{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Deep-LDA: Neural network-based discriminant CVs" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Reference paper: _Bonati, Rizzi and Parrinello, [JCPL](https://pubs.acs.org/doi/10.1021/acs.jpclett.0c00535) (2020)_ [[arXiv]](https://arxiv.org/abs/2002.06562). \n", "\n", "[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/luigibonati/mlcolvar/blob/main/docs/notebooks/tutorials/cvs_DeepLDA.ipynb)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Introduction" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The aim of this tutorial is to illustrate how we can design collective variables in a data-driven way, starting from local fluctuations of a set of physical descriptors in the metastable states. For applying these methods we will only need to have samples from different metastable states (typically obtained by MD simulations starting from e.g. reactants and products).\n", "\n", "**Linear Discriminant Analysis**\n", "\n", "To this extent, we resort to a statistical method called Linear Discriminant Analysis ([LDA](https://en.wikipedia.org/wiki/Linear_discriminant_analysis)). LDA searches for the linear projection $s=\\bar{w}^T x$ of the input data $x$ such that the classes are maximally separated. The parameters are obtained by maximizing the so called Fisher's ratio of the between-class variance $\\mathbf{S}_b$ to the within-class variance $\\mathbf{S}_w$ \n", "\n", "$$\\bar{w} = \\text{argmax}_w {\\frac{wS_b w^T}{wS_w w^T}}$$\n", "\n", "The within class variance (or scatter) matrix is defined as the average of class covariances: \n", "$$\\mathbf{S}_w = \\frac{1}{n_c} \\sum_c \\mathbf{C}_c $$\n", "\n", "while the between class one is defined as the covariance of class means $\\boldsymbol{\\mu}_c$: \n", "$$\\mathbf{S}_b = \\frac{1}{n_c} \\sum_c (\\boldsymbol{\\mu}_c -\\boldsymbol{\\mu})(\\boldsymbol{\\mu}_c -\\boldsymbol{\\mu})^T$$\n", "\n", "where $\\boldsymbol{\\mu}$ denotes their average. \n", "\n", "In the simple case of two classes (states) A and B these can be easily computed from the mean and covariance matrices of the data in the states:\n", "\n", "$$\\mathbf{S}_w = C_A + C_B $$\n", "\n", "$$\\mathbf{S}_b = (\\mu_A-\\mu_b)(\\mu_A-\\mu_b)^T $$\n", "\n", "
\n", "\n", "The discriminant components $\\{\\mathbf{v}_i\\}$ are obtained by solving the generalized eigenvalue problems:\n", "\\begin{equation}\n", "\\mathbf{S}_b\\mathbf{v}_i = \\mathbf{S}_w\\lambda_i^{(lda)} \\mathbf{v}_i\n", "\\end{equation}\n", "where the eigenvalues $\\lambda_i^{(lda)}$ measure the amount of separation between the states along the i-th component. Note that for LDA the number of output components is determined by the number of non-zero eigenvalues which is equal to the number of classes $n_C - 1$. \n", "\n", "An harmonic variant, called HLDA, has been proposed for CV discovery, where the within-scatter matrix is calculated from the harmonic mean of the class covariances:\n", "$$\\mathbf{S}_w ^{-1} = \\frac{1}{n_c} \\sum_c \\mathbf{C}_c ^{-1} \\$$\n", "\n", "**Neural networks-based LDA**\n", "\n", "
\n", "\n", "A non-linear generalization of LDA can be obtained by transforming the input features via a neural network (NN), and then performing LDA on the NN outputs. In this way, we are transforming the input space in such a way that the discrimination between the states is maximal. During the training, the parameters are optimized to maximize the LDA eigenvalues $\\mathbf\\lambda$:\n", "\n", "\\begin{equation}\n", "\\mathcal{L}_{DeepLDA}=-\\sum_{c=1} ^{n_c-1} \\lambda_c^{(lda)} + \\text{reg}_{lor}\n", "\\end{equation}\n", "with $\\text{reg}_{lor}=\\alpha \\left( 1+( \\mathbb{E}\\left[||\\mathbf{s}||^2\\right]-1)^2 \\right)^{-1}$ being a Lorentzian regularization acting on the average of the output CVs keeping its norm close to 1, to make the objective function bounded. Note that, in the case of two states, Fisher's loss is equal to the single eigenvalue, while in the multiclass one, we have $n_C-1$ of them. In the latter case, we could also maximize another (monotonic) function of the eigenvalues, such as the sum of squares or even just the smallest eigenvalue.\n", "\n", "Note that to stabilize the learning we also regularize the calculation of $S_w$ by adding the identity matrix multiplied by a parameter $\\beta$, as: $S_w '= S_w+\\beta\\mathbb{1}$ . The two regularization parameters $\\alpha$ and $\\beta$ are not independent, as the former affects the numerator of the Fisher's ratio above and the latter the denominator. Hence, in the following, we will choose only $\\beta$ and set $\\alpha=\\frac{2}{\\beta}$." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/lbonati@iit.local/software/anaconda3/envs/pytorch/lib/python3.10/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", " from .autonotebook import tqdm as notebook_tqdm\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Colab setup\n", "import os\n", "\n", "if os.getenv(\"COLAB_RELEASE_TAG\"):\n", " import subprocess\n", " subprocess.run('wget https://raw.githubusercontent.com/luigibonati/mlcolvar/main/colab_setup.sh', shell=True)\n", " cmd = subprocess.run('bash colab_setup.sh TUTORIAL', shell=True, stdout=subprocess.PIPE)\n", " print(cmd.stdout.decode('utf-8'))\n", "\n", "# IMPORT PACKAGES\n", "import torch\n", "import lightning\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# IMPORT HELPER FUNCTIONS\n", "from mlcolvar.utils.plot import muller_brown_potential, plot_isolines_2D, plot_metrics\n", "\n", "# Set seed for reproducibility\n", "torch.manual_seed(42)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Muller-Brown potential" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "In this first example we train a CV for the Muller-Brown 2D potential, using labeled samples collected from MD simulations started in the two basins. " ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Load MD data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Class 0 dataframe shape: (2001, 13)\n", "Class 1 dataframe shape: (2001, 13)\n", "\n", " - Loaded dataframe (4002, 13): ['time', 'p.x', 'p.y', 'p.z', 'ene', 'pot.bias', 'pot.ene_bias', 'lwall.bias', 'lwall.force2', 'uwall.bias', 'uwall.force2', 'walker', 'labels']\n", " - Descriptors (4002, 2): ['p.x', 'p.y']\n" ] } ], "source": [ "from mlcolvar.utils.io import create_dataset_from_files\n", "from mlcolvar.data import DictModule\n", "\n", "n_states = 2\n", "filenames = [ f\"data/muller-brown/unbiased/state-{i}/COLVAR\" for i in range(n_states) ]\n", "\n", "# load dataset\n", "dataset, df = create_dataset_from_files(filenames,return_dataframe=True, filter_args={'regex':'p.x|p.y'})" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": 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CIV7r169n//79QCRSzc/Pp6CggOTkZHGFLsuycEdqbm7G5/Oh1+vR6/VYrVby8vJER7CK0Whk7NixZGdns3z5cmpqati0aRNDhgxBkiQGDBjAN998Q21tLX379sVsNmMymQgEArjdbhFlq4vLdTqd2EyjialGT4mkeXtbM/2OXsxxjiamGicFndO60U1GAD6fj9bWVpHmTEhIwGKxEA6Hqa2tFZ26NpuN7OxsDAYD+/bto6KiAkVRMBgM9OvXj8zMTDo6Oli6dKmwudTpdPTv35+SkhIhYi6Xi927d7Nnzx727t17yA0xiYmJ9OvXj9GjR+N0OsX3c3NzGTt2LMuXL6e8vJy+ffuKWVW73Y7b7aa5uZmMjAxsNhuBQACv1ysuElS/YfV96InrmIaGRu/RxFTjhCd6drRzk1HntK7RaBRbV7xeL1VVVSIlnJqaSmpqKl6vl7KyMhGNJicnU1BQgF6vZ8OGDWzZsgVZlpEkif79+zN48GBsNhvBYJDNmzdTVlbG3r17Y16jwWAgMTGRpKQkbDabiBJbW1uprq6mpaWFtWvXsmnTJiZPnszQoUOFAObn57Nr1y7q6upYs2YNU6ZMQZIkkpOTcbvdNDU1kZGRITqI1TlYvV4vts9Ej+doaPSYw+jmRevm1dA4sejsqxu9UBsQYqUKbXRat6WlhdraWhRFwWg0kp2djc1mo66ujh07diDLMgaDgYEDB5KWlkZdXR1ff/01HR0dQKRmOmzYMBITE/F6vSxbtox169bFWAZmZWXRr18/+vbtS3p6+gFnPP1+P3v37mXlypXU1dUxf/58KisrmTFjhjDaHzVqFB999BE1NTXU1dWRmZlJcnIy+/bto6WlBUVRhJiq56t29IbD4ZiLCw2NnqJ18/YcTUw1Tkg6mzB07tYNBoO0tLSIn6vzl7IsU1tbS0tLCxBpMsrOzgZg8+bNov6ZkJBAYWEhOp2OFStWsGfPHiAiyCNHjiQ3NxePx8PixYv55ptvhKDHxcVRWlrK4MGDiY+P79G5mM1mCgoKGDBgAOvWrWPx4sVs2bIFm83GGWecIR63f//+7Nixg927d5OZmYnT6RRr4fx+v9gMEwwGRScyIKJo9X3T0Ogp2pxpz9HEVOOEo3N9VF05phJdH9Xr9cJ4PhgMUllZKWZH09LSSElJoaOjg82bN+P1epEkib59+5Kbm0tdXR0rVqwQ3y8oKBDp11WrVrFixQqRIk5LS2PcuHEMHDiwSwSqGiZAJA2tevF2RqfTMXLkSOLj45k7dy5r166loKCA3NxcAPr06cOOHTuoqakRTUVWq1VsoIluYtLqpBpHA01Me44mphonFOFwWKRSu6uPqnZ9EBFZ1c7P4/FQWVlJKBQSm1ccDge1tbUirWs2m0UT0Zo1a9i+fTsQ6eAdN24cKSkpbN++nUWLFtHe3g5ERHTixIn069cvZtXali1bqKiooKqqiurq6phRHZvNRnFxMUOHDqWgoKDLrtGBAwcyZMgQNm7cyKeffspNN92EJEmkpKSIjt3m5mZSUlKw2WxCTJOSkmKsA6PF9FSd/dM4MrQ0b8/RxFTjhCEYDApR6lwfVRSF9vZ2MSMaXR9ta2ujuroaRVEwm83k5eVhMBjYvn07NTU1ACQlJVFUVITX6+Wzzz4TaeCCggKGDRuGx+Ph3XffZdeuXUBEYCdNmkRxcTGSJBEIBNiwYQPr169n27ZtB3Ub8ng8rFmzhjVr1mCz2bj66qspKiqKOWbq1Kls27aNlpYW9u3bR35+PjqdjuTkZGpra2ltbSUlJQWz2SzeG/V9kWW5SzSqRacaGt8tmphqHPd0bjTS6/WYzeaYOc7oRqNoN6OGhgZRB3U6nWRnZxMOh9mwYYMYh+nTpw/5+fns2bOH1atXEwqFMJvNjB8/nszMTNatW8eSJUsIBoPodDrGjBnD2LFjMRqNtLa2snz5clasWCE6hgHS09MZNGgQubm55OTkEB8fL0ZVampq2LhxIxs3bqS1tZVnn32WCy64gMmTJ4tzMpvNFBYWsmHDBsrLy8nPzwciNV5ANEJFWyN2977BqetIo3HkaGnenqOJqcZxTedGo87zo+FwmObmZmHUkJiYiMViQZblmE0vycnJpKen43a7KSsrw+/3o9frKSoqIjExka+//pqdO3cCESGcMGECwWCQN998U4y55OTkMH36dFJSUmhvb2fevHmsWLEixgR/9OjRnHbaaWRkZBzwnPr370///v05//zzefvtt1m1ahXz5s3D4/EwY8YMcVxpaSkbNmxg27ZtnHnmmZhMJjGDqqayDyamGhpHipbm7TmamGoct6jLslWxirYFhMh8aXNzs5ijTExMxGQyEQ6HqaysFJFiZmYmSUlJNDU1sXnzZsLhMFarldLSUiRJ4vPPP6exsRGAwYMHU1payrZt25g/fz5+vx+DwcCUKVMYNmwYfr+fTz75hMWLF4uUc//+/Zk0aRIlJSW9chcyGAxceeWVZGRkMG/ePD7//HOKioro27cvEBmtUY0ZGhsbycrKEuMv0TVY9b0CxHslSVLM11qUqnE4aN68PUcTU43jks4duxaLJUaoAoEALS0twh5PNZAPBoPs27cPn8+HTqcjJycHp9NJdXU1O3bsACA+Pp7S0lJaW1tZsmQJPp8Pk8kkNrTMnz+fjRs3AhEhPu+880hMTGTDhg289957ItrNz8/n/PPPp3///od9npIkMWXKFGpqali9ejULFy5k1qxZ4mcpKSnCmCErKytm3CX6T71eL7x31b+rX+t0Ok1MNQ4LLc3bczQx1TjuCIfD+P1+0YVqsVhiRkn8fr8wKjAajSQmJqLX64X5QTAYRK/Xk5+fj8ViYdeuXVRWVgLf1jJVkwRZlklISGDSpEkEAgFeffVVUWMdN24cEyZMoKWlhWeffZYtW7YAkWal888/P8alCBCCvWvXLnbv3k0wGMRkMmE2m8nPz+e8884jOTm523M+88wzWb16NeXl5TQ2NpKSkiKea+/evTQ3NwN0EdPoZefRqV5NTDWOBlqat+doYqpxXBE9+tK5YxciM6Rqp2306IvX62Xv3r1iY0p+fj4Gg4EtW7aIlWnq/GhZWRmbNm0CInXQ8ePHU1FRwUcffUQgEMBmszFz5kzy8/NZtWoV7733nqixnnHGGZxxxhlinKW5uZnly5fHePV2R3l5OfPnz+eMM87gwgsvJCkpKebnaWlpDBgwgJ07d7Jt2zYhpnFxccC3DUedu3LVWrHqdgQI16TuolQNDY3vBk1MNY4boj12dTodFoslJpLyeDwixWqxWEhISECSJDwej9gharFYROdrWVmZEN7CwkJSU1NZsWIFFRUVAGLWc8WKFSxfvhyIiOsFF1yALMs899xzbN68GYB+/fpx5ZVXikXdFRUVvPfee6xatSpmZ+rAgQMZMGAA/fv3x263iy0uixYtYsuWLXz22Wd8/vlCbvzx7ZwxeXTM+ffp04edO3dSVVUlvtc5klRrpepIjPp+qQvAIdKkpRrcQ0RMoyNYDY2eoqV5e44mphrHBdEzpJ1HXwDcbrcwSrBarWLUpKOjg3379qEoCjabjby8PGRZZuPGjbhcLnQ6HSUlJTidThYtWkR9fT2SJDFmzBhyc3OZN2+eqKWOGDGCKVOmsHPnTl599VU6OjrQ6/Wcd955Ypfonj17ePPNN/nmm2/Eaxs0aBATJ05k7NixYnSlM5MmTaK8vJw/Pfgw4XAHT87+F2NGPBlzfE5ODkC3YqoKtiqeamSsRvFms1m8f0ajMSblq6V5NQ4XLc3bczQx1TjmRAtpZ49diBXSaDMGl8tFZWUliqLgcDjIzc0lGAyyYcMGPB4PBoOBIUOGYDAYWLBgAa2trRgMBiZNmoTD4eC1116jvr4evV7P9OnTKSkpYf78+cyfPx9FUcjMzOSaa64hMzMTl8vFG2+8wRdffCFquePGjePCCy8UkfChKCkpIbdwMjs3fIrFEGThwoVccMEF4ufqOI3aWQzE2BDCt+JpsVjE2JD699bWViAitNHpX/hWjLXIVKM3qIvle3ufUxFNTDWOKYcS0o6ODjFTabfbhbl7e3u7aCpyOp3k5OTg9/vZsGGD6M4dOnQosiyzYMECOjo6sFgsTJ06lVAoxKuvvorL5cJms3HxxReTkJDAM888w7Zt2wAYO3YsF198MUajkUWLFjFnzhxRt2z0WPnBD37ATT86u9fn+7ffXMV/3rDz0ftv8sUXXzBz5kwhcKq/cHRUqY73qBGs+l44HA68Xq/w6LVYLDFCGy2mWr1U43DR0rw9RxNTjWNCZ1ejzmYMECukDocDh8Mh7AHVVGhcXBw5OTl4vV42bNiA3+/HYrEwdOhQfD4fCxcuxOfz4XA4OOOMM2hsbGTu3LkEg0GSkpK47LLL8Hq9PPzwwzQ1NWEymbjssssYNWoUTU1NPPPMM2zYsAGArKxsPt8QoN1vZn9r8LDOW6/XcfklM1i44APq6+spLy9n8ODB//1ZVwMGVcCjl45D5AJCFVqbzQbERq3q1waDISYqPVWjBo3DQ0vz9hxNTDW+d7oT0s5m752FVHX+iRbShIQEsrKy8Hq9rF+/XnTiDh06FJfLxaJFiwgEAiQmJjJ16lT27t3Lhx9+iCzL5ObmcvHFF4v6qN/vJykpiVmzZpGVlcXSpUt58cUX8Xg8GI1GrrjiCmbMmMHny7eweUc1N14xCYjUMKurq9m4aRuPPf8+iUkpvPDIPcTHxx3w/C0WC+PGjWPhwoWsX79eiGn0+6OmktX0ttPpJBwOi/ckLi5OdCnb7XaCwaBYtWYymcRxRqMxZkRGQ0Pju0ETU43vlc5C2nl9GvROSD0eDxs2bCAQCGC32xk6dCitra0sWrSIUChESkoKU6dOpby8nAULFgCRhqHzzjuP5cuXM2/ePBRFYcCAAVx33XUYDAZmz57NkiVLgIi70a233ip2np49qZTxw/JZsmQhn3/+OWvWrImJJGv3w4wZiygqKuT8Cy7k/JnndSti6uOp3cYQm8JVXYvU+mlKSoqYrTWbzdhsNiG0cXFxwuBfdUhS07zq6jnQxFSj92hp3p6jianG98aRCGl7e3uPhLS5uZnFixcTDodJT09n0qRJrFmzhmXLlgEwbNgwpk6dygcffCAEc9y4cVx66aXU1NTw8MMPU1NTgyRJXHbZZVx00UUi/VpfX89LL73Exx9/LM4BIpGhzZHAvnoPRjwYFD+bN29m8+bNPPz0e3w292nMpthftcTERCBWTKPFEaC1tVUYUCQmJoquY9X4Ifp49T2z2WwxCwGizRw0MdXoLZJ0GGneU1NLNTHV+H7oiZBG7yKNFlK1axciVoBqavdgQpqZmcnEiRP56quvWLVqFQDjx49n9OjRvPLKK8IucObMmUybNo2vv/6a2bNn4/f7SUxM5Pbbb6e4uBiIGDO8/PLLotYKEQOIM888kzPOOIPc3FwkSWLlN7swGvRkp1q46zd/Y8/WVQRatrB67XpOHzcy5lw7G9YDohtXFdP6+nogEpXqdDrhzJScnIzb7RaexHa7XRxrtVpjRmSiTR40MdXoLVpk2nM0MdX4XjiUkHo8HhFp2e32mFVjqpDGxcWRnZ2Nz+frIqQtLS1CSLOyspg4cSJffvkla9euBSL7QQcPHsyzzz7Lzp070ev1XHXVVQwdOpS3336bd955B4gY3f/sZz8jPj6ecDjMvHnzePrpp4XoBaV4ZPsALvrRtUweO4i05G9ro0ajnrqGNoaV5PG/D93HVdfdgr99H++8/XYXMfV6vcC3zUOA2K2qjsiokXh2djaKolBXVwdELBFVe8GEhARhv6i+d6qxhclkiqmXas1HGr1FE9Oeo4mpxndOIBA4qJB6vV4hADabTYy/eDweYcigjr+oS7j9fr9oNmppaWHRokUxQrpo0SJhrHDWWWcxcOBAZs+eTWVlJWazmZtuuom8vDweffRREbnOmDGDq666Cr1ez7Zt2/j73/8u/HgLCgoYMHgyz727CTwS9zz0BtkZiSx76zdIksS+6iYu++kTKIrChBEDeOahG6h2J5DCPlatXMb+/ftJTU0V5xzdWKRSXV0NfFtPVcU0JyeHlpYWscEmJSVF2CEmJSWJrl51GYAamaobdECLSjUOE91/b729zynIKXraGt8X3Y2/ROP3+0V602q1CkMGn8/H3r17URQFu91OTk6OMGTw+Xxi/KW9vb1LajdaSM8991z69evH448/TmVlJXa7ndtuu4309HTu/9OfWLVqFbICZ517Cddeey06nY7XX3+dm2++mS1btmC2WLn5x7fy/PPP84uf/pCBfb/dU9rm8oivdXpJ1IqWr93JR4s2cOaU8QSIA0Vm4cKFMeetXjyoKd1wOCwiUzWNrXbr5uTkUFtbC0Q8fBVFEe9ZYmKiGJ9xOBxCSHU6HQaDIcZSUEND47tDE1ON74xoQ4buxl/UNWoQiapUi0B1+4ssy10sAj0eD2azmdNOO0143oZCIdLT00VqVxXSGTNmkJubyxNPPEF9fT3x8fHcfvvtmM1m7rvvPnbt3ElIltiyP5VGr4PW1lbuueceHnvsschj5hSw11/C7Lm7UBRw2Cw8cPcl6PUR1exw+6mqi7z+qtpmzjq9BJNBj9lk4I0PVrFk1TYmnz4KiG00AsTC8egoVB3tSU9PZ/fu3QCkpqbicDhiUr7Nzc0oioLFYsFqtcaIabRXL3zrfKSJqcZhISmHdzsF0dK8Gt8JoVAoRkg7R6TBYFCIgtlsFqb1wWCQvXv3EgqFsFgs5OXloSgKZWVldHR0YDQaGTJkCH6/n4ULFxIIBEhNTWXy5MksW7ZM1EjPOeccsrOzefzxx2lqaiIpKYlbb70Vt9vNgw8+SGtrK8nJyWQMOJ3k/X7izH6uuvoaWpqb0OkNZA0YB7Y85Jo9eDx+1I+H0UP7Icvfflh8tHA9lbXNzHlvpfjeb2+byV+e+BCAhSursPJtjVRFNdvv06cPgOjU7d+/PzqdTohp//798Xq9YkQmJydH3Dc1NRWv10s4HEav12Oz2cRxZrM5JsWr1Us1Dgvpv7fe3ucURItMNY460dtfDAZDF2ejUCgkhFTdRypJEuFwWOwjVdeo6XQ6tmzZQltbG3q9niFDhgCwcOFCYbQwZcoUVq1axerVqwGYPn06ubm5QkiTk5O57bbbaG1t5f7776e1tZW8vDz+/Oc/8/tf/pDcRB8vP/t/tDQ3EZ+YQp1cwtc7wny9YQ8SEAiF+duTH4kob2RpX3EuDz8/n9fmfSuk6jmrZxsMR+6jOhJBpKlKTeGqYqraGA4YMIBwOBwjpmpUmpycjNlspqmpCYh0+XY2dVDnSzuLqYbGYaFTDu92CqL9lmkcVaI7S/V6fRevXVmWaW5uRpZlDAYDSUlJYvfmvn37RJNNfn4+er2e7du309jYiCRJDB48GKPRyMKFC/F4PMTFxTF16lQ2bNjAV199BcAZZ5xB3759mT17Ns3NzaSkpHDbbbdRX1/PAw88gNvtZuDAgfzhD38gISGBp556io/nvoyEjI8ELr7qZ4R1dvF6FSAQCPLsy3P5v0eeYObFV7FywYvIbVtRwj78gRCyAjqdhNNh4Xe3n88PLxhDRloCAKnxkdS23mDhnU/W4Pb4Y3apOhwOXC4Xu3btAiJr4SoqKvD7/djtdjIzM0UkmpubS3Nzs9jZ6nQ6Y8RUFWz1PdfqpRpHjHSYt1MQLc2rcdSQZVl8oHe3Rk0VUnU+MikpSawHq66uxuPxoNPpyMvLw2QyUVFRIRpviouLsdvtfPHFF7S3t2Oz2Zg2bRrbt29n0aJFAJx++ukUFBTw+OOP09jYSFJSErfddhtVVVX8/e9/JxAIUFxczK9+9St0Oh3333+/cEVykY1LyuNvTy9AUSKfB0X902iu2UTVjpUQ8vDI/y0Q56L46qBlI5ItC13iachGB+dNGcJNV04G4J0nb+ORFxawr+xj9rXCW/M3s39eNV+t3UFheqTGqdoIlpWVoSgKOTk5pKSksHJlJNItLCyMaUTq06cPe/bsASLjMV6vl1AohE6nw+FwiHEZdaOMVi/VOGIOpwZ6itZMtchU46gQLaQ6na6LkKodqMFgEEmSSEpKEh/ydXV1tLe3I0kSubm5WK1WamtrRUQ2cOBAkpOTWbp0KU1NTZjNZqZNm0ZNTQ2fffYZAKNGjWLo0KE89dRTNDQ0kJCQwG233UZ1dbUQ0qFDh/LrX/+acDjMXXfdxYIFC9Dp9Pzqf35NYu5wkCTCYQVFkQm3bmbjoqeo2rIQQh5MZiuWuFyk+GJ0icPAlATIKJ4qwo0R8Xvn0zXifF97fxVvfvQ1e/57DpLR8d/3RhLG+aqYrl+/HoDTTjuNQCAg6qdFRUXiPUhLS8NkMokUb1paWkxHsGqKAbFbY/R6vVYv1TghmD17Nn379sVisTBixAiWLl160OPnzJnD0KFDsdlsZGZmcsMNN4jfj2OBJqYaR4yiKPh8PmHObrFYughpe3u7SP8mJSWJhqSmpiYRUWVnZ4sIS60h5uXlkZWVxapVq6itrUWv1zNlyhRcLhcffPABiqIwePBgxo0bx3PPPUdNTQ1Op5Nbb72VhoYGIaSnnXYad999Nx0dHdx6662sXbsWGR37lUEkpBdw3rRILVbxN6HUzkdu3QhyAAwOdMkjCaefRyhpAvrEIejiB2HImo4ufUrkBP1NKHKIqeOKaGmLzHwW9s9Er/jQE0Cv1/Pa7F/xxJ+u4cZLhtHY2IjJZKK4uJjm5mZ27twJRKwOt2zZQjAYJDExkYyMDPGzfv360dDQIJag22w2Iabx8fHiQsZoNKLX67UUr8bR4Xvq5n3jjTf4xS9+wW9/+1u++eYbJk6cyLnnnsu+ffu6PX7ZsmVce+21zJo1i/Lyct566y1Wr17NTTfddKRnfNhoYqpxRBxKSCFiE6gasSckJIgRmfb2duHqk5aWRnx8PB0dHZSXlwORVGbfvn0pKytj9+7dSJLE6aefDsC7775LKBSif//+nHnmmbz88stUVFRgtVq55ZZbaG1t5a9//St+v58hQ4Zw55130traym233caOHTuw2hw0SaX4pQQCwRCvzVtJuHk94drPkQOtmC12dClj0GfPQOccgKTrWhGRLOmgswAKUrCV+UvLue6uZwE4b9pQ/njrRCCyFLx/n0zOmzaU9d+sAyLCabFYWL16NYqiMHDgQJKSkkTUOnToUBoaGkQHc35+vkh5Z2Vl0dHRIerOdrtddAtbrVZkWRbOR5qYahwRusO8Efn9jr6pF9Pd8c9//pNZs2Zx0003UVRUxCOPPEJubi5PPvlkt8evXLmSPn36cMcdd9C3b19OP/10fvKTn7BmzZpuj/8+0MRU47BRFAW/3y8+uC0WS5fOUa/XG7OD02q1iu+rXaqJiYmkpKTg9/vZuHEj4XCYhIQEBg0axO7duykrKwMiqdz4+HjeeustfD4fWVlZzJw5kzfeeIMtW7ZgNBq5+eabCQaD/PWvf8Xn81FaWsrdd99NS0sLt912G3v37sXuiKfCOxC9OYFf/3QGv/3bHBq3fYjSvhVQ0DnyMeSci97ZF+kgLt93//hcRowYBoDsj0TXba5vR2B2bItcFIwYMSJyjCyzYsUKILJ8XJZlvv76a3Fu9fX11NXVodPpKC0tFenePn364PV66ejoQJIk0tPThWmDaicYneKN7uLVOnk1jogjiExzc3OJj48Xt4ceeqjbpwgEAqxdu5bp06fHfH/69OmisbAz48ePp6qqio8//hhFUaivr+ftt9/mvPPOO7rn3wu0BiSNwyYYDIoP7u6ENBAIiA99m80m/HaDwaCwCXQ4HGRmZiLLMmVlZcK4oKSkhIaGBmH1V1JSQn5+Pv/5z39wuVwkJSVx6aWXMn/+fNauXYtOp+P666/HarXyxz/+EbfbTUFBAXfffTfNzc387Gc/o6amhszMTPoMPY8d8zcTDoR46OGXCe9fDmEvSAZ0KWPQ2XPxhw59/v96aQHpusjVdn5WEgk5OTzy+x/y6ntf0dzSLj4IxowZA8CmTZtoaGjAarUybNgwtm3bRnNzMxaLhSFDhgiXpIKCAhRFEZ7EAwcOFFaDqampKIoijBoSExNF1G82m2PsBA0G7ddb4wg5gjnTyspK4fAF3xqJdKaxsVFseYomPT1dZK46M378eObMmcOVV16Jz+cjFApxwQUX8K9//auXL/booV22ahwW0TaB6od4NOFwWLj+mM3mGNu8ffv2EQqFMJvN5OTkALBlyxaR0hw8eDBer5elS5eiKAr5+fkMHjyY999/n4aGBmw2G5dddhlr164VAnTllVeSmZkpDBny8vL4n//5Hzo6OrjjjjuoqakhOzubJ554gqTkiEeu3LGXcN3CiJAa49BnTUdnz+3xexAIhtlTERG82mY/Hzz3CxpbOvjdP97liefexOPxkJqaSmlpKQDz588HYNKkSVgsFtFgMWbMGMLhMJs3bwYikez27dtRFIW0tLSYrTDZ2dnifbXb7RiNRi3Fq/HdIR3GjOl/I9O4uLiY24HEVDxVp/KQWjrqjs2bN3PHHXfwhz/8gbVr1/Lpp5+yZ88ebrnllqNz3oeBdumq0Ws6uxt1joA6z5Kq7kbqCIzP50Ov15OXl4der2fXrl1ilrS0tBSdTsfixYsJBAKkpKQwduxYFi1axO7duzEYDFxyySVUVVXx7rvvAhHbwNLSUu6//34aGhpIT0/nN7/5DcFgkJ///OdUVVWRlZXFE088QUgx8exrXyK3bUVuWQ+AzpaDlDIGSRfr0tQjwpGosG9+5KIgKy0Bi9mI1RfpKpw2bZpYn6a6M02fPp2Ghga2bNmCJElMmDCBDRs2iKvztLQ0EdUWFhZSW1sroniHwyFqp0lJSQQCAWRZFvVqtYtXS/FqnCikpKSg1+u7RKHq73J3PPTQQ0yYMIF77rkHgCFDhmC325k4cSIPPPAAmZmZ3/nr7oz226bRK2RZ7uJuFI2iKLS1tYn5R3WWFGD//v24XC4kSRKzpPX19SKdWVhYiNPpZNmyZbhcLux2O5MnT6asrIx16yKNOzNnziQcDvPKK6+gKApjx45lypQpPPzww+zdu5f4+Hh+85vfYDQaufPOO9mzZw82Rxy3/fw3pKSk8NXaHRg6yoSQSs4CpNQJhyWkStgHoUj37sUzpvDc61+SkZbApy/eTrwx0ml75plnAvDpp5+iKAolJSVkZ2eLiLq4uJiEhAQhtCNHjmT37t0EAgGRAldTvDk5ObhcLsLhMAaDAafTKTbGWK1WJEkSYqqleDWOCt+DaYPJZGLEiBFi5ltlwYIFjB8/vtv7qDPp0aiZmOgdvt8n2m+cRo9RO3chEvl0djeCiFWeekxiYqL4D97e3i6WW2dlZWGz2Whvb2fr1q1AZAQmPT2dNWvWUFdXh8FgYPLkydTV1fH5558DkfRoWloajzzyCIFAgIKCAi699FKee+45ysrKMJvN/OpXvyIxMZG77rqLrVu3YjBZqXD348bfvMZVF+7m38/9C6Uj4jakSxyKFFd42HOYijeSejXZkvj78xHjCKfDQrB1B4FAgIEDB1JcXIzH4xHied5559Ha2iq6Ds844wzKysrweDzEx8dTUFDARx99BEQuLvbv308gEMBkMpGamirmTpOSkmIubGw2W0yKVxNTjaPC92TacOedd3LNNdcwcuRIxo0bxzPPPMO+fftE2vbee++lurqal19+GYDzzz+fm2++mSeffJKzzz6b2tpafvGLXzB69GiysrJ6/fxHA+03TqNH9GQERu04hcjsozoC4/P5ROduUlISCQkJ+P0RWz1FUUhOTqZv377s3LlTzJeOHz8eRVGYN2+eiOiGDRvG448/TltbG+np6Vx//fW8//77LF68GEmSRJv8H//4x0hTkt6IyzSYUMiAIsuxQpo8Gp2z35G9J95IujVoSEVP5II8Ky2efz4fWTR++eWXI0kSCxcuxOv1kpWVxWmnncb7779POBymf//+5OXlCeOJ0aNHU1lZidvtxmKx0K9fP7EBJycnB5/Ph8/nQ5KkmMYjdUesmnrXjBo0jhrfk9H9lVdeSVNTE3/605+ora2ltLSUjz/+mPz8fABqa2tjZk6vv/56XC4Xjz/+OHfddRcJCQlMmzaNv/3tb71/8qOEJqYah0RRFFGbA7oV0mAwKEwE7HY7NpsN+LbhSN1LmpGRgSzLlJeXi87doqIimpqahFH9kCFDSEtL49VXX8Xv95OVlcX06dN57bXXqKqqwm63c/PNN7Nx40befPNNAG688UZGjBjBE088weeff45Or6dBHkjAY8Bg0OGv//pbIU0Zg87RlyNBCQdQPJH0tM4WqZfedu0ZuJsrqK+vJyEhgbPOOotAICAizZkzZ9LR0RHjI1xWVkZ7ezt2u52SkhI+/fRTAAYNGkRraysejwe9Xk9WVpZI9yYkJKDX64WY2mw2FEXRUrwaR5/DMa4/TKP7W2+9lVtvvbXbn7300ktdvnf77bdz++23H9ZzfRdoNVONQxIMBsUHdXcjMLIs09LSgqIowoAdIiJcVVVFMBjEaDSSk5ODJEns3LmT9vZ29Ho9paWlBINBlixZgizL5ObmUlJSwkcffURTUxMOh4OLLrpI7CnV6XTccMMNuFwuZs+eDUQWgJ911lk88dQLzJkzB4DTz7yUgJQAgL9hHYor4iR0NIQUQOnYA0oYqzMFzCkAjBzch1deeQWAH/zgB5jNZhYsWEBLSwspKSlMmjSJhQsXEgwGyc/PZ8CAATFzp9XV1bhcLkwmEwUFBTE7T0OhkIj6k5OT8Xq9yLKMTqcTs6Vq1kDr4tXQ+P45pmK6ZMkSzj//fLKyspAkiffee++gx6vpvM43te6mcfQJhUJiBMZkMnX5oFY9d9Wdmuo6NYg0HKlGA7m5uRgMBmpra6mpqQEizTdms5mlS5fi9XqJj49n3LhxrFixgp07d6LX67n44ovZu3cvH3/8MQCXXHIJKSkp/OMf/8Dv9zN48GCuvvpqnnrhLV59+TkALrj4CszOSHpIbtv6XzOG/6Z2j4aQKgqyK2Ko4Df1IT0lMvbz+tvvs2fPHhwOB5dccgk+n4958+aJ1+12u0VUes4557Bp0yZcLhcOh4PBgwcLc4qioiJcLhcdHR3odDpycnKE52hcXBwmk0lEpXa7vUvjkZbi1ThqaFtjeswxzQe53W6GDh3KDTfcwKWXXtrj+23bti1mGDg1NfW7eHmnPIfq3IVIw5F6TGJioohaXS5XTMOR1WrF5XKxfft2IOLqk5yczJo1a9i/fz9Go5FJkyZRWVnJ8uXLgcgIicFg4NVXX0VRFMaNG8eYMWP4y1/+QmNjI5mZmfz85z+nurqaN155CgnwkMpzH1QTkqvQB6oIqeMviUPJGTCc6y87nWnjishKTyQQDFFR1chHizbwyrtf4fMHe/S+KN5qCHWAZESy59PY0gGKwuZvvgTg0ksvxeFw8M4779De3k5GRgaTJk3inXfeIRgM0rdvX/r27ctzz0XEf+zYsVRWVsZEpaqwqs0UqvlFcnIygUBAXOCojUeqeYaW4tU4qmhbY3rMMf3NO/fcczn33HN7fb+0tDQSEhKO/gvSEHTXudsZn88X03Ckiq3f74+xCkxISCAYDFJeXi4ajvLz86moqOjScPThhx8CkQ0qgwYN4tFHH8Xn89GnTx8uueQS5syZw5YtW7BarVzxwxv465MfsnHZm/j9XjKy+zD2jB8x+9XFyN56QvWRKFByFnDG2Rfz6H1XEee0itdvs5o4rTiP04rz+MHMMVx/z3NU1jQf8r2R2yKRbnxmKW6dkT7ZKQxID7Hp61bsdjs//OEPaWtr44MPPgDgiiuuYP/+/cLN6fzzz2fNmjW43W4SEhIoLS0VddWSkhLa29txuVxiHZ16UeJwOLDZbGIxgM1mQ6fTicYjbbZU46gT5bXbq/ucgpyQl7HDhg3D5/NRXFzM7373O6ZOnXrAY/1+f4zBsrpMWePAqJ67B+vcDYVCMVaBasORLMtUVlYiyzJWq5WMjAwURWHr1q34fD4sFguFhYW0t7eLvZ0lJSVkZGQwZ84cfD4fGRkZTJ06lTfffJOamhocDgfXXXcdq1at4pNPPgFg3OTzuPaeV3EGN2GhlRAmvJZSZr+6mJQ4qNu3HJCRbLmUjJ7BE3++FpvVRIfHx+xXFrJy3S7MZiPnn3kaP7pgLP3z03jx77O44OZH8XgDB35vfPvB3wjo+MNv7yY+IYnhxTnc8pNZAFx11VXExcXx0ksv4fP56NevH2PHjuW5555DURTRXKWWNCZNmsSuXbvweDzYbDYGDhwoVrKp7lDq+5yamkowGBT/n+12e0zjUXeZAw2NI0KLTHvMCXUNkZmZyTPPPMM777zDu+++y6BBgzjjjDNYsmTJAe/z0EMPxZgt5+b23C7uVCXac7fzXlKIiK3acGQ0GmNS7rW1tfj9fgwGA7m5ueh0OiorK2lqakKSJEpKSpAkiSVLlhAOh8nIyGDIkCEsWrSI+vp6rFYrF110EWvWrGHNmjXodDquu+46Ojo6eOaZZwCobnfyxZoGrOF9WGhFRkezVMiWPc0ocpC6LR9H1qeZktCljOW+n1+EzWoiGApz7S+fZfYrC1lXvpcV63bym7+/zYNPRKLhAX3SxXLv7lAUhXBLZKuLztmXPzz6CfnZyXz6yQfU1dURF5/AD37wA6qrq8UA+g9/+EO2b9/Oli1b0Ol0nHfeeSxdupRgMEhGRgZ9+vRh06ZNQGS/aVNTE263G71eT25urohK1Q5p1aTBYrFgMBi0xiON75bvaQXbycAJJaaDBg3i5ptvZvjw4YwbN47Zs2dz3nnn8Y9//OOA97n33ntpa2sTN9VtR6N7ojeQHKjhKNrhKLrhqLW1VURR2dnZGI1G2tra2L17NwADBgzA6XSyevVq2tvbsVqtTJgwge3bt4t5yvPOOw+XyxVjFZiTk8PDDz+M3+/HFpeGW8pkfGkCTiXyb5ldcDo2Z0qkMWj/Sgi2g96KPm0iQ4v7MG74AADe/PBr1pXv7XLOz77+JTv2RAwYbrxiIgZ9978WintvJCqV9EjxxfgDIdas38oLL7wIwN72FNaU7ePFF18kHA4zYsQIiouLRRR6+umnoygKGzduBCJWg+qIUHx8PH369GHPnj1AxMRClmXxfqalpREKhYQPb/TSANAajzQ0jjUnlJh2x9ixY8Wqqu5QTdajbxrdI8uyqJMeqOHI6/WKD3R13hEi9VO1Szc1NRWHw0EwGBTm7WlpaWRlZbFr1y6xm3TChAl4vV4xWzl27FiysrL497//TSgUoqioiKlTp/LCCy9QXV1NYmIiD//vn/n0xZ/x2fuRpqRBpaNZuzNEe4cPuXVTpDkIHfq005EMVqZPKhGv/a2PV3d73oqi8O5nEUeihDgbY4f173qMHBQWhGMnz6R/vz5ces4Idm9eRiDgJ4ADL6ns2bmFTZs2YTQaufbaa1m6dCn19fXY7XamT58unJAKCwuJi4sTDVkjRowQUb3JZCInJ6dLrVStT5vNZoxGI+FwWMz+aileje+EI9hneqpxQtZMo/nmm2+OianxyYZaJ4UDNxxFGzM4nU6xBUKtk6pm7OqasK1bt+L3+7FarRQUFNDe3h5jzJCSksKcOXMIBALk5ORw+umn89prr7F//34SEhK46qqrWLZsGUuWLBEOR3a7nV//+te0trZSUFBA1sDxsPlrFF89Sltkf6guZRSSORmAUUMiLkduj5+ybVUHPP9V3+wWX48a0pdla2Iv0OTWTRD2kZyawZoKE7Cf2uo9JAYjUeavfnU32Vl5zHnpMQAuuOACLBaLuFCYOXMm+/bto7KyUlglrlu3DlmWycrKIiUlRTQo9e3bN+a91qJSjWOGVjPtMcf0GqKjo4P169eLhos9e/awfv16YRt17733cu2114rjH3nkEd577z127NhBeXk59957L++88w4/+9nPjsXLP6mIdjg6UJ1UTTmazWbsdrv4WV1dHYFAAIPBQHZ2NpIkUV1dLeqkxcXFSJLE8uXLRZ20pKSEpUuXUldXh8Vi4fzzz+ebb75hzZo1SJLENddcQ3t7O88//zwAl112GUVFRbzyyits2LABm83GAw88QPmOOpSwn/D+SDOT5OgXM0s6ID8NgL3VjYTD8gHPf+e+BvF1/z6xmyqUQCtKeySCvOvuX2MymUGRiQ9HjCDOP/98rrhoOru2fk1zczPp6elceOGFvPfee/j9fvLz8xk6dKiISseMGUNHRwfV1dVIksTw4cOpqKggFAoJlyh15VpcXBxWq1VEpSaTCZPJFDMOo0WlGt8Z2pxpjzmmYrpmzRqGDRvGsGHDgIjZ8bBhw/jDH/4AdPVjDAQC3H333QwZMoSJEyeybNkyPvroIy655JJj8vpPFkKhkOgINZvN3Y5XRNdJ4+Pjhdi2tbWJ/ZrZ2dkYDAZcLhe7dkWs+/r374/T6WT9+vW0tLRgNpsZP348FRUVfP3110BkRMrv9/PWW28BkfnSvLw8/vWvf+H3+ykqKuLiiy+mvLycF154AYC77rqLnJwciguykBu/FjtJdUnDxWs2mwwkJ0aiuNqGtoO+B+0uL25PJDLPSosX31cUmXDTakDhnHPO4dqrLmPx679mxigrOtlDcnIyt912G3v27BGdxjfeeCO7d+9m/fr1SJLE5ZdfzooVK8QozMiRI8WWmMLCQgwGg7AKHDBgAG63W5hdpKenx0SlqruUGpXq9XptHEbju0PiMBqQjvWLPjYc0zTvlClTDroup7Mf469+9St+9atffcev6tSiszFDd0P/B6qTBgIBUSdNSUnB4XCIJdeKopCSkkJ2djY1NTXCpWrs2LEoiiIcjYYNG0a/fv14/PHH8fv99O3bl7POOos333yT3bt343A4+NnPfobP5+P+++8nHA5z1llnceaZZ/HZkjLmvDrn2zppyjgk3bev3277dhmxx/vteNSB8PgC2G1mbNZv76e0bwd/E0gGZv3k5wC4WuopWxvpIL/rrruw2Ww8+OCDwliiqKiIv//970Bk9MVgMAjxPPPMM9mxYwculwuLxUJpaSlbtmwR72FCQoJo2EpMTMRkMsVkBEwmkzYOo/H9IdH7kOsUFVPtkvYUpid10lAoJGp3DodD1EnVRd/qPGlaWiSdumvXLrxeLyaTiUGDBuH3+4X/bEFBAdnZ2cyfPx+3201ycjJTpkxh4cKFVFRUYLFYuPrqq9m5cyfvv/8+ADfffDPJyck8/vjjVFVVkZaWxt13382dD7zOj381m3BTpAtYlzgEyZwY89rNpm+FNRAKH/L9CAT/6z9sjgiUEmhFao+MrRhTRtDaoRAMBnnwwQcJh8NMmTKFKVOmMG/ePCoqKsQ87Mcff0xTUxMJCQlMnz6dzz77LNIsNWgQqampYhRm+PDhtLa20tLSgiRJ9O/fn9bWVnw+HzqdTsyVHqhWqpk0aGgcP5zwDUgah09P66TqPKn6YQ7Q2NgoFvSqBvaNjY0iUlXTl1999RU+n4/4+HiGDRvGpk2b2L59u5i5rKurE006l1xyCTabjSeffBJFUZg4cSJjxoxh5cqVYrzkd7/7HU6nk+176pCb1oASAnMKUtygLufnD4TE1ybDoWcwTcbIr4PPH0RRwpE6bDiEM6UfHlsf/udvb3LHrj7s2LGD+Ph47r77bvbu3SvGeG644QZaW1vF3PMVV1xBeXk5dXV1mM1mpk2bxurVq0XdODc3VzRkqcvS1bJGamoqBoNBuB1ZLBYRlapiajQatcYjje8WrQGpx2iXtacoPamTdnR0EAwGkSSJhIQE8cHt9XppaIg07GRmZmIymQgEAsIaMCcnh6SkJHbv3k1VVRU6nY7x48fjdrvFou+JEyeSnJzMnDlzkGWZoUOHMnLkSF5//XXq6upISkri+uuvx+1289e//hWINCF9sLSSoef+njjd/v/uE9WhTx7VraioNVAgJnV7IGyWSGTu8fqRW8og2Ao6E5PO/hGSJDEo18K///1vIJLejYuL48knnyQcDjNq1ChGjhzJa6+9hqIojBo1ioyMDJYtWwZEShpNTU3U1tai0+kYNWoU+/btw+/3Y7FYyMvLo7GxkVAohMlkIikpiUAgIDIHnWulmkmDxveC1oDUYzQxPQXpSZ00EAiIDtK4uDhxTDgcFr67cXFxxMfHoygK27ZtIxgMYrfb6devHx0dHaJOOGTIEBITE/nkk08IBoPk5OQwatQoPvvsM+rr63E6nVx++eVs27ZNRKk/+clPsNvtzJ49m4aGBrKyshh1+jn8+53ltLa2smLh2wDoEkqQTPGdXz4QiUybWiLnkJnW/TEqcU6rqLHW1NSKTTOjplzBvx64iQUv/xK5+RvC4TDTp0/nzDPP5K233qKiogKn08msWbP45JNPaGhoIC4ujgsuuIBPP/2UYDBIbm4uBQUFrFkTmWUtLS0VzlAQaToKhUJiM0x6ejqSJAnrS6vVisFg0KJSje8fdZ9pb2+nIJqYnmJE10klSeq2ThrtvGOxWITvLkB9fb0Yg1FX59XX14sxmKKiIiRJYuXKlQSDQVJSUigqKhIjT0ajkXPPPZfKykoxKnL55ZdjNBp56qmngIgzUFFxCQ898gpz584FIGQvxmqJmNTLLetB9oMxHim+8KDnu3NvJILOz05BfwBnI4ABeWni6x3lkS5jKW4QI0dPwGjQ8+q/n6G2tpasrCzuvvtuysvLY+q6TU1NIr175ZVXsn37diorK8X5fvPNN/j9fuLj4ykqKmL79u3C9D85OZm6ujoxp+t0OvH5fCIroEalaiZBkiRtO4zG94MWmfYYTUxPMYLBoKiTdmdgD5FlAOp+0vj4byM6l8slxmBycnLQ6/X4fD7hQNWnTx8cDgfbtm2jvr4eg8HA+PHjaW9vZ/HixUCku9XpdIp06PDhwxk8eDBvv/02dXV1JCYmcvXVV/PKu8t4982XAHCTxuZ9AYaX5vP7H58eWcwN/03vHjzVuWZj5Fi7zczgQTkHPG7MsH7i69WrV4E5FV3iUObOX8fc995nwYIF6PV6/vjHPwLwxBNPoCgK06ZNY/DgwcyZMwdFURgzZgyZmZl8+WVkHdvkyZNxu93CJnDs2LE0NDTQ3t6OTqdj4MCBYnepJElkZGSI9xoinrx6vR5FUcR2GC0q1fje0Lx5e4wmpqcQsizH+O52Vyf1+XwxYzDqMeFwWDQXJScni40l27ZtIxwOExcXR25uLi6XS5hwDBs2DIfDEZPuHD58OF988QX19fViifbevXvF6rVZs2Zhs9mo2LYaI15kjIydPJPH/3Q1kiTx8fuvAiDZ+yBZUg55zvOXbhJfXz5jVLfHSJLEJWePACL+wl+t+gZ96ngkSUdrUx2PPPJPAKZOv4CSkhKefvppmpubycjI4Nprr+Xtt9+mpaWFpKQkLrjgAj766CNxviUlJcLZqLCwEKfTKWZw+/bti9FopLa2VryvZrMZt9tNOBxGp9MJc4zoWqkWlWpoHH9oYnqKEJ3e1ev13X4gh8NhMQZjt9tjUsC1tbWiOUYdg6mpqaGlpQWdTkdhYSGSJLFq1SrC4TBpaWkMHDiQjRs3sm/fPgwGA+eccw4NDQ1io8rFF1+M1WrlmWeeQZZlRo8ezciRI/liyTq+mB/ZBXrH7bfz9EM3MX1iKZ/N/5xVK1cCOnSJg3t03hu2VLJqfWRu84qZoxlekt/lmJt/MJmBfSMR4QsvvIiSNAbJYMVu1ZFt3k0oGMRHAm8sbGT+/PmsXr0avV7Pz3/+c8rLy1m3bh06nY5rrrmGDRs2UFNTg8lkYsaMGaxbtw6v14vT6WTIkCFs376dcDiM0+kU/ruhUAij0UhqairhcFjUqp1OJzqdTquVahw7tMi0x2hieooQPQZjMpm6HYNpa2tDlmUMBoOo0wFi4w5E0rs6nQ6v1ysirH79+mGz2di5cyf19fXo9XrGjh2L2+0W6d2JEycSHx/PG2+8QTgcpri4mGHDhvH555+za9curFYr119/PQD/fOQxkEMEcHDBBecB8E35Xn58290ASM4BSIZv7QwPxZ8efQ+vL4DRoOflh2/m1qunMawkj3HD+vPgPZfym9tmApEZ2WffXoNkTgFFwezeRNDnwmRx0iINJM4a5t8vvwzAj370I5xOJ2+/HWmEmj59OhaLheXLlwNw1lln4XK5hAHDuHHjaG5uFrVldQZXbTrKzMxEp9PhcrnEKJLVGqkRa1GpxjFDM7rvMdpv5ilAOBw+5BiM1+sVkWv0GEwoFBJpyNTUVKxWK4qisH37dmRZJj4+nuzsbDwej1ijdtppp+F0Opk3bx5+v5+MjAxGjBjB6tWr2bNnDyaTicsuu4yOjg7efPNNINK0k5SUxObNm2mp++8mldPPY/7SzXyxvJzWhl3IviaQ9OgSint1/uU7avjZfa/y8O9/SJzDyq9umdHlmF27dvH7B2Yj2fPBG8CpVGKhFQUdv/7N77n7bx+QY6tCDocZOXIk06dP51//+hc+n4++ffsyefJkXnnlFWRZZtCgQfTt21e4PBUVFREfHy/sE/Pz87Hb7aKOGhcXh9PpJBAIiBR7XFwckiTFRKXdXQRpaHynaHOmPUYT05Oc6PTugcZgwuGwGMNwOp0xFnV1dXWEw2HMZjMpKZEaZX19vXDtGTQoYpawevVqgsEgycnJFBQUsGvXLrZt24YkSZx99tl4vV4++CCSuj3nnHNITEzkhRdeoKOjg7y8PM466yw63D4eeeQRAGRLFtddOYNrfvksoXAYW3ukU1YXNxBJb+n1+/DF8s2ce90/ueHy05k6vojM1ASCwSB79uzkow8/5KU3F/Laq8/RJyeFC6/+NUpLZPxnwrSLmD5tPKPfegdPWxirPY6f/vSnfPDBB1RWVmKz2bjmmmtYtGgRLS0tOBwOzjrrLL7++mv8fj8JCQkMGTKErVu3EgqFcDgc5OXl0dzcjNfrRafTkZGRITIDEBmFUVPsatORTqfT5ko1vn8Opzv3FL3e08T0JCcQCKAoygHHYNQPcUVRMBgMMdtgXC6X+IDPyspCp9Ph9/vZuTOyLaVPnz7YbDb27dtHVVUVkiQxZswYQqGQqIuOHDmS9PR03njjDdxuN5mZmUyaNIl9+/aJY6677jqee2MJDz/xb5KU7cjoaPBn8dr7q+ibm8L2rRtxtdRGlnLHHXwU5mBU17fwwOMf8MDjH6AEWgnXLQQ5gGRJQ5c+mbmfrSPe7MfoLicADB05mYf++EvmzZuHp60Wo9HIH353Lzt37mTp0qVAJN1bV1dHWVkZEFm1Vl1dTXV1tTCraGpqorGxEUmSKCwsJBQKCdOL9PR0jEYjbrebUCgUMwojy3KMB68WlWp87xzO3Kg2Z6pxstE5vdvdh7HP5+s2vdu5e1edNd25cyehUAin00lubi7BYFCYMxQXF5OYmMjKlStpb28nLi6OCRMmUFlZKTpaL7vsMnQ6Ha+88gqKojB69GhKSkpYtGILTuW/JgbFYyge1Jc1ZRXs3NuAKRCx2JMc/Q4rKu2MEmwnXLcI5ACYk9GlTaR0UB6vzV3MO689TSAQYMTI0Tz+8ANs3LBepKJvuOEGHA4Hr732GhCZh83MzBRGE+PGjSM+Pl68H6eddhpWq1WMDqnp3ZqaGmRZxmazkZiYSDgcFqMwTqdTRKDRHrxaVKqhcXyjielJSuf0bncfxtHduw6HIya9W19f36V7t6mpif379wMR03qdTsfGjRvxeDw4HA5KS0tpamoStcEzzjgDo9HIu+++i6IojBgxgn79+rF+/XrKysowGAxcddVVAJw9KgUjXswWK08+/Ec+fOGXeH0BlHAAX2sFQMye0sN+X4Iu5PrFEdMHUwL6tMkU9M/hpsvHkaxsRU+QIDb6D5lOTU0N//rXv1AUhenTpzNhwgRefPFF/H4//fr1Y/r06bz//vvC1Wns2LFiZ2tmZiaDBg1i27Zt4uIjLy+P1tZW3G43kiQJ0wu16chgMIiLlugLIa1WqnHM0Ewbeowmpicph0rvAjHp3WgTe7fbLcwZ1PRuOBwWEVZOTg5Op5Pm5mbhxztq1Cj0ej1ffPEFsizTr18/BgwYwLp166ioqMBkMjFz5kzC4TBz5swB4OyzzyY9PR1ZlvlifsRNyEUmj/17ERBZ7K14KkGRwRgPptitML1FCbQSrv0CJeQBYxyGjClIehPnnzGERZ/8ByNu0JsJxQ1j/MgB/OMf/8Dn81FcXMw111zDG2+8QW1tLU6nk2uvvZYvv/yShoYGrFYr559/Phs2bBA7W8eNGxczOlRUVEQoFKKurg6AtLQ0zGZzTNORuic22qBBr9drUanGsUMbjekxmpiehBxJeleWZZHeTUxMFDXUvXv34vP5MJvN9OnTB0VRWL16NYqikJ+fT1ZWFjt37qSiogK9Xs8ZZ5xBMBjko48+AiJ7PBMSEli+fDlVVVU4HA7OnXEe/357GZfd+Ht2796Ngp4mfwovvBUxh3/4Dz/CEIx0Euvs+UcUnSn+pv/WSH1gTECfMY3UlFSeuP8q9u9axpo1a7DZbLzw7JOs/vAhPvvgDerr60lNTeUXv/gFS5cu5ZtvvkGn03H99ddTVVUlzCnOO+882traxIXFuHHjCIfDMQvSrVarSO9arVaSk5PFVh4Am80mLnrC4XDMGJOGxjFDG43pMafoaZ+89CS9K8tyjDlDdHq3qalJeO+mp6cDkUg12pTdYDCwZ88eGhsbMRgMDB8+nFAoxKJFkYhy1KhRJCYmsnTpUlpaWkhISGDy5MmEQiExl3nBBRfwzOvLue/huezbHllD1kEGimTAbDTwwL/ep6W5jYArIqaSLeuw3xPZUytqpCZHOvqMaUh6Cz+8YAw7Ny3hiy++QK/X8+CDDzJo0CCeeeYZysvLsVgs3HPPPdTW1gqHposvvhiHw8Fnn30GwPjx40lLSxM7WwsLC8nIyGDLli0oikJSUhJZWVm0tLSI9G52djaSJNHR0SGcjtSmo+io1GAwaPtKNY4xhxOVnpqRqdbNe5IRDAYPmd51uVzIsoxer48xZ/D7/aImmp6eLjxho03Z1YXV6kxpaWkpNpuNVatW0drait1uZ8yYMXR0dIh1azNmzMBkMvH555/T0NBAfHw8QX0ab3/yCSbaMdGBgo60vCHY/VC3v43n3lhC9d6toIRBb42keXuJoigorh3Izd8ACpIlnVFnXMeYYYN48tWFvP7aHAzeSPT4u9/9jtGjR/Puu++yZMkSdDodP//5z7FarTz11FOiWWrkyJG8/PLLhEIh+vbty9ixY/niiy8IBAIkJydz2mmnsWvXLtxuN0ajkcLCQoLBoEjvpqenYzabCQaDMVt5VNEMhUIoSuTDSItKNY452mhMj9Eue08iwuHwIQf8A4EAHo8H+LZGBxHhqa2tRVEU7Ha7MLhvaGigra1NmLIDlJWV4fP5cDqdFBYW4vF4RGQ2efJkzGYzn3/+OT6fj+zsbEaMGEEoFBILvi+88EKe/M8SmlvdJOgjIyKXXXoxX7z+e4YU5YrX+tGnka0ykiW91yleRZGRm9ciN68DFCRHX3Tpk1i1YR8ffLEeU3CfENKf//znnH322Sxbtkx07l5//fUMGjSIZ599Fq/XS35+PpdeeikfffQRra2txMXFMXPmTDZs2EBjYyMmk4nTTz+d5uZmkSYvKirCaDRSVVWFoijYbDaSkpJiZkrNZjMWi0X8G6hRqdZ0pKFxYqFFpicJnZtWujNn6GwMYDZ/uzC7vb29S5dpKBQSdb/8/HwsFgvt7e2iNjhixAj0ej1fffUVgUCA9PR0SkpKaG1tFbZ6M2fORKfTsWTJEhobG4mPj+fMM8+kJZDII899iLG1CQVYuL4D+emPqa5r+fb1hiKiLxm/bY7q0XsRchPevwL8jZH3I+k0cA4S4qT37SVe2QvAj666liuvvJKNGzfy5JNPitd8xhln8PTTT7N//34SEhK48cYbWbVqFbt27cJgMHDRRRexf/9+tm6N7D0dN24cBoNBvDe5ubkkJSWxf/9+Yc4Qnd5V16tFX9Co/36abaDGcYPmgNRjtN/Yk4RQKHTIphWPx9PFGAAiEa2ahkxJSRH337dvH4FAAIvFQk5OZH3ZunXrkGWZrKwssrOzaW5uFo04U6ZMQZIk5s+fTygUon///gwaNAhZlkVUOnPmTEwmE1ddNA6dt4J//WsRNmcq5XtclO9ZKF6TyaDH+18xRf/tPtVDIburkJu+jsyQSkYyCs+i0RsHQPHALCaVWnj/ncjmGRc5nHXuhezatYv/+7//IxwOM3bsWH74wx8yd+5cduzYgclk4qabbqK2tlZE32effTZWq1WsWSsuLiYrK4v169eLMZi+ffvi9XqFOUNmZiYmk4lQKCRmSuPi4kRNO9qg4UBNYxoa3zuH01B0iuY7T9HTPrmQZTkmPdhd00q0MUD0hzhAY2Oj2FyiWgZ6PJ6YpiO9Xk9dXR3V1dVIksSIEZGVZUuXLhWjMPn5+TQ3NwuDhhkzZiBJEmvWrKGurk5Y7QVDYRRFEU08U884i3inldKCbAAkCQKhMIoSEReU8CHfAyXsI9y4Cnn/soiQmpJIKb6Y5x/7PanJTrLSEpgxyimEtHDIeP503/9QvmUn9//pAfx+P4MHD+a2225jyZIlLF++HEmSuPrqqzEajcJnd+TIkRQUFLBkyRJCoRDp6ekMHTqU3bt3097ejl6vp7i4GEVRqKqqEu93fHx8TGbAZDIJI/vOG320URiN4wZtNKbHaGJ6EhDt33qg9GB7e3uXbSRAzOaSjIwMIcS7du1CURQSExPFGIfadFRQUEBcXBx1dXUirTl58mQAPv/8c2RZpqCggH79Igu3P/nkEyAyHvPx4nIKp93LlT/9B9u3b0ev13Pbj69mwyd/5oPnf8H1l03gv/036GyRaFj+7zLw7lAUGbl9O+Hqj8TScCluEBnFF3HfnVcxtCiX+39xEe31m/jPqy8CcO211/L8k/9LVoqVV158ioDfS3xiGnfeeSebNm3i/fcjM68XXHAB/fr149133yUYDJKfn8/kyZP56quvaG9vx2aziTqpKpyFhYVYrVbq6upEV3RmZiaSJOHxeAgEAl3Su9oojMbxiox0WLdTEU1MT3BCoRDhcCRyO1DTis/nw+fzAQduOnI4HCL129LSIgR2wIABSJJERUUFzc3NGAwGSktLAYQ/bXFxMampqbS0tAj3o+nTpwNQUVHBli1b0Ov1TJ8+nYUrthCWZTaXRSz3hg8fTkJCAhCpFd505RSslsiojuToA+gg0Izib4o5JyXkRW4tJ1z1YaTJSA6CKRF9xpnok4bxPz+dycVnj2DJ19t4+qmniFMiloSXXfEjfvKTn9DW1sYrLz2F2RDGGzRw1swfUFtbKwwlJk6cyIQJE5g7dy7t7e0kJiZywQUXsGXLFqqqqtDpdEycOBFFUUTdNCcnh9TUVNra2sT8aE5ODgaDISa963Q6xUVPdK3baDRqozAaxxXyYd5ORbSa6QlM5w/i7tKDiqKIjTCdZ0pdLpdoOlKjJ0VRhJF9dnY2drudcDjMhg0bACgpKcFisVBVVcWePXvQ6XRMmDABgEWLFhEOhxkwYAD9+/cHYP78+QCMHj2apKQkbrj8dBqbXfhqqmiojfjbArw3fx3zl2ziph9Oxu+PpHclvQXJlo3iqSRctxDJmglyCEX2Q6AVMc+mM6FLGIzk7I8kRcTo3v99h48XbeCbrz7ERmTcZ8LUmdz5i5/R3t7OAw88QOP+BhITk7j1up9Q0Cedf/3rX4TDYUpLS7nwwgv5+OOPqampwWKxcOmll9LU1CTeh1GjRpGUlMQ333wj6qT9+vUjEAiIbt6UlBTsdnvMMgGTySQsAyF2lCn630ZDQ+PEQhPTE5iefBC73W5hDBBtGagoCvX19UDEyF5NL9bX1+N2u9Hr9fTp0weAHTt24Ha7sVqtFBZGtrZ89dVXAAwePJjExETcbreolZ555plApO6qdvVOnz6dVet3ceOvXsDjdpNFpB47btw4ZFnmrr+8Tjgs09bhRZL4VieThiPLfhRfA4qnKvbkzCnonP0xOvMJK7ERXTgYYMNXc7HRigJceuUN3P3zm+no6OChhx6iqqqKxMRE7rvvD5jNZh577DE8Hg/5+flcc801rFy5ki1btqDT6bjwwgvR6/XiXAoKChgwYADbt2/H5XJhMBgoKSkBoKqqSrgcqZ7GB0rvyrKs7SrVOK6RFQlZ6d3/y94ef7Kg5ZROUHryQRwOh4UxgNPpjEkhNjc3EwgE0Ov1oukoHA6LhdV5eXkYjUaCwSCbNm0CIsJpMBioqqqioqICnU7H2LFjAcR4THZ2NgUFBQAsW7YMv99PdnY2gwYN4oZ7nsft8WPmv1GaNZ5p1zzK4pVbmTx6EJIEk8cMIs4ZidyMBj2SwYoufSq6tInoEk9j5OQruPveBzDmnoct/xwS0otIT0vinEml4txOG5RKKpuw0IrBaOTHt94lhPQvf/kLe/bsIS4ujt/97nc4HA6eeuopWltbSU9P5+abb2b79u1COM866ywyMjJYvHixaDgaMWIEdXV1MfOkFouFhoYGMQaTk5Mjxouid8V2l97VtsJoHK9oad6eo0WmJyg9+SCO3kYS3XQUDoeF01FaWpq4f1VVFX6/H7PZLEZhtm7dit/vx+l0itStGpWWlpYSHx9PKBQS9dOpU6cKYV+8eDEQ2R6j0+nok5PC5h015CSDpxFavBY6dH4+XLiB5/9+Iz5/kJ0V9QzIT+Onv3sZf+C/6V5JQrJFOn037AOdw4Wid5KW5KSqroV2t49AMITVbMSouPDVLMaguElMTORvf/sbpaWluFwu/vKXv1BRUSGENDk5maeeeoqGhgYSEhL4yU9+QmNjo1ipNmbMGAYPHsyiRYvo6OjAbrdz+umn43a72b59OxDZ6ZqcnIzL5RJ15uzsbEwmU4z3buf0bjgcFrVubRRG43jlcBqKTtUGJE1MT0CiP4gP5nTUeRuJyv79+wmHw5jNZhITI5tYgsEg+/ZFmnT69euHXq8nEAiI5prBgwej0+moq6ujoqICSZJEVLphwwZcLhfx8fGcdtppQMQ5affu3UiSJGqq7zz5M/ZUNvLy84+xZMk2Th83nP2+ZGZdOQlJkvho4QbufvCNA563BCgKrCuPGC5URRk8jCjtw9mjEnn0kX/S3hZk4MCB/O1vfyMjI4P29nYefPBBKioqiI+P53e/+x3p6ek8++yz7N27F5vNxi233EIoFGLu3LnIskxhYSETJ04UYz0Gg4HJkyej0+nYtGkTsiyTlJREfn4+wWCQ6upqAJKSkoiLi8y1RpszRC8T0JqONE4UDifS1CJTjROCnhjZRzcdWa3WmHELv99Pc3MzEBmFUT/g9+3bRzgcxm63i1rftm3bCAQCxMXFkZ+fDyDqokVFRaILV41Kx48fL16P2tVbXFwsrAmtFhPFA7OEkcGVF05m0qRJ4rWpIqmik6BfXhrBUJi91U3o9DrC4W9/VROcVixWE0YdpOj28I//fQaASZMm8Yc//AGbzUZjYyMPPvggNTU1xMfH8/vf/56MjAxeeOEFdu7cidls5ic/+QlWq5VXX32VQCBAbm4uM2bMYPv27WLt3IQJE4iPj2fjxo34/X6sVitFRUVAJKIPh8NYLBaxHCAQCIgUe3x8fMy/k9Z0pHGioNVMe44mpicYPTFC9/l8IiKKdjqCSIOROgqjNiT5/X4RWfXr1w9JkggEAmzZsgX4NiptaWkRc6VjxowBoLKykr1796LX6xk3bpx4HlVM1eOiaWyM2PylpqYSCIaY/cpCLGYj9/z4HLbsqGHzzhr8gRCyAjf9YDKTRg/i9Q9WMqw4nz88PJdwWOahX13GsNJ8Wpoa+O1vf8uihbvR6XTMmjWL6667TkTRDzzwAI2NjSQlJfHb3/6WjIwMXnnlFbZs2YLRaOTmm28mNTWVOXPm0NHRQXJyMhdffDH19fWsW7cOiIzv5OTksGPHDlpbW9HpdJSUlGA0Gqmvr8fj8Yg6qU6nQ5Zlkd61WCwxKXat6UhD4+REE9MTiJ4YoSuKIuYZ7XZ7TETk9XrFz9QICiJRqSzLxMXFkZSUBMD27dsJBoPEx8eLqHTt2shsaL9+/UhNTQW+Fc0hQ4YI4Xa73SKiGz58eJfXqDbhhMNhPvh8PY+8EBmfyc1M4qKzhzNyaF9eeHMpNouJ8cMHkJWewJ03nQPA0vGRaFCWZd59912eeOIJ/H4/SUlJ3H///cKZae/evTz00EO0traSkZHB7373OxITE/nPf/7Dhg0b0Ov13HjjjeTm5vLGG2/Q3NyM0+nk8ssvx+v1smzZMhRFoX///hQWFlJbWysuOIqKinA4HLhcLnFhkJWVJbyOXS6X6KBWo3L130ZzOtI4kQj/99bb+5yKaGJ6AqFGNAczQvd4POKDXF3sraKOwsTHx4tNJT6fT3Sl9u3bF0mSCAaDolZaWlqKJEn4fD7KysqAiKUeRKJkNXobPXq0eJ7y8nIURSErK0t0CkfjdDqpq6vD5XLhtDsxGHQY9Xo+WriBjxdvFPOuJpOBvOzkLvevq6vjwQcfZM2aNeL1/OEPfxDPVVZWxj//+U+8Xi95eXn85je/wel08p///Id169ah0+m47rrrGDhwIHPnzqW2thaLxcLll1+OwWDg888/F527o0aNor29PabhKDU1lUAgEFMnVUXT5/OJrTwJCQkx9dDOTkdaVKpxvKMcRgOSojUgaRzP9CQ9KMtyjMtO9Ad5R0eHMGhQa6IQcShSFIWEhATRjLRz507RwZuXlwdEmoyCwSCpqakiUi0vL8fj8ZCQkCDGYQDe/SCyxxRjYrfnokawazds4//mlKOTYM7jP+GTxRGxtttMhEIy2ekJvPzOcjLS4pk+sRSPx8N//vMf5syZI7qOb7vtNi655BJxrkuXLuWpp54iHA5TVFTEXXfdhc1m6yKkJSUlfPjhh+zevRuDwcCll15KfHw8CxYswOv1Eh8fz6RJk8RokKIopKSkkJ+fjyzLVFZWEg6HsVqtIsoPh8MxS9ejt/JoTUcaJyJaA1LP0cT0BKEnozAdHR3djsIoiiKafhITE0Wt1ev1imi1b9++QESQ1ai0uLgYnU6HoijC+WfEiBFCyKNritHisHPnTgzAmq0ttLm8PP2fRQzsk87FZ0dSsIWFhaxbt46PP3gX5P6EJT3tHT7u+fE5TBoziG/K9/LP5z5j49YqNm6tAkXmf64byicfviPSqkOHDuXee+8VYq8oCvPmzeP1118HIs1QP/3pT9HpdMyZMydGSAcPHsz8+fPZunWrMGXIzMxk8eLFtLS0YLFYmDJlCnq9no0bNxIMBrHb7RQWFiJJErW1tfh8PvR6vaiTqi5HsixjMBi61Kq1piONExGtAannaGJ6AtCTUZhQKITb7QYikV/0MS6XS5gJqLVOiDQPqWb2appy7969eDweLBaLENg9e/bQ2tqK2WwWHaw+n080KKnjMOrrMEl+ZAWuuuwsnn1tMbNfiaxWG1Hah7zsZK699lq++OIL6uvrSdTpiMsZy22/f5nEBDsfPv9LMtMSeGXuVwT9PoKuChxKLa+8tBKI1CZvvfXWmHnWQCDA008/LYwWzjvvPK666ipkWebll19m48aN6HQ6rrnmGoYMGcKXX34pLg5mzpxJv379WLlyJbW1tej1eqZMmYLdbmfz5s10dHRgNBopLS3FYDDQ2tpKS0tkJCcnJyfmwkSth0aPwYDWdKRx4qJFpj1HE9PjnOj04IFGYQAxhmEymbqkF9WoNCkpSdRa/X4/tbW1ACJtqyiKEMiCggLxXOq+0tLSUhFVbd68mWAwSEpKijB4ANVOLzJi8+Orz+HDhRHRSkl0kJgQqeHGxcVx//33c8stP8UiN9C6bwWyFE+jR8c7730EwXbG5O7nm/UbUP67fk2RzPzijlu4+OKL6fAEue/huRT0y2DmlGL+93//l127dqHX67nhhhs488wzCYVCvPTSS5SXl6PX67n++uspLS3lq6++EuM9Z599NoWFhWzYsEHMxJ5++ukkJydTUVHB/v37kSSJkpISrFYrXq9X1JdTU1NFN3Rnl6PoyLNz05G29FtD4+RE+80+zoluWjlQejAUCgmDhs5RaXt7O36/H51OF9MMpEal8fHxYl60oaGBlpYW9Hq9qIG63W527doFRFKrKqrF4NChQ7sYQgDCOP/8M05jWEkeCXE2HDYL23fX8eiL85k0ZhCX/+Aa3nr9ZWzsx6ZE7vf8U9tjzs1giSdgyuOOn17LlRdGzB+efeFzXn73KxwmP0s+DtDe3obD4eCXv/wlJSUl+Hw+XnjhBXbs2IHRaOTGG2+ksLCQr7/+mmXLlgGRReZDhw5lx44d4lxGjx5NTk4ODQ0NVFRUAJGLioSEBEKhkHjPHA6HiPAVRaGlpUWY2Hdu+tLWq2mcyGgOSD1HE9PjGEVRRHrwYE0ratOR2WyO+cBWFEWIW3Jysog0g8GgiErVmiMgaqX9+vUT0a3amZuZmRnj4RtdV41Gna9Um5kAcjKSxNePvjifjxZt5OPFZWxe8BemnzGRG279PaGgD7NRoqh/Ojk5OQwfPpzhw4eTm5vbJS06tCiXDEcH+fGttLdHUr/33HMPmZmZdHR08Oyzz7Jv3z7MZjOzZs1i4MCBrFu3Ttgbnn766YwePZrKykpWr14NRGZpBwwYQHt7e8xKtczMTBRFobq6mmAwiNFoFL676nsfCoW6uByp77/WdKRxIvN9iuns2bP53//9X2praykpKeGRRx5h4sSJBzze7/fzpz/9iVdffZW6ujpycnL47W9/y4033nhYz3+kaGJ6HBMKhQ4ZlQYCAbGrtHPTS3RUmpz87YiJ6thjt9vFXGlHR4dYcD1o0CAgIgZq1KbuMIVIB7DX68Vms4nNMiqqmEbPV0YzacwgPl5cxpjT+mExG2nzm2kI9wMdXDp9JP/32x8c9D1xu91sW7+QPgmR5xk7dqxwMGptbeWpp56ivr4+kmb+8Y/Jy8tj/fr1fP755+L48ePHU19fHzNLOnjwYHw+n7AKTE5OFl7E+/fvp6OjA0mSyMvLExclfr9f1KkTEhK6pOC1piONEx1Zidx6e5/e8sYbb/CLX/yC2bNnM2HCBJ5++mnOPfdcNm/eHHPBH80VV1xBfX09zz//PAMGDKChoYFQKNT7Jz9KaGJ6nNI5Kj1Q04paK7VarV1qdd1FpeFwWMxH5ufni8dVTRYyMzOFEDY2NtLY2IherxeNR4BI+xYUFMREW1+t28mLby8lTuKAtd0rZ47hgjOHYTFHzmlAXhrxTisdbj+TRw866HuyefNmZs+eTWNjIzqdjquvvppzzz0XSZKoq6vj6aefprW1lfj4eH7605+Snp7Ohg0bxE7VkSNHMnHiRFpaWvjyyy+RZZmcnBxGjx5NOBxm06ZNBAIB7HY7RUVFSJKEy+US72NWVpaYz412ObJareL7KlrTkcbJwPcVmf7zn/9k1qxZ3HTTTQA88sgjfPbZZzz55JM89NBDXY7/9NNP+fLLL9m9e7cICDpf2H/faHmn4xTVNvBgUU0gEBDNLdG7SiGSfuwuKq2rqyMUCmGxWETdLxwOC4EcOHCgOFZNd/bt2zdGLNR6Yuf/vK+/v4rmtsjraW5u4UBYLd+KS1pKHAP7phOWZf729MfdHu/3+5kzZw5//vOfaWxsJD09nfvvv58ZM2YgSRK7du3iscceo7W1ldTUVO644w4hpJ999hkQGemZOnUqHR0dLFq0SMzMnn766UiSxJYtW0TnrrpqLhAIiGg9MTFR1JYhEvXLsoxerxfG9tFo69U0TgaOZAVbe3t7zE39rOpMIBBg7dq1TJ8+Peb706dPFxuqOvP+++8zcuRI/v73v4u1j3fffbfoHTkWaJHpcUhPo1K1Vmq1WmO6RKOj0qSkJPFhriiKEIfoul9lZaUwb8/OzhbHqp296kJw9ft790YM6TuL6Y8uHMuOrRuANjwed4/PNystEaggPaWrKJWVlfHss8+KjuQpU6Zw3XXXiTna9evX8+qrrxIOh+nTpw+zZs3C4XB0EdJp06bh9XpZuHAhXq+XhIQEMUu6Y8cOmpqa0Ol0DB48GIvFIowZ1EXfGRkZ4jV5vV7xS9vZ5Qh6NsqkoXGyk5ubG/P3++67jz/+8Y9djmtsbCQcDsdYnELE8rSurq7bx969ezfLli3DYrEwd+5cGhsbufXWW2lubuaFF144aufQGzQxPQ6JjkoPNEoRCARE9NM5KnW73fh8vi5RaXNzM16vF4PBECMOu3fvBqB///5CGBobG2ltbcVgMDBgwABxbGtrqzB2V4VXZeyw/jz255v5/e9/z86dO/F4PDE7PNvaPVz+s9m0tXuY8+gtDMiPODH947dXcvXF4ygtyI55ntdff100DSUlJXHjjTcKK0NFUfjiiy/46KOPgEgD0dVXX43JZGLdunWiRqoKaSAQYOHChXR0dOBwOJg2bRomk4nq6mqR9i4sLBRRZrQxQ25urnhfwuGwGIOx2+3dduj2ZJRJQ+NE4EjsBCsrK2OyNtEje93R+aJT/QzsDlmWkSSJOXPmiLLUP//5Ty677DKeeOKJGNOa7wtNTI8zDqdW2llwVZeghISEmJ+popGRkSG+73a7RWdvv379xLFq2jcvLy9GMNQIMSUlpVuhHzBgANnZ2VRXV7Ns2bKY1M3GbVVs3x250vxy1VYhpiajgdFDI8/t9/v5+OOPmTdvnmismj59Oj/84Q/FL0goFOKNN94Q3rwTJ07koosuQqfTsXr1ahYtWgREaqRTp04lHA6zePFi2trasFqtnHHGGVitVpqamkStuG/fvsJmsaWlRdRDc3JyRJr9UC5H0LNRJg2NE4UjMW2Ii4vrtgTSmZSUFPR6fZcotKGhoUu0qpKZmUl2dnZMo2NRUZHIvkWXq74vNDE9zojuAD1YVHqgWqnX6xUdptFRqcfjEXtMoyNKNSpNT0+PEQdVTKOjUvhWTKP9faORJIkzzzyTf//738yfP59p06aJ8xg9tB+XnD2ClnYPF541LOZ+HR0dLFy4kE8//VS8zv79+3PttdeK7mKAtrY2XnrpJSoqKtDpdFxyySVi+fjKlStZsmQJEOnanThxIrIss3jxYhobGzGZTEybNk1sfNm8ebM4d7Vj0Ov1iouLtLS0mPf3YC5H0NVgQxuF0TjRiXTz9tZOsHfPYTKZGDFiBAsWLODiiy8W31+wYAEXXnhht/eZMGECb731lsg0QWTTlboK8VigielxxNGMSuPj42MiSjUqTU5OFhGeoijs2bMHiI1KozfJRH8fEFZ60ULdmUmTJvHmm29SVVXFfffdxz333ENCQgJmk4F//v6H4rhQKMS2bduECKpClZKSwg9+8APGjx8fI0gVFRW8+OKLtLe3Y7FYuO666ygsLERRFJYsWSKcjcaPH8+ECRNQFIWlS5dSX1+PwWBg6tSpJCQk4Pf7KSsrIxwOk5CQwKBBg5AkKcaYwel0xphcRKd3O7scqciyrEWlGicV35ed4J133sk111zDyJEjGTduHM888wz79u3jlltuAeDee++lurqal19+GYAf/ehH/PnPf+aGG27g/vvvp7GxkXvuuYcbb7zxmKR4QRPT44qerFgLBoMHjEoDgYD4wO8sBGoKJToqbW5uxuVyibqgiiooSUlJXdI0auNNdC20M3a7ndtvv51HH32UXbt2ceuttzJ48GCGDRtGMBjE5XJRX19PWVmZWFcGkZTyjBkzGD9+fBfziVWrVvH222+LRoVZs2aRmpoqaqeq6f6UKVMYPXo0iqKwYsUKqqurhd9uSkoKoVCIsrIyAoEANpuNkpISYVSvGjOYTCays7PFxYyiKLS2tqIoCkajsYvLUfS/DWhRqcbJQxiJcC9rpr09HuDKK6+kqamJP/3pT9TW1lJaWsrHH38srE5ra2vZt2+fON7hcLBgwQJuv/12Ro4cSXJyMldccQUPPPBAr5/7aKGJ6XHC0YhKm5qagIiYRY+y1NfXEw6HsVgsMc5EaldudnZ2TCSl/qftblhaFdPOc5WdGT58OP/3f//Ho48+yo4dO9iwYYMwl4/G6XQybNgwJk+eTHFxcZfz9vl8vPXWW0IsBw8ezI9+9CMsFgvhcJhPP/2U8vJyIFJbPe2001AUha+//pqKigokSWLixImkp6cjy3KMef3gwYPFeUcbM+Tk5HRZqq6mb7tL70JsB68WlWpo9J5bb72VW2+9tdufvfTSS12+V1hYyIIFC77jV9VzNDE9TlCdOw4WlYZCIdGU050HrNo003kht1oDzMrKiom2DjTioo7PdCem0UYEhyIlJYU///nP1NXVsXz5cnbt2oXNZsPpdJKQkEBxcXFMB3Fnamtreemll2hoaECn03Huuecybdo0dDodwWCQefPmCYP6GTNmUFJSgqIorF27lp07dyJJEuPHjyc7OxtFUdi5cyfNzc3odDpKS0tFOqizMUN0mqhzevdg/zYQMavQolKNkwVta0zP0cT0OKCnUanaWGQ2m7tEP62trciyjNlsjhHajo4OXC4XkiTFjMM0Nzfj8XgwGAxkZmaK7weDwRhh6YwqNL0Zjs7IyODSSy/t8fGyLLNs2TI+/PBDgsEgCQkJXHvttWIlnM/n491336WqqgqDwcAFF1zAgAEDUBSF9evXs23bNiDShKReKFRVVYk6cFFRkegCDAaDop7c2ZgBIoPnh0rvKooixFSLSjVOJmQOY5/pKWp0f0wvoZcsWcL5558vIqb33nvvkPf58ssvGTFiBBaLhX79+vHUU0999y/0O6Ync6XhcFjUFzt/qCuKIjpgk5KSYsRYrZUmJyfHRJOVlZVARDCjn7OhoQFZlrHb7d2Ofqi1UlXYjzYtLS089dRTzJ07l2AwSGFhIXfddZcQ0vb2dl577TWqqqowm81cccUVouN406ZNokN31KhRonlq//79oju5f//+wvlJNWZQU+DRFxsQGdNRMwHx8fEHvMhR07uSJGlRqcZJhWon2NvbqcgxjUzdbjdDhw7lhhtu6FHksmfPHmbMmMHNN9/Mq6++yvLly7n11ltJTU3tVeRzPNHbqNRoNHYZfu7o6CAQCKDT6WIiK1mWqa+vB+giFGoqt7NLSfTx3b0WVWDVrt6jhVrnfP/99/F4PJhMJs4///yYjt79+/eLdni73c7ll18uRnTKy8vZuHEjEKnXqivk2tvbhZNTZmZmTNt8Q0ODWJoebcygvh41vWuz2Q4acapRqcFg0NyONE4qtDRvzzmmYnruuedy7rnn9vj4p556iry8PB555BEgkq5bs2YN//jHPw4opn6/P8YTUv2APF4Ih8MoSmQw60BRqSzLIirt3MELiKi0s7VdS0uLWBummkFDRJjb2tqQJCkmxRv9WAcafVEjxO3btyPL8lGJxOrr63nrrbdijCKuvvpqEUFCpClq7ty5+P1+kpOTufzyy0Wn8datW8UC89NOO02Y8nu9XsrKypBlmaSkJAYOHBizOk1t2MrOzu5SA/Z4PIRCIXQ6XbcRuoqiKCIy1dyONE42jsQB6VTjhKqZrlixoosZ8tlnn83zzz8vRKMzDz30EPfff//39RJ7RU+jUo/Hg6IoGAyGLlGp3+8XHb7RggnfpnjT0tJiRE+tHSYnJ3d5PDXijO76jaZPnz6YzWY6Ojqorq7uEtn2ho6ODhYsWMDy5csJh8OYTCbOOeccJk2aFCNMZWVlfPbZZ2LLyyWXXCK6ibdv387atWuBSKdvSUkJgBiBCQaD2O12iouLxXsQXSftbvwnHA4L32OHw3HQCwb1QgjQUrwaGqcwJ5SY1tXVdWuGHAqFaGxs7BJlQWTY98477xR/b29vPyIBOJr0xHpOURSR4rXb7V0EVxU/h8MRI4yhUEhEXp1TvNHdvZ1RO4I7N+KoGAwGCgoKKCsrY+XKlYf1XgYCAZYvX878+fNFTbKoqIjLLrss5oKgsxnDoEGDmDFjhnivduzYIZZ7FxcXM3jwYCASyZeXl4t0sboFRn3M6upqUSftzq6so6NDXLwcbJ4Wvq2X6nQ6LcWrcdLxfe0zPRk4ocQUujdD7u77Kmaz+ZAGy8eKntTafD6fSKd2dvaI3qnZOSptbGwUG0+iU8OKoghLwM4iqz4fdG1yimb8+PGUlZXx1VdfYbPZxCq0Q+FyuVi2bBnLly8XFwjZ2dnMnDlTuBCpBINBPvnkE7EGTnU1Uo/ZuXMnX3/9NRAR4tNOOw1JksQITEtLS8wWGJXm5mbcbreYJ+1u44uaUo+Li+uxQGpCqnEy8n3tMz0eCIfDlJWVkZ+ff8DM3ME4ocQ0IyOjWzNkg8FwUHu74xFZlns05K9+sFut1i4f2C6Xi3A4jMFg6FJLVcdb0tLSYu6n7hXU6/VdBFhRFCGmB7sAKSws5LzzzuOjjz7i888/x+v1cvHFF3dbM/R6vWzatEl02qoXEImJiZxzzjmMHDmyi6C1trby3nvvifnSc845h9LSUvHzXbt2xUSrw4YNE+dYXV0dMwITXe/0+XyiwSo9Pb3bc1RT5iaTqUeztIe6mNPQOJE5mRuQfvGLXzB48GBmzZpFOBxm8uTJIkD48MMPmTJlSq8e74QS03HjxvHBBx/EfG/+/PmMHDnyhJvvU2ulBxvyDwaDwnmnu0gxur4Z/WEeCoVEI1FnQ/rorS+dxU812YdDr0s688wzsVqtvPPOOyxfvpzly5fTv39/IVJNTU00NzdTW1srLhog0lw0ZcoUhgwZ0q34VlZW8t577+H1erHZbFxwwQUx5hG7du1i5cqVABQUFDBixAhx7s3NzezcuROIeApHNzDJskxVVRWKouBwOLpcSEBsVOpwODSB1DjlOZkj07fffpurr74agA8++IA9e/awdetWXn75ZX7729+yfPnyXj3eMRXTjo4O8eEHkdGX9evXk5SURF5eXhdz41tuuYXHH3+cO++8k5tvvpkVK1bw/PPP89prrx2rUzgsZFnu0ZC/mgq1WCzdCp/68871zaamJhRFwWq1dhFhtY7a2SUJeh9dTZgwAZvNJtyN1FtnMjIyGDx4MIMHD45ZSh6NoiisW7eORYsWIcsyGRkZXHzxxTGR5e7du4WQDhw4kJEjR4rHcrvdwlYwIyOjSy23sbFRROTRvrvRqEYU3Y0fHYjoPacH27+ooXEicjLXTBsbG0Wp6+OPP+byyy+noKCAWbNm8dhjj/X68Y6pmK5Zs4apU6eKv6uNQtdddx0vvfRSF3Pjvn378vHHH/PLX/6SJ554gqysLB577LETbsZUFVKdTnfAcYpwOCw+3LuLStVaqc1m65KOVAUzOjLr/LPu0uLRozmhUKhHac5hw4YxePBgamtrqa+vp66ujmAwSFJSEsnJyaSnp3f7OqLx+/188sknbN++HejaaAQRIV2xYgUQEdJRo0YJ4QoGg2ILTFxcXMwIDEREUk17Z2ZmdjuCpCiKiEoP1XQUjfrvpyiKJqYaGicQ6enpbN68mczMTD799FNmz54NREprhzPmdkzFdMqUKTGjBZ3pztx48uTJwvT8RKTzOMyBiI6SOh+nbjGBrlGpLMsHFMxQKERbW1u3P4NIZKrX6wmHw0Lwe4LBYCA3N/ewOnsbGhqYN2+eaBiaOnUqw4cPjxGl6NRuZyFVO3d9Ph8Wi4XS0tKYXwS1excOvqzY7/cTDoeRJKlXK5yi37NgMHjcNrtpaBwOJ3Oa94YbbuCKK64gMzMTSZI466yzAFi1ahWFhYW9frwTqmZ6MhBtaH+gq5/OUVLnaEfdYqLT6bqIQ3t7O+FwGKPR2O3PFEXBZDIdUDAcDgdtbW20tbUdUHiOBqoh/ZdffikiygsvvLDLeNPOnTtFs1FnIYVIxNra2irM67uL0tX0rvpL0x2qsUd3jV6HwmAwiAsQnU53wtXvNTQOxMncgPTHP/6R0tJSKisrufzyy8WFsF6v59e//nWvH08T0++ZnozDBAKBg0ZJalTqdDq7CLIalXZuSoJv3Z8O5jObnJxMW1sbjY2N39k8rsvl4pNPPqGiogKI+OWee+65XdKrO3bsEOMvgwYNimk2gsi8rGqLWFhY2KWjORgMioar9PT0AzpMwbdiejiRpcFgQJZl0TCmGuNrKV+NE52TOTIFuOyyy7p877rrrjusx9LE9HukJyYNcPBxGFmWhSh2Z6xwMDtA9X4HizhTU1PZvXs31dXVDBs27CBn03sURWHDhg0sXryYQCCAwWBg6tSpYkY0mq1btwpno8LCwi6p37a2NlFjzc/P79K1DBGTD0VRsNlsBzShgNhdpD2pE3eH+u8ZDAYJBoPC0Ukzc9A4kZGB8CGP6nqf45XeNBbdcccdvXpsTUy/R6J3Xh5sA4k669ldI4zb7RazpZ0bkwKBgOjw7W7oWP1Zd/6+Kv3792fVqlVs27aNKVOmHPTY3tDS0sL8+fPFDtWsrCzOOeecbruKy8vLhdducXFxF7H1+/2Ul5ejKAqpqald9rFCJBWuXjwcLL0LxHjrHq4loCRJmEwmJEkiEAggyzI+nw9JkjAajZoJvobGccDDDz/co+MkSfp+xLRPnz7ceOONXH/99d0ukNboSk93Xh6s8Qhio8vOH85q+tdut3cbYamPfbAGm+zsbLKzs6murmb16tUx3daHg9frZcWKFaxbtw5ZljEYDEyaNInhw4d3ES5FUSgrK6OsrAxAjNNEn6csy2zevJlAIIDNZuvinKQ+jmruER8fH+OA1B1H03jBaDSi1+sJBoNitV4gEBA1br1eL4RVE1eN4x1ZOYx9pr08/vtkz54939ljH9Zl+F133cW8efPo168fZ511Fq+//nrMZhaNrqgdvAcbhznUeEZ0ire7VO2hfHV7MvohSRJjx44FYP369aL7t7cEAgHWrFnDs88+y5o1a5BlmT59+nDDDTd063qkzpmqQjp06FCGDBnSRXB27NhBW1sber2ekpKSbuugHR0deDweJEnqNv3bGTX1frTETafTYTabxdiSeq5qXdXr9eLxeEQjWSgUQpblg3a2a2gcC06FfaaBQIBt27b1aoKhOw5LTG+//XbWrl3L2rVrKS4u5o477iAzM5Of/exnJ/TYyndFdFR6sCYYtdYmSVK30ZTH40GWZfR6fbeCqArfgcRUFfRD1QX79etHVlYWwWCQd955R6Sde4LH42H58uU8/fTTLFy4EJ/PR0pKCpdffjlXXHFFt+lnWZZZtWqV8OEdMWJEjH2gSm1trTDpLy4uPqB/sDpTmpSU1KMaaGfjhaOFmuK1Wq1YrVZMJlPMhZQqrn6/Xwisx+PB5/NpIqtxXCAf5u1EwOPxMGvWLGw2GyUlJcLT4I477uCvf/1rrx/viHZGDR06lEcffZTq6mruu+8+nnvuOUaNGsXQoUN54YUXtA+B/xL9gXgwMVUjR4vF0m3tTl0L5nQ6u0RR4XBY1EQP1GDU072bkiRx4YUXYrfbaWxs5Nlnn2XVqlXC2rAzPp+P8vJy3n77bWbPns3y5cvxer0kJCQwffp0rr/+erEHtbvXpDooSZLEuHHjup3xcrlc7NixA4iUGQ7kxaxGfJIk9divWa11RjtTHW3UkRmLxYLNZsNisWAymTAYDF2Wkqszq5rIahxrTubI9N577xUNkdHBy5lnnskbb7zR68c7ogakYDDI3LlzefHFF1mwYAFjx45l1qxZ1NTU8Nvf/pbPP/+c//znP0fyFCcFakR4sCaUaJP57mqaiqIcNMWrCu3BtuSo6cyeNNk4nU4uv/xyYajw5Zdf8vXXX5Oeno7FYsFsNuNyuWhoaBDm8Crp6emMHj2aQYMGHfS5AoEAS5Ysob6+Hp1Ox4QJE7qtwQeDQcrLy8WS7/z8/AM+ZmNjIxCplfZ03lNtHlLF67ueE1VnjDubSyiKgizLQijVr9WfR3cdq+h0ui43rRarcbQ4me0E33vvPd544w3Gjh0b8ztTXFzcrS3qoTgsMV23bh0vvvgir732Gnq9nmuuuYaHH344JqKYPn06kyZNOpyHP6lQPwTh4FGpz+dDURT0en23qUmfzydMAbpLb0ZHrQdC/Q/T04gmLS2NWbNmsXnzZr766itaW1vFbGhnkpOTKSwspLCwsEcRodfrZdGiRbS0tGAwGJg4cWK3+1UVRWHbtm34fD7MZjNFRUUHFItQKCTeh95uEbJarfj9ftxud4/2mB5t1Iak7mrJBxPZ6K+jH0sVVrVDWRNYDY1Y9u/f321PhbqisbcclpiOGjWKs846iyeffJKLLrqo2yv54uJifvCDHxzOw59URDseHSxKU6NSi8XS7T+kGv3Z7fZuH6cnYy8mk4lAINCrZjHVWaioqIh9+/bhdrvx+Xz4/X5sNhtpaWmkpKT0yuygvb2dRYsW0dHRgcViYerUqd1ucYHISrXGxkYkSaKkpOSgUaMqpBaL5ZAdvJ2xWCxYrVa8Xi9tbW2EQqFu0+nfNz0V2WixjY5i1axIdDSsCq2GxqE4mU0bRo0axUcffcTtt98OfBtsPPvss4wbN67Xj3dYYrp79+6Dptog8qH/4osvHs7Dn1T0xPFInUmEA4+tqEJxILGMFtsDYTab6ejoOKzOa71ef8C6Z2+ora1l6dKlBINBHA4H06ZNO2A07XK5RLqlf//+h7Q3VBuwDscGUZIk4uPj0ev1dHR04Ha7CQaD2O12zGbzMRfVzhxMZFVhVU1CVIENhUJd7Cyjo1cNjc6czGL60EMPcc4554g9y48++ijl5eWsWLGCL7/8stePd1i/QYcSUo0I0Sm4Q6V4ATGD2JnoDTLdCU/0SM3BxFQV6s41zu+LnTt3smjRIoLBICkpKUyfPv2AQhoOh9myZQuKopCSkkJ2dvZBHzv6PThcT2FJknA6naIbOhAI0NLSQkNDA21tbXi93i41y+MNVSSjm52sVitmszmm2UkV10AgIJqc/H6/mI3V0IBv50x7ezsRGD9+PMuXL8fj8dC/f3/mz59Peno6K1asYMSIEb1+vKPqgHTddddRWVnJwoULj+bDnrBEOx71JMV7IJN1NYVrMpm6TXOqjjvAQdObycnJVFVVCf/e74twOMz69evF6Evfvn0ZM2bMQbuKd+3ahcfjwWg0UlBQcMjIUPXEVZuJjgSr1YrBYBAdtLIsi45a+PaiR72p0Z3qbHW8RbFqWle9UFPTwJ2j1+jIVT0fzbnp1EY5DHFUThAxhYgxzL///e+j8lhHVUyzsrK0dNF/6elsqSzLIu16ICFUxfRAUacqxmaz+aDvv2rdp85hfh90dHSwbNkyIeDduRp1pqGhgZqaGgCKiop6JI7q2M7RSskajUbi4+OJi4vD7/fj9/vFWIpajzxQujy6q7bznz393neJJEkx/yeja6zqrK36tercZDAYtHTwKYis6JCV3v2b9/b4Y0k4HGbu3Lls2bIFSZIoKiriwgsvPOhn9oE4YjGNtmJ76KGHjvThThqi5wAPFoGpH8gHSvECh0zhRjcvHYzk5GR0Oh0ej4fm5uYDNv0cLWpra1m+fDl+vx+TycTYsWMPuYnG5/Oxbds2APLy8nr8GqPHj44mqoGG+t6qRguqqKp/HqrDtrfPGd2R27kzN/rPoxEJq+JqMBhi6qvR56VerKjCqkWsGic6mzZt4sILL6Suro5BgwYBsH37dlJTU3n//fcZPHhwrx7vsD95nn/+eR5++GExSD9w4EB+8YtfcNNNNx3uQ55URBskHOxDJzoq7e64QxnfAz3y/FV/npeXR0VFBdu2bTusjrWeEAwG+eabb8T/jaSkJCZOnHhI03x1DCYc/v/2zjtMrrLu+99zzvQ+O7M723tN7yRI71XsoDwUBQUVFNDXBywPiAqiNBFDkSIqTaUoUkMKNQlJ2NTN9l5mZ3d6r+f9Y7jvzOzO7s7M1iTnc11zbTJ76pzZ8z2/HoVarU7ZwH4iyLnPVtMFAmkVmCp7eaLs2sQkoFT/TnyPbIe8PxWJWbrEekx0P2cqeESciTeAuIJJowgirKFQKGmfgrAemxxrvXkTufbaa7F48WLs3r2bdmaz2+24+uqr8Z3vfAfbt2/PaHtZiekvfvELPPDAA7jxxhvpDXn79u24+eab0d3djV//+tfZbPaYIV0Xb2KjhomsSvJ7kUg0oVgSqyydZgN1dXXo7u5Gd3c3VqxYMWnT+2wwm83YsWMHdU3X1NRg1apVaVmMfX19sNvtYFkWDQ0NGbkUE0egzRepmjFkwkTlLmNfie7YxFjnWLdzosVJJteIxeKMPldiFYvF4nHCSo4jcT+CG/jYIt60IVMxnaWDmWH27duXJKRAfNrWb37zG6xduzbj7WUlpo888gj+/Oc/4+tf/zp97/Of/zyWLVuGG2+8URDTBCtjshtrOBymSTMTCWE6zekTk0amwmg0wmAwwGq1Yt++fbSp/XTxeDxobGyk/S2VSiXWr1+P/Pz8tNZ3uVx0okNVVVXGTRPI50cs+UzrTBcCE5W7TESioJEXEVYitmS+KskGB0CzfcmLtFOcirHCGolE6HeY7EewVo8tjuWYaV1dHYaHh7F48eKk9y0WC6qrqzPeXlZiGo1GsWbNmnHvr169etbdbEcDmbp4J0uamSo5KZF0b14rV67Eu+++i46ODigUiikTgiYjEAigubkZzc3N1EqpqanBihUr0m7Ll1gGk5ubm7IT0lRwHAeNRgOXy4W+vj5UVFTMePx0oZEobmNJtFiJ6CUmTyWGDwBQUSWvqQSdZVmaXU6aQ4y1VoU5rkc/x1qdKWnJCgB33XUXfvCDH+COO+6gRsWOHTtw55134p577sl421ndbf7nf/4HjzzyCO6///6k9x9//HFcfvnl2WzymCJdS5EkdUyWrZpuclEmmEwmLFu2DPv378eBAwfg8/mwdu3ajNyTTqcThw8fRldXF43t5eXlYc2aNSknw0xGR0cH/H4/JBJJWmUwE1FQUEDHmvX19aGsrOy4dTsSMRsrtCSBirxIWRX5P3HPkzpVUp860TVJdPEmJmclznElxyGI6tHHsRYz1el0Sd9Dnufxta99bVyr1YsvvjjjmvJpJSC98847SYre19eHK6+8ErfccgtdbqzgHuskJo5MJk7kZgNgwlZ8PM8nWa8TkWnPXSBeoiKVSrF79250dHRgZGQEVVVVKCkpSdlIIRqNwul0or+/H319fXR2KhDPEl60aBFKSkoyvmHabLakMpjpNJkXiUQoLS1FV1cXfD4f2tvbkZOTA41GM+3a02OFsQlUY6fUhEIh+v9wOAy3203XIeI60TUmy0kkkpQuYEFUBeabrVu3ztq2sxLTgwcPYtWqVQBA273l5uYiNzcXBw8epMsdj3805GlmqthXYqnBRKKb2Fd1MpEh7sxMk29qa2uhUCiwY8cOuFwuNDY2orGxEWq1GjKZjLqpPR4PPB5PklgzDIOioiI0NDQgNzc3q2sdDAZx+PBhAEBRUVHGFm0qZDIZSktLMTAwgHA4jOHhYQwPD0Mul0OhUFAhSaybnGySTzoJQWObH0yUyZv4StxH4v5J3DSxNGZs67+x2btisTjrGGWiZUmS0UgyExHXWCwGv99PR9tJpVLaVSnVPhNdvKRWVRDVo5NjLWZ66qmnztq2sxLT2VT3o510Z4YmungnuqmkswxwxGqdaN7oZBQXF+Piiy9Gd3c3+vv7MTw8DLfbTXsBJyISiWAymVBaWoqioqKMmtuPhed5HD58mPa/rayszHpbY1EqlaiurobD4YDL5YLX66VikAry0MMwzLjylKOJxKQisVhMrUQyNzVdiLgqlUrqQSHDDUisNRAIgGEYOvg8lTgSoeY4bpyoRiIRIaZ6FHCsuXlT4fP50NvbO+7+uWzZsoy2c2xnaMwD6YopsSIncz+SizuV65OI2kRiMRVSqRR1dXWoq6tDMBiE1WpNKtpXKpXQaDQTtjvMht7eXjgcDrAsi0WLFmVdTjIRLMsiJycHOTk5CIfD8Hg8VBBIJyMilunWc6aaHTp2zFmq2aKJXorEJgtjYzfkZ6o61MT2f6kydwFQyy8VHMdRVy15TdUxixwjseaJEAYCAfj9/qQ2ixzHQaFQQKFQjNvmRKJKroNEIpnx6y8wM8R4BtFjVExHRkbwzW9+E2+++WbK389ZzFRgPOl2PSI3JWByoUxnDipwpDNSIBBAKBSaVnxQKpVmlU2bCU6nk5bB1NTUTNqcfyYQi8UpXchEnMZaoYmu1rlq8TcdSOZuYlIR+Un+HY1Gk/oLA0eEkjTDVygUk353SDMHiUQCtVpNm+QHAgFEo1Hq0ZDL5VAqleO+24miSprsk4lJZI7v8ZowtlA5li3Tm266CXa7HTt27MDpp5+OV155BcPDw/j1r3+N++67L+PtCWI6gxALZ6qbb2K7uXTEdKqndolEAqVSCa/XC6fTidzc3EwPfc7w+Xw0rp6Xl5d2HepscKzM9Zwoc5dA+j8Hg0HqoiUCSP5NEIvFUCqVUCqVUKlUEz7IJVqsRBC9Xi8ikQh1qZPv5djYamJMNbHfMVlHcP0uHGJgEctwuFimy88XW7Zswb///W+sXbsWLMuirKwMZ599NjQaDe6++25ceOGFGW1PENMZhIjfVDfoxD6yk9000hVTANBqtfB6vbDZbAtWTEOhEPbv349wOAy1Wj2tMhiB9GFZlsY2CcQ7QsavEQEMh8NwOBw0W1smk0GtVtOktFTXi2VZat2S8hriJQmFQhCJRFCr1SlFVSqVQiwWIxgM0laFkUgkLRe0gMB08Hq9yMvLAxBveToyMoLa2losXboUn376acbbE8R0BkmnJAZAWq0GgeQhAlNhNBoxODgIi8WCqqqqBdewIBKJYP/+/bQ70dKlSxfcMc4XiRnA5P8ky5dc+8QY7EyQ6LLVarUAkOQKJjFm8hoZGYFYLIZarYZWq00ZP0/cZjQahdfrhc/nQyQSgd1un1BUWZaFTCZLcv0KVurC4Fh289bV1aGlpQXl5eVYsWIFHnvsMZSXl+PRRx9FQUFBxtsT7mYzRGJ96VRP1JlYnOmi1+uhUCjg8/kwNDQ05XSWuSQcDuPAgQPweDwQi8VYtmzZMVv3mZikEwqFaMJTYqOExM5EJGabLiThKbHnbmJbQOJ6naomNBUcx1Er1GQyUSvT5XLB4/EgHA7DZrPBZrNREdbpdCmvJelIpVKp4PV6qQvYbrfTmGviesT1y3FckpUajUZnbKyeQOYcy2J60003YWhoCABw++2349xzz8Xf//53SCSSrGacCmI6Q4xNYJmMdC3TTGAYBsXFxWhtbUV/fz8KCwsXRIakz+fDgQMH4Pf7IRKJsHTp0oz77i5EQqEQteIS3aRkmPhsQSzYdGqKE0tXFAoFjYUqlcq0XKhisRg6nQ46nQ6xWAwejwculwsulwuhUAgjIyMYGRmBUqmEXq+HRqMZ991nWRZqtRpKpRIejwderxehUAhWqxVyuRxqtTrpezrWSiWxVKlUuiC+z8cbMWRRZ3qUxEwTu/WtXLkS3d3daG5uRmlpKZ39nAmCmM4Q6SYfJS471c2B3PDSTdE2mUzo7u5GMBhEd3c3qqqq0lpvtrBarTh8+DCNgS1btmzWM3dnGp7nqdsz8TWVmBErkfxMtCCJVZnYOGKsG3dszevY8pjEnrvkRZKMyIscu8/no8PZybaVSiXUajU0Gg00Gg0UCsWk31uWZemysVgMbrcbDoeDCqTX64VIJKLlSGO/22R9pVIJt9ud9PChVquT9p9opQYCATpdSXD7zj3HmmWa2J1vKjLt3ieI6QxBBDKdP/R03cGZzujkOA41NTU4dOgQ+vr6oFAosvL9T5dQKIT29nZYLBYAgEajwZIlS44K1244HIbT6aQWmNvtnvBhRiaT0dpKYgGSzkAzkTyTKC5kKHe6kFaUJMGICB5xt5KHAuLmEolE1AolIYPJ2gZqtVpotVqEQiHY7XbY7XZEIhFYLBaMjIxAr9fDaDSOyzDmOA46nQ4KhQIulwvhcBgulwt+vx9arTZpeZI4RZpFkHhqulNuBKbPsSamjY2NaS2XzfdLENMZglgRU91EM4mtkptnJpN4cnNzUVpait7eXrS0tIBhmDkrP4lEIhgaGkJPTw895qKiIlRWVi5YF100GoXD4aCCQBq9J8KyLFQqVdJLoVAs6AQqhmFoc4bEGlsisqQm1Ol0wu12IxKJYHR0FKOjowDi9cZGoxFGoxFarXbC76pEIoHJZEJubi6cTiesViuCwSBsNhvsdvuEoiqRSGAwGODz+eB2uxEOhzE6OkpdwokPElKplLp9ySzViTKLBQQmY8H15hUYTyaWKWGqZckNaOzQ56moqKhAKBSC2WxGc3MzPB4PysvLZ+3mHwqFMDAwgIGBASqiKpUKtbW10Gg0s7LP6RAIBGC1WmG1WmG328clACkUCurSJC7QY6VMI1FkSQlVotvWbrfD6XQiGAzSayoWi5Gbm4u8vDxotdoJy2P0ej10Oh28Xi9GRkbg8/lgs9ngcDhgMBhgNBqTPkfibpbJZHSfbrcbwWAQOp2OPoARty/DMDQ5ye/3QyaTHTPXZaHC80zGMVN+AVums4kgpjNEJpYpYSoxJXWBJAM0XTFkGAZ1dXWQSCTo7e2lPXfLyspQWFg4IzegcDgMq9UKi8WSJEhyuRylpaXIz89fUJaDz+ejCTMejyfpd1KpFDk5OVQMFoo7OrGt4NiuTDNJotu2rKwM0WgUdrudWqrhcBiDg4MYHByETCZDfn4+8vPzU44FZBiGWu8ejwcWiwV+vx8jIyOw2+0wmUzjBJnjOOj1evh8PprcNDo6Cp1Ol9T/WSQSgWXZpDiqIKizy7E2z3Q2EcR0hsikJjRdSIs10rYt1Wi0iWAYBpWVldBoNHReaHt7O3p7e5GTkwODwQCdTpfWyDNy4yIdlhwOx7hG+Gq1GiUlJVlPkJkNotEoLBYLBgcHxx2vVquFwWCAwWCYMvlmJiHWF4lf+ny+pHrOxNKZibKCSfyUlMaQMhjSxo9k7mY7eo7jOOrijcVicDgcGB4exujoKAKBALq7u9Hd3Q2DwYCSkpIJrVWVSgWlUgmXy4Xh4WGEw2EMDAzAbrejsLAwSSiJlSqRSOBwOBCJRGCz2ca5fUm2LxFUv98PuVwuCOoscazFTGcTQUxngEyszUxRKpUIhUJwOp0ZiSnBaDQiJycHZrMZ3d3d1P1rNpsBxF3JiUkz5KZEbuhEyFPd2BUKBfLy8pCbm7ugsnSJi3JwcDAp3qzX65Gbmwuj0Tjr1ieZ/0rqMp1OJ3VlThdSg0kGITidzgmXlclk0Gg0NLGIvNIVn8SBAdFoFCMjIzCbzXA4HNRVrtFoUFJSAqPRmLKRg1arhVqthtVqpe7fjo4O5OXlwWAwJK0jFothMBhoUhJJAEssuyGJSaQMSRDU2eNYG8E2mwhiOsck3jhisdiUiTk6nQ52ux0ulwvRaDSrRB6WZVFYWIj8/Hx6E7TZbLR9XLo1iwqFAmq1mmZ9pnLzzSd+vx99fX0YGhqiDzgymYye+2wKaDgchsViodmsVqt1QstSLpdTq41kAhPrkpR/iMXipEk0idNkEktjEsej+f1+au16PB5aehIIBGhmNRC3PHNycmgcNC8vLy0PBcdx1MXr8/nQ39+PoaEhuFwuHDp0CCqVCuXl5eMEEoh/B3Nzc6HVajE4OAiv14vh4WF4PB4UFRWNy+Ilmb0ulws+nw/RaBQ6nS5p+g6xUElvYMHlO/PMpWW6ceNG/P73v8fQ0BAWL16MBx98ECeffPKU63300Uc49dRTsWTJEuzduzerfc8EgpjOAJl0sCE3R1J8P5U4EqsxGAzSRI5sSbQyACQ1JSd1iUQAEt2IpORjobhvxxKNRtHZ2YnBwUF6LSazlmYKv9+Pnp4e9Pb2YnR0dNz3QCKR0FgsaWqg0WjSEq6ZIBwO08Qiklxks9mSGi40NTWBYRgYjUYUFxejtLQUKpVqym0rFArU1tairKyMJip5PB4cPHgQarUa1dXVtE1hIhKJBGVlZbDb7TCbzfB6vejo6EBRUVGS54W4fTmOg91upxnCer0+KTFJJpPB7/cLMdSjnBdffBE33XQTNm7ciM997nN47LHHcP7556OpqQmlpaUTrud0OnHllVfizDPPxPDw8Bwe8XgY/mibgDxNXC4XtFotnE7njGWaElcTgLTcnSMjI4hEIsjJyUlrwLbVaoXZbIZIJEJ1dfWCLTOZD9xuNw4fPkxHi+n1epSVlU0Yx5su0WgUfX196OzshNlsThJQlUpFy0Ryc3OhVqsX3AMIz/Nof/z3GG5rgddUCn/N8nHlQAaDARUVFSgvL097AHw4HEZvby8GBgboA1lhYSEqKiomfHgIBoPo7++nU2vy8vJSPvyQWtZYLAaRSASDwZAkmMQy5XmexlQX2uc+28z0fY1s7wdv/ABSZXrfAULQG8RDFzyU0bGccMIJWLVqFR555BH6XkNDA77whS/g7rvvnnC9yy67DDU1NeA4Dq+++qpgmR5LkAblkyESiaibLp2blV6vT7Io5nNs2UJieHgYLS0ttJC/vr6eWt0zjcfjQVtbGzo6OpLinkajEeXl5SgsLMwqpj3XMAwDlYhDpL8FJs8oqn/0C3h9PgwODqK3txfDw8M0Fvrpp5+iuLgY1dXVU2Zni8ViVFVVoaSkhD5oDA4OYmRkBDU1NXQ6RyJSqRQVFRUYHh6GzWaDxWJBMBgcl3FOalLJ0Hqr1ZokqERASWw/GAwK/XxniOnETF0uV9L7pG/0WEKhEPbs2YNbb7016f1zzjkHH3/88YT7efrpp9HR0YG///3v+PWvf53RMc4GgpjOAJn+0ZISl3RilUD8ZpGfn4/e3l5YrdYFGa+ca7q6utDT0wMgPj6poaFhVtynbrcbe/fuRV9fH7VCFQoFqqqqUFFRcVQI6FhMV94I1fITIKusA/NZQ4ra2lrU1tZS13VnZyfsdjt6e3vR29sLtVqNhoaGKRtwkIea/Px8tLa2wufzoampiY63GnuNWJZFQUEBpFIphoaG4HQ6EQqFUFpamlQKRloV2my2SQWVzGkNh8MLpsTpaGY6pTFjh23cfvvtuOOOO8YtPzo6img0CpPJlPS+yWSiiZJjaWtrw6233ooPPvhgwTRPWRhHcZyRqZgCoNM83G43enp6MnLBHWsMDw9TIS0tLUVFRcWMWyHRaBSHDx/GwYMHaTvB/Px81NbWoqio6KiOy7FiCdRrTkr5O7lcjvr6etTX18Nms6GjowOdnZ1wu9345JNPcPDgQSxfvnzKz1yn02HNmjU0pjwyMgK3241FixaldP3l5ORAIpGgv78ffr8f3d3d4xqNiMXiJEG12+3Iycmhx8FxHM0vCIfDGbdgFBjPdBKQ+vr6kq71VPersd+nibx80WgU3/jGN/DLX/4StbW1GR3bbCJ802aAxAuejpuXPDGTEVzpxkALCwvR09NDa/2OR0ENBoNobW0FAJSVlaGiomLG92Gz2fDxxx/TkhOTyYTVq1cnteWbSwJdrfB3NEF70jlgZXM3cYckq61YsQIdHR1oamqCz+fD9u3b0dzcjJUrV07a+5llWVRUVMBgMKCpqQmBQACNjY2oq6tLGapQqVSoqKhIGtYwkaBarVZaMpYYHxeJRDTbORgMJpV7CWQOn4Wbl/9seZJwNxVGoxEcx42zQi0WyzhrFYh7i3bv3o3GxkbccMMNAOJxc57nIRKJ8M477+CMM87I6JhnAkFMZwgy5SOdfC6O4yAWi+mkj3RHkolEIpSVlSXdbEpLS2mnpGMdnufR2tqKaDQKtVqNsrKyGd/+4cOHsW/fPsRiMUilUqxevRrl5eUzZvnysSic294Ep9ZAvfYUxEJBuHe9D1l5LaRFZeB5Hi6XCxaLJV6barfBvPUNRMCAPdAGNq8QwJFh4SIAMrkMcpUaKpUKBoMBOTk5k/bTzRSxWIz6+npUV1ejpaUFhw4dgt1ux5YtW1BcXIw1a9ZMmnin0WiwevVqHD58GDabDc3NzfB6vaisrBz3uUqlUpSXl08pqKRkjIz2S8xAlkgkNFs+GAwelwlJRxMSiQSrV6/Gpk2b8MUvfpG+v2nTJlxyySXjltdoNDhw4EDSexs3bsSWLVvwr3/9a1YesNNBENMZIhMxBeI3DTJEOpP5niKRKOlm09nZCaPRiNzc3GP+Cdzr9cJqtYJhGNTX18/4+R44cID+kZaUlGDdunUzHpt2vv8Whh7/LQCg/Dd/hvOjd9Gz5Q2MGIrgW3c2hj9rv5eELi6gCPPAwEBa+xGJRMjPz0dBQQGKiopQWlo67XMRiURYvHgxqqurcfDgQbS0tKC/vx8WiwXr1q2b9OFGLBZj6dKl6OrqQm9vL/r6+hAMBlNex7GC2tvbi/Ly8qTlSDMKMtlHJBLR8yPN8UlCkhA/zZ65qjO95ZZbcMUVV2DNmjXYsGEDHn/8cfT29uL6668HANx2220YGBjAX//6V7AsiyVLliStn5eXB5lMNu79uUQQ0xkisXY0HeRyOTweD43vZJI8QwSVFMyPjo7C6XTCZDKlHNB8rOBwOADE43Ez3XGpvb2dCumqVatQX18/5efI8zxCQ30Q5+aDFad3s+bUOvAAnEo9PjjYgtaRAHyLTo//8rM4MMuyMBqNtDZVzgCsxwlleRXEkrhbPxaLwX1gF6zb3kJIJIb85PPgE8vptJZIJIL+/n709/dj165dYBgGBQUFqKioQG1t7bTqb4nFXl1dje3bt8NqteLDDz+E2WzGmjVrJgxbkBaXSqUSzc3NsFgs4HkeDQ0NEwpqV1cX/H4/+vv7UVJSknTMSqUSkUgEPp8PDocDubm5dN8syybFTzmOE0rKsmCuxPTSSy+F1WrFnXfeiaGhISxZsgRvvPEGfUAbGhpCb29vxtudS4Q60xkiHA4jFAqB47i0LQC73Y5AIAC5XA6dTpfVfl0uF4aGhmjbPNKOLXHqxrHCwYMHMTo6ioqKihl18Q4ODmLbtm3geR5Lly7FsmXL0lpv5J9PYvSlpyEtr0XF3U+mNRR+7969aNz1CazOI2UDHMugpKAAVfUNKCwsRG5ublqJM7FQENZ//x2sQomcCy6l++d5HjabDUNDQxgcHERfX1/ScHAgHg+tr6/H8uXLp5WRHIvFsH//fhw6dAhAvIzr5JNPnnKbo6OjOHToEHieR25ubkpBBeLeiJ6eHvA8j5ycnHExWp7nYbVa6QPp2O5LwWAQkUgEDMMs6MYj02W26ky/+eqtkGRYZxryBvH0F3474/fYhY5gmc4Q5EYQjUbTSkIC4k/WgUAAfr8fSqUyq9IOjUYDpVJJWwSGw2GYzWYMDw9DqVTSLOC56rozm5Bm9ak662RLLBbD9u3bwfM8KioqsHTp0rTXDfS0AwBCA90AHwOYiR9evF4vXnvtNfp0zXEcqqursXjxYpSVlWV1fViJFLlfvQYAEHE5wEqkYGVxwSBN/Inby+VyoaurCx0dHejq6qJJVjs//ADLqitx0oWfzyr2zrIsVqxYAZPJhI8++gh2ux1vv/02zjjjjElrfo1GIxYvXoxDhw5hZGQEHMehrq5u3N+NUqlEUVER+vv7YbPZxj14MgwDnU5Hp9t4PJ4kIZdIJPRvMhQKHXcJe9MlygPRDC3N6HFlnh1h3oNsGzduREVFBWQyGVavXo0PPvhgwmW3bds2bhQVwzBobm6ewyNOzdiOLOkgkUioFetwODJqS5gIx3HIy8tDbW0t8vPzIZVKwfM8PB4PhoaG0NraitbWVvT398NqtdJep0cbiQOjZwrSgUcmk+GEE07IaNumK3+AnAsvRclP7gHDTiykAwMDeOaZZ9Db2wuxWIwzzzwT3//+93HJJZeguro6SUgjbie6fvZtdN76TYTto2kdh/fAbrRd/3m03/BlRJz2lMtoNBosX74cX/rSl3DDDTfg3JNPhN5jQ5Tl0NjZg8cffxw7d+6E/aNN6PrFdXDt2JL25wAABQUFuOCCC6DX6xEMBrF58+Zx1vBYiKACgNlsRl9fX8rltFotnb06ODhIOyYRRCIRfcDyeDx0AABwJH4KHMmeF0gfUmea6et4ZF7FlPRj/NnPfobGxkacfPLJOP/886f0jbe0tGBoaIi+ampq5uiIJ4ZhGOpWzeQPlsQ4I5HIuDmbmcKyLAwGA6qrq1FdXY28vLykmahOpxNmsxldXV1obm5Ga2srenp6MDQ0BJvNRm9EC9XzT1yfiZNgpktbWxsAoKqqKmO3uCSvAKYrboRy6doJl2ltbcULL7wAj8cDg8GAK6+8EqtXr54wFOA7uBuBjsMIdrfBu3dH0u9cuz9A23e/gKG/PJj0fqC7FYjFEPW4EB5NXeSeiFQqxbL1n8NFVQU4KTAMo06LYDCI9957D89v+xi9Zgsszz4y5XbGolAocNZZZ8FoNCIUCmHz5s0YHZ38gcBoNNK/387OToyMjKRcjkwm4nke/f394x5YSf9oIP5gmvh7juPod4f0oBYQmGnm1c17//3345prrsG1114LAHjwwQfx9ttv45FHHpm0H2NeXl7WMcbZhOM4RKPRjMSU4zhotVo4HA54PB46n3K6SKVS2iM2Go3C7/fD5/PRSSKRSGTCiTEMw0AikUAikdAWYGSqyXzGnIgFl2h5TIdAIEBr26qrq2dkm4l4PB689tpriEajqKmpwQUXXJDSzejZtxMDD/4f5DWLUXjj7VAsWQ0+EoFq9eeSljP/+feIOm1wvPUvuLdvgTg3H2U//wMYiRSMVAblopWQVdand3DRKMRqLepWrML6Cy/FoabDeP/99+HxAjtrNmBVjgpVaYYrEpFIJDjjjDOwdetWjIyMYOvWrTj33HMnjZ0VFRXB6/VicHAQhw8fpvNYE2EYBsXFxbSdo9lsRmFhYdIyGo0GwWAQ0WgUbrc7KRwgkUgQiUTA87yQ3ZsBwjzT9Jk3Mc22HyMArFy5EoFAAIsWLcLPf/5znH766RMuGwwGk3qpju0XOZMQy4Zk9aZbuiGTySCXy+H3+2G326HX62e0JIPjOKhUqqRaPFLUHgqF6GdEkqh4nqfvJQ7VJkkc5GanUCjmtBxHrVbTySeTNQtIF/IgMbZOcaZoa2ujbdIuueSSCT8r985tiPm98O7/BHw4jLKf/yHlcmKjCVGnDRCJEXXaEHXaEOjtgOPdf4MPBuBrOwTrf56Fv3k/8v7n+5AWJSdp8bEYfIc+hSS/GL6W/Rj5xxMAAElxBZauOhFVxUV4+/E/oo2R41ObB9i8GWeeeWbGgioWi3HGGWdQy/S9997DueeeO6mAVVdX06zcpqYmrFq1apynQCQSoaioCD09PbDb7TQfgMCyLHQ6HWw2G3w+H+RyOd0neUAMhUIIh8MQiUTHfCnZTCDMM02feTvrbPoxFhQU4PHHH8dLL72El19+GXV1dTjzzDPx/vvvT7ifu+++G1qtlr7G9oucSViWpTeATFoFkgHKREBJlu9sIhKJoFQqodfrkZ+fj7KyMlRXV6OhoQE1NTUoKytDfn4+9Ho9HbzM8zx8Ph9GR0fR09ODlpYW9PX1weVypR0nng4kbma1Wmck9pWY/TobkE5NU9XE6s//KhSLVsLwxasgzjECAIKDvbC+9hzCo8NwvP8mWr9zEeR1y1DwvZ+h7PaHoVi8CtpTL4C8sh6GL14JSWEpDBdehpHnH4Wn8WNY//v8uP1Ynt2I3t/chM6fXAmRIQ/gRGAkUkjyiwEAkcONqG/chCV9+wEAn376KbWsM0UkEuGUU06BQqGAy+XCxx9/POnnzLIs7a9MxrKlgjSmADBu+DsQ98gkunsT95kooAs5nLGQIJZppq/jkXnP5k23HyMA1NXVoa6ujv5/w4YN6Ovrw7333otTTjkl5Tq33XYbbrnlFvp/l8s1q4IqFotpOzOJRJL2Uz3JSnQ4HAgEArDb7dSanEvXaqKLN9FaI9mQPp+PDqAOh8NwuVxwuVzgOA56vR45OTmzljmsUqlo7eDo6GjKVmOZkCimmXgS0iESidDYf2JM33tgN9y73of+vK9AWhif0ygrqUTZ//0xaf2+e/4fwsMDcO/5EHw0iqjLAcfmf6P+mXcBAGW/eIguqz3xLGhPPAt8LArPvp0ItDdBPcZF7D24B7bXXwAAxIJBSIsrUPPIK2BYDpwq7oJVLF4FaUkl6mJRlJx+Kt5+7wM0NzdDLBbj/PPPz/gzkMvlOOWUU/DOO+9gYGAATU1NNOEoFVKpFA0NDdi/fz8GBwdpRvJY8vLyaI222WxGcXFx0u8T3b2J2b2JzRxIOEbo3Ts5PDIXR15IQJpbMu3HOBHr16+nSSSpkEqltEdkur0ipwPLsvQmnYl1ChwRVGKhejweOnZqviE3Ir1ej+LiYtTU1KCyshIGg4E+QIyOjtKs4ZmKa449BuLe7erqmrZ1Sgavx2IxDA4OzsQhUsgUEyA5tNB//09hf+dlmJ9+YNL1RVr9Zz9zYPzCFZCWVCLv0u9Mug7Dcii/40+o++tmqNecnPS7iO1IYk/+N2+CSK2FSKOnQkr2Wfn7v6LqvmexdO0JtLXbgQMH0NnZmcZZj8dgMGDt2niC1v79+2njjYnIycmh4tjS0pLyb4hlWRQVFQGID4dODEWQ35O/c4/Hk7QNlmWTYu+CdTo5xM2b6et4ZN7OOrEfYyKbNm3CiSeemPZ2GhsbZyR+NlMQyw6Ii2mm7k8iqKR5dzgcxujoKNxu95y4UtOFxE/z8/NRU1ODkpISmjTidDrR3t6O4eHhGS9FKCkpgUQiQSAQmLYAkkbsALIWi8m2Tbwohw8fpu9Ly+NTLuSVdSnXI5Tcdj9Kf/4HFH7/F1CvPgmVv/8rci74Wlr7ZlJY2JqTzkb+NT9G4Q3/B91ZX5hwXc/+Xej6+Xdgf+cVVFVVYc2aNQCAt99+Oyn3IBOqqqpQWFhIa3on+h5HfV64dmxFSa4BcrkcoVAI7e3tKZeVy+VJ7t6x3zPyoATEv4+JoikWi2n7z9l46BM4PpnXR4hbbrkFTzzxBJ566ikcPnwYN99887h+jFdeeSVd/sEHH8Srr76KtrY2HDp0CLfddhteeuklOjlgocBx3LRiMwzDQKFQwGg0QiKR0JrRkZEReDyeBSWqQPx4NRoNysvLabs4nucxOjqK9vb2GU364jgO5eXlAICenp6sb/CEqqoqAPF607EWznSpr49n1ra0tFCLrOznD6LqoX8g97LrJl2XkyugXLIa7GftA50fvoOhP/8urdKXVDAsB/3ZX4D2pHMmDRuMvvQUAu1NGP77wwCAk046CTqdDm63e8rEwAn3zTA44YQTIBaLYbPZ0NLSknK5gQd/gYEHf4HBe/4f/ezIsPJU5OXl0SzdVHkWiQ+kPp8v6XjGTm4SSI1QZ5o+8yqml156KR588EHceeedWLFiBd5///1J+zGGQiH8+Mc/xrJly3DyySfjww8/xOuvv44vfelL83UKKUksFCfx02wgA5FJa8BYLAa3243h4WE4HI4F6aaSy+UoKytDSUkJxGIxIpEI+vr60NfXN2Pu6vz8fNqXtampaVoPFzqdDvn5+eB5Hh999FHSjdXXehBdP70WI/98Mqttl5SUIC8vD6FQCP/4xz/gdrvBcCJI8gozioNHvW4MPvwrODb/ByP/emrK5floBNbXnoP19RfAxzITCt2pF4KRyaE742IAcQ8SyZZPnO2aKQqFAqtWrQIQdxunSrDjI3F3LB8OQavVUncvmRQ0lkR3LyktS4TjOBovdbvdSd8/kUhEkwUX4t/RQkFIQEofoTfvLEJKTYB4+ct0euXyPA+/3w+v15t0UyC9gGUyGXVfLRRisRhGRkZo4T7HcSguLp6RMhSfz4c9e/YgGo2ipKSEWpjZ4PV68cYbbyAUCqGhoYHe9Psf/AXcO7YCAGqffgecPPNZoh6PB8899xwcDgf0Oh0+v6wOxmVrwCnSb9TPRyPo/N9vItTfBeNl18Fw3lfAyiZu/efavhkDf7gdAFD8498mDQKP+rxg5YqMviexWAyPPPIIvF4vvvSlL2Vdk8vzPN566y3YbDZUV1fjhBNOSPp9xGWHZ/dHUK44AeKceH30J598gmAwiOLi4gn3S5qOiMXicc03SJ/iUCgEiUSSNEw8FovRCT1isfiorj2drd68F7/4a4gVmZXphX0BvHbpz4+73rzHZ6R4jkh8+g0Gg9OyoBJdvwaDgTbtjkajdDSZxWKB3W6Hz+ejBerzCcuyMJlMqKyshFQqRTQaRU9PD4aHh6d9bAqFgroC+/r6JiynSgelUon169cDiMc3u7q6AADak88Fp9JAc9I5k4rXZKhUKlx66aXQaDSwOxz45ztb0Pj7n2W0DYYTofK3TyP38u9h9IXH0PnjKxALTxzrE+cXAxwHRiSG2HSkscHoy39B67fOxcADv8ho/yzL0s+6qakpo3UTYRgGq1evBhCf0mOz2ZJ+L9LooTvjIohz4iVQHMehtjYeY57MDZ+Xl0fnA1sslnH7JM0bQqFQ0ng7lmWnld9wPCBYpukjiOksQty9JNkhEAhM+w+WxHt0Oh1MJhPN/mUYBrFYDIFAAE6nEyMjI1RcvV7vvLqy5HI5KisrodfHM1RHR0fR2dk57Xhnbm4uLXNqbm7G8PBw1tsqKSmhCUMff/wxWlpaoF59EmqfeANFN/zftCx+rVaLyy67DIpYBD6ZEltkBdi0adOk5+9taoT93VepaDIiEcKWeMJV2DqMWMA/4bryijrkf+tHkJZUINh7pF7Ts29nfNv7P8n4HCorKwFgyvaAU5GXl0fDOI2NjVMubzAYkJeXByB+jVP9/XAcR7sh2Wy2caIrEomou9flco1z95L8BqHV4Hh4PrvX8YggprMMwzBU7GZKUBO3LZfLodfrYTKZYDAYoFKpaOo/EVeXywWr1Qqz2YzR0VG4XC4EAoE5TbxgWRaFhYUoLi4Gx3EIBALo7OycdnJSZWUlzeY+fPjwtAR19erV1BLavXs39u/fP2M3V51Oh6uuvBI1OhXAMGhsbMQTTzyBw4cPj9tH2GpB769+CPMT98KW0Hwh9yvXIOfib6Do5l9DpJ58co71tecQ6GqF5dmN9D3TlT+AZsOZKPz+zzM+fpKp7XU60HPnD+DZvyvjbRBWrFgBlmVhNpvTysgmwwC8Xi+6u7tTLqNSqeiUmlTNHJRKJU3mS2zmkJjfQAaJCwhkgyCmcwCpOSSCSorGZxJisarVahiNRuTn5yMnJ4c2OkisffV6vbDb7bBYLLBYLHA4HHM2SUar1aKqqgpyuRyxWIy6aLN9wGAYBrW1tUmCmm3JDMMwWLNmDR3DduDAAezYsWPGbrDqwmJ88Tvfw6WXXgq9Xk/Hsj333HNoa2s7coMXS8B85n7klMl1oKbLvwfNulOn3Jf+jIvBSGXQnfl5+p68qgFFP/wl1GtTNziZDNJVKBAKwdv0KUaez7wRPkGlUtGHlsbGximvvUQiocv39vZO+ABmMpkglUoRiUQwODiY9JBCSs5Idm+i9UoGiQPxvw8hu/cIgmWaPoKYzhFEUIlLKRAIzKrrlTxxq9Vq5OTkwGQyITc3F1qtFnK5nHZ+IU3wnU4nLBYLRkZG4HQ6Z9XlJRaLUV5eTi0Jq9WKrq6urGv+xgoqGTmXjUAzDINly5bR+srOzk68+eab03ZvJlJWVoarr7oKS7kg2FgMAwMDeOWVV/DEE0/Ek6qkclT+/m8ou/1P0J39haz2kXPR11F1799h/NLVM3LM5NqwDAtwImhOOnda21uyZAkkEgkcDgdtuzgZZGgDEI/bTtbMgWEYuN3ucdeMDJUA4klniRnFY/MbBHevQKYIYjqHEEElQhYOh+fM3cowDEQiERQKBXQ6HXJzc2EymaDX65MGk0ciEfh8PthsNgwPD9M+wTN9c2FZFgUFBSgpKaFu346ODjidzqy2RwSV1KAODg5i3759WQs06fusUCjgdrvxzjvvYN++fTN3rVx2lO96G2ccehdV5jaI+Sjsdjs2b96MjRs3YtveA/AYCtKK1Q498Xu0XHM+nB+/S98b+OMdaL/xKzD/+XczcrgDAwMAgILiYjT8fSsMF146re1JpVKsWLECALBv376kOtCJqK2thUwmQyAQQHNzc8rvJGkkAsS7qY2Nn5JBDUC8nCbRHTw2v0EQVIDnmaxexyOCmM4xxGJMjNMEAoF5eRom4q7RaGA0GmlCU2Jje9IneLZqWzUaDaqqqqBQKBCLxdDf35+yo006MAyD8vJyLFmyBBzHwel0Ys+ePVO2sJuI/Px8XHDBBSgrKwPP8zh48CDefvvtCWduZoLIkAfdWZdAKeKwaPAwzjrwDs4843QYDAaEw2Hs3bsXf/nLX/DMM89g165dEz5k8LEoHJv/g5jXDee2N+j7gfZ41q2/7RB9z9d6EO03XYbBR+7K+BoSMSWW30xQXV0No9GISCSC3bt3T3lMYrEYixcvBsMwsFqtEw4Tz8nJoclu/f394xK9NBoNjZ/a7XbqwSD5DYAQPyUIbt70EepM55FYLIZQKJQkHCKRCGKxeN7HQ5G5j4FAAH6/P8llSixcIroztT+LxUJdc2KxGMXFxdSKyBSv14uDBw/SUoji4mJUVFRkXevb09ODXbt20RtzWVkZVqxYMe2a2dBQH0b//Teolp8AzYYzwfM8ent7sXfvXrS1tSV97nl5eaiurkZVVRXy8/OpqFlfew6u7ZuRd/n3oVwcr5H1tRyA84O3oDvjYsg/m3E6+Nhv4dz6XwBA9cZXaAnKZHgP7EL/3t34ryUeU//qV79KWzDOBHa7HW+++SZ4nsf69evTqhceGBig/bgbGhpS9vKOxWLo7u6G3++HWCxGRUVF0gAG0ks6FouNqz8l4wmBeLx2tgY3zCSzVWd6zt/uyqrO9J0rfrog7rFziSCmC4BoNIpQKJR04+Q4jorqfDdiID1M/X5/Up0eqX1VKpXTakiRiMfjweDgILUKjEYjcnNzsxLtSCSC9vZ2WoOqUChQV1eXNDQ6EwKBAPbu3UvHg5H+u4sXL0459Hu6+Hw+NDc3o7m5GQMDA0mWm0KhQEVFBSoqKlBaWpqWqPtaD2Lokd9AVrsU2pPOgaykAiLd+KkssYAffCwGhuNw+Jrz8WH1BjgVOlRWVuLLX/7yjH8fDx48iH379oHjOJx33nnQ6XSTLs/zPNrb2zEwMACGYbB06VIaf08kEonQWLxEIkFFRUXSlJhwOAyr1Qqe5+kQB3JuZO4pMP2GK3OBIKbzjyCmCwQyBmysqJJY50IZZky6xni93iSLWi6XQ6VSzchIq2g0CrPZTN2zUqkURUVFNKM0U8g0GxI/LS4uRnl5edbHarfb8emnn1KRlkgkaGhoQF1d3axZMT6fD52dnWhra0NPT8+4WLAhJwcGxzAMfAj137gWxsLiCUXP8uLjsL7yV3BaPWr+9DIY0ZFjDlkG0fW/3wQfCaHk//6Ed/76BNrU+ZCwDK657vqkYdwzBc/z2Lp1K4aGhqDRaHDeeedN+TnyPI+mpiaMjIyAZVmsWLEi5d9zKBRCV1cXIpEIZDIZysvLk4QxGAzS5hEKhQIajYbGTckYNwAz6oWZDQQxnX8EMV2AkH6+Y2vlyPBx0kh/Pi1WcrMhDSEIMpksqdZ1OrhcrqT4KSngz+amFg6H6SQbIC6AlZWVMJlMWX2OPM9jaGgIn376KY1nSiQSOnN3NixVQjQaRX9/P7q6utDd3T2u6w8QfwDJy8tDXl4ecnNzkZOTg5ycHMjlcpifvA+Od18FI5Gi9ok3aDN9APA0bkfX729Fn6EU3VWr4AnFrbOLLroIixYtmvFz4aMRBHrawRsL8Na7m+H3+5Gbm4vTTz99yu9QLBbDgQMHYLfbwbIslixZktJCDQaDdGSfTCZDaWlp0rb9fj99cJPL5bRB/ti68IUsqLMlpmf/NTsx3XSlIKbHPEeDmBJ4nqeiOrbMg2EYKqwcx82rsIZCITqsmSCTyaBWq6dtqUYiEQwNDdHaQrFYjIKCgqwtJKvVivb2duquVqvVqK6uztr1G4vF0NPTg4MHD9Jj5FgGRXwIy049A9qi0qy2mwk+nw/dzU1ofvV52MQKOBVaRKOpy4KkUimUCgVkIT9UOQZIdTlUIDweDxwOBxw2K6Kf3RUUCgU2bNhA2wCmQ8TtjH8/VVP/fZE4rrx+GdQ3/gqbN29GOByG0WjE6aefPmW/3EgkgkOHDsFut4NhGNTX16eMoQYCAfT09CASiUAikaCsrCxp2z6fjz4UTSSoJEFpIQrqbInpWc9kJ6bvXiWI6THP0SSmiRBhjUajE07QSLRc50Ncw+EwPB5PUv2eQqGASqWadszJ7XZjaGiIxrE0Gg3y8/OzsoBJ1nBPTw/9LPPy8lBRUZG1K5k0oCA3dgBgeB4VVVWor6+n2aVT4W1qhOXZjdCsPx2Gi7+R1bFEo1Haq5kkddlstoy6TalFLOqibqy//FooCkvSXi/Q047un30bYBhU3P0kpMWTJyv1/PIG+A7vhUhnQM2j/4bVasWWLVsQCoWQk5OD008/nWbYTkQsFkNzczO10CsrK1FSUjLubyAUCqG7uxvhcBgikQhlZWVJ2060UGUyGW3yQBqt8Dy/YAV11sT0L3dDlKGYRnwBvHv1bUfdPXa6CGJ6FMLzPBXVaDSasqRgPl3CpMNMoqWqVCqhUqmmdROKxWKwWCx0viXDMDAajTAajVltl7j/SOyTYRgUFBSgtLR0yhv4ZMe49zc/Rp8mHx5jEX3fZDKhvr4ehYWFkx5r790/gnffToBhUP/sNjDszCW+hMNhuFwueDweeDwe2vUqFouB53kolcp4aVTQC+vt14EBkHPhpTBdcWPa+3B9vBkDD8Un1hTd8pspuzWFLINwbH0d6nWnQF4R741ss9mwZcsWBINByOVynHjiibR2dCJ4nkdHRwf6+/sBxBPXUsWww+EwnYNLWlwmeiVIKRgQd9vr9XpaJraQBXW2xPTMLMV0syCmxz7HgpiOZaGKaygUgsvlotYkwzBQqVRQKpXT2r/f74fZbKaF/mKxGCaTiSaPZIrb7UZXVxdNRGEYBoWFhSgtLc0q9hkLBhAy98Gt0KG5uRl9fX30mqhUKtTV1aGysjKlC9P58bswP3EvNOtPR8F3/jfjfc8EsXAI3f93PUL93Sj5ye+gXLom7XX5SATW//wdYDkYPv+NrB8GnE4n3n//fWpNNzQ0YPny5ZN6OHiex+DgINrb28HzPGQyGRYtWjTu7zwajaKvrw9erxdAPBafGDsPBAK0fy/HccjJyYFIJKI14eRaLqQsX0FM5x9BTI9BYrEYtTgmEleO42gLtdkUVpKolDicmQxtJv2Ks92uy+XC8PAwFWvS/Sbb2lSHw4Guri4aOyOWS0lJybQSirxeL1pbW9He3k6TtUQiESorK1FXV7cgv4c8zwN8bEYt46n252tqhEhvhLQwHmeORCLYs2cP2tvbAQB6vR4nnnjilKUzLpcLTU1NCAQCYBgGlZWVKC5Ozm7meR7Dw8PUy6FSqegQBiBuwdpsNsRiMbAsC71eTxs9JCYlLRRBnTUxfTpLMf2mIKbHPMeDmCbC8/w4y3UsxGIViUSzJqzETeZ2u+mNSCQS0W402e43FothdHQUo6Oj9KFBrVYjLy8vK1ct6YrT3d1NraLE1ofZun+BI3WPLS0tSR2NCgsLUV9fn9SI4WjE+dEmjLz4Z+jP/sK4eG/U74Njy38gr2yAomH5uHXtm/8D859/B0YsRtUf/glxjhEAELIMoatxF/a7ggiFQmAYBtXV1Vi2bNmk1yIcDqOlpYU2AdFoNKirq6PTb+gxO520hlckEqG4uJguE41GYbPZ6EOgVquFQqEYJ6hSqXRGSsKmw2yJ6RlPZSemW74liOkxz/EmpmMh9ayk/Gbs5Z9tYeV5Hl6vFx6Ph+5bIpFAo9FMq5yGDIZObB1IehBPlRE60XHabDb09PRQUWUYBiaTCaWlpVlbv2TbZrMZLS0ttE0fEL/hNzQ0TKsGdj7pvPVbCHa3gpUrUPf0O0m/Mz/zB9jf/CfAiVD7+GvglMnZ2NbXX4Dlbw8DDIOqP/wDkrwC8DyPtu9+AVGHFdJTLkD/kpNoC0HSWrCurm7Cz4q4fTs7OxGNRsEwDEpLS1FaWppkTfr9fvT391OvgdFoRF5eHp0R7HA4aPyf1KICSKpDne9OSbMlpqc/mZ2Ybr3m+BPTo+8vVmBaJJbUSCQSxGIxmiVMRJZ0ZEpsFjFTwkripgqFAh6Ph9apjo6OTqucRiwWo6ioCEajEcPDw3C73XA4HHA6ndDr9TAajRnd7BiGgcFgQE5ODux2O3p7e+FwOGA2m2E2m5GXl5d256FU2y4oKEBBQQHcbjdaWlrQ0dEBl8uFnTt3Yu/evaitraWN3WeTWMCP3t/+CBHbKEr+93eQFpVnvS3DRZfB8vxj0J99ybjfkU5LnEIFRjz+4Sbn3K+AU2ogMRVCkldA3ydfOxliOOWUUzA8PIw9e/bAbrdj7969aGlpwfLly1FRUTEuIYhhGBQVFcFgMKCtrQ1WqxU9PT2wWCyora2lGdZkeD0Z7DA6Ogqv14vi4mKahJSYtBWJRKDT6SCVShEKhRCJRGjParFYfFR7F8bCf/bKdJ3jEcEyFaAQYR1rsTIMA7FYPCvWaiQSgcfjSWpTOBPlND6fDxaLhSaZMAyDnJwcGI3GrK0+p9OJnp4emqgExJNXysrKpv1dIk0lWlpa6DFzHIeamhosWrQo65IdIN4MP2QegCS/aFwM1Hd4H3p++X0AQO5l18H4hSuyPwkAji3/xdATv4f6hFNR/MM7jxwDz8PfehASUxFEuvGNFSYiPGqGr/Ug1Ks+B1YW/wxI393EaTNKpRINDQ2oqqpKeX15nsfo6Cja2tqoBZqbm4uqqqqkBxan04nBwUEaK83Ly6N9exMTk0gcVSwWIxwO07g9x3FJ84PnitmyTE/L0jLddhxapoKYCoyDuIJTdWEi1upMJ13MVjmNx+OBxWKhYj0Toup2u9Hb25s0PUav16O0tJTWJmYLqVdtamqios2yLGpqarB48eKsRHXgj7+E66NNUG84E8U//GXS7/hIGIN/+hXCtlEU3fB/EOdOXoIyFb2//TG8e3cADIv6Z7fOagJTNBpFa2srTTYC4vHL+vp61NTUpEwaC4fD6OrqogPkWZZFaWkpHQUIxLPQBwYGkoS6qKiICqfdbqfuXY1GA4VCQa1Tss3pJNdlw6yJ6RO/zU5Mr731uLvHCmIqMCkTdWFiWRZisXjGs4FTldMolUoolcqsRZXneXg8HoyMjMyoqPp8PvT29mJ4eJha8hqNBmVlZUlTSLI95qGhIRw8eJCKNsdxqK+vR0NDQ0bZxR0/uhyhgR5ICkpR9cBzEy4XHOyF+c+/g7S0Cqarfggmi8/b33YII/98Eup1p0J/1nh372wQiUTQ2dmJpqYmatWLRCJUV1ejoaEhZXzb7Xajvb2dJoLJZDJUV1fDYDDQRg1kpi+xRAsKCqDVasHzPJxOJxVwmUxG3yfvzXUt6myJ6al/zk5M3/u2IKbHPIKYZgexVsPhcFJG8Gy4gFOV08xEjSoRVYvFknTTm66oBgIB9Pb2YmhoKElUy8vLkyaRZHvMw8PD2Lt3Ly3jkEqlWL16NcrLy9PadqCrFY733oD21PNpY4RUDP/tj7C9/iIAoPK+v2ccP41EInQeLZkwRJojkKQ2mUxGH47UajV0Oh3UavWMiA5p7djU1EQT0RiGQVlZGerr62EwJE/I4XkeIyMjSSVLOp0OVVVVtF1lMBjEwMBAUvvJwsJCcBwHn89Hk9NEIhFt8DAftaizJaanPJ6dmL7/HUFMj3kEMZ0+xAWcODyZTLeZyQQM8qTvdrupgLMsSxOYpiuqM22pBoNB9PX10ZgbEL85V1RUZN37N/GYBwYGsHfvXmpN5efnY926dTM2ycXXcgD9994GaUkFSn96f9I0mcno7OzEnj170NfXNy4skA4sy0Kr1cJoNMJgMNAmCjk5OUki6z24B4N/+hUUDStQeOPtE15/ksXb1NSUNAQgNzcXDQ0NKCoqStpuJBJBT08P+vv7qQgWFBSgoqKC1paOjo7SbXEcR63UUChEB4wzDAOtVguZTDbnpTOzJaYnZymmHwhieuwjiOnMQVzA4XA4KWFJLBbPuKj6/X54PJ5ZEdVES5VlWeTk5MBgMExLVHt7ezE4OEg/F4PBgIqKimkPE49Gozh8+DAOHDiAWCwGjuOwevVqVFdXz3nSSzAYxJYtW3DgwAH6nlIuh4mNQl9cCnVBMaRSKa1zDofD8f633e2wd7TCL5HDL1cjNsEtSCQSwWg00sxnbtu/wX/4JhgANY/+J61EJpvNhubmZvT09FBxU6lUqK+vH5es5Pf70dXVlSSa5eXlVHz9fj8GBwfpd0Wr1aKgIJ557HA4qHVLYv2hUIh+X2f6b2IssyWmJz3+W4jkGYqpP4APBTE99hHEdOaZS1H1+XzweDz0xshxHFQqFeRy+YyLKrGSsnXTBQIBdHd3096/QLxBQ0VFxbRrEt1uN3bu3ElHypWVlWHDhg1z1o3HbDbj1VdfpW7O1atXY/ny5fD++W749u0Eq9Kg7ok3Uq4bcVjRe9ctAM+j5Kf3w89JaEmK1WrFyMgILMPDCKewcsXRCHKlIlSc8DkUFxejsLAwrc/S5/OhtbU1KZtXKpWmLEFyOp1oa2uDx+MBEM8ur66uRk5ODm0SQuLYIpEIRUVFUCqVcLvdNGYrkUig0+noQwRZdjoNSiZDENP5RxBTgRkj0QJJTFaa6ZvIXIoqx3EwGo3jXI6ZQAZ7k248IpEIVVVV0+54xPM8mpub0djYCJ7nkZeXh9NOO23Wmwc4nU4888wzCAQC0Ol0uOCCC1BcXAwAGHrqfjjeeRmyijpU3P3klMdvf/OfiLidMH7xyqS5qt2/vAGjnW1wanPBfOFbMJvNGOrrRZRJvgYsyyI/Px9lZWUoKytDYWHhpB6FSCSC1n170dLZCd9ns1pZlkVVVRUaGhqoy5w01ujo6KCua4PBgOrqasjlcvh8PgwMDFBhJrN2g8EgnE4n7etLalnJcrNVOjNrYvpYlmJ6nSCmxzyCmM4+k4mqWCyesQxH0k3J6/UmtShUqVTT7vvrdrsxPDyc1Es3Ly9vWqUvDocDbW1t1HrRarWora0d1+IuU4aGhvDBBx9kNAc0WyKRCJ577jmYzWaYTCZcdtllCDfvg/ODt5Fz3pchq6xDoLsN0qJysNLJb8KJNa6mb92CnHO+RH838tLTGP3nk1CtOhElP/kdAKDzF9dhuL8f3prl8C/dgL6+Pmo9EkQiEUpLS1FZWYnKyspxfXyjPg/av/8lRAN+xL72PfTL9UlTiEpLS7F06VIa4yZTZkjLQZZlUVZWhpKS+Fi64eFhWsIkk8lQXFwMlmVp+QzDMNDpdBCJRLTsazZKZ2ZLTD/36D1ZielH1//vcXePFcRUYNaYK0s1FotRS5V8nUUiEdRq9bSsAJ7n4XA4YLFYqHUilUqRn5+fdeyTzFLt7u6mSSupGrFnSuIcUKPRiLPOOmtWXL6bN2/Gnj17IJPJcNVVV0Gr1aL1Oxcj6rJDVlmHirsmt0YTCVst6Pzx/yAW8EO99lSYrv4hxDm59PcRtxNgGHh2vQ/F4lXgFCp4D30KxeJViNhHITYVwe3zo6+vDz09Pejp6aEPKgSDwYCamhrU1NTAZDLB9t/nMfL8owDPw/DFq5D7tWthsVhw6NAhDA0N0fXKysqwZMkSKsZerxdtbW00S1ihUKCurg5arRZutxsDAwNUPAsLC6HRaGC32+nDGBnsMFuCOltiemKWYvqxIKbHPoKYzj0TiepMx1RjsRi1VBP7/qrV6mlZarFYDDabDaOjo0nF+iaTKevt+v1+tLW1UavGYDCgvr5+Wi5am82GzZs3IxQKoba2FmvXrs16W6kwm83429/+Bp7ncfFpJ6PAa4V6/RkYevweuLdvRs7nL4fpG99NWoePRODasQXS4gqITUVgJRIw3BE3bNhqQfsNXwH4GLSnXoDC7/40af3++38G9yfvQZSTi5qNrwA44kqW1y9H+R1/OrKvz7JuOzs70dnZiYGBgaTvmwIx5A93odA+gNKV61B43f8muZZtNhsOHjxI+/8CcVFdvnw51Go1eJ6HxWJBe3s7jYMWFRWhoqKCZlsTMdfr9TCZTLQFIXCks1diXH6mBHW2xHTDI9mJ6fbvCmJ6zCOI6fwxl6JK+v4SpFIp1Gr1tMQqEolgZGQkae5pbm4uDAZDVq7rsfM3pVIpFi9ePK3v5cDAALZt2wYAOPXUU2ksc7rwPI+///3vGBoaQkNDPWr//ShiHhe0p16AgutvQ9Tjgkg9vvyHuGvBcgB4iI35qPzdM7Q1IB+NoPP/XYXQYA9MV9+EnPO+knw+f7wDro/ehTivEMolq+H88B2wKg2ithFwah1q//zfCY85GAyio6MDrU2H0NXTg3D0yHdOLZNi6arVSdYnYayoMgCqa2qwdOlSyOVyhMNhdHR00MQymUyG+vp6aLVajIyM0OQkmUyGkpISOpQdiH8PtVrtjAvqrInpxizF9HvHn5gunFHxAsc8pBZVJpNBKpVSAQqHw/D5fLRZ+HRhWRYajQZ5eXm0/V4wGMTo6CgcDkfKMXTpIBKJUFBQgKqqKjqKy2KxoKOjg1ofmUAasa9atYq6ABsbG5NqIzOlqKgIDQ0NAICdO3cmtWfMBp7nERzsRXd7O4aGhiAWi3HaaafTGlTms4egVEIK4IgVyvNALIawZRBh20jS7yvueRrVD780TkgBoOA7t6Lolt9Ac8JpcGx5DXwoiJjbiZyLv46Sn/x20mOXSqVoaGjA4m0v4Ozd/8EprBdlXAQiloE7EMTHH3+Mxx9/HM899xyampro9yInJwennHIKVlk7obH0ggfQ1taG//znPzh06BBYlkV9fT2WLVsGqVSKQCCAvXv3oqurC0ajEWVlZeA4DoFAAF1dXTRuCsS/hw6Hg3awGjtwXODoRRBTgTlnrKiSp3IiqmNLbLKF4zg6ho2UPvj9foyMjMDtdme9D5lMRusPRSIRQqEQurq6MDw8nGRxp4tarcaaNWtgMBjA8zyampqS4neZsnz5cmg0GgQCAbS0tGS9HQCwvfYcOm/5Bj5+7ikAwJIlS6BWq1Fx1xMo/tFdMF35g0nXN3z+Gyj+8W8hqzzSeUlsKkpahhVLIDaaUq7PSmXQrDsVrOJIjJqPRuDY/Bqi/qkfYAb+9CtERofB8THke0bwtZtvxY0/vAkXXXQRysvLAQD9/f3473//i0cffRQffvghTWoyVdeheufrWNK7HwaDAZFIBHv37sXrr7+OoaEh5OTkYO3atcjPj/cz7u3tRWNjIx38LpVKEYlE0N3djVAoRFtMhkKho0ZQeT671/GI4OYVmHeI+zfRMp2NNoVj+/5yHEcTQ7LdRzQaxdDQUFKP1+Li4ox65xJ4nkdraysV0pqaGhQVFU2xVmp6enrw4YcfQiKR4JJLLsk6tju48dewfLQFm5aeA55lcfXVVyMvL2/ccs4P3oblhcegP+eLMF4yfvKMa+c2mJ++H5oNZyH/qokF2Ov1YqCnBz3v/BuOGINQXjECwSACfj9cLQeAWAwMeLA8DynLIPfEM6BQKKDVaqEMehDZ9DIK6xah7Ns/Bh8OoeXKM5O2PzZr2O12Y//+/di7d2/StJ7Fixdj7dq10Io5cCo1wLDo6upCY2MjddGWl5dj9erVkMlksFgsaG1tRSQSgUgkwqJFi6DVatHf30/FOT8/HxqNBlarlY5r0+l01HswnbKZ2XLznvCn7Ny8O79//Ll5BTEVWDCkav7AMAwkEsmMNdQnLQpdLhe1IiUSCbRa7bRavrlcLgwODtKMzoKCAlpjmOnxdXR0oL+/HwBQV1dHu+xkup3XX38dTqcTy5cvx5IlSzLeBgCEbaP48J9/xy5nCCaTCVdddVXK5Y4MBlei7um3AQCxUBCOd/8NSVEZVMtPgGffJ4g4RuH4cBOiThtkFbXIu/KHaOvpxcGDB9HefBgjdkdWxzkWrUqJPJ0OyuZdyA95YAp5IOWjyP/Wj6A95TyAZZOSj6LRKNra2rB79246UQaIf/4nn3wycnLi3ZZCoRD2799PLX6pVIq1a9eirKwMgUAAhw4dgtvtBhAX29LS0qTymdzcXOj1eiqo5LtHBFUkEmX1IDZbYrru4XsgynBSUcTvxyc3HH9iKgwHF1gwJFqjiQOXSbN0IqrT3YdcLodUKoXX64XH40EoFMLIyAjUanXWjfQ1Gg3kcjnN6CRt5zJtzMAwDKqqqgDE3Y+tra2QyWQZCzPDMFi8eDE+/vhjtLa2YtGiRVklSYlzjBhS5wHOfixdunTC5fTnfBHDTz8IVqVBxGWHSKOH9bXn4slHYFDw3dsw9MhddHkvK0aLzYeWtp/DzSd/Pho+Ak3IBy0iUIb9kEbCkIhFEAV94MGABxBjGITEMohXbMDo3k/g5STwcFK4OQl8nAROjxdOjxdQFcY3yvPI12tRM2CF9rovIx9h1N7/LMSGuJVNJvLU19ejv78fn3zyCZ0v29bWhuXLl+PEE0+EUqnEmjVrUF5ejp07d8LhcODDDz+E2WzG6tWrsXLlSrS1tWFoaAjd3d0IBoOorq6GSCSCxWKhyUk5OTmw2WzUW6JWq+mgcTIUYCGQjdv2+DLPjrAwrpiAQAKJokoGL5O4EsdxkEgk0278wLIs1Go15HI5nE4nQqEQ3G43/H4/dDpdVlm/YrEYZWVlNKOT3CyLi4szegggghoKhWgN5OrVqzOeZVpaWordu3fD7/djeHg4pYUbCwVheXYjACDv8u8lWWtA3BIjllpFRUXK/fCxGCJWC/hwEJGRIXj2fATd6RdBpDcCAFiZHOHReFJVmGHRqCrAfmU+YgwL8PGSkXqVFMbmT5AfckPGRwFOBM3nzobrg7fid2d/ih0HAGbXW6gOJMdOgwwHu0gOh84EcygKs0QNl0gGs8MFs+MQkFMHSSyCqt/dhbUXXoK6+noo8o58NsXFxciTsLAuX4qPGvehs7MTjY2NaGpqwkknnYSVK1fCaDTivPPOw4EDB3Do0CG0t7fDarXipJNOQl1dHdRqNXXZh8NhNDQ0gGEYDA8PY2RkhA5WsFqtCAaDEIvFkEqlCIfD9OFxrsa3TQr/2SvTdY5DBDEVWLAQFy9J8olGo4hGo/D7/TNWTiMSiZCTkwO/3w+Xy4VIJILR0VGoVCqoVKqMt88wDPLy8iCTyWi8rKurC6WlpRnFLRmGQV1dHfx+P9xuNw4ePIhVq1ZlJMocx6GsrAxtbW3o7u5OKabu3R/A/vZLAAB53VJoTzwr6ff9/f2IxWLQaDTjSkgI1v88i9GXngZYFpLiCihXrAcA6E6/CLKyGoj0RnBKFQ58uhub3Tx8XPxzKNYoccp5F2DFmrUI7NuO/n3vxDfIskA0Atf7b0JSUoFQX9eE58gHxichSfko8sMe5I94UA9AZMyHa3gUAxIN+qRa9Eu1CHBiHA4Bh1/5DySxV7Bq9Sqces55yM/Ph/fgHvT++iYwYjEuvPNRNA93YE+Igy0YxObNm7F//36cd955KCgowIoVK2AymfDRRx/BbrfjzTffxEknnUSHiTc1NWF0dBT79++nlv3w8DAsFgtEIhF1zXo8HnAcB5ZlEYvFEAwG53zAuMD0WACPPgICk0Nq8RKHLZMJJJFIZNpZkAzDQKFQJGX9ejweWK3WrEaKAXG3b0VFBW0jRzI6M4HjOCxZsgRisRherxfd3d0ZH0dZWRmAI6I4FnllA1ilGqxSDXll/bjfE6u0tLR0wht71B1Pvor7X6MY+eeT6Pn1D+H6aBN677oZfb//CXZ8sguv+cTwcRKoIwGcH7Phljt+hQaFCKN/+yMc771NtyerXkT/HbGmLhPiNDqoVp0I41evQcmt96Lm8f+i4YUP0fDChygY0/ghMmqGIhZBTcCGM5xduMKyF5e4OrE0ZIcyGkKI5bCjcR/uuecePPLII2g9dBAADz4cgnPbG5B98BpO3PkqTl1SD5lMhpGRETz77LPYvXs3eJ5HQUEBLrjgAuTl5SESieC9995Dd3c3cnNzsWzZMnAcB6fTiaamJjrmDwBNNCPtJF0uF3XvxmKxjL8vswGf5SsbNm7ciIqKCshkMqxevRoffPDBhMu+/PLLOPvss5GbmwuNRoMNGzbg7bffnnD5uUCwTAWOGjiOg0wmS8r8JS6xxLrV6Wxfr9fD7/fD6XQiHA5jdHQUWq02YxcrAMjlclRWVlIh7e7uRnl5eUYWqlQqRV1dHW0iYDQaM5qNmpubC6lUimAwCIvFQss4CJL8ItQ+9hoAgEkRpyPt88YO1iaER82IOG1QrjkJ3t0fItTfjVB/NwAg6nIg5nXjoFmCbS+/DABY5LVgvasXlf/3EGJeN/ru+TEwRuQDrQfB6Y1gpTKEhwfH7hIAUPv4xM0apoIBYPJaYfJasR7AoESNJm0xukUqtLa2ohVAacMZOK2hGuqVa+DY+hoQi8G45R+46ge/wrbGeALSli1b0NvbiwsuuAAKhQJnnnkmtm/fju7ubnz00Ue0E9Xy5cuxd+9e2Gw2tLa2ora2lsZK+/r6UFFRgXA4jFAoBKfTSTN8SWbwXE0CSsVcxUxffPFF3HTTTdi4cSM+97nP4bHHHsP555+PpqYmlJaWjlv+/fffx9lnn4277roLOp0OTz/9NC6++GLs3LkTK1euzPwAZgDBMhU4qiA1qnK5nMY1Y7EY/H7/jDV9kMvlyM3NhVgspv15ySSQTBGLxVRAw+FwVhaq0WiEyRSvw2xpacmo6QTLsrS8hmQIj4URiVIKKXBETCcS8MFH7obrw3fg3f3hke1JZWAkUnA5RnQqjNimqwQPYF11OU7yD0G3+kQoGlaAkcrAqVJne0YdVoTN/QA/dd1ueHQYnn07p1wuFQyAopAbZ48cxqWWfVhbWQqO49DrcOOv2xvxt83vQ/at/wUiYYT6uxE5sBOf//zncfbZZ4PjOLS3t+OZZ56B1WoFy7I48cQTUVNTAwDYtWsXWlpaoNFosGhR3No2m83o7e1FYWEhrUMdGBiAVqsFwzDU40IEdKa+01mTTY1pFod7//3345prrsG1116LhoYGPPjggygpKcEjjzyScvkHH3wQP/nJT7B27VrU1NTgrrvuQk1NDV577bXpne80EMRU4KiExFPlcjm98ZAbUbYdjhLhOA4Gg4G64Hw+H2w2W1ZNGcYKak9PT8bu4+rqakgkEvh8PvT29ma0Lplw0tfXl/GNmZR5TCSmIv0Ri9Xw5W8CAPhgAPpzvgTrgb14T10KHsCqyjJ87fob0PC3LSj5f/cgYrei584bJ77vTnGcI/96Cn2/+wlar7sY7Td8GeYnfp/ReaVCEw1h5Ucv4Wp1GIu8w2B5Hi0tLdj433fQUbMW0vI6aNadBoZhsHLlSlx++eU05vnCCy/AarWCYRisXbuWiueePXswNDQEo9FIRba7uxsulwslJSVgWRY+ny+pjMTj8SS5e2fi+5w1PJPdC3G3deJrom5coVAIe/bswTnnnJP0/jnnnIOPP/44rcOMxWJwu920hGk+EMRU4KiGxFNJsTupIw0GgzMSS9VoNNDr9bRzzejoaFZxVCKoYrEYoVAIfX19GQmzWCymN+Pe3l74/anSW1OTn58PjuPg8/kw0t2FWGjyFoPuPR+h62fXwv7uv+lnOJEL3fStH0GUWwBGKof1pafBfJYNLC2vwQFdMcIsB0PYi1Uf/Quu9+LDwi0v/hntN34FgbZDiLkcaZ9HIqP/egqOTz9Gn9ODvVDgUxwZYzcICT6AGp9AiWbIMAoRMpEjcW8rTnL14msjB1AYdCEcjWKzB9hW+zlE1Tq6XH5+Pq644grk5eXB6/XihRdegM1mA8MwWLFiBaqqqsDzPO2qVFRURJPAWlpaIBKJqMfBYrFALBbTEIDH46Gel/m0TqcTMy0pKYFWq6Wvu+++O+U+yAAJ8lkQTCYT7X88Fffddx+8Xi++9rWvZXiGM4cgpgLHBMT1S57oI5HIjFmpMpkMBoMBHMchGo1idHQ0q563YrEYpaWl1BoZHBzM6CZpNBqh1+tpY4d0EYlEKCyM11se+MvD8bFn4YldzaP/egqBjmZaMgOAHicfi8J3eB+innjj9mBXCyIjQ+CDR8S9euMrkKw8EYdEcWt2jXsALADz0/dj8LG7YX3lGSCa8EAiSb9JgRMc3oUGjyIPd6MIf4YJ/0YOPsARd/EIxNgCLd6EHi/CiD8hH3ehCI8hD29Di25IJvVExrxxa1wTDeJCWwtO1YrBcRwOHDiABx54IKl3skKhwNe+9jUYjUZ4vV68+OKLcLvd1EI1GAwIhUJ4//33EYlEUFVVRfv5dnV1Qa/XQyaTIRaLwWKx0OHkiQ9LpEPY0UZfXx+cTid93XbbbZMuPzbBjef5tLKZn3/+edxxxx148cUXU3bnmisEMRU4ZmAYBlKplJYUECt1Jp7sxWIxDAYDjaPabDbaVi4TyCQRAHA6nRgdHU17XYZhUF1dDSD+NG+329Nel+zTXliFkGUIMa9nwmV1Z1wMVqaA7uwvUIuU3Mwtzz2Knl9+H523fhNDT9yLocfvgbRmMThdDjiDCZL8YpifvBf79nyKMMtBH/ajNBQXXoTDcG59ffwOp7CUASAC4AOo8TBM+AgaDEOCGBjIEUUFAqjDkRKZXISxAl40wIcChCBGDDEwMEOCHVDjGeThj8jHXigwmW+A0+pRcP1tuOT2e3DjjTdCq1bDYrHg4T/8IemzVygUuPTSS5GTkwO3243//ve/4HkeHMfh5JNPhlQqhd1uR1NTE0QiEWprawHEY9h+v59aqw6HAzzP04xyr9dLrVPSAnOumU5vXo1Gk/SaqLOT0WgEx3HjrFCLxTLOWh3Liy++iGuuuQb/+Mc/cNZZZ0267GwjiKnAMQfHcUlWajgcRiAQyCreOXa7BoOB3hTsdntG7laCSqWilqLFYqFxyXRQKpU0oai9vT3tcyKNI4IqHeTX3gaRbuLYkv7sL6DuL+/A9I3v0jgeSUSKOKzxn047HO++ivDwACIjZkQdNkStwwj2dsCz5yP0NX4CACgKucCwydmonDYHYNLPUPWDwd+Qiy3QIgIWpQjiy7DiJgzh/2EIV2IU58FJly9ECJfAjq/Bhu/AgtswiB9iCF+CFSvghRQx2CHCv5GDjTDhAOQpLdWo046RfzyByOgwysrK8I0cFvqwD26fD48/9liSd0KpVOIrX/kKRCIR+vr6cOjQIfo+mSvb3NyMYDAIg8FAs6P7+vronFMgPv6N/Js0KQHiMcHpfn+zYS4a3UskEqxevRqbNm1Ken/Tpk048cQTJ1zv+eefx9VXX43nnnsOF154YTanN6MIYipwTEKs1MTJHKQudbrbJa45IC4y2Yxf0+v1NFmiv78/owzf8vJyiEQieL3etKfLkO5MAGBRG9PeF6mJtFrjImq66ofIu/x7KPj2/9JllEvXgZHKATAQ6XMhKSqHWxz/fNSRYJJLl1VpEXXaAD49t6UbLP6CPPRCCili+CJsuBojWAI/tIginZYGDAAdolgKPy6BHbdgCGfDATmisEKMl2HAX2GEHeMFPmobQfuNX4Fn/y7o8gtwvq0VCj4K8/AwXnzxxSSPh06nw+c+9zkAwNatW+n3orS0FDqdDuFwGIcPH6bvAfHs3mAwSL8LDocDLMvSB0FS+gVgXly9czU15pZbbsETTzyBp556CocPH8bNN9+M3t5eXH/99QCA2267DVdeeSVd/vnnn8eVV16J++67D+vXr4fZbIbZbKYDJ+YDQUwFjmlILJXckILB4LSTk8h8SoVCASDurs1GUE0mE+RyOWKxGHp7e9O2PMRiMW3t19XVlbYQk3V6enrSdhsSC4rECUVqLQwXfwO6U85F5e//iorfPo2i7/8M+df+CACPmN+Dsl/8AY7PbmpqWXJbxpgns5vdm9DBAjFUiOKbGMEy+NIS0MmQgMeJ8OCHMON0OCFCDN2Q4WnkwTfBLbHvrpvh7WjBkl9txDevuw4sy6KxsREHDx4EAAR62jD8tz9iSZ4ORqMRfr8fO3d+Vq4Ti2Lp0vigAVLaRJJyeJ7H0NAQVCoVxGIxYrEYvF4vfVgLBAJJeQDHKpdeeikefPBB3HnnnVixYgXef/99vPHGG/QBcGhoKCmL/bHHHkMkEsH3v/99FBQU0NcPf/jD+ToFQUwFjn1Ixi+JP0UikWm7fUmmLymdyUZQWZZFSUlJ3P0aDGaUkFRQUAClUolIJILOzs601jGZTNBoNAiHw2htbU1rHXIz6+7upjFiX+tBOD/aBElRGWTl8QzjqCM+FSUW8CPidkI8HK9pdQemF+vrRzy79cuwwoSZjRtKweMUuPFdDMOAMNzg8G/oJ0xOChz4BMGBblQ3LMZpp50GANjy4rMY+eeTGPjDHbC9/iLMD9+Jk046CUBcOAP93Wj99kXw3/UDyD6rKyXN7kk80G63g2EY6t71+XzUoxIKheiDYCwWm/OsXp5nsnplw/e+9z06HGDPnj045ZRT6O/+8pe/YNu2bfT/27ZtA8/z415/+ctfpnnG2SOIqcBxAalLHTuQeTquM4ZhoFarp2WhisXipISkdJOKWJaliSzpurfIJBkgHr9Lx9IxGo0wGo2IxWJobW1FyDKEntu/h8E//hK21/8B62vPwb3nQ2hPvQC5l12Hwhtvh6ykEoZgPA48KlMnnOyYBJQpsnhDYOD+rEnbTAtpIjmI4iuwgQOPVsixJ6HMZiwRa1wISSyv2xtE56vP0Ri0tLQKFRUVEIvFcLlc6G3chZjPg5jDCqM0fi7ENU9qd91uN2KxGP0ekd7TAKhIEI6ziZlHFYKYChxXELdvYrbvdDIliYWaKKiZJiUplUpqpZjN5rQFWavV0vaA6XZGKi8vh0KhQCAQQFtbW1r7aWhoAAAcOHAg3oT+M5w7tsDy7Eb0//5WtF13MTyffgz1+jPA8zyqPncqAGBEVwDI4+IkKSpL3nAoCIgmns5DYpgixKYoZpk++Qjj9M+SmN7DxDM4JSUVcO/+ADl6PWpK4olgHbpiFN54Oyrv/RuKbrw9yQ1v0eRBe9qF0J/zJZQ0xB9kSNaqQqGASCSirl3SspJ8fxLdu4nW6VwyVzHTY4F5F9NMmhsDwHvvvUen21dWVuLRRx+doyMVOFZgWTapc1IoFJpW+QwRVHIzdDgcGZfNGAwGqNVq8DyPvr6+tAW+srISYrEYPp8PXV1dUy7PsiydXrJ///60hHvJkiUQiUQYGBhAj90FVh5/cIja40lJ4DiA5+FvPYC2ay9A548ux9ILvgi5XA6HP4BWxON/oe4UruVIGJCm7nusRxQKRBEBO6nAzRSliMeeY5i4I97Avbeh/97b0HXbt6D/zPqWn34RxHojpMUVNHOZTNgJRaMovP425H/rFmh08Zm0JMZNkuSAeMY5EU9ijSZm8pJ6y7l38wpimi7zKqakufHPfvYzNDY24uSTT8b5558/Ybu0rq4uXHDBBTj55JPR2NiIn/70p/jBD36Al156aY6PXOBoh9zIEuv4ppOYxDAMtFotTRyx2+0ZNXZgGAZFRUWQSCSIRCJpd0iSSCSor49Pe+nv70/LTVxVVQWj0YhIJILdu3dPubxarablHVu3boX6zM+DkUhhuOgylP3yEWg2nAlZVQNU605FzO9FaLAXjGUAJ9XGrbNdmhJEwADsBOUwwdSWvAQ8LoQDAPAh1BhE5jNmM8Hy2fbzEZ4yySnY0w5vV9yy9+/cCgAI9LTD+eE74COTPwglXtdEkUxsULCgXLvZtD86DplXMc20ufGjjz6K0tJSPPjgg2hoaMC1116Lb33rW7j33nsn3EcwGBzXI1JAABgfR41Go9NKTCJZvtkKKsdxtEOS3+/H0NBQWjdSg8FAC/+bm5unzO5lGAbr1q0DwzDo6+tLq9fvunXroFQq4XA40FW+HHVPvY2o34uRfz4B14fvINBxGDkXXArlsrWQL14F6+svouStv0IVCcLLivGJthQ5X7oqvQ8igUXwYwl84MHgBRhwGLJZuV97wOITxBOA8tOJz7IcgqL494b1OBH1utH9829j8OE7MfryM/Q7lCiQqazLycR0Icwy5WN8Vq/jkXkT02yaG2/fvn3c8ueeey527949oVvs7rvvTuoPSZI9BAQIIpGICiBJTJquoEqlUvA8D7vdnlENqVQqRXFxMYC4uzjdDklVVVWQy+UIBoM4dOjQlMev1+tpLHT79u20KcNkx0UyWD/66CPsfeMVjP7zSfgO7gEAcGotWIkU3kON8B/6FJ5d70MEHhvcfQCAg4o8bGvcn9a5jOV8OKBHBG6I8A8Y8TRy0Yv0x9hNRQtkeAQmWCCGCDyWYGrXd1CXix5lvAa34StXAAwDMJ/dTjkRnQObOFCdfMYkA5zE7IF4IlpiQhgZEg6Mb7M3p8T47F7HIfMmptk0NzabzSmXj0QiE950brvttqT+kH19fTNzAgLHFKRrEklMmk6DB9LYQSKR0NaDmQiqWq2miUUWi2VKoQPiDwRLliyhg6jb2tqmtGqXL19O/37ee++9Ka3oxYsXY/Xq1QCArW29cKkMYCRSlP7fH1H10D/j3RGiyZ9ZRcCODc645bvDx2C/8sjfLyNTTHleAKBADNdhGCfDBTFi6IMUTyMPf0EuDkGeURP7RMwQ41/IwQswwgcOJoTwbQyjIA3LdFdEgnAkgvLycpSrZAiPmFHx26dR/OO7wZ16IQYHB8EwDB1OABzJ4iXXNhgMIhwO07IYIqxkNi/5/pEkJWDigQMC88+8DwfPtLlxquVTvU9I7IIjIDAZJDGJWKYkhkriqpnAMAxycnKokNpsNuTk5KQ9GNxgMCAcDsNqtWJwcBAcx9Em6BOhVCqxaNEiHDhwAENDQ5DL5SkHKxNYlsVJJ52Et956Cx6PBx988AFOO+00mgiTitNPPx1WqxXd3d3Ys/IcfOXiC6EsLQcAyCvqUPyjuxC2jcL50SYEWg8AAJb6hsHnFWJHUIQdmlJ4WQnWuvshCqRfRiQFjzPgwlp4sA0a+OpWwZRfgBEADsRQqFag+rNlo6ZSRE+9GBLwYMAjCgb9770NNzjYIIIVIgxCAnOCdbsBbpwB59Q3RI7DCCtFsyIXAHCSXorBB34OcCLUbHwF6jUn03rI8vJyWjsai8WokUDElISclEolOI5LEtPE9oEcx1HP25xbqTFkbmnOfdfDBcG8iWk2zY3z8/NTLi8SiWinFgGB6cAwDGQyGYLBIKLRKM3yFYvFGd/IiIVqs9kQDoczFlSTyYRwOAyXy4W+vj6UlpbSm/NEGAwGVFVVoaOjA52dnWAYZtLQhkwmwymnnIJNmzZheHgYW7duxWmnnTbhAwTLsvj85z+PZ599FlarFc+9/Cq+8IUvoLy8HACgXhsvtLf+5+9HVhJLsFYURtjjwh5xDg6o8tEn0+I0ZzfyQh6AEx2xaKXyCROSAECNGC6GA8YzNiD31PNTfwb1S2CoX5L03h3v7R23HAMei+HH5+BOL04KIPj1H+CNze8jBhZ1lRUo16lBZ8jwPAYGBrBr1y4Accuf0NbWhmAwCJlMRls0jnUFkx7NxF0PgGb00mOeYzHlY0hnPvu4dY5H5s1nkE1z4w0bNoxb/p133sGaNWuysh4EBFIxk5m+LMtSAeV5HlarNe2kJJLhS0pment74fFMPO2FUFxcTDsXdXR0oL+/f9Llc3JycPrpp0MsFsNisWDz5s2THqNMJsPXv/51FBcXIxQK4Z///Cf27t2btEzRjbdDd9YlKL/7SVTd9yyC7QexerQD59paIY+G4BDJ8WpOPT7UlCKUWBoT9E+c9ZuAOMM0JC0iKEAIi+HDKXDhy7DiFgzhy7ClLaRdK8/EXzd/gCBY5Ifc+HyxHjkXXYaim36Firv+jIhMgddeew08z6OhoYG6eMPhcLxGF8DSpUupK97hcIBhGBQXFyMYDNL6Uq1WS61UmUxG64c5jpsHy1SImaYLw89j3vWLL76IK664Ao8++ig2bNiAxx9/HH/+859x6NAhlJWV4bbbbsPAwAD++te/AoiXxixZsgTXXXcdvv3tb2P79u24/vrr8fzzz+PLX/5yWvt0uVzQarVJk+0FBCYiEolQYWFZlsazMoUkI5Ft6XQ6Wpc6FbFYDP39/XROZklJyZQuX57n0dXVRTN1KyoqUFpaOunN2Gq1YsuWLQiFQtDpdDjllFMm3U8kEsHbb79NJ6QsXboUp59+Ok3mSjyWocfvgfuT9xAL+BBgxdiuKECbIm6hKeVyLPVbUB92QjKaXuP+2YLT5yJqH0l6z5tTgL35dThk9wIAqv1WnG2Uo+KmOyE2xr1o4XAY//nPf9DR0QGtVourr76ahpd2796NlpYWqNVqXHTRRWAYBgcOHIDNZkN+fj7q6+sxODgIu90OtVqN4uJiWCwW8DwPg8GAaDSKWCwGqVQ6oQt+pu9rZHuLfnE3uDHXcyqigQCafnXbcXePnddodqbNjSsqKvDGG29g27ZtWLFiBX71q1/hoYceSltIBQQyJVWmbzYtCFNNm/F4PGlZuyzLori4GCqVilqoNpttyv0RAQXiD6LNzc2THrvBYMBZZ50FmUwGh8OBN954Az09PRMuLxKJaN03EO+Q9MQTT6CpqWlc+UfUaY8P3Y5GUXjR13BBoRb/s7IeeXl58Pr92AE1/iopwfv1p8B7/uXQf+lqMNIjN3FWPfs3ZUauRN43vkv/bxPJ8eGi0/G8vJQK6VpXP053dEKZl0+F1OVy4bnnnkNHRwdYlsXFF19MhfTw4cNoaWkBAKxatQosy8JsNsNms4FhGJSWlsLv99P64JycHHi9Xtq0ITGrd6zLdy4QSmPSZ14t0/lAsEwFsoEIKflzkUgkWYUWeJ6Hy+WinYcUCgU0Gk1a7jue5zE4OEizew0GA0wm06TrknVI60C1Wo0lS5ZMmpTn9Xrx0Ucf0Ybs1dXVWL169aSJSX19fXj77bepyBcXF+OMM86AQSqCSGdAy1VngQ8Fk+Kj2tMvQshpx76WNjTJDLBIjsSDlRyDCtcQqvw25IW9EKm1iHpcs9Zeh1UoUf7rP8Nnt2HbvXegVW6EWXrEKq+tqsQ6LgjV7s2Ied1QLF6Fsl88hL6+PrzyjxcRiMYgZYAvXnoZfYDp6OjAjh07AMTjp0uWLIHP58Pu3bsRi8VQWVmJkpISdHZ2IhAIQKPRoLCwkE7o0Wq1YBgGsVgMIpFo0ms2W5Zpw8/uysoyPfybnx5391hBTAUE0oTneZqYBMQtM4lEknEci+d5eL1emnAilUqh0+nSch/zPI/R0VF6w1Wr1SgqKprSarHb7Th06BAikQgkEgkaGhqg1+snXD4Wi2H//v3UhavRaLBu3boJkwOBuNv3k08+wY4dO2hZR4m1F8sKcmE05MC+6VXkXvodOLa8htBAN/Ku/CEsf/0DXd+RV4q+Ez+Pvfv3J/U3lkXDKIz6YPI7YYj4YJBwkHocSftmc3IRsyW7Z9MhxHCwiuUYFqtglqgxKFEj8lnMlgGwbPlynHnmmcDzD8Pz6UdglWoYv3QVJKtOxu7mVuzetQs8AI3PgfWWFqzYGO/G1tXVhe3bt4PnedTX12PVqlUIh8PYu3cvfD4fdDodli9fDqvViuHhYbAsi+rqang8HgQCAYjFYuh0OhoWSBwjmIpZE9PbfpOdmN79s+PuHiuIqYBABvA8j3A4TEsVphNHDQQC1L3HcRz0en3a1q7T6cTAwADNNC4uLqbN9ifC5/Ph4MGD1CouLCxEZWXlpBbn0NAQtm/fTsWttLQUK1asmDSW6nK5sG3bNjQ3N9P3CrUqLC0rxtJzLgITiyHq84ARidH/4C8Qddpg+p8bIK9fBlYsQTgUwvaH7sKBrl70ilUIMeMfFJQsoAq4oY6GoIoGoTHkgh3ugywWAQceLB8DwwMxiRSRGI8IzyPAiuBjxfBxErhFMtg5KXzc+MxqHR9GXciBascAVCIWOed/FRGXHc6tr4MproTzq9/Hjh07qNAVW/uw0juEosu/C8XaU7F79250dHQAiPdOXr9+PUKhEPbt2wefz0eTL0OhEA1jFRYWUvc6EHf3RqNR8Dw/pVVKPvPZENP6W38DTpqhmAYDaP6tIKbHPIKYCswEiYlJACZNDpmMcDgMu91OrV0ygSYda9fv9yc1xc/Ly4PRaJx0XTL/lJRlSKVS1NbWTlpaFgwGsW/fPrS3t9M68JqaGixdunRcslEiXZ98hJ0ffoC+CEtzb5UyKRYvW46lS5ci9MpTcLz7bzASKWqfeAP2t/6FkX88Ac0p58G55TUAQAwMhiVKDEnUsBmK4VDqYUtzTF26qCUiFOu1MIz0oSDmh26oM6k3LytToOCBF7Fz8zs41D9EG3AYDQbUtu+CoesQCm/4BaKL1uDDDz+kHofFixdj2bJl9PMLBAKQSqVYtmwZgPiQdp7nodPpkJeXB6vVCp7noVKpaI9mhmFoM5HJmDUx/cmvsxPT3/38uLvHCmIqIJAlpLEDSRARi8VZ1aPGYjE4HA4qzjKZDFqtNi1rNxqNYmhoiM4zVSgUKCwsnNKSsdvt8eHVn5Vg5OXlobKyclJxtNvt2Lt3LxVikUiE2tpa1NXVTWoVD23fhu3//Dt6DWUIJcw0NYg55HYfRH7MjzX3/w1dt16N0EA84UmUV4jIyFA8RsowAM9DfcJpKL751wgEAjCbzRj4eCscXj98cjXcNitszfsRZEWIggHPcYjFeLAMA1EsCnEsAgkfhSIaRv76U8Ae3AX1SB/0Yg5LHn0F7GezVV0fb8bAQ7eDVWkAYxGGWAmGSxehz+On1zknJwfr16/HokWLwMRiCLgcONzdi+bmZvA8D7lcjs997nMwmUyw2WxoampCJBKBXC7H8uXLEYvF0NPTg1gsRt30VqsV0WgUEokEWq2WfhfSfUibNTH90a+yE9P7fnHc3WMFMRUQmAY8zyMUCtEYIcuykEgkGWdejo2jsiybNIVmqnUdDgfMZjMd10WGek8myNFoFF1dXbQOlWEYFBYWoqysbNLGEmazGY2NjTTZiGSlVldXT5gQ5W87hJDfhz0bf4e+nBJYdCbwCfaflAEMYS905i7keGzIkctQ9/A/ER4ZQsRuha9lP3SnXQiRRpfymELDA+j48f8An1np+d/5X4SHB2H9998gyi1A1GUHHwxAsXQtSm+7D/72JjjefRXaUy+AcvEqAHGr3Ww2o6ulGe27d2CUF4FP+PyKi4uxbt06VFVVgWEYBINBtLW1oampiXoHSktLsW7dOohEInR2dmJgYADAkcSvYDCI/v5+8DwPpVKJoqIiOBwORCIR6uonlm867l3CbIlp3c13ZiWmLQ/833F3jxXEVEBgBhjr9s3WSg2FQnA4HNTtK5PJoNFo0hLnUCiEwcFBeL1eegz5+flQq9WTHofb7UZHRweN15FSnOLi4glFled59Pf3o7m5mSZDAXHRqKqqQkVFxThrled5mJ+6D77D+6C76mb0RVkcfm8zBn1BRLlk64tlGBhzc2GQS4Ed70LDh7HopjugLy6d0FKLelzwHtoDPhKBZsOZGHz4Trg+fhcQiVD98MuI2EcgK68FAHg8HthsNlitVoyMjMBsNmNkZGTcgAB1JIDFJ52GRYsW0c5FXq8Xzc3NaG9vpw9RWq0WK1eupFZmW1sbtfpJbHp0dBRWa3wGrEqlQkFBAZxOJx3+nZOTg3A4DJ7nwbIsZDJZ2t8fQUznH0FMBQRmiLHZvtkmJ/E8D7fbTUUxcfj4VDdXUnpjNpvpjV6pVMJkMk3aJII0lejq6kqyjgsLC1FUVDTpujabDW1tbeju7k4aDmAymVBaWoqioiI6KWUsvuZ96Pn9bfCV1sK7ZD16u7pgE8kRmGQwgEKhgFqthkKhgEwmg0wmg1gsph2CSG1mxOeBp+0wYjoDYkoNfD4f3G43PB7PhPW2CoUCJSUlKMnLRY61H0XrT4HYmI9IJIKBgQF0dnYmjcbT6XRYtGgRysrKEAwG0dnZSUuKJBIJ6urqoNFoMDAwQK+nwWBATk4O7HY7YrHYtIUUmEUx/WGWYvoHQUyPeQQxFZhNeJ5HNBpNslKzLaEJhULUcgHilqZGo0mrt28sFsPIyAhNagHiVmNubu6Uokoa2Se2LtTr9SgsLITBYJjw4SAcDqO3txcdHR1UUAharRYFBQXIz89Hbm7upOdAHibMZjMOP/UHuMHBq9DBp9IhnOUkn7GQUXkGgwEGgwH5+fnIz8+HUiyCZ8dWyOuWIJZjwsDAAAYHBzE0NDTuQWHRokUoKCiA1+tFb29vkoVOWjq6XC5YLBYqmoWFhZBIJHA6nbQxg06nQyQSocldMpks4wewWRPTG3+ZnZj+8fbj7h4771NjBASOJRiGgUgkAsuyCIVCiEajiEQiNLkkk/6qEokERqMRXq8XHo+HTpGRyWRQq9WTJqawsgyn5AAAFuZJREFULAuTyQS9Xg+LxQKn0wm32w232w2VSgWDwQClUjnuWEi81WAwwGazob+/H3a7nb7EYjFMJhNMJhNUKlXS+mKxGFVVVaiqqoLH40FPTw/6+/thtVrpCERSLqPX65Gbm0vFLLFxBbHENRoNNA11sL/1T+R+9RoYvngVAoEAXC4X3G43AoEA/H5//KfVgqB5AOLCUjDSeE0mwzDgGAbuN16AOOiHbslKlFx0KdRqNVQqVZLrnMSsDz7/JIbNZnjaexBQ6pI+G6VSibKyMlRVVUGtVsNms9G2gAS9Xo+qqiqwLIve3l7q6pXL5SgoKEAwGKTudIlEAo1GQ2Ok2QrpbJJNRyOhA9JxgmCZCswlkUiETp4Bsk9Qikaj8Hg8tEYUiN+g1Wp1WtsKBoMYGRmhWb8A6AQTtVo96Q3c7/djaGgIQ0NDNNEGiLtESTlOKmFO3LfZbMbQ0BAsFgt1IydCLDStVgutVguVSgWVSgWlUgmxSAR2inNsve7ziDpttDMRIRYOof27X0DU44Lh85fDcOl34Pf74fF44Ha74XK54HA4Jpw5azAYUFRUhMLCQuTk5CAQCMBisWBoaIgKJQDk5uaitLSUDgtIdJWbTCYolUo4nU7qXlapVJBKpUn1ypm6dhOZLcu09ru3Z2WZtj7yy+PuHiuIqYDALDO20QMQFw+JRJKxFRIOh+F2u5PcyHK5PC46aTR8CIVCsFqtsNvtVOCJkOl0ukmzh2OxGGw2G4aHhzE6OprUf1cqlSInJwd6vX7K5hM+nw8WiwVWqxVWqxU2m23SnsFEaGQyGSQSCW3lSDwALMvC+d4biNhGIS2vgWL5CdQbEA6HEfC4EfB5EQI76TQclmWh02qhQwQF5ZUoqKqBRCKB1+uliUqJrm+RSIT8/HwUFBSAYRhYrVY6oxSIx1ONRiP8fj9tesFxHL3vTLeTViKzJaY11/1fVmLa9tidx909VhBTAYE5IhaLUdcvQSQSQSwWZyyqoVAIbrc7yZqSSqVQKpVp3ZgjkQhsNhvsdntSLFAmk0Gn00Gj0UwqiMTlPDIyQhNpElEqldBqtXRbUql0wmOKxWLweDxwOBxwOBxwuVzweDzwer1J1t9MwbIslEol1Go1NBoNtFot9Ho9dDodHdJNjiWVxarT6WAymagL3mazJbU/JLHpSCSSJL4KhQIKhSJpexKJBCKRaNqj1QQxnX+EmKmAwBxBLKxEUY1EIohEIhmLqkQigcFgQCgUoqITDAYRDAYhEomgVConjb+JRCLk5eUhNzcXHo8HdrudxiHNZjPMZjNtwp9KWEnZTX5+PqLRKBwOB42rer1e+iINHsRiMdRqNdRqNZRKJZRKJe03y7Is3Q9pEk+IRqNJsdFQKIRwOEw/v1gslvRwQrJ5OY6j1r9EIoFUKoVUKoVCoaDCTmqESX3v0NDQOKufXDdiZRoMBsRiMdjtdrS3t9OHCIZhoNVqaRtAl8uV1MyDzKQlQjqdNpRzCg8g02Hfx5V5dgRBTAUE5hgiqtFoFKFQKF7G8ZmochxHyzzSgYhFJBKB1+uF3+9HJBKB0+mEy+WCTCaDQqGYsOaVYRgqcmQ9p9MJv98Pn88Hn88Hs9kMqVRKE3fGNl3nOI4mEgFHspAdDgecTie8Xi/C4TBsNtu40XEymQxyuRwymYwKHhnMTty5RHwzged5xGIxKryhUIiOOiODuH0+X0r3MsMwUKlU0Ol00Ov10Gg0CAaDcLvd6OnpSXLXi8Viugw570T3OUl0SrT+s61BnheyGfZ9nCYgCWIqIDBPcBwHuVxOY3vRaJS+WJZNqp2cCpFIBK1WC7VaTUUwGo3SeB3ZF6nJnGgbRBRDoRBcLhdcLhf8fj+1ekdHR8EwDBQKBZRKJRQKxThxlUgkyM3NRW5uLoAjyVOkdpYkUhGrcypXLsmQJvM9SaZuIkQ8yYMJaRKfDnK5HCqVij5UqNVqxGIxeqzDw8NJbmzyAKLT6SCRSODz+ZIeEjiOozHscDic1B3rqLBGExCyedNHEFMBgXmGuCSJJRWJRGjfXyIkJNlmKliWpVmw4XAYPp+PDjT3eDzweDx04LlMJpswXkfKcoxGI439kTgmsYJJEwLgiIWZaGWS4+U4jmbpEojLk4h9MBikrupEVy5ZdmwCV7owDEOtd4lEQs+bWOyk5pa4kj0eDywWS5IlSc5BpVLR5hmJyyd+ZnK5HCKRCJFIhB4vOYZMyqIWDIJlmjaCmAoILBCI5SIWi6nbN1FIOI6jFtpUN+VEEeF5nt78g8FgkjgSl7NUKp0wu1gkEtFsXyKCxLr0+XyIRCLUwrQnTHRJjFUmChoRcPI7nU6X8hx4nqdWJvlJrM+xViexVlmWpZ9R4mdFmmkQly/JaibinerzI1nSKpUKYrGYCn7iQwSpDSWtExNFn2EYmnV81IkoIYbMY6aZLn+MIIipgMACg9SiisVi6gImiTaJ5RTEok1HWInVGIvFqPCRiTdEFIF4PI+IX6qEqEQRTIyREguTbDtRuFLVlRKRSXyR8yHuXCKO5MGAiCKBuHbJTyK2JG5MPjtiJY7NOE5EJBJRq1qpVEIqldJ+y6naDxIrlyyXaDUfEyIqkDGCmAoILFASXbyJSUrEYiOuyEyElWVZWqJBegmTFxGfsQk25DWRq5JYnMSNS46PbDcUCiW5bwFk7badLqSmk1jNiS5p4lr2+/1J9aIE4sYVi8VJ50jINM59NCDETNNHEFMBgaOARGs1UVgBJP17rHU3GcRFSRo1kG5NwWCQJkSNFT0i8GMty8TsY2KZicViqFSqpH0SEUq0GIkVSV7ElZvo0k2VTESs1sRyGPIz0dWb+EDAMAx1G5Nzmyirl+M4aoWTBxpicSeSba3wUYEQM00bQUwFBI4iGIZJqqEcm72a6ApOXDYda4kII4n/EeEgFhuZapLKqkzMuE3MvE3cN3kRYZstEl2+RDhJbHdsYtHY808syWFZlq6fqvb0WLNCUyFYpukjiKmAwFFKolgmxg2JkIx1B5OyksQSk8kg5TQk4zVxe8SiTBTyqVy3ZJ+J5S2J1mVio/uxEMuUWKnklRgznSg5KRXkwYEIOxkaMJH1SY6frHcsC2gSMWRhmc7KkSx4BDEVEDgGSBRWAElWKhG7xDpMss5YgZ1MJBKtysQxbqmybsfuGwDd/1ww1ionFnOiSzrRep2o1jWTDOpjEqEDUtoIYiogcAySmLwEHBGyseUlRPASyzkSrcZEC3YiMZnKdUv2k7jfsfHQxLjoRJZlogWbGCsde6yJxzzWeh07xWcsifHmqR4uBAQSEcRUQOA4gIgDEddEQUt0CxPhm2gbY0Vs7CsVRNhnmrGu34nOZyKI9Uos88nO4bgli5ipkIAkICBw3JDoBiUWZarYY2IMMh0X7djY59g46ET9gVOJ3lhLdaz1msnAq1SWqyCcaSBk86aNIKYCAgIAxsddCWOTfcb+e2wjhfmY6jjWWh6b4CSQJYKYpo0gpgICApOSKFCpmCjTduzvEn+OXX8ii3Xsz7H/Flyzswsfi78yXed4RBBTAQGBaTGZC1fgKCfKA2yGlmb0+LRMj8GWHQICAgICAnOLYJkKCAgICKRE6ICUPoKYCggICAikRkhAShtBTAUEBAQEUiOIadoIYiogICAgkBKezyKb9/jUUiEBSUBAQEBAYLoIlqmAgICAQGoEN2/aCGIqICAgIJAaQUzTRhBTAQEBAYGUCKUx6SPETAUEBAQEUhPL8pUFGzduREVFBWQyGVavXo0PPvhg0uXfe+89rF69GjKZDJWVlXj00Uez2/EMIYipgICAgEBKiGWa6StTXnzxRdx000342c9+hsbGRpx88sk4//zz0dvbm3L5rq4uXHDBBTj55JPR2NiIn/70p/jBD36Al156abqnnDWCmAoICAgIzCv3338/rrnmGlx77bVoaGjAgw8+iJKSEjzyyCMpl3/00UdRWlqKBx98EA0NDbj22mvxrW99C/fee+8cH/kRjruYKZla4XK55vlIBAQEBGYGcj+b6fF3sXAw44SiWDSUdEwEqVQKqVQ6bvlQKIQ9e/bg1ltvTXr/nHPOwccff5xyH9u3b8c555yT9N65556LJ598EuFwmM7onUuOOzF1u90AgJKSknk+EgEBAYGZxe12Q6vVTns7EokE+fn5GNj9eFbrq1SqcffY22+/HXfccce4ZUdHRxGNRmEymZLeN5lMMJvNKbdvNptTLh+JRDA6OoqCgoKsjns6HHdiWlhYiL6+PqjV6jkfGeVyuVBSUoK+vj5oNJo53fdsIJzPwuVYOhdAOJ+p4HkebrcbhYWFM3B0gEwmQ1dXF0KhUNbHM/b+msoqTWTs8hPNuZ1s+VTvzxXHnZiyLIvi4uJ5PQaNRnNM3BAIwvksXI6lcwGE85mMmbBIE5HJZJDJZDO6zVQYjUZwHDfOCrVYLOOsT0J+fn7K5UUiEQwGw6wd62QICUgCAgICAvOGRCLB6tWrsWnTpqT3N23ahBNPPDHlOhs2bBi3/DvvvIM1a9bMS7wUEMRUQEBAQGCeueWWW/DEE0/gqaeewuHDh3HzzTejt7cX119/PQDgtttuw5VXXkmXv/7669HT04NbbrkFhw8fxlNPPYUnn3wSP/7xj+frFI4/N+98IpVKcfvtt08ZOzhaEM5n4XIsnQsgnM+xzqWXXgqr1Yo777wTQ0NDWLJkCd544w2UlZUBAIaGhpJqTisqKvDGG2/g5ptvxp/+9CcUFhbioYcewpe//OX5OgUw/EznUgsICAgICBxnCG5eAQEBAQGBaSKIqYCAgICAwDQRxFRAQEBAQGCaCGIqICAgICAwTQQxnWV+85vf4MQTT4RCoYBOp0trnauvvhoMwyS91q9fP7sHmibZnA/P87jjjjtQWFgIuVyO0047DYcOHZrdA00Du92OK664AlqtFlqtFldccQUcDsek6yyka3O0j6waSybns23btnHXgWEYNDc3z+ERp+b999/HxRdfjMLCQjAMg1dffXXKdRb6tRGYGkFMZ5lQKISvfvWr+O53v5vReueddx6Ghobo64033pilI8yMbM7nd7/7He6//348/PDD2LVrF/Lz83H22WfTPsnzxTe+8Q3s3bsXb731Ft566y3s3bsXV1xxxZTrLYRrcyyMrEok0/MhtLS0JF2LmpqaOTriifF6vVi+fDkefvjhtJZf6NdGIE14gTnh6aef5rVabVrLXnXVVfwll1wyq8czXdI9n1gsxufn5/O//e1v6XuBQIDXarX8o48+OotHODlNTU08AH7Hjh30ve3bt/MA+Obm5gnXWyjXZt26dfz111+f9F59fT1/6623plz+Jz/5CV9fX5/03nXXXcevX79+1o4xEzI9n61bt/IAeLvdPgdHlz0A+FdeeWXSZRb6tRFID8EyXaBs27YNeXl5qK2txbe//W1YLJb5PqSs6OrqgtlsThqXJJVKceqpp044Xmku2L59O7RaLU444QT63vr166HVaqc8rvm+NmRk1dgRVNmMrNq9ezfC4fCsHWs6ZHM+hJUrV6KgoABnnnkmtm7dOpuHOWss5GsjkD6CmC5Azj//fDz77LPYsmUL7rvvPuzatQtnnHEGgsHgfB9axpBm1JmMV5oLzGYz8vLyxr2fl5c36XEthGszGyOr5pNszqegoACPP/44XnrpJbz88suoq6vDmWeeiffff38uDnlGWcjXRiB9BDHNgjvuuCNl8kPia/fu3Vlv/9JLL8WFF16IJUuW4OKLL8abb76J1tZWvP766zN4FkeY7fMBMh+vlC2ZnEuq/U91XHN9bSbjaB9ZNZZMzqeurg7f/va3sWrVKmzYsAEbN27EhRdeiHvvvXcuDnXGWejXRmBqhN68WXDDDTfgsssum3SZ8vLyGdtfQUEBysrK0NbWNmPbTGQ2zyc/Px9A/Ok7cWDvZOOVpkO657J//34MDw+P+93IyEhGxzXb1yYVx8rIKkI255OK9evX4+9///tMH96ss5CvjUD6CGKaBUajEUajcc72Z7Va0dfXN2vT42fzfCoqKpCfn49NmzZh5cqVAOIxsvfeew/33HPPjO8v3XPZsGEDnE4nPvnkE6xbtw4AsHPnTjidzgnHPqVitq9NKhJHVn3xi1+k72/atAmXXHJJynU2bNiA1157Lem9+R5ZRcjmfFLR2Ng4p9dhpljI10YgA+Yz++l4oKenh29sbOR/+ctf8iqVim9sbOQbGxt5t9tNl6mrq+Nffvllnud53u128z/60Y/4jz/+mO/q6uK3bt3Kb9iwgS8qKuJdLtd8nQYl0/PheZ7/7W9/y2u1Wv7ll1/mDxw4wH/961/nCwoK5v18zjvvPH7ZsmX89u3b+e3bt/NLly7lL7rooqRlFuq1eeGFF3ixWMw/+eSTfFNTE3/TTTfxSqWS7+7u5nme52+99Vb+iiuuoMt3dnbyCoWCv/nmm/mmpib+ySef5MViMf+vf/1rTo97IjI9nwceeIB/5ZVX+NbWVv7gwYP8rbfeygPgX3rppfk6BYrb7aZ/FwD4+++/n29sbOR7enp4nj/6ro1AeghiOstcddVVPIBxr61bt9JlAPBPP/00z/M87/P5+HPOOYfPzc3lxWIxX1payl911VV8b2/v/JzAGDI9H56Pl8fcfvvtfH5+Pi+VSvlTTjmFP3DgwNwf/BisVit/+eWX82q1mler1fzll18+rtRiIV+bP/3pT3xZWRkvkUj4VatW8e+99x793VVXXcWfeuqpSctv27aNX7lyJS+RSPjy8nL+kUcemeMjnpxMzueee+7hq6qqeJlMxuv1ev6kk07iX3/99Xk46vGQsp2xr6uuuorn+aPz2ghMjTCCTUBAQEBAYJoI2bwCAgICAgLTRBBTAQEBAQGBaSKIqYCAgICAwDQRxFRAQEBAQGCaCGIqICAgICAwTQQxFRAQEBAQmCaCmAoICAgICEwTQUwFBAQEBASmiSCmAgICAgIC00QQUwEBAQEBgWkiiKmAgICAgMA0EcRUQCBLTjvtNNxwww244YYboNPpYDAY8POf/xyp2l3zPI+zzjoL5513Hv29w+FAaWkpfvazn831oQsICMwwgpgKCEyDZ555BiKRCDt37sRDDz2EBx54AE888cS45RiGwTPPPINPPvkEDz30EADg+uuvh8lkwh133DHHRy0gIDDTCMPBBQSmQUlJCR544AEwDIO6ujocOHAADzzwAL797W+PW7aoqAiPPfYYrrjiCgwPD+O1115DY2OjMABaQOAYQLBMBQSmwfr168EwDP3/hg0b0NbWhmg0mnL5r371q/jSl76Eu+++G/fddx9qa2vn6lAFBARmEUFMBQTmEJ/Phz179oDjOLS1tc334QgICMwQgpgKCEyDHTt2jPt/TU0NOI5LufyPfvQjsCyLN998Ew899BC2bNkyF4cpICAwywhiKiAwDfr6+nDLLbegpaUFzz//PP74xz/ihz/8IQDgtttuw5VXXkmXff311/HUU0/h2Wefxdlnn41bb70VV111Fex2+3wdvoCAwAwhiKmAwDS48sor4ff7sW7dOnz/+9/HjTfeiO985zsAgKGhIfT29gIARkZGcM011+COO+7AqlWrAAC33347CgsLcf3118/b8QsICMwMDJ+qKE5AQGBKTjvtNKxYsQIPPvjgfB+KgIDAPCNYpgICAgICAtNEEFMBAQEBAYFpIrh5BQQEBAQEpolgmQoICAgICEwTQUwFBAQEBASmiSCmAgICAgIC00QQUwEBAQEBgWkiiKmAgICAgMA0EcRUQEBAQEBgmghiKiAgICAgME0EMRUQEBAQEJgm/x+vBcvKreOIfQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(figsize=(5,4),dpi=100)\n", "# ploy MB isolines\n", "plot_isolines_2D(muller_brown_potential,mode='contour',levels=np.linspace(0,24,12),ax=ax)\n", "# plot points colored according to labels\n", "df.plot.scatter('p.x','p.y',c='labels',s=1,cmap='fessa',ax=ax)\n", "# draw state labels\n", "for i in range(n_states):\n", " df_g = df.groupby('labels').mean()\n", " ax.text(x = df_g['p.x'].values[i]-0.075, \n", " y = df_g['p.y'].values[i]-0.075,\n", " s = str(i), size=20, color='white')\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Prepare dataset" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "X: torch.Size([4002, 2])\n", "labels: torch.Size([4002])\n" ] } ], "source": [ "# get inputs X and labels\n", "X = dataset[:]['data']\n", "labels = dataset[:]['labels']\n", "\n", "print('X:',X.shape)\n", "print('labels:',labels.shape)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### LDA" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We can optimize an LDA variable from the `core.stats` module. We only need to initialize it and call the compute method." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "from mlcolvar.core.stats import LDA\n", "\n", "# define LDA object \n", "lda = LDA(in_features=X.shape[1], n_states=n_states, mode='standard')\n", "\n", "# compute vectors that most discriminate the states\n", "eigvals, eigvecs = lda.compute(X,labels)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The discriminant component is given by the linear combination along the eigenvector, with coefficients:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tensor([[ 0.3874],\n", " [-0.9219]])\n" ] } ], "source": [ "print(eigvecs)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The direction can be easily visualized in the 2D space by plotting its isolines together with the ones of the potential. Remember that the additional force acting on the CV will drive the system in the direction orthogonal to the isolines of the CVs." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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eDVwNYvM6NP500SI+NHc2mqKgmya/PnSYH+7YxUgyOXac32+woryGe+ctoTCb7bivr5sf7d9Oy2gIgEnBXD5aP4cZ2QSTaCbN062neLrtFHE9Q6HTzQ2l1SwtKMEhKwAkDZ0DoQF2D/dxdHR4QsKKX1Ep0Jzka06ckowqySiSRNzUGc6kCelphjNpjFd1lZzqz+UjtdMocnkwLYvftJ/i5b4OAO6fu4ylJRX0J2Lcv+k5qoI5fPf6O5Alic+/8AQNxWXcv2wNneERPvjYI+e8ZrbYBFei2Ow6uMvPVduL8krhahAbwLopk/niqpUU+UQR9KaWVr69eQutoZGxY/x+g1Kvn8/MX87CUpHc1BuN8KMDO9ja1QaIrMgP189mTXkNIJYin2o7yRPNJ4jrGcrcXj5YPZUFecVj0wM64xE29HWxc6iXlCn24EodbmrdPupcXqpcXlxZCb4eCUPncGyUg7ER2pIxLOBkJMQ/Ht7JXdVTWVFYxl3VU9Etk439XTx0aBd1wVyK3F5ur53KY03HeLmtketrpvC+qTP5tz2buW/RCioCOUzOK6BxeHDCtbC5MsVm89ZhC+4dytUitspgkAfWrGZ5dRUgatm+uXETm1rbxo7x+w1kSeL9U2fx0Yb5OFWVtGHw6+MH+eXxA6QNcf+NVZO4e/JMPNnkpQ1drfzvqcMMJRMUON18oGoqiwtKxp730Mggz/W00RgZAaDc4WaWL4eZ3iBB1THhPA3LIqSnGcqkSBgGOiaGZeFTVPJUJ7maA7eisiiQz6JAPkOZFE8NdXMqESFlGvys5RihdJLbyuu4q2oqnfEozdFR/ufEQf5i7jLuqJ3Gy50tPH7qCNfXTGFFRTX/sXcrO7vaWV09iVVVk2gcHrTFlsUWm835YAvuHcbVIjZNkfnEggV8YqEQVkrX+a/de/npnr1j+2ynP8xrgrncv2jVWD3bvr4u/n3PVrpPJ4cEcvizhoXUZRskN40O85Oj+2gcHcarqtxdPZXVheVj5QC7h/p4pruVrkQUhySz2J/PkkA+RY7x5e+kadCaiNGcjNKajNKfTp21/HgmElDj8jLbl0uDJ0i+5uRPSmrZExnmyaEudMviya4WSl1eFuQX86eTZ/H3h7azrbeTm0ODTMst4I8mzeDHR/fSMjJMbU4eqypr2dzezOrqSVxTU8tvmrZe8n+HKw1bbK9PsNpNwHXh3aHkZOYynM3bjy24dwhXi9gAFlaU89Vrr6EmVwhpa1s7/7x+I+3Z1m+nxSZLEn9UL6I2TVGIpFP8aP8OXmg9BYBDVrh7SgO31kxFliSi6TQ/P3WIlzqakZC4pqiC91TU4VXFH/yRkSEe72ykIx7Fr6jclFfKAn/e2PJj2jQ5Hg9zKDZCYyKCfgHb0xbQkozRkozxjNTNdbnFLAsUsMCfR5Hm4pG+ZpKmySMtxyj3+Chxe7mlvJbftJ/il6cO8/XFa1hRWsVPj+1nfXsTtTl5LC6t5CcnNgI3MCm3CK/mJJZJvdGpvCuxxWZzMdiCe5u5msTmdzq5f+Vy3tcwA4CBWIxvbtzM86caxf1nLL+V+QJ8cfFqZhSINm/bu9r47p4tDGdnpk3NyeczsxZRmu0+sqWnnYeP7Wc0naLWF+DDNdOo8Ij7OuMRft12ihOREAFF49b8Mhb48tCyEd1gOsX2yCD7IyFS2W4lKlAqqRRLKgWSileS8UgyLiQMIIVJyrIYsgzazTRdVobTifxpy+TZ4R5OxiPcXVRFpcvDXYXVPNrXQso0+FX7ST5fP481RRVs7Ovk6PAAQ8k4+S4PcwtL2NPXxT0sYk5xKZFDSbqjI5T5cpiaV8y+vvEM5asBW2w2bwZbcG8TV5PYAK6tq+XL115DYXas0q8OHuLft24nkk6fta90c109fzZ3CS5VI5ZO84P928eiNlWSuXtKA7fX1iNLEkPJOD86sod9A724ZIUPVNezuqhcRHR6hj90NrGpvxuHLLEut4SlgYIxsbUlY2wY6acxEcEC3Eg0yE7qZCelkjqWhHIuPMggQQkaDYoLw7JoNtNsMWIks0uZzckoP+1t5tOlk5ni8XNDXinPDfdwdHSYwyODzMwp4KayGh5pOcbWng5ur63nmsoK/vPkdiLpJH6Hi8nBIo4P9VDmy2F6XtlVIzhbbDaXAltwbzFXm9j8Tid/c80qbp0mhuI2Dw/z9y+9wv6eXvx+A/8Z9dQBh5MvLFrF8vJqQKT+/+uujWPttcq9fv58zlJqsiNu1ne18vCx/cT1DDOCeXy0djq52X20LQPd/LbjFAldZ1Egn+tyivFkJwi0JKK8MtJHSzKGBFRJQlKVkjahP2rUMuizdAZMnbBlEsckaZkokoQTCbckUyppVMkaAUlhiuKkXNZYr0dpt8SeRm86yW8G2vlQcQ3LAwXsj4ToyyR5uruVmTkFzM8r4uetJzgUaed26pmRU4yJxbFQL4uLa5icU8ipUB/XVU+nNlhwOf+p3hHYYrO5lNiCe4u42sQGsLK6mq+tvZYinxfDNPnvvfv4wY5dOD1p/K9qSDO7sIQvLVlDgcdL2jB4+NBufnfy8Fhax9qKWj4+fS5ORSWcTvGDw7vZ3d+NU1b4UE09q4tE2UB/Ms7/tBznRCREpdPDe4pqKXGKLjv96STPDfdwMhFBBebILmYqLvzSeAlAn5mh2UzTbKaJ8BrNla3x/28iDQYUSSprFC95ssotWoBDRoKtRhwLOBYPczg2wkxvDjfnl/Jwbwst0VFC6SS5DhfzioOcig6TMQ38mosil4/2yBCLi2uo8uWxe1BEbeX+s6eMv1uwxWZzObAFd5m5GsXmczj44qqVvLdhOgAtwyG+9uJLtMa6cXomHitLEh+cPpcPzZiLIsu0h0f45+2v0DwyDIBbVbm3YSHLSkWz7YODfXzv0E5GUklqfQHuqWugKNuB5KXedh7vbEIB3pNfzqKA6DcZN3ReDPWyJzKMgsQ82c1sxYVbyjZZtkyOmymOGknCryW1N6Df0nlMH2WJ4mG24maW4sYEthmio8rzw71M8wSY5PYz2e2jTx3lWLSf5XlVzPQXcTw2SGt0mCmBQib5C2iPiIL1Sn8uT7QcAKDUl4MEr5PLeeVhi83mcmIL7jJxNYoNRP/Iv7t+LWUBP6Zl8T/7D/DwoS0TWmydJuh08ddL1jC/pByAZ5tP8NC+7WN9F2v8Odw/dxklXh+6afKLk4d4svUkADeX1nBbRS2KJDOUSvBI8zFOREJMdfu5o6CCQDZzck9kmOeHe0iaBtNlFwsV95jYRiyDfUaCRjPF6bOTLYv8jElexsSnW/gMC7cplGICpgSjqsyAQ6bfIRNXxpswG8BWI06/pXO96meO4qbZTNNn6YT0NLvCwywLFrAoJ4cno6McjQ6yPK+KSV4xMLglK7gqbw7bBkUdYJknSF88jGlZOBWVHKeHUGp8iOuVii02m7cCW3CXmKtVbE5F4fPLl/HheXMA6Bgd5cHNz3Oov+ecx0/NK+Bvl6+l0OMjqWf47u4tvNw+PvtsbUUt90yfh0NRGEjE+P/2b6dxdJgczcnHJ81gWkBIYedQLz9vPQ6WxZ0FlczNLuMNplP8brCD9lScKkljmeYnN7sUGbJ09hoJGs00FqCYFpUpg7KUSX7G5HV7lljgTpuUpEWkN6hJHPJpRNVx0TWaaSqMJNMUF6sUL4/po/j8Bs3WMMsooNYRQAI6k6IsosDhwSkrDCTEh36+08twVmI+hwtZkoikkwSdbgJO9xUtOFts49QGBt/4IJs3hS24S8TVKjaA+oIC/ummG5iUJ6Tz+PGDfH/XFhL6uYtHb6qr5755y3AoCp3hEf5h68u0hcWSnCbLfHLGfK6rEI2W9/R3871DO4llMkwL5PLJSTPxaw6Shs7/tp1g+2Av1S4vf1RYSY7qwLQsto4O8tJILy5L4kbVT60supIkLJNdRpxjZgoLyMmYVCcMylLGhD+EhAwDmkJElYgqEnFFwkIUc2sW5GdMCtMiyivIWKwOpTnhVWlyK5BNUtluxKmVHRTIKvM9Dk6SoFuPkTB13LJKmeqlS48xmkkS1FyUOH0MpUQyTb7LSyyTQjcNVFkh6HAzmooTdLoJZvcTrzRssY0zKdAPQDL2Np/IVYAtuDfJ1Sw2gA/MnsX9q1bgUBSG4jH+ecuLbO9sO+exiiRx77xl3D5Z7M1t6Wzl2zs3Es+KMM/p5ovzljM5Jw/TsvjFyUP8vuUEIJYkb6+oQ5Yk2mMR/rPpEIPJBGtzilmdUyRKBjIpHhvooDMVZ6bsYrHqQZMkDMvioJlkr5EgY4kobUrcoDAzvt8WVSQ6XAq9DpmoIo2J6lyENJlGD7gNi1nRDMVpkxkxHZdpccQnlkY1v84BI8Zi3c8M3cNJOYElQVsmwjRnLpWajy49Rm8qSlBzUeTw0psWkVmuw40FhNNJ8lxeAg4X0bQo8PY7rqxm47bYxjktNpu3DltwF8nVLragy8k3rl/LtdmRNpvbm/nnzS8ymkqe+3ini68su47ZRaWYlsV/H97DL48dGLt/SjCPv5q/ghyni0g6xXcObOfQUD8uWeGeSQ3MyRVtujb3d/HLtpO4ZJl7SidR4xJ1dXsiwzw91I3LgveoAUplIZoeM8NGI0bIMsjJmMyIZsjXx/fUupwybW6VkPr6UjsXCUViZ0CjJmkwM6pTlzCIBWDIK5Yrm+QEc/HiRaHQ0hiQMvTrCaY5c8lThKgiuhCXT3WQyC5ZOrPlDBlT7AxqskLaFPuS6nk0fX4nYIttHFtsbx+24C6Qq11sAPPKSnnwxhso8ftJGwbf37WZx86Q1aupDebxjZXXU+z1E8uk+X/b17Ojp2Ps/lVlVdw7cyGarNAWGeH/7d3CQCJOkcvN/5kyh1K3l4xp8IvWE2wd7KHO5eOPi6rwKSpJ0+CJwU4Ox0aZITtZpnrRJIm0ZbItuxzpMUzmx3TKUyJiM4B2l0KTRyWhnCE1y8KR0fEk0rhS48urliQR9TqJuZ1nS1CSaHWrBBWTqlGTqYMGu1wSuiJhStAtp6kxXZSaDgbkDMOG+AKQp4gCwKghXsenOMYk5lI0JMYFp8oK+hn//U7GFts4ttjefmzBnSe22ERK/ycWzOfepYtRZZn20RBfX//MhDEur2ZpWRV/vWQNbk2jKzLK3215kfbwyNj9d09u4M7JonXXzr4u/v3gDlKGwfRAHp+aPBOvqjGcSvKDxoO0xyKsDhayNrcEWZLoSSX43/42YnqGm1Q/Ndm9ti4zw3o9SswymBI3mBLXURDp9R0uhRMelWRWbLJpEgwnyB2N4Y8m0IzXLhNIawqhgJf+ggApp4gQT3dhaTVl8uMm3gyUh03acoWIerKCKzLF8cOGiNhys4KLG2kAPIpG2hzPNBVSE+eiSPLYf6vSeDLLOwlbbOPYYnvnYAvuDbDFJsj3ePjnm9eyqFyMtXm28Rj/um39ayaSANxZP5NPzl6MLEns6+viH7e+TDQjPtBVSea+WYtYWSae73dNx/jfU6Kwe3VROXdXT0WRZJoiI/yw8RAJPcNdhVXM8uUAjHXpL0ThFi2IT1LQLYsdRpxDZpK8tMnqaAa/IZYjBzSZIz6VSDbb0RNPUTw4Ss5oHOWMpsqmBAmng6RLw8xGa6phEogmcGQMiofC5Iei9EzPJ54znvBhyhLtOQrTBwxKIiZtOTJIEqOSiMr8VnaoqiUk5siKyhx7aQnlDHkZpomabSmmm8bYfbp1cXV6lwtbbOPYYnvnYQvuNbDFNs619WV8ddU68j1eEpkM/7r9FZ5tPP6axyuSxGcXrODmOtGe66mmY3x/77axCdleTeOv5q1gRl4humnyoyN7WN/VigT8UdUUri8R0ts+2MOjLcfwKiqfLp1MqdONYVk8OdTF7sgw82QXixQPsiQxYhm8oEcYMXUaYmI/DCApwRGfRrdTCCJnNEbJwCi++HhX/pSmEsrxEgp4iLudWPLZe3GSaRKIJqkYCuGOpKk4MkB/XS4jpeMtWQa8ElMGwa1DMGkx6paISuI8PCgoFmSs8ahMZuLrKGPSszCxxiaNZ7LZlMDYUuXbjS22cWyxvXOxBfcqbLGNEwyYfGzOYj4+V0RhTaFBvv7KM7SNhl7zMW5V46vLr2NBSQWGafLjAzt5/NSRsfvzXW6+snA1Fb4A8UyGb+3byuHhfjRJ5pOTGpibVwTAEx1NPNPTSoXTw4eLq/EpGlEjwy/62uhJJSak/58wkmwyYngzJqsjGXzZqK3NpXDMq5KRJfzRBBU9w3gTIoI0JRgO+hgo8J97b+1V+IIWZtBJR2kxxU3DBPtjFDeHyDgUYvmik4opSwx4JUqjFoUxi1E3pLDIYKIh47EUYmdEYJokn/GyFlpWYkb2GMcZySaa8s4QnC22ca52sX3/+9/nm9/8Jj09PTQ0NPCd73yHVatWnfPY9evXc+211551+7Fjx5g2bdplO0dbcFlssY3j9xsEnS7+dvWNLKkQjY8fP36If9+58ZwdSU6T53Lz96tuZHJuPkk9wz9te4WdZySTVPoCfHnhKvJdHgYTcR7cs4mOaBivqnLflDlM8ueQMQ0ebj7KnuF+ZnqDvL+gEk2W6Ukl+J++ViTD4P1akFxJwbAsNhkxjhtJJiUMpsV0ZCApw36/xoBDwZnKMLl7iJyIGLNjyBJ9BUH68/3o2hv/+r960oElS/ROzsNUJHJ7ohS3hGjOc48JctQtUxo18GSya48SZLDQABUJ5YyozbBMXLI4h4Sp481OEY/pQsI+TWRaRjOpsfvi2SXetxpbbONc7WID+OUvf8kXvvAFvv/977NixQp++MMfcvPNN3P06FGqqqpe83EnTpwgEBj/rC0sLLys53nVC84W2zinP8wbCkv4u2tvptjrJ6ln+NbWV3iu6bWXJAEq/UH+7+qbKPb6CCUTfG3T85wKjSef1Ofk89cLVuLTHHRERvmnPZsYSibIc7j4XP1cSt1eYnqGh04epDE6wupgITfklQJwPBbm1wPtFKNwvRbEKclELYPn9SgjRobFEVGLBtDtlDno09CxKO0LUdo/imxZmMBgvp/uolx07VWZiJaFGk+iJJJYsoylKLhzJSzva9ScSRIDNbn4B+NoKQPfUIJogYji4tlhyp70Gft62f+XEVHbaXQsPIp4QMLI4NdE4kkkk8SjamN7cJF0Ep9jXHZvJbbYxrHFNs6//uu/8slPfpJPfepTAHznO9/hueee46GHHuLBBx98zccVFRWRk5PzFp3lVSw4W2zjnBml3D61gb9YugZNUWgfDfG3rzxNc2jodR8/La+Qf1h1I36nk87IKF/d+By9scjY/fMKSvjLectxKArHQ4P8y97NxDIZSl1e/nzaXHIcLoZTSf795H56EzFuzy9ncbZR8pbRAZ4b7qFBdrE8u9/WY2Z4Xo/gzBisDqdxmyL1/7BPpd2l4IunqO8YwJUWCR6jPhft5QVjmY8AcjKFp2cQ59AIjtEosn52ZKoXBkjNKMcoPPt3xZIlRop9FHSGyemLniE4EaG5DJBNC1OWsLLtkSXGBXd6L+604OKGTiAbsUUyKQIOkcCS1DOkTQOfIyu/9LnrDC81ttjGuZrEFg6HJ/zsdDpxOp0Tbkun0+zZs4e/+Zu/mXD7unXr2Lp16+s+/7x580gmk8yYMYOvfvWr51y2vJRcdYKzxTbOmWLTZIXPL1nNe6fNAmB9ayMPbn7xDZfE5heX87UVa3GpGseG+vn6pucJp8ejjKXFFXx+zhJUWWZPfzf/3/7tpE2Daq+fz02di09z0B2P8t0T+4nqaT5QVM0MbxDTsnh6qJudkSFWKF5mZgujjxtJNhoxKhI6s6JiSTKqSOwOaERlifLeECUDo0hAWlXoKMsjFPSKJUTTxN07hKerH+fw6IQUD0uWMH0usCwkw0RKZFAHwqgbwuiFAZLzazH9EyO6aL6Hgs4wrkgKLAskCf2MLH7ZEtGbmn0lHQtvtgA9Zors01xNiGxUT1LjFfPehlNx8rMF7MPJGG5Vw51dohxJXt4+lLbYxrkSxZZb7SXg0d74wFehxMXvY2Vl5YTbv/71r/ONb3xjwm2Dg4MYhkFxcfGE24uLi+nt7T3n85eWlvKjH/2IBQsWkEql+NnPfsbatWtZv349q1evvuDzPV+uGsHZYhvn1ftK+W4v/3DdLczKdhn5z73b+NnB3W/4PKsra/mrxdegKQp7ejv5h60vkdT1sfuvLa/hz2YuRJYktvS0872DOzEsi6n+HO6bOgeXotISHeV7J/djmCYfK6mlxuVDt0x+09/Bifgo67LJJJZlsd2Ic9BI0BDVqU2K99DjkNnn19DSGaa3D+BJCiEP5vroKMvHUGQwDLxd/fhaulGTZ2RP5gYwq3Mx8v2YQTfI43aS4imcx7vRWgZQB8J4Nh8ndl0D1hlRYMqjYUqgGBZaUifjnvjBIgFY4EA8b0qyKM4KLpIVXF5WcMPpBAtdPgAGkjEK3SI7sz8RIS97eyyTImm8dlnGm8EW2zhXotguFR0dHRP2yF4dvZ2J9KrELMuyzrrtNPX19dTX14/9vGzZMjo6OvjWt75lC+7NYIttnFeLDaA+v4gH195GoddHJJXk7zY8x46uc/eSPJOb6ur5/IIVyJLEhvZmvrlzw1gxMsCNVZP45Iz5ALzU0cyPjuzBAhqC+dw7ZRaarHB8dJiHTh1EBT5RMolSp5ukafA/fa30JuPcpgYokTV0y+JlPUqHkWJpOENBxsQCTnhUTnkU8kZiVHcOolgWGUWmraKAkaAXLAt3dz/Bk20o2c4khkMjVlWCNCUfy/vaf7yWx0lyfi2p+jK8G48hx1K49rWSWDpl/CBZIuV14I6mccYyZwkOa2JiSRqTgCIisaiZwSEp+LKR2XAmQWE2ahtMRanMTu8eTEQpcAvBDScufXdeW2zjXM1iO00gEJgguHNRUFCAoihnRWv9/f1nRXWvx9KlS3n00Ucv6jzPl3et4GyxjXMusQFcVzuFL6+8Aaeq0hwa4ssvPUlXZPQNn++OKQ38n3lLAfhD4zEe2rcN84xi6Vurp/Cx6XPF/S0n+NmJgwDMySng05NnocoyB0ID/LjxMB5Z4eMltRQ6XET0DI/0tRBNp7kjmymZtEye1SOE9TQrRkXhdkaCfX6Nfk2iumuIwmGx3xf2uWiuLELXFLRwlOCxFpwj4j7d5SRaW4Y8rQAU+byHhlpeJ/GlU/C9dBi1axgpkcZyO8bu1x0iYUXRs51GzqjDNmQIWNnoDRNDGm/RFTJSFDuF0MJ6iqSpU+4JAtCTCLOkbJL47/goRV7xu9wfn7g/8mawxTaOLbYLw+FwsGDBAl544QXe9773jd3+wgsvcMcdd5z38+zbt4/S0tLLcYpjvOsEZ4ttnNcSmwR8Yt4SPj53CQDbOlr4uw3PETuPFPS7p8/hnlkLAfjN8YP858FdE+5/T209H6mfDYjuJL84dRiA+blFfHJSA4oss2eoj580HyGoaNxTUkeu5mBET/PTnmZMXee9WgCfpBCxDJ7KRCCTYeVoGqclRtnsCDpImibTmnrxJsRMt+7iHHqKcsC0CJxoxdfajQSYikykrgJpZjGycnFtrsxcL3qBH3UwgtY6QHp6+cSLCUhZwTuylzwji7o4vyH+xCLZgu8CRSxJDuoJSj1iGbInGSGgufBrLkzLoicepsIn5tp1RkeYWVQhjou98ZeP88GWm8AW28Vz//3389GPfpSFCxeybNkyfvSjH9He3s69994LwAMPPEBXVxePPPIIILIsa2pqaGhoIJ1O8+ijj/LYY4/x2GOPXdbzfNcIzhbbOK8lNgCXqvKVVetYUzMZgF8c2sMP9mydEIG9Fn8ycz4fmjEPgEeP7OXRI/sm3H9HbT0fzsrt141H+HXjUQAW5BXxiUkNKJLMjsEe/rv5GLmqxj2ldQRVB4OZFA/3NKOZJrdrQdySTMjSeTITwZvKsDCcQQFGVImdAQdqMsWMtn403UBXZJqrigj73WijEXIPNaLFRM1bvCQfY0EV0hkR18WSqS1CHYzgaJkoOCu75yCZpwUn/j+drUQ43aJrXHAiUWXQSFLvLAGgJxWlIhu99Scj6KZJmVf83BULcYNvJgC9b1JwttgEttjePHfffTdDQ0P8/d//PT09PcycOZOnn36a6mpRN9vT00N7e/vY8el0mi9+8Yt0dXXhdrtpaGjgqaee4pZbbrms53nFC84W2zivJzaAIq+PB9fextT8ItKGwbe2vswzjcfO67k/NnMBH5wxF4AfH9jBYycOT7j/9pqpY3L735OH+W2zeN4z5bZ1oJuftRwjX3NyT0kdAVWjP53kp73NeE24RQ3glGT6TZ2n9TAFSZ05kQwy0OeQ2RPQCI7EqOkcQLYg7tJorCkmran4mjsJNLYjWWKfLbWwFr0sd8I5WukMmeYejL4QxkgUc0R84KvlBaiVRaiVRciec+/LZcpycANyPAW6AaoQ12mxmdn2Xqfr35LZcoFcS/yJjUo6eYoTp6yQsUyGjSRV7qzEkmFqsmUR7bERynxBHIpKUs8wEI9SkZ1S3hV57Q4yr4ctNoEttkvLfffdx3333XfO+x5++OEJP3/pS1/iS1/60ltwVhO5YgVni22cNxIbwPSCYh5cexv5Hi+hRJyvvPwUh/p7zuv575m1kLunzwHgB/u2T2i9BXBrzRQ+Ok3c/8tT43Kbn3tuuX2ipA6/qtGXTvDTnmYClsTNagCHJNFtZnhGj1AZz9AQExmZHU6ZAz6Vkv4RyvtGAAgFPLRUFoKuk7/nKK4hEd1kKvJIzqsZy3a0LAu9uYf0sTYyzT1CTq8iPRQmfbAZFBnPDQtxzKg++yJoKpYiIxkmciKD6ReCU9Pi+YzsXpwvu8obdQjB5WenCAzJGcpUsSTZq8eRJZlyl/i5LTHCyjIRUTdHBqkLiO4OLWFRKF/pF5PS28KvX4/4amyxCWyxXb1ccYKzxTbO+YgNYG3tVB5YeT1OVaVpeJC/eekP9EYjb/xA4JOzF/HH00Rk9tC+bTxx6uiE+2+qmszHps0FxLLkY01CbnNyCsSemySzbbCHn7UcI091jMmtN5Xgp73N5GTlpkkSnWaaZzNhJsV1psbFe2t0Kxz3KFR1DVEYEh/YPYVBukpycYTC5B04iZLOYCkyyXk1ZGqEHCzLQm/pIbnlCMbAyNj5yjk+1NpSlFwfctAHpone0U+mrQ9zKEz82Z2gKjimVpx1LUy3hhJNISXTkK2JOy2408km3mwEF3NIOC0JP+L2IUlnjiaSSrozMSpdARRJZjSTJJRJUucXWZPNkSFWVUwFhOBKzojm+s5zidIWm8AWm80VJThnnf+ND7oKOF+xAXxk1kL+bOFyADa1N/MPG5573RE3Z/LRhvljcvvenq082TRxOfO6ilo+kd2Te6zp6Nie24xgHp+aPAtFltk+2MMjzUfJUR3cU/racms30zyXCTM1pjM5OwngmFel2SUzua2fYCSBBbSX5zOQH8DT0UvOsRYky8IIuEksnYwZEN1E9N5hEq/sx+jJRjwOFeesOrRpVShFOWfV6miTynBZFomX9pI+2Exy2xG0KeVn1/ScrpPLLktKhjkmuIxTRbIs/FnBRRwSRWa2OFvSyUgWVZr4/e3Uo0wOCKG1JkYodvsJOlxkTIO2aIhP5IiG042jA9QFhbDbw0NvmPlpi01gi83mNFeU4K52LkRsqizzl8uu5bapDQD87+G9PLR7y3klkwB8aMZcPtwg5PX9vdvOktvK0ir+tGEBIEoBfpldtpzsz+HeybPRZJk9w3080nyMgKLxiWxCyek9t+AZcmvLym3GGQXch3wqHQ6JKc29+OMpDEmiubqIUZ+L4LFmfO2iBidTkUdiYR2oCmYyTXLLYdIHmrIXQcE5bzLOhfXI7teueQNRtOpaOYv0sXbMoTB6Wx9aTcnEY7K1dKeXP53xDBKgazKGQyGYNJEtkWCS0KBEF8f1ymlyZAe5ihPDsujIRLnRK4peT8WGmBYUQmuKDCJL0tgS5YlQH7dMEl8wGkOv/aFti01gi83m1diCuwK4ELEBeDUH/3jdrSwoq8QwTb67cyO/PXbwvB9/97TZ/MlMIa8fH9jB7xsnLksuLCrjM7MWIUsSz7U3jtW51XgDfHbqHByKwsGRQf6r6QgeReGe0jpyVAeD6RQ/7RV7bre8KnJriOrUJA0s4KBPpVuVqG/qxZNMoysyjTXFxJwaxQeOovaLerBkQwXpaWUgSWSau4k/vxsrO+dNm16Fe9VsZJ+b80V2OXDMrCW97xSpvacmCs6ykLK9LS2n+LNxRsWGW9IrIrVgQnx5GHFJIEmUZiO4XilNjUMsrXfpUSRJGkswORkb5u5i8UXi+Gg/k3OKUGWZ4WSM/kSEybmicLZx5OwPb1tsAltsNq+FLbh3MBcqNoB8t4dv3nAHU/ILiWfS/N36Z9na2Xrej7998nTumb0IgP86uOusbMmGvEK+MGcpiiyzoauV/zoqSgVKXV4+Wz8Xl6JyfHSYH506hEOS+VhJLfmak1AmzU97m3Gb1pjcOs6I3E7Lbb9fpU+B+uYe3KkMGVXhZG0JWsCgePMhlJE4liKTWDIJvSwPSzdIbj5Eau8pAOQ8P+6189Eqiy742gE4GmpI7zs1vryZRYqnkSxRFnBacO6IEFzKJ0SWlxXcqEsiYCr4UTGw6JMzLM0KriUdYao3H0WSGUjHGMkkmREUEjs20sfcYjFq5HioFwmYclpwob6xc7HFJrDFZvNG2IJ7B3IxYgOoCubyzRveQ5k/yFA8xl+98HtODQ+c9+PXVk/mM/PFft3/HNnHr45PjPrqArl8af4KHIrCzr4uHjq8GwvIc7j4/LS5+FSNlugoD506iITFR4prKXG4iegZftrbjGKa3KoGcEgy3WaG5zJhpsXEsuSY3GSob+rBldZJaQpds4pw6Gk8L59AjqcwnSrxFfWYeT6MkSjxp7Zj9In0eef8KbhWzkJSXzUO5wI4vZRppfUJvfWUEdEma6xnpWXhGRWd/eNBJ6phEUwKwQ15ZOpM8Tx9UhpZlqjO7r+dSo+wLke0+zoaGaDOn4dXcxLLpGiODPGR6aJDzKGhbsr9ufgdLlKGTsvooC22LLbYbM4XW3DvIC5WbACzikr55+tvJ+B00REe4S+fe5ye6Pm3dlpZUcP9i8Q03sdPHuFnR/ZOuL/M6+fLC1fhVjUODfXxbwe2Y1oWPlXjz6fNI9fhojse5Xsn96ObJh8urqHK5SVu6Dzc24yh69yhBXFJMn1mhmcyYSbHdOqyCSUHfCr9sojcXGmdtFOhc2YxZjKFZ+Nx5LSO4XMSXzkNy+ci095H/MntWMk0ksuB56ZFaHVlF339TiM5sn8SlgWGOVbvpoyILv5GjsiE1JI6WtrAkiDhd1KQsJCAmCZq4CrSQnCdSoo6LYAqyQzrSUaMNNN8IsHkSGSAuYUiW/PwSC+qLDM1G7EdHupiVva+tnA3Bf5L16brSsUWm82FYgvuHcCbERvA4rIq/nHtrbhUjcP9PTzw4pOMpBLn/fi5RaX89ZI1KLLMM80n+OH+7RPuz3W6+PLCVQQcThpHhvnm3q1kTBOnrPDZqXModnkYSiX47on9xHWdOwsrmeLxkzINftbXSjST5r1aEK8kM2jqPK1HqE7oTMnK7aBPpVc5Q24ulY6ZRVjRBN7NJ5AyBkaul/jKekyHSnrfKRLrD4BloZTk4b19GbLfc873ZhkmqcEQqs+D6n3j/TjrzCScM/5bGRJlFUaOeB1fSFzfhN+JpcgUZmv2hjwyXkum0NKwsOiU06xzin57J9Oj1Hly8aoOYnqatsQIH8sT7dIOhXqYkVeKJisMJqL0xsN8vDSbTTnS+Ybn/W7GFpvNxWIL7m3kzYoNYG3tFL6yah2aorCts5W/fflpUob+xg/MMjk3n6+tuB5NUdjU0cK/79kyIR3do2p8eeEqitxeumMRHtyziaShI0sSn548kxpfkGgmzb+d2MdIJsWNeaXM8eViWBb/299GfyrBHWqAgKQwahk8pYcpSWSYnhXCEa9KlwozWnpwnCm30TierSeQdBM930d8Zb3Ye8um8gNo06vx3LDgrCXJ1ECIoa0HiLd0k+gawMroIMsEZk4ib+ks/NOqkeRz96U0s7V2kteFpGX/PAwTZTAruCKRHOIfFBFdJN+DYlrkx8VVG/BJVBuiRq5PymDKEpOy+2/HUiGuKawF4GCkjwKXl0pvDrppcjDUzV1TRI/P46NNFAeiTM0V+3EnQm883eHdiC02mzeLLbi3gUshNoA7p8/mC0vXAPBSy0n+78bnJ4yseSMq/EH+76ob8WgO9vV18/92rJ9QRqDJMn81fznV/hxCyQT/uHsjkWxD5o/WTmdmTgEpw+B7Jw/Qn0ywLFDAymzd1u8GO2hJRLlVDZAvq8QskyczYfKSOrOjQm4nPQrDeSbTD/fjSOpknEpWbjE8W04iGSZ6UYD48qlYlkXsD9vQm7oBcK2ejXPB1Am1avHWHvpf3kX40CnOtLSkqVgZnfDBU4QPnsJVXsikz38AxXl2j0ozO31Azh2vuVQGwkimhel2YPpdqCkdd0Q0eY7ku8mPWSgWxFVR/1aTEYJrVZJMdQRRJZkBPcGwkWRWQCxBHgj3siBfLEGeGO0npqdZVCx+PhJqJeDwUuLNx7QsTo10nPe/6bsBW2w2lwpbcG8hl0psAB+aOZ//s2glAI8dO8B3d2w87xo3gFyXm39cfSM5Ljcnhwf4hy0vkjlDjhLwf2YuoiGviHgmwz/t2cRAQkQtt5XXsqygFMMy+XHjIVpjYRo8QW7JF3tgzw33cDA6wg2qjzJZI2WZPK2HcaUzzI2IWrLOgExv0KLySD/OeIaMQ6GjoQgrHB+TW6Ykh8SyKZhpndgTmzG6h0Q7rVuW4pgy3vBYj8bpfnw9I7vHa/X8M+rImT8Nd2URzsI8kr2DhLYfZnDzPpJdA4QPN5G7YPpZ18XoHwFAOUNwaq+4TS8OgiQRGBDXIRFwYjhVSoaFsPt9MnmWRq4lsic75BR3uoS0jqVCTPMV4FE0wnqK5niID00R2aqn4o3MKXZQ6M4hY+qcGGlnbpHoZtIZ6SOhjw9pfTdji83mUmML7i3gUooN4J65S/jEPLF38/D+Hfxk344Lerxb1fj7leso9vrpjIzy1Y3PEX9Vd5MPTJ3JyrIqdNPkW/u20padE7esoJTbyusA+HnrCQ6PDlHl9HBnoRh1v210kM2jA6xQPNTJorD5WT2Cns6wfDTbONkr0ZQrUXF0AFcsg67KdDYUYcaSeDafEJFbcVDILZkm+psNmENhJKeG970rUctFkoZlWYzsPU73b1/BiCVAgtyFMyi8bhGu0oKJ77msEPf7r8UyTYY27yfR3ndOwekd4kNWrcg+3rLQOofFfWW5YFkE+sUyZrjQiytjkZewsIBev8xsQ+zzdcgpvIqDSs2PaVkcTg1zZ9kMAPaO9lDs9lPjy8OwTA6PtrCqVPTyPDHSTtrM0JAnljKPDrdc0L/tlYgtNpvLhS24y8ilFhvA5xav4q5sh5Ef7dnKzw7uvqDHq7LMV5dfx5S8AkaSCf5243OE0xMjhBsq63hfnfjw/+GR3RweFh9A0wK5fKRmGgDPdreyZaCbfNXBh4tr0GSZY7FRnhnuZrbsYlZ27tnLRpRRPc2qcBoVGHZLHC+UKT0xhCecwlAkOhuK0JMpvJuPT1iWNOMpor9ZjxmKInld+O5cjVIg9sCMVJrO/32e0X0nAHCVFlBx9zo8Na8/QNFdJYq3Ex29Z91nJtJjEZyaraNThqLIyQyWqqAXB3FF0zgTOqYsESnwUB0WUW/ILaGrMjXZ7MlTSoLZrmzT5EwYS5KY7hM/t+qNrC0XzZVPRTqJGynm5IvSgQNDjQDMyBeCOzL07hWcLTaby40tuMvA5RAbwBeWXMOdM8Q3/X/dtp7fHT//7iSn+dyCFSwoqSCpZ/ja5ufpiU1sujw7v5hPTBcC/eWpw2zoEgkOxS4Pf5rtL7lzsJcnOptwywofKanFo6h0puL8eqCdGsnBMkVkGm7VYwy74iwb1nGYEHHAkSKZouYR/MMJTAm6pheSMQ0RuekmeqFfyC2WJPrr9ZijMSS/B98fX4OS4wNEEknrT54g1TsEskzxjUspXLsY+Tzq305Hdsn+4bPu09tFMbWc5x/rgKK1i47+mbIcUGSCfSJ6i+S7sRSJ0oj4t+7xy9SaTjRkwpLOkKQz0yWmABxMDrEgWIoiyfSmQwzpYebmCsEdGGki3xmkyleMaZkcGm6ixJNPgTsH3TQ4OdLOuw1bbJeRwgR4zz/JbIzY+fWnvdKwBXcJuVxik4A/X3oNd06fg2lZ/MvmF3n6POe4ncnd0+dwY+1UDNPkH7e+zMnhwQn3l3v9/MVc0aVkfVfr2GQAr6rymalz8KgapyIjPNJyFBmJDxZVU5DtUvJobys5yFyn+pAkiZNynDZXlNl9Bp4MJFU4VKIS7A6T0xfFAnrqC0hqEt5Xjok6t1wv8eX1mIn0mNzkoBffH1+DHBD1Z+GjLbQ/8iRmMo0a8FL98dvw1p3d+f+1MJMiWlU9rrPuy5wUyRza5Oz+XkZHa8sKrqYIOWOM7b+Nlvgoilo4DEgpMOiRWKILsZ+UE9S7cvDKGmEjTcTVxR/li+XJA7EWaryl5DkCJI00R8OtrCmbD8Cp0U6ieoLl5aL/5IlQG2nj3fPBY4ttnCnBPuLKu+ff9p2KLbhLwOUSGwi5fXH5dbynfiamZfHNLS9flNxWV9ZyzyyRhv7Qvu3s6p1YWxVwOHlgwSq8moPjoUF+dHgPAKok8WeTZ1Pk8jCYSvDDUwfRLYv3FVRQ6/aRNA0e7WsB0+QmLYgmSXRLKXYrEaYNGOQkLXQZDpaouIZjFLaLvbz+ulxiPg3P+qPIiTSG3yXq3NIZsed2Wm53rRmrcRvadpCuX78IpoWnrpzqj92GFvRd0HXIjIoITAtOnExhpXUxLw7QsqNytLZBJMPECLgxCv3kdkeQTYukVyPhczC9RyxPdgVkinEStFQymDQpST7oEnuSjVY3FY5C8lQ/KTPD8UQH7ylfAcCh0WYylsH8AtF4ec+gWG6dU5Bdrhw4dUHv7Z2KLbZxpgT73vggm0uGLbg3weUU22nuX7aG99TPxDBNHtz8Is81Hb/g55ieX8QXF18DwG9PHD5rMoAiSXxx3nKKPF56Y1G+uXcLuiU+vD9QXc/UQC4JXec/Th4gqmdYEShgvj8P07L4ZX8bw5kU73cG8FoyI5LOJi1MdcikOGZhAoeLFaxEipJGsSw4VO5npMiLZ8MxlEgS0+0gvmoahmURfWwjZigytiwp+z1YlkX/c9vpe3YrALmLGyi/64bzWpJ8NelBIVgtZ6IYM41dYJjIQS9KYQ5YFo5G8WGUrisCC3J7xHLuSKmfYBoCKQtTgp6AzEpdLGk2KUmm5UCp5sWwTE6ZvazziQjtaLwdWZKZFRT7a3tCpyh251LpK8IwDQ4MncKtOsfq3w4ONl7w+3snYYttHFtsbw+24C6Ct0JsAJ9ZtJL3TpuNaVn8303P82LzyQt+jmKvj6+vuB6HorCls5X/PLjzrGM+MX0e03ILiGcy/PPezWO1btcUVbCyqBzTsvhx0yF6EjGmuP2syxOJHE8Pd9OnjHKDK0CeqZHEZL02Ql7MoGZECPJkgULMMqg+PohkQTjfw2BVEPf2RtThKJamEF81DVNTiP1mA+bgqEgo+SOxLGmZFt2/fYmhzQcAKLphCcW3rDh7Vtt5Ej0l9rTc1ROTUVIHhEwcDTVIkoTaHUKJJrE0hUx1IYHBGFrKQNdkwoVeZvaJ34Fen4RP0iiznFhYDAUHWaKICKzZ7MepaEx2ifKJ/bFm5uVOwSFr9CVDtMf7uL1KRHNHR1qJ6UkWFc9AlRV6YkP0xc/eJ7wSsMU2ji22txdbcBfAWyU2gPsWreQDM8U3/29uefmi5ObVHPz9ynXkuNycGh7k/+3YcFat3LrKSdxQNQnTsvi3A9vpziadTPXncleV+KD+XUcjR0eHKdSc3FVUhSxJHEgOctTqZ6bhodp0YWCxURtFTunUD4jr1B6U6XdbVB8cQNFNEn4HvVPzcR5sR+sOYckS8eVTMXxOYk9sxegZRnJqIlsy14dlWnT95iWGtx4ACcruXEvByrkXfU2NZJp4qygU99dXj92u9wxj9AyDLOGYJUogHCfFcmW6tghUmbxO0QsyVBbAm4H8bGlAe47CClkUjPc5Y2iKRpWUD8ARo4t5wUnIkkRLso8hPcJH8kR26o7hY0jAokLx885+EVXPKxT1b/v6T1z0+3y7sMU2ji22dwa24M6Dt1JsAB+fu5gPZuX2ra0v82R2mOiFIEsSf7N0DdXBXAbjMb6x5YWzWnjNyCvknulzAfjFyUPsGxSp8/kOF386eeZYxuQLve24ZJkPFdfgkhU6MlFeiHZSYTiYY4ilvl1qhFEzzYI+A8USSRfNORIVxwZwJEXz5K5phagt/TgbxeskFk1CL/CTeGEPeksPqAre961CKQhiWRPlVvmhm8ldNONiLykAkaPNWIaJoyAHR0HO2O2pveLLgzatCtnrQhmKog5GsCSJ9ORifEMJnAkdQ5EYKfExfVD8PoRzDUqDJsUhUVLQ6hlhllKFJEl0mEMkpDSzPDUA7Ik2UustodiVS9rMsC90iinBSvJcAeJ6ksOhZhRJZnahyK7cP3DhX2jeLmyxjWOL7Z2FLbjX4a0WG8B7p83ik/PEyJTvbF/PE6+ax3a+fGr2YhaVVpLUdb6x5QWGsl1ITpPvcvMX2bluG7vaeKJFRAyaJPOnU2bh0xy0RsP8rEVEGneXVFKgORk10jwebsFnyizXRY/F40qcZjnB3G4DpyE66h8rUihqDeEdTWHKEl3TC2Ekimt/KwDJmRXolfmkth8lfbgFJPDeuhS1LB/Lsuj+7cvjcvvwzeQufHNyAxjavB+AnPnTxpY4jVB0LHvStUBET86jIgEnU5WP5XZQcEIIOVTqx2NIFMYtLCwGiwymxAuQkBhwxDBVmCRnpwEYnczx1uKUNQYzYVpTfXy4+HoA9oUaSZkZlhfPAmDv4Akypk5Dfh1ezc1oKnpFNFi2xTaOLbZ3JufuOPs6bNy4kdtvv52ysjIkSeLxxx9/3ePXr1+PJEln/e/48QtPlnir8PuNt0VuN02exl8uuxaAn+7bwWMXMIV7wvPU1fP++pkAfHvnBhpDE4d3arLMX85bTtDponk0xA+PjBeLf7CmnmpvgEgmzQ8bD+LyZbixuJDJziC6ZfJEpBndNFitB9GQ6ZPS7JUjTBk0CKYsMjIcLlHxDcTI7REZiz1T88lYJu7tjUgWpKvySdeXkT7eTnKriE7d185DmyT2qvqe3cbQpv1Cbh+86ZLILdHVT6y5C2SZ/BVzxm5P7ToOFqi1pSiFOSiDEdS+USwJUtPL8Q/FccYzGIqENk2mPiLKDMI5JqqmUpISEWyzJ8RMpQJFkukxRxiyoizwiWhsV/QkOZqP6QGRPLJt6Ahe1cWcfHH/5t5DACwoEkX0+/pPYHH+bdfeaiYF+m25ZZkS7LPl9g7mgiO4WCzGnDlzuOeee7jzzjvP+3EnTpwgEAiM/VxYWHihL33ZeTukdpoVlbX8zQrxDf9XR/bxX/svrP3WaWbkF/HZ7NDSRw7vYdM5pnl/csZ8JgfzCKdTfHv/1rEelKsKy1leWIZpWfy8+yC6M84kLcAKj0jIeD7aQW8mwWo9SNBSiWGwSRulJGJRFhEfyceKFKxkmuImkSAxUBUkGnDifeXIWK1bckEdem+I+HO7AHAumIpzrviwH9pygP7ntgFizy13ccNFXYdXM7hJTB4Pzp48VlpghuOkj4rr41oyDSwL5xERzWVqCrG8TvKze3GZWifOjII/rIjorWRi9KZrFlNk0SXloNHBDE8VPsVNxEhwLN7BjSWLkCWZU5Eu+lMjXFc2H01WaY/20hnrR0JifpEoF9jd/8788mdLbRxbalcGFyy4m2++mZtvvvmCX6ioqIicnJwLftxbwdspNoBpBUV8Y81NKLLMkyeP8O87N13U8+S7PXx1+VpUWWZDezM/P7r/rGNuqKzjuorasaSS0w2Ua70B7q4WS3TP9J+iMT5MUHZwq18kY+xNDHA4NcwMw0Ol6RxLKnGkDKZk96Ra8mRGVYvqIyJjMpLvZrjcj3tHI0o4genSxlpwxX6/BQwTta4U1ypR2Dx6uJGu37wEQNG6pW8qoeRMMqNRRnaJJI6C1fPHbk9uPwqmhVpZiFpWgNozgjoQwZIlUtPLqRwdEm25NIlktZuqdvHnMppr4lA1SiLj0dtspQpVUug3R+m3RrndL3qF7o6cwiFrLMoT0dmWIRGtrSwRUeSWbPQ2Pa+GoNNHJB3n+HDrJXnflwpbbOPYYruyuOAlyotl3rx5lJaWsnbtWl555ZXXPTaVShEOhyf873Lwdi1FnkllIIdv3nAHLlVje2cr39r6+tfmtXAoCl9bfj15bg8tI8P8f7vPluTUnHzuybbh+sXJQxwaEh9cftXBn02dhSrLHAz3sX64FQWJO/y1uGSV7kyMl2NdFJsacwzRUWS3GiFiZWjoN5CBAY9Ee0Ci7MQgWtog5VbpmZyP42QvWlcIS5JE82RVIfb7LVixJHJ+AO8tS5BkiXhHH+3//RRYFnlLZ1F88/KLu6DnYHDjPizDwFNbhrdOdCkxBkdJHxF9Hl0rZono7bAoIdBm5FFUkMZ1Sgw1TU5x400qeKMypmQxUKozKZaLhESfM4qpSWPR2z6jjRmeKoKql5iR5EC8hcV503ApDnqTw5yMdDI1WEmRO5eEnmL3oIjWlpaKJeXdfccwrPMfeXQ5sZcix7GXIq9MLrvgSktL+dGPfsRjjz3Gb3/7W+rr61m7di0bN258zcc8+OCDBIPBsf9VVlZe0nN6J4gNIMfl5tvr3kuOy82JwX6+9sozF/3h9tn5y6nPLyScSvJ3W14kqU/MmAw6nNw/dxmqLLOtt2MsqSTgN/iz+gZyNBd9qSi/6hFJLWu9FZRoHuKmzhORFpyWxMpMEBmJJjlBo5Rger+BSxdz0I4XKRS0h/GERVJJ97RC5OEIzsNiyS85rxo9z0f8pT0YfSEklwPve1ciOTQy4Rht//k4VkbHP72W8j++/qLr3F6NHkswtEXU0BWuXTR2e2LTIbBEWy61LB+tbRBlNAEOGXVOAa7mBHLawvDIpCucFHWLovJQoYEPF4VpLyYWTZ4Qc5Sqsb23fivMUr+I1nZGRCbk8gKxzLppYGL0tnvgOCkjgyorY/tv23svLqnoUmKLbRxbbFc2lz2Lsr6+nvr6+rGfly1bRkdHB9/61rdYvXr1OR/zwAMPcP/994/9HA6HL4nk3glSO41DUfin626l1B+gIzzCF194goR+cb3pbqydyrrTPSa3vUzvqxooS8DnZi8hz+WmMxrmoUO7x67FDQWTmOzNI2XqPNJ5gJRpMN2Ry1x3AZZl8WSklaiRYW0mBxcyw1KGXWqEqhGTvISFIcGREhXXSJL8LhFp90zJJyNZeHc0IgHpmkIytUWkD7eQOdoGEnhuW4YS9GLqOm3/9QSZ0SjO4jyq/uRWJOXSfe/qe2YLZjKFq7SAwIxJAGRaekVZgizhWjWLItcoySMielNnF6IYEs6WJADJeg85IQVXUkZXLAYLDRZERaZktyuCQ9PGMif3Gq3M9FSTc0b0tiB3KgHNy0g6ysHRJnIcvrHkkk29QrxzCqbg0VwMJ0c5FXr7mivbUhvHltq7g7elTGDp0qU8+uijr3m/0+nE6XRestd7J4ntNF9avpZZxWVEUkn++oXfM5JMXNTzTM7J5755ywD478N7ONDfc9Yxd01pYHZBMUld54cnN6N5RCZgvTeftQWisPmxnqP0p2Pkyk5u9GVnuyX6aM1EmG14KbYcZDDZrIbxJU1qQyLSPJWvkLIMqk+JTM1QqY9onhvPxmPIKR0j6CE5rwZ9YITEyyLRw7ViFlpV0VitW7y1B8XtpOZT70VxX7p/90RnH0NbRCZq2fuvQ5IlLMMksWE/ALlLaiiqlkjvGICEjhRwoDbk4ToYQzIhk6di5GsUHhd/JoMlOkWGj6DuQpdMmr0hVir1yJJEmzlIyIrxfr/oTLI9cgLTMlldKPYXNw4exLBMVpfORZFkToy00x0XjZyXlYpyge09R96W3ElbbOPYYnt38bYIbt++fZSWvv7crkvBO1FsIAq5b5w8Dd00+dtXnqEjPHJRz+N3OPnbFdfjVFW2d7fz63OMz5lXUMKdk0Sa/X837aQ7IaKsoOrkg2WzkCWJbaEO9oV7UZB4T6AGh6zQnomwJd5Diakx0xDNjneoEZKWzsJ+AwnRpqrXB5WHh1B1k6TXwUBNLs6jnaJQWpVJLJ2MpRvE/7BtLKnEuUhE9MPbDxHafhgkiao/uQ1nYe5FXYdzYZkWXY+9DJZFcF49vilC2qn9jZjDERSPg/xrJmGGkhhHhZy1paVoIQNHbwYLSEz3UNinohoSKZfJaL7F8pAYgdPiCZGr+KiU8zEti716K7O9tQRUD2E9zsFYC/Nyp5Dr8BPJxNk9fAKHrLKiWAhvfc9eANyqc6y4e1vPoUv2/s8HW2zj2GJ7d3LBa0HRaJT9+/ezf/9+AFpaWti/fz/t7WJp5YEHHuBP/uRPxo7/zne+w+OPP86pU6c4cuQIDzzwAI899hif/exnL807OAfvlD22c7Gyqm6skPvbW19hT0/HRT/XXy5aRbHXR1dklG/u2HDWt/9cp4vPzhH7Ti91n2TnoPg3koAPlM3CqzroTIT5fZ/Yj7vWW06x6iFmZngy0orDklieCSAhcUpO0CYnqR8QxdxxDU4VKOR3hPFExODS7mkFyINhHMdFO6zEgjpMv5v4S3vFXLeAB8+Ni5EkiWTvEN2/FQk1JbeuwD+95qKvw7kI7TpCvKUb2aFR+h6xFJ5nDpDaJva4CtZORXaqZLb2gAVytR+l1Iv7aAyAdLUTTdPIHRR7b33lOjWJHFymSkLO0OkOs0gR0e9Js4eklGFZdu9te0TUsV1bNBeATYOH0C2DpUUz8WouBhIjHM5O6l5S0oAmq3RE+uiMvjXCsffYxrH32C6e73//+9TW1uJyuViwYAGbNr1+9veGDRtYsGABLpeLuro6fvCDH1z2c7zgCG737t1ce+21Yz+f3iv72Mc+xsMPP0xPT8+Y7ADS6TRf/OIX6erqwu1209DQwFNPPcUtt9xyCU5/Iu9UqZ2mKpjLV1etA+A3R/dfVAuu07xvagNLy6tJGzr/uO1lYtkGyacJ+E2+0LAYv+aiPRriV637x+67Nr92bN/tf7oOolsmUxxB5rtFbeLTkXaihs4aPYgbhRFJZ48aoSxsUhAXEwKOFqk4Iinysz0a+ybloUsW3p1NYt+tthC9Mp/0sTYyx9tBkvDeshTZ7cDM6LQ/8hRWRsdXX03hdYsv+jqcCz2WoOcPIomp6KZlVFbLWFaErv85gpU2cFfmEpxXgXFqBLMvDqqMtqQUZ0sSJWZiOiUSk91Ut6lISIRzDEyPQvWwmCZ+0jdErVJEvuwjbensN9pZHKjHozgZykQ4FG9lQe5U8hwBopkEO4aOISFxbXbu2yvde8YKuVeUiYSTzd0HLuk1OBe21Maxpfbm+OUvf8kXvvAFvv/977NixQp++MMfcvPNN3P06FGqqqrOOr6lpYVbbrmFT3/60zz66KNs2bKF++67j8LCwguqp75QLlhwa9aswbJee6fg4YcfnvDzl770Jb70pS9d8IldCO90sQF4NAf/dN2teB0O9vd28b2dmy/6uabmFfCJWSIy+9H+nTSPjHedP30tbq+cyfScYpJGhh+c3Do2/qbWncON2SWx3/UeZzATxy9r3OwTv5Q74320ZMLUG27Ks/VuW9RRXBmLycPiOZryZeKKRc3JISRgtMhLpMCDe+tJ5GQGw+8iOacaYzRG/CWxFOdaOgO1TDQh7v3DJpLdAyg+N5UfvhlJvjQZk6fpeXw9RjSBtyyXhttEbV/4YDexxgEkRaL4PTMhZZDZJT7k1PmFqJKMq0nsgyameQhGVDwxGVO26CvTaYgWoyAzpMUZcaS4VhH7ZgeMdjRZHetasjF8GFmSxqK3DQMHyFg6c/OnUOjOIZpJsK1ffLEp8eQzOacCwzTZ3nP5sidtsY1ji+3S8K//+q988pOf5FOf+hQgVuqee+45HnroIR588MGzjv/BD35AVVUV3/nOdwCYPn06u3fv5lvf+tZlFdxbVgd3OXgnL0WeiQR8ddUNVOfk0ReL8LVXnr7ocgCfw8FXll2Hpihs6mgZm+125rWY7C/g9kqx7/ZI0276EiKr0iWrfLBc7LvtGelmz6hYSrzVVz1W77Yx3kOOqTAv20R5rxplVNKZ3q8jWzDklsSAz6ZhtLRB2qXSV5eL1jqA1jOCJUsklkzGkmXiz+6EtI5Slo9ziVi+i5xsY3CjkF7lh25Gy07qvlSMHjxFaNdRkCRmfHw1sqqgR1L0PyOuU/41k3EUeElv7YaUgZTvQp2eh/twNrEkX8UsdFDULb77DZQY5FqesbKAE74h5qhVuCUHo1ac42Y3q4Iz0CSFjtQgTckeFuVNI9fhJ5yJs2NYvO66CvGFZFPvATKmKOFYXTEXgENDjYTTsUt6HcBeijwTeyny/Hh1/XEqlTrrmHQ6zZ49e1i3bt2E29etW8fWrVvP+bzbtm076/gbb7yR3bt3k8lcvsnmV2Sz5StBamfyJ3MWsap6EmnD4G9ffprQRWZMAvzlotUUe/10R8P8f7s3nXUt3IrGp6cuQ5ZktvS1sGOgbey+95VMJ1dzM5SO87s+8cG72F1ElcNP2jJ4MtIKlsVyPYiCRKec4qScoG7YxJeGtAzHCxX8g3ECg3EsRJ9JkhlcB8TrpBoqMHO8pHafwOgaBE3Fc9NiJFnGTGXo+uULAOSvmENgRu1FX4dzkWP1c+xXzwNQc/McciaXYFkWfU8dwUxmcJYGyFtRh9ESxmyLgASOleU4u9JowzqWAokGLyXdGqohkXSZjBaYLAsVANDmHsGhaUyXRbH4Tr2ZQi1Ig0d0e1k/ehCHrHJdoSimf7l/L7plMC1YRZWvhJSRYX23kLsqKazMLk9u6Nx3Sa+DLbVxrjqpFSbBp7/xca8mKh7z6nKsr3/963zjG9+YcNvg4CCGYVBcXDzh9uLiYnp7e8/59L29vec8Xtd1BgcHL1vS4RUlOJ/PRHVfWXJbUl7NJ7JJJf+67RWODV78H9z7p85kWXk1acPgOwdeQHElzzrmI5MWUuDy0p+I8vOWPWO3zw2UMD9YimGZ/LzrECnToFhxs8ojGhy/HO1ixEwz3/CRa6kkMNmuhslJmlSOimjzRKGCZRhjfSaHKoMkfQ48G48h6SZ6vp/01FKMoTDJLWLJzX3NHJTs9Ozep7eQHhpFy/FTcvu5ayAvhuJAFMuy2P/dDWSiSXwVeUy6YyEA4QPdRI/3gSxRcscsSJtktolSCnVuIYpHw71HTPlOTPXgNjSCIdFvsqdSpy6eO5ZY0uId4XplJrIk0W4O0m2FuDu4CoAj8Tb6MiNcWzgXn+ZmKDXK7mGRvHNDhdhj3NJ3kJgu/s3mF0/D7/AynAxzcPDUJbkOttjGuerEdono6OiY0DP49cq1Xt2MwbKs123QcK7jz3X7peSKEtyVRr7bw1dW3YAsSTx+/BBPnTp60c9Vl5PHPbPEh/Yjx7fREh4665hlhTUsLazGsEx+fHIbyez8txzVxftLxGDNlwabaU+OoiJxq78aRZI4kQpxMDVEkakxfawkIIxumUwbECUB3X6ZIY9E+dFhFMMi4XMwVBlAa+oT/RsVmcSiOiwL4s/vFiUBNSU4ZokoLd7eO7Y0WX7XDSgux0Vfi9MUB6Jj/93x4mEGD7QjqTIz//Q6ZE0hPRyj72mx31WwZjLOYj/plzrE0mSeC3VWPp69MSQD9BwVvcJJ1QnxJzFcaOBwOKgaEYklx32D1CgFlMo56JbBTr2ZencFlc5CMqbO5vBRvIqLVdm6txf69mBiUecvoz6nCt00eLlr/AvHmgoR5W3q2n/WENoLxRbbOLbY3hyBQGCC4M5FQUEBiqKcFa319/efFaWdpqSk5JzHq6pKfn7+mzvp1+GK3oN7J6NIEl+/5iZy3R4ahwf4952v3ZrsjXCpKl9dfi2aorCrr5Xn2s8WZZHLx0cmLQDg9+1HaI4KAUrAB8tn4VY02uIjvDQo0tNXekopUN1EzQzPRTtQLYllGfGL3Sgn6FLSTBoycemQUEViSaA/hm8kiSlB75R8pHga16FsK65ZlVg+F+kDjRg9Q+BQ8dywAEkSxdWdv3weLIucBdPe9NJkcSA6QW6hkz2c/NV2AKbetQx/RT6WYdLz2AGRNVmVS97KSRgnQpjtETG5e3U5zq4M2pCOJUN8tpeibg0tI5F2WAwWG0yPiGkBvc4oEWeGhdmygINGB2lJZ01QJJrsiJ4gYiRYWzwfl+KgMz7AodFmAG6pEkX42/sPM5IW51zkzmV6nmh4vbHr4pcn7T22cew9trcOh8PBggULeOGFFybc/sILL7B8+bl7yC5btuys459//nkWLlyIpmmX7VztCO4y8Yl5S5lXWkE8k+ZrrzxD2ri4pVW/3+Azs1ZS5sthKBnloUMbzjpGkSQ+PXUZLkXjxGg/T3WOC3BNfi11nlyShs4vug9hYlGhelnkFlOon4u0k7QMluh+fChEMNijRsmNm5RFxpcmpYxBUUsIgMGqHNJuFc+m40iGiV7gJzOpGDMcI7FZFCu7V81G9otocHDTPpJdAygeF2XvvZaL5UypnSYZinHwoRexDJOSpZOpXCv6Pg6ubyTZNYrsUil9/xyscJrMDvENUl1YhOrUcO/OLk3We3AbKrnDYmmyuypDVSoHv+EkLRmc8A2yQKnDLTkYMWMcMTtZGZiBX3EzokfZFTlFoTM4NjHgmd6dWECtv5RpOdUYpsHznbvGznl1uYjeDg81MZy88EbittTGsaX29nD//ffz0Y9+lIULF7Js2TJ+9KMf0d7ezr333guIeuiuri4eeeQRAO69916+973vcf/99/PpT3+abdu28ZOf/IRf/OIXl/U8bcFdBmYVlfKR2WI58V+2vHRRnUpOJ48sLallTUU9pmXyb/tfJpI5O6vplooZ1Pnzielpfnxy+1iNVanTx7pC0X/xib7jDGUSaMjc7K9GkiQOJodoyoQpNR1MNt1YWGzTwliWSf2AeP3OgMyIS6L8WGhsaTJU7kdrH0TtD2PJEskFdSBJxF/ZDxkDpbwAx2wR7ejx5Nh8t5LbV6FmpXchnEtsAKZucPChF0iPxvGV5zHjY6uRJIlY4wDDm5qyrzkT1e8k9YcWMCzkMi/q9Dw8OyJIhmjHpZc7qTopvkWGCgxkl0pdSHRVOekbIk/xUa+ITfDtRiO5qo8FvikAvDx6EAOTm0qWoEgyx8JttMTEHt+tVeLb7Pb+owynhMhUSWFluUgu2XiBySW22Maxxfb2cvfddzM0NMTf//3f09PTw8yZM3n66aeprhYJV6+uh66treXpp5/mL/7iL/iP//gPysrK+O53v3tZSwTAFtwlx61qfGXVOmRJ4qmTR3i55cISCM7Migw63Hy6QSQx/K5pP8dCZ2coVXtzua1CRC2PNu0mlBbz3RQk7iqdiSrJHI70sztbErDGW0au4mTUSPNyrBPVkliS8QNwXEkwIGeYMmjiMsTSZHOejG8ogS+UwJKgd0oeUlrHeUD88qZmVGD6XWRae9GbukGW8Fy/YGzjeOClnRgJ0ew4b8msC7oWryU2EBvUxx/dzGhjH6rbwZzPrkNxamRCcbofE0XTwQWV+BtKSe/owRpOgkvBsbocd1MSddTAVCXis72UdomlyZTTZKDEYEGkGDk7yHTAGed2VURcJ4we+qwwd+esRpFkGhPdNCd7mewrZ3qgCsMyeaZnJwCTAuVMy6lGNw2e6xwfXruweDpBp4/hZJj9AyfP6zrYYhvHFts7h/vuu4/77rvvnPe9uh4a4JprrmHv3r2X+awmYgvuEvP5JaspDwTpjYYvaHDpuUof/s+s1QQcLlrDg/ym8exfDIes8OmpYgTO7sGOsVZcANcX1lHhDhDT0/y2VyxZVmt+5mW7lTwTbSNtmSzW/XizS5MHlCjBhEl5eHxpEtOiuDmbNVkeIO1x4NrVJKZzB92kp5aIBsav7AfAOXcySr7Yy8uMRhncKKKUkltXnndB9+uJ7TStzxyga+NxkCRm/tlaPMVBzIxB16/2YSYyuMqCFN08HaM9jHFEnL9jVTlqEpxNIpMxMdOLP6kRHDm9NKlTlcohqLvISAbHfYPMUasISh7iVoo9RgsNnioqnQVkTJ2XRw8gI3FrqRhuun3oKINpsex5W5Vouryt7/BY9AawtkrUw63v2POGtZC22MaxxWZzMdiCu4Qsq6jhtqkNmJbFP2564az2WefitWr6rq+czoIi0Yrr3w+8MtaJ5EzeVzWLUk+AUCrOI03jezzlLj/X5otEjt/2HiOip9GQuSnbrWRvYoD2TJRiU2OK6QZghxbGxKI+O5272y8x4pYpbhxGzZik3CrDlUGUwQiOtkEsIDm/FmSZ1J6TmKEIkseJa1nD2Hn0v7gDK6PjqSnF31D3htfifMQG0LuzkcbfiKio/kPLKZxdJerdnjxCqieM4tEou2sexA3SG7sAUBryUYu9eLeEkYBUuQMr30HJ6UkBxQaaQ6NuRCxNnvAN4VfdNMgVAGzXG1FlhWsCIgrdGjlG2EiwLL+BYlcecT3JS33iS8i0nGqmBCvImPqE6K3aX8LknAp002DD6ySX2GIbxxabzZvBFtwlwqs5+OLy6wD45ZF97O/tet3jX69Yvcjt52PTRO3c/5zcSXs0dNYxk/z5XF8muvI/3LiLmC5kKiNxV2kDiiSzP9zLwYj4gFjlLSWoOBg1UmyIdaNYsFgXS5On5AR9cobqkIknA2kFmvMUXJEUOX1COn2T8rAkcO1vBSBTW4iR78dMpEhuFxGia8UsJKfYy8qMRBjeKhJOSm5Z+bq1LucrNhAZk0f+cz0AVTfMomqtmIQ9srON8IEukKD0zrmoPiepp1ogbSIXudEWFOLZH0NOmhgemcR0L1WtGoopkfCYDBebLB4pRUai3xGj3xnjdnU+siTRbPTTYQ1zc85CPIqTgcwoe6KN+FQ3NxSLzNXn+3aTNNNIwHuqVwKwqefAWOYkwPVVoh5uV+/Rc3YuscU2ji02m0uBLbhLxGcXr6LI66NjNMR/7t32mse9URcWCfjM7DW4VI0jQ90803p2j0JVkvn45MXIksSWvhYOj4zPgFuTX0OZSyxNPt57HIBy1csCl1iafC7aQQaTOYaXgKUSx2CfGsWTtqjOznhrzFfQZSjPFnSPFnlJBF1ozf0oI3EsTSE1U3Q8SG49AqkMSmEOjoaasfPof3kXlmHgqSvHO+Xcw2ovRGwA4bYB9v/bs5i6QeG8GqbeLb4ExBoH6H9WdGYpvL4e76QC0pu7sYay+27XVuJqT6MNZLBkiM3zUTCk4o3JGLJFV3WGyfF8fIaDlKxzzD/AXLWaHMlD3Eqz02ii2llEg0dEis+F9mJicVPJYlyKg454P7uyRd1z86dS5Ssmoad4vnPn2Ln7HR6WlIro9sWOnRPely22cWyx2VxKbMFdAuaVVIwtTT64+cVzlgScb3uxm6obmJFXSkJP8/1DZ4/AAXhv1SzKPEFG0wl+2Tq+1FXk8HJDwXjWZMxIoyBxk69qLGuyNRMhaCrMyBZ071IjZDCZMWggI3pN9nslcnqiuGIZDFVmoCYHMjrOw6LmLTWjAsupYYxESR8U9V6ua+aM7bEZyTTD20X0Vrxu6VnR24WKDSDaNczebz+NnkiTM7WEWX96HZIsk+qP0P3r/WBBYG45uctr0U8MY5wUUa/jmgrUFLhOZhspT/fgkjUKesUYnN4KnYDkpiohCrqP+gbIUbxnLE2ewpRgXY5INNkba6I3E6LWW8L83CmYlsXvu7diYaFIMrdXi723l7r3ENXHW7JdUz4fTVZpHu2iOZvwY4ttHFtsNpcDW3BvEpeq8tcr1gLw+PFDHHrVRO0L6ZtZ6gny4XqRsPDoiR30Z5skn0mtL48by8XS5CNNu8eWJiXgrtIGVFnmWHSAfWGRcbnYXUS+6iJqZngl1gXZpUkZiQ45RaeSpihqkZu0MCQx403RTQraRwAYrApiaArOg+0iscTvIj1J1NCldhwDy0KtKUGrKho7x9EDJ7HSOo7CXHz11WO3X4zYAOJ9o+z51lNkokkCtYXM+/ObUZwaeixN1y/2YKZ03FW5FN/WgNkXJ7MtW+82vwi1wIN3yyiSBelSB0apKAmQkBjJNUjmSMwZFtFth2uUUWeK96gNyJJEk9FHhzXM2uAcgqqXUT3G5vBRZCTeUyZKAHYNH6crISZzryyZTZE7l3A6xivd411LFEnmukpRNvJi+y5bbGdgi83mcmIL7k3yqXnLKA8E6YtG+OGe8U7aF9oQWpYkPjt7DU5F5eBgJy+0HzvrGFWS+cSUJciSzLb+VvYPj+/zrcyrotqTQ8LI8FiP2BPLlZ0s85QA8HK0k5RlMMl0UWQ5yGCyW42gmBaThsS5tufIJDWJoqZRFMMi6dEYKfEhxVI4GoU0UrOqQJZF9HZUNFh2LZ0x4TxDu8Tr5y1uQJKkixYbQLQ7xN5vPyVq3SrymP8Xt6C6HZhpg65f7CETSqDluCm7ez4kDdIvd4BpodQEUGfl490VRU5ZGF6ZeIOXynbHWElAb7nOnHAJTkslqqQ55RtmsTIJv+QmaiXZYTRR6Shgnk9Exc+N7CVj6awsmEWxK4+YnuD5vt3iGigObq4UXUueat9KyhjvkL6oeAa5Lj+R9CiD8fUXfS3eTdhis3krsAX3JpiaX8gfN8wF4JtbXyaeSV/0pIPbamYxNbeYWCb1mkuTt1c2UOYJMpJO8IuW8bKBHNXFTYWi8Pip/pOM6qIY/AZfBaok05wOczw9gtOSmKeLxscHlRhxyaRu2MSZrXnrCMo4YmlyeoWQ+utyQZJwHulAMi30wgB6aQ4AqV3HRfRWXTw25w1EckmsUSxlTl5ThftNyC3cNsDebz9NJprEW5bL/L+8Fc3nwjJMun+zj2TnCLJLo/zDC1EcqkgqSYo+k9qqcjwnEqghMSUgNt9PwZCKLyJjShZdNTqV6SAFGQ8GJocCfZTJuWMF3Vv0kyDBjbkiieRArIX21ABBzcvaIjG49NneXSQMca3XVSzGp7npiQ+xrW/ivultdeL4PX2bMK0rq1n4pcYW2zi16sVPFbE5P2zBvQn+fMk1yJLEi80nOBpuxu+/uOcpcvu5a4pYwvrv49sZSp6dYVfqDnBTuWgF9T9Ne8aWJgHeWzINh6zQFBtmx4iI6qY7c6lxBMhYJi9EhXDm6D6cyAxLGU4oCdxpi4rspIBTBQqmLFHYNoIERPLdJIIu5HAcrV30tUzOrgJJwowkSB9pBc6O3sLHRK/LYF0R7vyLvCDAyKle9n3nGfREGn91AfPvvwWH3z1WDhA7OYCkypR/aAGOfC/plzvGi7mvr8TRn8HZJuQTn+PDbaoT9t2cqoPJI3mA6FZiqrBCFcNRjxid9FqjXB+cS052aXLDqNhTvKNsBU5FozXWy96QKNTOdfrHpnU/0boJM/v1ZFKgnyr/JMp91WTMNHv7tlz09bjSscU2zqSs2C7+q5/N+WIL7iJZWzuV2cVlJPUM/33s4hspA3y6YSVOReXwUDevdJ44634JiXsmL0aVFfYPd7F3uHPsvpn+Ihr8RRiWyW97xbKmU1K4zitmlm2L9zJqpskzVSabLgB2q1EsCSYNjyeWDHtkPCNJfKEklgQD1TniuY50IQGZ8lzMXDGcNLX3pFgGLC9ALS8YO5fiQJTexkYA8mefPbb+fOnd0ciR/1qPmTHImVrCvD+/GdUtpg8MvnSS0X2dohzgj+biqcolvb1HNFFWJBxrq9B0Gc9hUVydnOzCynVQdkLsu4XyDWK5sCRUhIxEnyNKlyvC9epMXJLGkBllr9FKtbOIuT5Ru/dsaA9pS2dWsI5pATEZ4Hddm8ei7DuqV6HJKidG2jkcap6wx7a0VOzPHhzYSVy/+j7SbLGNM8mO2N5ybMFdBG5V47NLRK3Tr47vZChx8R9ca8qnMrewkrSh8+Mj5+58cl3pZCYFCojraR5t2j12u1NWeG+xiOrWD7XSn62tWuUpxStrDOoJdib6wYKFuh8JiRY5yYCcITduUhC3MIGmfAUsi8JWkXkYKvGTcWvIIzG0rmEsROYkgJXKkDoo+jy6FosRPKf32CzTYuiIkG/BrHOXBrwelmXR/Ps9ND8hEjQK5lQx+97rUbK1dUMbmxjeLLI2i29twD+tGP3oEMbRbKeS1eWoQRferaNiOneRRqrOTXWTGGCacJv0lenMihTjNjXicoaj/gEalHLK5Vx0y2CTfgJNUrkxR0Rke6ONdKQHcStObi8Ve2zrB/YzkBoBoMZXysLCaZiWxa6BxyfILc9VxNS8WViWyY6eVy74elzJ2GIbxxbb24ctuAvE7zf4+MylFLh9dEdHeOzknjd+0GsQcLj4k2xB9y9P7aE7NnrWMUHNxfuqxIyx37QdIJQe/2NZVzCJoOZiIB3jxUHxwV+ouJnrElHVC7FOTCxqTCeFlkYGk31qFCyLScPZjiUBmbhDwj8QE2UBisRQpWi15Twu0tn1ijzMoCgrSJ9oh4yBnOenfLYXSRqXezocx0hmQJLwV41HdueDnkhz9L830rdTyLP6ptlM+aMlSLKY6DS8rYXBl8WSYOEN9eQsrMJoC0+YEKBUBfBuD4ukEp9CbJaP0i4Nd1xGVyy6ajJUpoIUpb2YWBwK9JGr+Jiv1ACw02hmlDi35CwkoHoY1iNsCot5creWLsWnuelLhtgwIHpdSsAf14npCMdCexhIdk94T0tK1wBwKnSE4eTVkTlpi20cW2xvP7bgzpPTySOl3iDvmyK+3f/4wAYy5sUnDXxs2jL8Dhct4UGebD14zmPuqp2HW9Vojgyxsbdp7PYSp48VeWIZ8Ine42OtvNb6ypElieOpEB2ZKOoZiSVHlDgJyaQkYuFLgy5Da64MlkVBu5BrqDyAqSnI4QRqp4iMUtPLx143fbgVgPyF5WfVtyWHRQTpzPEgK+c/ajDcNsChH7xEvG8USZGZ9tGVVKyePnZ/aFcbA8+JovX8a6eQt6IOozdGen0nWKBMzUWdmY/nQBQ1bGBqErEFPnJHVXKyI3C6ajJ4JReTY2Lf7YRvkJRmsk6dhizJtBgDnDJ7qXdXMMNThWmZPD28m4xlMNVfka15M3msc+NYD8n3VFdT7S8hZSTZ3PfshPfkVj3MLhAlHzt6Xz7va3GlYottHFts7xxswb0Br86K/NTs1WiKyu7eVnb0NF/0887OL2d1ufjQ/OHhTeec6jw9WMzSwmpMy+RnTbsnZFa+t3gaiiRzKNzHiZhIApnuyKVK85OxTNbHRLLJDMODJ9tM+ZgSRzYtarPRW1uOjK5IBPqiOJI6uiozXCoSQxwnusXeW1nuWPSWk+xhpHcYZInA7LKzzjcZEtGcM8d7XtfAMi06XjrMyV9vx9JNnLleZv3ZWnKnlo4dE9reOtalJG9FHfmrJ2EOJ0m/2C7G31T50ZaX4m5M4OjNYEkQm+/DZagUd4mkkv4yA8MjMyu779bjjNDlirBGnY5PchGxEmwzTuFX3NyQMxeA7ZET9GZCOGWN95aJ5egtg0foTAwwKdCPU3axouRGALb1vXjW/tr8opVoioPeWAdt4cbzuh5XIrbYxrHF9s7DFtxrcK50/+n5pSwrn4xhmfz4wNmDR88XVZb5xAzR8eLZtqM0jQ6cfYwkj03ofqWnkfbYeD/KOf5iJnnzSJsGv+8TSSkaMtd4hXS2x3sJmxnclsz0bMeSfWoUU4LKUVEWkFShKyCit/xOkZAxXBHAUmWkZHosczI1rWxsj21wtyhi904uRPU5zzpnV1Zs0a5hMvEUmufsY04z2jLA8Uc3E24RS3eF82pouOcaNJ9r7JjhLc0MvCDeX+7yWgqun4oVzZB6rk30mCz24FhTgbMzheuMCQGyV6M8W8w9mmsQKjBYMFqG01KJKCmO+QeZrpRRLRdgWCYb9OPoGNySuwiX7KAnPcz2iIgYby5ZTI7Dx1AqTHPiWSYFRH3bkuK1eFQfQ8k+DgxtPfOtoUoai0quAXjX7r3ZYhvnnSS2kNvC8JyryOj1CRsX/pgrAVtwr+L16tjumSVms73YeoSOyPBFv8b76uZR7sthJBXnl6d2n/OYmyumU+IOMJJO8Lv2Q2O3O2WF24tFJ5NXhloY0cUH+2JPEYFsM+VdCSGNWboXFYkBKU2HnEIxLapGxPJaa64oCwj0Z6M3TWakRCxlOpr6kSwLuchNYY14XcuyiBwV+12BmSXnPOdAXRHeslxi3SF6dzRSeW3DWcfEekZoe+4AXZuOi+VFl8bkOxdTeV3D2JKnZVkMbWxi6BUxSy//msnkr5kMcZ30s62Q0JFynTiur0IL6biPihl4ycku9FInNSfHk0p6KnXqYwXkZEfgHAz2kSd7WaCIaQu7jRaGrChL/dOodBaQNjM8ObwLE4tJ3jIW54ul0u2h36NbQm55zkLm5otOJht6nsRk4qSH2YWL8TkCjKaGOTJ08Xu070RssY3zThKbzbmxBZfljQq0l5VNYmZBOUk9w6NHt1/065R5g7x/0lwA/uvoVuL62SN1ilw+bq0Q9WW/bNlH4oyuGNdnE0sG03HWD7UC4JM1FruLAXgl1o2ORdBUmJQtC9irRkGCypCJZkJMgz6fJKK3DhG9hcoCWIoMpomzVXyIKTPGC7jT/VHSgzEkRcY7dbwt15lIkkT56mmc/N9ttD5zAH9lPo6Ah0wsRbxvhK6NxwkdH0/EKF02hSl/vGTCkqZlWvQ/c5SRXWK2XcF1U8hfPRkroZN6thUrkkHyazhvrEZNWnj3RUUbrnIHyUluKls0nCmZjGbRWZehLOWnIhnAwuJwoB9DgWvU6SiSTKs5wHGzmzJHHsv9Ihv1xZH9jBoxnLLGXdmJ3EfDu+lNjc/au6b0NhRJoSl8lLboxIG2EhJLy0RpwPaelzHfYObblYIttnFssV05XPWCO5/OIzISH5splhQfP7X3TZUFfGzaMlRZYU9/G9t6z72Hd1fNXDRZ4Uiod8IQ03zNzcpzJJas9JSiSTIdmSgn0yMAzDV8yEi0y0kGZR3VGC/qbs1VsCQJ32AcR1LHUGVCpT6KA1H05lEyCR08KkpNYOy1Y41iGdVTl4/i0l7z/ZUtn0rrMwdIDkbY9U9PnH2AJFEwp4qam+ZM2GsDMDMGPb87SDQbKRbdNJ3cpTVYqazcRtNIXg3HzTUolox3dxjJgEy+SrzBS3G3JjqVyBYdtRl8lov6qMjmbPKEGHIkWKs24JNchK0EW/VTuCSN23IXI0syR+PtHE10MCnQz8q8W/CrOUT0EXaNjC8zTg7MpMZfj27qbOx56qy3NyV3JnmuQhJ6jP39rz1V4krBFts4ttiuPK5awV1IS601VdOoCuQTSSf5zYlzLymeD/MKK5lfJAqFHz527g+/6cFi5uVXYFjmhHZcADcXTUGVZE5EBzkeEw1+CxQXM50iM/B0YkmhqVFhOjGx2K+IzMaKURPVgqgDBrwiesvrEtFbptpBUa5Y5jNOiL0+dWruhAncsWaxJ+ed9Prp/5rPxdJv3MmpX22nd0cjkqqgeZ04/G4K5lRRcc10XHm+sx5nxNN0/XIfiTaRxFL6/jkEZpZm5daGFUqBW8VxUzWKqopygLSFHlCIzfOTO6SSN5jNmKzSkZwKs0PFyEj0OqO0ekaYI1dRIeehWwbr9WNkMLg1dxEB1UNIj9JkvMCkQIZK92Tq/XOxLIuNg38YW5rUZAdrSm8DYPfgBkbSQ2e9j8UlawDY27eFjPnGA2/fqdhiG8cW25XLVSe4C+0VqUoyH2kQBb6/Pr7rnEuK5/s8H5+WbcbbepjeePisYxRJ4oO1YizLKz2N9CTGj6lx5zAnUIJpWTzZf3Ls9mu942UBPXocLJiriyW/ZjlJRDYmRG9tOQpIEu7RJO5oGkuGVLVYyjRHU5g9MZBE6v1pTN0Q4gE8tePLlq+FM+hh5qevo+GTa8bq2F6PVH+Erl/sJROKIzsUyj4wH29dwbjcsnPdnDdVo3g0fDsiKAkxuDS20I8/plDcPZ4xGQ9aLBopxmEphNUUR/0DlMu5zFFE9LvdaCRkxZjnncRkdxmGZbAv9Sw6GZyym5X5twBwOLKT3lTH2HkuKboOvyOH0fQwu/rXn/U+ijzl1ASnYloGe/rOXbT/TscW2zi22K58rhrBXWwT5Gurp1PiDTKcjPGHpv0X/fq31c6iLJtY8ljT3nMec03JZMq9OUQyKX7fMd6wVwLek00s2TnSRW9KLJFWa35qHQF0y2RDTOxt/f/s/XecXHd59o+/P6dNb9uLtqhXy5IlF9nYxjY2GGPA9BQCyRNCIDxJ4EcK4SFAEiDJQxL/EloSEiAJEOChxwZssI2LZFuSJVlW77tabd+dXk77fP84s007uzu7kovkvV6vedma+ZwzZ87Mnuvc933d190odRqkgYNkv+ZFb63pqdFbYzRL8Lg3isds9SF9Hgk5J7xeOKU1jBKeSENaw3mk7aL4NIyG6dHXTKiG3HLHBjn3//bilmz0eIDWX9mCrzGCLJbJrewv6buzEyXiI7Qrg5pxcH2C3NUR/LZKyxlt3IZrpM5hY7qRiO3DFA77on2EhI8btdUIITji9HLCHaBRj/PKmDcN/LnSDlJueeRN7WsJqmFGzUF2jz4yfpw1vnquqvNERo+cm4jqJuPa5nLT98g+0uVU8aWCRWKbwCKxXT647AluocQG3hyvt6+5BoDvHtlFybEXtJ9af4g3L/eaw//z8FMU7OkXx7Bm8Mb2KwD4/plnp5gpb4420xaIUXRsfjY40VN1c9BrC9hbHCLlmiBhYzl6O6YWyAsXxZ2I3lLNFo2xEqLgoA94x1DqmJDyO2e8iFFdGptybFbaU2rq8cC05u6FQrqSkcdOMPTIMZAQaE/Q8var0EIGMu+1AoylJX2v6UCJ+gjtznjTATRBbmsETdFYckxHkYJM1KFvic3yXGLcqWRfrA9HlbxSW4dP6Ay4aZ52TrA6muSW0G2oQuWcdYqTlnczsSJ0BZ3B1TjS4ZdDP8Jh4rdzS8sbxoUlJzPTRxmF9Sgbar22jqfOXTqN3YvENoFFYrv8cNkS3IUQ2xhu61jrRV3FPD85uX/uDWbAu9Zsw6/pHBrp5dFzxyqueWP7FYQ0g67sKI/2T4hPdKFwZ4M3Cueh4ZNkHY/4VhlxmvQgpuuwI+9dpJqkMR69HVS9mlpzxlNOmoYkHfeIztdVQkiwajTciPcTcFMlj1AEqO1TpwDYKe8PX4v5uRiwcya939tH/oQXNcU2L6HhrnUomoqbMTF/dgaZNj1yu7MTJWoQ2pNFH/ZG32S3hhEBjbZjE+0APR02TaUwSwteavVgZJCUXuJmdQ01SoiCNDkdeIyloshm/+2ElRg5N8MzRU9AElZjbKu5A4Bnko8ybE1c+FfFNtIeXoHtWjxy7scVP9PWpptQFY3u9AnO5c5clPP0fGKR2CawSGyXLy47grsYxAbeANKx6O07R3ZSdKZHXdVgdbyRbc3LcKXLlw9WHpfSGIhwU5M3VPObp55BTvIsuaGmnbjuZ8Qs8NiIp6gUwCvKg0x3FgcoSHtK9HZULVAQLo2RLB1nDUAw3GB7G7oS46w3RsbsmCAsp8tLWSotIYRPnXJ8TtGLXGdTT1aL/Klher//LHa6iNAUGu9aT2yzZ+TsJkuYPzuNzNmIsI7xmk6UsE7w2Rz6gIVUILclgozqtB/TMUyBaUi6l1lEXR/rMt5k7lOBUfr8Wa5Q2uhU63FxOerbjimKLNXXs0RfjisddhYexMJEILip7nUYio/+Yjf70xNtILpicHPzXd65HnyEtDU67TOpQmNzg9dS8ORLvLF7kdgmsEhslz8uG4K7WMQ2hpvbVtMcjpMq5bn/ZGWfyGrwzjWeH+Evuo/QNUNz+Js7NqIKhT3DZzmannA18Ssat9R6DckPDB0fbwtY60tQpwUouPZ4U3ej1KmXOg6SwdggjapDJKlgmAJblaRqvG21QQvFlLiGwGqYICz3nFfXU1un19hUfznKKy0sRQteC8DQz48w+pQX3Ri1IVrethlfoxctugN5Sj/v8gaWxn34Xt2BCGgEn81h9JqeBdfmME5Cp+2kjr+oYGuSruUmPqFzZbIJBcGAkeNEaJQ2UcNVWicAJ7Q9ZJRh4ko9V/g8Inqu9BSjrnfu1kevodnfgemW+OXwj6fcYFzX8CrCeoxkaYidg5Xda9bWbCKkR0iXRjk6uvBI//nEIrFNYJHYXj645AnuYhMbeIHOWPT2/WPPLLj2dn3TMlYnmijaFt8+Xrm9YHW0gS21bbjS5XtnphLpK2s7Cao6faUsz6Q8mywFuCHo9Y/tLAxglklvfTl6O+dPY6reOakZ9CKxZJ2DLOs9jJ5y9Nbig3IbgLRd3D4vpalUIDilHLk5xYVFsbmTwwzcdwBz2BO9xLa00XDHGhSf9/NzzqQ942RHImr9Hrn51Cnklt8cxq43aD2tEcoqOIqka5kFusKm0SYMqZLSijwXHeCKSIGNpje89Jx6gn7tNDo+rgncUa67neSE5Z3rhF7P1njZVmv052Ts5Phx1/oauarO6398+NyPcGTl38GWRs+rcs/AdiQvrcbuRWKbwCKxvfxwyRLc80FsY7i6eRnt0VqyZpH/Ob5vQfvQFZVfL0dvPzy1j2Rp+h+XAN62dBMAj/Sd4NyktoCIZnBjTQcAPx04Nh5TrPfVkFB95FyL3QUv2lsZsGguGbhIzgQ9JaQ/LwjmFKSQjNZ550pY7ri4xGw1xt/LHSqAIyGgIeLT/SO1sLfWHMjiFCzUQHWpytJglsEHD5M76h2nGvbR9IYrCK+sH19jHx7B2tELEpQlYYxbliA0heD+HMa5MrltCmM1GDR3aURTKq6QnF1qYQXgqmQTwfJst2TrAVaqgrXmLWjoJJUBTmne97c1cBshJULWTbG7+Ih3PKi8su4NqELjTP4oR7OTv2vBba1vRBEqx1LPcTp7lEqoCzTRFvVSnnsGtldc82JgkdgmsEhsL19ccgT3fBLbGMbG4fzk1P4F9729tnMD9YEIQ4UsPzpZmSSvrmunM1xDwbb4YddzU157Ve0yDEXldD7JgaxHEAK4rlx7e7owQE3UI8T2tGed1e/LUlS9KCM+5EVv6ZiLXeYjvd9CSHDCKm504quXw55KUqmvrJIMLEmg1wSxRvL0/Wg/LW/bPKuasjSQYWT7KdL7zoGUoAjiW9upe+UK1KBHltKV2Dv7sQ94zdLqqjj69S0IILhvUuR2ZRir0aCxRyU+Ojb6xiYfllyRbiBu+3EUm5HWA0jVZo31CgIyTEFkOaw/hRSS1cZVNGnt2NLiqcID2Hjf6dbELdQYDRScHI8P3z/lM6yLX0VraCmWa/LL3srCEoAr6715fsdGD5C1pvc2vtBYJLYJLBLbIi4pgguHHeDChQ6zYVWikSsb2rBdhx8f37ugfUQNP29a5jVsf/PoTswKM+NUoYwPMv1pz2Gydmn8tRo9wLUJT3jxk8EJ1eVaX4KE6qMoLc7ppwG8sTAlLz05Fr0pDsSSXk5yLHoD0Hu9C7vZPBG9QTmCA5TayipJoSm0vGUTZ768g+yhfkZ3nCaxrXMKydnZEoUzI6T29YxHbADh1Q3U374ao24i9SlNB/Phs7g9Xt1P21yPtqke4UJwXxaj35qI3JoM6npVaoa8n+q5dpts1GVVrpZGM4zEZaDpKJZRZLm1mbjbgI3FIX07tjBpUNtYa1wNwL7iY6Rdj1Bb/UvZEPXS0I8N/w9FNz9+fD41wI3NdwLeKJyMNX0QLYAiFDbWe/vYO/ji2nItEtsEFoltEWO4pAjuhcCbV28F4JGuIwwt0HPynmWbCeoGJ1NDPDZDW8CNjctoCIRJmQUePHdkymu31S1DFQpHs0OczE+o9l4R9iK1A85Z7HKtp70QQyAY1vNkNY/AYqMKiiso+l0KIS+5KSwXbdhLT1pN5xHcqEeuSm1gxs/kb4lRf9sqBh88wuADh0k+fQY1aCAMFSdnYg5OPVfhtY3U3LCMwJL41PdKlzB/3o1MlkAVGDe1en13jmecrA+W1ZKbw9gNBrX9KvX93s+0r9UiXeNylaNSU4ghkQw2HqcYSNNsL6PZWYZEckR/mrySISgiXB24DSEEp8yDdNlemtGvBLmp9m7AM1LuLpyYcozXN94+Pgpnz9DjM56T5bF1hPQIWTPNieTBGdc9n1gktgksEtsizkf1Y5dfBmgKxbi+dQUA3z26MM/JWn+IO9q9EStfP/IUlaYs6Yo6Pi3gf7oPUnInxAsJPcCWmCci+dmgd+FtjGbZGjOIiyCmtDnieoIT1RW0FD0V4lj0BhAbLotLalwvrwloQ+X0ZEjBDU9tA5B5j/hEePboOLFtKbW3rERoClayQPFcisLpkXFy8zVGSFzXydIP3ETr26+aRm7OmTSlH570yC2o4btrKerSGMJyCe/MTJDblgh2g0FiQKWh1yO3/mabmuV9bBQONSNebXKk9gy58Ahxp5Fl9iYATmvPMar2oaJxbeDVGMLPiNPPs6UJorqx9i6CmudW8nRyalN2ra+BjTVe7fThcz+aNgpnMtbVeqnsg8PPvOBTA1bG+hfJrYzlWmGR3F7CGB0d5Z3vfCexWIxYLMY73/lOksnkrNu8+93vRggx5XHdddfN+70XI7hJeOPKzahCYVffKc6kpxvpVoO3r9yKoWocHDnHs8M9Fde8qnklNb4gw8Ucj/ZPjR5urV06Hr2VjB4ay8HWxrKP4hG3F6vssNFSjKBJhaxqMqJ7f+C+giBQUJBI0jWT0pNlcYnVMDV6k66EYlmEEpj95yAUQd3NK4hvbcMcyOJaDq7pIDSFQFsCLWRU3E66EvuZAexnvcZupSGIcesSRFBHlFxCOzNoGQepCbJbwjg1OvEhhaZz3vHYHSkSHWkCuTj1A16/YCrWSzreR8CNsMa6FoGgXz1Nj+pFaZv8NxJX6yi5BZ4uPDBOVGvDV9EeXIkjbR4e+sE0ZeTNza8bF5Z056Z+N5OhCZ1VNZ7zzAs5822R1CawSGqXBn71V3+Vs2fP8tOf/hSA3/md3+Gd73wnP/7xzLVtgNe85jV85StfGf+3YVS+vsyGRYIrI6gZ3NHpeRN+9+jCLljt4QQ3t3ry9P88/FTFNQFV585y9Pb9rv3jvW3gRW9Xxz37rV2FCdFJk4hRp0SwpcNBp0yaEtqKnqVWdyA1HqnFRr2gPBNzcca+XSnRhjyCs+vPi9JKk+qD5zV4zwQt5ENbOvO07slwMybWL3twB7wal7q+Bv3qJoQiUPKO5y2Zc3ENz1vSiWrEhxSaz5ZbE5akcdvT+IphGvpXIlDIhocYqT2DJg3WWdejoZMSgxzXngEBnfo62vXVSOnydPFBCrLcnqDVcE3Cm9W2c/RhRq2pk9SXRdbSEVmF7do81jtVdHI+OmOr8Kl+UqURerKnqzoXF4JFYpvAIrFdOjh06BA//elPefLJJ7n2Wi8z8q//+q9s27aNI0eOsHr16hm39fl8NDVVHq5cLRYJrozbOtbh13TOpIbZN9A99wYV8PZVV6MIwZN9JzmeGqy45vaW1YQ0g55ckicHp1o63dW8xBvEWeznnDnRFL5e9QQnx9x+ipSnSlsBgo6OLVz6/OX6l4ToaFk9mZggTiXvopgSKcCOn/eV65Oy1LYLRnUkNxeklDjHU1hP9oLlgq6g39CCtswjZTVlE9qV8ZrOAwrZqyO4IZX48CRya83gLE2hW34ae1ejSJV8IMlgwwkECmvNbQRkmKLIcch4EikkCaWBjT6vd+2A+TRDjmdCLRDcXPd6NEWnp3CSA5mdU45XESo3lR1Lnhl6jJQ1+8T29qgXSZ5MHr4o52smLBLbBBaJ7flHOj1VCezz+fD5qruZrYQdO3YQi8XGyQ3guuuuIxaLsX379lkJ7pFHHqGhoYF4PM7NN9/Mpz71KRoaKg9bngmLBFfGXcs9ReN9M0j658KKWD3XNHbiSpf/nqF+F1R1bm/xIrwfdj837pjRGM0SUQNsCHq1pe2TzHzjIsgSpQZXSg45EynP1oJXe+v1ZXCEt59AXqBbAkeRZKMTBKcmvTScE9NAnSrvF5oCmgBbIosO4iIQnJu1sJ7sxR2z/2oIot/cihLxUgzaoOlN4nbAiahkt0aQfoXYsEJz9yRyW5ZEsw2azq1FdXWKviwDTUcByUprKzFZh43FQf0JbGFiCD/XBG4fb+Y+Zu4dP6YrYzdQ72uh5BR4dHj6oNJNtdeT8NWRs9I8PTi33VZbxCO47szMacwLwSKxTWCR2KrHKSdA2J6/0jxbtiJsa2ub8vzHP/5xPvGJTyz4ePr6+iqSUkNDA319fTNud+edd/LWt76Vjo4OTp06xcc+9jFuvfVWdu/ePS/CXSQ4YGP9EtqjtRRti4fOTHeKrwZvX+mpL3/Zc4yeXLLimttbVxPUDLpzozwzfJbG6ITy8OrwSlSh0FUamBK9rVNaAeiSw2Tw+tUMV6Xe9FoDzgYmNYeXWwOyMXfcuQRAS3kEZ8crk5fwa8ishcyaEJ1/nnsMUkqcw6NYO/u9aFCAtrkBbWPd+PBUo7tI4EDeM3uu1chtjoAuWJnNoXV7g1vHyE1xNJp616I5Pky9QH/zYaTi0mavpcFtx8XlkP4keSUDCLb6byOoRMi4SXYXJ0iq1mhic8yL6raP/Iy8k5ly3D41wLUNtwLwRP8Dcw4qVYRCc8i7EHRnKk9lXygWiW0Ci8T2wqO7u5toNDr+75nI5BOf+ASf/OQnZ93Xzp1elqRSz6yUctZe2re//e3j/79hwwa2bt1KR0cH9913H29605tmfd/JWCQ44A0rvJ61X5w5uKDG7hWxejbVt+G4Lv/veOVZbwFV57ZmL3p7bGg3DZPILaAYXBHsBODJzETLgA+NpYrn+nFwUvTWVAyjIEhpRXJa2T5LQiTlEVgmNlXRp2S9OpsTqfx1K80hnGNJnGNJ1Jbq571NhtOXw3q6HznWU9cQQL+hBSVR7q2TEv+RAv5THkmbLQb5K0Isjw+i9ITRTkwlN+GqNPWuRbcCWFqJvpZDuKpNnbOEDturYZ7Q9pBSPT/JtcYWGrW2cjP3z7DLqVwVlZtr70YRKidzhziZny7n31J3I341wGChlwOjc9dfI3oMTdGxXYvR0sLESOdjkdgmsEhsLx6i0egUgpsJH/jAB3jHO94x65rOzk6effZZ+vun/7YHBwdpbGys+riam5vp6Ojg2LHKbVcz4WVPcI3BKNe2eOmmHy2wsfsdq7xG4kfPHWOgkKm4Zqz2NlAc5UD69JTXNoWWoSsa/WaSrtJE7W6F0ogmVIbdLIOyHKlJxlsDzvkn3ssoCQxT4ApJNjKV4NQywbmhyhGctjrhEdzpNPJaG+Gv/mfhJktYu/txz5SPRVPQtzagrq2ZuEOzJaF92XElZ2FFgNarMgiRRzkbQTsZBzxBibM0hZAKjX2r8ZkhHMWir/kQjmYSdetYZXmR8ln1KP2adx6b1A7W+Lzn9xYfJeNO9A5uid9Mwqin4OTYPvLTaccfUENsri1Hd/0PQsXGjqmI+ryRPBkzWdX62bBIbBNYJLZLB3V1ddTV1c25btu2baRSKZ5++mmuucYzRXjqqadIpVJcf/31Vb/f8PAw3d3dNDc3z+s4X/Z9cHctvxJFCHb3naZ7Brf/2bCuppkr65Zgu86M0VtH3OTVZXXlz/ufmXJJ1ITK5pBHsDsn+R0KYI3qKSoPu+fGn4/aPsKOgYNLn28iCgynva8yH5bIyTxmS5SS945uqPLXLeoDiFo/OBLrmQGknP2iLaXE6clSeuAMpe8d98hNgLo6gf8tK9DW1Y6Tm5JziOxIj4+7CW9zWLIlgwCUM9EJcmtP4SxNAYKGvlUEilFcxaav5RC2UcTvhllrbkNBZUjp4bTmufaHRJQtAS+9eMLcT7c9cYfX6GtjQ9Qrbj82fB8ld/oFdGv9TRiqj758Nycz1TVrRwzvmDNmZYeTarDYxzaBxT62yxdr167lNa95De95z3t48sknefLJJ3nPe97D6173uikCkzVr1vD9738fgGw2y4c//GF27NjB6dOneeSRR7j77rupq6vjnnvumdf7v6wjOE1Rub3TS3f9+MTCxCVvXeE1+/6i+/C06G2sxratdhN+1aCvOMKB9KkpazYEOwiqPpJ2jiOFiTTkElFDWPgpSouT5bEuAE0lL4U46MvjKBNEFMqU62/nRW+K6f1bKiCNGQhOCPTN9Zg/78Y5PIp7Loe+tRFlSdgToVCeONCfx+nO4HZnkJmJyQJKewR9S8NEOrIMbcAktC+HsCXCL4ne4KDXARLUUzHUs14qxO5I4XakQUJD/wqChTiucOhrPozpy6NJg/XWDegYpMUwR/WnQYCCyjWBOzCEj2Gnj/2lCbssTejcVPs6hBAcye6lu3Cc8+FTAmys8ZpHnxz4RcVzUwmuLPcNivnfHy6S2gQWSe3lga9//ev8/u//Pnfc4Q0Ufv3rX8/nPve5KWuOHDlCKuXdMKqqyv79+/mP//gPkskkzc3N3HLLLXzrW98iEolM2/9seFkT3HXNy4j5ggwVsuzqOzX3BudhTaKJDbWt2K7DD07uHX9+snjEUDSur/P66x4Z2DslehPA1rDnnLI7e2zKHLLVqheKH3P7cMeel4z7Tk6O3nAhmPMipvx5BIftbSv1mQu6AGp7FH1bM86JJO5AAfOhbtAVhF9FFh1P6j8ZmoK6Ko62rhblfGGKK/GfKOA7XkQAWq0kcoODEvA+g3o8gdrrEbW9fBS3NQsS6gaXEcrVInHpbzpCyZ9FSIW15nVeOwA5Dhk7cIV3LFObuR+cMqpma/wWonqCrJ3iqZHK5LWpbhuG6mOw0MupTPVy/5zlnfuQVn29cpHYJrBIbC8v1NTU8F//9V+zrpmcNQoEAvzsZz+7KO/9sia4Vy/1iOfnpw/gzpGWq4Sx6O2hs0cYKuamENsYrk6sIaT5GSql2J+aSqIr/C3EtTAFt8Rz+YmeuDB+WpUapJQcdSaktAnLj8/VsITDsDFhDhzICxRXYGuSkn/q5xBWmeC02QkOQFtbg9IUxDmexDmZQuZs5GRiC2iobWHUtog3+VufXtMTRZfQvizaiKfc9C1zCV3lIlTABe1wLcpQEInEWTWK25QDCbVDS4lkGpBIBhqPUQx6Ed0qaysxWe+1AxjbsYTnm9mpr6VDX4OULjuLP6dYbuYGaPK1sT7q1eQeG74PS5amHacqtPHaWzVtAZORK08NCBlRvNuUmX87i8Q2gUVim8ByLU9aXfgA4UVUh5ctwdUHImxu9PrOHjh9YN7bL4vWsbFuCY7r8vjA9orkpiC4vm49AI8OPjslQgO4qhy97c2ewpITjiIrVE9ddE4myZZbAwAaytHbgC+HnMRXgXy5/haa8J4cx9i/q+RvJeFHuboJbWsjcqiIdCXCryJ8KvjUWaW92pBFZH8aWRSgScJbXHyd5Td2BNqBOpSkHykkzpph3PoCSKgZbieabvTMkxuOkw97IpEOez31blu5HWAHecUjlrhSx0afN2T0gPk0g5MUpgoK19d4kwAOZ/Zwrni64rEuj64loIVIm6McS81vCneqNErRzuPXgnRGV3I6PX1W3CKxTWCR2CawXMvPvWgRFw3zLiI8+uij3H333bS0tCCE4Ac/+MGc2/zyl79ky5Yt+P1+li1bxpe+9KWFHOtFxR1L16MIwb6Bbvpy8xcL3LN8EwC7h44wUqo8B2xjfDkJI0LWKrA3ObUGVK/HaPPV4UiXvbmJXiqBp54ELz05Dsl479uAkZu8KwJ5j3SKweksJstOJWORXLUQQqDUB1AbgygxH8KvzUxujqTp+BDhnRlkUaDGJPHbnQlysxS0Z+s9clNc7A2DHrkB8dElxFKemGao/iS5iCe7b7A7aHPWAHBc301K9dSlOsb4ZO5e69SUZm6ADdFrSRh1FJwcO5MzR2Zr4170fSi5Z9qNx1xwpM1zQ147waaGbVNeWxSPTGBRPDKB5Vp+kdxeBMyb4HK5HFdeeeW0IuFMOHXqFK997Wu58cYb2bNnD3/2Z3/G7//+7/Pd73533gd7saAgxn0nf3Ly2Xlvv7nJz3VNy3Cl5MGepyuuEcAr668E4Inh57AnRWjAuHLyWKGHnDsRpTWLBCHhzXzrdid6rKK2D7+rYQuXEWPqRcOf877GQnC6o700PFISlvSGj15kdNgD1OwYoXjMOwbfcpfYqxzUsVaagoa+pwEl40NqDvbGQWTCSxnGRltIjHo2ZMN1p8hGPRKLOw2ssD0C6lIPMaB2jb/fVf5bCClRcm56SjM3QFiNsTnmRXZPjf4cc9J5nQy/GqQj4qlaDyf3LOhzj81/W1uzmaZQ2yKxTcIisU1gkdheXMw7RXnnnXdy5513Vr3+S1/6Eu3t7dx7772AJxvdtWsXn/3sZ3nzm98837e/KLiqqYP6YIRUqcD2c9VbLY2lIW9fciMAe4eP0Zuv3Oi7OtJOgz9B0TF5cniq/NwndNYGvAv7ntxUJ4xlimdrc8odnBCXAHVmEIAhIz8lPSkcMKxyBBeoEMEZAql669S049l1XQQsCw6Qf04hdVQFKRABSfhqF6N54hhExkB7rg5hqUi/jbVhEIJe3SGabKZmxJuQMFJzhnSZHIJulDXWdSgoDChddGkT526ZvoEWfSmOdHi68AAWU5vyr07ciqbo9BbPcCI3c9q5PbwcVagMFnoZKVX2DJ0Lfblujo7sZ1XNFfz62t/l4TMfJ21Wnh7xcsEiqU1gkdReGnje++B27NgxLg8dw6tf/Wp27dqFZVkVtymVSqTT6SmPi4nbO7262ENdh7ArTNs+H43R7Di51fpibKnz+jceOFs5egO4sc4bpfLUyCFK7tTPeUWoA13RGLCS9JgTBKmh0qHUAkxpDYAJgpssLgGvwRvAViVuJe4SAqvO86bTBiuf7/lgWWSAtswgyZ+oFI8oIAVGm0v81c5Uchv2o+2rR1gqbtjE2tQ/QW6pRmqHyzPdarpIJbz5drr0sc6cmA5wTN89MSVBqWODz0sHPlfaTtIdmnJcTb42loXW4kqXHSMPzPoZWkPLADibW7jN1spYP/sHP8tI4Th+Lcor2z9GSK/emeFywmLENoHFiO2lheed4Pr6+qZZsjQ2NmLbNkNDQxW3+cxnPjM+HC8Wi00zAL0QRAw/15WdSx6cQ1wymdjGcFvrFhShcGj0NGdzAxW3aw3UsTTcjCNddgxNf49N5QvsnuzUC2yHUosmVFIyz5Cc6KnTXYWo7XnCDZ+XnjRMjwFM38zpx7EROfrg/G3IxrA8OkC7NUD6IZXM4ypuXqAEJZEbHSLXuyhjlnUSz53kQB3CVXDjReyNA2B46dNIqpHaoaUAJONnSSW8JnZFqqwzr8dPiILIlKcDeNuoaFwTeFXZRPkUJ62p51QguK7Gu4k6kt07bQzO+VgS8t7/bG7+rSGTU5G2W+CX3Z8mWewioNdwa8fHaQ5vnvc+L1UsEtsEFontpYkXxMnkfHHCWM/DTKKFj3zkI6RSqfFHd/fCxtdUwo1LVqErKsdH+zmdqkywlYgNIKT5ua7Bi/4e6Nk57fUxXF/r1feeTZ4gbU/90Xf4GohrYYquyaHC1M+1tJyePOFMJc4aMwBARi1hKlMjTr1McJYxM8FZ9QZSgJZ0MLor16VmwvLoAB32AJntCumfa9hDAlSJf61L/E4Ho2XS+5Z73LSTcQQCpzmLvWEQNG9NJN1A3Ri5xc4xWnN2fLtV1lYisgaLEgf07dhigow3+LYRVuLk3SzPFB+ZdoxLg2upNRopOQV2J38552eKG16UPFCoPqU4U43NdLL8susvSZd6COp13NT2EW5c8ieEL+NobpHYJrBIbC9tPO9tAk1NTdPGIgwMDKBpGrW1tRW3udAZRLPhle2eMu/hrumNvZVIbTKub7wCQ9Xpzg5wLFWZdMNagCti3kV8+/D06O3KcvRwMN81RXjiQ6dZxAE47U6NQOKW5xAyakwnpzG+c2b5JqVfodTpx3+qSPC5PMKG0lL/zBsAy0IDWH2C1G4Fe2DsPkjiWyoJbHBRg+dtYCloh2tQRgNej9uyJO6SyVZi9dQNepFrKnaO0dqu8fRju72OOneJ1w5gPElRmdiuSe1gmeHdVDxTfBiLqT1tAsHmuFcT3Z9+qqId1/nrNcWLaE13en/c+ahGOFJ0Ujx4+iOsq30zq2rvoiWyhabwlZxKPszBoe+Rty+OIfOLjUVSm8AiqV0aeN4Jbtu2bdNGkz/wwANs3boVXZ//3KILQX0gwoa6VlwpebR7wrV/LmIDzzPylS1e+unhczM7zl9bsxZNUenK99NTmBohBhUfy/2eQ8mzudNTXmtXalGEYNjNjI/FGUPC8iK4UX36BUYtE5yrzq6QLK729uE/VSRwOI82bFHq9OOEVaRPIGyJkndpdkcxzwpG+lSwywwkJEa7JLDaRUtM37fI6l5KsqR5bQBrRpB1E8c6ldx6GZlEbvVOG+3OWgCOa8+QVibOmU8EuMr/SgCOmfum9LuNYVloHXG9lqKT52Cm8hy+yRgjN2DWsTjzVUTabpFnB7/OqdRDbG58N83hzSxP3E5n/BbOpB7lZPIhhgvT++UuBSwS2wQWie3SwrwJLpvNcvz4RE/XqVOn2Lt3LzU1NbS3t/ORj3yEnp4e/uM//gOA3/3d3+Vzn/scH/rQh3jPe97Djh07+Ld/+ze++c1vXrxPUSXGorf9g2cZnsF5ZCZsrV9DzAgzWsqwe+hIxTWaULm21rtYPzH03LTX1wXbUIXCOXOEIXuqcKZD8Zy5T58nntBchbDjWWEl9QoRnOsxhTuXUYkQFFcHkLogcLSAPmihl0UnUkB5ZipZJtxJREDi65D4V1aI2MbWDPvRDtciHAXpt7HXDSHDE2KWMXITCNLRPkZqz4yTW9hNsMLaAkC3epgBbeqE882+m/ApAZLOEAdLT1V8/w0Rz0z5ufTTWHLuGqOUElc6KEIlpEVIW6NTXr9QqX/G7OXR7s9QF1jNhvq30Ri6gmXxW1kWv5V0qYdTqUc4k3qUgj06985eZCwS2wQWie3SxLwJbteuXdxyyy3j//7Qhz4EwLve9S6++tWv0tvbS1fXRN/S0qVLuf/++/ngBz/I5z//eVpaWvjHf/zHF6VF4LYOj3x2D+yZF7kB3NriXYgfOfcMjpzebwZwRWwpYS1A0sxyIHV62uvryxO7n8tNvZDrqDSLGABd7tR0VsT2yK2gWFjK9Pd1y9lDUU2LmxCUlgdwoirasI0+YKLmHUS570D4JGoItAaJb4mLWgMzGpe4oJ6eMEx240XstcOgTxxjOF03hdyG606Pk5tPBlhnXo+KyojSyxltajp3ibaCZn0prnTYXXwIl+mfvc5ops7XhC1tDmer62ezpUVP7jRt4eUsj65jz/ATwMV3HhkqHOGRrr+kLrCaZfFX0Ra9lqivlSsbfo0r6n+F/tyznEk9ytnM0zhVEPMLiUVim8AisV3amDfBvfKVr5x1nMpXv/rVac/dfPPNPPNM5VEyLxRWJhppj9ZScix29s9vavfaeActoTqKjsn2/umR2Ri21Xq1oqdGDk3pYQNo1OPU6zFs6XCkcHbKa0uUGhShkJR50ky9uIypJ9N65XqRLDObMo8ebrveoGN50tveAbcAig9EtRnjkoJ2qA4l7R2b0+INKZ0sWTo/cptMbmOKSQM/OZHiSHk6wBj8IsiVfq9h+7C5m7RbeYzRuoh303Eqd2jO2ttknEgfLBPcerL296rebiEYKhxhqHCEZ/r/jbbINjrjN9MQXEdzeBPN4U1YTp6zmafozjxJf24/rnzx/AkXiW0Ci8R2eeBl4UXZGM1y1wpvuN6egSMUnfndMd/c7NXedvQ/R8GpTDStgTqWBOuxXJudI9MFLBvK0duxwjlKcmo/2hLhTbPudqeLESJjBKdVfl+3nFFU7LlylB6WR6cqNIUK6jyGeIsRP9qRGq95W3WxV40g66deGKeSW/8UckPCSmsLIRnHpMhBYzuOmHpR3+i7AUP4GXUGOHqeFdcYFFSWBr2I/FBm7inck3EifZCbm++iLbyModL19OS2z2v7hcB2i5xKPcyp1MOE9AY6YzfRGbuZsNHI0vgtLI3fgunkOZfdTXd6B325fbjywvsWq8EisU1gkdguL1zWBDeWhhQIrm705r492TdzBFYJtb4o6xKe8vHR3r0zrrumxqvvPZc6Rf48ElQQrC47lxzIT01PCqBF8ZQbPRUilZDthVU5tfLFbqz/zVeaneDOJ7Z5wwX1ZBz1nDePyQ2a2OuHITCVnCLphvMEJWemRGdLnFUTBsrGk5TE1AtKo9pGq74cV7o8U3xkygicyWjwtaIpOnkny6B5ruKaSvBSkf0cS/+YVbE3sLHm3biuSW9hboHKxULOGuDA0P/jwNB3qQ+soS26jdbI1QT1WjpjN9IZuxHTydOTeYoz6ccZyB2Y8TxcCBaJbQKXC7GdsgME7fmL9/L25UkFl+WnOr++tirRRsIfIWcVODA0P/eKG5o2ogjBodHTDBaTFdf4FJ2NsfJU7grRW6e/kaDqI+cUOXOeNVStiOAXOqa0GZBTB6YiIeiUCU6rHHWWxgiuKLyJAefx3AUTGyDSBurRGpS8dyxOS8abvn2ecjOSahzvc6tEbrVOC5225/ByUttHRpkasSqobCynJk9Y+2dMTQK0+DsBZpwWcD7Or7EdTf2QsN5CS/BqttT/HkeS3+dE+n5cXsgUoWSwcIjBwiGe6f8KtYGVtEWuoy16HUG9bjyyK9ijnEk9Rnd6ByPF6q3lZsIisU3gciG2RVTGZUVwMwlHxqK3ZwaOTDM9ng26onF9o3dBfqxv5onfG2PL8Kk6A8Ukp/PTxQprA54Ty6FC9zTn+lbhRW/n5Oi013yuioqCi6SgVL7wlgISV5GojiCYFeQj3j4uBrHhCNTTMZSeMAKB1B3s1SPImulqzmiyedx+qxK5BdwIq6yrvc+qHqdPm36jsdy4grASo+BmOVyaPaJq8HkTCPqKXbOum1k8Inlm6IsU46Msi97B6vg9tIVv5Ez2Ec5mH6PkXlx7uLkhGS4cZbhwlL0D/0ldYDUdsVfQFrmOgJZgTe3rWVP7erLmAF3pxzmTepy0eXbu3U7CIrFNYJHYXh64LAhuNkWkADY3eN6Ru+YpLrmqbhVhPcBIMc1zIzNHfleX05O7Rqe3D2hCHe99O5yffkFqVDz1ZK+bnPaav2wuWVLs6XPexiAglXBJDKvUDmg0t14Ew19ZrrWdiCOK5aitMecJSfTpqbLYaMu4cXIy3sNoTfeU41WlxlrrOlQ0ksoAJ7XpExx0DFYZmwA4WHoam9nrTz7F6+vLO5mKr1enipQcTH6TlHWGtbG3ENTqWBt/C6tjb6S/sJfe/C4GC/ux5At9MZQMFQ4zVDjMnr6v0By5ivboDbSEryJsNLCu7k2sq3sTo8VTnEo+zJn045jOzH8Di8Q2gUVie3nhkia4aqT+ndFmavxRirbJwZH5eQ+OiUse69s3TRU5hhZ/LUuC9diuw57RY9NeX+prxFA0UnaOvvN6rhQEDcKT2fe502fS+cYJbvaoc7jBJj6sEM4oWBkDGVm47FxkddQTcZSU53QiDRt71WjFqA0JiZE24slWAEZrukkmeqatWWVdTVBGKZEvKyann8vVvi0Ywk/aGaHLnn4ez4deNr88341kIXL/ntx2evM7aQleQ3v4ldT4VtAc3EpzcCuudBgtHWOweJCkeYKUeQbLzc2904sEF4eezE56MjtRhUFLeAsdsRtpDm8i4V9KomkpVza8k57sTk6M/pyB/AHGptsuEtsEFont5YlLkuDm08N2VUO5uXvoeFWTA8bQEW6iPdyI5dps75954vPWGi86PJg+Tc6ZTgKrAt7F/2gF38N6EUEVCnlZmtYeAGCUJZLn+09Oxlgq0h2uQR0IoR5NYG8amFYfmwsio6N2RxFDAS8dqbi4rVmctvS4l+QUSKgd6iSabgK8kTdjUwEmo91eS63bgovDIeNJLDFdDeoXQZbpnn/n/tJ2qhk/rpV7GsZaVi60j82VFmdzT3A29wQRfQmtoW00+q8kYrRS619DrX/N+Nq8PUTGOkva7CZj9ZCxeshZfc97/c6RJt2ZHXRndmCoYdqjN7AsfgsJ/zLao9fTHr2enDVIKv0LhtIPYtqLBLdIbC9vXFIE1xDJYoTmdxHZ0jjW3D1d/DEbrm/0Lrh7ho6RsysbFKtCYWPMUwzuGp1uw6QgWOb3COBocbrSr64cvQ3IyvUepdyA7YjpacHza2xOZwpl1I+SM9AO1GGvGB0fTzMjHIEy7EfpC6MkJ7wpnfqcJyLxz0CsEuoGlhPJ1iORDNedIhObXvNLOI20lW24junPkFUqu3cs169AFSpD9jkGnOrqSsNmHyEtwoZ4Dd2li9tjmbHOcjj5HQ7zHYJqPfWBDdT4VhM3OgnpjQS1OoJaHY2BTePbuNIhZ/eTtc6RsXom/bcPSfU3VtXCdLIcH/0Zx0d/RtzXyfLEq+iMXk9IrydU+w6aa95GKr+bwdRPSOV2w/OgwnwpY5HYFgGXGMHNF63heppDtViuzb7BudNeYzAUnS313h37bNHbmkg7Qc1PyspxIjudwNp89fgUnZxTpNecrgisVzzJ/ZBbuY40RnDupJTejOIRv4O9fgjt2XqUpB99VxNuYx63OYs0HNBcbzBpVkfkdUTahzLsR5StUCQStyGP25ZBhmaufwlXoX5gBaFcDRLJYMNxcpHp/Xs+GWSVdTUCQa96gkG1shhEQ6fT8ERAx8yZhTzno8QzwEpq9PV0l35e9XbzRd4Z5Ez2Yc5kvenhmggQNZYQ1duJGEuI6K1E9FZ0JUhEbyGit9DM1vHtXWmTs/pJW92krbNkzLNkrLMUnItnwFzrHCI5dIh9w/9MPHQN9bE7iAY3Ew9dTTx0NUWzl4HUjxlO/wLHvbwv/IvEtojJuKwJbks5PXlg+OS8mrs3163ErxoMFEY5np45oticWAnAntFj0xSQACv9ntLvWIXoDbwUJcDg+e0BZShlpYaLrEoVKaMm9qYBT/k4EkDtD6H2h2bfxm/j1udxmrMzR2xjx+NoNPauxl+KIHEZaDpGPjQ9KhNSYY15LTo+MmKkoqhkDG36KgzhI+OM0uecmXHdGMZSkSOWl+qMacuIqctJORcun68GtiwwUjrGSGnqDZNfTRAuE1xEbyWstxLRWzziM1qJGK20TlpvuQUyVg9ps4u02UXK6iJjds8rzXl+jU1Kk9Hs44xmH8enN1Mfew110VfhN5ppr/8dWmt/g+H0Qwwkf0zRmp8C86WORWJbRCVc1gR3ZX2ZgAYqmyPPhGvqvYjiqYGZB6L6FYNVYa95e1+y8sV1LD15ojC9NuVDIyg8ocSIrFxTHEtNxjWTypPrpkOGLewNQ17vWncUkTHAFhORmt9GhkxkyMKtLXjGyFWYoKi2QdO5NRhWEEex6W86QilQmZg77Q3js90OG0+NDy6thCWa1z94yppd4Xp+ja0kkwyYz9BgXMUV4fdzNP9NBqwXrln7fBSdUYrOKEPFqb8Zv1pDVF9CRF9C1FhCRG8jrDehKwFqfCuo8a0YX+tKm7TZTdI8xah5gtHSMfL29OGt1YhHSlYvZ4e+wrnhb1AbvYWG2N0EfO00xF9LQ/y1pHK76Bv9HpnCzBmKSwGLxLaI2XDZElzUCLEs5t0z7xs8PsfqCSR8EVbGvL61nYMz1+3WRTvQFJX+4gj9pelRTK0WIaoFsaRDd2n6RSohvMgqIwvYFeojy6MDhJGQq0V15/81yaiJvX4SLbp4YwPmKT4BMEohGntXoTk+bLVEX8thLKPyRbbGaaHV8W4sjuq7pjmVTIZfBKlVvRaKc3blm4TZxCNH899AQaXOuJI1oXcSKDZwpvgTqhGpvFAoOiMUnREGihNRrEAlpDcS1duIGu3E9HaiRgc+NULct5S4bymd3FrePsVI6SjDxUME7X2YdvWuLQCuLDGY+imDqZ8SCWygIf4G4qFriIW2EgttJVs4RO/It0jl52d39mJjkdgWUQ0uW4LbWOfdGZ9KnSNlVq+6vK5hPYoQHEl2MVKaudl3Y9yLPJ5NVe6PG4veukuDFQksXia4UTlVcj45FemqXrpKdS7C3DwFFnLhD2ZrqB9YgSIVTL1AX/MhHL1yuteQflaVx9+cVY8yqvZVXDeGFm0ZQgiGnT4K552HalSRLhYH81+h030d7f5X0eF/NY3GNQyYuxgwd5F3Z3//FwsSh6x1jqx1jnP5iTFAAbWWuLGUuG85Cd8KYkYHfjVGS/BqWoJek7ztpMmbB8iVDpAr7cdyqlePZgrPkSk8h09vpjH+BuqitxMOrGVl6yfIl07RO/JtRrPbeSkLUhaJbRHzwWVLcOtrPXXjs0PVR28AV9d7qr8nZ0lPBlUfy8NefW1fsjLBtfsaADhdrHwBigqvUTklvUioUo3NKg841c3g1KFtLwQkRFPN1Ay3IxDkg6MMNhzHVWdWVq60tqJhkBEjnNHm9vyMq94MvAF7Yjr6/OX+ktPFH1Nw+1keuAe/kqDdfzvt/tspOsOknFOk7ZNknbPk3QEc+dKVzhecYQqF4XFfzBWajd9YRtBYR8i3noC+Ek2NEg1sIxrYBoBp95Et7iVb2ku+dAA5R4M8eOnLrsEv0TvyLRoTb6Q+9hqCvqUsb/4TCqUueke/zUjmUV5KkfAisS1iIbgsCU4A62s9T8QDw9V7T3aEm2gIJCg5FvuGZybGddFOVKHQUxhixJwe5SkIWo1aALoqpCcBIsKT5ft9AyzXKgtILL2Io9ioroZhBjF9L0yDseKo1A0uI5TzPkMq2sfI5IkAFbDEWU3CbcTB5qi+a3yMz2wIK3EAMm7ygvvY+s2nGTT3UKOvp8HYSo22Fr9ai1+tpdGYUDWaboaiO0TJTWHKFKabxpJZLJnDcnPYsoAt8ziyiIPJi3GRH6uxSaBgHqFgHmE4+31AJWAsJ2RsIOjbQNBYhaE1URN+DTXh1+C4BXKlvWSKO8kWn8GVldtbxmA5o5wd+gq9I9+mIX43jfE3EPC1s6zpwzQl3kzP0Nde9NTlIrEt4kJwWRJcW6SJiBGiYJc4mareumpruTVg3/BxTHfmO+ENMY88n0tVdkZpMhIYikbeKU2b3D2GGlUDCUUxC2kJKPmyBAtx/IXIC0JweilAY99qdNuPxGWktot0rG9Wcou4tXTY3iy8E9peCkpl8cn5CJeHvNYETzD7pbg6uFgMWXsZsvai4iOidRLTlhJVlxJUm/ApcQwlglFuz6gGtix6ZCeL2LI06f+LZTL0CNGWeSyZxy6TpelmcJmfo8zc4hGHgnmUgnkUst9DEX6CvvWEfZsI+69CV2vHoztXmuSKz5IpPkWmuAt3lsjVcXP0jvw3/ckf0hB7HU2JNxH0LWVl6yfIFA5wdugr5IrzE2pdKBaJbREXA5clwa2p8Ux/j452zTh9+3wIYHPtKgB2D80sLvEpOstCnjCi0tRuYDx6O2tO1z6OpSL1ohfBmWL2S3shmCRYiBNJN8xJNBcECZFMAzVDHShSxdKKDDQew/TPTqqKVFllbUUgGFDOMKDNLfUHLxWpurL81hc/SnIokbSPkLQnLswqPgJqPX6lFkPE8CkxDCWKJkLo5YcqAmgigCI8FxlN+NGEf6a3mf0YZAnTzWDKNCU3iemmKMkkRXeEojtM0R3BkYUFW2q5ski2uJtscTek/h2/vpSI/2oigevwac1EAluJBLbiSpNscTepwuNki3thhsZz1y3QN/odBlM/oTnxFhriryMSWM/ats8yknmCnuGvUbKmK4IvJhaJbREXE5clwa2t6QTg8Gh1F1uAjnAzcV+Ygl3iSHJmh/oV4VY0RWWolGLInO4fCdBSJrhzk5q7p9TYpNfgDGCL2e/ys5FBEiNtGFYQfyFKMXjxXe41y6BucBmBQhyAQiDJQOPxcZHLbFhqbyQgwxTJcULfO+f6yalIixQaQQxilLgI0w/mgEOJrHOWbBVuKQo6qvCjCj+a8KHiK///2HOBcTLURABdhNBEEF0Jl4nSQBU+AqqPAHUzH5PMYrv9OG4/ltuH7fZiuedw5BDzS49KitZJitZJBjPfwqe1EwlcQ9S/DZ/eOh7Z2U6SVOFRkrmHMZ3KZOW4Wc4Of5X+5I9oqf1V6qKvoiZyA/HwtfSP/oDekW/Nmf6cLxaJ7fLFpz71Ke677z727t2LYRgkk8k5t5FS8slPfpJ/+Zd/YXR0lGuvvZbPf/7zrF+/fl7vfdkRnCIEqxNeBHdouHpz5U11nrT9udGTs47UWRPxXPMPpWcmwRbDm9B9zhyuKB7R0BHlUMyeI43lqg7ZyCDRdBOxZAvFQPriRXFSEE01khhZgiI1XOEwWtNddaRY5yyh2fHEPMf03dMmc09GpRqbRZIAzRjULPgjPF9wsXClhTVDE/5cUDC8dKiIYijlaFHE8SsJYmocVdSiKlFUEUZVw6Aun/r+sojt9mC5PZhOF5Z7BsvtgSobwUt2F6VMF0OZ/4df7yQaeAWxwCvQ1Di14ddTG349udIBRnMPkinupFJUZzkjnBn4HP3JH9FW95vEQltprnkLtZGbOTv0VUayjy7o3EzGIrFd/jBNk7e+9a1s27aNf/u3f6tqm7/927/l7//+7/nqV7/KqlWr+Ku/+ituv/12jhw5QiRSfYnhsiO49kgTAc1H3irSlaleuLAhUVZdziIuAVgZKZsnZ7orvh5S/IRUP1K6hPzHKgquFbz0l4tblRgjFesjkm4gWIgTztSTjVYWrswH/nyU2qFODCsIQNGfZrD+JLZR3Z25TwZZYXnTFrrUQ6TUysc0m3ikIHqJyrXUyKsZZS9uBSPmSxUuppeGZHicO5ZrBUxg7EwJfGhKPapoRFca0ZRmNKUFXWlCEX4MdTmGupxQuUtEShvL7cZ0TlByTmC6x3Fl5SzCZBSt0xSt0wykv0nYv5l48FbCvk2EfOsJ+dZjO6OM5n/BaO5nOBVs44pmF8fOfZJY6Gra638Hn97EsuY/oi5/B2cGPr+gtOUisb188MlPfhKAr371q1Wtl1Jy77338tGPfpQ3velNAHzta1+jsbGRb3zjG7z3ve+t+r0vO4JbGfeatI8lpw8XnQn1/jhNwRoc1+FQcua0ZoMvTlQPYbk2ZyoMNgXYGPMoLeumcC+Sya5tFEkmekiMtlE/uBzFVUnHF9DjJSGQjxNLNhMoegIPR7EYrekmEx2oPjKUsMr0WgLSYpgubboLSTWqyGF2UsMWfNTSLt/Kab4Bs7ieXKqYqcYmKWG5Z7E4S3HKT0VBE43oaiu6sgRdacdQO1FEGENdiqEuJcyrALDcPkrOYUr2EUrOISSzEYdDtriLbHEXmlJLPHQrieCtaGqC+shbqA2/nlT+l4xk76+YvkzldvJcfh9N8TfSXPM2osErWd/+T5wb+W/6R79flan0IrF5SOQFauH5Kqhf2jh16hR9fX3ccccd48/5fD5uvvlmtm/f/vImuFUJL4V4dHT2Sc+TcUWNlx46lj47q2fl8rAXvZ3O9U1LY46lImPqJgBS7txmuvP5eScTPSiuRizVTO1wJ7oZYLS2a+a+tEnQLB/BXIJIuhHD8vrvJJJ0rI9k4mxV+5iMVmcVMVlfbgnYOaU/bz5yf1cUOcM3WSp/izDLaZNvppefYIvqG/Nfylj4PDYXW/Zi270UmLAfU0UthroMQ1mBoS4vk18TutJEWH8lUjqY7ilK9gGKzrNYbuUsA4DtDjOU+Q5Dme8R8V9DbfguAsYKEqHbiQdvI13YwXD2+5TsqfVKKU2vTy77KB0N7yca3MySuneRCN/Aqf5/oGhW/rtbJDYPifxLm9TS6ak1fp/Ph8/ne0GPoa/Pu3lvbGyc8nxjYyNnzlSvq4DLkOCWl+25jiVn/uM+H+sSnQDsn2VqN8DSUNlbMjdhl3R+jS1S7u1Ku9OnB4xhLLITKAipzOrVOA4BI7VnsDWT2uEOoplGIpl6CoE0+dAopi+HFC5SuCiuhm4G0M0AgUIUnxke342j2GSiA6SjfTM6ksyGkBujw/a8Ok9q+ygqnspyoX1sRdHPWb5Hu3wbMdYRlWvIypOkxAEyHMERz2NjtvRsswQ6Svkh0FDQEGjl11QECl53o8C7LZms/nSQ5YeLjYtFm5ZFUgKpAbNMY58nHDlMwR6mwE4ABAF86ip86hp82lp0pQWfugKfuoIob8B2hyna+yjYz2C6x6gsWnHIFHeQKe4gYKyhNnw3Ef8WYsEbiAVvIF14isHMdzDPI7qS1cfRnj+nNnILbfXvIeRfwbq2ezk38nX6Rr/PmBvKIrF5eKGI7US6Ab9jzHu7Ys67FrS1tU15/uMf/zif+MQnpq3/xCc+MZ56nAk7d+5k69ats66ZDUJMPWdSymnPzYXLiuDivjAJfxRXupzJVJfCMxSN5VGPFA+Nzi5K6Qh6dxRduf4Z3f1D5RlvOXdmtaONhYuLgoKBj1KFYacVISAd78U0ctQOd2KYQYKFOMGy+nEmSCRFf5pceIRsZBCpLCwNqEiV1da1KKiMKL30q6cvuEEbICOOcJJ/p0neQYh2IqwgIj2rNUtmKDGEyQgOBRxRwKGEN2NBAtK7URgnIw1FjpGVgYqOgg8Fo/zw/l8t/1uU66EXFZNaKCU2UECKPJIckEOKDFKkkaSRIuk9SIGYXyQtKVB09lF09oEJqqjBp67Hr12BT12