdZ6AYst77ro33De4iNv2/myE9W/U+q7etCIomjDkPF61Ct1lrrdx3D06FEUReGRRx7BNK/ecA3DYGJigomJCeI4pl6vU6vVOHbsGMBg6BgaGnrFgvX+MRw5cgRd1zl8+PBt4X7nTJ0PPzLNV86ucmKhQywEh3eWefd+6Tn/Uq2bZkTIB6qtK9S7AShgWfLh0QtiEiEb/vGixdMzcnMkkHSnla5s9BWk1kIgB489I1mcQODGOiW7gm72cIOYnB6iCgmc94l6CaAIsFToeDHWIEeDa9TgqsIA0qgW5FZDS6ePSlan60vv9jgViidC5ldkDBU3iDi/4jBasFjp+ogEkiTGMDT54FQlCpQxVBbrHeo+nGlCbqWHFyWUMwZjBQtNU/CiBFNViGPBS8tdZhsuTS+i48sHVZyI9BwJNCVhZq1H04lkeFWakjtWVNCEQiIShjIGSylnt+EKyvkMQRBQzllEpoUpQvZqHbqX2pzpjd6ya9rLrc9+9rP8zM/8DH/wB3/AD//wD9/W1/5OryRJ+I3f+A0+8YlPEAQB73nPe/i3//bfvu6ZOn+X6lbSfdcPDn1nnvXhaEGUsNz2+LNnZpko2TfUfwghqLU9vDBJG6c2//eXL8hNe9YgZ+mEcUKt49H2QjKGhpdSVJtOwFhKFeqnko/kTZbbUtM1s9qT+QamhqVLVGG16/P1syscnMiz1PJRFNgzmr/llO/ruXM1nAAnTF2CwoiRQpasqbPc9plreJQyOjtHilSy8nlb2TRkrKenuWHEp44v0nADwkhSePohfG03JIoFbiBNNap5iygRPHe5ScMJ8MMkFYYLMoaCjxw4NEUhjAWKqqIKIbUIbQ/L0Ng9MsqH37J98Hm7XoQbxAO74vWlKApWSsvtb/63Oj97R6VrU9iRRg5xArEQMkjQFeiqMgioDeKE9d/o9QOjpWsM50xG8hZZQ2O54yFUmfOhKNLRLG9rwLV2q+tRhc3OY/urhWsa5ZnVHkGcYBkKXig2PwrlsSXSsWtPNf+ytAlbmRLsHsnxzv2jjBSsa4eem7jA7avmma07bB/Ksdr1B1qQiZLNfNOjo8jvWsHWCaNEXhtRwvfsH+GjP3Avy11/cC6EEPzWF87d0Ma2b4t8cPz1CU1+veuOGjRu12ZTCEE2m6Xb7fLtb3+barVKtVqlUCi8ptvT2+Us9WrKcRxeeOEFisUid9999w2PQdO0gVhcCEGz2aRWq3HmzBnCMGR4eJhqtcrIyMjLytpYfwzXC+J7pTWUM/mRByd5/z0xsRBkUw/xubrLrpEskyULP0rouAGzS3VcXaGUtylYGt0gQVcV2n4k/+uFLLZcdE3FNjTCKKbprdP1ALqqEsUJ51Z6VAsmbi+m1pZQe8bQmR4tsha0ibyYGAlA25qCUBSmiiajhk8UKXiJ1I2sL1tXKNoGAkHRNnjrrgrH5tvcO1ng6Hybri/F5310JGdpqCgcGs9RyRocX5B/p+NJ+lSM1GlkUgFcxtAwNYVmu0M5o6OZskmJEsHb9w6xazjLbN3BDxPmOz5OKNPDZY6HiaaAmz7cTU3qR/phhh0vklxpTTYhXpjQcmXQl6XLEKn5locbyuTj3XaPf/R4hX37DxDEgmrBwtKgXq+zsrLCyZMnieOY4eFhRkZGGBkZ2TAgv5L68pe/zD/6R/+I//pf/ys/9mM/9qpe67uxPvrRj/Lv/t2/44knniCTyfDbv/3b1Go1/uAP/uCNPrTv6rpZum9/cOj5oTS6WBeOBpJu0kcePndymX/yPbu31H9IJKTD5TWHgq3zp0/PstYN6AXS/aifOG3pGmZOHVjd5ixdutcBa90Ay1Dxw5hYSLtqkoSmF+GFcZqWvHE73fUjXphtsq2cuW5S9/X0G1u5cwkhuFDrIYRgx3CWpaYcnAxNYaxgEiSC+7eV+edP7McPE/74W5euS0974tAYnz+5jOtH6IpCN0oopHkLaOCGMUEkc49MVeXccofVXkAUp1o/TWG8ZNNyQ2xDJWNamLoMy4uFwNalQ2E/kM/UVd59cHTDUJW3dDnQBRGGqpAgXQJNXZ4nP4zJGBJ1OLPU3tAk98/PruEcWVMjiASaKp9TSopmh7FIRcwKGUPHDRKKttgwMI6mTl33TZd4YKrMF/I1nl3tkjEUylkLUNAUGe7acEKqRYvRgsXlNecaOvD1nMeusUFOg/fk+CMvlq2GjSAWHN5+rTbjenW9IMyTi20W2x4feesOgIHYe6qcuSUXOEtX+aEHJynYBr1AurL90VMz1Dp+erGnypy+vlJTKVjS5W399/vMUvvvjI3t9eqOGjRuR/WdpTKZDO94xzuo1+ssLy/z3HPPYRgG1WqVsbExSqXSbR066vU6x44dY3p6+g2zjm02mxw9epTJyUn27dv3so5BURQqlQqVSoX9+/fT7XYH9KqTJ09SqVQGeR22bV/3dfpBfOPj4+zfv/81Ow/rIX2AHcMyZMmPBAVDobtaZ7hgshwk7BqRwXuLLY8zy128SHqev7TcI4gFWU0GLK12A0hxCQXpOGXrKm0/glhw13iecsaiF0QstX3CWCaaukGMUCQNSgqyIavBuO4gUAgTnaIl0QgnkOnjanrO4yQZ5FCMl2zmWz57RrP4UcLZWg83jDGB6YrNUNZkx3CWcsYgShKOL8hNnxAKlYyOHwsqWYO37KrwzYt1Ol5IveOiqApZNFRVQvXvOTjKDz8wQb0X8B8/e46nL63KgSa9/ZuaghNIPpSCHC7CeOMGygkTMgbEQv58tdQKMGMkKLbB8YUOCNg/miVyO7RNk6mde5nctKVaP+j2U91nZ2c5deoUpVJp8OfZbPZlXUtf//rX+fEf/3E+9rGP8eEPf/gN+T7e6fXf/tt/43d/93f5uZ/7OQC+8IUv8OSTT/Lxj3/8DcnXebNk9YXjz1xao9HzN4iy+41itWize0Ry7Bfb3jX6DzeMeeFyY0NKcRTLQDnbUAff6X4yeF/s7YXyfgQSFVhNg800VaZR50ydsbLN2lwLU1fwQ3lPs3RJ20lSY44oYpBYvb5uFkS2FTrT8SLqTkDekouSQsbg0ESBStZMxeBS9KsqCvvHb0xPs3SNI3MNlloe7ZTy1XAjTC3GTJOjO57A1GUQ37lah1golGwNP5TD0s6RLEstj4urPUxN6tbkscvNvxtKfYuZitaPX2nz9r2jg8a5YBsM501pIZxaseqqpF6ZqtTaIeDPn52TBhrrGver5ydOdXnSXUtXZdObILOgtPRenjVVbEPdMDDqmoquqQznTQ6MF/j9b8xwcbXLctun4YR4oXSOQpWfLWPKIDsvTLZ0Rtuqyd+MXJ2vdfjWhTXcIMELkw3Pkv6duf97GUPludk6T9x1cyH0zdK1j8w2+b8+eZqRnIkfJ4Nzef+20i25wBXsq7k2c3WHlhvxyM4KSy2fuhOkFDSVsVKG8aJF0wmvua7/LtnYXq++qz5ZX4/Rt6/VNG2QObGeJtSnFfWRjldL2Xi9nKVuVP0sjb1797J9+/ZX9VqKolAoFCgUCuzZswfXdanVaiwvL/PSSy9RKBQG5269uLsfxLdr1y527NjxujZ3kyWbt+8Z4rMnFjlbb1DMZ3ExydsB1byFkT5E4kRQLZjoquSvrjohCJE6mSgD/qhAQtFtLyJK74AnFjrsHE7YOZylkjWYWXNYbCmoqipD71RFoglRjKHE7Bors+AobBculxpSjKamGxBbV9k2ZNP1JWJw31SR6bLNc7NNLq+5zLc88pZ0W2mmkH29F7B7RN7A2m6EgkLZNuiFMYqqUM0Y2KbGcE7H8WPaTkTWVDANuf1MkM3DRGrZmLM0ukFMxtQYyRn4kaDphlKYlwrpJfwuhel9zUg/bDBJfcr7fOSibVDK6DR6AUXbYGfFRvca2EM2bSXHNy7W2bPOmnh9KYpCsVikWCyyZ88ePM9jdXWVlZUVLly4gGVZg6GjXC7f8Pv6rW99ix/90R/lN37jN/jpn/7pN4eM69Ts7Czvf//7B///iSeeQFGkI9gbdR97s64Kx08utmi4IWOGSiJko9/1IjKmxp7RHFlL5tb0goiD48VBg32+1uHUYpuOF7F7JMfeap6hnMVq1ydjqpC+VscNMPNXE54NTaXrhfT8iPffM8HhXRXWegFxkvDcTIPLdYfpcoZnLzdw0oRmkerPZHippOuYmoIXCVpehBDimu/fjTa4W7lzBXGCE0S0XUlbMnSViys9hnMRe6o5ihljcB7gxvS0z51a4uxyhySRW+iMoeNFCV4Y44YJqsIA5fHCGCeQ2hMFyJgSrTmz1MXWVXKmTssNCaMETVUIYrnkVFVFBilaOvuqeS6sXHW6mm+6nFpo00yzjPrDUxwLgigi1KXmbyhrMlnKkDVl2vm3Lq5yttbhn75r92AIdcOY6XKG5RRhF0IuseQzTLpR2aZOJSvzngbBiUNZHtpe4cB4gS+dqVHvBUyXMyAEz11u0Ewb6OGcxfSQFH9Xsgbnat0Nzmg3a/L7yFXfBnmt61MtWlxaczZoM/rPXFWROTEFW+dCbeM5ux7N8EYUqIYTyqR4L2Ji78jAuU3qbBzKWYPFlnfL1rJ9FGT3SJ7pSvYa04VYCC6t9q65rl+u49x3Y31XDBp9Z6m+ne1Wou/1NKEkSQY0oT5lo69NGB4evmXKkxCCCxcuMDc394Y4S/Wrn09xzz33UK1Wb/vrZzIZduzYwY4dOwiCgJWVFVZWVrh48SK2bVOtVlFVlZmZGe66665bDuK7naUoCo+MayxdqOPsGcHKldgxZHNiocvMmnQ+WWx6CCF9uw+OF/CjmBMLbTpePEAo+vc/gcywWL95We2G+GGHlhuyfyzPXN3FC2OyhuS7CgFOECPimExG5/CBbXzyxAqP7SsTnq/TcAI0EtpeJMOUOi4JKmOFHB+4dwwh4BsX6nzxzApOEA9sFVVFQVNVekHMS8tdHpgu0UxDuRIk8mKoCn6c0OlEfOWlNbQkwNAhSBSiUNIgEFC0NO6dlHD2bN2j5YYULJ2CbaD4EYorz08QJRRtg0SERGnokK0rBIkgtToHIR/K5YxON4gZyUsHKVXVeHAqT6+xgmXbVKujaN2Qy2tu6mZy88bftm2mp6eZnp4mjmPW1tZYWVnh+PHjJEkyoFdtpvU999xzfPCDH+SjH/0oP/dzP/fmkHGDiqLoGnTSMIxr8oferNe/9lYLfOjR7bJx8WVmz/rgsKGcRccLN2xC+w32c5fr/N5XLzCcsxhf14CZmoqhaagKJAh0TRvQpfoC4T51su4E/Pdnr+BFMXEsmGs4TJZtXpxv0/Oi9DVAIx02AMtQsXWZIRDEcmCRQZ3KlknlW21wt3Ln6nghzV4gdRGmzkTJRtcU2UT6Ifuq+Wtebyt6WpIInpupE8WCUkaXid2aQkFTSdJ7rZa6HkWpvamauha2vBCBpKzpmkLXi9K0736vIAgiSeeSSdAZ9ozmKNgGpxfbfP70MktNl1rH59RCm4Yrk80NTR3Q4uI4Ya7hoiqwt5qj6QScWfJoOPIefHGlR70X8JHHd3JysUXLDakWJT1soemlyyeRBuClLoE9mcH0449u4+5JmWVRsI1BGni9F6Cr8KUzNdZ6AX4kNYphkkDPY6Jk0fNDVrv+NXarN9M5TJTsDTbI+8cKZAydpZRS2x8wSIfTnKlTLVoy7yKIB+dspeNvQCPWU7KuR7VruyEvXmnipjQ0Q1fRVGXDEDRZ0qhkzVu2lt2MTGw2XXD9aMvr+uU4zn231h01aLySpuCVJH2rqsrQ0BBDQ0McOHCAVqtFrVbj7NmzBEHAyMjIQJtwPRHzneAsJYTg7NmzLC4u8tBDD1Eul1/z9zRNk6mpKaampoiiiLW1NWZmZuh0OhiGQavVwrKs10TYe6PqJ45/36N3MTExMfj9h3dU+JtjS5xO3VEsXWFfNcd02caLpH7ACz0MTaHlxYMEUdjIH9WQdrVeLFjuBERJh0hIaLqcNWn0QtwwwvVjTEPl7ukK902X+eq5Ok03opIz8KKEStYg44UgYFtBYanlsVPUOHW0x+joKA+MW3zqRIIfyy2XrklvcTeMEUJqJmZWHVZ6AV1PXvdDeZNyetNbaXvMrXWZKBo8OF7hwkqPjiezMoq2znQlQ866GqaUMTRaakgQJWQNDduQWpI4EUyVLYIoptEXYUYCxNVwQUuXqvVeELO9kuHh7SWW2h6X6y5HLi5zz1iGanUUkINLKasPEl9fTmmaNkDQhBC0221WVla4dOkSJ0+eZGZmhoWFBe6++25++Zd/mV/91V/lF3/xF98cMm5SQgh+6qd+aoNhhed5/PzP//wGpPLNHI03pt66Z4T33zvBs5fqTJUzKZVDH3Dtt9qEqqpsdC3jauZDvwq2zlDWZLntoikK+8byrHUDGk5AN80gmizbZAydxXU2nFcaDqtdP7V61ZgoSYqIE0ovbzXN+YligWZC109kgnWU8MJsgyAWREmCpihSU6cqPLJziImifY2IeGqdfepnTizx4pUWLy21iYVs6idLNtn0/mXmVNa6Pifm2/zgA1M33QjPN11qbY+hnEEzdR/0QklBilMtXBBJbYOmSDSglQ5KqgJhHLPa8VNxsUbDCcgaKnuqOYZzJromA9r6P6eGE/D0xTXmmy4vLbUBhaGcSRDHjOYtun6EHya4oXzueGFCnCQIReHoXBMnSFBVqBYsKjkTU4+4UOvyt8cWeMf+US6tOvT8aBB6lzXl81ZV5AAjEIzkTepOwF8fWeBte0cGwXdzdYcLK13COObpi830+SLtejUNghjcUHBmqctKN+DdB6t86LHtGzQX65t8IcQ1G/6MqTGzKm2QdwxLJHvbUIYdIzku1LogBCK9PitZk9GCRcuVQ1Xbi/j41y7QF6EfGC9gG9o1lKzNzX/foW257VHreFJnoqupE5e8z/WHoIYT8sMPTfHiXOuGLnD9ejXIxK06zn231h01aACDm+itVD8f49UkfSuKQrlcplwuD4LuarUaMzMzg3TtvjahL07tO0sJId4wZ6k4jjl58iTtdptHH32UbPb64sLXqjRNo9Vq4Xkehw8fJkmSDcLe/sA2PDz8miYOz83Nce7cOe677z5GR0c3/NlwzuSnH9/GQsvjz5+b58Kqw65hyffPGBo7R3KYukbR1rHqLmN5k5OLbZwgwY/ldailYuwkEfhhQhQnVPMm4wWTTsrzHcmqtLoRxaKJnyi8bXeFasHikZ0VvnhmBT11+Vhq+ZiGwv7RPAJ4cE+Ff/jWKSJHNs8nXppDS4AEbENueRRFwQkTLE1hJG/y5L1jLLQ8/uL5ebpelHKDwQ8iPN+nlNUJFYPpcoYdQ1niROotZhsOU5WrN8HpSoadwxIC7gYS9bB1lVY6mAghxfcdPyaIRYpggKkq6Jo8pryls28sz6GxPIamMpI1sAlY8xWsQgVQpGA9iHjPwZFXNGisr/XBlHv37sV1XdbW1vj4xz/Or//6rzM6OsrS0hLf+MY3ePzxx99Mur5BfeQjH7nm937iJ37iDTiSN2urUlWF990zzmLLSznwGrEQOF7IxdUeOUvnvulrw0+vxwlXFIU91RxrPam7yBgqD24vpenbcrM6nDNZavsbqDCVrEnekiFwqqoOkrgv1x1iAWq6kgniRHL6DUnPubDSZaHlUS1IwfRK2+eSJ404LF3l1z59epC7sFlEnAhBywlZ6/h0/IiCpZEIaHkhqqoMBNd+lGBocN+20k03wqeX2pxa6hBE0oGrn37e86OBpThIyqwMvpMWpSiSJhrGgnoYyMFAU4hiGM6pHBwvcqXhsn0os06I73NktsFKJ5DIh65RyOjUezJMMW8ZjBdt1noBpYzBRMnm5EIbVVHSZZekPyWJFPWbmkrO0gmimLWez1on4PvuHuO52QZl2+D4QoteihxlDBU3TMil6IWpy4T1//n8PL/yvsJAVO4EES8tdvAjmREVCdmUS8fFBDcS6BqM5E2SRCZkJ2k+0/rrbKHpsNjyB/bLMnjQZKJkoSpyiMumW35FUXh4e4V6N6DtRdiGFLD3z3XHlT9fS1cH56zlhhyfb/HAtjL7qvkNZgLrm/8gSjh2pYUbyCBdPc2kSRIZnpi3dIZyslfr0/dGCxb/9F17bkjPWv99fDXIxK04zn231nfsU7iPZLyaIWNzbdYm9Ho9arUaV65c4fTp01QqFUqlEouLi5RKpZu6Or1WtXnQebXuPK+k+kF8fUSnvwEdHh7mwIEDg63zhQsXOHHiBENDQwN62u06XiEEMzMzXL58+YaIjqIoTJUz/MgDk/z/np7j3EqPYip8TITgRx6cwFAV/vfJGjuHsyy1fbzIQ01tW/uBQqqqULQ1BArfs6fCs7MtglhQ7/rEUUQxa5AIlbGiyffskzS6991dJW9pPD3TIEoS6r2QnKWhqLCtnOEH7htnpJiFYpbx8XE+tXAOMbdIKGKiQOCHwcBRqmCZLLY8/uL5BTpeKHUYXsRLy11sXcEUCZMVm+GStD6cWXOYLtsYmkz8VlB4ZPvVc6SrCvdNFVhouGipZsUXKg9vK7G3muP8ioOhqSy0+haKcusXC0EYCDKmxmTZ4mA1j21oxHHEam2RvcMWFzsKl9dcVroBlq7ylp0V3rZn6Lb83NdXJpPhvvvuY3l5mV/5lV/hkUce4ZOf/CQf/OAH+df/+l/zL/7Fv7jt73kr9R//43/k3/ybf8Mv//Iv81u/9VtvyDHcrN7Mz7jza/Mm9Hyty2o3kCYNQiYaH5trbaCTTJUz7B7NbYmEVLIm1aJNtSCTsy+vOVi6xlv3jHDfdIm/emGe8aK9YTudtzTytuSzB2FEECWMFizaXkTLCYhScwshBKWMyeEdFc4udxnOWUyULJY7PmvdACGkWYWhKrTdkM+fWgbgkZ0Vdo/kB/z5Zy6tsdSS3HqQ1CXD0tEU6PkyOyNM6ZyWrg0Q3xvV+VqHTx1blIsZS6NasFjrBbTdSAbErfu7fdpRIqRuJY7iQeOvIpdOUSxIADdKmK5kcIJ40HzahsaphTYr3YBy1iCIE4oZE0tXGcopNJyA5bbHWMnGSilrktYrQ/ISAWGUkDE0VEXBDWPqTshITkHXNCZKGS6sdPmRh6ZY6vhcXusRRAlBLOl1bigDbYdSi9/+4vb4lSZzDYcdwzlypgyGbbghZprf1NeiAKCoaEpM14uZb7osND0W2x73TZUH19pUOUM5Y/D508uYukphXfBgreNxpeHw+J5hwijZMPQO5y0e2z3M0xfX6Poy8yOM5AJPVVVG8uaGc2ZqKrWOz4tXWjy4rcx40dpgJvDee8aYbzo8c6mOHyaMFkx6KfXY0lUmyxncIObCSo9KVtLU1tP3buYCd6Pv48tFJl7Oe3031XfkoLFZ9P1aUSRyuRy7du1i165deJ7HpUuXuHTpEkIILMtibm6OarX6uqIJjuNw5MgR8vn8G2ahuz6I75FHHrkG0dm8de71eqysrLCwsMCZM2cGbkKv5tz1aWNLS0scPnyYQuHm0OOukSw/9fh2vj3TYGatx1RZ5+HtZR7aXuLUYle6pqTBU3F8dcXVz8XQVCmKniiahALWeiEtx0cTEaqpI1SN0bzFhx6ZolqQ3HdTU/l7B0Z5+55hCU8jWG4H6KqEkXt+xPmVHgVLR0FwvtZF0zSyhhg4PfmxzPTo9Hx6XkCj5yLQcKMEIeQA0PUF1bzOgckKq72Q779vnOW2x1xDet5XsgZPHBzl/mkJnZ+rdfnbF5eZb3lEqRh+72iOR3eW2TWc5U+fnZeOW26IEJA1FLqBPCGWLjdbAF0vYbHtsaNiMXtlHs2wKeQLPDKk8d67RlFQGCta7BrJDh7gt7POnj3LBz7wAf7xP/7H/Nqv/RqKovDBD36QOI4JguC2v9+t1LPPPsvv/d7vcd99970h7/9mfXdVfxP61IVV/uyZWRRFhpPlLH1Lh5+Lq13Wuj4XVnqcmJc0j/GSzVQ5gxsmbB/K8pHHd5IxtQ2b1bO1Dqtdn4WmO9CA6apsWKsFk8trsol1wxhDVxktyIawL2o2dYXHdg2z0pXJ0g/vKDNVzvDUhTWiWDCUlZSuIEq40nTJGiqGrrHU9pmuZCnYBn4Y883zq8RCsHc0nzr1xXih3Lp76XvLAUpmd7TciE8dW0yF79c+BwaiZcdHU2Cx5UkzkChBU8HQNARC5ksoKqWMThALOl6IngoJVEU68CUoJEKhkNHJmSqdtBH/yOM7+fwp2Xw2nB61js90JcNEKcOZxXaaGs4gPE/mLsToqnQjzFk6IzmTjh+RxHK7paZmHKYuM5MaCkxVsqnNbI+RgsVPv20n//3ZK5yvdfHChKwpRej9IWOh6dH1I6Ik4cKKDFD8ibfsYPdInkrWIIwTLF2i10rKdJaOZElq/CEwNGnrm91EXdo9kl9nGbXO7pWrXsc5S2O4kuXkYnsD3WjXSI6CpfHUhTUSIcjbOm4nZsdwhslydnDO3CCm3vPpBTFrPUnxGylIt7H14v/33zvB0bkmcep+qCqKPAcK6cAGSy2Py2sOlVQEvmMkS8cPmas7LwtZ+LuMTLzSuuMGjRtRp25F9P1aVb1eZ35+nkOHDjE6OsrKygq1Wo3z58+Ty+UGHPJ8Pv+aHVOr1eLo0aOMjY1x4MCBN4SD/kqC+HK5HLlcjp07d+L7/pbnbnR09JZzTjajKS9nWNk+lGH70LUcyoNjee6ZLHBsro0fye1OmKy7DkUqDjcFb987zMyaw4FhjXNBRGzbxCgEkeCeiQJ//9DoNa9v6urAJ72cMQmihE+fXOarZ+VWp5w1yaWBfNWCyWpXCstVRfqKq4q0zi3bCj0vlF7vsSI3bIoAVaUbCp6dbfHEgWHed3eVnKkxW3cJ4oTJkk0pY5AIQb0X8BfPL7DWC5gu26hlm1pHOpdkDZ0XZps8N9vEUKHt9UXpIoXUlUESed6Wm9KVjsfZKysEQkOoCYbe4QN3V3nLrqFXTZW6UV28eJEPfOADfOhDH+KjH/3ohmtH07Q3JHiu2+3y4Q9/mN///d/nP/yH//C6v/+b9d1bL861EALuny5f3+FHCD72xfOcXeqgILfya72AtW7AlYbLe+8ev4Zr36/Vjs9c3UEIQTlnYmhXw/xsT26aa+2AME5oOgGaqrJnNIcQsNLxyZo6cSLYNSJ/b7KcpetL7cdw3ko1XbJ59cOYkZyJbUpBeseLKNg6p5c6RIkYNOa2oZG3dLpegBvJHAYL2TyauooTxOwYlnbg18vmmG+6HJlrsNLxZSCeLnOG4kTe06JEhtNldJnJ5EUSyfFDee9LhKBo69LFydAYL9lYuswdmSjbrLR9MqY2oOCcWGjxF8/OcvdECSeIOa/J90uSWNLP6Pc50oLWjxKCOEBVFIZz1iD4UIulXkQI8MKEoZw83154dRs/Vc7woUe3MVvv8cylBqN5g2LGxAsTltoeQRQjkMNHztSYWe3xh09d4qfftpN3HqjyhdM1nKAfyioHqiiWCywFBUWRg4auSS1iwb56rX3gPpkfciO715YT8Z6DYyy2vWvoRrN1l6It6V1uGBELgaFKYxNdk6GF9Z683kxNBSEwdIWllo+qyGvu4Lj8GY8ULHYM5xjNW2mGiBxCj11psdTy8OOEnh/x7CWZkaIpMkfrSsO9pcT6zfV3FZl4pXXHDRrXq82ib0VRXpdG+3rOUn1BdBiGrK6uUqvVuHTp0sCFqVqtUiwWb9sx9h139uzZw44dO27La77c6gfx9Wljr0TsbVnWwE0oDEPW1tYGeR39nJMbWZjGccyLL76I53lboimvtExd5ccfnmJHJcP//TUHRVEYzesSxo6lFihIBPdMFtk1ZPPipRXKisPbD4zjCz3lJweM5vve7jeuvzyywP/3zDxxIt1NVroyWdRQFR7aVuL8isN8y5VuMwqAwq6RHIYKZ7weTiK/CwKBiYT1dRIKBnzvwdGBOFw2AoJjV9p8e6bBStfHCWIWWh4PbSuhped4OG/y9XNrXFzp0Q1kKGElawyg/54vA7tAyORgRWHfaB5DhXqjgZ9omJZ8EBVsnXOrDk9dWOMd+0Zuy89nc12+fJknn3ySH/qhH+I3fuM37pjch1/4hV/gySef5Iknnnhz0HizblvdqsPPzGqXY3NNTE1hOG8yVrToBTEdN0yd8YTcRG+qJBEcnW1i6FJLZqgKYZQQp9v2jhcSJ7B7NEc5a1DJmhRtA02VCMHOkRxP3jvBoYkiiRD89hfO4QSSfhXFCYZ9tdXwozQEVNekpa4v/17Hi2ikLkhKKjBXFCmgdsOY0A9QFGnN2/ZCFCBr6eytSn3Y+VqXuYZ0GFy/ae54IbNrDnGSMF6yB024G0qL3jgdbB7cXqHlhlxac3ACaa03krdSw5CEjKkzWrBQFKmbyJgaB8YKtNyQXhBtaD4/n7VwQ5n+Xcma1DoeXhDLIFVTR1VjrHRQMvU0EDFJeGyXXFJ99ewKzVTzoCgKGVPjnqnSwCWpn3D+/3xFprz3gpgkEcw1PaaRrlh+KK12TU3B0lTGSzJA8fxKj8+dXOZd+0cpZWS6ev85JxEeFRI5iGUtmWw9lDMH9Lt+DsrF1d4t2b32kZf1dCM/kj/DUtZkXzVPFMsslKW2RC8sTWWu4SCQuRqxkItlS9dSO2GVF+davG3PiLQSNmUIoq4pVOyr1OxdIzmevugNKFqqAiKBELlw2zWSxzbULRPrtzIqeBO1eGX1HTFovBZ6jFup9YLr6zlLGYbBxMQEExMTAxvOWq3GCy+8sMEt52be/zeqvtj57rvvZmxs7NV+rFdUr0UQn2EYjI+PMz4+TpIkGyxMhRADO+K+5XAYhhw9ehSAw4cPv6y08lupnKXzxKEql+suf/LMFUbyJrauEsSCtheiqQrDOZOVlRUcx+GufROYpkUGuaVb7fp4YcxaN2CtF5A1NSbL9jWUoVrb5y9fWMCPYkbzkjPqBDF+GNONBWEiGMoZuGFMZEvBYsHU2VaxOb3UxQul5aQMZ1IIUMjqKnvKGnHk8KmvP8/Xi3mGKyUO751kvhXwNy8ukQjIWxqX1lyW2h4TRZvpSgYQnF3u0vEjTN3E0lSypkbbj6T9o6XhBTGJAMvQyJgaE0Wb3cM2z19YRNU03r5/lErORE2HovmmxzcvNnh0Z+WacMVXW/Pz87z//e/nfe97Hx/72MfumCHjz//8z3nhhRd49tln3+hDebO+y+pWkowvroTM1ntoiuTB9+/RRVulkIq5n5mpc6XhsH04t+HfzzddLq72uGeyyPH5NhdWeyQJXKXDSBrMP3xsO2udgAsrXdZ6Ppaucd90eQM/PUnEQKA7VrDQ042+pUu2ghfG2CmdJYwlPcvU1DQL4qr7pJb+N2Nq5C2NhgMiEcSBoNbxGcqa7BqRVr9RknC+JqlBbTfaIC6fKNuDpr/ftE+UbMJIujolAuJY6k7u31ZmV93hzFKHphswXsrgR9Ji3DLU1P71qs2woal4YbLB0nS9QHlfNc/eap56z6fthVi6fA3b1MgZOjnLYLpss9T2aLshuqpQypq8c/8oz16qS7QhSdg2JINaz9W6DOVk0N4ff/PyIChvspzB1lWevlTnct1BQepXLEOGAJayBntGc6iqykTJ5oXZBi8tdZgoZ+gFMV4oBxU5cMg8jj56nTV1xopS02JqKhlTw4+kbu9W7V63DWUHdKOOH/LXL8yjqyr7x/IDFku1YDHfcGi58jxFSYKCQpxAkJ6zrh+R3ZRPsm0ou6UjlBCClY5P3tKxdIVKzkJTFFpeyFCaLXJprcfhHZVrROYXV7u3lHb+Zt1a3fGDxhs1ZARBMGhqb1VwvX6wSJKERqPB8vLyhsa578J0K82REILz588zPz/Pgw8+SKVSebUf6xXV2toax44dY/fu3a9ZEJ+qqhtSotdbDvu+T6VSodfrkclkePDBB19TbcoD24p89rS0dpXBVAqljEE5Y6D4HXKGw2R1mHagMGwIGk7IycUOK92AhZbH187XqeQMhrIme0dz/NAD44zmryIvR660aLkRI3lDbo+ArKml7icx35ppyAeFpuJFsXw4lA3mGh5tX7pcxWkDoCCFiQ4JvppB1Wwuxirhko93eYlPHrlCrBoMFTLsqpYwDAM/SljueFxc60kP9pbL2eUusYCsodGKI8aKFivdgJYbUckaFDIGHS+ibOvcNVFgKKtz8tIiRdvEyOYoZ80NA1U5o9NwQ1pudFsHjaWlJd7//vfz7ne/m9/93d+9Y4aMubk5fvmXf5nPf/7z12RTvFlv1qutW0kXDlJ6yNh1UI9SxmC57fPVsyu864CyYUPbH2QkEpraWKdLAwCEzJlw/JgP3D+BAjhhvOWmd707z1LbI2dqNJ0QYWv0/JiCbVDJmXTcEBSFsaJNwdbpeBGWoYIj9QJ9qqkbxHT9CBVIFCiYGiMFG4FgZtWhaBusdHwurHQJooRDE0UmrasJ1ScWmqnZRULeEgP6VM7S6fohkKZy62pqwZrFDWPeMTzK998/wSeOLjC75jBesglT96VCitBsDrHr1/3bSpxcbHHsSpPdIzl2j+ZZant4YYKqKuiKHKx0TWGhJXV0bpjw4nyTB7ZVKGUN7p4scmKhTRgpmLpGy424d6rEE4fG+Pypa4Py7posUS1afOXMCk03oGirZEyD4bw1yF4BsA2VubrDaMHibXtGmCpnODrbZK0XEKTCd1WRjoNjJRsEnF7sDDQ7OVOjkpND3suxe+0jPnN1h9VuwGT56nXacKSbl8yYkoiXpihYhkSnVEXBNjTG0gGvmDE2hONt5QjVp/3FSUIpa7J7NMfpxQ4FW0dVVfK2PqDtFVPnr/O1Lk9dWOUzJ5Zumnb+Zt163XGDxvqL9fUSfW+uXq/HkSNHKBaLr9hZSlVVhoeHGR4eRggxCAg8c+YMURRtyOrY6vWTJOHkyZO0Wq0Nrk6vdy0uLnLq1CkOHTr0ugXxbbYcXltb4/jx4wA0m02OHj06GNpei6bu0HiRw9vLXFztUbB1LF1FUWC+1mDbSMT3v+tRKpe7fPmlVV6cd7lcd4liQTmr0/NjBBKSnyjaHJ9vE8YJ/+R7dqCnTXGUyHyMMBboqhxUun6EG6aogS4o2zqqpjJestlWsVnpBES6QqMXpNxiZYNTigIstHzGixZ7qyVso4wQgpeW2pxa7DBk+8zNzWGaBoaVZSijM9/waDkhUYLMENEUOn4kH8pRQsHWSZyQSkZnRyWDrquMFSwaPZ+L88tMl23ef3gvnzwheb6FdfQIJ4jJGBo56/YNGbVajSeffJLHHnuM3//9339DjBCuV88//zy1Wo2HHnpo8HtxHPO1r32N3/md38H3/TvqeN+s76y6FQ//yZLNzGqXdd5Bg3KDmOWO3Kp/4tg8R2abGza0OVPH0lReWuoghKRchrGQDnNRQsMNabshf/LtSxy/0mRvtcB77xm7Lk99vTvPkTlJ2VzpxEyULKYqWXq+pGdqqsJ4UfLqJQEUbFPqMuq9gLyls9aTSHEMICBMJO0la0q3qa+c8Wl6MmQyb/qcWWozXrLlJr5gMbPWQ1OkJff6gMK8pdP2QhIhKNgGuqrS8UIWWx7DeYsfPTzN3qrMb/jDpy6x3PEHGoOuH21paXq+1uEzJ5Y4Pt9itevTdkJW2j55W6dg6ZRzBiM5m8WWRxTHFDImhqakYYkabpAwW3cGbkvv2j/KzpEck+UMu0dyTFeyN6TRjeRt3rp3mG+cX+XgeImpSnaA5PRrpSPps5Mlace7ayTPjqEsiy0PJ4joBRGzdZeCrROmFsLynEl73StNlygR+FH8iuxeN6Nz9Z7P0bkmbhAzXrJpuyENJySIExQFtg9l2T2aZzRvDT7L5rDKzdfchZUuK11JV9s2nGVfNU8ipB7H0OS/WU/bA4mcLbVcvnj65mnnW2mB3qzr1x03aMAbL/o+duwY27ZtY8+ePbfNNrdSqVCpVNi/fz+dTmcght6c1dFP5j127BhxHN9WHcLLrcuXL3PhwgXuv/9+RkZeG679zarX63Hq1CkmJiY4cOAAnucNksnPnj1LPp8foEi5XO62/LyypsaPPTzJXx1Z5ErTpe1FRE6bu0sxH3riMNlslu89mGF/Nc//eGGBthdxYCzHuVoPkdKT6k5Ix4vYPmRzfKHNnz47z2jeZLJkM5Q1GM6ZNN2QphPKlFRFUg76DiBTQxl2DWdTAaVC24uIwwBVJFi6gm3Ir24QyweBbagYKlQLJrah0XJDLq85rPUCekGCp5W4a9s4i/UOV1oOnhPgBaCKiELGJGOoWJpCy4vIGRprqWZEU2CxHdDyYj7y2DTvOzTE57/5AqVtZd71yL0Ymsq5msMLcy2mFJucqdHyIhpuyBMHR8lbt+cWs7q6yvd///dz77338kd/9Ed3XNP+nve8ZzAM9+unf/qnOXjwIL/yK79yxx3vm/WdVbfq4X9qsUPTCRkrXn1myr/j0vXl8H9wrIihq9c4CI0WLJ6eqTNaMCUfXpX/dq0XDBYJhirD4G5lu7venef0UpvPn1zm5EKL5y83JPfe1Cin+QkNJ0RVJBLg+JK/7/hSs7HW8wkjKdzuJ3XHicAJJO1JILB1jalKBkWBl5Y7nF5sU8wYZE19EGRXSAeM/mJHV1V2j+RouCF5UxsEEm62Kt3cwC61PGIhmCjZvOfQ2EDzcr7W4be+cI6zS53B4EQasjpS0Hh8zwhtV+ZHxEkyoLcJIVPF94zmKNkG20eyPLSjwguXpID9SnOjYDlKxA1pdKMFm4Jt4Kyji/WrP5RmTY3RwtW+QlVVpipyaIySBJEoLHU8Wm7IeFFapIepVm80b1G0Db5wqsbPv3PPy7Z7XY/O5S2dC7UebhAPEtItXcM2NCxdY6XrU7INdo9cfbbfKBxv/TV3YaXLnz0zy2QpQzFjpNQ0NXXa0jbQ9vrfkziRmqOpcmZLVLCPevQpW2/WrdUdN2j0Q/jiOB4Ivl+vIWN+fp4zZ85w8OBBpqamXpP3UBSFYrFIsVhk7969g4DA2dlZTp06RalUwnEc8vk8hw8ffkMaFCEE586dY2FhgYcffphS6dpQqNejms0mR44cYfv27ezevVvyazMZtm/fzvbt2wmCYCDEn5mZwbKswdBRKpVe1XWzczjLL75rF+drHU6cfolCVeU9b31kQKFTFIWdw1nGSxbTlQzlrEkQdzE0NU2SVXCCiOW2wtnlHl0vppIz0FSFA9Uc90wWeP5yk3ovkLxkAaWsDNlbaHkstwN2D+foUxd6jkvgdBjKWTT9CEVRMDT5PooitSOKomAZGvNNl29erKcPNOkm8sxsk4YX4kcJYaTSiqQgcSyn4voBIha0AgUUqAuFjKFiGwoFy6BaMFFVhaWWy4ljRzg0Webuu+8enN8ffmCCBMHZ5R6LLY+cpfO2PUN87xbuW6+kGo0GP/iDP8jevXv5kz/5kzsyhK9QKHDPPff8/9u787Ao67UP4N9n9hlmWIYdZRNUUHFD3CrTojRTwTpaWblUlh31ZLt22u20nDone63XrHOO9pa2Ca6VuedJLRVEBQVFRZR9HZh9eZ73j2GeGNkGGBjQ+3NdXpcMs/wYBH/387sXp9u8vLzg7+/f5HZCOqKtHv79ApT4JboCu8+WoUpnhkomgkjAoLzeCL3ZBrGQQYS/An4NvysaX6FddKsSo6LV2JlTCq3R/n+vSMCgXGt/rEIiRJBKBpPV3l62v4/Spau7jnQZk9X++oEqKQYEq/hC8vwKLYprjfCRiyGTCGC1cghWSRHsLUWNzl78XVJnhFBgb6stEQkaZkawMFvtZ7oiAfhTivJ6k30uRkPbb5lIAE3DFPM+EjkUEiH6+sntLcxZ+zTrQWHemJoQ2jDxu/miX8cG9vCFSuw5U44SjQFldUZszizCqSsa3DEoGN8cK+QL8VVyMb85rzdYcKlShwClFFKxEJeL6uCrEIODvfZAa7RCLhHyRe0XK3QoqzPBbGUbUnec2xjfNSSk1TQ6o8WGCLUCXg3fX/tsDwE/mFEutr8HBosNKmHT1FOD2Qa5VIhATgqVVASd2Qad2R6Y2WtTlBALGX7D3d52r41P54JVUlTr7adMjqBLZ7IixMd+gnOsoeakr1qBIG+pS8PxHP/m+vjKkVNUh+xiDd+kRN1QmC9W2AvmgxrS9vhTQV85SuuM/IDBazkG/TlStohretz/2H/9618xatQo3Hbbbd02n8JRC3H16lWMGDECarX7B4u1RKlUQqlUol+/fnwhtFAoRE1NDTIzM/mNc3e16uwpKVuVlZU4deoU+vfvj/Dw8GbvI5FIEBYWhrCwMKdC/KysLHvXqIb0KrVa3aFcfgFY6IvPI9qbwfDhzRefB3rZe8mLGHt9g73gjwHL2dObcsvqIRIw6B/kxXdPOVOqxaQB9inZu85UQCKy50/3D/SCSChoyBu12HvGCxlcqaiBQVuP8XFhOFFixJUaA8rrTbCx9v94JbAPXFJIRMgprofOZEOtwX6FUMgwAGOfyXG2VItQlRgyiRgh3lLUGSwoM3KQikSI8BehTm9Chc4Kg42FTMhhRJgC0cE+kEslqNObcepiMYYOcw4yAMBXIcaCcRG4UmOA1miD2sv+/O64QKDRaJCSkoKwsDB88803HhlOSdyvoKAAK1euxL59+1BaWoqwsDA89NBD+Otf/0rf41a0tambMzYC5VoTzpXV84PttCYrv8lP6PPHBZjG3aqOX66GRChAuJ8CBrMVegsLg8UKvcl+VdxXbp+5wLKAWMi06+quY45Fjd7i1Jq3WmdCjc6Mar0ZCqkQiaF+MFjsG0k/hRj3JvZFscaAN7fVQSi0p68wjL3I2dywgbc1dKGUCAWo1NpbocrF9gnqRos9JUYpE8NgYRHsLUWk2gsXK3XQm63NFrK35mKlFj815O738ZM7BQB5ZXXIKdI0KcSXioSQKAUoqzMir7QOc8ZEILekHjaW41sEB6lkCPaR8oXYhdV6BKmkGBnh12zqzskrtegX6IWc4roW0+hGRvgheVAQdueU48SVGlyp1vMBY7haDrPVPi17RIRvs48P9ZGhjDFieLgv9A31P47hjVqTDXqzFTV6E+pN9pS19rR7bXw6l1+hhcFihZdUChMfdIkQE6iE2ktiP9m5XINqnYn/ng0J88HQcB9YWa7VGRjNnQJGBShQpTOhsMYAX4UEkf4KpzS42+ODkJ5Z1Got1LUpW6RtPerdslgsMJvNeO6556DRaHDXXXchNTUVycnJXRZ0NO4sNXr0aI9urE+fPs0XXJvNZpSXl6O8vBznz5+HUqlEcHAwnyLUFdoaxNddSktLkZOTg0GDBiE0NNSlx1xbiO+oiTl79iwsFotTTYwrV8QtFgsyMzMhEolaLT4f2tcHvxfU4nKNAUHe9qszJRoTVDIRjFYb6ow2xAYq4Kew/9KSi4WQi4W4UmPAgrHhKK8zQSIUIMTXXrxWXOvo+W3DqaI6KIQ2cCYdZoyKwq2D+qC1LaySAABj1ElEQVRg9wWU1JkgFQthsrKwmuxXVrykUoSr5ThXpkW13gIO9gGDDAN4yUSwWG0wWDj4eUkb8q9ZnC6qh05vglQkgVQsgr+3EFbGBInJCpVEAAmsKCkqglgsgt7MQiAQISY2ttkAQsAwiHTzUXJ9fT3uueceqNVqpKWleezfY0cdOHDA00vosXJzc8GyLNauXYvY2FhkZ2dj4cKF0Ol0+OCDDzy9vB6ttU1dbJAKy5L7Y+dpe51AhdYIk8WGqAAvDAhW8QXBDgaLDWdK6rD2lwuQiISo0ds364NDfWBmWWQV1gLgUKE1NQyEEyKvtB6xQUp4y8UuXd1trqaA4zhcKNfBaGER4i2DzmRvvOEt/2NDfeqqBnHBSjAMnOpOGAb8MDtBw1Rve0qUEXKJEAwDCMHAwrGwsiyMFhahvjJYbRxmDA8Dc037W1dy7fmhfzozYgO9oDXZUKM3QyxgEKSU4NjlGpTVGREVoGi+EF8hRpXWDIlIiMFh3vYheCIB9GYrSjVGvtjaYrHXw0T7N/88oT4yXKjQYebIPijRNJ1N0fhqf2yQCuAYnCurR4BSCh+F2H71viE9qKTOCBTWon+wssnjb48PxubMIhgsNr6bVLXOjOOXa1GjN9trZlgOWzKLIEkStLs42nE6992xK/YUX60ZMrGQPzFRe9kvNsjFQsSHqJA8OBhCgQBGsw1Xq/XYnFnkUjeoa08BTVYbwtVyeOvt2QWlGgN85RKnU8GTVzQuF7gT1/SoQEMsFmPVqlX45z//iaNHj2LTpk3461//isceewyTJ09GSkoKpkyZ0myb2Y7oSGeprnD16lXk5eU5baylUinCw8MRHh4Oi8XCD7m7ePEi5HI5v6l2dchdW0wmE06cOAGxWOzyIL6u4Gjl25m6EIFAALVaDbVajYEDB/I1MZcuXUJ2djbUajVfE9Pc5tVkMiEzMxNyuRxDhw5t9TQkzEeGWSPDsPNMOUo0RgSp7H3r/RViWFkOAV5iDAp1nqciZBiYbRwCVVKMjvbDr/nVqKw34WKlHuX1JrAchzAfKawWM4Q2E5bcOQhDo4NxpcYIC2svzgRn/8/PxnIQCQWIDVBgQJAScrEQJZryhuF69laEEqEA9TYWYOy5wBcq7Ve3jFYWZhuHWr0FcpEALAB/LwlUEhFqjVao/f2hkgBFRcXQWAA/iRUXTh2DLtj+3qnV6i5L7dPpdJg1axZkMhk2b95MnZyuM1OmTMGUKVP4j/v164e8vDysWbOGAo1Oig1S4c+Tms9Tb6xaZ0bm5RrUG63w95IiyFsGuViAYwU1yCisQYRaDp3ZCpblIGAYKCRC+CslqKg3QWuyon+Q0qWru8215q03WvmUGbFQAJ35j6LcxqclgSop5BIhrDYOBot95oSQYewtaRsmdouEDNRKMSq0JvtgUcZe48lyQL3RvlEeEKxCncGeQhUX4t3u99TxXsrFAnvKq94MvdnaMG/D3t5cb2FRVmdGqI+9Bbgz++9/f6UEsUEqZBdr4C8SI79cC4PZBqVMBJFAiGKTvf7jSo0eQd6yJoGhI3UnsJnZFNfWRrAsZ+9OpTeDZTlcrNDxnaP85GL4yO3ftxqdGWV1bJM0vFONNtw1ektDwba9rsJitcHfW4rCagP+8+ulNlPPmhMbpMILk+MAMDhTokFsoD14bRyMni/XAhyw90w5qnRmXKnWQywSYEiYN/oFKF3qBuVUK1RSh+MFNSivM6DWaIWAAQJVUiTH/xGodKTAnbSuRwUaDgKBAGPHjsXYsWPx97//HSdOnMCmTZvwt7/9DYsWLUJycjJSUlIwderUDg/F02q1yMrK6lRnqc5qPAywtZQtsVjMpwhZrVY+Rej48eP8kDvHrI6OvBfuGMTXWRzH4dKlS7h8+TJGjhwJX19ftzzvtTUxer0e5eXlKCkpQW5uLry9vfmgw8vLCwaDAZmZmfy/C1fei0GhKsQGeaG41t5bPEAphtZkQ1mdCRuOXm2Y5OroOMWi3mTFLf3VYBgG04YEgwHw85lyFNXaUwb6+MoRKLGgskYHTuELRmq/unX4YhVMVhv6+MlgqzbCXylBZb19wFHW1ToYLCwGhaoglwhgsLAQCxlIhAL+P10GQI3BAl/Y288qJfauGwIBA4VUhL6+MoR4y3CpSg8La0CxxgBTvQacQILIPmrMHhmGPnIb3z3NYrHA398fgYGBCAgIcFugbjAYMHv2bHAch+3bt3vslJF0L41G02baqslkgslk4j+uq6vr6mX1Si3lqTfexOWX16PWYEG/AC+ENJw2hKu9oJAI8fulGpwr0/ID47ykQnjL7HUHUiFQb7Qgu6gOKcP7tHl1t7nWvGYby3cAurYoF/hjQ+2vlCBAKUOt3gwGgNHKwsLZm2fIRPYaCIVYhAg/BSq19hapFqv9FEMmFkDtJUYfPwWsDak/HU150ZmtqNSaUKUzwWSxt6U1mG2w2Fi+FbAAQJ3RCsCAUB85H2xwHAeN3gIfuQQxgUpEqO2do45eqrbPUlJJYWXtF3xUMrF9kJ/JhgsVOvgpJE7/pzdO3enjK8e0YQJcqtQBAN+VyrEJ/mMiuhFWG8d3jrLYWFRo7R2//BRiPDAmAt5ycZMgwbHhPldWb+9UZbJCKROi3mSFSChAqI8cIobBsYIanLxSiwh/L8jF7Zs3IRIJMDupL9YdsqKs3gSBgOE39ufL7YX3Id4y+CokKNEY7U2CWA7ny3Xwkoqh9pK41A1KIGBgstrwy7kKvm1tX7UX9GYrrtQY8MWRAj5QaasWilrbtl+PDDQaEwgESExMRGJiIt5++21kZ2fj+++/x6pVq/DnP/8Zt912G1JSUjBt2jT4+fm5tNHuis5S7cWyLM6cOYOampoWhwE2RyQSITg4GMHBwbDZbKiurkZ5eTlOnjwJhmH4oMPPz8+lTXJXDOJrL47jcO7cOZSWlmLUqFFQqbruB1mhUCAqKgpRUVEwmUx8B6v8/HzIZDKYzWb4+/u3O+CSCAWI8v8jnUEpFSNIJcWYaD8culCNar0ZQsbejrFfgAJjouwzUbykIsxO7IOiWgOkIgGiA7xg1NZBo9Egqm8oLmssuFKtR0KYCvnlekhEAhTVGOErF0FjsMJotQcRBguLM6X2YvSYAAWyS7QwWFhwsDYM3gJUUvuVQZbjUGe0X6ns569Ald4Cc0MLw9J6ExQSIeaMCsHVwssw+suQ0D8cI8P9EKG2bygcJ0VarRYVFRVOjQwcQVtHUx2NRiMeeOABGI1G7Ny5022nl6Rny8/Px+rVq9s8zXjnnXfwxhtvdNOqer+WulWV1xlxuUoPP4UYsY3aeAKAv1KG4eE++DW/EsP6+qJYY+8+ZLD8EeCxLKCUAkPDfdq8uttca16JUACRQACz1QadycYX5To4NtQxgUqMjVZj99kySIQC+MjFYAT26c71JiuqdWZ4NRT6BqmkKKk1QiKxF7p7SUQwmG3ILamD3mxDTJAShoYTiPZSiO1dqfQmKwJVUnt7WpaDVCgAB3sKmkgogJCxt/Yu1xrR11cOa0PBOctxGNdPjfCGQOCuhBBkXamFjeNQ29ANKchbhn4BXrhQoUNxrQFVWhM/4wFwTt1pPBW8pRSixhPRm9SNeAlQpTXhSrUBSqmo2VOeP9KbriKnuA5CAVBn5OzDYoUMTl2tRZ3BnjankgkRqJRCJGTaPW+iuY29RCgAOCBYZU/1rdaZUV5vgo9CDKlIiGqdfWikn8LPpXqhxqlvrrStbW+BO2ldjw80GmMYBgkJCUhISMAbb7yB3NxcbNq0CZ999hn+8pe/YMKECUhNTcW0adMQGBjY7KbZ0VmqO+dCXMtiseDUqVOwWCwYPXp0h3PPhUIhP+SucV1CTk4ObDab04DA5k5sGg/ii4qK6uRX1TGOgKu2thZJSUnd1gAAsKen9e3bF3379uU7XEmlUlRVVeHXX3/lN82uBm3XEjAMUoaFIFKtQHax/cRhQJAXEiN84atwTmPwU0ggFxth1Gqg0dQhLMw+dRycBeKG0xAvqRBXa+1X0TjOPvNCLhbAxnKQiBgIGOBKjQHRAXJEquWoN9rTEaQiBlH+Xkjo442sqxp+gF6gUooQbynyyuzTxkUCBrGBCozoo4S19BwS4tRNCr8dGIaBSqWCSqVCv379nNoOnz9/HgqFgn//XD11NJlMePjhh1FdXY3du3d7rNsZ6bjly5fjvffea/U+Z8+eRVxcHP9xUVERpkyZglmzZmHhwoWtPnbFihV45pln+I/r6upabBZB7JrbyBkt9jk5IyP8mqTnAIBQYG+z7aOQoEJrbmi/DTgmhQsEAAt7OlNbWgp2vCRCXK01IFApRUyg0um0xbGhDvdTOBW4m2ws0PCScokQowL9EBOgRK3BPldBKGDAcvbfhSYrC6lYAM7GwrshTajxlev2sJecM+DAwGxloTXZfw8bOfuFG5YFhAJ7LYbObC9qLq83QSwUQChgMCzcFw+MieA3qoEqKSL95QhUymDj/hgC6OiyWWe0oEprQk1DoXzj1J1rp4K3NFDOMZvp2ha3jb8vGoMFFyu1iAvxbnYTHRukQuqIMJwrr4dCLMSFCi2sDAelVIhKrRkcODAcB42BQ7XejJhAZYfmTVy7sa8zWLD2lwuo1Vvx26Vq6E32VDuTVQx/L2mTYXttdYNqbfZIS4FKewrcSet6VaDRGMMwiI+PxyuvvIKXX34ZFy5cQFpaGr788ks8/fTTGD9+PFJSUjBjxgyEhoaCZVls3LgRffv27fbOUo0ZjUZ+Q+vOWohr6xLq6uqcJms7iqEDAwMhEon4QXztKbh2N5vNhlOnTsFoNHq0+Fyj0SArKwuRkZGIjo4Gx3Gorq5GRUUFsrOzwbIsH9C1NGCxJSKBAKMifTEq0rfV+w0OVeFQbjGMrAEx4WEQi+05xwqpEP0b/hMeFemL3DItONhznB2kYgFYFuAEHLQmKzQGK55NjkGkWo78Cj1kYiHigpUo0RhRrDEh3E/Op3KxHAexUIC7hgRh2pAQWMz2+hTfhjQ6V0+4ZDIZX1PUOL0vMzPTaep7S3UdFosF8+fPR1FREfbu3Qs/Pz+X32PSczz77LOYP39+q/fp168f//fi4mJMmjQJ48ePx2effdbm80ul0l7XFKAnaG4j9/XvhfxFh2vZWA4iAYMr1XpwHIeYAC+YbRyMDYEFA3ua0PGCaiTHtZ2z3rQo1wg/LwmsLNeQksXAyrLN5sJfW+Cut1ihEIswtK8PJg8JQb+AP76usjojPj94ERcrdFBIBGA5INhHjphAL/gpJB0euGaw2BCglIBhgLJ6E3QmKwAOgoaATCi0l6uLhAJEqqUoqzMhQClBoFLGr7NxcOMlEUEuFkEkZOAnc045VXtJMDBYiVzO/roFlTo+daelqeDNXZlXykSQS4ROE9GBhtkoWhM0DUMO0zOu4nKlodl0J5a1/58iYIDCaj2sLAd/LwnMDelpcrEQHGdPLSupNfDzLjoyb6Lxxn7XmVKcL9dCLBBAJRdDIrTPktKarLDYOASppLCyLF/Xc203KJblnE4j6k2WVmePUNvartVrA43GGIZBbGwsXnzxRbzwwgsoLCxEWloa0tPT8eKLLyIxMRHV1dXQaDQ4cuSIx4KM+vp6nDhxAgEBAYiLi+uyWgiGYeDj4wMfHx+nWR0FBQXIycmBXC6HwWBAQkICgoODu2QNbbFYLHwh/qhRzbeO7Q41NTXIysriu30B9vcvICCA/z5pNBo+vcoxYNGxcXZHXQLHcVAYyhAlN6JSoMblWjM4zgylVIjkuEBE+dt/OY6J8kNxrQGbTpTaJ4VzLJQSEXwUIlhtQKBSDI4Dbh8YiEkDAsAwDGIC/0g98pGLEBeiRE5xPXzl9q4b1XozQrylGB3pB6vF7FSf0tE0usbpfY6TtoqKiiZ1HWq1GjKZDFarFY899hguXLiA/fv3w9/fv9PvKfEMx8+FK4qKijBp0iQkJiZi3bp1HqkNu5E03sixLIdjl2pa7K5Tb7Qi1EeOolp9w/wMFtU6CwwWG1iOhcXGwVsmwsUK1zeTzaWjGCxW7M4pbzMXvnGBe3OpLI7X95KIEKiUIsxHDnHDdO3GV/Q7OnDNSyJCgFIKfy8J/ltnT5sCAIZj7W3EwUAiEoCBvQPWsHBfzBkTgZhAZbMpN21NejdYWNydEILpw8Kgt9j4r7c9V+ZVUjEi1ApcqdbzE9GtNvtpkbGhsN5HLkaAUtZsulN+eT1+zi5Dfnk9LlXqUKoxwkcmgpdECA7gW7ibbPbTMZ3J6vIJQ2usVhb7zpbDYGHh5SWERMgAQvu0eK3JAouNRaXOPsjPUYPYuBuUY92N08oClPbgiNrWesZ1964yDIPIyEg888wzePrpp3Hy5Emkpqaiuroaer0e999/P1JSUpCSkoLo6Ohuq0moqqrCqVOn+Kvm3fW616a45OTkoKysDAqFAqdPn8aVK1f4uo7u6uzj6Ookk8kwdOhQj01NdszqGDhwYIsDGhmGga+vL3x9fdG/f3++LuHq1as4e/YsfH19+ZOijsw64TgOubm5qK6sxF+mJaFEx6GwxgABwyAmUIEIvz8mlEpEAsxK7IOEPj5Y+9/LOHGlFl4Nuch9fGUIUkpQqbMgKar5pgAysRAPjOqDg+ercLKoDjaWw+goX9zaPwBqGYOMjIxOBxnXanzSNmDAAP79u3LlCp544glUVFQAsHeZOnTokMubVNK7FRUVYeLEiYiMjMQHH3zA/zsAgJCQEA+u7MbQ1qRxf6UE42LU+Pd/L6FKZ4LebAPLchAKBQDLQNrQ/elcmRZnS+o6dNXaITZQ5VIuvCupLDqzFSYbiz5+CggFTYMng8V5/kNj114Fb7wOR2CwP68MZot9LgkH+7BABgwsNg4Cxj4gsERjRGKUHyb0D2x1kGFb3Y0mDwlBhL9zI4zmOng11niDPyBIhRHhfjBZ7IX3NQ11DmYbC1+5CEKBAGG+coT4yBACOJ2GXKzUYt2hAj49Ky7EGxX1ZtSbbLDUGuDf0H5Wb7ZBKhbC38s+B6OlEwZX5ZfX47tjV3EovxIWiw1XaqzwlVuh9pJC7SWG2WaDyWxDnZVFiEoGwN6ZynECdu26HWllhdUGVNTbC/lbmh1CbWu7znUXaDR25coVzJw5E+PHj8e///1vaDQabNmyBenp6XjjjTcwePBgPujoykLo4uJinD171qN1IY0H8Y0bNw4KhQJGo5Gf1XHu3Dm+A1NQUFCX1UoYDAZkZGR4tMMVAJSVlSE7OxuDBw9u18bGMWAxOjqar0twvH9KpZKvi1EqlW3+e+I4DmfPnkV1dTVGjRoFuVwOlRIYENxyAbSAYTAoVIX3Zsbj34cLcfJqHSQi+7F9pc6M0VG+GNjK433kYkwfGoLJg4PAshykIgHMZnOXBBnXujbo/fDDD7FgwQKcPXsWNpsNt99+O2bMmIHHH38c0dHRXbIG0jPs3r0b+fn5yM/PR9++fZ0+xzUMYSNdq63uOlKREP89V4kzJXUwWVmIhfY0Ia+GCcsMA1TUm5BxuQa3DQxCScMGt72Fs+7MhW+uw1W1zoz8cm2r8x+auwreuLhaIGBwx+AgbD1ZBJONg5dUCJOVg41lAY6zBxwMUK41QyUVYVSUut3pZK50N5KLhbDZOFyt0cNPIWnSSaxMY0SNzozTVzWQi4W4Y3AQijX2wnI/hRgGi63h+8hBIRUhJtCryWnP1Rp9k8JpjgMCVRIYzDZoTfYOXEJGAEZoL9gWChlYWUGzJwyuyi+vx7pDBbhcpYNQwCDMT46yOiNq9PaTtFAfOdReEpRZjYCVg1DAQGOwOrXkXXPgQrNpZQOCRXzK4LmyeoT5yqltbTdiuOv4t7rZbMZXX32FBQsWNIlgq6ur+aBjz5496N+/P1JSUjBz5kzEx8e7ZbPFcRwuXryIwsJCDB061GMpIVarFSdPnoTFYsGIESOazXE2m838prmqqgpeXl580OHKptkVWq0WGRkZCA4OxsCBAz3S4QqwB365ublISEhw2xV0i8WCyspKlJeXo7KyElKplA86mms7zHEcH/glJiZ26DTJZLXhdFE9zpVrIRQwGBikxOAwFcRC14M3k8nULUHGtViWxTPPPIM9e/Zg//798PPzw88//4ytW7fiqaeeQlJSUresA7B3MkpPT0dubi7kcjnGjx+P9957DwMHDuy2NZCOqaurg4+PDzQaDby92z8fgbR8JZ9lObz701nsOFUCH7mooauSPUUIsG/gfRRi+MrFiAlUolJrdmmIWld/LWsOXEB2sQb9g5RN5j/UGy3w9bLXTvgrJVhwUxQAXHMV3D7x27EBdaQTXanWY3n6KZwpruNfy3EFXyIUQCCwX/CJD/XGu/cOdTl4au0kpbH88nrszC7Fj6dLUKUzw08uhp+XFLFB9gtLp67W4mKFFoB9c+2rkGBstBo39Q9Abkk9MgtrkFOsgY9cDH+lvZtT40YAVpZFQaUOs0aFY1tWMXwVYj5Y4zgOxxrmT0hEgobGJkoUa4wwWGyw2liE+soRH6JCaZ3J6X1r7/ctWCXFb5eqIRMLwbIsqnXmhs5cDHwV9na23nIxHp/Qzyk17Uq1Hh/uPue07sbqjRYUVuvRL0CJSq0JJqv91CU2SEltazvI1d+/13Wg4QqO46DRaLBt2zakp6dj165dCA8PR0pKClJTU9sc2NYSlmVx9uxZVFVVYcSIEV3asrU1jQfxDRs2zOWp2Ndumh1TyTs6t8TR1am7U8eu5RgIOHz48C6r1WncdtiREuIIOtRq+/yM7OxsaLVaJCYmeqy41ZNBxvLly7Ft2zYcOHDAqTjYE6ZMmYL7778fSUlJsFqteOmll5CdnY0zZ87QDI8ejgKNrrXrTCne2nGmoSjXPlzPYmOhNVohl4gQrpYju0iDCLUCA4JVLW7SO8LVDfi1HFfGq7QmVNSbUKu3QCkTQmeyQS4RYni4L18YPiTMx37Rp6TO6So48MfAuIQ+Plh0awzOldfjoz3nUa0zoVRjhEomhrDh7iwAjmNRqjHhpthAPHvnAKeZFp3l+JqqdWbIxQLkldVDZ7SCAwOxkIHBYkO1zgyhgEEfXxlkYhFq9RawHIdh4b74y239UWswY+0vF+DvJeXnpjRWb7SgVm/BjOFh+O74FfQLUDqln1XrzMi6Ugu9yQobx2JsvwCYrTZkF9fBYmURrlYgQCnt0Ma9cZCglIpwrMA+/8NPIUZdQwcvo8UGP4UYgL328JXp8RgQ/MfPfG5pHf5n7/km63ZwBFKLJ8VCJRNT21o3cPX373WdOuUKRw7+3LlzMXfuXNTX1+OHH35AWloa7rzzTgQFBWHGjBmYOXMmEhMTXQo6rFYrTp06BZPJhNGjR3tsqnFHB/GJxWKEhoYiNDQUNpvNqYOQUCh0GhDoynM6aiH69+/v0VaUly5dQkFBgVsHAjancdthjuP4tsOOYmhHsDdq1KgbMsh45ZVXsHnz5h4RZADAzp07nT5ev349goKCkJGRgQkTJnhoVYR4XnyINwYEq1CjM9vbtpqsTjMfzpbUwWrjEBuo5K8itzSboD1aS2Vq3GWquY1ic/MfTFb7mhtfxQ/1keFUUS3AAX0a1cI5XFtcbe8UJUQfXzn0Zhs/0VssFKDeaEFJrb1IvERjwKo95912qtPcDAgvqQgXynWo1BpRVGuAxcbBSyJEX7UCCokIHMfBVy5Cld6CnGINduWUYNGtsRgZoUZ2sQbXJgs3TneKDvBqkn4G2LthDQ/3xZliDcrrTSirM8JPIUHKsDAMC/dt92TwxhrXnjAMg9gg+6nDuXItDGYrbKy905nWZOPrQ744fNkpkG0uba4xR92ISiamtrXd7IYPNK6lUqlw//334/7774dOp8POnTuRlpaGGTNmwMfHBzNmzEBqairGjBnTbBGz0WhEVlYWxGIxkpKS3Na+tr00Gg1OnDiBsLAw9O/fv8MbycaBBcuyqKmpQXl5OU6fPg2O45xmdTQXdJSWliInJ8ejbXQ5jkN+fj6Kioq6fCDgtRiGgZ+fH/z8/BATE4MTJ05Ar9dDLBbj8OHD8PPz44vJu7MY3xNBBsdxeOutt/D1119j//796N+/f7e8bntpNBoA8Fh3OkJ6ij6+cowI98PpolokeMtgYf+Y+VBnsKBEY0Sor4wfKufQ0RangPPV+2vnRJwtrUOQUopag6XVNK3G8x9CvGWQi4VN5knIJULozTZw4KBooWj52uJqR6eoYX19cLFCj2q9GTUNqT02jkOkvwJJUWoYLLZ2D65rSXOdptReUvhFSVBca0Cd0Yo6owWhvnIoGoYUVutMMDQUgdtYDluzijEswq/NAvQ7Bwcj3E/RYkcsP4UYgSopRkWpkTI8DCqZ2C0nAk2DBA4cx8FkZe3tgwX24nuGAURCBpH+clTpzE6BbFudvKjg23Mo0GiFl5cX7r33Xtx7770wGAzYvXs30tPTMXv2bMhkMkyfPp0vNheJRDh+/DgKCwsxcOBAxMfHe6zQuasG8QkEAvj7+8Pf3x9xcXFNrtQ3DjpEIhGfpjRs2DAEBAS4bR3twXEc8vLyUF5ejqSkJI+lwjhmhnAch/Hjx0MsFsNgMKC8vBylpaXIy8uDt7c3/x521To9GWS89957+Pe//419+/YhPj6+W163vViWxbJly3DTTTdhyJAhnl4OIR7VuDtSWb2J35xqTVbkV2ghEjAYGKxq9vdIR1qctjbB2Wy14ZdzlZBLhLgpxh9h0uYH1TmoZGKoFRIoJMJmr3DrTVYwAGw2oKzOgFCfpqcaepMVVhuHUo0RXhLRH8XVOjMGhihhtXE4frkGOrMN4b5SjIj0g0gogEoo6PSpjkNLnaYYhoFULIRYyACc/WOD2YbSOiMsNhZSkQASoT2Yqtab8fXRQjxzxwCXCtBb70gmxaxRfd1a09A4SPCSCHGhXAeLjYVCLAAjEcJi46AQC9HXT4ZagxUXK/UYGKx0CmRd6eRFBd+eQYGGi+RyOWbMmIEZM2bAbDZj3759SEtLw8MPPwyGYTBs2DD8+uuvWLZsGWbOnOmxGoTuGsTX+Er9gAEDUF9fj/Lycly4cAHZ2dmQyWQwGo0eDTIcdTI1NTVISkrqUPtZd7DZbDhx4gQ4jsPIkSP5Uy65XI7IyEhERkY6FeNfvHgRMpmMP0nqaF3MtTwZZKxatQqffPIJ9uzZg4SEhG553Y5YvHgxsrOz8euvv3p6KYT0CC11Rxoc5gOZWNji0L+OtDhtaU4Ex3G4WKGHgAHsl+8YCAVMq2larV3hrtIacfRSDUQCBhYbi4IqHSL9FYgNUkHdkJpTpTXhaEE1xAIG3x67ArnYfnpyW1wQckvqcaFCixq9CVqTFZH+CgwK9XYqru7MqU5jzaUEOdr1ao1WWG0sOHDQmywwmG0wWmyQiuwdwjjYg0UfmRg6kxW7csqw6NYYPDnRtfSz9nTEulZ7amwaBwmnijQoqzdCIhLYU6YE9tbsQd4yCIVCKGX2ehEba2+I0jiQdce6ifvd8MXgnWW1WvHqq6/i/fffh1wuh0gkwrRp05CSkoLbbrutW3PwCwoKcPHiRQwbNsxjHa4c3ZTKy8shk8mg1+v59KCgoKBuez9YlsXp06eh0+kwcuRIj9XJWK1WnDhxAgzDYPjw4S6l0jkma1dUVKCiooKv+QgKCoKfn1+HTso8GWR88skneOedd7Br165u7SbVXkuWLMHWrVtx8OBBaq/bS1AxePe5duMY6i3D2oMX+Q5PrRVSu3oVuaWC3jqDBUcuVkEiYqA32zAm2h8Byj/+L3EUMj99xwCnDf21aVhyiRAltQYcK6gBACRF+UEmFiKzsAY1egt85WKMjPSDyWJzuk+Yr8KpyH3euCjIJUJkF2vw7bErGBzqDVEz3f4cBchLb++PuJD2/ft0vN/1Jgu2ZBahsNqAAcH2TlqOdr16kxWlDQMERQwDK8eBgT3VSMAwAANIhQIMDvPGwBAVNAZrk/fIlTV0pCC/tXbBrT3uq98uY9eZMogFDGr0FiikQgQp7d87wD4osFZvxuAwHwgYptmvp6PrJu1DxeDdZPXq1fj444+xY8cOJCcn49ChQ9i0aROWLVuG+vp63HXXXUhJSUFycnKXzabgOA7nzp1DaWkpRo0a5bH/cFmWxZkzZ1BbW4uxY8dCoVA0SQ/y8fHhg46uOmGw2Ww4efIkzGYzRo0a5Zbp3R1hsVhw4sQJCIVCDB8+3OXBhNdO1q6pqUFFRQVycnJgs9kQEBDglKLWFk8GGZ9//jnefvtt/PTTTz02yOA4DkuXLuUL1CnIIKSp5uZduDtVpaWCXrPNXm8ggQgigX1eQ2MtpWlde4W7VGNEQZUOcokQo6PU8G8IVpKi1Mgv0+JytR4ZBdUQCQSQi4UYHe0Hf6X9IlXj05M9Z+0nAwCwW1EGg8UGVaM1OU4cavRmWFl72k97XLtRN1tZVNSbUKE1NpxicAC4hravAgAszDb7NWMBY9+McxwHDvbWuwEqKRRSEcrrTe1KZevIjJPWamzaqlmxf7+iUVJrhEwsQGG1AXUGM2TiP95bi42FgGFQozdjTLR/szUX7pzNQjqPTjQ6ad++fVCr1Rg+fLjT7SzL4vfff8emTZuwefNmVFRU4M4770RqaiomT54MpbLloWrt0XgQ38iRI7ssmGmLowbBaDRi5MiRzZ5cmEwmPj2ouroaSqXSaVaHO1itVmRlZYHjOAwfPhxicdPc3O5gsViQkZEBqVTqtunnHMehrq6Ofw8NBgPUajVfTN5cQOXJIOOLL77A8uXLsWPHjh7dvenPf/4zNm7ciK1btzrNzvDx8fFYuh1xDZ1oeF7jTXFnZxNcOwfD8fuqzmDB4QuVMFpY9PGTY1Skn9PvspZONBo/ryMt6+vfCxHmK4O33Pn3paNguKhGD5FQgJhAZZMi92tfq4+vvMl6q3UmXCjXoUpngsZggdpLiqlDQjAlIcSl96PpRt3eMvhcaT3yK7RgOUAlFUBjtIHlOIT5yFBRb0JlQzoRgIZTDUCtkEAmEaKvnwIDg5Wo1VvwwJgIeMvFXXKlv6XvH+D6KVfj5/D3kuDkVY19DopMBJGAQUW9CVKREElRaiy4uXOF9qRzaI5GD8KyLDIzM7Fp0yakp6fj6tWrSE5ORmpqKu66664O5+A3HsQ3cuRIj165z8rKAgCXN/cWi8VpQKBcLueDDpWq+eJCV54zMzMTIpGoXScI7uaYtK1QKJCQkNBlTQF0Oh3/Hjp+4B1Bh0Kh8GiQsWHDBjz77LPYtm0bJk2a1C2v21EtvS/r1q3D/Pnzu3cxpF0o0OgZ3Jmq0ly6k95kxaH8KhgsNtw6IJA/iQDal6blyqyFU1drAQDD+vq1Oo/BkQ7V3IwLrdEKgIFKJsKAYCUMFtaluSKtbdQ1ejN2nSmFv5cU0YFeyCmqg0pmP9G+UmMAAw5akw0CBhALBWAYBpFqORiBvUjcRy6GVCREgFICk42FTCREv0AvDAv3RWAnWtM25srQvNYCQodr39OiWgMqtWboTFbIxUJMigvCnDERFGR4GAUaPRTLssjOzuaDjvz8fNx2221ISUnB3XffDT8/P5c2hI5BfBKJBEOHDvVYG12TyYTMzEzIZLIOX7m32Wz8gMCKigqIxWKnWR2uvh+ZmZmQy+UdHrLoDo7NvVKpxJAhQ7ptHSaTiX//qquroVAoYDab4ePjg2HDhnXbOjiOw/fff48lS5YgLS0NkydP7pbXJTcmCjSuT82dkvgqxCivN8HGcs2mabW2iXc60ThaiDAfeYunFUU1BoCxF5Nfu1l2nHpU60x44tYYjIpUQyBgnKZ2V+vM8JWLoVZKEROohNpL4nIw1NpGvVJrwqH8SkhFAsSFeCOnWAM/LwmMFhuu1hggEwugM9kgEjD21CkAff0UEAoYFNcYoJAKEan2Qv9gJRQSEYpr9cguqoPF9sewvc7O/nB1aJ4rNStO6WMW+yyNMF85bo8PwviYAKq56AEo0OgFOI5Dbm4uH3Tk5OTg1ltvRWpqKqZNm4aAgIBmN9k6nQ4nTpxo9yA+dzMYDMjIyICvry8GDRrklnWwLMsPCKyoqADDMAgMDERwcHCLhdAGg4EfTOiudXSE0WhERkaGx9eh0+mQkZEBhmFgsVj4wC0wMNDlIYsdtXnzZjz++OP49ttvMW3atC57HUIACjSuZ82dklys1LY7TavxhtVgseJylQFWG+tUfwH8cTIyJMwbHICcYudp4dU6E1/HoZKJMCjUG7FBKn5jfrlKh7d/OAu5RAg/haTJ3A5Xrua3tlGvM1hw6EIlzFYbhoX7Ia+03t7xi+PsJxoMwHFAoFKKWoMZerMNfl5iiBgG9SYrItQKjI8J4NO7HFO+rax9eGF8qAqldaZOTXR314mGAxV192xUDN4LMAyD+Ph4vPLKK3j55ZeRn5+PtLQ0fPHFF3wv/5SUFMyYMQMhISFgGAbHjh2DRqNBREREpwbxdVZ9fT0yMzMREhKCAQMGuG0dAoGAn6rNsiw/q8NRCN14VodQKIROp0NmZiYCAgIQFxfnsffDEXT5+flh0KBBHluHyWTCyZMnoVarMXjwYHAcx3ewajxkMTAwkH8P3WXHjh14/PHH8dVXX1GQQQjplOYKemODVOjXRmvWxq5NwwqTyCEXC3GsoAa/nKtEUpQfQn3lTicjk4fY52aXaIx8kbvRYkPG5RrUGizwVUiQGOEHmVjgVOBsZTkIhQx/inAtV+aKtDbdWiUTQSUVocRoha9MBD+FBBX1RvgpxJCLBajRW+CnEEMlE8LCihDmK8fAYCUuVuogaWjxyjAMOI7DhXIdDGYb/JVSmG0sag0WAAz6Byk7NfvD3UPzqKj7+kAnGj0Qx3G4fPky0tLSkJ6ejqNHj2LMmDGIiopCWloaVq1ahYcffthj66utrcWJEycQGRmJ6OjobtlUOwqhy8vLUVZWBpPJBF9fX2g0GoSFhWHgwIEeDTKOHz/u8WCnrZoMjuOg0WhQXl6O8vJymEwmBAQE8IFHZwrnf/75Zzz88MP4z3/+g9mzZ3f2SyHEJXSiQVrSWr1D4xkZkf5ekImbnow4TkLyy+uRU1IHrdHaZNZG45SoaUNDsWrPeZev5jd3tR5Aq8XUJwpr7VPAfeSQixlkF9vrQWwcC7PFBoVUBLFQCKVMhIENtSECBqg3WjG0ry+EAoZvFSwTCyAVCcFyHN/BKUApbfepw7Waq7FxNcWN9C6UOnWd4DgORUVFWLFiBTZu3AgASExMRGpqKlJSUhAVFdWtG9vKykqcOnUK/fv3R3h4eLe9bmMcx6G0tBRnzpyBSCSCxWLhuy8FBQV1a1G8I00pODjYrSc77dXewm+O46DT6figQ6vVws/Pjz8xas/ckX379uH+++/Hp59+igcffNBj7wG58VCgQVrSVhpPncGM4lojHhgTgZhAZbMnIyzL4fjlaqz95SLUXuJmp4c7NuZPJffHjpMlLnVcapwCdu2cCQCtbtRviwvCofOV+O1SNSq1RhjM9mDCSyqCXCyAVCxCgFKCAKUUsUFKJPT1webMIv59qNSa8PulKvgpJBAwDExWG4wWFuP6+cNbLu7U7A8Hd3YiIz0XpU5dJxiGwddff41t27Zh586dSEhIwObNm5Geno7XX38dgwcP5oOOrk6lckwdHzx4MEJCQrrsddpSU1OD3NxcxMbGIjIyEnq9HuXl5SguLkZubi58fX35oKMrB/VptVpkZGQgLCwMsbGxvSbIAOz/rpRKJZRKJfr16weDwcB3sDp37hxUKhUfdHh5ebX4nAcPHsQDDzyA1atXU5BBCOkxdGYrjFYbFJLm03QUUhFEQgYhPrIWr9wLBAy85WJIxQIEezcNMoA/UqIMFptLc0UuVmrbnDPR2nRrANh7lkWgSoKBwUooZSIYLX+8xr2JfRHsLXM6JTl1RcOnM0mEAogEAlhsLCRCAbRGK4K8ZXwHq45MdL9We1PcyPWNAo1eQCAQYP/+/Rg5ciQA4Mknn8SiRYtQVVWFrVu3Ii0tDW+//TYGDBiAlJQUpKamIj4+3q2bvitXruD8+fMYNmwYAgIC3Pa87eU4URk4cCD69OkDAFAoFIiKikJUVBSMRmOTDbMj6PDy8nLbOurr65GRkYG+ffsiJiamVwUZzZHL5YiIiEBERATMZjPfBezSpUuQyWR80OHj48O/xpEjRzB79my8//77mD9/PgUZhJAeo7V6B8D1DXV7nidcrWg1SOgXoMSaAxdQrTM7nXo0Hga4K8c+DPDJZjbqgD21qkZvxrC+zh0ZQ33kOF+uRU5RHW6JDXTa1DcOgEK8pfCVi1GiMUAkFEAhESEmUMnXb7S3jqIlVF9BHCh16jrgyL3ftm0b0tLSsGvXLkRGRvJBR2dmOXAch4sXL6KwsBAjRoyAr6+vexffDmVlZcjOznb5RMVsNjvN6vDy8nIaENjRjXFdXR0yMzMRERGBfv36deg53MERZKhUKgwZMqRLNvo2m43vAlZZWYljx47h5MmTGDp0KD788EO89dZbWLJkCQUZxCModYq0xB3D4zr6PC11S+psV6bOPL5xOlOl1oQr1XqIRQIMCfNuUhBPdRTEFZQ6dQNhGAa+vr6YO3cu5s6di7q6Ovzwww9IS0vDHXfcgeDgYMyYMQMzZ87EyJEjXQ46OI5DXl4eysrKkJSU5Lbp3R3hSIsaOnQoAgMDXXqMRCJBnz590KdPH1itVv4q/bFjxyCRSPigo/FV+rZoNBpkZmYiOjoaUVFRnfiKOqc7ggwAEAqF/PvEsizEYjEOHz6MN998ExKJBIcPH0ZQUBA/eJIQQnoCgYBxKZWprXSejjxPS1fz20rnaqszVWcef206U2W9CVmFtbhYqUNBpc7p5IWCDOJOdKJxndPpdPjpp5+QlpaGH3/8Eb6+vpgxYwZSU1MxevToFtubsiyLnJwcaDQaJCYmQi7v3DFqZzjStoYPHw61Wt3p52t8lb6iosJpM93anAlHt62YmBhERER0eh0d1V1BRnNOnz6NqVOn4tlnn8XkyZOxZcsWbNmyBTfddBM+/fTTbltHY5988gnef/99lJaWYtiwYVi9ejVGjx7tkbWQ7kUnGqQt7ipMdsfzePJEozk0p4J0BnWdIk0YDAbs2rUL6enp2L59O+RyOaZPn47U1FSMHz+eny6u1WqRm5sLi8WCkSNHQiqVemzNly5dQkFBQZelbbEsi5qaGr77kmPORFBQENRqNR+IVVdXIysry6PdtgDPBhlnzpzB1KlTsXjxYrz66qtOr202m7u125fDt99+i7lz5+LTTz/FmDFjsGrVKnz//ffIy8tDUFBQt6+HdC8KNIgr3LWh7uzzdDady13pYIS4AwUapFVmsxl79uxBeno6tm7dCoZhMH36dEyaNAnvvfcebr75Zrz77rudmq3QGRzHIT8/H0VFRUhMTIRK1fVHuY5al7KyMpSXl8NisSAgIAAKhQKXL19GXFwcX4DuCZ4MMvLy8nDXXXfhkUcewd/+9rceU5MxZswYJCUl4eOPPwZgDxzDw8OxdOlSLF++3MOrI12NAg3S23R2zgTNqSA9hau/fztWIewhBw4cAMMwzf45duxYi4+bOHFik/svWrSoG1fe80gkEkydOhX/+te/UFxcjK+//hoWiwULFixAbm4uNBoN9u7dC5PJ1O1rc9SGlJSUICkpqVuCDOCPWpeBAwfi5ptvxqhRowDYT1U4jkNFRQWKi4thsVi6ZT2NeTLIuHDhAqZNm4YHH3wQb731Vo8JMsxmMzIyMpCcnMzfJhAIkJycjCNHjnhwZYQQ0rzYIBUW3BSFIWE+qNVbUFCpQ63egoQ+Pi4FCZ19PCHdrVcVg48fPx4lJSVOt73yyivYu3cvvylsycKFC/Hmm2/yHysU1HbNQSwWIzo6GocPH8Z9992HBQsWYMuWLXjqqadQX1+PqVOnIiUlBcnJyV1eq8GyLM6ePYuamhokJSV5rDaEYRgYjUZUVlYiISEBKpUK5eXlKCwsxJkzZ+Dn58fXdXR1apkng4yCggJMmzYN99xzD95///0Ody/rCpWVlbDZbAgODna6PTg4GLm5uR5aFSGEtK6zcyZoTgXpTXpVoCGRSJzamlosFmzduhVLly5tc/OlUCg8OmSup/v6668xbdo0/POf/4RAIMDtt9+Ojz76CL/99hs2bdqEFStW4LHHHsPkyZORmpqKyZMnu3UuBWAPMk6fPg2dTodRo0Z16bC9tjha6SYkJPC5/tHR0YiOjobBYEB5eTlKS0uRl5cHb29vBAUFITg42O2BkSeDjKKiItx9992466678NFHH/WoIIMQQnqzzs6ZoDkVpLfo1TUaaWlpmD17Ni5fvoy+ffu2eL+JEyciJycHHMchJCQE06dPxyuvvEKnGo04/hm0tJFlWRYZGRnYtGkTNm/ejKKiIiQnJyM1NRV33XUXVCpVpzbBNpsNJ0+ehNlsxsiRIz1SWOxQUlKCs2fPIiEhoc1WuiaTiZ/VUV1dDaVS6TQgsDPviSeDjJKSEkyZMgW33HILPv/88xa7k3mS2WyGQqHApk2bkJqayt8+b9481NbWYuvWrZ5bHOkWVKNBCCGecUMUg0+dOhUA8OOPP7Z6v88++wyRkZEICwvDqVOn8OKLL2L06NFIT0/vjmVed1iWxalTp5CWlob09HRcuHABt99+O1JSUnD33XfD19e3XZtiq9WKEydOAACGDx/usQJ04I95HcOGDYO/v3+7HmuxWPhZHZWVlZDJZHzQ4e3t3a73xJNBRllZGaZOnYrExER88cUXPTLIcBgzZgxGjx6N1atXA7D/24yIiMCSJUuoGPwGQIEGIYR4Rq8KNJYvX4733nuv1fucPXsWcXFx/MdXr15FZGQkvvvuO9x7773ter19+/bh9ttvR35+PmJiYjq0ZmLHcRzOnj2LTZs2IT09HWfOnMHEiRORkpKCadOmISAgoNVNssViQWZmJsRiMYYNG+bRTe3Vq1dx7tw5t8zrsNlsTkGHSCRymtXR2nviySCjsrISU6dOxeDBg7Fhwwa+5XFP9e2332LevHlYu3YtRo8ejVWrVuG7775Dbm5uk9oNcv2hQIMQQjyjVwUaFRUVqKqqavU+/fr1c0qnWblyJVavXo2ioqJ2XwHX6XRQKpXYuXMnJk+e3KE1k6YcLWkdQUdWVhZuvvlmpKSkYMaMGQgODnbaNJtMJmRmZkKhUCAhIcGjNQCFhYW4cOEChg8fDj8/P7c+N8uyqK6u5md1AOCDDrVa7fR1ezLIqK6uxrRp0xAdHY3vvvvOoydL7fHxxx/zA/uGDx+O//mf/8GYMWM8vSzSDSjQIIQQz+hVgUZ7cRyHmJgY3HPPPfjggw/a/fhDhw7h5ptvxsmTJzF06NAuWCHhOA4FBQVIS0vD5s2bcfToUYwdOxYzZsxASkoKdDodnn/+ebz66qsYOXKkR4OMgoICXLp0CSNHjoSPj0+XvhbLsqitreWDDpvNxg8IVCqVyMrK8kiQodFoMH36dISEhCAtLc2jQxoJcRUFGoQQ4hnX5RwNh3379uHSpUt47LHHmnyuqKgIcXFxOHr0KAD7DICVK1ciIyMDBQUF2LZtG+bOnYsJEyY0G2RERUU1mbnx7rvvtroeo9GIxYsXw9/fH0qlEvfeey/Kysrc88X2UgzDIDo6Gs899xx+/fVXXLx4EX/605+wY8cODBo0CGPGjEF5eTn8/Pw8OpfBMXk8MTGxy4MMwD7nQa1WIy4uDrfccgs/eT0vLw+HDh2C1WqFv78/rFZrl6/Fob6+HjNnzoS/vz82bdpEQQYhhBBC3KJXnmjMmTMHly9fxqFDh5p8rqCgANHR0di/fz8mTpyIK1eu4KGHHkJ2djZ0Oh3Cw8Mxc+ZMvPzyy81GYFFRUXj00UexcOFC/jaVStVqK9cnn3wSP/zwA9avXw8fHx8sWbIEAoGg2fXd6E6dOoXk5GQMGzYMLMvi4MGDSEhIQGpqKlJSUhAbG9stgQfHcbh48SKuXLnSbZPHW2IymXD8+HHI5XL4+PigvLwcOp0OarWaT7Hqqi5cOp0O99xzD8RiMbZv3+72lsWEdCU60SCEEM+4rlOnulJUVBSWLVuGZcuWuXR/jUaDwMBAbNy4EX/6058AALm5uYiPj8eRI0cwduzYLlxt76LRaBAbG4unn34aK1asAABUVVVh69at2LRpE/bt24eBAwciJSUFKSkpiI+P75Kgw1FLUlxcjMTERCiVSre/hqtaqsnQ6/V8elVdXR18fX35oMNd80X0ej1mzZoFm82GH3/80aPvAyEdQYEGIYR4BgUaHRQVFQWj0QiLxYKIiAjMmTMHTz/9dIvddxwdrGpqauDr68vfHhkZiWXLluHpp5/uppX3DmfOnMGgQYOa3M5xHGpra7Ft2zakpaVh9+7diIqKwowZMzBz5kwMGTLELXUcHMfh3LlzKCsrQ2Jiokev4Lta+G00GvlZHTU1NVCpVE6zOjrCaDTivvvug1arxc8//0ybNNj/bdxxxx0QCoX4+eefnT73v//7v3jppZeQnZ3d6swe0r0o0CCEEM9w9fdvz+5d6QF/+ctfMHLkSKjVahw+fBgrVqxASUkJ/vnPfzZ7/9LSUkgkEqcgAwCCg4NRWlraDSvuXZoLMgB7TYefnx/mzZuHefPmoa6uDjt27EBaWhpuv/12hIaG8kHHiBEjOhR0cByHvLw8VFRUYNSoUR4d2Nie7lIymQzh4eEIDw+H2Wzmg44LFy5AoVDwU8mVSqVLJ0AmkwkPPfQQamtrsWvXLtqgNWAYBuvWrUNCQgLWrl2LJ554AoC9jueFF17AmjVrKMgghBBC2uGGONHoyJwOh//85z944oknoNVqmy2S3bhxIxYsWACTyeR0++jRozFp0qQ2X5e0TavV4qeffkJ6ejp++OEHqNVqTJ8+HTNnzkRSUpJLszcc8z6qq6uRmJgIuVzeDStvnrta2FqtVqdZHRKJhD/p8PHxafZ5LRYL5s6di8uXL2Pv3r3tHkp4I/jiiy+wZMkSnDp1ClFRUbj99tvh6+tLAz57IDrRIIQQz6DUqUY6MqfDIScnB0OGDEFubi4GDhzY5POUOtW9DAYDfv75Z6Snp2P79u1QKBSYMWMGUlNTMW7cuGZT3DiOQ05ODjQaDRITE91W49ARXTUnw2azoaqqCuXl5aioqIBAIOCDDj8/PwgEAlitVjzyyCPIzc3F/v37ERgY6JbXvh6lpqZCo9HgnnvuwcqVK5GTk0PvVw9EgQYhhHgGBRpusmHDBsydOxeVlZXNDnJzFIN//fXX/ITyvLw8xMXFUTF4FzMajdi7dy/S09OxdetWCIVCTJ8+HampqbjlllsgFothMpmwfft2hIWFITEx0aOtW81mM44fP97lczJYlkVNTQ1fTL5y5Uqo1WrU1NSgqqoKBw4cQEhISJe89vWivLwcgwcPRnV1NdLS0pCamurpJZFmUKBBCCGecV3P0egqR44cwapVq3Dy5ElcvHgRGzZswNNPP42HHnqIDzKundPh4+ODRx99FM888wz279+PjIwMLFiwAOPGjWs2yCgoKMCjjz6K6OhoyOVyxMTE4LXXXoPZbG51bRMnTmwy32PRokXufxN6EZlMhrvvvhv//ve/UVJSgg0bNkAkEuGxxx5Dv3798Pjjj+PWW2/F22+/zc+r8JTGQcbgwYO7tIWvQCCAv78/4uPjMWHCBLzwwgvIy8vD0aNHcfXqVSxbtgzfffcdtFptl62hvTr6c9FVgoKC8MQTTyA+Pp6CDEIIIaSDqBi8EalUim+++Qavv/46TCYToqOj8fTTT+OZZ57h72OxWJCXlwe9Xs/f9uGHH0IgEODee++FyWTC5MmT8b//+7/NvkZubi5YlsXatWsRGxuL7OxsLFy4EDqdrs0p5wsXLsSbb77Jf+zJYuaeRiwWIzk5GcnJyfj444+xb98+PPHEE7h69SrkcjmWLFmC1NRU3H777d1en3FtkNGdU9A5jsMPP/wAm82G/Px81NTUID09HW+88QZCQ0Nxyy23dNtaWtOZn4uuIhKJWuw2RwghhJC2UepUD/D+++9jzZo1uHjxYov3mThxIoYPH45Vq1Z138J6KYPBgJkzZ6KmpgY//vgjcnNzkZaWhs2bN6OqqgqTJ09Gamoq7rzzzi5vb+vJIINlWbz44ovYvn07Dhw4gH79+jl9nuM4j05lb4srPxdd6fXXX8eWLVuQlZXlkdcnbaPUKUII8QxKnepFNBoN1Gp1m/fbsGEDAgICMGTIEKxYscLpVIX8ob6+HiEhIdi9ezf8/f1x00034Z///CcuXLiAPXv2oF+/fnjjjTcQFRWFOXPm4LvvvkNdXZ3b1+HpIOPll1/Gli1bsHfv3iZBBoAeHWQArv9cEEIIIaRnokDDw/Lz87F69Wq+Z39L5syZg6+++gr79+/HihUr8OWXX+Khhx7qplX2LkFBQVi/fn2TCFsgEGD06NF47733kJubi0OHDmHIkCH4+9//jqioKMyePRsbNmxAbW0tOnvQ5+l0qZUrV+Kbb77B3r170b9//257bXdx9eeCEEIIIT0XpU65SUdmdRQVFeHWW2/FxIkT8a9//atdr+doq5ufn4+YmJgOrZnYcRyHM2fOYNOmTUhPT8fZs2cxadIkpKSkYNq0afD392/X1X9PBxnvvvsuPv30U+zfvx9DhgzpttduTnf/XJAbC6VOEUKIZ1B7227W3lkdxcXFmDhxIsaOHYv169e3ezOq0+mgVCqxc+dOTJ48ucPrJs44jsP58+f5oOPkyZO45ZZbkJKSgunTpyM4OLjVoMPTQcaHH36IDz/8EHv37sXw4cO77bVb0t0/F+TGQoEGIYR4BgUaPVhRUREmTZqExMREfPXVVy5Ntr7WoUOHcPPNN+PkyZMYOnRoF6yScByHS5cu8YXkx44dw9ixY5GSkoKUlBSEhYU5BR2eDjI+/vhjvPfee/j555+RlJTUba/tLu74uSA3Fgo0CCHEM6gYvIcqKirCxIkTERERgQ8++AAVFRUoLS1FaWmp030az+q4cOECVq5ciYyMDBQUFGDbtm2YO3cuJkyYQEFGF2IYBv369cPzzz+PQ4cO4eLFi/jTn/6E7du3Iz4+Hrfffjs++ugjXL58GVevXsXMmTPBcZxHgozPPvsM77zzDn744YdeG2S09XNBCCGEkN6FAo1utnv3buTn52Pv3r3o27cvQkND+T8O187qkEgk2LNnD+68807ExcXh2Wefxb333ovt27c7Pfcnn3yCqKgoyGQyjBkzhg9UWvL9998jLi4OMpkMCQkJ+PHHH93/BV8nGIZBeHg4nnrqKRw4cABXrlzB3LlzsWfPHiQkJGDo0KEoKiqCn59ft3Zz4jgO69evx2uvvYZt27Zh3Lhx3fba7uTKzwUhhBBCehdKnbpOfPvtt5g7dy4+/fRTjBkzBqtWrcL333+PvLw8BAUFNbn/4cOHMWHCBLzzzjuYNm0aNm7ciPfeew+ZmZkeLyDuTcrKynDrrbfC29sbPj4+OHjwIAYOHIjU1FSkpKQgLi6uywIPjuOwYcMGPPvss9i2bRsmTZrUJa9DSE9FqVOEEOIZVKNxgxkzZgySkpLw8ccfA7DPUQgPD8fSpUuxfPnyJve/7777oNPpsGPHDv62sWPHYvjw4fj000+7bd29mc1mQ1JSEuLi4vB///d/EAqFqKmpwbZt25CWlobdu3ejX79+mDFjBmbOnOnWlCqO4/D9999jyZIlSEtLo4YA5IZEgQYhhHgG1WjcQMxmMzIyMpCcnMzfJhAIkJycjCNHjjT7mCNHjjjdHwAmT57c4v1JU0KhEGvXrsX//d//QSQSgWEYqNVqzJ8/H9u3b0dZWRn++te/4vz587jtttswfPhwvPLKK8jMzATLsp167S1btmDJkiX49ttvKcgghBBCSI9EgcZ1oLKyEjabDcHBwU63BwcHt1hMW1pa2q77k+YlJSVBJBI1+zkfHx88+OCDSEtLQ1lZGd5++20UFRVh6tSpGDJkCJYvX47ffvsNNputXa+5Y8cOPP744/jyyy9x9913u+PLIIQQQghxOwo0COkGSqUSs2fPxjfffIPS0lKsWrUKNTU1uPfeexEfH4/nnnsOv/76a5tBx86dO/HII49g3bp1mDlzZjetnhBCCCGk/SjQuA4EBARAKBSirKzM6faysjKEhIQ0+5iQkJB23Z+4j0KhQGpqKr788kuUlJRg7dq1MBqNmDNnDvr374+nnnoK+/fvh8VicXrcvn37MHfuXKxduxazZs3y0OoJIYQQQlxDgcZ1QCKRIDExEXv37uVvY1kWe/fubbHd6bhx45zuD9hbjPbW9qi9lUwmw913343//Oc/KCkpwZdffgmBQIBHHnkEMTExWLx4MXbt2oW9e/figQcewOrVqzFnzpxubaFLCCGEENIRFGhcJ5555hl8/vnn+OKLL3D27Fk8+eST0Ol0WLBgAQBg7ty5WLFiBX//p556Cjt37sQ//vEP5Obm4vXXX8fx48exZMmSZp//nXfeQVJSElQqFYKCgpCamoq8vLxW17R+/XowDOP0RyaTue+Lvs6IxWLccccdWLt2LYqKirBp0yYoFAosWrQIM2bMwFtvvYX58+dTkEEIIYSQXqH5KlbS69x3332oqKjAq6++itLSUgwfPhw7d+7kC74LCwudWquOHz8eGzduxMsvv4yXXnoJ/fv3x5YtW1qcofHLL79g8eLFSEpKgtVqxUsvvYQ777wTZ86cgZeXV4vr8vb2dgpIaJPsGpFIhIkTJ2LixIn4n//5H6Snp+NPf/oTvX+EEEII6TVojgbpkIqKCgQFBeGXX37BhAkTmr3P+vXrsWzZMtTW1nbv4gghNwSao0EIIZ5BczRIl9JoNAAAtVrd6v20Wi0iIyMRHh6OlJQU5OTkdMfySDcymUwYPnw4GIZBVlaWp5dDCCGEkB6CAg3SbizLYtmyZbjppptaTLUCgIEDB+I///kPtm7diq+++gosy2L8+PG4evVqN66WdLUXXngBYWFhnl4GIYQQQnoYqtEg7bZ48WJkZ2fj119/bfV+48aNc+piNX78eMTHx2Pt2rVYuXJlVy+TdIOffvoJu3btQlpaGn766SdPL4cQQgghPQgFGqRdlixZgh07duDgwYPo27dvux4rFosxYsQI5Ofnd9HqSHcqKyvDwoULsWXLFigUCk8vhxBCCCE9DKVOEZdwHIclS5Zg8+bN2LdvH6Kjo9v9HDabDadPn0ZoaGgXrJB0J47jMH/+fCxatAijRo3y9HIIIYQQ0gNRoEFcsnjxYnz11VfYuHEjVCoVSktLUVpaCoPBwN/n2lkdb775Jnbt2oWLFy8iMzMTDz30EC5fvozHHnvME18CccHy5cubzD659k9ubi5Wr16N+vp6p+83IYQQQkhjFGgQl6xZswYajQYTJ05EaGgo/+fbb7/l71NYWIiSkhL+45qaGixcuBDx8fGYOnUq6urqcPjwYQwaNKjF13n99debbGzj4uJaXdv333+PuLg4yGQyJCQk4Mcff+z8F3yDevbZZ3H27NlW//Tr1w/79u3DkSNHIJVKIRKJEBsbCwAYNWoU5s2b5+GvghBCCCE9Ac3RID3K66+/jk2bNmHPnj38bSKRCAEBAc3e//Dhw5gwYQLeeecdTJs2DRs3bsR7772HzMzMVjtikc4pLCxEXV0d/3FxcTEmT56MTZs2YcyYMe2u3yGkI2iOBiGEeIarv3+pGLyXsNlsuOWWWxASEoL09HT+do1GgyFDhmDu3Ln429/+5sEVuo9IJEJISIhL9/3oo48wZcoUPP/88wCAlStXYvfu3fj444/x6aefduUyb2gRERFOHyuVSgBATEwMBRmEEEIIAUCpU72GUCjE+vXrsXPnTmzYsIG/fenSpVCr1Xjttdc8uDr3On/+PMLCwtCvXz88+OCDKCwsbPG+R44cQXJystNtkydPxpEjR7p6mYQQQgghpBV0otGLDBgwAO+++y6WLl2K2267DUePHsU333yDY8eOQSKReHp5bjFmzBisX78eAwcORElJCd544w3ccsstyM7OhkqlanL/0tJSBAcHO90WHByM0tLS7loyARAVFQXKwiSEEEJIYxRo9DJLly7F5s2b8fDDD+P06dN49dVXMWzYME8vy23uuusu/u9Dhw7FmDFjEBkZie+++w6PPvqoB1dGCCGEEELagwKNXoZhGKxZswbx8fFISEjA8uXLPb2kLuXr64sBAwa0OOQvJCQEZWVlTreVlZW5XONBCCGEEEK6BtVo9EL/+c9/oFAocOnSJVy9etXTy+lSWq0WFy5caHHI37hx47B3716n23bv3o1x48Z1x/IIIYQQQkgLKNDoZQ4fPowPP/wQO3bswOjRo/Hoo49eV7nxzz33HH755RcUFBTg8OHDmDlzJoRCIR544AEATYcCPvXUU9i5cyf+8Y9/IDc3F6+//jqOHz+OJUuWtPo6UVFRzQ6jW7x4cbP3X79+fZP7ymQy933hhBBCCCHXGUqd6kX0ej3mz5+PJ598EpMmTUJ0dDQSEhLw6aef4sknn/T08tzi6tWreOCBB1BVVYXAwEDcfPPN+O233xAYGAjAPr9BIPgjPh4/fjw2btyIl19+GS+99BL69++PLVu2tDlD49ixY7DZbPzH2dnZuOOOOzBr1qwWH+Pt7Y28vDz+Y4ZhOvplEkIIIYRc92hgXy/y1FNP4ccff8TJkyehUCgAAGvXrsVzzz2H06dPIyoqyrML7MWWLVuGHTt24Pz5880GEOvXr8eyZctQW1vb/YsjhDSLBvYRQohnuPr7l1KneolffvkFn3zyCdatW8cHGQDwxBNPYPz48dddClV3MpvN+Oqrr/DII4+0ekqh1WoRGRmJ8PBwpKSkICcnpxtXSQghhBDSu9CJBrnhfffdd5gzZw4KCwsRFhbW7H2OHDmC8+fPY+jQodBoNPjggw9w8OBB5OTk0CRsQjyETjQIIcQzXP39S4EGueFNnjwZEokE27dvd/kxFosF8fHxeOCBB7By5couXB0hpCUUaBBCiGe4+vuXisHJDe3y5cvYs2cP0tPT2/U4sViMESNGtDjfgxBCCCHkRkc1GuSGtm7dOgQFBeHuu+9u1+NsNhtOnz7d4nwPQgghhJAbHQUa5IbFsizWrVuHefPmQSRyPty7dl7Hm2++iV27duHixYvIzMzEQw89hMuXL+Oxxx7r7mUTQgghhPQKlDpFblh79uxBYWEhHnnkkSafu3ZeR01NDRYuXIjS0lL4+fkhMTERhw8fxqBBg7pzyYQQQgghvQYVgxNCCOmVqBicEEI8g+ZoEEIIIYQQQjyGAg1CCCGEEEKI21GgQQghxGNMJhOGDx8OhmGQlZXl6eUQQghxIwo0CCGEeMwLL7yAsLAwTy+DEEJIF6BAgxBCiEf89NNP2LVrFz744ANPL4UQQkgXoPa2hBBCul1ZWRkWLlyILVu2QKFQuPQYk8kEk8nEf1xXV9dVyyOEEOIGdKJBCCGkW3Ech/nz52PRokUYNWqUy49755134OPjw/8JDw/vwlUSQgjpLAo0CCGEuMXy5cvBMEyrf3Jzc7F69WrU19djxYoV7Xr+FStWQKPR8H+uXLnSRV8JIYQQd6CBfYQQQtyioqICVVVVrd6nX79+mD17NrZv3w6GYfjbbTYbhEIhHnzwQXzxxRcuvR4N7COEEM9w9fcvBRqEEEK6VWFhoVN9RXFxMSZPnoxNmzZhzJgx6Nu3r0vPQ4EGIYR4hqu/f6kYnBBCSLeKiIhw+lipVAIAYmJiXA4yCCGE9HxUo0EIIYQQQghxOzrRIIQQ4lFRUVGgLF5CCLn+0IkGIYQQQgghxO0o0CCEEEIIIYS4HQUahBBCCCGEELejQIMQQgghhBDidhRoEEIIIYQQQtyOAg1CCCGEEEKI21GgQQghhBBCCHE7CjQIIYQQQgghbkeBBiGEEEIIIcTtKNAghBBCCCGEuB0FGoQQQgghhBC3o0CDEEIIIYQQ4nYUaBBCCCGEEELcjgINQgghhBBCiNtRoEEIIYQQQghxOwo0CCGEEEIIIW5HgQYhhBBCCCHE7SjQIIQQQgghhLgdBRqEEEIIIYQQt6NAgxBCCCGEEOJ2FGgQQgghhBBC3I4CDUIIIYQQQojbUaBBCCGEEEIIcTsKNAghhBBCCCFuR4EGIYQQQgghxO0o0CCEEEIIIYS4HQUahBBCCCGEELejQIMQQgghhBDidhRoEEIIIYQQQtyOAg1CCCGEEEKI21GgQQghhBBCCHE7CjQIIYQQQgghbkeBBiGEEEIIIcTtKNAghBBCCCGEuB0FGoQQQgghhBC3o0CDEEIIIYQQ4nYiTy+AEEII6QiO4wAAdXV1Hl4JIYTcWBy/dx2/h1tCgQYhhJBeqb6+HgAQHh7u4ZUQQsiNqb6+Hj4+Pi1+nuHaCkUIIYSQHohlWRQXF0OlUoFhGI+to66uDuHh4bhy5Qq8vb09to6O6M1rB3r3+mntntOb199T1s5xHOrr6xEWFgaBoOVKDDrRIIQQ0isJBAL07dvX08vgeXt797pNi0NvXjvQu9dPa/ec3rz+nrD21k4yHKgYnBBCCCGEEOJ2FGgQQgghhBBC3I4CDUIIIaQTpFIpXnvtNUilUk8vpd1689qB3r1+Wrvn9Ob197a1UzE4IYQQQgghxO3oRIMQQgghhBDidhRoEEIIIYQQQtyOAg1CCCGEEEKI21GgQQghhBBCCHE7CjQIIYQQN5kxYwYiIiIgk8kQGhqKhx9+GMXFxZ5eVpsKCgrw6KOPIjo6GnK5HDExMXjttddgNps9vTSX/e1vf8P48eOhUCjg6+vr6eW06pNPPkFUVBRkMhnGjBmDo0ePenpJLjl48CCmT5+OsLAwMAyDLVu2eHpJLnvnnXeQlJQElUqFoKAgpKamIi8vz9PLctmaNWswdOhQflDfuHHj8NNPP3l6WW2iQIMQQghxk0mTJuG7775DXl4e0tLScOHCBfzpT3/y9LLalJubC5ZlsXbtWuTk5ODDDz/Ep59+ipdeesnTS3OZ2WzGrFmz8OSTT3p6Ka369ttv8cwzz+C1115DZmYmhg0bhsmTJ6O8vNzTS2uTTqfDsGHD8Mknn3h6Ke32yy+/YPHixfjtt9+we/duWCwW3HnnndDpdJ5emkv69u2Ld999FxkZGTh+/Dhuu+02pKSkICcnx9NLaxW1tyWEEEK6yLZt25CamgqTyQSxWOzp5bTL+++/jzVr1uDixYueXkq7rF+/HsuWLUNtba2nl9KsMWPGICkpCR9//DEAgGVZhIeHY+nSpVi+fLmHV+c6hmGwefNmpKamenopHVJRUYGgoCD88ssvmDBhgqeX0yFqtRrvv/8+Hn30UU8vpUV0okEIIYR0gerqamzYsAHjx4/vdUEGAGg0GqjVak8v47piNpuRkZGB5ORk/jaBQIDk5GQcOXLEgyu78Wg0GgDolf/GbTYbvvnmG+h0OowbN87Ty2kVBRqEEEKIG7344ovw8vKCv78/CgsLsXXrVk8vqd3y8/OxevVqPPHEE55eynWlsrISNpsNwcHBTrcHBwejtLTUQ6u68bAsi2XLluGmm27CkCFDPL0cl50+fRpKpRJSqRSLFi3C5s2bMWjQIE8vq1UUaBBCCCGtWL58ORiGafVPbm4uf//nn38eJ06cwK5duyAUCjF37lx4Kku5vWsHgKKiIkyZMgWzZs3CwoULPbJuh46sn5C2LF68GNnZ2fjmm288vZR2GThwILKysvD777/jySefxLx583DmzBlPL6tVVKNBCCGEtKKiogJVVVWt3qdfv36QSCRNbr969SrCw8Nx+PBhj6Q4tHftxcXFmDhxIsaOHYv169dDIPDs9ciOvPc9uUbDbDZDoVBg06ZNTrUN8+bNQ21tba86/eqtNRpLlizB1q1bcfDgQURHR3t6OZ2SnJyMmJgYrF271tNLaZHI0wsghBBCerLAwEAEBgZ26LEsywIATCaTO5fksvasvaioCJMmTUJiYiLWrVvn8SAD6Nx73xNJJBIkJiZi7969/AadZVns3bsXS5Ys8ezirnMcx2Hp0qXYvHkzDhw40OuDDMD+b8dTv1tcRYEGIYQQ4ga///47jh07hptvvhl+fn64cOECXnnlFcTExPT4gs2ioiJMnDgRkZGR+OCDD1BRUcF/LiQkxIMrc11hYSGqq6tRWFgIm82GrKwsAEBsbCyUSqVnF9fIM888g3nz5mHUqFEYPXo0Vq1aBZ1OhwULFnh6aW3SarXIz8/nP7506RKysrKgVqsRERHhwZW1bfHixdi4cSO2bt0KlUrF18T4+PhALpd7eHVtW7FiBe666y5ERESgvr4eGzduxIEDB/Dzzz97emmt4wghhBDSaadOneImTZrEqdVqTiqVclFRUdyiRYu4q1evenppbVq3bh0HoNk/vcW8efOaXf/+/fs9vbQmVq9ezUVERHASiYQbPXo099tvv3l6SS7Zv39/s+/xvHnzPL20NrX073vdunWeXppLHnnkES4yMpKTSCRcYGAgd/vtt3O7du3y9LLaRDUahBBCCCGEELfzfAImIYQQQggh5LpDgQYhhBBCCCHE7SjQIIQQQgghhLgdBRqEEEIIIYQQt6NAgxBCCCGEEOJ2FGgQQgghhBBC3I4CDUIIIYQQQojbUaBBCCGEEEIIcTsKNAghhBDiEVFRUVi1apXbnm/+/PlITU112/MBwIEDB8AwDGpra936vITcCCjQIIQQQkinzJ8/HwzDgGEYSCQSxMbG4s0334TVam31cceOHcPjjz/utnV89NFHWL9+vduerz1OnDiBWbNmITg4GDKZDP3798fChQtx7tw5j6ynp3I1uPzss88wceJEeHt7U6DXi1GgQQghhJBOmzJlCkpKSnD+/Hk8++yzeP311/H+++83e1+z2QwACAwMhEKhcNsafHx84Ovr67bnc9WOHTswduxYmEwmbNiwAWfPnsVXX30FHx8fvPLKK92+nuuBXq/HlClT8NJLL3l6KaQTKNAghBBCSKdJpVKEhIQgMjISTz75JJKTk7Ft2zYAf6Q0/e1vf0NYWBgGDhwIoOnVbYZh8K9//QszZ86EQqFA//79+edwyMnJwbRp0+Dt7Q2VSoVbbrkFFy5ccHodh4kTJ2LJkiVYsmQJfHx8EBAQgFdeeQUcx/H3+fLLLzFq1CioVCqEhIRgzpw5KC8vd/nr1uv1WLBgAaZOnYpt27YhOTkZ0dHRGDNmDD744AOsXbuWv+8vv/yC0aNHQyqVIjQ0FMuXL3c69Zk4cSKWLl2KZcuWwc/PD8HBwfj888+h0+mwYMECqFQqxMbG4qeffuIf40jt+uGHHzB06FDIZDKMHTsW2dnZTutMS0vD4MGDIZVKERUVhX/84x9On4+KisLbb7+NRx55BCqVChEREfjss8+c7nPlyhXMnj0bvr6+UKvVSElJQUFBAf95x/v/wQcfIDQ0FP7+/li8eDEsFgv/9V2+fBlPP/00fwLWkmXLlmH58uUYO3asy98L0vNQoEEIIYQQt5PL5fzJBQDs3bsXeXl52L17N3bs2NHi49544w3Mnj0bp06dwtSpU/Hggw+iuroaAFBUVIQJEyZAKpVi3759yMjIwCOPPNJqitYXX3wBkUiEo0eP4qOPPsI///lP/Otf/+I/b7FYsHLlSpw8eRJbtmxBQUEB5s+f7/LX+fPPP6OyshIvvPBCs593nLAUFRVh6tSpSEpKwsmTJ7FmzRr8+9//xltvvdVkvQEBATh69CiWLl2KJ598ErNmzcL48eORmZmJO++8Ew8//DD0er3T455//nn84x//wLFjxxAYGIjp06fzG/yMjAzMnj0b999/P06fPo3XX38dr7zySpM0s3/84x8YNWoUTpw4gT//+c948sknkZeXx79PkydPhkqlwn//+18cOnQISqUSU6ZMcfo+79+/HxcuXMD+/fvxxRdfYP369fzrpKeno2/fvnjzzTdRUlKCkpISl99n0ktxhBBCCCGdMG/ePC4lJYXjOI5jWZbbvXs3J5VKueeee47/fHBwMGcymZweFxkZyX344Yf8xwC4l19+mf9Yq9VyALiffvqJ4ziOW7FiBRcdHc2ZzeY218FxHHfrrbdy8fHxHMuy/G0vvvgiFx8f3+LXcuzYMQ4AV19fz3Ecx+3fv58DwNXU1DR7//fee48DwFVXV7f4nBzHcS+99BI3cOBAp7V88sknnFKp5Gw2G7/em2++mf+81WrlvLy8uIcffpi/raSkhAPAHTlyxGl933zzDX+fqqoqTi6Xc99++y3HcRw3Z84c7o477nBaz/PPP88NGjSI/zgyMpJ76KGH+I9ZluWCgoK4NWvWcBzHcV9++WWT9ZtMJk4ul3M///wzx3H29z8yMpKzWq38fWbNmsXdd999Tq/T+Hvelrbef9Kz0YkGIYQQQjptx44dUCqVkMlkuOuuu3Dffffh9ddf5z+fkJAAiUTS5vMMHTqU/7uXlxe8vb35VKasrCzccsstEIvFLq9r7NixTik648aNw/nz52Gz2QDYr/ZPnz4dERERUKlUuPXWWwEAhYWFLj0/1ygNqzVnz57FuHHjnNZy0003QavV4urVq/xtjb9+oVAIf39/JCQk8LcFBwcDQJP0rnHjxvF/V6vVGDhwIM6ePcu/9k033eR0/5tuusnpfbj2tRmGQUhICP86J0+eRH5+PlQqFZRKJZRKJdRqNYxGI5+6BgCDBw+GUCjkPw4NDW1XKhq5vog8vQBCCCGE9H6TJk3CmjVrIJFIEBYWBpHIeYvh5eXl0vNcG0QwDAOWZQHY07HcSafTYfLkyZg8eTI2bNiAwMBAFBYWYvLkyU7pQK0ZMGAAACA3N9dps99RzX39jW9zBCqO98SdWnvvtVotEhMTsWHDhiaPCwwMdOk5yI2HTjQIIYQQ0mleXl6IjY1FREREkyDDXYYOHYr//ve/fO2BK37//Xenj3/77Tf0798fQqEQubm5qKqqwrvvvotbbrkFcXFx7b76fueddyIgIAB///vfm/28oy1rfHw8jhw54nQCcujQIahUKvTt27ddr9mc3377jf97TU0Nzp07h/j4eP61Dx065HT/Q4cOYcCAAU6nD60ZOXIkzp8/j6CgIMTGxjr98fHxcXmdEonE6RSFXN8o0CCEEEJIr7BkyRLU1dXh/vvvx/Hjx3H+/Hl8+eWXfMFycwoLC/HMM88gLy8PX3/9NVavXo2nnnoKABAREQGJRILVq1fj4sWL2LZtG1auXNmuNXl5eeFf//oXfvjhB8yYMQN79uxBQUEBjh8/jhdeeAGLFi0CAPz5z3/GlStXsHTpUuTm5mLr1q147bXX8Mwzz0Ag6Px27M0338TevXuRnZ2N+fPnIyAggO/A9eyzz2Lv3r1YuXIlzp07hy+++AIff/wxnnvuOZef/8EHH0RAQABSUlLw3//+F5cuXcKBAwfwl7/8xSn1qy1RUVE4ePAgioqKUFlZ2eL9SktLkZWVhfz8fADA6dOnkZWVxTcGIL0DBRqEEEII6RX8/f2xb98+aLVa3HrrrUhMTMTnn3/eas3G3LlzYTAYMHr0aCxevBhPPfUUPyQwMDAQ69evx/fff49Bgwbh3XffxQcffNDudaWkpODw4cMQi8WYM2cO4uLi8MADD0Cj0fBdpfr06YMff/wRR48exbBhw7Bo0SI8+uijePnllzv2Zlzj3XffxVNPPYXExESUlpZi+/btfE3MyJEj8d133+Gbb77BkCFD8Oqrr+LNN99sV3cthUKBgwcPIiIiAvfccw/i4+Px6KOPwmg0wtvb2+XnefPNN1FQUICYmBinlKtrffrppxgxYgQWLlwIAJgwYQJGjBjRpN0x6dkYztUqJkIIIYSQXmTixIkYPny4S5Ooe6sDBw5g0qRJqKmp8ciwQkJaQycahBBCCCGEELejQIMQQgghhBDidpQ6RQghhBBCCHE7OtEghBBCCCGEuB0FGoQQQgghhBC3o0CDEEIIIYQQ4nYUaBBCCCGEEELcjgINQgghhBBCiNtRoEEIIYQQQghxOwo0CCGEEEIIIW5HgQYhhBBCCCHE7f4fg5Qz/HWFjwkAAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Generate a 2D ellipse in the XY-plane\n",
"num_points = 2000\n",
"theta = np.random.random(num_points) * 2 * np.pi # Angle for the ellipse\n",
"r = np.random.random(num_points)\n",
"a, b = 10, 5 # Semi-major and semi-minor axes of the ellipse\n",
"\n",
"x = r * a * np.cos(theta) # X coordinates of the ellipse\n",
"y = r * b * np.sin(theta) # Y coordinates of the ellipse\n",
"z = np.random.normal(0, 0.1, num_points) # Z coordinates normal distributed with 0 mean and 0.1 variance\n",
"\n",
"ellipse_2D = np.vstack((x, y, z)).T # Stack them into a (n_points, 3) array\n",
"\n",
"# Apply a hardcoded 3D rotation to map the 2D ellipse onto a random plane\n",
"# Define a fixed random rotation by choosing a random axis and angle\n",
"angle = np.pi / 6 # A fixed rotation angle (e.g., 30 degrees)\n",
"\n",
"# Randomly choose a rotation axis, for example rotating around the Y-axis and X-axis\n",
"rotation_matrix = np.array([\n",
" [np.cos(angle), 0, np.sin(angle)], # Rotation about the Y-axis\n",
" [0, 1, 0],\n",
" [-np.sin(angle), 0, np.cos(angle)] # Rotation about the Z-axis\n",
"])\n",
"\n",
"# Apply the rotation to the 2D ellipse to map it into 3D\n",
"X_3D_ellipse = np.dot(ellipse_2D, rotation_matrix.T) # Apply the rotation to the points\n",
"\n",
"# Visualize original 3D filled ellipse\n",
"fig = plt.figure(figsize=(10, 6))\n",
"ax = fig.add_subplot(121, projection='3d')\n",
"ax.scatter(X_3D_ellipse[:, 0], X_3D_ellipse[:, 1], X_3D_ellipse[:, 2], alpha=0.5)\n",
"ax.set_xlabel(\"X\")\n",
"ax.set_ylabel(\"Y\")\n",
"ax.set_zlabel(\"Z\")\n",
"ax.set_title(\"Original 2D Ellipse in 3D Space\")\n",
"\n",
"# Standardize data\n",
"X_standardized_3D = standardize_data(X_3D_ellipse)\n",
"\n",
"# Perform PCA\n",
"cov_matrix_ellipse = calculate_covariance_matrix(X_standardized_3D)\n",
"eigenvalues_ellipse, eigenvectors_ellipse = eigen_decomposition(cov_matrix_ellipse)\n",
"\n",
"# Sort and project data onto the first two principal components\n",
"idx = np.argsort(eigenvalues_ellipse)[::-1]\n",
"sorted_eigenvectors_ellipse = eigenvectors_ellipse[:, idx]\n",
"X_reduced_ellipse = project_data(X_standardized_3D, sorted_eigenvectors_ellipse)\n",
"\n",
"# Visualize PCA-reduced data\n",
"ax2 = fig.add_subplot(122)\n",
"ax2.scatter(X_reduced_ellipse[:, 0], X_reduced_ellipse[:, 1], alpha=0.5)\n",
"ax2.set_xlabel(\"Principal Component 1\")\n",
"ax2.set_ylabel(\"Principal Component 2\")\n",
"ax2.set_title(\"PCA Reduced Data (2D)\")\n",
"plt.axis('equal')\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "b08309be",
"metadata": {},
"source": [
"#### Vizualize the principal components"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "eb500fe3",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# %matplotlib notebook\n",
"\n",
"fig = plt.figure(figsize=(14, 7))\n",
"\n",
"ax = fig.add_subplot(121, projection='3d')\n",
"ax.scatter(X_reduced_ellipse[:, 0], X_reduced_ellipse[:, 1], X_reduced_ellipse[:, 2], alpha=0.1)\n",
"\n",
"# Plot the principal components as arrows in the 3D plot\n",
"mean_ellipse = np.mean(X_3D_ellipse, axis=0) # Calculate the centroid of the data\n",
"scale = 2 # Scale factor for the eigenvectors' length\n",
"for i in range(3):\n",
" ax.quiver(mean_ellipse[0], mean_ellipse[1], mean_ellipse[2], \n",
" (i == 0) * scale,\n",
" (i == 1) * scale,\n",
" (i == 2) * scale,\n",
" color='r', linewidth=2)\n",
"\n",
"ax.axis('equal')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "0962330f",
"metadata": {},
"source": [
"As you can see, PCA identifies both axes of the ellipse as the principal components and we can extract the ellipse."
]
},
{
"cell_type": "markdown",
"id": "4d6eeea8",
"metadata": {},
"source": [
"## Comparison with Scikit-Learn’s PCA\n",
"\n",
"Scikit-learn also provides a function to perform Principal Component Analysis:\n",
" \n",
"\n",
" sklearn.decomposition.PCA\n",
"\n",
"\n",
"### Core Parameters of `PCA`:\n",
"\n",
"* `n_components`: This parameter defines the number of principal components to keep. It can be set as:\n",
" - An integer (`n_components=k`), meaning that PCA will reduce the data to $k$ dimensions.\n",
" - A float between $0$ and $1$ (e.g., `n_components=0.95`), meaning that PCA will select the smallest number of components that explain at least $95\\%$ of the variance in the data.\n",
" - If `None`, all components are kept, and no dimensionality reduction occurs.\n",
"\n",
"* `svd_solver`: Specifies the algorithm used to compute the principal components. Options are:\n",
"\n",
" - `'auto'`: Automatically selects the solver based on data shape.\n",
" - `'full'`: Uses a complete Singular Value Decomposition (SVD).\n",
" - `'arpack'`: Uses a truncated SVD for large datasets.\n",
" - `'randomized'`: A fast approximation of SVD useful for large datasets.\n",
"\n",
"* `whiten`: If `True`, this option scales the principal components to have unit variance. Whitening can be useful when principal components need to be uncorrelated and have equal importance, such as in some machine learning models.\n",
"\n",
"* `random_state`: Used when `svd_solver='randomized'` to control the randomness of the SVD initialization for reproducibility.\n",
"\n",
"Let's now compare our implementation with scikit-learn's implementation."
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "7a68af0d",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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KK65gz549/OY3v5lhyVwKPM/jRz/6Eddeey2e55U9r1deeSWTk5PFe1pRlOJz6rou4+Pj2LbNOeecU/G+f8Mb3kB7e3vF3/3ABz5Q9v8XXXQRY2NjJBKJOp+h4ERFhBMIXtL8y7/8C9u2bUNVVTo7OznppJPKFqKmpqYZAmA2fvGLXzAyMsJ5553H/v37i69feumlfP/73+fzn//8jIWuEu973/t405veRC6X49e//jVf/vKXcRyn7D379u3jD3/4Q9UFopB8cuTIEbq7u2fEXp500kk1n9d0Dhw4wJo1a8pcg9PZt28fnudVFV6aphWPD5jxPk3T2LRp04KPsZRUKgVQtiH52c9+xqc//WmeeeYZDMMovl6L8IC8+/ezn/0st956K/39/WXxtpOTkzV9R+lnKvG73/2Od7/73Vx55ZUzYltrodJ5l/7ubOdqmibj4+Nlr7W3ty8qyaj09z74wQ/yn//5n1x99dWsXbuWK664gje/+c1cddVVc37PunXrZhx7LBbjD3/4Q/H/jxw5wubNm2e8b8uWLTUf77nnnsuPf/xjTNNk586d3HnnnfzTP/0Tb3zjG3nmmWc45ZRTOHDgALIsc8opp9T8vaV89KMfJZfL8fTTTxdDXRaC4ziMjIyUvdbS0lJTEtXIyAgTExN84xvf4Bvf+EbF95Qms91222384z/+I3v27MGyrOLrGzdunPG5Sq8V6O3tLfv/wuYqHo8vW5iLYHUhRKzgJc15551XjN+sxPbt23nmmWcwTbOmxaBgbX3zm99c8e8PPPAAl1566Zzfs3XrVi6//HIgX19TURT+/M//nEsvvbR4vK7r8upXv5qPf/zjFb9j27Ztc/7OdCRJqiispgvoWnBdF0mS+PnPf15R+EwX1Y2kUNy/IGB+97vfcd111/HKV76Sr371q3R3d6NpGrfeemvNSXgf+chHuPXWW/noRz/KK17xCpqbm5Ekibe+9a0zEuumU4i5jsfjVd+zc+dOrrvuOk477TTuuOMOVHX+0/WuXbtQFGWGkCj87mwxtoUSU6UcOnSoapWNQhWBbDZb8e+ZTKas0kBHRwfPPPMM9957Lz//+c/5+c9/zq233sof//Efzyg7Np1qQnquTcFC0XWdc889l3PPPZdt27bxzne+kx/+8IcVPRHz5XWvex0/+MEP+NznPsf//b//t6ZNbiX6+vpmXOf777+/pqSvwv369re/vWqs/BlnnAHkE9huvvlmrr/+ev7H//gfdHR0oCgKn/3sZ2ckngIzSsKVstTXUXDiIUSsQDAL1157LY888gg/+tGPuPHGG2d9bzqd5ic/+QlvectbKiaC/bf/9t/43ve+V5OInc4nPvEJ/u3f/o2//Mu/5J577gHyCUapVKoodquxfv16fvWrX5FKpcqE4wsvvDDjvbFYrMwlW6BgLS2wefNm7r33XsbHx6taYzdv3ozneWzcuHFWQb1+/Xogb7ktVIeAvIv+0KFDnHnmmbOe31ykUinuvPNOenp6OPnkk4F8OITf7+fee+8tq7956623zvh8NWvlHXfcwU033cQ//uM/Fl/L5XJVm1+U0tvbSyAQKFbBmM6BAwe46qqr6Ojo4O67716Q4D969CgPPPAAr3jFK2ZYYg8dOoQsy7NelzPPPHOGq7+rq6vq+wvX8YUXXihW0yhl7969MxKkdF3n2muv5dprr8V1XT74wQ/y9a9/nf/9v//3vCym1Y5n9+7deJ5Xdg1LPSQLobCJHBgYAPL3ueu67N69e0GhANdffz1XXHEFN998M5FIpKbmKJXuya6urhnXq9Znp729nUgkguM4c84nd9xxB5s2beLHP/5x2XHUQ9ALBPNFxMQKBLPwgQ98gO7ubj72sY+xd+/eGX8fHh7m05/+NAB33nkn6XSaD33oQ7zxjW+c8c9rX/tafvSjH5W5rmslGo3y/ve/n3vvvZdnnnkGyFt7H3nkEe69994Z75+YmMC2bQBe85rXYNt22eLoOE7FrkObN29mz549ZW7JnTt3zmiL+oY3vAHP8/jkJz854zsKVpTXv/71KIrCJz/5yRmWFc/zinGh55xzDu3t7fzrv/4rpmkW3/Od73ynJkE4G9lslne84x2Mj4/ziU98orjoKoqCJEllFubDhw9X7MwVCoUqHoeiKDPO6ytf+UpNVmtN0zjnnHMqdlAaHBzkiiuuQJZl7r333qrhIrMxPj7OjTfeiOM4xQz2Un7/+99z6qmnzhpzHIvFuPzyy8v+ma1m644dO+jo6OCb3/zmjHv8rrvuor+/v1g5AF6MCy4gy3LR2reQZ2Q6V155Jf39/WXxq7lcrmJd50rcf//9FS2Cd999N/BiOM7111+PLMt86lOfmmGBr9Wi+Md//Md8+ctf5l//9V/5n//zf875/kr3pN/vn3G9aom5hvy9/IY3vIEf/ehHFVsSl84HBetp6bk99thjoqOgYFkQlliBYBZisRh33nknr3nNazjrrLPKOnY99dRTfP/73+cVr3gFkA8laG1t5YILLqj4Xddddx3/9m//xn/913/x+te/ft7Hcsstt/DFL36Rz33uc/zgBz/gf/yP/8FPf/pTXvva13LzzTezY8cO0uk0zz77LHfccQeHDx+mra2Na6+9lgsvvJA///M/5/Dhw5xyyin8+Mc/rhi3+a53vYsvfOELXHnllbz73e9meHiYf/3Xf+XUU08tS7a49NJLecc73sGXv/xl9u3bx1VXXYXruvzud7/j0ksv5cMf/jCbN2/m05/+NH/xF3/B4cOHuf7664lEIhw6dIg777yT973vffz3//7f0TSNT3/607z//e/nsssu4y1veQuHDh3i1ltvnVdMbH9/P9/97neBvPV19+7d/PCHP2RwcJCPfexjvP/97y++95prruELX/gCV111FW9729sYHh7mX/7lX9iyZUtZXCXkxdkvf/lLvvCFL7BmzRo2btzI+eefz2tf+1r+/d//nebmZk455RQeeeQRfvnLXxZDBebida97HZ/4xCdmlLm66qqrOHjwIB//+Md58MEHefDBB4t/6+zs5NWvfnXZ9+zdu5fvfve7eJ5HIpFg586d/PCHPySVShXPsRTLsnjggQf44Ac/WNvA1oiu6/zDP/wDN910E+eeey5vectbaG1t5emnn+bb3/42Z5xxRrFMGeSbi4yPj3PZZZexbt06jhw5wle+8hXOOuusosV8Mbz//e/nn//5n7nxxhu55ZZb6O7u5nvf+15RiM8V+/yRj3yETCbDDTfcwPbt2zFNk4cffpj/+I//YMOGDbzzne8E8iEqn/jEJ/ibv/kbLrroIl7/+tfj8/l44oknWLNmDZ/97GdrOt4Pf/jDJBIJPvGJT9Dc3DxrSb4dO3bwta99jU9/+tNs2bKFjo6OMi9GNb797W8XPTml3HLLLXzuc5/j/vvv5/zzz+e9730vp5xyCuPj4zz11FP88pe/LMZHv/a1r+XHP/4xN9xwA9dccw2HDh3iX//1XznllFOKMdgCwZKxtMUQBIKVQS0lZ0o5fvy496d/+qfetm3bPL/f7wWDQW/Hjh3eZz7zGW9yctIbGhryVFX13vGOd1T9jkwm4wWDQe+GG26o+p5CWZq///u/r/j3m2++2VMUxdu/f7/neZ6XTCa9v/iLv/C2bNni6brutbW1eRdccIH3D//wD2WlgMbGxrx3vOMdXlNTk9fc3Oy94x3v8J5++ukZJbY8z/O++93veps2bfJ0XffOOuss7957751RYsvz8qV2/v7v/97bvn27p+u6197e7l199dXe73//+7L3/ehHP/L+6I/+yAuFQl4oFPK2b9/ufehDH/JeeOGFsvd99atf9TZu3Oj5fD7vnHPO8X77299WLfk1nfXr13uAB3iSJHlNTU3eqaee6r33ve+tWkbqW9/6lrd161bP5/N527dv92699dZi6Z9S9uzZ473yla/0AoGABxTLbcXjce+d73yn19bW5oXDYe/KK6/09uzZ461fv75iSa7pFO6Zf//3fy97vXAelf6ZPhalf5Nl2YtGo97ZZ5/t3XLLLd5zzz1X8Xd//vOfe4C3b9++OY9xIfz85z/3Lr30Uq+pqcnTNM3buHGj92d/9mdePB4ve98dd9zhXXHFFV5HR4en67rX29vrvf/97/cGBgaK76lWYuvUU0+d8buV7tGDBw9611xzjRcIBLz29nbvYx/7mPejH/3IA7xHH310zvN417ve5W3fvt0Lh8Oeruveli1bvI985CPe0NDQjPd/+9vf9s4++2zP5/N5sVjMu/jii7377ruv7Lirldgq5eMf/7gHeP/8z//seV7lEluDg4PeNddc40UikZrK0BW+o9o/fX19nufl78kPfehDXk9Pj6dpmtfV1eW96lWv8r7xjW8Uv8t1Xe9v//ZvvfXr13s+n887++yzvZ/97Gczxn+2uazwnI2MjFQ8ztJzFQhmQ/I8EUEtEAgEy8G73/1u9u7dW5fuZLVy/fXXI0kSd95555L95krii1/8In/6p3/KsWPHiqX0BALB6kSIWIFAIFgmjh49yrZt2/jVr37FhRde2PDfe/755zn99NN55pln5uxCdSKQzWbLsuNzuRxnn302juNUjHEXCASrCxETKxAIBMtEb28vuVxuyX7v5JNPLib8vRR4/etfT29vL2eddRaTk5N897vfZc+ePfNqPCIQCFYuQsQKBAKB4ITkyiuv5Jvf/Cbf+973cByHU045hR/84Ae85S1vWe5DEwgEdUCEEwgEAoFAIBAIVh2iTqxAIBAIBAKBYNUhRKxAIBAIBAKBYNXxkoqJdV2X48ePE4lE5ix0LRAIBAKBQCBYejzPI5lMsmbNGmS5ur31JSVijx8/Tk9Pz3IfhkAgEAgEAoFgDvr6+li3bl3Vv7+kRGwkEgHyg1La5lEgEAgEAoFAsDJIJBL09PQUdVs1XlIithBC0NTUJESsQCAQCAQCwQpmrtBPkdglEAgEAoFAIFh1CBErEAgEAoFAIFh1CBErEAgEAoFAIFh1CBErEAgEAoFAIFh1CBErEAgEAoFAIFh1CBErEAgEAoFAIFh1CBErEAgEAoFAIFh1CBErEAgEAoFAIFh1CBErEAgEAoFAIFh1CBErEAgEAoFAIFh1CBErEAgEAoFAIFh1CBErEAgEAoFAIFh1CBErEAgEAoFAIFh1qMt9AAKBQCBYGK7r0T+RJW3ahHSVtdEAsiwt92EJBALBkiBErEAgENSBpRaU+4eT3LtriAMjKXK2g19V2Nwe5srTOtnSEWnY7woEAsFKQYhYgUAgWCRLLSj3Dye59aHDjKdNupv9BPUAGdNm1/FJjk9meeeFG4SQFQgEJzxCxAoEAsEiWGpB6boe9+4aYjxtsrUjjCTlrb0Rv0bYp7JvOMUvnhtiU1tYhBYIBIITGpHYJRAIBAtkuqCM+DUUWSLi19jaEWY8bfKL54ZwXa9uv9k/keXASIruZn9RwBaQJInuZj/7h1P0T2Tr9psCgUCwEhEiViAQCBbIcgjKtGmTsx2CemVHWkBXMGyHtGnX7TdXKq7r0TeeYc9ggr7xTF03CwKBYOUjwgkEAoFggbwoKAMV/x7QFYYSuboKypCu4lcVMqZNxK/N+HvWdPCpCqEqIrfeLFeFBJHYJhAIhIgVCASCBbIcgnJtNMDm9jC7jk8S9qllFmDP8xiYzHH62mbWRisL63qyXEJSJLYJBAIQ4QQCgeAEZKnczAVBOTCZw/PKf6MgKLd0hOsqKGVZ4srTOmkJ6ewbTpHMWdiuSzJnsW84RUtI54pTOxtuDS0IyV3HJ4kGNTa1hYkGNXYdn+TWhw6zfzjZkN9djjhkgUCwMhGWWIFAcEIxl3Wwnu7vgqA8Ppll33A+NjagK2RNh4HJXMME5ZaOCO+8cEPxPIcSOXyqwulrm7ni1Ma705ezQsJ84pB7WoJ1/W2BQLCyECJWIBCcMMzlZr5sewd7BpJ1dX8vl6Dc0hFh0yXhZYlHXU4huRxxyAKBYGUiRKxAIDghmMs6+PTRCb78q310NwdYE61vHOVyCUpZlhYsEhdjkV5OIbnSEtsEAsHyIZ5ygUBwQjCbdRAgY9qMJA3O7okWxU893d+LEZRLzWITspZTSK6kxDaBQLC8iMQugUBwQjBb/dRkziZp2OiqhDUt4We5GwQsda3TeiRkLUdCW4GVktgmEAiWH2GJFQgEJwSzWQdNx8W0XXyqgq7M3LvP5f6ej+t9Pu9d6hJV9UrIWq6EtgLLndgmEAhWBkLECgSCebFcxe3nYjY3syZLmLZLa1gn4p857c3m/q4mNF99agcBTS0bh4OjqZpF6XLUOq1nQtZyC8nlTGwTCAQrAyFiBQJBzazkLkmzWQcHEznaI76KoQazxVFWE5qPHhzjF7sHaY/40FUZv6oQDWoMJw0c15tTlC5Xiap6J2Qtt5BcTXHIAoGg/ggRKxAIamI1dEmqZh08Y12UN50T4dd7hmt2f1cTmpbjEc+YjKQMVEXi5RtbyZgOD+4bJWs5XLytfc7EseUqUdWIhKxqQrIeFvuVavUXCAQrAyFiBQLBnCxncfv5Mpt1cH1rsGb3dyWh6Xke+4dT5CyHriYfacMhYzoASBLIksTB0TQtIb34mUqidLlKVC1VZn89LPYr2eovEAhWBkLECgSCOVltXZKqWQfn4/5OGhbjGQNdlfE8iPhVkjmbeMYk7NfQFImMaWI6LgCO59Ec1BhPmyRzNk2BFy2d00XpcpWoWoqErHpY7FeD1V8gECw/QsQKBII5OZG6JNUSR7l/OMldT/VzYDjN4dEMfk0hFtRpDevYjovmV7EcF0WWi9UOVFkGPGzXLQrbAtNF6XLWOm1kQlY9LPYryeovwhkEgpWNELECgWBOXkpdkgpWwLGUSUfEx0TGxK/KjCRzjKdNHM/Dsl1Shk1Hk79Y7aAlqNM/kSGglZfxqiRKV0KJqkYkZNXDYr9SrP4inEEgWPms/hVHIHiJspRWopdKl6RSK+C2zjDtEZ1n+iZIGTYhn0Iya2PYDgOGQ3tEZ3N7qDgWm9qD9MUz5G2weYvsbKJ0uUtUVbJIL/aeqofFfiVY/ecbziAstgLB8iBErECwiigsls8PJHjycJyRZA7DcRtuJVpuy+FSMd0K2BLycVZPlAPDacYzJi4ergctYZ1YyIemyEWxOpa2OLMnSkfYx0TWYjhpzClKl7tEVSn1sDzWw2K/3Fb/+YYzCIutQLB8CBErEKwSCovl031x9g4msafqkZ7U1YRfkxue9LLclsOloJIVsCXkI7ZBJ5mzyVoOQ4kcbzm3hwPD6YrjsKltfqJ0JdQ6rVciVT0s9stt9Z9POINhOyIBTSBYRoSIFQhWAaVxmvG0iaZItIR0JrMWz/ZPclZPlK0d4YYnvawky2EjqGYFlCSJpoCGJEEsqHPqmmauOKWr6jiUilLX9egbz6zY8apnIlU9LPbLbfWvNZwhaVjc//zIikhAm44IbxC8VBAiViBY4ZSKjK4mH4fH0kQCGj5VQVdlxtMmB0ZSnLM+tiRJLyvBctgoqlkBPc8jkbXYP5Li5O4mHNdl73CSkK6yrSNSVSCsBldzvROp6mGxn8931Fuw1RrOkMrZKyIBbTqr4Z4TCOqFELECwQqnVGQYtovtumhK/tGVJImwXy3WJg36Vk+pq5VIJStgznJ4YTDJwGQODxiYyPHQ/lHawj7awr6qAmG11DptRCJVPSz2tXxHIwRbreEMYZ+67Alo01kt95xAUC+EiBUIVjilIsPzbFRZxnJcfKoCgKbIpAwb03GRTE6YUlfLRakV8Om+OHuHktiORzSoYdouluPhGDZjErSF9YoCYSXVOp2LRiVS1Wqxn82SOtt3NEqw1RrO4FOVFVV2bjXdcwJBvRArnUCwwikXGSotQZ3hZA49JCNJEpbjosoymixxfCLL+tYQyZxF33hGxMItkC0dETa8MsTf3fsCOcthc1uIF4ZSjKYMOpt8AIynTQYTBjt6o+wfSZcJhJVS67QWljORaqGW1EYLtlrCGVzXW1Fl51bTPScQ1AshYgWCFU6pyNjaEWZzRyjfEjVtEvIppHIO0ZDG/pEUyZyN7Xr88/37RSzcIhlI5BhNGWzrjOB5MJG1CPu1okAohHGkDGeGQFgJtU5rZb6JVPWKQV2MJXUpBNtc4QzLnYA2nXrccyIhTLDaECJWIFjhVFosT1/bXIzTVBUJXZFJ5myaAhq9LUGCunpCxMIt56JaKgriGbPYbraApsikp8I4okGtTCAsd63T+VJrIlW9YlAXa0ldqk3CXCERK6ns3GLvOZEQJliNrIwZVCA4AamnAJu+WBq2Q29LkB0bYrxsfYynDsc5Op5lW+eJEwu33ItqqSjQFRlVkbEcD5+aH0PLcVFkGV2RZwiE5a51uhDmsjzWMwZ1sZbUlbRJWCll5xZzz4mEMMFqRYhYgaABNEKAVVss+yey/GLXEGuiJ04sXD0X1YVuJkpFwZb2ELGgzkgyhx7SAUjlbDqa/IR9CvtH0mUCYaW5mmulmuWx3jGoi7WkrrRNwkooO7fQe04khAlWM0LECgR1ppFWjUqL5WqKv6yFei6qi9lMlIqC/SNpupt9JHIWQwkD8Aj7VbqafOwfSVcUCCvJ1bxY+iey7B9OEvGpjKVNdEUm4s+Lx4VslBZrSV2tm4RGs5B7TiSECVYzQsQKBHVkKa0aBQvj4GQOx/FIGxZNAX3G+1Za/OVc1GtRrcdmYrooaA3peB5IeLSGfIA0q0BYKa7mxfL8QILnjieQJHA8D1WWaQnqbO4I0RLyzXujVA9L6om0Sagn873nTrRNsOClxepY1QSCVcJSWTVKLYxZy6EvnuHQWJrzNrTQGvYV37dS4y9nc/HXK8u6XpuJ6aIgoClIQMZyZhx7tfNazRas/cNJ/uvZAVKGTTSo0eTTsByX4WS+9epZPVE0RZ7XRqleltRqgg1Y0a1+G8187rlSq3jYp5LM5ZMVC9b21bYJFry0EHelQFBHlsKqMd3CuEYPENBknjgc54G9I5y7IUZ3NLBiXatzufjrkbRT781ELaJguRPRGkFhM2BYDutbg4wkDcK+fEMNPZRvebx/OEVzQOeMdfPbKNXLkjr92pyI16GRFKzijx4cw3Zd4hkL23FRFZlYUEOVZV6xuXVFbYIFggJCxAoEdaTRWdPVLIw9LSGCusLjh+LsGUyRsxz8mrqsrtVKVsmDo6k5Xfyb2sKLdjUvtYv0RM3uLmwG1kQDtEf8pAyH8bRJ2K+iKTK6KnNkLMO5G/0L2ijVO9ziRL0OjUSWJbZ3R7jzmX6SOYvWkE5zUCNrOhwcTRPxa5zUFVkxm2CBoBQhYgWCGqg1w73RWdOzWRhbw34u3NLK8ckcbz63l83t4WVzo1ayhm1qDzGeMud08X/g4vCiXc1LWYLpRM7uLt0MKLLEWT1R9g+niGdMUoaNLElE/CrXnNFd12TFhXAiX4dG4roeewaSdDf7aQ/pxLMWiayFIstsaguhKjIvDCa59KQOMW6CFYcQsQLBHMzHPdnorOm0aZO1HMKOymjKKMsSBwj6VFRZoqvZv2xxmNWsYU8cHufoWIaze6NzuvgX62qudTPR3eRfdOzkiZzdHdJVfIrMUCKLriroisw566OkDAfTcTFtB9vxOLmrabkP9YS+Do2kMG5bO8IVY2JThi3GTbBiESJWIJiFhbgnG5k1PZo0ODKWZu9QEkliRpb4cidhzGYNWxsN8MJgkuMTOdbFgkiShOd5xUVTliBn2UUX/2JczbVsJk7qivD13x5cdOzkiZzdnTUdRlMmB0ZSBHVlKk5SZ0tHmJagxh/6M2xsC+F6Hq7rLaul7kS+Do2kdNwkSaIpUO65EOMmWMkIESsQVGEx7snFxvpViye9+9kBbNfDdjzaIzq26xWzxM9c18xY2lrWSgSzWcN8qkLIpzKSMkjmbGzXK7qmbcfFm3rPSNJge1f+M4txNc+2mTipK8Kv9wzXJXZyqUMXlqpc1/7hJLc9chgkaAqoWHZ+ozGcyDE4mcX1QJYkPA++9Mt9y548tZK6eK0mKo1b6ebStPNW2fmM23K2ixa8tBBPs0BQhcW6JxcqwCrGk7aFGM+YxDMW521oYeexSSYyFmG/SjSoMZI0ePxQnHM3tCxrJYLZrGERv0p72MfhsTTDyRxHx7NkTZuwX0P1KYwmDWxJ4ufPDtLd7K+LGKq0mehu8vP13x4sbk6A4oLdGfExmMjNK3ZyqbpHLWXWfekG7uyeKPGMyYHhNOMZE9NxGEtZBHSFV25tZW0stCKSp1ZaF6/VwvRxK73WluOQNV02t4fJWrVZYkV1CMFSIi/3AdTKZz/7Wc4991wikQgdHR1cf/31vPDCC8t9WIITmBcFWeW9XkBXMGynrm62QvjCruOTRIMam9rCRIMaTxwZ5/49wwQ0mdawj7N6orRH/OQsl4msharIqIrMVad3LetCUWrVmY4kSayJ+vFrCrsHEiSyFtGgBnhMZCwiAY3zNsaIZ0x+8dwQruvV5ZgKm4ntXU30tAQZSOSKm5N4xuKJw3EeOTjGYwfHePTQOCNJg6eOxumfyNb8/Vee1klLSGffcIpkzsJ2XZI5i33DqbqUOKt2X+w6PsmtDx1m/3Bywd9diekbuJaQj3M2xHj5phZaQj5iQZW2sE406EORJSJ+ja0dYcbT9b1282EprsOJSOm4Pd03weOHxhlKZJElwJOITIUX3PbwkTnvs6W+TwWCVSNiH3jgAT70oQ/x6KOPct9992FZFldccQXpdHq5D01wgjKbIIP6uyenhy9E/FpRIKyNBshYDscnc3ieR0tI59wNMV6xqZXzN7ZyweZWNrQGaI/45v6hBlKw6gxMHWcpnueRtVzO29iCX5VRFYnJrEXOculo8nNWT5TWsL/Mwt0ICpuTnOXyTN8EI8kcfk0hFtLxawoTGYu9Q0meH0zU/J2F0IXT1jQzkbE4PJpmIpMP7VisZXK2+6JRwrHSBk6SJCQkDNulNeLDcT3G0yajKYNE1gJo+LWbi0ZehxOZLR0RbnrFBvDyXglJknA96Gz2c96GFs7ujc55ny3HfSoQrJpwgnvuuafs/7/zne/Q0dHB73//e175ylcu01EJTmSW2j05Vzxp2KcykszHkzYFtLIkjGTOwq+pyx7vV0tC1cUntZPM2bSHfTieN6PCQqMTSQoZ9y8MJsiaNi0hvfjbPlXC8yuMJB2ePDzO5dtrt9w1qsXscmTdV4svNR0X23VxLYmJrMWz/ZPIEsWErw1twbp7J+bLamj1uxJjRgO6QltYp6u5tViJovS5nOs+E9UhBMvBqhGx05mcnASgpaWl6nsMw8AwjOL/JxK1W1YEgkaXy5rOXPGkbWGdI2MZDNsBXhQWKy3eb67qDD5V4R5tEFWRiPn1GZ9vdALO2qnC/Y8dGqcj4puxOUkbDt1RPyMJY94LbiNazC5F1v10UdXd5K+4gdMVGdtxGU2ZRZGjqzKW4zGSzDGeNuhpCa6IzVTpdXBdb8W0oZ0rZnS5BG7atDEcl7WxMEqF35vrPhPVIQTLwaoUsa7r8tGPfpQLL7yQ0047rer7PvvZz/LJT35yCY9McKLRyHJZ05ktu1qSJNZGAwxPCSu/pjRUUC+W2axhrustawKOLEucsyHGPbsGSOYskEBTZCzHJZWzCegKJ3VGmMxaS7LgziVaGp11v3cowR1P9nNgJIXjucQCOls6ImzvjszYwOWz1h0c12NNaz6+GfIWbC2ocTSepdN26W7yL2wwGsBsonFTW20W23oJy7lK9l22vYM9A8llSYpa7H0mqkMIloNVeTd96EMfYteuXTz44IOzvu8v/uIv+LM/+7Pi/ycSCXp6ehp9eIITjKVyT84VvpC1XC7b3kEspHNwJN1QQV0Pqlkll9rCXYmTu5vY1hUhnjZJmw5pw0aRZTqa/GxuD6EpMjnLbfiCW0smdyPDWn71/BBf/tU+RpIGuirjU2WSWZvRlDlDVA0lctiuRzSo0RRQyVkuquKUbQCiAQ1dlRlI5FaEy3g20fj8YIKOsI+JrDWrYCy9RlnLxnWhuznA5ad0cMHmtnmVzZutZN/TRyf48q/20d0cYE106VvmLvY+E9UhBMvBqhOxH/7wh/nZz37Gb3/7W9atWzfre30+Hz7f8ia6CE4MGuEmrvQbc4m7G8/vrdl6BCsz9g7mtnBvags31P27Nhrg7J4Yz/ZPcnqTD8t9MTYXYN9wquELbq2NNBol+vcOJvnyr/YxmMjR3eRHmwoLmMxaGLYLwAuDSd7/yk0MTLmBBydz/McTR4kFdQ6PZhjPmGUbgA2twSWzYM/FbKLRtB0e2DtKQFe4cHMra3yVx770GgU0mXjaYiRl8MyxCR7YO8yl2zt42/m9NYnL2WJGATKmzUjS4OyeaNGSuZQtc0vvs71DSSJ+FUWWcNx8zdjWsG/W+2wh9+lKnZ8Eq4dVI2I9z+MjH/kId955J7/5zW/YuHHjch+SQFB3ag1fqEVQr/R6jdUs3AdHU3ztNwcaetylC+5Q0iguuCnDXhJr8HwbaVS7L05b08SZPVHsqZjPWkWA63rc8fs+RpIGXU0+fCVhAXpIZzxtkrFs9g0ly6yqIV0loKn4NYVzNsQqtihdCgt2LVQTjZ7ncXAkgywVyvNIxSz60rHf0BIqXqPWkM7OY5Nkp1zlsaDGaNLgwX2j5CyXd/3R3FbS2WJGkzmbpGGjqxLWtOz9pUyK2tIR4bLtHXznocM8dzyB5bhoisyGthBv2t4x5znOJ/xqpc9PgtXB8s80NfKhD32I22+/nZ/85CdEIhEGBwcBaG5uJhAQ7gnBiUM9whcW0i53OZhu4V7K417KeOfpLCSTe/p9MZI02Nk3wY+f6p+3CCj8vq5K6Koy4/fDfpVkzmYia5ZZVUtdxls7wmUtSleay7iSaPQ8j+MTWY5PZgnoCpbjYjpu8e+lY/9UX5wDIym6mnzsGUzNqGQRDelkTYf+iUxNVtLZYkYLnbF8U1UBprNUSVH7h5P8es8wIZ/KKza1FmPYEzmbX+8ZZn1rsCYhO9f8tVrmJ8HKZ9WI2K997WsAXHLJJWWv33rrrdx8881Lf0CCVcNqdFktJnxhMe1yl5PlOO7lKse00Ezuwn2xfzjJPbsGFywC0qaN4+VLt1lOXjyVoikypm0hS+XtRldCPHOtTBeN42mT/cMpBiezjCQNNCVfqzhj2BB+MeysMPZjaZOc7RB2812swlPC07AcHM9DIu9qjwX1mqyks8WMarKEabu0hvViSEspS5EUVfr8besMlx1fl+exdyjFfz7Zx/VnryXi02Z9Tmabv1br/CRYmawaETu9cLpAUAsvRZfVaq3XuFzHXY945/lulBaTyV0PERDSVWIBjWTWYjJroYfksjE37bxlcEtHeIZVdTkt2POhVDSatlsMBwhoCj5VwnJcZFlm33CKsF+jJZQv91YY+9aQjl9VSOQsbMfFlmE0aZO1HNyp9UiRJVzPw3LcOa2ks20ABhM52iO+it0Bl8rCPdvzF8+YjCRzPHd8kr1DSVqCvgXPo6t1fhKsTFaNiBUI5stL1WW1Wus11vO4l9L6vpCN0mIyueshAtZGA2zpiDCaNjFsh/G0SdivTllgHQYTBl1Nft6wY23FcVsNDQUKorF/IsPjh8cxLJf2iI7teICEJMGaZj85y+HASIpYMAZQHPuX9cR44lCcxw+P4bj5a+J6oKsysiSRMRwkCfYMJumtsTZutQ3AGeuivOmcCL/eM7xsFu5qz9942uCZvgkyho0iS3Q1BQjqyoLn0dU6PwlWJkLECk5I6umyWm3hCHNZ+TKGje14DE7mVtT51KvO5FJa3xe6UVqMW74eIqD09yF/TyQNG9M2MW2P7iY/H3nVVrZ1Ns36HSvdUralI8JrTu/mmb4JnKk2x4os09saJG3kWw/rqsxoymBgMkvKcIpjr6oyV57WybF4hl39CTKmQ3NAxQNylotPU+iI6IykTMx51MadbQOwvjW4bBbuSs+f53kcGE6TNR3Cfg3DdgloyqJc//N9zlfb/CtYWoSIFZyQ1MtlVY9C6UvNbFa+sZTB44fH0WSJ/3iij4C2csIr6lFncimt74vdKC3ULV9NBOQbEdjEMya26xHUlIqfr/T7+4eTTGQtZAk2d4R548t62NZ1Yngp2iI+1reGZrQ5jmdMDgynGU0bJLIW42mLHetjZWO/pSPCa87o5vFD41iOS9Jw0GSZkE8h4tPIWS7RoD7v2rjVNgDLaeGu9PwlczbjGZOQTyFt2HQ0+Ysxuwt1/c/nOX8phoMJ5ocQsYITknpYq+YslB7xMZGZvVB6I5jLMlHNyjcwkeWJw3EATtsQY000uKLCKxabNFQP6/t8rD712CgtRLRUEgHjaYMDw2nG0gaTWYuWkI+fPnOcq07vmvWaroawgMWSLwumzGhz3BLyEdugMzCZb5f7/os3cc76lhnn3h7xsa0rzKlKM0fG0qRyNpIESNDR5Gd9a5BEHWvjLpeFu9Lzl7UcspaNZcsEfSqb28sTvhbi+q/1OT84muLbDx6ifyJLLKjTFvKhyKyY+UqwMhAiVnBCsljX9OyF0l0e2DtCQFO4cEtb1ULpjaBWy8R0K9/gZJbDY1kCmsJ5G2O0hv3F81lJGcGVjttxYU00wKtO7mBTW7jqZxcrKudr9alXbN98Rct0ERDQZF4YSpLK2YBEW9jHts4wzw0kGEjk5rwfV0NYwHTms9mYzfIHkDJsdqxvqShg4cXauNGgxobWYMXauMYKqY27WKY/f/GMietCtEnjlO7mYvJbmdXf8QjMYfWf63cqNTv59M928+SRODLQH8+iKjKxoM7m9hBjaXNFzFeC5Wf1P3UCQQUW65qerVD6gZE0spRPDAEqFkpvxOQ6X1d5qZXtwEiK7z9+lDXNgbLanrDyMoILx/3QgVF+9fwQA5M5BhM5fvxUPzv7JhsiKhcShrCcveILIuCeXYPc/ewA42mTaECjJZzPGm8J6Xiet2I2J/VkvpuNhVr4C0I5aVi0hXWOjmfZ1jl7bdwTIX6zdN5I5izuevo4R8fTxIL58y6UKounDeJZi7aQzv/beZyrTpvd6j/b70wfr9/tG+H+F4ZxPYiFdDRFwnI8RpI5UobN1o7QnPPViXAtBHMjRKzghGSxrulqgqhgfYgGNTKmXbVQer3F4EJd5QUrW9rMZxaHfJUf+ZWWEXxwNFWsg7o2GiCoqw0TlQsd2+XuFb+lI8K1Z8o8e2ySbZ0RYsF8jdHCcSzl5mSpBENhszGWMoj4VZr8Go7r8mz/xKxekPnGH08XyqbtMpI0SJs2WzvCVd3f9Y7fXC4hVmqd11WZWx86XGL1T+VDKvBoC+uc1BnhueMJBibntvrP9jsFXNfjV88PkbUc1sUCKHK++UNpN7n+iRytIa3qfCViaV86CBErOGFZTD3LaoLIdFxsx0VXJRRZntFdp1FicLGu8qW2Gi5m8V1qUbnQsV0Jhf+zloOiSKyLBVEq/M5SbE7qKRhmu28K98XRsQy263J4LIPtuFNuZo204cyZSFdL/G81q7xhuSSyFkfHM/hUuWwuAfj2g4fpn8jQUozflKpuump5PlaKECta/Z8d5O5dg4ynDZoDGq1hH5vbQ7SEfHW1+vdPZBmYzBHyqdiuR+kUW+gmN5oyiAa0ivPVS7W04ksVIWIFJzQLTVypJoh0RUaVJRIZizWx4IzuOo0qD7PY+MultBoudvFdalG5mLFd7sL/C9mc1NO6V0/BMNd90z+R5em+OMPJHI7rEfZraH51ys1soMgSTx2Nz2p1niv+d7YN1Nm9UfYOJVnfGuJ1Z60h4teKz8un/2s3Tx4eR5Ly968qy7QEdTa1B2fEb9byfMw2rv0TWa4+vYv2iG/JrLNbOiJcd5bMs8cnOakzTLSBVv+0aSNLEu1hH6MpY0YjDlWWSBs2a6KBGfOV6Ab20kOIWMEJz0ISV6oJIvBwAceDTW3BJSsPU62GYyHJxLTziSZBTaFvPDNDoCyV1bAeomapReVirdSNyvCvRWzOd3NSb6tpvQRDLfeN6bgcHc/gOB6tYb34ewU381jKpG88Q9Kw5nUepcy1gVoTDTCSNIj4teKc8uC+Ee7fM4zneURDOpoiYzkuw8kcScNia0e4KO4M25nzPDe1hWdJKnV4/NA4z/RNsL41QEBTl8w6m7EcFFlibYOt/oVqEoGon7RplzXisByXeNokoCm86uSOGfeV6Ab20kOIWIGgCtUE0UVb2hhKGoylLXRVqRofV0+X1nSxUqhxOZ4xsRyHrOnSHfVz64OHmMzZFQVKo62G9RI1tYhKXZFJZC32DCYI6SrdTX76J7McGk0DcM3pXUiyRNZyFpW9XquVeiEbpdlEaq1icz6bk3q7WeslGGq9b162PkrWdMosgKW/59Nkkjl7qkrDwpjvBsp1PX65e5iM5dBTFr+poIdkxtMmxydztAR1kjmL+/eMzHmerz1Drjiu42mDnccmMWwHx/NoD/tRleohC/UmpKv4FJmhRBZdVYrVGQrHWK+QpNLn8cx1zRwcyTCeMUkbeQutT1X4o61tXLC5bcZnRTewlx5CxAoEs1DNylaaxFGpPMzXfnOgri6tUrHydN8Ew4kctpPvGoQn4VNl+uNZhhMG526IsaktXFGgNLIuaL1EzVyict9wCjz4/mNHMaas0PG0yUTWIms5SB40BzVevqmVt53fO6e4rEUIXn5yZ13HbDaRCsy7CsX0zYmuyPS2BNmxPoZPVbBtt+5u1oUIvkpjWOt9c3J3hICmYFhOxfvCsByCukK4SvJiLczXKp+P38wS9qnYLhXjN0eS+RjSlGHXdJ4HR9MzxrW0c1Z7xMdE1sLxPGJ+fcnc5FnTYTRlcmAkRVBXiiWvtnSEiQW1uoUklT6PY2mTk7rCOC4kchbxjMm6aJC3nd9btRzaclUMESwP4koKBHNQyco2mxjsG880xKW1pSPCTa/YwN/8bDfJnE1QV3A96GjykTUdZAmQJAYTButiwaoCpVF1QetZN7WaqNw3nGJwMkdXk59YSCdnuTx8YJShRA5Vzrt7fZpMImNx3+4hhpMGH71865wWqtms1Cd1RfjFc4M82z9J2rIJaSqnr22es5FANeaKd/Sr8rzFZun9+PxggicPjTOcyHHXM/3cs2uQtrDOwdE0vS3But2T8+kcNptot12vpvtGkiR6W4Mci2dmuJhTORtVkelpCVYUL7Uy2wbKdV0OjKTY2BbC9Txc18vHb8qUxG/qZZ8pxG92N/sJ+9WazhOYMa6Fzllhfz7ZSS1JKl3MnFJrfPT+4SS3PXIYJGgKqFi2iyzBcCLfKKIj4qe3NVi3RMbpz6Nh58Xn+RtbZ/UaLXfFEMHSI0SsQLBACmKwsBDsHU4S0lWShtUwl1ZAV2gL63Q1txZdep7n8eihcSKBF+s4JnM2TQFtwQvcQpJ/6mkFqWZdxIOuJj9n90YB2H18nETWwqfm45XTpkNzQMPfpDCWMtg7mBdPmy6Z20JVaWOStWy+/Kv97B1K4rhe8b2HxtLsGUrWJJBLmct1vvPYBCNJk/M3xuYtNmVZwrAdHnhhpEQg50uT7R5IcHQ8Q0fET8Q/87gWck/W2jns1gcPMZI2cVyvomX5qtO6Zr1vMoaN7Xq4nsemthCG7WDbHvGsRdqwUWSZ9ogPVZF5WW9sUQJltm53u/oTWI6H58GXfrmPze1hzuhpJqCpBKIKadOpEL9pEdBUXnVyJxGfVtPzsbEtNGNcTcfFdl1UWWEiY5W1f4WFXb9aQ1ZK79mze6JloUyS5JHMOXQ2wU0XrK9rOMNCvEYroWKIYGkRIlYgWASVFoK2sI5puw1xaaVNG8NxWRsLF5MrRlMGtuuiKfnvSxnl9Wvnu8AtNPmn3laQ6YtYImvx/ceOEpuydiWyFsNJAw/wazIe+bE17XyYRSSgkczZ/KF/omYBX2qldl2PT/9sNzv7JtBVmYhfKxZdT+YsdvZN8P3HjvKJa06peVGcy3UeDWrsGUgwkjIBaUb852wu+oCmFGvrThfIW9rDHBxJ88JQgrZw24zfXsg9WUvnsK0dYR46OEbWdLh4W1vxeYj4NUK6wh/6J/nl80O0hjT64jm2dZaf71gqx+OH4qiKzA+f7MNyPBJZmya/xulrm1FkCcfNW35bw/URKNM3UPuHU/SNZ9BUmbN7m8vaNfdPZIkGNAYSOc5c18yBkTTxjEnKsFGn4nQv2tLGhVPxm7U8Hz2x4AwhpkgSngcjSZOmgDaj/et8r9984qOn37OFdr2lSaW24xLQ6i8nFuI1Wu6KIYKlRYhYgWCBVFsIjo5nGUkaGJbL2b3Rurq0Klk782W/8pYfoMzVCPNb4BaT/FMQNf0TWXYemyAW1GnyaygyDCaMBVlBShexPYMJDMclOHUepuMWzzn/lRKm55C18okvEoDnkTGdBVm9++IZHj00jixJtIZmZsMPJQweOThOXzzD+tZQTd85W8jFeNrgyFiGRM7mqSNxmgJaMeaw0O6z9FpO32w4jkdfPMP2rsgMkdoU0Ohu9jMwkSORtWgO6sW/LeaenKtzmCpLyIAiwcHRDC0hX5nFdiiZY99wio2tIVKGXdZMYGAiyxOH4wCcu7apKB4NyyWRs/BpcrFe6xnr6itQChuoY/EM337wMJIEZ6xtRp5K3CoN7+hu9hMLaoylTbZ3hbHdF8Mp1kYD3FgSv1mrlXC6EMtZDj5VRpE9zlz3YvvXhVy/6d4AoChIOyM+BhNGWchKpXtWkqRi5zLbdTk8mq5bslQ9SsA1MvZfsLIQIlYgWACzuYW3dapFy+HeoSRrooG6ubQqWTsjfpWWoM5QIguSRGeJq3E+C1y9qgv4VZmRpMm+4RQS0Bx4MclqMSJjuoDXFRltSqy7HliOQ85yGU4YUHJ4XVFvQVbvQ6NpJrIm7WFfRatpc1BjLGVwaDRds4itFnIxnjZ4pm+CRNYioCmocmEc8202z+qJliXPZE2H2x4p32wci2cYS5u8MJQk5FNpCfnKjvekrggjKYP9Iym2dUbqdk/O1jks7yXwaApqxTAX23V5pm+CrOkQ8ikAtEd8yFPW9aPjGXRF5vBYmoCucN6GFlrD+XOZrV5rvQWKLEt5i3/OYnN7uChgCxTCOyYyFq9/2Vp29k3OGb85HyvhdCE2mjS4+9kBxtImuirXfP2mi0LX84qW1dLQgHy4gkxIV3jqqFv0XixlslQ9S8A1KvZfsLIQIlYgWABzuYW3doQ5Op6htyXEaMooLlanrWnmjJ5mbNejbzwz78W3WsxXV7OPvngG8Ohq8uF4HlnDrrjALTZLvJprvtSKe/7GWFlGcc5y5j/I05gu4CN+lY6Ij4mMSca0yZoOiiKjqzKyDOmcjQukcjZZa2FWIskDD6/KX/PxkaNJo1jqa67rWWkTUsg8zxj55KTe1iC245IybEI+hVTOZvfAJO1hH61hH5ef0sF9z83cbMSCOrGARjpnc2AkTSxYnmTk1xS2dUbY1BYuuydLBdRCrWDVOofpioyqyEhIOK6DYTscHs2QNR1aQjqm46JNZbn3tgSL4vTlm1r4weN9rIn6aQroZb9VrV5rI6g1WbEt4uNPLtlc09jNx0pYJsS6oKvZPy83eSVR2BTId7zyazLP9k+SNZ2pOF4Vy3GZyJiMpAyeH0jQ0xJcsmQp0WlLsBCEiBUIFkAti5tPlbn+7LylqGBJeeboBHc+1b8oK0M1a86rT+kEDyayFodH0xUXuNJFLWs5uF4+2eZVJ3fSGtYXnJBWzYobC+XFST1KAFUS8BvbQwxMZumfyOF5ENEUPDwyhguSRHeTjya/xi93D7OlPTKv397UFqI5qJHIWPiblBmL92jSwHI9fvHcIL9+Ybim61npHGzHYyiZw3bzmd+nr40CXtFC5nh56/I561t40znr8KlKxc1GxK8SC/k4PpFlLGUUk/sKxzswmeNlvTHed9EmBqauY6mAWowVrNRaF/apRfe0JkvEghrHJ3L4NRnTcYtZ9pDfYBSSlAridDiRYyxlkrFsHDd/7NM3VUtV73M+Vsj5WP4WaiXc1Bbm2jNlDk7VQ97YFqInFqxaUaCSKDwwkuLoeIbRlIFpu7SUhcooeH4YSRr8/kicy0/uXHSyVC0bI9FpS7BQhIgVrDrq2TZzodS6uBUsRfuHk/x8KummHlaGatYcYNYC+oVFLaDJxNN5i8vOvgkeeGGEczbEFpyQtlSdciqV3lkXC5LI2bhuPkbWdPJWx3WxAKevjaIp0oJ+e10syMs3tXLf7iHGUgaRgFbMOh9LGkzmbNrCPtbGAoR8Ws3Xc/o5jKQMspZDbyzI1s5IMd6xkDyTtRyGEjled9YatnRE2DOYqLjZkCSJLR1hEjmLsZRBPGMS9M0UG6oqzxiHxVrBCta6Rw+OYbsu8YyF7bioSj5u1bBdfGp+7CzHQZ8qIxbQ1bIkpZzl8NxAgqGEweHxNMfjWZqDOmuiAdrDvqLYXap6n2ujATa1hXjiyDhro4GpZ/pFC/pSlmyazyajUtxr3iti0RxQsZ28J2hjha6DacOmO+pnOJErPjMLTZaq9ZhFpy3BQhEiVrCqqGfM1GKYj4utUVaGatacSq+VHkNrSGPnscli96NYUGMkafJM3yQBTV5QQtpSdsqZLuAHJ3P8x+NHaQv7SBg2eBALasUSY7brLui3ZVnibef3MpzMl+pK5mzAAw8ylkvEr3HRlraiu3s+17P0HA6MpPj+Y0dnuM4LyTOSxFScaX5jMdsGqiWkc1JnmD1e3sVfzSJfSj3uT1mW2N4d4c5n+knmLFpDOs1BjazpMDgleE5d20TGzMctg01nk5/N7S8mrY2n89a/VM7mjLVNpE2bI2MZBhM59g+naA3rdDcF2NQeZCxtLYl4PDiaYjxjcnQsw57BJGGfSltYZ200QNZyl6xk03w3GaWiMJ4xebZ/kmPxLIbl5INjPI+s7TKSNOlslsvq7QZ0lW2dERJZq+yZmW+y1HyOeSnnj5VgBBHUDyFiBauGlRQzNR8XW6OaH8yHwqLW1eTnhcFkMSbxRbe/Rs508GkKidz8E9KWulNOqYAP6SoBXUVTZTaEZyZYLea3t3RE+OjlW7lnV77ZQcZ0kACfarC9O1JMOCown+tZOIe10QDP9SfYdXySiF+bc/Mw1wYqa7lcc3oX1565hkwNbXfrYQVzXY89A0m6m/20h3TiWYtE1kKRZTa1hVAVmS3tYa45vZvvPHyEQ2Opsmx/z/PYP5RiImuxqS2EX1PJmPlwF1WRwfXImjb9Exn64hnO7Ik2XDyWzjdn90Y5PpFjJJWvIDGcMLhsewc3LjJZsRYWsskoiMKcJfPE4Xi+WQR5MSiRb8DguZAyHPxZC0WWUGWZjqmNhaZIGJY745mpNQxivse8VPPHSjGCCOqHELGCVcFSxEzNd4deq4ttJfTzLhxD2FWLMYmlgkVTZFKezdpogJRhz0hIm8ttuJydchr921s6InxwuuX3iaOsiZYv5oVOVVnLJp4xSBpWTd8/35jDWt5/5Wld9Nah7BfUdn8WhPDWjnBZTKyuyET86lTL1TSKIvP2V/Ry60OH2T+SLh77cMLgyHiGaFBnc3uYAyNpPM9jfUuQeMYkbTqkDIegruJTZDojPja1hWs6v4VQab5ZFwuSzNkYtkP/RJaW0IvH0Ejr3kI2GaGpcdozmGQsZaBIENBVCh8P+ZSpBgoOzX6VU9Y0F0MlAPYNpxb1zMz3mJdi/lhJRhBB/RAiVlBXGjWZNzpmaqE79FpcbCuhn3fhGJI5q6wxAkzFweVsHMdDRkJXyhPSVkqnnGr31lL89gzLr6aWXc/xtMn+4VSxEoPjetz1VD/6uXJNC+N8Yw4LLYjv+H0fB0ZSuB5EA9qCCrrX4/4sFcKlNUQLlArh7V1NM841Z+VDW3b0xtAUmXjGJOzX8E2VkspZDhNZi9PXRWkJasQz1pJ4LkrnmxfPS8Ov5ZPr+ieyGLbTUOveQjYZa6MB2iM+Hjowhut5+DSlKGA9z8N0PJr8GjnL5vhkjq2dEWIhnVSViiYLOeasZRN28pUQCpuZwlhOP+ZGP8MicezERYhYQd1opKumkdbMxe7Q53KxrYR+3oVjePzwGIokYTkuvinhMpzIkcw5aKrMM33j+HWV8bTJKWua5/UbjeyUM9e9tZRdeqZfz3jGmqp7ms/Mt2yH1iYfR8ez3PrQ4ZotPPOJOdw/nOS+3UOMJA0cz0ORZNojfi4/pWPe51qP+3O+QrhaNza/lk8Csx0XbcoqKEn5jUpQz9dDDvoUhpPGkngu5ppvnh9MTGvzW3/r3kI2GbIscc7GFn76h+NYjodPzV9LxwPTzpc164j4mMxayBKMpy0yU99Tj2dmJGlwZCzL3qF8rWh1qoxaoXFHpWNu5DMsEsdOXISIFdSFRrtqGmXNXIod+kro513aTWtgIkc8baIpEv0TOUzbRZElNA/GMzbNSNz97ABdzf55X7NGdMqp9d5ayi49Z/Q089zAJM/0xUkZNhnDJuxXSBk2QZ/KKd1NxIL6vO+fWmIOp4/H2li+k1VfPMNtDx+Z97NW7f7MGDYHR9OEdJWuZj97hhJEfJUbCyxECE9v8fvEoTi7jk/SGfGhKvKU+MpXASgtxZUy7CXzXMw23+iKzJOHxhtu3VvoJuPkriY2t4fZfTyB6bhITl6whXSVlpCOLIOuymxuC/GeV26iKaDV7Xn9+bOD2I6L47i0RXzYLsXGHWeua2YsbVY85kY9w7NtSjzPw3Y8RlIGB0ZSItFrlSFErGDRLIUQbJQ1c7lKQy1HP+8tHRHe9Ucb8Gsy9z43SP9EFteDgCbjVxVsz8P1PDQZ+uLZBV+zenbKme3eCukKf+if5HuPHuWdF25g3VS9zEZaUkotwqmczfEJg+FkLl8s3i4kxoSK3bLqbeFp1LM2/f7cP5xiNGVMWUU9nu2fJKAr9LYEObsnNsO7stiNWunnBxM5QrrCRMbC8yukDYeArrC5PR/ju5Sei9nmm96WIMOJXMPnjoWO7dpogFdsamV4ModhOzQFdFRZQlfzyXRjaRNFljizJ8o561vqItwK92c8Y3Lexhg7j00ykbEI+1WiU1VQHj88zjnrY1Xvh0Y8w7N1yiu0P85aDt9/7CjP9SdEotcqQohYwaJZCiHYKGvmcpaGWo7yLls6Ivyvq09mcDLHb14YRpVlwMPxPAKaQnvYR9ZyyJg2+4aSy+5eq3ZvFWJQh5M59g+lOD6Z5Yy10XkvPtPjbLub/BUbAcBMC+iaaIBYIM1Y2kCWoLclyEmd5Q0V6p20VzoeAImsVZZAtZhnrXB/PnxglNsfP0rWcnBcEzzwaSqG5dI3nsGw3IrelcVu1LZ0RLjpgvXc8WQ/ExmLrGWTMW3WxAKc1BlBU2T2DaeW1HMx23yzY32Mu57pJ1jFIlzvuWO+YyvLEled1sXzA0mePhJnLG3QHNBwPZjMWriex5k9Ua48rashSWgRv8ZZPdKLTTtcF1WR0GSJ15zevSCRuNCci0qbkkKr54xhY7vQGwuyJuoXiV6rDCFiBYtmqYRgI6yZy1kaarnon8wykbEI6QoeYDoe7lSsXDxjEfYrJHM2E9PqRC4Hle6t8bRZFoMq4RHUlHkvPtPjbE3bxbBcfFq+dW1p3O2mtvAMC+h42qAvnsV2XMZSDk8djZPMWVNxf3lLbL3vn9LSSXsGkmU971uCOhvaghi2s6jrtrNvEtcFVZJwXGgN+5AkibDPYzyd/72xlFHR4jt9oxbU8vdY1nLmbLO8fzjJfc8NM5LM4dcVeltDOI5LU0BjMmuRs9x5PeuLTTKda77xqQr37BpcsrljoZvgzoiPgE9hOJFjImOhyhIdTX4u2VZbibD5jOP057Ul5Cs27TAdF0WSGE0ZtEV8FT8/G4vJuZi+Kelq8rFvKEUia6EqMk0Bla2dEZoC+XrMItFr9SBErGDRLKUQ3NIRYcMrQzzVF2csbdIa0nlZTwx1ykU2X1ZC0tVSsn84yXcfPcILQwkmsxYSoGsKQU1GliXSZr6EkKZIyFKg4R2R5mL6veV5HvuHU2RNm5aQjum4qIpCNKgT8dfuTp9uVc1ZMk8djRPPWEQDGjvWt+DX5KIwvvq0rjKLcKkVJ+TP1zS1HZfjE1lShs1ZPVFiQb3u909IVzFtl6eOxrEdr6zn/XAyx1jaoKcluODrVrCkNflVDo+ly0qxSZJE2J9PZFsXC1S1+BY2avuHk/y/nQM1iY5qcb7HJ3L4VJlrzuzm5K6mmoVovZJMZxOOrust+dwxn01w6Zi+cmtbsb3xeNpkTTTAW87rmXMspo+jT5Fpj/g4Z2NLxetRaS0orVaRzFn4tfmvBfXIuSjdlPyhf4K+eAa/psxouiESvVYXQsQKFs1SCsFKi9MTh+ILjmFaCUlXS0VhITgWz+C6ICMhSeA4LmkPwj6FgKaQylnkLIlN7eFlF+/T761kzi6WXwLKEn7mU5h/ekvOPQNJbMejNxYgnrE4PJbmnPUxtnaE2Tec4lfPD5O1HNboATzP48Bwmqzp0Br2EbJcBiazZKx8s4iMYbN7IEF72E9ruL73T3eTH8PKW8x7Y4FiswCfqqAFJY7Gs3TaLt1N/gV9f8GS1uTXZpRig6l6woaNIktkTLuqxXc+omO2ON9tnfmNyf6hFJdvr20c65VkOt0Cua2jPFRkJc8d1ca0JezD8zz2Daf45e5htrRHZrWMT9/ovTCY5LFD49zz3CDbOiMz4qMbsRbUMw68sCn57b4RvvngQTa1hokGtRlhcEtRu1tQH4SIFSyapZrMG1UBYSUkXTWa0oVgQ2uQ544n0DUZ1/VwXA/HdcmaENDAcj38msxFW9uWXbxPv7d8ar49pq5KjKVsVEWmJaSRzNlE/Oq8CvMXrKqJrFVsACHLMmF/vsRYMmfTFNDobvbTH8+CBBnTxvMoaxgR0BVawzpeysRx8mWMhhMGO9bHePM5c1u75sNAIodPk4kGtKnQD7WsZWg0qKOrMgOJXM0WpFKxlsha+JT8faHKcrEUWwHLyYcuOK5X1bsyX9FRz5j6xQie0nEYSRrs7Jvg4Eh6VkvuSp07Fjum08ex0Lo2azq0R3RSOWfqtYmyubcRa0G9cy5kWWJze5iOsB9VkWZ8JyxN7W5BfRBXSFAXGj2ZL2Rxmk8s10pIumokpQuBYbsEdQUJMGwXSfKwHIeM5WC5Lk1+jd6WIB0LtObVmzI34LEJclY+flUCXFz2DCTZr6SJBXW6m33zKswPTHUuetHqWLA2mo4L5K0yigwdTX4GJnPEguVWykKJnq0dYU7qjJCzHYYSOa4/e23dRUzatNFVmR3rWzg0miaeMUkZdrFl6PrW4Iye97NRyV08mjJB8ogFNEZSBnoob+01LIfxjEVbWCeRtTizJ0Z3k5++8UzZMzNf0VHPmPqFCp7ScRhNGfSNZ9AUmdPWNrGpLTzrZnklzh2LHdPpCYQFz0OhVbUkSaQNh9PX+BlKlsdH13staETOxUstjOxERohYQd1YyGQ+m9CcbiHaP5yseXFaSExcvZKuGtmCcqGULgSeZxPUVYK6QjxtkchZuC54gK4otIZ0okF9RVkhCvdWXzzDP923l8cOjRPUFCIBDU2RsByP4WSOY/EMV5zSOa/C/Loil1kdC9ZGXcmLt6zp4NdUXnVyJ/fsGuRYPIPngWE7yJJEKmcT0FW2dERoDurIOYtY0EfENzM+fLEUjt2vyZy7IVaxvWulnveVqObZGE2ZDEwaNAdUFFliYCJLznbJmg5IkLMcXA/+yK/y9d8enPGMbe0Mz0t01DOmfiGCp3Qcupp8HJ8qPee4LvuGU4R8Ki0h36yW3JWQsFnKYse0dByTOXtGq+rCRs9yvYobg3oK+0bkXDTKe7gS5/4TnZWzSglOCOabeFBNaAJlfyuU9zlnQ6ziRFa6OC1nj+xq5/TqUzoJ6MqyTW7lC0G+89GxiQyu56ErMj5VBiS6m3yMZyx01SBrrax4MFmW6IkFaQnl613mZbcHTP2358HUK7Mx3QpTGI/hZA4tKJXF2ZZaZS7c3EZ3s597dg0ykhxgOGEQDWhTtWHziSGu63JgJMWmtjCe5+G6Xl2vc+mxb+0Il7V3nY8FaTbPxtm9UTg6ARLossxgIt8Qw6fKRIMareF8Zvltjxyhu8nP1s5w2TO2dziJabs1i456WsXmK3imj0OhKkcspKMrEuNpkwMjeSv/akr4WeyYlo7jdE8FULbRq2YJrZewb5TVtN4W40Z2rBRUR4hYQU3Ue4c5m9B8fjABgDO1yw/qAYYSWZ4fsHnqaJxzN7QUSxgVKCxOAU3hZzsHlqVHdrVzevTQGL/YPUh7xDejdNNSTW7Txc+m9hAHRlJkTIeQrmBOxcGajkt72EeTX5sz8WO+1OMe6p/Ilwc7d0OMwUmD8YxJ2rBRZJnO5gBdTT4mMtasIqOSFWZDW5CxtMHReJZoUGd9a7BiH/ktHRE+eEmYs3qi3P74UdKGzaa2EEGfSt94ml3HE1i2i+fBF3+5r+7XuV4WpLnc7ls7w4ynDPy6iixLdDX78GkKPkUh7FN58vA4yZxFe1gvCovCM7Z3KIlhuxyfyLGts1x0FET+xrYQbonIr5dVbL6CZ/o4mM6LLW8L1RhK46NXS8LPYse0dBw7I74yT8VSd1BrZM5FvSzGy2k4eakjRKxgTuq9w5yrC9O9zw2BBFee0lnMvu5uDrC+NcjB0TT7h1Ocu0Evfq50cZJgWXpku65XdDWvjQbwPJClvMUinjYYSZmoisTLN7aStZwln9ymLwRhn0pAl/E8hazl5BOUNIXO5vzipSnSvMZpLoFar3uo4Obc1BZmXSw4w53ueB6HR9NziozpVhjDduhpCdIxVSc2kbUwqtQllWWJP9raTlezv/j5AyPpYhzl2b1R1kSDDVvE6mFBqsXtPpmzSBo2J3VFyqyaiaxFPGvRGtKJZ6yiwIP8M7YmGuDoeAafKpeJjoGJLLv6E1iOh+fBl6aJ/HpYxeYreKaPg67IZS1vNUUmXRIfvZoSfhYzpuUd1IypDmomnh/SRj58ZnN7vrLHUsSPNjLnYrEW46XoWCmozsp/EgXLSiN2mLNZgVKGg+N54OX/uymQF7GSlLeCjadNjoxlWBcL0tHkm7E4ZSxnyTpwlfLwgVHufnYAw3bpn8iiyjKxoEbWcshZLl1NftKGQ8Z0aAosz+RWuhA8dXScnOUSDems86msiQZoD/uKpaps1615nOYSqPW8h6a7i0vd6QDZeViFKllhZuvYVe3zffEMtz50CEmCM9Y2FzdejVzEFmtBqsXtLksyjufN6EhVcC83TzUhKAi8AgFdKdZ23TeYKrax7RvPoKkyZ/c2VxX59bCKVRM8p61p4syeKLbrFRsvTB+HiF8lFtQZSebQQzqW46JMuc1rdV2vpLjIxYxp6Tg+3ecykjIYSRp0R/1s64ygKdKSdVBb7Lk0kqVqXS6ojBCxgqo0aoc5mxUovyDm4xynL44tIZ2XrY/x1JE442mDjGnP2I33jWca2nih0gJ1cDTF7Y8fZSxt0tnkKyYHHZ/IMpm16Gr2o6syafNFi85yTW6FheDJIzG+/sBBWkIa3c2BGZNvreM0l0C96YL13PfccN3uoXrHx8myVMyoT5s2A4ncvBZGWZaQJYlE1mZze7goYAs08jovxoJUyzhu6QgznMjNeJYKiXBZ0ylLgCtQuHdO7mri8u2dHItn+PaDh2sW+fUYo+mCp1Ay68dP9c+IVZ8+Dls6wqQMm7G0ie24dEcDgFeTYFuJcZGLGdPScXx+IMGTh+OMJHOzeioqUQ9hv5I2B6UsZetywUyEiBVUpVE7zNmsQPkFUSr573ICmsIp3U3ceH4vTQFtxmTWyNIplRaoTe0hxlP5uMxYQEOWZGRJwqcqRPwao6l8PJ1PVWYs+JUmt3pN1LN9jyxLnLO+hSd64+w6Pjnjs/OxOM21yfnR7/sZTuTqWuOxnvFx9RAd0xcxz/PKwhwCuoJhL88iVu0+qGUc37BjLfc9NzzjWYr4VWIBjYNjaTa1hYj4X1xGpt87spwvx5TIWcsm8vcPJ7ln12DVjdZl2zvKxqEpoLK1I8Su4wlcV0JXZCaz9pyC7USNiyyMY09LkMtP7pz3/FSPZ2wlbg4KLHXrckE5YlQFVWnUDnM2oRn2KSiSBFL+v0spXSDPWd9ScfKcbXE+PpEvFL+lM29ZmI9ArLZAPXF4nKNjGc7qiWLaXtENKUkSqizlLbBTdTzXxgJlC/70ya1eE3Ut31MPMVjrJsfxPNbGKouThdxD9YqPq5foKF3ELMflwHCa8YyJ7eYzuEO6Qiy09CXLSu+DrOXgevlEyVed3MmFm9tqGkdZkireI6oq0+TXUOV8qaX5xJ1Op5GWqlo2Wi8MJoseg9JxeN2ZazizJ0pbxDenYHupxEXOx6rruh4PHxgtS4Bc45v/M7bSNwei5uzyIkSsoCqN2mHOJaC2deUnpP0j6QWJq0qLs2G7GJaL7crc9XQ/96iDNQvE2RaotdEALwwmi+7XlGEzns7XVFSVvIidyJi0RfJdYiolo62NBuo2Ue8dSvAv9x9gLGXQ3exnY2uoaiLZYsVgLeLE9VwUSSq7h0otlaadt1bO9x5abHxcPUVHYRF79NAY8bRBznKnOmmpmLbDsYkstuuRNq2yxgDzib+dL6X3U0CTiadNRlJ5l/oDL4xw6UkdvO3lvXOOY7V75BWbWjmpK8KegeSMe+fyUzrwqQq7j0+SMmxSho3jeKQNi6aAPuNYG2mpqnWjde2Za/iTSzYv+H4ScZHlFKzfdz87wFjaJBbQMG2PLR35UnS1PmON3hzUw/O1ktsPvxQQIlZQlUbuMOcSUMCiLG3TY7n+69kBVNlhTTRAUFfnJRBnW6B8qkLIpzKSMji5u4mzeqLsH04Rn7LE6YpMQFOJThXlt113xuRWONfFTtR7B5P8zc+e58BIiqCuMJoyiQXz4nprR7ji9yxGDNayyYkGdNojPvriWcI+lXjGLFoqLccha7psbg8vqCbtYmL96ik6ZFni1ad08ovdg4ykTLqa/MVWsGnDoT3sQ5UlPvNfe2gL6RhT4t2YqoRQ77JrpQt/a0hj57F8u9B80pLGSNLkwQOj5GyHd/3RRrZ0RMrO0Z1KfCrcD5vawvxJhXsEYGtHmIOjaQA2toUwLJf7nhvi6b44R8cyZC2HgK7gOC6HxtKct6GlWGcWGm+pmo8VeDH3k4iLfJHCBupYPINhu3Q2+ZAlmZFkjpRhc1ZPlJaQXtMz1sjNQT1DFFZq++GXAkLECqrS6B3mXAJqsZmohaSdnz5zHNN22dYZWZBAnG2BivhV2sM+Do+lMWyH9oi/2EnJsB36J7JsbgvREvZxcCRdcXLrG88seqLeP5zkX+7fz4GRFNGgRsinYjle2cJR7XsWunjXusm5/ORObnvkME/3TTCcyGE7Lj5NAU8iMlVd4LaHjyypW7DeoiOgK7RH8mI1bTqkzRdbwbaFfbwwmGBgMkf3ljYCusrvj4zni+oHNV7WG8OvKTVvquayHhUW/q4mPy8MJskYNmGfiuPmq35EgyqGla+iMf3er3Vhr/S+aEBjOGUwmbUYSeZwXJeIP/9brgfprMUDe0c4d0OM7mhgSSxVSxWvuFS/U+naAysm4al0A1VImPSpCrIkoYf0qeYRKWLBWE3PWKM2B40IUVip1RNOdISIFcxKo3eYswmoemQq12MnP9sCla+L6WcokaN/IotfUwjoCpIE8YzFuliQt718PZvaqk9ui52oCwvHWNogoMuEfOpUcln5wnFWTzOG7dTNGlTrJmdLR4SbXrGBv/nZbpI5m6Cu4HrQ2ZzvdBULakseM1hv0ZE2bXRV5uWbWsmYTjGpK+xTePLIBLbjEdRlVEXi0Ggax/XojQWIZywOj2U4Z32sqrW8lFpEZuF+CrsqA4ksWcthImvjeh6yJOHXZBRZIhbUZ7RqrmVhr/S+VM7i1y8Mk7UcWoIaluPRGvblGwb4vKmWrn7Shs2ewRQ5K9/Kt9GWqqWKV1yK36m2cUCCiYy1IhKeSudbz6OsScL05hGSxJzPWCM2B40MUVhp7YdfCggRK5iT1bzDrMdOfq4FKmu5XLq9g5agzsHRytZWoGaRPD27HbxZJ+rCwrGmOcBoyiwuGkDZwjGSNOoee1jrJiegK7SFdbqaW9FVpdicoDCWSx0zWG/RUbiGWcspq12byFrEMyY+Tcb1wLRd4hmTsF9DluUZHaFmG4daRWbhWPonMoylTGRZwq/mq2a4HqQMGwkJ1/PyIQ+mXfPCvqElNON942mD5/oTjKWMqeYeJi0hnZCuENBf7HyVs1zO7ImSNGzefG4vm9vDDZ9HlipesdG/U+naH5/IcN/zQwCcuyHGprbwsic8lc63skSxnbMekpGkfPOIlJH3UsUz1pzPWCM2ByJ++cRCiFhBTazWHWY9dvK1LFBvO793VmvrbJRO1KbtcmAknY+pdVxUWcIFLtrSVnWiLiwcG1tDMxYNIL9w5PItVC/YXP17Fkotm5y0aWM4LmtjYZQKY7LYmMH5JmjUW3RUW2wLbUw9z6OzOYCuysW2psCMjlDVxmE+1qO10QCb2kLc8VQc1/PwK3JxzAsF7GQZjsUzrG8JEdLVmhf2p/riZe8bTxs80zfBRMZCliUCikIq55AxbQYTHl1NfgK6WhQvqpKv2tHV7F/S2shLEa/YqN+pdO3zAs5AV2XwPAYTButiwWWvhjB9vt3cESJpWMVkV9cDz8sLyXWx4JzPWCM2B5UMG6WGA0WSyFkzPVYrtU7tSx0hYgUnNPXayde6QC1kYS5M1M8PJnhg7wiyJBENauiqRCJj4XgwlDQ4OJqquBCWWgGnLxoFkZQxHVrDvobFHs61yWlkzOBCEzTqKTqqLbamXejSprK5PYQql7c1Le0INds4zNd6dFZvlDueOoYqSRiWiyJLRUuwrirEghqDkwbnbmhlbTTA3uFkTR6LsbRZfJ/neRwYTpM18yEEGdMBPJCYSmzzGM9YrNHyzT9UWcZxZ/cqNIql8iY14ncqXftkziaeMaeeJa/Mmr+c1sTp821LyMdZPVEODKcZS+fjpVtCPs7b0MKVp3XVnKRbz83B9LloPG2UlcXzPPCpMqNJA7ryn1nJdWpf6ggRKzihqedOvpEL4aa2MB0RHwEtH0+bMW0UWWZNLMimtiBjaauqZaV04djaES4uGuMZk1TOImO6bOkI86FLNy/bhNuomMHFJmjU85pWWmx1RWZzR77HfCyoF/89ksyhBTVSOZuOJj8RvzrrOMw3LKYt4qO3JUhTQOXoWIbJjIWqyPi1fJyuZTuoisSO9TFkWap5k9Ea0ovv8zwYz+Q3S/kqHDIJw0aRwHY8/Fq+q5dhOaRNh/aIj2TO5ox10WWpmblU3qR6/07atMlaDmFHZTRloCsyhu2UWPSlMms+LF81hErzbVNA46SuMAdH893Q3npeLxdubpvXM1bP57Tc8+UUq3eE/SqqrDCSNFFkj7ufHaCr2Q+wouvUvtQRIlZwwlNvi1sjFsL+iSwTGYsLt7QBFONhC3GjuqpUtaxMXzi6mnxs7ggRTqiMpw1OXRPkQ5duYVvn8k20jXALzuVi3zuU4j+f7OP6s9cS8WlVF716XtNKi23WdPjOw4fZeWyCWDBfcmw8bXA0niUa0NjQGiRl2LOOw3wt2SFdpS3sY3N7mPaIj+f6E6RyNmnDydex9Smsbw1xcncTUPsm42U9MZ44lO/0Fgtq2K6LpuTfHwvqJHI2Pi3fsMSwXBzPYyxtEfKrqLJMa9i3oK5PL2VGkwZHxtLsHUoiSflkqaCm4HgeluMBXpk1H5a3S1S1+fb8ja2LCquo13NamIv6J7I8fmh8qqqMD9v1mMhYNAU0zlzXzFja5N5dQ3ied8I3sVjNCBEreEmw0pPTCpa2Nb5ATTGj0+OzNrWFeeeFG7j9saM8enCMyayFB0QDOq0hHXlmB98lp95uwdlc7PGMyUgyx3PHJ9k7lKQl6Fsy99/0xXb/cBK/KjOSNNk3nEIC/KrMumiAWEhnMmuRm6MP/Xwt2cUGDAfHiGdMQj6VlqCOJIPrwnjaJGM6ZE2n+D2nr2viySPjPHxglA2tQTqa/OQst0xcq6pc3Iwci2fwXI9kzsLzIGe5dER8hP0qk1mLeNrEcTw0VaInFuBlvTFO6opw327hlq2V/cNJ7n52ANv1sB2P9oiO7XpMZvPXz3YMdEWis/nFboAroUvUSp9vt3REuPr0Lp7pm8DxPCayVrEk3ub2fEMGXZX5Q/8EeLA2FhBJYCsUIWIFFTkRg9ir7eRXwrlWs7QVEg7yzRM8gppSNT5re3eEnJW3KmzrjNDk11BkGEjkuPWhwyvC7VXPxa2ai72QbJQxbBRZoqspQFCvvQ5rPSkNdzh/YwzHhUQuX7FgTbOfa85YU1Nb0/lasmVZ4tWndkw1YDDoavKhq/nY1JRl0x7RaQpo/HIqu/0HT+Q3P6Mpg6zpsG8oRSyks6UjzMt6Y2XiurAZ+d6jR9l9PEEyl0/Y8msKa6MBTlvTjCpL7BtOsr41xNvO76U5oJO1bG57+Ehd3bIr4dltFAVPQzxjcd6GFnYem2QiYxH2q8RCOlkrSyKbtxx2NflwPI/sHBb9pWSlJwO3R3ysbw3QHvbjeN6MiikBXSFjOnh4BKtYtF9KTSxWKkLEnuAsZJJ/KQWxr5RzrWRpKyQclCZE3PrgIUbSJo7rlQmBZ/sn+MXuQZoCGmf3RMusBhH/0tdhnY16LW5BTcFxPfrjGaJBvWiJKiQbhf0ahu0S0JRlcf9VC3eIhXR6W4LsG06xs2+S157ZTdq06Z/Izvp8zmXJ3tQWLuu05VfLGzBkTBOlaG0KoSkyTx2N8+SRcfYNpVAk6Gr2I3lSPoHLcnBdj8tPrvwsGLbDhrYQI8kcrusR8qmkcjZPHB6nI+Jnw5R3YEtHBNf1+NpvDtTVLbtSnt1GUeppiPi1Gd0AA7pKQFN52foYjutxeDQtukTNg9DU+KmKRMxfuR1yUFfAo+FNLAQLR4z8CcxCJvlGdDJZqaykc51uaQtoMi8MJUnlbECiLexja0eYhw6OkTUdLt7WVpxUI36NriaPPxybRFVmCoAT0e21fzjJPc8O0jeeZTxt0BzQaA356Gz2MZ4xCfkU0saLSVNQeRwaacmbq6JAQJP5r2eP84djEyiKVNPzWc2SfXA0xdd+c6DsWW/ya5i2O6MBQ8HaZDkOR8czGJaLrkjF5gQAazQ/Y2mTYxNZ7ts9yJaOF8VlqYXwFZtay1oJS5JLImvTHNB45bY2fKpSHON61uasx7O70q240z0NLSG92A3QdFxkCcZSBu/8ow1EfNqKPY+VSi0hOmesjeJ5Hs8NJBraLEOwcISIPUFZyCTfyE4mK42VeK4FS9s9uwa5+9kBxtMm0YBGy1SCjipLyIAiwcHRDC2hF0WH5Xroar4ebKHUTiknktur9N7e3hXmhSFI5Wz6JzIMJbNkTYeAphL0qWxuD5ctPKXj0GhL3mwVBcbTBi8MJRlPm2zrjLAuFiw+n/0TGV5zenfVMINKMbeVnvUDIyn6xjO0hXV6WkIzjmEkaZDMWeiyTCSgl42TJElE/CrJnM0fjk2WicvpgrQl5CO2QSeZsxlJGRweTTMwmeP7j/fREhxic3uYrV3heTcdqSYy6/HsrgYrbqUQI0mSis92Mmfh11QiPm1Vbkxn20QsxQajlhCdK0/rBPIhWbUmpK70zdGJhhCxJyALneRfSp1MVuq5bumIcO2ZMs8em2RbZ4TYlJtckiRGUwa269EU1MrqQgLoioyu5kvvlJbaKXCiuL0q3dshn5Z3s6YNRtMmpu3S1ezn1DVRWkLlbsLCOIwkDe7ZNdhQK/xscc4HhtOkcjbRgEYsqKPIEpEpy+njh8fZ2TdBb2uIgDa7uJrtWT9jbTMDkzl29SemFlK57BgGJvMlwFQ530lpOoXXMpZdJi4riXNJkrBdjyNjGbKmgyJDV5O/GIu8dyiJabs1u2VnE5k+VVnUs7uSPDCzsVQtc5eD2a4vsGQbjFqTTWtNSF0Nm6MTjdW9ogkqslCBVo8WrauFRp/rYnbjWctBUSTWxYJllQp0JV8oX0LCccvFasSvEvGpDORstGm/s9oXvFIq3dulbtbxtMFzx/Ouv1iwXCwVxuG0NU3s7JtouBW+mghJ5mzG0gYg0RL2FcMdxtMmO49N5ktTKRLtYR+qIs0qrmZ71mVZ5rQ1TTx9dII/9E+yuT1cZkVqDfvwgMHJXFmr4gLW1P0V1NSyzU9IV/EpMkOJbLGFcEiXee74JBMZk7BPwfOUsljkvUMpDMvl+ESWbZ2zC7K5RObFJ7Uv+NldiR6YaixVy9ylZrbr+/xgAmBGzH8jNxi1JJvW8p7Vsjk60RAi9gRkoQKtkV2VVhoLOddahelCduOl353IWvgUecaxRfwqsaDO8Yksfq28LiRAUFdpj/gYTBj5FqBLuOAtlQut2r1dcLMGfQrxqQzuagv/mT1RfvxUf8Ot8NVESDxjMpm1inVcC21E9w+nyJr5ygGTWQvH84j59VnF1VzPenc0wGjKZGNbiImMVWZFuvyUDn7x3BA/feY4yayFHn6xVXGhKoYiS5yxrnzzkzUdRlMmB0ZSBPV8vVLDdJjM2agyxDPQEtSxXLc4pmuifo6OZ/BpyqyCDJhTZD55eLzi81F6fNXmqZXqganGUrXMXSpm20SEdIV7nxsCCa48pbPoOViKDUYtyaazvWe+myMRclA/Vr8aEcxgoWJ0Nbiv6vXwz/dcaxWmC9mNT/9unyIzmjIZTZtllQYkSWJzeyhfn9MD8LBdtygEeluDXLa9gz0DySVd8JbShVbLvd0W9vH6l61lZ99kxXGwXW/JPA6VRIjterSEfGzrDBfDHQpl1MJ+DdstL14/m7iqdTzeeeFGZEma8dzIksSewSQ7+yYYSuRoDmqAxGTGwvU8zuyJcuVpXcVnbP9wktseOQwSNAVU0kY+BtuwXGzXQ1ZlfFreoruzb4KzeqK0hHwEdAWfKnPN6d3sG0pVvT/7xjNzisyRhEF7xE9fPDPveapeHpilFCH1rrm6nAJqtk1EynBwPA+8/H83BV7cpDdyg1GP8ZjP5siwHRFyUEeEiD0BWagYXenuq3qKpfmca63CdCGuymrfPZoyGZjMARNs7XjRDTyWNjmzJ0pHxMdExmI4acwQApee1LFki9RSu9Bqvbcv2NzGBZvb6ItnODSaBmBTW4h1sSD9E9kl9ThMFyFBTeGnzxznuYEEnuchSRKm42I7LqpPYSJTXlUBqourWsejJxaseA9s6Yjw0cu3FptkjKVMAJoDOq/Y1MKN5/cWr1/p/X12T5TxtMlv945gux6qImG5Lp4Ea6J+AprCeNrkwEiaWFAvjunJ3U2zduyqTWS6nLMhRtq05z1P1cPbtBxxj/UqS7fcMZuzXd98eJQHSBXj+hsRzlav8Sg9r4IXo7QaSOHYnx9I8MDeERFyUEeEiD0BqdSGtLTI+rposOokv1LdV40QS7Wc63yE6XxdlbN999m9UTg6AUA8bTKUcGfUBK0mBOq14M1loViO+ML5bj4qLVCvPrVjyT0O06/JVad3lWU8y1J++R5NGkQCGpvbQ2XHVU1cybLEq0/pZO9QkqeOxuluDtAe8ZGzat94bumI8JfXnMKxeIaDU4J/Y1tohvCdfn9rikxQVwj7g8gSDCUMcpaDTP5+D/tVxtMmiazFUNIojuls92etIvPk7iY2tYfmPU8t1tu0muMeV8Kxz3Z9854HqeS/y6n35rKe41E4r+MTGQYmjXwtX8dFVWRiQZ3uZh+6IvPk4fiqiMdeTQgRe4JSEGiV2pBubgvP+dmV1DKwkWJprnOtJkwLu22fKrOzb4K+eIas5czLVTmX6N3aGSaeNrnx/F6aAtqMY2tkzF4tForlii+sZfMx1wJ12faOZfU4TD+HnGXjUxVsSeLMdc20hHzF984mrvYPJ7lv9xBp02Y4aXBkLENAV+htCc7otDUbsizR2xqit3VmKa4C061opuNiex4xXcNyXJoDKlnLZTxj0SpLKLJEzrLZP5JifWuopjGdj8iUZWne89RivE0rPSlsrpJVK+HYZ7u+YZ+CIkkg5f+7lHpvLus9HmujAaIBjfueH0JXZSJ+Dc2vYjkeQ4ksh0dTnL6umfRoSrSwrTNCxJ7gLLQN6VzWvKWMq2q0WJrtXCu5v8bTZrFzjuW4ZE2bL/9qHzvWx3Acj7Rh0RSo3AGm1JJQq+u0KaCxvaup6vHX+1rUaqFYzmoWs20+almgXhhMctMrNnDf7qXxOFS6RtPPYSRp8PNnBxlLm+iqMqe4Kr1OvS1BTuqMMJzMMTCZI+RTufyUjrqex3Qrmq7IOK7HsXgG0/GwHRfPy8dpT2YtPA8cN7/Zuvik9mLjg3qKzIV4HRbqbVrJSWFzbTpXyrHPdX23deXHfv9IuqGby4aMR+FrPI9CWETOsolnLAzLYVd/AvBI5Gy2dkZmlP87kar/LCVCxJ4AVFoggWJXnTPX1bcN6VLHVS2nWJq+cI+nTZ7pmyBr2oT9Gp7nkrVcfrdvlMcPjaMrEofG0py3oYXW8OzWtJUYnzcfC8VyV7OoJmD6J7LsH04S9il5QVjSpap0gbr2zDX8ySWbG74Zm+saFc5hexd0N/trElfVrtOaaJDu5gD7hlP8cvcwW9ojdTuf6VY0y3HJGA4pwyakKziyRMSnEFBlVDlffzbkV8kaNnc93c896mBN9+Z8ReZCNnEL8Tat1BKEtWw6lzKZcS7mur5Aw8PZ6n0t+yeyTGQszt0QY3DSYDxjEk+bTGZtZBm6o/78ps7JrwNp05lKenxRyJ5I1X+WEjFaq5xqC+SZPc0N2XkvR1zVcokl1/XwPI8mv8aBkRSnr2kqlkFqCelkLYeBSQNVluhu8pEyHHyaTCJr8cDeEc7dEKM7GqhqSViJ8XnzsVCs1GoWzw8meG4ggUS+3mQhLm1LR74aQOkCVa/44WrM9xrVKq6Ww7JWakXbO5RiJJlDVyV8jkzadPBrCm0hH4oMx+I5POCUsE5L2EdQV+d1b9Y6DovZxM332k+fh6Yn8IC35CKk1k3nNWd0r6jyiXNd30aHs9V7TSmI4k1tYdbFgiSyFk/3TQASHREdJIl42iQS0kjlrGJHvVgwViyxtxKq/6xGhIhdxcy2QD43MEkqZ7OmygOxkJ33csVVLbVYcl2Phw6M8qvnhxiYzJExbY6NZzkylsFxPVpCOqbt0j+RzR9fLIBfV5FkiZyVz5zefTzJnsEUOcvBr6kVLQmzudaOT2TxaQpbOsJFwbjYpKpaLFbzsVCsxGoW+4eT/NfOgXw3rKBGU0DDcjxGkjlShs1ZPVE0RVqSBXuhz0st4mq5rIIFK9p/PtHHc8cnUWSZ5qCM43goioRhOyiShE+VsFyPLe3hokiY7zwxV13Ohw6M8v3Hj5I2bDa1hVnjW7rKGKbtcmAk/WICjyzhAhdtaVtSEVLrZkaCus6h9Qhhmu36NnpzWe81ZbooliQJw3aJhXRkOd9JUVVkNrWH2D+cyic7JnLEMyaaIq+I6j+rFSFiVylzLZA7j00wljJIGy+2Ji1lITvv5bD+FCbLrZ1h9g4n2TuUZE000DCxtH84ye2PHuX+F4bJWg4hn0p72MeWjjB7h1KMpU0kPDQln4TQEc1bmSDfpjNl2IR8GhduaeX4ZI43n9vL5vZw1Um+kmvNsF0MO193865n+rln10w37HyvRa0Wq/laKFZSNYvCM2HYLutbgoykDMI+8KkyekifimVO0hzQOGNddN5iY74LdyOfl+UM5djSEeH6l61l73CSrqYAAU0h7FNIGfkucobt8Ie+CUzHw3K9ss8WznvfUJInj4xXTFici/3DSe55dpC7dw0ynjZoDmhYtsem9hCaIhMLahyLZ7h31xCbLql/ZYznB/NlkmRJIhrU0FWJRMbC8WAoaXBwNLVk932tm5mM5fDqUzvYO5zk90fiNAc0In4V18vXKG4N1z6HLneZrnpQ7w34dFFcKJmn+VU8zyOVy5fN64kF8xu5oRR98QyHx9K0h/3LXv1nNSNE7CplrgVyU1uIkaTJwdHUjJjYhVovl9r6M32yNG0Xw3LznX9Uue5iaf9wkm8/eIgnj8RxPVgXC2C7HqMpg7Rpc1ZPM48cHCfs09jSGWb38USZgLAcF3WqSH3Qp6DKEl3N/hkCZboY2tQW5k+m3GfPDyb4r50DqLLLmqi/qht2PtdiPi7thVgoVko1i8IzsSbqpz2ikzJtxtMmYb+KpsjoqsyRsQznbmyZ96ZnIQt3I5+X5Q7liPg0WoI+grpSfAYKxelHUwaG4+Kfakk7nazlsHsgwdcfOIBPU+Ylggr38rF4BsN26GzyI0lwbCLfJCHoU1BkCc+DkeRxzuxp5o+2ttftvDe1hemI+AhoCpIEGdNGkWXWRAN0NPkYTZn855N9fPyK7ajqzHOvN6WbmbBPnVGftLCZGUka/KFvkuFEjr1D+ZAoWZYI+1S2dkR40znrappDV0KZrnpRzw34dFEc9inIskTasDFtl4CuFMvmxYI6PS35+fG6M9dy3saWqnWcC4gOX9URInaVMtcCGfSptIV1Qr7q7Tfnu5AvpfWn2mR5fCKX7/xzZjcndzXV7WEuWPH6J7LIQCyko8gyigx6SGY8bTKSNFgX8zM4aaDJMqoiF3vOl+62I36VlGFXHIvZxNCmtjA/feY4puOyrbM+SVVBTeH/7Ryo2aW9UAtFo91/tVD6TCiyxFk9UQ4MpxnPmKQNG0mSiPhVrjm9e14L1EIX7no+L5UWseUM5agkogsxosmcRdZ0aQ3pZQ0bIF/Z46kj8bz1L+Sjo8lfswgq9T6tjQboj2fRVRnDcsiaDhnTQZZhXTSI4TgMJwxuf/woXc3+ugmrQgLPhVvagHyZsYxpMziZY89giqxlc2QsA57Em8+tTRgWzm0hIqVwHR49NIZtu8SzFrab30zHAhqqKrOtI8zPnx2kL54hnjFpDqi0hDSypouuSnh4/HrPMOtbg7Me70op01VP6rkBLxXF+4eTSMBExpoa1zAtIR/jaYP9QymOjGeI+FUe3j/KcMIo28CV3gsBTeHIWJpf7xlmYDKHLEkEtNVn+W4kQsSuUmptN3nDy9byhyrtNwvF/Gt9gJfK+jPbZLmtMz9Z7h9Kcfn2+i3SBSteLKjTH8+iKflF2bRdHM9DV/NCdltXhNGUyWAiR0hXmMiYeP78ZKWrMp0RX9WxmEsMXXVaV92TqjyYt0t7JYUIzIfpz0RLyEdsg160Tpl23sV3cnf1cmXTWczCXa/nZbaNz1Jdp7lEdECTOT6RYyRlkDJsLMdlLG0xnjaLVTo8z2P/cJKJrMWmthBdU/dkrSKo1Pvkuh6uB4msxWTGwnLcvBvX9rAcN+/qD2ikDbuuwqqwUVrjy2+UxtPGVLKnQ9ivEvL5GEuZ7B6Y5NaH7Josk4tNTtveHeHOZ/pJ5ixaQzrNAY2s6XBwLE1kypiRNV1s28V2PNrCvvymI+gxnjZxXI+xlFEcp8JYT18TVkqZrnpTzw14qSgueNUM20VTZEaSOX5/JM5E1iIa1NnRG8OvyWUbOHixMsNoyqA/nmU8Y6JIEs1Bjfawj0DUvyot341CiNhVROlCEtQUNrWFeG4gMesCeeHmNi7c3FZxUprv5LlUiTzLMVkWFqe2kA9VkUnmbFI5m6zl4HoeUzW4WWsE2dYZYVNbmIOjKY5PZhlOGmiKTMin8If+SZ47nmBbV6RsLGoRQ796foisZbOmjklV823AUGClhAjMh0qiUZIkmgL5TPJ9w6l5b7IWcy/W43mpxQrc6DJhc4no2x87yv17Xowh39gaIuxXeGEwVValYziR48hYhlhQY0vJM1DLWMKLz2jOUjg0miKRs0gbNo7roakymufhTtWpzVkuHU1+NrWF6jpXTHffHxhOkzUdWkL6VDJPvkrDlvYwQ0ljTgG9WPe863rsGUjS3eSnPawTz1hMZi1UWWZTWwjb8dg7mOSUNU0cHrMI+19cKwpd1eIZi3WxAPuHUzx0YLRo9Jh+rVdSma6VTEEU97QE2dQWKlpmnxtIkMrZbGoLsaXjxTqxhfn/9seOkrMc4hmLgCYzmjIYTZlYjkNQV9AUqRjadua6ZsbS5qqzfDcCIWJXCZUWkmhQQ5GlmhbI6RP4QifPpbDSLUfmdWFxUmTwazIHR9LIEvg0BUWSMaeaGjx/PMFVp3fx8StP4tFDY3zjtwfpi2eQ4MVFucJ8UosY6p/Igkddk6r6xjMzLPalpYFM20FX5Iou7ZUQIjAf5isa612toRKLeV5qtQJ/4OJw8TotdeOLmy5YT0tQp7c1yNpoAJ+qFEMIwj6Vp49OsLNvkrGUQc7y8GsyZ/fGyjqS1TqWIV3FtF1+f2Qcx81bFG3HJWXY2LZL0vXQZJlkzqEpoLG5PUzQpzKcNOo2V5RulDojPsYzZlEYTg8pSps2vz8S58kj45yzvmXGdaiHe74wr2ztDFeMiT06nuGJQ+PkLBfbddGUF59zz/NwXY+Mmd+sT2Ysvv/4UTyPitf66tO6ljyZsFGxoLW01K5XiMGmS8I8eWScrz9wkJaQRndzYMYGrqvJx6MHx2iP+DhjbTNPHpkgbdioCvg1DdNxSRkOa5r9jKdNDo5mOKkzvCot3/VGiNhVQLWFZGAyhyJLdDf5mchYNS+QC508Cw+27Xq89sxuJCBjOXW3/ixH5nVhcXq2fyLfcIUXRanneVi2mxe0ilTUqDv7Jgn5VF57encxM1tXZMI+hf0j6bIxrEUMKZJER5Of4xNZuprymd2FxQhYUFLVdOtkPGMVu43ZjkvGdNjcESZrOrOOz2pJLKhVNDaqWkO1Y1qIVbtRFShqpZZ54ke/72c4kWNzSSmt6R3txtL5f8eC+XJneweTqLI0Q8jONZbdTX4My2Uia9EbCyDLMngeR8YzOK6LbXvIGnQ3+9ja2URLSCeZs+o6V5RulPaP5GNgQz4fhu2QytkEdJW2sI8nj0wwljZIZC2+/sABnuiNz7gO9fA4lc4rBa9DKRG/ChIYdj5OthDDnzUdxtNmfgPguvyhb4Ks5bG+NcAFm9sqXuudfRNsag/x3PHZvX/1SiZsVBWEub633r8ry/nr4tNkOptmtpyFfGe7yazFts4IKcMhnjHxayqJnJ3Py5BksmY+uTnsV6fCQMCwnZe85VuI2BVOLQtJa9jHTRduyLvz6lD6p6vJx86+CX67b6RYHurgaKrqg13vXeByZF4XFqe9w0lGkgbtYZ2cnRd5pu2iKRK9U+6heMbiqb54cQxlWS5mZheYvgDVIob8msLJayI83RfnD8cm0dV8Rn3EpxLUVXpbg/NOqiqcV/9ElocPjDKaMnE9j7CeL/3SFMhPAbc9Ur0N8WorqTOXaJxvtYZNbSGeODJeZmmcb4HyhVi1G1WBolZqFVmO57E2lj+30o52qiJjOnlrn+V6WK5LxK9ybCKLYTtlFtlaxnIgkcOn5UtoxTN513jYr9Ec0JjM5l2whRbNzUG9YXNFaa3cI2MZxlImfk2ho8lPW9jHodE0WdNGV2WaAxqtIV/F61Dt+hY8JVnLJp4xSBpW1WOZa15RZYnmgI5hO8QCGiMpA0f3GEoYmLaDh0SzX82HClg2yVy+TWppJ6nCtT4wkuaGl61lYDLX8GTCetzPlTbeB0dTs37vZds7+PWe4bpXXwjpKj5FZjiRQ1Plsi6CAImchQc0+bViea6ALoOX34AosoTr5fMz/KpC2rBJ1HmDtlp5aZ/9KqCWheTASApZktjeVVvCymyL43jaZO9QgmPxLN968CDtYT/RoMZw0sBxvSUpq7JcRfS3dES45vRunj+eQJIgIFEULZvaQvS0BHE8j8OjacbS5rzczLUI8+5mPzv7JmgKaKiyRMqwMWyHgZxNe8THZds75j3OrusxOJkjnbM4OJIhbVposkRGd1gXC3D62mZiQb2q9b0R4mgprLrVRON8vRAHR1OMZ0yOjmXYM5gkPJUoszYaIGu5Fe/Fep1frVbggKbw/3Ye51g8w9poAM8DWards1LtOGsR0a7nokhSMUa00NEuFtQYmMxhOW5e4EV8pA2bsF+hPexjJGWweyDB+RtaGUkZDExmaQ37uPzk6s91ekoYvqw3xuHRDOMZE8e1CegKnge6IqHIEjnbQc5ZDZ8rPn7ldkBi98DkVFMHlSePTBTPP56x6Gjy09XspwtmXIdK17fUip2zHBzX466n+tHPlSs+Z3PNK4MJg1dsaiFrufTFM8iyxLF4BtvxUKZaAyuyjK7JKLKE7XhlnaRKr/VQIkd7xNfwcLJ6hFlU2nhvagsxnjGrfu/eoRTfeegwIZ/Cts5I8e9hn0pnxMf+kdSCy6dlLZvRlMmBkRQBXUZTFFqCOps7QsSCOvGMSTSgo8igION4HsNJg5ztYLseMvk5zZoStLIkEc+YnL+x9SXf4WtVidjf/va3/P3f/z2///3vGRgY4M477+T6669f7sNqCIUFZtfxScYzeQFRiYXEh1ZbHAtWlETWwq8pbGwNo8gSD+4bJWs5XLytfcHdd+bLcmXIn9zdxMldYRI5G8vziOgqm9tDKIoCQHaqdFZrSJ+Xm7maMM8YNgdH04R8KsmcRTLncHZPFKAY36bJEoMJgxcGk1x6Use8isIXkm6Sho1pO8Xr5nketpOPm6jmumxESZ3lturOx4Vr2E5RwJ/dGy1m3x8ZyzCcMLhsewc3nt9bdtz1PL9aPRJHRjPc/Ww+C7p/Iosqy8UFsiXkq3htaznOWkR0NKDTHvHRF8/SGfERz5iE/fmwgazlgAdBv4pPlZEklZzlcnJXBJ8q0x/P8vP0ALbj5YUocPvjR3jVyZ1cuLltxj1VOB6/pnDOhlhZ/Kflujx/PMFw0mAokSMW9M1rrpgu6Lub/AxMzavVNiKqKvPmc9dx60M2Q1Nxt2NpA12V88k5JbVBYaZ3plKoT8GKHfapWLZDa5OPo+NZbn2osqeklg3/jef3Avms94cPjNIfz+J5HooMTX6V7miAziYfzw8kkaX8OpDMlTfJKZ3PelqCDU36LDyjXU3+GTG+tYRZVNt4P3FknKNjGc7ujVZ89iN+leeOT/LyTS3Fv4+njWKZvoWWT9s/nOS2h48A+fAO2/GQJRhKZBlLG3Q0+emNBdncFmYgkaMlqJExHFKGQ1BTyFoOpuOBl69ZrqsyYZ/Gumhlz9xLjVUlYtPpNGeeeSbvete7eP3rX7/ch9MwSheY8Uz+IUpmLU5Z0zTvOLJKVKvxuH84Rca0UWXobMpbYJM5G0kCWZI4OJouZuFC48uqLEeG/AuDSZ45lmA4ma/Jp8gSu44nOLs3xobWYFE4vKwnxhOH4vNuClAqzPcP58uoQN6S9eykQUfER3tEpyXkK1tE8tUkah/nfOOGwzx5eBzP8+iI+OiP5+OZM6ZDZ8RH1nI4MJImFtQrbobqXSWinlbdWqydld5TsC4GND+JrDVjgSyMQ9KwuP/5kaKAh7yrrzPjx8NjImPSEvIVSxLV+/ygNoFyUleEHzx5lLG0SWeTD5+qYDkuw8n8OZzVE6UpoJVd21qPs1YRffnJndz2yGH2j+TbLId8CqmcQ85yCeoyLcF8G05NkUkbNkGfyrbOMAOTWaIBjY6Ij4mMxeBkjgPDKR54YYRLT+rgbS8v3yCUHs/WjnDZ8+F5Hu0RPzs2xLj+7LVEfFrNc0W1pio+LR/OM9tGpPSZfuponETW+v/Z++8oyc7rvBf+nXwqdlV17pmePAiDSAJgACmJOSrRMmWLlk3ZlmX5c7q2l+M1bfNKWrqyl6xg+VP8TNKWRYlXgZdUIkEQIkWAJEACGACDASZPT8eq7spVJ5/z/fGeqqnqrs7dMwMQW4siZ7qn6tSp97zvs/d+9vMwlNAYy5ocH0317dern7He7/fckqAxteNqdTO+T6cms+STOueWRBVw0GfbasIf3hVxqdSMJ91BVxTyKZ1joykKSZ2lmsNS3UKSJNwgHPhdd/az/Rz6bLk+y02H+apFtUf3tpOYrV7PvbFR4n0gl+ClxQbzNZuD+eSaPU2RJbwgRJFFlbXccuKkYufyab3X87pDub6ZBEmSaNg+41n46MNHkGX4H1+7zFNXKyiyREKT8YIIWZLQVVAkiYbjkwhV3nv3MH/jjYdvSTrXjY5XFIh9//vfz/vf//6bfRn7GqsPmMkhk4bl75hHNigGHY6dgy8IQjIJrVtBcAPBwxlKagMz9P2WVbmRE/KPnl3i//7zl2KjAjE0IskS5ZbLV84VmRtNc8dklvfcNY6qyjuiPHSA+RMXl/mdJ2eQJDg2ksLyQkoNl2pbVMPvn85teABuFNeNG9pIEuRSOkSgKsK8wQtCKm2P4fT171SKqRO9ydBeqkTsZVV3K1XE9X7n3ukhXD/kG5dWaLmB8L1XZPJJnRNjaTRFwlAVmrbfBfDi4GlQrDt4gdB8HEqqPHOt0gXw+yUEvxFAedepMR45U6Tl+OQTGrIkI0vi+jsGHRdLLW4fT3e/20HXGUURUcRAu9ZekJUxVRRZIgij2KrU4F2nxkhoCt9z2yiPvRRTbZoOsiST0BWG0zqJeE11AIKmSDy/0AQkDg8nuVgSMlUZUyWf1Cg1XL52cRnbD/g7bz3a/U43A/XDaZ0ffnB6V0YWtifz9EyFSssjZSjcPpFFkeH5ueq6iUj/BPpFhlNGVwO3NwYVHK7za2c5M19HkcHx5T4QXG45lBo2Z+ZrnFtqUEgaa9b7Vnjgn3riKssth2xCi5MSobN7Ot5vjo+lWGk5ovrpB/hheMPMM3pjueFwrdwmiiJyKR1NFkoP1yptVloOpyaza+5jJ2G9WGry3GyVqdza+2+oCmlDpdRw1pxjgJBqU2SCMCSKol3Lp8HaQkAhpfNQTxfB9YNuJ2K6kOQD90zy7LUqCV1BVSTaboCOUMzRFAVTE3vVjz18lMPDqT2976/UeEWB2O2G4zg4jtP9c71ev4lXs3msdxCemhrC8cPrPLKjw9je7jaX1YdjqWljuwHTw0lOxu4iALoio8oyIPQXezN02F+P9hsZvh/yycev0LA9jo0kcfyQcsvD8gI0BWxPTFn/zTcf6js4dkp5OH2tRhTRYwnsYagChFTbHmfm67zl+LCYwGZ797mzcRaSOnNVC02RkQCtsykqEpbnE0UaQSi87ittb00ytJcqETut6q6uplqez6eeuLphFRFYt9L44kKda+U2VctjMmuimSpeEFFq2DRsj3xS583Hh0kbaleT9KkrZVZaDmEIEAGCj7ZQczi7WGe6kNz259sOb3Y9gNJ5z2MjKVxffAY9PnA7GqArTYdLitTlzq1u1Zbiilfb8fFjMNtr13piLMM77hjjk49f4cx8vQvij4ykeMtEhi+eWeL5uRpt18fUFCaGTMIo4p6pIc4Vm5QaDlEs99GRn+ok3xNDJks1pw8oAORTGrYbMFtp8/98a5YfuH+qW0lb/cwt1myCSHD133nneF9lfLNYvd8CvLTQoO0EqDKUGg7VtpA9KqR0Wk6wLnCRZYkHDxd46pDozkyseq+NCg4nxjL84OumOFdsMJE1SWjXhwc71cC246PIEhPZBEldGVjd3woP/N4DQ921UkjpFFJ6N9l54FCOsazJWAb8QCQkN9rkJAwjnp2poqkyQRgRBCHLDTfW6w4pt4R26vffP9m9j70Ja6lpc7HUomZ5nBzP9A2oZUzBZ7+6IiyLob+S37B9jgynaNg+Kd1bVz4tm9C23BkbVAjoVZHww5Ary61uIWAkY3B4OMVo2iCIIjRFrDMvEEo1CV04eFnexmoy30nxykYem8TP/uzP8vGPf/xmX8aWY72DsJDSed2hPC/O1yjWHc4u1Mkn9V1vLr2H48VSk08/OcPUUKIvQ82YagyG2iS0fi/0G+HRfqPi6WsVrqy0GE7pyLJMQpeZ0pSuY5ftifZo3dq9KcCg79mL5a4qsTtLzRITyXdNDXWHZLZ6n/uMGySJctOh6QhbTscPsNwIWRbvoSoyc1WLg/m1/Kq9VInYSVV3dTXVUGSWmy5AH6+tt9r5hRcWiWBgRTSlK3zhxSUcL2QkpdN0fNKS2jWqWKw7KLIUVxfFNPGz1yos1e0ezWCJIIqwHB/bC/nSi0u8647xbSsJbJc3Owig9LpHnRhL03R8yi1x8GqKTBgJ2Z4TY+nud9vbql1q2KzEahUZQ2U4bSDL9Nm1Anz5pSIpQ+XNx4aRZYkwjJiv2fzmX15GAlRFogPu/SAiAi4tt5kcMqnbPkt1B4hImyoTWYOLpRaqInEwn+TcUqNPgB9AU2TKnkup4XJ5eYGXlxqildxzjzrdjC+9WGShZrFUt/mjp+d47lpty/zj2Uqb5+aqJDWFhu0TEbFQF89xGInvO4rEs1KMwfhXz4U8eCQ/UPd1NwOpGVOjkNRJ6kqfnnOnGpg2NRw/jAHu9qr7vfuNLMtr1krSEGvzubkahwpJPvrmIyR05abI6c1VLS4tt7h7Ksvzc3Wuli0kwNBkVBT8mGt9daXNpeUm0J+wpg2V+arNQs2m5QZxR0sAWUmSOJBLUKw7zFUtTE1ZU8n/8IMH+fJLxXXl046PpvtoR5t1obZbCEjpKglNVGHzpr7m9/daMu7VEK/qO/Fv/+2/5Z//83/e/XO9Xmd6evomXtHGsdFBWEjpvPFYgbMLdX74oWnunhrak82lczgeyCU4M1fnhflan/SHJEkcG01yrdJG1GCjm9Zm2s/oaFkmdKX7d5IkYWjiz7oq07AtVlrumn+7XcrD6u+53HI5PVvrtvSDICQkolh3aDkrjGXMdeW1BkVn42zYwr2n1HSQoDuNHIQis1+o2UwXErzhyPDAg3+jQ3m+amFoCifG0l0b3I2ubbub+SDeZrFuc7HUJBO7DA2SAXputgaSAOCrK6IN28f2AsIIDuQTNCyfiiVcnxRZ5mA+IfjBmji4RzIGXzq7hCxBUtfovJyChKLISHLEC3M1ZivtLX++UsPhz19Y3BPebO97FlI690/nuny7puMTRVBIGfz1N1zvHnRatWFsqaxIkNBUbD+k2HAoJPWuXWtvQnDb+PWEIIoiXl5qUGrYmJrM4UIKTRUapA3Lo+UGtD2fKNIZTulEEUhEDKcMQOLUVBZTU1Ak1gjwi+/J6yaLigwTWXNN9RHgz+L7eCCfIKmr27qPF4oNfvvrM7wwW8OMp8UNRVAwZKR4H4iwPTEAabsBNduj2HD4tb+4wAOHBz8zO60UD0oYG7ZPue2SMoSkUsdEAbbHSV+936xeK14QYnsBR0dS/Oibbi7PsnOtR4dTXCq1UGUJSRKVYUmCbEJDkSRcPxyYsEZRxHjGZKlu0Xb9PqWFKIqwvJB33DFGPqVzqdQa2D07PJwcKJ92fDTd3XO22oXabiFgs9+fr1ocHk7RsD2uldu3rF73jYxXNYg1DAPDWOsMc6vGZgeh7YXkkwZ3Tw3tOU90I8Cy0vK4bzrHWNqgaomN/Ea3mfY7hlM6miLH3Ly18imWG6ApMsPxJrYbGaXV1pXnlxrULZesqZHUVKpth7YXosj0EP+3frgcyCXIJTUeeXGJluMjSRKyJGplthcSISSYJESF8J13ri/dNYgy4fghjh/ihxGffXaOP39hcdNK4nY28/VoNZoqKuR+EHFmvsYdE5k+3daErtD2BPhJrjpcyi2X52arLDcdogheXICDOZM7JzIkDbWvVdex9T06kiIIBS86iCIUxH+7sRd6LqlSszwuLbf47pOjm36+u6eynL5W3TPe7Op72su3c/yAuarFG44UeMvxEaC/Vet4AY4fomtKLLMk1mOxaXP7eIZjI6l1E4K65cUqCELqB8Tgp67IpE2NthdQb3v88Lunyad1EprSZ4wymTX59a9e4skrKyiS1BXgF9cYUqw7yDLkExpOEK2pPn7hhSWiKNrxfewkSLOVNqaudPmhYrAqIG0qAjiFEEZi7YSR4Ev6QUhCUzcEyzupFA/afy0vwPJ8PF8maVyvAnZiN9XA3rVSabtYbsDffsvN51l2rrXUcLD9kOlCAil+7hRJIiLC8aN1E1ZJkjg+lqLheNQtYQBUabtoityn1nBsZP3u2SD5tGxC60vitqMPvZ3q/Ea/f35JWC37YcSvPHah28F596nxm1Y5vxXiVQ1iX2lxM0T+e2MzjudGD/5O4lZygXr9dJ4jwynOFRukdKXLRRXXKfiwt49neP10ftcySr3fs6HIXCg1CcKIuu0jS+LgPJhPcP90Di+IugfntiICP4wIgZQuaBEdACtJYKoy41mDctPjV//iIv/4nSc2BLIdysTZxTp/cnoBVQ6ZyplbroBtZzO/Vm4PpNXocYu8ZYvq8krTIaGrfUNZSU04FK3W3vzGpRVKDQfXDyGChuVxzvVZaXm86dgw2YS2plU3lUuQNlVkScILItwoRJYkUjHwCREVok7LebPPd990jj98em7P1B7We09Jgkrb42A+yXvvnug+U72t2ufm6jiBONyjKCKIRJIThnHl01DXTQgqbQ/bC0hoMn6IoFfEDlCWF+AFAdW2xx88PctPvu34QGDUMeBYqNpUWi6jGQM/jKi0XMIIJrIGLTcYWH18bq4KcTV9u/dxI35oPtbDtlzxTLt+SBhGQERSVwSfXJUZSmqMpI0NwfKl5WZfpTihKRQbNl+/tMy5YoN/+Pbj3Dber+u9ev+ttF3CEHJZjVOTQ32dB9h9NbAjK7VYt7lvOsd0/uZbl3au9euXlvGCgIxpdBOlTuIyljUZzRgs1m1g7fospAzun85xfqnJtUqbKystRtPmmqLLRs/Yavk0WZZ2rFW+3dmJ9QoHddsjm9A4VEh2991vXF7hiy8uMpoxNlXSeLXGtkFsGIZ9B3zv38/OznLo0KE9ubBB0Ww2uXDhQvfPly9f5tlnn6VQKOzr+96ouFki/72xGcdzryrAN1svdHWoqsyPveUIP/tnLzFTsRhO6T2VaFEl/ejDR7hSbm1LRmk9oP7eu8c5u1jnG5dXutUfACcGml4sRp5PqX3E/63EXCxNc2oywzPXqkiRAMaKTOwWo6DIkDY15FjbcrMKoCwLPtnnnp3HDcK+9vJWK2Bb3czXo9V4QRjrJ/pocdVPU+S+oaw3HSsQQdcaE8Rk+VLdRkbI6BBX1Rw/YKFq8dxshe8+ObomSTw6kmIkbdJyPMYzGiHg+SFNxxdgxwvQFZknLqwwXUh2P9+fv7AYDzsFJHWFew/keO/d48IVaY/UHrZ7T3vv67GRNFEE1baLG4RIgQA0aUOoDyQNFcsNBiYEAB3f5TASFX7Pjyi3hXKDrsooskIQ+lxZaa2rb3piLMPfeesRTE3msZeKzFYsUoZKNqHhB8LmWVQfU2uqj203ICJaA162ch834odqiowuSzh+SMXyMFUZSRaqHpYnROazCQ1DVTYdRuztJFTaHmcXql2r50ulFj/VcvnYB09x28TgKu5c1aJhe3z2mXlmyi3yyf7O3H5WA29mdJ0TlxpcKrVoqT4pQ8ULwj5equ2F669PBJC9c1JiKKnxI2841HWe3CtlkO12ILc7O9G3DhyPzz49hyrLffuuF4RUWg6lpouqSLzp6DCWF+ybCdGtGlsGsfV6nR//8R/n85//PNlslr//9/8+//E//seuCHypVOLo0aMEwf5NzX3rW9/i7W9/e/fPHb7rRz/6UT75yU/u2/veyLhZIv+9sd+yVvvhArXT6AWZt41n+Dfvu51PPXGVKyut7sF2+3iGjz58hLffPsav/sXFLbcxNwLqx0bSjGUMEppKy/G73uaZhEY+oWJ5IRdLzT55pK1GB6wcyCWZrVgEYYQfOWiKih5Pu9qeoASoisLkUGJLFcC90I3dymY+qP0ZRRGXSi0MTcYLFNwgjFu8EkldZr5m4wYh9xwcYmLI7FpjpnSlK9cjyRKmquAEITXbQwbCKOLlpab4nieyfYf5dD7Jm44WeOTsEk03QJMlVloOrh8RSWIA6UAhwbVKuwvWxMWK/0Ti/3Wn8/dS7WG793T1+08XkpwcTTNfs8iYwiGu06rVZImFms29B4f6EoKuekBCE9aXbkAhqdJwPMEn1wSPtOWFJHSVuyazFJvuuonNibEM//6Dp3jHHWPdtrvjiypuLqVzanKwLnZSVyAaDF42u4/r8UOfn6syW7ZwQ1GVVsKIICTWKJVI6gqKLDE5lOhWhtcDy73PSZ+BgamhmSq66nOx2OS/P3ZhYAekd//VVZlPPH5l1+DzVjhXthonxjL8w7ef4Kf++EUulpq4vpDB6/BS80mN88XmuusTrruV3Xcwx3efHN0xQN9LrfLtnqudwsG3rlqxnrdG3fLwQvGMXlhqYnshE1mTVjy425FP2y8TolsxtrxbfuxjH+P06dP8r//1v6hWq/z0T/80Tz/9NH/4h3+Iros2R2ez3q9429vetu/vcSvEzRD5v1GxX3qaO4n1QOb/+cE7qdseKy2X4ZTO66fzqKq8bpsbNnZ7GgTU33/3BNW2x9tuG+X0XJVSw6GQ0mNnIwlFCSivkkfaanTAiiJLDKcMYTcZcxYF108MSdhewIF8ktGM0eWCbhR7pRu72Wa+0ZBLtyIVibVUrIsp5DAUBgT/+5sz3HsgxzvuGOOlhQaPXyjRcgJMTUbXFDw/REcmkCKCUFAL3FhObbWtryxLfORNhyg2hVtaseHg+AGaIoaShjMGDxwqdA/VT39zBssLqbT7h43OLNRZqNt89OHD+0YX2soBudos4MR4mqbrY7nXDQpyKY3Fus1w2uC9dwuhqE5C0EtXSBmqkD0Koen6aApdz/copsMMJXUURd4wsZFlibeeHOXh4yN9VaeZskU+2d8+v84tHqJuuZxdbGybr7heIuEHESlD6HDWLI+sqeJH0LJD0rqKqsokdWE/fV3jUxhlrAbLvYYaZxcEgO2VEEsZKq4fbKkDcjOrgTczbpvI8LHvu5P//thFVpoOk0OCQmB7IeeLTQopfd31udcV5t5n60ZS4Drn09MzZU5fq4m/lCCpKWiKTM32GEnr6KpMy/W78pf7bUJ0q8WWQexnP/tZPvWpT/G2t70NgB/8wR/kgx/8IN/3fd/H5z73OYA1B/trsfO4kSL/NzL22gVqp7GVavAbjg73/ZutgriG7fHYS6UNgfqjZ4tYXsBULsFdU1mevVaNh7A68kgRVcvjWI880lajF6wcG02y0nKEdJcsockSthegxHy446MpbG9rFcD1AEBHY7HSdvHDiKSmbPAqm8dmQy5DCZ37Dg7Rcnyen6+TQmIoodF2PZLa9Sn2j775CGNZg/OxZm7L8XGBtKEAQrTfC0NsN6CQ0gba+p4Yy/B/vOskv/fkDH/83AKmJmxPx7MGJ8au61BOZA2+fqnMaEbvav+uNhF45MwS7z41cdPauoPu6z0Hhnh5scFCzRayPkmdew/m+gDSIBD1zjvHeG62yvkl4fInSeL5VWSJ8YywfN2OFFFf9fGh9auPiixRabnMVNrMlNtcKrWYHDK5bTyNH0axVJIwYRh0H1cnSAAXisJpbCxjUGl7jGQMEppCueXSipOnu6eGGM0aXCoJC1IvCLDckOOjaSyv/7N1npNiw+7a8PbudV6wvQ7IKwl8bjc2AoW3jWf5x+840V17V1faAwH8ZnMc18rtPblvN5IC13s+aYqMFwhVFVmWsQhQFAnLC1iJJQdVWe6Tv9xvE6JbKbYMYkulEocPH+7+eWRkhC996Uu8973v5QMf+AC/9Vu/tS8X+Frc+rGd7HQvXaB2c707qQZvtR3cdPxNgfpcxeryuTqDCB2P7pYjdCqHUzofecOhbW+QvWBlpeVyaipL2/FZabtICPvPQ8NJ7jkwRD6pc77Y3FIFcFCFtOMtvtJyqFkehZTB556d5z13jwuqxA4Pj82GXPJJjYulFkQR41kDNwYGuaROxhTf4ZfOLvH+eyYYTZvU2q7Qmo0r3SD4sbYXkTRUjo6k1gUUJ8YyfOiBg5wvNZnIJvrE6DvhhxE1y+X2mLNWbrldCSM/EDznUmORe6dzN7WtO4i3O5I2eP3hPA8dLXDnRHbNdzUIRFluQLHhsNIUEk2SFEu4KRK6KpIE2BlFYr3q4+SQSbHhsFC3OVRIMpYxeXmxzky5zYVik4SuMJTQMDWFR84UkSVpUxWAtKGw0hJ+9JW2R0JXus9Fw/aZKbd4ebGBF4bivwPBjXU8oZoQAZ964mofBap3OMkPQjTz+mePIjG8lkvqeEHIctPhYqm56fOxF0WN/QZh261SbuV6tgLg1/udS8tNfvUvLu7J572RFLje8+nEaIpvXa2gyDJyFGFqMrYvJC51WcIJhJrH7ROZLs0FXj0mRFuJLX/CQ4cOcfbsWY4ePdr9u0wmwxe/+EXe85738KEPfWhfLvC1uHmxlU1puxvjfvECtxM7rQZvVT0ibaqbAnVFhrGs4G4KeSSD/BF9lTzSMA/H8kjbjdVA4OhomqjUQpHhjoksx8fS2F7Qbc1tpQK4GgAkNJmXlxo0bR+QGEkb3Dae5puXyzxydmnXE7MbDbl0Kr/peA113HQ64LLzHSqSxJuOFviTFxaw4+EcOboulRUB0/kEoxmTqyutrv7i6jWfMTQKSaNPjL43GrYPkUiEyi13DQ/S9UMWaxb/v69d4iNvOMz33jfZJzt1wytrvbxdYMjUODaSWhcorW6p/upfXCQIIz54zyRPxMoPhZSOrkhU2h4XS01yidyOKRKrgUlSU/jcs/Ms1Oxu4pkxQZayNByflabDaNrgu06OYvtrh1tW72Ufffgwj5wp8vRMhbrlMZTQ+qxeQWiS3jGZxQuEW1O57RIEEV4QIssSESot2+PqSqsv6e0OJxXFcJIeDyc1bK9rXVy1xD2SgN/86iXOzNX3dah1v0HYds+B7VzPVgD86t/Zy897oylwvedT0xFuimNZg3LLxfbFHtbhCduOj6TKTGQTW6bUvNpiy0jhPe95D5/4xCf4wAc+0Pf36XSaL3zhC7z73e/e84t7LW58dDb7swt1vnWlQqlh4wThuv70290obraMGOy8GrzVKV9DVTYF6qam8s47x/nzFxY3kEfaXWt5NRBYbjg8O1Pl0nKLqys7s5TsreT96fMLlFsuuYRGIS383AHOLTUpNZ09mZhdb8jFiMX1dVWi3ApI6ErfJHvnO2x7AR950yGulFs8dbmM44V4cgSRkB/LJTWOjKSwXDFc99ln5lluOgMH8TZat5W2Sy6pIUvw8lJzDQ/S8QOCEF6cr/PzX3yZU5NZToxleO/d4zeUNtT7zE7lEgRhRMP2eOpqmfmazd9569rvZzUAjKKoe8gqitxPhzFVkobadYAa5AS31ej97q+V21xabvUlnuI6WoRhxMF8AscXbk6rh1vCKOKRM8U1AOvdp8Z54EiOX370AmlDZSpnkl31vFquWFt+EJIxVNpugCILKkrT8alZHqaqEIQR33ffVPd6xXDScX6q6XKx1KRhe8IVLBKfS4qIraBllps237i8sm9DrfsNwjY6B+aqbT5wzyQjGaObrAH7ej17/Xl3Q4HbCYe293wSFK2QfFJHV2TKLY92vFflkhoZVMI4GX01mhBtJbYMYj/+8Y8zPz8/8GeZTIZHHnmEp59+es8u7LW48dHJpp+5VuHcYgM/FKLSt09kMTW5D4gcG0nvaKPYa7mXnWwS260Gr1fFWa8dHIbRloD6W46PMDlkbru1vJ3P3FehmKA7QLMbjtiJsQzfd5/M87M1bhvPkI9b+ABPXalge4HQ+dzjidne6vJzs1Xs2D98fFUFDfq/w+lCkn/z/jv4vz73IueKTWQinAC0+Ht5cb6O7YWYsfD/VC4xMCHbaN12krOLpSaVltPHg2w7PvNVwTkdS5mxJ7p8w9U4eg/34ZgDXI4PSUWSWKgKB65//8FT3e9nUIUta2osNx2mcp0J/346jBcIi+ajw2neeWoMP4x27S40KPHsrcZrikTbddcMtzw9U+HlpQauH64BWGcX64ymdaptj0ulJldXNIZTBsfHxFrqPKsTWZNLxSaeHwqljzDCUGVkCYIQmo7Piwt1zszX+kDMbeNZPva9p/iVx85z+lpNqCoALSdAkiUSisJ4xsDyAvwgZGUDJYfdxH7MIXT2oE6HZKXpcNt4pu8ccP2QJ6+UOX2tyqHhFAlNJA/3TQ/t61zEXn/enRY9dkrf6D2fdEVGleXYTVJlSlNo2j6WF/DA4TxBFPHyYgPLDbiyvLPCxCs9tgxi8/k8+Xx+3Z9nMhm+53u+Z08u6rW48dHJpleaLpWWi6ZIFFI6Ncvj+bka90/nODmW7gKR771X3vFGsVcTtzvdJLZTDV7vPd59apzv16cGgsHtAPXtDm3slte2VwODlieGCw7mk0J7FeHktBmo2O3QXud+CVmry1xebnHvgaE+7epBFf3bxrP8+w+e4uN//CLnluroqsxYxkCSJGptl6rlkfAVRtK5bmKzOiH7ye85vuG6Bfivj5yjYnmMazJhJOHG1BCAA0Mmpq5SbbtoqszJofQNVePoHO4JTeb0bA3LDUibKpqixpqTLo+9VOQdd4zx1pOj61bYLpaaXCu3GUnrTBeEkUEvHabSdik1HTRF4o+entsT/uWgxLOjhqCZasxV7R9uMTWFmXKb0bTBybE0jh8SRT4ZU2U4pfOVcyUSmsJdU1nOFQUlZa7apmYLYxPLC7smFY+eXeq61CW067xqVQFTk2m7AV85V+I9pyb6vsfbJjJ8+MFpLhRbNJ2oO6iT0oXDWkJXUGIKxsF8cl+GWvd6DqF3Dyq3XS4Wm4xlDEYzZnfQsWOl7XghgSIxmjZQFYkX5mucWajRtP1uErTb69nvz7sTCtxu6Ay959OJ0RSFpE6xYaOnxNp2g5DJXELsp6UWH7xniu+9bxLrZlGTbnK8+lm/r8Wm0VuhmcgaXFlpkYlFvXVV+IlfLDV58HC+C0QuLbd2tVHsduJ2N5vEVkHmpeXmpu9xx0R24HtsB6hvFVjeSvq6OwEVezW0J8sSh4eFz/snHr/ChXhCfaOK/oVigy+dXaIYu9+4fsi8H5JNagynhStQpz2tyjJeGKErMhlT7QPfm63bj7zhkDCncAIsV1AIZFliKmuQNDQcP+jelxsthdNyRQWn0hI2o710B0NVGM0YzFYsHj1b5E1Hh/nz5xeZrYgKahQJq+KMqXHvgSEWajYvzNXjzy6+444D1IVSk6btc63SXreqvd11Oijx1BUZVZG7BhS97l4gbGTrloeuSHzjcjnWfJXJJzQsP0CWJCQJckmd1x/Ki0G8lhhWezlq8IF7pnjv3eO4QYimylTbHqk1Sa9wOTNUmaW6PfB7HM0YHB5OoMgpTl+rkk+K4bOunbIi03J8FFmi7fp7PtS6l3MIq/cgXZW5stykGuvh3j+dI5/UuFAUlJrRjCiEBFFE3tRJGyqnZ6usNB1ajk82sbPr2agbtdcqKtulwO2WztB7Pl0otZgYMqjZLkt1G5BImyoTWYMLpVYsNTZ+0+2Cb2a8BmJfi772i6g2hGjKdavHtKlSbrk0bJ+kocQPE7veGHdaFdwLztNWLHa3Y2yw3nvsVhpnK227myFuvRNQsddDe1tNFDoH72ylDRIcG0nhhWJYR1dkJocM6paHLEucLzYp1h0kSTg15ZM6R0aSOH7QBRcbrduHj4/wgXsmeepKmQO5BC0n4Mx8jYypEUVR3wAa7I8ax3oHfEpXCcOIhZpFQhO2qnqPWoMfRqQMlfmqxeeem+dPX1gUQ4YVq3svToylKaR07p7K8sxMlefmahwfTXcTiPmqTd3yyJranq7TwYmnTEpXmK1ajKb1Pk50h7druQFtxyeb1LsV5/maRc3yGM+ahFGEG4SMpA0eOpLvghzLDfje+yY5PJziWrnNeMakFOsEIyko0vXhQFkW4D2KGPg9pnSVhKaiyEIjVpblPiDUSfiCOHGqWx4vLdb3rKq2V3MIg/bdKAJTUzFUiVasynLbWLrbkfHDqC+ZlSSJYyMpSg2XS8vNrhzddq5ns27UdlRU3nfPxKYJ1XYpcHtlCtO7tw2nDIREvsRwSgek7zjawHrxGoh9LfraL1Hkdzk4hioyVU2RaTpCTFlyRdXm6Ejqpg1o7RXnaSOQuR1jg43eYzdC2Vtp223nevZSqHsnoGKzNbGT69ssUeg9eA/kEsxVLAxNISFJZAyRnC3UHIIwotIWz8FIWidjanhBRKlhU245TBeSWwLfsizxvrsnWKjZlFsuaUNBlsUB7/rhmgG0vQb2F4oN/vx5IZ/V8nxSmso9B4Z43z0ThFFEseGwVHcwNQlFVkhoCoWUqAw2bZ+RtIHl+vzRM3OUWw7jWVFt69yLpuNz/3SOyVyC5abL0ZEU1bbXTSAODSfww5BDheSGz03HgGO733Xvwe74AfmUjh9GZBPCgrgz3DJftYUMkSqTTegYqiKMciJiy+GQatvtDsx0ri+b0EgaCleWW1gx5/pALsG9B3NcLDVRZAkviHCjEFmSSOkKsiQxnDbIJbSB32MHVD0/J6qwpYaDHlfBO4nNaMZgoWYjSfDpb85g+8JIYnIowbtOjfHw8ZG++7NdXvxWQBiwoabqoH03Y6rddncqfp4qbQ8/CFENhWp7bTKbNFRG0jqpOKnZzlzEVrtRW1FR6ZiQbKUzsBN7593SGQYpdETwHUsbWC9eA7Gvxar2i9rHwZEkSYhzy3LXjvKeA0NMx9PzN0O4fS85T+tV1Xpdd+qWhxuE3fbyeiLuGx0su5Wg6W3bPXl5hZPjGUbTxobXs/r19lojcjugYiuHU+d1LC8gjMRQ4TvvHOctqw7w1bFRZbT34I0iUV31gghDlbpdhqbtYftiCC2hCWtaWZIwVAktqTFTsRj3Qyaz5rbvy4ViAwmotj0ODyfjSqYYQNvrZO9CscEvfuk855YaBOF1Z8PLKy2eulomY2ooslB5CAFVgqYjpp1NTSFlqAyZKrMVi2xCYyihIUl074We0rvUotvH0wyndN539wS2J3jPx0ZSNF2fX/nyBZLrgPKErnB+qcEvP3qeatsjiELyCb0LPLYCJgZp1j7yYj+4ODScwAuERW3N8uIkxcXyQryY9lJuuQzHz1BvrE4sZFnirz54gG9eXmGxZjOW0YXEVgSOH5LQhJvXyfHMut/jfdNDnFmo4QcRsgQrTRdDk3G8AFWRcYOQWtONASJUWh6lpsOzs1W+cq7I2+8Y4yNvFJrRO3mWNwNhwKaaqoP2XUmSOD6WouF4NG2PIIIgEtJ1yw2HTELrS9o693ckbfCh1x/guWu1Lc9FrNZPbTiCsgIwltFZql8fjNtMRaWQ0omiaFudgZ3YO2+nS7ne+fFqND3ay9g2iFUUhYWFBcbGxvr+fmVlhbGxMYIg2LOLey1uTKy2o+xsSuWWO9COsnco6WYIt98IrdmULrQ9v3FphZYbdPl0haTO8bEUmiL3vcdGBwuwLS7rem07SZJoOR4tN6AU62J2pqlXX09v7CeXdqugYrV6w+rf/9TXxfUlNJlKSwwGnb5W5Ssvl3j77WN85E3bN32A/oNXliCf1Ck17G4lTIsBhCxJiIJcXMGNhB5o0/bJJTR0VWahbm/5QOm9L2cX6/zJ6QUcP9wWsN9OhGHE//7GVb59tYIqiypz0lDwQ2hYHs/OVMmldL7vngm8QKgFRFFEGAnDDdsPUCR4drZKFMHtE2lkSepLZrvUoqbDC36IqSv83pPX+iT47p0e2vDZfHmxzvNzdfSlBkldxVBlGpbPctPd8locdLCfGOtfgw3H41e+fIHbJxI8daXM1XIbSaKboDiehBfLi1Xa7qaJRcc96ue/eI7llouhQEJXhQWoKlNI6bzrzrXfY+++0LQF31UAPcHPTOoKB/MJ3CAiqascLiTjoTtx//JJjeWGw9fOL2N7Ie+8c4wvv1Tc0bO8kSnAVvaH9fbdjjrFi/N1ig2Hpu1hqAq+JHHfwaE+1ZDV6ixv2YZaSu9g4l9eWGa2YuF4ARFiiG8sbeCHYbcbtZ6KSgdQ74STvl175612KW+kG9irLbZ9ykdRNPDvHcdB1/WBP3st1o8b6cW80fu++66xbdtRws2xRLwRWrOW51NqOCzWbSayBhlVx/ND5qptlhoWhZTB224b6yoYrHcIzFbasR2mxYnRdPd6N+IIDmrbeWFI2wloOgEJTSZCbKjFhk3ddsmnDN58bHjNZ74RQt2djb2zpkIivu++yYGtr3OLDX7/29e4WGoSRJAzVVZaHkhwuJDoTs1nTDVuvbp87eIyth/wd956dNsb+uqD98RYmqbji1a/qRJGEX4oKmoTWZO0odJwfLy2AJzjGZMjI0lqlrdt3mrnvkwXkhwbSe1rsve1CyX++LkF2m4QK0MEJGxBFUgbCov1iIbl0XQC7j2YIwgjyi0HPwzQFUkMOckSSUWlYfucKzY5PpruJrNCxUDYIS83XVpewJHhFPmUTlJXe3RBLXIJrWvi0ftsLjdsnrpSIQgjjgyl0WKaQs3ycHxRzd3pWlwNLq6V25iqgqFKpAwFVZEgopuwZBIqthdieSEvLtR549FhbG/9xOJCscHLi02mcia2H9CwPFqOg6EJl7CW4/PIi0vIMuvqaE/lErQcn0vLTZKGyrvvHOeOiQxNx+fT35whl9R4aXGtxnAupWO5AXPVNp98/AopQ9kx33j1fdrO/rDRvptP6oxmTB44kucHX3eAlabLnz2/yErLRVeVDbt0W00MW67PctNhvmpRbDhIiMq+hLDSvlZpU7Fczi7Uu685SEWlN/aDk75dDu2tNLD7Sowtg9hf/uVfBkT28lu/9Vuk0+nuz4Ig4Ktf/Sp33HHH3l/hqzj2M/vaSWv7HXeM8dJCo9saPlRI8sCRPA8eGWxH2Ykb3fLYa63Z1RGGQhw9a2oEYUTLCXC8kEZcSbG8gHLL4+7JLBdKDR45Uxx4CLh+wOMXVlhpuRSSGstNt1vJLaSMdSsBq9t2URRxqdjCUGXCSMGLbUxlSSJlqCzWbVRZHlgJ2g+NyEGx0VruvO6jZ5f45UfPC06gKmGoCsuKxFLDoZDUaVhe39R8FEWkdIW2F3Cx1OQLLyxx7G3p7ufaStK0+uAtpHTun851J9GrlkfGUMma4nWaji9E6aHraGV7u6/s72eyd6HY4H88fpm67ZM2FAxVIYgiWq6PGwQMJXRUWQC4iuVxZDjF/dM5vnKuRBD6cXU4Ip/UOTaS5uxCjZYtqqP3HcxxqdRjhxxGSDJMZE1eN50bCHomh0zySa3v2Ww7Po9fXMHzI6YLJkY8Gd5LU2h7PueXGsxVLcFf3sW96nzvT15ZwXYDDuXFGgyiCFmSaDo+B/MqEjBftXjqSplCSufeA7k1+28vyDg8nGIsY/LNyytULY+krvD6QzkSurolHe1sQuO+gznOF5ss1mx+8P4DnCs2cIKQIKQ7ENX7rGqKTCvyMVSFswt13nSssGfP8nb3h4323eG0zg8/ON29dzvRwN4okprCctNhueGgSKIS3rnklKzScnyats+3rpS7e+HNcog8UkjxwOE8X3m5yIVik5SukNDVNZ//RruBvRpjy9/cL/zCLwDiQP21X/s1FOW6PIWu6xw5coRf+7Vf2/srfJXGfmZfu2ltf/TNR9bVP72ZsRqUHxtJ7xuVobOxnxxP4/ohT89UmCm3CcIIU1XIxcMgl1Za/PfHLtJy/DWDLOWWw+nZGrYXEIQRaVNDVUTltOF43D+do5AyBlYCVm+8jdjyspDWCUMoNmzabkDT8UhoKgfzCfJJoTm5OnbCH97JANpmazmMIn750fPdyrauCjC+0nRxvIC65bHScjmYE/aJluv3udP4YcSfPD/PSEZnueFuOfGTZYl33zXGuWKDp2cqTA6ZjGYM7phIc2lZ4thYmr/+0DSPvVTiS2eX0BWJTEJDlSVabsC1cpsryy3ed/fErnmr+5HsdQ7Bhu2jKRKKLGSjFCR0RcLyQqLIBYQcVOwyi6bIJHWFtCkq6F4Q8brpHNmEoA3NVy1Wmg63j2d4MJ7ad/yAS6UWhupx91R2XdBTbXv8ldcf4HQP39EPIhRJIpfSyCb0Nf8ubYoKcNVyObtY53PPzu8que8kumcWal3dXkNVIKaIJHWF6XyCayttHE8oT+QT2ppO42qQAXB2oYEsSRwfSVFpe1wtWzx4ON+no/3Bbehod573uu11Jep6oytXF7vUKT2ayL2xk6ridveH7VDI9jpxixD3wgsjUoZC/20VFmiaLHNludUF3TfDIfLRs0t88vErXFlpico/MDGU4K+/YYwPPzC96bBcJ3ZrRHGrneH7FVsGsZcvXwbg7W9/O3/4h3+4ofHBa7Fx7Gf2tZkFoKkpG77vl84KUfe9XPS7fag2AuX/4G3H9/yB7WzstidzebnFUt0W8jeqjKHKDKc0nCDiQC7BTLlNqSEO+05EUcTFYksMMGR0Go6PH4akDB091dHdbZFP6gMrAas3Xje4LnsmKUKmZyqX4I6JDIaqkNBlrq6015X32U4lYrvdga2s5S+8sES17VJqOExme6twCoWkRqXtYnshXhgSRmC5Pot1Gy+IUGQJU5NJGwrFus1/f+wCh4dTnBxLbynxu1AUlfKW41OsO1xdaQsAU0jyxqPDXTm1v3ipJP6BJFqTDdun7Qa4fkgURTw3W+NCscltE7dWW69zCB4dTnF1pY3jhRCJNqofRoRR1HU2UxWZXEJ8z24g3Kcypkq17TExJCbIG7bPcFpnuSmkiCptl6Rx3Q55OK2jqzIpY+1aguugZyRj9D2bizWbTz5+mYWa3ad8AuJ5CWPJs0rL44+fnceL3QJ3k9yfGMus0e1VZJmxrImhSjx5pULD9kQ72g1Yabl883K5b2J9NcjoNfSQZblPfjCb0Lqg4/I2dLRvG8t0q8ZqrH5gqNdVPTqybAlNRlNkgjAc+Jo7qSrupFK5HXC6l4mbsBRWWapLuEGEJEUoEgQRXbk4U1WwVsnh3cgB5EfPLvGzf/YSDdtjODazsNyA+ZrFb/7lZUbSBu+8c7z7+/tpRPGdwq3ddg39scce24/r+I6K/WrxbgYoTs9WWW44vOHo8L62lntjtw/VXlWstwOkO0NdT89UsNyAMEJ4qkuCO7lYd8jGZhCTQyZXVwSQnYyz+U7lNG0Kn3lTU7DckKwZ9enu1i2PpYazphKweuNNG6qQI4plmpK6yl1TQ12ZrUY8SLGRvM+gSkQYhlwsNTk2kiaKIs4t1fnUE1e3da+3spafm6vSsDx0VUZT+6tIhqaIKlzbJyISeqxOgBdEmKqM7YekdBVdkQDB9fSDcEvc4t61c6iQ5PbxDKWGw3xNVL/edadYg9fKbaqWx0NH8lwstbi60sYLQzRZJpfUMDWZhZoA0P/4nSf2xA54r6JzCB4dTnEwn+B8sUm77SLLEqosIwFOEKLIYojtYqnFbYqwTO2dIB9J63zralUIwQchji/a26Wm0wWd9xwY4p6DQ/zR03NbAj29ACalq+STOnXbZ6XpkDFFtbujGtB0AizPj/V4A954tLCuc9pWk/swjDhUSPLQkQIvLdY5NpLC1MSz/aWzSzQdHy0GollTG8jNXQ0yeg094LpRQceZrgM6YOs62p3nfa7aZqFmU2m5jGaEykfT9knoCsdGkiw3BRWkYftEUbQnVcWdVipvxtR8SlcZSZsU6y5eGOL5EV58H1K6StpU8IKIpKauAd03YgDZ90M++fgVGrbHofx1E5CMKaQHZyoWn3riCt9zchQ13gf304jiO4Vbu20QGwQBn/zkJ3n00UcpFouEq7LCL3/5y3t2ca/W2OvsqxObAYp8UufCUrNPfmcv3ne92Kwq/IF7JhnJGOse+HtVsd4ukJ7MmjheSKXtMZISB2+nTSurMnXbJ2VEpA1RBU3qCvM1i4n4vncqp6osdBIP5hP4QdQdkFFkCdvzuVBqcng4NbASsFqmCXplmjJdALvZ4bVeJWKhavHCfB3PD4ki+IVHzrHcFG3n1x0azHUcdK8btke57aKrMlFE3/QviDXVdgPcMMRQ5b4qE4h1OZIyhIZjJFG1PLzY1cqOp/lzSZWVpocfRoykdSo9la/Oa6xOwFbL8TSdgKolHJdeN53jQqnFl84ucWIs3QcEF2o2QwmNjKmgxi3cCKjgsNJy1l1vN6sC0jkELS/g7qkhrpUtXF9UY/0YWCmyxFQuwXBacI0rLRfHD7oT5EeGk1xebmO5PilDRVOg7fikdKHG8X33TXHnZLa7vp67Vts26DmQS5BLajx52aZmuRQbjgCxsRNYEEakdZWkLkwYTs/WYsqNvu53vFH0fh/LTYdi3aHS9rhrMsPllTZNx0eRRBI1nDIwtOvuhL3c3NUgo2voEa/j1c50HdBxbJs62ifGMvydtx7FVBUee7nIbMUiZaiMZgymhkxWWqIK/uEHD/Lll4p7VlW80ZXK3cSBXIJ7DgxxudRCCyCT1ggBRZLQFIly20ORJe49uHb93YgB5KevVbiy0mI4pa+xwfYCwe8/v9TgWzNl3nRspPuZ9suIAgbv37D1mYJXQmwbxP7Tf/pP+eQnP8kHP/hB7r777jVg6bXYPPaLbL4ZOM6YKkgCeORTa5Uk9pLkvtFD5fohT14pc/palUPDKRLa4AN/LyrWO8lOF+o2hiaTS2g0nYAoAj8MBUD1Q0xNQZElmk6AJNEVwu8cAkosiVVquGQTGvccyMXX0oxb58KO9NRUtm8QYnX0yTQt1PmT5xdwPDF9vh2ZptWViAvFJtfKbTRF5nWHckzlkhTrNhdLTTKmSqXtbclM4UKxwWefmediscmV5SampvYNrkVRRLEujAQSikJoRMIGtGfyGkCRIaEpjGdNyi2HaqzXmjIUdEVmvmbj+RF+GLLScpAkiVLT6bOsXJ2A9crxfPtqlXLb7ZNJmxgy1nASiw2bSls8G0ZPxdj1A1RFYXIoMXC97bYC0uvK1nR80qZKxtC2dLj0HoLjGYNsQkVTJOFZH4l7NpIyeOuJEXRVyJf9yBsPkU0I0f0/fW6Bb89UcLyQtKmw1LBp2r4Q8NcUXl5qMHZppW9ocCeg57GXizxxcYVK2yWMB+barqCPyJKwfr3nQJbZWN2g2va4UGxw+3imawGc0BUcf/Mke5AqwEha54W5Ok9dqdB2AyIiMgmd4ZiX3lnnvdzc3lZ/B2QI1Qwh06YltT4Htl7QcXAHOtonxjL8++89xdvvHOPRs0ss1GwUSXQgequGh4eTe1pVvFlSiduNjpHIS4sNTl+rUrU8hpICyBYbLmEUcd90jvfePbGhMcRtY5l9AW0rLRcvCPtmEyw3oNxysbyAIAyxvZBPf3OGkbTBifg6OlX407PVrgyYKkss1p0tJxFbPSufuLjc5aq/WugG20Yrv/u7v8tnPvMZPvCBD+zH9XxHxH6RzTfzjK7H07Tltsv0qkGkrb7vVlum6z1U5ZbL6dmaOGQVidG0gapIAw/83VasN8tOzy01+cy3rvGDrzvQBxparo+uyjxwuMDl5SYt16flBJiaTEpXySU1HD/A8QMqbY/XH8rzrjvHu9qoYppdRpGjWCdRAMKHjuSpWx4XSk3umhriX77n9m5bab3ok2ka3blMUwcQX6u0+cTjl5EkuPfAULdioKkyCV3GD4RdZz6ZX1NR7b3XHaCw0nQYyxhU2x6Gen1w7ehIilLd4Wq5TdpQCMOIthegqworLZdMLNnkxvSMA7kE//cP3cuLC3V+5csX8EPBRa20XWRJ6nqwhzH/7fxSg3xS62pQrk7AOnI8Ky0nBmhq13a02LCp2S7DKaMPqHz90vKawZpeTuJoxuDKcouLpWZ3/U9mzV11CzoVw2euVZhZaWN5AQld4VAhyeum85seLv0+602iCKZyJpZ3fYDpoSN5hmMNzaV6SDahccdEljsmhCru6dkqVhQxW7YIIzGEOJLSUBWFSsvlyy8VedsdY3zXydHuWtoO6Dm3GJsbWB6HhpM0LJ+G4+EHAaoiYagy0/kER0ZSLNYd/DBClYUF8FLdQZZBlUVLNp/SN0yy13vmpwspDuQSPHFJGBYMJVSGEnqXn90JsSY9ZEnua/X3gtEjI0nKLYeZigDcR4aTNB1/DTjdCTiUZYnvOjm6oX7qflQVb4ZU4k7ixFiG/+NdJ/mdb87wjUsrrMTdo6GEzpuPFfiRN/brSd/IDslwSkdT5FgiUPy34PYLvi5IqIrEYt3mE49f6TvrTE2h1HC4sNQEaf3Ps15s5ay8UGzyO0/OEEW8qugG2waxuq5z4sSJ/biW75jYrxbOVjyjU7oY5HjmWpWTY+ltve92NoRBD1UURVwoCh3EDigJooi8qQ888HdbsV4PSEdRxLVKm6srLU5fq/DyYkOYBsSfpfO+pibz0JECE9kEL8zXcP2AXFIjAsJIvP7BfLJ7IPUKri83HP70+YVYJ1Hu3uelhsPh4RQffvDgpgB2dez2oJFloQdat3yOj6b7Wl66IqMpCrJE36DKoHvdCxRuG88wmjF59lqVpuOjKzLFus1s2UJTBfBIaCrltmjnRghJqw6lxY31Wf/xO09yx2SW28YzzFcsnrxSphoD2LGM0a2CV9oeuYSKH0bd4ThgTQLWkeNpOwKAdr5/Q1XQU7LgLUbi9zrP47lig0ulFroq2uods4OOVexizeLKSotPf3MGRRHOXiNpg0vLzU1tVgd1CzqJgBgOtAnCkIyh0nR8XlqoM1+zeHmpzj96xwluG89uuC7+9luO8JmnZrm60mal6aDICoWUzrGR1LpAH2AkY3CokGQx5nEWkhqGpnQ/y2hGZ7Zi8ejZpT7ntK2uxTCM+P1vX6PUcJjIGphazD9tq8xW28JtTlOw4uSokNSZrbZpOz6WFzKc0skmhFzdbNXCDyMsb/1K7EYVKVmWOTaSolizu8lUIa66d37X9UNcP+TEWLqv1b/amW66kGTMFxSZmuVhe+GeTuhvxjnd6Oc75Wbv1WvuNzf8xFiGf//BU8xW2lxabgFwdCTFdD65Rtv3RnJEXz+d58hwinPFBildDFB7QUhCE5bHthcynNZ56HCei8ttvnhmiTCka/TyxqPDBLEBRzl2l9tqbHZWth2R1EsS3Hdw63SxV0JsG8T+i3/xL/ilX/olfuVXfuU1KsEuYj9aOKvB8Xqe0aWGGCqaKbcxVHlL77vdDWHQQ9Ww/e5krx9GfVyyQQf+bivWg4B0ueXw/FyNK8stXD/scgSHU3qfzFivg9mh4SRpU+3TFh1O6bzhyHAfgO87BCZgYo91Ete8xw5ivYy9Yze8VLe6vN5OrL7Xq4FCIaVzdCTJszNVSnWbtieG4YaTOmEk3nM4bZA1NeaqNpbro8pweDjNfdM5fuiBA12QJssS77tngvNFQXvIJTWIr0fYnyooilCJWG46LNRsmo6/JgETEFkiYr09Svysww4/MZbhH779OD/VFPJdHQrBWNbk+GiKKIp46kqFhK4wlTNJGRpt1+fFhRozK23GMsbAw2O9bkEnEVhpuvh+iB9EJA2VYt2hZrl4QcRS3eZKqcVcpc3PfOheUoa6LjA4MZbhX733dipthycvl4GIluNzdrHBYt3h+GiKlZa75nlJ6SpRRKxKYKArIlkIIiGJFQGGKnNuqcm3rpZ58HCh+75bWYudtaKrEnqsSGB7ITXbwwsiiARo9IKQ5abLsdFUXOkWgNuIZaVaTsBovIa+9GKRE6ODW8KbVaQUWciOtVwxsFZpu2QMleG0gSLDYt1hImvyQw8cWHN/V4PRyazJQvzd3qgJ/c1iPyqP23nNrfzuXoBcWZY4NJzi0HBq4M9vhv6qqsr82FuO8LN/9hKXV9p4cZLjBoL6ZWgy90/nUBQxEHx+qUG17a65xnxKZ7qQ3NY1bnZWCrAvcWwkte1k+1aPbYPYr33tazz22GP82Z/9GXfddRea1r9x/+Ef/uGeXdyrPfarLbSZZ/TBfJJzSw0OD6f4gfunyJgb8+92siEMeqg6k72qIQaeOlyyTqw+8HdbsV4NpMsth2dmqsxXLaII0qbadQw6X2xx38EhVlouXzq7tMbBLJtQ+7RFP/KGQzzcU5la77u41Vp062XsHQ/0lZZDw/Zx/WBd3u1qoFBuOVxebqEpEmNZk2JDSJLZQYDTDjk8nIwBicLhYZmGLTi3903nBlIqToxl+OB9k5xdrHen11VZ5mAhyUjaoNQQNIG65VFuOTxwuLAmMbC8gJG0jhRXljuOU53qatpUGU7pWN51m+zbxrP8nx+4k59/5GWWmy6TOYMjhTSW5/P4hTIAbzhS6OqcZkyN4yMpzi01eGamyhuPFciuEqpfr1vQAXdZU+XKSgtVlpgpt4WhQCQ0XcMIgjDk9LUaP/6pp7hjMtuVERoEDL5+eYWlhoPnR6BCOqkiITFftZittLlvOrfmeTmQSzAxZPLtmQoSEU0nwAsEVzWMItz4IHb8Jr/+lUs8daiyLUDUcn2CUBgMNCwPENxBPwiFY5cvjDucmCJyaipLQpOxPHGNVcsloalxMpFGU6QND9uNKlLllsszM1UkCXIJHS8IhUax7dFwfJK6ytSQ6AoMqnwPAqO30oG/H5XH7bzmVn4XuCHt/b1UANoO6O7IZ/3Kly/w0mIdPxSDf8NpYbJyNB6sSugKl5dd6rbH4eHdA8vNzsq0IZLVzaTx9tK57EbFtkFsLpfjQx/60H5cy3dk7EeWvhXP6KlcglJDSN1stZqynQ1h0EO1Wtbn+Ghq0wN/JxXr3kGZkbTBTLnFyTGFi8WW0IWUwNDkeGJUZSxjUGl7XFpucft4mgvFJt9339TA9+1oi25HdP1WOug2s44cy5qMZcAPIq4stwbe616gkDbUribucNrA8gIkxLQwCDBWaXsk4ha1rsrIsrCBLDUcFup2n2Vt56C4fTzDXZNZVEVU8HRF7q7hI8NJFmoW5ZbH3/+eY33VwU4IOR6DkbTOQs2JZZx81FgndCJrAFLfWrtQbPDoS0UiBPh6ftbhQrHFaMZAVWQeOpBlOH3dB77cEhw2L4i4vNLC8QImhhLdwbaOhNnRkRRhrIXauc5OIpA1NdqO35WZWq0bIgN+JOgSWVPj7XeM0XYDnryywpmFGj/yhkOMZ0y+eGaRP31hkXLLwdRkwlBUV9VYZzeKYCxjdKeTO3FpuUnb8Wk5PpWWK54NVUzgC3m5KH4NYWG7XUC03LiuDOD6QTzUBVlDRVMl6oGoOqcSGl4QcvpaleWWiyJLJHUFRZJJGWpMi9BjXu/6h+1661tQmRpULY8TY2mOj6a5WGpRaTldBY3Dwwl+6vvv4Y6p9akbg+JWEJffj8rjdifeN/vd3/nmDLYn5gj2u72/VwpAO6lsv/POcY6PpvgP/+8ZVFl0qiaHzD76luUGyJJMEEUk16HDbRdYbnRWbkca75UW277iT3ziE/txHa/FHsdeekbvdENY/VDZnt+V9REDTwIQRFHUHXg6NZVlMmuueZ2tVjRXbzquH1JqOCw3xUFqqDLVdkQQCR5oIZZD6Wi3+mGsVer63DGRveUqqbuNzTL2Q4UkH33zERK6su5nXj0R39HElSQJGVHBM1QFPwgxNAGGXD/E0IRLlyoLQFpuiQnwQQfFsdEU+aTOQt3m5FBiTfLUsH1OjKVJG2rXpnS9a3zwcI6mE+AGIZos7GwvLre4a2qou9YGacoWGzYLNRtVkRhOaUzlricj5ZbDs9eqWG7AaEZnseZg+yFz1TY122VqKCH0ZoOIKIJf+tL5vsOvkwhU2y4Vy6M1AMACdOrEUQSLdZu5qkWx7nQ57i8vCv6doSk4fsB41kSSrgPYk+MZRtMGEFFte2vUJT7x+BXqtkfaUKmGHhIRrh9hez6qIpEzNSwvJIwiJmJu8Xak7f70+QX8KCKhKRBFNJwAWYKm42Nqgotq6sLMwvFDyi3Bgx5J6RTSBl4g9oaO5JamSBsetuut72Ld5upKm3xS48RYmkLKoJDSRdchCEXnIYhImds7Em8Vcfn90B7fzmsCG/7uRNbgG5dWGEkLa2PHD4kin4yp9jmd7VV7fy8UgHZT2T5USPHGo8O8MF9jKte/f3XoWSfG0hTr9p4Cy/XOStiZNN4rIXYEu33f5y/+4i+4ePEiH/nIR8hkMszPz5PNZkmn05u/wGux77GXMl5bIY37QcRizd50krbUcPiz5xfjgScF2wt4ebHRBQumpvDrX7205hDYSkVzvU3H8UX1pm57JDWFCEhoMmNpsyuHoikyTcenYft99+VWq6TuReyWj716It7yfFKGgeMHNN2ApC60cMMwQkIiigTHsnfSX5UFGFmq2/zh03OsNB0mh0yODqewvIAz83UUWdiorgbb55eawqIzjPiVxy4MBA7919hicsgkjCKen6uLtSZfX2vvPiWUJVaagg/pxNq5k0MJJocSPHutwmLNppBqU0jppA2lW30upHTcIGQ4HZFP6rQdn6Waw1zFZjRj8LpDQ0zlkmsOv2MjaY6Npvh/n50nDEI2HeGQoO0GPHutiipL4iAC5ms2ZVmikFTxQkSlW5K6znDllsuxkRRBFFFsON1Es7fKNjmUIG02CWMpOSCW2RJuSL2Scr2uVBsBos7rV9oebzhS4PRsjVIjou0GEANlPxT37A1H8wynDCH15YdMZg0sL0RCVIX1lE655XKh2GAooXHvwdyGh+2g9W17IRlT5fWH8t3kWZKk7vCiH4bC2Wsb7dRbSVx+O4WGrVaOt1u8GDTI20kS2vHeH0VQbJQFrUyRySd1Toyl95yTudt5it1WtrdChfuhBw7wyJningPL9c6sV4oe8HZj2yD26tWrvO9972NmZgbHcXj3u99NJpPh537u53Ach1/7tV/bj+t8LbYZeynjtdFrrTQdnrxSRpUlPvn4ZRRZ4vhomr/6wHTXorP3obpjQsh7dGSFzi018IOIyZzJ7eNZTE3e0SGw0abzuukcp2erRFHEnRNZZisWNcvF1K63d7wgRJUkKm0xJfpKykh30s7cLV/3+kT8tXgi3sWMtV7vmjK4VGoyX7Nouz6aIhEEEWXXJaGL1vBi3WEya/CbX73EpVKLpK6w3HTJJ0WFolOdmRwyKSR1LpaaXF52sdyQmiWE3w8VkiR1dV3g0Atm+tbakMnBfAJZknjyygovL9UpNRxcP+TKSlscsLJEMtYFXWkKZ7XKxWVGUjpJQ6XSdhmKAVDT9pkcSvDAoRwN2+fJy2WWWw4PHyuQiwHT6sPvJ79HDLV9+skZ/MHeI92QEJVYMeDkkUvqLNbFgFzLCUjpKstND0mWKCTDrrpAryWqoAlcT856q2yOH6LElbVqTLuQJEEpUXSJQkoT0marXKkGDat11lPdEjqvk0MmGVPj/ukcZ+ZrtB2/W3GWJYlTUxlG0iZRJADuUELjxHiGC8VmH5dZV4W18kNHC1s6bFev77rl8elvzmCuktTqRNvx8cPBifiguBmDQxvFVosWpYbDoy8Wt1Q53uprJjWFxbqN4wUU6zYTQyaVtsvFYqurz9y0PKptD1WWGB9KoMXzCKWGGMy8+0C22wHrjd0oLewGtO1FZXsrxQJZkm4YsHyl6AFvN3ZkdvDggw9y+vRphoeHu3//oQ99iL/39/7enl7ca7Hz2EsZr41cn566UsELQgpJnYWajeMHnF1o8M3LZf7JO0/2+UR34sRYhiPfneI/f+FlbC/gxGiabOL6QMxODoHNNp1jIylKDYea7XFqKsPp2Vr3kFRliUrLw9BkDuQSr6iMdDftzN1WmcVE/B2AxIsLtb7vcSihocxKnF9qEEXg+AEjGZMDOZOVmPN4pdzmUqlFLqnFklbXD7X7p3MxqPJ42+2j1G2Pmu2xVLdx/JBcUsMLIhR5Y+vZE2MZDr01yX/4fIv5qko2oeJ4IS8vNvDjCXxR2fUZyxiY8ZDZSstlpmzF9rMSiiLFA0cB5bZHy4mHD4GkoXUlyyRJwo8ikrqyBpyuPvyG0zqqImMoctfudFB0XiaIhGtbte0hScJBTpJAU4WigOOEzNcsDheSyLLctUTt6Bn3Jq29VbYo8lFjJ6qpXILlRlyxC8ByfZbiIay2E0B6cBdn9Tp0vIBrFYsHDxfImFBI6bzl+DBRBAs1oUfbdnwullos1Bx0RaLa9jg5nmY6n+xyrcttl5bjxxbDKh+8Z3JHfPQwjHjqcmWdRNzmycsVVEXm956aIaGpmz5D+2UdvtPYStFiasjkz55fpNLeWuV4K685OWTyuWfnuVhqcq1icXahwWhap+0Jnee0qaJIMsWaTRgJqlYYhsiqiqFK3Sr7uaUGh/LJDdfUdqkauwFte8Wp3axYcKOB5a04bLzb2DaI/cu//EueeOIJdL3f8enIkSPMzc3t2YW9FruPvXxAVr+W0My0kCXR2nQDISjf0XRcrNv88qPnmS4kBk76LtRtlpsOt41n1mT5OzkENtt0koYY9EkZKistj5NjaearNqWmQ8vxSWgq33ViZMvi0rdC3ArtTFWV+eGHDvKJx32WGg6yLJHQFTRFfIfDaZ2sqWG5AUJNTeLuqSwrLZdzSy4JXQzuCPms64faxVKT+6eHWG46fPrJGdoxcJIkGEqolBoOTSfoWpNu5Cr261+5xBfOLOL4Qh1DlmAooTExlECRYaHq0XYDykJyUjg6RVGPTJcAQWFs5dpyPCwvZK5iMZ4xuOtAqmtoIfiVodCjVdbqAPcefk1btHbHsjpRPaLlBJvSCjqDUZocEYSSkDCLq5t+KHivXtBkPGOia/IaPePOYdVfZRMuVMWGTRBELDYc/IDua/qRuKrzxQYpQ1kj1TVoHRbrNmcXGnz7apk3HB3ucs+nC0muxqYOuiKTNTXCKGK+ZuP6AZkYLBVSBvkjvZxV8d3dObm9oatObJaIAzx0IDuQ+jHoGdopyNmvIbDVn28ia+CHUVfWcGrIFPbJ7a1XjjcrhCiyRLHhdMHsg4cLfPtqmYuxduvhYfEMLjddJFnYnluecLCairsFkiSRMlQWqjYPHi5suKZ2srftFLTtJR1vs2LBjQaWrzaK3LZBbBiGBEGw5u9nZ2fJZF4Zh/93UuzlA9L7WhdLTT79zRlKTSF11AESAKamMpGVKDUc/uDbc/zr963VdNyrTLcTW9l0RtIGf+X1B7q2e4WUzlBScPzeeed4n5j7rR63UjuzN8G5UGxwedlFlmROjKX5oQcOcGI007f+oijiF790nqmhBMtNIQhuqP3Wn+WWS7HuMFexCKIIU5UF0Izb+IWkjuX6fe5ig1zFfvFL5/nGxRXasXRViPhPxRI6pZPx0FgYCVqAoQlOqSRLojoaRXhE5BJ6d1jqUCFFsWHTdgMkSeLycktcU0pHk0VVdDit98nHdaK3BbtQFUmg4wsXrSgSA5nBAHqBBKgyBKH4gx+CKkEYgutH6KpQhNBkoUywULfRZJnxrLFGzxj6q2wnx9KMZgzOLdapWB5RdL3664cRsiwOvnLL5ckrZR48nO8C4vXW4cSQyeFCkkvLLc7MVYU8WGyEkTIUIkQV3fYCVEXmxGiKhZrD1ZU2d0xkulVtcV8izhebux48WZuI21xZaZHQFd5wpNBVnlj9DB0ppNbowe4E5Oz3EFjn8/3ON2b4xuUyNcuFCHJJjbGMyUy5vW1TjvUKIXdPDbHSFOoine89Y8KpySwrTRfL81ms2YymDXJJXShSmBoLNYuq5ZFNaD2GIh6qIvHA4fy6ayqKxIBkPqkxW2nzhRcWOfa2re1tOwFt++WquZfXuFncCqoZNyK2DWLf85738Iu/+Iv8xm/8BiAegGazyX/8j//xNSvaWzT26gEJQ+F0dXm5xbVym6rl0rS97mR6b+iq4LGtV03dy0wXtr7pPHx8hIc3sHS8lWKjTehWa2eeGMsQnoKaJbQPgyiiWLf54pkllqYdRjNG9zOcKzaw/YCjwykKcQVQT113TdIUmabt8+JCnXLbJWtqmLqKrsrUbZ+m4+MFEYWU1ucuttpV7M9fWOT52Zpwg5IEENTiAzGIoOH4KHUL2w9QJGJXsAhVkZAQvx8AxJqpEnQlqCaHTGZim9a65XFuqcGpyQyLdTHQNUg2pyO5lU/q/K+vX+XqSgvL87E9AYZVRSIpqTiejxuXZGVAliFjaLQ9od0rReI6kMTPxEBWhK7KaIrESCwZN5zS+dfvu5O3nlybnPVW2Z6ZqbJUt3CCsAtgO59VAjRZOFlJQC6h8r67JzBUhZcW633c1951KEkSo1mD88UmZxcbLDUcdFWm2vZIaDIHciYnxzIkDbUrnzZbafPMTJXn5mocH92em+BWD+xBifhUzuxq//Ze/+SQydMzFf7zF15muen0Ac933zW2LZBzI7smth8ymtG5fTxNxtTi4cgGM+U2YxmTjLn232xUNBhUCAmjiF/60vk133vSUBlKqIxkdGwv5O4DQ6QNlW9cLqMqMpNDCRZqFpYr9IgVWSaX0skn9W6VffXeJob6mlTaQl84AkqNRe6dznWtkDeKnYC5/XLVvFFxq6hm3IjYNoj9+Z//ed773vdy6tQpbNvmIx/5COfPn2dkZIRPf/rT+3GNr8UtEBeKjW6GX7VcgiCKuWpweDiFsWoldfyiwygcuDHudaa73U3nVm+nbLYJ7XUley+ut2OfeHg4RVJXma+2+dyz8/zBt2eZjo0Kjo+muW96CFNVsLyA42MpGo7XN8TTcnzark8QKSiSxGhGR5FlokhQV5qOhxeENGwh0+QG4UBXsedna9TjKg+SEhsbxFqtUdTVUg3pTPWLYSaAIBR0AiXmnfpBREIXEmFBFKEqQsA8n9Cp2R6zlTa5hMZ90zk+/GCGL79UXNO2fmGu3p0OlySJiSGDyWyCUtPBcv246imhqQqhH6DElchEPDC30nKYrVgEobj2IBTAOkSAXQkJL4wIQtHKzSd1jo6m1j1oT4xl+OjDh/mpz5+lanmEYYQiiSQCSQD3IIwII4m0rmBqCmlD48svFalb8zH3NeRauc2DR/KkDbVvGv1SqUVCl/FDGS2ubFtugKbIHBtNr3FbmsyJyvzRkRTVtrdl+tN2D+xOUt9yfRRFWlcA3vYCzi01sL2A28Yza4DnO+4Y29J+01tZPDGaoukEVNouelyBvlBq7UnX5LoihNtnLQpwYjTNpVKLl5fqjKRH1iS+mxUNVhdCXlqsD9x/dEVGi53W/CDCCyPcICSpK9Qsj7ShMJo2uPvgEIaqoMkSi3WHew8O5muXW24sZeeTNjU0U8WN1WZ+58kZgL4EefX92w2Ye6UOQt0KNLMbGdsGsQcPHuT06dP87u/+Ls899xzNZpO/+3f/Ln/jb/wNEolXzkT3a7H16LRlT1+rIksSo2mDKIq4siKmo69V2hwupLpyVR0ppaGkRi6hD9wY9yPTfaVuOqtjs03oo28+Qt3y+qaBt3so7WUMav+VWw7ni02CULg/uX7IUELlhfkac9U2uaTGQk20Iu+fznWHeJq2R9sNOZhPoioSsuTEFsXEXEkNNxDgqWH76KqO6wecLzbXuIqV2y6eH5A0VNQwwo7tcGWulxv9CNRYykuRJDQFVEVGQnBNvSBCkiCK/6+jhdurSFCzfC6vtPiRNx7iu0+OIssSB3IJPvXEZc7M1WKBdxdZlrs2qildpdS4Luqf0BRsz6eQ1imkDF6cr5MxVe49mOOlxQZeGDKSNqhZHpWW1+XOypIA2oYiBr0O5JK8+ViBpKFwdaW9aRKT0FRG0joJPc/zc1XqlpAuIwJVllFkAYpdP6Dt+rhBgCyLKuVIyqDt+pxd8Hni4gq5hIYdc1c7oLhTlT42msL2Qi5IDWRJZrnpcmQ4WmN2MpI2+NtvOYosSVuqnO3mwN6oGxSGEc/N1rDcgPGM2U20e6kGLy82+Oibj/DIixvvN53KYkKT+fbVandiX5VlCkmdiSFjT7omG3VnOtJoC1WbuuUxlLxeed5J0WC9e9fhV19daeH4AS/M1ZAkkXC1nYBq2+PISJKxjIntib1+OK0P5Gu3HI8LxSaW6/fR1SQJTFXm+Ws1/tPCCxwsJCkkdU6MZfrA6V6AuVfaINStRDO7UbGjE05VVX70R390r6/ltbgFIwwj/vz5Rc4tNdBVmeGezeRwIcVLS3Wats9Sw2Y6n8APBYA1NYWkpnJyPLPuxtipBP3+t+a4WGoSRiG5hL4r0PlK23RWx2ab0DPXqvzUH7/IcErrTgMfLiQ5MZ7uM4+4keLVqw/PKIr6XLzcGNSA1JXOmhpSyCf1bgJz/6GccPCqWQynDd5/94TQUA1huemgJSVhHAAUkjp1y6Xc9onCCD+IBrqKaYqMoJBKGKqMqYXYvjAVCGPSpyKJg9cNQhRFQldkbE8kAKoiE0RiEEwCbDfA0BTKbU8As5EUsiyjKiKxEwoFEo+eXeKTj1/hykoLywu6VrK5hErdjm1YZRetc2gbKuNZAyQotzwmhxLcMZmFSAyxGapMpeUyljFRJAlZlmI+rADYgkagEEYRCV0mm9BoOv6WkpiW6+MEIaam4PkhtieSDlGsFlJjEgidWDcgsHzKLYflloMqy+QTGhlTZabcpma5HC6kCBWZlZZLEITMVi0yhsqlUosgjLC8EM8XGrSN8UxXp7V3zU7nk1t6Xnd7YK/XDSq3HF6YE7x5Q1Vi0GPHJgn9Q4Tfd98U/+Btxzfcb1quz3JTGFQ4Xhh3HAQftNiwqdkuwylj112TjbozkiRx+0SGUtPhQqnJbeOZXRUN1rt3kiQxktZ5blbY+xqKTMIQ71OP9wBdkbm6MtgNsPe1n7yyQqXlkO6xco6iSGh+W75IKhH5aNP2WW65fTrMewXmXkmDULcazexGxI5A7Pnz53nssccoFouEYf887X/4D/9hTy7stbg1Yq5q8fxcjSCMyKzyhU8aKtP5JLMVi2rbRZXFpOlQUiOpqRwaTm64MV4oNnjkTJFSwyaI5Y5GMwbvunN3VdNXwqazHk9ro02o0nYp1m0ats/E0HB3GvjSiqhiPnA4j6kpN5yztfrwbNh+n4tXx0jCDcLuRlppe3zo9Qd4Lh6yc3xRxXr4+AjvuWscQ1X44pklEjnRRr9YavU5WoVhxFBS4yfedpzvOjE60LHrrqlslxObNsUgSRRFgosX814TmuBjOn7IeNakbgulglZsqZvUZCRZomZ5uL6gEgg6gcSlUguIWGldl6/60ouL/PSfnKVhi2FHU5WptV2CCEoN93oFNYzwJQlDkajbHhlD5dRklsW6zXffNooiS/zuk9d45MUiEHVtYb0wImWINmzd9gmjCE2RSRsqaVPB9kLqltC13UoSk9JFe/bCSqNbdZai68oEQRghS9B2O9NeQqS+M5RTbDpUY7taP4gEd1YW308kgeuFWHLARNZEUwXgn6tYLNZtZsot7pjMbglIDXpedntgD+oG2V7At69WWG46qLLEVN5EV5Q+6bdCSu+j62y23yQ1heWmQ9sRRh+dazVUBT0ls1S3IRK/t9MIw2jT7oypKdw2nuHYSJrlprOrTtV6nbS24/PyUoOMqTIeG4fULA9VlrltPIMiSdx1YIgfuH+KjKkNLDB0XvvMQo2K5TGuyYSRhBeErDRdqm0PgIyh4IWC/lKzPBxfDJx/8cwSH7xX/o4Dc7D3A9OvhNg2iP3N3/xN/sE/+AeMjIwwMTGxhsz/Goh9dUXL9Wl5YsFrytrDZTht4AWienMwlyRpyOQSOifHM5vy2HpbPQfyQtrmWsXiU1+/8qrj7fTGRjwtP4ywvIB0oLLcdLpDLwAXiy38mF+mqwojaYM3HB3mQrHB1ZU2375a4c7JLNOFBA8eKWCoCmHMs9zPWN1adIMQPwzRFHHdHavZjuRUZyMdzRjrVrHCMOL4aJpvXFoRbyJBFArBqwgIoohcQuPBQ4V1AcqHH5jmq+dKzJTbtByhPGBqCkHMh5VkGE0bfPdtYxSbDn4Qctt4mqbjc60sDBw0TWFqyKTYcKhZPqYqU0jrSBLMVdtcq7S5bzrHe+4a59xSg5/647Ms1W1MTThmdSqbxMoIIPirUQR+JFyrFAkWajY1y8PQFD737DylhiOqt0lNcF9jIw4/CBlKaGRNlaGkTsvxUSQopFQ0VWGl6XKh1OTwcGpLScxk1sTxQmq2L/Q9KwGSFPUpJIQR6KrQo03E7l0S4jOpkoTlByRU4YRneaLS3ZEoMxQZtSPZJEkMJXSiCOarFjMrbQxVcG03AlLrPS8nJ9K7PrBXK2ucWRCdpcOFJBXLQ1fkPtewjhrGdug616Xa+r+LKIpwvADXj3AUkRztJDr350KxsWl35vWH8vzEdx1bo7awU7Wa1fQtP4jQZImHjw9zMJ/scqQ7+1jTEc5dGVPbVHbqI284JFzUnEBI9ElSlweeMTUx2BhbGuuqeN7ars/5pQaXl7PfcWAO9n5g+pUQ2/4kP/3TP83P/MzP8K//9b/ej+t5LW6xSOkqKa0DRiIMtX+zEwNcCidG0/zd7zoqpFM22RhvZd5Ob8WnY1FrecGe0RI242nde3CIqystzi01kCS6vLnxIYNy28XQFAEqYkBYSOk8dKTAwXyCa2WLhCZTqjt89pk5/lxdvCETqatbi7oio8qC+6nHSgNjWbMLxns30vWqWLIs8e67xvjii4vUbZ/pXIIICccPsD2hJ5pPG3zp7BInxgavk9smMvyr993Bf/7zl5ivWrScAEmKN3pN4cRYmp/47mM8fHyES8vN7mEsSxInxzK85YTJ6w/l+fbVCjPlFiNpg4ullgCTYUhCUwiB8YxBGMLPf/Flig2bRMxxdYMQxxeSWb1XF6tkdVuhYSS0adtewHQuge0Jq2RVBgmFU5NZkoaK7fh89UKJlK6QMlQsN0CPpcfmY8MARZa5a2qIDz94sPud+37It2bKnF9qYmoKDx3Jc6ggBr4W6jaGJpNPaqLdGwOpePat+79lCRRZjI95fkSlZWN5YsLc8yOC0Gc0bfDA4Ty6KnN6tsrVZSFf5Yd0AVoUD4udHE8zkjL44YemOT6aZjJrslC3eWmx3vesbfS8nFtq4Prhrg/sDgXpW1fL/PpXLlFIaUxkTb59tdqnnNGRfttOpRsEtzplKDh+wFLd6SYmyy2Hpi2MHIIo5FNPXOFH33R4W8/q6vuzle6Mqsp7Vn1cTd9arNn83lPXmMol+2x9O7Ed8Pjw8RE+cM8kT10pcyCXwA1CvnWlghYPYdq+4Jbr6vXvp2H7MXWJ7zgwBzdeGuxWiG1/g5VKhQ9/+MP7cS3fMXEz9Nu28569v5vQFO4+kOXySouG7aH3cGKjKKJheSiyzL0Hczx4uLAn7lo3q9XTW/FZbjosNx1AcLw6k/WDAOFm97bz84bt8dln5lmJTR4G8V2fn63iBSF+EDGa0fHDiGLDptgUto66ojA+dB0QArE8k8x8zUJVpHiSen071r2OQULruYTQhFQVmaQuHJA6fNmtbqQJTWU0Y6DKEi03IAgDFFnmQD7J8dEUmrK+hFsn3nnnONOFBP/PU7Ocma/hhSH5hM590znee/dEn0XtIC71XNXiC2cWmcolyJhCC7a3ugQR5ZbL73/7GstNJ048iL/DsAteV9fYolX/O4r/x3zNYqEueIOGJtN0AjRV5rtPjkJKZzRjCmvcMCKfMsgkNDw/pNJ2cfyQtxwv8C/fcztq7Dz26Nkl/r+PXeB8sSla/ZJwxPuukyP8f95+oivN9brpPF87XxIC9IjqsKoomPEgmusHsbZrxHLTJogEF1eRZWzPxw8QEmCBsL0dz5pcK1s4QYSMqNw6fkDT9knoKrdPZKlbHhNDJo4f8GtfucjzczVank9KU+PK7ASPvLh+sntuqYnjhcxXLW4b392BLcsCcBmazHhWPL+rlTM6urbbqXRfKDb47DPzLNZsgjDEDSJqttddG2lTY8gUQP/ycotPPL71LtSgYkDGZE135tRkdl+HW3sT0ZSuktD2ziTgfXdPsFCzKbdcjFjtRgLaXoihyn0DX5oi4/ousgTHRlLfcWAOXvnSYDuJbYPYD3/4w3zxi1/kJ3/yJ/fjel71cSP021aDKsvzeeTM1vyyB11fLp5svVRqsVR3GEpqQESt7RFGcN+UmArd6oNxK/J2eisaCU1mpeXEPu9i6nskrQ8EhJt9n70/L7ddLhabjGUMRjNm1+WpE23HZ7np8oYjBS4ut6i2hQZvLqmxULWo2wFTueuAsBNRFHFusYEfRJwYTXcPjxtZ2V7dWhSSVWLq/+RYimxCpWF729pIW66Prsq86dgwbTfoa0tKkoQfhltaJ7eNZ/m3H7hz0yRuUFV49VrtFeBv2D6WF7BQt6jZHhlDww+Ea1YYiUrmZg5c3fdG/G4QgiRFhPJ1qa8ryy2OjqSYzifRFLlbzexKLEhCYSFUZDKG1v1cj55d4uOff5FSw0aVJbKmShAJfu0Xziyx0nL5e991DFNVCMKIlKEyrcpU2l5sMCFMCYJAQpZjEwgkLC8kbagoEgSRcF1CEnzYr11cYSihQiSemzCMUDVRLVYVmbGsyfHRNJoi4XghpYbD7z11jZcXG7h+0B0qu7Tc4umZCrIsrSvQP5UTAv6GpuzJgb26FVtIGX3KGbbnE4SsqXSvF509ZaXpMJYxqLY9hlMSM2WbCDgwZDKUFDSF8azJvQeGtiW3tV4xoLc7U255/MgbD225wLDb2OtKYO++8txcFT8QtBQQHZCOIg4IBQ3Xjzg+luZgPvkdB+Y68WpR6dlqbBvEnjhxgo997GN84xvf4J577kHT+rOtf/JP/smeXdyrLW6EfttqUOX64qDImhonx9Mbvud617dQs8mYGg8dyfPSYpOVpgNALqHxxmPDfGSbVq37xdvZaYV7tY7jt69WcbyQsaxQBS+3XBbrDg8cyvUdMpeWmxt+n++4Y4wvv1Ts/lxXZa4sN6m2PZ69Vu0OiYAYhmo4ArSlTJX7p3PXBb7DeHo8jGIJm/57VrcEOJzMmWvadzeysr26mrnccHh2psql5RZXltefRl4vkpqCH4ScX2qQ0MXnzvQYa+yl9eN6MWit9oqv216A5QWokoSpyUgSeEGPWUC0tgo7KDqatIosSAZBFOH5IUlDoWEHXC61GDKF6sBIWlRk265QPlBkmfGhBBNZAZTmqhaTWZNPfO0y5ZaDoYpquCSBhqCi1G2fF+bqPHO1wrHRFN+4tIIXhhTSBilDo9xysLwA2wtJ6AoZVVyHpkhoioIfhuJzSh1qS0gQCiCb0BXCgFjPNuK+g1kmhpJ9/O7zxSZ3T2X58tklvnW1ghvLn3WAuSwJu9S0oXL7eP9a6SQQbVcYX7z5+DBLNZtSw2GpHq5ZZ1vdFwYBsHxS57ZxiUrLZa5m8bpDub5K93rRu6fcNp5hNGPy7LUqdcsVnRNERdbyRUVxPGNs+VntfJ4X5muU22JvWX1v3CAkoakYakA2od0wsLZf0onH3pZmttLmf3ztCmfma7RdkUAqihRXYEMW6w6TWZO/+vppZFn6jgNzvfFKV+nZTmwbxP7Gb/wG6XSar3zlK3zlK1/p+5kkSa+B2HXiRvBAV4PQhGbyjUsrLNZtgjDCC4TV46D3BDa9vuMTGf7JO09yZaUNiJbNwS3K4fTGfvB2dlLh7hwGF0tNnpurMjWUoOkEfZP1QJcL13SC7iFzrdLe8H6dW2rwySeukNJVbhvvtNKFJa+hSrScfsvUDn/SVBXhKZ8QSUPnQJIluLLcIpPQ1hwOF0pNVFni9h6KQm/cyMp2H1icgDcdHebpaxVWWi7DKZ3XT+c3BQAgvs///fWrPDNToxEbFpiawsF8gnsO5MjHOrP73RJcvVYrcQJixeoFnh8wktaYWbGo2cTtdzElLSGqioNsZFdHhKimSpLgtfpBiBdG+KFo2zdsoU7QdHyOjqR46HChq/jQAYdBJKq2Ldfn6WsVLpaaKJKEoSn0LgtZFha9thfw1NUKf++7j3F+qcmlUouW6pMyVIbTOtW2RyGlcHg4wVzZYqXlYXmCYmRqigCrEShSQNpUkYGa7VOzxKF5YjTNYt3mWtnmUCFF0lBoOn4XzNxzcIiPf/5FWraHIovrVCSJIB54ctwQ2wtYqlscyAtjhHLL4WKxxULdohxbFi/V7bh9nOHBI3nunMz2cWq3ui+sBmAJTWauarHcFPc9qSkEIVwptzYFQKurpIWUzv3TOU7PVllpuURRRKXlkTQiMFXOLjZYrDscGUni+MG6z2p/Z0fci4blcWpKuF11qsZ+KNzXDFVmueHAxOZrcK9iP8CjLEscGk7xo28+xCcev8LMSpu2KxJ/1xfKIRNZk3/8zpPcNnH99V/JYG63tMNXgkrPXsS2Qezly5f34zpe9bHfPNBBILluebTcgImsQcsJ+kDT6vcENr2+i6UWiizzttvHdn4j2PtsfScV7t7DoNi0uVxsUWt7jGSMvsl6oE8iKpfUWKrbXF5ubXi/MqbKmfk6bz423ANw1a7NaspQ+yxTNVkMzIyk1W61qncwomF7jGZM/srrD3A6lqXqHA53TQ1hxsCiE70VGdcP0BX5hg8xDAIQT12ubEqd6TXX0BRhBuAHIY4n1nCt7XEwn9xUwq03Bh0IwJYoBp21em6pQakhaCZpUwCypKFyfDTFUl0YNQTxd2+5Qdc0YKsRRgIEJzSZhiOSzrYjQKXt+cxWLZKxWkKHw9kbVo827OXlVixpBsqAxEaTJawooun4jGYM/uHbT/BTf/wiF0uCO6sqgns8kta5VGpStjzRnm66QgvaCXD8kKlcAkWWGEpocZLmc/fBIQpJvWsl+9Jik/maoDT0gplr5TbFuo0s0a0Ug1A8UHSVpu1h+yGXl9tM5ZJU2sK9qWZ5NG1hypA2VaQIZisWrh/Rcn2OxS5lO9kXOgDsf3/9Ko+cXRJDnYbKkeEkB3IJFmr2lnirgyhThZTO66dzVJoudccjikLGsgZZU8MLIkoNm3LLYbqQHPisrv48k0MmDUusi5rldTnnaVNFlZXYTCPiT59fYGLIvKGVx/0Cj6vVJKqWiyzJnBhL80MPHOC28eyaf/NKBHO7pR3ejLmbmxW7OtWieOJ0UPXnteiP/eaBDgLJHamjjKp3Pag7oGnQe95InupeZes7qXCvPgzShspC1WaxZlFpu3HVWrQloV8iqtPCho3vlyILXcPejUOSrg+LNG2PIALLE9a9i3VHuBtpax/J3ur0w8dHePj4SN8GNZk1+fWvXuqrFvZ6jbfdgONjaSw32PoXtMvYKXVmkLmG7YWUWy6W52O5ActNh4P5JB99eGuT3AN53kkNIqha3qaHRGetfuapWc7M11FkcPwOvzNFGEFSV3D9gJYTkNRVCikZxxOWm2EUYnkRhgJ+uD5XVgxZiSG9jk2r60eEkYcsSUwOJbj/UA7LC7t7bydRWW3fuVCz0BWZduDj+iGyLEwfFFlwVb0wQkJClSUWazbHR9P8nx+8k1/9ykVWmo5w5EobPHm5TKnpMpo2YopLg2tlC1MTphCqLJzOVFmi2vYYHzI53MNhncwlsL2AH37oEBNDZt+B+uxMFT+MSOrXK8VR1LH8jbrXqiky55aalBo2LUd8HscXerkT2URXzswPQ1aaDl88s8SRQmrHna8whPOlZmyXqqLFfOCUoXEwr22pa7aRoxUSuH5EQpNJqAqyJGGoElpSY6ZiMe6HTGbNvtdbb587NTWE44dcWWnF/PM0fih42dmExn0Hh1hpuTdF7WW/wOMrubq6ldgt7fBGzN3cSrEjEPs//+f/5L/8l//C+fPnAbjtttv4l//yX/I3/+bf3NOLezXFfuu3DQLJvVJHvdXE9d7zRkuS7MVmtN0K96DDIIoixjImxYaNF4QEgahi6inR9u5IRKUNhQulFvccGOLYSGrD+xWEQoQ+DPtLcZ1hkRfn6xQbQnA8nzS496AYFvnyS8UtVadXHw6dauEzM0IWyA8iDE0MAWUT4ju7Ufq7u6HODDLXSOgKU5qJ64eCp+kGsYzV5mux90CYyJqkQ5W5qsU3Lq0gy3DXZJZ8yiAIQ56fq25YofvB101xrthgImuS0JQuP7duCQcvMb1uxbrJwlkrb+rIRMzXbAxV2N+6QbhmXUDsPOT42LF2qK5ITA4ZeIFELiVa/B1K0DPXqrQd0U51/ADPFxavH37wILIs8frpPJNDJs/P18EVVrGyJKHKMqYm0XJEQtOwPH7vqRkSmhgY/P77pnhpocHFUpOXFhuxnq/OkeEUTcen1vao2R7ltljfbdcioct4QUQ2oa0ZOrTcADN+7dVrdjijo8oSfhARqeCHIS0n6LbCwyhCliTeeCyP5Yacma8RRRFtNyCTUBlLm93BnrQpkreD+QQXis0unWK7na8LxQb//bELXCoJSTVh6hBRajg0nYD7p3Nb6pqtR5lqOjHwl6EjvBbGBhxN2yeX0NBVmYW63ffaGw1xnRwTe6gXhCw3XUxN6Q7QFVI6urq5iscrLV6J1dWtxG5phzdi7uZWi20jkv/6X/8rH/vYx/hH/+gf8Za3vAWAr33ta/zkT/4ky8vL/LN/9s/2/CJfDbHf+m2DQPLq9nWvlWnyVwABAABJREFU4Pyg97wZkiS73Yy2W+EedBhIksSJMSFyX7c8IoRL0VLdBoT+4ETW4EKp1QWTB/PJDe9Xw/Y5MpKibvtMRP0e8fmkGMx54EieH3zdATLGdeeaw8PJHVWnOxa+P/X5szRsn6QuE0YwPpTg+Giqa/F6IyoyO6HO9A6rrLQdoijqM9eQYm6npsr4oQCzm3UFeg+E4ZTGy4sNyi2HYsPBcn2QJL55pcJwUkNTZBK6QrFh85mnrvGRNx7C9oUWrJD0CWg6PvmERlJXBvrFz1fbZAwVUxeWuqosoSkS5ZZHSlNoun6f5e3qkADPj/CJ0FRReZUlyKc07p/OkUuoPDdXQ5UlSg2buuWhqwqGqpAxZBQZPnd6nulCAiIJTZVRJAkvjCCMkGSwPZ+WK+5nPqFx51SWqVyy76D76MOH+X5tikfOLnJlpYXrR3z7aoVyzOVUZZH4ddQE/EihkFK47+BQd1AxioSD1IVSk7umhtZUFgGOjaQZy5qiA9JycIOoT1NXkkBVJC4vt/nAPZOcKzYwVYWzi3VG00asWyuik6QrskTb9VlpudvuLHXWy0rLIaELV7JOlbTX7OD+6aENeauwPmWq0nZpe8LBLG2q2F5IyxXDeWNZkyPDSWqWt+a1N9rnkoZKPqnih3BqKst4xuwbgNxNF+07qS19K8RuaIe3sv76fsa2Qex/+2//jV/91V/lb/2tv9X9u+///u/nrrvu4j/9p//0GohdJ/Zbv20QSO60r+u2y2Ld5mA+QUKX15U6eiVKkmy3wr3eYdAZvDi3VGe2YpE1NSwvACSGUzogrQGTG92v4bTBh2N1gsE/1/nhB6cHVvx2Wp1OaCojaZ3JoRE0Ve6bBm/YPkYsQj9baXNoOLXle7zdg2y7icVqGbK5soXtCxONoVW8Ty8QVgFJvb8rsJEtaUKTOT1bE+YAiuhMBBEEgZiozyVUWpbPXNUiiODlxSaPvVxkKKHRdkMgYiRtUEjpzFUsrpZb3HsgRzahXX/ORlPMVtpkTA1dk7FcH0NTaNghqiozVUhwfrG54ZBXVy8WIIhYbjrkkzpHR8R39a2rVYp1i2LDwdRkDuaTDCV0apYrKqRWxGzF4tpKCyRYrDnkkioVy8f3RYeh860lNIX33jXOSEaAy96D7ksvFnnXneOcnqnheKEY2Gq7BEEo1BMkiVRs5hBFUTxEKqxVdVXG8gLOLTZYiHmwpqbwa1+5yP2HcoxkjO73M51Pct+BIRZqFpbff2M66g4pTaHcdHlmpko+oYtkQ1OF01nPfGCH8hOEEYaqMJzSt7wvrB7wnBwyWY6HxjrUoV6zg1LD2bKJwiBHq5GUzu0TmXUdrWwvXPPaG+1zuiIjSTKaAuOZtQolO+2ifae1pW+F2A3t8FbVX9/v2DaIXVhY4OGHH17z9w8//DALCwt7clGv1thPyY/1QLKmyORTomqRT+pcja0eB73nK1GSZLsV7o0Og0JK59RkllxC50feeIhjI6kNHbu2cr+m80l+/9vXuFhqChvRhLbp/dxpdbrl+jhByIF8MpZquj7NXW67eIGQTPofX7vCj755a7JoOznItpNYDBpWqVse55YazFctNFkiaYhtqs9c40Cu+52eW6rz+9+a42KpSRAJM4MTYxlOjqexvIBKy8WKKQjiAIi5wZFwoVuo2SQ18aw4jk8YRVRaLstNV1haKhLzfhgbYLi0HZ9rZYtDhSS3TWRIaAorLZf7pnOMZQxmym1myu24Iq4wnU9wbCTNQtWmaq09fISo1vWQJTA1mfGsSQScXah3P7+mKkSRoFqstFwulVqxVKx4FT+MeG6ujiJLHMyZFNIJxr2AUsMmkiQmsibLDRtNFdbFfdcRH3TnlxpUY/OEQ4UELy028MJIqBwQ4UeCEqFIICuKcE9LaRwqpLi03OTcktAsnsyZ3D6ewfYCPvfcPH/w9CzThWTXOOSOyQxOEMXX3u9qhgRpXRXOZH7AUs1iLGsyU7bIJzRKTafrpBVFEU1bDKg1bJ97D+Z4/XSepy5XeH6uykQ2wgujvqSusy9Yns+v/sVFwfWttrm63OZALoGpCqe5zntAXO21hbrCw8dHttSVWp2UJjSFz5+e58y8+E57AedGHa+N9rm0IVQdkMT/7o2NXnOj5PQ7sS19K8RuaIc7BcCv9Gr7jnRiP/OZz/Dv/t2/6/v73/u93+PkyZN7dmGv1thPUvp6oOrNx4Z5153jJHRl0/d8pZHmt1vh3gz0LtYd7pvO8d0nR7f0mTe6XxeKDR55cYlSwyGIIhRJZjRj8q5TY/tyAKzeAMstJ5aDEhJIuioDPpdXmluasN7pQTboHncoFo4fMFe1eMOR4e5A2ur2111Tws1prmoxU7E4VEggSQw013j07BK//Oh5Sg1RBTRUmYYlTCPOFRvUbY9S00FTJJbqjhhui0CSBWjyI8SQkC4ALZGgkiBJuF7QpQ5cLbdRZYnpfIJyW+hSXlpuMlNuc3IszVtOjPDeuyc4NpLuurM1HZ+0qZIxNM4XG/zBt6+hysLYwA9FpTEaIGAgIa5FkiCf0LhQbBICB3MJLC8gQrhuLcaAXJFhKKGhyDJ1yxeDUbHywHDawNRVDhZSlFuusCxWhZ3ybKWN1pBJagqTQyayLCgVl5dd6rbH4eEUCV3mzHydKBLDVpIkIUURth+SNYWjWsMRw6Lff/8kn3t2HtsLODGaJpvQqLQ9zhfr3Wtyg5ChhMZzs1U+/9wcQRihyqBKsYh9/MjJkiRoGSmNhu1Tsz0+cN8ULbcUt98lVpoOhqbgeKLarcoyw2mja616x2SGL764yHOzNXRVRldlMoZKUlc5NJzk9okMn3rialeuqdJ2absB54oNEppC2tC6bl2aItNyfNpu0H2Pre6Jq5PSjgvVdjpem+1zHVmpC6XWll5zo+T02Ej6O7ItfSvEbmiHOwHAr4Zq+7ZB7Mc//nH+2l/7a3z1q1/tcmIff/xxHn30UT7zmc/s+QW+GmM/SelbBaFhGHGt3B74O6800vx2Ksj7QesYdL9WA8ADecE7vFZp86knru5LJaN3A0zpCheLLSw36PIUt+MMtBt+1SC9zfmqTanp0HJ8MUQ04vCNyyvrDKsYvPn4MN++UmG2alGs26iKvMZc49xig19+9DyLdZvJrImmigGjmuXh+KLVbXnC6lSJrWBNTaHtBkSCldCtgvZO/EuSUJboaKmWmk63ve0Ego9btzzhSBUFnJmvM5kzCcP1n52LpSayDIosx+8TDQSwsgSaIuHFw4Uygo8bhBFXy21hIBBFrDRd6paPRIQsyUiIqXoxUCgRhBFVy6NgeagxNzYV67TWbI+mE1CsO8JkIZbIet2hPMMpDceLNWqDSBgdmBp+GBGEEMakB0UW2qcZU6PUEDJZbTdguSnE/TOmRhiKYaxq26WQ1JAklWrbo2q5zKy0OF/sp1fIUYSmypiaUGfwAzHg5fohsiRz50SWYyNCdeCZa5U11e7XH8p3n/cLxQZffqlINqGhyhLNeABuIa7Yvv32MV5aaDCz0u6aVmRMDccPaTp+V8ljOp/E9kKatkfbDTkxluYfvv34rp7dzfarYyPpgXvzZv8O2NIeuFly+r67J7hYEvbRq+kOr8S29Cup0rib82m7APjVUm3fNoj9oR/6Ib75zW/yC7/wC3z2s58F4M477+TJJ5/kda973V5f32uxg9gMhL4asq/VsZ0K8n7TJm4Wwb53A3xursZSwyZlCO5ix7P++GgaWZY3PYh2y6/q3OPf+eYMj71U7NHbTDGVM1mo2/zOkzM0bZ+pAVWFQsrgbXeM8eJ8nXfeOcZ0IdlnrhGGEb//7WuUGg4TWQMj1sjtHcKxNBlTlZFliZrlkdDFkJYix1JX8XspEmJCnigexpKJIqGl2vZCgjCIwa/PbNnCjt2ldEWA4Kbj8yfPL/LCXJ1/9b47eOed42s+z+HhJFlTo2n7eGHUx3/tvbuGKqMpEpIkBqPqto8bCMDbjhUFkGChbsdGA+LahWqBALGGJuP5AY4vgK+qyKixwYHjBVTantB0TYgKYxhFlFsuf/FykbShktIVWm5AueUylNAwVJmhhCY4xaocg++IlK72WX2mDbXbziy3HM7M1blQaorBODfA1MSw4bevVliq22v4wSHg+GHMbxVqCnXLww0iToylu89z5zlfXe3u/Lz3+XvddA5YK0X25JUVijWbtivUIAopIUM4nDLwgqhLI0KKuHsqw5WVNtMFjb/98FFOjO5+j1xvv7q03ORX/+Liunvz6n+X1JQ+ytPf/+5jLMQt40F74Fb2pkfPLlFq2MxXRSLkB0I3OJ/UOTGWJptQb7gt+E7jVjrrtgqmt3s+9b7ufdNDzFXbmwLgV9MQ2I70kh544AF++7d/e6+v5bW4AfFqyb4GxXYqyPtBm+gbEJmtMpW78QT7zgb429+4yvliExBcvl7JHdh8YnkvdI2PjaQpJHUOxULxhnpdliqKIuFeFFdnVw+jAF1w8bbbx9bcp9lKmxfm6yBBFInX61WbSJsqDdsnM2Ry50Sab16pEIYRAaIaKiHa9Y4vAGIQ0wg6KghB7JgFouXvxXq7vf4Fbgi6IiEpopo5W7X4pS+dY7qQ6BNdv1Bs8L+/MUOl7eEE0Rp1gs4fRRVWVCJHMyqzZasrN9WpBMuy4CD4sVJeEF97wxZasp3l1vm57YWocXXWjm1khTsYtJwAWQ7RFQlVRsh1eQF3nRxhqeFSbrlUQ9FilyXhHOYFYZfOEEYRS43rVp8JXcFUFebjQ7TaFtXqpKYQIqTqbD9ARuikrhdhJJ6lUIpYqNscGU7xQw8c2HKnaFAC1ru+ZFniYrFJM7atTcdSbiDW9UTWZLlpU2mHXC61qbZFtTepq3z22Tmen6vtGATtBQ+18/kvFBt8/vTCQIB2x8Ra0f/17k0nOnvTy0sNri4LY5t8Skcz1a4ZQ9PxOTmWwlAVEpqybjfvVohb6azbLpje6vm0ngb2ZFah2vbWBcCvpiGwHYHYIAj4oz/6I86ePQvAqVOn+IEf+AFU9cY6Ar0W24u9zL522qK5lVo7e0mb6N1MSk2bi6UWNcvj5HimCxw7sd82sALIHmW+YkGss5pPaH0H+WYTy3uhazxXtbi03OL4aHrNa0iSxLGRFKWGy6XlJvcdzG2Z/3Wh2OC3vz4jgIjjYbmiClVIaZiaguuHeGFI2/GRJYnvvW+KS6UWXhCSNoWz1HLTwfICZOk6qAwiCLwQRRKgzfZ9sqZK2w1oWP5a8BkJ0wBFEhPifiDW9u9/a5Z/8/47u7zoX3jkPM9craDIEklNxvHDvkowCJ6srshkTZVCSu+CRUMTFrRBKOSmOtrDXthvlxCEICviFdtO0Gem4AVisIkYgGuyRMZUcP0IPwyxfUFRkBGapS/HyU/T8ZFjmavO+3uBIGCIe+j2WX2GYcSx0RSfe3aeIAwpJDVB3eC6a1gQRHhbMDLzI8GTNVSZu6aGtlX93EoCFkZAKAwlsom1+08QUz4sL0CxPQopnYP5BKam7BgE7SUPdacAbbN7Y2oKpYaDIovERleE+kanw7HScnlhvs5bjw/z+dPzXCq1bnqFc1CspwceRZBPaszGtuHH3rb/lcadfldb6agOet2Fmk0+qfOh1x9gtEcNpPdz7rf50o2MbaPOM2fO8P3f//0sLi5y++23A/BzP/dzjI6O8vnPf5677757zy/ytdib2Kvsa6ctmluptbOXMcgBbL5qs1ATgzf3T+f6gOx+GEesDscPsLxQSEzpMpqiUEjqHB8TmrGb6f7uha7xZhtl0hCSYKn4kN7qQMonHr/CbKVN2hBOT5Yb0HI82q6Ppsj4YYQfBLgxr/TUVIZ33DnO184vi+tHcD0dP0SRIYy79HrsqGX7QTxkJOH4AU0nGAi6IgR4DAAcjyiS8EOJL50t8paTIxwZTvHfvnyexy8s4/kBuiajKsL9KYhCbE+0rQtJlVNTQyzVHfxQVIg7LX9VklBUJebsCuDsh1GfooEaV2gzpkKl7XcBrBJXT10/7Gvd+6EA7gldIUIhCEPqMUgPI1EBH8+YJDWFpYZD2wlQZIm8oZFL6GRMhYypr7H6lGWJ+6Zz/MG3ZwVIlAS9o2GLgzC+pevq5PaGLMGhQpJ7D+ZouT5fPV/i+Gh6S0nvVhKwXEJjImtyrdLG88MuHUWsPYtWnAApqsR4xqBueTw/V+P+6Rwnx9LbbrduBmTeH/NQt7I3H8gldlyM2OzelBpi+PHUZIb5mt032OYFIX4g1u2VcpuFunPTK5zrxeqzrlelpdPdKDXmuW96iLeeHN2369ivtv1WXvf52Ro/+T3HB77ufpsv3cjY9hX++I//OHfddRff+ta3yOfzAFQqFX7sx36Mn/iJn+CJJ57Y84t8LfYm9iL72mlWeSu1dvYywjDiz19YZLYipHmiSEyKj2dMluoWbdfnYqlJPpnvVgO2AgB3U7G+UGzwqSeuAkKI3w865g0WKy2HsazJoUJywwG2nQ4Y9F533fIwFHnDjXIkbfCh1x/guWu1TflfvRv3vQeGcP2IuaoYdnL8EMv1USSxQfshpAwVQ5X5X1+f4R13jGG5AZeXWyR0hcW6jRxF1B0JRQ5JaoLg6gUhthfGlSiJxjoAdnV4AaiycLGqtF1+5k/OktIVXlps4PohRjw9L8sSrh+iSTK5hEzN8pFlmfFsgoP5JC/H+qodMBtGERFi3QQRBKGgNEiI/5iaHA97CepAByDKEDuIhWuuPwKqlo+miM8YEfWB3I49dVJTkInwwgA/lJjIpLnnYJ6Hjha4czI7cE2OZgymC0lcP2SpYdNyAqGo0FPt3kqYqsw9B3Is1myuVdr81tcuMZY2t5T0rh5wbDpBdzgpbSjd5+8dd47y4kKdhbrNRNZAU2SKTZu2G2CoMk4QkjG17tpdaTqcma9zx0SGtKFwfqmxpXbr1niogjc+tYW9eTfFiM2TU4ukrnBiLMNY1uwCv5YjDBkmh0wW6w6uH3L31NAty6XsPetWq7Roiorji8HG33lyhokhc9/Onv1q2+/2dffbfOlGxrZB7LPPPtsHYAHy+Tw/8zM/w0MPPbSnF/da7G3sNvvaaVb5aiKRr44nLi7zp88v4Pghc1ULVZYpJHVGMjoNx6NuCV5Spe2iKfK6ALAX/JUaDqevVXfUqusbajmUo9L2uFBsUmm7SJKoio1n4aNv3jxp2O6AwepKu67IA80BoH+jfMvxEd5yfGRT0D5XtbhQbJA2FMptL56eFhVLywsIw4hIAtsPSZsqbzw6zJHhJOeLTZ64sIypydRtn0ulBjXbR4tB5eSQSdJQCcIIRZIIo4i67ceAVlRQDVWibvW36VdHp1UvDkgbRZKEQYAkwFvLDUgbKglNiYeGJPIpHVkSn02RJYbTBg8czpPQZX7ra1dwvJCOJkDnTTqKApoiJL+qlt/lxHaiM9C3EWbsJDer+anCECKi7HkxFQAkKaLc9vj/s/fnUZKlZ3kv+ttz7Jgj58yqrLmq567uVg9qNUKgCbAAA5aE4Z5rGdbyAAewr7zsBeYcDD74YsOBhQUs0LIxsJZBFw62sLGgNbQGUIue1K3u6uqqrnnKMTJjjtjz3vePb+9dkZmRWZFZWd3Vot+1Wq2uyozYsePb7/d+z/u8z3N6qU3PCzg0ntsU4RnLG0RRSL3nxWivKCqCrW5eX0iAKkucWmji+GLIq2wKB7QTczc+9CYHsFOLLT57cimlBoCEIkkcmyqk6/en3nc0lWiTpIiu7ZMzlBgth7GcWLOWG9D1AqrLHWodF10TihCnFls3LD6GKTjm6hZI0HUEgLBeEaA/N98MGHGjw+lo3iATr8+RnEHlgL5GoaDjeMw17NueS5nsdV3HX6PSklyzLEmUTY2u49/SvedWte1v9nVvtfnSGxnbLmKPHTvG0tIS99xzz5o/X15e5siRI7t2YW/H7sfNnr52evr7ZiKR98e55TZ/9NwVVrsuk0UDQ1XwgpDltk3b8Tg4lmO55XC13uPSapfxfGZTyZuk+FvpOFyt9dAUmXv3FDk0lt8WYr3+Xo/kdB45UEk3ItcPUumkYWI7Awb9SLvtyby+2OZq3RpoDjAoUd7ouz+12OLkQgsJMYWvKkIXtmCoNHpuzHWM2DeS5R37K4zmDQBMTeaLp5eFNuhkniAMaTsBjh8I+oAn1AeEG5RCOatiuT6qLKEqQl9UlWU0JRRKAZtdYATtWEFAkiLarh+L0AvlgDCMsNyAQqzZ23UCTF3otKqSRIigCRQMlQsrHaSkYJUEeSDo49GGUUQxI+xyvTBEU2Tc4Dpq3I2H0LaKCFHA9v+YrkggCcpB8udRJIrKnhtQ7zoAm278e8omh8Zy/M9X5rHcAD8IY2ME8fluBMRKCB6wFCtKeEGEHBe0miK43V13G4VHyruQrv93X7zvrsnUkOTlqw0u+F0qpkYuo1HvuaiKQs/xmW/auEEIYUTWkAGJRs/jMy8vcGgst+UzOUzBochCv/fpcytIkuDkJgfiQ+NZVrtempvnGtZNgRFbHU7ff9ckn39tac0ekXDpoyji7HKbrK4wUdhoI5x8ltuBS5nsdc9dWmW165Dvs+FNzDEmihkOjeVu6d5zq9r2u/G6b0Vzo0Gx7SL2l37pl/ipn/opfv7nf553vvOdADzzzDP823/7b/kP/+E/0Gq10p8tFgdPSL4db07c7Olrp6e/3TiN3k4DYcn1fPbVJbqOT8XUkCU59llX0HMytdjx6c6pAqWsxg89ui/l9AHpVG+17fCXJxap91ymigbzDYswgiAMObvcIWeojOSMoRHrQfe6fyPyw5BLK91tbTI3GjBYj7TXey4n5oTN63TJoNaVCcKQ+YZFteNwbLKwRtNzmDi33OYzLy/QsX3KWTGk5gURHVughYWMSi6jEQQRjx0coZQVHOQoEuvG8gQKeq7axfZCoaUqfA/wgwhfFn/WdX06jiiexgo6PTdAU2VcLySMolSea31ICImoKIwoZFRUWaBnkiSGlKLYRtcPhdWtLBEX0SF5Q+XwRI6codFzfZ6/XOOVay3huBfbuEohpFUtxBJgMlfqFm4grGGj6Lqt7DC8Uxg8YOX6axHcCFIr164b0HP9TVvpsizxwL4yf/r1q7QtT6CgkeC4SpBaxQ66hyA0cseyGqs9Dz8QerQzRYNCRsMLQqodMXT04pX6poVHsh6DMOI77p7cQCdYr5F8bKrAT3/XXbxwucYnv3Ke0ZzBZNHghcsNrtXEgKblh+m9rXU9NFlismiw0nH4f164xr/84B2oqrzhWmBwwZGYfyQHS8cXNBYxbChRymqAoMtcrfc4PltOc3NyUHj+cm2g6scwreCtDqeyzFBIbUHZ+HlvFy5lstedXGjStDwMTRxwvXVyg1lDZbnt7GrR3b9XmZrCofEcJ+dbu9q23y06wFvN3GhQbHulffd3fzcAH/3oR9ecbAC+53u+J/1vSZIIgmC3rvPt2KW4mdPXTk9/N3tq3Gwg7AN3D+dCdisiQTwPjeVwfSE/o8ftqkTiabXjcFGReOzgaOoA1v9ZLM/n8qqFH4Q8erACSDQsj0pOR1ckal2X89Uulay+xhL0hcs1iqY28DP33+u8oW4QK78Vm0w/+gtsaN+N5iVsN+CemRJLbZtD4zn+8bsPbbrpr4+kKHH8kP0jWaodh7whJtf1nM5Sy8H1I1Q3YO9Ido0KQ9sW7l1ZXaC/luszUdCp94R7lSaLVr8fhri+KHLqlgexw1olqxNFEWFwnTeqxvSAVGeW6//fUKR0mAqElFUYSARRhOuLotYLwnhIJiJnCNpD0RRFdyGjUc7qWF5ARtOYLBpU2w49N0CJjQ7CUEhsLXccgjDawDOVGVycJtE/FJasHEUWhbEiS/hetOZnZQlMQxG2s7KgpDQsb9ONf6xgMFHM0HECAj8kCENkCWRZSIgpskQv5hrL0nUahiTBWM7A8kRxb6rCSawYS2AlB8TVuFvRtr2B79+/HmVZpmiuXWeDOj+yLPHw/hGe31fn1fkmU1KG8YLBawstum6ApogCUVFkmpZ43xDQFI8rtR5RFPHRR2aHcrDrp/j4QSgGElWF2UqW9xwb53y1K/4uDDFjebLJgsGhsTxhGPG18yucq3Y4v9zh1EKLQkZjLK+zp2xieeHQreDNDqfbRWqTuN24lEcmCvzQo/u4tNKL3dZAldfKDbZtb1fz4UDJK1NDkaVdbdvvJh3grWZutD62/c196UtfuhXX8Xa8gbHT09dOT383c2rcbCDsmYurfO61RcYLBroqv+FKBwniOWOYHJnI03H8NZO8YQRNy+PIRD5NJhtUDAKVM0sdgiDk5WtN9o9m8YMQLUZV8hk1HbIpmhqWF/DaQotPfuU8hqZs+MxhbO1ZzAhbT1WWaFh+n1i5hirLPH54NL3XmyHc20G++9Hftu1T67lr2neaItOJfDK6wrHJAittl4WWPXTiTIqSmXKG8YJOx117r3O6Qq0rrGUPjeUAYpH8kLbt0bY9ZsomvVgTNLF0VRSZMJaqipBw/YAuEbos4wQBEvDAvjIXV7r4oSMGrUII48JLlUnXXsv2BM0BaPS8VAEg8IStarLkw0ioH0gI9PjdR8ZS2kMaMXLZssTrBEGIJEnoqoSpymR0heWWg+OFJDBBf2G6FfVUWvezsiSoAmKQSXCClaQK7uPfVmI+sypLQgnC0WhZHmEYDZyAT/juY3mZxZaNKss4foAXy4Upcly8xkYMBUNhspRBVWQWGg5txyckYqXj0nUCRnIapq6mOr5tW2i8Doqddn76C4MzS22qbYeMJmO5gr4iSYJTG0SCFhFEEZM5YU372kJrUyvn/td96UqD5baNHwhTiiiKyGhi+Kzatjk4luPh/WUWmjY9LyCrKeJg1fN4+vwKXzq9zJdOL9PzBOfcUMSB6fJqj+WWw3vvnOCHYke7JHbSxdopUnu7cSmfODzG37l3akvU+t6ZIlEUcXqxdVNgyFaSV0rMvd9Ku3W78c1CB7jZ2HYR+573vOdWXMfb8QbHTk5fOz397fT3fD/kT56/yuXVLkfG82kB7AUh9a5DteOiKhLvPDiK5QVvqNJBP+I5ktN5YLacoisdxyeKhOvU3390X1pgrh9uW4ntTMcKBo2ex3zDRpWF5aihSqlfuxuE1LouL16u07Z9RnMC6ernyr73TmGjeb7a4Uqty+uLHSIiJouGQPbcgAsrXQoZjTumCmtQ4XPLbeqWiyLJHB7P88jBCmcWOymaYCgy44UMDx+oDJxK778XbhDihyGacj21CAcmGV2Rd8SZ6y9KFFnigdnymqlpgfYa7BvJcnm1x6mFFm3Hx/UFyuX6ERlVpmP7qDKsdLzUVjSIZaUII0IgI0mUcxpdW6aUFQ5jJVPjlWuiLelGISGQ1WVmShnqPU84aUWAJBGGQjtWQkh2BaH4BwlURRYoZUGnkFEJQthTEc9g0l6udhwuVrv4QYgXghu4ZDQFU5NRZKEx22m7+GGELENOU+i4QWqGQCToC5tFMuIEYChQzOg4vmi3l0wNWZJwu4L7mSClCX3DcgOW2zZNy0NXHT717BWev1jfcHBMDq2nFlqUTJW8odJ1A1RFwvaiVHlBQnBvAWRZJqMJTd7xvJ4WqIosvn83CJgqZshoCo4XktUV8pnd1zhOCoM/ef4aJ+dbaLJERlPJqDKlrEbb9nF80dnw/AjLC8loKkfG8yy1nU3pPkcmCnzsXfv5v/78VGyVKw66kyWTkZzOqYUmfhBxYq6BqYpugB+K56ZsavhhyB89K7SRoyhitmLih9C2PVRZ4shEiY7jM5ITiG0SNyNruBOk9nYrnmRZ4jvvm2KhZcfFpUIQRVjO9eJytevy6184e1Oyj8MML4/mdP7huw7Qi93VdqNz+M1AB7jZ2BGGbts2r7zyCsvLyymSkcT3fu/37sqFvR23Z+w0ge1k0v1Pnr/GX766iCILYfWRrM6hiRwXlgWvcaqYoesE9NyAovnGKh2sR5f7B6gcP2CuYfHogRGeODwGDB5u0xWhG+qHkM+odB2fnKHSsjz0WPBekYWP/OtLbRqWx6GxHFPxayQJ8qWrDT7x1FmmSxmmSxlUOaEO+Kx2XLwgIqurHBrLoSpi4Gp2xOQPvnaZK6s9erFzkeOHvDLX4E9fvMbB0SzHZ8vYnsLriy2evVjjyVcXODZV4MHZypok338vJgsGqiw0JQ1VWTNEUciodBx/2+279UXJ+qlp1xf6le88PMofPXuFattBV6WYx5llpeNyebWHLEs0VoViRILGSghagiKDhMRD+yuM5YVtbd7Q0kPXfXtK1HsulivkohI0p2hq6IrESscVrl9cRzc1RUaRxDBYGEEQheiqzHvvnOT+2TKffnGOnuvjBRHnljsstixWO66gDMSVpgR4fogfRmiyaM17gRjs0mVSVzHR9pfiSfzhIoyg5yXoqBg6myoaOJ4Sa+NG6IrESFZwgxeaNh3Ho2BovPPgKKY+WPhfliU+/PAenr24ymLLpmyKIrbjXB82i6myREGErsgcmywwmtNpOz5TxQwN26NliXujKwLFXe445HQVVZWZrZgUjI0FKsB0McNY3uC1hSZHxvObqmJs1vI+MlHg7x6f4ZW5BmVT42rdwnYDsrpKreuhqzKKBG4g1vZsTGGRJHj5WmNTTVtTE7rI06UxNFVOKT5t2+esLGN5PueXbYoZlbGCQUEVOWC+0aNli4OGJEE5p6PIYs0mFsv1nscdk3nOV6/TJG6lrOFbqXjabO+ZKWVYajssNO2bvj/DDC+fr3aRJGlTN7VhYxCyngz8JRJsN/oubrcZk5uJbRexTz75JP/gH/wDVlZWNvzd2zzYvx2x0wS23Un3y6vdWHZIJwgjlts2q10nRY00RY5RGnGQeiOVDjZDlxOh+r3lLPfPljmz3Canq7Qdb0OLs5BRqWR1qm2bclYjjCJmyiZeELHaFXy56bJJx/G5vNqjktU40nfKT6LniAEx4RMveLUTxQy6IrHUsilndR7cV6aY0eg4Yiin0fO4stqj3nOxvYB8RqOQAbse0HJcrtUtZsoml1Z7MY9UyFklQ1vrbTCTe7HYcsjpCo2eS5QRkkHJEAWwoYAYJpkOoqMkBaSYmO5w70yJasthumTy4GwZL4zSIqHWdfj8a0vU2m5cRIkBrQQhJZ4ElyTBtwzCkMcOjvGBuwX/73y1g+355A2NjKrwyIEKuqqkXOOVjs2Try4hxRinGl9/IqoOoKsSD86WKWV1vuf4DHsrWV652uSZC6txceyLoR5ZQkOih3ANQxLIfBhE2OvWoB9BEA8cRYgCbdiBLiA1XTA1mayh0rR8Lq5a4n0R6g85Q6XnBbRaDrYXUMyoHJ8tI8sSUQRHxnOcq3b57KtLaMfFEFpOVzkyLuSr/uMXzrDYsnG8QHBKZQTfQYKCoTGe13GDiAsrXS5UOzy0v0LR1JgqmgRBjzASaGeEcCKbKWbIGRoP7atsSj/67KtLXFjpcGW1x4Vql+lSZktVjEGv8T9enmeubrHYtJAkweHtuj5+GMbfvRgSyuoKh8dz1HsuZ5c6W2radl0fJwjZU8mi9L23F/NiF5s2YSRyi9RxGckZZDTBRQnCEM+PCEKhRZxEP+3IDyMcX1znGyFr+FbiUq7fe0xN4c9fnme+ae/K/XmjHLA249wiCRrTMGjyN5vp0LaL2J/8yZ/kIx/5CD/3cz/H5OTkrbimt+MtEEkCS4qQpFi7UTG7nUn3I+N5gXCFpEMdC02bnuszljPWtKmTeCMlXjY74U+XMhDBp1+cS5PEWF5P29tJi1OSpJRPW20LasRIVgx1vTrfIgwldEWm3vMoZFQe2ldhJLeWP9m2fdqOL3ztQ9Es7ufVVnI6thciIQo/U1e4uOLRtITDle1dH8ByvAAviET71/F44XKNrK4ymugrStC1fQ6Mylxe7fInL1zlX33wTlRVXnMvXroqpsirbYfpcoZjkwVUWaBUOUPl/r0lYPhkOgwd5f7ZEp9+cY6ZcmbDBHgYQdHUaNk+QVy5ypJwDJBiOanQDdGViDNLHcbyBkfGHWQZ/sm3HuLFq3VWuwKFff5ijVrPY7okPMoXGhbPXaojy2DIMo4vJuqDMMIPxHvIkpDJ6roBuhrQi4vVD9wzwedeW6TacRjJajQsD0UCxxODUIos4QfRGo5rstJDSCW3YibDGgmurUJGqADkDVUMtAUhgeWhKzKKpDBRMLh7usBc02axaWN7AaosMTtiktNVrtUtLq12UwmonKHwmRPzvHKtgaJI6fd453SBd+wf4YuvL9O0RNsbSXQg9pRNSlmBkDp+QKPn0XED5hs2eytZDo/nqHVduo5HOSvQ7pYtdGf3jQ426uhHHveNZJkoGKl5RLXtMDua5ehEnvfdNbmm5T7oNVY7DhMxzSefUQiCiJ4r5Om6KV1IdF8AvnG1QcvyyGgKh0bzqIq0AdEbRHOodV1evtZco6ErSxIdN8DyLHK6GKgrZjQcL0CSpbTLkYSmyHQcn7Z9vcvxzSpreDPRv/dcrV0/4OzG/XkjHLAGIevzjR6fP7UEwCMHKjeUZPxmNB3a9h1dWlri4x//+NsF7NtxS050/ck3b1xHKpPJ/0JGpWl5qQxS0qZOYqtkcStaKEcmChz41lxa6NhuwHMXV2lY/pokcaVmUW2LYZwH95XTxDmS0zm+t8Rzl2posuDJZjSFv3t8huOzZcZiy8tPPXuFjLZR29UNQpz43ifFvBqL1a/n1Sb3R5agE1MI8pnrrdYgEtPvGU1ISrUsn4p5XSDcDyKWOw7O5QYhEZdXexBJfPSRvRyZKKxBO04ttHjhUp1q22aubrHScZEQ3uX//cU5vnhqOZ2uHyaZ3oiO4ofRGiSk32bS8nxqHRdVlshosbaqHxJEwukriNvpsiYGZe6YyrPQsvn1L5xNC5l+1MPUFRo9j8WmzaXVLlldIauZyBLMN21RwIZRqq9aMFQiYLXtUO+6fP1SjZbl0bQEdSCricGdnusLpdi4EvX8aMOQlihuwQlSQBNYO6x1owgBLy7KJFkMLTlBhCQJmTHHDxgrZDg4nqdlebx8rUG17aTFUuJ65AUh1xo9WpaHKgtKwN5KVgxeXljl09+YY7qU4cHZEi9GIYoks9x2MDRZKB30Df4BZDSFaqw8sNhycANBFWrZwgI2o8ncs6fERx/eqAIwCHkUU/sGV2pdXrrSZLllUzAUPv3iHK9cbW7IU/2vcWyywHghwzeuNoSMXk5HlV0UWcILQ8bzBo8cGGEkp/PCpTo9x0dVZCaLGcpxcb4e0VvfUYiiiJPzTRo9l5yhUO/JwoBDEt+JG4TkDIV7pou8ttjC9QJKhkbH9tFzcnr/vCBElSTqPZfHDoqhzTPL7TcEGXwzYjfy+G4jp7faAWvQ+hav66CrQlpkseWwt5LdFE3+ZjUd2nYR++EPf5gvf/nLHD58+FZcz9vxFolbdaLrTy79SGUyjZ7RRJJfbovW8eHx6w/jVsniVrVQ1kpmBVxe7eKHEY8eGElP5IWMxrFJNbViPbPUZqZspmjiatfl4f0V/s5904wVjA2JOQwjnr9YH5ggNVnC8yPG8mpazPcX/gmvVlfk9P4cnshzbqnDku9QNK+/liJJyHH7WpIloiBEiqE/y/VZaFq4foipK5i6wmrH5bWFJr/3tL+GWjA7kmV2JMv775rk6fMrfOq5K0gSHBrLk4tR3q+eX8FyA95zbGzNfVqfTIE1G9Y/+dZDLMSbS/99ulrrpUiIF4RrbCYVWaPWEZJFABMFHVNT8cOIlbYthsNkmbGcjq7K7BvJ4QUhXzlTxdQUnjg8Rj5Sadse51c6zJRMfuChPfhhxKeevcJ0yeD1pS7LbZuKqbHaFQWz0leMZFSFnhfgBhG/9vkzADGnN0KJ5afCUNAOiqZG03KxB3AD/Aj8PsZW/09kdZmOu1GbYFCBGwKOHwqkmOsyV0EI1Y7DctumaBYoZXUOj+c5X+0SITbrfk53GFv+qoacSgklCG/b9hjP65SzOlldgygS+ryRQCBntEw6qJlRZTKawrV6jxNzTQBKpi60aR0xUFbJ6fzAA3sHPq+bIY/1npCpg4gwkpgomANR0kGvsX5gM0TIgE0WBOdWUySu1ntcrXWJkChn1TX5aBCil6oUXG1Q7zriIChB0BU84dG8RsnUCaKIIBCHynJWo2CoLNg+B8eynK9203yoyhL1roehCXQ7Qag3QwaT7oSQ94owBxyMb4fYrFDdrTy+28jpbklebfa5B63v5HssZDSiKGSxaXN5tcdITgyOrl9736zo/LaL2N/8zd/kIx/5CH/913/Nfffdh6atXQA/9VM/tWsX93bcuriZ0+ytPNFtHOJZu5Ek7kqVrE4lq6MpEn4YbpksblXBPVgyq40fRLx8rckDs2VGckL/U5Ikjk7kuVLrsW8kx0rHGXoobqsEudhyGC8YZDU1fZ+k8O/n1YLgjo7kdD780Cx/+vVrnF5s4/khRryR6aqMqcmpXShRRBSKja/WdbG9kEpWfMduEJLRlBtOZb9ytUkUwfG95b7EKSEj7EwvrPQYyRkDN/6vnV/h5avNDeoJH354z4bhiAQJOTHXpBkPYCU0iSj0iRBFkeuHVNsuRyZ08IUCgKELVMwPQ8qGju35nF7sIAFuEPDyXEO0kkPhPLXQsDF1hQ8/vBdFkchndI5MSHQcXwx+IQavYoMnfDeg5wTCKlYVbXE/uF5YBhEkowS2F2JqYXw/hie4BpEoSk1VwlonT7DVq8iIa0woCaos4frCaKNkahiqghEjPetnxgQ9Jkg5wEmIzdVjNKdT7wlN1ZGszlyjhyILWovlBbi+GHRrWx6lrE4po3ChGtLoueypmGiKlGrqTpcyVHIGX3x9mWOxugZcz2Ovzjep9ZxUqxjEuk00i8cLBo3YfKGS0QfmqUHoXP/ApuX5LLVsfvDRfTx3ocYzF1ZZaTu0bKHJrMr6hru9HtE7MlHgvXdO8ImnzrLUEp2IjCZk4iwvYLXrkc9oZHWVMIqo91zcICSrq4wXDGwv4uhEnvmGTbXjCM65JqTa+qW1BiGDta4r8mjXoW55jOV0/vzleb7z3qnbqoW8WaF653SBL55e3pU8fiuQ05tVbdiqQF/faQLRhfODEF8WKHzL8njpSkg27mAeGMumHGl443i7b3Rsu4j91Kc+xec+9zkymQxf/vKX13z5kiS9XcS+BeJmT7OJh33BUFntums8vm/2RDcouSQbScvyOFftcM9Mie9/cA9PnVq+YbK4VQX3ppJZEowXdBo9j/PVDpVsJX1PUxcFwfc9OEMho217KG5Qgrx/b4mPPLyXL55eTgvcoqlydCK3hlfbtPw19yeZHl9o2UwVDfTYMleWJXRFtJ7yGRXbD4lsj0bM90s4uYniQNHUYoRkeLthIcMVUcxqa3RwkzB1hXPLHf7ouSu0LX+NesKphRbPXlzlp953lPfddZ3SlBT6Z5baXK71KGe12FY1oBOrPuiqTMlUWWqJA0RGUwjCQCBsEdh+SL3r8ldnV2j0PDRVxvMDghBG83raQq93Xb50epn79pQ2yKy9cq1Brefie9epAEnxF4YRvnvderVPjjWNCKEvrGzz8AeiCJ0qGlysrR8BGxyyBJIskbglBLH0FcBc3RJFsaYgIygqeUNdo89recJpSldlNEWi3vMomlq6uZayWqoEcXgiR8v2aNs+ni8KessLqHVdnCAkjFyu1HxhIKAqtGwfVQ5QUnH6HJoir1ln/Xms1nM5v9ylbfncPVOKheyvaxb7YbSGPz8oT22GziVDhJIElazolNieKIz3VkzOLXcwVEG1eOlKg6OTebK6Gr9XtAbRC8OI0wttpksZjoznefFKHVMTcmGik9Njri4smsN47cw1LPaNZtfI6I3kdEpZjelShvfdNckTh8fW5JD1B19Tk3l9qUPH9pGIGMvr3DFZ4OR8i4WmfdtwITcDHE7MNfjca4sUTY0HZ8s3ncd30yygP3Y69HwjoOW77p3asDZ1RSaIC24/FB23clZDlmWqbZta10nXNdwc+nw7qxlsu4j92Z/9WX7hF36Bn/7pn0aWh3PceTvevFi/+Cw34A/+5uZQyVMLLU7OtzZ4fB+eyDGSM27qRLdVcllqO+wfzfGRh0VL8dhk4YYP1q1qoWwqmSXL+HEBuL5AS5JEIaPtqF2zVYLcP5rdUOD282rX359jk0V+8r1H+dXPvc5808ZQZLK6wnjBYLxg4AcRWV1hrmHR7gq0bbJoIMuiFZwoDiTDYtuxG06kxSQkgjBI+bpJ9ByflY6D5QZYXpCqJxRNCc8PWWjZfOKps8xWshybWsub/dDxaU4ttghCgWKpssxkyeSevMHFlS49xyerK2LQy/KwfdHOz2gyiiRjeSE918PxBB9TigeskkEaQxX36Frd4uWrjTWWkiM5nQf2lrhQ7eL1sVll4sGrPpcvKf6fQYpYQQThehuuIcINYLU72MVqUAQRyHHhqpBYwQoFAVmCvC6sOufjqfnZEZOeG6ZayI4XEhHh+QItPTHXpNp2mCwaqIqM5QYplaVoajy4r4yqSFxY7mB5IS3LI4h5w1EUUTJVDEXG0GQ0ReboZIHxvJEekP0wTNfZ+k1/upShbXlca4ji+8F9FcIYXVdlwWFez59fv26HQefunSny8tUG9Z7H8b1lANq2MCrIaDLzTYulli2UM2I3tccOjTBdFAjxdeMOk7yhMt+0qbbFoSOrq8yUM6x0XFq2R88NGMkZPHpghO+I0dJvv2Ni6GIiOfg+eWKRv3h1kVrXoWRqjOYNDo+LXJ2oe9wOXMjNeJ9RBIYis9C0Utvi/thOHl+/H37s8QOpAslu6d1uV7VhGKBlfa4RnGsFP4iwvQBNhrypkYm55lpW40rdYtIP07W3U/T5dlcz2HYR67ouP/iDP/h2AfsWiPWLz1BkVjouSOz4NHtuuc1nTizQcWIPe0N4mi+3bdqOxwOzZTRF3tEkZpJg/DDiu+6d4htXGlxY6W6aXIZJFreqhTLodYVklsZ8wyJnCLTG8QNAu2GLatiT7lYC5EmB27a9dACnYGibypi9vthmppzB9gMsN8ALIypZjYf2jfD+u4Sl76nFFl88tczT51bouULns9+2EbZvN5xIi803LDLaWnWJKBJyS0QQhOEa9QQAQ1OYiq1Y//TFq/z0d9615rPdNVXknukiqiKhx8NuSRFUMjVem2/itkNGcwYzJZORnM1Sy0GRJWwvwA8jdFXB8UP8uC2/3LYpGCpZQ3w+PxR2sQtNm/fdPclC0+bscoepokHDcnH9IC1hM6rgGK8PIYm14Y/X/P1Oou0EJCpWN4rkGjRFIiIiDABJ/HfCO7e9xBQi4htXGzxxeJSJopBbu1broSsSjg8jpkoho7DctmnZLoYqnLoOjeXSwnEkZ/DuI2PCKCAIaVtCkaCQURnNG0wWDE4ttoUxRcyDPzSWS7/7ZJ1lNYU/f3lhw6Z/90wRxw+odhxeW2hy91SRKIJq26Voamv4qv2vl6zbYdC5+/aW+MNnrmDqwjWskFE5MpFnpeNwpWYRRRFefG8tNyCMIp4+u8L/9y9P8cOP7VvTFh7E+c8ZakqFuWs6w99/dN8alHW7BdKRiQLf+4DMifkmd0zmKWf19HmA24sLuR4YSOkPPZee49N1Aq6sWlwd6bFvNLfmd4fJ45val98zwfdqM28ayjisxuz3P7QnzTXTpQxeKi0JIaKoTbtPtk/Z1NBVOXVH3An6/FZQM9h2Efuxj32MP/7jP+Zf/+t/fSuu5+3YpRi0+JZa4mEpmir1nrtGrmmYZJZ62HsB+0ezVNuJh72Qv0qSTsnUuX/vxmJtq0JtUII5NJ7j+x/aw/gAJHHYuFXSJ4Net95zsbyApuWx3BaF0WvzTQ6NB1t6mu/WSVeWxWT5l05Xt3yt/rWxfzTHnVNFlts2C02bnKHx/rsnODYpfnZ2JMt7j03wy599fdvi8Zud/CVJ4vB4jmv1XlzIRWt4zXlDpZfxaVlr1ROS0FUFXZU4P2Ct7imbHJko8Op8k6Mlc83vVrIa4wWDhw+M8L33z9D1fM4stfmdL5+nbXlEQNZQCGOSqIRw3fL8kIWmzZ6Kia5IdGyfsbyBIsN4weBHnjjAHz1zhWcu1lhqWThx0SpJYs0D29JvvZnYydsYqgxI+IGPJktESNheSBAJE46xnEGz57LYcvjca0sUTQ3HDwnDiJyuIMugyGJavpzVqLYdQKJgaKixokGyWc43LKbLJo8eqPDZk0uMZDUqOSMtdBdbDtW2Tc5Q1nQy+tdZBAM3/ZGcwYP7Krw232K55VAwerGRRcTxvaX00AWbr9uteI13TAlO5on5JqamoCkylazO4fEcWV1BlcXQWtfxCWK6zGhOp2v7fPXsCrYX8l33Td2Q8x9G8ND+ykAVhp1EzxP0jfX6tEmYusJi0+Z8tbPtQm4328z9wECt68bDmSIHJBJrPdfnxHyLfHzvkrhRHh+mGLtZE4KdxrBAS5JrkrVZ7diEYcThcXHQsz3BJ08oOAdGszQtb01hvx3e7ltFzWDbRWwQBPzyL/8yn/3sZ7n//vs3DHb92q/92q5d3Nuxs9hs8emqQlZX8PyQ89Uulay+ZhPY7DSbJKrz1Q6vXGvEHvYZOk6whiOnqzKXV3s8cjAz8ES3WaEGDEww/Xyt7bSI+hPprZI+Wf+69Z6bTsRPFg2qbRcQ4v5Ny1/jad5/vdW2w1+eWKTeu/mT7jCJ+tBYfuDamClnmS6ZnF3u8IXXljkyfn14RlVlPvrIXv7LVz0urop1U4gnoxdbzo7shle7Lsdny6mE1XLbSZPpfXtL/P7Tl2IEbWNy9AIhOB9GbFirN0IbRvMGjx4c4ctnRKG/3LFjbmeApgpLU0mSKJgazZ6H5wsOa73n4vohqioxmjPYU84AYgrc8QNsP2S8IDR+672mGJaKwH2Ditf+2M5bhkArRm8VGUqmihcIlYSpYgZDU7C9ENsPhYJCJMw80uIcuGe6iCLLYuI9DFHjTsw/eNd+Vttuulk6figQ7jDiyZOLnK922VfJUuiTcUuQyY7tE0QhlicoHf1IkeUFm276IzmDxw6NcmqhxUcfmaVgqPzFiQXB3VfloXiPg2g7CQ3rWr2HqSnkDAVZus49dIOQvRWT+ZaN7svsH8lSiA97WkytmGv0eOVqk0NjOU4utLbk/P/LD96Bqu5Ot/NGB/mFhtD9/dSzV9bo/N7oEL3bbebkOruOx7nlDlbMNRe0AglTE7x9zw/WzBsM0+W6nYux7QAtsyPZdG2er3b41HNXmCmZqfNbYsCSuCPaXrihsB+Wt/tWUTPYdhF74sQJHnzwQQBeffXVNX+3/oO+HW9ObLb4Ei6iLDFwoGbQabY/UVU7NuerXZqWx9HJwhoEoeMILcdCRuVD908PLbA81+iR0ZRtJZj+InCl7aS0g0GJ9FYR+Ptf98xSh2rbphfrrnYdn5myydGJPGbMK008zddKcvlcXrXwg5BHD1a2lJoaRpplmET9ofvlHSemjKZQbTucW+qAJKb9Hz80smYqen30n/zPLbe5uOIiSzJHJvL8vXfs4cj4Rl4zwF+fWeHUQmuNekIURTheQK3nUcqqlDIqpqZwtdZb8/vDoGmrHZdiRqVs6uiKTE+SUGWJ0bxBVpOxPdHu9hCIbKoVEInrqLZdHj88ynQxwyf/6gL1nstsxRR+7JJEuA3719shwvh/urFEl6GrQrMWWO0IGbIwIh1WQpHIxAXu5VqP9985ga4WcANh1LDacXhgtsyxCfH9nlps8ZmXF1DlkJlyBj+ImG8I9L/rBqmSR4JMvjbfZLktBvAqWX0NUtQvpzZo07e9gEpW596ZErMjWaZKmW1PjPe37cMw4re/fJ5a1+X+PSU8X7gHjuQURnK6+AyOT06XsRyfrKESIAb0MqqMpsqEUUQlq3O+2uEHHtrDQsvekvO/WQG7E+SzX7ljqhhtcLN7/lIdU1eYKQs3tGEO0beizZxc53OXVql3nQ1dGE2RycdWw0stm3rPRVPkG+bx270YWw+IAGlBqskSiy2b+/eW09yYrM09ZZOTcy1enW9SyOTX7OU3KuzfTCrebse2i9gvfelLt+I63o5djM0WX8JFXG7ZSFK0ZqBm0KLfICFlqBs2nkR+RnjYC0ebu/raMjcqrl6+1mCl7fDowdGhEkx/EbgSC6Nrqsy9M8VN3UpuVvpks0he90+ev8rJ+SaKLOH44QbOaEZTOF/t8PT5FZ58dXGdJFeHIAhjSS4ppXhsN7kOm6gvxsX+dhJT/zp47OAoQRjRtr3YSODG7MsjEwXCu6FpiYGVIIpYbtl8/uQy8r3SwPu/Xj0hCGGl69CxfWQJwfFWFX7/6Us0rcF2i+vRhqTgvFLr4fshl1a7eIFAURPLzpbtYbmSkCcLo7SA1VWZPeUMmgILLRdZlrh3T5G5prjvU8UMpxdbOF5AVldo2m8dmZrYSAtDk1EkQYOwvZDFlk1OV1jturi+4Ff4hCAJBQtVkcnJEj3H59Rim285MoYkSbRtj4ymktNVZFliT9nkf35jHjcIOTZ5fWBnomAwV+/R6LmcnG/yxOFRZFmmkhUmBcem8nzL0XHG8wYPzVbSwm673ZWdTIz3F4sty+PcslAUkGWZwxM52o53nceqK9R7LvN1G9eP8EPhiAdiaC2nKxRMjWJGY7XrMLauLTxsPtop8inLEndOF/jca4u8cq2BpopBxbyhsNoR1/nogRGKpshXNzpE3ypkMwEGTi40qVsek5pMGAmZtY7tU8pqHBzLsdxyuFrvcWm1y3g+w317Srz/7gkMVeH0YmvD93u7F2P9gMhLVxr0XOHC6Pohrh8yXjD4yMOFbXW6bgagSeKNcCHbjbipd7927RoAe/fu3ZWLeTt2J0xN2CReq/fS1m8if3VkIk+t69C2hU7jZhqrm02KThYyLLUseq7P+WqHh2Ov82TKdf3J70bFVSWrc26pQ7AJabA/wfQXU1PFDPMNMUgRhBFnl7vkDMGTGpRIdyp9cqM4MlHg+x7aw5nlNlNFE1NT1gxOJJ9hsWnx1KkBklzAWNxSX0/x2E5yHTZRA9tKTJttWJWczuxIduhhwEQRY/9ojqyu9iHxFt9139QG3vOxySI/9b6jfOKps8w3LKx4wCgby5Spisxcw2a5tbSl3WJ/8X+11uOlq8JFzA+EgkQho6LJMj03wHJDXN/F0GSCUEzpqwieYxiJItwLxT1p9Fz+8NkrTJcyrHQcglBoqwZBSM8LBt6H2zEUiZjLGTGS1WnaPn4YYSoC0WxaLo4vinlNUGcJwxBfEi1y0VaXqMednUJG3VBEDsoBCX+8ZQvptHrPJQxDDo3nqXbcWLkg4jOvLJBRFZ6/WL+p7sp6ZHWrPLC+WHS8kKu1Hg8fqMQ8VoMHZsupI5wXhEQR9LyQMIqQQqFoEUXC5a5ueUQRtG1vYFt4mHx0M8jnmcU2//Mb8yiy0L0VgEPItZ44nDx8oMxofq2d9VaH6JtFNre6/0cmCvzwo/u4tNKl6wSpwkUiszaSMxiN5cV+6NF9HB7PY7kBnz+5eXH/VijG+vWDq20HPT5ojOZ1srrKF08vs380u+E7vlUADdx6F7Ldim1/a2EY8ou/+Iv86q/+Kp1OB4BCocC/+Bf/gp/92Z99W7XgTY5zy22efHWRq/Ueq12XiikGJ45MCGSwktWYKGSYKIIfhFxa6Q5c9IMSlSRJKQrRsryhWjo3Kq4KGRUkkeArfUT9JDabSG7bPg3Lo5wT7eBa113DkxqUSLc72TtsFAyNkaxBVlc2TZJBKHh96x2PVEXGD9lSkmuY5Dpsoj40lttWYtqNDWsz1Mb1A567WOMbVxvsHzUxNXXN5vO+uybZUzb5P//sBJdqPbKagqkpVHI6lhcgS/6mdouffXUR/bhMzwvSjbJte1xZ7RGEIaP56wYLpazObBhyYaWHF0aoQUgE6IqCEuvmSpKEG0DeUCiZOj3XI6spXFzpcr7aIYoiLDdAizV2U/rBJiFLb9yw11YRxoWWJIuDjixJuDHy5QUhXpiQCiCIjS9URTi7BWFEN6YRBbEw/2JrYx7ouj6WF5APVFY6Dj3X5+xSB9sLmCplYgten6t1i2rHJW+oTBQy7BvJrjnwbKe7cmgsv4FmMozj02YDsacWfF68Uo+tZg1GcgaVA4kWrYN3pUGt4+IFwlUt8qM133/L9vj65To/+Mi+DW3hG35HN4F8nllq8X/9r1Ocr3YwdSEBmNdVZiYzyJLEsxdW6dgBURRteL63K513o9+D4dDkdx0e4+/cN83zl2rsKZuxLKGaAimLLYfje8t869FxLqx0bigZeWgsv2nOC8OQ89UOh8byRFFEGEZvCi/2un6wyYOz5TWUD2DTnHYrAZpbjfTuVuxIJ/Z3f/d3+ff//t/zxBNPAPDVr36Vn//5n8e2bf7dv/t3u36R/fFbv/Vb/Mqv/AqLi4scP36c3/iN3+DRRx+9pe/5Von+BHznVIHXl9p0bZ/5hkXL9rhjMo/lhewbzfKxd+3H1NRNF/1miSpBIc4udTa0dAad/PqLq7yxlnyeNxQs18dQFRaaNnsr5ppDUBRFzDcs9o/mONc3VCbFG60fhmhKrJm3rgh8I1tEw5xYZ8omiy2bbF9BmtA7qm2bclYjCMOU4rHdk+6wp+a9ley2EtPNtuI2K4JrXYeXrzVx/IAgihjPZwbageYMlb2VLAfH8mjqdfvcZy7WRLEeRSy1bC7XeozEXQdTk/nMiUVemRMUj2SjnC5nsLyAjCaE+hVJQlflWHNRS7mw+YzgBWqKRD6jUTE1ql0H2/YplzNIMqiKQjmrs6ds8upcC8vzMRRJmENEg61e++N2KGBBXGMASCGxTa/GQ1MFXrnWYK5uISEKbj9GoxN6RRhFqLIoZiVJwg9ER+f4bHlDHlhpO1xe7XJmqY0ENCyPMIrYUzbJ6iqGqmBqPnfPFHh1rk0YRTwwW4qpCSJfTBYMFpoW/88L1/i7DwizkENjeX5swOZ9YaXDb3/5/LYdnz72rv18/uTyhmJxumSyfzTLhZUu55Y7PHJATztbhYzKhRVhdpAzFIFy9kmqJSvei+18xwr6tjf9Gx0kp4oGL19t8Fdnqxwez68p2H/rS+I+lLMaOUOYdbRsD2815MhEnnxGo9pxNsxHwPal8270e8OiybIs8Z33TrHQtOOfVQiiCMvx1+QoYKji/p++Jz8w5y00LF6dF7z7KIJf/8LZN03/9Lp+cGbgPd0sp/V3J24FQHMrkd7dim0XsX/wB3/Af/7P/5nv/d7vTf/s/vvvZ8+ePfz4j//4LS1i//iP/5iPf/zj/M7v/A6PPfYYv/7rv853fMd38PrrrzMxMXHL3vd2iBu1wAad1nOGyvnlLqtdh9WOw+kIPnTfVCqcvVXkdCE8vtSyNuhtjuQM7pqW1rR0Njv5JcXVMxdW8cOQes/DD0KCKMIPQjE9aagstmw+e3KJe/cUmS6b9ByfV+daNGOXn5PzDS6s9NKhssRYwAtCDFXI3XQcPy0C38gW0TAn1vfdNcF/f3FuTeLv14mstl1URUKJOYXbPelu59S8ncR0s624QUXwduxAu66PE4Rr5IFWOk5stygm5VuWx4tBGF+rWAcdx2dvxaSY0QjDiBNzTZ65uErL9qn3QlRZQpFlTE0M54RRRIRE0VR5/PAol1cFV3OymMH1Qzw/jBFHsGO3skJGpWV76KqE7Qmk1vPD1IUrLfiGXklvXkTAYsvmsK5SzmrcOV3kar1HGIkiNvkZWUKoFIQRdhAxW8kwWshwz0yRH3niILOV7IbW/F+cWMAPI/wgopgRLn9hGLHUcpgsgOUFTJYyjOYMZLlNGMG1usViyxGKB3G+cLyAl681eX2pLcxVBhQcmzs+NYXjU0bjgdkSHSeg3hNug0fGc5yrdvlvX59juWVvKBbFc1qg1nW5vNpjbyXLRNFYIwlXyAiUWZYkNDnaoAMcxgOBp+Zb20b7tjpI1rouZ5ZaXKtb/O5XLzCeF3z8D9w9yedfW2K145DVFXKGiixJa+QQl5oOY3mdy6u9VM86XQ87kM7b6ve2iyYPk6Ou1npDd4nWv9655Y6Yp1BkHtxXZqacfVP1T2/0Hb++1KHWdbhjMs+eyht7rbcK6d2t2PYOX6vVuPPOOzf8+Z133kmtVtuVi9osfu3Xfo1/9I/+ET/yIz8CwO/8zu/wmc98hv/yX/4LP/3TP31L3/vNjGFaMINO6/0tr4SD9j3HZzYIRQ8Kyw1Y6YgWfVZXUGNNxCMTeSpZbU1LZ6vFnAwVfPobc7Rt4aeuq3LKczQ1hXtmihiqzIm5Js9drFE0NTq2T8v2UWTRtixkVOFbHw+VHd9bYiSrs9y20XOimE1sJd9ovk4YCmvJ9xwb54VLgnO51Ao3tDdfvtrckPhHcjrH95Z47lINTZaotoU70kzZ5H13TXBoLD/0dWynOB02Md0sL2pQEbwdO9BBv5/YLc43LDw/QpIlcpqKrsCVWg/bC1Md2QsyqLKMoUrMN2y8IBDvJUlIEnQcD8sLMFQJWRYHv9GcQcnU+MbVBrWuiyILwwI5pr0I4fwc9Z7LK9eatCwvRSnXI6ySRCxfJWgG630PpPhnbgdk1g/h4mo3VRgIQlAViYKhEoQhXScgiMDxI+FCJksUMhrHJgv8b+/cz/51eSUpXOo9j0cPjPDytSaNnihgTT2WnWpazJTEGvNCUf67fsSJ+RZEEfmMhi+L596O5bZMTaGc1TZs4lsVSlPFiFeuNfCCkOcv1WlY4jCd5LXpksG55Q5BFLGnshHRGsnpPLS/wouX69S6ghLRLwn3n/7qAo4fEkXCLEOSxPMhitmIIBS58EK1u+0p+M0OkomWaiu2hD44mk+7GWeW2nRdP+Zsu3hBhKFep4XlMyq1nsv+0SzLLYe5hkVGU4ZqF++kzbwTWtKhsTzfc1wW5ifAwbHcmkPSdrtESc67Wu/xe09fRJLg/j2ltPv3ZkpubfYdh2HIyfkm9a5LVlcoZTWU+Ll7I6/1ViG9uxHbLmKPHz/Ob/7mb/KJT3xizZ//5m/+JsePH9+1C1sfruvy9a9/nZ/5mZ9J/0yWZd7//vfzN3/zNwN/x3EcHMdJ/7vVat2y67tVMWwLZrMHOvH9zhoKl1a6Qw2dJIM4SFA01RiFguWW0EScKGTYN5odCiXs9wofz+nUey7LbRs3CCllVNSYz3p4PM9oTudMp0OjJ4TnNVliqpRBUxTatofrh+iKRM/1ubDS5dB4lrbjsdpx8EOYKmUAMWD2RvF1BrmijRcMHj44wl1TxTWF4VaaqQ/vr3B8tsypBaGNu9iy+e8vzvHy1ebQ7a2kmP72O8d55GBlS8cuGC4x3SwvalARnFBBhrEDPTZR2PD7eUPBdgPadgBEKIpMtWOjKTJuEOL4AREy+YyKrsp4fsiVWi+msShkNRlZlrC8EAmwPB9FVikYCqamkjcUZFlLh3cWWxauH2Lqivg8E+JgkRQQqiwjSTCS07hWtwjC6xazCSKb01WCIMAJQvxAIJqKDEVTIwgiGrZ/exSyQcRK28YNYzcvWUgbAWhqROiJ1qsPaFHEgfHcpkhQf+FSyIj7eXK+SdPysLwQOaYjHI35+q14ACqR65ssimGjlbagH+R0YQu81LI5OpHn6ER+zSY+17A4t9ymYAi0t797lBTIcw2LrulTyRloGRUviKi2bVq2R06XKcRUkv5CIooi2raP5QbsH8nyo+8+SDmrr5GE+/xrSzx/qYYfRmhqcjgRHE4/kpCkCEORCQm3TXEa9AxFUcS55Q4910eVYbKYoZzV4udD5cUrdapth2MTEyllSe9zvtMUmbYlcufxfWXGczorHXfD4XsY6bxh2szbLTiHAW520iVK1lzL8jk8nt8ww/NmSW4N+o5rXYeTcy3OLrdTl8DXF9vxfItxW8iD3Q6x7SL2l3/5l/nQhz7EF77wBR5//HEA/uZv/oarV6/yF3/xF7t+gUmsrKwQBAGTk5Nr/nxycpLTp08P/J1f+qVf4hd+4Rdu2TXd6thOC2a3JjD73/PB2TL1nptO4UpSRNsOmCzCx961f6jCKtnIjk7kyRsqpxdbLLYcQQUIwQtDTi22Y33NeKoXMTUdAdW2w1Qxw2hOxwuEWLrkByy1bA6P5zg6kefVuRZhFGGoMk3Lf8P4OpsdMK7WLbpulUNjuTXF3TD6pbWum3IFt9My2irpr6ed3IiWcq3eW4N+HBrLb7huXZHZN5LlHfsrGKqyaYtUliU+cPckZ5bavHilznTJJKPJQ9uBrtXjbVPIqFTbDk1bFDayBFlNQZUFjaDnBqkkluBzJuiTQEQjIrKGQhSJn+k4Pl4Q0eyJIUFJgm9ca3J0Qugu3jGVR1XEWszqKkcn8xQzOl+/XMdyAyYKBm3HJwgi7HiS2g9DZAAJpAg0VUKWIiJFJqeINSpJECHRc0MysbTV7VDEAmKYS5LQZHCDiNWuQxhepxMk6HFOV7e0zl1fuIzkdJ44PAqR4IeWsyo9N0jtfPPx9+IHIZW4IHO8QBwyJME3NjWFruOnHM7+TfzUQouT8y0kSdjkqrIsaAcTOTRFyN+5fkgho8UuZWCoEnpOZ6nlEIUKx/eWudaw+wqJ2Pq061C3PMZyOi9cqvOd906tKRo+cPcknz25yGrHwfUCVEUGCYJQ0FRMTY3luLShKU79z+r9syXmGtcPkonVdxCEFOLOwForWZPLqz2qHWeDta2myNS6DsttByeIyOoqUgTjhQwPH6hw13RxqHbxdtrM29mfhgVudtoluh0lt9aDBaYm8/pSm1pHSP3ldIWxvE617dBx/FhX2XjT5cFuh9h2Efue97yHM2fO8Fu/9Vtp8fgDP/AD/PiP/zgzMzO7foE3Ez/zMz/Dxz/+8fS/W60Ws7Ozb+IVbS+204LZLTmM9e/ZT0lIpFn8IMTUhls6/Qmj3vPiCfCQvK6iyNclaLwgZG/JFBI18S6ZNYSYeq3nMVMS3MWm5VGKhxGSobK/+8Ae7p8t7diedicC4judGN5Kv3SnuovDJv2B1r5jOR7YV2asYFBtO3zx1DLPXlyl2fOIJCibOu88OMIPv3MfP/Zth1Ph+hcu1lhu2fzZN+Z48tXFTQcizi23+fxrS3Rdn+W2w+VV4XgEQpd0GDvQRH7m95++xKtzTVa7Lo4fklElTF1siG4gUNUoKRoRhQzxv8MINFU4/hway7Pcdri0KtaipkjoqsK9MyVcP6RleVypCctS0SIW7lVzDYvPv7bMSE6n43hkdZV6z6OQ0ah3XeqWj6pIBKEUFy8gyVCOnZt6bkCEaNFrimDMiucpeFN4s8nwWf8QWkaXGc0ZrHYcIum60kJyfQkdQgEmS4IvvNnU9KDCRZZl7tlT5KUrDWodB1mWsZyAliJsbWdHslheQNv2QCLlN4dxYS0RsdJ2qHbsNQOcpxZa/K9XFmhYLgVDJWdoonvUtmk7HofH8ym/V0k4vlEUywxG+EEAksK7j07w2dcW+wqJDh3bRyJiLK9zx2RhjZNgst6fODzG37l3iv/+4jw9z4uRXyFfVsjEw2u6MtCOe1AMelbLcdHe6HlUOza2GzA7mo2R7LUSWeMFUeAsNG0e2ldZY0xT67qstB1MXeWR/ZWUY3m1LtQcDo3nhs6fw7aZN9ufoiha41Q2mTf4T1+9OHQu3EmX6HaV3EpAjidfXeQvTgglnqyu4IURY3lBcYqiKFbiEXKMgyQR5xoWbduj4/hrunHAbctrvZnY0bc0MzNzy1UI1sfY2BiKorC0tLTmz5eWlpiamhr4O4ZhYBjGwL97K8R2Toy7JYcx6D0TSgKAHwpZrmFPfuutBD0/xIhRCkmSCGNfIBlo2B5+EKFIouUTxmiZ5QpNW02VUWSJ/aNZJkuZGw6VDRM7FRAfamL42saJYdiY+LczoLB+wxi2mA6jiD/42uU1he5cvct/e+kan3ruCiM5nVrPpe0IFYmxgo6ERKPn8flTS1xa7fL3H9uHqSl8+XS1zyZ3c8S4v7jeN5LljskCy21hlqGrYqhqGDvQc8ttvnh6mZyhcnxvmW9cE218WZKQJRjNGWiqQNour3QJQlG0KvG9kOP2qxPzpkdyGm3Hp2RqFDLCvjYMI/aNZClkVM4stdk/muOh/WX+4sQiqhwwU85zcCzP64strtR6dByfiSLkdZV2x8ELQnw/xPPjIR5AV0CRRQtckYUSwuHxHA3LTzWOFRlcn+tj7LcoNFlwXgcBp/1/lvBNl1o2igxyJLixMgJ9BVLdXIFih5tOTW8lbaRI0LIDwOeZiyuUszrvPDTKe++c4PeevshSy6baTga7IgxNJqcLDrXlBbw236JsaunQ6edfW+TUfJMwhMW2g9ETh4xKTsNyAy5WO8jxsGvHEcOCbVsg964vBv00VdjZ/sgTB3jyxCJ/8eoita5DydQYzRupTmmiid1fTMmyxP/rnftZbju8eLlOEIZkDTEca/shYQTHJgt84J7JGxYSmx1KF5o2lazGDzy0Bz+MUsvR9aoCIDR+941kycU5YLqU4cF9JZZbDs9fqlEyNd575wRjhQxw6/mgg/Ynyws4E3fhVFk4wP3fnz/DhZUO+0ayQ+XCnUzP3876p0cmCnzPcZkT15ocmyxQNjVeX2pTbTupDFqixNOyPJbaTnqtyV720tU6V1Z7YuZEV9g3kmVfJQsSNHqDjWHeyjF0EXv27Fl+7ud+jk9+8pMUi8U1f9dsNvmxH/sxfvEXf5FDhw7t+kUC6LrOO97xDp566im+7/u+DxCk56eeeoqf+ImfuCXv+WbHdk+MuyGHsdun1PVWgpWsJvQlXR9Fk3F9wY0zNQXHC/DCkGJGQ5Ulum4Qt54jgaoFIaok0bA8Hjs4esOhshvFueU2/+WrF5lrWFSyOmM5A0VmqBb+1tOkTipB9p+/eoGJeGJ4s4RxM+2tYdD6s0ttGj1vTaF7caXLsxdrdB2fIAip9VyBggOeItr9sgSaIlHtuDx/qcbVWhdNUfDD6IY2uTBY/mamnGW6ZHJ2WbhcVXI6F6rddK3eO1Pk+GwZP4y4WusxXcykr3NsMs9q1xVIbgQ9Vwjzd1yfGTODIklkNJmOExDFdJSu47HScem5QsrLUCJOzLXoeQGVnI6uiJbxeEEUJ6tdl0JGZalp8fVL4PohxyYLsZwSjOXHOFC3+PypJZZbNtf8jcNaSYQRjMXSRrIkMV4wODSWI4jg2VC06aMowiEaSpZrp6EpEndM5jlX7eLGBRUD3kuRYCyn48eotizJSAgOvRTfz37Kw2rH4ZkLwlr12ESOoqnTsj2eu7TKXKPHj37LwQ2Fi+0FfP1ynUbPY7wgDDMMVUib2V6A7QW4fkSt49L1AojE+o8isFwfJ4hQZImlls1XzlTZP5pnppzhuQurAIwVdFY7Lm4Q0rY9HF/QDhZaDqaucOdUnpWOy6WVLl4Qoasy5awmZNfckM+cWOAn33uE731ghhPzTe6YzFPuM4wR92LwwfLIRIH/zweO8UfPXuGZC6s0LQ8vCFJ75ncdGePzJ5e3PDAPcyh95VqTf/zuQ32Wo4MLsYf2VXj/3RPpezp+EHMrNd6xP58WsEncao5l//700tU6Z5ba+EHEdDnDHZMFMprCawtNrqz2mCgYg6WmBuTC7U7P77b+6U46eVuF5QUoisTeWJHlyESBjhOkdBBFlrA9n3PVDvtHc3zwnkkurHT4vacvcaXWo9q2CcKQQkbF8ULOL3d4da6JpshbGsO8VWPoIvZXfuVXmJ2d3VDAApRKJWZnZ/mVX/kVfvu3f3tXL7A/Pv7xj/Oxj32Mhx9+mEcffZRf//Vfp9vtpmoFb8XY6gHYyYnxZuUwdvuUOshKsJzVsDyfpuWjKTKGKqbNXT8koyvoqkwpo+EGDj0nENceQb3rYWgye8rmTQ9thWHEHz1zhRcu15GBubqVTiofHs+x2nW3RCQ2nxh21kwMH+qbGN4sYdzMwWGYAvjiikfL9tk3YtK2fZbbNs9cqGF7AXlDxQ9DYZMZgRYj35dXe8gS9NyAMBLoeMv2MTQxmT7IJrcffc7qSmrVuVlxXe95/IN3HUCWJLquT7Xt8PLVBv/9xbl0kx/L61xY6abIjJBWk2Kt18SS0sPOaoL/KkloisyekknL9ljtiOK8mFHpeSGaIrPaceh6Aboi0REuqlhewDMXa/iBOFR5fkjJ7HFgLJc6USXaoG4sDeduVr0ikMswgoWWAzgoksS1hsWpxTZ7yiZ3TReptm2u1iz8yCEKQ3RVoWRqrHZdbC/clYJWi+dW6l1HOHPJEkoUbUBlFQnKWY2iKZRHMppMEAKShCoLio8fiEJblsUBJ0LctygKObPciY0TBKq50LQxNYWf/dDdaeFybrnNyYUW9a5LRlOIgGu1HhES+YxCretycr5FMaOR0RWatoehCe1VKy5odVUmrysEMadakXsYioTlh8xWTBRZRlcUal0HywvouSERPiNZjbtnStheSEaVYxReHJY1RaLe89g/msXxAj53colvu2McRZbWSLv1x2YHyyMTBf6PD929gVfueOENRfmPTBSGppAttOyhCrEjEwWOjBfS/WCxafPHz19hpjy4QN3sc+1WoXZkosCBb83xy589je0FHBkX3PPksx4Zz3Oh2uX1pTZjfYYkSWyWC7c7Pb8V4LOVhe362Gknb6tYvx+M5PQ1dBDbE+Y5d88U+ejDsxway/PbXz7PasfF90P8IErNXHJ6yPmVLkSQ1eSBxjBvtBLDbsfQRexXvvIV/ut//a+b/v1HP/pRfviHf3hXLmqz+MEf/EGq1So/93M/x+LiIg888ABPPvnkhmGv2yGGeehv9ADs9MR4M3IYt8KlY72VoCyJqeycHiHLQnLJ9kKyusLxfWWWWy6W61PJaiy3xaBOteNgairvPjLGDz2276ZPjk+fX+FLry8TRsJCVVOkdFK54/gcnchtiUhsNjF8frlLz/FRFXnDxPBmCeNmDg7DFMCyBC3L5aUrDo2ey2rHo+f5GJocD+tcH34KwggvEkicpsjIkoQaD/i0LJ+SJLG3Ym6wyV2PPhuKzNW6xcP7R0gAn2TK2/GFnWS1Y3NxpZs67zz56uKGTf61BdG+nyhkKGTAC0K6bkCj5wLghxGOH1LtOBQzGhVTxygqzFZM5psWXkZN3cEqOZmsLpQuGpbQ5t03kqXrBnRsn3xGQ8uo6dDLQstmteuSM9T0cKNI8NylGkG4NYs1hDVVooIYPPSCiIsrXXpuwGMHR9hTNnn2Yi2VQJqI0emrtR49N8ALopssZiX8IGKp5ZLRxLBbsA71lSXIaIJzWeu6aIqEoamiGxJrLzu++LyaIgm5sAiieJ14odCY3VfJEiqiyO/ZAU+dXubb7pzg3UfHOfRteV64XOPXPncmRXo1VXwXPTdgsSlQQk2R+cDdE5SyJRqWJ75jX/y8qghKRhCJtZrVZXKGypV6j5yu4IdC8cHUFWY0E9cXxa/lBRwYy/H33rGXP33hGldqFuWs4NN6gdCuNnWVIxMFNEXi3HKHhw9UdnywlGWJfaO5VMowDCN++8vnh+J5bqcrc+dUcajOW/9+kNNVTE3d1ufa7UJtoWWz0nE5NlnYcA3JsN5Cw6ZleZSyW/PlbyYGAT43srDt39dX2g5/cWKBes/bthXwVjFoPxjJ6TxyoLKGP/wvP3gHqiqndLRiRuXSapd8HzLvBRFhfFA39LWGQN8s6gZDF7FXrlzZ0lBgbGyMq1ev7spFbRU/8RM/cdvTB4Z56Pt5T1NFg3yobmjFDWOveCvaALv5nslDP5LTeeLIGK8vtthbyWKoCvmYn7bctnnxSoOCobKvkmWikEm5UnlDY99oliPjeY7PlrlzurDlNPyw1/TUqSUsL2BvjN7A9UnlWtdlrmEzmtM25f4OKvb9IGKpbeOHQpqsf+p+q4RxMweHYQpgVZE5u9TBDSMUCWw/IIpEgus4vrBVRcgAhZFIeqp8fcIbYtUISRSMfhCtcUjzw3AD+mx7AacW2nz9co1HD44CcG65w2LLotnzhBYp8J/++gKvXmuy2nW4Vu+xp2ymVIa8oTJZNHh9qc2Jaw3u31vilblWrD6gxNcnPo8c87aP7S/w3rsmePbCKqcW26iKKNQnYy3SSlajZXk8e7HGSsdJ9TwrWQ0viGj0PJaaTjz8IwqyEVVmrtHjQrWDjDhQbVdJQOirhhQMFdsPWe04nK92eMe+MqauoAYRuix0aDt2IA4TN1nAxqMzQu1DEbxNNRbdl2SJnKGk6Gk5q+EGEVldYbaSxfFDLM+nbQkd3YWWg4RYP0F4HZlFinV7g5DFli02zUjIWXlBxH/7+jWeODyGLF/XJpWQyOoKS20nNisR6Hqj5+L4Aa/Ot7hvT4mJvIEfRgRhJPjPwEQxEw/PCYtQ4ZjWYKKQoWN7qYyUJEkYmoKqSDQtj5myyROHx7C8gFOLLYIwotZ1iCIxeHVoTKyNIHaAyxqiC/DaQmsDWrjdYmo7A7o7oZBtp/O23QPzsEOj24mtCnVJkjg2VaDacTgXq9oEobDtrfdc9paHk3YcNvoL/ERacrPP+t47Jzi90OZ8tYPlBVxe7Qpq1YGRDdSqM0vtNe5y20Gut9oPltoO+0dzfOThvaixwkZyP4sZLXWxTCKIrgv9CUvpIDUEgjdHiWG3Y+gitlQqcf78efbv3z/w78+dOzeQavC3LYZ56A+N5VPe02hO5/RiJ3WmWd+K28wbebqYYaFlD9Xy2EnshkvH+mLe9UOalk8UWRydzIuhLkm0Xd+xv8JEwaDR83B8MZTw8IER3rG/QlZX+MaVBl89u8IXTi3dNBIw17BYaNrkDDEoovRJBSbE+ZWOQ9ncWg5nfbFf7YgW5r5KlqOThTVT9yASxmJTbGjr7+lODw43KoAVSeJCtYMfRanmp+MFMb8xwvMDfF8M9DhBSBCI7ySSJKQIIIqLFoliRiUMRet1vKAThCFOEHCp2tuAPoPG/pEsF1a7nLjWwA8jWrZH1wlS7q2qyqy0HZ48ucC1uk0hozDXsFBlmYwmQ0TMkQw5u9xhpW2jaQpTpYxQreg6NCwPUxOcSVNT+Ni7DnBsqsB0OcOZ5TZTRRNTU9bwBktZnQf2lfnK68tcq1sUTZX5pk3P8QWflojRnCG4246P7QnkuOcGaIqUFrDb4bCGCH5tVwrQVRk/EIc7XZU5OpGn5wa8vtim0XORJbBj5FOO3yTZirYbYsBNqDYksmKFjCoKwpLJvXuKzNV7fOSRfYznjdh9StB9fv/pS7xwuY4fQkaV8EMpVmuIDRoQKgWqDJYXEiEGSRQp0ev1eeFyna+dX+Fbjo7TibVW84ZCvefiBSGmJmx/w3hohSgSm3XToZLTuVa3kCWJTKwUoSqCP1/rukwUM0wWDV6dg6yu0HWF9F45Kwa+vCCk3vUwNZX33SUKn7umitwzXaTn+iy2HDq2T9fxObXYYrFlM10ycPyQ//nSPBdWulyp9bhQ7TJdynDHlOBtrrc+vVrrbZkjt4OuDtJFTmI3kMjtHJh3qsByo7hRoW5qCscmC1SyOs9erNG0hG542dQ5vA3zl+3EjT7rS1cbfOKps0yXMsyUTfKBmnJ6BbWqnOb7es+j2nY4Od/a0l1uq9iJq2IYG8ckLpaQDLeKzxJGUUy3ub7hvVlKDLsZQ1/5t37rt/Ibv/EbvPe97x3495/4xCd497vfvWsX9laMYR/6775f5ny1Q0aVef5SjZ4bUDCE3aMfQr3r8sW+VhxsPDF+8q8u7CoPZ1DcDC1hs2LeWSdhtN7VapAP+q1AAmRJYjxvsNJx0HPyms0iaaPOlM0bbhb9xf75aodPPXuFmXKGoqlv+NmFhsWlVYtPPXdloP/1Tg8OmyW8e2eKXFrt0bZ99pQFB9Xx4t4SwkUoBtPIyjIa4PqBkKMCBJoGSBJ5TWGiYNK2PTRVTm1yBTowGH0+Mplnteemra4IgfrJkti4JwsGTcun6vhYrk9Gk5gqmrQdjwtVwSecKWfYUza5tNplpeeR0+PBP0XCUAU/+uhkHlNT8IMIUxfJu2BojGQNsrqy6Ua5byTHtXqPlbYwy1BlCVURU9JuINT+o0i0P6UIcoZCx7mOWMgSmw51rY+kHQ5iINULQmxPYiSrU8npXF7t0nUD7LhIjBCtcU2WUtRcfCNDvpcs2vyQqApEQo9WFsWgLEm0YgMRQ1PFwbhkrllvP/otB8moCp87tYjtC+RTkSCjC0cqxw/x/IiWLSgruiKnihBBGFExNbwg5KlTy7zr8Bh5Q011XoVLmryhSFNkQb2p9VzumhZWr/WYOiJLgj5S67qYusLh8RwdW+j8nqt2RGHkBXTdgKyukNUUDE3m3UfGeOLwGCCQyLKp8czFmpC/MlSyhqAiLLcFvaVkqqiy0EGeKGR4fVFIai23HfbFklbvu2uSMBI0gUF5uD+XtSwPQ5GHQle325XZSau/P1+cW25zccVFlmSOTOT5e+/Ys6ULZLrGbqIVvR4NBlIJR02WWGw57BvJYrk+4wWDY5MFihkNRRbP4u89fWnovD8sl3erzwrQcwRn/8HZMoWMlnZxxgt6TK3qUMlWqPc8vnG1Qc/xUWSYKmbI6sqW+9Vm17hdV8UTc00qppCfTPY0TZGQhUA2juszVc6mxjJvthLDbsXQRezP/MzP8Pjjj/PhD3+Yf/Wv/hV33HEHAKdPn+aXf/mX+exnP8vXvva1W3ahb4UY9qG/sNKl2ra5tNKlYXkostCQNG2FkZzGeEEgEE+dWkpbcUncivbObsdWxfyDs2XOLHXYN2ryfQ/u2eAo1Z8MwzDiyROLG9rMu4EEmJqCWc7QddeKgAv0RkzAv++uiaFeNyn295TNvolhbc0aWO04PH+pjqkpzJRMcsZgaaqdHhwGJbwoiviFPz+JrkoUTR1DFYhPx/E3DPUEguSYmgIoskQMBlIxVSaLJrIMpq5y52SB1xZbsU3u5ujzSM7gzqkCCw2LIObDKpJERlcZKxiYmkK1K1rIhiZjexFuENKxA9HOlyQ6TsBoTqeS1eOCJeRavUc5qzOS07l7usho3tgg/TZM2/T+vaUU5ckZKq6ffPciLXYdYXucWKx6fkgUF3JhNLw5gYRYt4k+biWn43ghE0WDICItTibyQgey6/gEUSJrJQbVcga0LD+V79rqrWVJIK6hF6amBX4kuM+KLGFqMj0vpNZxePZCjbyh8ntPX0SVJQ6P5/nwO2Y5NiUOVR99ZJb5Zo/ldjXl0vphRNHUKBgSCy2bKBLFfMfxUXwpVolQKGR0vDBkvmEx17AoZAQ16NxyGzuWHZMjKR3qVBU5Hd4TyKXKIwdH6J1eptoRmplhGDFRzHB4PEcUwQuX62R1lYwm4wchE4ZBJz6k5jMqxyYL/NBj+64XfdU2r8w1afY8QNBpxEFHPC8JV/zoRA5ZllNFiiu1Hi9dqbPctCkYKn/wtUtU24KHfXQyvyYPn1psMZE3aFhe6uK30nFZiQ1kboSuDovC3cxecGSiQHg3NC2Xlu0RRBHLLZvPn1xGlqQtXSCT2Gkrur9Qfyku+NqO4Mp7fsR4wSCryVh+yPG9a+9XIaMNnfe3U+Bv9Vnbtrg+XZVT/V8xYCrjh9Eayatzyx0s1yefUXB8Oe4Cbb5fDTMXsx1Xxa4rctZqx8HQFBwvpJTRsLwAL4SpokEQRViOv+MZl9sthi5iH3zwQf70T/+UH/3RH+XTn/70mr8bHR3lT/7kT3jooYd2/QLfSjHsQz/fsLi40qXeczF1NfWC77o+bhAwktPJGSoLTXvNKfdm2jvbmS692UnUGxXzM+UMK22XgqEN1D1N3vu1+RafObGAG4Rr1AOOxDaVu4EEHN9b4kK1R63n0o3tLg1V4VuOjvGuGL0ZNjZDUXqOz3OXagA8erCS6joOW4wP+32sT3inF1sEERhxazWjKWiK0GT1g4ggDPuQxBA/FIXW/tEsR8fztF2fazWLIAyRJGhbwtXK9kMe3l/h79w3LfQqN0GfoyjC9kRxoiuyaG3Lgmda73p4Rojnh2nR03UDLFegdHpc8PUcUfhOFjNoskPLFmi+F4T0HJ8L1S6SRKxycb0tlnwXc40eL19rUIllktQY6RnJ6XzL0TGeOr1M1xF0gSASGqRBGGHqQstYRqKYUShnDTGQ5gU4XsBq18PfBjFWVSQUWcbzAxw3RFEkwjCk0XM4vrdMrefFCCkUDJW266PKwjAgFl1A14QUVeKSpUrX7W2TUABTkxnNGyw0baIoAklGBjpOgKkJM4goDOk4AUgemiJxtdYjCENOLbR59mKNn3rfUaII/u/Pvc5yyxaDWDKCOw3CSStaK28bRhGhH4EiUzKF6sVYXsjWJa3yB2crNC3B+3X9CF8K0sFHUxf6vi3bQ41RXVWRODCWR1F6jOQ0Do8XGC8YWK7P0+eFrNa7j44iSVLqLCisqUOyuso/XKdb/FtfOs9C02a6bGB7IT03oNHz0s5LKV4jHSegaIq2az0eYgSJEGEk8Nq8oB8k3OXEz971A75yZgVTV3ji8CgzhigsVzouC00baHB0In9DzvuNULibbfX38z/3j+YG6j3fSlOAxMDkE0+dpdp20FU5ViNRkYCXrjZ4cF95xwjwZgX+ibkGZ5bbfOi+6TXOZFt91sTKOhNrEov7rDKS1Vlu23EHNaRuCd5uMuvRb6c96LrXX6OpZVhu2/zNhRXOLLf537/9MMcmh6Norpcvu1ITHbisrjA7kmP/SJYIoRN7aaV7y+dq3sjY1ur77u/+bi5fvsyTTz7JuXPniKKIY8eO8cEPfpBs9q052babMcxDrysyF6vdWLZFQpMlJAlUSULRFCzXZ7nlcGyygBJLDyWx0/bOdk6kA12dxnMcny0P7Yi10xN8/3uvxMT+luWxpywEvfvVAx6YLVM01ZtGAla7LndMbRwe+OE+9GY7MQhF8YMITZa490CF0fz2tBlvZjI4p6tUTI225dG0PHKGiuWF5AxhF9p1vNTKczThQxoqE7ET04HRHJPF60N2qiJRyercv/d68gvDaCD6XOs6nFvq8Ppym47t0XM9JGQ0RUJVZLquT8/1cINIeNwbKq4f0XEC/CBEV8TQkROEjKoye8rCMcvxQxQZylmhKLHctmnZLpWcweOHRje0xTKaQrUtrgUJihmN+/YUec+xcebqFl3HJ4zE8FNGVfB9oVfqBuI+mZqCLMtIkuAGz5QyNHvifvpbCxSsCUWWCMIQ2w/xQ4+sodBt+BQzAX7QwNRlWrafqndEEVh+RBB5fdzb6xVrojKQFLAJOizJolhWEhpCCEGiIhAISSxNlvBCQZVwvYDFligiBCKpsNiy+bd//hrd2C1LUUTRpChSjLoKBFOWJEqmSseJC39NEeYNQUS17bK3YrKnnAGkNa3yuUaPRs/DcgOKptiCHF+okxwYzfL6UgdNlljpOGQ0hccPj/IPpw6kQzWXV7sDn6mtnAWTom+145DVFSo5HQlSx6627aEp1/mCyfBLFEUpujZeEI6BLdun6wZMFQ26TpC2kgEuVIU0nRx/S0lx++C+MlxpAIIuttQKb1hIbIXC3Uyrf9gC+B+/+9At4+eGYcTpBSHB9+BsGS+M80A8j/DF+jLzDZu9lY2mB1shwIlt9n/9mytcq/e4f08JOR5O9YKIpuVx+VqT0wst7p4ucmSicENjDk2W8PyIsby6pig9PJGj7Qj+q6rI4vn2AjxfWCn3WwGvv+7130Gt6/LSlQb1nhur3HSodV3+zw/dzbGp4Xm0ycHnbceuLcI0Tb7/+7//VlzLWz6GaWHOjphUWw53ThV49mKdnhuQ0RUUSUrtMSWglNXIaGtPuTspDrfTchr0s/ONHv/zG/P8t69fY3Yky1jeuGERtZMT/Fq1hgzzDStFeVY6bmrbmKgHnK92uGMyf1NIQGLxd2KuKTzcdYVHD4zeNLd4PYoitBmvblub8WapI3vKJkcmCqzELfta18WP9UjF1KpExdR57FCFiYKJqctcXu3xofumObvUSQXS+4fs1vuqD0Kf+wXtZSTMGE20vYC27VM2NUxNyCu5fih4cZLEgbEskgTnl316nlAcMDWFe6aLLLcdDEXG1xRcPyAKIzRdIWeoLLZsVFnm/Xet5Qom9+6xg6MEYcRco8f5apfnLtVZaDksNEQRO1Yw8PwQK0aN/fD6c5g3VHRVoLeF+BCw2HZw/a1R2GTtRsRc2Ei0JYVcjsaRiTyXVnvkDIVr9R5txxeUDhJ7VRFucJ2+kLxe8u/4ZdN2vgxIRGmRmSDFEoJeIArZUCgIxL+vyjL5mK+cSHqZmsy1eg8QlrmKIhMEHlEYiQJNliEK0VWZ2UqWuYZF0xJIchBPkHlSSBCGVNsujx8eXdMqT7i2X3p9mVosYTZeMJgpZbC86yj/2LpD87ffMbHlM7WVs2B/0bfScWNJMxlDUzDi76htiXumKlJazLZtX6BrGS0eApXT1y+oibycUOkAqPVcSllNOIH1TYFLksTRyTz1rssPPbYvlhjcWEgM23W51QYp29Gi3UkhlFzDTNncsEcYqniuqx0nlYPqj80Q4OTA/8pcg1evNcnoCq4fcWRCDIN942oDy/Upx4Y7miKvyaWbfdbFlhNTHNa+30jO4PjeEs9drKMqMh1bPMOjRYO7p4sbrID7r7v/O7i02uPZi6spfUmVhZLA6YUWv/Wlc/zk+44MvR/diH7wVpXR2ireuiNpt2EMQ8p/+MAIf/bSHEcmCiy1Ha7Uenh+iAspj0uWBB/v+N7ymlPudovD7bScYKPDUq3rcHa5QxAKlx/XDymZ6g2LqO3KuKy/zrbt07A8xvMGRNCwPGpdhxnNTNUDah2HC4rEYwc3om/biphgGMUoVxRtXZwMGxu1GbdX1O/GZHD/ehQhZIw68Yabz6g8dnCEg/H337Y9DFXhruki77/rxvaYSawfFDm50KKTDJNZHoYqU+t6qetS0/IEoiGJAsv2QsbyMvftKVE2NaRIIKyyLIlBnKzG6aU2lZwW30+FMIqo91xUWWZvxaSS1dOhrkH3rtZ1WW67KJKE7QdU2zaOJ9DE1Y7LvorJWF7Qejw/ot61aTnCQW62mItRHKFU4Iei7b+eTXAdMb3+77wu8/ihEWo9n1rPZTSr8/jhUTpOwFzDRkJM5rt+SFYX759QBpLXS7io62P9UFmEsIidKBh4QYimSLHer5RaxSqyjN+ncZvR5fR7NTVhkdu23bQoVhQpNgQQfPGIWIYtVhMIIlI7aEmCXCxrZcdyQF4Id0wVNrTK/4/vvptvv2uCp04tpSoaIA2NTG73mUqKvoOjOSpZm2rbTuW4QNBRkm9NDJeJteQGAtFVDYVGT7SIK1ktnQLXFJlOrKULorjVEYNh/VPgkBSWIUVT486pjW3i7XRd1u8FiQazG4Tx+0Y3ZZCyXS3a7cZW11DIqIznDS6tdnH8gGTMFDZHgPsPrVlNIaPL5A2VatumbXvxEKrPSE6P2+oumipztJRPc+k/fc/hgZ/1/r0lPvLwXr54ennDvr7a9XjkwAjfed8Uo3mdP3txjis14QDZH+uv+8xyG9sPsFyZZy+sCtTUUFFk8ZzafkgYRlytd9/yZgS3Ot4uYnc5bkTKN1SFJ9VFLC/gvj1l/EAkn4wmnKv8IKJheYzmjQ2n3O0Wh9tpOQFrfjYR7rfcgNG8gRuEsfi4xNGJ/JZF1HYnbNdfpxuEQu9OVRnN69h+QMPyKJiigAsjcY8OTeR3jAT0J709FTPlhJ1caLHQsrdEObfLGd6JmcFuTQb3r8ezy226rk/H9pmtmNw1XUJXZVY6TjoVfP/eUvp5tuuAc+jb8jx/aZX/+NRZDoxkyegKrfkWhYyWuigRCV1X2xNInmbIjBUMKjkDTZEJgQNjWaodhyhCILt+iOX69FwwNIV7pguUs3ragkwQ5EGoW7KWzy13aFouQRDR8wLqXTcWzFewvJD5ls1sRVigBkGApqoUJIn/7Z37ef9dk/z+0xd5+twqTnztSIJ/KiGGpoCUBhDFfy5JsG8kR8E0ODhR4EJVOI/JskzeEPzjxaYlPM41mTASagULLTtFgpN/dFUUn1tRGJKBr4ROMJLTU93WjCR0gP2AVHs1WUtJ+GEk5MQ88XchpG5lpq4QOBFBzKUWLtARLcvF9SPysfuVFwjFAlmW2Vcx0VSFr55d4ehEnr2V7BoE/91Hx3ni8NiWvM9BfxeG4jMVTZXz1c6aljEMfqaSos/yAo5M5Ok4awc6hWJCyJ3TReE2F8tqyTHavdJ2KJgah8dzFDNayofMGWsLVkWSaPY89lTMtPWcxFYc0u12XfpziuMFnFpsU++6RBGpicm7j4zt2CDlZrRoh4mtriGZm1hqiZmQjKZsuX8MAkE0RShojOT0uCAP2FsWIIjrB6nU1PpcutVn3T+avWExrz8i83tPX7rhvpfTVQxFjruAPjlDSdVLFAl0RcIKQlw/4uxS+y1tRnCr4+0i9hbEVg9CGEZp8jk6kefBfZXUTq4Xa1Eemcjzv3/bxhbCdovD7bac+n+2bQvkKHH/6EccNiui1m86H3v8AJ9/7cYn+PXXmUx+ekGIqaupg4vlCr5kGMFoTueHH92Zc9fNoJw74ajuxMxgNyeD+9fjqQUxLLfacTi92NowFfyRh/fueHO6sNLhL08scXmlR0YXze2mJVCQkqkzo5mM5ALqPY87pwpkdQXbC/nhd+7j1WutNevkA3dPpij8hWqHes9DlSXIwOmljtBenMhRNLUUQV6PuvWv5cWWlWrU6opMGEZEUYTrixZxGEGtK4b7/FhcP6PJLDVtrtZ6NC2fJ46MsdiyWOm4qPGAmiyBEkS4QZQWsACVnMa+0Rz/7H1HOTyep+14/MZTZ/GDiPPVDnP1HtW2I3SRA2GFqipCeF9XJAJZrFMZodkrOLX9WO/GSIav9o+YWJ6QSjM1hUbPxfJCwlB0HFRZQooiAoTkWYKydhwfP0YUk5JQ2PoKbl3eUMXgnRsQQoog216AqkhE0XXUtpLTBR+54/K5k4vMNy3u31Pe8Jxsdlja7Dm7c7rAqYUWJ+aarHRsllou8w2b+/YUmS6bWG7AfMPG0GSOTIo1vyeWyuvPu/02nh3bT/PuT3/nncgy19/b8zFUBV+SOL63lLaID0/kaNkuiy2bvRVBxbFcYSISRhGHxnJDHVZhZ/koySnPXVrla+dX8IP4e5UAS3DBl9oOF1Y6G/LSTg7VNyO3OChudA2WF/Ltd04wkhW201vtH+sPrf1DVyPxOlztCvvpKIro2GuHrtbn0s0+6zDF/LDKEnvKJuOFDF89txK7IvYfwgR/N5dRY/DI3TLPDzrsJfflm43/OijeLmJvUWz2IAwqaB7cV6Ladlho2ozmDX7s2w5h6oO9m3cigjzsibv/Z1M0NHb/8IJwDeKw/sHfbNP5wD0TfK82s+XDtP4684bQeKx2HEayGoosMV4wuHePQA7nGhaPHhjlXYfHdqSkcDMDcjcjabOdttxuTwYn63F2RHjB/8cvnEm5pBlNZrSkk9M1vnh6mf2j2W0fDpJ7c63eI6MLNzYJMcQy37DRFJlsPNyTM8T3tNR2OD5b5t1Hxnn3kfGBifhr51f4o2cvM5rXCYKIiYJwcVpu27Qdj+N7S6x2vXTTDcOIluXheAHLLTs2RvCpd12CUDhSgeBAaooSGz8IDVRZElJbeUPF8XwqeYMrNYs/eu4KHVtMr1eyOoYqE4bCmMSLOZSSJJ4fL6Ya3DFV4FuOjPOtR8eRZYm/Plvl8qrFq3Mtal0h9C9JErIkKl/LC5EDyBkBOUMjryvUex6KDH4Y01ykjQYL6/9b12Qalkc2XheqIjNTFhasQRThBxELTQs/HsCyvBBNEQYDQXD9PRRZEvxXSWyoXTegmBFKKq4cMprTkRGDd7IkqAh+KBQQVEXCcAO8mO8sEZHVttbKHLSW1j9nz1xc5Y9fuNqnuStMM2pdl2cv1jg8nkdXZRwvxA9l/uylOZ5UF9ND5o3yrpgGF9fVX6xU2w5/eWKR1a6LHnPzRaFuoMhCMeXyai9VNVluO/HPykNxSHeaj8IoYrFpx/zOuICN1SPyhkrT8gYexm+Ftfh2o/8azix1KGTU+KAmOpOjeZ2//8g+DE3m4orQjD40lluD5iex/tDaP3RV67opwtlxxGEl0RhO7vV2cukwxfwwxa4sSzx8oML/emWennudBpLIzWmKxFhOp+MEyJK86bUN2nfLpgaSUCK4lTryt0sMtQO2Wq2hX/Bt164bx/qCxvHFQ/Suw2PcMVXgqdeqG4vBuycxdSV9KP7Jtx5iIS4ibySCPOyJu/9n+9FQPSat959e+x/8YYq7QRywQdfp+iHnq13qlkvT8qh3XRRZZv+oEGlebDnsrWT5jnsnubDS2dHk/k5Qzt3gqG6nLbcTtGSYCMOIp8+uYHkBeUPFDyIkhKzY/tEsq1132xys/ntz/54Sri9UJEZyOnsqJpdXe2IDLpt0nIByTmOxZW+gzAyaon75apMIiScOj/HytSaNnkc+I4xBqm2H5y7WeeTACB+8R6yHJ19d5JVrDc5VO5yYazFdNOg4gZimR7TMo0gMTo4XDOYbFr0Yfc0bIeMFMXGey2jcPV2kktV5+VqD1Y5D1xGoXCm2rg2DCAmBwhJF8aFPRlcVxguZ9LOdW27zlycW8WJUxfUDkq9TQsLQwPFFQVY2dcqmxnzTQpUl/LhAaduiyFyPw64vaGVZZqnl8NA+k4WmRb3rxNJiQrMSDRZbgCRxcCxLvevSdsSAHbG6gaYI44eMpojhsDDE9QI6iIK2ktN5/NAoKx2XjiPkpyxPHHLLsVpB2/Y4PJaLi3yFcixxdmapw5+8cHWgRvT6tdT/nOUNlZblUm0LN8PZETN15dJipFlTJLK6iioHzJSvU4T689BmeXf9QbK/WLlzStBa1h9AHz80yvvvWpuXE4OW7XBId5qP/vSFOdq2z5FxwWkPoghFktBVmVrXpef6m7ai3ww78/WRyGz9/tOXODnfTDnGB0ZzPHFkNO3ibZcfDGLo6oHZMueXuyy2rFRi7vB4LpZoFIj6rRL8H6bYvWu6yN0zBV6bbwut3jAUBauhMpLVYuqDx5GJ/MBr22wQ+/OnlgB45ECFQ2P5205HfrdjqCK2XN6o17Y+ooToHwS7cmHf7DGooLHcYKB38zMXV/nca4uMF4xUTy95oLcqDrd74u7/2amiQdnUWGgKfdasft2Nqf/Bny5m+ORfXdiVAaRTiy2+cqaKLEnCOlKRWGo6uEFIteNwtW7x0L5Kave4U1R0JyjnbnFUh23L3Sq05OnzK3zp9WXCSIjua4oUS5c5dJyAoxO5bWvv9t8bWZY3cA6nSgbVtstCyyGjybFMV3nLzTIMI164XOPFK3VGchojOX1NC9gLhHWuH0a840CFMIr4xFPnOLPYFiofsWXsyQUXWRL0AIAgEI5lthuw3HbwgxAvjPBjiTVDU5gumRwez6Ub3aGxHNW2y4UVwb+cLpoEYYTjBdiej5+kPD8kROLwhJnSgZKirN5zuXu6wJVajwjQFQWI0qJakQSHdr5hcXg8x2rXYSUIiWIUNohlwGQEVzVdJ8QWsJFAJ8eyGrYfYftCVqvacam2XTRVwlTFEJehKhQzChOFDLOVLC9cqtFLhr2CCE0VlABDk9EBx5OwwghVkdlbyfD/fnwfX3l9hdG8zqExsUZWOi4jWfEs9TyLMBSDoA3Lo5LViYio9UQRenK+yZmlNiPZjUonmz1nLdtjrmGnLXMp9oI3VIWxQobFpsWJa03umimuEchfn4f+6XsO82M3OEgO6u5s5wC6XQ7pzeQjXZXRVDld30nkM2o6ILtZK/pWcF23E+eW23zx9DI5Q+Gdh0ZQZCFTtdC0+YO/ucx0MbPBSOJG/OD+A/9IzqC8X+OVOYn795Zj+otQJfDD8A1FngfFnrLJg7MjOF7EUsvC8kIKGZWsruIFAYstm6lihr/3jj0Ddd/XH/bEvizk8oiiFPC5WXOg2z2GKmK/9KUv3err+FsZ/QVNGAoLw/XFoHCQcqh2RFvknQdHsbxg6JPVdk7c639Wj5OjIkscnchRNFXatrfmwV9o2btS3B0ayzMRuzhJEvRcH0WWuXumxERRZ6Xjcmg8xz9+9yFkWRp4r4Z9WHeCct4q95qtYrfRkjCMeOrUEpYXsLdipnJBhiql0mVzDZvRnLatz7H+3qwvOIPYROFdh0f54L1T3DVV3HKzTFpkL16pcXK+RcnUuFa3OTKR55EDFa7WelxY6dKyPXquz/96ZZ4/fOYycw2LnK5QMDU0WcdyA1w/IAiF9JQsSyixFmgvvuaMppA1VNwYmdYVmUNjuTXyOFlDZSwvDEjOVbtMlQyW2ja1rossSRQMmaIpBM+DELKawnJbXG9/UbbadVFkIWsVxpa2CYfSUIW0V9vxeelqg30jovNwdrmL4wWokoQnCbktwuuFbCKxpchQyepIskzZlDk516SU1ZgpZWJObEDDE4YX771zgg/dP83T51b47MlFLF9o02qKhKmphFFIEIq2ZiGjpujee+8c5713TvL0uRVOzDcxY/MMQ5VTswqhTxvh+AHnYyOKKIKvnKnScwJ0RXwHU0VzoB3nZs+ZsEwOyGiysEvuUxGRJImsoVLtiJb+MHloK5H8rbo7wx7stsMh3Wk+CqIQQ5VjubC1n1lTZFzfTZ3irtZ6AwvV3ea6Dhv9RdixyUL6maMo4lpN6JyO53VyupLOYkwWDBZb9qb84M0O/HsrWX7kiQMAN5VLb9YEaH2sUY+RSJ3LVjo2rh8xXczwk+87OtDwYNBhL5GDEwehKJV+K5ratvbit1oMVcS+5z3vudXX8bc+Bi3KRCHA9kKmihm6jhj8KprbO1ndDIqw0nb4xpUGF1a6A50+Ti+20k1nvcxLMtU8THE317Bo9DyeOCJcsvpfQ2hreqy0XRZaNsBNFc7rk95U0dhgdrD+ZH4r3Wu2it1ES+YaFgtNMVEtNC+v/10iXbbScSjHGpbDRjJpu9yy0VRRJFayGo8cqKSJ1XIDfvJ9R9k/mtvytfpbZKM5g5IpONGJycXBsRwXV7pYro+pCQedjKrw/FKNCBjPGxhqwnWVqGQ1ek6AF0WUMhqqIlHveWnxZ2oKMuDGhVXH8blQ7aDGCHUiVzSWN/j+h/bwytUm55bbBGEUcw81soYiOKSBhKJJnFnu8Et/cYrvum+aY5MFQd0IVFqWl94vSRKT/D3XJ4oEomgg0OOsrjBeMPiBh/bwn/7qIrWumyLbjh8Qy7SmagSqLNrthiojS8JoomH5IEFeV5kdyVLJ6RR0lbrlcXg8x3uOjvPafBNdkRnPG/iBMGIQnGEhtRVFQic2Z2jcu6fE3z0+wyf/+gLX6j1UWSKryyiyQsf21qwfoVELqiysY4MoomcH8TMiU8pubse51XMmvjOBxCrrnvuY0YGhrpW1SmKYPPRGW3r3F0X37i3y+lKbF6/UmS5lGC8IR7HNkEJhZKLTtoRkXb9cGIDrC0e0kbzOn788z4Vq97biR26GuLdtn7rlMZrTWWzZfPXcKpYnBnpVRSanK7x4pb4htw974N9pLr0Z05mtYr08YcPykCU4PJHnww/Nbmp0MOiwl8jBaRkVkOj2Sb/BrQFabofY8Y7b6/W4cuUKruuu+fP777//pi/qb2MMWpT9CgFa7HKULMrtnqy2c+Je87NT8K4tZHCSTWe+0WOh6VDvuWnCqWR1pkvGUMVd8vlnDDN2M1sbWykp3OhnB0WSPP7o2Ss8c2GVpuURRhE5XaNi6iw27TWHg1vFUR0mdgst6bpCF3U8b7DScdBz8prPocpSar+5nc9hecJW83y1g6nLaIqSqgdUsmIzOj5bZray9WdY3yIDuFY3WG7bVLIata7HC5dWkSUhH9V1AyaLmXgyPkJWZOo9T8hBxVqmhqqQzUh0bJ+soRLGvFVTEwiWKgvqSiJWrshwZrnDUttJi6Uogm85OsYTh8U/L1yu0bJ9Ht5fIW+orHRdzi618aWIQkajEIV0nYDnLwk6xOXVHmeW2vhBiB/rzRZNVeiuRmJ4yvEDHF/QHvxAuBn92TfmKZoqD8yW6bkB1Y7D+eUOC02Ltu2nOrUZTThQlUyNRs+jFfu8j2R1ZFmibQvO755Zk9GCwflqlxev1nl1voUsS4xlDcIQFlu2sPyNDyKWFzDftHn8sEDAf+kvT3O+2iGrK/TcgGbPi138FDrxZL4ZF5GqLDGW04gkce9tPySny8IQIYxSHdb1eWyz56yS1TBUma4bMJrTRMs0jiiK6NniM2e0wUXsjQ6Zu8F5306sdydc6bg4nrA+vrzai+1Csyl9apDCwJGJgvg9P1wjF+b6IYsth4qp0XNCTs633pCifDuxGeKeDBTrisxqx8UPIkbzBlpGxQsiGj2Pasfh1GJrIM93mIGq7ebSW3242QlQMeiwpysyqiLyGkSpjFgStwpoebNj25+mWq3yIz/yI/zlX/7lwL9/mxO7sxi0KPsVAtarA8Abd7La6sHfUzYpmxqfP7WErsoUMlqacJbbNtfqPT549+QNi6Lk83cd8VnWI7FbKSmsj+08rLYXMF4w0nZv2/L4m4urvHytwbffOcEPPyZkvG6Hid5hY7O2VyIQb5YzdN21OpmCtuJiagrvu2ti6M9xbrnNH3ztMiBEyv1ATPkvtSxWuw4TxQz7RjYi24Ou93y1wytzDWZKZlpEJFPGS22Hju0L3qoqJvBzusrd03oq+aQhYXk+rh+iSIIzGURicE2WJQ6N51jpuNR6wjJWkiQmihnumSkCEs9cWGW+aeMHISNZjYyu0uyJw81yn1xR0dQwNJmpkokswetLHeHUE6NhYSTWa95QeflqA8sTU/rjeTE01rBcGj0PMUklCvDAi5BkgRyXTI16z+WFi3X2j2axPNF9KWRUxnI6ta7Dq/Nt2rZLRlV4cH+FkZzO64ttVgIHCSEzlNFEa13PybHLXZcHZss4vs1qPPgDgiMoqxJTxQy1rqAeCIMToSrw0L4yf/7yAuerHcpZDTmWceq5AZfigiujyay0HWRZiuXCZJwgQlclNEWi64b0PGFUocgSHSegaF5XOllsiu+/6/ocny0x1+itec4S1Nv2HCRJwvHDmLYgJL4kiVgjNEjnM5IY5pC5W5z3YaK/KDI1mdVY2k0iImuo7BvJ0nHEs/v+uzY3fug3Mum5ohXt+mJIb7JgcHgij+2Fb0hRvt1W+2aIu67IqJLEStshjCJG4sMLCNpTlFGotgNeuFTj/XduzCm7TY94ow43273uQYe9QkalEkuLEUVMlq5rFd9qoOXNjG0Xsf/8n/9zGo0Gzz77LN/2bd/Gpz/9aZaWlvjFX/xFfvVXf/VWXOPfihi0KBOFANcP6DrBGnUAuI1OVsmzGyUNzlj4J0od328YiTPTV8+uIEmC86bKAk06NJ5dI6ME3DQqen3gxmO2kuXla00s16dg6lRyQtz8q2dXsL2QH/0WcdLeDY7qbvOq1sdWba9+f/Dje0tcqPao9cQGmgzJfMvRMd51eGyo9+pP8A/uK1Prupycb6X+3z3XY7KY4WOPb45U9F/vcsfm4nKXZs/j6KSYIB7JGRwcy/HshRqW68euU0Kmiwieu1gTRgBBhON5cccioJLVyKgyLdsjRGyOs2WTfZUsHdvD8kJmShnedXgMOeZxZnUFGSnWgI2Q/ZA9FZNDY7k1qg39G3AUkdqSJsMVXcfH80MurfZQZLG5JIX3WF7HD8MUSZUkoQWrxpP1k8UMhiboBFfrVqx7ajGWj1U74k5HonGb1WVGczpBCMttBxDc1owqkNSEz5rPqNS6LtW2g6EqjOb0WIZL0BoSW+cZLYPrh1hegOUFHJ3IM1cXBxJTFxz5pZaF60eYuozthwJF9gSFYLqUQc6oFDNaqk+bKGCA0HcOYU2bc6FhcWnV4lPPXUGRJSETlNWYLio0el76nL3vrgnOVztcWulxtdbD7UOyZ8om3/fgHk4vtnd0yHyjOO/9z8yR8RwvXG7geAGTRcHBrnVdWrbPO/aVOVft8oVTSxyZGFwgbWxFu8iSGKx84sgof/bS/BtWlD95Qth3dz2fnKZy354S33nfFIfGBiOMmyHuCQWttSrsYQ1NSd9HPFsB0+UM1ZbzhnA738jDzXZiM1BlumSkltFTRYMgirAc/7YDWnYztl39fPGLX+R//I//wcMPP4wsy+zfv58PfOADFItFfumXfokPfehDt+I6v+ljs0WZ0xWuNSzG80aqDgC3z8kq4bI+cqDCYtNJiyJFlpksmUwVDRo974YP+YWVDsttB8sLkBDDNEEUcnm1w5ValwfittogJYVhN6z+ArJleZxbbjNVNDi92EktCZP7W84JhG+u0Vtz0r4Zjuqt4lX1v/6N2l7JfVvtutwxld/ABf7hx/YNneT6E3y9F0stuT5EwkJ5NG+IYSFdGfj76683b6gsNGwWm+LePjBbppLVWWkLxLiQUVlo2kzkM5iGwmLTFhxxSUhuJfqr1baTDhf1XCH6LxlwerHFTDmLqsioQcSdU/l0aMTxAmzXp2wqjBZy3DlVwFCVtBOgq/LAlnclq6U8NMsNYj6qMGaodV2yhoquyhydLLDacan3XIqmRgQpfcHUxGcbyemY8YFUSH6JDd0NwrWqHapEK6ZNZDSZq3ULJy48x3I6QSiQYyWWpzM1URT6QcBC0+LxQ2OMFwwmixnOLHZoWR5jeUEtST5r2/HJaAoHx/NU2w4zJZOVtsNi06LjimdUSNeK8rSYFVSGoqkRxtq5iT6tH0ax/acvkOcgouP4QnPWD3j+Uh1TU5gpmeQMIYu10LSpZHW+/6E9MWVBPGdfen2Z//iFM1ieT0YTaHM5K3i7pxfbvPfOCU4vtLd9yHyjOO/9z0zHCdYcgID0sNFxgqEKpM3y0enFFrWe0KqNItJ1nMRuFeXnltv8+hfOcmapnbrAAVxc7fL85RqHx/I0rMF6pZvlcEmKTTNkYSiSmnHYPqaucMdkgeYWqgu7GW/GQO+wsRmo8sG7J2NrXW/gHMs3W2z7iex2u0xMTABQqVSoVqscO3aM++67jxdffHHXL/BvU2zUj7Wp5HT8MKKY0dAU6baQBumP5CE/NCZsJdcPdgVRxKWV7g0dRz776hJBGPHAbJlvXG0w37AIQjGNrakKhiJxaCyf/s52UdH1BaTjBVytW9w5VdywkYCY7u1GPpWsvmEjSVo/SVF8Zrl9Q6eUW82rGrbttd4fPNHKfOzg6LaTXPLd257CiTmBZOczGgVTDEW1LY+zy52B/LXNJGImChmW2zY9x+d8tcuxSUnwwg2FjhMwktMJiah13LjQU3CDiLG8RtcVbXDb87lS89MOgCILi9STC22uNWzeeXCEla7L85cb6cbr+iG1nst00eCemeIadQJYu1n1Hziv1YVkVsvyWOk42F6YyohV20469OT5IQ/vL9NxghiFjPjS6WV6bshsxRQt874Dasf2GcsbFDMKhqZuUO2YqWQ5NJZlpeOxb9TknYdG+d2/vshKx061aoMoQpKg43h0HA9dVdg3qrDacfiNp86x0nFwg4C242N7AWMFA5BSCsXx2TIPHxjhz74xx0zZRJIlGpYvTBBkUlknLxTXa2oKthdQzuq0LI+RnI6hKRiAHwgO87V6j4yqcOJaXbyX5aMpEu85NkbR1Das2RPXmvzT9xxO3Q5PL7SZKQuuaGI7nHSnzi53eH2xPZSG9vq4lbrM/fmg7XhpUZSg6lpfdy2xwHWDkHJWG6pAWt+KPrfc5s9emuf8codLKx0ymppy1JN1vZOifP1nmS5m+KNnrvDy1cZ1Klk8ELnacXjhUp1Lqz3ee8c4M8bgfDcohz98oIKhCm5v1w1SUGSimOHweA5NkbG98A3pQL5ZA73DxmaHGHjbsWvTuOOOO3j99dc5cOAAx48f55Of/CQHDhzgd37nd5ienr4V1/i3Kgbqx3o+nz+5vGmxdqtb1FvF+oc82YiSsGKB+K0e8gSdMDWZs8tddFUWPtfxFHbX9XnxSoOnz6/w7qPj6e8Ni4oOKiCXWzanFtq8crVOCBt8zr0gRJFlihmN1a6zYSMZ6JSS1VKr1PVGFZ9/7dbyqrbT9totxYNEleD1xdYGJPtG/LVB1ytJUqox27JEG3kkp2N5Pp4vkzVU7p7OcnK+Sb3nYmiCK+kHIT03ZKZkYsYOPx03QJclSlmdkZyOKkuCWhAKTdV8TEeAWH4Lobkqutwb70OyWZmawpXVLtfqFvfMFDFVocpwtW4RRRGV+P1cP8INwtSZ6+tX6rRsIVw+ljdo2x4Hx/JcrvVo2T6KIq1DnFT2lIUiieUFm6p26KrCStvl0GgOWRJF5r6KieNH1LoOlif0YnueUB7IqBILLZvpUoaZsslYXufrVxo0ex6LTVEAl0ydxw+N8EOP7cNQFZ58dVFIkrkBQSjsauVQUCEgZg3JggfbtISlsBdcHzYS9148P2pMBZEk8VldP6CQMYZq1SZrZqacGVhQTBUNXr7a4KvnVzg8nudYzGUfJm4F531Qm33fiECne66/ZhAnkchK8o6uyDsqkJJct9pxmCiILpihSqnDXdLdGFSUb7WPDMp3ozmdr5wVHYLRvmdfV8RrhVFE1/ZjCThpYL4blIsS7fETc03uKxoDDytvVAfyzRzoHTY249N+M8lobRXbLmL/2T/7ZywsLADwb/7Nv+E7v/M7+cM//EN0Xef3f//3d/v6/lbGoEV5ZLywKcJ3K1vUN4rdeMi7ro/l+dS7Hpbrr0mIAFlD4Vrd4qlTSzwRcxiTuBEhftDEe9v2URWJyYLBlXovRcoS/lW/v7Yis2Ej2dQp5bXBTilnltp0XZ99I9lbxqvabttrNwYgEv/vZy/WmCgYG777Qfy1ZKN8db4pkM9SZs1rJhqzZ5ZaXKtbLLVswhDKRY095SzVtoPjh3hBhB/69CShuzpeMLhnpoRMxKXVbswzlYVRRtshZ4gJ/mbP5elzK9w1U+Q77plMkVFNkTi90OLiao9zy20eOTCygbozU8rw+09f5NmLNZo9j0iCckZjLC+GAnVFEfa4sS2uH4gBo4KhEIQR8w2LjuOnVrnvOjzKsck8T59fxXYDOpGPGiNOCQ93pmyy2BKyaIlqR7+UnSJJ2F7ApVoPQ5Mpmxr12NVsqpSh6wZ0bJ9KTgi2dt2A+/eU0lZ2ydT5nvumeGWuxUTR4EP3T3NoLM9sbO8ZhhGHx/N8+cwyKx0HWSLVfg3D6wx4pCjmCAuXtYPjObK6wkpH0IscP2Q0b/Ath0fRVUGR6Ng+J+ebQkqw2hU6t1u0vLda47Wum66Z3/3qBcbzmW3nwd3kvJ9abPH/e/YKV+sWYZ+m7YWVrlCj8ML/P3v/HSRZep53or/j05vypqu6u9rMdM9MNwYzwAwMAYIYCFyBbqklVwQoAuLdJamlyJCo4I3dG1rtShsUg7t7RRHBXYQkUiA2NggtJYG8oANhaWDGYfx097Tvqi6XVVnp8/hz7h/fyezMqqyqzDLdPYN5/8F0oSrzmM883/s+7/PwjplslLG30JM6QHvdSRkKV9caAwGkzdqro+kYLy2UadgeSUOlbrlcWK4ymooxnOoG5TvtI9DbWObFhRLL0bzulve6I9dmeT4l0yWbEPfXa73rtRa1DhSrNbt9oKjfA27nm6Wh914msu51DAxif/qnf7r934899hi3bt3i0qVLzM7OMjLSX0PI90IchjDy5ol+t3UNt7uu/U7ypK4SBLBWt0lvKuuD4AcmDcGHHBTobeZttgT4PT9oC6Y3bY/1us1ENobXKo3qCnMjCVaqdtdGsl0ZfKVio0e2S5udUl6YL7FWs3lgvPe72NydvZfxci/KXi3/7y+9tkzNckFiW/5azXL5mytrfO3iKssVC8v1ub7WoGa6nN1Uvh9K6pydzJCL6/zdd8/wnWsbXFiqcH2tjuX6ZGMaZqSvannCC/3MRJqhpM6rt8s0bMGD9fwALxCAq+F6VC2PTFyJFA4UZFlud8gDnBpPU2q63Co2OZKPM5aJtcexIktcXWtwfa2OIsFwWkdCotx02SjUCMKQ4ZSO5QopLNcPyCc1PB8CQsJoDFdNl2dvlHj8aJ5zMzlM16dYdyhH5fd0lLlcqdoMJXU+fGaML7yw2H6vGw2ba4UGG00HLwja2qhLZRNdlXns6BA31qMGsEAomswMJRhJGXz31gaKBN+8Wmw338U0haGkwWRWyGydHO0W9JdliY+cHef/9/IijifE9f0wkgILhDOaJIl54QdC0qxsOrw47zKa1pnOJ5jMxFiuWJweT5GJ6+3P1mQhXxYCqxWLquWSjettkC7uQSgk7DTGNxoOLy2UqZqu4PEOp1AVqe91cPNavRc6AtwBglcLNV5YKLNWs4mpMmMZg3RMExQby6Vm+4DFlYJoxKlaLqtVGwjF4SNjcHWtMTBAaq11E5lY1DgYcnI0yUrVotR08UMoVG0eO5rnJx+faT+TnfaRxbKJoUjcLjWZzsXbjXTpmMZ0Ns5ri1UqpkM2fmfdbsnbqa3r3tTZO4gE4r20xb0fr6VX3OtE1r2Ofe1oYRgSj8d55zvfeVDX85aIuzGoDkL646CA9n4n+XQuzmQ2zku3y+QTmwTOo6zoaNpAkaSBCfTb8TZVQ6Fp+5iKjymJDuvbJZOkoTKaNpjKxig23C0byXZOKRtNh3REpdjqlBLnVrFJoWYxldsKwHt1Zw86XvaSET+I939mMsPpiTSlhtOTv6bKEmXT5Te/cpmLKzVcX8hNjUSA7XbZxPZ8Hp3Nd/mZr1Rtzs/k+ODpMabzcX71PxZZq9tMZIzIJUqhankkdYWErnCj2GQoqXOzWMcPaWdiwzDEDUJ8P6TmeW2FA8fbKgU4lDR47Gie52+V2Gi4NCPg//BUhvW6w+WVGroiGtZaz3c8I4sNueEhSyEPT2V5YV40KqViKpYbUKhbNCOjElURINANQv7whUUsz8fxBBit215bKaA1d+ZGUry8UOG1pQqO50cqGn5UpldYqzkocsjT14s4nuDjtkwmOqkH8xtNmo7Py7er2J5w1lJlCdsXHPuqJQTme82vuK4IbeGajRcEeG6IFwqzB0UW5gOWJ/jrY5kY+YTKSsUiDGE4afDUQ+N88aUlkobWfr8LG02urdXZaDpYrg+EPHN9g5NjKYp1h2LDpmK6DCUNvvjSUrvTffMYD8OQq4U6TcdDlWE8ExO0HmA8bXB1rc5/fP42v/q3HkDtYYSw01q9k6V3r89pAcGkLtOwPBRJuLFtNBx0RSauq+hJHc+38YKQmXyCYsNhOKlHTXIhw0nBS+58/9u5bW2OhiMO40tlk7Lptg8x+bjGmYk0hibG6o89Ot1eV3bbR759bZ1bRZNMTGGxZLb1v0+OpcgndRK6mIe2J9zggEjeTsgXxjRly5re74H6Xtvi3q/X0hl7SWS91bK2ewKxv/u7v8tv/uZvcuXKFQBOnTrFP/pH/4j/5r/5bw704t6Mcbeyo/uV/jhooL2fSS7LEk+dHeOvLhdYr9nkkvqWjN5UNgZIfWcSWxN1pWLheQGXVipt3qblBqzUhB6m6wtdyXxSZzafoOmKjT8M6QnCt3VKifR8gXbHeytG0wZxXWG5YjHZoYEKUKzbPbuzBx0vg2bED+r9C//vfE/+2kbD5uuX1ilHWUGQyMZVNEWi2HCQJMjEVNbqDheWqzxxfBjL3Xq9cU0cLFRZouH4NB2XmK4QhGBosjAcqNtcLdRZqdgCXCkSYRjg+gJIyLLgu7oBKBLMbzSZGUoylNS77iemKTw0meGnnpglEzmXhWHIr/3ZRfwwJB3vrhRIkkQuoVOzPBbLFrP5pJAAizirMU0mGb3bB8bTrNUtXr1d4fp6nXPTuXbDy1LZxNAUPvbIJGcmu215P/rwOItlk2dvbGB7QtfYC8K2GsD5I1nW64JmsVRuZTzvAIcwDLldakSd35CJaVGzmwAUdnSIC4OQuLZVSaLhCHOGU+MpVio2mgKVyClKksD1BKDNxTVGUoISMBplsSumwwu3ShiR1a/rB7x6u8LNYhPbE414XjRVrq/XubFeJxPXiGsqIymD0+MpXl+usly1utQ1WmPc9QMKNQvfD0jHNU6MJrsqLpbrc6vYJAxDfvJdM11je5C1eqeNfzMQvLXRxPJ8krqggJiuz0bTZSrS7c0mNIp1m/eeHG5b7cYjfnfT9duff329zmf+8lrfc3S9ZrOwIe5VrKFCX3ytblN3PE6NpcgnDNLGnbGx0z5Sarqs1x1qtstwShw6XT9su+edP5LlyFCCK6s1inWbkbQ4YLaeiReEnMjFt4zFQXikh2WLuxcgd68sereLvSSy3opZ24FB7D/7Z/+Mf/Wv/hW/9Eu/xHve8x4AvvOd7/CP//E/Zn5+nn/xL/7FgV/kmyXupuvLfqQ/Dgtob57kQRD2nUV474kRPvTgGN+8so7p+DTCOxm9uZGtOrE7RedENV2f6+sNVqsW0/m4ALBVCzfKUgWBhKLJLJetSGrIIBPXGEmneOrsWNdzCIKQqik83AtVi4lo4W/p+boRcN1sSmG5PrNDCZLRGGgBzKbt8ezNDQDefTzfszt7kPHSb0b8IN9/J3ju5K/dLjV57maJquliaDKKLwwHTDfAC1zGMwZNR7hD5RMaS2WTC0tVhpL6luttOMKN6cm5YZqO384wun7A9bUG6w2bqumyVDFRZIlMXKXpCAcsEJxNCVEG9SO5oYbtb8t9fWQ6y+NHh9rP/NJKVRgDhCFBECkERFJULUmqpCEAw2LFJETwAiWJtlPYkXycm8UGl1ZqmI5PsuHwxkqt3TF+ely876uFOk+d6S4hnxxL8188MsFLC2X8MIwkvFrZ7hT5hIbt+ZSbLr4acHm1xlQu3j7ECC5ugCJLKJLInnpBiOmIQ5wfefD6Ycit9eYWa2BhkqEynVNoOgGm45FP6tiej4SE7/vIssRoBy+6U91jrWozmo5xcaXKRt1iuWLjBxHPA0k01kVZVccX0kDDowbvmMkxnDIIw7CnusbVQo3b5SY102UqH+fhyLTipYUyTcfDUGTiukzN9Hh9ucpnv3WzPbYHWauvr9d33Pi3AMGofB4StseH6YiMu+DdR+NSEnqpi2WTmuVStz1SUfPS1UKdz32n/zkaBCEvzZfRVBk/OkhKkfaznpQp1m1eW6zyo++Y7lpDt9tHWhnuIAxRJfFvoSUtoSd1NhoO19cbnBhJUqzbaIosJNQilnQmrpOJnmfd9u4qj3Q3gPpWAXKDJrLuB/rhYcTAIPYzn/kM/+7f/Tt+6qd+qv2zH/mRH+HcuXP80i/90vc0iL2bwsh75UDeLaC93ULxkYfGiGvqlgVGliU+/sQslhuwWG6ST+jtjFGLH9jPwrd5ok7pcRzPZ7FsslgS2S4/chJyos5xzxeuP54vBOSbjs96zWG5YvGPnjrFybF0F99toWRycbnG0aEEJ8dToiM9obNaNUGSGO8wpWgBo3fO5nnq7FiXyoTnh2iyxMPH8gynuhuc9jpedsuIH8b73wyeVyoWN4sNFFkin9QxVJlCLeIMR3amhZrImK7VfLJxhSAIycY0fvyd020Dgla0xnrLuaozhpKi03qjYfP4sSE++60bJDSFIKDt/oYkFAkIRRb29ESayjbc1+186oMQNpouG00XEPJScU1hKKkhywKozA4lODuZ4VvXiqxWLbJxjbFMjJGUzo31BpWmg+MJ6aR0TO3qGBe81O3f92ja4OhwnNFUDD+8k+0uNV2eu1mi2LApNRwmsjFiqgD4MU3BUBWODieFHW1Cw/WCNm0hDMU4k8OAUALfh//w/DxT+VjXZtZJVTl/JMu1tQaFqiX0dxGc2FxC7Xo3m9U9Hjua55kbRVZrDkEosuNBpCesahJhIACsIoPnhyxXTK6tiaz3UFLfoq4RnIWK6UT2wBI10+NqoYHlieyv74eUPbfNG27aHvMbdzSf+12rv31tnT9/bWXHjd8Lwi4gmE9oxDQF2xXlfEWScEPBwQ/DkErTJRfXkJH4zF9e48WFEvPFJqYr+N0z+TiOF4IEj87k+pqji2WT6+sNHp7KcKXQ2OLG5wXimZ+byfacW5v3kZrlsdGw0SPVibrlkompyLIAx6mYykbdRlMkfvChCXIJndeWKjQdn4SucG46x4OT6V01ew+6tL0bQH0rAblBEll321b5bsbAINZ1XR5//PEtP3/sscfwvLsv+Hs/xd0URt6rKsDdANrbLRRPXy/y5QsrjKYN4XO+aYE5OZbmZ99/BwwVG3Z74XvqzDiGqnBppbrtYrfdRJ0dSnJ9rdG2lY1pMl6gtOXLTFfwI2O60OI0NAXH9Xl5oczvPzPP333XbFdW5PGjQ3z31gbXi6LB5rGjeSayBgulJhBu65RycizdpTKxUrH4f55b6MmThb2Pl53KXof1/jvB87W1Op9/Zp64JvPachVDFU5Pwm1LZETLTQcjymTGdQ1dDSlbDn/+2goT2e1B1OaxDoK+cXRYZIQsV7hhqRFXUwIC2uZxIgvpBZwcS3GlUO/ivm7H4TZdj7olgJ8MJGMC1DYcD9sTovtxXeG9J4b5+Q+c4Ds3inz+2Xkatsfx4SSXVmpUTZcQCUWWGEkZxDQVQ1XYaDhcLdR5YFxY5i5VmryyWG7fd+udrVSESoMiQz5+x93ppYUyFdPBcnws12ej4UT8Wp+/++4ZfuDBcWqWyxurNdKGihSDpbKFF2kwg4SmCgpBNq7SsL0tm1lntr3YcHhwIsWJ0SQv3CqxXLVISIJPvFnntlPdI5/UGE0buF7ArY0mticAnqbIkS2t4CobikQgCarDUtmibvu8YyZHJq6yWhWg/5tX1vj96PmeHksRBCErFZOlikmp4aBIEpIsRZUWiBmCt9l0fF6YL7Xn325r9UrF4qsXCrtu/B87NxlZZruAOByPpWLcLjcFV1eRQRJaxcW6TRDCAxMZvvT6Mgslk7WahR8EpGMqthtwfa1O1fRIx1VGUjoz+Tvd/9vN0U697qShtekUdVsoXkxkYxiqUPHoBI4JTWFuJMnry1WSutJW61gum6zVbGHhrEjUHZ9ra412k1oQVQTmxlL81BOz2zpzfeiBsYFku/aTEd0NoH7yPccOROrwfuGUDpLIul+dxw4iBgaxf+/v/T0+85nP8K/+1b/q+vm//bf/lk984hMHdmFvxribHeJ7VQU4bKC9HZB0/ZBS02GtbqMqEk8eH8Z0/S0n4O11cndf7LabqOmYykQ2ju36eH7AWCZOUlcIgTdWLEIk4ppMTJWwPdFVm04ZrFYtnr62jiJLXfeTjsG7jw9ztVDjVrHJd2+VODuZ4SNnx9s6sds5pXQCTFGmvbuKAof5/lv31nCE7mkmrqPKMpIEcU3YwcYiEfMgEI1XhEJuaDof59x0lqtrjZ4g6iNnx7m8WuOF+RKT2TijaaPNn1VkiULNxvNDjuTi4jARaT8FQSTMH31WJq5RsTwahTqzQ3F+7gNzbe5rr83I8wL+0/OLKJIAn8W6TdP2MTQBvmqWh+OFnD+S46MPT6CqMt93apTJbIy/eG2VVxbLLJSaxDSFbFxDVaR2w5lwswq4tFJjodik7vg4ns//XnmDE2MpZvMJkER53XR9FkpNbhQbvPvYEENJYcJRMR2atofpBmTiKlPZOI7vs1K1+cILi7znxDDpmEY+rlGLDBk0WUKPa0IuK7KIbjg+QymDuZFkz81sqxGLz1Q+jhbZ6ZqOT8pQtlX3SMXUSD0hT9X2KDcdErqCKotnGLZL8OKgITrgFUzH49panQfGU9hewB++sMi3rq5TbDjk4xqOFzKWMWg4HqW60MVVJMglNCGdpsqMpgximjB5WNhoUrNc0jFt17XaD0VGeDof33Hjb/GBv3ltHRmhpuIFAbIk4QYBlucSi7KZkiRzaixFNqayXLXxPGHL22oWVCSPWxs2VmT7+80r65wcS3FyLNVufOw1Rzv3nqGkvqW5D0IqpsdazeZrFwpb9K2bjsdfXBCGM44XUGo6mI5PwhCZYS9ygVup2JhRg+JwUufj755tr229wM92B+qDzoj2k2n8Ty8ssFa19wXk7icqwiCJrMuF2n3rPLbf2HNj15e//GWefPJJAJ555hnm5+f5mZ/5GX7lV36l/Xubge5bPe6W60trs92LKsBhA+1eQLLFr7Jcn4mMQSPq1M7Ee5+AOxe+q4Uan/v2rR0Xu1YWQGiP2lu0R1si+sW6zYbp4gcBmiqaK1w/RFNl4rpCgMjeKZLUbsBYrVi8vlTlwYl01/sUG8UQR/JxNhouP/XELI8fHWo/g35O6fdCSPtuHLRa36HIEkMJnUJNWIg6vk3T9bG9AEkKcT0BMtIxlROjKWRZ7rmRXC3U+MqFVRqOR6Fmc6vYJK4rzA4leHQmT7Fus1wVDU2jaR03CFmvWeCKLCwBqCokdJWpKCM1XzIZ92K8cybfs2u99b1/8NwCf/7aSrsLPxkpDjQdkb2Pawr5hM5//e6ZLuMRLwj54fOTnJkSjTtzwymycZXnb5VZLDUJwpC67dN0PDw/pKF47UY3SYJra3VeW6qiyRLvOpbnxGiKuCbz3M0Sf3V5jbOTaYoNG8vxMSMjg9FUDFmWiMkqExmJtZrNf/7uIr/6tx7g5Fia9YaDajpYXkDSEFJeXhDQsIXawdnJDAlDpVDbau4B2xux/IdnFvjGG4UudY/JjMFCySSpC73apbJJ3fTQJJHxLTdsQGRcvSBEkSVhpBC9K6GeIJOKyWzUbV71fFw/xPUDbC9gPGMgS3K7yej4SJIgCFmu2fgBOF5IMqYylNDaVr6GplCzPOq2x4MTmV3n3mQ2xmrVIrHNXGht/JdWaxTqAtwpEuiajGWLZjnXF2DWl0XT1lBSxfYDnrlZYjYfp2QKTV9JkjAdn9XIMrklneZ16Au3aCe95mivtaRF72hxiqeyMf781RVKze619Eqhzq1iM1KbEDScMARNkQgCsX5m4xppQ6VQc8glNLJxlSeOj/DeE4PLah5GabufTOO1Qh0/DJnO763ydb9REQZJZN3vzmP7iYGv+LXXXmtLal27dg2AkZERRkZGeO2119q/t3kgfS/EYbm+7HTyG1QV4LCBU69MX0vzMRXZEjYdp929v9MJuJ/F7vPPzJNP6lxfE6X9a4UGNdPj7FS2q/N8KKnz0FSmXWKTJQnHF5tnUhMZITOyMtTboEYiRPD7em1kkiQxlom1AXnrmfdbjrkXQtp3Azh3fsfcaIKaLTJ1Q0mNYj2kFojGKFmWmB1K8Mh0rv2uNm8kVws1/v03b7BYNskndJ44NoTpeqxUbZKGyiNHMvzRi0vtzWsoafDk3BCvL1a5tFLFibif6ZgmgI8sUWq65BI6uiqzXLV2zBTdKjZQZCITA5All0xM4kguTjqukTYEJWA0bfScqyMpnZiqoCoScmTK8MZKrd2Z7/qhaATzQ+SIu5vQFZbKFkiQiGtt3eGZIWEg8OyNElcLDSqmg+2JDOxoSoydVuiqjK7KXC3UWa5a7Uz2RsNBlR0c18dG8CRTMZUnjg8zHDmJ7bSZ9cqs/dMfOsuHzoy1NYBN2+eN1Ya4Rz/khfkSrh9iuz5IkI1rhIgMbFwTfOiQEFWRkJDaqhPCrEKYMgQI+axWI5ShKsjSnSaj9brDI9MZbpdMHD9gNK2T6zBPCMMQOwL7qZjannuLZZOXb5d7cvA/fGacP+zQ6N0cpuOjKzLP39jAD0I+eHqE1xar3Cw2cQOhqavJEkgSqiKRiWk8NpvHcn2uFeptkJuOxQhD4bDm+gFJXcENhIyZihi7ZlTOz8W1nnN0t7Ukn9AIgVKzey1NGSqeJwD33HCSqVy8LRGnyBK3NposlkxmhxJoqkzSUFir2RwbSfLRh/e2Nh1GabufClMQgozEatVEV5Uu57vW+9xu7N+vnNJ+E1lvBuexvcbAIPYb3/jGYVzHWyYOUhi535PfINIfhw2cep34HD9oe4R32iq2YrsT8G6LXVyT+fqlArPDCU6MppjMxqiZbqQ9GkTaowIchWGI5QX80LlJig2HjYZDJqbytO3i+AEBoqO6ZZ3aasDIxHTyCf3QTrB3W0j7oN7/TrywzRzKU2MplsoWa3WbIAwxVJnJXIzz03lmhrpLtZ3PMwhCfv/peZ6/VUKGLp3KE6PC0eobl9YwXZ+pjs1rKGnw4GSaYtNBkWCj4ZI0VCwvQA2ElunR4QRV0+2ZdencsE6OplivO20h/xZosryAh4cS1G3BiV2r2XypRwPQ/IbgFrYcmtZqNqmYgmSFlJp+WwdeQTQ51W2PpZJJ1NeDLEkslU2WIpvY4VSM950c5tpag3RMYa3uMJXdemh1/QBdlQnCgIsrVa6sCCMN1/fbB7N8UmM8E+fsZKatArCXzUyWJb7v1CjvOzHCt66t8/ln57EikO5EmXfHC9pNW5VIsaLp+OKagojCE9PQZAFiY5pCxRRNYJmY4NOeGksRhrSVQAxVSFYlDZXViiU0gw2F0AY7sv3tlOpTVZmZfLxLYiqmyqzVHK5EtIBsXOPJuWE+HvE8X4k0erfb+GeHEhQiG9+UIbjR2bhGOqagyEKXtWq5jGdEs9bNYoMHxtNk4xoN2490goXKg+kK4BuGoMty+3DjByEJQ6yRryxWOJJP9JyjO60l545k+cILi1vW0prlUTKFRnDJdCMes5CIkyWJqVwsktnykB0iOpXKxx6Z3PPadBiUpn4yjbIEVdPj0kpNUFk6NW8TvQ8HrbgXnNJ+ubf9JLLeLM5je4k3X+74TRAHIYx8mCe/wwROvU58bY/wqDN6bFP3fqEqOGBV0yUIwvb97LTYhaGY4KbrM52Ltxeus1MZbE+4Jl1YrvDE8SEsN2hP1E88eRSgrTSQiesUqhaaAkNJDUOTsT2/7XjzgVPDDKUMXl+qHtoJ9m4Lae/3/ffDC9v8HUNJnWxCYyLKXNcsdwuA3fw8v3VtnW+8USAIIZ/U0RSpS6fy1FiSpbIJEu3Nq+X21LB9lEgSaDxj8Mh0FkO7k32p2x52lHnfHJ0bVspQ25QIPdnRmd1wqJouqzWbh6cyvLxQ7jlXT48LJY6q6fLy7QqFmkUurgnlBAnUlnICtMvp9cAjRADYtbrg+n73VonFssXJsRSZuEpSV0jqcRbLFnXb7XK6azVWZRMasiTxJy8tUbHcKJM9zGrV5OXFKkEAR4fiZBMaNcs9kM3slYWKaECLVD9aID0TE4eIuCasgMNAHGYIQ+IqSJLMUEJjJB1jbjSJJot5uFg2OT6cYrUmyvqyRNf7sNyAYt2mYrnYnrDYlWWZXELDcoN2Y5PQGZZ552ye6Vy8K0HwxPE8fgBVy21ry0J/G/9jR/P80UuLJHQ1qji5bUWOiulQMV08P2S1aiNLooFtPBNjOGlguYK7XW667WYp3w+pOX7EVA7bYyCuKQRhyPGRJD/95NFt5+h2a8l2nMiWxnU2rlExheueqsi4foihioOF54c8NJ0lZaiCx+0HnJns3wiiM+7IFAasVs0tutmwt8TAbpnGK6t1qpZLJq6Siau4XoBEyGKpyXK5yWg6xqnx1LZjv2a5bDQd9OiQ0ZnBhYPnlA7Kve0nkXW/O4/tNfoaJT/+4z/O7/3e75HJZPjxH//xHX/3C1/4woFc2Js99iuMfNgnv8MCTr0XfpmkrnC7bDKaElk0SZLYaNhcXa1za6NJOqby+Wfmee5GqT1Rdzpd1yyP9bpD0hBd3q0YSho8OpvnwlKVQtXm4nKVfMLYMlFb935xucp/eG6ehY0mri/cdUBw8s7P5Ph4BHqXK9ahnmDvtpB2v+9/czbAdL1dOcqdQLbXd1xfr/PZb93c8XkCfO3iKqbrcyQfR5FF5r5Tp3KxbDGUUBnPxlmuWDhewLW1RttWuGq6mJ7PydEUU7l4F8jb6fDReXiSJIkTY0lqttuWLVJkCcv1ubpW5+hwkvMzuZ5ZLhBz9dRYivmNJrm4zrVCHc/3sd1A2K4iSvqSqDoThoIn6gOKdEebM64pbfA+ntFZKtvk4pooTa81IjkvITZftzximkJcUyibLvMbJorUncl+97Eh3litcXm1ju0J+9n9bmatNSsTU7lZbKBrCmXTE+oUkQyZ7fpoisjCxjQFSZJ5aCojDCkkibmRJAlDxXR8Sk2XI/kET53ttt5tvY+VigANnif+VpZgJG1gRsD2oakM+aSOH4iDzXDKaI+tXgmCfFJndijRlSDYbeM3VIUvvbZC0/G6Kk6m47FatduVp5gmxm/D9nl9qcqZyTQVy6FhC8BaNR2RMXZ9kCQMVSauqQwlBRiXECorf/99x7fo+G6OXmvJdmtpS+PadPy2u1c+obNWs9CTOq4foCoyQwlhdnClUN/zob1LpnCjycVlj6PDCU6OpbsqZjvNze2ykzsdOJbKZgRgNR6dyVFqOrx6u8LtstmWVmy6Pg9P9wbmVws1/ujFJa4V6txcrxPTxMG2pfEMB8spPUzu7f3qPLaf6OuJZ7PZ9kTPZrOHekFv1RhUluNuyHXtBTjtdh9BVHb94OlRnr9ZYq1m4fgB+aSOF4Rk4hqaIhoyvnurRNkU/MR3zuTwg5DvXF/n8mqNX/zQSU6ObbWZbIXt+e2GjlZWtxVDSYMn5oa5uFzlJ981w8NT2Z7llZmhBDNDCeZGk3zp1RVeXazQdD0Smsq5I1k++vBEe7G4H0+wvd4F9N9Ytps5hen4fOXCnWyAocis1wXIf3S2P/3KXmOsn4zAwkaT5YpF0lCjxp87f98qIS9XTBQpwUceyvG1i6v81eU1whAShoKmSOiajOn5rFZtbpeaTObifR0+Ojf8lKGiyjJHh5MslUxKTZuG4xMEITP5IT753qMEIbvOVUOV+di5CWq2G5li1NloCNc4NWpqag1vSaThCEOxqSdjWlsEf7liMb8huJExTRaOZzWbYkNk/XIJjeGkQSxST7ixbglw0iOT/dBkhqbj85PvmuHEaGrfm1lrzcrENLxAlPtb4BTE+Go4PorkC7k1KcALwrbJxUNTGSqmaN7bzno3ZagMJQ3OHcnxjUurwoQicvKbzic4GVEOnr25we2SGQFIhXNHcl1ja5AEwU4bfxCE7TVqPHKVq1seGw0BSqWID6vKwm44psk4ns963eF0dK35hKgGuZ6Q30rqMpm43m5KC4KA+ZIw8pjO7q3is12mMh1Tycc1rhcbzI0kycQ1To6lqNsexYY4DE7m4oBoDtvroX0zMHv8WJ4X5kvt+f/ARJqUoXYdNjZ/Rz/9Ib3WlaPDSbwgZHaoJVUmzD6SupAwkxDmJNfXG12GGJ3XXazbjKUNyk0XQ5W6NJ7zCZ2lssnR4SQ1y2Vho7nnuXQ3uLf3m/PYfqMvEPvZz36253+/Hf3FXmQ5DqubsB8wvd3v9LqPuVGRiRpNG6zVbF5eKHN9rdEGPaNpg8ePD3FmIkPD8vjCi7e5ulbnxnoD2w2YG0kymja4VWyy0XRwfZ/raw3+lz+5wP/4w2e2PV0vlk0SmrCj7dVEaLk++YTOw1PZvsosv/DBJC8slNpe5pu71u+3E2yvd5FLaG2Jr0HlXzZ/nuMFrNVsMnGNU2MpEnqcQtXi2lq9LbLf2Tg3aHVgN2Bwba1Ow/ZIx8TG1irlgxj7xbpFseEiA399eY0b6w2qlkcQBJSaIpOeMhTOTKQp1h0uLdciL3d118NHa8N/+kYRzwsomS5Nx6NqeViOJxyRVIWXFir8h2cX+NCDYz3naovaUGo6eIEoBZ+bzvHszWJb7UBThMMSCDcxGfBaNXhJdO6nDCVyAROUGztqiqyaLqOZGPmkzu2SSc0SwCMIAiRiNGyR8Z0cifXMZC9VLIaTGhPZ2IFsaq01KwhCVFluA9gghCAIKEeldR8iuoRwsBpJGRQbNheXa/z0k7NM5xMcH0kyk090We+21oG4JnM9et8hEposM5oxONEhQ/XeuSGurzd5z4lhHphId83nzgRB6x21pKjSMbVngmC7jb8zA3h1TZSsK03x+S3wLkVjwfEEfSWX0NpGAR97ZIofOj/J9bU6/8c3rrJeFzq/uYQmMtcRRaLViLhUMZEiWsKg1t7braWqKkwpVFmmbkcWw2NJXluqEgSCDlYxvT0f2nsBM0G1SfPirRLLFYtCzSaf0Dk2kuQnHhzb8h39Zid7rSs1y+W3v3GVRGQh3VLKGc+IsWK5AQ3HJxvXKNadNkiEOxn70+NpRtMxXloo07A9koZK3XK5sFwlronv8IKQ3/7G1X3Jbr2V9VwPKwbOfd+4cQPP8zh16lTXz69cuYKmaRw7duygru0tEXstDRxGN+FuYDoIQr51bb3dZdxyJToxmuLByTRfv1Touo+lcpMvvrTEf/7ubYZTOsW6g6bIPDydYW4kRdPxWCiZNJw1FEni0nKNtUi+p+n4jKb0tpuR6QiZn3RMpaEKbcjf/vo1fuLxI3zwgVGev7HBWs1mtSoyPO8+NsSJ0RTLFYswDPf1fHo9l05aQyvulxNsrzG1VG7ylQurALzrWL79/PspQW3+vLgW4+nrRVaqVtRBn0CRpUiKTMbzBcjMJ/L74oX1ep6td/HK7TLX1xsokpBLcr2AoZTednMSlrUS52ZyWK7PzfUmsgzjkfVpxXSpmh51u042puLKMu8/Ncr3nRrdceNvHeBSMYWFjWY0LhXRBGYL7VBNlhhN65iOx1curLJatRhPx1iuWO25utGwuVZoUGzYVEyXoaTBn7y8zJmpDItlk5vrDVw/JKkrmG5AGAZACIEAPZoi5t5ENgZIlJsOfiBAb4Bwu2o1IQbRzxNRV/toJs7ZiQx/fXUNxxcVi2y8+8CRiqms1wUloXUQ3q+Ie2vNenWxQj6uUahZxDW5Df5dgb0FgIVICiugYbuEIdwsNvidb97gHUdynBxL9+RY//4z83zjUoGqJf5mKKGRiQsnspcXyrxjJgfAldU6C6UmwYWQF+fLPWlKS+UmyxW7TT9pUS0ms8aOXeqbn9HJsTQ/8OAYn/7aFaE2ET0yVZGQAdcLKAcuiQjAhtA2Cvjow+McHU5iuj5jmRinxzPcWBeUmIbjte2Fjw4nWCyZ/Ptv3qRqDX5I7XyGmzOV75kTQH+zu9aPnp/i/EyOkbSxr0N7L2C20XC4sd5E1xSO5OO4XsDZ6SxBAF+/VGjTDFrPfJDs5OZ1ZWGj2T5khiFtpRxhDuJGDY8Bry9WySU0XpgPWCybAF3XPZTUecdMrm0k4YeCopNP6oykDGaHEiR0dV+l/71UYLebt/eLKcNhx8Ag9lOf+hQ/+7M/uwXEPvPMM/zO7/wOf/mXf3lQ1/amj/2UBg66m3A3MP0DD47xrSuikcZ0faH3mDKI52K8uljhyxdWyMS0dhl5o2FzpVDHDwKCMGS1YiNJIrtypVAnGZX9UobKiwtlPv21K8IGNhfH0BRWKzZNx+fZGyUMTWYic2eBSxqi8eblhRJXC3WODseJqQqjaVGGOjOZ6cmtjGlC/mW5YjKcMrZ40O/ludxvNoS9xlQYhqxUIltXSWpLMvUzznp9nuja95nMxKjbHtfWGuQTOroioykKsiQ2oZrldVmN7pcX1vkupnIxKqZoNtJVoQ1aabpiA4/sOWeHEhwdSvDXV9aBEFVWqDs+rufjBRDTZPwA3CDAsV2+eXWddx8f2nZMdHL2Xl+u0rA9YqpMsebQcIQ8VEKVkWUZL4CpbIxi3ebKap2xdIx8QmtnCt9YrVG3RKl7JGVwejzF68tVlqsWHz4zhusH/NmryzSiZ5aKqcQ0BcvxaDg+w5F16cPTWTw/kioIQr47X8L2/HZjiZBmcqKMrUrT9TEdHzcIycQ0XD+gULXJdDR+AaiyRMP2mMrF241O+xVx71yzGpFTle0JS2cn2PTLUis7GbIYHZglwjZnttf8mxtJMZTQmR1OkItpvLpUJR09t9ZzeG2xguuH1CyXmKYwN5xCVaQtutK5uMZXLq6iq7JQRYipuH5IoWZxu9Tkb50d33IA3slK+9JyjclsjEdncsxvNHlxoRzZ+kLo+miqoH7YnqBSbDYKaAHrmCZvMSpIx1Rul5osbDSRJDgxmtrzOrVTBWQnd639xGZg1sqGmo7HcFIXoL7pkE/oDCf1LevVfrOTnQmhfELD8wM8GQo1G9cLCEIiRQmVcmTIc3G5yuxwYgug7DSSaDouz94sMZTU+7YH3i0GrcBuNyY7LX/vtSnDYcfAu82LL77I+973vi0/f/LJJ/mH//AfHshFvVViv5PvoLoJdwPTLZDZdIT145HIoWW9LrKmJ0aTrNWE0xaIRehaQWRPh1MGdcvjdlk426QN0bndAj4gfMvXajaPzuSiDnIhoSMhFhJZ7h6GNdOlarokdQXb8xlNxVAViYWS4GvOjSa3mD28uFBiPsqcJXSFmKbwlQuryDLbPqf7Vftvp+g1pmqWx0bTIR0Byk6Auds46/V5nQ0qKUltf146JhoaVquipNnS+oX9KzV4XsAfPHebW8UGJ0dTpGMap8bTNBxhCCBLAXFdxvUV4prIaD0ynaNui3KrEQGZYl2I6AsZJtHh7wei4aeXpWorOgF0yhBjczRtULdc3CBAVyXimtAQ9sMQ0xGUi3Rco2Z5LFVM/t6TR3lpocyfvbrMRsMhF9cYShmcGE0xlNTbovNvrNT4tR99GMKQZ29udFALBD2m6fjcLjUJgNcXK3hBiKrIbdczJRIvB5HJNF2hu+v4Qbt03eoyH0qKCslq1Yp4sUJyqtRwiGsKHz4z1j4MDnKQ68eA5cWFEheXq4LvC3SwJAhF0hkpUmeQCQlA2MO6PqciW+DNYOb6eoMToylShkqh7rBWs9r2xSlDZaFkktBkNFVhPBMjl9Da/1/r837u+5LiIogupGXv1iIid1xrr/Gx+RldLtRo2B6zQ+Lg+HBco+n4LFdM0jENPwwJ/IBHZnLoisxi2eTdx4a7jAI6gdapsVTX4TAIAl5brKKpMuems8gRNWSv69RO1Ij9VJq2GxObgVmnbrgkSTie35Zd7LVe7bc/pPNwdbvUJAxD1usOthsgy6KJbjhpiDUEWKvZfPdWiQcn0j0BZctIom4Lesx0D4WFvZb+B6nA7mTv/ocviUbTFhXsfk7M7DcGBrGSJFGr1bb8vFKp4Pv+gVzUWyUOojnrILiYO4FpECBzuWKSMlTySR1FllFk0JNyu+wjISb+UtkUEkNNp+00I8lCHkiWpC4Jopol7qtme+iqjBtx/9IxlXxC53apiSyJjdjxBD8uCAIKdSFHM5GNUbE8/DAkH9N7Ltgnx9IED4VcLtQYSxtMZmOMpWM9LW0HeS73K/+o15hqyeRoipjOrcaSViYnrgtuXa9x1uvz2pJofoimyDRskRVqdeoXG3Zkt+rjBcG+lRo2O2Ot1522fmOrfFeoWazXHCRJ4vhIglPjoqN5vS4qALoiU2zYeIHgfaqKRBiC6/vYoYSmKNtaqm4+zBQbQhc2ExcSVWs1hxBR4pckUJBwwkA06qgKENJ0fEbSBj98fopXb1c4PZ4mH3V0t8ZW55hardv8/PefQPum3DZySMdUFAmeu1XCjjJEaUMjm1DbPPAwFJuy4/vEZJWG49OwfcJQgEBFllBsD4mw3TCUjqnkErrg/kVGH4aq8P5TIzx5fJh/89fXBzrI9WvAslBq8v/98hv8zdV1JlI6KzWHWiTjFASAJHjAIHjArbXg+lqduZHkjmCm5cLXakAyFBnb92nYLrqsk00IF7hez/6FhRLlpsu7juVZqdhsNB0atociy4xn40xkRANP63t3O+y+MF9irWbzwHi6/V2tA5jpeCQMlYYnuuAbtlBc2GwUsFPl7dpaHdcPeXT2DoBtxf2yTu00JuZGuht0Ow/JLTm4TtnFzfviQfSHtA5XX3p1haWySdl0iamyqBgmdOK6OAQ3bI/JXIxC1SKEXQFlQlcYTRs9v3Mvzdf9VmCht8JGylDxgoCa5TKa0tvXfT8nZvYbA4PYD3zgA/z6r/86n//851EUIW3k+z6//uu/zvvf//4Dv8A3cxxUc9Z+T8gNx8N0fVK+4MF1OpXULI9apKUoQMudgd3qrF3YaGK7PiEuz98qkY1r0T0Je9cwEJtnEGUxOoEPCCWBWOSQ0vrck2MpNho2pabYuNwgAA9KDZcggImsgR8Jm3f+3eYFOwhCvvJ6AccLeOfsHY5mWpF3nbR3QwHioKPXmGrJ5Lh+gOWIBppXFyvIUTYuqSvkk3rPcdbr81qHjLWaRdIQou2aIrV1L1VFZjoXw/UCbq439qXUsJ0zVquD/h0zOd51LE+p6XBppYomyzwwkSYTcTzFvUv4YdhOn4WE+H5AZ/pPlsX77GWpuvkw0wni1YgLbLrC9tSIvkuWJBRJipQGJBK6mMcNx0NRJI7kBY94c3SOqQcnMvzs+4+3N/9bxaZQGqjbqLKMLEGhbpNwFBK6AGWOF7BYtlip2OQSQkrKC4S1qaZIyAjwfrXQYG40yUbDxnTh9HiKuKa2tVCP5BJ8/IlZlqNmvX4PcoMYsMiShO0FDCV0DF3lSF7hqusLySjpjj4uCADbykgvlkwWSk2mcvEdwcxQUuf4SJIXIxDpeAGOHxJIcHwk2dV42Pnsiw0Hy/OZG0lxJJ/YUrr3w5Cb64329+6WBMjENK4W6tyIqgib+ZOFmoXlBpiuz/kOlYTNsV3l7fhIkjCEqdze7FJh/3znnaKfMdEJzFKGghzRWRwvIK4rbdlF2LovHlR/yMmxNP/dh1IMpXQ+/fUr6BEHurOBLq6rnB5PC3k+198RUA6nDGKagun6pBV5y/ftlV7Vr3pLrzHZ0ioeTuqUmm4X5et+OfAcdAwMYn/jN36DD3zgAzzwwAN83/d9HwB/8zd/Q7Va5etf//qBX+CbOe4Xq7f1ms2tYoPLqzUkSQDDls5dEEYgU5MBqS1yDWA6QovVdH00WciSxFTRZFI1XRK6QiamYftCLNtxfUKj25UrDENcL2QkpXZJYQlu0RC1S6uUmm57ARGND4LfV266XSd02Lpg7yeb+mb0k+41plpl/oWNBhXLi9yPROnb9QJul028QJTA+/m81iGjZrmsVG1Gkjov3CqxUDKF840sMZkxODaS5G8/NMGZicxAm2JrQ61ZLn/04hLFur2tM9a1tTqPH82jKTJHcglG0wYLJbMt7p+OqUJXtNREU2V8N8D1wEOU1CUJ0jHRMb8WSTdtfp+bDzOdID6f0EgZYuMSDlCS6DI3xPMt1m0UWebcdK5tibrbmNIVmarpcmmlSlJX+fkPzPGdG0U+/+w8dqQMkYqpSIgmFE2VOTOZZiYvHMJ0tUqp6bBYEu9VU4QSgCJJxHVRRjcdn7WazWg6xlhGOGUVHXH/Txwfbm+Gl1aqfR/kBqXfNByR9R1NGazXhZXrWNrgdslsZ2BbochS+8DVdDwuLdcIghAvCEloSs+xWmq63FhvoCsS07k4paaN6QTossyNdaGd2wlkW/N5OKl3vaPO0j2AaXtd42S7w26reW+tLg5cz90sUao7nBwXKglDSZ3Hj+Z4ZbHC3EiKv/++YxzpUFzoFb0qb0EY8ltfvbLndeog+M7bRb9j4hc+eKINzK4WakgIkwfRwHVHVaLXvniQ/SEtd7mvXypQagiue2cD3YnRFJoitY1QZoYS2wLKp86O8ZXXC4eyv+9Wgd1uTLay3NmERtV0uyhfcH8mZvYbA+/OZ8+e5ZVXXuG3f/u3efnll4nH4/zMz/wM//Af/kOGhoYO4xrftHE/WL1dLdT4s1eX8YIQzw8ZTQu91pbO3YnRJK4XMpzV0RVFZGqjhX+1alOzhItWGEqESKxWbcYyMapR043rhSQMlYemktxYb2zRFlyp2oymDRLa1qE2lNSZGxHl26GkzlQuRkxV+Pb1Ims1h0xc6yoJwtYFez/Z1H4OGQ9PZQjDsA04tgNrd6sTdLsxNZ41eG25gusHTGbjAsD6wrFoNKWTiWt89eIqJ8dSfZUxNUUinxBi52t1h5rlIkuQTWiRyH7A09c3MN2AuaeSAzUYtjaEjabDtUKdsbTBSMrY1RnrkeksT50Z53Pf6TZKyCfEmA5C0RFOW9pJqFZISO059565EYJN73PzYaazVF1qupHOq4QXBJTNkLgmk9CFpWgQwvmpdLs83I9zEBJ8/pl5bD8QMnUjSTaaQlppbiTJakVkVzVZZjwTY6PhsFqxyUbPPaYpfOKJWT737VtYXkAYBNRtH0WRGEroxDQFPwi5VWzyruND/OKHThDX1C16wgsbTVYqFn4gyqgtMNcpO+V4IkOZ1NWBD4xJXSWuKcRzMRqOoLgkDZWErgit3VaWHNFoFtcEGPcDmC82WKvbjKVjfPGlJX7wkYm2YsFSxeTyqlA6adoeqZhKw/YZibjztUgSrVNBoxNUvHMmz3M3Sn2Dj16H3Y2GzUsLZXEoUWVGUgayBNeLDTaaDo8dzRPTFJYrFkfyCT7x5Cyzu5gUdM7JzXSXvSZDDrtxdZAx0QnMLq5U+dOXl7E9YQ28Gy3pIN2mpnNxHp3J8+pimUcyMdwgbGfhgS2GDjsBSlmSDm1/36kCu6N5hSLMKzbbu8P9mZjZb+zpTqampviX//JfHvS1vCXjXlq9tU7JpabLu48N8fLtCuWmSyomMp5rNZsLSzVG0wZJXePocIKG47PRcAgJKTVsUdJXIk5NTKViuqxWbXRVbksOnRpLMpmLo8ps0RY8dyTLTzx+hK9fKvSc6EdHkvz99x9vd1IWGw6GKqPIIeePZLsyKf1uMJ2x06Td7ZChyBLFhsO//uqVbSXJWgtySwKsBUwOsxN0biTFDz48wdcurrJYNlEkUeIeTRkYqkwQim5fpZ1dSKIp8rYZ6e3G6JNzQ6zVbP7q8hq6IjGc1DE0pQ0Kig2Hy6s1/uK1Fea+f3eO1eYNVVdlbq7XKTeFJevxkcSOzlit+bL5WhUZErqK5wfIEphuQADomkJcFR3ypaYj+Lx1m9/a9D4/8tDYFpBwpxxc41axyUg6hiJB1fKRpJCG7ZOLazwxN8zHn7jTZb7TmLqyWme5ajGZFdquLTme525tMF9scmIsyaUVi42mQ6lJ1MyloKkSlws1VqsWXhgQBOIAOJmNc3wkiR+GNG2PlapFqSnoAnKUpf7YuUlOj2e6DlnfvLrG31xe5/p6Ay/wWas63Fhr8O7jAvBdKzTams2mEzCdi/P6UqVdOp3axgZaHHgEPWE6Uj1oPdfzR7JcX2uy0bDFOAmJ6A+CVuD6IZ7p4gWgKCBLMtm4xmw+ztM3ilwp1PnFD53k9IR4/3/w3G1eX6qiyGB7d8Y5wEsLZXHwqVoik63IXaBCVeWBkgud95HUFWqWxyu3K0KnN6VTNoXKw9xIsk0L+e6tEmcnMweyzu81GXI3GlcHTSJ0mcyMJAfaFw9Kq7vzea7W7PbzrNvets9zO0B5r/b3Hc0rEhrX14V5RWcV825Wf+9mSGEYbm7E3DXK5TLPPvsshUKBIOhOV//Mz/zMgV3cQUe1WiWbzVKpVMhk9ub9vNe4F5ptCxtNfvMrl8klNNIxjY2G09a484KAMARDVfjke4/yyu0KGw2HuCZHdqw1ITKvSOSSOuNpMdGDIKBQc8jGVQxV5uxklprtYXsCLJ6IzA82awt2yheVTQdZkjk5luLvPDa9ZZNdr9n82avLlJpuzwW7M3sQBCGf+ctr7a7eLZmv6FT9Cx88sau00rW1evs+8gmN1ZqNH4RRBkMAjtY1/MCDQlbnxYUSl1dreL74vQcm0u0MzOZr3Wt0PptOQwnT9QgCmMzGOT2Z4m8ur0X6sH4Xx0+SRBbx5nqDX/rwKR6cyPT87ETUnWu6PslIGPzX/uwiVwvC4KDT3hcEDaVmeZwcTfFPf+jsjhyrXu+parp853oRQ5Vo2EInc24kIcBO08FyPfwA/vYjk/zE40e6nmPndVeaDv/8ixdoOEIUvul41Cyh/RiEIbYnDhbnZ7LENHXb99mpgxzXFZq2yOYpssRHzk7w3rlhQgluFZuAyJpuVx7ePKZ0RWY9sjTulOMBwf/9i9dXUGSZlKHQjHijuiJhuSIbKkkwk4/jB5BLaiR1hYUNk0dnc8wMCfDWnUEVjUS/8rcewPb89ty7ulbn5npDSHLpKuloHpeaHiDsZxUJDE2ANdMVtqgxTWEsY1CKhN9Pj6e7ND/b3E/H5+EjWc5N5/jow6IBpXVwmcgY+AFcXavx3Zsl/FBkwLSI9mJFhw9VhoSmMD2UaDfnmU7AidEU/+MPn+H0eIYLSxX+1794g4lMjLimdDXQbTTstk7s3GiS0VSMk2OpLaCi17zv9Xut3/3XX73C5dVapC8qDgqqLDGcMnhybritQLFcMdlouPz8B+d4/Oj2km6DxiDXC1vX/81Rs1zKTZd//JHTe+ZH7vc7giBkodTkxnoD2HlOHXQM+jx3inuxv2/R9+5xWD41ltpx/7yfo1+8NnAm9o//+I/5xCc+Qb1eJ5PJdC3GkiTd1yD2Xsa9EMrffEru1LhzoqxVsW5zfibHY0fz7Qkd1xQMTQaELd9Iymi/Z1mWySeFTMpkNs7/6/uO9+Ugc3IsTXAWKqZD1XLxw5BC1eIrrxeQJaEy0H4+EzCRjfV1uj0IysbmE35cU/jjl5dYqlg7SpJNRJu6JsvkEwqVqKHqHTO5nhJBe4nOhXa9brOw0WwbSpwYTbeBWKnp4Pohputv4fhB74z0Tly5maEEl1aqka2n4F1ujtbPmq63K8eqV9mxxeUt1IS97EbD4YHxNI8fy1M1Xa6u1Tk7leFX/9YDXe5p0D2fLq1UGUkbSA1oROXlbPwOmB1JCZDk+iGPTPfOSL2xUuOT7znWttm9WhDPW+i86jx/s0Sp4fLRh8f5/gfGdn1vm8dU1XT5/DPz5CODgs7QFZE9t2yPyYxBytBYqVq4fhCZTQSoimiSysR1zk5mycVVVio2ry1Vozknt6V/Og9vpuPzue/cZH6jSbFmc6VQw4163hzPoekK/mfKUKmY4nkNJTUcXzhMJTSFhKGwWrGoWS5uIDSJl8sm52ZygMRLC2WajofvB8wMJ5jKxrvK1Z2ZKtvziWuKqOQ4olnOC4SHl6pIxDQhq+eHIY4bkI53G6D8H9+4xi/9wEnR2JXQSejKFvA0lDQ4MymRTWj81Ltnt7XU3VNmL4QwCIUrmSrdkeqKQpIkxjJCJi0T1w4UyAx6vXejcXW/fR/X1+uHxtfdLQ7ShfFe7O/bmlec6G1eca9t0g8rBgax/+Sf/BN+9md/ln/5L/8licRbo7vtrRq9Su2tjQ6IBMHVNoG9NaFfW6rwH56dx3J8ilH2qDM6hdL7PTVfLdT43HfEqfHocHJXZ5NBFpiDKOl0LkILG02urzV2lCRbq4lmpFsbJum4hqHKGKrS1sh9/Ki+707QzpP2RMZgqWwShOAHWw0lLq/Wsd2ApbLJ6fHdN5N+uHJJXSWhq4iGv2BLJtaNmgYS0RjaKXptqC3JrprtUrdc/BBM10OSYLVmMzuU4AOnRrm6Xt/x/QsPdIORlN6WTPIDIZk0M5QgHVO5sFTdlbf3w+en+Afff4JvX1vn95+dR5JEZihpaH3zCLfLyFxaqWL7QfQ8t4YsIfigISQNhYlMjELNomF70TsUAvkPTefaFJuHpzO8OF/mlcUKJ0a3ZlxE48kq8xtNNuo286WmKNdHjyAIwfLEYXa9EeD6Pqos4fkhludDGJKJiTEdRNJeUxmD5arNtfUGTdcnoatUTRdVhnRkUZyJhOM7m3r+QYsLuVzlPz6/EGV8BW9ZlkVDqeMLfq8sCf59qiP7nzRUHE+oMQit17kdwdNK1eb8kRwfODW64/rUC3xsfoeTGXGg9oOQjz40znLV4rs3S8R1haSuUGq6Xfzbw+QdDgKW+qFabW4yHBTE7SeJcD8YzdwvLoytGDSjey/MK+63GHiWLS4u8su//MtvA9g3QQx6Su6c0MNJA5Ihzah0loqpPYXS+5kUe+VmDbLAHOSpersMRhiGLJXNtjZp0/Xaeodwx86zpZGbMPae6dj8zGqWR9l0ySd1dEXqMpSQJImpXIz5jSaGpuy6mfT7Pn7u++Z4ZDrLjbUGNdNFT8nt322VrhVZ4tyR3TlW222oQ0mDd8zkuLBUpVCzhSh/wmAqGyMEvvDC4q4Zms5x/thRYYDQolOkDIUXF8okdIWxdKzr2rfT0X15oUIYwvkjg7nw7JTZ3glQuIHQm/V8oe+oKhKGJhyeKpEKSEJXeHAy08URn8zFWa87HB9OUW66Ww5vhqpwtVCjaQsZPTeSBJAlMValMCQIIj5qIBqqjEjZwoy0cZcqtjBXMBTRVKYrHMnHWK85bDQcVioWY2mD8WycE6PJdpd5r0av6VycL760FFULVOKaUCAxXR8/EFq3PoJPTwTq288osoVtfeZy1TqUptle73AkpXN9vcHsUAJZlpnKxlnKWhRqwma4c86nY+pAvMPDLENPZmKMpHQuLFc5OZpqm5/AHaoVYXeT4V6yoHtJIrwZjWYOOwZVkdg8dk5H0natuN8A+mHFwCD2ox/9KM8//zxzc3OHcT1vxwHGXk/JPRsyIkHwTqH0TseZneIwTQUOYxPo3Y0seH8rFZNCzUaVJeaLJn4YdsmSdZkDOPSVkel1D5ufWadAeBss122WKiaGKrJauiLzsUcmubJa33EzWSg1eeV2mXjUpLKdIP9y1eIHH57g0kqNlxfKrFYtsgkNkKg0XYIw5PxMjo8+PLHrM9/pQJVP6IymYzx2LM+PPTpNse7w56+uUGr2l6HpHOdXowx6LqFhOj5X1xpdeo6u5d3hhUfAqFNHd69jdbes0iffc2zb+9dkiRA4kk+QiWuUmi4NW7jnJQ2VbFxFU5QtmXDT8RlJGfzs+4/1pPRcWqlSMl3qtpBdC4IQ8Zqid42QIHP9DketSGJNksR1NR0fXZLbZiaKJBGL7GxHUzGurdU5fyRHJqHh+iFV022Pp+3k8KayAnyrijh8OZ4w61it2qJZNBDGJ0oH4GoJ4o+mDW4Vm22d3YNsqtnuHV5YrjK/0WQsHSMd664gbDQcEoYiDvdNh5Vq/wD6MKWvWp99fb3BfEdlqcXZv1Kos1KxmMh0NxnuNQs6aBLhoPeEe8FJPcgYNCt9mGPnzRYDg9iPfexj/Oqv/ioXLlzgkUceQdO6swo/8iM/cmAX93bsP/ZySu4EBcWGwwMTKfyALULprazebovHYXGzDmsi99KjFHI6HjFNQZbENVuuT9P28X2biWgxbmnkarLUV0Zmu3s4NZHqemadAvyGKkq+a3Wb794soUTuVIYqk9AV/sH3n9j2nVwt1Pi/n77Fq0sV0fkeCX4LrUaR5dssyP+PnjrF7z8zz9PXixTrgl6Sjeu8Z26In3pilrmRFAsbzR3HwG4HquGUzk8+PsPcSIrPXLxGqTlYhmancf7UmXG+cmGVp68XKTUdLNcnFdPQYmpbR9f1A26sNWi4HhtN0bHcK3qN1X6ySl+9uMpHHhrref8rVYvRtEEmrvGOI9l2JllTJC4tV7lRbDI3Etu203g7Sk9SFw5gorFMEbq5iAyn3AEcghA0BSQfkCCmym2JMhnhxme5AZm4hq7K0bUpTGZjXF+vc3GlRgh4QdClQa0pck85vOPDyTYXeihSvDBQGM9I3Cw2cLyQhCFFPOA7IvQnRlNYbtD1mb3A02QmxnLVGqhEvtM7PDma4vpagzdWq4ykRiL1ClFBuFZosFqzsFwf0/E5P7PVzKDXGrkXq99+oxMQzQ4lGEvHeGOlynLFYq1uc3o8BSFMZGI8OjtYtWGnGCTzd5B7wmHsA9vta4cBlgfNSt8PNIz7KQYGsf/tf/vfAvAv/sW/2PL/SZL0tvXsfRh7KbVvBgWt7s1OofR+F4/DMBU4zIncCbi69SgV6rZPyhAc2KGkhhsE2BFXLxXTqFsuuaTOStVmOLVzRmZHP/bVGo4XtJ9ZpwC/ryksV0zsyO0moSus1RwUOeTPXl1mIhvree+t77tdahLXFJKGgozEUrnJcsVkbjTJ7FACCbYAhX/6sbPcLjW5HnURHx9JMpNPcH29zmf+8lpfG8h+nGhg9wzNjuNcCvnyhRXW6jbjaZ0gCKg6AZbrk9YVKpbHb3zpIqNpg2trDWqmx9mpbok36D1W+80q/fD5qZ73f+5Ijp94PM3XLxW6MslN28OPDiduRDVIGMKCdqlsYWgyJ8fF/faaz63D2MXlGjFVcNm9ACDE90MkCZAE39YPhOTVcFKn7vjoikTDCSL3M2E4MJQQz6KVFQ3DAMcTh6npXIy0KnSFCzWLquWQTxq8Z264fYiLawq+L0DAeMagajldVKUgFBq88Uglo9wU7nAtEfp8Qtui4Qnd4Olqoca/+evrAwOand5hJq4xmY2xXLaomi7Z6DkMJQ1yRzVeWaxwfCTJ33/fcWY2HSh6rZFzo0k26s6hlNI9L+APnrvNrcg9LGWopGMSI6mRdrPkWDpG0/YY6mjYbcXdcnXaz56wk5LNQewD2+1rD07eaZY6yKTJIFnp6Vz8bRrGphgYxG6W1Ho73hyxF37MTqBgEBB50M5ld4NP1QJcm/UoxzMxHprSubHeoNR0SRkqsuQT1xXWajZqZBJw7sjOJc3d7qFXo1bLRWuxIpyzhhIamiJTbrpk4hrnj2QpNpye9975feemszhewK1iE8v1adgeXiD4vilDIR3T+fCZsS1AYXY42SXYvpeDxF6daFqxW4Zmu3Ee11RG0wauH7BUsSMbZaHFqkgShipjRX9bszxul8Uh4dHZfBvIbjdWB7nmBycy297/0eFEe/PsVEcYSxs0nYBnbmwwkjKETaYb4AUyf/TiIl9SV3puprIs8V89NsMzNzZYqVgkdZWK6bRpBCAso0E4Zs2Npnj8aI7ra02WQ5OG4xMK4zOGUzqyLGg1cV3l+HCC526WyCY00oYwG5AkCU0RfvQrVQtVlnnqzHh7vfjSaysslJoUGw75uEZMV0jJMpYbULdcmk7Amcksn3hylj97dYViXWTER9MGliuaGQ+rUWindyhJEg9MpFmr21xdq3N6PN1VRTiST/DTTx7l6CYzg+2u57mbQhe4Mwva+V2T2RhXVms8f2uDTFzrO+N3tVDjD55b4M9fW0GRJdbrTleVJZvQOT2e5laxiR+GHBnqbb5wN1yd9rondAJM0/W5VRRyce8+NtRhm733fWC7d/b0jSJ/+NIik5kYp8ZTB5o0GWT9OExq3ps13jq2DW/HocR23buDgMiDdi67WxP55FiaH3t0isuF2hY9ymxc41qhwXrDxnJ95kaSvO/kKI8dzXNmcncb1t3uoVejViauMp2LcavYQFMkFEUI+bcyVUNJ4QPe6947v69sClpIoWbjBYIPKUti82g6PrZnc22tzvX1+p5B+E4byF6caFrRmaEZpLTXcIRPu4QUqRnoaLIUuZF5SJHEUxDC2akMtuezVre5sFzhieNDWG6w7Vjdbxd4EIQsbDTxgpAfOj/JrWKD//DcQpc6QsN2ub7eIAwFHSBpKEzl4rtyGU9PpPnlD5/i01+7wlLZFM2ZQYgqQUiIqsioskxCV3n8aJ7hlMFQ0qBmpSnULF5eqFC3hURYEMJIymA6F4soGCGPzeZIGlqbZyz4tzJH8nHyCZ24rnQBgwcn0ryxWqNheZhuQMpQOTqUoOF4DKcMfvH7haHBidFUG6zcKjYPvVFot3cY0xROj6eZG0mxXrd3pWXtdD3TuThvrNRYKgsAvHn+W67P68tV/s1fXcfQ5L4yfq1nfKvYQJHFocMPhAZx3fZ4x4xQtYjrCkEYoEjSrnMsrim70oT2GnvZEzYDzJSvtjW6X75dad8j7J1X2+udpQwVzxOVkNGU3mH3fTBJk0HWvLshm/Zmi75A7Kc//Wl+7ud+jlgsxqc//ekdf/eXf/mXD+TCvlfjzUBQ3wuIPEhnk7s5kbfToxxKGuSP6SxXLDYaNj//wRMDCZv3cw+GurVRywtgMhvjwckM6ZjWZWiw0723vs9yZV65XaFQtZGlO3JLfii4kaITXmapZPIXr61u68R1WAeJfjM0puv1TWMAUcper4vmxPGMKKPartApTRmq4Dc7PpoikY3rPDqbF4oJVZuLy1XyCWPbsboXq9nWtQJdpUtDkVmPeMedmbpMXOfctMpfXFiFED760DiyLLRzd9tMP3xmnJmhOP/p+UVeuV1mtWZi2j4xXWU6H+f0eIq1mkOx4aCrMnFdQZLEePjg6VHOzWS5uFRjuWIipIEljo8kCUNhtNF0fI6PJJj2hAuboSrEdZlbxSY12+UbF9e6gEHSULlWaFBs2BQbNiHwsUcm+OjDE+1ne7cbhfoZd++czfNz3zfHcjS/drqmna7HUBWShspa3aZmeV26zhsNm+/eKlGP9HrHM7tn/DrB18nRFOt1Bz8IMVQFPalHSiZCAsx0fHJxndG0wULJ3PZep7Ix/vjlJa6vNQ6tcWiQPaEXwGypxIymdcqbZM5g8H1gu3dWszxKpstwUqfUdLve2UEkTQbJSi+Wzb4A72EeQO636AvE/uZv/iaf+MQniMVi/OZv/ua2vydJ0tsgdsDYzo3pfug43A5Q7xVEHpQM1mFwbDuj877jmuCwvb5U3bLAANRtj8eODg3szNPvPZyZzPDUmfGeovmD3HtSVzEUmTdWatQst93co2qiKczxAqHT6nhIkorlOXz7+jo/8o6pngvzYR0k+snQPDCR5nPfvjVQ2Tjqc0foAIjww7Cryanz7Q0lDZ6YG+bicpWffNcMD09ltx2rO13zdlazry1VuLhSFdfRdoWLU6gK29Z0TDQUdnJy67aPH4Tt/87E7xhA7LSZBkFIXFP5sUeneOrsGAlDoWn7EV9Sazca7QQmNq8FQRjyv/zJBZ6+XqTh+G2lh1b5utWAVbe8LcCgdQCsWR6lpoPp+vzw+akuqsqgh/mDoKH0kxlUVbkvoFKzXDaa4lAQhnQdNNMxldGUwc1iA9vzATGPwzDk6mqdsukyN5JkMhvvK+PXCb5Sxh0DET0pd8n+VU2X1Zrdbnb83Hdubmu3vVqzWapYh944dHIszbEPJHlhoUSx4TCc1HnnTH6LuUkvgKlHVQQvCLtkzloAc9B9YLsx5PhCPSMb16iYLo7fTancb9JkkKx0P4D3bhxA7qfo6+3euHGj53+/HfuLndyYhH3oves43KvmJey8eByEdt1Bc2w7o9d95+IaiiztmQrRa0Me5B46n1kQhDx3ozTwvU/n4oymDZ65sUHaUCi1sFwEYEOE3ackCX6k5QZcW2twcaXa830d5kGiH6WBQcvGTVfIURUlwetMGgquF+AHQr7J0EQGsqWlCqKsm0/oPDyV3XXMdl7z1UKNG+suEiGW5zGZiXVZzaZjwjb2L15fBQk+evZOVlVThW6t6wW8vlThwYk0hipoLK3NUyLcspFC78203+bL3Q6YrTHYGsuXlmsslkyKDZupbFwoPfghazXh7JVP6LznxLDIcvcABi3TlYShcDMyThj0mjvjIMbjbpnBflQ4Wtf/Ry8uca1Q5+Z6nZimthUbhpJGmy60WrVEZk1TiOsKharNrY0muYTOybF019ze6ZDSCb42y3+lYmo0n32urtU5OpxsH0x63evDUxmKDYflbdwKD7pxqNe7fu5Gacu73gwwwzAkJBSWyQ2H0bSBFwTtebGXfWC7MdQCy6bjo8qy0DHuiIMwt+g3K70b4L2bB5D7JQZ66q7r8uCDD/Inf/InnDlz5rCu6XsiBnFjutsdh/vRvNwviOwnDppj24rt7ru1OExmYz1F5XdaFHbakPdyD3u9d1mWePz4EF96fQXTCyAMhaVpRCNQ5Dv2pyAAresFfPn1FR4cT2+RcTrMgwRsD6r2WjbudPW6vtbgdtnEcn0c0a6PockostTeoIIg4NpaneMjSYJQ2IzuNp5OjqUJHgqpmC5Vy6PueKxUbMbSUGo6bSMAiLKqguDKcsXC0BR0RUizBaHI8K83HDbqDjFdIZ/QmciIvw+5c52dxg2OJ7i3rc100Ean3Q6YrbF8tVDj9aUqJdNBRhwKhlJ61NSlsFIVBglPnR0jrg0GLvfanHVQ43G7cdevCkfr+ot1m9G0wXrdJgwCFstNqpbLo7M58gkd0w340INjDCWEkcJqVch0pWMqj3U0E3bGdhm/zeCrU/5ro+lguR5+AA9NZfmJx4/sSNkIw5B//dUrTGRiXYYgrUzy5k75/VTVBnnXnffo+kH73ppRdarV3CpLIgu+l31guzGUjqnk4xrXiw3mRpLbSt0NutZtTm7MjaTaznY7PdP75QByv8RAIFbTNCzLOqxr+Z6JQd2Y7mbH4X41L/cDIgeJ7SdylnMzWbyoWabfhbWf+x5O6nzqvcdoun5fi3Y/i/ReeMJ75RefmchwejzNUslkvWbjBbSL6xLivyVJZCD9EBQ55NtXi9Qsj3PTua4N+7AOEq13sZ0TzV7Lxq0N6unrRbwgbDd3hUEomrtsDyQJ0/WpmA6vLVZx/ZAwhN/66pUtgGU77c8WzeHocIKm47NasSk3HV5aKEeNJwKItkBnw/Z5/lYJVZZQFRlDlamaHpYrLGCTMQVNUdoZTi8IMSInspYBR8u4oen4nBhLYTr+gSt4dI7ltKEKLmLKoG572G5AxXRRZQmls6lLUwcCl/ttFtxtPHbScnaav5srH9+6ts7nn52nYXvMjaSYMnqDrc7rFxbIFlXToxgEaLIUNceFzA4lGU7pfDzSWN5MFYpp8pZrgu0zfr2ecYuy0ZLVOjuV4Vf/1gNbyvSbDy6XVqqs122WyiZl092i/ZuJa6xWLS6uVPniS0t7lpvaXZ2lxn98/jY/+o4p0jGNyah59ekbRUoNG9MNMFSZdExDlWA1atC8ud5gNB3bseFup2rDdmNIVWUyMQ1Vlqnb3r7Xuv1q2+50APleUy4YOP/9i7/4i/zGb/wGv/M7v4Oqvi1usJfoy42pg99zNzsO96t5OWjpbT+xeSKv12xemi/zh31Yle7lvq+tNZAkiQcnMj0/YzOX9kuvrey6IXf6yg/yrPbCL57OxZkdSnBpuUo2rgIeTVdkIv0A/DCIGr0kdE1mNG3gBwEJTemZHTnIZr1W7La477VsLMsSH3lorK0VO5Ex0FXhtJRyA1RZAkni6etFCEN0TeHR2SxTucQWwAJsuca5kSQbzW7tzzAUXe0xVWx8nQfTpuNRabp4IYzrCilDxfECFjaa2H6AIgvObhgK/dZWhjMX1zk5luSlhQqFmoXnhxiaTBiGZOLinj/3nZv84MMTB9Z4txlwFBsOfhiSMcRYLjYcsnGtTX2I6wq3ig1qtstiGU5NpLi8WuPyap2p3PaHnf1oBMPO4/GBiTRfuTAYaLhaqPGlV1f4s9dW2GjYZOMarhe2aQGbgXVrDYlrMi/frmA6PhNZg5rl0XR8LNfnVrHJw9PZrnm0X6rQTuBrtWZzdDjJTz4+swXA9or1mqC1hWFILqmjKWpb+7dmu5waS2F7AX/68jKOH+y5ZL3TeltquqzVbF5fqvLGak0A6NEUD0yk+fKFFZYrNpoiUWoIOlAQhiR1hdG00R4DvQxA+gGO242h98wN88DEHZ3Y/ax1B6Vx3usA8r2oXDAwCn3uuef42te+xpe//GUeeeQRkslurbkvfOELB3Zxb9XYnE3a7MbUaV0KB8O52eu1bY7OiXB6LM0PnZe5EQngz40kObKNAP7cSJJ3zOYYSRskIjFzs8+M5k7RmshXCzX+PAKNe1kY9tsYsnmB9P2QhVKTByfSfW3IezkZ74lfHIrvTxgacV1lsSSkkkJoa4KmYgqz+TiKImO5ErmETjrWOxPWL5jup1Gnn8V9biS157JxSytWlSUajk/TcUTmcCjB3GgS2/X57q0yoxmDdx8b6tn9//vPzGO5/hZx9edubdX+7DSoSEaZ05bN73LZJEC4Y6V0BVmS2vqtqiSBBPm4RhCElJtOV4bzv37XDP/ur29QszwSuqCAjGfjnBhNkk/oXCnU+drFVUzXY+oANrTNgKPFEXT9oM3XbUZrVCauUbNcbC/gj15YZL3uYHmCtmG7gZCNixQMNgOAg2gW7DUeTdcbuBGw0xjE9nzGMzEkCVZrFsWGzanxNKMpg4mM0Z7HDcfDdH1KDUfoOCfFgSUT03A8wdcs1GwSmsLcSGrLte+nunEQB0rPC/irN9YIQlGf0WSpbTOuJ2WKdZtXb1eYyMZR5YDT43vP8G/3rjcaomrRtD0UWbiKJXSlbQADYo2q2x6KLFzdNFVBl2W8aM2VJGlPa0s/yhgfemBsXxSKw9Q4P+yG5/s1Br6bXC7H3/k7f+cwruV7JjYPts7NTk/qbetSXZHvCsd0p2vbHK2JsF6z+dqFQk9Xk69fKnQtFkvlJl98ZYn//MJthlM6TUf4W46kdEZSxoFYBO53YdjPAtBrgbwdibq/sVpr85s7416cihejEuG7juVZrthsNGySkbyUrsioqkzT9pjKxojrohowlon15MN1gud+uZQ7ZUD6fYe/8MHUnjf6huOhqzJPzg3TdPwtfL9Sw8H2fCaz8TaAbYUkSUxkDJ6+XmQ0bXD+SHej1nQuzqWVGkuVO9qfLYOKuu1Rtzz8MMB0feq2x/yGyWjKQFUkYZoRU3GDEC8ICSPFhMeO5skn9PZ1tjKcQq9VZzI7gqbKW2TWJrMxFssmhBzIhrYZcKRj3R3wmiIyzY4ftCXFqpaLKstM5e4AhqWyiaEpfOyRyZ5ayge1CXeOR88L+F//4o0uB6vdOv47x+J0Ls5iyWwbTNiuz6rpsl63GU0Z5BJCm7lTtWGtbne9D0mSMDRh+5uNayxXrD1lk3cDo/tRf2kZJXzp9RX8QOhF12yPsVSMdFxkY71A9GwEhEzl9pfh7/WuwzDkaqGO6Qh3RNuTI21u8a6+O1/idskkYyhM52IEgCJJ6FGGuVh3WNgQsm6dsZf9Ybs1bb+NyYepcX7YfQr3awwMYj/72c8exnV8T0Wvwdba7IoNwW+bzMWBcFeXmrtxba1oTYTJbKyn1d8rt0v88StLJHSFc9NZUoaQCbpSaOAHIbYfMF9sEtcVQEKSxGY8aBmll9zPbgvDdg44rc+q2S4jKZ35jTsOWZvvu9cCsN0CmU/o5OMaDau7jNyKe3EqboGRuZEUR/LCmer6ep3XF0UZynV8bC+gULVp2D7ZhMaJ0eSedReh/wzIIIv7Xjf61sZpun6XNmcrqpZLCGR6ACgQlIuK6XJ6fGt23VAFJWCt1q39OZTUecdMjgtLFQo1IZIvSwIIPnZ0CEWmqwEnDCFhqOiqcL7qvM6a5WKoCgC2HzCdT6D0WBPiuoIiSYxlYixXrH1vaJsBx+YOeF2VkSUJx/O5vFqjaokmm82ZutPjAjBcLdTbTl6dcRCb8GbJwr++vMaXtnGw2g40dI7FMBSubjXLY6Ph4PoBMU0RBw1ZYrliIksS6zWb0yfSTGZjvLxQJp/oHkNhKFQwRlIGiszA2eR+weheQNZmo4SxTIyG7VOoWqxULZquSkJXmcjG8PwAWYLENutWrzWiX3WWluRaylCp2177AA1iDcjGVUzHI5/QiPX4fkMT76ludT/b+8nl6jA1zg+zT+F+jr530CAI+N/+t/+NL37xiziOw4c//GH+p//pfyIef2uh+rsRvQZbJq5yaizJa0tVgkCU7Cqmty9+4UFdW0yTWavZLFcshpMGYRBSarpdoM31Qwo1m1vFBkaU0csndEzPx3Q8hhIat0seTddnMhfHUGU2Gg4rVZvHZnNcXWv0VUbpldXLxFXW6zZTuTvyK52dtabrc2G5yr/5q2sYmrKtF7bjBazVbBqOx6mxVF8LwHYLZDqmkk8K1YniJlHze3Uq3gxGvCBko+GSMBRURaYRZTAaro+qyBwfSXZlkAcF3oNkQAZZ3INIyP1DZ0Z51/F8l97pbpzgudEkz93cYDoXb5fCBX81pNR0yMV1lG2ogzuB3HRMNIrdKja7tD8B8gmN0bTB48eG+NF3TFG3vXYDTzqmtTVTbc/n0kqNYt0mFqkVtKJzzMyNJHtmLFvjvtQUnNUfeHCMv7iwsu8NbbvGoXfM5Li6WufWRpN0TMXzQ44OJ/GCkNmhrU5UuwGG/W7CvSQLg1Bwi8dSxrYOVptBQ+dYlCXx/t5YrREEYRu8Wa6PLEW2xbLEywtl3ntihA+fGeev3lhjreaQTwpbaNcPqFsecV047hG5xu0U+8n4dR7M65a34/zYzighG9dIGwqFmk0uoUcScbBUtkDqP8M/iDqL6YqGRtfzSegq4xlDGHBElYa0oSFLQi4sDMMthxzb9UlE/PLOOEzgOKie8WGX/A+jT+F+j76f1K/92q/xP//P/zNPPfUU8Xic3/qt36JQKPDv//2/P8zre8vGdoPtR89PcX5GcEfvldNG57W9uFBiYaNJ0xELRAhcKdR5cOIOKGnxmMpNB1WWkCWxCC9VTCqmy0Q2huuHUcOKRBAtQK0Gtrrt93Ua3i6rd22tzsJGk5GU3nYD2mg6eIEg/tcsD1mSOH8kx1gmtqMXtu0GVE13R+5eZ2y3QLay61XLpVi3KTUdEsadDTkf15jIxviLCyvbCnwfdHSCkaSutEt3E5kYACsVSBoqhiq3M1fHhsM2yNsMvHdbwAfJgOyXxvLRh3cHZNfX62zUHeaLTd5YETSP0ZTBVC6G6QYcySU4MZJiuWq1M46t2A3kSpIQIl+t2lxfa9B0fDIxDUWGlarNcMpoyxv1auARBxyxSf/V5TUELTHEC4ItIO5IPrEFVG407LYLVsV0GUoavHK7zA88OLbvZpTtwKWmyGQTOu/KxvjYuUnOTGSoWS6//Y2rA2XqOmOvm/B2koVhGNC0PRq2Rzau93Sw2gwa4pqC74fcLjXJJ3TG0zEuLtcIkaJmu5AghJolMvqnxpJcW2uwWDZ534kRPvTAGN+8to7l+NRDYcM7lokxN5Kk2HAO9fDaAo0vLpSY32hiOj5xTWF2OMGjM/kttK2djBJkWSaf1LGi5s+Vqs25I1lC6Gn+snmNGFSdpdS08YOQRKRte3G51qWOkI6rpGKiStHSwO08JKiKMKLYvH4cFnDci8LAoGode8nGH5Sp0Jsl+n5r/9f/9X/xf/6f/yc///M/D8BXv/pVPvaxj/E7v/M7W/hjb0d/0c9ga/mq343BuHnSfPjBMS6v1hhNG0xlhVj+UtnkWqHOG6uQNDTyCa0NhoYSGk3Hw/dDFFnwztYj6RM1KeMHoZDhiSZuJ5cul9B23Nx2yuqdm86yXLb47nyZlC5je8LBRZUVbpdMapZLNqahR1qgO3lhPzqb4/JqjaPDyba8y07PfKcFciip88B4ikuhaGK7ud5oWwK+sVrjb66u4/oBmiJzbDjJp953jFlFJkAAAK0vSURBVA+fGT/AN9odnWDklUXR3Z4yhIh+3fLIJnSOjyS5sd4U7j5Vi3LTRVWkLZmwfhbwQZsE90pj6YeO0rmhPjqbY6lssVa3uVkUGp0fenCMjz8xC8Bnv9XbyWg3kLtWcxhOCVmj+VITCcGBfHJumI8/MduXPFmx4XB+JsdY2qDcdCnU7J4grvPv45rMG6u1qIwqMZIyOD2e4vXlKstVi0++9yg/ok0NtIb00rDsBS7PHem+roWN5oGYDgyyCe8mWVh36hSqNpnonfVysGqByquFGn/+6jLX1upsNB1ycVE1iGsycmQaYLkBcV1hKhfj5FiaTFzl5nqDhuMhyxIff3IWy/NZLJvko6ZIVZZYqdqHWtJtjfH5YpNCzcL3Q9IxFdv1owa1YMs8GdQo4aMPTwCwXLF2zJYDfXLc76iz1GyXz37zJk9fL6IrEum41lZHWK2aLJRCpvPx9iGjZLo0bA9FFkoqqiIxNyquv1Ne8TC4ontVGOi32nC1UOc/fXeBa2t1/FA0eZ4cS/fdO3IQpkJvlugbxM7Pz/O3//bfbv/7qaeeQpIklpaWOHLkyKFc3PdC7DTY9qslN0hs/q62h7sE75zNt7NxiiIRU2UqTYerhRoPjKcFjymmoSsSmirjeB4yIMmCdN+wfTIxkRVN6EqbiO/6QdsBZbfNbaesnizLPDSV4RtvrNGwxaLVAsh1W2yCMU3h+lqDoYS+qxf2VC7OWs0mHdO22HcO6rxlugEfe2SCHz4/RdP1eXmhzL/96+vUbY/hqJxpOj6XCzV+/c8vARwqkG1luv7v78xzdbWORIiqKIxlYpwYFfSBbFzn8mqV2yWTG8UGoymjC0T1u4APkgHZdXFP6BCyhcbST/NerwNQixNsR2BjOKm3/3anTCD0Brmd9rLnprP4gaAflJoOVocb1eb3sJNE3eaxBnQdaD/5nmN8+cIKf/bqMhsNAbiGokbJoaQumqwKdb56ocAvfPBE38Bpp3XnH3z/iR3B5UEBhkE24d0kC8fSBisVi9WqRT6p93Swah3M/vVXr3B5tYbtBRF4sliXJAJgLKWjyipDSbnt4ia4nG57HLeoLt//wBjP3yyxVrPYaDgHUtLdKTPXGuPFut2uQA2nBO83ZQjQ7vkBxbrTNU/2apSwW7Z8ULm0lhtcukUF2PQ34t8hx4YSGJq4nyNDghPuB2Gkyetyfa3Bb3/96pa98iC5ov3QpP7itRX083JPTfHd5v6tYpNPf+0KazUbXRXqEDXTZb3hvGVdt/YTfYNYz/OIxWJdP9M0Ddd1t/mLt2M/cVBacnv9rtWq2BgycZVS0wGiBpSGTdUSp3fLExmJ1oYBoMsyoaFSd3xShkJckylHQDGpq2jyHaehuiXI+ylD4epaY8fNbbesXjqmoasSI0kD2wtoOB6eH6KrMlPZOGpkItHiyg7qhb0f562PPjzB7HASzwv4tT+5SN32mM3f6YBPx2SSusJ8yeRz377JB0+NHiq14ORYmp99/zGWqyYJTSEbNaG4fkjVdMknNM5OZsjFdX7qiVlOjKa6GuH65bkOWjozVIUPnh5tb/6r1aC9uD9yJMsfvrC4p+a9XgegzhJ+TFPa5eAWV3Ynvu3mDUhXZJCEKkCnvWw+qTM7lNgWYO+WcewEcduNv3NHsrx6u8Lp8XQ769d5j4M2rex33RmU17rXkmln7CZZmI5pNB2fXEKUxnsBsyAI+f2n53l5oYyuygynDLJxlfW6S912sdygXU4/NZ5uc8U7x7Hp+F3SgoYiMoSPHx/izMRWNYbO2O057JbQaI3xdEzlZrFJqqNS0Mo+l5ouR/KJrvGwV6OE3cbuXniom9VTSk2Hui3oGOOZGBMZgxCJ/+KRCV5ZqHBtrS4oYF4gmgljGrNDCRK62nPMHhRXdDeaVFyT+dNXV3hlsYIiS9vq0fZ6flfXanz6a1dYqVpdWtYV04249rwlXbf2E32D2DAM+dSnPoVh3Gn0sCyLX/iFX+jSin1bJ3b/cZhacv1+l64qJHThL//aYgXXD7Fcn1RMZSonZLNqlsvllRpKS9fWC8gmNI6PJFmrORH4FVJDmipzZjLFUsVktWoBYmGdyBhcXWvsehreLatXtVxUReaxo3lURcbxhRzOa4sVVEVGU6S29u6gXtgH5bz1wkKJm8UGw0l9CwVHlmWGkzo31hu8sFDi3ceH9/Ved4sj+QTnpnM8faPISsWi1OHOk49rqKrMe+aG+cCp0T3zXGeGEn0Bmuvr9fazM10fPxBl0PcdH+H9J0c4kk9wuVDbcVPcrnnvow+P4wVhXxvqxeXtXYh2Ap8tp6V8Uu/rmXRGPxnHncbf68sVTNfn5FiKZkRH6JTcGqRp5aDWnX4Bw0FVmvqRLEzoKo/O5iCkJzBbKDV5+sYGsiQxHL1HQ5VJ6Cq2q7NUtbEdH00RkmKbucoPTKT53He2vqOFkknDWWNuJNlXQ1qv59DP+tMa45mY1pVUaEVLe1yRhdFGazzsapQwlOT7To1ydb3e0+Fqu7G7Fx5qL/WUThk8PwwjRy6jXRGoWS5/9OISqix1qYb0GrMHxRXdCaBvNBzeWK2z0bB5YDzFdH6rWUonrWhzpe8/Pb/IWs1mMhMTsmzQ1undaAib3Surtbec69Z+om8Q+8lPfnLLz376p3/6QC/m7RBxNyVBtvuuVjZDBhZKJkldiQS/JQwVxtIx1usOjh8QuAGO63NsJBnJ1xgcGw7bJ/mpXJyZfIIb6w2GvSBqWhGbBUh9nYZ3y+q1mm5URepSAVgsW22x+Zb27iBe2P3rl+7uvFWMJHqExNjWiOtCEL/YcAZ/kQOGLEs8OJnmD19apGYJakU2rmE6PteLDTIxjQcm0lsW+Jage8oXihCbNUo3g6bdAA3Q3qDjmkyp4bBWt2nYHi/cKnF1tc7Hn5zdcVPcaDi8cKtEzfIYThrt5r3WxvGDD0/suqHaXsCfvrqM4/XnQtS5AbWccjw/7OuZDBK7jb+Xb5dZKjWp28IVyvMDVEVuS0lpitR308pe151eWcTdAMN2wOzVRSFq/7Hzk7tmL1vRr2ShBKxs42B1Y71B2XQYTRld9y5JEjFdZTIrsVIxGUvFWCyZNF2PhKZy7kiWjzw0zldeL+wJ/O8GUD/5nmN85cLu688PnZskpir4QdCVhW5FS3vcjyoeneNhuzk6mY1ByJ4cEPdCK9k8xzfL4Jm210U/mhlKsLDRbCvT9DNmD4Irut1a1NK5rVse2bhGLqG3e0P6OQS25p+uymjqVp3qVExt873faq5b+4m+Qezb+rB3Lw5TEqTf72plMxbLTSzHY6QjyxSGQpT91LgoGd8um6QNFUXuzlK0LA9bTkutDW0vjl27lSl7Nd20NrOa5bJStTmSjxPXFVGi6tMLey/cru1iOKmjRfzfdGwrXcCMMj0C3B9uBEHIpeUak5kYoynBDa40XYIgZCihI0nwzPXiFmrDeiSjdnm1hiTR5as+lDR6Zli2AzQAn/nLa2w0HIaTWtuqU4w9jbWaI7q8PZ9Pvfd4z01RbBw1yqbL3EiSieg9dW4cryxUmBtJ8vpy747qpbKF7Qaosr9rNqfXOF2r2dwqmlxerSNBF4gcSur7ks3ZDVgOJXReuV2hbHkcycXRYiquH7JWs6hZLvmEzntODPfVtLKXdWe3LGKv+bAdMHf9gErT4dZGk0srVc5OZvpqZjkoyUIpBOFd1yuin8sIyyjE/4ZAoWrvGfxvd0BJ6gqvLFb4t39zjWrTZTq/M0gLgROjKV5dLEdzx0aP1uwWdWs0LSxwzx3ZSts6OZbm2AeSvLBQothwsByfZ28UKZvegdJKmrbH9fUGKUPlkSPZrr/ZC/C9m3tlW7rMchlJGcxvNLo0xWuWR6lhIxEynDK6kiP9JJ8ajjBEMdSthxAQ2XTHc5Al3nKuW/uJt5/EfRh30z5uu+9qAcDliokXAAhprE7Nw1Znrun6/Og7prmyWt+xfLjfE3C/Wb1uGSCJfHQizif0SMe2fy/szkVys/5sOqYOtEi+cybPseEklws1krrSRSkIgoBiw+GB8TTvnMnv6zn1Ey1wdGpcuBgtbJi8vlwR2eKaTQjcLi1Qarr8/Afn2mXNP3t1GS8I8fyQ0bSOF4RtX/XzR7IUG+62/u6b33/rgDCRifHGSq3LqhMgn9SwHNF49dWLq3zkobEtm2KhanGr2CSf0DjZAQTgzsZxba3Oj79zmuVq745qQ5PxArnvbE5niG72FTw/wPcDRtIGXoce6fkjWdbr4jBXs7q7pvuJnTbpMAxZqpgokhCCr9seKUnIDiUNhZWqjSJLPHV2rK/vG3Td2St/thcw32jYvLRQxnR8cglNKJkoUt+gab+ShXMjSbIJjWrTJZZRtgCo9ZqN44Ws1WxOjqXavMvXl6pcWK5St7y2TvXm2G6N2O6AstFwuFqoU6hZXFiqIktQtbyIi6v3/GzT9dugsWH7KLJEse5gaDJ2pPusKjLDqd60rc7DiOn63Co28IKQdx8bao+F/dJKrhaEfi9IhFGG95WFCh85O05cV2g4HudnsiyWm303YN2tvXLzYa2tKW77nBoXmuKlpkPJFKY5nSYxrdhtr0jqKvm4Ts30qJhu+xDSCsfzcbyQE2Opt5zr1n7ibRB7H8bdtI/b6bvyCY2RlE7T9nD9gFLTaWsetjqgW525ZyYzPHVm/NC16XYrU/bayN5zYpinzo4R19SBvbBbi+RSuclKxW7rz7YykBNZY9dFsrPc+kPnJ/m3f20yXzK71AmKDYdMTOOT7z126Hqx0A2OSk2X15YqrFYtJEkiaagCsNsef3NlDdP1+eUfOMVXLqxSarq8+9gQL9+uUI7sUnNR5ufZGyXedWyo707f1jWkApWNppD06Rx/miJTD4VpxtVCnR8+P7Xl/VpuQDqm8s7Z/BZrX7izcYykjW0PQCfHU/zRi4sDa5u2MmmlpsO7j+d7PBOHv7myTjau4gUhv/2NrV3Tu8VOm3TN8livO2QTGueOZFmNxmdLduhIPk4+oRPX+lvmB23E2yt/djMwD8OQa4VG+xATAqWmg64qnMrGBwJNe+U8HskneHJumK9cEB3+Qt5JaJBWTZe645NP6Jw/ku1oyLxD6ShGFJheTnCmI2ydq6bLpZVq+7p6HVBamtumI0wKPD8gCMSzbzh+26Sh87Nb68/MUGKLvnfN8kjoCjNDCd45m++Zhd58GEn5KpdXa3h+yMu3K13fOSidrfVOvn1tnd9/dh5JEgeGpKG19bq/fGGF0bSBrsrEVIVcQmMyo1Buurs2YPUzZh+eyhKEYdezH2Rf2u6wZnvdmuKeHzKS1Hmgo/Fv8zjYaa+YzMQYTce4VWwiS1LXOHQ80Vg4mYnxX71z5u2mro54G8Teh3E37eN2+67T42kemc5yfb3R0+Woc2O7W9p0O33PoBvZbtc8nYuTS2h85cLqNtqFTT5ydnzbA0Wvcuu5I9lIy9Fmo+GgKTIPjKf55HsPVye2M1rgqGG7XF6pUqhaABiqhCKDH0pCDk2RuLxS4z9+d4H1ms1kNkY6pgm3pkKdUgvUR5meH3xkou+mnNY11CzRVKYp3ctRS4ItHel6NhyPBycyPZuqYlpvnvHmTb7X2Fgsm3xJXRk4m9OZSRPPRGpLE/lBQBAG1CyfsYyxY9f0TtFrk25VBFarwkzkxGiSmXyCmU3NMHFd4Vax0XcpdZB1p5NmA1CNVD5aFYqdgM5mYF6zvK5DjOPdabgcFDTtdQ2SZYmPPzFLoWZzeaVGzfIQZAGJMJRIaAonR5PUbZ90TOrq/J+LGlmvr9c5fyS3BUhdKdQhhM8/M4/tB3eUJWayXc+hxak0HY+hpI7jB8Q1hYShUmk6bWOXfCLfc/2F7vVvUMeu1mFkvW4jSTCa1ik33a7vhL2V6F9eqBCGdD0f1w8oNWzW6g6qIvHk8WFMNzKDSej8l++cZnSXDPpuY1ZkpG1+66tX9tQ8uNNh7dGZHJdX68wOx/mxR6dJ6ip//PISry9VezqK7ZR8au0T19dFttp0fTRFwgsFe8XxAiYyMX7pw6c4PfG2vFZnvA1i79O4m/ZxgzTfTGYV/DDEtD2WyiaGpnByLNWWJ7ofTogHDqZbNLlttAu3u+PtTvCtw8EnnjxKXFfummNXZ7TA0TfeWOVa5DAlSWBHAEKRRYPcUFKnZouyqa5KTOfFcx1K6rzrWL4NmmQJinWb0fTWDMRu1/DszSKKJOH6QlILuiXYVLm7Oanz/fZyv2pFr42j19jYa+WjV5PbY0fz1G0P2/e5sFTF8S1OjaX2XJLdvEnHNZnFssl63aFiupiOH1nNugwl9a5MYKd+ab+xeS1YqVj4YchkNsaHzwj92ta9W56P5SpcXC6Jw0xHU9mxkQS25/cEOpufd0vyTlPUrvfe4hQeJK9xt3v/R0+d4kuvrfDqYoWm4xOEoXD8KrncLDZYLAvN4rmxJJosVFAUSWIkKdwCt+gHF8QzHM/E0BQZQ1MIgpBXFysslk1ycY3lijAdaVkGp6Kx0noOc6NJXl4otw1ISk1x8N0uobEfjV0ATZEIA5Hp1xWZjU222dsd6raTCev1HWEYcnW1Ti1qgio1hHFBNqG358ertyt96Rvv1JhWqNlt/ea9yFQulk2uFmqkDGWL8ofQFI+xXnNIG0JT/AcfntjVCGKn5r7ZoQRjaYM3VmosVyxcL2B2KMH5mRx/57FpTo9n+nqv30vxNoi9j+Nu2scNWqa3vQDbC/CCkD96aZEvvbZyaEYM9zL60S4sNd2BmjZai/RKxRpIhP4go6VO8P88P0/N8giCOw0tDoJTl0/qokvWFlzouKZ1ZSvvaK0KwBTT1IEAUwugLZZNlssWpYbDaNrAC8I273puJMlK1d42g3EQVYu9fsZOTW6GolCLsmAtYN6KvZRk//77jvH7T8/zjTcKoiHSUDk5mqRqiQ78F+dLPDqbb5d990M76iwBf/VCgeVIFq/FYfzow+MkdRXHC/jurQ38ICQV07qayjYaNjNDiZ7jYfPzThkqsiS1ZfriusqJ0Ttz5iB7APq59/8uWgcvLlf501eXKUmQjpy7JAlul0QWOmEoKLLgdxqqzMfOT7Jec7r1g0PIxFV8P+CVxUqXjF3D8Tg1liKf0LhSqEcNPQG6KrHR8InrCidGk6JJcDTV/twb63XG0vEDSWhspjRsNGyuFupULDd67hIgsVa3ycS1bcfVTg1+vSTuFjaaXFmr4wchWIKu9uJCmXNHBHVhUAWezftXQlP44ktLLFesfcnFXVyp8vpyFQkinnZ30+agaiyb31WvfSId0xhJGTvq9L4dd+JNA2J/7dd+jT/90z/lpZdeQtd1yuXyvb6kuxJ30z6u3zL9xZUqf/ryMqocMJWL7alM+maJfrUL+23agIOXSdtLtNQJMnGN5bIpCqcSdK7n6zWLWLSJDSV0jg4nWSg1D5Sn3TJeiGky37hU4HbJJGmojKQMpnMxig1nVyB6EFWLQT9jtya32aEEDdvj2HC3hFsrBs0uzo2kGErpzA4numg9G02HZ68XWa6YMA/fd2oY2wv3TTu6vl7nz19bYaPhMJ2Pb5njf++Jo9huQNl0u4w7DFVCS2jMl0zGvYDJTKzn53c+76uFGgDlpsvR4QQnx9IHAsb3Gi2r0i++tITjBZw/ksP1y6zVLOKagun6NB0fWYbpbJy1uoMih7y8UOZT7zvWtvitmi7/5q+usVb3qPjCCrtFRVqri6Y7Q5X51HuP8fJChVdul9vubuORgx5IPHdTZLotx0OWJFKGxuPH8m0N5f1EJ7XD9YN2c91ISqdYF25zfhjyxkoNXZEw3WDLuNqtwe+/2CRxt9FweHWpKqoYukpISBgKGsN3rhd5ZCrDZC62bSZ/p/fWWksXNppcX2/sa/29Wqjxpy8vU7c8cgkh+dU6pNVtj3fM5HpK2A2SfNpun5AkiWxC5/R4mvWaw3LVelsXdpt404BYx3H4iZ/4Cd7znvfwu7/7u/f6cr4no2tx9wNOjx+uEcP9EP1qF8Y1pcsStGa5d036ZS/RKpPpikwqptK0fUJAlSXhzBWGOF7ActliIhvn3JEcH3lojM99+9aB87RPjqX5px87yw88ONbO/An/if40hFufsd+qRb+fcaeha/smtwvLNeKawlRu6yYKg2cXF8sm19canBi9Q03YaNhcLzRwIyB9PXIwmhtNbdvE00/0U0X4wku30VWJfEKjFN17qxGqbnnk4hq6Ku+4+XYdjKOsp93iAm4yEzioHoB+oxNcyLLclupbrJj4fkhSlzGdgLW6QyauRcocTpfF74WlCgsbJn4QMNyhP9sSry/WbRY2mgwldf7B959godTks9+6wY31Buems5RNr6vJq2GFSLLEK7crXFiu8vVLBR6dyfesfvXrhNaidry6WKHSdLoUQjRZYrFiYSBRNR0urdT52CMTfPThO7z3fsbKywtl5kaTvL5UJakrXC3Ucb0AQ5GBEMsVjomm41FuupSbDrP5OEMpY8/Z991UPcRBwuLaWn3HOW57AUeHEqzVbVKGyLjrST1SkKiRjWucO5LrS41l0OuEe79PvBniTQNi//k//+cA/N7v/d69vZDv8bjfM4wHHf3wJaeyMf745SWurzXapbSRlIHjBXdFJm0v0XA8SqbgoY1nYhSqNnXbww9DpFA0jQQhOH7Ikch56zB52rIs8f5To7z3xEjPzbefTfkgqhb9fMbWhq6tTW6GIvPQdIa67Q/c5NErepV9W1mzbFxjKKGzWrXIRpa7T53Z+/voZ45fK9Txw5B3zua5ud7sUkUYy8Q4Npyg0ocoe+t5zwwlmBtN3pUegO0iCEIWSk1urDdY2GhSbNjtxrWhpM6psRQrVYtQBjcAPwjIJbR2CVxX5a61r24LznR6k+oGiOdoaIJyUrc9ZFni6HCSn37yaFsmcK1m07Q9UjFhglLv0FCuWz6lpsOri+Ut1a9BnNBa1I7LqzVubTTJJTRChJyT6QZMZeOcGksRhCGlpsvZ6QyGKni92/FdOyNlKLwwX+Zj5yZZKpu8slihUBPj1PF8yqZLGBIJ/Ctoimhimi+Z+KFYJ/cS26l6dMqXWY7P55+d5/XF6pZn07qvqVyM0bRO3fHYaDjtw5quytwqNnnX8f7VWAa5zlbc633izRBv6Sdj2za2bbf/Xa1W7+HVvDXibp8cD8JbfT/RT/fras1mqdLdPDC/0WCtZmN7AY/ObO1Y3gnE3I17TuoqStTINZqOoSvivVUt0WUehiGKLDGc0vm7757Z1fP7oK6vF4g8KHvSg4rNc2C7JrePPDTBX72xdiCZ687NLmWoXZJUkiRhez6pmMb5IzlWazZfvbjKybG9VUP6meNBCIokE9MUHu+49xbNpm57WG4wcFPZ3eoB2BxXCzV+/+l5nr6xQdl08P0Q0/VZq9k8dnSIoaROwlDJxlSShortBbh+yKMzObIJQX3YvPalIh1p2w1IGVsPMrYbkNAVUrHuUvTff98x/uC527y+VEWRwXYlkIQBzUTkmihJEg3b55GpGKs1u139ur5eH1i79+RYmo+dn+TiShU/CLdIKULIldU6C6Umv/vNG4ylYrtaOrfAYrFhUzVdIOTocJJ8XOfqah2JkJimIFseASFxTUaRJLwwwPEDJlMGmbi253HcK/nQki9rOh6+HzAznGAqG+/5bDrngCJLvGMm11YeadiecNAyFJ44PoQXhAPrP3de59xokudubuyq/vN29I63NIj99V//9XYG9+04mLibJ8f7AbwEkU3jB0+P8vzNEms1i9Wq2Kxn8nEKNdHsdW66Wz/y9LhKw/apmi6XV8WJvt9O1btxz61F/uJyDcfziesqR4cT2F6A6XjULZ+hlM7J0SRnJro7Yu8mT3uvgvqHGb3mQK8mtzMTGeZGds4uDlr2fW2pwnja6JKk6uzoz8Q1ZFnaVzWknzmei2uMpmMslJqcGkt10Wz2s/nezbHViquFGv/6q1d4eaGMLEmMpgzCMGR+Q2RlXT/gybkRdEVkC2VJwg9CJrKxrvvevPalDY3ZyBq1M4vXolyoqlhD0kb3Mz45lubHHp3icqHGRCaGFwS8drtCTL9jwqApwmnQDcJ29Wuh1Nyzdu+ZiQwPTWZQFQldVdqHkVJTAL+q6RLTFOaGU10mFJv5rtCtdaurMtm4xnDSYLlioSkSx0aTjKUMFEXiu7dKWI6P44e4vk8QisPAI9M58kl9z+N4c/JhImNwebVK1XRRZdGo1xq36djWZ7N5DgwlDfLH9PZhbb0mqCB/dXmNb15dJ6YqzI0mOT+T21UWrDOur9fZqDvMF5u8sVIjaaiMpgymcrGe/OO3Y2vcUxD73//3/z2/8Ru/sePvXLx4kQcffHBPn/8//A//A7/yK7/S/ne1WmVmZmZPn/V2iLhbRgz3A3jZDCgNRWY0bTCdj7NYMrm53uC15SpxTcH1wrb1KghQc2o8xfxGk9mhOOt1p69mobt1z7Is8V89NsMzNzZYqVpMZCR0VUaSIAhhKKWTT+icjvzr70XsR1D/MGOQOSDL0rbZxb2UfZcqJlfX6piuR9IwsD2/reTQ6ujfbzWk3/t76uzhcKT3E4NWMYIg5EuvrnB5tYauCsvn1v3O5BNcX69zu2Ty4nyJ958cJqkr3C6bjG5yZeq19k3n4jw6k8d2hYRYqem2lU1G0waqLPPO2XzP+ZWOCYpIQlewPQkvDNGUO93pLQ3llh6wUC1o7JnqNZ2Lc3IszWtLFU5l4+3D0bVCg6btoSpCjSWX0KIs5Fa+a8poObkJrdt8QqNQs8kndBKGwnjG4EqhgYyE6foM6cJJ8Ug+gRvJrNUsn6lcjCP5OGXT3ZG3ult00p9euV3mdskkpintprnOtXrzs+k1B1oH1WLd5kK07k9l4yQNlaVyky++tMR//u5tZoYSjKSMXZMPnev9o7M5lsoWa3Wbm8UGq1WLDz04xsefmH3LNEkfVtxTEPtP/sk/4VOf+tSOvzM3N7fnzzcMA8PoX7fy7dg97oYRw/0AXrYDlBdXanz9jTUmMzGGUzpxTSFpKO2udOFuI8ZcXFcwVJkfe+c0aUPrq1nobt7z6Yk0v/zhU3z6a1eE17oquF7ZhEZCU5kdTtzTLMD9yr8edA5sR5HYS9lXlJoXuFVsUqw7xDSly0EP9l8N6ff+7qaWdT+x26GgF8BdLJu8uljBD0LSMa1D1kto7yqyjON4XC3UaTgeE5kYE1HGW1PkHRvQOp9jsW5zJC9K034gzCqGU8a282tz5l2V5baO8mYt3XrUXArsmerV6517fshqzcL1Q2KaTEyVubXRJB8XDa7C0rnBf/nO6bY2qtBTtQkJubbeIAhCQuDp6xtth0MvEHq5i2WTMATb95ElCcsNyEQZ/udvlXflrfYTLYrKX19Z43e/eZ3jw6k2EN/p2Ww3B5q2x7M3NwB49/E8mbjGRsPmSqEeGZwITm82ru44l3ut9y31G9sTVtvDSb2ty/x2bB/3FMSOjo4yOjp6Ly/hezo8L+CFhRLFhjOQ4P5hb173GrxsByhThornBdQsl9GUTi7ayGRJZigpmi+urTXIJ0Q2pwUmWkLY9+M9f/jMODNDcf7T84tcW6sThAG5uM6p8fQ9ASKdcT937u5nDux2YLm8WucPnl/gxx4Vh5/OQ8/JsTT/748+CEhcWK5wclSURHfKCB7m/d1LHmtn7HYo+IEHx7i0XNsCcE9NpGi4Yvxoyh0Au1K9A94kFAxNIRfXGMvE+OFzk7yxUu/rvW9+jk1HAM5zR3I7jpNOELVStUnqCuWmQxiDhn0n8w603/fcSHJfVK/N17pWt6laLookUbU8liomADFNYToX5+xUJuLU37F0fmG+xEbdwfV9FFlmImp+dP2A1ZpFoW4RUxV+4MExRlI6azWbQtVuP9uRlMGN9UZfvNV+Q5Yljo8kSWiquB9ZasvetegBjiesgTdLZW2eA54foskSDx/LM5yKdVkmD6cMHF/IzoHEqbHUtsmHXuv9HUqSRkxTuLbWeMs0SB9mvGk4sfPz82xsbDA/P4/v+7z00ksAnDx5klTq7dMKDFZK+9rFVX7vWze5WRScL02ROTac5FPv68/69DA3r3sNXrYDlDVLdPQPJ3VKTReAfEJnrSayMKnIHrVmeaRj6kBg4l7cc2u8BCH89JOzhCCE9O8RENkc93vn7l7nwE4HllLTYa1m8fpShcurNYYSW8uSqirzk+86wme/5bFas5FlqWemFOiSfduP5FjNEqXwVEzt6k6HvfFYD7J5cbdDwYvzZT79tStMZuORrvUdgHt5tUYoFJ5w/RBdgY2Gi+uHxDXhTihJMmnjTtPc5dU6P/+BOZaj+bjb9e91nHSCqBcXhLbsWs1mMhfj9HgaTZG4Uqi33/eRfGLfVK/Oa/2bK2tcXq1Rtz0USdhQS0hYXsCN9QYV0+XkWKrL0vnZm0X+P194FduTmc7F29cQBMKBbKNhEwKFmsVw0mA2H2ckZSBJcHw4wcWVWt+81X7jaqHGl15bYaHUpNhwyMc1DE1BksByAzw/oOn4nBhLbVFD2PzuVioW/89zC0zlxHjfbJnc4io7frBj8uFe73FvpXjTgNh/9s/+GZ/73Ofa/3700UcB+MY3vsH3f//336Orun9iEH7d1y6u8ut/fomaJQBZawO8XKjx639+CaAvIHtYTRj3Grxst8C07DGzcY2K6eIGISfHUtRtIb+SMFRcX0jfrFQHo1bs5Z73AwR2Gi93++S/3X304qWFYdguud0uNXlwIkvNcvfcHbzfGHQOBEEYZbmE1Win/FZLNqtpeyiyxEQmTkJXemah+rGK/sxfXut6v3MjSd4xm2NkgMYTWRbKB9+4tHZgzYYH3by4kzUoQNPxWKvZPDqT22L/e3m1joQw+ahZLildmBnoUUXKdn1kWWIsY3Q1zQ0qPr/XtXKzlm6rubRquthusCUDfBBUr9bcK9YdPD8kCEIyiTvPMynLNB0Bqmfy8bahhSxLTGbjxDQVP7gDvpq2x/xGk4btEYSgKuLw33R8LqzUmBtNcmI0xWLJHIi32k90ZugfnEjzxmqNUsOhWraQJBhL621XNYDPfefmlmxv57tL6ipx7c463WmZDN1cZdgejN7rPe6tFG+aJ/R7v/d7b2vEbhOD8Os8L+D3vnWTmtXttJOOySR1hfmSyee+fZMPnhq9ZzZ3h908thv4226B0RUZVZYxHb+9UGXid3RCCzULyw0wXZ/zu5QLt7vnVxcrTGRC3CBsb8YAS2WL2eE4NVsANtPx+cqFbiDQb3fs/dA013ktOwGazk05rsnt5odK08ELYLFkcWml2lcjxb2O1r2+crvMtbUGS2WL8XSME2PCWrRVlkzFNGwvIK4pO3Kit8vw9ZJZWio3+eIrS/znF/pvPGld80GOlcMYeztZg6qyRM320FUJt8NaGQQwmsrFmN8ImBlKcGW1zprj4/k+sqRgecIAZDRpcHIs3VfT3GHI43Vq6T51ZnzHzz8oqtdi2eS1pQoJXQYUTDdAV4UMlh+KdVhGNIF2AnrTFW5fkiRUChRZYvn/396fR0d21ffe8PfMNU+SSrO6W1KPbnd7as9gGxtsQgA/eWISyGADixvGkEUmkguXXEgWJJCbcAmvY5I8hpswhEvCECZjPILBdntou+dutbpbak0lqeZTdeb9/nGqqqukqlJVqUqq6t6ftZJFW9KpXfvsc/Z3/8Z41q6XDPuwwMBuptLrk7Asa5hLKDiwJYjXbO/G//eMUXPc6lqUs9C7RA5Pn1oCYMA0CRJZAzvCHoyFPQi6xDWtvSv3pvyeoOfKyxXHKgOVxehGJUhfDnSMiKWUp96EoJemYzi3LKPLLRYEbB6WtbNzzy7JeGk6huu3dW3GV2pp8lgtVqBKLxivg0fQKWByWcZo98V2oiG3iOu2BPDqTAKj3R6885atGAq66hofyzLY1e/FT47N49ULcQg8k4un5QEGMEwCw7LwD49PQDMsLKbsXubbw56LIqWG7Nh610sra9auJWjuv3kLnAKP23b04NFj8zh4NgrFsENfWJaFi2dgWhaWZRXdHrEpIrxV37f4uw4EHEhkdcwlFCwks0iptls2mtHgljjIaulGWM0Klbea5cd8IZbBjw/Pl9zfqKzhdESGaREQQqCZtjdhrflqdrJhK5IX12oNuqXLBc2wE6JEbvWhPJ98+darBvHsmWX8bGIx17TChFPkMBR04srBQE1JcxtRHq8Wi24zQr1kzUCmUCJLRDyjI6ub0IntJvc4eLAMA5ZFiah0i3bL6G6PiDOLMs4uyZA1W8ByrN0R0CR2yIZT4OF18EgpBg7PJHH9aBd6PA7wHNO0Lncrw3YEjrNr80oumITAsAh29Hnhd9r3dy1rb7nSXQGngLlEFjzHwlVUJaSaGK2WODa5JMMt8dg35K/1dl3WUBHb4dSbELQsa9BNC06RK3s9p2gnKC3L2kYMv4SVAuL+m7YWrI3rqbGZp1YrUDURzfMsfA4BPGvHPhWL66GgC7914whGutx1f/eJSAqPn4jkrs0grRpQDQtTcgYmAbZ1uzAScsEpcHh2chnzSQWmZUE3XUhktZqzY+tZL6phtmxTriWO8VPfP45utwjFsHB+SQYYBteMBDCfVJHIxSYDtsVnPqni2pEAJhblhqs4tEqElPuu23u9SKsGUoqOpbQKzbCg6AZ0g4NLurgR5qlkhVo5ZtMimI5msavv4kaaL3nU5RbtxBNZQ0rVEXQJuJCrLTp6++r5anayYbOvV0tr0JlYBpphossjFg4FxeSF0e5+H+7a3YupqIwvPDaBc1EZe/t98LsultyqJkraybsBrD/Uyy3ycIk8AAY8Z1usNcOCSQg4hgEBkFYNuAS+RFRe9CjF4RRYOxnWtGBYBALHwLQAibctsVFZQ5/fDhfI6Ha8dTOtk+XCwrTcWIJu28MWz2jQzYsW+lqsvSut3SLPgmUYcCyD7WE3fE677fhaBpeV15mIpLGU1sCAgBDgP1+awSvTibb2LrUDVMR2OPUGiHe5RQic7RL3OlZbJrKaCYFjCwJho6gkIF5/RRhvEQbWVWMTqN8KVMktd9NoF3b2eQuZzs2ozFA8tqtHAgBQiPs8PpfETDwLkbM3hJRiQNZM9PscSKsGzkTSdkJWjdmxta6X43NJPHVqcdWmfHgmjlORFN50ZT929/satlRWT27S7ZJlioH+8W54HYKdgEOAM4tyzpJ4UVzkE+rSqtlwFYdWipBK35Vj7a5LsmZgOa1B4FhsCQm5Mm2lz185K1S5Mc/EMojKKk4uAG7JPhDFMho8ufJRhkkQSat48VwMHMeAEGAxNYv9w37cur20Ukyzk0+afb1aWoPOJxT4XWJOkNkUx1XPxLO4fmtXYR1v7fbgfXeM4eFnziGS1sDl6rBW8wK1Q0nAZjMYcOLKQT/OLspIZXV0eSRIgm34IIRgORcqsG9otajcN+zHwfPLmFyS4XMIyGgsTM2EYRJwOWslw9ihB3Iukcol8PBKQlM9cOXCwkSOBc+xOeFKwBXFrwK1W3tXWruXUioOTcUxuSTj3JJc856Qv84zZ5bw9eenwDDAaLcHbonf9KYunQIVsR1OvQHi1wwHsbXLjVORFNwiVxJSYFkWltIqtna54Rb4DUuWqUVA7CrqGtWI4GjEClTNLXfHznDT3M7lxuZzCkhmgaxuodsjIZbRC+VgDNOC4ODhYXgsJNVCS8pasmNXrpf8hp5vGQrYsbgvnIut2pR1kyCR1XH+QgIn5pLY0+8rxK3W+4KtJGjylkPDJHCJLASezWWIAz1eEQtJFbJqlByyBI6FnPvOAZdQd1Zvq0XIyu+a72iUyNpCQOBsy5RFCC7EMxjLeEpEbDkrVKUxB1wi/E4BacXAmcU0tna5CuslqxmYS2ShGbYnxm6faiKSVPG156fQ53eU3MdmJ580+3q1tAb1OQW8/fphnFpIr4qrllUDToHHWLeKyaV0zUlz9bxbAMAjcXjxfAwvnI/iui2hjhCyLMvgnr19ODGfwivTcSwkFfhdAgAGiYwOixDsHw7g7r19he9TbFhIZQ1kNQumaVcjyMfDeiTOXu8WgWFadkKsyOHKwYsH4maVbywXFuZ18Ai6RERSCkAIev3OgoW+XmtvibW7D7h5rLvhPeHV6QQIAfYPBS6JQ9BGQkVsh1NvgDjPs3jglq349I9OYCqWLalOsJBUANhukS8+NbEhbV4bidFsRHA0agWq5JZrZmWGqtUQTAt+l4BkVi8IzbwlQeBY6JZdHyjfzadcdux8wt5kZc2AS7Cz1I/OJaEZJiYXM4hmNBiWZbsJCbB/JIDFlFKyKRe3kgy4BJiW/fmNWgoqCZqUYiCW0SAJLCyCwvfgWRaGReCVeCSyOmTNhM9x8TvnLSqNZPW2ukZv8Xf1SDwmImkkshqymgnDIhB5DgJnt+ecSyh4+tQieBYYCLoqWqEqjdkj8XBLPJJKFvOJLPp9Dnu9GLZgUHQLQZf9rGiGBVW34BI5pBVj1XPTjOST4pCf4rXXDHfxWq1BNcN+fl63qxe3jHfja89N4YkTEbuMnMRja5cbAwEH5pIKHn7m3KrqD7XGlVZ6fqOyholIGsuyimRWx0NPncHBkVjHuIfHw178wV3b8bXnpvDs5DKW03aImd8p4qbREN5e1E1qpWHBI/kRz2hQDAscyxS8SHb3MoKsZtohNIYJnpUQzeiFg0SzyjdWCgvr90u4EMsAAPp8EkxCkFWNdedbrLUnVAp/2+y66J0OFbEdTiNJUPnyWfk6sdFc/KvIcxgIOLC73weXuDHujHof4EYf+HYuaVK1GkJOmOVFWt6SsJhS4JY4CCwLMKiYHTsXz+LcchZff34KHMvAwXMIuAT73s4kwDKA3yVABF+wsCwkFADAYNCev+K4ypBbBIEdSybwLLb7Kxf0rkYlgZQX7mSFlSSUs54EXLmYYcWwk96Awnf2SBwmFuW6s3qrHXAIIdBNa13tL1d2X4rJKjTDTipxCiyyugW3ZCfECByL2XgWh2dSUA0LDoEva4UqN+aorOJMREYso9k1OdOaXT6Ks93qSUWDUxTgknjMxhVkNDvu2ilySCs6XpqKlTw3602wLBfyE3AJ4FimKe7iaq1BCSE4HUmXrIWQS8RIl91SVOK5gvci/7sr13CtB9Vyz2/xoc9OjhLQ5ZY6zj08HvbiY2/agwuxDCaXZADAtm43hosSV8sZFgghCPucBYtnl1tEj0fC+WUZiYwOAkDkWewIuzEe9mIuUXqQaJaRoJJV/Q17enPvMb2q+79ZiZ6VWphfty1kH751EwO0ZmxDUBF7CdBIWZU7d/fitu09eGk6hsW0ip+dWkJc1rCjz7uh7ox6LaSNWlTbuaRJ1WoILgGTSxerITAMg/GwBylFx3xSxVDAtrTNJ5RV2bHLaRUHz8VKenxnNAOzcQXzCcUuks+zyORKhg0GnRjtdmM6lsFiSoOs6vA5xYJ1NB9XqRkXRXWjloJKAkkzTGQ0Ez4nX9KbfizsRkrVsZhS4ZZ4OAQu10HHgkPkcsXQZXR56rekVDpE5C1p621/WfxdJxbTuaQ9AxxrC1iBYxDKlRTyOQWohomwT8TbDoxgrMdTduNcOeZ8jdmsZsLvFGARYCGp4EI8W/gbQuykp5isQTMsgGHgkjh0uSUksgaWZA3H55Ml97DRkk2VQn7mEgo4lkG/z4F4Rl+Xu7gWkZ0vSXVmMY3DMwmMdrvhc5bGGzeaVJYXN07BLm93dNa2MNvf3z70BV0CYhkdYZ8DfX4H+oCOcw+zLIORLnfFhNVK3afyNbSTWR1JxcBNo10wLAISy8LvEnD1cAAjIdeqg8TWkLvmRhK1UMmymx97pc9pVqLnymdB0VmcnE/hubNR/PjoPIaDLsQyGpwCi+HQ6jmmNWOrQ2flEqERFwzPs7h+Wxemoxk8diyCgaBzw90Z9VpIG7WotrJs13qpWg2BZeF1COC5i9UQBI5B0CWCYxkE3RI0w1qVHZvMaqt6fAP2waTPR/DqhTj6/BL2DQZKatLacbUMFlMqJpdk7B8SSuJwV/ZtBxq3FJQTSCLHYixsd+ALui6KjZBbwv4hP54/GwPPsXDywLm0CtWwkNEtHJtNYmuXG/ddN1S3havcISJvSWtW+8v8d/3mwQuYiKSh6BZcIgO3xCPkEuAULxZLF3m77FOf31HxeSses1vkCjVmQ24RWc1ELBdr2OuVkFIM8ByD5bRddYRlAJfIwSnwCOXCiRTdwGLKxAvnorhrV+lzUO+7pZaQny6PhPtv2bruDnGV1tBwyInBgBPfenEaiykVS7KKM4t2l6ntvd5ViXP1rOGyFmbnRQuz3XRBhciziGV0OEWu5EB2qbmHKxkWQm4RVw0HcGohiQuxLE4upJDI6hgLu7Gn319yD/L7zEtTMfzNIyexlFaR1U1YhKDf78Cdu3txy1h3w+/nSpbdSvPfrETPlc9CLKPh8EwCWc20kxEVE1ndgG5aOHguBpfIocvjKPz9ZhtYOgEqYi8hGnXBbGYLvHotpOuxqDarEHgrqFgNYax8NYSbxrpw154wnAJfNjt2ZY/vYnSLQODtzHiGYdDtKd3QXTnXtkvk8MqFOKRcclVaybXjXLEpr8dSUE4gZTUTX/nluVWCflnWcWBrCL1+Cd9/dQ4sy8DvtDPRPQ4eBASPn4hgS5drXRa9Pp+EUwvJpre/HA978Sd370RS0fHYiQV0u0V4HReLuucPCH6XgIBTrDqfxWN+dSaBhVx4ST7jHgAG/U64JB6SwEHRTAwHnTizKMMtCRgMOHKtN20rmKya6A84sJhUy4qr/LvFMCy8NB3DkdkEutwirhkOFuL68vfPImTNkJ8zi2mwDFOSsNko5bpancm1GjVMWwQNBZ2YFRTMJRTImrmqAkSta3hNC7PfgfPLGSSzOvxOAeEVnaeAS889XM2wEHKL2NPvQ8Ap4tbt3XjsxAKu6PeDL1OzV9FNnFpIQdFNhL0SYrKGxbSKV6bjeOrkIu7YGcY7bhxp+Xu6mYmexVZqACWHzXz4S0azcEW/Hy9OxfD82RhuGe+CS+LbwsDSCVARS9nUeNF6LKR5F972Pg9OLaRwasEur1PJhVjOatSspIFWsK5qCCuyY1f2+C5G5FhIPAfVsKCZ1qqfZzW77aZHEnB+OYN4RkdK0QEAoz0e7BvyFzblZlgKyh2+Kh02dvR68IXHJ5DI6hgIOCDyHHTTQloxEM9oYBimYYGZ/8xXL8Sb3v4yD8+zeNct23B8Lon5pAKR5yDybOE7OAQOLoHH9l7vmvOZH/O/PXsepyNpAHbIAMsyGPA54Mq5tgWOhUwMhH1OTMWyUHKljQxi16NUDTu5a2evN5c0V15cPXZ8oRBHr5t204mwV8KWLhcApmCV9Dl5LKVVDFQYfytEXL497lOnFrGcVhHP6BBYFkEXh0RWh2pYdmH9rI6MZlduCLqCaxalL6YmC7NbxN1X9OJLT0+iyy2hr4yQv9Tcw2sZFuaTKvYPB3Dbjh68PBVHVjfhXSFiCSE4OZ+CYRJ0e+zOWXYZSDukajGl4ednlqAYJt5167aWCtlmJloVG4hSioFoxi4Bd7H5gu1hczt4HNgaxIn5NGYTCniWaRsDS7tzaTxFlHWx2fGitVhIV7rw8pnVU9EMJJ4t/P7OPm9JO1Y7gN6B67YGS+qatqsbb+XYLItgOpopiNcduaSH/M9WCttKPb6L8Tp4eCUec4oCYYXQI4Tg9EIaSUUHz7K4YVsXzNznHJ9NIirb5Yt8TqGlloJygr7f58DfPHISiykV/T5HoW6lxHMQ3SyisoaMZuD0QqohgZn/zKdPL+Jffj7ZtPaXK9nR58Xv37kd//ux01hM2W5nkWfhdwlwCTxGulw1z6f97GzDXFyBU+RACHB0NlFS2D9fvSHsk+B38FiW7ULsgF2rNuASsK3bB4fAQdGtsuLqseML+PSPTiCl6IWKJvGMhmNzSZyYT+GmsRB29fkLAnE6mkG3R9ywGL9igdnnc+DccgZep1B4N0RlDV6Oh1O0C9EvJBXEMnZt3lrXcC3i5syijF/dP4BrRkI4MptA34prdIJ7uN5kploNEUNBV8V9JpnrYNfnd2AhoZZYKwEg6BagaLaXodXxxM30TBYbiOxGCxYErvTZzFeTCQScUHQTbzswgj6/o60MLO0MFbGUtogXrWaFrOTCm41nIQlcofB+VjfwlV+cLwqg53ByPmkH0B+Zw44+L64eDnZMiZtqiQUAqiYdVDuYAHbIQI9Xwnwyl+CVu9+z8SySig6fU8COXk/RJiKi3y/h+bMxnJhPQ9HNipnzzWKloJ+OZgodcgS+1JKTb4WZUgzEq1gTa/nMsR5PU9tfluPO3b0YDjnxrRdmcGYxDYtYCDhFbO/11j2fw0EX9g0FCtUP8iXYJJ4piWG2re8EBHZpIYdoxzirhoXJxTRiGR03jXatEleGYeHLz5xDStExEnSCZVn773QCibc/69RCGrv7fPA6BOwb9GMuruDIbDL3DF+8V60SccUCUzUuxnADF9dGVrewu9+LubiC6VgG55Zl9HgcNa/hWsVNVjc3/X3aKI0mM9UaqlVpXiYW0+A5BkNBF04tpEqslUDOYkkMBF1iy+OJm+mZXFmZhGdtr4vEc6vyC9KqAYdgJ+a2q5GlHaEilgKgPeJFy1lIq7nwdvTaLryJSBqv2xnGQ09PFgXQ67kAegNhr4SUoheC6juhxE21xILj80kAgGmRqkkH1TbSkZALr9sVXhVru6XLDcMihazhYro8Dtwy3oXZhFI1c75VyJoBk1gF4STxpZ/LsywyqoqMZocWTC3LyDSQOFTpAEAIQTKrY2IxjT0DPvT7HGtcqTo7en346Bu9Ta2HOZ9U4BY5xDM6iIODrJpwinb2/JkFu7tbIJfkJ3AMBI6DwFmYTyrgWRZ37V4trl6ajuHcsowut1gQpJphIaubkAQOPEcQz9iWtMGgCyzLYu+gDy9PxfHqTAJjPZ66RVy91sBigUmIUSLk7e9qN8RwiTx293vhdwl4+/X1reF6xM1wyLUp79P1lIRabzJTLaFalfaZPQO2J4BjsMpaCVy0WHpz3flaGU/cTM9k6bOp5p5NDcQBu9lGrpoMgLa30LcrVMRSCrRjvGit8UkvTcdKAuiL65oyDAMwgKyauHJAwkJKbbsSNyuLwv/48HxZ4e4WOTxydAFggLv39BZERbmkg1oOJitjbVOKjn94YqKkTWcxLokHzzJVM+dbhUvgIHIsOIZBTNYQ9l4UVVnNQCSpIKEYIAA++b1jAAN0eyR0e6S6SuOU80wouomT8ynMJRTwHAOHwOGhpyfXbdVvRT3Ml3Nl8xZTdrLWjrAXUVnFxFIaAaeAPQM+LKU1u56saoBnWQwFnQi67DCBlSzLGnTTKvmZmeswxjEsWBbIWgQZ3Sz8vD/gxFJaw7YuT92ltBqxBpYKzIu1lMXc858PqRBYxo7RHArgtdt76nr++30OdHskHJtLYLzHTvQrPuCsFCEb/T5dT0moZiUz1bKeK4UKPfT0JJ4/twwud78k/mKb27zFMh8r2sp44mZ7JkufTSv3bKr2s9nrhcDZVS3a2ULfzlARSymh3eJFa3XhLctaaQC9rELg7SLSHMOA5xiYlgU9Z71spxI3Kzcf0yKYjmaxq8+zSrinVRMmIQCx/7fPedFVWy7poNKGMZdUcGI+uWpjnY5m2rIpxEQkhR8fnseFmIJISoFuEaRUHWGPBJ5jMBu3Y9ScuVhgWTPBgGCZAbo9Yl2lcSyLQOI53LazBy+cjWJyKY1TC3Yr3P6AAzt7fXAIjXcraxUlWfrzycLYX5yKIZnVkdVsq/RyWsNotwuq4UBGN+ESOPR4JUzlYq9X0uUWIeSabnhzXdI4hgHLMDAJgWkRcCwDl3BR5GY1E90eCe+6dSsYhqlZxDVqDSy2nm0Pewo1SqOyBrfEI63oCLhFzCfVhmoJ55/RyaU0ppYzmFyU0e93YEefF06BqyhuNup9Wm7eZFXH8+eWcXQugXdcP4Kbq5So2uiuUeXm5e69dkLuXFxBTNbQ45VgWLaAdYo8RrvdmE+qG2KtbLZnslwFjcWUgmRWh6pbNIFrHVARS2lranXhdbnFwu/lT7oMA1gEYBkGAs/AmbPktVOJm3Kbz0wsg6is4uQC4JaEklJAdjUBAoApW1mg3Hcr3jAmIik89PRkQ7G0m5WUUjxHtrAHYrkEs9mEAkIINJPA7xAQ8kgwTAu9PruaQFTWMJ9Uce1IABOL8prWpJUHCpFlkMgY6HZL2DfkL7G+tWNf8/y9Hg65sLXLhS8+cQZhr4XxHjcmImnwHIsLcTu22CVx4FgGPMvCLXIIusuX9bpmOIitXW6ciqTgFjmwrJ2I5hQ4pFW77FqXRyx4QYrXyVBRZ6e1WI81sJz1bO+gD6eKrOdBl4h9Q/WLheL1NxJyIeyVClb5xbSKHb1eXDMS3DQRUm7e8o06YrKKWFbH+SUZb7yyH/fs7Ss7xs0ss5hnPOzFu27dCofA4okTEVyIZQud7AYDDizLWsPWykbCLJptSS9+NqtV0KHUBxWxlE2h1pdKraLqmuEgDp6N4dnJZSykFNsdJXBw8gxMC0hlDRBix1ZlNbRFiZtKm3bAJcLvFJBWSksBAXZ5LKD4f5dSzVJaq5WrnZJSys2RWxIwEUkjmlYQSWvQDYLxsBvbw16cmE8VOosBgCcXQ5dWzTWtSeXmJ5JUMBPPwuvgYRKUrL/1WKia1c6y2vUfPRqBZli4ZiQIAIhlDMzEM8ioBrK6BZYFhgIuaKaJC/Gs3dNeXy1SeJ7FA7dsxad/dAJTsWyhOoEkMFiW7UYbO3o9sADIit7wOlmvNXCl9Uw1TIyEXLhuawjXbimtTlLr/Jdbf16HgG6PVIiPHu1x47+9ZhQ8v/p53AhWzltxy1uPQ0CvwEJWTRw8F8VcQilrzV5vMlOz1nO+ze3rdoXx02MRzCWysF9zTMPWyvzBdCKSQiyrgWNYjPV48OvXDWJHb/U6xa2ypLebx7OToSKWsmHkX3R5V+diSoVqWlVjt2qNT+J5Fq+/IoyfHJtHIqPDLdqZ2CYDaCaBS2Qh8SzOLKbhdwrYNxTY9AD6Spu218Gjyy1hJp5BNK0ipRiFjlseiQOXi/H1SKXxi9UspfVYudohyS9PuTkKuUUc2BpESjFwblnGsdkErhkOwgJKstKBiwk9mmkh4BIqWpMqzY/As3CKLAyTrDpQAI1ZqJrVzrIa5eZtrMeNycU0sroFp8BB1a3C3PR4JPgcAn56LILxHu8qAXLnbrsiRr5ObFS2y1NdMeDDSMiuE1utB30tVLIGEkKQUgxkdROxjFaoWVyOWqxn9cx/pWeUYRj4XSJ29HqxlNIwl1Q2TZSUJrWRVfkAFmGQ1UwMBpyIylpZa3Y9HpiVgjWrmSVlDde7nlmWwa3be0rqXjcqjPMH06nlDDKakWv5bOH4XBLPnV3G79+5vbC2KZ0JFbGUDSG/cbw8HcOphVShk87OPi8cAlc15q1WUeUU7LJRPMsgmtGQ0TXImlUQhRYhOL+cwYFtobYIoK+0aTMMg7GwGwlFw3IuAcclXRTuO/rs7zuRi8urxVJar5WrXZL8qs2RzylgKOjEqYUU0qqBgEtclZWeT+gRczGdlaxJleZH5FgIHAcGBPMJBeeXMwi5xUKL3npjhJvVznItys2bwLFwSRwYFtANC2quwkB/TsAIHFPV0nnn7l7ctr0HL03HsCxrFTt2NbpOiq2BHskul7aYVjEbz9rWY8OEZQHfeXkWIs9WnKdqVq5653+j3eyNWDSL540QIJbRSrwR+WdA4jn0+7my97hWY8HkUrrEqqloFhJZHV0eW9A3cz2v11qZP5hOLWcQy2hQdBMehwCfk4FuWJhLKvjfj53GcNBVeKdSOg8qYiktJ79xLKdVxGStpJPO4ZkErhoOYHvYUzXmrRZRJWsGRJ7FjaNdyGhmyQaoGmbOFcjjTVf2t0UAffV2jRJ29npxgqSQ1cxVVi4AdVlKG9mMK5U8W49gqffv13Jz8iwDv1NENKMVMuzzWekAClnNHonDxKJcMZ630vx4HTwcPIvz0Qx008LLUxZckp39PtbjxrKs1Rwj3Mx2lmtRbt400wLHMhgKOCFrJrKaiWu3BDEQcIJhGBiWtaYg43kW12/rWvXfh0Ouwr21Y2frXxt5a+CzZ5dhGBbmUwqW0xosQuAROQg8h7BPwvnlNL7w+EShPnStn9PI/G9kN8NiC3FWN2BZQL/fibv2hKsmZRVbUYMuocQbsbIWqUlI4R6vfBZHuz1VjQUASqyaKdWuCJLVLURlFSG3iG3dQkvWcyPMxLOYiKSQ0QwoemnzBEng0OeTsJhS8a2XpvHRe3ZvulGD0hhUxFJaSi2ddM4syrhui7hmzNtaJ/P8hpPVTficAnxOAaPdbqQU22Wq5Yqg7+5ff7/2ZrCWCy+rW3jTlQP41f39yJapd1qPpbQZm/F63eCN/H0tLS1vGg0hq1s5y7SEpKJjIakCIPA4ePT5JEwsylXjNCvNTyyjQ9ZM6KYFixC4JbtN7Gw8iwuxDPYPB2q26m9kBni5eRM5tlBsXTcsDAScBQELrE+QNSNEgmUZ7Or34tuHZpDK6iCEgAWByHNIqSYkC/A5BCQVA4dnkjgxl8Sefl8hjnutz2lk/jcq0bHYQuwUWMRkHYtpFYcuxPHUqQju2BXGO24YKfsdi62oF2IZENh1fBkGucx+DmM9bttzoBqQeA6LKRWPHYuUvV/vu31s1XsFAB588kyJVVPkWLAMA6/EI62aeO5sFD6HgC6P1JKKBvUiawZiWbuMXLFlOo/d8pnBmTaqVEOpHypiKS2llk46UVlDSjHgktbnmiu34eTdzoQQnI6kW5JZ36h1shYX3t17e7Gla3XrzvzfDwachc+eiWfXnSBXaW7W6wav9e/LzeVac/T2G0YAXLRMd7lFEAIwIOhyS6glKaTc/OTjCy1CEHQJYMCAECCjGXAILAgBwl4Jo92eqmsg/7MjswlEM1ohi38lzXRN59fWTDyDVy7EEXSJ8Eg8XAKLmYSCnlzt3Gp1TmulWSESlkVwYi6Ffp8DXonDmUXZvg8Agi4BpkVwbC4Jj8Qj4BSg6CZkzcTz55YxE8/iXbdW/5xGvRGtTnQsPuh3uUW8csFu0uJ1CAi6BCylVPz89BIU3Vr1HfNry7AI7tnbh0NTMSymNCwkFfidAsI+B8Z63Ai5pcI9HvA78KPD84hlar9f09HMKqtmVjdBAIi8XSs4oxo4NpfErePdYBhm06vAuEUeHMNCNSz4nKvvj25aEHkOFkFbVKqhNAYVsZSWUmsnHc20wKyzasBmtM9drwVqPUlU9Xz2euZmvW7wWv/eslAxQaSWOSq2TDsFDgxQc8eucvOjmxYiKQWmaSHgErF/KACBY6GZVq4yhN2p6hdnlvDKdGLN9sDRjIozERmprI49Az6E3FLJGFpRg9ch2Fa3iYU0wNj/DjgFBF0iBM4OIcioBiaXZLglHvuG/HVdv5khEvkD7/ZeDxTdRDSjwSMJEFgGAsdgOp5FRjEQcAhIKDqSWR0GIXad1rgCh8DiY2/a03RvRKsTHfPfu88n4cT8iiYtAAJuEVnNxEw8UzKX5Z7/0W437r95C546tQhZNTDa7YZLspuYzCUUBF0CCOy42Xru10qrJgAYpt3wQjMtCKxdNziWM0j4nMKm1ZTOkz+YHp9LQjfsajV58mEWfpeAgFOAW+TrMka0uroIpXaoiKW0lHo66cwlFOwd8IEQUrYQfy1sZGZ9syxQjSRRNfLZjc7Net3gtfz9S1MxnJxPQTOtit+nkptzOlekf72bycr5WUwrUDQTw10ubA97VolOw7JwZlHG156fAiFYsz1wv9+BVNbAhXgWqmHi6pFg4ZrNrsFbvD5u2NYF0yJIZFScj2bAsgy8EodoWkU0o2MprYEBASHAf740g1emEzUfwpoZIlF64LUTNQXO7tCk6iZ0wwIBsJhWYVoEPMci4BTBsnbd4MdPRLB30I89A76ya2E93ohWJjrmv7fH4lclZQG5gz4xEHSJhblUDbPs8390LolQUsT/e81QoaV0JKUWnvN9Q37850szdd+vYqumwFlYSmnI6iZU3UJGMyFydr1hAjv2erNqShfDsgx+/bpBPHd2GXNJBX0+CSLPQTctpBXbm+ISeWzv9SKrG3jwyTM1GQQ2oroIpXaoiKW0lHo66fAcg2VZw9//9PS6Xg4bkVnf7CSdejJxa/nsR47MQ9zPrrJEVpubStaF9WZor/X3DoHFdDSDHq+Ea0aCFefyvbd5SuaoFZtJ8fycWUzj689PYcDvLJQ4KyajGlhK20019g8FVrcHPrYAEODuKy62B94z4Idq2K0nj80lccO2Lih6cz0F5dbH2SUZL08nkMhoUE0LE7yM4ZALToFFj1fEaLcHbomv+xDWzOz9lQfekEtEJKVAdLMwCYFhEhimXZeWYwC3xMMhsIWwpPNLGfzD4xPY2eeBU+BXrYX1empaVdsz/72Tir6qRBxwsbqAzyFgWVaRUnQ8cWKx6vN/cj6F33vtKOZyc59/nk9FUg3dr/x7/NULcaQUAxYhkHgWXgeDlKJD0S0IPHLxuGbbtFHd0evD79+5Hf/7sdNYTKkQeQYiz8HvEuASeYyEXNjZ58VXfnG+JoPARlUXodQOFbGUllJrJ53BgAMLKRVzCaUpL4dWF5NerwVqPe6otT7bKbD4weF5vDqTAMcyq8RdubmpJgjXcsNmVAOGaZegKvdd1vr7xZSKjGZiwO+seS7r2Uzqnev8/AwGnDg6k8SR2UShpFYeQggml2QADEa73eXbA1uk8L/z7YFDbhFXjwRxbDaBSFLF8bkkgi6xqZ6Clevj7JKMn59egmqYuSYFLDTDwtlFGQwDvG5XuCDS6z2ENTN7f+WBdyzsRkrVczVpGeiWVYh1FngOIZeQK3NmYD6hwAKBYVno8TjAc0zZtdBONZBXfu/nzy2DZ5mScKvi6gIca4dbpRQdr87E4RI4pBSjZG0WPy/latc2er9YlsGvXTuA770yg2RGg9/Bg2UYENZOkGJgwrIIZMWAbqxuo7qZ7vc7d/diOOjCt16cxpnFNCwCBJwCtvd6cdfuXjx6rDZjBIANqy5CqR0qYiktZ61OOjv7vPivV2Yxm1A65uWwHgvUei2I1T47Kms4uZBGVFaxs9eDwaBrzcPAWoLw/pu2VnTDLqdVPH8uCoFl8O8Hp+EUVn+XWty4LpFDj7fUXV9pLuuxgufrWjYy12tZ7jwSD0Ls1sArybcEZkBWtQcOuUXcMBrC8bkk3nZgGHsH/E3d1IvXh2VZeHkqBtUw4XPwYFk7OU0zCXiWQLeAVy7EsbXLVbAW1xMG0Mzs/XLzfeWgHyfnU5iNZ8EyDEyQQitSp8iDEILltAZFtxB0ChA4BiYhCDrEiu+OdqmBvPJ7z8QzmEsoiMkaerwiDIsUqguMdrswn1TR73fgh6/O48iFBByiXcM45BIxFnYXQlOqvXvWc7/cooBt3W4YCwQZ3QRnEnAsA7fEQXAJ4FkGYZ8D77hxC67bEirMZzu433f0efHRN+5edc/rMUYA2LDqIpTaoSKWsiFU2zimoxlM5gr3d8rLoVGLRjPcUZU+O59Nn1YM+J0CAi4RHMtUPQzUIgh/enwBr78ivErMzcWzOHguBgDYuzWIgUB5wbyWGOzySHAIdmk0bw2tdGvdeJ45s4QfH5lf11xXs9xdOeTHt1+agazaYiGf8OV18IWWwARM2fbAim4h6JKwd8Df9DVdvD6SWR2JrA6nyBXuuUmI3biYZeDiWcQzdtLPYPDiOGoNA2h2MmWlA++1W4NwCRy+9dIMOIaxw1+IbflLKjocAgevUwCK5rvau6Md2n6utE4+cMtWOHgOT5yM4EIsC7dkN28Z8DuwLOvgWAaRlB1O4BC5nAgFIikFKVXHVcMBhNxSVet3rfcLWB1rLmsGgm4Rr9/Ti5MLKcRkDQSAg2cR8kjY2uVCIqvD5xRKBGy7uN/L3fN6jREb2fiCUhtUxFI2jEobx0Z3xWkGjVg0mhVHW+mzU4qBmKzapaU8ErxFsXWVNvRaBeGb9w+UiIv5RBbnlrNwChyu3xZEl8dR9btUE4N37Qnj0aORmueylvUyn8jiseOlc02InbwUdAm4EMvgkSMLGL19bet+pQMYADxxIoKfn14Cw9jikGdZhFwitnU7wbEMQOprD9wIK8VQv89RWB8MCEyLQGDz7mm7hqhDsBNcWMb+eUY3S65ZTxhAs1301eY7mTXw8zNLUDQTaWLANAkEnkWfX4KqWwj7Std9O747gMrWyd+8fgR37A7jseMLmEsodotpMNg74MdyWsVcUsG+QT80g2AxZYvOkFss1NsOOIU119Za9wtA2SSn/cN+OHgOTpHDrePdhfrb+YNbWjWg6FZhzWxkc49GqdcYsVGNLyi1Q2ebsulsZFecZtGIBaqZmdz7h/04OpfAKxfihTI6sYyGWFZHt0csFDcvptyGXs8BYlefr6akp0rfpZo1nmWYmueylvViWrCti7li/lFZxUTEztTWTQsM7Fjc/cN+3Lq9p/C3lWL3KsURR1IqsroJlmHgdwkACGbiGUzHMhjtccPrEOpqD1wvlcTQrn4vZhN2xyKGAXSTgIMtYAWOQY9XQkzWkchq4BjAtaL8UL0iu1YXfa2xkZUOvO+4cQSKYWImnkXQJYIFg0MXYkgrdoOT4tq3QHu+O2qxTv6PX72iZJ4sQvD5n55Gv98BlmVLEmQ9Dr5QY/vVmQSGgq6qa8uyCCSewx27e3BgWxAeiYfXIWAw4MTkUrri2GbiGQRctkjeHvaUPPfl1sxGNvdolHqNERvR+IJSH+3zZFMuWzaqK06zWcu6KPFcSamwZlici0VLWrGz4xdTGro9IpwCh263iJ293lXloIDyG3q9B4i8uJA1IxcPV/4VUum7VBIn9VjzalkvAwEn5hNZGCbBmcU0jswkkMzqsFOtbIvsclrDl56eRJ/fgfGwt67YvbyVybQIXru9G8fmUohlNBAQOHgWhGEw3uPBbxwYKdS+bXYS0Vpi6HW7wujzSphczCCpaHCLHNySgJBLuBhPKqtwiTw8EgfDstYlstdy0dc7v+XE7njYi3fduu3idXQTDoGDYRHsH/IjlGs3DLTnu6NW6+TKShwn5pMl746QW8RVwwFMRNKIZTTopgVFN7Gt243fvnFLxbVV7R4AaycuDfg5BF1ixcPmXbt7C/dtPqEgq5sYaGMPW73GiI2uQ05ZGypiKZtOue5CXgcPnmUwn1Tb+uVQzgKV1Uw8enT1RrEv545r1OK8UrQMBJyQVQOTS2m4JR6/cWAYhy8kcHQ2CUJITYeBRg8QzbKerxQr5coCrbzvtWw8u/q9eO7sMk4tpLAka5BVEzxrl2WSeB6aacEwTZxeSOFrz03hN68frrnMDnDRyuQUWEwuZZDVDIAALMPA7RCwJeRCLGPHoparb1vPWi4n6IC1BcfJ+RTed/s4evwO/P+emEBGM+GTeAg8i5SiY1nWEPY6cO1IAEnFxGJaa4uaymuJ3ZXP3FJKxQ8Pz2FZ1iDybFsLi0atk+Wet5BbxIGtQTuMKKMhq5l45y3bKnb4W+sevHFv35pji2V0/D/XDOLVXHOP4oPZzj5vSbMS0ySYjmXgFFgMh1aPqV2s5PUcoNuxusXlDhWxlLZhZXchv1PETaMhvL1Cz/B2odgCNRFJ4Su/rOSOyxZi1uq1OFey4PicAvYPBXA6ksbRmSTesKcPcwmlZktBo4k5zbCeVxMru/p8Vee82mays8+Lx44vwLAIFN2CopkACCzCIKuZYBnAtICASwDLAM9OLoNjmLpi92TNtoIvyxpU3YTHIcDrtMsjJbM6TkXs9reyZtRdA7jkQKQbePTo6h73+4b9NYmhuaSC3zwwgh6PhC8/cw7nlmVEMxoEjsXOXi/uv3kr7tgZbpuaysXu7D6fAx7L7ja1srVsyZz2AX1+R0cIi0a9MZWeN4Zh4HXwmE8q2D8cwHCw/Dqr5R48djxSk+W0xyutOphldWPVIVBWdZxdlnHwXAwukSvEzQPtZyWvp2JFu1W3uNyhIpay6ZTrLpRSdEQzGrK6tfYF2oRaNop+vwNBl1C3O6rRBKxaNvRGrAvVxO9sXIEksBjvtV/05V7wzchaLreZ9PsceOjpScQyOnb2evGz00vQzFwQAWMXzDcJgd8p2CEXDMFCUsXR2QR29ftqto45BQ5LaQ2yaqDXJxX+TuIZiG4RC0k113XqYqzpWvGgxaI+q5tIKjoWUyp8Dh5XDgYwIF2co6NzCaQVAwMVBMBKMXTn7l7ctr0HL03HsCxr6HKLuGY4CJ63M/nz38swLLxwPlr2dxql1rWbT7aLyhq63AJOzqcQzWgwLAscw1RtLdspwqLYouqR+FXJUSutk8VrZt+wHzPxxlzZtdyDmVgWYFCTd6X4EGFZBA8+eabMAVvE9VtDeOrUIp4/G8Mt411wSXzbWsnrOWy2Q3ULig0VsZSWstbGXUn4Bd0ihkOutshgrZVaNop4RsevXTOIV8q4495wRS9Guz1l26g2moBV64beiAgoJ35Vw4KqWzAsFt95eQY/5udXxT02M2t55WYyHc0U3PynIzJ4FmAAFN8OwyS2mBBYJLM6NMNCStVLBGeluc2Ty/UHk4uyXY39s/zHruUiLxb1ToFFVFZxaiGNjGbYMZ8mwZVDfoTcEjwSj1cuxHMiWofPKa769HKuWp5ncf22ropz+djxhYK1VjctCByLrV1uPHDLVty5u7fi361FrWt3ckku3LtXLiSQ1Ux4HDwEjoduWojJGp44EcHrdoVLkvHydIKwyFtUnz27DMOwEMvqMCwLPMsi6BTA8yxuGu3CYMBZds0EnELhPVKPxbmWe8CxQNjnqNtTVO291+WRcGBrECfm05hNKOBZpm2t5JTOhIpYSsuoJZGjEzJYa6XWzbq7jDsunxlcqX93owlY9dDI3xSL3+NzSfzg8Bx41sRAwAmXWL6NaT33PF+QvFZhLWsGsrqBmKwjqxkY8DuQVu02mRzDgGEYaKaFpGJANUwksrYwXUyqeHZyGXsGSpODgPKCMKOb6PZIWGZQyBAXOLbQl93j4NHllpDRzbWbSdy8BY8ejRQskK9csJPQAMDvEKCaFqaiGRiWhatHggi5JYx2u7GYUjG5JGP/kLDuZMjHji/g0z86gZSio8slgmUZZDQDx+eT+PQPjwNAw0K21rULAFndREy24ztDbrHIwm03w7gQy+Kx4xHcPNbd9ofacrAsg139Xnz70Iw9124RfqeArGZiclmGzyFgZ5+3YpWAuYSCoEvAr10ziG6vVLPFuZZ74BB43Lm7Fz8+Ml+XtXet915/wAlFN/G2AyPo8zva1kpO6UyoiKW0hFrdxZ1YI7YS9QjNlYJxPV2zNju+jGUZDAac+N6hWWiGhR293qrW1Vrv+fH5JL53aLauTj9ukYdlAYtpFV6HAJFj4HeKiBUqE9hW1GRWA8+x4FkGo90ecByDC/EsVCMvFG0hW2lu3aLdNarbI2I+oSKasUMLOJZF2OdAn08CwMAlcPivV+aqWp3/48UZRJIK+nwOnJxPIauZ8DoEJBUDPMeCYRkYpoVkVsfR2SR29XnBsQy63CLcRWEqjSY0GYaFLz9zDilFR49HRDxjIKubsIhtTZ5PKnjwyQnctr2nodCCWuOnt3W7YRGSu3f8qgOOYdndumbj2U091K6nhaplEZyYS6Hf50CPR0QsYzej4FkWo91u8CyLE3MpHJ9NVl0zr15I4L23jdX8ubXeg1vGutFfZ3xxrQJ5rMfT9oYISudBRSyl6azlLj61kMY3X5jGvVcPIq0YkDi2o2rEFlO8oTkFDqM9bhydTdYlNNfTNatd4svqsa7WsumphoUfvDIHzbTqipkdDDjR73fi0IU4gi7bQtnrc0A3LWR0E7ppgRCAAHCyDHr9Duwb9gMANMPEYlrFsbkEbtgWgqJbFee2WBRcuyWAtGoWYhs9EoeJRRlXDvpBUFurSpMQeB0CohnbqpuvdGASAo4BFJNA1kxEF1KYTyjgOQYekcev7h/AUkpbV0LTS9MxnFuW4ZE4RFJ2uSaRZ8ExLExCoJsGjs+l8L1XZ/Fr1wzVdM1iak0eHA660O934JVp+94VQ4jdgrXbI4FjsWmH2vW2UM0/J9t7PWVjYtOqgVdn4gABBoPOpnmn6kngrDe0qFNLJFIuDdpTGVA6mmqCJpbRsJhScHQ2gVMLKQSdIpbSGpZkDVcPBzrqBVgpZo1jmbqEZiuTtjaKldZVQkjJBu0UWaiGCVkzsCPsrbrpzeYsojxrYUdvfTGzLMvgrj1hPHUqgqWUioBbhCSwCPskLCQVaAyg52IQx8Ie7B30F2rqXj0SxLHZJCJJFcfnkgi6pIpzWywK8s0MAi7bLTyxKBfudVY3C/Oyck68Dh5OkYNF7MSllGLHRwocDwZ2UpisGWBhu9lhAMQiSILAIoAsmHj61CI+fOcOvEUcaDihaVnWoJkWTAvQTQtOgSvEEPMMA7fEIZbR8dTJCO69arChg9LK+On5RBamBQwEnLhzd7hwL+/c3YunTi5iMaUh6BZKQjScIo/BgAMAsymH2mYkIxY/JwzDrGoU4hQ5ZDQTBASuCt+xUe9UPQmc9SY50fqplM2CilhK06nkLo7KKg5Nx5FR7UL5fT4nXKKd5T2XUADEsT3s6YgXYKUNbS6hgGOZupIvWp20tREUW1d1kxSKsBumBZ5j4RY5BN1iIZSi2qYn5YrXDwQai5O+eawbd+wK4+enl5DVTMjEdvPv7vPBkUsaGgm5cOt4N1j2ons85JZww2gXjs8l8bYDw9g74K86t7WIguloBg6ew2w8Uwg7yCfyhFwi+vwSAk4RPV4JJxdS4BgGumlB4jmE3CIU3UA8a8f0sgA4lgHLsJB4Fi6BxasXEvjGwamyGfu10uUWwQKQVRMO8aKAzWNYgMCxiGX0dbnx8xa+Z84sFdqqzicV/OdLM3hlOoG79/bilrFu3LEzXNJals+FaIx2u7Esa5tyqG1WMmItXgiXyAFkdZWA/CHIfq5IxUTEarSqikO9jV82+31FuXSgIpbSdMq9qAkhOBORcxnHAlTDtvh4HQKuHgkAU3EAQEzWsJC06rIwridGrRFq2dC63CIeuHkrMrq55piambS10XORp5B1PbmMWEaDkqudykscZNXE2WUZGc2ErNrWo2qb3njYg+8cmmnYEsWyDN5xwwgU3cJMPIOgS4TPIYBjgcklGT6HiG3d7hIBm0fRTQRdIvYO+GsSa2uJgsGAEwGXgEePLUDkGHidQiHbfiGZxXQsg9fv6cWvXzuML//iHObiCmKyhh6vBJYFRJ4DoIMhAJNrf+tz8Ai5JTgEFgtJBc9NLuNCLIORCkXuy1G8TsJeCX1+B47NJeEUWQBMye/lk6zcIrduN/7kUho/PjKPqKxhsELy38rWsu3Q+KRZCai1uN73DQZACMHRuYthSVFZsw+Gsmq3lnaL+K9XZnHP3r66PTCtquJQT+OXWsMvmsVmvRcprYeKWErTKfeiTikGohkNbomDrBoI+xzwOuzlxzAMtvd6EJM1vP2GEficQs0vmlpj1Jr5EqtlQzuzKINhmDWL9gPNiylbb7zeemBZBq+/IoyfHJvHYlpFn0+CYVqYT6pIKwZYBliSVfzVD4/j42/agx19qzsv5e/LTDyLHx+Zr7mWZjns9qQXRfKyrELiOVy/tQtj3SrmkkrNXc1q+e5VRUEho2zFemMYIFeGazzswbtu3QqHwOKJExFciGXhlnj4HAKiGRU8z0DkOYS9DvicF9eI3yVgOa1hckmuWcSWWydhrwMnF9JIZg24JB4Cy0DPCVhJYLGzzwOnyK/LjV97y9WxktayUbl1ncRqpVkJqLW43vMtYOeSdtMSp8Di5ILdZpoBQbfHbi19dDaJuYRSUxjDRlFr45dawy+awWa+Fymth4pYStMp96LO6iayugHdYOGS7EzVYgFhbwIWfE6hJuEH1B6j1uyXWLMrKjQjpqwZ8XrA+sS+U+DR45XAswyiGQ3RtAaLEHgcArrdAiwCnImk8cUnJvChO8dXd17KUU8tzWpUEsn58kWtjt+zLIIXzkdxPprBnn4vElkD8ayOtGq7yHtzVQzybvrxsBcfe9MevG5XGD89FsFcIotlWQUDBh6HgLDXHmsp9Y2z0jrJaCbCXgkxWYeqm8gSO3ShyyNi/5AfhmUL7fW48euxZrZb84JmtVkGao9NfectW/Hjw/P44ZF5RGUVfqeALo+EsR43Qm4JhJC2raPdzFrQ66FZ70VK+0JFLKUlrHxRxzIaLAsI+ATs6a+tFmc1an1JWhaabg1o5oaWZz09uZu1YaxX7MuaAZFnccO2EJ49G4VhEoRcAiSBA8MwsAiBZphYltWq46m1lmYtm185kbwR/c/zc/nSVBRHZ5O5DmEidvd54ZL4glXZJATnluTCgYdlGdy6vQc3j3XnujOl8OkfHIdmWnAIpeEPhBAkMjr8Tjs8Yi2qrZMdvTxkzYDPocEhsHBLAoJOET4nh4WU1hRxX+/hr52aFzQ7A78WkT4e9uItV7E4PJvAzl4PArnQiuKWs3nhPx3LgGWYDRH8tRx026H+d7sIaUproSKW0jKKX9QpRcd3Xp7FVFQuWz6n3k2glpfk6YUU4hmt6S+xVpWUadT6VE9bT6bCRtcMi0Ve3C+mVWQ0E10eCVJRXVHdtMBzHPr9zqobWC21NE/Op3DHznDDm08rLX3Fc9nlluDPVaxYTKlIqyauGg4UstKzqlH2wJMXcIMBJ35+agmPHl/AsqzBW9RUIaXYCV83jYYwHFxbCKy1TraHPZiKZjDa7cFSWoVqmEgqaJq4b8Xhb6Oo5C3JqAYml2R4JB5XDvnrvuZaAi6jm+BYBoNBF7gya9MpcpiIpPHwM2eRzBotd5fXetDdiPrfa4npdhDSlNbTfm8LyiVF8Yta5NmmuXFreUmeXdKQVHRs6XI39SXWypIyjVifapmLiUga/9/PzyGp6Ks2n9FuT1MsFnlx/8vJJRimBcFx8fWSr/MZ9jnQ45VwflmuuIHVUkuzGZtPKyx9K60/AHAhJiGSsjstxTI6ziymEXQFAWDNAw/LMnjHjSOIpFWcWkghpVycM45lsH84gLffMFLxvhRv9PMJBVndxECVdSLxLO69egBeh9B0cb/y8AegcG+FXOLWvqH2LKcHrLbgT0TSWEqrABgQAnz7pRm8mquy0CzxuJbwn4tnMR3NgGGAsR5PS93l9Rx0W31gqUVMX0qNdCiVoSKWsmGs12VefOp2CtyaL0k2V6x9ZZZ7vlRNVjcRy2hIKfqGfpdms96N7p69fU2xWOTF/alICpOLMkTegFvii+p8chjrcUPRq29gtdTSrGfz2cjM5HLWn7GwGylVRyyjQ+RZLKVVTERSSCoGujwS7tpT3aI8HvbiD+7ajh8fnsfhmQQyugGXwGPfkB93V8lOX7nRmybBdCwDp8BiOLQ6/CAvLLwOoSWWqeLD38u5Unsp1W7/qxsEPV4J91031Nau3bwF/xdnlvC156fAMMBotxtuSWiJeKzm9bEsC0dmkxA4FvsG/YVqG61wl9frmq/FW7V3wA+LkLpLb9UqpjvZ8k+pHXr3KBtKI27ccqfu0R43Ak4Bcwml4ktyPOxBJKmUvMSisoozERnRjIasbsCygO+8PAuRZ+vedNol+WTNjW4mCYGvvNE9dnwBWd2oaqGrVTSOh734wB1j+FTa7iKlGSZ4jkPY58BYjxtBl4jTkXRV62MzN5+NzkwuZ/0JuSVcNRzAmYiM2UQGS2kNiayOgFOAQ+Dw6NEIWIapOp7xsBfvv6P2tVZuo5dVHWeXZRw8F4NL5NDlcRR+f6Mai4yHvXjdrjD+92OnsZhSIfIsHDyHbg8Pl8Dj8RMRbOlytX2yzSvTCRAC7B8KtDTWsprX58xiGrph4eqRwKpycZUOn40e6Op1za/lreJYBstpFZ//6em6nst6xDTtJHZ5QEUsZcOpxY2bf9ken0/iB6/MQTUsDAQunrqPzibBsUzV7lj/77WDePRopPASi2U0HJqOI6uZcEscdINFwCdgKirj4WfONWQ9aYfkkzU3OpPg6hF/xY1uJp4tW1w9T70Wix29Pnz8V/fgi09MYFlW0e93oscrQdFNnI6kEXKJuHLIj1ORVNmNtJHNp9zmnK9CsJGZyZUEeMgtgfQA88ksnAKH60aC2NrtRlY3ax5PrWut0kbvc4q4fmsIT51axPNnY7hlvAsuia85DKYZFu1CvLPfgauHA9AtUggTAdARyTYbHWtZyesz2u0BIcBAoPxnrDx8rudA14hrvtK4+/0ORFJ2mbt6n8sLsQxenYnDJXBIKUbFRLf83NNOYpc+VMRS2o78y3YiksLRuSTSioEtIRd6vCI4lik5dff7HQi5REwuyWVd+izDYDaRxamFNBZTCjKqAY9DgKza9TD39PsRdAkdsXlWo9KGsa3bveZGxzEMwj5HVat2vRaLHX1efOjO8cJ4zi/LhQ0MufjBShtpvTHHlSz10XTzk/rWopIAt5t9pCFrJsbDHozlxuTl2KaPp5rI6vJIOLA1iBPzacwmFPAsU1MYTLMs2vmxDQScZQ9MnZBssxmxluW8PoQQ/P1PT9d0+Fxv4maj3pGV43YJHL53aBZzCaXu53IiksK//XIKRy4k4BBZCByHkEvEWNhdaB29cu7bKeyL0hqoiKW0FcUvW4/EgQEQcAlYTKtIawauGg4g5JYKp+54RscDN2+tmHWff4l98+A0js4mwLEMVMPKubc9hVJfnbB5rkW5jc4iBJ9fY6NzCBzu2hPGj47MN9VisXI8SykVPzw8h1hGX3MjrXXzqbQ5HzwXxdRyBlePBDbEWpankgCPJFWcj2YQcIkYD3tLxtTs8awlsvoDTii6ibcdGEGf39FQaEKjFu1LIdlms2ItV1riLYvU5LHo9znw0NOTNR3oAJS1tlc7nCWzOiYW07hiwP6sauOejmYwuSTXbcXOr8ELsQwcIpcbAxBJKUipemFfKDf37RL2RWkNVMRS2oaVbtBlWYNpEficAjwSEJU1nFmUEXSJYBimsOFldLNqg4TxsBf3XjOIU5EU+nzOXLvb0pd+J2yetdDoRnfzWDf6/I6mWyzy47EsgseORRDL6DVbYNbafKrFxw0GnDg5n8JsXMFQ0LVqw2zl/S4nwBXdhNfB49qR4Koayc0eTy0iyyHYDUdqCeupNQYRKC+A6h1buyfbtEusZa0ei7mkUlP4wzNnlvDqdKKitb1cA5tT8ynM5Sz6DoHDQ09PVrXON3KIKV6D+wb90AyCxZT9/UJusbAv5HMkys19O4R9UVpD+74pKJcdK92gIseC51joJoHEs/A4eERlDSnFgC9X/L7WDc8rCQi5JLhErmM3z0aoxzXfSotFo3GE1TafateUeA5uicdiWi2sl2Jafb9XzmUyq+Prz00VGhbkK2TkS4cBpGnjaabIqvW+rSWAWjG2zaKVJfbqpRaPxYn55Nol+BZS+Jefn4VhWhjwO7Gtq3y8dv6zXp6O4dRCCoZJ0B9wYGevFw6BW9M638ghpngNsiyL8bAHadWwvXUOHi7JFr6vziQwFHTRONfLjEtrx6Z0NCtP6V4Hj6BLxGJKgegWIXAsZNXe+Ovd8C6FzbNR6okLa5XFohVu5GrX9Dp49HgknFuWoRomgIsb5kbd7+K5tCyCg2djODKbgGaYmFzMIJrRYFgWOMauM3rr9u6mjKeZIqvWGsRff34KhGDNcIN2EoDroZ1iLdc6fK4lHGdjGRyfT4NhAK+Dw1JaK8Sabg97Sqzt42Evtr7Wjb955AQU3cR4jwc+p1B4n64V19rIe3jlGgy5RVw1HMBExO4EqZsWFN3Etm43fvvGLTTO9TKDilhK27DyZcswTMmpW+RZMAwDzbDsLPc6Nrx23Tw3qobpZseFtcKNXO2aDMNgIODAQlLBTDwLh8Ct+36v517l19/x+SSeOrUElgH8LgEieCQyOixCEEmpmFxKN2UTbobIsiw73lHVLSwks+j3O1dZYzOqgaW0BoapXG7qkSPzEPezyOgm3CKP0W5P0+pFb2Zs42Y/U8VUO3xWE47LaRXPTkah6AaGgy64Jbv98HQsg2VZxYFtoVVekrmkgqW0hh293rLPXbX47kbew+We85BbxIGtQaQUA7GMhqxm4p23bMOWrrXbL1MuLaiIpbQN5V62F0/dKZxfzsDr4GGYVkMWj3ayngAbX8N0M+PCWmEJX+uaWd3CHbvCVatX1Eoz7tVotwdhjwSnyIEFkNFM8CyLwaATo91uLMtaUysmrEdkFVcImY5mcHzOKNRvzcf0EkIwuSSDAcFot6dsuIFTYPGDw/N4dcZOqiyet/fdPrbuetGtfF5qoRNiLau1zH3+XBQWgKBLBMsymMt1dbMIscXhqUXcMtYN1TALXpL1elXqfQ9Xes4ZhoHXwWM+qWD/cKCm1suUSw8qYiltQ6WXrcAx8DsFHNgWwpuu7Mfufl/DFo+VG7tTsCsgZHQT09FMyywpKy1IWc3EV365sTVMN5NGLDD5OUupOtKKAY/EF5K2WJap6ZrvuGEEo93rs5Y1Kzt/Jp5FPKvjlrEuAExJK12GYSDybNMrJjQislZ+3+u2BvHSVAyTSzKisoZrtgThFDjMJRS4JR6EAC6RQzKrl3ynWEbHyYU0orKKnb0eDAZdDa/xZlZIuBwpJxwNk0BgGVw15MepSBpzCQUWIRB5FhzDgmMZRGUNz51dxmiPp+AlaYZXpZ4DVrt60SjtARWxlLai0il931CgadbS/MY+EUnh+6/Mtdyys9KCJHEsltIawABXD7e24087UY8FJj9nL0/HMBXNIKuZcAocRrpcuHo4WLhHtV6zUVFYb7vNauQtWAOSE1yZ322HChnlvq/XIeDA1hAmFtI4H83gpfMx7On34cpBP/YN+fHlX5zDs5PLkDUThmmB51gEXQIymom0YsDvFBBwra7xXOu8NfMetDOtDpVYKRznEwr+/eA0tnW5cGwuBUU34XPwhc8UORaGaSKR1aEZFno9EqajGaRUHd0eEVPRLHb0Nu5VqeeA1W5eNEr7QEUspe3YiFizjbLslPuchaSdbetz2l3E8oW6gdbWMG02jWy6tdzb/JxNLWcQSSkwTQKvg4eqm7gQy0A1rJJ71I5VFcqxkeWlmt1eNOSWcGCbiKGQC1FZxdtvGMF1W0KYiKSxmFIxn1TQ73NAcPDQTYLZuIJEVoNL5DAYdBY6cgH1z9tGd8jaDDYqVCJf83UmngVgr5NISgXP2SWyFMPKWWIBzSQwLTv+VDctfO7Rk1hKa1AME5phYTGlQtYMbA97NsQy2k4xyJT2gYpYSlvSylizjbLsVPockefgEjnohlVS9zZPO1jk1mI9m261e5ufs+W0CsOyYFoEXR57fjySXWLNMC0sp0vjR1tZVSGrm/CYPJbSaon7H6jvXm1UhYxWtRdlGAZhn4SMdrFk2aPHFuBzCjAtC2nVgIfhIXAsJJ5BVjch8ixGu9dXp/dSaJBQjY0MlSheG1ndxHQsA1k1CpUl4hkNWd2CRgh000LILWJnn7fQKGZHr7cwPlW3kMzqmIpmIPHshlhGOyEGmbKxUBFLueyo17LTbKtWvv4ty6Ck7m2edq9Z28pNNz9nXgePc8sZeBxCSSKHJxdrORR0bYj1bSml4vyyjFMLKTAMwLNsSavLeu7VRsT2refeXKxGYCKSVNBX5vko/r75e7U97IFuunAmIiOa0SCrBizLtjxLPAeB4wCU1sbVDBMix9Y0b5dCg4RK1Hqg3hpyYy4n1Bu1QK5cGwOiE06BxS/PLCOR1SHwDPr8Dsi5MBCXyOG6LQGcmE/DMAnGezyF+fdIPMZ63DgdSaHHK+K3r98Kn0ugllHKhtN5Tz2Fsk7qsey0wqqVr38bSSpgGALNtAo/a/eata22YufnzOcQYJgWBEfpKypfK5hjGWQ0o6XWt4lICj88PAfDIjBMgh6vCMMihVaX+4f8WJb1uu5VK2P71nNvSqoRxLI4PpfClpAL472eQrjLyrV5KpIqrG+OZRDcKhZEqsAxOD6XxPnlDFTDRFQmhbqehmkho5kYC3uQ1cw1v9elXOO5lgP1S1Mx/M0jJ7GUVhsONai0NoZDbjgFFj8+GkEkqQEEEHgOwyEXxnrc4Bi7YkF/wFE4aEdltXBgyeoGpqJZeCURbzswRAUsZcOhIpZy2VGrZWcxpeLHR+YbtjhW+px8/duorCKl2PFlhmV1RLZtq+MT83NmWlZRt7aLn6ObFjiWhWk1r8NVOfKbfiyj4/qtIbxyIYF4RofHwSPgErCYUvH82RgObA3Vfa9aFdvX6L1ZVY1gSwgvno9ictkWKtduCcKRq0ZQvDbL1XUu9igMBpyIJFWcWkghpRgwTAJJYEEIgc9p37ev/PLcms/RpZydvtaBWtFNnFqwk66KXfmNVMaotDa6vU68dns3Dp6PIegWsa3bgx6vVPhsnmWws9cLhmEQlVUcmo4jq5nwOHi4JQnLaQ3H5hJ4+BmDVomgbDjsZg+AQtlo8paduYQCQkjhvxNCkMhoOLWQQrdHxKGpeMFy4XUIhezq7WEPormanpZF6v4cAAi6BIS9DoyFPTBMC+eWZMQztlWvnTeCi5tuefHoFLmSmpL10u9zoNsjYjaehVNgkVL0wtwRQpBWDARdAlKKgfGwp2XWt+JNv8sj4arhAHq8Dii6hXhWB58LCbnnyr6G7lU+tm9Xnw/DIVdTBFhK1RHNqMhoJpJZfdWaK3dvVlrovA4BPV4J12/rwmi3GynFwIvnY4jJ2qq1WW195+v03r6zBw6eQ0oxwDAEFgF6/U4c2BrC1cOBmp4j4KIF+4oBH2biWbx6IYGZeBZ7B9r7eVmL4oPASgghODmfKnHl599B4z1uXIhl8NVnpzC1LK85f2s9twO5WsV7B/0wLYLzy/b76IoBP3b0eWCYBIspBUdnk8hoJkJuERLPwbQIHDyLXq8D55dl/N8XLsAwrLKfQaG0AmqJpVx2lLPsZHUTp+ZTmEso4Fm7DWgso2FXn7dhi+NaFqSRLhfuv3kLnALfMdm2rYxPzLu0J5dkTMeyyGomCADNsArVCfLiscvTWutbuVaX+Q5BmmmBZexuRz1eaY0rbQwTkRS+89IMzkRknFvKwCFwCLpEjIc9heYEa/Wlz69zQgh4lsG2bjeCLgGKbhWqERTPdy0W0jt39yKe0TEQcELg2VWJcZWeo3Jx6Pbg7P8j9v9bJZ47jWqhEsmsvsqVD9hx9BORNCIpBRMLacwmstg3GKgaXlD83HokvrCO8/cjq5no9kh45y3bwDJMYd5l1cBf/eA4fj6xBJ5jEM/ocIv2GnIILKKyBkKAI7MJqIaF88sZEELwtgPDHXuwoHQWVMRSLkuKYxNfno7h1IJt8egPOLCz14uMZmJiMY2TCym4Jb6kDBZQe0b0pVbfcL3xiZWS5Ipd2iMhF8JeB07OJzEVzSCZ1aGbFvxOAcMhF64ZCa5r7mpJ1Csn1ovd5SlFh0Pg2yKZKD93y2kNYa+EeEaDg2exmFKQVg1cNRxA0CXU1Jc+L5Dysassy4ABEM/qZQ8Ma61vwyJQTQuDQVfNtXHLxaEHXAIiKRWmRTAYdMIl8shoBo7OJTGXVDrWGlvtIDCxmAbPMdjZ6ys8Z1FZy7nzbTHKgMAlcGuGF+Sf22cnl2FYFmIZvaSmL8+yuGmsC8PBi16BiUgK//rseQB2HL+smraFXTMxE89C5FiopgWPyMEp8vA47IPd0bkkvvDYBN60vx+7+xpvTEOh1MLmv4EplE1iPOzF1te68TePnICimxjv8cDntGP7klkdQacAWTHKlsGqx+J4KdU3XE98YqUkuTt3h/GfL83g/LKM8R5PrjMXg25PN67M6jgdSWFLlxu/df2WdWdA15qo1ynJRMXhADt6Pejxijg0HUdaNeCWOKQVA8fmEujxSOjySFX70usmuSiQHAIEh22Ji2d0/OCVOYx2u8sKpGrrezqaqctyX666gqwa+PnpJWR1E7ft6Clc51JpdlDpILBnwAeHwMEh2FF/hNjJcVnNQMgtQjMt8ByHgEuE11F9HliWwa5+L759aAYpRUeXW4TfJSCrmZhckuF1CNjZ5y38XfG6unokgFhGx9HZBJKKDgJA1e3GFj6nUKhioRomGIZBRjVwcFHGifkk9vT7MB72bmprYMqlDRWxlMuauaSCpbSGHb3ekk3W6+ARdEuYjWexnFZLymA1ImLWqo3aSQK3EetypdJPz04u479enbWthwKHpbRW4gb3u0Ts7PMhntHhcwnrKqdVT/mpViYTNfN+rwwHCLnt+N189rhJLESSKq7bEsJ91w1V7Et/eCaORFYvCCSGYUAIgWZY2NLlgmpYVYVipfVdz2GgUgY9ADAMwDIMJpfkwvjs/149tKddn62V4xrt9uB9Kw4C/T4HHnp6sjB3KcVALKPBk3tPpRUDYZ+j0EjCI/F48XwUL5wPrgr9sCyCE3Mp9Psd6HGLiGV1JLM6OJbFaLcbPMfi5HwKd+wMg2WZMutKtNslE2AxVy85klLgzd1TQgiiaQ2qYYFlGARcAkyLgOcY2hqY0lKoiKVc1lTKDs5XEEgqOpbTKmIZDS6p+RnRze7Us1Gbdj3W5UriRDcJYhkNiynFdhMHnDAJStzgIbfYlGL2jZSfakUoSLPvd7n1G3JLhXJXWd3EQlLBW68aKHv9vFg/FUnh/IUEAi4hF4ds1wp1ihzGwx4IHNtQ1Yl6DgPnl2W8eiEOp2gnguVjZzXTgkkI/C6hbF3lSuuj3FyPdrtx1UgA3V5p00RtPWugeO4knoVuWhB5BlHZhFPkMNbjRiyj4UxExpKsIpnV8dBTkzg4Eiu5XnFN33IxsWnVKLm/5dYVy7K4YtCHQ9NxxGQNpkVAGALVMJFSDKiGBUlg0eUWQWDnFIg8h+1+Z8dbyyntCxWxlMuaaolKIbeInb0enCBAVjdxbkluajxrs5sGbFTryjy1ds+plDw0EUlD0U2EvRJm4gqyugmvQ4DoFhGVNZxZTCPoCjalmH2j5aeaGQrSiiYR1cq42aExQNAllnXlF3/HN13Zj+OzSZgWQTyjgWNZhH0OjPXYTR0My2r4IFHLYWAiksK/PXseh2cTcAocBI4tWORFjgXPsgAIDMsqqasMlA/tKTfXs/EMvvfqLP7jpQsYDrnQ7ZFa+nyUo941UDx3r16IQ9Hturq9uXsDoFDySuRZ+J0CQm5h1fWKRenKUmjA6oNApXWVt/S/PBWzDxRZA8TBIOAUYBECfy4cSzNM8KydyHeptAamtCdUxFIua9Zyd2Z1C2+6sg9v3j+AjG42zXrT7KYBG9m6sl7KWXWKXaM8y4Dn7JCN/D3wOOwWs8msjoWUWjF0o1bL83palzaj1WWrmkQ0K3Z3d78PVwz4IHBs2SoC6z1IVDsM5NfuhVgGToGDW+LAMhcT0/YP+RFyiZiJ2z8XuYuVIct9x3JzHZU1nI7ItvWQ2A1G/M7VYq+VNLoG8nM3Hcvg4WfO4uySjH2DfjAMgxfOxZDVTARdAmIZHWGfA/1+ex6Kr1dvVZFq6yroEjEYcMEpcraltccDzbTw/LkoBI4tlMIrDnXo9NbAlPaFiljKZU0t7s679/ZhpMvd1M9tZtOAVnfRWm+IQrkNVDOtQkeufOUBkbNL9ngcPDiWgaLbGdpbutxlQzfqsTxvduvSRu/3WnO/1voNugTsG/LjVCRV9d4NBpwYD3txZDaB7X5Pw2K4GuUOA8Vrd9+gH7phd0QLuTmEchb5ySUZ27qdmI5lYNtgSdXmICvnujghqiuXEBXP6ACA7WHPhrm61/PMsyyDLV1u/PaNW/DwM+cwsSjDI/FYklWIPItYRodT5DHWc/HeFV+v3sPOWuuq2yvhbQeG8fiJCBZSKjwSb5fmUg1ohrVqLJ3cGpjS3tAVRbns2YwyWOuxDK6klV20mhGiUG4DFXP1XnXDQlo10O93YrTHjclcQpKiGzAt4IoBf9mEpHotz+uxWDYjzriR+13r3FdavwN+BwiA/3xpZs17t1ldsYrXLsuyGAu77aYNucOMS+KxkFQgcAz2DwcQ9kiIZ3VEUmrFZ3TlXBdb/RmGKbQu1kxrQ13dzXjmi+/1S1NRJLM6/E4hF/pxsSbwyus1cn9reS9u6XIV2hUDQDyjY0uXC+Nhb2Es7VTNg3LpQUUshYKNL4PVTMtgMwVxMc0KUSi/gbJwixwuxLPo8YiF2MvQVhHJrI6JxTT2DPjwx2/YCZ4vbSzYiOW5UZHWrDjjeu93I7GTxet3MaXiR4fnEcvUfu/a4TC3srqCbppQdAuj3R781o0jGO1e+xldOdfFVn/gYuvifFjCRrm6m/XM5+/1C+eDeOipSYTcAvr9zlUH2JXXa+T+rvVeLP758bkkfnB4DqpuQuCYjmmlTelsqIilUHI0I/axVppZh7QVrvJmhyis3EBVw0TQLcKwCHxOAQLHFja9hZSKLV1uvO264VUCFlhfklY9m3gz44ybUWpqrbnPr1/LInjsWASxTP33rh0Oc8XVFWIZDVndxDtv2VoI6cl/x5l4tmyYRPFcu0UOqm7CtAhkxYDHwa+K19woV3cta2DvgB8WITgxn6w69yzL4LotIRwcieHIbGLVzyu9Qxq5v2u9F/M/Hw65MNrjvmQau1A6g44QsefOncOnPvUpPP7445ifn8fAwAB++7d/G//9v/93iKK49gUolDajme7bSpsjIaRg1bxiwI9+n6Pm8bUiRKHcBprVTDx6rL5Nbz2W51o38WaL+Hru93Q0s665X++9a4fDHMMw8Dp4zCcV7B8KYCh4cTxrWcfzc318PolHji7AsKxCCILIMej22pn9+XjZjXJ1r7UGOJbBclrF5396uiarf6PvkFbe30upsQulM+gIEXvixAlYloWHHnoI4+PjOHLkCN7znvdAlmV87nOf2+zhUSgN0Sz3bbnNLKubODWfwlxCAc8ycAgcHnp6smY3eLFQJISsqiu5UijWGjdabgMdD9e36a3X8lzLJj4Tz2IikoJH4rAsa6uy9T0ShxfPx/DC+eiqwvKVqPV+rzc8pJnhJa2uO1yvEKvbOs7Ygtgj8UhYOnSLQDctmBZBStE33NVdaQ30+x2IpFTMJZW6rP7t2NZ6Iw9BFEpHiNh77rkH99xzT+Hfo6OjOHnyJB588EEqYikdTbMsF8Wb2cvTMZxaSMEwCfoDDuzs9cJRQ3/1YvJCcTaewVzCbvZwsde6iH6/VBCK640brXfT24iWsMfnkzgym4BpEegmgcCxCHslhH0OLKZULBcKy59ZVVi+GrXc7/WK9GaFl2xU3eFahVit1vGtIdulbVoEd+/pRVo1oZkWMqqBuUQWU9EsXjwfw55+X01ir9lCfuUacAkcvndoFnMJpSGrP7V+Ui5nOkLEliORSCAUClX9HVVVoapq4d/JZLLVw6JQ6qZZlovxsBdbX+vG3zxyAopuYrzHkyt4n7ce1u4GHww4EXAKePT4AkSehdch5Mph2SWQLsQyeMOeXmQ1E1/55cbWp211Jv1EJIVvPDeF+YQChmHA5a6znFZxfC4Fv5OHx8HD7xTQ5ZYaSnSrdr/XK9KbIfI3uu5wLUKs1jCJl6ZjJRUPfM5cXLVHysVuZhGVdbz9hpE1reitEvLFa2A6msHkkryu0B1q/aRcrqzOmugAJiYm8IUvfAG/93u/V/X3Pv3pT8Pv9xf+b3h4eINGSKFsDnNJBUtpDTt6vfC7xJJNceWGuCb5PyUEAMn/I/dvwALBI0fmcCGWQdAlgBCAZWwL0vawB1FZw0+OLsCySLmr14RlEUxHMzgxn8R0NFO4Vt56t3fAj3hGx7klGfGMjisH/esSWJZF8LVnp3A6kobAsWAAOHLF/1XDsl31ugFVN9HlkdDndzTtu+bJi/SQW8TpSBopRYdhWUgpOk5H0muK9Eb/Pj/Xx2YT+ObBC1hOq9ge9sDrEMCxTFPva6VxD4dc2NXnw3DItWp8F8MkLtpe8nHfS2kVhkmg6CaWZW3V7+VhGAZhnwMOgYXPKawpYB9+5hyOzNrteEe7PQi47AYJDz9zrlBWar2U+17FOEUOqmFWDP+o9IzU+zsUSieyqZbYj370o/jrv/7rqr9z/Phx7Nq1q/DvmZkZ3HPPPbjvvvvwnve8p+rf/tmf/Rk+8pGPFP6dTCapkKVc0jQrHnImnkU8o+PA1iDmEyqiGQ2yaoBjWfT6nejzSTi1kEYkocACMBPLFkINxsN2vcr11t9cywrWCjfqdCyDZ89GwTIMBgMOLKRUKIYFjmVAQMAwQDxrIOASC8lBANb9XVfSaKxj3vVtWAT37O3DK9NxTC7KNVViyH9WNKPhTCSNsFdCj9dRUnt0M1uIrgyTiMpqoRSXYVkgBJB4FlnNXHc4RasbiFT7XvWMtxZL8Ua3o6ZQNpJNFbF/+Id/iAceeKDq74yOjhb+9+zsLO644w7cfPPN+NKXvrTm9SVJgiRJ6x0mhdIxNCseMi+GR7s9GAq6ViV2LaZVnFmUoRsmhoIuiDwL3SSFVqFXDQfgc/IN19+s1Z3dbDfq2SUZ8ayGHo8Eh8Chj2EQlXWkVR2WBbAMAQGDoZATIffFd0srao3WK9LLiZXRbjd+7ZpBdHulin+/cq5FnsW5pTTiGR2HpuO4ajhQsYj+RlIcJqEZJl65kEBWM+Fx8OBZDospDRxLcPBsFAGngLmE0nA4RSsbiFT7XvWMt5ZnBEDbtqOmUJrBporYnp4e9PT01PS7MzMzuOOOO3Dttdfi4YcfBst2ZCQEhdIUKiWbNCvpaaUY9jkvCmJCCE7Np2BZBH6HAIYBWIaBxDMQc61CzyymsbPX01D9zY20gpWDIQDJhU84RR4DAoeUymMungUDQLcIvFJpab9W1RqtVaRXEjRH55KYSyp45y1by16n3FwTAjgEHhJvtxE9s5hG0BXc9Bai+TCJmXgWz5+NQjVM9HglGBZBPKPD5xSwf8iPZVmDU+QQdAkNx0y3qoFIMcXP8P5hP2bimZrHW8sz8siReRBg054jCmUj6IjErpmZGdx+++3YsmULPve5z2FxcbHws76+vk0cGYWy8azlHmxG0lM1MZzM2qWJhoNOiDyLxZQK0c2CYRi7nJGDRzStYpJjcMO2rrqrBGykFWwlo91u+F0CkhkdDh9X+E5eiUdM4BDLaHCJPALO0rjMZlREaDQLvljQjPe4kVZNRGUVqm6CZ4ET80l88+A0/uTuXauaR5Sba6+DR8glIpJS4JZ4RGUNKcWAzylsegvR8bAXb7yyD4em4zAJQTyrg2fZkrarIs8intHxa9cM4pXpREOlp1rRQKSYcs9wwCWg38chntHXHG8tz8irFxIAYz/LG/0cUSgbRUeI2EcffRQTExOYmJjA0NBQyc8IoQHqlMuHWt3s+XjKiUgKZ5d0sAwwFvbg168ZXkerWFsMTyymwbMMdvZ5wbEM0qpR6HUvcCysnLgYDXsaqhKwEVawSgwFXbhxtAuPHlvAclqF1ynAMAmW0yoSWR2GSaAaJg7PJLCr3weHwDWtIkKjcYt5QeMUWLxwPo75ZBbRtAZFN0EAcCyD0wtpxDI6fu+20ZLrlZtrhmEwFnYjpepIKzpMAmR1AwyDtmgh2uOVsKXLiR6PAyYhq2r45tdHt1fC+24fa+hg0MoybpWe4bmEgqBLxP9zzSB6qoR/ALU9Ixndfj6qJYxtRlgIhdJMOkLEPvDAA2vGzlIolzr1uNnHw15YVxAksjqSigGTWFhMqnj02AJYFjXXNC2XXHTFgB8OgYND4OB1CCW97mXVgEWALreId1w/0lC8XautYNVgWQbvuGEEkZSKU/MpLKdVxDM6TEIg8Rx6vA54JA7zSRVL8hJ29HpxzUhwXYXl11vOStYMLKVVLMsaUlkdCcVA1rByPyWwLEAjJn52ehFZ3cQf3LW9cL1Kcx1yS7hqOIBjs0lEUioWkgqCLqktWoi6RR5OgQfPMQg6VndsLF4fjcZMt6qMWy3P8OELCbz3trF1N/xwCTzAYFOeIwplo6Crl0LpEOpxs6uGia/84jyisoYtXS64RL6hhI7i5KKUoiOtGnBJHL738iymolns6OVLet2rhomZeBbXb+3CzWPdDX3PvBXs8EwcfT4C3bpobQPQcnf2eNiLP7hrO350eB7fOzQLkTfhdwro9TkwHvYi6BIK7XzHejz4b68ZXeWmrwXLIrgQy+DffjmFC7EM9g36C7H+9cQtOgUOS2nNtppaFlTDBAsCnmMAhoVuWGAYBgILHJ1J4N9+OYV33boVQ0FXVYtj0CWix+vAtVuDuPfqQXgloS2K6G9EswugNd2wmhUqU8sc7BvygwA4Opts6TxRKJsJFbEUSodQq5s9peh44sRi0xI6WJaBaph44sRiwd2tGRYWUypkzcD2sAdOkQPDALGMjqGgC3fvbdzdzLIMdvV78ZNj83j1QgIiz9oNFyQeLpHHSJer5e7s8bAXb7mKxZGZBK4QfQi6xBKXtd8lYkevF4u5VqErBcda8a358IFXZ+I4ciEBh8hBM0ihPBmwWtQMBpxlr2lflcC0LMiaCRA7hIBhmIvVfQmBYhBksyp+dGQOc8ks9g0GcPfe3qoWxy6PiLddV1sIykbR6mYXxTS7jFs9oTLV1lAtc3D3XjtfZC6htHyeKJTNgopYCqVDqNXNns5llDcrMaqSu1vVLSSzOqaiGUg827Se7RORFB4/EYHPKYDPxdyqhok5xUCPV8LrdoU3RFRldRMcx2Ao6Cp07SqmUkzhWvGt+flcTmt2gwgWEDgWkaLyZHkhm/+M4/NJfO/QbNlrGhZBt0eCapiIyjosQsCBgUUA07Jr25oEdr1bBhB5Bq4VbYibbXFsNa2wklaimWXcan2Gl1IqHjsWqRojXescdNq9pVDqgYpYCqVDqNWN6nHwTUuMqhbDd/VIAKcWUtjS5cZbrxqA17F+d3Px5109HACAQo1agWUwn1Rxcj6FO3aGW25BaiQ2d6341vtv2opHjy1gKpqBYViIpFTEMjrSqgmXwEE3rZKSVlnNhGpY+MErc9BMq+w179nbh26PBKfA2jVtFQOGScCyAM8xMC0AhEDkGFiEgchzCOQsy3mr/HtvG8P7mtw4otW0otlFq6nlGe73O/DDw3OIZfQ1Y6RrmYNOnCcKpVaoiKVQOoRa3agSzzUtMWqtGL6BgBOLKRVeh9AUa1W5zyuuUcuyzIaVBao39rKWpJ1vvTSNM5E0FlMKDJPA6+ChGALSioGMZoBlGcwlskgpXngdPGbjWaiGBZ61sKO3/DVfnU5gtNuNI7MJ7Ai7cWJeBoEFB88BuRAPkWNgWgQsw6DX6yiERqy0yjc6p42WB1sveStp/vNPRVJN//xmfrc1n2GXCBD7ntUaClSLpbjZTUEolHaBilgKpYOoxYVoWaRpiS8bXe5qM8trraTe2Mtak3bOLspgGaDLI4FhGHS5JegmgW5a0A0LiYyOqKxiPqlAEjgYFsFAoPI1zyym8WvXDGIuqUBWTQTdAqKyhqxuglgEIATIhRf0eCWMhd25pgYEhkly3dfSddWlLRZ1Wc3Eo8c2r61pK9uqtuLa1Z7hK4f8+PZLM5tSI5lC6USoiKVQOoy13IOVxFdGNTC5JMMt8dg35K/psza63NVmltcqRz2xlzXV7tRMZHQTXW6xpK5pn8+RayqgI6ubiGV03DjahfGwB985NLNmrc9ur1QYpzTNYiKSRkzWYDAELMtA4jmMdLlw5aAfIbeEqKziTETGQkpBVjfx9eemcHQmuaY4Wynq8gl+PqeA7WHPhrc1XW95ss26dqVn+FQk1TaHOAqlE6AilkLpQNZyD64UXxORNJbSGhgQEAL850szeGU6saZo2ahyRpvxebW6iWuNKaypdqfIwSVyUHULHomUCNl+XgLDABYhuGtPGLftCIMBahb1wyHXxXJoqo5kVoesGvjh4XkspdVCCa+orOLQdBwZ1YBhASNBFwYCjjXF2UpR5xQceHZyGfNJBaZlQTftBLiNamvayvbEzbj2Wuur3DPcboc4CqXdoU8ChXKJkhdfz5xZwtefnwLDAKPdHril2mvGbmQ5o438vHrdxLXEFNYiwMfDHjAALsSyJV3OdNMqhADwLIPHT0RwaMqOdQ24BMwllJpEfblxbuly4+FnzmFiUUafT8LphTSSWR08x8Ln5LG91wufU4TXIVQUZ+VEXTKrQ9ZM9PscuYoYMoIusdCqt9Wu71a2J17vtRsNQ9joQyOF0unUX6GbQqF0FK9OJ0AIsH8oAJ9TKFjLtoc9iMoafnJ0AZZVuX1z3qq7d8CPeEbHuSUZ8YyOKwf9LXEXt/rz8hbFI7MJBFwCRrs9CLgEHJlN2GIvkmrounkBHnKLOB1JI6XoMCwLKUXH6UgaIbeIX79mGNeMhBD2OtDjlaDoFmIZDYmsDlU3QYgd/zoccMEiBAfPR7GQVOzWsRWuuZaoL57P2YSC6VgGPMei1+coKee1UpwVU07UaaYFw7Qg8Cw8Dj4XDnHRze0UOaiG2TLX98XwjcqhFo1+/nquvZ71VcsaorVdKZSLUEsshXIJ0yxr1UaX6an382oNDWilCzo/7rViaFkWmE1ksZxWMRR0gmUYHJ1NQFYNBF0iLAIcPB+DYVrgWQZzAK4c8GFbnxeTi3JDtT7z8/n06UX8888nMdplC6uVa6JSzGW5eF+RY8FzLHSTQOBYyKpdCi1Pq13frXS9N3rtZqyvjayBS6F0OlTEUiiXMM3M9t/oMj21fl49rtt6RH2lDllrsZYAXylSljIqElkD3V4JukGQVgx4HAIEBw/dJIjJGl6aiuMtVw/irVcNNnyIYFkGYz0ehD0O8Byz6vsDlcVZOVHndfAIukQsphS4JQ4cy0LkbOfeRri+W+l6b/TanXpopFA6FSpiKZRLmEs9UaTeDPJaRX21Dlm1WMJqSbzLi5Qjswl84/nzUHQLy7qGUFHlAoln0OMVcSGWxRMnInjNr/asS8g0Ks7K/R3DMBgPe5BSdMwnbauyU+SQUvQNaWvayvjpRq/dyYdGCqUToTGxFMolTF58zCUUEFIa91qcbNSJiSIrXbdex9rxvsWivhzFHbLqjWm0LILpaAYn5pOYjmaqxhkDF0XK3gE/HDyPpbQGj2O1i9+wCNwSj7mEsipWtV4ajbms9HcCxyDoEtHncyDoEnF+ubXx0itpZfx0I9euZX118qGRQmk36JNEoVzCbHR1gY2kEdftWpbIWjpklYtpXE9R/MGAE/1+Jw5diCPoKrWWE2KHF/R4JXAMg5SiYzqaWZeLea2Yy9FuT9nPqPR3N4114a49YTgFflNc3610vdd7bVpdgELZWKiIpVAucS7VRJFGXLdrifpaOmStFMbrLYrPsgzu2hPGU6ciWEqpCLjFQtmttGLAKXIY8DuQVAx85+VZLKXVdXePqiTOJpfSePDJMxXFeLvGaray/Ww9bv1L+dBIobQjVMRSKJcB7So+1kOj8b7VRH2tHbLywrhZ1Q5uHuvGHbvC+PnpJWQ1EzIxwLEswj4HRrtdOB/N2rVdWQYDAWdTuketFGflxLis6nj+3DKOziXwjutHcPNYd9vGaray/Ww9XKqHRgqlHaEilkK5TGhX8dEo63HdVhL1M/EsfnxkvmZh3KxsdJZl8I4bRqDoFmbiGQRdInwOARwLzCVUJLM6fA4BO3q9TS8LBpQX41FZy7WvVRHL6ji/JOONV/bjnr196xZitZZEq5VWtohthEvx0EihtCNUxFIolI5kva7bcqK+XmHczGz08bAX77r1ogVvWVYh8RxGupwwLAsjIVfTO1PlWSnGo7KGQ9NxZDW73FevwEJWTRw8F8VcQlmXKGy2xbTVtX8b5VI7NFIo7QgVsRQKpWNptuu2XmHc7BJm5Sx4KVXHPzw+UTXEYT5hi9BGrX7FYpwQgolIGlnNKJT7sgiDrGZiMOAsVH1oRBS2wmLayvazFAqlvaEilkKhdDTNdt3WI4xbkY2+0oI3Hc1UFcpz8SzOLWfx9eenwLFMQ5bNYjFOCBDLlJb70k0LHMtC4jn0+7mGRGGrLKbNtIZTKJTOgopYCoXS8TTbdVurMN6IbPRqQnk5reLguRicAocBvxNuiW/Isln8GUGXAMO0IDjs7SFf5ivsc8Dr4GES0pAobJXF9FJv6EGhUCpDmx1QKBRKGfLCeFefD8Mh15q97ltRcD8/jnKNBpJZDc+fiwIArt8WhM+5drOHWj5jJp4FAaAZFlTDRFTW4BQ5jPW4wTBMw6LwosW0cliEaph1i+NLuaEHhUKpDj2aUigUyjqpZrltRiZ+uRAHwyQQWAZ7twbR5XGU/H4jls38Z/z48DwWU/NYSCrwOwWEfQ6M9bgRckvrKtjfKosprc1KoVy+UBFLoVAoTaBcSEMzM/FXCuX5hIJ/PziNgUB5gdpILOh42Iv33+HB/pEAvv78FGTVwGi3Gy6JR0rR1yUKW9nNitZmpVAuT6iIpVAolBbQikz8YqHsFnk4hdZYNl+zvQf9fkdBFEZS6rpFYastprQ2K4Vy+UFFLIVCoTSZjahd2krLJtAaUdhqiymtzUqhXF5QEUuhUChNZiNql25ELGgrRCG1mFIolGZBRSyFQqE0mY2qXdqpsaDUYkqhUJoBFbEUCoXSZDaydim1bFIolMsVKmIpFAqlybQ6XnUl1LJJoVAuR2izAwqFQmkylRoUpBQdpyNpWruUQqFQmgAVsRQKhdICWt3Ji0KhUC53aDgBhUKhtAgar0qhUCitg4pYCoVCaSE0XpVCoVBaAw0noFAoFAqFQqF0HFTEUigUCoVCoVA6DipiKRQKhUKhUCgdBxWxFAqFQqFQKJSOg4pYCoVCoVAoFErHQUUshUKhUCgUCqXjoCKWQqFQKBQKhdJxUBFLoVAoFAqFQuk4qIilUCgUCoVCoXQcVMRSKBQKhUKhUDoOKmIpFAqFQqFQKB0HFbEUCoVCoVAolI6DilgKhUKhUCgUSsfBb/YANhJCCAAgmUxu8kgoFAqFQqFQKOXI67S8bqvEZSViU6kUAGB4eHiTR0KhUCgUCoVCqUYqlYLf76/4c4asJXMvISzLwuzsLLxeLxiG2ezhtJxkMonh4WFMT0/D5/Nt9nA6GjqXzYPOZXOh89k86Fw2FzqfzeNym0tCCFKpFAYGBsCylSNfLytLLMuyGBoa2uxhbDg+n++yWPQbAZ3L5kHnsrnQ+WwedC6bC53P5nE5zWU1C2wemthFoVAoFAqFQuk4qIilUCgUCoVCoXQcVMRewkiShE984hOQJGmzh9Lx0LlsHnQumwudz+ZB57K50PlsHnQuy3NZJXZRKBQKhUKhUC4NqCWWQqFQKBQKhdJxUBFLoVAoFAqFQuk4qIilUCgUCoVCoXQcVMRSKBQKhUKhUDoOKmIvE97ylrdgZGQEDocD/f39+J3f+R3Mzs5u9rA6jnPnzuHd7343tm3bBqfTibGxMXziE5+ApmmbPbSO5a/+6q9w8803w+VyIRAIbPZwOoovfvGL2Lp1KxwOB2644QY8//zzmz2kjuTpp5/Gm9/8ZgwMDIBhGHznO9/Z7CF1LJ/+9Kdx4MABeL1ehMNh3HvvvTh58uRmD6tjefDBB7Fv375Ck4ObbroJP/rRjzZ7WG0DFbGXCXfccQe++c1v4uTJk/iP//gPnDlzBr/+67++2cPqOE6cOAHLsvDQQw/h6NGj+Lu/+zv84z/+I/78z/98s4fWsWiahvvuuw/ve9/7NnsoHcW///u/4yMf+Qg+8YlP4KWXXsL+/ftx9913IxKJbPbQOg5ZlrF//3588Ytf3OyhdDxPPfUUPvCBD+DZZ5/Fo48+Cl3X8YY3vAGyLG/20DqSoaEhfOYzn8GLL76IF154Aa973evw1re+FUePHt3sobUFtMTWZcr3vvc93HvvvVBVFYIgbPZwOprPfvazePDBBzE5ObnZQ+lovvzlL+MP/uAPEI/HN3soHcENN9yAAwcO4B/+4R8AAJZlYXh4GB/60Ifw0Y9+dJNH17kwDINvf/vbuPfeezd7KJcEi4uLCIfDeOqpp/Da1752s4dzSRAKhfDZz34W7373uzd7KJsOtcRehkSjUXz1q1/FzTffTAVsE0gkEgiFQps9DMplhKZpePHFF3HXXXcV/hvLsrjrrrvwy1/+chNHRqGUkkgkAIC+I5uAaZr4xje+AVmWcdNNN232cNoCKmIvI/70T/8UbrcbXV1dmJqawne/+93NHlLHMzExgS984Qv4vd/7vc0eCuUyYmlpCaZpore3t+S/9/b2Yn5+fpNGRaGUYlkW/uAP/gC33HIL9u7du9nD6VgOHz4Mj8cDSZLw3ve+F9/+9rexZ8+ezR5WW0BFbAfz0Y9+FAzDVP2/EydOFH7/j//4j/Hyyy/jJz/5CTiOw+/+7u+CRpPY1DuXADAzM4N77rkH9913H97znvds0sjbk0bmk0KhXFp84AMfwJEjR/CNb3xjs4fS0ezcuROHDh3Cc889h/e97324//77cezYsc0eVltAY2I7mMXFRSwvL1f9ndHRUYiiuOq/X7hwAcPDw/jFL35B3RKofy5nZ2dx++2348Ybb8SXv/xlsCw9DxbTyNqkMbG1o2kaXC4XvvWtb5XEbt5///2Ix+PUy7IOaExsc/jgBz+I7373u3j66aexbdu2zR7OJcVdd92FsbExPPTQQ5s9lE2H3+wBUBqnp6cHPT09Df2tZVkAAFVVmzmkjqWeuZyZmcEdd9yBa6+9Fg8//DAVsGVYz9qkrI0oirj22mvx2GOPFcSWZVl47LHH8MEPfnBzB0e5rCGE4EMf+hC+/e1v48knn6QCtgVYlkX37hxUxF4GPPfcczh48CBuvfVWBINBnDlzBh//+McxNjZGrbB1MjMzg9tvvx1btmzB5z73OSwuLhZ+1tfXt4kj61ympqYQjUYxNTUF0zRx6NAhAMD4+Dg8Hs/mDq6N+chHPoL7778f1113Ha6//nr8/d//PWRZxjvf+c7NHlrHkU6nMTExUfj32bNncejQIYRCIYyMjGziyDqPD3zgA/ja176G7373u/B6vYUYbb/fD6fTucmj6zz+7M/+DG984xsxMjKCVCqFr33ta3jyySfxyCOPbPbQ2gNCueR59dVXyR133EFCoRCRJIls3bqVvPe97yUXLlzY7KF1HA8//DABUPb/KI1x//33l53PJ554YrOH1vZ84QtfICMjI0QURXL99deTZ599drOH1JE88cQTZdfg/fffv9lD6zgqvR8ffvjhzR5aR/Kud72LbNmyhYiiSHp6esidd95JfvKTn2z2sNoGGhNLoVAoFAqFQuk4aDAfhUKhUCgUCqXjoCKWQqFQKBQKhdJxUBFLoVAoFAqFQuk4qIilUCgUCoVCoXQcVMRSKBQKhUKhUDoOKmIpFAqFQqFQKB0HFbEUCoVCoVAolI6DilgKhUKhUCgUSsdBRSyFQul4tm7dir//+79v2vUeeOAB3HvvvU27HgA8+eSTYBgG8Xi8qdelUCiUyxUqYikUStvwwAMPgGEYMAwDURQxPj6OT37ykzAMo+rfHTx4EP/tv/23po3j85//PL785S837Xr18PLLL+O+++5Db28vHA4Htm/fjve85z04derUpoynXan14PKlL30Jt99+O3w+Hz1EUCiXGFTEUiiUtuKee+7B3NwcTp8+jT/8wz/EX/zFX+Czn/1s2d/VNA0A0NPTA5fL1bQx+P1+BAKBpl2vVr7//e/jxhtvhKqq+OpXv4rjx4/j3/7t3+D3+/Hxj398w8dzKZDJZHDPPffgz//8zzd7KBQKpdkQCoVCaRPuv/9+8ta3vrXkv73+9a8nN954Y8nP//Iv/5L09/eTrVu3EkII2bJlC/m7v/u7wt8AIP/0T/9E7r33XuJ0Osn4+Dj57ne/W3LdI0eOkDe96U3E6/USj8dDbr31VjIxMVF2HLfddhv5wAc+QD7wgQ8Qn89Hurq6yMc+9jFiWVbhd/7P//k/5NprryUej4f09vaSt7/97WRhYaHw8yeeeIIAILFYrOx3l2WZdHd3k3vvvbfsz4v/7sknnyQHDhwgoiiSvr4+8qd/+qdE1/WS8X7wgx8kH/7wh0kgECDhcJh86UtfIul0mjzwwAPE4/GQsbEx8sMf/nDV+L7//e+TK6+8kkiSRG644QZy+PDhknF861vfInv27CGiKJItW7aQz33ucyU/37JlC/mrv/or8s53vpN4PB4yPDxMHnrooZLfmZqaIvfddx/x+/0kGAySt7zlLeTs2bOFn+fn/7Of/Szp6+sjoVCIvP/97yeaphW+H4CS/1uLteafQqF0HtQSS6FQ2hqn01mwuALAY489hpMnT+LRRx/F97///Yp/9z//5//E2972Nrz66qv4lV/5FfzWb/0WotEoAGBmZgavfe1rIUkSHn/8cbz44ot417veVTVs4Stf+Qp4nsfzzz+Pz3/+8/hf/+t/4Z//+Z8LP9d1HZ/61Kfwyiuv4Dvf+Q7OnTuHBx54oObv+cgjj2BpaQl/8id/UvbnecvwzMwMfuVXfgUHDhzAK6+8ggcffBD/8i//gr/8y79cNd7u7m48//zz+NCHPoT3ve99uO+++3DzzTfjpZdewhve8Ab8zu/8DjKZTMnf/fEf/zH+9m//FgcPHkRPTw/e/OY3Q9d1AMCLL76It73tbfjN3/xNHD58GH/xF3+Bj3/846tCL/72b/8W1113HV5++WW8//3vx/ve9z6cPHmyME933303vF4vfvazn+GZZ56Bx+PBPffcU3Kfn3jiCZw5cwZPPPEEvvKVr+DLX/5y4XP+8z//E0NDQ/jkJz+Jubk5zM3N1TzPFArlEmKzVTSFQqHkKbaAWpZFHn30USJJEvmjP/qjws97e3uJqqolf1fOEvuxj32s8O90Ok0AkB/96EeEEEL+7M/+jGzbtq1g2as2DkJsy9/u3btLLK9/+qd/Snbv3l3xuxw8eJAAIKlUihCytiXwr//6rwkAEo1GK16TEEL+/M//nOzcubNkLF/84heJx+MhpmkWxnvrrbcWfm4YBnG73eR3fud3Cv9tbm6OACC//OUvS8b3jW98o/A7y8vLxOl0kn//938nhBDyjne8g7z+9a8vGc8f//Efkz179hT+vWXLFvLbv/3bhX9blkXC4TB58MEHCSGE/Ou//uuq8auqSpxOJ3nkkUcIIfb8b9myhRiGUfid++67j/zGb/xGyecU3/O1oJZYCuXSg1piKRRKW/H9738fHo8HDocDb3zjG/Ebv/Eb+Iu/+IvCz6+88kqIorjmdfbt21f43263Gz6fD5FIBABw6NAhvOY1r4EgCDWP68YbbwTDMIV/33TTTTh9+jRM0wRgWynf/OY3Y2RkBF6vF7fddhsAYGpqqqbrE0Jq+r3jx4/jpptuKhnLLbfcgnQ6jQsXLhT+W/H35zgOXV1duPLKKwv/rbe3FwAKc1L8vfKEQiHs3LkTx48fL3z2LbfcUvL7t9xyS8k8rPxshmHQ19dX+JxXXnkFExMT8Hq98Hg88Hg8CIVCUBQFZ86cKfzdFVdcAY7jCv/u7+9fNVYKhXJ5w2/2ACgUCqWYO+64Aw8++CBEUcTAwAB4vvQ15Xa7a7rOSoHKMAwsywJghyg0E1mWcffdd+Puu+/GV7/6VfT09GBqagp33313iYu8Gjt27AAAnDhxokRINkq571/83/IiOD8nzaTa3KfTaVx77bX46le/uurvenp6aroGhUKhALQ6AYVCaTPcbjfGx8cxMjKySsA2i3379uFnP/tZIdazFp577rmSfz/77LPYvn07OI7DiRMnsLy8jM985jN4zWteg127dtVtNXzDG96A7u5u/M3f/E3Zn+dLQ+3evRu//OUvSyy3zzzzDLxeL4aGhur6zHI8++yzhf8di8Vw6tQp7N69u/DZzzzzTMnvP/PMM9ixY0eJ1bQa11xzDU6fPo1wOIzx8fGS//P7/TWPUxTFEusvhUK5/KAilkKhXHZ88IMfRDKZxG/+5m/ihRdewOnTp/Gv//qvheSjckxNTeEjH/kITp48ia9//ev4whe+gA9/+MMAgJGREYiiiC984QuYnJzE9773PXzqU5+qa0xutxv//M//jB/84Ad4y1vegp/+9Kc4d+4cXnjhBfzJn/wJ3vve9wIA3v/+92N6ehof+tCHcOLECXz3u9/FJz7xCXzkIx8By67/lf7JT34Sjz32GI4cOYIHHngA3d3dhcYPf/iHf4jHHnsMn/rUp3Dq1Cl85StfwT/8wz/gj/7oj2q+/m/91m+hu7sbb33rW/Gzn/0MZ8+exZNPPonf//3fLwmHWIutW7fi6aefxszMDJaWlir+3vz8PA4dOoSJiQkAwOHDh3Ho0KFCkh+FQulcqIilUCiXHV1dXXj88ceRTqdx22234dprr8U//dM/VY2R/d3f/V1ks1lcf/31+MAHPoAPf/jDhQYLPT09+PKXv4z/+3//L/bs2YPPfOYz+NznPlf3uN761rfiF7/4BQRBwDve8Q7s2rULb3/725FIJArVBwYHB/HDH/4Qzz//PPbv34/3vve9ePe7342PfexjjU3GCj7zmc/gwx/+MK699lrMz8/jv/7rvwoxyNdccw2++c1v4hvf+Ab27t2L//E//gc++clP1lWFweVy4emnn8bIyAh+7dd+Dbt378a73/1uKIoCn89X83U++clP4ty5cxgbGysJQ1jJP/7jP+Lqq6/Ge97zHgDAa1/7Wlx99dX43ve+V/NnUSiU9oQhtWYTUCgUymXK7bffjquuuqqprW3bjSeffBJ33HEHYrHYpjR6oFAolHqhllgKhUKhUCgUSsdBRSyFQqFQKBQKpeOg4QQUCoVCoVAolI6DWmIpFAqFQqFQKB0HFbEUCoVCoVAolI6DilgKhUKhUCgUSsdBRSyFQqFQKBQKpeOgIpZCoVAoFAqF0nFQEUuhUCgUCoVC6TioiKVQKBQKhUKhdBxUxFIoFAqFQqFQOo7/PyZNCpeyaqhUAAAAAElFTkSuQmCC",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pca = PCA(n_components=2)\n",
"X_reduced_sklearn = pca.fit_transform(X_standardized_3D) # PCA on standardized features!\n",
"\n",
"plt.figure(figsize=(8, 6))\n",
"plt.scatter(X_reduced_sklearn[:, 0], X_reduced_sklearn[:, 1], alpha=0.5)\n",
"plt.xlabel(\"Principal Component 1\")\n",
"plt.ylabel(\"Principal Component 2\")\n",
"plt.title(\"PCA Reduced Data (2D) - Using Scikit-Learn\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "a294b6d2",
"metadata": {},
"source": [
"As you can see, both implementations result in the same graph."
]
},
{
"cell_type": "markdown",
"id": "cb631928",
"metadata": {},
"source": [
"## A real-world dataset\n",
"\n",
"### Example 2: The Iris Dataset\n",
"\n",
"In this example, we perform dimensionality reduction on the Iris dataset. We can perform dimensionality reduction by using the 2 principal components that explain most of the dataset variance."
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "84781c44",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Explained variance by each component: [0.72962445 0.22850762]\n",
"Total explained variance: 0.9581320720000165\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"PCA Components (Feature Loadings):\n",
" sepal length (cm) sepal width (cm) petal length (cm) petal width (cm)\n",
"PC1 0.521066 -0.269347 0.580413 0.564857\n",
"PC2 0.377418 0.923296 0.024492 0.066942\n",
"Reconstructed Data (approximation of the original):\n",
" sepal length (cm) sepal width (cm) petal length (cm) petal width (cm)\n",
"0 -0.998889 1.053198 -1.302707 -1.247098\n",
"1 -1.338748 -0.061923 -1.224328 -1.220572\n",
"2 -1.360961 0.321117 -1.380603 -1.358338\n",
"3 -1.423598 0.067762 -1.349224 -1.338813\n",
"4 -1.001138 1.240918 -1.371254 -1.306618\n"
]
},
{
"data": {
"image/png": 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BwQGXL18GUDSO8vfff0f//v1LHetd3Obr1q1D165dUadOHb32DQkJgUajKfVj+Yd5enrq9f44ODhg5MiROHbsGJKSkgAU9dyoVCr8+OOPuu22bNmCtLQ0o74IWNzLe+LECZN+U3vkyJF6H0MHBwdDCIGXX35Zb7vg4GBcu3YNhYWFess7duyIdu3a6W43aNAAAwcOxJYtW6DRaCCEwIYNG9C/f38IIfTaOiwsDBkZGSWe51GjRpX76Uqxv//+GwqFApMnT9Zb/tZbb0EIUeJ9wRixsbFwcXGBi4sLmjZtis8//xz9+vUr0YPYrVs3g19nQFFv3IO6du2KW7du6YZt/P7779BqtXjvvfdKjFs25AuLhryfGfs6Lk9xbkN6d4Gi58zd3R3Dhw/XLbO0tMTkyZORnZ2NnTt36m3//PPP672vBQcHAwBefPFFvffz4OBgFBQU4MaNG3r3N+Q1+vfff6NDhw7o0qWLbjs7Ozu8+uqruHLlCs6ePau3z/DwcL1PHbp27QoAuveg48eP48KFC3jhhRdw69Yt3fmek5ODnj17YteuXSWGTT3qvCiPk5MTDhw4gJs3bz5yWzI9Dmkgs+nQoYNBX1qbPn06fvnlFxw8eBAffvhhmb+UAgIC9G7LZDL4+/vjypUr5e7/r7/+wvvvv4/jx4/rjW009Fv0DRo00Ltdp04dAEUFH1D0URwA9OjRo9T7Ozg4AICuQH74cQBAYGCgQQW4hYUFhg4dii+++AI3btyAl5eXrvgtHs4AAAkJCXjvvfewadMmXc5iGRkZJfZpyJAKwLi2fLjdgKK2K86TmpqKzMxM3cfpZblw4QJOnjwJFxeXUtenpKQ8Mre/v3+JjI0bNwZQNAbR3d0dTk5O6N+/P3766SfMnz8fQNHHtF5eXmU+t2UZMWIE5s+fj3nz5pnsm9oPt2dxceHt7V1iuVarRUZGhm7oCFD6ede4cWPk5uYiNTUVcrkcd+7cwddff42vv/661AwPt3Vps7CU5urVq/D09CxRbBUPVyh+bVSEr68vvvnmG8hkMqhUKgQEBMDV1bXEdoZmLVbe697BwQGXLl2CXC43qoh+kCHvZ8a8jh+l+H0oKyvLoO2vXr2KgICAEsV8Wc+ZMecngBKPx5DX6NWrV3WFdFmZHnw/MfS9e9SoUSX2WSwjI0N3v0fts7iNy7Jo0SKMGjUK3t7eaNeuHfr27YuRI0eiUaNG5d6PTIMFL0nu8uXLujeeU6dOmXTf//77LwYMGICnnnoKX3zxBTw8PGBpaYlVq1aV+uWv0igUilKXi3tftinuAfj+++/h7u5eYjtTT3n04osv4r///S9+/vlnTJs2DT///DOaNWuG1q1bAwA0Gg1CQ0ORnp6Ot99+G02aNIGtrS1u3LiB0aNHl+ixUCqVBn2z3ti2fFS7GUqr1SI0NBQzZswodX3xL0VTGDlyJNatW4e9e/eiZcuW2LRpEyZMmGD0zAPFvbyjR4/GH3/8Ueo2Zf3BpdFoSm27strTlO0MFJ1fZRUArVq10rttSO+uudna2iIkJOSR2xmb1VTtWlHGvo4fpUmTJgBM/x5bzNznZ0UY+t798ccf694/H2ZnZ2fUPsszZMgQdO3aFb/99huioqLw8ccfY+HChdi4cSP69OnzyPvT42HBS5LSarUYPXo0HBwcMGXKFN38haV92ae4KC4mhMDFixdL/BJ+0IYNG6BSqbBlyxa9acdWrVplssdQ/LG9q6trub94fXx8AJR8HEDRHMCGCg4Ohp+fH3766SeEhobizJkz+OCDD3TrT506hfPnz2PNmjUYOXKkbnl0dLTBxyiNqdvSxcUFDg4OOH36dLnb+fn5ITs726CipiwXL16EEEKvyDx//jwA6H15qXfv3nBxccGPP/6I4OBg5Obm4qWXXqrQMV988UW8//77mDt3LgYMGFBifZ06dXDnzp0Sy69evWqWHp/Szrvz58/DxsZG13tub28PjUbzWG1dGh8fH2zduhVZWVl6vbyxsbG69dWNn58ftFotzp49W2axVJ5HvZ+Z+nXcuHFjBAYG4o8//sCyZctKFHIP8/HxwcmTJ6HVavX+4DPXc2bIa9THx6fU98qKZip+73ZwcDDpOV/ep4ceHh6YMGECJkyYgJSUFLRt2xYffPABC95KwDG8JKklS5Zg7969+PrrrzF//nx06tQJ48ePL/WKVN99953ex3Hr169HYmJiuW8UCoUCMpkMGo1Gt+zKlSsmHVsZFhYGBwcHfPjhh6XOYVk8NZKHhwdat26NNWvW6H0cGR0dXWLs2aOMGDECx44dQ0REBGQymd5E8cU9EA/2OAghsGzZMqOO8TBTt2XxZWP//PNPHD58uMT64vxDhgzBvn37sGXLlhLb3Llzp8RY1dLcvHlTb/q3zMxMfPfdd2jdurVer7yFhQWGDx+OX3/9FatXr0bLli3L/YOqPMW9vMePH8emTZtKrPfz88P+/fv1pl/766+/DJpqryL27dunN2zm2rVr+OOPP9CrVy8oFAooFAo8++yz2LBhQ6l/hJQ2FZ+h+vbtC41Gg//+9796yz/99FPIZLJq+ct+0KBBkMvlmDdvXoneVkN6+x71fmaO1/HcuXNx69YtjBkzptTXTVRUFP766y8ARc9ZUlKS3mw0hYWF+Pzzz2FnZ4du3bpVOEdpDHmN9u3bFwcPHsS+fft02+Xk5ODrr7+Gr6+v0cNL2rVrBz8/PyxevBjZ2dkl1lf0nLe1tS3xx6xGoykxDMXV1RWenp5lTiNIpsUeXjKbf/75R/eX94M6deqERo0a4dy5c3j33XcxevRo9O/fH0DR3LetW7fGhAkT8Ouvv+rdr27duujSpQvCw8ORnJyMpUuXwt/fH2PHji0zQ79+/bBkyRL07t0bL7zwAlJSUrB8+XL4+/vj5MmTJnmcDg4O+PLLL/HSSy+hbdu2GDZsGFxcXJCQkIDNmzejc+fOul/0CxYsQL9+/dClSxe8/PLLSE9Px+eff47mzZuX+oZblhdffBHz5s3DH3/8gc6dO+v1UjZp0gR+fn6YNm0abty4AQcHB2zYsKHEmDljmaMtP/zwQ0RFRaFbt2549dVX0bRpUyQmJmLdunXYvXs3nJycMH36dGzatAn/+c9/MHr0aLRr1w45OTk4deoU1q9fjytXrsDZ2bnc4zRu3BivvPIKDh06BDc3N6xcuRLJycml9k6PHDkSn332GbZv3643BVVFFI/lPX78eIl1Y8aMwfr169G7d28MGTIEly5dwg8//KD3RT9TatGiBcLCwvSmJQOKiqBiH330EbZv347g4GCMHTsWzZo1Q3p6Oo4ePYqtW7eWmD/VUP3798fTTz+N//u//8OVK1cQFBSEqKgo/PHHH5gyZYrZHrM5+fv74//+7/8wf/58dO3aFc888wyUSiUOHToET09P3bRqZXnU+5k5XsdDhw7FqVOn8MEHH+DYsWMYPny47kprkZGRiImJ0Q1PevXVV/HVV19h9OjROHLkCHx9fbF+/Xrs2bMHS5cuNfjLb4Yy5DU6c+ZM/Pzzz+jTpw8mT56MunXrYs2aNYiPj8eGDRuMHnokl8vx7bffok+fPmjevDnCw8Ph5eWFGzduYPv27XBwcMCff/5p9GNp164dtm7diiVLlsDT0xMNGzZEYGAg6tevj+eeew5BQUGws7PD1q1bcejQIXzyySdGH4MqoBJnhKBaorxpyQCIVatWicLCQvHEE0+I+vXr601lI8T9qWPWrl0rhLg/xczPP/8sZs2aJVxdXYW1tbXo16+f3tQ8QpQ+ldb//vc/ERAQIJRKpWjSpIlYtWpVqdP4lDUt2cNTZhXn2b59e4nlYWFhwtHRUahUKuHn5ydGjx6tNxWUEEJs2LBBNG3aVCiVStGsWTOxcePGUnM/yhNPPCEAiC+++KLEurNnz4qQkBBhZ2cnnJ2dxdixY3XTgq1atUq33ahRo4StrW2p+3+ctgRQ6vQ7pU3FdfXqVTFy5Ejh4uIilEqlaNSokZg4caLedEJZWVli1qxZwt/fX1hZWQlnZ2fRqVMnsXjxYr2pukrj4+Mj+vXrJ7Zs2SJatWqly75u3boy79O8eXMhl8vF9evXy913sQenJXvYg6+HB6clE0KITz75RHh5eQmlUik6d+4sDh8+XOY0Vg/nLev8LG0KtOLn44cfftA9f23atClxDgshRHJyspg4caLw9vYWlpaWwt3dXfTs2VN8/fXXj8xUnqysLPHmm28KT09PYWlpKQICAsTHH3+sNx2UEMZPS2bItmWdj8XrSpuW7OHnqri94+Pj9ZavXLlStGnTRiiVSlGnTh3RrVs3ER0drZextOfTkPczQ1/HhkxL9qCYmBgxcOBA4erqKiwsLISLi4vo37+/+OOPP/S2S05OFuHh4cLZ2VlYWVmJli1b6h1XiLLPfWPOW2Neo5cuXRLPPfeccHJyEiqVSnTo0EH89ddfBh27OOvDj+HYsWPimWeeEfXq1RNKpVL4+PiIIUOGiJiYGN02xpwXsbGx4qmnnhLW1tYCgBg1apTIz88X06dPF0FBQcLe3l7Y2tqKoKCgUt+/yTxkQlTSCHyiCtqxYweefvpprFu3Ds8995zUcagWaNOmDerWrVviKoBEj4vvZyX5+vqiRYsWuuEURObAMbxERA84fPgwjh8/rvdFISIiqt44hpeICMDp06dx5MgRfPLJJ/Dw8MDQoUOljkRERCbCHl4iIhR9Sz48PBxqtRo///wzVCqV1JGIiMhEOIaXiIiIiGo09vASERERUY3GgpeIiIiIajR+aa0UWq0WN2/ehL29fbmXCCQiIiIiaQghkJWVBU9Pz0deeIQFbylu3rwJb29vqWMQERER0SNcu3YN9evXL3cbFrylKL5k4rVr1+Dg4GD246nVakRFRaFXr16wtLQ0+/GoCNtdGmx3abDdpcF2lwbbXRqV3e6ZmZnw9vY26FLXLHhLUTyMwcHBodIKXhsbGzg4OPCFWYnY7tJgu0uD7S4Ntrs02O7SkKrdDRl+yi+tEREREVGNxoKXiIiIiGo0FrxEREREVKOx4CUiIiKiGo0FLxERERHVaCx4iYiIiKhGY8FLRERERDUaC14iIiIiqtFY8BIRERFRjcaCl4iIiIhqNBa8RERERFSjseAlIiIiohqNBS8RERER1WgseImIiIjosWi0Agfi03EkTYYD8enQaIXUkfRIWvDu2rUL/fv3h6enJ2QyGX7//fdH3mfHjh1o27YtlEol/P39sXr16hLbLF++HL6+vlCpVAgODsbBgwdNH56IiIiIEHk6EV0WbsOLKw/juwsKvLjyMLos3IbI04lSR9ORtODNyclBUFAQli9fbtD28fHx6NevH55++mkcP34cU6ZMwZgxY7BlyxbdNmvXrsXUqVMRERGBo0ePIigoCGFhYUhJSTHXwyAiIiKqlSJPJ2L8D0eRmJGntzwpIw/jfzhaZYpeCykP3qdPH/Tp08fg7VesWIGGDRvik08+AQA0bdoUu3fvxqeffoqwsDAAwJIlSzB27FiEh4fr7rN582asXLkSM2fONP2DICIiIqolNFqBu2oNcgsKkZ1XiNm/n0ZpgxcEABmAuX+eRWgzdyjkskpOqk/SgtdY+/btQ0hIiN6ysLAwTJkyBQBQUFCAI0eOYNasWbr1crkcISEh2LdvX5n7zc/PR35+vu52ZmYmAECtVkOtVpvwEZSu+BiVcSy6j+0uDba7NNju0mC7S6O2t3tBofZeUarB3QLN/f8/sCxXfW/dA/8vddm9+xUvKyjUGpxDAEjMyMO+iykIbljX5I/TmOe3WhW8SUlJcHNz01vm5uaGzMxM3L17F7dv34ZGoyl1m9jY2DL3u2DBAsydO7fE8qioKNjY2JgmvAGio6Mr7Vh0H9tdGmx3abDdpcF2l0ZVbXchALUWKNAC+Zqifws0QIFWhnzd/4v+Lbote+j2vfVamd4ytbbo/1ph/t5UGQQUMqDQgGNF/XsAt86Z/ktsubm5Bm9brQpec5k1axamTp2qu52ZmQlvb2/06tULDg4OZj++Wq1GdHQ0QkNDYWlpafbjURG2uzTY7tJgu0uD7S4NU7S7Riv0ezfL6iEts9e08N56bYnt76o1EJUwiYGFXAZrKwVsLBWwtlLA2lIBG6uS/y9tffEym3vLH/y/jZUCSgs5Dl65jRdXHn5kjl5dg83Sw1v8ibwhqlXB6+7ujuTkZL1lycnJcHBwgLW1NRQKBRQKRanbuLu7l7lfpVIJpVJZYrmlpWWlvkFV9vGoCNtdGmx3abDdpcF2Nz0hBAo0Wl0xqis6CwqRdTcfx2/JkHc6BQUa3F9/b+xpboEGeeqS9ysuTHMLjPvo/nEoLeSwsVLAxsqiRFGpt8xKARtLi/v/1y23KPM+lgrzzk3Q0d8VHo4qJGXklTqOVwbA3VGFjv6uZhnDa8xrqloVvB07dsTff/+ttyw6OhodO3YEAFhZWaFdu3aIiYnBoEGDAABarRYxMTGYNGlSZcclIqJa7MF5SevFp5vtl35VptUK5BU+WFQ+UFjqej0L9QrP+z2mhXq9qnrL7t23/LleFcD5M4/9GGQy3OvttHigyCwuTEsus7Gy0O8ptXqoSLW8X5CqLBXV+pxQyGWI6N8M4384ChmgV/QWP6qI/s2qxGOUtODNzs7GxYsXdbfj4+Nx/Phx1K1bFw0aNMCsWbNw48YNfPfddwCAcePG4b///S9mzJiBl19+Gdu2bcOvv/6KzZs36/YxdepUjBo1Cu3bt0eHDh2wdOlS5OTk6GZtICIiMrfI04mY++fZe1M1KfDdhcPwcFQhon8z9G7hIXU8PYUard4XlPQK0gIN7qoLcbdAq9cDWtwjqlfIqh8qSO8Vq5XBUiG7V2Ra3Csk5cjLzoSXmzNslZb6ReqDhatlKQXpvW0e/OheJpO+YKuqerfwwJcvtn3gfC/iXsXOd0kL3sOHD+Ppp5/W3S4eRztq1CisXr0aiYmJSEhI0K1v2LAhNm/ejDfffBPLli1D/fr18e233+qmJAOAoUOHIjU1Fe+99x6SkpLQunVrREZGlvgiGxERkTkUz0v6cN9j8bykX77Y1qgiQAiB/MIHx4EW6n1Ef/eh3s+HP7q/+0Dvaa665LICTeV8dK+ylOv1fj7YA1o8ZrREQVpmT6qF3rjShz+6V6vV+Pvvv9G3bzsOJakEvVt4ILSZO/ZdTEHUvwfQq2twlftEQ9KCt3v37hDljNou7Spq3bt3x7Fjx8rd76RJkziEgYiIKp1GKzD3z7NlzksKANPXn8TJ6xnIU2txV63/cX7uQx/jFy+rjKu0ymV45DjSB4vPEuNI722vKuWje2tLBeRVqPgh01PIZQhuWBe3zgkEN6xbpYpdoJqN4SUiIqrK9lxMLXHFqYdl5RXiix2XKrR/K4Vc/0tMDxeWpYwj1ftik14he79QteZH91TDseAlIiJ6DLdzCrA9LgVbzyUj5pxhl7F/KsAZzb0cH5j6qXjsacmP+x+cJsrCzN+6J6qpWPASEREZ6VJqNmLOJWPr2RQcvppu9JCD8d390dGvnnnCEVEJLHiJiIgeoVCjxZGrtxETm4KtZ5NxOS1Hb30Td3uENnPD04GumPDjUSRnlj8vaQczTMJPRGVjwUtERFSKrDw1dp1PQ8y5ZGyLS8GdXLVunaVChicb1UNIUzf0bOqK+nXuX4Z+zoDqMS8pUW3CgpeIiOie67dzEXOuaDzu/su3oNbcL1mdbCzxdKArQpq64anGzrBXlT7dVXWZl5SoNmHBS0REtZZWK3DqRga2nkvG1nMpOJeYqbe+obMtQpoWFbntfOoY/KWx6jAvKVFtwoKXiIhqlTy1BnsupulmVUjJytetk8uA9j51EdLMFT2busHPxa7Cx6nq85IS1SYseImIqMZLzcrHtthkRJ9Nwe6LqchT37+6mK2VAt0CXRDS1A3dA11R19ZKwqREZA4seImIqMYRQuB8cja2nktG9NlknLh+Bw9e2NPTUYWQZm4IaeqG4EZ1obRQSBeWiMyOBS8REdUIBYVaHLqSjuizydh6LhnXb9/VW9+qviNCmhYVuU097HlVMaJahAUvERFVWxm5auw4n4Los8nYGZeKrPxC3TqlhRyd/Z11U4e5OagkTEpEUmLBS0RE1cqVtJx7syok49CV29A8cJkzZzsr9GxSVOB2CXCGjRV/zRERC14iIqriNFqBYwm3EX1vVoWLKdl66wPd7HWzKrSu7wQ5Z0Mgooew4CUioionJ78Q/15IRfTZFGyPS0F6ToFunYVchuBGdXXjcb3r2pSzJyIiFrxERFRFJGbcxdZzKdh6Nhn7Lt1Cgeb+1GEOKgs83aT4KmcucLQu/SpnRESlYcFLRESSEELgzM1M3awKZ27qX+XMp56Nrhe3vW8dWBp4lTMiooex4CUiokqTp9Zg3+Vb2Hq2aDxuUmaebp1MBrRtUAchTd0Q2swVfi52nDqMiEyCBS8REZlVWnY+tsWmIOZcMv69kIbcAo1unY2VAl0DiqYOe7qJK5ztlBImJaKaigUvERGZlBACF1Oyi8bjnkvG0YTbelc5c3dQoWdTV4Q0c0PHRvWgsuRVzojIvFjwEhHRY1Nriq5yFnOvyL16K1dvfQsvB/Rs4obQZm5o7unAoQpEVKlY8BIRUYVk3FVj5/lUxJxLxvbYFGTm3b/KmZVCjk7+9dCzqRt6NnGFp5O1hEmJqLZjwUtERAZLuJWLreeSERObjAOX01H4wFXO6tpaoUcTV4Q0dUXXABfYKvkrhoiqBr4bERFRmbRagePX7+hmVYhLztJb7+9qd2/qMFe0aVAHCl7ljIiqIBa8RESkJ7egELsvpGHruWRsi01BWvb9q5wp5DI84VtHNz+ur7OthEmJiAzDgpeIiJCcmaf7wtmei2nIL7x/lTN7pQW6BbogtJkbujd2haMNr3JGRNULC14iolpICIGziZm6Ivfk9Qy99fXrWN+7AIQbnvCtCysLXuWMiKovFrxERLVEoRb490IadlwoutLZzQz9q5y19nbSDVVo7MarnBFRzcGCl4ioBkvPKcD22BREn03C9nMK5B84qlunspSja4ALQpq64ukmrnC1V0mYlIjIfFjwEhHVMJdSs3WzKhy+mo77M4fJ4GqvRM97syp09nfmVc6IqFZgwUtEVM0VarQ4cvU2tp5LxtZzKYhPy9Fb39TDAT0CnaG6dR6vPhcKpdJKoqRERNJgwUtEVA1l5amx63zR1GHb41JwJ1etW2epkOHJRvUQ2swNPZq4on4dG6jVavz993nIOU8uEdVCLHiJiKqJ67dzdbMq7L98C2rN/aucOdlYokegK0KauaFrgDPsVZw6jIioGAteIqIqSqsVOHUjA1vPJSP6bDJik/SvctbI2RYhzYpmVWjbwAkWCk4dRkRUGha8RERVyN0CDfZcTENMbNF43NSsfN06uQxo71sXIU1d0bOpG/xc7CRMSkRUfbDgJSKSWEpWHradS8HWcynYfTEVeer7VzmzU1qgW2MX9GzqiqcDXVHHll84IyIyFgteIqJKJoRAXHIWtp4t6sU9fu2O3novJ2tdL25wo7pQWnDqMCKix8GCl4ioEhQUanEwPv3e1GHJuH77rt76oPqOCGnqhp5N3dDUw55XOSMiMiEWvEREZnIntwA74lIRfS4Zu+JSkZVfqFuntJCji78zQu5NHebmwKucERGZCwteIiITik/LQcy9WRUOX70Nzf3LnMHZzgo9m7ghpJkbuvg7w9qKQxWIiCoDC14ioseg0QocTbh3lbOzybiUqn+Vsybu9ujZ1BUhTd0QVN+JF34gIpIAC14iIiNl5xfi3/Op2HouBdvjUpCeU6BbZyEvuspZcZHrXddGwqRERASw4CUiMsjNO3cRc65oVoV9l26hQHN/6jAHlQV6NCmaVaFboAsceJUzIqIqhQUvEVEphBA4fSMT0eeSEXMuGWduZuqt96lng9B7syq0960DS17ljIioymLBS0R0T55ag32XbiH6XDK2nUtBUmaebp1MBrRrUOfepXxd4edix6nDiIiqCRa8RFSrpWXnY1tsCraeTca/F9JwV63RrbOxUuCpABeENHPD04EuqGenlDApERFVFAteIqpVhBC4mJKN6HuzKhy7dgfi/sxh8HBU6b5w9mSjelBZcuowIqLqjgUvEdV4ao0Wh66kY+vZFGw9l4yE9Fy99S28HBDS1A0hTd3Q3NOBQxWIiGoYFrxEVCNl3FVj5/lUbD2bjB1xKcjMu3+VMysLOTr51bt3KV9XeDhaS5iUiIjMjQUvEdUYCbdyiy4AcS4ZB+PTUfjAVc7q2Vrh6SZFQxW6BjjDVsm3PyKi2oLv+ERUbWm0Asev3bk3P24yzidn660PcLVDz6ZuCG3mitbedaDgVc6IiGolFrxEVK3kFhTi3wtpiDmXjG2xKUjLvn+VM4Vchg6+dXVfOvN1tpUwKRERVRUseImoykvKyENMbNGsCnsu3UJB4f2rnNmrLNA90BUhTV3RvbErHG14lTMiItLHgpeIKo1GK3AgPh1H0mSoF5+Ojv6upQ4zEELgbGKmblaFUzcy9NZ717VGSFM3hDZ1wxMN6/IqZ0REVC4WvERUKSJPJ2Lun2eRmJEHQIHvLhyGh6MKEf2boXcLD+QXarD/cjq2ni26lO/NDP2rnLX2dioqcpu5IcCVVzkjIiLDseAlIrOLPJ2I8T8chXhoeVJGHsb9cBRtvJ1wPjkLOQX3r3JmbalAlwBnhDZ1w9NNXOFiz6ucERFRxbDgJSKz0mgF5v55tkSxC0C37Ni1OwAAV3ulblaFTn7OvMoZERGZBAteIjKrg/Hp94YxlO+DQS0wvEMDyDl1GBERmRi/6UFEZpWS9ehiFwDsVBYsdomIyCxY8BKRWbnaq0y6HRERkbFY8BKRWXVoWBcejmUXszIAHo4qdGhYt/JCERFRrcKCl4jMSiGXYXJP/1LXFQ9giOjfjJf9JSIis2HBS0Rmd/J60YUjrBT6Ra27owpfvtgWvVt4SBGLiIhqCc7SQERmdTk1G78evg4A+GFMMArUhYj69wB6dQ0u80prREREpsSCl4jM6pPo89BoBUKauqJDw3pQq9W4dU4guGFdFrtERFQpOKSBiMzm9I0MbD6ZCJkMmBYWKHUcIiKqpVjwEpHZLNoSBwAY1NoLTdwdJE5DRES1leQF7/Lly+Hr6wuVSoXg4GAcPHiwzG3VajXmzZsHPz8/qFQqBAUFITIyUm+bOXPmQCaT6f00adLE3A+DiB6y79It7DqfCgu5DG+GNJY6DhER1WKSFrxr167F1KlTERERgaNHjyIoKAhhYWFISUkpdfvZs2fjq6++wueff46zZ89i3LhxGDx4MI4dO6a3XfPmzZGYmKj72b17d2U8HCK6RwiBRVtiAQAvBDdAg3o2EiciIqLaTNIvrS1ZsgRjx45FeHg4AGDFihXYvHkzVq5ciZkzZ5bY/vvvv8f//d//oW/fvgCA8ePHY+vWrfjkk0/www8/6LazsLCAu7u7wTny8/ORn5+vu52ZmQmgqEdZrVZX6LEZo/gYlXEsuo/tbj4x51JwLOEOrC3lGNfVV6+N2e7SYLtLg+0uDba7NCq73Y05jmQFb0FBAY4cOYJZs2bplsnlcoSEhGDfvn2l3ic/Px8qlf4Vm6ytrUv04F64cAGenp5QqVTo2LEjFixYgAYNGpSZZcGCBZg7d26J5VFRUbCxqbyeqejo6Eo7Ft3HdjctrQAWnlAAkKGLayEO/RtT6nZsd2mw3aXBdpcG210aldXuubm5Bm8rE0IIM2Yp082bN+Hl5YW9e/eiY8eOuuUzZszAzp07ceDAgRL3eeGFF3DixAn8/vvv8PPzQ0xMDAYOHAiNRqProf3nn3+QnZ2NwMBAJCYmYu7cubhx4wZOnz4Ne3v7UrOU1sPr7e2NtLQ0ODiY/4s2arUa0dHRCA0NhaWlpdmPR0XY7ubx+/GbmL7hNBytLbDtza5wsNZvW7a7NNju0mC7S4PtLo3KbvfMzEw4OzsjIyPjkfVatZqHd9myZRg7diyaNGkCmUwGPz8/hIeHY+XKlbpt+vTpo/t/q1atEBwcDB8fH/z666945ZVXSt2vUqmEUqkssdzS0rJSXyiVfTwqwnY3nYJCLZZtuwQAGN/dH/Ucyv6EhO0uDba7NNju0mC7S6Oy2t2YY0j2pTVnZ2coFAokJyfrLU9OTi5z/K2Liwt+//135OTk4OrVq4iNjYWdnR0aNWpU5nGcnJzQuHFjXLx40aT5iaiknw8m4Prtu3C1V2JUR1+p4xAREQGQsOC1srJCu3btEBNzf3yfVqtFTEyM3hCH0qhUKnh5eaGwsBAbNmzAwIEDy9w2Ozsbly5dgoeHh8myE1FJOfmF+HzbBQDAGyEBsLZSSJyIiIioiKTTkk2dOhXffPMN1qxZg3PnzmH8+PHIycnRzdowcuRIvS+1HThwABs3bsTly5fx77//onfv3tBqtZgxY4Zum2nTpmHnzp24cuUK9u7di8GDB0OhUGD48OGV/viIapNVe+KRll0A33o2GNLeW+o4REREOpKO4R06dChSU1Px3nvvISkpCa1bt0ZkZCTc3NwAAAkJCZDL79fkeXl5mD17Ni5fvgw7Ozv07dsX33//PZycnHTbXL9+HcOHD8etW7fg4uKCLl26YP/+/XBxcansh0dUa9zOKcBXOy8DAKb2CoSlQvJr2hAREelI/qW1SZMmYdKkSaWu27Fjh97tbt264ezZs+Xu75dffjFVNCIy0Iqdl5CVX4hmHg74T0sOHyIioqqF3TBE9FiSMvKweu8VAMD03oGQy2XSBiIiInoIC14ieizLYi4gv1CLDr510b0xhw4REVHVw4KXiCrscmo2fj18DQAwo3cgZDL27hIRUdXDgpeIKmxJ9HlotAI9m7iivW9dqeMQERGVigUvEVXI6RsZ+OtkImQyYFpYoNRxiIiIysSCl4gq5OMtcQCAgUGeaOpR/jXMiYiIpMSCl4iMtv/yLew8nwoLuQxTQ9m7S0REVRsLXiIyihACiyJjAQDDOzRAg3o2EiciIiIqHwteIjLK1nMpOJpwB9aWCrzew1/qOERERI/EgpeIDKbRCiy+N3Y3vLMvXB1UEiciIiJ6NBa8RGSwP47fQFxyFhytLfFaNz+p4xARERmEBS8RGaSgUIsl0ecBAOO6+cHR2lLiRERERIZhwUtEBvn5YAKu374LV3slRnfylToOERGRwVjwEtEj5eQX4vNtFwEAk3sGwNpKIXEiIiIiw7HgJaJHWrUnHmnZ+fCpZ4OhT3hLHYeIiMgoLHiJqFy3cwrw1c7LAICpoY1hqeDbBhERVS/8zUVE5Vqx8xKy8gvR1MMB/Vt5Sh2HiIjIaCx4iahMSRl5WL33CgBgRlgg5HKZtIGIiIgqgAUvEZVpWcwF5Bdq0cG3LroHukgdh4iIqEIqVPB+//336Ny5Mzw9PXH16lUAwNKlS/HHH3+YNBwRSSc+LQe/Hr4GAJjROxAyGXt3iYioejK64P3yyy8xdepU9O3bF3fu3IFGowEAODk5YenSpabOR0QS+SQqDhqtQM8mrmjvW1fqOERERBVmdMH7+eef45tvvsH//d//QaG4Pxdn+/btcerUKZOGIyJpnL6Rgb9OJkImA6aFBUodh4iI6LEYXfDGx8ejTZs2JZYrlUrk5OSYJBQRSevjLXEAgIFBnmjq4SBxGiIiosdjdMHbsGFDHD9+vMTyyMhING3a1BSZiEhC+y/fws7zqbCQy/BmaGOp4xARET02C2PvMHXqVEycOBF5eXkQQuDgwYP4+eefsWDBAnz77bfmyEhElUQIgUWRsQCA4R0awKeercSJiIiIHp/RBe+YMWNgbW2N2bNnIzc3Fy+88AI8PT2xbNkyDBs2zBwZiaiSxJxLwdGEO1BZyvF6D3+p4xAREZmE0QUvAIwYMQIjRoxAbm4usrOz4erqaupcRFTJNFqhG7v7cueGcHVQSZyIiIjINIwueOPj41FYWIiAgADY2NjAxsYGAHDhwgVYWlrC19fX1BmJqBJsOnEDcclZcFBZ4LWn/KSOQ0REZDJGf2lt9OjR2Lt3b4nlBw4cwOjRo02RiYgqWUGhFkuizwMAxnf3h6ONpcSJiIiITMfogvfYsWPo3LlzieVPPvlkqbM3EFHV98uhBFxLvwtXeyVGd/KVOg4REZFJGV3wymQyZGVllViekZGhu+oaEVUfuQWF+CzmIgBgcs8AWFspHnEPIiKi6sXogvepp57CggUL9IpbjUaDBQsWoEuXLiYNR0Tmt2rPFaRl58Onng2GPuEtdRwiIiKTM/pLawsXLsRTTz2FwMBAdO3aFQDw77//IjMzE9u2bTN5QCIynzu5BVix8xIAYGpoY1gqjP4bmIiIqMoz+rdbs2bNcPLkSQwZMgQpKSnIysrCyJEjERsbixYtWpgjIxGZyZc7LyErrxBNPRzQv5Wn1HGIiIjMokLz8Hp6euLDDz80dRYiqkRJGXlYvecKAGBGWCDkcpm0gYiIiMykQgXvnTt3cPDgQaSkpECr1eqtGzlypEmCEZF5fbbtAvILtXjCtw66B7pIHYeIiMhsjC54//zzT4wYMQLZ2dlwcHCATHa/V0gmk7HgJaoG4tNysPbQNQDAjN5N9F7HRERENY3RY3jfeustvPzyy8jOzsadO3dw+/Zt3U96ero5MhKRiS2JPg+NVqBHE1c84VtX6jhERERmZXTBe+PGDUyePFl3SWEiql5O38jAnyduQiYDpocFSh2HiIjI7IwueMPCwnD48GFzZCGiSrA4Kg4AMCDIE009HCROQ0REZH5Gj+Ht168fpk+fjrNnz6Jly5awtLTUWz9gwACThSMi0zpw+RZ2xKXCQi7D1NDGUschIiKqFEYXvGPHjgUAzJs3r8Q6mUzGywsTVVFCCCzaUtS7O6yDN3zq2UqciIiIqHIYXfA+PA0ZEVUPMedScOTqbags5ZjcI0DqOERERJWG1xElqgU0WoGP7/XuhnduCFcHlcSJiIiIKk+FLjyRk5ODnTt3IiEhAQUFBXrrJk+ebJJgRGQ6m07cQFxyFhxUFhj3lJ/UcYiIiCqV0QXvsWPH0LdvX+Tm5iInJwd169ZFWloabGxs4OrqyoKXqIopKNRiSfR5AMC47n5wtLF8xD2IiIhqFqOHNLz55pvo378/bt++DWtra+zfvx9Xr15Fu3btsHjxYnNkJKLH8MuhBFxLvwtXeyXCOzWUOg4REVGlM7rgPX78ON566y3I5XIoFArk5+fD29sbixYtwjvvvGOOjERUQbkFhfgs5iIA4PWeAbC2UkiciIiIqPIZXfBaWlpCLi+6m6urKxISEgAAjo6OuHbtmmnTEdFjWbXnCtKy8+FTzwbDnvCWOg4REZEkjB7D26ZNGxw6dAgBAQHo1q0b3nvvPaSlpeH7779HixYtzJGRiCrgTm4BVuy8BACYGtoYlgpOykJERLWT0b8BP/zwQ3h4eAAAPvjgA9SpUwfjx49Hamoqvv76a5MHJKKK+XLnJWTlFaKJuz36t/KUOg4REZFkjO7hbd++ve7/rq6uiIyMNGkgInp8SRl5WL3nCgBgRu9AyOUyaQMRERFJiJ9xEtVAn227gPxCLZ7wrYOnA12ljkNERCQpg3p427Zti5iYGNSpUwdt2rSBTFZ2b9HRo0dNFo6IjBefloO1h4q+QDqjd5NyX69ERES1gUEF78CBA6FUKgEAgwYNMmceInpMS6LPQ6MV6NHEFU/41pU6DhERkeQMKngjIiIAABqNBk8//TRatWoFJycnc+Yiogo4czMDf564CQCY1itQ4jRERERVg1FjeBUKBXr16oXbt2+bKw8RPYaPt8QBAAa29kQzTweJ0xAREVUNRn9prUWLFrh8+bI5shDRYzhw+RZ2xKXCQi7D1NDGUschIiKqMowueN9//31MmzYNf/31FxITE5GZman3Q0SVTwiBRfd6d4d18IZPPVuJExEREVUdRs/D27dvXwDAgAED9L79LYSATCaDRqMxXToiMsi22BQcuXobKks5JvcIkDoOERFRlWJ0wbt9+3Zz5CCiCtJqhW7sbnjnhnB1UEmciIiIqGoxuuDt1q2bOXIQUQVtOnETsUlZcFBZYNxTflLHISIiqnKMLniL5ebmIiEhAQUFBXrLW7Vq9dihiMgwBYVafBJd1Lv7Wjc/ONpYSpyIiIio6jG64E1NTUV4eDj++eefUtdzDC9R5Vl7KAHX0u/CxV6J8M6+UschIiKqkoyepWHKlCm4c+cODhw4AGtra0RGRmLNmjUICAjApk2bzJGRiEqRW1CIZTEXAQCTe/jDxqrCH9gQERHVaEb/hty2bRv++OMPtG/fHnK5HD4+PggNDYWDgwMWLFiAfv36mSMnET1k1Z4rSMvOR4O6Nhj6RAOp4xAREVVZRvfw5uTkwNXVFQBQp04dpKamAgBatmyJo0ePGh1g+fLl8PX1hUqlQnBwMA4ePFjmtmq1GvPmzYOfnx9UKhWCgoIQGRn5WPskqo7u5BZgxc5LAICpoY1hZWH0S5mIiKjWMPq3ZGBgIOLiir4kExQUhK+++go3btzAihUr4OHhYdS+1q5di6lTpyIiIgJHjx5FUFAQwsLCkJKSUur2s2fPxldffYXPP/8cZ8+exbhx4zB48GAcO3aswvskqo5W7LyMrLxCNHG3x4AgT6njEBERVWlGF7xvvPEGEhMTAQARERH4559/0KBBA3z22Wf48MMPjdrXkiVLMHbsWISHh6NZs2ZYsWIFbGxssHLlylK3//777/HOO++gb9++aNSoEcaPH4++ffvik08+qfA+iaqb5Mw8rNoTDwCYHhYIuVz2iHsQERHVbgaP4X3uuecwZswYjBgxQneFtXbt2uHq1auIjY1FgwYN4OzsbPCBCwoKcOTIEcyaNUu3TC6XIyQkBPv27Sv1Pvn5+VCp9CfVt7a2xu7duyu8z+L95ufn624XXyJZrVZDrVYb/JgqqvgYlXEsuq+6tvvS6DjkF2rRroETuvrVqXb5q2u7V3dsd2mw3aXBdpdGZbe7MccxuOC9ffs2+vXrB09PT4SHh2P06NFo1KgRbGxs0LZtW6NDpqWlQaPRwM3NTW+5m5sbYmNjS71PWFgYlixZgqeeegp+fn6IiYnBxo0bdVOhVWSfALBgwQLMnTu3xPKoqCjY2NgY+9AqLDo6utKORfdVp3ZPvQusPaEAIENn+7QypwesDqpTu9ckbHdpsN2lwXaXRmW1e25ursHbGlzwxsTE4OrVq1i1ahW+++47fPDBB+jWrRvGjBmDZ599FkqlskJhjbFs2TKMHTsWTZo0gUwmg5+fH8LDwx97uMKsWbMwdepU3e3MzEx4e3ujV69ecHBweNzYj6RWqxEdHY3Q0FBYWvLCAZWlOrb7m7+ehFYkoVtjZ7w+zPg/NKuC6tjuNQHbXRpsd2mw3aVR2e1e/Im8IYyalszHxwdz5szBnDlzsG3bNqxcuRJjx47FpEmTMHz4cLz88sto166dQftydnaGQqFAcnKy3vLk5GS4u7uXeh8XFxf8/vvvyMvLw61bt+Dp6YmZM2eiUaNGFd4nACiVylILdktLy0p9oVT28ahIdWn3Mzcz8NepJADAjN5NqkXm8lSXdq9p2O7SYLtLg+0ujcpqd2OOUeG5jHr06IEffvgBSUlJWLBgAX755RcEBwcbfH8rKyu0a9cOMTExumVarRYxMTHo2LFjufdVqVTw8vJCYWEhNmzYgIEDBz72PomqusVbimZHGRDkieaejhKnISIiqj4e69JM8fHxWL16NVavXo2MjAyEhIQYdf+pU6di1KhRaN++PTp06IClS5ciJycH4eHhAICRI0fCy8sLCxYsAAAcOHAAN27cQOvWrXHjxg3MmTMHWq0WM2bMMHifRNXRwfh0bI9LhYVchqmhjaWOQ0REVK0YXfDm5eVh/fr1WLlyJXbt2gVvb2+88sorCA8Ph7e3t1H7Gjp0KFJTU/Hee+8hKSkJrVu3RmRkpO5LZwkJCZDL73dC5+XlYfbs2bh8+TLs7OzQt29ffP/993BycjJ4n0TVjRACiyKLvnQ59Alv+DrbSpyIiIioejG44D148CBWrlyJtWvXIi8vD4MHD0ZkZCR69uypm6asIiZNmoRJkyaVum7Hjh16t7t164azZ88+1j6JqpttsSk4fPU2VJZyTO4ZIHUcIiKiasfggvfJJ59EUFAQ5s+fjxEjRqBOnTrmzEVEALRagY/vjd0d3akh3BxUj7gHERERPczggvfw4cMVmm+XiCpu04mbiE3Kgr3KAuO7+Ukdh4iIqFoyeJYGFrtElaugUIsl0ecBAOO6+cHRhlPrEBERVUSFpyUjIvNaeygBCem5cLZTIryzr9RxiIiIqi0WvERVUG5BIT7bdhEA8EZPf9hYPdYMgkRERLUaC16iKmjVnitIzcqHd11rDH2igdRxiIiIqjUWvERVTEauGl/tvAQAeCs0EFYWfJkSERE9DoM+J23Tpo3Bc+0ePXr0sQIR1XZf7ryEzLxCNHG3x4AgT6njEBERVXsGFbyDBg3S/T8vLw9ffPEFmjVrho4dOwIA9u/fjzNnzmDChAlmCUlUWyRn5mH13ngAwPSwQMjlFb+oCxERERUxqOCNiIjQ/X/MmDGYPHky5s+fX2Kba9eumTYdUS3zWcwF5Km1aOdTBz2auEodh4iIqEYwenDgunXrMHLkyBLLX3zxRWzYsMEkoYhqoytpOVh7qOiPxrd7N3msS3YTERHRfUYXvNbW1tizZ0+J5Xv27IFKxcueElXUkujzKNQKdA90QYeGdaWOQ0REVGMYPbnnlClTMH78eBw9ehQdOnQAABw4cAArV67Eu+++a/KARLXBmZsZ2HTiJoCisbtERERkOkYXvDNnzkSjRo2wbNky/PDDDwCApk2bYtWqVRgyZIjJAxLVBou3xAEA+gd5ormno8RpiIiIapYKXb5pyJAhLG6JTORgfDq2x6XCQi7DW6GNpY5DRERU41RoRvs7d+7g22+/xTvvvIP09HQARfPv3rhxw6ThiGo6IQQWRcYCAIY84Q1fZ1uJExEREdU8Rvfwnjx5EiEhIXB0dMSVK1cwZswY1K1bFxs3bkRCQgK+++47c+QkqpG2x6Xg8NXbUFrI8UbPAKnjEBER1UhG9/BOnToVo0ePxoULF/RmZejbty927dpl0nBENZlWK7Aosmjs7ujOvnBz4CwnRERE5mB0wXvo0CG89tprJZZ7eXkhKSnJJKGIaoM/T95EbFIW7FUWGN/NT+o4RERENZbRBa9SqURmZmaJ5efPn4eLi4tJQhHVdAWFWnwSdR4AMK6bH5xsrCROREREVHMZXfAOGDAA8+bNg1qtBgDIZDIkJCTg7bffxrPPPmvygEQ10drD15CQngtnOyXCO/tKHYeIiKhGM7rg/eSTT5CdnQ1XV1fcvXsX3bp1g7+/P+zt7fHBBx+YIyNRjZJbUIjPYi4AACb39IeNVYVmByQiIiIDGf2b1tHREdHR0di9ezdOnjyJ7OxstG3bFiEhIebIR1TjrN57BalZ+fCua41hTzSQOg4REVGNV+GupS5duqBLly6mzEJU42XkqrFixyUAwNTQxrCyqNBU2ERERGSEChW8MTExiImJQUpKCrRard66lStXmiQYUU20YtclZOYVoom7PQYEeUkdh4iIqFYwuuCdO3cu5s2bh/bt28PDwwMymcwcuYhqnJTMPKzaEw8AmNYrEAo5XztERESVweiCd8WKFVi9ejVeeuklc+QhqrE+23YBeWot2vnUQc+mrlLHISIiqjWMHkBYUFCATp06mSMLUY119VYOfjl4DQAwIyyQn4wQERFVIqML3jFjxuCnn34yRxaiGmtJ9HkUagW6B7oguFE9qeMQERHVKkYPacjLy8PXX3+NrVu3olWrVrC0tNRbv2TJEpOFI6oJzt7MxB/HbwIoGrtLRERElcvogvfkyZNo3bo1AOD06dN66/gxLVFJi6PiAAD9gzzRwstR4jRERES1j9EF7/bt282Rg6hGOnQlHdtiU6CQyzA1tLHUcYiIiGolznpPZCZCCCz8JxYAMPQJbzR0tpU4ERERUe1kUA/vM888g9WrV8PBwQHPPPNMudtu3LjRJMGIqrvtcSk4fPU2lBZyTO4RIHUcIiKiWsuggtfR0VE3PtfRkWMQiR5FqxVYFFk0dnd0Z1+4O6okTkRERFR7GVTwrlq1qtT/E1Hp/jx5E7FJWbBXWWB8Nz+p4xAREdVqHMNLZGIFhVp8EnUeADCumx+cbKwkTkRERFS7GT1LAwCsX78ev/76KxISElBQUKC37ujRoyYJRlRdrT18DQnpuXC2UyK8s6/UcYiIiGo9o3t4P/vsM4SHh8PNzQ3Hjh1Dhw4dUK9ePVy+fBl9+vQxR0aiauNugQafxVwAAEzu6Q8bqwr9TUlEREQmZHTB+8UXX+Drr7/G559/DisrK8yYMQPR0dGYPHkyMjIyzJGRqNpYtTceqVn58K5rjWFPNJA6DhEREaECBW9CQgI6deoEALC2tkZWVhYA4KWXXsLPP/9s2nRE1UhGrhordlwCAEwNbQwrCw6RJyIiqgqM/o3s7u6O9PR0AECDBg2wf/9+AEB8fDyEEKZNR1SNrNh1CZl5hQh0s8eAIC+p4xAREdE9Rhe8PXr0wKZNmwAA4eHhePPNNxEaGoqhQ4di8ODBJg9IVB2kZOZh1Z54AMD0sEAo5DKJExEREVExo79R8/XXX0Or1QIAJk6ciHr16mHv3r0YMGAAXnvtNZMHJKoOPtt2AXlqLdo2cELPpq5SxyEiIqIHGF3wyuVyyOX3O4aHDRuGYcOGmTQUUXVy9VYOfjl4DQDwdu8muqsSEhERUdVgUMF78uRJg3fYqlWrCochqo6WRJ9HoVagW2MXBDeqJ3UcIiIieohBBW/r1q0hk8ke+aU0mUwGjUZjkmBE1cHZm5nYdOImgKKxu0RERFT1GFTwxsfHmzsHUbW0OCoOQgD/aeWBFl6OUschIiKiUhhU8Pr4+Jg7B1G1c+hKOrbFpkAhl+GtXuzdJSIiqqoqdN3TuLg4fP755zh37hwAoGnTpnj99dcRGMhf+lQ7CCGwKDIWADCkvTcaOttKnIiIiIjKYvQ8vBs2bECLFi1w5MgRBAUFISgoCEePHkWLFi2wYcMGc2QkqnJ2xKXi0JXbUFrI8UbPAKnjEBERUTmM7uGdMWMGZs2ahXnz5uktj4iIwIwZM/Dss8+aLBxRVaTVCizaEgcAGN3JF+6OKokTERERUXmM7uFNTEzEyJEjSyx/8cUXkZiYaJJQRFXZnydv4lxiJuxVFhjf3U/qOERERPQIRhe83bt3x7///lti+e7du9G1a1eThCKqqtQaLZZEnwcAvPZUIzjZWEmciIiIiB7F6CENAwYMwNtvv40jR47gySefBADs378f69atw9y5c7Fp0ya9bYlqkrWHruHqrVw42ykR3rmh1HGIiIjIAEYXvBMmTAAAfPHFF/jiiy9KXQfwIhRU89wt0OCzmAsAgNd7+MNWWaFJToiIiKiSGf0bW6vVmiMHUZW3eu8VpGTlo34dawzv0EDqOERERGQgo8fwlic3N9eUuyOqMjJy1fhyx0UAwNTQxrCyMOlLh4iIiMzI6N/aPXv2xI0bN0osP3DgAFq3bm2KTERVzle7LiEzrxCBbvYY2NpL6jhERERkBKMLXpVKhVatWmHt2rUAioY4zJkzB127dkXfvn1NHpBIaimZeVi5Jx4AMC0sEAq5TOJEREREZAyjx/Bu3rwZy5cvx8svv4w//vgDV65cwdWrV/HXX3+hV69e5shIJKnPt11EnlqLtg2cENLUVeo4REREZKQKfc184sSJuH79OhYuXAgLCwvs2LEDnTp1MnU2IsldvZWDnw8mAABm9G4CmYy9u0RERNWN0UMabt++jWeffRZffvklvvrqKwwZMgS9evUqMUUZUU3wafR5FGoFujV2wZON6kkdh4iIiCrA6B7eFi1aoGHDhjh27BgaNmyIsWPHYu3atZgwYQI2b96MzZs3myMnUaU7l5iJP07cBABMDwuUOA0RERFVlNE9vOPGjcOuXbvQsOH9q0wNHToUJ06cQEFBgUnDEUlp8ZY4CAH8p5UHWng5Sh2HiIiIKsjoHt5333231OX169dHdHT0YwciqgoOX0lHTGwKFHIZ3urF3l0iIqLqzOAe3kWLFuHu3bu623v27EF+fr7udlZWlt6lhYmqKyEEFkbGAgCGtPdGQ2dbiRMRERHR4zC44J01axaysrJ0t/v06aN3AYrc3Fx89dVXRgdYvnw5fH19oVKpEBwcjIMHD5a7/dKlSxEYGAhra2t4e3vjzTffRF5enm79nDlzIJPJ9H6aNGlidC6qvXbEpeLQldtQWsjxRs8AqeMQERHRYzJ4SIMQotzbFbF27VpMnToVK1asQHBwMJYuXYqwsDDExcXB1bXkfKc//fQTZs6ciZUrV6JTp044f/48Ro8eDZlMhiVLlui2a968ObZu3aq7bWFRodnXqBbSagUWbYkDAIzu5At3R5XEiYiIiOhxGf2lNVNasmQJxo4di/DwcDRr1gwrVqyAjY0NVq5cWer2e/fuRefOnfHCCy/A19cXvXr1wvDhw0v0CltYWMDd3V334+zsXBkPh2qAP0/exLnETNgrLTCum5/UcYiIiMgEJOv6LCgowJEjRzBr1izdMrlcjpCQEOzbt6/U+3Tq1Ak//PADDh48iA4dOuDy5cv4+++/8dJLL+ltd+HCBXh6ekKlUqFjx45YsGABGjRoUGaW/Px8vfHImZmZAAC1Wg21Wv04D9MgxceojGPRfQ+3u1qjxSdRRb27Y7r4ws5KxufEDHi+S4PtLg22uzTY7tKo7HY35jhGFbzffvst7OzsAACFhYVYvXq1rvf0wfG9hkhLS4NGo4Gbm5vecjc3N8TGxpZ6nxdeeAFpaWno0qULhBAoLCzEuHHj8M477+i2CQ4OxurVqxEYGIjExETMnTsXXbt2xenTp2Fvb1/qfhcsWIC5c+eWWB4VFQUbGxujHtfj4CwX0ihu991JMiSkK2BnKeCRFYu//y79PCTT4PkuDba7NNju0mC7S6Oy2j03N9fgbWXCwMG4vr6+Bl1WNT4+3qAD37x5E15eXti7dy86duyoWz5jxgzs3LkTBw4cKHGfHTt2YNiwYXj//fcRHByMixcv4o033sDYsWPLnC7tzp078PHxwZIlS/DKK6+Uuk1pPbze3t5IS0uDg4ODQY/ncajVakRHRyM0NBSWlpZmPx4VebDdC4UcIUt3IyUrH+/1a4KXniz7EwF6PDzfpcF2lwbbXRpsd2lUdrtnZmbC2dkZGRkZj6zXDO7hvXLlyuPm0uPs7AyFQoHk5GS95cnJyXB3dy/1Pu+++y5eeukljBkzBgDQsmVL5OTk4NVXX8X//d//QS4vOSTZyckJjRs3xsWLF8vMolQqoVQqSyy3tLSs1BdKZR+PilhaWmLNngSkZOWjfh1rvNixISwtJB3eXivwfJcG210abHdpsN2lUVntbswxJPutbmVlhXbt2iEmJka3TKvVIiYmRq/H90G5ubklilqFQgGg7FkjsrOzcenSJXh4eJgoOdU0GXfV+HJH0R9EU0Mbw4rFLhERUY0i6XxdU6dOxahRo9C+fXt06NABS5cuRU5ODsLDwwEAI0eOhJeXFxYsWAAA6N+/P5YsWYI2bdrohjS8++676N+/v67wnTZtGvr37w8fHx/cvHkTERERUCgUGD58uGSPk6q2b3dfQWZeIRq72WFgay+p4xAREZGJSVrwDh06FKmpqXjvvfeQlJSE1q1bIzIyUvdFtoSEBL0e3dmzZ0Mmk2H27Nm4ceMGXFxc0L9/f3zwwQe6ba5fv47hw4fj1q1bcHFxQZcuXbB//364uLhU+uOjqi+jAFhz+CoAYHpYEyjkjx6nTkRERNWL5FdkmDRpEiZNmlTquh07dujdtrCwQEREBCIiIsrc3y+//GLKeFTDRV2X465ai7YNnBDStOTFToiIiKj642BFqrUS0nOxN6WoR3dG7yYGzUJCRERE1U+FCt5Lly5h9uzZGD58OFJSUgAA//zzD86cOWPScETmtCzmErRChq7+9fBko3pSxyEiIiIzMbrg3blzJ1q2bIkDBw5g48aNyM7OBgCcOHGi3KEGRFXJucRM/HkqEQDwVmiAxGmIiIjInIwueGfOnIn3338f0dHRsLKy0i3v0aMH9u/fb9JwROayeEschADa1NOiuaf5Ly5CRERE0jG64D116hQGDx5cYrmrqyvS0tJMEorInA5fSUdMbAoUchn6emuljkNERERmZnTB6+TkhMTExBLLjx07Bi8vzmFKVZsQAosi4wAAz7X1hKu1xIGIiIjI7IwueIcNG4a3334bSUlJkMlk0Gq12LNnD6ZNm4aRI0eaIyORyew4n4qDV9KhtJBjYnc/qeMQERFRJTC64P3www/RpEkTeHt7Izs7G82aNcNTTz2FTp06Yfbs2ebISGQSWu393t1RnXzh4aiSOBERERFVBqMvPGFlZYVvvvkG7777Lk6fPo3s7Gy0adMGAQH8pjtVbX+dSsS5xEzYKy0wvht7d4mIiGoLowve3bt3o0uXLmjQoAEaNGhgjkxEJqfWaPFJVFHv7qtPNUIdWyuo1WqJUxEREVFlMHpIQ48ePdCwYUO88847OHv2rDkyEZncr4ev4eqtXDjbWeHlLg2ljkNERESVyOiC9+bNm3jrrbewc+dOtGjRAq1bt8bHH3+M69evmyMf0WO7W6DBsq0XAACTnvaHrdLoDzaIiIioGjO64HV2dsakSZOwZ88eXLp0Cc8//zzWrFkDX19f9OjRwxwZiR7Lmn1XkJKVj/p1rDE8mMNwiIiIahujC94HNWzYEDNnzsRHH32Eli1bYufOnabKRWQSGXfV+HLHJQDAmyGNobRQSJyIiIiIKluFC949e/ZgwoQJ8PDwwAsvvIAWLVpg8+bNpsxG9Ni+3nUJGXfVaOxmh0FteGEUIiKi2sjowYyzZs3CL7/8gps3byI0NBTLli3DwIEDYWNjY458RBWWkpWHlbuvAACm9QqEQi6TNhARERFJwuiCd9euXZg+fTqGDBkCZ2dnc2QiMon/bruIu2oN2jRwQmgzN6njEBERkUSMLnj37NljjhxEJpVwKxc/HUgAAMwIawKZjL27REREtZVBBe+mTZvQp08fWFpaYtOmTeVuO2DAAJMEI3ocn249j0KtwFONXdDRr57UcYiIiEhCBhW8gwYNQlJSElxdXTFo0KAyt5PJZNBoNKbKRlQhsUmZ+P34DQDAjLBAidMQERGR1AwqeLVaban/J6qKFm+JgxBAv1YeaOHlKHUcIiIikpjR05J99913yM/PL7G8oKAA3333nUlCEVXU4Svp2HouBQq5DG+FNpY6DhEREVUBRhe84eHhyMjIKLE8KysL4eHhJglFVBFCCCyKjAMADGlfH41c7CRORERERFWB0QWvEKLUb7xfv34djo78+Jiks+N8Kg5eSYeVhRyTewZIHYeIiIiqCIOnJWvTpg1kMhlkMhl69uwJC4v7d9VoNIiPj0fv3r3NEpLoUbRagY/v9e6O7uQLD0driRMRERFRVWFwwVs8O8Px48cRFhYGO7v7HxdbWVnB19cXzz77rMkDEhnir1OJOJuYCXulBcZ385M6DhEREVUhBhe8ERERAABfX18MHToUKpXKbKGIjKHWaLEkqqh399WnGqGOrZXEiYiIiKgqMfpKa6NGjTJHDqIK+/XwNVy5lQtnOyu83KWh1HGIiIioijG64NVoNPj000/x66+/IiEhAQUFBXrr09PTTRaO6FHuFmjwWcwFAMCkp/1hqzT6lCYiIqIazuhZGubOnYslS5Zg6NChyMjIwNSpU/HMM89ALpdjzpw5ZohIVLY1+64gOTMfXk7WGB7cQOo4REREVAUZXfD++OOP+Oabb/DWW2/BwsICw4cPx7fffov33nsP+/fvN0dGolJl3FXjyx2XAABTQxtDaaGQOBERERFVRUYXvElJSWjZsiUAwM7OTncRiv/85z/YvHmzadMRlePrXZeQcVeNxm52GNTGS+o4REREVEUZXfDWr18fiYmJAAA/Pz9ERUUBAA4dOgSlUmnadERlSMnKw8rdVwAA03oFQiEveTEUIiIiIqACBe/gwYMRExMDAHj99dfx7rvvIiAgACNHjsTLL79s8oBEpfnvtou4q9agTQMnhDZzkzoOERERVWFGf6X9o48+0v1/6NChaNCgAfbt24eAgAD079/fpOGISpNwKxc/H0wAAMwIa1Lqpa6JiIiIij32HE4dO3ZEx44dTZGFyCCfbj0PtUaga4AzOvrVkzoOERERVXEGFbybNm0yeIcDBgyocBiiR4lNysTvx28AKOrdJSIiInoUgwreQYMGGbQzmUwGjUbzOHmIyrV4SxyEAPq19EDL+o5SxyEiIqJqwKCCV6vVmjsH0SMduZqOredSoJDLMLVXY6njEBERUTVh9CwNRFIQQmBhZBwA4Pl29eHnYidxIiIiIqoujP7S2rx588pd/95771U4DFFZdp5PxcH4dFhZyPFGSIDUcYiIiKgaMbrg/e233/Ruq9VqxMfHw8LCAn5+fix4yeS0WoFF93p3R3X0gYejtcSJiIiIqDoxuuA9duxYiWWZmZkYPXo0Bg8ebJJQRA/afCoRZxMzYa+0wITu/lLHISIiomrGJGN4HRwcMHfuXLz77rum2B2RjlqjxSdRRb27Y59qhDq2VhInIiIiourGZF9ay8jIQEZGhql2RwQAWHf4Oq7cykU9Wyu80qWh1HGIiIioGjJ6SMNnn32md1sIgcTERHz//ffo06ePyYIR5ak1WBZzHgAwqYc/bJWPfWFAIiIiqoWMriA+/fRTvdtyuRwuLi4YNWoUZs2aZbJgRGv2XkFyZj68nKzxQnADqeMQERFRNWV0wRsfH2+OHER6Mu6q8cWOSwCAN0MbQ2mhkDgRERERVVe88ARVSd/suoyMu2oEuNphcBsvqeMQERFRNWZ0D29eXh4+//xzbN++HSkpKSUuO3z06FGThaPaKSUrD//bXfRJwrSwQCjkMokTERERUXVmdMH7yiuvICoqCs899xw6dOgAmYzFCJnW8m0XcVetQWtvJ/Rq5iZ1HCIiIqrmjC54//rrL/z999/o3LmzOfJQLXctPRc/HUwAAMzoHcg/qIiIiOixGT2G18vLC/b29ubIQoRPo89DrRHoGuCMTn7OUschIiKiGsDogveTTz7B22+/jatXr5ojD9VisUmZ+O34DQDA9LBAidMQERFRTWH0kIb27dsjLy8PjRo1go2NDSwtLfXWp6enmywc1S6Lt5yHEEDflu5oVd9J6jhERERUQxhd8A4fPhw3btzAhx9+CDc3N46xJJM4cjUdW88lQyGX4a1e7N0lIiIi0zG64N27dy/27duHoKAgc+ShWkgIgYWRcQCA59rWh5+LncSJiIiIqCYxegxvkyZNcPfuXXNkoVpq5/lUHIxPh5WFHG+EBEgdh4iIiGoYowvejz76CG+99RZ27NiBW7duITMzU++HyBharcDHW4p6d0c+6QNPJ2uJExEREVFNY/SQht69ewMAevbsqbdcCAGZTAaNRmOaZFQrbD6ViDM3M2GntMCEp/2ljkNEREQ1kNEF7/bt282Rg2ohtUaLJdHnAQBjuzZCXVsriRMRERFRTWR0wdutWzdz5KBaaN3h64hPy0E9Wyu80rWh1HGIiIiohjK64N21a1e565966qkKh6HaI0+twbKYot7diU/7w05p9KlIREREZBCjq4zu3buXWPbgXLwcw0uGWLP3CpIz8+HlZI0RTzaQOg4RERHVYEbP0nD79m29n5SUFERGRuKJJ55AVFSUOTJSDZNxV40vdlwCAEwJCYDSQiFxIiIiIqrJjO7hdXR0LLEsNDQUVlZWmDp1Ko4cOWKSYFRzfbPrMjLuqhHgaodn2taXOg4RERHVcEb38JbFzc0NcXFxptod1VCpWfn43+54AMBbvQKhkPPS1ERERGReRhe8J0+e1Ps5ceIEIiMjMW7cOLRu3droAMuXL4evry9UKhWCg4Nx8ODBcrdfunQpAgMDYW1tDW9vb7z55pvIy8t7rH1S5fnvtgu4q9YgyNsJYc3dpI5DREREtYDRQxpat24NmUwGIYTe8ieffBIrV640al9r167F1KlTsWLFCgQHB2Pp0qUICwtDXFwcXF1dS2z/008/YebMmVi5ciU6deqE8+fPY/To0ZDJZFiyZEmF9kmV51p6Ln46mAAAeDssUO/LjkRERETmYnTBGx8fr3dbLpfDxcUFKpXK6IMvWbIEY8eORXh4OABgxYoV2Lx5M1auXImZM2eW2H7v3r3o3LkzXnjhBQCAr68vhg8fjgMHDlR4nwCQn5+P/Px83e3iSySr1Wqo1WqjH5exio9RGceS0idbYqHWCHT2q4cnfBwlf7y1pd2rGra7NNju0mC7S4PtLo3KbndjjiMTD3fVVpKCggLY2Nhg/fr1GDRokG75qFGjcOfOHfzxxx8l7vPTTz9hwoQJiIqKQocOHXD58mX069cPL730Et55550K7RMA5syZg7lz55Z6PBsbm8d+rATczAUWnVBAQIa3WhaigZ3UiYiIiKg6y83NxQsvvICMjAw4ODiUu63BPbzbtm3DpEmTsH///hI7zcjIQKdOnbBixQp07drVoP2lpaVBo9HAzU1/HKebmxtiY2NLvc8LL7yAtLQ0dOnSBUIIFBYWYty4cXjnnXcqvE8AmDVrFqZOnaq7nZmZCW9vb/Tq1euRDWgKarUa0dHRCA0NhaWlpdmPJ4VxPx6DQCp6N3fDuCFBUscBUDvavSpiu0uD7S4Ntrs02O7SqOx2L/5E3hAGF7xLly7F2LFjSy0AHR0d8dprr2HJkiUGF7wVsWPHDnz44Yf44osvEBwcjIsXL+KNN97A/Pnz8e6771Z4v0qlEkqlssRyS0vLSn2hVPbxKsuRq7cRE5sKuQyYFtakyj3GmtruVR3bXRpsd2mw3aXBdpdGZbW7MccweJaGEydOoHfv3mWu79Wrl1Fz8Do7O0OhUCA5OVlveXJyMtzd3Uu9z7vvvouXXnoJY8aMQcuWLTF48GB8+OGHWLBgAbRabYX2SeYlhMCiyKLe9efbecPflWMZiIiIqHIZXPAmJyeXW0lbWFggNTXV4ANbWVmhXbt2iImJ0S3TarWIiYlBx44dS71Pbm4u5HL9yApF0VW6hBAV2ieZ164LaTgQnw4rCzneCAmQOg4RERHVQgYPafDy8sLp06fh7+9f6vqTJ0/Cw8PDqINPnToVo0aNQvv27dGhQwcsXboUOTk5uhkWRo4cCS8vLyxYsAAA0L9/fyxZsgRt2rTRDWl499130b9/f13h+6h9UuXRau/37o580geeTtYSJyIiIqLayOCCt2/fvnj33XfRu3fvElOQ3b17FxEREfjPf/5j1MGHDh2K1NRUvPfee0hKSkLr1q0RGRmp+9JZQkKCXo/u7NmzIZPJMHv2bNy4cQMuLi7o378/PvjgA4P3SZXn79OJOHMzE3ZKC0x4uvQ/lIiIiIjMzeCCd/bs2di4cSMaN26MSZMmITAwEAAQGxuL5cuXQ6PR4P/+7/+MDjBp0iRMmjSp1HU7duzQD2thgYiICERERFR4n1Q51BotPok6DwAY27UR6tpaSZyIiIiIaiuDC143Nzfs3bsX48ePx6xZs3RXWpPJZAgLC8Py5cvZi0o6649cR3xaDurZWuGVrg2ljkNERES1mFFXWvPx8cHff/+N27dv4+LFixBCICAgAHXq1DFXPqqG8tQaLN1a1Ls78Wl/2CmNvqAfERERkclUqBKpU6cOnnjiCVNnoRriu31XkJyZDy8na4x4soHUcYiIiKiWM3haMiJDZOap8cWOSwCAKSEBUFooJE5EREREtR0LXjKpb3Zdxp1cNfxd7fBM2/pSxyEiIiJiwUumk5qVj//tjgcATOsVCIVcJnEiIiIiIha8ZELLt19EboEGQd5OCGvOGTuIiIioamDBSyZxLT0XPx64CgB4OywQMhl7d4mIiKhqYMFLJvHp1vNQawS6+Dujk7+z1HGIiIiIdFjw0mOLS8rCb8duAACmhwVKnIaIiIhIHwteemyLo+IgBNCnhTuCvJ2kjkNERESkhwUvPZYjV28j+mwy5DLgrV7s3SUiIqKqhwUvVZgQAosiYwEAz7WrD39XO4kTEREREZXEgpcqbNeFNByIT4eVhRxvhDSWOg4RERFRqVjwUoVotQIfbynq3X3pSR94OVlLnIiIiIiodCx4qUL+Pp2I0zcyYae0wITuflLHISIiIioTC14ymlqjxSdR5wEAY7o2RD07pcSJiIiIiMrGgpeMtv7IdcSn5aCurRXGdG0kdRwiIiKicrHgJaPkqTVYtvUCAGDi0/6wU1pInIiIiIiofCx4ySjf7buCpMw8eDlZY0RwA6njEBERET0SC14yWGaeGl/suAQAeCMkACpLhcSJiIiIiB6NBS8Z7Jtdl3EnVw1/Vzs808ZL6jhEREREBmHBSwZJzcrH/3bHAwCm9WoMCwVPHSIiIqoeWLWQQZZvv4jcAg2C6jsirLm71HGIiIiIDMaClx7pWnoufjxwFQAwo3cTyGQyiRMRERERGY4FLz3Sp1vPQ60R6OLvjM7+zlLHISIiIjIKC14qV1xSFn47dgMAMD0sUOI0RERERMZjwUvlWhwVByGAPi3cEeTtJHUcIiIiIqOx4KUyHU24jeizyZDLgLd6NZY6DhEREVGFsOClUgkhsCgyFgDwXLv68He1lzgRERERUcWw4KVS/XshDfsvp8NKIccbIezdJSIiouqLBS+VoNUKLNpS1Lv7UkcfeDlZS5yIiIiIqOJY8FIJ/5xOwukbmbC1UmBCdz+p4xARERE9Fha8pKdQo8UnUXEAgLFPNUI9O6XEiYiIiIgeDwte0rP+yHVcTstBXVsrjOnaSOo4RERERI+NBS/p5Kk1WLr1AgBg4tP+sFNaSJyIiIiI6PGx4CWd7/ddRVJmHjwdVRgR3EDqOEREREQmwYKXAACZeWos33ERADAltDFUlgqJExERERGZBgteAgB8u+sy7uSq4edii2faeEkdh4iIiMhkWPASUrPy8e3ueADA9LBAWCh4WhAREVHNwcqGsHz7ReQWaBBU3xFhzd2ljkNERERkUix4a7lr6bn48cBVAMCM3k0gk8kkTkRERERkWix4a7mlWy9ArRHo7F8Pnf2dpY5DREREZHIseGux88lZ2HjsOgBgRlgTidMQERERmQcL3lps8ZY4CAH0bu6OIG8nqeMQERERmQUL3lrqaMJtRJ1NhlwGTAtrLHUcIiIiIrNhwVsLCSGwKDIWAPBs2/rwd7WXOBERERGR+bDgrYX+vZCG/ZfTYaWQY0ooe3eJiIioZmPBW8totQIfb4kDALz4pA+8nKwlTkRERERkXix4a5l/Tifh1I0M2FopMPFpP6njEBEREZkdC95apFCjxSdRRb27Y7o2Qj07pcSJiIiIiMyPBW8tsv7IdVxOy0FdWyuM6dpQ6jhERERElYIFby2Rp9ZgWcwFAMCE7n6wV1lKnIiIiIiocrDgrSW+33cViRl58HRU4cUnfaSOQ0RERFRpWPDWApl5anyx4yIAYEpIY6gsFRInIiIiIqo8LHhrgW93XcbtXDX8XGzxTFsvqeMQERERVSoWvDVcWnY+vt0dDwCY1isQFgo+5URERFS7sPqp4f677SJyCzRoVd8RvVu4Sx2HiIiIqNKx4K3BrqXn4qcDCQCAGWFNIJPJJE5EREREVPlY8NZgS7deQIFGi87+9dAlwFnqOERERESSYMFbQ51PzsJvx64DAKaHNZE4DREREZF0WPDWUIu3xEErgN7N3dHa20nqOERERESSYcFbAx1LuI2os8mQy4BpYY2ljkNEREQkKRa8NYwQAosi4wAAz7atD39Xe4kTEREREUmLBW8Ns/tiGvZdvgUrhRxTQtm7S0RERMSCtwZ5sHf3xSd94OVkLXEiIiIiIulViYJ3+fLl8PX1hUqlQnBwMA4ePFjmtt27d4dMJivx069fP902o0ePLrG+d+/elfFQJPXP6SScupEBWysFJj7tJ3UcIiIioirBQuoAa9euxdSpU7FixQoEBwdj6dKlCAsLQ1xcHFxdXUtsv3HjRhQUFOhu37p1C0FBQXj++ef1tuvduzdWrVqlu61UKs33IKqAQo0Wi6OKenfHdG2EenY1+/ESERERGUryHt4lS5Zg7NixCA8PR7NmzbBixQrY2Nhg5cqVpW5ft25duLu7636io6NhY2NTouBVKpV629WpU6cyHo5kNhy9jsupOahjY4kxXRtKHYeIiIioypC0h7egoABHjhzBrFmzdMvkcjlCQkKwb98+g/bxv//9D8OGDYOtra3e8h07dsDV1RV16tRBjx498P7776NevXql7iM/Px/5+fm625mZmQAAtVoNtVpt7MMyWvExKnqsfLUGn0afBwCM79YIKkXF91WbPG67U8Ww3aXBdpcG210abHdpVHa7G3McmRBCmDFLuW7evAkvLy/s3bsXHTt21C2fMWMGdu7ciQMHDpR7/4MHDyI4OBgHDhxAhw4ddMt/+eUX2NjYoGHDhrh06RLeeecd2NnZYd++fVAoFCX2M2fOHMydO7fE8p9++gk2NjaP8Qgrx/abMvx+VQEnK4HZbTSwlLzfnoiIiMi8cnNz8cILLyAjIwMODg7lbiv5GN7H8b///Q8tW7bUK3YBYNiwYbr/t2zZEq1atYKfnx927NiBnj17ltjPrFmzMHXqVN3tzMxMeHt7o1evXo9sQFNQq9WIjo5GaGgoLC0tjbpvVl4h5nz6LwA1ZvRtgYHtvMwTsgZ6nHanimO7S4PtLg22uzTY7tKo7HYv/kTeEJIWvM7OzlAoFEhOTtZbnpycDHd393Lvm5OTg19++QXz5s175HEaNWoEZ2dnXLx4sdSCV6lUlvqlNktLy0p9oVTkeKt3xON2rhp+LrYY8kQDWCjYvWusyn6eqQjbXRpsd2mw3aXBdpdGZbW7MceQtDqysrJCu3btEBMTo1um1WoRExOjN8ShNOvWrUN+fj5efPHFRx7n+vXruHXrFjw8PB47c1WSlp2Pb/+9DACY1iuQxS4RERFRKSSvkKZOnYpvvvkGa9aswblz5zB+/Hjk5OQgPDwcADBy5Ei9L7UV+9///odBgwaV+CJadnY2pk+fjv379+PKlSuIiYnBwIED4e/vj7CwsEp5TJVl+faLyC3QoFV9R/RuUX6POBEREVFtJfkY3qFDhyI1NRXvvfcekpKS0Lp1a0RGRsLNzQ0AkJCQALlcvy6Pi4vD7t27ERUVVWJ/CoUCJ0+exJo1a3Dnzh14enqiV69emD9/fo2ai/f67Vz8uD8BADAjrAlkMpnEiYiIiIiqJskLXgCYNGkSJk2aVOq6HTt2lFgWGBiIsiaXsLa2xpYtW0wZr0pauvUCCjRadPKrhy4BzlLHISIiIqqyJB/SQMa7kJyFjUevAwBm9G4icRoiIiKiqo0FbzW0OCoOWgGENXdDa28nqeMQERERVWkseKuZYwm3seVMMuSyopkZiIiIiKh8LHirESEEFkXGAQCeaVsfAW72EiciIiIiqvpY8FYjuy+mYd/lW7BSyDElJEDqOERERETVAgveauLB3t0RTzZA/To2EiciIiIiqh5Y8FYT/5xOwqkbGbC1UmDi0/5SxyEiIiKqNljwVgOFGi0WRxX17r7StRGc7WrOBTSIiIiIzI0FbzWw4eh1XE7NQR0bS4zt2lDqOERERETVCgveKi5PrcHSrRcAABOf9oe9ylLiRERERETVCwveKu6H/VeRmJEHD0cVXnzSR+o4RERERNUOC94qLCtPjeXbLwIApoQEQGWpkDgRERERUfXDgrcK++bfeNzOVaORiy2ebVtf6jhERERE1RIL3ioqLTsf//v3MoCiSwhbKPhUEREREVUEq6gqavn2i8gp0KCllyP6tHCXOg4RERFRtcWCtwq6fjsXP+5PAADM6B0ImUwmcSIiIiKi6osFbxW0dOsFFGi06ORXD138naWOQ0RERFStseCtYi4kZ2Hj0esAgOlh7N0lIiIielwseKuYxVFx0AogrLkb2jSoI3UcIiIiomqPBW8VcuJ6BracSYZcVjQzAxERERE9PgupA9R2Gq3Agfh0HEmT4atNZwEAz7StjwA3e4mTEREREdUMLHglFHk6EXP/PIvEjDwACgBZAIA23k5SxiIiIiKqUVjwSiTydCLG/3AUopR1s38/jXp2VujdwqPScxERERHVNBzDKwGNVmDun2dLLXaLzf3zLDTa8rYgIiIiIkOw4JXAwfj0e8MYSicAJGbk4WB8euWFIiIiIqqhWPBKICWr7GK3ItsRERERUdlY8ErA1V5l0u2IiIiIqGwseCXQoWFdeDiqUNY11GQAPBxV6NCwbmXGIiIiIqqRWPBKQCGXIaJ/MwAoUfQW347o3wwKOS8rTERERPS4WPBKpHcLD3z5Ylu4O+oPW3B3VOHLF9tySjIiIiIiE+E8vBLq3cIDoc3cse9iCqL+PYBeXYPR0d+VPbtEREREJsSCV2IKuQzBDevi1jmB4IZ1WewSERERmRiHNBARERFRjcaCl4iIiIhqNBa8RERERFSjseAlIiIiohqNBS8RERER1WgseImIiIioRmPBS0REREQ1GgteIiIiIqrRWPASERERUY3GgpeIiIiIajQWvERERERUo7HgJSIiIqIajQUvEREREdVoFlIHqIqEEACAzMzMSjmeWq1Gbm4uMjMzYWlpWSnHJLa7VNju0mC7S4PtLg22uzQqu92L67Tiuq08LHhLkZWVBQDw9vaWOAkRERERlScrKwuOjo7lbiMThpTFtYxWq8XNmzdhb28PmUxm9uNlZmbC29sb165dg4ODg9mPR0XY7tJgu0uD7S4Ntrs02O7SqOx2F0IgKysLnp6ekMvLH6XLHt5SyOVy1K9fv9KP6+DgwBemBNju0mC7S4PtLg22uzTY7tKozHZ/VM9uMX5pjYiIiIhqNBa8RERERFSjseCtApRKJSIiIqBUKqWOUquw3aXBdpcG210abHdpsN2lUZXbnV9aIyIiIqIajT28RERERFSjseAlIiIiohqNBS8RERER1WgseImIiIioRmPBWwl27dqF/v37w9PTEzKZDL///vsj77Njxw60bdsWSqUS/v7+WL16tdlz1jTGtvuOHTsgk8lK/CQlJVVO4BpgwYIFeOKJJ2Bvbw9XV1cMGjQIcXFxj7zfunXr0KRJE6hUKrRs2RJ///13JaStOSrS7qtXry5xrqtUqkpKXDN8+eWXaNWqlW6S/Y4dO+Kff/4p9z481x+fse3Oc908PvroI8hkMkyZMqXc7arKOc+CtxLk5OQgKCgIy5cvN2j7+Ph49OvXD08//TSOHz+OKVOmYMyYMdiyZYuZk9YsxrZ7sbi4OCQmJup+XF1dzZSw5tm5cycmTpyI/fv3Izo6Gmq1Gr169UJOTk6Z99m7dy+GDx+OV155BceOHcOgQYMwaNAgnD59uhKTV28VaXeg6GpID57rV69eraTENUP9+vXx0Ucf4ciRIzh8+DB69OiBgQMH4syZM6Vuz3PdNIxtd4DnuqkdOnQIX331FVq1alXudlXqnBdUqQCI3377rdxtZsyYIZo3b663bOjQoSIsLMyMyWo2Q9p9+/btAoC4fft2pWSqDVJSUgQAsXPnzjK3GTJkiOjXr5/esuDgYPHaa6+ZO16NZUi7r1q1Sjg6OlZeqFqiTp064ttvvy11Hc918ymv3Xmum1ZWVpYICAgQ0dHRolu3buKNN94oc9uqdM6zh7cK2rdvH0JCQvSWhYWFYd++fRIlql1at24NDw8PhIaGYs+ePVLHqdYyMjIAAHXr1i1zG57vpmdIuwNAdnY2fHx84O3t/cgeMiqfRqPBL7/8gpycHHTs2LHUbXium54h7Q7wXDeliRMnol+/fiXO5dJUpXPeotKPSI+UlJQENzc3vWVubm7IzMzE3bt3YW1tLVGyms3DwwMrVqxA+/btkZ+fj2+//Rbdu3fHgQMH0LZtW6njVTtarRZTpkxB586d0aJFizK3K+t859jpijG03QMDA7Fy5Uq0atUKGRkZWLx4MTp16oQzZ86gfv36lZi4ejt16hQ6duyIvLw82NnZ4bfffkOzZs1K3ZbnuukY0+48103nl19+wdGjR3Ho0CGDtq9K5zwLXqJ7AgMDERgYqLvdqVMnXLp0CZ9++im+//57CZNVTxMnTsTp06exe/duqaPUKoa2e8eOHfV6xDp16oSmTZviq6++wvz5880ds8YIDAzE8ePHkZGRgfXr12PUqFHYuXNnmcUXmYYx7c5z3TSuXbuGN954A9HR0dXyS38seKsgd3d3JCcn6y1LTk6Gg4MDe3crWYcOHViwVcCkSZPw119/YdeuXY/sQSnrfHd3dzdnxBrJmHZ/mKWlJdq0aYOLFy+aKV3NZGVlBX9/fwBAu3btcOjQISxbtgxfffVViW15rpuOMe3+MJ7rFXPkyBGkpKTofeKp0Wiwa9cu/Pe//0V+fj4UCoXefarSOc8xvFVQx44dERMTo7csOjq63PFJZB7Hjx+Hh4eH1DGqDSEEJk2ahN9++w3btm1Dw4YNH3kfnu+PryLt/jCNRoNTp07xfH9MWq0W+fn5pa7juW4+5bX7w3iuV0zPnj1x6tQpHD9+XPfTvn17jBgxAsePHy9R7AJV7Jyv9K/J1UJZWVni2LFj4tixYwKAWLJkiTh27Ji4evWqEEKImTNnipdeekm3/eXLl4WNjY2YPn26OHfunFi+fLlQKBQiMjJSqodQLRnb7p9++qn4/fffxYULF8SpU6fEG2+8IeRyudi6datUD6HaGT9+vHB0dBQ7duwQiYmJup/c3FzdNi+99JKYOXOm7vaePXuEhYWFWLx4sTh37pyIiIgQlpaW4tSpU1I8hGqpIu0+d+5csWXLFnHp0iVx5MgRMWzYMKFSqcSZM2ekeAjV0syZM8XOnTtFfHy8OHnypJg5c6aQyWQiKipKCMFz3VyMbXee6+bz8CwNVfmcZ8FbCYqnu3r4Z9SoUUIIIUaNGiW6detW4j6tW7cWVlZWolGjRmLVqlWVnru6M7bdFy5cKPz8/IRKpRJ169YV3bt3F9u2bZMmfDVVWnsD0Dt/u3XrpnsOiv3666+icePGwsrKSjRv3lxs3ry5coNXcxVp9ylTpogGDRoIKysr4ebmJvr27SuOHj1a+eGrsZdffln4+PgIKysr4eLiInr27KkruoTguW4uxrY7z3XzebjgrcrnvEwIISqvP5mIiIiIqHJxDC8RERER1WgseImIiIioRmPBS0REREQ1GgteIiIiIqrRWPASERERUY3GgpeIiIiIajQWvERERERUo7HgJSIiIqIajQUvEdEjXLlyBTKZDMePH5c6ik5sbCyefPJJqFQqtG7dWuo4RERVGgteIqryRo8eDZlMho8++khv+e+//w6ZTCZRKmlFRETA1tYWcXFxiImJKXO7pKQkvP7662jUqBGUSiW8vb3Rv3//cu9TG40ePRqDBg2SOgYRmQkLXiKqFlQqFRYuXIjbt29LHcVkCgoKKnzfS5cuoUuXLvDx8UG9evVK3ebKlSto164dtm3bho8//hinTp1CZGQknn76aUycOLHCxyYiqm5Y8BJRtRASEgJ3d3csWLCgzG3mzJlT4uP9pUuXwtfXV3e7uCfvww8/hJubG5ycnDBv3jwUFhZi+vTpqFu3LurXr49Vq1aV2H9sbCw6deoElUqFFi1aYOfOnXrrT58+jT59+sDOzg5ubm546aWXkJaWplvfvXt3TJo0CVOmTIGzszPCwsJKfRxarRbz5s1D/fr1oVQq0bp1a0RGRurWy2QyHDlyBPPmzYNMJsOcOXNK3c+ECRMgk8lw8OBBPPvss2jcuDGaN2+OqVOnYv/+/brtEhISMHDgQNjZ2cHBwQFDhgxBcnJyiXZduXIlGjRoADs7O0yYMAEajQaLFi2Cu7s7XF1d8cEHH+gdXyaT4csvv0SfPn1gbW2NRo0aYf369XrbnDp1Cj169IC1tTXq1auHV199FdnZ2SWer8WLF8PDwwP16tXDxIkToVarddvk5+dj2rRp8PLygq2tLYKDg7Fjxw7d+tWrV8PJyQlbtmxB06ZNYWdnh969eyMxMVH3+NasWYM//vgDMpkMMpkMO3bsQEFBASZNmgQPDw+oVCr4+PiUe/4RUdXFgpeIqgWFQoEPP/wQn3/+Oa5fv/5Y+9q2bRtu3ryJXbt2YcmSJYiIiMB//vMf1KlTBwcOHMC4cePw2muvlTjO9OnT8dZbb+HYsWPo2LEj+vfvj1u3bgEA7ty5gx49eqBNmzY4fPgwIiMjkZycjCFDhujtY82aNbCyssKePXuwYsWKUvMtW7YMn3zyCRYvXoyTJ08iLCwMAwYMwIULFwAAiYmJaN68Od566y0kJiZi2rRpJfaRnp6OyMhITJw4Eba2tiXWOzk5ASgqrgcOHIj09HTs3LkT0dHRuHz5MoYOHaq3/aVLl/DPP/8gMjISP//8M/73v/+hX79+uH79Onbu3ImFCxdi9uzZOHDggN793n33XTz77LM4ceIERowYgWHDhuHcuXMAgJycHISFhaFOnTo4dOgQ1q1bh61bt2LSpEl6+9i+fTsuXbqE7du3Y82aNVi9ejVWr16tWz9p0iTs27cPv/zyC06ePInnn38evXv31rUXAOTm5mLx4sX4/vvvsWvXLiQkJOjabdq0aRgyZIiuCE5MTESnTp3w2WefYdOmTfj1118RFxeHH3/8Ue+PJyKqRgQRURU3atQoMXDgQCGEEE8++aR4+eWXhRBC/Pbbb+LBt7GIiAgRFBSkd99PP/1U+Pj46O3Lx8dHaDQa3bLAwEDRtWtX3e3CwkJha2srfv75ZyGEEPHx8QKA+Oijj3TbqNVqUb9+fbFw4UIhhBDz588XvXr10jv2tWvXBAARFxcnhBCiW7duok2bNo98vJ6enuKDDz7QW/bEE0+ICRMm6G4HBQWJiIiIMvdx4MABAUBs3Lix3GNFRUUJhUIhEhISdMvOnDkjAIiDBw8KIYra1cbGRmRmZuq2CQsLE76+viXaccGCBbrbAMS4ceP0jhccHCzGjx8vhBDi66+/FnXq1BHZ2dm69Zs3bxZyuVwkJSUJIe4/X4WFhbptnn/+eTF06FAhhBBXr14VCoVC3LhxQ+84PXv2FLNmzRJCCLFq1SoBQFy8eFG3fvny5cLNzU13+8FzrNjrr78uevToIbRabZntR0TVA3t4iahaWbhwIdasWaPrJayI5s2bQy6///bn5uaGli1b6m4rFArUq1cPKSkpevfr2LGj7v8WFhZo3769LseJEyewfft22NnZ6X6aNGkCoKh3tFi7du3KzZaZmYmbN2+ic+fOess7d+5s1GMWQhi03blz5+Dt7Q1vb2/dsmbNmsHJyUnveL6+vrC3t9fddnNzQ7NmzUq0Y3ltVny7eL/nzp1DUFCQXg90586dodVqERcXp1vWvHlzKBQK3W0PDw/dcU6dOgWNRoPGjRvrtf3OnTv12t3GxgZ+fn6l7qMso0ePxvHjxxEYGIjJkycjKiqq3O2JqOqykDoAEZExnnrqKYSFhWHWrFkYPXq03jq5XF6i0HtwrGcxS0tLvdsymazUZVqt1uBc2dnZ6N+/PxYuXFhinYeHh+7/pQ0vMIeAgADIZDLExsaaZH/maLPHOXbxcbKzs6FQKHDkyBG9ohgA7Ozsyt3Ho/4oaNu2LeLj4/HPP/9g69atGDJkCEJCQkqMQyaiqo89vERU7Xz00Uf4888/sW/fPr3lLi4uSEpK0itkTDl37oNf9CosLMSRI0fQtGlTAEXF0ZkzZ+Dr6wt/f3+9H2OKXAcHB3h6emLPnj16y/fs2YNmzZoZvJ+6desiLCwMy5cvR05OTon1d+7cAQA0bdoU165dw7Vr13Trzp49izt37hh1vLI82GbFt4vbrGnTpjhx4oRevj179kAulyMwMNCg/bdp0wYajQYpKSkl2t3d3d3gnFZWVtBoNCWWOzg4YOjQofjmm2+wdu1abNiwAenp6Qbvl4iqBha8RFTttGzZEiNGjMBnn32mt7x79+5ITU3FokWLcOnSJSxfvhz//POPyY67fPly/Pbbb4iNjcXEiRNx+/ZtvPzyywCAiRMnIj09HcOHD8ehQ4dw6dIlbNmyBeHh4aUWUuWZPn06Fi5ciLVr1yIuLg4zZ87E8ePH8cYbbxidV6PRoEOHDtiwYQMuXLiAc+fO4bPPPtMNNQgJCdG159GjR3Hw4EGMHDkS3bp1Q/v27Y06XmnWrVuHlStX4vz584iIiMDBgwd1X0obMWIEVCoVRo0ahdOnT2P79u14/fXX8dJLL8HNzc2g/Tdu3BgjRozAyJEjsXHjRsTHx+PgwYNYsGABNm/ebHBOX19fnDx5EnFxcUhLS4NarcaSJUvw888/IzY2FufPn8e6devg7u6u+8IfEVUfLHiJqFqaN29eiY/PmzZtii+++ALLly9HUFAQDh48WOoMBhX10Ucf4aOPPkJQUBB2796NTZs2wdnZGQB0vbIajQa9evVCy5Yt/7+9u0dRGAjDOP6kFQQtbC0CkiZaJW1AjL2FtV1aEecEttaBlIE0aiVaBC0sUwU8gyfwCrvFwsIWC6ZYXIb/7wDzFtM8886XVquVOp3Oj3Our1gul1qv1zLGaDgc6nK56Hw+azAYNBrHdV3d73eNx2MZY+T7vqbTqW63m7Isk/S1tX86ndTtdhVFkeI4luu6OhwOjWr9ZrPZaL/fazQaqSgK7Xa7785xq9XS9XrV8/lUGIaaz+eaTCZK07RRjTzPtVgsZIyR53mazWaq61r9fv/lMZIkked5CoJAvV5PVVWp3W5ru90qCAKFYajH46GyLBvPJ4D3cz5evdkAAEADjuPoeDzygxmAt2OZCgAAAKsReAEAAGA1niUDAPwJTswB+C/o8AIAAMBqBF4AAABYjcALAAAAqxF4AQAAYDUCLwAAAKxG4AUAAIDVCLwAAACwGoEXAAAAVvsEUP8FHyVduSIAAAAASUVORK5CYII=",
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]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Step 1: Load the Data\n",
"# We'll use the Iris dataset, a common dataset for practicing PCA.\n",
"data = load_iris()\n",
"X = data.data\n",
"y = data.target\n",
"feature_names = data.feature_names\n",
"\n",
"# Convert to a DataFrame for easier handling\n",
"df = pd.DataFrame(X, columns=feature_names)\n",
"df['target'] = y\n",
"\n",
"# Display the first few rows of the data\n",
"df.head()\n",
"\n",
"# Step 2: Data Standardization\n",
"# PCA is affected by scale, so we need to standardize the data to have a mean of 0 and variance of 1.\n",
"scaler = StandardScaler()\n",
"X_scaled = scaler.fit_transform(X)\n",
"\n",
"# Step 3: Perform PCA\n",
"# We'll set n_components=2 to reduce the dataset to 2 principal components for easy visualization.\n",
"pca = PCA(n_components=2)\n",
"X_pca = pca.fit_transform(X_scaled)\n",
"\n",
"# Step 4: Understanding the Explained Variance\n",
"# Let's see how much variance each principal component explains.\n",
"explained_variance = pca.explained_variance_ratio_\n",
"print(f\"Explained variance by each component: {explained_variance}\")\n",
"print(f\"Total explained variance: {sum(explained_variance)}\")\n",
"\n",
"# Step 5: Visualize the Results\n",
"# Plotting the data in the new 2D PCA space.\n",
"plt.figure(figsize=(8, 6))\n",
"plt.scatter(X_pca[:, 0], X_pca[:, 1], c=y, cmap='viridis', edgecolor='k', s=50)\n",
"plt.xlabel(f'Principal Component 1 ({explained_variance[0]:.2f} variance)')\n",
"plt.ylabel(f'Principal Component 2 ({explained_variance[1]:.2f} variance)')\n",
"plt.title('2D PCA of Iris Dataset')\n",
"plt.colorbar(label='Target')\n",
"plt.show()\n",
"\n",
"# Step 6: Interpreting PCA Components\n",
"# We can see the contribution (loading) of each original feature to the principal components.\n",
"# This helps us understand how each original feature contributes to each principal component.\n",
"pca_components = pd.DataFrame(pca.components_, columns=feature_names, index=[f'PC1', f'PC2'])\n",
"print(\"PCA Components (Feature Loadings):\")\n",
"print(pca_components)\n",
"\n",
"# Step 7: Reconstructing the Original Data (optional)\n",
"# We can also reconstruct the original data from the principal components to approximate the original dataset.\n",
"X_reconstructed = pca.inverse_transform(X_pca)\n",
"df_reconstructed = pd.DataFrame(X_reconstructed, columns=feature_names)\n",
"print(\"Reconstructed Data (approximation of the original):\")\n",
"print(df_reconstructed.head())\n",
"\n",
"# Step 8: Experimenting with Different Numbers of Components (optional)\n",
"# Try different values of n_components and observe the explained variance to decide the optimal number of components.\n",
"pca_full = PCA().fit(X_scaled)\n",
"explained_variance_full = np.cumsum(pca_full.explained_variance_ratio_)\n",
"\n",
"plt.figure(figsize=(8, 6))\n",
"plt.plot(range(1, len(explained_variance_full) + 1), explained_variance_full, marker='o')\n",
"plt.xlabel('Number of Components')\n",
"plt.ylabel('Cumulative Explained Variance')\n",
"plt.title('Explained Variance by Number of Principal Components')\n",
"plt.grid()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "d8e799e5",
"metadata": {},
"source": [
"Now, we cluster the two principal components using $k$-means clustering."
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "1b410da5",
"metadata": {},
"outputs": [
{
"data": {
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9e/Y0/NvExITKlSvHO7979+4ld+7ctG7d2rDMzMyMQYMGpegYtWrVwtPTk9DQUABOnDhB8+bNKVu2LMePHwdie2cVRUn0dmBKpeS1vMu+AcOT1Rs2bMDW1pZGjRrFe08qVKiAlZWV4ff9wIEDBAcH8+WXX2JmZhZvn8k9RGJnZ0doaOhbS2Jed+HCBby9vRk6dGi8Y7Vo0QIPDw927dqVYJuPPvoo3r9r1aqV4vPl7u7OgQMHOHDgAHv27GH27NkEBgbSrFkzfHx8gNje2v3799O2bVsKFChg2NbV1ZXu3btz4sQJQ298aqXk2rB7926qVq1K5cqV47Xr0aNHgv29/jcTHByMr68vtWrVIiwsLF5ZFcQ++NqvX7+3xpjS66KdnR0QW9KQmgf8du/eDcBnn30Wb3ncA4pvvucpOWcpodfr6dGjBwEBAfz222+p2hZi/55SOkpB//79cXZ2JleuXLRo0cJQdlWxYkUgbdfxVatW0aJFC8N2hQsXpkKFClJSkIkkiRWptmDBAkxMTGjatCm3b99+a/ty5crh4eHB6tWrWbVqFTlz5jRcfN90584drl+/jrOzc7yfIkWKAODt7W1oe/LkSRo2bIilpSV2dnY4Ozsbar/eTGLz5cuX4Fj29vbx6g4nTpxIQEAARYoUoVSpUnz++edcuXLlra/PxsYmxRfSd5E/f34+++wzFi9ejJOTE02aNOH3339P8FoT4+PjQ0BAAAsXLkxwbuM+RF8/t3HHS6k8efIkSKbePL8PHz6kYMGCCdoVKlQoRceoVasWMTExnD59mtu3b+Pt7U2tWrWoXbt2vCS2ePHiODg4pDj2tLyWtAoJCQEwfOjduXOHwMBAcuTIkeB9CQkJMbwncbc+UzuG7dChQylSpAjNmjUjT5489O/fP9nyA4h9nwCKFi2aYJ2Hh4dhfRwzMzOcnZ3jLUvN+bK0tKRhw4Y0bNiQpk2bMnLkSLZv387t27eZNm0aEPv7GxYWlmhMxYoVQ6/Xp3lIrpRcGx4+fEjhwoUTtEssnuvXr9OuXTtsbW2xsbHB2dnZ8KXozb/V3Llzp2hUiJReF7t06UKNGjUYOHAgLi4udO3alfXr1781oX348CEajSbB32LOnDmxs7NL8J6n5JylxPDhw9m7dy+LFy+mTJkyqdoWYv+eUpp4fvfddxw4cIDDhw9z5coVnj17Fq90ILXX8Zs3b/L3339To0YN7t69a/ipW7cuO3fuTPOXKpE6MsSWSLXixYuze/duGjRoQKNGjTh58uRbe2W7d+/OvHnzsLa2pkuXLmg0iX9/0uv1lCpVKslhiOKOc+/ePRo0aICHhwczZ84kb968mJiYsHv3bmbNmpXgoq3VahPdn/raAza1a9fm3r17bNu2jf3797N48WJmzZrF/PnzGThwYJKvzcPDg0uXLhEVFZWmYYqS6klL7MGYGTNm0LdvX0OMI0aMYOrUqZw5c4Y8efIkeYy489GzZ0/69OmTaJs3h6pJaS8spOz8vquKFStiZmbGsWPHyJcvHzly5KBIkSLUqlWLuXPnEhkZyfHjx2nXrt07HScjX8u1a9eA/yfuer2eHDlyJNlz82ZymFo5cuTg0qVL7Nu3jz179rBnzx6WLl1K7969Wb58+TvtO05S5+tdVKhQAVtb23g10CmVmr8nSN/3OyAggDp16mBjY8PEiRMpWLAgZmZmeHp68sUXXyS4LqX0byyl10Vzc3OOHTvGkSNH2LVrF3v37mXdunXUr1+f/fv3v/W9SunQUOlxziZMmMDcuXOZNm1aqupQ4zx58oTAwMAUfwkuVaoUDRs2THK9h4cHf//9N48fP07RXca4B8pGjRrFqFGjEqzftGlTinrZxbuRJFakSeXKldm6dSstWrSgUaNGHD9+PNkP3O7du/Pdd9/x/PlzVq5cmWS7ggULcvnyZRo0aJDsBXXHjh1ERkayffv2eL0Cr5cbpIWDgwP9+vWjX79+hISEULt2bcaPH59sEtuqVStOnz7Npk2bDAX+qWFvbw+Q4IGZN3s/4pQqVYpSpUrxzTffcOrUKWrUqMH8+fOZPHkykPgHkbOzM9bW1uh0umQv5BnJzc2NGzduoKpqvBjv3r2bou3jbusfP36cfPnyGW5n1qpVi8jISFatWsXLly+TfKgrTlaN4RgSEsKWLVvImzcvxYoVA2J/3w8ePEiNGjWSTWgKFiwIxCbBKf3QjmNiYkKrVq1o1aoVer2eoUOHsmDBAr799ttE9xX39Pjt27cT3DG5fft2gqfLM4pOpzP0XDs7O2NhYZHonZ9bt26h0WgMicfrf09xt9ch6b+nlHBzc0u0zOjNeI4ePYqfnx+bN2+O93sY9wR8WqX0ugig0Who0KABDRo0YObMmfzwww+MGzeOI0eOJPm37+bmhl6v586dO4bfTYgtHQsICEj39/z3339n/PjxfPrpp2meICDuc6RJkybpElOrVq1Ys2YNf/75J1999VWybVVVZfXq1dSrV4+hQ4cmWD9p0iRWrVolSWwmkHICkWYNGjRgzZo13L17l6ZNmyZ7+6RgwYLMnj2bqVOnxqsre1Pnzp15+vQpixYtSrAuPDzcUA8Z1xPw+jf/wMBAli5dmtaXg5+fX7x/W1lZUahQoQRDzLzpo48+wtXVldGjRycYCBtib/XFJZiJiUtQXu910ul0CZ7uDgoKIiYmJt6yUqVKodFo4sVoaWmZICHWarV06NCBTZs2GXoDXxdXe5iRmjRpwtOnT+MNkxUREZHoe52UWrVqcfbsWY4cOWJIYp2cnChWrBjTp083tEmOpaUlkPBLQ0YKDw+nV69e+Pv7M27cOEMi0rlzZ3Q6HZMmTUqwTUxMjCHGxo0bY21tzdSpU4mIiIjXLrnerzd/pzUajaHHPanf64oVK5IjRw7mz58fr82ePXu4efNmksPppacjR44QEhJiuMWs1Wpp3Lgx27ZtizdE1suXL1m9ejU1a9bExsYGSPzvKa7+Ma2aN2/OmTNnOHfunGGZj49Pgh70xK5LUVFRzJ07N83HhpRfF/39/ROsj5vQI7nrWPPmzQESjFIS1/Obnu/5unXrGDFiBD169EjzxB+HDx9m0qRJ5M+fP9G65LTo2LEjpUqVYsqUKZw+fTrB+uDgYMaNGwfElrJ5eXnRr18/OnbsmOCnS5cuHDlyJMkZvkT6kZ5Y8U7atWvHokWL6N+/P61bt2bv3r0JHjyJM3LkyLfur1evXqxfv56PPvqII0eOUKNGDXQ6Hbdu3WL9+vXs27ePihUr0rhxY0MP05AhQwgJCWHRokXkyJGD58+fp+m1FC9enLp161KhQgUcHBy4cOECGzdufOu0uPb29mzZssXwkNHrM3Z5enqyZs0aqlWrluT2JUqUoGrVqnz11Vf4+/vj4ODA2rVrEySshw8f5pNPPqFTp04UKVKEmJgYVq5caUhQ41SoUIGDBw8yc+ZMcuXKRf78+alSpQrTpk3jyJEjVKlShUGDBlG8eHH8/f3x9PTk4MGDiX4ApqchQ4YwZ84cunXrxsiRI3F1dWXVqlWG35eU9JDWqlWLKVOm8Pjx43jJau3atVmwYAHu7u7JllVAbJJjZ2fH/Pnzsba2xtLSkipVqqSqBjg5T58+NdxqDAkJ4caNG2zYsIEXL14wevRow5BnAHXq1GHIkCFMnTqVS5cu0bhxY4yNjblz5w4bNmzgl19+oWPHjtjY2DBr1iwGDhxIpUqV6N69O/b29ly+fJmwsLAkE7SBAwfi7+9P/fr1yZMnDw8fPuS3336jbNmy8XrcXmdsbMz06dPp168fderUoVu3brx8+ZJffvkFd3f3RG+dvovAwEDD+YqJieH27dvMmzcPc3PzeMNSTZ482TAG6tChQzEyMmLBggVERkbGG8e3cePG5MuXjwEDBvD555+j1WpZsmQJzs7OPHr0KE0xjh07lpUrVxpqdi0tLVm4cCFubm7x6uarV6+Ovb09ffr0YcSIESiKwsqVK9+5FCWl18WJEydy7NgxWrRogZubG97e3sydO5c8efIk+7BjmTJl6NOnDwsXLjSURJw7d47ly5fTtm3bJIf+Sq1z587Ru3dvHB0dadCgQYIvAdWrV4/34B7Efnm6desWMTExvHz5ksOHD3PgwAHc3NzYvn17kp83qWVsbMzmzZtp2LAhtWvXpnPnztSoUQNjY2OuX7/O6tWrsbe3Z8qUKaxatQqtVptkct+6dWvGjRvH2rVrEzwsJ9JZloyJILKl5IY8+fnnn1VAbdmypRodHR1viK3kkMiMXVFRUer06dPVEiVKqKampqq9vb1aoUIFdcKECWpgYKCh3fbt29XSpUurZmZmqru7uzp9+nR1yZIliQ6jk9iwR28OYzN58mS1cuXKqp2dnWpubq56eHioU6ZMUaOiolJ0fp49e6aOGjVKLVKkiGpmZqZaWFioFSpUUKdMmRIv7sRm7Lp3757asGFD1dTUVHVxcVG//vpr9cCBA/GGPrp//77av39/tWDBgqqZmZnq4OCg1qtXTz148GC8fd26dUutXbu2am5urgLxhtt6+fKlOmzYMDVv3ryqsbGxmjNnTrVBgwbqwoULDW2SmuHm9XVvDrGV2KxLbw73FPcaWrRooZqbm6vOzs7q6NGj1U2bNqmAeubMmbec4dhZ4rRarWptbR1v2Kg///xTBdRevXol2Cax871t2za1ePHiqpGRUbzhtlLzWhITN/wQoCqKotrY2KglSpRQBw0aFG94pjctXLhQrVChgmpubq5aW1urpUqVUseOHas+e/YsXrvt27er1atXV83NzVUbGxu1cuXK6po1a5KMc+PGjWrjxo3VHDlyqCYmJmq+fPnUIUOGqM+fPze0Sew9VVVVXbdunVquXDnV1NRUdXBwUHv06KE+efIkwXmxtLRM8HqSGubqTW8OsaUoiurg4KC2bt1avXjxYoL2np6eapMmTVQrKyvVwsJCrVevnnrq1KkE7S5evKhWqVLF8JpnzpyZ5BBbKbk2qKqqXrlyRa1Tp45qZmam5s6dW500aZL6xx9/JNjnyZMn1apVq6rm5uZqrly51LFjx6r79u1L8d9NUsdPyXXx0KFDaps2bdRcuXKpJiYmaq5cudRu3bqp//zzT6LHeV10dLQ6YcIENX/+/KqxsbGaN29e9auvvoo3LFhqz9mb4t6DpH5eH/buzbYmJiZqzpw51UaNGqm//PKLYVirt0nuepaYV69eqd99951aqlQp1cLCQjUzM1NLliypfvXVV+rz58/VqKgo1dHRMcGQYG/Knz//W4f/Eu9OUdV0fPJCCCFSafbs2YwaNYonT56QO3furA5HCCFENiFJrBAi04SHh8d7gCkiIoJy5cqh0+kSrScWQgghkiI1sUKITNO+fXvy5ctH2bJlDbWQt27dksHBhRBCpJoksUKITNOkSRMWL17MqlWr0Ol0FC9enLVr18ab/10IIYRICSknEEIIIYQQ2Y6MEyuEEEIIIbIdSWKFEEIIIUS285+qidXr9Tx79gxra+ssm3pSCCGEEEIkTVVVgoODyZUrFxpN0v2t/6kk9tmzZ4b5tYUQQgghxPvr8ePHyc7C+J9KYq2trQE4eNETSyvrLI5GCJER7gf7YWRygrquSU/1K4QQ4v0VHBxKoQKNDXlbUv5TSWxcCYGllTVWbzkxQojsyUKNxMjUHBsbq6wORQghxDt4W+mnPNglhPjg+IeF4Rv5OKvDEEIIkYEkiRVCfFAK2TgRrqvE83C/rA5FCCFEBpIkVgghhBBCZDv/qZpYIYQQQmRfqqqi04FOB8h8o9mTAlpt7M+7DncqSawQQggh3nvR0So+L/VERCiAjPWevamYmas459BgbJz291KSWCGEEEK81/R6lSeP9BgZmZMrlwPGxsbInEXZk6pCdHQ0Pj7+PHkUjlt+DRpN2t5MSWKFEEII8V6LjgZV1eDqmgMLC7PU70BVSVHWm9J24p2Ym5tiZGTEo0ePiY4GU9O07Uce7BJCCCHE++3f+tc09dgdPori6g4LlyTfbuGS2HaHj6b+GCLVDO/lO9Q2SxIrhPggvQwLyeoQhBBZ7fBRlJbtwNcPzcfDk05kF/wRu97XL7a9JLLZgiSxQogPTg0nD5nwQIj/urgENjoGRVVRIfFEdsEfaIaOQAUUVY1tL4lstiBJrBDigxSsy5vVIQghssrrCaxeD8SOZ5AgkX09gf13U0Wvl0QWOHr0GFqtJQEBAUm2WbZsJQ4OuTIvqDdIEiuEEEKID0ciCWyc1xNZpWe/BAmsoV0GJLIvXrxgxIjRFCpUAnNze9zcitC6dUcOHTqSLvsHqF+/KaNGfZ4u+6pevSpPn97D1tY2XfaXEWR0AiGEEEJ8GFQVpXsfiIqOLQ1IRFwiq6xZn2gCa2in16NGRaN074P63OudRi3w8npIrVoNsLOzY/r0KZQqVYLo6Gj27z/I8OGfcePG32ned2rFThihw8go+RTQxMSEnDlzZlJUaSM9sUIIIYT4MCgK6sTvDTWwSTZ747+JiauRVSd+/87Dbg0b9imKonDmzF906NCWIkUKU6JEcUaNGsGpU7E9sQEBAQwaNBQXFzfs7HLSsGEzLl++YtjHhAlTKF++KitXrqZAgWLY27vSrVsfgoODAejXbzB//XWcX3+di1ZriVZriZfXQ0NZwJ49+6hUqQbm5vacOHGKyMhIRo4cQ86cblhYOFC7dkPOn79oOF5i5QTLlq3E3b0oVlZOtG/fFX9//3iv8/LlKzRo0AxbWxfs7HJSqVINLlzwfKdzlxxJYoUQQgjx4RjcH/3cXw09rmkR10Orn/cbDO7/TuH4+/uzb98Bhg4djKWlZYL1dnZ2AHTu3BNvbx927drC+fMnKFeuLI0atYyXKN6794Bt23ayfftGtm/fyLFjx5k+fQYAs2f/RLVqVRg4sB9Pn97j6dN75M2bx7Dt119/xw8/TOT6dU9Kly7JF1+MY/PmrSxdupALF05SsGABmjVrkyAxjXP27HkGDRrKsGFD8PQ8Tb16tZky5cd4bXr16k/u3Lk4e/YY58+fYOzY0RgbZ9xNfyknEEIIIcSHZcgA9JBkzWty0jOBBbh79z6qqlK0aNEk25w4cYrz5y/y4oUXpv+O/P/TT1PZtm0nGzduZfC/cej1epYuXYC1tTUAPXt24/C/Nbu2traYmJhgYWGeaBnA+PHf0qhRAwBCQ0OZP38xS5YsoFmzJgAsXPg7BQoUY8mS5YwZMyrB9r/++jtNmjTi888/A6BIkcKcOnWWffsOGNo8evSE0aM/xcMj9rUWLlwoVecqtaQnVgjxwTr8+GZWhyCEyCpDBqS6Rza9E1iIrUF9mytXrhISEoKzc15sbHIYfh488OL+/fuGdu7uboYEFsDVNSfe3j4piqNixfKG/7937z7R0dHUqFHNsMzY2JhKlSpy8+btRLe/des2VapUiresWrXK8f49atRwBg8eRuPGLZg+/Wfu3btPRpIkVgjxQarjVDerQxBCZLUhA1C7dU5xT6wCqN27pFsCC1C4cEEUReH27cSTQ4CQkBBcXXPi6Xk63s/Nm5cYM+ZTQ7s3b80rioL+jREYkmJpaZGm+FPj++/HcfXqBZo3b8rhw39RsmQFtmzZnmHHkyRWCCGEEB+mBX8YRiFICRVQVq97+xS1qeDg4EDjxg2ZO3choaGhCdYHBARQrlxZXrx4iZGREYUKFYz34+TklOJjGRsbo9O9PaktWLAAJiYmnDx52rAsOjqaCxcuUry4R6LbeHgU5ezZ8/GWnTlzLkG7IkUK8+mnw9m3bwft2rVm2bKVKY4/tSSJFUIIIcSHJ5GJDN4m0QkR0sGcObPQ6XRUrVqHTZu2cufOXW7evMVvv82lRo36NGxYn2rVqtC+fRf27z+Il9dDTp06wzffjE/V0/3u7m6cO3ceL6+H+Pr6JtlLa2lpyUcfDeSLL8axd+9+bty4yeDBwwgLC6d//z6JbjN8+FD27TvAjBmzuXPnLr//Pp99+w4a1oeHhzN8+GccPXqMhw8fcfLkaS5c8KRYsaRrgd+VJLFCCCGE+LCkIYGNkxGJbIEC+blw4SR169bm88+/onTpSjRp0opDh47y+++zURSFnTs3U6tWTQYM+AgPjzJ0796Hhw8f4eKSI8XHGT16JFqtlpIlK+Di4sajR0lPvT116iTat29Lnz6DqFixBvfu3WfPnm3Y29sn2r5q1cosWDCHX3+dS7lyVdm//xDjxo01rNdqtfj5+dG37yA8PMrQtWsvmjZtzPjx36T8RKWSoqak4vgDERQUhK2tLadv38HqtcJoIcSHyfPVSjoXapzVYQgh3lFkhMrTJ+Dung8zM9PkGy9cgubj4WlKYF+XEQ95if+LiIjEy+sRufOAqVn8dyooKAQX5xoEBgZiY2OT5D6kJ1YIIYQQHwZVRfluAqqivHUig9f/mxgFYvfz3QT47/T3ZSuSxAohhBDiw6AoqKuXg4kxqibxFCeuh1Xt3iXZ4bdUjSZ2P6uXv/OMXSJjSBIrhPigHXx2IqtDEEJkpvp1UXduAWOjBIns6yUC6solSY4jq2o0sdvv3AL162ZO3CLVJIkVQnywbLTNsjoEIURWSCSRTbTGNZEJESSBzT4kiRVCCCHE++3fu/mpehb99UT23xrZRB/Sej2RVRRJYDOJ4b18h0oNSWKFEEII8V4zMgJQCQuLSN2GcYmsk2PyowwMGRC73slREthMEvteqv++t2nzDpsKIYQQQmQ8rVbB2kaPj48vABYWZigpfdiqejV4cDv24ayIyKTb9e4Bvbq/vZ14J6oa+2XEx8cXaxsVrTbt/amSxAohhBDivefkrAF0+Ph4824jwIqsp2Jto/77nqadJLFCCCGEeO8pioJzDi0OjioxMSQ/yKt4fylgZKS8Uw9sHElihRAfrEI2TnjJXUEhPiharYJWm9VRiPeBPNglhPig+YeFcTXgUlaHIYQQIp1JEiuE+KCF6ypldQhCCCEygCSxQgghhBAi25EkVgghhBBCZDvZJomdN28epUuXxsbGBhsbG6pVq8aePXuyOiwhhBBCCJEFsk0SmydPHqZNm8bFixe5cOEC9evXp02bNly/fj2rQxNCCCGEEJks2wyx1apVq3j/njJlCvPmzePMmTOUKFEii6ISQgghhBBZIdsksa/T6XRs2LCB0NBQqlWrlmS7yMhIIiP/P0hkUFBQZoQnhBBCCCEyWLYpJwC4evUqVlZWmJqa8tFHH7FlyxaKFy+eZPupU6dia2tr+MmbN28mRiuEeF/c9PXGN/JxVochhBAiHWWrJLZo0aJcunSJs2fP8vHHH9OnTx9u3LiRZPuvvvqKwMBAw8/jx/IhJsR/TQ0nD4J18gVWCCE+NNmqnMDExIRChQoBUKFCBc6fP88vv/zCggULEm1vamqKqalpZoYohBBCCCEyQbbqiX2TXq+PV/MqhBBCCCH+G7JNT+xXX31Fs2bNyJcvH8HBwaxevZqjR4+yb9++rA5NCCGEEEJksmyTxHp7e9O7d2+eP3+Ora0tpUuXZt++fTRq1CirQxNCCCGEEJks2ySxf/zxR1aHIIQQQggh3hPZuiZWCCGEEEL8N0kSK4T4Tzj8+GZWhyCEECIdSRIrhPjg1XGqm9UhCCGESGeSxAohhBBCiGxHklghhBBCCJHtSBIrhBBCCCGyHUlihRBCCCFEtiNJrMhWwsJCWb9iOZ0aNqRKoYLU8PBgzJDBXDhzOqtDE0IIIUQmyjaTHQjx4tkzBnXuxMP793HW5CK3vgAxxHBqz1/s27GdXoOH8Pn341EUJatDFUIIIUQGkyRWZAs6nY6hPbrj/fAlVWmEpWoD/+aqBWKK85h7rFy4ANfcuek1aHDWBiveS8G6vKy/u5/OhRpndShCCCHSgZQTiGzh2MGD3Ll9ixK6SlgqNvHWKYpCPqUQucjP4l9+JTo6OouiFO8zGStWiHej1+u5f+8x16/f4dWroKwORwhJYkX2sG39Ouy0jtgqjkm2yUch/P19Of3X0cwLTAghPnDR0dHM+W0VZUq1pETxllQs3xG3vHXp3XMsV67czurwxH+YJLEiW3j+5AkWOutk21gS20P78sWLzAhJCCE+eFFR0XTp9ClffvETFUsFsePPXJzYkYfp39jz94W/qFOrBwcPnMrqMMV/lNTEimzBytoab8Un2TZRRAJgaWmVGSEJIcQHb+oPCzh06BQ7/3SlcV1Lw/JqFc0Z0tuWjgNf0r3bZ1y/uRtnZ4csjFT8F0lPrMgW6jdrhj8viVTDk2zzHC+MjU2oXqdOJkYmhBAfpoiISBYtXMvHfWziJbBxzMw0LPslB1FRkaxYvi0LIhT/dZLEimyhdafOmFtYcFPjiU7VJVgfpL7ikfYOLTt2xM5BegOEEOJdnTh+ET+/YAb0sEmyjZOjljZNLdm6ZR9RUdGsX7+H9m2HUbN6F1o0G8TiRRsICQnLxKjFf4kksSJbsLaxYebiPwjU+nFBe5gn6j1C1EACVT9uq5fw1ByjoEcRxo6fkNWhCiHEByEgMBiA3DmTrzzM46rF19ef8mXb0KfXlwT7e1K26DOM1euMHDGFYkWbcPr0pUyIWPzXSBIrso3qdeqwcscOKtSvym3lMmc4wHmOEGTrR99hH7Ns61asrJN/+EuIg89OZHUIQmQLOV2cALh1NyrZdjfvROP90h9jjR+XDufjr625WTjDhd2rc3HvrBvFCulo2/oj/rntlQlRi/8SRVVVNauDyCxBQUHY2tpy+vYdSXayOV9vb548fIixqQmFi3pgYmqa1SGJbOBukC9Gpn/RMFfNrA5FiPeeTqejuEczalUKY8WcnIm2uecVRdHqD9FqFe6ecSNvbuMEbYJD9JSq+4T6DZsxf6HcLRNvFxQUgotzDQIDA7GxSbqcRXpiRbbklCMHZStVokTpMpLACiFEBtBqtXw2egCrNgXz+5IA3uzzev4yhk4DvTEx1tClrVWiCSyAtZWGj3pbsW7dLoKDQzMjdPEfIUNsCSGEECJRg4d05v79x4wYt5LFq0Lo0cESO1sN5zwjWL0lFDs7WyKjwqlb3TzZ/dSobE5EhB/PnnpT1CN/JkUvPnTSEyuEEEKIRCmKwvQfx7Bz13zyFazMdz8GMmSMNwdOmDH2i484c24jWq2G0NDkKxODQ/UAmJom3lsrRFpIT6wQQgghktWgYTUaNKyGqqqoqopG8/8+sLp1K7Fm61WGD7RLcvu1W0IoUCAX+dxyZUK04r9CemKFEEIIkSKKosRLYAGGfNSNsxfDWLkhKNFtjp0OZ/32EAYN7ppgWyHehfw2CSH+U/zDZOB1IdJTy1Z16d27Df1GvmTEOG9u/hOFXq/y6Ek043/yo3mP59SoUZ6Ph3bL6lDFB0bKCYQQ/xmFbJzwfAW+kY9xMs2b1eEI8UFQFIV5C8ZToGBe5vy2gt+XPDSss7Iyo/+ArkyeMhJTU5MsjFJ8iCSJFUL8pwTrJHkVIr1pNBq++HIQn47qw8EDp3j50g9bO2saNaqOjY1VVocnPlCSxAohhBAiXZiamtCiZd2sDkP8R0hNrBBCCCGEyHYkiRVCCCGEENmOJLFCCCGEECLbkSRWCCGEEEJkO5LECiH+c56H+2V1CEIIId6RJLFCiP+U3CYluenrndVhCCGEeEeSxAoh/lMK2ThldQhCCCHSgSSxQgghhBAi25EkVgghhBBCZDuSxAohhBBCiGxHklghhBBCCJHtSBIrhBBCCCGyHUliRZZ6+vgRF8+e4caVK8TExGR1OOI/ZP3d/VkdghBCiHdglNUBiP+mM8ePs2DWTC6cOW1Y5pzDhW79+9P3o48xNjHJwujEh668fS88X63M6jCEEEK8A0liRabbvmE933z6KbYaB0pSGWvsiCaK594PmTP9Ry6cOs2cFSskkRVCCCFEkqScQGSqx15efPfZKFxVNyro6pBTyYelYoOd4kQxpQJl1OqcPXGcxb/9mtWhCiGEEOI9JkmsyFTrVyxHizFFKYuiKAnWOyouuOrdWbt0GdFRUVkQoRBCCCGyA0liRaY6uGs3OXS50CraJNu44oa/vy/XLl3KvMCEEEIIka1IEisyVVhoKCaYJdvG9N/1oaEhmRGSEEIIIbIhSWJFpnJxdSVECUy2TTABAOTI6ZoJEQkhhBAiO5IkVmSqtt264sNzwtXQRNerqspTzX2KFi9BYQ+PTI5O/Nf4Rj7O6hCEEEKkkSSxIlO17tQZJ2dnrmrPEKGGxVunV/Xc5Sq++hcMGTUq0Qe/hEgv4bpKXPJ7mNVhCCGESCMZJ1ZkKitraxatX8/ATp045buPHOTCSrUjmki8tU8J14Xy+fgJNGrRMqtDFR84FxOnrA5BCCHEO5AkVmS6gkWKsvWvY2xbv45NK//k2fP7mJmZ07xZO7r26YtHyZJZHaIQQggh3nPZJomdOnUqmzdv5tatW5ibm1O9enWmT59O0aJFszo0kQa2dnb0HjyE3oOHZHUoQgghhMiGsk1N7F9//cWwYcM4c+YMBw4cIDo6msaNGxMamvgDQkIIIYQQ4sOVbXpi9+7dG+/fy5YtI0eOHFy8eJHatWtnUVRCCCGEECIrZJsk9k2BgbFjjTo4OCTZJjIyksjISMO/g4KCMjwuIYQQIrtTVZWTJzxZumQT9+49xMTEmAYNa9C3X3tcXByzOjwhgGxUTvA6vV7Pp59+So0aNSiZzENAU6dOxdbW1vCTN2/eTIxSCPG+8w8Le3sjIf5jgoNDadv6Yxo17M+Fs4fwcH+Ik/Udpk+bR5FCjVmxfGtWhygEkE17YocNG8a1a9c4ceJEsu2++uorPvvsM8O/g4KCJJEVQgBQyMYJz1dwNeASpezKZnU4QrwXVFWle9dRnDt7kS3LXGnV2NIwZverAB1fTPJlyODvsbOzoXWb+lkcrfivy3ZJ7CeffMLOnTs5duwYefLkSbatqakppqammRSZECK7CddVAmTCAyHiHD92gYMHz7J1uSutGlvFW2dvp2XBzzl4+kLH+O9n06p1PZmURmSpbFNOoKoqn3zyCVu2bOHw4cPkz58/q0MS74nAgACWzZtL61q1qFKoIHVKlmTC2M+5feNGVocmhBDZyh+LN1KssBktG1kmul5RFMYMtePmzYecPn0pc4MT4g3ZJokdNmwYf/75J6tXr8ba2poXL17w4sULwsPDszo0kYXu3LpJm9q1mDV5CuH3I8kdVgBrfwd2rdlMp0YNWLV4cVaHKIQQ2cbduw+oUdkk2R7WmpXNAbh391FmhSVEorJNOcG8efMAqFu3brzlS5cupW/fvpkfkMhyQYGBDOrcmehXMVRXm2KmmMO/192CupLc5SrTvvuGnLlz06BZs6wNVgghsgETExOCQ/XJtgn5d72xiXFmhCREkrJNT6yqqon+SAL737V9w3pe+flRWlctNoF9jUbRUJjSOGpcWDh7dtYEKIQQ2Uy9+tXYdSCc4JCkE9m1W4PRajXUrFkhEyMTIqFsk8SK95eqqlw4c5qvRwynd+vWDO7SmRULFxAYEJChx92yeg3O5MJMsUh0vaIo5NYX5MbVy9y/80+GxiKEEB+C/gM6Eh6h8s00X1RVTbD+6fMYpv0WSMtWdcmTxyULIhTi/ySJFe8kKDCQgZ060q99O45s2c/zCy+4c+IOMyZMpGH5chzYtTPDjv3y+XMsVdtk21hj+2/bFxkWh8jebvp6Z3UIQrw38uRxYeasr5jzRyAd+r/g5Llw9HqV4BA9C1YEUqPVM9DY8vOML7M6VCGyT02seP/odDqG9+nDtYuXKEN1nHSuhocBItUI/om8zJghg1m4dj1VatZM9+NbWFoSFRiRbJsoYtdbWlkl2078N9Vw8uAv3xf4Rj7GyVTGkBYCYPCQztjZWzNx/G/UbvMERQFVBY1GoXmL2syaPU56YcV7QZJYkWYnjxzG89wZylMLByX+Bc1UMaOEWom/lQh++eEHVu/ene7Hb9iyBev/WE5hXWm0ijbRNs/wwtHJmeKlS6f78YUQ4kPVuXMzOnZswvFjF7h37zEmJsbUrlOJfPlcszo0IQyknECk2foVK7DVOmJPjkTXaxQNefWFuHrJk39u3kz343fp3YdoNYp/uJRo7Zaf+oLnyiO6DxiAkZF8XxNCiNTQaDTUqVuZ/gM60LNXa0lgxXtHkliRZvf/uYOtziHZ8QTtcQbg4f176X58twIFmDBjJs8ULzy1f/FCfUSoGsQr1Ycb6gUuK6eoXrcu/YYOS/djCyGEECJrSfeUSDNjExMiiUm2je7f9UZGGTOeYNsuXXFxzcWCWTO5ePaMYXkOl5yMGPAVvYd8hLGxjGUohBBCfGgkiRVpVrV2LTY/WI1ep0OTRE3qSx5jZGRMmYoZN55gtdq1qVa7Nk8ePcT7+QvMLSwoXKyYlBAIIYQQHzApJxBp1qVPHyJ04TzgVqLrI9QwHmvv0aR1axwcnTI8njz53ChfpQrFSpWSBFYIIYT4wEkSK9KsQOEiDP/iSx5wk2vqOYLVAFRVJUaN4Yl6n4vav7B3cWDMd99ndahCJOuS38OsDkEIIUQqSXeVeCeDR36KvaMjc3/6ibM+B9EoGvSqHkXRULdBI76d/iNOORIfvUCI90Edp7p4vlqZ1WEIIYRIJUlixTvr1LMX7bp249RfR3n66BFmZmZUrVUb1zx5sjo0IYQQQnygJIkV6cLIyIjaDRpmdRhCCCGE+I+QmlghhBBCCJHtSBIrhBBCCCGyHUlihRBCCCFEtiNJrBBCCCGEyHYkiRVCCODgsxNZHYIQQohUkCRWCPGfZ6NtltUhCCGESCUZYkt8EAIDArh3+zYABYsWxdbOLkGb6KgoDu3dg+fZs8TExFCwSBFaduiYaFshhBBCvN8kiRXZ2rMnj/n9p5/Ys3UL0dHRABgbm9C8XTuGjhlDrjx5ATh26CDfjvwUf39frI3s0KJlk24VMydN4qPPPmPg8BEoipKVL0UIIYQQqSBJrMi2Hty9S582bYgIisBNVxQnXAHwjX7O/k07OXbgICu2b+fZkycM79MbR3JSlUZY6WwBiFQjeBT1D79Om0p0VBRDx3yelS9HCCGEEKkgSazIllRVZfTgQcQE6aikq4+JYmpYZ4UtuXTu/B10gs8GDSQiLBw7nCilr4pG+X8ZuKliRmFKo1G1LJg9i/bde5AzV66seDlCCCGESCV5sEtkS57nznLn1k0K6UrFS2DjmChmFNKV4s6tmzx+5EV+fbF4Cezr3CiCFiM2rfozo8MWQgghRDqRnliRLR3dtw8LIyscYnIk2caBHJhpzInSR2KHU5LtjBRjbPWO3Lh6JdH1qqryz82bPH/yBDNzc8pUqIC5hcU7vwYhhBBCpJ0ksSJbCg0NxQTTZB/GUhQFE8yIIjKFe024ryP79jH3p5+4deOaYZmlpTUdenZn2OdjsbCwTG3o4j3lHxbG1YBLlLIrm9WhCCGESAEpJxDZkourK6FqMDFqTJJtYtQYwghBj55X+CTTLpoAjS8ly5SJt3z9yhWM6NcHn1s+lKE6tWhJVRrhFJqL1YuWMKBDR8LCQtPtNYmsU8jGiXBdpawOQwghRCpIEiuypVYdOxKjj+E5Xkm2eY4XOlVHnrz58NLcQq/qE23nxW306GjfvYdh2aMHD5j85ZfkoSBl9TVxVnJhqphhpdhSWClFeX0tbl29xtyffkrvlyaEEEKIFJAkVmRLufLkpWWHDtzTXMNXfZ5gva/6nHuaa7Tq2JHvf55BoOLHFc1pgtUAQ5tINZzb6iW8uMXQMZ/j4upqWLduxTJMNCYUpnSiJQs2igO59fnZ+OcqwsPCMuQ1CiGEECJpUhMrsq3vpv9IgL8/xw8fwk7jhIPOBQB/7UsCdL7UrtuQ76b/iKmZGXNXrmLcyBGc9TmIldYWraIlKCYAU1NTPhvzLX0/Hhpv30f37sdJlwutok3y+K648TD0Hy5fvEjVWrUy9LUKIYQQIj5JYkW2ZWZuzm/LV3Ds4EHWLl3KtUuXAChZtixd+/WjdsOGaLWxSWj1unU5cNGTo/v34XnuHDHR0RQsUoTm7dpjbWOTYN8R4eFYYJfs8Y0xASAyIjxdX5cQQggh3k6SWJGtabVa6jVpQr0mTd7a1sjIiIbNW9CweYu3ts2VLy9PfB+DmnSbIF4B4Prv1LZCCCGEyDxSEytEIjr06IGv/gUhalCi61VV5YnmHsVKlKJIsWKZHJ3IKC/DQrI6BCGEECkkSawQiWjaug353PNzVXs6QSKrU3Xc5hJ++pd8PGZMFkUo0lsNJw/8w8LwjXyc1aEIIYRIASknECIRZubmLFy3jsGdu3Dm4X6clJxY6e2IJgpf7TOi9FF8O+3HFJUxiOwjWCelIUIIkV1IEitEEnLnzcemw4fZt2M7m1at4tmjx5iam9O1SV869+5Dvvz5szpEIYQQ4j9LklghkmFmbk6bzl1o07lLVocihBBCiNdITawQQgghhMh2JIkVQgghhBDZjiSxQgghhBAi25EkVgghhBBCZDupfrBLr9ej0STMffV6PU+ePCFfvnzpEpgQ7yI8LIy927dxYOdOggIDyZEzJ606doo3Fa0QbzIiJ4cfn6dzIRlqSwgh3ncpTmKDgoIYOHAgO3bswMbGhiFDhvD9998bEgIfHx/y58+PTqfLsGDFhy84KIhTfx3F39eX+3f+4fqly/j7+GJta0uTNq1p160bjk7Oye7j8sWLDO/Tm1f+/jhqcmCsN+Wh9gEHdu0kf8HCzF+zmlwyVaxIRA0nDzxfnc/qMIQQQqRAipPYb7/9lsuXL7Ny5UoCAgKYPHkynp6ebN68GRMTEyB2Kk4h0iI8LIxZUyazZfUaIiLDDcs1aLHBnpinKnNu/cjC2bOZuXgxNevVT3Q/D+7eZXCXzphGWlCdJlioVqAAegjEnxte5xnQoQPrDxzE2sYmk16dEEIIIdJbimtit27dyoIFC+jYsSMDBw7kwoUL+Pj40KpVKyIjIwFQFCXDAhUfrsiICIZ068qG5StxjXSnJs1pQAeq0ohcuBGAL0aYUEPfDKtIO0b07cuta9cS3dfi336FSIUyuupYKFbx1tkqDpTR1eDZk6dsWbsmM16aEEIIITJIipNYHx8f3NzcDP92cnLi4MGDBAcH07x5c8LCwjIkQPHhW7loIVcuXqSsvgYFlRKYKRYoioKVYouHUp5iVOAp9wnCn5L6Kpjqzfhjzm8J9hMcFMSerVvIpXPHSDFO9FgWihU5yM26pcsy+FUJIf6LfH1f8dDrKaGh8pkoREZLcRKbL18+bt68GW+ZtbU1+/fvJzw8nHbt2qV7cOLDp9PpWLNkKS76vNgpTom2yYU71tjxhHtoFS25dPk5sGsXQYGB8do9f/qU6Oho7Ei+ZtZOdeLxIy/0en26vQ4hxH+XqqqsX7+HurV7kDd3XTyKNsfVpSZ9e3/JpUs3374DIUSapDiJbdy4MUuXLk2w3MrKin379mFmZpaugYn/hkcPHuD98jkuJP2glaIouJAXf7wBsMEenS4G7xfP47UzNo7tfdUTk+wxdcSg1RpJ+YsQ4p2pqsrI4ZPp0+tLrEwfsGKOC3vX5mLKV/ZcOHuYOrV6smP7kQyPIzQ0jCV/bKJOre7kz1eH4h5N+HTkD9y8eS/Djy1EVknxg10TJkzg2bNnia6ztrbmwIEDeHp6pltg4r8hKioKAKO3/CoaYYwePaqqEk3sNmbm5vHa+Pn4oNUY8UL/GAdcktyXj/YplapVlyRWCPHO/li8kUWLNrJwRg4GdLc1LG9Ux5LhA+zoMfQlvXt9zqXL23Bzz50hMTy4/4RWLQfz4MEzmje0pHkdE/z8I1i3cTMLF6zn5xljGTqse4YcW4islOIk1t7eHnt7+yTXW1tbU6dOnXQJSvx3uObOjVZrRIDOD1sck2wXgC8WWKEoCi95TL58+cmd9/9jEl/x9GRIt64YqyY85xG51QLYKg4J9vNcfUSAzo/uAwZkyOsRH4b1d/fTuVDjrA5DZLKgoBA2bdzPw4fPMDc3pXGTmpQrVyzJ9qqq8tuvy+nYyjpeAhvHxERh2a85yFvuIYsXb2TS5JE8evScZUs3c/36XYyMjKhevSw9erbCzi5to6UEBATRuFFfTI2CuH4sH0UKmhjW/fidE1//4Mvoz6aTK3cO2rZtmKZjCPG+khm7RJaysbWlSatWPNM+QKcmXgYQrobykifkJj++6nNe8pTuAwYQEx3N3u3b+Gr4J3zUvRtEQXG1EjbY48kxvNRbRKkRAISpIfyjXuYG52ndsTN1GjXKzJcpspHy9r2yOgSRyfR6PZMnzaOAe32GfzKRNX+uZNaM+VSv2pW6tXtw987DRLe7du0O//zzmIE9rJPct6WFhm7tLNm4YRdffjGDYkWbMefXJYQHnMX32Qm+/OInCuZvyMoV21IVc2RkFBPGz6FwwUY8ferDtuU54yWwEJtE//S9E43rWjLth/kyDKb44KR6xi4h0tugkSM5vHcvV9TTFNNXwEyxMKwLVgO4whlMMCWMEO4p16lVvz4epUrRuFJFfH28sdU6YKwzI5JIPPkLR1zIQW7uc4O7XENRFVRUFBTKVq7ExFmzpJRAJGnHbk+iXX350Ws1YxvKLdj/gtGfTWfB/LV8PsyeT/rnIrerETExKrsOhvLVlLs0qNebv46vwj1/nnjbBbwKAsAtT+KjocRxz2vEy5f+/PbrSqZ85cDQfnZYWcb2IT1/GcO30/0YPOg7TM1M6Ny52VvjjYqKpkO7Tzhx4jzODhpqVLKgWBGTRNsqisKIgba07HmHK1duU6aMR0pOiRDZQrbqiT127BitWrUiV65cKIrC1q1bszokkQ4KFfVg3urVRFlGcFLZyyVOclO9yHn1MGc5SAShRBJOiG0AQ0aNYtjYsXzUrSs6f5WqNKKSvj7llVrUpDklqUIg/kQQRg2aUYJKFKEMpaiKE7kw0hrJtLMiSacv3gegW+6h+ITl5MeDq/nx4OosjkpkpAsXrjF/3lp+neLM1HFO5HaN7dsxMlJo09SKv7a4Ym4WzrhxsxNs6+QcW2J31ys62WPcuR9NdHQ0P3ztwNhPHAwJLICrixGLZuSgfQsrvv7yZ2Jikn8wFWDWzGUcP36eXatcMTKCciVNk21frlTs+sePXrx130JkJ9mqJzY0NJQyZcrQv39/2rdvn9XhiHRUsWo1Dly8yM5NG9m/YwdBAYEUdC1IqXLlcSuQHzsHRypUqYKJqSkj+vXFKNqYMroaGCn//xXWKBpykhcT1RRPjhGIP67K/8c29lafyO008VaVXHICMKJw7DXm1zub+fHgavrXqoWTqUxX/KFZOH8dbnlNGdI7YU0rgLOTEaMG2zBmwiGeP/fB1fX/Q/h5eBSgVKmCLFjxkuYNLBPdPiBQx5otIWg1CkP72SXaRlEUvhphT6Umj9m75wQtW9VNMt6YmBgWLlhD705W1KthgaWFBl//5Kd793sVu97S0jzZdkJkN6nuidVqtXh7eydY7ufnl+E9XM2aNWPy5MkyJu0HytLKii59+vLHxk1sOHiQ31f+yUeffUaztu2oVrs2Jqam+Lx8ydH9+8mjKxgvgX2dg5IDWxx5wv+HltGpOgK0vhQvUzqzXo7IZh4888f3ZUCC5SMKtyfgeSWWHD/OwWcn8I18nPnBiQxz7tzftG5sjlabdIlRu+aWxMTo8bx4Pd5yRVEY9Vl/du4PYca8Vwm+JIeG6eky+CUxOoVqlcywtEj6I7d8aTMcHYy5ceNusvFevXqHZ8/86Nkx9kGw5g0t2bgzhLCwpMe9Xr4uCHt7K6pWK5PsvoXIblKdxCbVkxUZGYmJSeI1OVklMjKSoKCgeD8ie7t/5w6qqk92CC0AR1wI4f+TITzhHpG6CDr17J3RIYpszNXUEre8CUfJ+LhiJfL5N2fncUtDMis+DHq9HqO33JM0Nlb+bZvw869b95aM/WIgYyf6UqnJU35bHMC6bcGM+8GXQlUec8ZTR8VKpdFokv+41etVoqNVNNrk24WFhQPg5BDbaTSkty0hoXpGfeeTaHxnLoYzb1kwffp2wNxcxnMXH5YUlxP8+uuvQOw3z8WLF2Nl9f956XU6HceOHcPD4/0qGJ86dSoTJkzI6jBEOoq7wKskP9uWHj0xxBCmBvOCx9znJj0HDca9YMHMCFNkQ9cueeFqmvgtYYAapdypgTsnr+bH88ZuvLx3MLBsq0yMUGSEEiU9OPDXKVRVTfKBz31HYqeQLVGiUKLrJ0wcTq1aFZg3dzWffX8CvV7FxsacHj07MGxYd3buPMq331zG2zeGHE6Jf+wePBZGUHAM1aqVTTbevHldAbhwOYJiRUzIn8+YBT+7MHDUS27fjWL4QDsqljHDP0DHyg3BzF8eSEyMyrat+3F1debjoV0NE8MIkd0pagqLBPPnzw/Aw4cPyZMnT7zSARMTE9zd3Zk4cSJVqlTJmEjfoCgKW7ZsoW3btkm2iYyMJDIy0vDvoKAg8ubNy+nbd7CyTnpIFPH+CgoMpF6Z0uSJKkQBJfHxG1VV5TT7CScUUNFotfT56CNGfvX1W3tDxH/Tjt2xE7V0rFgixduseToXQEYwyOYOHzpDi+ZD2LTElbbNrBKsDw/XU63FU1xyl2HHroVv3V90dDTh4ZFYWVkYrjf+/oEUzN+AXh0tmPejc4JkOSJCT/2OzwmLcuXs+U1vHT2lRbNBBPld5dSu3IYyiH1HQpk8y59T5yMM7cxMFTq2sqJtcys27Qhhw44QGjSoxvqNv2JiIomseH8FBYXg4lyDwMBAbGySHkM5xZ/oDx484MGDB9SpU4fLly8b/v3gwQNu377Nvn37Mi2BTSlTU1NsbGzi/YjszcbWlpYdO/BUe58INSzRNs95SBjBuOOBisq8VasZNe4bSWBFslKTwIKMYPA+CA0N4/r1O9y8eY/IyKg07aNe/Sq0bFmbnsO8+WN1IJGR/7/Lc/12JC17veCul54Jkz5N0f6MjY2xsbGKd71xcLBlxsyvWPRnID2GvuTKjdjOFb1e5eCxMBp0es6VGzH89vv4eAmst7cfP/+8hH59v2JA/3EsmL+OoKAQvvhyMJ5XIxj4mTeh/9bCNqlnyfHtedm3Ljd5c2lxctSw9NcclCpmyn2vaAb1tGHHypwcOXKGyZPmpelcCfG+SXFP7PsmJT2xbwoKCsLW1lZ6YrM5X29vWteqSVRwFIUpTQ5yo1G0RKrhPOYeXtwiF+4UpRxnjPbTeUAvxnw/PqvDFu+p0xfv4/syINVJ7OuyU69sSEgYoaHh2NvbZNveuMePX/Dzj3+wctUOwkNja0TtHGwZ0L89o8f0x94+dR0W4eERfDzke9at24uTozGli5sQEKjieSWMnDkdWPnnz9SsVeGd416zeidffzWDFy/8yeFkQlS0SkBgNMWLu/P7vIlUrRr74JWqqkyftoipPyxAo9FTsaw5MTFw/u8wzM1NmTnra4xNjBk88BsszBU6trTAxVnL5RtR7D4YiqO9BitLDV6PY7C20qCqKiGhKsWLmFC8qDGHTyrcvX/og6iRffjwGX8s3sjxY+eIjo7Gw6MQ/Qd2pFq1sjIeeDaW0p7YVCexOp2OZcuWcejQIby9vdHr49cmHj58OG0Rp0BISAh378Y+uVmuXDlmzpxJvXr1cHBwIF++fG/ZWpLYD8mEz8ewdfVaYtQYtGjRYkw0kWjQkJfCFKQEiqLgqTlG9ba1mfrbnKwOWbynduz2pJJLzkQf6EqNX+9sxtniBWYWJoyo3jGdoksfqqqybdsh5sxZzcnjFwEwtzCje7cWDB/Ri6Ie+bM4wpT757YXDRr2JygiCotqVTEvVhRVpyPs6nXCzp7HLY8Lhw8vIUeO1L+ft289YMWKrf9OO2tG4yY1aNOmQbom+9HR0eza9Rc3b9zDyMiIatXKUqNm+XgJ17SpC5kw/ne+HG7P6I/tcbCPLd978iya73/yZ9naIJYs+4Hq1cvxx+KN7NxxkODgUIKCQnG0j+bh4xga1LLg288cqF4pNlE9cjKcSTP8OX0hnOgY2LZ9Lo2b1Ei315UVfv1lJV99OQMrSy0tGppjYa7w1+ko7j6IoGXL2ixf+SMWFjKsWHaUYUnsJ598wrJly2jRogWurq4JvunMmjUrbRGnwNGjR6lXr16C5X369GHZsmVv3V6S2A/HgtmzWDhjNuV0NfHDGx0xmGGBC3kwUmI/cFRV5YzRftr07sxXk6dkccTiffTgmT9+N32oUco93fYZl8y+L+PKqqrK6M+mM2/uGiwKFsCiUgU0VlZEPXlK+JmzaKIi2bTpV+rVf7/KwRKj1+spW7Y9j4PCyTFsCNo3ruPR3j54z5lH7Sql2LFjbhZF+W68vf0oVKARoz+yYcrXTgnWq6pK949fcuyMEf/cOxDvIa3SJVvw7OlTGta2YMNi1wTDhkVFqbTo8ZRjp8NZtOQHunZtkeGvJ6OsWL6VIYO/Z/THdnw/xtEwfJler7J5dwj9RvrQqHFt1q6bnbWBijRJaRKb6skO1q5dy/r162nevPk7BZgWdevWlcHqBQCNWrRgzo/TCSUYd6Voom388SY0JpjGreQJcpG4t41IkBYjCrdn3oXzLDl+HHd3JzoXapyu+0+tJX9sYt7cNTh27oBNjWqG5ZalSmDboC4+S5bTsdOnXLu2Pd5A/u+jw4fOcOf2A1xHDEuQwAIY53DGplULDv65hjv/eFG4iHvmB/mOVqzYhlarMvpj+0TXK4rCuE/tWV/vETt2HKV9+0aGdRqNltAwlanjnBId99bEROGHcU5UbfaYRw+fZ9RLyHDR0dF8980sura1Yvq3TvE60zQahY4trYmOhp5Dj+DpeYPy5YtnYbQiI6X6SRcTExMKFUp8mBEhMkuBwkWoUaced7XXCFUTjv8boYbxj/YSHsVLUr7y+9/DJDJf3BSz6dkLG+fjipWoru+Cl5cvPx5czfq7+9P9GCmhqiozZi7HqlyZeAlsHI2JCU69exIZHcPSJZuyIMLU2brlIGYuOTAt4J5kG8uypTEyN2PrtkOZF1g6unrlHyqVNTeUECSmpIcpeXKZcvXK7XjLc+RwolhhE4oWSnrM9kplzciV04iAgOw5bvq6dXsoU6o1L70DGDPUPsm6186trciXx5RlSzZncoQiM6U6iR09ejS//PKL9IiKLDflt19xdcvFec0Rbqme+Kkv8Fdf8o96mXPaQ1g5WzN76RIp7heJeteHud7GLa8j3XIPNSSzv57amGHHSsrly7d4cO8RVtWrJtlGa2GOedmyrFm7552P5+8fyKKF6/n+u9/4cfpirl278877fF1gUAgaW5tk/6Y1xsYYW1kSFBiSrsfOLBqNQowu+c9XVVWJiVETjLiSzy0XZmZvv95ZmGvR6ZIfa/t9NHnSPPr2/hJTI1/MzRTKlUr6wTStVqFKeWPu3vXKvABFpkt1OcGJEyc4cuQIe/bsoUSJEgkGTd68Wb71iMzh6OTMn7t2sWLBfDasWMnf/rE9a9bWNvToOYA+H3+Mo9P7fXtUZI24XtjM4JbXETeGsubpXH48uDpTRzDw8w0AwMgx+YecjBwd8Lv7T5qPExMTw3ff/srvv68hOkaHqb0tMaHhfP/db1SvWYElSybj5pYrzfuP4+LihM7nLKpOh5LENOe6sDAiAwLJmTNhPWl2UKVKGTas38OzFzHkypn4R/SZixG88I6iSpX408iWKlWEjet34eunw8kx8fPz8HE09x9GUaxYgXSPPSMdPXKWKZPnM+UrR2xtNYwc50NEhB4zs6T74oJDVExNTTMxSpHZUt0Ta2dnR7t27ahTpw5OTk7Y2trG+xEiM9nY2vLJ2C84+Pff7Dlzlt2nz3L0ylU++/Y7SWBFkjK6FzYx3XIPBcjUcWUdHO0AiPHzS7ZdjJ8/jv+2TS1VVRky+Htmz16JRb265B3/Da7ffk2eKePJ0a8XF295Ua9eX549807T/l/XvUdLIl8FEHbtRpJtQs6cQwN06NjknY+XFbp1b4GZmQnf/+SX6B3PmBiV7396Rf78rjRsFL9EpEfPVqBomLXgVZL7/2nuK6yszOjUuWm6x56R5s5dTali5nwx3J4GNS3Q6WDjzqR721/6xHDoeDh160k52Ycs1T2xS5cuzYg4hHgnxsbG5MnnltVhiGwgM3th3xSXyGZWr2yZMkXJXzAfPqfOYF6kcKJtdGHhhF+6RLcvBqTpGEePnGP1qp049+yGVaX/j6WqaLVYli2Dqbs7L2f+woTxv7Ng4btNA16+fHHq1KvCqQ2bMHKwxzRvnnjrw27eJnDPPnr1ap1te2Jtba35ecaXfPzRBMLCVcaNtKd4UVNUVeWsZwTf/fiKv05FsHXbjATlBE5O9oz9YhCTJs7DzEzh08H2WFvFtgkI1DHtt1fMWxbITz+PxdLSIiteXprodDp27zrGj986oCgKRQqa0LC2BRN+9qdxXYsEU/nq9SpjxvtiZGREr95tsihqkRnSNNlBTEwMR48e5d69e3Tv3h1ra2uePXuGjY0NVlYJp+17X8gQW0KI9BoX9l3NuHKEXI43M3wEg8WLNjD8k8kJRicA0EdF4bt0BerDh1y7viNNoxN06TyKA+dv4jL2syRrVQP2HyTs0BEeeB1M9UQEb/LzC6BFi4+5cvkmFsWLYeZRFFWvJ+LqdcLu3KVxk5qsWz8TM7PsfRt59aodfP3lz7z0DiBvblOio1VeeEfh7p6TOb+Pp0HDhA/qQWzP+MQJv/Pj9MVYWmipVdUUvR6OnYkgKgrGTxjOZ6P7ZqtnBcLCwnG0r8qKOS706BD7+3P/YTS1Wj/GzFThyxEOdGljhbmZhqOnwvjp9wCOnAxnybKpdOnSLIujF2mRYePEPnz4kKZNm/Lo0SMiIyP5559/KFCgACNHjiQyMpL58+e/c/AZRZJYIf7bHjzz59olr0wvJUjKyatenFEfkMvxJs0qFqeUXdl0P4aqqnw2ahrz5619bZxYS6KePCP87Dk0kRFs3PgL9Rsk/fBXcvK5NSC6dFnsWyR9ezrqxQueTv2Z/Qf+oFbtiml9KQbh4RGsWb2LefPXceP6HTQaDRUrleLjj7vQvn0jjIxSfZMRVVU5ffoS585eQafTU6pUERo0rIo2idrbzBAVFc327Ye5dvUOGo1ClSplqFO3En//fZOw0HDy5MmZ5EQVjx+/YOmSTVy5fAtQqFipJH37tc+WPdSqqpLbtSYDuhkz/dv/x//gUTSffuvDrgOhvJ7JFCvmzpQfRtOsee0siFakhwxLYtu2bYu1tTV//PEHjo6OXL58mQIFCnD06FEGDRrEnTvp+zRqepIkVoj/tvelF/ZNGy9cJ9r1rwzrlY2bsev339dw4tgFAMzMzejR/d1n7MqTtx668hWxb5Z03NHePjyZMp29+xZRp27lNB8rMXEfYe/Ss3j69CVGDp/I1av3sLTQotUqBAXH4O6ek+k/fkHrNvVTvC8fH3/27jlOYGAIOV2daN689v9njVJVSEmcr7ULCgphz57jvHzhw6lTlzh18gI+PoGGppUrl+DLrz764BO2z8f8xJpV67h3Np+hRCKO1+No/joVzldT/Cheqjy7di/MVj3NIqEMm+zg+PHjnDp1ChOT+OPQubu78/Tp09RHKkQWeP7kCQf37Cbw1SvsHR1p3LIVzi4uWR2WyATvWwIL0LFiCR4+zskpr3X86LU63XtlFUWhbduGtG3bkJCQMEJDw7G3t0mX6VRLlSzCuX/uQDJJbPit22i0Gop6pP8T8e+arJw69Tctmg2ibElj9qzJRcPaFigKnPs7kimz/ena5TOWrZhK587J35YODg5lzGfTWbt2F1FRMZiZaYiI0GNnZ8nQYT35pkY5zHp/RcyET9ANTHpaYu3ijRh9P4ewZT/w9YFT/LF4PaGhkRgZgQIM6mVL7855cXbU8vfVSH77w4v27Ybz25xvGDio0zudi/fZsGHdWL5sE+36vWDDIhfs7f7fQ57DUcuew2H4B6hMmvypJLD/IanuibW3t+fkyZMUL14ca2trQ0/siRMn6NChAy9fvsyoWN+Z9MS+3yIjIti/ayc3Ll9GVVWKlSpFk1atMTNPv7mvg4OCGD96NAd270KjaDDVmBGhC0fRQKuOnfh6yg+YW2SfBx5Eyu3Y7YmrqWWGTG6QnuJqZc0sTBhRPelk532xdetBunUZTc6hQzAvmvDhMX1EBC9+nk2zmmVZs3ZGFkSYNFVVKVu6FU62fhxY75pguCa9XqXXJy/ZfUjHvQeHsLJK/NoQGhpG08YD+Of2P3wzyo6+XWxwdNDy4FE0c5cGcHlBAHsUDUaqHkWF6N+/TTSR1S7agPEnk1EViFYUWmmg8nB7QkL1zF0WyJ41uahbPX4Mqqoy8hsf5i0LwvPvLe/Uq/6+O37sAp06Dic6OpKubS0pUsCYR09jWL05lPAIhWUrptG2bcOsDlOkgwwrJ+jSpQu2trYsXLgQa2trrly5grOzM23atCFfvnzv9egFksS+v3Zt3szUcV8TGBiAtbEdCgpB0a+wtrbhi0mTaNO5yzsfIywslL5t23Lv5j8U0BUnJ24YKUZEq1E8w4sHmpuUq1KJBWvWYmyS9Iw3InvasdvzvamFTYk1T+cCZOq4smmh0+lo0fwjTp69gl2HdliVK4Pyb01q5OMnBGzcguLny4njf+Lxno1NevTIWZo1HczhTbmpUz3xBPXh42gKVX3Ir799w4AkelCnTJ7PjJ8X8teWXFQo88YA/CfCULs9hRjQAiqxPapvJrKGBPbf9ToAI9CtyEW+kS9p38KKOVNzJHr8yEg9bhUf0alLJ2bM/CKVZyF7ef7ch6VLNrF2zQ68vf2xt7ehfYemDBrUCff8ed6+A5EtZFgS++TJE5o0aYKqqty5c4eKFSty584dnJycOHbsGDlyJP5H9j6QJPb9tGvzZr78ZCguSl4KqMWxVGLfmzA1hAfc5DkPmTRrNm27dH2n4/wx5zd+mzadCvo62CgJ5yV/pfpwkWN8/9NPdOzR852OJd4vpy/exzgg+r3vhX1TXCIL73cyGxISRv/+49ix7TAmtjYYubighoYS/vQZufPmZN26mVSokHVfIC5dusmqP3fy/Lk3NjZWtG5dn8ZNajD1h4UsmPcHz6/kS/YWdPWWTynoUZ8/lkxJsC4mJoYihRrTqmE08358oyTpRBhKj2cQo6K8NkHWm4nsmwmsoZ0GVC00jIape/JSqWzSM1R9+o0POw6Zce3GbvbvO8nff8eOpVu+fAkaNa6epQ+oCZFaGZbEQuwf7dq1a7ly5QohISGUL1+eHj16YJ6Ot30zgiSxWcffz5eggEDs7O2xc3AwLI+MiKBBubKYBVlTUq2c4INEVVVucIEgSz8OX76MhYVlmo6v1+tpUqkSmufGFFeSfjr6snIKuyK2bD58JE3HEe+f921EgrTIDr2yer2e9ev3snXzQYKCQ8ibJyctW9WjWfNaaRotID28ehVEz55jOXzwNKb2tmidc6AGBxP+/AX5C+ajfr3K7Nu9g4cX8yW7n/odnpEjTy1WrJyeYN2tm/cpV7YdBzfmpl6N13pzk0hg4xh6XLs2R7t2d4IE1tBOgUgV/H93IWf7pD/Mp8zyZ+bCcGxsrHn06CXOTrF3k3x8Y4flmjlr3Af/8Jf4cGTYg10ARkZG9OwpPVXi7Y7u38/y+fO4cOY0EPsQRrXadeg3dBhVa9XiwO5dBAYGUJwqifaEKIpCAbU4J0P3sm/bNtp1S9uHuM/Ll7x4/pQyVE+2nbM+FzduXSAyIgJTs6R7PUT24mqati8/74tuuYcy48oRfjy4mvLF89EwV82sDslAVVUWzF/HzNkreOz1/4d78+RzpXSZolnWAxgZGUXLlh9z9dYDcvTrhUWpkihaLaqqEvnwES82bGLt2t2EhkRy+24URQslXkIUGKTjwqUIRjdKvBQiOiYGAAvz1+ppVRXloxcQraIk0U2kEJvIJpfAAigqmAAOX/pAO+skRzf4+1okISFhVKugsH5BbK+tqqqc+zuSiTP86dhhBOvWz6Zlq7pJHEmI7CdNSeydO3c4cuQI3t7e6PXxv2J+99136RKYyP7mzZzB3J9/wl7rTHEqYoYF4Woo109cZdBfnfhq8hQee3lhbWyHZUzSPePmiiW2WnuuXb6U5iRWr9MBoLxlpmXNv+t1el2ajiPeP9cueVHJJWdWh/HORpeux8mr+dl5/AGeju9HMquqKiNHTGHRwg1YVSyPa+u2GDk5EuPnR8CpM4wZ/SPXrt1h7rzvM/2J8fXr9uB58Tq5Rg3H1O3/Pa2KomDm7obzx0N4/uMMLMyNmT7HnyWzE/8d+X1JIBGRKn36tkt0fb58rpiaGnHsdBhVypvFHQT1C0c0Y72TT1Df+G9iVGLnh5/jrGVUEm0fPIpm294QShQ1YdtyV7RaxfBaq5Q3Y/sKVzoMeMEnQ7+ncZODyY5KcffOQ1688MXG1oqSJQsnmBVMiPdJqpPYRYsW8fHHH+Pk5ETOnDnjXZgURZEkVgBw7OAB5v78EwUpgbvOI97vSS6dO3e4wtRvxtGkVetkL+D/924fgE4uLtjY2OIf9BInkk5o/JSXuLrmwdxcRij4EOzY7Qm8n8NqpUWNUu7UwJ2TV/PjeWM3Xt47GFi2VZbFs23bIRYt3IBT105YV/v/HPVGtjaYFciPWZFCLFu6jnr1q7x1iKr0Nn/BeiyLFY2XwL5Oa2WJZY3qhOw/yPJ1wdhaa/n2Mwcc7GN7jkPD9Py+JIDvfvRj1Gd9yZUr8ec9bG2t6dixKXOXHWBIb1tsrP/tee5li14FzRfJJ7LJidvucj9bPl8aiNc3Pvz0nROmpv9PLB88iqZlz+coCiye6WJIYOO9Vq3C5C8dKFPvEdu2HaJTp4QTU+zYfoSff1rEuXPXDcsKFMjFx0N7MnRYN0lmxXsp1b+VkydPZsqUKbx48YJLly7x999/G348PT0zIkaRDS2fPx97rTPueCTogVEUhcKUxkpry9PHjwmKDiBMDU5yX+FqKIEx/hQvVSbFx4+MiCAyIsLwb2NjYzr07MkL7SMi1PBEtwlTg/FWntC1X/aaklEkLzvXwialRil3uuUeir9vMD8eXJ1lccyZsxqLQgXiJbCvs65cCYsihfj99zWZHBlcu/oPpkWLJNvGolhRYmJi+HRUH+avCCFveS+adXtK697PyFvuIV//4M+Ikb2ZNHlksvsZ+8UgAoI0NO/xgrsPogzL1V423B1qZygdSI24BPbxZw6U+iEH837MwbxlgeSr8ICR33gzeaYfHfo/p2j1hzx7qcEtrykVk3nwq6SHKUULmXP2zJUE6379ZSWdO32KhbEX6xfl5PoxNw5syE3VssF8MfYn+vX5KsFdVyHeB6nuiX316hWdOn24AyqLdxcYEMC5UycpRoUkk0FFUcipy8fNq1ewsrLhfuhNSqiVEn2w6wE3sbCwoFm7tskeNzwsjM1rVrN26TK87t8FIH/BwnTr3492XbvRe8hH7Nq0iUu+xymqK4cdTiiKgqqq+POSW9q/yZPPjU69eqfLeRBZ6/TF+1kdQobrlnsoa57ONSSymfngV2hoGCePX8SxS/Jj2VpUqsC5VesIDAzG1jbtD9TeunmfJUs2cePGfUxMjKhRozx9+rbFySnhSCMAGq0G3pJ4qf+WGXXt1pxRn/Vh+fKtnDt7Bb1Oz5CPi9C/f3vc3HO/NbYiRd3ZsWshnTuMoGj1h9SuZkHunFpu3onh0rVwJuZ25tunPinukY1r97EC82f6U/14GPnzGVOmuAl/X4ti8Z9BaLUQGakyfERvAl4F8/f5fW/dr4mxgk4Xv1Tq4sXrfDH2Zz4fZs/UcY6Ga7BHYRPq17SgTbNgug7eS/Ua5Rny0bsPdShEekp1T2ynTp3Yv39/RsQiPhDBQbFTIpqR/C15MyzQ6XR89u03vFAfcYMLhKuhhvXhaig3ucgzvBg7YWKyIxMEvnpFn7ZtmP7dd4Q/iKA4lShORcLuhzP1m2/o164dJiYmLNuylRz5c3KRvzhndIi/OcFZowP8zQkKlCjMHxs3YZ3Mk5Aie3jwzB/flwEfRC3s23TLPZRuuYcCZGqvbHh4JABay+QfmtP++3cbFhZ7Z8TX9xU//7yEcuU6kDt3XYoXb8X47+fw+PGLRLePjo7moyHjKVe2HQuWbeO0dxB/eXnz3fg5FMjfiGVLNye6XeXKpYm4ej3RdXHCrlzDxtaaIkXcyZHDkc8/H8CGjb+wactvTJg4PEUJ7OvHu/nPXhYtnoSNYyWe+BaiULHabNk6h8/u7EPXtXmKSwoUYLu1BT4trFizICfOjloePYkmXx5jVs/Pyat/ChJwpyB5c5vi/dKPcuWLc+1WOE+fxyS5z8dPo7l+O5ySJeNPSDF/7hrc85oy5SvHRDsdOra0pkNLa+bN/ZM0DGYkRIZK9RBbU6dOZebMmbRo0YJSpUphbBy/QHzEiBHpGmB6kiG2MkdIcDDVPYpSRC1NXqVQku3uqzd4YnKPc/fus2vzJn4YN47QkBBsjWJ7VgJjXmFhYcHYCRPp0KNHvG2jo6MJDgrEwsISM3NzPurenfPHTlJWXzPBGLBB6isuaU9QvX4dflu+Ar1ez5njx9m3fRtBgYHYOzrSon17yldOfIQEkf08eOaP302fbDcu7Lv69c5mnC1eZMpsXzExMbi41MK4ejUcWiRd7/pqz34i/jrGi5fHuXTpFm1aDyM4NAyL0qUxcnFG9yqA8EuX0ej1/Pnnj7RqXS/e9h8NGc/KP7dj364N1lUrGyZS0IWE8mrnboJPn2X5ymkJam7jZhJzGdQPi5IJS0qiff14OfMXPhrQnh9/+jwdzkjSkhoHNilx7a70t6XklKTHXp84w4/ZiyL45+4BCrjXp19XM36ZnHj7T77y5s9NUdx7cAhr6/9/8XB1qc7w/qaM/zzpuvHdh0Jp1fMZV65uo3AR9xS8AiHeTYYNsbVw4UKsrKz466+/+Ouvv+KtUxTlvU5iReawsrambqNGXDx0jjy6gokmhnpVzwvtI1p06IBWq6V1p840atGSvdu2cv3KZQCKlSxNs3Zt4/XA3rl1k5ULF7Jr82aioiJRFIUiHsW5ffM6Jamc6CQGNoo9hXSlOXpgP1737uFesCDV69Shep06Cdo+ffyIHRs38vL5cywtLanbpAkVqlSV5DabuXbJK9sPq5UWIwq35+FjP7b5/sWPB1fTv1YtnEzzZsixjIyM6NWzFUvX7EHfsD4aU9MEbfSRkYSfOUvP7i3w9vandauhxDg5kWfMKLSvdSTo27bCb816unf/nL+OraB8+eJAbAnB8mVbcOzUHpua8YfH01pZ4tilI/qwML7+ejYdOjSON5xXq1b1aNGyLnuWrsS2WWOsq1VFa2mBGhND6KUrBO7YRW4XB8Z+MTBDzo8hzlQmsPD/4bdKLwlE72EKvWwTbefsqCUkJAIbGyu++344X4z9GVMThS8+ccDRIfZc+PrpmPabP/OWBfLzjLHxEliAkJAIXJyTv2vm4hS7r+CQsBS+AiEyR5omO8iupCc2ZXQ6HScOH2LPtm0E+Plj62BP09ZtqN2wYYrHfPQ8e5a+7duSW81PUcrFSwL1qp4bynl8NM9Zv/8ARYoVS9E+j+zbx+jBAzHWm5JT54YVNgQTwANuYoQxtWmFRkm8Qkan6jil3UP/kcMYOiZhr0tEeDgTxn7Ors2bMNIYY6lYE0UkYTEhFC7qwYxFi8lfKOleZfH+iBuR4EN8oCs15l04j53r+Qwdiuve3UdUrtIFcuXCqU8vtFb/T5B0oaH4rliF+vgxZ06vZcWKrfwydy25vv0arUXCiXHUmBhe/DST5jXKsmr1TwCM/fwnFizbRq7vxxl6YN8U+fARz2b+ytZtv9OkafzXGRkZxdjPf2LJki3oVRUTO1tiQkOJCY+gfsNq/PHHZHLmdErHMxJfWhLY18Vtp/8xR6KJ7Eefv2TfMTNu3zmAqqrMmrmcCeN/Q1H0VKsYe45PXwhHVTVMnDSSkZ8mrPcvWrgRTetEJJxt7DVL1wYycJQ3970O4urqnIZXIkTqZOiMXXHiNs0uvVSSxL7dYy8vhvbsidf9u9ho7THVWRClDSdQ54+bewHmrFyJe8GCKdrX5tWrGf/5GCy0lrjE5MMcC8II4YX2EdFKFNN+/50mrVqnOK42tWthEmOOJdYoaLDFAX98eIU3FlhRRWmY7D7OGx2mafdWfDM1/qw7Op2OT3r14syxYxTSl8IVN7SKEaqq8gpv7mivYmSjZc3ePeTOm/zMPiLr7djt+Z9PYOOcvOrFI4fdmFmYUNw9Z4YksydOeNK+/XBCwyKwKF0qdpxYX3/Cr17FzNSETRtnU6duZXLnrktMiZI4tm+T5L4Cjx4ncMdOnjw9ip2dDS1bfMxp7yBcBvRNNobHX4xj8oRPEk3SALy9/di0cT/Pn/tgbWNJ61b1KeqR/11e9ltpF2/EeNikNCewcZJKZH39dBSo/JBRowcz7puPDMt9fPxZvnwrl/6+CUC5csWTfQBu0sS5/Dp7MffPuRl6b1+n06lUa/4UB5cybN+54B1eiRApl6Ezdq1YsYKffvqJO3fuAFCkSBE+//xzevXqlbZoxXvB38+Xfu3bEeoTSiXqYat3/PfqCYH4c+vxRfp3aM/6/QdwypF0nVac9t27U7RkCVYtXsy+7duIiorC3MyCFh070L1/fwp7pKwHVlVVvhrxCdEx0ejQY4IpKip3uIKKigXWRBKBqqpJfqHSq3oi1XBs7BJeyI/u38+Jo4cpSw2cFFfDckVRcMCFcjo7zgcdZt6MGUye/QsQOxLC/p07eHD3LkZGRlSsVp0qNWtmmy90H6q4XlgRK3Zc2aFsvHAdz7C/MmRc2Zo1y3Pjxk6WL9vKmrW78bn8BFdHW7p9+zF9+rYlRw5HIiOj8Pd9hVOeXMnuyyRPLnQxOrxf+mNnZ4OJiRHEJP2wEsSOMKDX6TAySvouUY4cjnw8tFuS68PDI9i16y8eP3qBhYUZTZrUwD1/nuRfeLJBqRh9PwdVIckZu+D/CerbJkRQFVCm+6H2tAFF4aVPDG37vsTcwpIBA+PXPjs7OzBmTP8UhzpwUCfmz1tFm74v2LLEBWen/6cFkZF6hn/tw9/XItjz80BevvTjb88b6PV6SpQsjJtb8u+nEBkt1UnszJkz+fbbb/nkk0+oUaMGACdOnOCjjz7C19eXUaNGpXuQInOs/uMP/L39qKJviJkSv0bKVnGgrK4mZ/wO8OfiRXz69bgU7bNE6TL88OtvTPnlV8NUrqlN9Bb+MpvLFy7gjgduFMFYiZ0eMlKN4D7XecoDAHx4Tg4Sv6j68IyImHCatEz4Ab522VLstU446V0T2RJMFFNy6/Kzc+NG2nTuwj83bvDb9OmEhoZgZWyNTo1hwexZ5HPLzw9z5lCmQoVUvT6RvqQXNqHYc1LCMBxXeg/F5eRkz+gx/Rg9pl+i601MjDEyNkIfEpro+jj60NiaSwvL2FvhNWqUZ9+BOehCQuOVKrwu7NoN9NEx1KyV+r87VVWZOWMZM2csxt8/BBtrI8LCdYz6FJo3r8lvv3+fttvnikL0n9MxbjMMNVqHkshQX3GJq65bc7Rrkp56VgfEqLCgkhkhv73i2q1INu4MQVWhadO6CYbMSi1XV2e2bp9PuzYf417pIV3aWFGiqAnPXsSwanMo/q90TPlhFIsWrWfrloPExOj/fYkKTZpUZ8KkkZQuXfSdYsgoYWHhrF+3h+XLNvPQ6wlm5qY0blyHQUM6UaJE4bfvQLz3Ul1OkD9/fiZMmEDv3vFv2yxfvpzx48fz4MGDdA0wPUk5QdL0ej31SpfGwt8GD6V8ku1uq5cIsvPj6JWrGCVRo5ae/Hx9aFi+PHliClBIKZVgvaqqXOc83jzBCBMqUhcLxSpemzA1mAscpXTVCizdnHA4nupFi+IcnIcCStI9wyFqIGc4YPh3HgrgRlHMFUtUVSUAX+5rbhBqFMSyLVsoVS7pcygyxoNn/ly75CVJ7FuseTrX8P/pmcxeuHCNRQs3cP5i7LBWlSqUYPCQzlSoEPt+dOr4KYc8b+Py+agkv8h6L16KmxrFhQsbUBQFX99XFMjfCLMK5XHs0jHBdvqICF7++jul8jhz7NjKVMf8xdif+fWXlQzrb8vwAXYULmBCaJietVuDGf9TAKbmjhw9toocOdI245vmyFmM2wyDNxLZuIQ1+vdv0Q3smGTtrKrRoNdoaKGoHFV0aDSxD3O1bmqFtaWGJWtCMTKx4dDhFakaDiwx3t5+LFu6hdWrtsWWXVhb0qZtY5o1q83A/l9iYhzOZ0OsadPUCiMjhX1HQ5k1P4iHT1V27l5E1aopn4wmMzx8+IzWLQdz585jmta3okp5E/xf6Vm3LYyXPlFMmz46yfITkfUyrCbWzMyMa9euUeiNh1zu3LlDqVKliHhtlqT3jSSxSQvw96dWyeKUoiouStK30XzUZ1zmFEcuXUlRScG7Wjr3d375YSo19M0wURI+/QwQqgZzmn2YYIoOHa64GaaW9eE5z3mImYUZu06dTjTm1Cax7hRNNKHWqTo8NX+Rq1hu1h84kGC9yFg7dntSySXnBzPFbEaLS2bfNZGNiYlh+CeTWbZ0C6aODph4xPbKRd26RaTfK/r1b89vc77h+LELNGs6GPvWLbBrUC/BfkL+voTP8lXMm/cdffu1NyxftnQzH380AcsypbBtUA9Tt3yoOh1h124QtG8/RsHBHDmyLMH4p29z/vxVatfsyayJTowYlLDMyOtxNFWbP6Vlq5bMnT8+dSflNW8msm8msHHeTGRVjQaMtXS3tWJ/dBChoXoio2I/rm1tNPTuZMPAHja06/eSnLk9OHRkRZpjTE7d2j145XuXv7a6ksMpfsdFaJie5t2f8+CJBTdv700w5GZWiYyMokqlDkSFv2THypwUK2JiWBcVpfL9T378OOcVK/6cnugUvCLrpTSJTfVkB4UKFWL9+vUJlq9bt47ChaV7Prsy+vfioyf5W1Nx6zOjFxZih9SyVRwSJrCvffeyVKwxwwIX8pGPwnjzhEuc5BIneckj9OiY8utvSSbdJcuWxV/7Mtk4fHiOgoIGLe54JNpGq2hx13tw8/pVrl++lKrXKdKHJLAp1y33UHzCcvLjwdWsv5v2CWzGfT2b5cu34dilI67ffIlT5w44de6A6zdf4dilI8uWbWXc17OpW68KX341iFfbd+G9eClht24T7e9PxL0H+Kxai8/yVXTt2pzefdrG23/ffu1ZvnIadv4+PJv5K4+/GMejL8bhvWQ5JXM7pymBBVg4fx3ueU0Z1t8u0fXueY35pJ81a9fuIiAgKA1nJpa+XhWit/0OxtrY2lYSJrAAukGdiJ7zjaEGFmMtG/t3YIPfKyzMFSZ+4YjnwXyc2ZOXj/vY8uemIDoMeM5XI2w5deoyly7dTHOMSfH0vMHZs9eY9o19ggQWwNJCw28/OPH0qS87dhxN9+On1ebNB7h9+xFblrnES2ABTEwUfvjakRaNrJj2wzyZwCGbS3UmMmHCBLp06cKxY8cMNbEnT57k0KFDiSa3InuwtLKiUJGi+Nx9hqvqlmQ7b+Up7u4FsbVP/EnX9KZoNOiJX09WVvVmHGdZqpZgt1IAVVXRoSOScIpQhfwUI4RA6nGVz/BmVvUaNGiW9GDsXfv1Y+TxvvjyPN6DXXGi1AiecBdjTLHFASMl6d4GJ1zRKFouX7xIiTJl0/y6RerIA11pM6JwezZeuM75sNt4ea2mWcXilLIrm+LtX7zwZe7cNdg1a4JN9arx1ikaDTbVq6ILDuH339fw2ei+fD/+EwoXdmP6j0v4Z94iQ9vceXPy7fTRfDK8BxpNwr6Vzp2b0aFDYw4eOM2tW/cxMtJSs1YFypRJ/AtlSpw4cY72LczRapOu0e/cxprvf/Lnb8+b1KtfJc3HiktkjXt+QfSETxIksHF0gzqBomD0/RwiVkxlcLfPKFnUhEOb8mBv9/8H1yqVNWNgT1vqtH3Chh0h2NsZs3vXX5Qtm7KHZVNq/74T2Nka0aJh0mMuly5uSpkS5uzbe5z27Rul6/HTauXyzdSraUmpYonfvVMUhREDbWnSxYsLF65RqVLCO2sie0h1T2yHDh04e/YsTk5ObN26la1bt+Lk5MS5c+do165dRsQoMoGiKHQbMAAf9Rn+qneibQJUX7x5RrcB/TPtKfwyFSoSqPMjQo194KOs6s0UTmBDJKPwpLl6nyD8iSYSb55wQruL88aHKK8cZhreOANTLpzH6uTJJI9Rt3FjatdvyFXNWR6rd4lRY5+GVlUVP/UFF/gLFTDHEiUFg+UoioKql2/3meXBM39AHuhKq44VSzCicHuMn9dhz4UbqeqVXbN6F6qiwbpmtSTb2NSsjqrA6lU7AejeoxWXLm3mzLl17Ng5j2Mn/uT27d2MGNkr0QQ2jlarpUnTmoz8tDfDPunxTgksQHR0DOZmyX8EmpsphrbvSl+vCpFPjiSZwMbRDexI5JMj7AqLJCAwjEUzXeIlsHHy5zPmh68d2X80DGtLDSEh4e8c45vCwiKwszXCyCj56569ncYwDfH74PHjZ5QvlXxpQ/lSsQnukyfJ34UT77dUJ7EAFSpU4M8//+TixYtcvHiRP//8k3LlyqV3bCKTtevSlcrVa3BFcwov9RZRauxFKUqNxEu9zSXNScpXrkzHHj0zLaaW7TtgbmHBPeU6ZdSXTOEEWvRoiH04YhSe1OAC9vaOrN61m/4jh/FbtTLMU9X/PyQRFUXebl3Q796V6DE0Gg0zFy+mZccO/KNc5hg7OKMe4AS7+JsTaNFSkTrY4cgrfNCpSZdcvMIHnT6GIiWKZ8DZEIm5dsmLSi45szqMbK9jxRJU13fBy8uXX09t5GrApbdu8+D+Y0xz5kBrkfSMT1pLC0xdcuD14KlhmaIolCnjQcNG1alUqVSKJ1FJT8WKFeLIqeSf4Th0IjYxLFrUPX0OmtIv/4rCjh2HKV7UlAplzJJs1rGlFZYWCk9fRJE7d/o/o+DmlosnzyJ5/jLpJD4yUs+1W1Hky5f46C5ZwdLSAl//5Evj4tZbmCd9fsX7L01JrE6nY+PGjUyaNIlJkyaxadMmYt4ylp94/xmbmDBnxUra9ejOQ+PbHGcnxzU7Oa7swsvoFm26dmbeqtWYJDK9ZEaxsLTkm+nT8VAfMoXjaNET93EXN77iLILZ2qE9pcqVZ5yLC32OHYv3lK8GUHQ6igwcwN6hH6FPZLgbUzMzJs/+hb1nz2FpbYkeHTnJR0XqUpkGWCjW5CY/0UTxhHuJxqqqKg81t3HPX5CKVZPumRLpJ64XVmph04dbXke65R7K/ccF2XPhBr+e2phse1MzU/ThEcnWFaqqij48HFMzkyTbZIX+Aztz6lwYx88k3oMZEaHn57mvMDbWZkkvY3BwGLlckq/4MzPTYGujQVWhc5ekS6bSqkPHxpiYGDN3aUCSbf7cFIyvXzS9e7dN9+OnVdNm9di8K5yQ0ITX+jgrNwRhY2NOjZoykkx2luok9vr16xQpUoQ+ffqwZcsWtmzZQp8+fShcuDDXrl3LiBhFJjIzN+e76T9yyPMS3//0Mx+NHc13P/7Iob//ZvzPMzBPpsclo3R1ycl+IyOMgDf7a+IS2dqLF5Fn2FByfzE20fEWtYAx8MnWrWwfkPhYlgC58uRl0MiRRGoicMUNO8XJUDphoViTl0Lc4QoP1JvEqNGG7cLUEK4qZ3iFD19OmSyTHmQS6YXNGKNL16Nb7qFEhEXx48HVSbZr2LAaET6+RD58lGSbyAdeRPj607Dh+/XFrlWruhQqlIfWvZ6xbW8I+tdKgB48iqZN3xf880AHFlZMnbow0+NzdXXm5p1oYmKS/oLg4xuDt4+OmrUq4OzskO4x2NnZ8Mnw3kz7LYBFfwbGO0eqqrJ9XwiffutH585NKJJevdXpYMDAjkREqowY54NOl/D8XbgUwa+Lg+nVuz1WVpn/mSbST6qH2KpWrRrOzs4sX74c+38f7nn16hV9+/bFx8eHU6dOZUig6UGG2MqGVBWP0iXR+vujJNfbw9tnvgHQA77A8QOHKFoi8RrKsNBQerZqyaM7XhTWlSIHedAoGvSqnpc85pbyNzpVh5HGCBvFHr2iIyDGDxsbWybN/oX6TWXIlswg48JmjuTGldXr9RQr3gpftDh/PBjNG3dp9JGR+MxdSA6tnuvXtidb85oVKlXsxG2vp0QHh5IvrwkVS5vg46fjxNlwjCzMcOzTh6hnzwjatRevhwdxdLQzbHv/3mMWLdrAqZMXiImJplixIgwY1ImqVcuky5dYT88b1KjWjfWLctKhZeKfVz/M9mfCDH/u3DtAzpxpmJQhBXQ6HSOHT+GPPzZRwM2MNk3NYseJPRLBlRvhNG9eiz9X/4z5a7flVVXl/r3HhIaF4+rqnCEJ9tusWb2TgQO+oUoFc0YOsqFyWTNeBepZtSmIBSuCKVHSg917F2NpKUns+yjDxok1NzfnwoULlHgjAbh27RqVKlUiPDz9i8vTiySx2ZP9nyvJPfbzdJuD/BPFBO+eXRk6egwADk5OCT5cA/z9+XLYME7+dQRTrRlmigURajiRunBq1KnH6O++48j+fa9NO1uNJq1aY2Zu/g4RitTYsdsTV1NLapRyz+pQ/hOSGlf2woVrNG48ENXWFqv69bAoURxQCbt+k5DDR9AEBrL/wB+GSQ9UVeXE8Yts2rgf/1eBODnZ06lz03RL/lLD3q4K5o0bYZbfjeAz59AHvAJjEyxKFMeyfFk0pqZEPn3Gsx9nsmjxJI79dZ49u48QGBRGdLQOWxstrRpbYGqicPRUFPe8ImjTtj7Llk/DzOzdyq4uX75F9apdsLHWsGtVLqpWiH9t2bQzmO4fvaBwkQJ4XtryTsdKiTNnLrNw/jrOnfsbvV5PyVIeDB7chfoNqhqunzqdjoUL1jN/3ir++ecxABqNQvMWtRnz+UCqVCmd4XG+7tDB00z9YT4nT14yLHNwsKJvv458PW6IJLDvsQxLYsuUKcOsWbOoX79+vOWHDx9m5MiRXL16NW0RZwJJYrMv+5UrkiwVSIm47WZRnp/xx8foKdExseUAzjlc6NK3L937D8D6jT+We//cZu+2bbzy98fewYGmbdpQsMj7OcXif82O3Z7SC5vJZlw5Qi7HmwmG4rpy5TZffDGTo4fPxGtfv0FVpk77zDAt6aNHz+nceRSX/76JmbMTGns79H7+RPj5U6lKadatm5m2aV7TyNmpOsa1a2PXuEGSbSK8HvJ81m8AuOU1pWgBDfv/CuebUQ58Odwec/PYBE6vV1m/PYQBo7xp3boRy1f++E6xDft4Int2bSdfbg1nPSNpWNuCxnUtiI5W2bI7hAuXIynpYcKdB3ruex3GwcH2nY73rmJiYujV83O2bztCx1ZW9OpkjZODFs8rEcxbFsKtu5Gs+PMn2rVrmOmx3fnHCy+vp5ibm1GhYol4vcbi/ZRhSezu3bsZO3Ys48ePp2rV2HEBz5w5w8SJE5k2bRo1a9Y0tE3uwFlBktjsLa2JbFz7j9Fym9bc5hK+PMOD2LnW/XjOS81j8ubPz9Itm3F0yrwPUZE20gubdTZeuM5DE+9Ek9m7dx5y6fItAMqVLUbBQvkM63x9X1GjRg9ehkRg37kDZkUK/zscnZ7wm7cJ2LCJvE52nDj5J7a2mXN9btd2OH9du4fL6E+T7AV+sWAx4Tdu8fVIe74a4UCByl60amLJohkuibZfti6IAZ++5ILnRkqUSPsEQKVLNqdp7VCmf+vI+u0hLFwZyNWbUWg0UK2iGR/1scWjkDEeNR6xfcdcGjWukeZjpYeffvqDCd//xobFOWnTNP7U39HRKr2Hv2Tb3gguX92Om1uuLIpSZBcZNmNXy5YtuXHjBp07d8bNzQ03Nzc6d+7MtWvXaNWqFfb29tjZ2RnqZYVIL6969ebp9B8Nta8pEZfATqc489Hxkif/Y++uw6O6tgYO/85IMhHi7kBwd3eKu0Px4hTaQpX2ayktFWhpi0Mp7kULBHf34A6BkJCEuGcyM+f7I5fQNEICUbLf5+G5987Zc846XJJZs8/eaxHGM+xxwUFK+VNBqkUdQ0ue+QXwyegxeXcDQq4SCWzB6FW7EpOrtsiwrqx3GU969WpLr15t0ySwAPPmriEwKBT7caMxKVc2NWmUFApMK1XAftxoHvo9ZfHi/GuaM2ZMXxL8A4i7kHGzjKRnQSTfu0O7lmZM+8wWn0NxPA/TM2l05p9vA7qXwMnBiGVL3+wRf3KyDlMTCWNjBYN6W3D8H3ci75Um/E5pdq1xpXMbc8zNUra6arXJrzhb3tLpdCycv4ahfUukS2AB1GqJP391wNhIZulfmwsgQuFtleOOXYcPH86LOAQhWyIGDebxn4tpeP9+tsZLwAE8OCBVxEh+QAhPSSIRN0qnGWcmWVBGX5Xzp09y58aNTDd9CQXv9MWHBR2CQEoy+9jfiVN+G5jhtzbdWtl/0+l0/LlkMyZ1aqG2zXiTj9rBHtMa1Vm0+G8+/jh/Gqq0aduIdwd2Zu3a9WifBWHRuCEqG2sMiYnEXrhE1K7d6JJlJrxniSRJ3H+YjI21Il0r038zMpKoU0PNo4f+bxRb2bKlOHrmSpZjjpx6Uce25Btd601duHCDwMAwhg9wy3SMuZmCvl1N2b5tL99Om5CP0Qlvsxwnsc2aNcuLOAQhWzQLF1D5/v1sLymQgdY84Zpsy2H0hPIMV0pRQrJKN9YeFzQqE/b8s10ksYVYaHCkKKtVSHi62+LJONYFzE8txZVRMhsSEk7Y83Acu2XdZcukQnkCzl0gJiYOC4v0M3q5TZIkFi3+Fjc3J+bMXYP/oSOoTU3QJSYhyTL16lXl9Gnf1PalGmOJhASZ5GQZtTrz30DRMTJWDll3jHqV4SN606/PaY6eiqdZw/QbkLRamd8WRtGsWS28y2TeKjw/REfFAuDqlHVK4eKkSh0rCLkhx0ksQGJiIlevXiUkJCRd4fguXbrkSmCC8F/Wq1biOu3bHK2JfbH04CMucwv4B3fKk3F3OYWkQIMpUZGRuRKvkPtEc4PCqb/rOIDUZPa/ieyL3etyBo1G0vjf8fwsxaVUKpn67ft8/MlwdvxziMDA51hYmNG+QzP8/AJ4p9UwgkJ0uDqraNXUlMlTQ9m+N5ZemZS98g9I5viZBH77vf4bxdWxYzMaNapOz/dusOwPOzq2NkOhSPnN9zQwmfenhHLtdjK79xb8rKaTsx0AN+9qcXfNPHm/dS8ZRyfxBVTIPTlOYvfs2cPgwYMJDQ1Nd0ySJPT6rFu9CUJOhYU+x2j+fCovXPBa1QleJLKLgfLYsTuTx5QG2UAi8VjZ5H9NQyF7RHODwq2/68tZWY2pERMb9gLAwcEGN08XIq9dw6xq5UzfH3/1GmXLl8LMLP9L1Zmbm9J/QKc0rzk42OBgb8mKjdHUqqahSgVjmtTT8PVPYbRoaIqtTdr2KzqdzKRvwjA3N6H/gI5vFI9KpWLTljkM6DeJbkPO411SQ82qKsIjZA6fjMfMzIQNG3+nYcOCb/lepUpZKlUqyfzlz2nbwizDMYFBOrb6xPH99K75HJ3wNsvx190JEybQu3dvnj17hsFgSPNHJLBCbnp47y6TR41kXbWqNHjNBPaFF4nsJC7TQc54TWUIT0nUJdChW7fXvIqQl8QsbNHQ33UcDQ19U7t9hSb5o1AoGDOqDwmXr5L0NCDD9yX6PSb+2g3GjulbaDreGRmpGTm6P4tXxXDgWDwAi391JCzCQIOO/vy1NoqoaD1JSQZ8DsbRuncg2/fE8eeS6ZQokXEylxNWVhbs2v0nBw4to2HTtgRHlkNtVoNfZ33B/YcHaNe+yRtfIzdIksTkT0ayc18s038LT9PZC1I6i3UfFoy1tQWDBoskVsg9OS6xZWFhweXLlylduvSrBxcyosRW0XHd9zLv9eqFlCjx2JCANfosv3HlpGNXFGr60AX+9UEZK0dxWXmCWo3qsmj9hly5ByF37fC5RB1HJ5HEFiELLpzHyvk8NSt60MCyJq1avcfNu35Ydu6IWa0aKIyMXm6i2ulDrWrl2LP3zzduFJCbtNpk+vSayKFDZ3i3Z0r90/gEA1/9GMaVG9o0Y6tXL8P0Hz6mZas3W0pQVP34wyKmfTufsqU1DOplhq2NksvXElm7JQ5TU3O271xEjRoVCjpMoQjIszqxw4cPp1GjRrz33ntvHGR+E0ls0ZCcnEy7unVIDtVTTd+Q2kQwnRMoMaDMYPyLxPUAHrTmSaaJrKxQoJVlOsoSNyQ37GQnQCJUekYIAXiXK8tfmzbnaDlBSFAQjx89RK1SU65SJUxMRQeYvHD64kNCgyNFc4Mi6OQ1P57Y+GBjVwI7jTHrvtnDju2HUBoboS5hjjYqBlmno2fvtsyb93+5MoOZ25KTk/njj1UsXrgOf/+Q1NcbNapGk6Z1KV3agwoVS1OzZsVCM4tcUE6evMSiBevZvfsocXFJuLvbM3hIT94b0QsnJ7uCDk8oIvIsiY2Pj6d3797Y29tTpUoV1Oq0i7gnTpz4ehHnA5HEFg17d/zDx6NHUZ93MJdSutBUl0MyTGT/3YnLRypFR/khH3IpXSIrKxTIKhV3/vqLZQ8esm7pUp4+eQyAq7sH/YcPp/fAQZiaZe8D9ObVq8z/5ReOHTyALKdsRjEzM6f7gAGMnTQZC8uC7Z7zthHduYq+TRdukOx8FBu7ErS2rMGWLQcID4/Ezs6anr3a4u5e+Nc66/V6bty4T3x8Im5uTri5ZdzwQEghy3KxT+qF15NnSexff/3FmDFj0Gg02NrapvkHKkkSDx8W3hqOIoktGj5/fzwnth+hjqFFmtf/m8j+N4F94b+J7IsE9vHqtcT9r6OcLMvExaaUejEzN8/RL9qzJ04wbuC7GOtNcNWXwhp79OgI4SmBSj9cvTxYuX272CCWSx4FhnPd108ksW+JdQHzgYxLcf1XXFw869buYsXyzTz2C0BjYkzbts0YNaYvVaqUzetQBUEoIHmWxDo5OTFx4kQ+//zzfC2DkhtEElt46PV6jh88yMaVK3lw5w4qlYp6TZvQd8hQ5s2cwbW9vlSXGqd7XyU5gJ84jREpuxL/m8C+0FS+xP/xEFmSkNXqNAnsm4iPj6N1jZoYxZlQ1dAApZR2gUOcHM0l5XFadGzDzIWL3vh6gmgx+zZ6kchC5sms36OndOo4ikePAun4jhl1qxsTHqlnw/Z4AoO0/PDjJD6aNCS/QhYEIR9lN4nNcYktrVZL3759i1wCKxQeMdHRTBgymItnz2CltMVSb4sePTvXbubvVSupWLUq8apYZF36R1HXcaEratagZxXVM0xgARYhE2FuzgxjY/wXLMqVBBbAZ+tWYmOiaUjDdAkspHT+8tSXY/+unTwPDsbeUTxuzA0igS14QcHPOHbyCAkJCTg5OdOiSUuMjF5vA9a/68p+u3UpNv5GrFq9g6CgUCwszOjWtSVbNu9BIYdz45gHZUu/7JD145cyU2eGMeWLWbi4OtC3b/tcuT9BEIqeHCexQ4YMYcOGDUyZMiUv4hHecrIsM3nkSK5duExNmmBjcExdvGrQG3jCXW5evQrAcwJxwDXN+yVJ4p7sjSN3aIAjL6pJJshxhBGEHj0KlARJ/iSN+YjbH01KU4XgTR3eswcbyQETMl8764Ind/VXOHHoIN37v/qRqZC5HT4Z97QX8k94eBhf//AlBw7twyAbUKrV6LVaLK2sGTNsLMMHj3rtdY9Vo5vQd2QftHEJqI2VGPQyUXGxzJq1Atlg4OqRtAksgFot8f0Xtty4m8zPPy6kT592Yt2lUChdv36PhfPXsXXrXqKi4nGwt6LfgC6MHt0HTy/XV59AeKUcJ7F6vZ4ZM2awd+9eqlatmm5j16xZs3ItOOHtc+XCBU4fP0pVGmAjpZ2lVEgKvChPghxHsOopd+TLGOk1WEkvSyrJsowRxsjIXJKOUVquTBBPCOUZEhIKFKmJrEKheKPashmJjYlBJRtleVKVpEYpKYmPi8/FKxc/LxJYsRa24ERERtB3eC8Cw55j3bMr5rVrotBo0AaHEH30OD//9gMhoSF8Mfn/cnzu0LDn9B/eB21CPA4Oaob0NsfRTsmVW0ls2JaEQpJITMx4tZskSUx4z5I2ffy4cOE6depUedNbFYRctWrldsaOmYqjvYrRA81wdbHl7v1kli9dw+JF69iw8Q9atW5Q0GEWeTlOYq9du0aNGikdQq5fv57mmPg2LLzK1vXrMFNZYK9zyXSMB2UI0D3CtaQ7Fx4dxlZyxNpgjwEDocpnROsjaNmuPX73H3Dj/jnUGFGBWjjhjlJSESdH80S+z9wZP5MQH8+HU77Mtfhd3Ny4d/EOsj7zXbdxcgx6WYeji3OuXbe4Eglswfpj/q8EPg/G8cP3UTvYp75u5OiAXZ+eqB3sWbZqCR3adKJalZx1jvrxl+9ITIjn/fcs+eUbe9TqlJ+nZ8E6WjQ04ftZ4bTtF8Ct457Y26X/qKpeKWUpQ0BAsEhihULlxIlLjBn9DcP7WzD3x5f/tgG++9yWvqOC6dvnA86d30yp0u4FGGnRl+OFrYcPH870z6FDh/IixjTmzZuHl5cXGo2GevXqce7cuTy/ppB7Ap48wVxnkeUXHjPJApVCTY93B/DT3Pm41/QgyPwxoRaB1GxZl0Vr1/P7X0upUqsGRgpj6tASV6kkSkmV+v4KUk28qcJfc+ekLk/IDV379iNGH0kEIZmO8ec+FpZWNGnZKteuW9ycvlh4q5wUF7FxsWzZsRmzxg3SJLD/ZtG0McZ2tqzesDLH599/eDcNamv4/buUD/nH/sn0HfUMr9qPGP5hCA+f6IiINNCwkz+nzieke//zsJQOkWam+d+iVhCy8vuspVSpoGH+z2kTWABzMwUb/3TERGNgwYL1BRTh2+ONdmc9ffqUp0+f5lYsr7RhwwYmTZrEN998w6VLl6hWrRpt27YlJCTzhEIoXDSmJuik5CzH6GUdelmHuXkJOvbowap/dnD67j1O3r7NnBUraNi8OdGRkfhs2Yq7wRsTKeP1qR6UwVRpxoaVy3Mt/nqNG1O5Wg1uKi8SLUekOSbLMv7yA57ygOHjx2Os0eTadYub0OBI6jgW/rqhb7Obt66TmBCPWY3qmY6RFAo01apw+vzpHJ37ydMnJCZqmTDCKqU04+NkGnX25+zFRH6dao//5ZKE3CjFukVOWFooadUrgH1H4tKcY+XGaCwtTWnYKGczwDmh0+nYuvUAnTqMpKRHM7xLtWTQwE84cfwiOSzsIxQTYWGR+PicYPTgEiiVGU/WmJkqGNrXnHVrt+dzdG+fHCexBoOBadOmYWlpiaenJ56enlhZWfHdd99hMBjyIsZUs2bNYuTIkQwbNoyKFSuycOFCTE1NWbp0aZ5eV8g9TVq2IlwOIVHOfL1oEP4ANGzePNMx16/4kpysxQG3TMcoJAW2emfOHjvx2vH+lyRJzF21Es9yJTnHQXylEzySb/NAvs5Z1QHucJkB773H8PHv59o1iyvRXjb33b1/h6nTv6Rl56Y0bteAQaP6s3PPP2iTtenGJut0AEhG6nTH/k1SGxEWHkqTdg3oO6wXm7dtJDExMcv3hDwPBqBK+ZRNWyMnBWNqouDsHnfef88KFycVtjZK+nQpwamd7rRsbMLAcUEkJKR8xpy9lMicpdEMGdoTM7OcdckzGAzZSkCjo2Pp0G4EA/pNJiHmOqMGKhjUw8DVS8d4p/VwJozP+888oeh5HhKOLMtUKmeU5bgKZY0IC4tBq816UkfIWo6T2C+//JK5c+fy008/cfnyZS5fvswPP/zAnDlz+L//y/ni/uzSarVcvHiR1q1bp76mUCho3bo1p09nPAuQlJREdHR0mj9CwerUsxemZmbcUVzBIKf/AEiU4/FT3qZJi1a4eXhmeh5dcsoPvjLDRrQvKVGi1+vfLOj/sLWzZ83OXUz/YzYu1VwJKeFPpM1zGndozvKt2/jiu+liffgbeFEXVshdC/+aR6debdi07x+iS7qTVKUC1yJCmPT5BHoN6kZYeGia8SU9SyJJEon3HmR53oS798DUlMQqFbibGMMX335Kx95t8A94kul7zExT/v8NDtVz/XYSR04l8P0Xtjjap1/7amQkMXu6PWERBmbMjeDDr57Tqlcg1apV4pup47N17xER0fz6yzIqVOiEuWlNLC3q0LnTWHx2Hc00oR0y6FOuXrnGoc2uHN/uyjcf2zJ9ih03j7ux6BcHli7dzPTvF2br+kLxYWFpDkBgsC7Lcc+CdGg0atTqHG9NEv4lx397K1asYMmSJXTp0iX1tapVq+Lq6sq4ceOYPn16rgb4QmhoKHq9Hsf/1N10dHTk9u3bGb7nxx9/5Ntvv82TeITXY2ZuzoyFC5k4dCgXFUdxN3hjgz169ATzlKfKB1jaW/H1zJlZnqekdxkAIniOEx6ZjotUhlGpbO5v+jDWaOjSuw9devfJ9XMLoi5sbtu8bSOz5szAqm1rrNq+g6R8+eUv6fETHv61nBHvD2PTqm0o/3fMxdmVRg2acuHoCcxq1UChTj8jm+j3mKSHj7Af8i7mNVMe62uDgglZsoyhYwayc+NeTEzSr1ktV6Y8jg52LF8fTbVKxpiaSHRrZ55p/KW9jKhXU8O0WeGUsNIwYeIwPv9iJCYmr16y8+jhU9q2G0lAQAimNaphU6ceclISJy/7cqDHRIYM7c78BV+nqX1+6dJN9uw5yfrFTjRrmHamV5IkRrxryf1HycyZvZIPPxpCiRLiS5eQwsXFgdq1K7J07WP6dMm4qZLBILN8Qxxdu7YWEx5vKMczseHh4ZQvXz7d6+XLlyc8PDxXgsotX3zxBVFRUal//P39CzokAWjaqjVLN22mdO0yXOcsx9jJSXbzWH2bd7p3ZN3u3Tg6Z72z36NkSeo0aIi/8n6GM7oA4XIIkfpQeg8enBe3IeQBURc29+n1ev5Y9DvmNapj3aFdmgQWwNjTA9shA7lx8yrHTh5Jc+zDcZPRPw8ldOkKdOEv14DLskz8rTsE/7kUIw93zKq+/KJo5OSI3cjh+D99ws49Ga/5UygUDB80lrVbYrh8LRFzMwVGRll/mNvaKKlVvTZ9f52DWVNb7idlPHnxb8nJyXTuMo7nicm4TPkU+4H9sWhYH8sWzXCa9AF27/ZjxYpt/DIz7ZK0VSu34+5qTI8OmSfW44dZEheXyPZtB18Zh1C8jJ8wiP1H41i0MirdMVmW+WJ6GPcfJTJ2vKgj/qZyPBNbrVo15s6dy+zZs9O8PnfuXKpVq5Zrgf2XnZ0dSqWS4ODgNK8HBwfj5JTxBhBjY2OMjV+vo4yQt2rWq8eKbdt4dP8+j+7fR6VWUaV6Daxts78OcuIXUxjWozvXFGcoZ6iORkqZMZFlmVCecUt5iRo16tLsnXfy6jaEXPQoMOVLsCirlbvOXTxD0LMAnPv1yHSMcamSmHi4s2nbRlo0fVlVo2rlaiyevZQJn4zl6bQfMClbBsnMlKQn/uhCwzAuVRLH94YiqdJ+lBg5OmBWsQIbtqynd/d+GV5z8IBhXL5ynnVb9yDL8MBPS2mvjNcRJifLXLqaTNvWVfm0Vhs2XXBl94WjHDa9T4uK3lSxqp7h+3bsOMKDe49x+eQj1LY26Y6XqFsb7RN/fvt9JR98OBhj45TrP/UPokoFVaYbcwDcXdXY2ajx93+W6RiheOrbtz3nzl5l3Gfr2Lk/nvcGlMDdRcXt+1oWrojh1Pl4Zsz8hHr1qhZ0qEVejpPYGTNm0LFjRw4cOECDBimFek+fPo2/vz8+Pj65HuALRkZG1KpVi4MHD9KtWzcgZYH+wYMHef99sYmmqCrp7U1Jb+/Xem/12rWZs2IFH48axcm43VjjgEpWE6eMJk4fTd36jfltyV+oVGLNUVEQ9ExUJMgLgYEBABi7Z74JUpIkVG6u+AemfVoVnxBPSa9S7Nq0j6MnDnPo2EECgwK5GxqG/ZCBmNWolunjULW7K0/P+2Z6TaVSyW8/z+evFYv5Y/4M/vgzktnTHTIcu35bDEEhWnp17wukfNF57O/E+QdB7I4/yi2vEPp4t0n3vjWrd2Baygtjt8y7I5Vo0oiA4yfZv+8UnTo3B8DUzIRHAVlv/kpMNBATp8dUlPgS/kOSJH6d9Rm1alVizuwV9Bx+L/VY06Y12bptOO3aNynACN8eOf50b9asGXfv3mXevHmpa1F79OjBuHHjcHHJvIB9bpg0aRJDhgyhdu3a1K1bl99//524uDiGDRuWp9cVCq/GLVpyyPcKO7ds5tiB/STGJ+Dq4UH3fv2pVru2WG9UhIQGR1JSJLG5TvO/NamG+HiUJTJeowdgiIvDxCTlacb1m9dYsmIRew/uRv+/KgW1a9VjyIBhWFvZMPC9Pqgd7LP8+TLEJ2D6ijJzSqWSUcPHIkkw84+fcHdR8eEo69TamrIss2NfHOM/D6Nd63aUK/NyKZunuy2e7rY89nfilN8GZodsYmLDXmnO/yw4DIV9xonxCy9q4AYHv9zY1qFjM4Zu2M2tu1oqlM14dnjTzlgSEvS0b980y/MLxZMkSbw7sDMD3u2E36MAIqNisLe3wc3N8dVvFrLttaaoXFxc8mwDV1b69u3L8+fP+frrrwkKCqJ69ers2bMn3WYvoXgxNTOjz6DB9Bkk1r4WVS8qEhTXslpBwUEcPnaA2NhY7OzseadFG8zNM084c6JBnYao1Gpiz1/EsmXzDMfo4+JIuHmbVuMms3vfLiZNmYjKxgbLju1QOzujj47m5rkLTJg8hsEDhmFewoLY8xczneGUdToSLl+ha6ee2YpxxNAxREZH8fn3C/h9cQzd2ptgbCRx4FgSN+4k0LxJc37+7vcM3+vpbosn41gXMJ8ZB9aiMTVKTWatLc0xBEZk+L7Ue49KqVrzYlc5QLdurXBysmHsZ6HsWuOEmWna7SNPnibz1U+RvPNOfcqW88rWPWaXTqcjKioWMzMTNBpjDAYDB/afxmfXUeLiE3Bzc2TgwC6U9s58Q6tQeEiSRMlSmT8FEd6MJGezYvO9e/f4+uuvWbRoERYWFmmORUVFMXbsWL7//ntKlSqVJ4HmhujoaCwtLTl95x7mWcxICIKQv3b4XCqWa2Gjo6P45oev2L1vF7IEKmNjkhMSMDbWMLj/UD4a//FrLYe5efsGx04eISkpEVcXN06cOc7+44dwmDgOI6e0X/plvZ7Q1evQXr/F6j/XM2BEHzRVKmM3sF+6TWBRx04QvnkbzZu24viZ4ziMH43GK20pPFmWCd+2g+ijx/HZvB/vUmWyHfede7dZt3EVF33PoNfr8C5VgX69B9KgbqNsP1VZFzAfgE9bD2DJn38zceJ03P5vCiob6wzHR+zdT+Lhozzy24+V1cvPttOnfenSaTSuTjBxRAnaNDcjKUlm884Y5i6LwdTMloOHV+LqmjuTKLduPWDOH6vYsMGH+PgkJEmiYcNqPH78lKdPQylTSoOdrZI797WERyTTt2875i+cKpYzCG+l6OhYHO0bERUVlS7n/LdsJ7GjRo3CysqKGTNmZHj8s88+Izo6mgULFrxexPlAJLFvH1mWOX30KOuXL+OG7xUkSaJKrZr0GzqMuo2y/8EnFJzTFx8SGhxZ7JLY2LhY+g/vzQN/Pyzbt8G8bm0UGg26yCiiT54i+uAR2rVqz28/zUlT/ikrj5/48cn/TcL3ykVUJiYoNRq0kZEYazSYaEyJToynRNPGKSWzNMYkPfQj5sgxkp485fef53Dx8gXW/rMRl6lfZlhSCyBk0V+4JsuYmppx9dZVSjRuhHmdWijMzdD6BxB19DiJd+4CMPTd9/ji4//L1Z/D+w/vsWHTWm7du4VSqaRWtdr06dEfp38tRXmRyJqZGjG95xySbG2xHzkcxX82+iY+8iNkwWJGDO3O77OnpLvWtWt3mfbtXHx2HcNgSPmoNDU1om+/Tnz9zXicnOxy5Z58dh1lQP/J2NsqGPGuGZXKGXP1ZiI/z4mknLeaBTMcqF9LgyRJJCQYWLMlho++DqNJk3ps3jo3tSyaILwtcj2JLVeuHKtXr6ZOnToZHr948SIDBgzgzp07rxdxPhBJ7NtFm5TEJ2PGcGjvbiyU1tjoU9a+hamCidFF0q5LV36YMxd1Jh/GQuFQXGdhp8/4llV/r8L5owkYuabfTxDne4WQZauY/9uftG6RftPSfz0N8KfnoK7Eq5RYdmqPaeWKSEoluohIoo8dJ+rQUcqWKZ/S8jXhZce8WjXr8MHYSdSv05D6rWqjq1IB2+5dMr1O3LXrhCxZTuMGTTlx+hgoJDC8/BgxcnXBqu076KOjCdu0lZnTf6Nrx8wrI2SXTqfj2x//jw2b16IuUQIj71LIOj1Jd+8hJ+v45IPPeG/I6NTxj/3DOKXYwJObT1n37Vb0xhpMGzVAU6okhqQk4i5eJv6SL/XqVWXnzvlZzmgGBARz944fSqWCqtXKpZmxfVOPHj6lVs3utGlmxNoFjmg0KV9Y+o95xvnLiVzY54GVZfokdffBODoNDGTT5j/o2Kl5rsUjCIVBdpPYbD+nevLkCQ4OmS+Qt7OzE3VYhXz13eefcXT/PqrSAHu9S+psT2ldZYJ5yr4dO7GyseHLH34s4EiFzJy++LCgQygQl69cYuWGFZg3qJdhAgtgVr0aJiWPs2r9imwlsTN+/4E4ZJwmjk2zgUtlbYVN186orK25u3kbq5esJ1mnR6tNwtPDi1JepVPHxkRHUSKDUlT/prJJOX76pi/GpUqiCw1FHx2DkZsrNt26oPEulfqzmHjzNn+tWkKXDt3feDb2h5nT2Lh1Pba9ulOiQb3Usl6GxEQi9x7g599+wMTElAF9BgEv18r+GnaY4TM1PDx0m/3b9xHxvzafru5OfDp1HBMmDESjyboUo6urY64tG/ivhQvXY6KRWT3vZQIb/FzHll2xzPzaLsMEFqB9KzNqVzflz8UbRBIrFFvZTmItLS158OABnp4ZtwK9f/9+ltmyIOSmAP8nbN+4gbJyNRyktJtLJEnCCXcS5Xj+XrWK0R9+hF0WX8CEghMaXPzKasXERDNiwlBkvR6z6lnXiTSpVoULu/a+8pwhz4PZf2gvlt06Z1qBoETjhsQePsbWHVv48duMO+JZWlmhfR6a4bEXdP877jRhHEb2dsh6PfHXrhO6cTMRO3biNGEc0v+efpg1qMftv5bjH+CPh9vrb0R6GuDPmo0rse7aCYsmjdIcU2g02HTthD4+nlnzfqVn194YG7+sijC5ags2XXDAfuhRmo9pgbvShMp2VShZyq1QPIb/e8MuBvUyw/Rfm8du3tWi00G7lll3AuvQSsOfa27ldYiCUGhlu2NX06ZNmTNnTqbHZ8+eTZMmou6ZkD92bNqEWmGEC16ZjnGlJJIMOzdvyr/AhGx70dyguFUk2LZrCzExKTvipVcsdZHUavR6Pa9a9XX95jX0ej1mVStnfi6FAuPKFblw5UKmY7p16E78xUsYkpIyPC7LMtEnT2Ps5YmRfcp6UEmpxKx6NZzGjCTpyVPiLrzsuqaytgJSNrC9iU3bNqDUaCjRsH6mYyxbNic6KoL9h9In/b1qV6K/6zh0jxpyNy6aI3FXC0UCCxAWHo13ybT/Dl5MWhsybkaYymBArPsXirVsJ7FffPEFu3fvplevXpw7dy61levZs2fp2bMne/fu5YsvvsjLWAUhVVBAAKZSCZRS5g8T1JIRZkoLngUE5GNkQnZd9/UrdrOwANt3bcO0YnkktYrEe/ezHJt49x4lS5VGkiT0ej0Hj+zng0/H0W94L8Z88B5bd2wmKSkRvV4PkK6aQDpKJfosMqP+fQai0OkJXbkWQ3JymmOyLBO1/yCJd+9h2SJ9bVRjD3dMKpYn+sSp1NeSQ54DYGvzZl9UHj56gJGHe7qNWbLBQMK9+0QfO0Hi/QeoS5TgoV/mS1ReJLPhoTHMOLD2jWLKLTbWJXj0JO3fddUKxhgbS+zYF5vp+2RZ5p+9CdSqI7o+CcVXtpPYGjVqsGnTJo4dO0aDBg2wsbHBxsaGhg0bcvz4cTZu3EjNmjXzMlZBSKUxMSEZbZYzVLIso5WTMDE1zcfIhOworrOwAKHhoagdHTGrWYPoE6fQxydkOE4bFEz8tRu822sgAYFP6dSnHWM/HMGR21e5I+k5HfCIz/5vEs07NkaWUxLThNt3M72uLMto79yl4r8aBvyXu6sHc39ZiPbufZ59/zMRPnuJu3yFqKPHCfjpFyJ27cGqfRvMqmfcYty0Qnm0gc+QZRlZlok7eZpaNevg7PRmjXBUKhXyf5LquGs3CPrpZ4LmLiRq+3YiNm8hOSaGbTs3cu9+5n8PAP1dxwEw48DaAk9me/buwMq/40hMfPnlwsZaSd+u5sxeEklQiC7D9/29I5arNxMYNapvfoUqCIVOtpNYgE6dOvH48WM2bdrETz/9xI8//sjmzZvx8/OjS5fMd7MKQm5r2qo1cbpoogjLdEw4ISTo4mjW+p18jEzIjuI6CwtgZWmFPiISq3daIWu1BC1YjPZZUOpxWZZJuHuPZ3MX4OTkTOvmbRg0qj9Po8Jw/mgCTpM/wGHwAJwmjMXty8+INzfjs28+oXq1msQcPopBm5zhdeOv3yAx8Bn9ew/KMr7mTVqyff0uerTuSOKxE4QsX0XE1h0kBwVj060z1u0y32QmpzzfRpZlInbuJv7BQ0YNHft6f1H/Urd2AxIf+ZEcnvLlJ/biZUL+WkazSokc2epG4pPSxD8qzfrFTpibhtG1Xxuq1itDs7a1+WHmNPweP0p3zv6u49IkswVlzJi+RMfIDPswBK325Zfybz+xRZahaden7NgXi16fciw8Qs/Pc8IZ/H4IvXq3oVXrBgUVuiAUuGyX2HobiBJbRcfjhw+5feM6kiRRsWpV3Dxebih8cPcOO7dsYf3SpUhxSmrKTVFLaVtDauUkLiuP41TGmc0HD4l1Y4VMcS2rBbBk+UJ+mTsTt2+/QhcRSfCS5egjIzH29EBpaUlycDDJwSEo1WoO/nOU3ft2MnPODFy++AS1XfqZa0NCAs9++pUm1epw/MwxVJ4eWPfsipFTypcEWacj9sIlIjZvo0n9Jiz8fUm2687q9Xri4mJRKhU069AYalTNsvzWs9nz0UVGolKpSQwO5rOPpqQpe/W64uLjaNymLpJ3aWz69CDg2+/p21HDijmOKBRpf7ajovU07vKU+HgDXduZs3pTHNExBmZM/4OObTtneP7Z97ZgbxrE8CZNsDN2f+N4c2rr1gMMGfQp7i4qRg8uQcVyRjwL1rFgeTRXbyai14O9nRE2VkoeP9Wi18OIkb35ecbHooSg8FbK9TqxbwORxBZ+t65d49dp33L25InU1yRJomHT5oz9eBKLf/+DYwcPYKw0wQhjYvVRGGOCJ2WxwxkZmVCe8VT5AHUJNSu3b6dUmbIFeEfCf71oMduoildBh1IgIiIjaNmpMbKrC/bvDUFSKom7ep34q9cwJCQi63Qk3n/Ah+M/ZtzICbTs3JRIR1vsBw3I9JyR+w4Qd+Aw835dxKdfTyYiPAwTDw8kEw3Jgc9IjomhQ9vO/PTtL2g0mkzPk5UZv/3A8o0rcZr8AWr79EX+E27fJWjBYiSFgrat2zO4/zBq18i4rvjr2LN/Fx989j4qOzsMYc95fNELZ8eM18Rv3xNLj2HPOL/XnYpljRj18XM2bI9j7dJNVK+a8bK3BRfOY+V8HqBAkllf31vM/n0VmzfvRatNWULQokUdxo0fiJOzXUrb2bgE3Nyc6NuvPQ4OxW8pjlB8iCQ2AyKJLdyuXLzIiN69UCcb46EvkyYpfay4SyJxKFFRxlANR9xQSApi5WhucTHNsgKlUkXrDh34YMqXuGdSEk4oGMW1O9d/nTl/ilEThmMw0WDWsD7GHu7oE+KJP3+JuJu3aNe6A7/9lFINpkKtUtj1602JBvUyPV/iw0c8+2MePpv34+Huyb6Dezh68ghJiSltZ3t265Oj9q8ZiYyKpNegrgRFR2LZpSNm1aogqVTo4xOIPXueKJ891KtVj8V/LMXIyOjVJ3wNR44f4sPPxlOvhsyBTZn3o9fpZKzLPmDap7Z8NMYanU6meqsA3N2bMvfXxVle40UyW7OiB61dGuf2LbxSQkIi4eFRmJubYmkpPqeE4inXmx0IQl7S6/VMGjECKUmBpWxLPLHEE4ulZIMLXugMydzlCjVphqX0shi7uWRBHVoQLYdzSXGcFu3bMuWHH7Gzty/AuxGyUlzXwv5b/ToN2bJ2B3+tWMw/u7cToU0paVW2bAWGfP0TPbv2QaFQIMsySqUSg1YLgC46mtizF0gODgaFEo13ScyqV089rlYbYWRkTKf2XenUvmuuxmxlacW6pX/zyVeTOLVyDREmJqjMzdFGRiIZDHTr3IupX0zLswQWUtbr1qtdHzPjs1mOU6kkNBoJbbKc+r/HDjHno6/3ExUdhaWFZabvHVu7Diev2XPppg9+ITvoVqF6vs7KmphocHV9vdlyQShuRBIrFLhkrZaJw4YREvwMBQrCCSEZLY+4haVsQyXqEshj7HBOk8D+m4Vkg4vBizPHjlFCzLIXWqHBkTQv5rOwL3iXKsOP387k68+nERr+HBONCbY2dmnWb0uSRO1a9bh6+Qr66BiiDh1BUioxcnNFTk4m9uw5wrftwMjFBUcnZ9xc8zbZsrdzYPnC1dx/eI/9h/YSGxuDna09Hdt1xsE+bzpa/VdJr9Ls2HWCpCQDxsYZr+29diuJ8AgD5bxfJtSVyxuh1xsICw/NMokFaFTFi0aMY/a9LSwNPY6NXQlGVM94Pa0gCAUnW0lsdHR0tk8ounYJOWEwGPh03FhOHT6MN1VwpSRqyQhZTllGcJerXOQISSTiRqksz2WHM09i7vEsIACv0qWzHCvkvxdrYYW0TExMcHfNvJvVwL6DmTB5DAmP/LBq3waLpo1R/q9sXPLzUML/2Un81eu069wzRwX8Y2Nj2LF7O7fv3kKSJKpXrUn7dzqk6Xb1b+HhYWz5529u3r6BQqGgapXqvNtnEBavSAhzW58e/Vm68k+Wro9m7BCrdMdlWebnORE4Oyrp2Prlv7fg0JRaumam5tm+1sQyPQBYFzCfGQfW8mnrzNcl/1tCQiKnTl4mOiYOFxcH6tatIjaXCkIeyFYSa2Vl9cofQFmWUwtyC0J2nTp6hAM+u6hCfRyll2vcJEnCHhcsZBvOcqAAIxRyU3HczBUa9pzHT/xQq40oV6ZcpkliZiqUrQiAdecOWLVumeaY2t4Oh2GDCV74Jxd8L6T+Hn6VleuW8cvsGSQlJaJxcQaDgbUbV/H9L9OY9sX3dGjbKXWsLMssWjqf2Qt/wwBoPD3AYGDH3h3M/OMnvvz4G/r1yl5ylxtKeZWmV/c+fPR/m1ApJYb2tUCtTrnnyCg9034NZ93WGJb85pD6OsDy9bFUrVQZR4eczxj3dx2Xmsjq9QY+adUPlSr9x2dSkpbvv1vA0r82Eh7+slFBmTJufPLpKAYNzt0lHoJQ3GUriT18+HBexyEUU+uWLsVSaYOD3jXD48aSBne5NA+4STBPs5yNfU4gFpZWuLhlvuFDKBg7fC69etBb5tadm8xZ+DuHjh7AYEj5cm9haUWfbn0ZN3IC5ubZW/by99YNqExNsWia8SYjSaHAsk1rns5ZwJnzp2hQt1GW51uxZinTZ35LicYNsX+nJSorKyClu1bErj189Pn7KJUK2rbuAMDiZQuYNWcGlq1aYNmqOUqzlNlNXVQ0kXv28fX3X6BWqejZrU+27ic3fDvlBwx6PWM+2czUmZE0a2hEYqLMviPxJOtkfv/OnmH9Xs4QL1sfxd7Dscyc/t5rXS8pKRHptBXr/17OzTt3mMZMqlQpzchR/Rg4qAsmJhqSkrR07zqOU6cuMn6YBcP6eeBor+L67STmLo1k1MivefLkGV9+NSa3/hoEodgT1QmEAtWkUkWsIxwpLWW+TjJWjuYM+wCoTXOspPTlfeLlWM4rD9G+Rzcat2iJkbExNevWRa/Xs2nNanw2byEyIgJrGxs69e5FjwEDsLUTm7/yQ3GsSHD2/GlGTBgKlpaYN2mIxrs0slZL7CVf4s+co5RHSdYu2ZCtR/HvjRvMxZhQHEcMy3SMLMv4f/YVn7z/CcMHjcx0XFR0FA1b18Gkfh1se3ZLfx6DgefLVqIJDOHY7lPExsXS+J26mDZpiE3XTunHyzKha9ajuPeQU/vOYmRknG5MXrpz7zYbNq/l/oPbPAsO4vGTxzSua8IHo6wo763GP1DHkjUxbNkVQ79eA/j2yx9y/Fg/NjaGEe8PwveqLx1bm9GpjSmSBDv3x7FzXzy1alXkn50LWbxoI9O/n8fudc40b5i+S+APv4fzfz+HceTYKurVE61iBSEreV6dID4+nidPnqD9367YF6pWFT+cAuh0Oo7u38e+nTuJjozExt6Ojt17Ur9Jk7SF1mUZiaw/VP591Fc6QRm5Kk54oJRUGGQDzwnknuIqKOCfvzfyz98bAVAqlSnnliXsDS5Y40hCRBzzZsxkyezZzF25kjoNs561EnJHcapIEBcfx7jJo1F6emA/YhgKo5fF6I09PShRrw4P5y7g25+/4dfpv7/yfJJCAQZD1oNkGWQZhZR1E4Ot/2xCr9dh1aZVpteybPsOgTN/4/DxgzwN8EcvG7Bs1Tzj8ZKE5TutCDh/kb0HdtO5Q7dX3k9uKlemPF9/Pi31f+894MOSFQvoPeJq6mvepUoy7asp9O3ZP8MENiIygp17tvPsWSAmJqY0b9KSKpVefo59/s0kHjy8xokdbtSr+XIpyHsDLLngm0jbfrcZNOQjbl3zY1Av8wwTWIDPJ1qzbH0sixasF0msIOSSHCexz58/Z9iwYezevTvD42JNrHD/zm3eHzSYgKdPsFTaYKTXkKiK55+NGylboSLzVq7CyTVl+UD5KlW4c+omGCpmer5QUlpytu/aDV2yjgO7d/FAcQONwpQkQyJJ+gQkg4SVbIsn5bHClmgiuKw/gTW2VKF+mo5eZQxVuZF4jnEDB7LpwEE8S2W9YUx4fY8CwwkNjqRkMUpid/hsJzYmGtePxqdJYF8wcnHG4p3W+OzcwReTvsTONusnAtWr1ODkX3MxJCSgMDHJcEzCnbvotVqqVame5bmu37qGxtMDZRZPoozdXDG2tubGzWsEBQehcXdDaZ75ZigjRwc0dnbcvnebgt6/37Z1B9q27sDjJ36Ehj3H0sKS0qXKZJi86nQ6fpn9E2vWL0dGj7uLMZFROuYs/I3qVasx8/vZyLLMvoP7WPKbQ5oE9oXa1TX88b0dQyZcAODdnhkviwJQKCTe7WnG/BXHcu+GBaGYy17vwX/58MMPiYyM5OzZs5iYmLBnzx5WrFhBmTJl+Oeff/IiRqEICQoIYFiPHsQ8i6EurahjaEk1qSF1da2oRTOe3n3CsJ49iI6KAqDf0GFE6EMJk4MyPF+yrMVfuk+j5s2ZsWAhs5YsYdepM4z++CM6DuxO72EDUSiUOONFTbkZdpITCpQ84AZq1FSjYbqWtEaSMVUMDSBZYvWSP/P876Q4u+7rh7OxGZ7uxae70IEj+zApWwa1Tcbl4ADM69VGr9Nx7OTRV56vT49+oNcTuf9ghsdlnY7ovQcoW7ZCpt2oXpdCIb16FhiQ9fpXzgLnJ08PL2rVqIN36bIZJrCyLDNl6iesWLOEKR+U4MlFT+6eduPZNU+2rXAmLvYOA4Z3Z+3fq7GyUNO/W+ZJf+/O5lhbpcwH2VhnXR3C2lJBQoI2yzGCIGRfjn/rHDp0iFmzZlG7dm0UCgWenp4MHDiQGTNm8OOPP+ZFjEIRsmzBfBKjE6iub4yFZJ36uiRJWEv2VNc35tnTp2xesxqA5m3a0KBJM64pzhIgP0Ivp8zky7JMpByKr/IERiXUTJn+8t+Wu6cnoz74kCnTf8DCygoFCspSFUmSMMh6fDlBFGG4URqllPHDBpWkwknvwfYNG9DpdHn4NyIUt4oEMXGxSFnMXAIoTU1RqFTExcdmOQ7Awd6RSe9/StTBI4Ru3ExyWEp3OlmWSXz4iJAFf6J7Gsi0Kd+/cr1nlYpVSXj8BF0WZROT/J+SFBFBlUrVqF61FglP/EkOD898/OMnJEVEUKNa7ibQeenchTNs27mFv35z4KtJttjbpfyeUColOrcx59h2Z9SqWI4cP4i7qxqNJvOPSmNjBSXdU74on7ucmPV1fZPw9Cw+TyUEIa/lOImNi4vDwcEBAGtra54/fw5AlSpVuHSp+O1AFl5KSkxk2/r1OOk9MZIy3uBhKpnjILuxftkyIGXd6h/LltGqYwducZFTyt1cVBzlrGo/FziCpZsly7Zuw6NkyQzPd+LgIWwNjqiklMe297hGBCn/Ji2wzvA9L1hgTUJCPDH/mxUWcldxrEgA4OzghD4oiKz2zCaHPMeg0+HokL2EZsTQ0Xz12VQMV67x9LufePb9zzybOp1nf8zDJjGZ5YvWULN67Veep1vnnqhVKiL3ZVy2TjYYiNyzD3sHR5o3aUmn9l0wMTUj0mdvhvcj6/VE+uzF0cmZZo1bZOteCoO1f6+inLcJA3tlPMPqYKfiw1EWPH36mMCgZHS6zP+/1OtlAoP1uLu6M/evGJKTMx775Gkym3fGMWRor1y5B0EQXiOJLVeuHHfu3AGgWrVqLFq0iICAABYuXIizs3OuBygUHSFBQcTHx2FD1mv8rGV7AgOeok1KabVpYmrKL4sWsfPEKQa/P4YmPVvQaWBPFq1dz46TJylboUKm50pMSEBFyiyITk4mkEd4kNIjXktSlnG8OK7JZJ2h8OaKU0WCF3p06UViQCCJDx5mOibq2HEsLK1p1qh5ts4pSRKD+w/j5P7z/DR1JoM69mR4r4H8NX8lB/45Sp2adbN1HksLSz77aAoxx08RumFTmhlWbVAQz5etIuHGLaZ+/h0qlQozUzO+nfIdsecv8nz5KrSBz4CUWeCkx08IWbyUxLv3+f6rH3PUaKGgXb1+gW7tNFnOXHdtZ4ZObyAsIpkd++IyHedzMI6gkCTGvPc+t+5pGTQ+mKjotHtD7j3U0mFAEE5OdgwZ2i23bkMQir0cb+z64IMPePYs5RfZN998Q7t27VizZg1GRkYsX748t+MTihClKuVDzEDWa+heHFf850PPs1QpJn72eY6u6VHSi3P3TiPrZUIJQo8ed8oQSRjPeIwLXpm+N1jpT526DTExzXg3sfD6Tl/MPIF72zVu0JSKFapwf9U67Ee/h5HLyy/3siwTc/I0McdP8fEHn+e48YGpiSk9uvZ+o/gG9RuKUqFkxh8/EXD6LBpnJ9AbSAgOxsrahtm/LOCdlm1Tx3ft2AOlUsX0mdMI+PlXjK2tkQ0GtFFRODm7MnvOUppmMxnPjuehIfy9dT179v9DTEw0tjb2dO7Qk+6de+ZadzDZIPOqnFulSklwy5Upy8Qv/aha0YjSXmnX1z96ksyEKeHUrF6d3j36YWllxeQvJrCr+mN6dDTFyUHFtdta9h2Ow8PDiZ27FmFlJbpaCkJueeM6sfHx8dy+fRsPDw/s7NLX7yxMRJ3YvKXX62lbpw7KICMqSpk/2rwsncClqgtrfXxydP6w0Oc8uHMHSaGgbIWKWFpZceLwIca+O4CaNCWOGO7iSyupJ0GyP9c5S0Vq4yJ5pTvXU/kht7nE738tpVX7Djm9VeEVdvhcoo6jU7Ha0PVvIc+DGTp2EPcf3MWsYgWMSpdE1mpJ9L1KYlAw7/YdzNefT3ujVqTJycn4BzzBYDDg4uyKqUn6L2OyLON79RInz5xAq03C092Ldm06YmZqRnxCPDt3b+fOvdsoJAXVqtagTat2GKmNMrhayvUOHd3PrTs3kSQFVStXo2mj5rk6A3v0xGE++GQMkEzPTma4OSu5+1DH9j2xWFpY8efcVVSuWOWNrzN64lAiI85yfq9Lpv8fLFgRycQpoWxavYNJX4wjLCyQIX3N6NwmZb3zrv1xrNgYh5WlI6uWbMLJMeXLSnBIMH9vXc/Bwz7Excdib++EafWqNO5gRdfG1ahiVf2N4xeEt11268S+URL74q1FpSe0SGLz3pI5s5n78wxqGZpiIaXfnR0qB+HLCX6YM5fOPbO3NszvwQPmzviZAz67Uku4qdVGdOzRg7GTP+bTMWO4feUGLnovHnGLxnTAGBNuc4kAHuGEB66UxAQz4oklgIcE85T+w4bzxffTi8y/36LiUWA4YbeeF7sNXf+VmJjIjt3bWLtpDY/8HqBSqWlQpwED+w6hbu36r/3vLjY2hiUrFrFu81oiwlM2eWlMTOnRqQejho/DxTmlzNOde7f5+KuPuHPnJmpzc5TGxiSFh6MxMWXciPcZNWxsofq3f+vOTfoM7so7TY1YPtsBa6uXyXHAMx093wvmgZ+a7Rv2v1br2H87fOwgoycOZ8dqFzq0Mkt3PCbWQO02AZQs2ZR5s/4kIjKCpSv/ZNO2NYSFRwJgY21Jr+7vMnzQSGysM69E8cKmCzdIdj6Kl5cdFewcRDIrCFnI0yT2r7/+4rfffuPevXsAlClThg8//JARI0a8fsT5QCSxeS8hPp7hPXpw58ZNSuor4IwnasmIJDmRAB7hJ92mccsW/LFseYa9x//r9vXrDOvRAzlBxlVfClucAJnnBBKgfIiptRnzVq/hhy++4Orli0hIeFIOb6kysizzlAc84R4JvFzTJiHRvX9/pv7ya4Yf4tFRURzYtYuQ4CDMzM1p0bYtbh6eufnX9Fbb4XMJZ2OzYp/E5oWIyAjeHdGXR/5+mNathVnVKkhKFQl37hJ/+iymShVrl2wASaL34O7oLUtg2bkDJuXKIikU6MIjiDpyjOijxxk1fBwfT/ysoG8p1aTP3+fmrf1cO+KaYTWAsHA9pes9YWC/MXz0/idvdC2DwcDoiUM5f/EEv31ny8CeJVKvecE3kQlTwrh1Dzas2I536bKp79MmawkKSllO5+TknOmsdWYe+4fhE/wQK+fzeHnZ0ce7zRvdhyC8rfIsif3666+ZNWsWEyZMoEGDBgCcPn2auXPn8tFHHzFt2rRXnKHgiCQ2f8TGxDD9i8/ZvX0bskFGrTBCq09CpVbTe/AgPv6/b1AbvfqXv16vp2PDBsQGxlJd3zhdvdckOYHLyuOUrOLNqh07OHHoID9//TVPHz+mKg2wl1yAlCcG0UQQTyyPFDexcLTE5/TpdDHodDp+/2E665YuJTk5GY1Sg9agxSDradb6Hb6dNQsb28K9ZKagFccWs/lp3KRRHD13Eof3x2DknLaygT42lpB5i7FTqvFw9eDio7s4ffR+hg0SIg8cImKHDz5bDuBdqkx+hZ+p2NgY6jWvxo9fWvPRmMyrikz8MoQlq2MxoEKtVtGgbiMG9h1Cw3qNcjyrnJCQwJfffsLOPTuwsVJTsZwRoeEGbt9LwM3FmT9mLk7TuSs3PfYP45RiAxpTIyY2FNUKBOG/8iyJtbe3Z/bs2fTv3z/N6+vWrWPChAmEhoa+XsT5QCSx+Ss0JIRDe3YTHRWFrZ0dLdt3wNLKKtvvP3bwAOMHDaQOLbCUMl5bGSIHcpVTrN+zl0pVq5GcnMzkkSM4vG8vdgonHAxuKFERwXOCFf5Y2FiydPNmSpUpm+Y8BoOBz8aNZd+OHXjK5XCjNMaSBr2sIwh/Hilv4uThwupdu3J0D8XNDp9LIoHNI08D/GnVqQk2fXpi0bB+hmOSHj8hcNZsAOze7UuJunUyHCfrdARMnU7/Tr346rOpeRVytj30e0C7bi05vMWNpg0yrxayYmM0wz8IxrpbZ0jWkXDZl8TAZwzoM4hvvvjutZZHPHr8kC3bN/EsKAATE1NaNG1Fs8Yt8qXawrqA+QAimRWE/8huEpvj6gTJycnUrp1+006tWrVE0XghDTsHB/oMHvLa7z+6fx8lVJZY6DJfb2aPM8ZKDUf37aNS1Wqo1Wp++2spOzdvYu2Sv7h5PaUdpJWVDYMHjsardGlOHz3GpXPnaNSsOc5ubgAcO3CAPf9spwr1cZTcUs+vlFS4UhIrvR0Xnhzmzz9+5+Nvpr72Pb3NHgVmXhBfeHMHDu9DUqkwr1Uj0zHGnh4YOzuT9OwZZlUz3wAlqVQYVyjHhSsX8iLUHDPRpCSuYRFZty2PiNAjKRVYNmuCpFBg+U5LYk6fZe2GVbg6uzFy2JgcX7ukZykmT/z0teJ+U/1dxwEpyeyMA2v5tPWAAolDEIqqHNeJHTRoEAsWLEj3+uLFi3n33XdzJShBAIiPi0ctG2c5uyJJEkYKYxLi41NfUyqVdO3Tlw379nH2/gNO3LjF6I8+ZMuatfzfRx/yy9SpTPvkE9rWq8vEoUMIDQlh3bKlWClt0ySw/2YmlcBZ78mWtWtJSsy6K09xdd3XjzqOohtRXomOiUZlaorCOONGIi8orP5XhkqR9a93SanEkI2WsvnBydGZst7erN6UeQczWZZZuiEW04rlkf53b5IkYdGwPiUaNeDPlYvQarOuDV1YvUhmZxxYW8CRCELRkuOZWEjZ2LVv3z7q1095pHX27FmePHnC4MGDmTRpUuq4WbNm5U6UQrHk5OJCHNHoZT1KKeNHe1o5iXh9LE4urhkeNzU1Y/acOfz5x++4UJJy1MTEYEYCCYTJQZw5eIKBnToSFhqKm740ZPE00hE3nsTc49H9+5SvXDk3bvGt8WIWtriW1MoP9nb2JMfGoo+NQ2mefkc9pHTc0oekdKxLuH0Xs6oZ/zuVDQa0d+9TsXHLPIs3JyRJYmC/4XwzfQpbfczp3iF92945SyK5cSsRx7GN0h2zaNqIgJOnadetJeERQRgMMhqNKR3bdmPyxM8wNy/8y8f6u47j16uHUxPZN5mVjYuLJy4uASsrC4yM1LkVoiAUOjmeib1+/To1a9bE3t6eBw8e8ODBA+zs7KhZsybXr1/n8uXLXL58GV9f3zwIVyhOuvTuQ5I+kSCeZDomgEdICgXtunXNcFbp9vXr/PnH73hTGVdSSnAdYTtn2Ms9rmCsNyEkMBitVouCrNfASf/7cdHrxbKZ/7ru64ezccaJlZA72rbugEqhJOb02UzHJNy+gzYsjFKlvIk5eBg5kyVesRcukRQWRv9eA/Mq3Bzr3b0f7Vp3oO+oIMZ8EswF30SCQnQcPRVP31HP+OjrUCxbNsO0fLl07w3fkVJzOi4+pZbrh6MsqFoxmTUbV9H4nZrcvH0jv2/ntUyu2oL+ruMIDKvAjANrORB4Ikfv37P7OJ07jsLOpgGe7i1xtG/A6JFfc+PGvTyKWBAKVo5nYg8fPpwXcQhCOiW9vWnTqQuHfHajMZhgK718VC3LMkH485AbODq40LpmTfR6He4eXvQZOoQe/QdQwsKC9SuWY6I0w0iv4QJHMMEcb6pgRgmSSCAAP5INWkAiQvEcDznzndrhhKBWq3Hz9Mr7my+CREmtvGVjbUPv7n1Zv3U9Rq7OmFZM245ZG/iMiPV/U71aLT754HOGjB7A8yXLsereBSNHBwAMWi0xZ84RuX0nnTt0o1qV6mkvIsuQnc1R2R2XA0qlklk/zeXP5QtZs2Epf672Tz2mNlFj27cXJRrUS/e+0E1bSbh+k4/HWTPtUxuMjV/OzVy6mkingYEMGN6dUwd9M2wIURhNrtqCk9dKcummD34hO+hWoTp2xu5Zvuebr+cw4+cl1KlhyvyfHXByUHLjtpY/1+xhw4ZdrF03iw4dm+XTHQhC/njjjl1FiahOUPTEx8fx4fDhnD52FGulHdZ6B2RkQhXPiDFEAmCltMNe74ISFZFSKCEE4OLuxtJNmxnesyfJ/gZCeIoTnlSgJgrp5YecLMv4cZsHpMzU1KUVFlL6Ej/JspbzykO06t6eH2bPyZd7LypEXdj8o9Um8f7HYzly7CCmZbwxqVoZVCoSb98l/tp1Spcqw8pFa7Cztefk6eN8NGUikRHhmLi7IWk0aAMC0Sck0KtbX76Z8l2aOqcm507i9Nn7hI3/hOhemT/Ktti0Ftt5Mwn6eS4JddM/2s8NycnJ+F67THR0FBcvn2fJikW4T/0KlbVVmnEGg4HAz7+gbVMN21Y4Z7h+/tzlRBp08Oe9IaP57KMpeRJvXpp9bwv2pkHY2JVgRPXOGY7ZsGE3Qwd/zsxv7Jj0nxJlSUkGBowNZs/hJC77bsOrZMbr/gWhMMnVEls9evRg+fLlWFhY0KNHjyzHbtmyJefR5hORxBZNer2eo/v3s2H5cm5du5aymcPKkscPH1KJOjhJHmnGx8uxXFGexKmUC7ExMcQFxZGMlka0T5PAviDLMhc4QqJRHJJeopy+Bna8/ECMkSO5o7yMziSZ9Xv24FmqVL7cd1EhymrlL71ez+79u1i1YSVXrlxClg2ULOXNwN6D6NG1d5rZRq02iT37fTh19iRJ2iQ83T3p2a0P7q5pf2ZMzp3EZfxQpORkJGSCv/oxw0TWYtMaHL+fgoyErFYTOG95niWyL8TGxdK0XQMMLk7YjxiK4l/1naNPniZs42YObnalecPMZ1kbdvTnvp8ppw9dztNY89KLclz/XSsryzIN6/fBySaQXWucM3xvXLwBz1pPGDr8XX748aM8j1UQ3lSultiytLRM/UC3tLTMnQgFIZuUSiUt27WjZbt2QEpXsBbVquGOd7oEFsBUMqeivjbn7x2mfKXKhAQF4UW5DBNYSNlU4iaX5ob2HFVr1OTK5VOYqUpgojMnWZlElD4cR3sXFq9YLxLY/3gxCyvkHb1en1qzNDk5mb0HfFj99yru3ruNqbk5NarUYFC/ITRr3CLdTKSRkTFdOnanS8fumZ4/NYHV65CQkQHH778ASJPIvkxgQUIGvQ6X8UPzPJE1NzNnwazFjJgwlKCZv2PWuAGa0qWQk5KIPn4SgNrVNFmeo24NDddvx+RZjPmhv+u41FJc8DKZfXD/Cb6+d9myLOMEFsDMVMHAnmZs3LBTJLHCWyVbSeyyZcsy/O+CUBCOHTxAXFwM1cj8g9NSssVSYYOxRoOMAROyTrRMSJnFmfrrLOLj4vjn7w2EBAVjZm5Oq/btad6mLWq12OWbEbGMIPc98X/M6vUr2LJzC9FREWhMTGndrDX3Ht7nzt2bmJbxxrh5E2SDgQvXrnN8wjA6tO3MzO9/y9G/0zQJ7P82RkqQLpFNm8CmSBmfP4lsvToN+HvlNuYvmcP+7TsJ16fUk9VoNCST0pLW3CzzfcrhkXoUirxvXpDXMqorGxYeBUBpr6z/fy/lqSIsLCrPYxSE/JTjjV2PHj1Cp9NRpkzaDTD37t1DrVbj5eWVW7EJQoZCQ0JQSkpMSV+G599M9OZISCgVSuINmdefBIgnDgBrW1vKlC9PtVq1ci3et9Xpiw8LOoS30vFTRxk3aRQGlQrTurWwc3BAFxmFz6E9yJKE88TxaEqXTB0vt2lFnO8Vdq9ah4OdA1M++Tpb18kogX3h34msycUzWOzeniaBTR2Xj4ls+bIVmD1jPuER4QQEPkWtVmOs0dC+W3NWb4rhy48ybooSFa1n865Y7O08iIyKxMrSKs9izC/9Xccx+94WZhxYS3OnlKdDDx8nU7l85jWEHz7WYWsrnqQKb5ccl9gaOnQop06dSvf62bNnGTp0aG7EJAhZKmFhgV7Wo5WzLmyuVSRiaW1F5z59CJQeYZAz7gYkyzLPlH7UadAQO3v7vAj5rfMoMJzQ4EixFjaXPfF/zLhJo1CVLoXLN1Ow6dqZEg3qYVqlEgatFrt+vdMksJCyHMa8RnUs27Zmzd+riYiMePWFZBmnz95PWQObScODF4lsZgls6jiDASk5GafP3k+pWpDHbKxtqFKpKuXLVqCkR0m8PEszc344126l/31gMMh89PVztFqZoKAntGhfn8PHDuZ5jPlhYpkeRD6rw+FnD/Ao58TiVdGZjo2PN7B6cxy9+3TMxwgFIe/lOIm9fPkyjRql/7Zdv359URtWyBdNWrZCrVYTyKNMx8TLsYQbQninUyeGjR2LQWnghnQBg5z2A1uWZR5wgwj9c4aOG5fXob9VxFrY3Ld6/QoMKhV2Qwem2cAUe+4CSksLzKpl3kq2RP166PU6du/b+eoLSRJh4z9JXQOb6bD//GdGXqyRDRv/Sa6X3cqOpfNXoTcY0aiTP//3Uyi372kJCtGx1SeWlj2esurvGJb94ciTy160aqJiwuRR+F69lO9x5oWxtevQSO5HxSZ92H0wjt8Xpf8Ck5RkYPCEYBISYdSoPgUQpSDknRwnsZIkEROTfoF8VFQUen3Wfa8FITdY29rSqWcvHivuEiWHpzuuk5O5pbyItY0tbTt3oVSZsvw8fz6himecUe3jkXyLYPkpT+R7nFcexI/bTPrq/2jaqnUB3E3RdN3XDzcrUeEjt23ZuRnTurXSJLAA+qgo1I6OSMq06zqTQ54Ttmkrj6d8jf/X0zDIMhs2r+XOvduvvFZ0rwEEf/VD6ozr63gxQ5tZNYP84OLsis/mw7i5luPnuRFUavoY12qP6PXeM3R62LnahYG9LHCwU7FhsSPly6iZt+j3Aok1L3i62/LH+El06DSAyVNDadDxKYtXRbFjXyw//hFOhSZP8TmYyKrVv1CylCivJbxdclwntnPnzpiYmLBu3brUHbN6vZ6+ffsSFxfH7t278yTQ3CBKbL094uPieK9XL25du4aTwR0H3FLqxPKcQKUfkgYWb9hI1Zo1U99z58YNVi/5E5+tW9BqtUiSguZt2jBo5EjqNMzbMkFvkx0+KbNYYilB7tLr9VSoVQq7/n0oUb9ummPP124k6Yk/bp9PTn0t7toNnq9YhWSsoUS9Oqjt7dCFRxB79hxybBw/fvsL3TplXRIR/lt1IPsKQwL7X936tcXMxI8vP7SmlKeaSuXSrxFdtj6KkZOec2T3KZydXAogyrxz+NhBZi77lvuXHwOg0ajp3bs9Ez4YRJUqZQs4OkHIvlytE/tvN2/epGnTplhZWdGkSRMAjh8/TnR0NIcOHaJyIe4pL5LYt0tCfDwrFy9iw/LlPA8JBkCtNqJD9+689/4ESnp7Z/g+nU5HXEwMpmZmqP8z4yW8mqgLm3eqNiiPpnkTrNu1SfN63LUbhCxZhsvHH2Ls7oY2KIjAmb9jUqkC9oMGoPhXRQJZrydsw2bizl9k3bK/qVHt1ZsUc5rIFsYEFqBe8yp8PFbN5xMz3uQFcPeBlgqNH7N6yQbq1q6fa9eOjIrkyPFDRMdEYWNtS4umrTAzLZglN3Hxcax5MA+TEhqmtB9cIDEIwpvIbhKb4+UEFStW5OrVq/Tp04eQkBBiYmIYPHgwt2/fLtQJrFD4JCcns3vbNgZ37UI979LU8/ZmZN8+HNy9O1tLU0xMTRn94Ufsu3CRf46dYMuhwxy9dp3vf/8j0wQWQKVSYWltLRLY1yAqEuStdq07kHDuIvJ/NluZVqqAytaG0A2b0McnEH30BAozMxwGv5smgQWQlEps+/XCyMGev1YuztZ1o3u9S3T7rtmeiZWA6A7dClUCC6BWq4mJzXij2gsvjhvl0s9/QkIC30yfQpM2dfj0q4+Y+ds0Jn0+gaZtavPr7BnodLpcuU5OmJmaMarKp6jUqtS6soLwNhJtZ4UCERcby/hBA7l49gw2Skds9A6ATJgyiAh9KM1at2HWn39iZJx5yRghfz0KDOe6rx91HJ3wdLct6HDeStdvXqPnu50p0aQRNt27IClezjMkPQ3g2R/zkDQaDPHxWLVugXX7tpmeK+rYCSK37uDC8auYm2Vdju5tmYn99KuP8L3qw73TbigUGd/Jx1Ofs3yDgWN7z2NsnHWThFfRapMYPu5drt+4xJQPrHjv3ZS1t0+eJrNwRRS/LozknRbt+e3neSgUOZ4zyhUv2tZC+m5fglBY5WrHrv+KjIzk3LlzhISEYPjPjMHgweLRhfBqUyZM4OqFS9SiGdYG+9RPTi9DeZ4TyIlDB/nhqy+ZOvOXgg1USMPZ2EwksHmocsUqTJ3yPd9M/5Jkv8eYNWqA2tEBfWQUcWfPI2u1eDi58jg6GrWjY5bnMnJwwGDQExEZnmUS+zprYjNqiFAYvNt3CNt2buHXBRF8Mj79kgLf60ksXBFFGe9qxMTGvHESu3rDSi5fuciBv11oXM8k9XUPNzU/fGlHnRoaer3nQ5vWu+jYtvMbXet1TSyTsi76RV3Z9rUrUsWqeoHEIgi5LcczsTt27ODdd98lNjYWCwuLNG0OJUkiPDz9bvHCQszE5o242FgunD5FXGwcji7O1KhTN8tZh4f37tK1WVMqUgcXyTPDMY/luzxU3mD/hUvYv+LDWsgfL1rMig5dee/U2RP8uXwRJ08fS32tUqWqvDdwBG1bd6BK/XJYde6AZYtmmZ4j5ux5Qtdu4NzRK5kW+H/dTV0vFMYZ2VlzZrDwr3kM7FWCiSOsqFbJmJBQPSs2RPPjnAiSVabok3TYWlqxdslGPNwz/h30KgaDgbZdm9CoThSr5jllOq5Fj0Dik8qzdumW172lXLPpwg2SnY/i5WVHS/cK2Bm7F3RIgpChPJuJnTx5MsOHD+eHH37A1NT0jYIUiraE+Hhm//Qjm9esISEhPvV1Vzd3Rn/0Ed37Z/yh9s/ff2OsNMFJn3m5Fxe8eCTfxGfbVoaMHpPrsQs586IigUhg80fDeo1pWK8xYeGhhIWHUcK8RJqd9K2bv8Oxs+exaN40zUTCv8WfPU+d2vWzSGDXvlECC4VzRvaj9z/BydGZmX98z+pN/qmvK9VKTGvXwblbZwyJSTyft4hRH7yHz6Z9r/WoPzgkiMf+T/nje+csx/Xtasr4zy+i0+lQqV7r4Weu6VW7Eo/9nfA5/RA/v+N4ednRx7vNq98oCIVUjn9yAwICmDhxokhgi7nEhARG9unD+qXLcUzwoCHtaE5XatMcXYDM15MnseDXjJcCPA8OwgxzFFLmvczVkhEmSjNCgp7l1S0IOSQqEuQ/Wxs7ynqXS1cKasi775H4LIiInbvJ6GFa1KEjxD94iJ21Lf4BT9KfWJaxnTcTGemVjQz+/Z8ZSUlkJWznzcyXjl2vIkkSLZu1Jj5eS4kmjbDr3weHoYNwnfYNdv16o9BoUFlZYt2/Nw8f3uPkmeOvdZ3k5GQATE2y/hg1M005rtfn/wavjHi62zK2dh0aGvri5xfK7FObCjokQXhtOU5i27Zty4ULF/IiFqEI+XPObG74+lLD0BhvqTKmkjkqSY2VZEcV6lOaSsz/9Reu+15O915TM3O0UlKGH74vGGQDWkMSZq/YkCLkPVGRoPCpU7Mun036kqgDhwiePZ+Y8xdJ9HtM7CVfns1ZQPj2naisrdl/4hCtOzXlq+8+T026AJAkgn6ei6xWI2cyC/lihja6Q7csGyLICgWyWk3Qz3MLpGNXRvYd2oOkUmLTqT0l6tfFrEY1lP+ZeDEu6YXGyQmfvTte6xoO9o6YmZpw/ExCluOOnkrAxdnxjdff5jZPd1v6u44jMV7LjANrRTIrFEk5frbRsWNHPvnkE27evEmVKlVQ/6e8S5cuXXItOKFw0iYlsXH5CpwNXlhKGW/y8aI8QaonrFu2jOl/1EhzrEXbdqxfvowowrDCLsP3h/KMJH0iLdu1z/X4hZwJDY4Us7CF0HuDR1G6pDd/rljE+dXrUl83cnPFYdggzKpXw5CURMyZc2zatpGExER+nf576riEuo0InLccl/FDAR3Svzbp/neta0LNuhkuPZAVCmSlisB5y0moW3gahkRFRaE2NUWhyTxxlCQJhbUVkVFRr3UNjUZD1449WbxqIx+MtMLaKv2TpSdPk1m/LY4x7416rWvkh/6uKe221wXMZ8aBtaKCgVCk5DiJHTlyJADTpk1Ld0ySpDxrPTt9+nR27dqFr68vRkZGREZG5sl1hFe7e+smkZHhlKFapmMkScJe58LxgwfTHavfpAleJUtz94kv1fVNMJLSltFKlON5oLxOteq1KS9qDxeoR4HhOBsXTMH2t014RDibt23kyMnDJCQm4u7iRp/u/WhQr9Frl19q3qQlzZu0pEu/DjyMCsNhxDDUdi+/WCqMjbFs1gSFRsOOtRsY0n8YVSu//LnNKJHNaLNWdK93AdIksoU1gQWwtrImOTYWfXx8uhnYF2RZxhAWjk356q99nfeGjsZn33ba9gti1Vx7ynm/rD178UoiA8Y+x9bGgX69B772NfJLf9dxIpEVipwc/+Y0GAyZ/smrBBZAq9XSu3dvxo4dm2fXELInKSkJABXqLMepMEKbpE33ukKh4PdlS5FKSJxXHuKRfIsYOZJoOYIH8g0uKA9jbm/OzAUL8yR+Ifuu+/oVdAhFml6v59adm8xbNJsmbevx6/xfuJkUi5+ZEYevX2TY2IH0H96biMiI177G7bu3uH37Blbt26ZJYP/NvE4tjGxsWPf36nTHXiSyslKVukY2o2oD0b3eJfirH1LXwBbWBBagbev2SJJE7JlzmY5JvHufxJAQunTo9trXcXf1YPmi9QQ8M6Nik8c06xbAoPFB1GsfQN12/sg4sXzRBqytrF/7Gvmpv+s4AsMqMOPAWtEkQSgSCnarZA58++23ACxfvrxgAxFwdUspyxJFOGZkXvoiWgrHzcMjw2Oly5Zjw969LJw1i11btvAg+QYAGo0JXfv2YcxHk7FzcMj94IUcExUJci45OZmlq/5k9caVBP9rc6LGuzQlmjXGpIw3siyTePce11euZeTEYaxfuum1dq/fvnsLAJMK5TMdIykUGJUrw827NzM8/iKRdfrsfcLGf5JplYGUGdmUTVxBP88tlAksgL2dA9069WSbz1aMPNwx8S6d5nhyaCjh6/+mYoXKb9x6tmL5yhzYeZI9+33YvX8Xd/3CsbNzYN6s7rRo2qrAKxLk1OSqLYAW/Hr1sKgrKxR62frpmj17NqNGjUKj0TB79uwsx06cODFXAssNSUlJqbOGkFInVnhzTq6uNGjSjJunruGk90AhpZ/Qj5djeC49Y9TgCZmex9Xdg+9++51Ppn7L44cPkCSJkt5lMDMXm7kKgxdltYSc0SZrGfPhCE6dOYFZ7Vo49e6G0syMJP+nRB87QdC8RdgP7I957ZqYlCuL3fDBXJ09n8PHDvJOy8w7cGVG8WIzlUEPWT0d0euzXLaQULcRjw5deuXmrOheA4ju2b/QbOLKzDefT+NpoD9n5y7ErFJFTKpVRlKqSLhzl4RLvrg4ubDw9yWZlijLCSMjY7p07E6Xjt1zIfLCYXLVFmy64MDuC0e55RUiSnEJhVK2ktjffvuNd999F41Gw2+//ZbpOEmSClUS++OPP6bO4Aq5a+zkyQw71Z0b0jnKyzVRSy/XgsXKUVxTnsXFxY3OvXq/8lwWlpZUqVEzL8MVcuhRYErTErGhK+cW/TWfU2dO4DDqPUzKl0193cjZCfPaNQldt5HnazdgXNITta0tmtKlMCnpxfrNa18ria1WJWXjZNzV65SoWzvDMbJOR9KtO9Tq1Cvrk2U3oSvkCSykbLz6a94KtmzfxOqNK7m7ZgMAjk4ujBrzEf17D8TSwrKAoyzcXtSV3X7zKH5+a0VdWaHQyXHHrtz0+eef8/PPP2c55tatW5Qv//Ix2fLly/nwww+ztbEro5lYd3d30bErlxzcvZtPx47BoNNja3DGCGPiFTGEGYLx8CzJog3rcfN4vW44kFIFYf+uXZw6epikxCRcPTzo3q8/XqVLv/rNwhvZ4XOJOo5OosVsDmmTtTRpWx9dpXLY9eqR4RiDVov/19Mo0bABNl06AhC+fQfmdx9xeGfOapbKssyVa5eZ8u1nPImJxHnyxAx35EceOETEDh92bz1I6ZLeOb+xt0BCQgJ6gx4zU7NcmX0tbh77h3FKkfJFQGz8EvJannTsSk5Opnz58uzcuZMKFSq8cZCTJ09m6NChWY4pVarUa5/f2NgYY2PjVw8UXkur9u3Ze/4CW9et5cAuH+JiYvB2K8sn/b7hnY4dMXqDv/tzJ0/w8ejRRISHYam0RSWrOCLtY+m8uXTq0ZOpv/yKcRblc4TX92IWViSwOXf1+hUiwsNwqVsn0zEKIyPMalQn/tr11CTWkKTFyMgo0/dk5OCR/fwyZwYPHtxNeUGSCPx9LjZdO2NSrgySQoEuPIKoo8eJPnKMkcPGFtsEFsDExKSgQyjSPN1t8URUMBAKlxwlsWq1msTExFy7uL29Pfb29rl2PiH/2dnbM3LiB4yc+EGunfPqpUuMGTAAC701DWiDmSHlW5jeoCeIx+zetp2E+AR+++svMaOSB677+lHHMfNe8ELmYmNjAFBaZP2kR1miBIb/PSWSdToSr16ncaee2b7Oln828cU3H2NSrgxOY0dhXLokSY8f83zVeoIX/onCxAS1qSna8HA0JqZMmvApo4ePe/0bE4T/+XcpLhCzskLByvG2yfHjx/Pzzz+zZMmSfN11+eTJE8LDw3ny5Al6vR5fX18AvL29MRcbgd4qs76bhonBnGqGhmla0yolJa6UQmUw4uAeHy6ePUPt+g0KMNK3l5iFfT2ODinJvzbwGSorq0zHaZ89Q2mZsh4zcu8BkmNi6J/NWqKhYc/56rvPMa9bB9t+vZD+t1nLxNsb96lfEn/1OmFrN+BibsnICZ/Rvk0nzExFrd/w8DA2b/+bS1cuYDDoKetdgT49++HumnEFFSFz/22QMLxJE+yM3Qs4KqE4ynEWev78eQ4ePMi+ffuoUqUKZmZpfzlu2bIl14L7t6+//poVK1ak/u8aNVI2Mxw+fJjmzZvnyTWF/Pfw3j0unj1DZeqlSWD/zQFXzJWWbFi+XCSxuUxUJHgz5ctWoEyZ8gQcP4lJhfIZPilIDg8n/vpNLJs3IWTFauIu+TJ54md4lyqTrWv8vWU9siRh3a1TagL7giRJmFWrgj4mBr/N22hUv4lIYIE1G1by4y/fIkkGmjU0QWMEGzYdZ/Gy+Qx5dzifffQlSmXGv2+EzPV3HceCC+dZevw4NnYlGFG9c0GHJBQzOW52YGVlRc+ePWnbti0uLi5YWlqm+ZNXli9fjizL6f6IBPbtcv/ObQBsccx0jCRJWOvtuX39Rn6FVayIigSvT5Ikxo+YQPzN20Ts2oP8r1auALrIKIIX/QVA1KGjmAeG8MPUGTl61H/8zHE0Fcpl2okKwLxWDWSDgbMXzrzejbxFNm/byLc//h8jBprhf9mL3etc+GeVC/6XPfjpK1tWrl3KzD9+LOgwi6yxtevgEd6B63fcmHFgLQcCTxR0SEIxkuOZ2GXLluVFHIIAkFrHUsaQ5TgDBoyUWXcME3Jmh88l0WI2F3Ro24nAZ0+Z8fuPJF68jKZmdZTmZmj9A4i/chVTU1NGj/yAWtVrUb9uwxzPACYmJSKZZb2pUfrfpkqtNinLcW87bbKWX2f/wLs9SzB7un2amXFTUwUfj7NGr5f56qclDBkwHGcnlwKMtuhqVMWLRnhx8lpJLt30wS9kh5iVFfJFtmdiDQYDP//8M40aNaJOnTp8/vnnJCQk5GVsQjFUuVp1JElBCIGZjjHIBsKVwdSoVzcfIyseRHeu3DFi6Bi2rttJpyatkS76Er/3IHZhUXwy4VMO7TjOxLEf0qhBk9d6hF3SoyS6x0/Iqjpi0uMnALi7Fe/1ngcP7yc0PILPJ1hnugl03DArzEyVbNyyPp+je/s0quJFf9dxhIfGMOPAWpb47ijokIS3XLZnYqdPn87UqVNp3bo1JiYm/PHHH4SEhLB06dK8jE8oZpxcXWnW+h3OHzqFg94VIyl9ma6nPCBBH0ffwUMKIMK30+mLDws6hLdOpQpV+PHbmbl+3j7d+7HDZxsJN25hWrliuuOyLBN96Aiubu7Uq12814zfe3AXR3tjKpbLvNxfCXMFdWsY8+DhvXyM7O32341fooKBkFeyPRO7cuVK5s+fz969e9m2bRs7duxgzZo1GAxZP/YVhJz6ZOpUVOZKLiuP8VwOTJ1xSpTjuStf4S5XGDRqNOUrVy7gSN8OjwLDCQ2OFGthi4i6tetTv14jwlavI/7mrTQzsoakJMK3/kPc1etMHv9Jlm1miwO1SoVWa8hy1hogMYl8rbZTXLxIZl+U4xKE3Jbtjl3Gxsbcv38fd/eXZTQ0Gg3379/Hzc0tzwLMTdHR0VhaWoqOXUXAw3v3mDJhAjeu+mKkNEalUJOQHIfGxIT3Jkxg1AcfihqxueRRYDhht56LpQRFSExMNGMnjeLc+dNoXJxRl/TCkJRE0o1bGJK0fPnp1wzqN7Sgwyxw5y6cYeCIvuz/25WWjTPeCPc0MJlSdR/z1afTeLfv4HyOsHiYfW8L9qZBgKgrK2RPdjt2ZTuJVSqVBAUFpWlOUKJECa5evUrJkiXfPOJ8IJLYoufGFV9OHjlCYmIi7h4etOncBTNRFzhXiRazRZPBYOD0uVNs2LyGh0/8MFKraVS3Mf16DcDVpWhMLOQ1WZbp1KsVNpbPOLjJGROTtDPTBoPMsA9C2OqTzPF95zE3F58LeelFMivqygqvkutJrEKhoH379mnauO7YsYOWLVumqRWbV3Vic4NIYgUhrUeB4Vz39RNLCQoZWZa55HuBNRtXcenqJQyygcrlKjOg90Aa1m9c7JcJ5ITv1UsMHtWXKhVUTP3YijbNTZEkOO+bxA+/R7BjXyy/TP+dLh27F3SoxcKCC+excj5PzYoeVLf1FMmskKFcT2KHDRuWrQsX5hJcIokVhLTELGzho9fr+Wra52zevhFje3uMK1dEUkgk3bpLYmAgLZu/wx8/z8XYOKXMVnJyMo8eP0Sn0+Hm4oaFRd7V6y6qrly7zNfff8atO3cwM1WiUimIik7GzdWZzz76mratOxR0iMXKyWt+nJEf4WJ7i5oVPWjt0rigQxIKmVxPYt8GIokVhJdOX3woNnQVQjN+/4G/Vv6Jbd9emNetndqVS5Zl4q/dIHTlGjq16cS3X05nyfKFrNu8lvCwUADUaiM6tOnE2JHvU8qrdEHeRqEjyzK+Vy9x6cpFDHoD5cqWp1H91ytzJuSOk9f8eGLjg8bUiIkNexV0OEIhIpLYDIgkVhBeOn3xISXRiFnYQiQiMoLGbeph1rIp1u3bZjgm+uRpwjZupnTpsvj5P8a0bi3MalRDoVaTcP8BcSdOo9ZqWb5gDdWqVM/fGxCE17AuYD6AaF0rpMpuEisWVglCMfSirJZIYAuXXXv+Qa/XYdG4YaZjzOvURlKp8At4guOH47Hr3QMT79IYe3pg1aoFzp9NwmBvx5iPRhT7jl1C0dDfdVyaJgmCkF0iiRWEYui6r59oMVsIBT4LwNjWFmUWT4oMiQnIej2W7dti7Jq+TapCo8Gmfx/CQp+zZ79PXoabbxISEti0bQODRvWnfa829B/em9XrVxAbG1PQoQm5SNSVFXJKJLGCUEyJurCFj7GxBl18PHIWTWQSbtwCwLxu7UzHGDk6YFKqJHsP7s71GPPbnXu3ad21OVO+/Yxr0WGEONtyWxvLdzOm0rxjYy75XijoEIVc1N91HIFhFZhxYK1IZoVXEkmsIBQzO3wuFXQIQiaaN2lBcmwsCbduZzpG+ywISaVCaWqS5bkUlhZEF/GZypDnwQwePYAYIyVuX36G49iR2PXqgcPI4bh9MwWdvS3Dxw/h0WPRNvltMrlqC/q7juN5vBMzDqzlWqRvQYckFFIiiRWEYuT0xZQPe1GRoHCqWrk6FStUJuqfXehj49IdNyQlkXDzFnJyMrrwiEzPI8sy+uAQHO0d8zLcPLdmw0pi4uNwGDMCtb1dmmMqKyvsRw5Dp1axdOWfBRShkJcmlumB+lkzdl+4ycb7+wo6HKEQEkmsIBQjoqRW4SZJErN+nI1xopbgWX8QdeQ4yeHh6CKjiDl9lqBfZ6OMjUdjYkL0iVOZnifxwUMSA5/RvVPPfIw+d8myzPot6zCpUzPTNcIKjQbTBnXZtmsLCQkJ+RyhkB961a5EQ0Nf/PxCmXFgrUhmhTREEisIxcSjwPCCDkHIhlJepdm8+h9a1GpA1D87efrtD/h/8x1hGzbRoFxl/l65leEDRxB9+CixFy+ne782KJjw1eupUKEyDeo1KoA7yB0JiQlEhIeh8fLKcpympBdJiYmEhj/Pn8CEfOfpbkt/13GpyezsU5sKOiShkFAVdACCIOSP675+1HF0KugwhGzwcPNg9oz5PA8N4ebtGxgMBsqVKY+LsysA3qXK8DQwgH9WriH2yHE01augMDIi8d4D4q9dx8uzFIv/WFqk29OqVWoADImJWY4zJKQcNzYyznKcUPR5utviyTjWBcxnxoG1fNp6QEGHJBQw0exAEIqJHT6XxFKCt4gsyxw5fohV61dw7uIZ9Ho9Xl6leLfXQLp36YWZadEvofbuiL7ciAjBceK4TMeE/LUCx9hEdm/ejyRJ+RidUJBeNEgARDL7FspuswMxEysIxYCoSPD2kSSJFk1b0aJpq4IOJc8M7jeECR+PJfbCJcxr10x3PP7mLeKv3WDwF9NEAlvMvKgpK2Zli7ei+6xJEIQcEbOwQlHTplV7unfpxfPV6wjduBltQCCG5GS0wSGEb9/B8yXLadakBX169C/oUIUC8u+6smLTV/EjZmIF4S1XnGdhw8JD2bz9b65e98VgkKlQriK9u/fFydG5oEMTskGSJH6cOpNSXqVZunoJASdPpx4zL2HBqKFjmDDmI1Qq8VFWnE2u2oKT10pyKuwRfn5raV+7IlWsqhd0WEI+EGtiBeEt9igwnOu+fsVyFnbFmqX8/PsPGABNqZKgUJD0yA9Zm8zYEeOZOHZSoXwE/ejxQ/Ye2E1MbAy2NrZ0aNMZp9fYkOf3+BE7dm8nLDwUSwtL2r3TkQrlKuZBxPlDm6zlzLlThIWHYWVpRYO6jdBoNAUdllDIbLpwg2Tno9jYlWBE9c4FHY7wmrK7JlYksYLwFjt98SEl0eDpblvQoeSrtRtXMfWHr7Bo1gSrtq1RmqVscjIkJhJ1+BiRe/Yxcewk3h/9Qb7GdevOTdZuXMXxM8fRJmsp5VmKfj3606Z1e2JjYvjk/yZx/OQRVBoNqhLmaCOjQG+ga6fuTP3ie0xMsu7SBRATE80XUyez7+A+rCzUeLipCQzWERqmpX6devzywxwcingTBEF4lRcbv7y87Ojj3aaAoxFySiSxGRBJrFDc7PC5RB1Hp2KVxCYkJNCoTV2kyhWw69c7wzHhO3cTd+QYJ/adw8baJs9jkmWZuYv+YM7C3zCyskJTrQoKjTHah37E37tP2bIVSExM4FlkOJZdOmJWvSoKtRpDYiIxZ88TtXM3dWrU4a+5K1Cr1ZleJykpkcGj+vLo0Q1+nWZDv67maDQKdDqZf/bG8cFX4RgbO7Fh5T9YWVrl+X0LQkF67B/GKcUGQFQwKGqym8SKjV2C8JY6ffEhzsZmxSqBBdi9fxexsTFYtm6Z6RjLFk0xAFv/+TtfYtqweS1zFv6GVYd2uHz9BbY9umLdoR2O74/BZdJEHgb64x/gj/340ZSoUwvF/xJVhUaDZbMm2I8azpmzJ9mxe3uW19nyzyauXLvC7vVODO1rgUaT8itepZLo0dGcw1ucCA0LYNkq0aZVePu9aJIAMOPA2gKORsgLIokVhLdUaHAkjap4FXQY+e7e/Tto7OxQ22WevCvNzNC4uXL3/t08j0en0zFn8R+Y166JddvWSEplmuPGnh7YDR2IrNejj4jM8BwmZbwxK1+O1RtXZnmtdX+voHMbM+rWyHitqHdJIwb1NuPvrWtITk5+rfspShISEti0bQMjJwyj77BefPDpOA4fO4hery/o0IR81N91HM/jnZhxYK1IZt8yIokVhLfQ6YsPCzqEAqNUqZD1Ol61UkrW6VGqlFmOyQ2nz53keUgwFs2bZjpG410atbMTsWfPZT6mSiVu3LiKwWDI8Lg2Wcvtu3fp1MY0y3g6tzEjNCyCoJBn2buBIurylYs069CQKd9+xvlgf+4q9Ry5dYXRE4fTuW97ngUFFnSIQj6aWKZHmlnZ0CT/Ao5IyA0iiRWEt1BocGSxrEgAUKt6bZLCI9A+yfxDKjk0lAR/f2pVq53n8QQEBoAkYeTqkukYSZIw9nBHFx6R+RilElmWX5mcv6rgQiEsyJDr7j+8x9Cxg9DaWOH21ec4jh+Nw6ABOH38Ic4fvo9/xHMGjR5AbFxsQYcq5LP+ruOIfFaHpcePcyDwhEhmiziRxArCW6Y4z8ICNG3UHCdnVyJ37kbO4LGxbDAQsXM35iUs6NiuS57HY2piArKMISEhy3H6uDgkI6NMjyfcuk2p0mVQKjOePTZSG1HW25td+7O+zs79cdjaWOHokPOyXUXFwr/mYTDRYD/6vXTLSjQlvbAfMxL/p0/Ysj1/1kQLhcvY2nXwCO/AzuNmqcmsUDSJJFYQ3jKhwZHUeY26om8LpVLJT1NnkPTwEcHzF5Nw737qDGai32NCliwj3vcqP3z9U77UGW1YvzFKlYrYcxczHaOPiSHh5u2UerYZSAoIJP7aDQb2HpTltfr3HsI/e2O5eCUxw+MPHyezcmMcvbu/i5E684S5KIuOjsJn307MGjdAYWyc4Ri1gz1mVSuzdtOafI5OKCwaVfFictUWeIR34NLNJyzx3VHQIQmvQSSxgvAWeRQYDlDsKhL8V8N6jVm2YBUOOpmguQt5+sXXBHw5lWe/zcEyIoZ5sxbT7p2O+RKLna09Hdp0IubAIbTBIemOy3o9YX9vRQISLl4m4f6D1CUDssFA3NXrPF/wJ2W8y9Gja8Ylw17o2bUPlStUpl2/INZsjkarTTmPXi/zz95YWvR4hpWVE8MGjcz1+ywsngY+RZecjKZ0qXTHdFHRxJw+S9ThY2BkhJ/fgwKIUChMGlXxor/rOMJDY8SmryJI1IkVhLdIcawLmxVZljl74TRXrvkiyyltZxs3aJrpI/m8EhEZQb9hvXga8gyzxg0wq1kDhbExiQ8fEXv0ONqnAXz92TRWbVzB/ft30TjYo7C0RPc8FG1kJHXrNGD2jPnZqmkbHR3Fp//3IYeOHsLWWo2nuxGBQTqCQpKoVb0Gv/288LU6gBUV9x/cpUPPd3B6fwwmZbwB0MfHE75pC/G+V5ENBoyNFSQmGlApYfzoSYwdMQGFQszpFHcvGiSAqCtb0ESzgwyIJFZ42+3wuVRsN3QVdlHRUfw2dyZbdmwmMSE+9fU6tevz4bjJ1KlZF1mWOXP+FHv3+xAdE42drT2dO3SjSqWqOb7e/Qd32bnnH0LDUtrOtm3dgaqVq+XmLRVKycnJNGnXgOTy3tj16YkhIYGQOXMxig1j2ifWDOpdAksLJQ/8tMxbGsXsJZH06dGfaV/9WCjbEAv570UyKxLZgiOS2AyIJFZ4m+3wuYSzsVmxrA1blMTGxXLtxhW0Wi1eHiXx9PDK82smJSVy+NhBngU9w8zMjKaNWrzVs7FzFv7O/KXzcJw4jrjLviSfOc6ZXa5UKpd+jexfa6MYNTmEZQvX0Kh+4wKIViiMZt/bgr1pEBpTIyY27FXQ4RQ7IonNgEhihbfVDp9LAGIWVkhDlmUWL1vA4uULiYmOQmlkhCE5GUlS0KZVO6ZO+T7dEoWkpER27/dhx+5thEWEY21pTce2nejYtgsmJiYFdCc5E58Qz8CR/bh1/w4SeiYMMeOXqfYZjpVlmWotAnBxbcK8WaKTmfDSY/8wticexd40iOFNmmBn7F7QIRUbIonNgEhihbeVWEYg/Jcsy3z30zes3rACiyaNsGjaGLWDPYbERGLPXyR67wHc7BzZuGILlhaWANy7f5f33h9CUFAgpmW8UdjZYgiPIP7uPWxt7fhz9jIqV6xSwHeWPbFxsXw85QMOHT3AqV3u1KuZeSWK72eF8dviZM4dvZ6PEQpFxYIL57FyPo+Xlx19vNsUdDjFQnaTWLGSXRCKuBcVCQTh3y5cOsfqDSuw7d0D217dUTukzEQqNBosmjTCYcJY/IMCmLfoDwBCngczaHR/IpXgOuVTHN8fg32/3jiOG4XbV58Rb2bK0LEDeRpQNIrDm5uZM+a98QCYmmS91tXUVIFOp8uPsIQiaGztOjQ09MXPL5QZB9aKurKFiEhiBaGIC3oWibOxWUGHIRQyqzesROPoSIlGDTI8buTogFnD+mzcvoH4hHhWrVtBdHwcDmNGYuTokGas2s4O+zHvkWDQs2z1kvwIP1d4uHmiUik5eirrBhBHTiZSyqt0PkUlFEWe7rb0dx2XWld29qlNBR2SgEhiBaHICw2OFJu5hHTOXDiDplqVLHfcm9WsTnxsLLdu32DD1nWY1qmF0iLjpVZKU1NM69dl8z9/o03W5lXYucrGxpZ3WrZj9pIY4uINGY65ejMJn4Ox9Ok5MJ+jE4qiF3VlE+O1oq5sISCSWEEowl5s6BLSCo8I58z5U5w5f4rwiOK53EKn1yEZqbMcI6lTjsfGxhIZEY5xKa8sx2tKeREfF0d4eFhuhZnnxo/6gKAQic4Dg3j4ODn1dVmWOXwynvb9gyhXpiyd23cruCCFIqe/6zgAZhxYK5LZAqQq6AAEQXgzYkPXS0+ePuH3eb+we/8u9P9b46hSq2nXugMfjv8YDzePAo4w/5T2Ks29+w/hnVaZjkm8dx9JoaCkV0p3Kzkp6xlWQ1ISQJFqWVvWuxx/zlvFhMkjKNvAj6YNTHFyUHDtlp6bdxKoVrkK839fWmQqLwiFx4tEdl3AfGYcWCvqyhYAMRMrCEWUmIVN6/6Du/Qc2IV9Z49j2ak9bl9+htuXn2HRsR37zhyj58Au3H94r6DDzDf9e71L3O07JPk/zfC4QZtM3PFTtGzWGg93T6pWrUH8Jd8szxl/yRdv77JYZ6NzWGFSu0YdDu06ww/fzERl1JDHAZXw9m7HsoVr2LDyH+ztHF59EkHIRH/XcQSGVWDGgbVsvL+voMMpVkSJLUEogk5ffEhocKSYhf0fWZbp2LsNT+NjcHh/DEqztBvd9HFxhMxdiJupBbv+3lssOjNptUn0GtydB4H+2L7bD025Mqn3nRwWTviGTej8HrNxxRYqlq/MP7u28vGXH+IwfAhm1dKX0Yq/dYeQRX8xdcp39O8t1o8Kwn9tunCDx0YhuNjeon3tilSxql7QIRVZ2S2xJZYTCEIRVect7riUU+cvnuX+/bs4jR+dLoEFUJqZYdWtC/fnL+LCpXPUqVWvAKLMX0ZGxiybv5IxH47kyoLFaJycULo4YYiJJeH+AywsLFk0dwUVy1cGoFP7rhw8eoA9y1eR2LQxFo0aoLKzRRcRQcyps8QcOUbTxs3p3b1fAd+ZIBROKZMKldh0wYHdF45yyytE1JXNYyKJFYQiKDQ4kpIiiU116NgBjG2s0ZTxznSMpqw3xtbWHDp6oFgksQC2NnZsXLGFM+dPseWfTTwLfoaZsx2tB4ykY7sumJqYpo5VKBT8+sMflPIqxYp1y3l65FjqMVMzM94bOIIPxk9GpRIfG4KQlV61K/HY34lTfhuY4bdWNEnIQ+K3kSAUMTt8LuFsbIanu21Bh1JoJCQkoDQzz3KZgCRJKM3NSEiIz8fICp4kSTSo24gGdRu9cqxKpeKDcZMZPXw8x08dJTwiHCsrK5o0bJYm4RUEIWue7rZ4Mo7H/mGc8tvA7JBNTGzYq6DDeuuIJFYQiiBRFzYtJ0dnkp4/x5CUhMLYOMMxhsREtM9DcXR0zufoih6NRsM7LdsWdBiCUOS9SGZFBYO8IaoTCEIRIioSZKxrx+4YtFpizpzLdEzM2fPotVq6deqRj5EJgiCIurJ5RSSxglDEiIoE6bk4u9KjS28id/gQd/U6/y66IssycVevE7nDhx5deuPs5FKAkQqCUFz1dx2XJpkV3pxYTiAIRcTpiw9xNk6/815I8e2U74iMiuDgX8sxcXPFuFIFAJJu3Cbh6VNatWjDt1O+K+AoBUEo7vq7juPXq4eZcWAtNSt60NqlcUGHVGSJOrGCUETs8LlEHUcnsaErCwaDgROnj7F6w0qu3bwKQJWKVRnYdzCNGzRFoUh5+KTT6Th87CDbdm4hODQEC/MStG3Vns4duooNTIIg5IuT1/w4Iz8SdWUzkN06sUUiifXz8+O7777j0KFDBAUF4eLiwsCBA/nyyy8xMsp++0ORxApF1aPAcMJuPRcbunJBQOBTRkwYxoMHdzHx9EDp6IAhKpr4u/ewtLRi4W9/UqtGnYIOUxCEYmLThRskOx/Fxq4EI6p3LuhwCoW3qtnB7du3MRgMLFq0CG9vb65fv87IkSOJi4vjl19+KejwBCHPXff1E0sJckFsbAyDRw8gJCEWl0kTMfb0SD2WHBZO+NoNDBs3mC2rt+NdumwBRioIQnHxokmCqGCQc0ViJjYjM2fOZMGCBTx8+DDb7xEzsUJRJFrM5p7lq//ip9+m4/LFJ6jt7dIdNyQlETRjFm3rNeWX6b/nf4CCIBRr6wLmp/734pzMZncmtshWJ4iKisLGxibLMUlJSURHR6f5IwhFjUhgc8/aTWswrVYlwwQWQGFsjFmjBvjs20lUdFQ+RycIQnEnKhjkTJFMyfiqhgAAHy1JREFUYu/fv8+cOXMYPXp0luN+/PFHLC0tU/+4u7vnU4SCkDseBYYXdAhvlSdP/DAuVTLLMZrSpdAlJxMQ+DSfohIEQUirv+s4nsc7MePAWmaf2lTQ4RRaBZrEfv7550iSlOWf27dvp3lPQEAA7dq1o3fv3owcOTLL83/xxRdERUWl/vH398/L2xGEXHfd1486jk4FHcZbQ6VWYdBqsxzz4riRWp0fIQmCIGRoYpkeNDT0xT/UhhkH1hKaJHKY/yrQjV2TJ09m6NChWY4pVapU6n8PDAykRYsWNGzYkMWLF7/y/MbGxhhn0oJSEAq7F7OwoqRW7qlXpwEXLl9BbtkcSZIyHBN3yRc7ewe8PEtleFwQBCG/eLrbMpEeLLhwnqXHj4u6sv9RoEmsvb099vb22RobEBBAixYtqFWrFsuWLUut9ygIbytRkSD3Deo7hOMThhF7/gIl6qYvo5X0+Anx5y8yfOQEVKoiUbxFEIRiYGztOpy8Zs+lmz5cuimaJLxQJDLBgIAAmjdvjoeHB7/88gvPnz8nKCiIoKCggg5NEPKUqAubu5o1bkHv7v0IXbuRsM3bSA55jizL6KNjiNx/kOD5i6lUoTLDB40q6FAFQRDSaFTFi/6u4/AI78Clm09Y4rujoEMqcEWixNby5csZNmxYhsdyEr4osSUUFTt8LuFsbCaS2DxgMBhY9Nc8/lq9hOioSCSFAtlgQG1kTPdOPfji4//DzFTMgAuCULi9KMf1Npbieqs6duUWkcQKRcUOn0uirFYeS0pK5OjJI4SGPsfczJymjVtgZWlV0GEJgiBk29taV1YksRkQSaxQFIhZWEEQBCEn3rZZ2be+2YEgvI1OX0zpQCcSWEEQBCG7/l1XduP9fQUdTr4RSawgFDKiLqwgCIKQUxPL9ED9rBnnb6qKTV1ZkcQKQiESGhwp6sIKgiAIr6VX7UpMLNODyGd1WHr8+Fs/KyuSWEEoJESLWUEQBCE3jK1dh4aGvvj5hTL71CauRfoWdEh5QiSxglBIiBazgiAIQm7xdLelv+s4HvqXZveFm8w+tamgQ8p1IokVhEJgh88lQLSYFQRBEHLX5Kot6O86jsR4LTMOrC3ocHKVSGIFoZAQdWEFQRCEvNLfdRwAMw6sfWuSWdEcXBBy4ObVq2xeu5pH9+5jZGxMvcaN6d6vP1Y2Nq99zhdltQRBEAQhL71IZNcFzGfGgbVFvq6saHYgCNmQmJDAlIkT2L9rJ6Yqc0rorNCjJ1wKQaVWMvWXX+ncq3eOz/soMDx1LaxYSiAIgiDkl1+vHsbF9hbta1ekilX1gg4njew2OxAzsYLwCrIs8/n74zm6dx+VqIujzg2FlLISRysncT/5Gl9+MBEz8xK0bNcux+d3NjYTCawgCIKQryZXbcGmCw6sPHYHe9O1hTKZfRWxJlYQXuG672UO7vahvKEmzpJHagILYCQZU0GuhS2OzJo2jZw+2Lju65fL0QqCIAhC9ryoK6t+1ozdF24WubqyIokVhFf4e/VqzFQlcMQ9w+OSJOEhl+Wx30MunTub7fO+qEggWswKgiAIBalX7UqpdWWL0qYvkcQKwivcv3UbC50NkiRlOsYaewAe3b+fo3OLigSCIAhCYfCiriykVDAoCnVlRRIrCK+gNjJCjz7LMYb/HVepsrfMXFQkEARBEAqj/q7jikxdWZHECsIr1GvciAhFCDo5OdMxwTwFoFa9+tk6Z2hwpOjOJQiCIBRa/56VXeK7o4CjyZhIYgXhFXq+OxCDpOcBNzLcuKWVk3isvEvDZs1x9/J65fkeBYaLigSCIAhCodffdRwNDX0JD40plLOyIokVhFdwdHbm02+n4c99rnOWaDkcAIOs55n8hIvKo6hKKPnqx5+ydT5RkUAQBEEoKl6slQ0Mq8CMA2s5EHiioENKJerECkI2DBj+HiUsLPh9+g+cCz6EUlJhQI8sy9St14hvZv6SrVnYF2thRUUCQRAEoSiZXLUFJ6+V5NJNH/xCduDlYE1rl8YFGpPo2CUIOaDX6zl19Mj/t3fvUVVWCR/Hfwf0IHJTEFET0NC8lFqh5q2U0dJqqUyvVNaYltOMiqVjmdWb2ViNTtlU4zRmOaPVWOZYRpoudby/XvGCiSOoJAOCN0RUSEE5+/2jOCN5AwOec/l+1mItz3me85wfW6Of2332o/98953sdrs6du2mG1u2rPDrFy3ZwY4EAAC3tmDbHp1vvFahDYL061v7V/n1K3rHLkosUEPKbjFLiQUAeILPcv4qSXquzyNVet2KlljWxAI1JDUlkx0JAAAe4+IdDKz44BclFqgBB3N/+DAYOxIAADxJ2b6ykmq8yFJigRrALCwAwJMNvmGUjn/fqEZ3MKDEAjWEWVgAgCd7uuUDqn24p5Zt++FuX3nF2dX6fpRYoJpxi1kAgLcY1PFmPd3yARUc7qS/r19frbOylFigmuUdLWBHAgCAVxnZsZOi8u/Tjn9n6c8bF1TLrCwlFqhGi5bsUGO/AKtjAABQ47q3a6bBN4xSdl6o/r5+vWalLKrS63PHLqCacXcuz2aM0bepu/TZgn9oT9oe+fj4qOOtHTV40KNqEXOT1fEAwHJPt3xA0g/7yr7xr0+rbF9ZZmKBasJaWM9Xcr5Ez/7vWCUMGahv/m+VcsOClR1cV59/86Xu+5+79eY7U+RF95MBgKuq6n1lmYkFqsHB3HzlHS1gWy0P9/spL+ubZYvU4NGHFNgxVjafH+YFzIULOrV2vT6c874CA4M08tejLU4KAK6hrMhWxawsM7FANWnsF8C2Wh4s61CWFiycp3rx/RXUuZOzwEqSrVYt1esdp+Bed+n9v/9VhUWFFiYFANdz8b6yuwtSrusalFigGqSmZKppvSCrY6AafZk0X77+/grq0vmK54T0ukvnzn6vpcsX12AyAHAPZfvKfrwu/7rKLMsJgCq2aMkOSdzcwNNlZf9H9huayMduv+I5terXk19YqLKys2owGQC4jx+2oLxZC7bt0dJta7W32TH1a9itQq9lJhaoBuwL6/nsdj+Zc8VXPcc4HCo9Vyw/P78aSgUA7mlQx5vVzfGQMjPz9P6WpAq9hhILVCF2JPAe3bv00NnsbJUcOXrFc86m79P5wkJ1u6N7DSYDAPcUHRmmwTeM0rmzJRU6nxILVDF2JPAOffvcq/qhYTq58GuZCxcuOe44e1anFi9Vq1ZtdVuHWAsSAoB7Smj86wqdR4kFqkjZtlqshfUOdruf/vSHP6sk4zsd/fNfVZTyrRwlJXKcPaszW5J15O2/yLfgtKa99rZsNpvVcQHA4/DBLqCKpKZkcotZL9O9Sw998sFnmvr2H7Rr9sflj3W9S/87/mW1uLGlRekAwLNRYoEqxC1mvU/sbZ30z48XKn1/mtL37ZWPj4/a33KroiKjrY4GAB6NEgtUgbJtteC9WrVsrVYtW1sdAwC8BmtigZ+pbEcCttUCAKDmUGKBnynvaAEFFgCAGkaJBX6Gg7n5VkcAAMArUWKBn4EdCQAAsAYlFviZ2JEAAICaR4kFrhM7EgAAYB1KLHAdytbC8oEuAACsQYkFrkNqSqY6RTSyOgYAAF6LEgtcp+jIMKsjAADgtSixQCVt2v4dOxIAAGAxSixQSXlHC9S0XpDVMQAA8GpuU2IHDBigqKgo1alTR40bN9aQIUOUm5trdSx4mbJZWJYSAABgLbcpsXFxcZo/f77S09P1xRdfKCMjQ4MGDbI6FrxM3tEC9oUFAMAF1LI6QEX97ne/c/46Ojpazz//vOLj43X+/HnVrl3bwmTwFpu2f2d1BAAA8CO3KbEXy8/P19y5c9WtW7erFtji4mIVFxc7H58+fbom4sFD5R0tYF9YAABchNssJ5CkCRMmKCAgQGFhYcrKylJSUtJVz58yZYpCQkKcX5GRkTWUFJ6GWVgAAFyLpSX2+eefl81mu+pXWlqa8/zx48dr586dWr58uXx9ffXYY4/JGHPF67/wwgs6deqU8ys7O7smvi14oLyjBdzcAAAAF2IzV2uB1ez48eM6ceLEVc+58cYbZbfbL3n+0KFDioyM1MaNG9W1a9cKvd/p06cVEhKiTen7FRjEFkmomIO5+UpNyWQpAQAANaCw8Ixu73GLTp06peDg4CueZ+ma2PDwcIWHh1/Xax0OhySVW/MKVAduMQsAgOtxiw92bdmyRcnJyerRo4fq16+vjIwMTZw4UTExMRWehQV+DvaFBQDAtbjFB7vq1q2rL7/8Ur1791arVq00fPhwtW/fXmvXrpWfn5/V8eDBFi3ZwS1mAQBwQW4xE9uuXTutWrXK6hjwMmU7EnBzAwAAXI9bzMQCVmEtLAAArokSC1zGwdx85R0tYC0sAAAuihILXEZqSiZrYQEAcGGUWOAKWAsLAIDrosQCP7FoyQ6rIwAAgGugxAKXwd25AABwbZRY4CLMwgIA4B4oscCPDubmS2IWFgAAd0CJBX505HAB+8ICAOAmKLHAj/KOFlgdAQAAVBAlFtB/18JycwMAANwDJRb4EWthAQBwH5RYeD12JAAAwP1QYgExCwsAgLuhxMKrbdr+nRr7BVgdAwAAVBIlFl4t72iBmtYLsjoGAACoJEosvFbZLCw7EgAA4H4osfBaeUcL1L1dM6tjAACA60CJhVcqu8UsAABwT5RYeKXUlExuMQsAgBujxMLrlM3CshYWAAD3RYmF12EWFgAA90eJhVdhFhYAAM9AiYVXSU3J5OYGAAB4AEosvA7bagEA4P4osfAai5bsYBYWAAAPQYmFV2EWFgAAz0CJhVdgFhYAAM9CiYXHK9uRgFlYAAA8ByUWXoF9YQEA8CyUWHi81JRMqyMAAIAqRomFR1u0ZIckbm4AAICnocTC4w3qeLPVEQAAQBWrZXWAmmSMkSQVFZ6xOAlqwtLluyRJhfx+AwDgNgqLCiX9t7ddic1c6wwPcujQIUVGRlodAwAAANeQnZ2tpk2bXvG4V5VYh8Oh3NxcBQUFyWazWR2nWp0+fVqRkZHKzs5WcHCw1XHcAmNWeYxZ5TBelceYVR5jVnmMWeVU93gZY3TmzBk1adJEPj5XXvnqVcsJfHx8rtroPVFwcDD/QVYSY1Z5jFnlMF6Vx5hVHmNWeYxZ5VTneIWEhFzzHD7YBQAAALdDiQUAAIDbocR6KD8/P02aNEl+fn5WR3EbjFnlMWaVw3hVHmNWeYxZ5TFmleMq4+VVH+wCAACAZ2AmFgAAAG6HEgsAAAC3Q4kFAACA26HEAgAAwO1QYr3AgAEDFBUVpTp16qhx48YaMmSIcnNzrY7lsjIzMzV8+HA1b95c/v7+iomJ0aRJk1RSUmJ1NJf2+uuvq1u3bqpbt67q1atndRyX9N5776lZs2aqU6eO7rjjDm3dutXqSC5r3bp16t+/v5o0aSKbzaavvvrK6kgubcqUKerUqZOCgoLUsGFDxcfHKz093epYLm3GjBlq3769c8P+rl27aunSpVbHcitTp06VzWbT2LFjLXl/SqwXiIuL0/z585Wenq4vvvhCGRkZGjRokNWxXFZaWpocDodmzpypPXv26O2339b777+vF1980epoLq2kpEQJCQkaOXKk1VFc0ueff65x48Zp0qRJ2rFjhzp06KC+ffvq2LFjVkdzSUVFRerQoYPee+89q6O4hbVr1yoxMVGbN2/WihUrdP78ed1zzz0qKiqyOprLatq0qaZOnart27dr27Zt+sUvfqGBAwdqz549VkdzC8nJyZo5c6bat29vXQgDr5OUlGRsNpspKSmxOorbeOONN0zz5s2tjuEWZs+ebUJCQqyO4XI6d+5sEhMTnY9LS0tNkyZNzJQpUyxM5R4kmYULF1odw60cO3bMSDJr1661OopbqV+/vpk1a5bVMVzemTNnTMuWLc2KFStMz549zZgxYyzJwUysl8nPz9fcuXPVrVs31a5d2+o4buPUqVMKDQ21OgbcVElJibZv364+ffo4n/Px8VGfPn20adMmC5PBU506dUqS+LlVQaWlpZo3b56KiorUtWtXq+O4vMTERN1///3lfqZZgRLrJSZMmKCAgACFhYUpKytLSUlJVkdyGwcOHND06dP129/+1uoocFN5eXkqLS1VREREuecjIiJ05MgRi1LBUzkcDo0dO1bdu3fXLbfcYnUcl7Z7924FBgbKz89PI0aM0MKFC9W2bVurY7m0efPmaceOHZoyZYrVUSix7ur555+XzWa76ldaWprz/PHjx2vnzp1avny5fH199dhjj8l42c3aKjtmkpSTk6N+/fopISFBTz75pEXJrXM9YwbAWomJiUpNTdW8efOsjuLyWrVqpZSUFG3ZskUjR47U0KFD9e9//9vqWC4rOztbY8aM0dy5c1WnTh2r43DbWXd1/PhxnThx4qrn3HjjjbLb7Zc8f+jQIUVGRmrjxo1e9c8mlR2z3Nxc9erVS126dNGcOXPk4+N9f+e7nj9nc+bM0dixY1VQUFDN6dxHSUmJ6tatqwULFig+Pt75/NChQ1VQUMC/jFyDzWbTwoULy40dLm/06NFKSkrSunXr1Lx5c6vjuJ0+ffooJiZGM2fOtDqKS/rqq6/0y1/+Ur6+vs7nSktLZbPZ5OPjo+Li4nLHqlutGnsnVKnw8HCFh4df12sdDockqbi4uCojubzKjFlOTo7i4uIUGxur2bNne2WBlX7enzP8l91uV2xsrFauXOksYg6HQytXrtTo0aOtDQePYIzRU089pYULF2rNmjUU2OvkcDi87v+NldG7d2/t3r273HOPP/64WrdurQkTJtRogZUosR5vy5YtSk5OVo8ePVS/fn1lZGRo4sSJiomJ8apZ2MrIyclRr169FB0drWnTpun48ePOY40aNbIwmWvLyspSfn6+srKyVFpaqpSUFElSixYtFBgYaG04FzBu3DgNHTpUHTt2VOfOnfXOO++oqKhIjz/+uNXRXFJhYaEOHDjgfHzw4EGlpKQoNDRUUVFRFiZzTYmJifr000+VlJSkoKAg51rrkJAQ+fv7W5zONb3wwgu69957FRUVpTNnzujTTz/VmjVrtGzZMqujuaygoKBL1lmXfd7GkvXXluyJgBrz7bffmri4OBMaGmr8/PxMs2bNzIgRI8yhQ4esjuayZs+ebSRd9gtXNnTo0MuO2erVq62O5jKmT59uoqKijN1uN507dzabN2+2OpLLWr169WX/PA0dOtTqaC7pSj+zZs+ebXU0l/XEE0+Y6OhoY7fbTXh4uOndu7dZvny51bHcjpVbbLEmFgAAAG7HOxf6AQAAwK1RYgEAAOB2KLEAAABwO5RYAAAAuB1KLAAAANwOJRYAAABuhxILAAAAt0OJBQAAgNuhxAJwe82aNdM777xTZdcbNmyY4uPjq+x6krRmzRrZbDYVFBRU6XUBwFtRYgG4jGHDhslms8lms8lut6tFixaaPHmyLly4cNXXJScn6ze/+U2V5Xj33Xc1Z86cKrteZezcuVMJCQmKiIhQnTp11LJlSz355JPat2+fJXlcVUX/4vLBBx+oV69eCg4O5i8RgIehxAJwKf369dPhw4e1f/9+PfPMM3rllVf05ptvXvbckpISSVJ4eLjq1q1bZRlCQkJUr169KrteRS1evFhdunRRcXGx5s6dq7179+of//iHQkJCNHHixBrP4wm+//579evXTy+++KLVUQBUNQMALmLo0KFm4MCB5Z67++67TZcuXcodf+2110zjxo1Ns2bNjDHGREdHm7ffftv5Gknmww8/NPHx8cbf39+0aNHCJCUllbtuamqquf/++01QUJAJDAw0PXr0MAcOHLhsjp49e5rExESTmJhogoODTVhYmHnppZeMw+FwnvPxxx+b2NhYExgYaCIiIszgwYPN0aNHncdXr15tJJmTJ09e9nsvKioyDRo0MPHx8Zc9fvHr1qxZYzp16mTsdrtp1KiRmTBhgjl//ny5vKNHjzZjxowx9erVMw0bNjQffPCBKSwsNMOGDTOBgYEmJibGLFmy5JJ8ixcvNu3atTN+fn7mjjvuMLt37y6XY8GCBaZt27bGbreb6OhoM23atHLHo6Ojzeuvv24ef/xxExgYaCIjI83MmTPLnZOVlWUSEhJMSEiIqV+/vhkwYIA5ePCg83jZ+L/55pumUaNGJjQ01IwaNcqUlJQ4vz9J5b6u5VrjD8D9MBMLwKX5+/s7Z1wlaeXKlUpPT9eKFSu0ePHiK77u97//vR588EF9++23uu+++/Too48qPz9fkpSTk6O77rpLfn5+WrVqlbZv364nnnjiqssWPvroI9WqVUtbt27Vu+++qz/96U+aNWuW8/j58+f16quvateuXfrqq6+UmZmpYcOGVfj7XLZsmfLy8vTcc89d9njZzHBOTo7uu+8+derUSbt27dKMGTP0t7/9Ta+99toleRs0aKCtW7fqqaee0siRI5WQkKBu3bppx44duueeezRkyBB9//335V43fvx4vfXWW0pOTlZ4eLj69++v8+fPS5K2b9+uBx98UA8//LB2796tV155RRMnTrxk6cVbb72ljh07aufOnRo1apRGjhyp9PR05zj17dtXQUFBWr9+vTZs2KDAwED169ev3O/z6tWrlZGRodWrV+ujjz7SnDlznO/z5ZdfqmnTppo8ebIOHz6sw4cPV3icAXgQq1s0AJS5eAbU4XCYFStWGD8/P/Pss886j0dERJji4uJyr7vcTOxLL73kfFxYWGgkmaVLlxpjjHnhhRdM8+bNnTN7V8thzA8zf23atCk38zphwgTTpk2bK34vycnJRpI5c+aMMebaM4F//OMfjSSTn59/xWsaY8yLL75oWrVqVS7Le++9ZwIDA01paakzb48ePZzHL1y4YAICAsyQIUOczx0+fNhIMps2bSqXb968ec5zTpw4Yfz9/c3nn39ujDHmkUceMXfffXe5POPHjzdt27Z1Po6Ojja/+tWvnI8dDodp2LChmTFjhjHGmE8++eSS/MXFxcbf398sW7bMGPPD+EdHR5sLFy44z0lISDAPPfRQufe5+Pf8WpiJBTwPM7EAXMrixYsVGBioOnXq6N5779VDDz2kV155xXm8Xbt2stvt17xO+/btnb8OCAhQcHCwjh07JklKSUnRnXfeqdq1a1c4V5cuXWSz2ZyPu3btqv3796u0tFTSD7OU/fv3V1RUlIKCgtSzZ09JUlZWVoWub4yp0Hl79+5V165dy2Xp3r27CgsLdejQIedzF3//vr6+CgsLU7t27ZzPRURESJJzTC7+vsqEhoaqVatW2rt3r/O9u3fvXu787t27lxuHn763zWZTo0aNnO+za9cuHThwQEFBQQoMDFRgYKBCQ0N17tw5ZWRkOF938803y9fX1/m4cePGl2QF4N1qWR0AAC4WFxenGTNmyG63q0mTJqpVq/yPqYCAgApd56cF1WazyeFwSPphiUJVKioqUt++fdW3b1/NnTtX4eHhysrKUt++fcv9E/nV3HTTTZKktLS0ckXyel3u+7/4ubISXDYmVelqY19YWKjY2FjNnTv3kteFh4dX6BoAILE7AQAXExAQoBYtWigqKuqSAltV2rdvr/Xr1zvXelbEli1byj3evHmzWrZsKV9fX6WlpenEiROaOnWq7rzzTrVu3brSs4b33HOPGjRooDfeeOOyx8u2hmrTpo02bdpUbuZ2w4YNCgoKUtOmTSv1npezefNm569Pnjypffv2qU2bNs733rBhQ7nzN2zYoJtuuqncrOnV3H777dq/f78aNmyoFi1alPsKCQmpcE673V5u9heA96HEAvA6o0eP1unTp/Xwww9r27Zt2r9/vz755BPnh48uJysrS+PGjVN6ero+++wzTZ8+XWPGjJEkRUVFyW63a/r06fruu+/09ddf69VXX61UpoCAAM2aNUvffPONBgwYoH/961/KzMzUtm3b9Nxzz2nEiBGSpFGjRik7O1tPPfWU0tLSlJSUpEmTJmncuHHy8fn5P9InT56slStXKjU1VcOGDVODBg2cN3545plntHLlSr366qvat2+fPvroI/3lL3/Rs88+W+HrP/roo2rQoIEGDhyo9evX6+DBg1qzZo2efvrpcsshrqVZs2Zat26dcnJylJeXd8Xzjhw5opSUFB04cECStHv3bqWkpDg/5AfAfVFiAXidsLAwrVq1SoWFherZs6diY2P14YcfXnWN7GOPPaazZ8+qc+fOSkxM1JgxY5w3WAgPD9ecOXP0z3/+U23bttXUqVM1bdq0SucaOHCgNm7cqNq1a+uRRx5R69atNXjwYJ06dcq5+8ANN9ygJUuWaOvWrerQoYNGjBih4cOH66WXXrq+wfiJqVOnasyYMYqNjdWRI0e0aNEi5xrk22+/XfPnz9e8efN0yy236OWXX9bkyZMrtQtD3bp1tW7dOkVFRemBBx5QmzZtNHz4cJ07d07BwcEVvs7kyZOVmZmpmJiYcssQfur999/XbbfdpieffFKSdNddd+m2227T119/XeH3AuCabKainyYAAC/Vq1cv3XrrrVV6a1tXs2bNGsXFxenkyZOW3OgBACqLmVgAAAC4HUosAAAA3A7LCQAAAOB2mIkFAACA26HEAgAAwO1QYgEAAOB2KLEAAABwO5RYAAAAuB1KLAAAANwOJRYAAABuhxILAAAAt/P/9kj3uykbp9MAAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Accuracy of KMeans clustering: 83.33%\n"
]
}
],
"source": [
"# Define a function to match each cluster label to the true label\n",
"def calculate_accuracy(true_labels, kmeans_labels, n_clusters):\n",
" # Find the unique clusters\n",
" labels = np.zeros_like(kmeans_labels)\n",
" for i in range(n_clusters): # Number of clusters\n",
" mask = (kmeans_labels == i)\n",
" # Assign the most common true label in each cluster as the label for that cluster\n",
" labels[mask] = mode(true_labels[mask], keepdims=True)[0]\n",
" return accuracy_score(true_labels, labels)\n",
" \n",
"def plot_kmeans(X, y, n_clusters):\n",
"# Fit KMeans on the PCA-transformed data\n",
" kmeans = KMeans(n_clusters=n_clusters, n_init='auto', random_state=0)\n",
" kmeans.fit(X)\n",
" \n",
" # Create a mesh grid covering the range of transformed data\n",
" x_min, x_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n",
" y_min, y_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n",
" xx, yy = np.meshgrid(np.arange(x_min, x_max, 0.01),\n",
" np.arange(y_min, y_max, 0.01))\n",
" \n",
" # Use KMeans model to predict on the grid\n",
" Z = kmeans.predict(np.c_[xx.ravel(), yy.ravel()])\n",
" Z = Z.reshape(xx.shape)\n",
" \n",
" # Plot the decision boundaries and the original data points\n",
" plt.figure(figsize=(8, 6))\n",
" plt.contourf(xx, yy, Z, cmap='viridis', alpha=0.2) # Boundary regions\n",
" \n",
" # Scatter plot of the transformed data with true labels\n",
" plt.scatter(X[:, 0], X[:, 1], c=y, cmap='viridis', edgecolor='k', s=50)\n",
" plt.scatter(kmeans.cluster_centers_[:, 0], kmeans.cluster_centers_[:, 1],\n",
" s=200, c='red', marker='X', label='Centroids') # KMeans centroids\n",
" \n",
" plt.xlabel(f'Principal Component 1')\n",
" plt.ylabel(f'Principal Component 2')\n",
" plt.title(f'KMeans Clustering with Decision Boundaries on 2D PCA')\n",
" plt.legend()\n",
" plt.show()\n",
" \n",
" kmeans_labels = kmeans.predict(X_pca)\n",
" \n",
" # Calculate accuracy\n",
" accuracy = calculate_accuracy(y, kmeans_labels, n_clusters)\n",
" print(f\"Accuracy of KMeans clustering: {accuracy * 100:.2f}%\")\n",
"\n",
"plot_kmeans(X_pca, y, 3)"
]
},
{
"cell_type": "markdown",
"id": "8baf03f5",
"metadata": {},
"source": [
"## Some synthetic datasets\n",
"\n",
"Let's now look at some other synthetic datasets to see how PCA performs."
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "0952bee1",
"metadata": {},
"outputs": [],
"source": [
"# Function for plotting 2D clusters\n",
"def plot_2d_clusters(X, y, title):\n",
" plt.scatter(X[:, 0], X[:, 1], c=y, cmap='viridis', edgecolor='k', s=50)\n",
" plt.title(title)\n",
" plt.xlabel('PCA Component 1')\n",
" plt.ylabel('PCA Component 2')\n",
" plt.axis('equal')\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "8829ca18",
"metadata": {},
"outputs": [],
"source": [
"# Function for 3D plotting\n",
"def plot_3d_clusters(X, y, title):\n",
" fig = plt.figure()\n",
" ax = fig.add_subplot(111, projection='3d')\n",
" ax.scatter(X[:, 0], X[:, 1], X[:, 2], c=y, cmap='viridis', s=50)\n",
" ax.set_title(title)\n",
" plt.axis('equal')\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"id": "cc90bf65",
"metadata": {},
"source": [
"### Example 3: High-Dimensional Gaussian Clusters\n",
"\n",
"A simple example is a high-dimensional dataset of Gaussian clusters. Here, we use a $12$-dimensional dataset containing 5 clusters. Depending on the number of clusters and features, PCA works fairly well as a clustering technique. However, this becomes more difficult with more clusters and fewer dimensions."
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "3429d4fe",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"X, y = make_blobs(n_samples=10000, centers=5, n_features=12, random_state=42)\n",
"pca = PCA(n_components=2)\n",
"scaler = StandardScaler()\n",
"X = scaler.fit_transform(X)\n",
"X_pca = pca.fit_transform(X)\n",
"plot_2d_clusters(X_pca, y, \"High-Dimensional Gaussian Clusters after PCA\")"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "83d3aa2b-62bd-4754-86ec-df3686304e83",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Accuracy of KMeans clustering: 100.00%\n"
]
}
],
"source": [
"plot_kmeans(X_pca, y, 5)"
]
},
{
"cell_type": "markdown",
"id": "c200768e-d1ad-409a-a846-3859cbffd678",
"metadata": {},
"source": [
"Let's try a more \"difficult\" example now."
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "9867d1df-385d-4b35-9899-2cd5df0d7004",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"X, y = make_blobs(n_samples=10000, centers=10, n_features=12, random_state=42)\n",
"pca = PCA(n_components=2)\n",
"X_pca = pca.fit_transform(X)\n",
"plot_2d_clusters(X_pca, y, \"High-Dimensional Gaussian Clusters after PCA (2)\")"
]
},
{
"cell_type": "markdown",
"id": "2ef7a4ed-3a5b-415f-ac2f-37df9d2ca041",
"metadata": {},
"source": [
"With PCA, we cannot fully separate the Gaussian clusters in this case, we will demonstrate a non-linear techniuqe like t-SNE."
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "7ec661bd-26c8-45ba-984b-ad4c7a7acebc",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"tsne = TSNE()\n",
"\n",
"X_tsne = tsne.fit_transform(X)\n",
"\n",
"plot_2d_clusters(X_tsne, y, \"High-Dimensional Gaussian Clusters after t-SNE\")"
]
},
{
"cell_type": "markdown",
"id": "5b0786b7",
"metadata": {},
"source": [
"### Example 4: Swiss Roll Dataset\n",
"\n",
"When applying PCA to the Swiss roll dataset, we can eliminate the depth dimension. To \"unroll\" the structure, we need some more sophisticated non-linear methods, like isomap."
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "6f7af38e",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"X, y = make_swiss_roll(n_samples=10000, noise=0.1, random_state=42)\n",
"# Visualize original 3D data\n",
"plot_3d_clusters(X, y, \"Swiss Roll Dataset in 3D\")\n",
"# Apply PCA and visualize in 2D\n",
"pca = PCA(n_components=2)\n",
"X_pca = pca.fit_transform(X)\n",
"plot_2d_clusters(X_pca, y, \"Swiss Roll Dataset after PCA\")"
]
},
{
"cell_type": "markdown",
"id": "a2a927d5-28cc-474a-82f7-c3e5655e1fd8",
"metadata": {},
"source": [
"As you can see, a linear technique like PCA does not unroll the structure. We will demonstrate a non-linear technique like `Isomap`."
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "2581db4f",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"isomap = Isomap()\n",
"\n",
"X_isomap = isomap.fit_transform(X)\n",
"\n",
"plot_2d_clusters(X_isomap, y, \"Swiss Roll Dataset after isomap\")"
]
},
{
"cell_type": "markdown",
"id": "4c84b826-89fd-49c0-9869-bc98a087f9aa",
"metadata": {},
"source": [
"As you can see, we successfully unrolled the Swiss roll structure.\n",
"\n",
"## Summary of Principal Component Analysis\n",
"\n",
"We have demonstrated PCA to several datasets. We have shown that:\n",
"\n",
"- PCA finds **principal components** inside the dataset.\n",
"- PCA is a **dimensionality reduction** technique that can be used for clustering (e.g. together with k-means).\n",
"- PCA is a **linear technique** and cannot be applied in any use case.\n",
"\n",
"After completing this notebook, you should know how PCA works and how to use Scikit-learn to apply PCA to a given dataset."
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.12"
}
},
"nbformat": 4,
"nbformat_minor": 5
}