HptQSNm4lbNyK4yYp2LvJ209iuZXvggvmYc6OHMandVIXeSMR/zVEA9cS8V9NqvAog5n/h+1MbX0ZzjxMOr+XjoYPEA9fw5K6dxMLXY0z+JdI58JrxZc6XuoR2/no7u4mGo2O/3um6O0DH/gA73jHO2bdV2dn54KOoanJCyT6+vpobm4ef35gYGBaVDcXLiuC64x69lnnskOYztyWRQArokvQFY3hYoqBYnLGdbVGlIgexJE2hnZwxmpDsNxEPBvBIcCkgJ8QhgxQmmeUUgym6Qk+i276CeYSBPMJVNtAyLGI0MEyCphGAdPIkw+NViX5nwvLrc0EZYQSeezan7BSuXhS8YLo4ZT4CoasIcZ6YnI9fhrRiaATAbzm+ufLWMTFQWLhYiPHH2PRmYv03KonHYAYj+z8QoBUAQ2BAeiAUSZeDYgg5CTlV8UB6S6SFFIMIcUwrhhEin5c0Q9kqooCHTlC3n6MvP0YoONX1+LXNhPQNqEqccLGbYSN27Ccc+Tt7eTtJ3ErDNst2afpGb0XQ2ulPvI2ooFriQdfSTRwAyPZ+xnOfn9Km4DljHK89y+pjdxGZ8N7iATW47b+C/mh/4uV317dF3CZ4VIjtjFEo9EpBDcT6urqqKubuf3lQrB06VKampp48MEH2bzZE7KZpskvf/lL/uZv/mZe+7qsCK4j4jH/6XT1qq6xyQFHUrPX7LbWes2+Q6VenFmK6YGyiXJhhhE4YygqOfxuiKAbJaPMnM6cDZZRJGX0kko8v823APVOG41uBxKXXOJnyItIbpNhihEGeYxB8RiKNPBRh496dOKo0o+KHxUfk1OGHjmMEZHlSfyxcYWJy9ijNP5fh8nPm7hYCxK3jNXYKmo/pcAjOT/IIIIgQoaAMEJGEEQQMoqQCQRxBDqCBMgEyJVTd0UWV5zzHkoPUnSVI77Zjs6i6DxL0XmWZOm/8KvrCGjXENA2o6stxNS3EDXuoWDvIWf/EtOZ7lRi2j30jP4Dw9nlNER/hZBvA3WRNxAP3sRA+r9JFSb8KpdreSj8mHTPLkIN/wfNt4Zw419STH2Xwsg/M1Nz+eWGS5XYnk90dXUxMjJCV1cXjuOwd+9eAFasWEE47JVP1qxZw2c+8xnuuecehBD84R/+IZ/+9KdZuXIlK1eu5NOf/jTBYJBf/dVfndd7X1YE1xrxDI67s9WnzcbSk8dTlZt/x1KRtcYVAAyZM+9bx0AIb+6aKWeXvKfFMHEaiLl19HO66uN9MRByY6y0NwGQC+3CMp5/QgVwhUmBcxQo1zxfIteOqsQjQgIlrxYnUrMHnhIgjCJrEbIOIetQZANCNiCoRRBGlatQ5apxo39JClecwVFO4YqTSDEwixm3Q9HZT9HZT7IUIKBtIajfgE9dTlDfSlDfiuWcI2s9SN5+ivN77YrWCbqG/4qwbwuNsV/H0JppSbyPePAW9Ow/IZ2Jerdr95I59wcEav4X/tjb8MfejGosJzfwl0g3Ofd5u0SxSGwz48///M/52te+Nv7vsajs4Ycf5pWvfCUAR44cIZWaaHn54z/+YwqFAu9///vHG70feOCBefXAwWVGcEvC9QD0ZKvL/euKRnvYy+mezEyds3V+ja3G8KLDYXPm2p5eHmBqS2vOFoG0MgQORN3nJ8y/WFgdzlEz8moUaWDqZ8mFLq25YRcTC1dFzgEBkMUVWeC8+pjUELIJRbaUH0sQshlBDFVuRHU2esvI4ijHccVRHOUozKBElRTI24+Ttx9HU1oJ6TcT1K5DV1tIqO8i6r6RrPUQOeth5HkOodnSbnID+0iEXkND5M0EfWuQxr24+e/h5L7NRPHRpjDyz9jF/YTq/xQ9sIlo6xfJ9n8cxzx6Mc/ci45FYpsbX/3qV+fsgZNy6s2ZEIJPfOITFQUu88FlQ3CqUGgMeo4YPdnqbJ+WhOrRFJW0mWOo6N09zCQeSegeeY5YM+9bF556yZZzqxPTyjAuDn5ChN0EWWX60NQXEytj/QjXR2LkHlQ3jK0Ok4z/9IUd2fMSwfNGbNVA2EhxFoezE7dMUkeRS1BkB4q7DEV2IgijuZuATeCAK7pwlAM4ygGkqDwP3nZ7SJW+Qbr0fUL6Kwjpt6EpNcR89xAx7iBjPkjOemgK0S3T0lD6Npb1EFrkvSi+a1FDb0f4rsVJ/wPSnhBqWfntpM/9HuGGv0A12ok0/wO5wU9j5Z94vs7WC4ZFYrs0cNkQXF0gjiIUirZJslRdH1VbyEtpdmVnVkUCGMJHQPUcP9LW3PWyaijAFQ6Dylka3Q5a7BUcNXZWdczPN8ZUkcLViSdfi+bU4ChZRhP3IZX5txVcspCCZYpEun6cUgIpDaTrA2kgpea1AEgNiVKutymMi1CEi8AFYYOwEcJCKCUQJkIpIpQCQs0j5qmaHIewcMUpXE6B+ghIBUW2o7heGtMjv3YUpx3duRNXnMNR9uIo+5BiuvOJpEDWepCs9RABbSsR47XoSjMx3xuJGK8ibd5Po7wfMTl16Q5hpz6F8G1Di7wPRetEJD6Lk/s6bv4HjOVSXaub9LkPEG74KHrwWkINn6Aw8nlK6R8s7LO/yFgktksLlw3BjUVvA4XqI6HWMsHl7NOzrovoCQDyThariuisWpzTjtNodlDnLuGU3I81x2SB5xOT5f6KEySevAvdrscVRUYTP8ZVL4/m6zEI14dmx1GdKIobQXUiqE4YxQ1iuEGkGyT3fBf9RAmhZlHULELNoKgphJZE0UZRtFFEtTcUwsUVp3GV09g8ADKC6q5DddehyBVeatNpQXdeiyNO4Cg7cZTnPAKeAoeC/RQF+2kC2tVEjNehK03EfW/DdF+JZn8bxX1yylmRpR1Y5gG06O+h+Lahhd+Na2zBTn8W3PLfosyR7f8/BGv/AF/0dQRr/zeK1lgWn1waWCS2SxOXDcHVB+IADOarI7jl0QGWR8vbFM7NujaieesyVnLWdW75rlVBqeoYckqSlBgiJuvosNdxXH+mqu0uJs7vY9OseuLJO1HdMK7IM5q4H0d7aaVP5wPFCaDZdWh2DZpdg+ok0Ow4ipx5BM6UCFwUy1FXCSFKoFgIYU1EZ2PtA2Op23I0J6XiRXhSA6kjpQ9cH9L1I90AoIL0IW0fjl1b8TiEmkbRhlH0QRS9H9XoR6gp5ux1FRkc9Skc9SmQAVR3A6q7CUUuRZXLUZ3lSCeHrezCUXcgRXLaGWjhEaT5KI56E7b2ZqTSgGV8AMW5Bc3+KoqcJDSSaezUZ1D8t6GG34NiXIGe+Afs9N8irYPlRS754X/AtfvHBShCBMkP33v+GX9JYZHYLm1cNgSX8Hu9GyPF2c1nJ6ci4z5P4DEyw9TtMQQULz2Zd2aPYsxyb5Ah/AhEVV6Yp/XnuNJ8JU3OUpJKP0Nq9QNaLwTTGrSlIJi/gnD2WgQ6tjpCMn4/jnbxx/M8X1CcALrViGY3oFv1aHY9qhuccb2jZHHUFEF9tBxBZRBqFqHkEGrOSyU+D96YUuKRmxPEdcNIJ4x0orh2DNeOI+0E0vWec5woTmnpxMaigGqcQ/WdQzV6UIze2Y9RFHDUnTjqToSMobpbUZ2tKCTQ3ZvR3FfgKAewlceQSvcU5xGBi+Y8gurswFHvxNbuxlXXYyqfRnXuQ7N/iJjU1e4Wf4FrHUaL/QmK1okW/xRO9iu4hR+NrymmvoHrDBGs+zC+6OtA6OSHPsu4PPQlgkViuzxw+RCcz5OPjpYqjzc5v8YWUEP41QBSuiTN2X0j/arX21Z0Z7cdKskiUroIoWCIACU5t01RRhnmrHqUJc4qVllXY2HO6Mx/MVDJeUSz6ommb0a3vZRtyThDKvbgS7vmJkF1YhjmEnSrGcNsQnWnN6hKJI6axNaGsbVRbG0ERx3F1tIs1xc2CudCIQReelIpoVA5OpauD9eqxbXrcMwGXKsR16oDGcApLccplcfrCAvVOIvq60Lzn0DRZ462pUhhq7/AVh5CkavRnBtQ5Uo0dyOauxFDOUJJ/BSfemLq8VJCc36A4j6Brb0LV92Eo70RV7ka3fpnFDnJ4s7pwR75I9To76H6X4kW+W0crQ0n8yXGeuHM7ANIaRGq/wi+yKsRQiM3+Ne8FEhukdguL1w2BBfzeQ2D5wtMZhKPxH1eWihjpXHk7C4fPsUzKC65c6npJEVZICBCBEW4KoIDOK3txy+D1LlLWG/dwFF2MaTOPZRzPqhMbA2EcpvxlZYhELiiSDb8JIXAwZdMz9lkCFfHMNvwldoxzCXTCM0jsxEsfaD8GMTWRqbVml5UVWSVEErJi9J859C9+yukVHCtehyzFafUgmsuQbohnNJSnNJSzPTNCG0YzX8cLXgERRusnM4UElccxlQO067EyFq3UHCuxnRXM1xajaEcJmb8EF2Zmk1Q5CC69Vlc52os/V1IpRXT+Dia/X1U50fldC1ACSf990jrOGr4t1ADr0aoDdipvwbpnXsr9zA5aRNq+D8Y4duQ0ixHci8OFont8sRlQ3Bh3UtFZUyPVGZTRQKENe/imJ2jrgagCs+vcC4iBM9kOaCEiKl1jLpVTqkWcETfibAUat0W1ljXMui0cEY7MG5mvFBMT0Vq+EodBArr8ZlLxp8u+I+SDT+Bq760Lv6KE8RXWoavtBTDbJniHSlxsPQ+TOMclt6HpfchlZkt2i4FYpsNQriohleLI/wMUuJFeKV2nOJSnFIb0q7FytZiZa9FaMPogUNowYMo2tRodSIVmSfh+wYR9ydk7VeRt7dhumsYLK4ioD5NVL8PVZlI+wtAdXeilA5i6e/GVbdh62/BUddjmJ9HkBxf6xZ+hHTOocX+GMXYjBb/DHby41CeYWflHyM38BeEGj6OL3In0klRGP3X5/ksTsUisV3euIwIzouy4kbPnOQGENLHCG7uGtOYg7Ur506hJJ1BGrU2atQGTo8X2OeGFC6H9B102lfQ6qyk3m2j1mylTz1Jn3qKvJjfJO+pqsgwhtmKr9SBr9SBwJugKXEo+o+RC+15SQlJFCeAr7QSf3E5htU85TVbHaXk68I0ujCN3gpKwOm4mMQmJbiOjmP5sW0/rq3jOjquq+G6KkjhCUwQgIsQ0nsoNorioKgWqlZC1UuoehFFsecWjcwAIUDVh1D1IY/wXAO7uBS7sBqnuBRp12JmXoGZuQHVdxo9tJ9V4f0Va3aaMkrc+A5h7RdkrLspOFsoONdRdDYT1n9GWHt4SluDIIdhfR7H2YOl/yZSWUvJ9yl063Oo7sR8QGnuwh79M7T4n6Poy9ATn8FKfgzK46Ss/BPkh/6eUP0f4Y+/A9dJUkp/Z2EnZB5YJLaXBy4bgosYniquaFeXFgxpZVNke+46jBhXRc4tGhlxPGKpU1uqOo7z3ojT+n4G1DN02ldQ4zbR4qygxVlBiTyjaj85kaQgchRFFltY40bAChqaNFgWyqK4EbRsO5qdQLcapqXybDVFyXecfPDAS0r+r5uNBApX4C8unxKpmXovJd9JSr7TONrcE6zHsFBikxIsM4RZiHqPYgSrFMIyQ9ilEFJevAkEimKh+fLoRg7dl8XwZzACGXyBJKpenBf5CcVEDx5BDx7xyK6wEju/DsdsH09jHkrdRH30SWrCe1ErRLuaMkLC9zVCziOkrTdiusvJWK+nYG8h7vsGhjJ1DJXqbkeYJ7H0/41UOrD0jyDt/0RzHhxfI+3jWKN/ih7/S4S2BD3xaazRj4LrNaCb2Z8i1BjBmt8hWPu7uM4gVu6RBZ3PubBIbC8vXPIENxat6YoXlVhudcIIQ/UIseTMfRG0pXch0MTcc5YGnR4saRJSotSqzQxXmIw8F/JKmoPGE8ScelqcFcTdBnwEaXKWzr1xhY8vcbG1QUzjLEX/CWxt6KVTY5NgmB2EcpsxrImbAkvrpxA4Ssl3EledX5p2vsRmmQEKmTqKuVqKuQSlfAJ3jplaimp6kZhmoqgWimojhIMQXtSGkEgpxiM619WQrobraDiWD9v2IV0d19UxCzHMQmzae6haEV8wiT80QiA8hD88jKbP7nE6BqGY6KEDrIntpGQlGMluYiS7CcuJc270NfSnbqI++hR1kadRK4iJDPUMtcr/n4JzNWnzHmzZylDxQ4S1B4joP5sSBSqyD8P8BJb+m7jqTdj6u5CiHs3+JmLsptA5hzX6J+iJTyHUZvT4p7CSfzreK1dKfQtFrcEfewuhuj8iY/XgmMeq+qzVYJHYXp64ZAluchpSEcq4ybHtVjcWRle8C1g1hDhGgj5l5t6pMTjYnLWOs9RYR6e+ZkEEN4aUOkhKHURIhZhbT9ytJyAj+GUIvwyhnvf1ucJEiiKOmsPWRstqweFyberCx+VcVEjwlZYRyl2NXu4D81KmR8kHn8PW568krZbYbMsgn2oml26kkG7AmjQQdgxCOOj+DL5AGsOfQfdl0X05NF8OTS+iKBfuju86KrYZxDKDXoRYimAWI5gF77+O7SefbiKfbhrfRvenCUb7CUX7CUb7UbXKNcfJcn+fPkpz4mEa448ymr2SgfQ2TLuGvuQtDKavpSG6nbrITpTzfiNCQFDbiU89RMp8M0VnC1n7TkruGhLGf6IpExZgAgvd+hcc9xy2/g4c7bVIUYdufXGilcAdwhr9KHri0witGS3+SezRP4Py5I3CyD+j6u3owWsIN/4F6Z73I90LS50vEtvLG5ccwVWqr6li4mNUIwQB0EU54pNzz40zXa+/zacGqtr3GeswS411tGrLOSCepigvTCgihUtS7SepTtTVVsb6yxlTBSFVpHAWNPLlxYDiBIimb8VndgDlqQGBA+SD+3DV+U+ArobYXEcjM7qE9FAn+XQDTGnGd/EFk16UFBrFFxrB508jlOe3AVlRHYyAl5KcdryuSikfo5RPUMzVUMjWYRZiWMUoqWKU1MBKEC6haB+Rmm7CibOomjXrBG1FONRGnqEmvIdkfh39yZsp2bX0Jl/FUOZqWmt+Riw4fWyOKrLU+L5G3n6OlPk2LHcpg8U/JmH8B37tufF1AtCc/0HIYSz9d3DVazBFBMP8LGJsqJA7hDX6MfTEX3u9crGPYSc/hpd6cMkN/hWR5s+hGu2EGv+cbO+HWcionUViWwRcYgS3NDoEzH8ceyWMN2HLuS9iWcer+0S1RFX7HnUHGHb6qFWb2OC7jl3FXyz4OM/HFFWkAHCRlwixARilVmKpO1BkAIlNLrSXfHAfUqku9TYZ1RBbIVtDcmAlmZElSFcff94XHCUU6yMY7ScQHkK5CANhLyYUxSEQHiEQHgG8vjTH1ilk6smlG8mnmzALMXKpFnKpFpTTW2msOcNgwzHq4ue8NOkMEEKSCB0gHjzIaO4K+pI3YzlxTg++jWjgCK01P8OoUOsMarsxlJMkzd/AdJczYv42UfkjQtpDU2qFqrsDrCSW/iGkshZL/xC69XeIsfy524+d/HO0xN+gGGvRoh/ETv8tIJFujuzAx4i2fAHdv5FA4jcpjH656vO2SGyLmIxLiuBmwmR1oyKqs8ka20YRc5+CUdNLxcT16kfb7Cs+zi3BN9Gmr+S0dYghZ3Y7sLlQqY/tkoKEQOEKIpkbEChY2hCp2IMLUm/ORWzSVUiPtJHsX0UxN2GDpfvSxOpOE6k9g+G/sKj6xYCqWYQT5wgnvN9SqRBBTzbRO7SMbCFB7/AyeoeX4TeytDUeob3xCD5jZn9TISQ14WeJBw/Sn7qRgfQ20oXVZM910pz4ObXhZ6aJXDRllFrfP5Gy3kLefgVp641YbjNx41uISYpW1T2EMP8G0/gTXHU9Fh9Et/5+PF0pnW7s1KfQ4n+B4r8B1flVnNzXAXCts+QG/y/hxk/gj/8KVmEPdnH2MU2LxObhVLoOw5m7lHI+zNyL54P7fKI6NniJw5ETKQxFVKdwG9tGU+Zen7ZHcaSDrhiEteligEpIuUOcKrcJbPbfjF/MbBk1G1bG+i99cgNCuS1EMzciUCj4jzBS8915k9tyrTAnueVSjZza/xr6Tm6jmKtFCIdo7Sna1z7I0o33U9t68JIkt/OxXMuzLtLPyrZ93LT5+9yw8Qd0NB1A10oUzTDHurfw8O63ceDktRTN2VPrimLTnHiY1c3/SsjXhSt99IzcxamBd2A707cVwiWmf5uY/h3ApeBcy3DpvbhyanZFkccxzP8LsoirXoGl/4E3faEMaR3AyXwOoDxy5/rx16z8Y5TSPwYgVP8nCGW6Sw14xLZIbouYCZcFwYEcF4sYqq+qLeZTV5O444NOm30dVR/VwdLT5Nw0YSXGK4KvnxfJXS7EBqCbTYRyVwOQCW8nHf0FzGNUTDXEZls+zh3fxtkjt2CVoqhakbrWZ1m26Uc0L3+KQGR4wf1mLyUs1/IV62yx8Ajrlz3FrVu/yZUrHyEWHsSVGmf61vPLZ97C0a7N2M7s2Qq/Mcjyxq/RkvgpQlhkiis52vse8qWmaWuFgJD+GDW+LyEoYrqrGalIckfLJFfCVTdha++c0mzjFh/Gyf8AAC3y+zCpvSY/8gUc8zSKVkuw7oNT9rtIbIuoBpcJwUGh3P82NrdtLuTKDd5jjiZz4WzB89trC6yo+pgsTB7P/5icmyGixHlF8PX45iC5y4nYAJAq0fSt5cjtMPnQ3qpbFKohNoDsaAun999JZqQDcIk3HmHplf9DbevBqmX1FwtSgm2pFPM+cpkAmWSI1EiE9GiYTDJELh2kVNRxnPldnGcitvOhKi6t9Se5/oofc836nxAPD+C4OsfPbuaR3W+lq2+1174wA4SA+uhOVjb9O4Y2jOXEON7/bkZzGyqu96uHqfV9oUxyKxkpvQ9XTr3JVOQRdOuLIF0c7XYc9dVTXneyX8U1DyCUIFrsTxmvs0uT3OBfI6WNEboJI/yqRWJbxLxwWdTgwGvwjhpxAlqoqvVjDd4hPVLV+rOFE1wVv5HWQCcKyvhonLmQlxkez/+IG4OvJ6LEuTn4RvYUf8mgM9Xn77IitUkI5a5Cc+I4SpZM5PGqtqlW7i8lDJ29gpHe9QAYgSTNy57CH3phXFksUyOTDJfJK0I+G6CY9+HY1f1ZqZpNIFQkGMkTCheIxLNEazIYvgllbzWkVglCQF2sl9or/oe+kQ6OnNlKvhjjuZM3cHZgJVeufJRQYGYXn4AxwKrmf+PM0D1kCivpGrqHklVLY+yX0yJhQz1Nre/zDJfe54lPSu/1SG9KTW4X0v5vbP1XsbVfQ8g+VHdf+VUXO/236Il7UbRO1Mhv42S+AIBjHqOY/A8Cid8iVPMBGHkG7JeO684iXtq4bAgub3m9NCGjOsJKm94fSdyoTjgyZPaSszOEtAhLQ2s5kTtQ/bHJDI/lf8QrgncTUqK8Ing3XdYR9pd20BE9U/V+LkX4i17Emw3vmHM6wXwbtEf61oyTW6LpEHVL9qMoz5+iVErIJMMM99cw3JcgPRphpnBUKC6q6qCoLooikRKkFLiOgm1pgMCxNbKpMNnU1D48f7BAe8MISxqHKDZa+H1zt7LMBCGgufYMjYkuzvSt5Vj3VSSzDTy+7w2sW/okbY0zN1OrSoml9d+iL3kLA+kb6E/dhOvqNCd+XoHkzpRJ7vcw3RUkzV8jbvzHFDWn6tyPFE042q1Y+vsR5v9BkeV+R3cUO/136Im/Qg28Brf0FNL0hCWBc/8N/hshsBIa3wc9n17w+VjEywuXDcGlSiMAxIyaqtYPFb2aWtRI4FP8lNzZVUQSyeHsM2yJ38wV0evmRXDgkdxDue+wzncty/T1tOuradU7GHF3MiyewhaXvvDhfChOEM1JIJGUfF0zrluIpVZ6uJ2h7k0A1LftoaZ5ev/WxUKxYNDX1UBfVyP57NQUcyBUIJLIEI1nCUVz+IMl/IESqjYz0Y6lMc2SQT4bIJ8JkMuEyIyGyWVCFPMBjp5u5ejpVkDSWJtkWVsfS5f0EwosLOWqKJKlLQdpqj3DvmM3MZJuZv+JGxlJN7Jh2Q5UtXJNVAhJc+IhdC1Nz8idDGa2IVFoSTxQgeS6qfH9G8Ol91NwtqBaQ0SN+yb2BWj213CVNqSyEkv/AIb5F4hyn5u0nsXJ/xA1+Aa0yP8m1PP7CDcDuHDu72HZ5yB+K6QehOzOBZ2HRby8cPkQnFkmOF91vWolt0jaHCVqJKjzN9OTPzXnNgczu9kY3Uat0UhbYAXdhePzOkYbi4L/u5yUT9Iq78ZPI/XcSK3cRkoeIC0OkuUksgoD4UsBetl6y9aGKva5LdQrsphL0HfyWgASjYefN3JzbIWjzy6n90wjY5GaojrUNo5S2zhCTeMo/sD8Z+YJAbrhoBsFQpECNE+kIk1Lo384Rk9/LWf76hhNR+gfTtA/nGDH3rW0Ng6xdf1xGmqr9+ScjIAvx7Xrf8qJno0c7dpMz+Aq0rk6tq59gIBv5nRoXWQXAoezI69jKHMtIGlJPDiN5HzqMeLGN0mav07WfjWaMkRQe2ris+NgmJ+j5PsUUlmOrb0D3f76+OtO9j/RtKvAaKNU+178g+UROsVjMPIDqH0zNP8+HP9tkC9sfXURlx4WJDL5whe+wNKlS/H7/WzZsoXHHntsxrWPPPIIQohpj8OHDy/4oCthtOi5k9cGGqvepr/g1cFaQ51VrTfdIocyzwBwXeJ2NKHPscUEJotHCqKH4+JLnBH/TZ5uFDQSXEmH/BXWyD+izX0bNfIa/LIJZhEEvNShOl491D6vHaBa8chMGOldi5QqoXgP9e375t5gAchn/ez+5ZX0nmkCBPG6JGuuOsor7nyKK649REtn/4LI7XycLx4xdJu2pmGuu/Iob3n1dn7lrkfYtukQjbXeOezpr+OHD13HA09sYiRVXb35fAghWbFkH9eu/ymGnieTr+HJ5+4iX5w9vV8b2cOSGk+6P5S5rkx00xHUnias/RSApPk2LHeq8bhgGN36EgCOdieO4glYPAGJhW/oXpAOTuhG7MA1ExsOfAXMATCaof5XF/LRF/Eyw7wJ7lvf+hZ/+Id/yEc/+lH27NnDjTfeyJ133klX18wpKIAjR47Q29s7/li5cuWCD7oSBvIeWTUEq3fx78p69YfOyKqqt9mbepysnSKqJ9gSv3nO9TOqIgVkxBFOKv/OCfFlhnkKkxQqBjHW0iLvZIV8L2vln7DUfTfN7p0k5GaCsg1VVmcZ9mJDCo8AFNdTxV0osYHXDpAZbQWgbsn+WR07Forh/gS7HtlMNh1G95lsfsWzXHXjflo6+tH0C/eghOpVkeFgiQ0ru3j9rU/zjtf+klWdZxFIzpxr5HsP3MATe9ZQMheWiKmN9XHDFT8m6E9RKEV48rk7yRXmIrm9NCe8SQHnRm8nla/8dxzRf4JPOQDojJR+c5qyUnX3otoPAOBo7yU26X1V8zh66vsAmLXvRYry790tQt8XygfyVtCnjlJaxCLOx7wJ7u///u/5X//rf/Hbv/3brF27lnvvvZe2tja++MUvzrpdQ0MDTU1N4w9VvXgjRwCGCv04rkNACxE14lVtcyrjpbaag+1VGSkDWNLk8eH7AVgfuXrGvrj5yP0Loode5accFfdyXPwL/eIhMhzDoYSKjxAd1HINrfL1LJO/xVr5x6xx/4hl7m+xxH0j9fImYnIDftmEIquPKp9vuOW0ZAD9os1kSw0uA6niDw3hDyYvyj4nY6gvwbM71mFbGrGaFNfcsodE/cLSgZVQLbFVQiRU5OarD/DmVz9BZ2s/EsHB4x186yc3cqqnYUH7DPhzXLfhfkKBJEUzzJPP3UVujkiuPvIkNeHdgKBr6E0UzOnvLYQk7vsvFDGKIxtJmW+bvp/0t1CdHlwlQSr4zimv6alvIaxepFaHmfj1iRcyj0N2FygGNL1vQZ95ES8fzIvgTNNk9+7d3HHHHVOev+OOO9i+ffus227evJnm5mZuu+02Hn744VnXlkol0un0lMdccKTNYMFz7m8Jd865HiBjJRkq9qEIlZWxK6raBqCneIqj2X0IIXhVw1to8E1Mxr6gPjYBRdHLoHiMM8o3OCT+hmPii5wV32eI7WQ5gYl3sdUIEqSNOFfSKG+hTb6ZFfK9rJN/xir3D2h330GDewsRufpFi/iaDa8u6lo1s/ZezQfFrGe9FamdPWOwUJw63IGUCg2tg2y+cT++i5CGhAsjtvORiOa4/fq9vPbmnSSiGUqmwc+3b+a5Y+0L2p/fKHDd+vsJB0coWUF2Hbody575RkkIWFLzU8L+U7jS4Mzgm3Hc6etVkSNhfBVwKDhXk7e3eMdf7mUTmMSz/wzSpei7nqK+eeI9pIlv2LtptiOvxTEm9Z/2fgGkDdHrIbR1QZ/5JYHB+VtqLWJ+mBfBDQ0N4TgOjY1T61yNjY309fVV3Ka5uZl/+Zd/4bvf/S7f+973WL16NbfddhuPPvrojO/zmc98hlgsNv5oa2ur6vi60p7ooyNaffrzwKgnRd5YU7meMBO2j/yMnsIpDMXHqxvezlU1/ovfyyYkJTFAUjxLn/Igp5X/4qhyLwfEpzkuvkSX+A594ueMsoccXdh4SkyDOFFW08BNdMh3sFb+MSvc99Hs3klIdjzvdb2xVKSi94GSBxnAMZfMveE8cP5ol4uBYt5HZjQCSFZuPIFyEaYJXExiOx+tDSO86fYdrFvukf2OvWvZ9dyKavzDp8FnFLlm3c/wGzlyhTj7jt00636EcOmo+y66mqZk19Ezcmfl/aqniOg/AyBtvpVwPj7ldcM5RajoZURSoXfjiombMbW4DzX7CAgFs/Z9EzZfZhcM/8D7/+bfgyr8ZF9SGAh4j0U871iQyEScJ52SUk57bgyrV6/mPe95D1dddRXbtm3jC1/4AnfddRef/exnZ9z/Rz7yEVKp1Piju7t7xrWTcWac4Kp3Gzk4uhvbtWkMLqEx0Fr1do60eXDwOyStYxiKjyvC7yOmVf++FwIpLIqin7Q4yJB4gh7lR5xSvsJh5bMcEn/DSfEVzomfMMoeinjjhfw0UMs1LJXvZrX8EM3unfhk/UU9rvNrbEJINH/ZCb9wkWqu4zW3i0/Sg71edBirTePzL7z3DJ5fYpsMRZFcv/kQW9Z79eQ9h5azfc/aBZGc3yhw1epfoAibgdEOjnVvnnW9phZor/se4DKau5LR3PqK69qsBwlwGpcg53gH5x9apPA9VKcPV6khHfiVKa/5Rv4dnCyubwV25LUTLwz+J1gj4GuDmjfN/8O+GFgkthcc8yK4uro6VFWdFq0NDAxMi+pmw3XXXcexYzM3mPp8PqLR6JRHNejKHEdKl4ZgC1GjunaBopPnWHo/AFvr5xaNjGFlrJ9l0R6ey/0LSfs4mgiwMfR7dPrvRnBx64vzgSOK5EUXI+JpepQfcVz5IofE/6VLfJtR9mBTQCdMLdewUr6fTvedROQqpl115oHZxCNa4CgAVn4drrMww+nJGIvcrNL0IaUXilzaO75ILLvgfbxQxDYZQsBV605yw1UHAMnBE+0c71qYACMeGWLDcq/ccPzslYxmZr8JCvu7aYx5DjU9I3di2RPfy0Qq0qWVbyCwyLKOJFOzJQKLWM4biVPw30JJWzPxmpvCGP0aAGbi13DVcp+rm4OB8hid+l8HrZaXLBaJ7UXDvAjOMAy2bNnCgw8+OOX5Bx98kOuvv36GraZjz549NDdffAVUwc7RnfE8I9fUXFn1djsHHkFKl1WxjTQH565jTE5Fupg8l/1n+kpPIoRCu/9VbI58iJBafTT4fMMRedLiED3KjzgiPstp8XVSHETiEmYZHfJXWCZ/m4CcXxqxGlWk6jvtpSqlDzOz7UI+BgDhhKeWTQ11XrS63hgS9UkAhvpq5h0BvRjEdj7WLT/L1g1eFmPH3jXkiwubnbik4Tgt9ccBhWeP3YTjzH7D1hh7lIBxDscNcHbkLuK56X6RPvppwEtF9vFGLKZO5fDZRwiW5yamQr+FnNSiq2UfRCkdASWImfjNiY2SD0L+IKhBaPztBX3W5xWLxPaiY94pyg996EN8+ctf5t///d85dOgQH/zgB+nq6uJ3f/d3AS+9+Bu/8Rvj6++9915+8IMfcOzYMQ4cOMBHPvIRvvvd7/KBD3zg4n2KSTg0sheAtTWbqt5muNTPc+Va3Cub72am9NdMAhIXk6OFb3Ig92VMN0tYXcJV4Q+zOvhr+JWX1p2lFC5ZcZxu5TscFf/IIE/gUCJIK8vl/2KJew+anF1FNx+5vxDgi/0SADt3Ba4dv6DjD8fPoWpFHCtALjXd5f5CUNc0gqo6FPOBsg3X3HgpENtkXLn6FLXxNCXTYPuetQvez/qlT+IzcuSKsTlTlUJI2mt/hMAmXVhFf2ljxXW1PEKAM+VU5dsqpCq/jeImcdRmsoG7J/aPxBj+otcbF74Jxz928yqh9/Pe/8Zvh8DCP+9FxSKxTcGnPvUprr/+eoLBIPF4vKpt3v3ud0/rnb7uuuvm/d7zJri3v/3t3HvvvfzFX/wFmzZt4tFHH+X++++no8OTy/f29k7piTNNkw9/+MNs3LiRG2+8kccff5z77ruPN73p+cmbHx7xGn/bosuJ+6onl+39P6PkFGkKtrG17sYpr1WrjBy29rM789cMmLsRQqHRuIarIx9lTfA3iKnL5/dBXgBYIkW/8nOOiX9ilD1IJHE2slK+n4TcPC1tudA+NtV3FtV3ElApjr4GKRc+xEIoLtFaz79zsPtKXPfiDcRQNZe6Fs8w4PCelViz9Je91IhtDIoiuWnrcwjhcupsE8PJ6oj6fOiayYZlXqry1LkNZM4Th0xGIi9otofoDHnCsePZ2zHd6elogUsL30Rgk2UDKbZMPXaZJ5r/TwCy/tdjqRMZBdU8hZbxIsBS7fuQohydFo/AqNdUTvMfwItYHlgktsowTZO3vvWtvO9982vreM1rXjOld/r++++f93sv6Orw/ve/n9OnT1Mqldi9ezc33XTT+Gtf/epXeeSRR8b//cd//MccP36cQqHAyMgIjz32GK997Wsr7PXiIGMmOZE8BMCWxldUvV3ezvJor+ebd33Tq2kKtC1I8m/JDIfz/8Ezmb9jxDqIECoNxhaujPw+WyN/xhLfbS+5qM4WOXqUH3FC/Ct5zqLip1W+nk756+gydlEatH3xh0CUcM1WzNSNc28wC2paDqJqRcxCnMGuTRe0r/OxbO1pDJ9JLh1i7/YN2NbUC+ZLldgmoy6RoaPFMzE+fmbhpYDGmm4aa04jUTh06tppadvzR9e0BXYQ1nqxZYDj2TuoBD+91OGpKvt4EzZT3Vj85tP4zN0gNFKh90wZkGqMfh1hDyH1Zsz4JCeT/i+DnYbACs/K64XGIrHNik9+8pN88IMf5Iorqm/FAk+LMbl3uqamOp/hybhs5sFNxq5+705yU8M2NKX6xufnRndyJLkPVai8ofNtGMrC7n4Bsk4Xz+X+md2Zv6W39AS2LBJUG1kWeD3XRP+cqyJ/RLvvNUTUTl4qX0NR9HJS/Dt94kFcbMIsZ5X8HRR39QXvW9FS+BM/AcDKbcUuVO8ecz40vUTzsicBSA6sIjNy8eqdgVCJTa/Yj25YZEYj7N2+ActULwlim4yVHecAON7VjHsBAqK1nTtRhMNQqpWBUa9dZ6aZbIqQrArfD7gMlDYwYi6ruM86foGPHhzC9DGVkAQQy30F4eawtGXk/HdNvCYLGMOek4kdfT2OUd6/k4R+z/qLht8AvXrB2wVhkdieVzzyyCM0NDSwatUq3vOe9zAwMDDvfbw0rqwXGcdHD5AsDhPQQmyqr17YsDLWz6nMP5OzBghq9Vzb8GF05cLUejmnh2OFb/NU6s85mv9vRq0jSOkQVpfQGbiTzZEPcn3sU6wL/S9afbcQUdsRL+bXIiQx/ReY+r24ohtBEJ/9m+j23SAvrN9IC5xADz8NQHHkNdjFhTUmA4TifSSavEi998Q2ssmLJ1oKR/NsumE/mm6RHonyzEObOXPu4rZUPN9oaxrE0C3yRT/Do9WpkCsh6M+wtOU5AI6euoZYbvbfZlTvZUnAc/o/knkttjtd6KLg0Mo3AZcUW0gxVRCmytR4qjITuAdLneiD1Qq7UbOPglAp1f0BcswPNvkA5PaC4oeWqdO/LzouY2I732CjVHpxDK3vvPNOvv71r/PQQw/xd3/3d+zcuZNbb7113sdzWRKcRLK99+cAvKL11ejK7GqyyalIWxZ4evAfKDopYkY72xr+6IJJDsChRJ+5g/25L7Aj/X84kv8Gg+ZeLDeHJoLU6RtZHngjmyP/P66P/TUbwx+g0/86arQN6GJhprrzxeRUpBRDlLQvYStPAKC5N+CzP4CQ1c3PmwlG9HFU/wlApzj8xgsiufolzxKK9yClRs+xG0kPVbZNWwg21Q1y9807iYZz5AoBHnjiKh7cvols3jf3xi8BqKokHvEa/3OFCzvmLTXP4tcKZEoxjg3NHc13hh7BryQpuXFO5G6ruCZAN3V4f6O9vH2aqjJgPoHP3ANCJxl6H5KJTIxv5MvgJJFGJ2Z8ko3XuXvBLUF4KyTu4qLjEiC2gUyY/vT8HwMZ7xrX1tY2xWTjM5/5TMX3+cQnPlHRRH/yY9euXQv+HG9/+9u566672LBhA3fffTc/+clPOHr0KPfdd9/cG0/CJWYBUD32DuxgW/NtJPx1bG26iR3nfj5tzUz1tZzdx5P9f8N1jX9C1GhnW8Of8PTg31N0Ls4kYVvm6Tefot98ChCE1Tbi2gqi2jJi6jJ0JURcW0lcm2iOLjiDpJ1TpOyTpOwTFNz5h+szYcb6mnCwtB/juEcw7LeiyCZ81gcwte/gKvObhze+SyHx1/yY4sjdOMXlFIffiL/2B2j++VtvCUXSuuJx+k5dS3q4k96T23Bsg3jjsWljXKrF5DRkXSLDm2/fzu6DK9h/tIPTPY309Ndy1boTrFvRhaY+f8NVLwZ8Ps9mrGgurF1gPA2p2lzRtJedZ7exv38Ty2pOoKszN8JrwmJ15MfsS72T3uIW6n2HqTGmj6Oq56dkWUORdnr4NTr4IqKsbPJSlV9mSPs0ttZGOvg2YnlvrI5wU/iG/olS48ewY2/0orris2CehYF/9zwqG38XsrvBquywNC+8xEntYqK7u3tK37HPV/nm6AMf+ADveMc7Zt1XZ2fnRTuu5uZmOjo6Zu2froTLMoIDcKXDo2c91c0NLbcT0ifqadWIR7J2Lzv6/5qikyRqLOHGpk/S4K8sf74wSLJOF2dLD3Ew92V2pD/KrvSnOZr/Jr2lHeQc7w80oNbTaFzDquA7uDr6Ua6L/hVrgu+iybgOnzL/4itUr4p0laMU9X/EEacQ+PHZ70S337DglKUQDv6aH0+K5O7Bym1Y2L4USdOyJ4k3esbZA11b6D2xDWcWL8VKmKnGpmku1248yptu30Fj7SiWrfHUs6v55n03sfvAcgoL7DV7IWDoXlN8qTS/c1Gpxrai9ggRX4qSHWB//9w9pgnjDC1+7w7+SOZuTHc6SSg4LOE/EZjkWM0Qr5ryuirTxHL/CkDe/xqK+oTqUivsQkt7Nd1S3QeRSjkCHP4e5J4FNQBL/pQLUlVeAhHbxcb5BhszEVxdXR1r1qyZ9eH3XzyvzeHhYbq7u+fdP33ZEhzAc0O76M124deCvLrzLfNWRebsPp7o+ytS5hl8aoRrGj7Iuvg7UOYxB27+kOTdfvrMJzlW+G92Zz7D9tSfsj/7Rc4Uf0rSOoYjTQwlQoNxFauCv8K10Y+zNfJnLPXfTVRdylw2VgtSRYoMpvavWIon4NHcbfjs30Ms0O5rguSOAhql5KspJW9dUAuBENDQvof6tr2AS2akg9PP3UkuNbfYoFrxSE0sy923PM1NW/cTDhYolnw8c3AF37jvZh5+egMDI7E59/FCI5n20k6RUHXf9UziEfAEJFtavPrp4YH1JAvxOfe3LPwLAuowJTfK4cwbKjbP+xigme8CMMBryTC1l81v7SNU9IgsGX4vtjJxgTNGv4Iwu5FaDcX6D5cVlxJ6/i84OQhugIZ3z/3Bz8fLkNieT3R1dbF37166urpwHIe9e/eyd+9estkJx6A1a9bw/e97I5Ky2Swf/vCH2bFjB6dPn+aRRx7h7rvvpq6ujnvuuWde731ZE5xEct/Jb+JKh3W1V9EWmb+TRsEZ5om+v+JUxnNvWRZ9NTc3/9XzFM1Vhi0LjNqHOVP8Cc/mPsf21J+yN3Mvpws/IWWfREqHoNpIm/9VbIr8IddGP8ky/z2E1akm1Rcs9xcutnY/Je3LSDIoshmf9b9RnasWtrsyyRkRr85n5TZTHHoz0pn/xUUIqGk+TPu6n6P70thmkLNHbqH/9FW4FZw4FqKKFAJWLz3H2+98jFuv20d9TRLXVTh+ppUf/uI6vv/gdRw80bbg+WwXE6alMlLugWusS866djZim4zW2FnaYmeQKDx9dtucbi+asFgf/S4KFiPmCrryN1R+f54kwROAwll+gxJT67yR/H9jWIeQIsBI5A9w8SIDIUv4B/8a3AJuYCPWWOuA1Qvnyl639b8Coan9djNikdieF/z5n/85mzdv5uMf/zjZbJbNmzezefPmKTW6I0eOkEp5k1JUVWX//v284Q1vYNWqVbzrXe9i1apV7Nixg0hkfsp2IeVCbFlfWKTTaWKxGB/9+e/gD1WfEhqL1tbXvZUN9W+lZGd44PSfkrcGF3QcDYEruSLxGwQ0LyU4UHiOo6nvkzRPLmh/Fwsqfmr0tdTqV1Cjr0UTE022eacPy36UvLUDtzxt4KJAhjHsd6BKz2DaVvZiqT8EsTACtQvLKY6+FqSBULL4Eg+g+afXbaqB66gMdG8iNeDVMDUjT/2SfURqz7BCv7hS/8GRKAeOt3OyuwnH9YhUES6tjcN0tg7Q3jJA0H9xRu7MBye6mnjoqSsJB/P8yl2PVVxTDamdj5wZ4n8O34Pt6mxt3cHq+sNzbtNbuJIj2bsBlw3R71Dnm15HcVE5zf+mwFIM+ljKP6JN+r06IspQ7C9xlRp85l4S2XsReMNn7eArKDX8EQC+gb9Fy3s3TDT/AdTcDfYonPwAWDNkb14kUkvnLGJ3/4xUKlW13+6M+ypfI1/1tU+jB+efGrTyRX7+rj+7KMfyUsJlSXDnpyEVVG7r/EtqAisYKZzkoTMfw5ELc4tXhY+VsdezLHIHSnlMx3DxMMfT9zFYfG5B+7yYEKgktDU0GFup1zcgyo4PUloU7N1krQex3OqmM8wJKdDcW9Cc2xCoSFKY2ndxlaML2p1r1VAYeT3S9hrhteB+fLFHEMrCCCKXaqTv1DXYpqdCjYUHWdvxNDUXe6wRUCzpHDvTwtHTrYykJt9lShpqUrQ1D9LWPERdPL1gAUy1KJR0vvuzGyiUfGxae4Kry/6UY1gIsU3G4cG17O65DkU4vHrl/1ATHJl1vZRwNHsXvcXNKFhcGf86Mf3stHUWUU7yIWwS+Omik8+hMiELN9XlDEc/AsJHoPQ4sdw/jyfjS4nfwo69AaSFv+9jqKVDIAxY+o9eA3jxFJz6A3An3eC8yNHaIsE9/7isCG62+lpQq+X2pX+DX4tyJvU4T577Jy7EQj+o1bMi+jqWhK4fJ7qs1Ud37jHOZp+g5F68KdDzxVgaUuAnoF1DSL8JQ52Q4xftQ2StByg5C1NCng/hLsGw34aCN9nZVp7EUu8DMf+bCCk1zPQNWNktgECoGXzxB9D8pxd0bJ2ixKneDZw4u3F8KGdjzRlWt+8iHHx+vqORVIgz5xo509PA4Oh58ndfiZaGEVoah2ltGCYcLF5UwpMSfr5jE6d7GklEM9zzqh2oqvc7v1Bim/wej566jbPpdiK+FHeu+hG6Ovt8PlcqPJd+KyPmSjRRYHP8a4S0oWnrSjRwij/AIUyQY3TwJRQm9l3Ur2Q0/EEQKqHCj4kWvu0dEwql+j/BCV0HTppA7x+j2L3/X3vvHWdHdd/9v6feXrYXabW76h2BRBEgBKaDAWNccMHwGDuucbDjuOD8HuPkcVyDHQcb7LgSxzaxKTaYIjAgmigSEupdW7S93l6mnN8fs9oibdcuSGLer9e8pJ07Z+bMzL3zme853wJqMcy+C7RiiL8EjV+H9hOj0KgrcNPPKSFw43UcKfUvYe2sryFLKnu7H2Vz26+Pu29epYDa0GVUB9eiys4boS0surK7aElvpDXzOnk7cdzHGQ+jza9pcg1B7WJ86iokyRlKy1t1JPKPkrXe4Ljq5QAIDc26AtV25llsujDUh7Dlibn1HsHKzSDbcznCcsoeqb7d6OHnkNXxXcuj59dyeS/7Gk+noW0BztSzTUXxIebOfIOQv3dSfRwPqYyHxpYSGluLaWorwjCHzs/5vVlKCmOUFsYoKohTFE1MekgzlvSzZVcte+tmIkk277r4ZYoLElMmbIPJmTqP7rmOtBFkRriBC2qfRpZG/w5ZQuWN3g8TN2eiy3GWR35PUD12uiDDTOr4e2y8BNlJFb9EZuBlKa2vIRb8OwCC6T8Syv4FACHpZMu/ie2Zj2S04G29HdnqBu8CqP0ByDo0PAAHfjWFV2LyuAI3/ZzUAjeZCto1kQs4u9KpZDBVIgfO0GWF/0xmBS+g0DMQvyaETXduH+3ZrbRntpIwjh2aOV4m4jiiSIUEtUvwa2uQJccF2LAaiecfJmttOe6+yPZcNPM9yEQBMOXNGMojIE18/k/YKvn4+Rip0wEZJAM9+Bpa8DWkESp6j+U4kkxH2NOwirbugaDwssJ65sx4g2joWItiKrFsifauKE1tRTS3F9LeHRnWa9TnyRENp4iEnCXkz+L35vD5cng0A0kSyLLAMFQSKR/xlI+6pjLqDpch+gbtzlq+hwur6qf1fDpSJTy1/wpsoTIzUs/51c+iyKPHBhq2jy29N5GySlGlDEsj/0tUO3bIPMVc6vkEAh0/B5nFz1AY+J4nve8k4X8/AIHMnwll/oQE2EqUbPl3EFo5ktGEt/VryC1ZKLsQFv+j0/jAr6Hh/im6CpPHFbjp56QUuMkI22BmR9/BmRVOeZ/9Pet4vfUXiOO1YAYRUMso96+kwreKqKd2yGdZs4fO3C46szvpzO48ruDx4/GIlAkS1C8hoF2ELDmWZ96qI55/kJy1a9L7BUDoaNblKPZqJGQEaQzlUSx546QKcVv5UnKxi7DzTnZ5SYmjh59H9e3uH96bqEdkLFnI/sMraOuu6V9XFGlmduU2iqNN0z5PBmCaMp29Ydq7I3R0R+juDdGbCHA81cqryjs4v6aOqqKpSUowFk3xGTx36B3YQqUy3MgFNc+gyNaobQzby7bY+4mbVcgYLA4/SLHn2HnbNLXU83fY+PHQTDV3oxHv/zzpvYqE36kAHsj8lVDmD30iV0K24psItQwp3Yhv978gmQmouh7mftRpvOs/oPXY5A9vJq7ATT8nlcD98tV34Q9OTQxabeQizqz4BJIk05x8nZebfoRhT30yXZ9SRKlvOaW+5RR7FqHIQwMnU0YbndlddOV20ZndTd6Oj7CnAY43s/9gJPwE9UsJahcjS84PI2fuJpZ/AMOuO7592zPRrXcji0oALKkOQ3kYITdNeF9CgJmZTz6+FmE5P0BZa6Gm4G+EfJPztgTHojvQtJzmzjn91lTI301NxQ4qSw6O+bCeakxTpjseIpbwE0sE6E0ESGU8pDMeMllPv6emgyDgyxIKZCiIJDm78jCl4clXI58sLfFK1h+6GEuolAZaOb/mWXza6N9RS6jsjL+brvx8wGZ24GmqfC8f82KRpYJ6PoVJBI0uZvFfeGnp/zzluYR44GYA/Nm/EU7fi9TuwfaUkl10B0IvRE7V4d3zLSQzBrNvhur3gG3Bjm9D58tTfTnGjStw08/bVuAAZobO5uzKv0eVdRL5Fl48/H1iuSnyMBwGWdIo0OdS7F1MiXcxEb0GSRo6RBXPH+4Tu110ZXdjioEHxVQK27F9CxHSriSgrUXqC2TPmJuI5x7CFMdhMQsZ1T4X1boMCR2BjSVvwlCeAGniD2MhVIzkSszEWdjCGa4OeOoojz5L0Dv5e5fJBjjUsoTGtgX9zii6mmFW+W5mle/Gq0/ftR8vQoAQEraQsG0JRbZRFDEtc2wTpS1RzrOHLsG0NTxKlnNmvcDMyOj3wxYS+5JX0ZJ1CqoW6vtYFPoLmjz0Wucpop5PkacEiRwz+B0RtvR/nvJcRNx/C0gynuR2os0/RbZz2N5KMov+L2hRpGwL3t3/hpzvgIW3QcXFYJt9IvfKFF+N8eEK3PTzthY4gAJvLefN+EcCeimmnWdbx+/Z2/0ox+10MQ5UyUehZz7F3kUUeRcR0YcmHraFRW/+EFbudZK5N8gaB6e9X4pUSEi/Br+6GkmSEcIiZT5PIv8wtjgOZxkRRrOuRLWdh5kgh6k8gym/ANLoHniDOTIUaVgB2mPn0ZVYiehLqRr0HqA8up6AZ+IW4hEMU6ehbQH1LYvI5p1MIJJkUVF0iJqKndM+TzcRTgRhG0wsG+HFurX0ZJ0wj3lFuzljxquoo1jBQkBL9nT2JS9HoOKR4ywOP3BMGIGJn8PcQgon2XMxT1HKI07uynYf2eAKeitvRcge1GwDhYf/E8WMYXvKyS68HeEpRcp14t3zTeRcGyz6ApStdURu+7eg69XpuzAj4Arc9PO2FzgAXQlxduVnqAw6GTna0zvZ2PJTEvmWMVpOLZocpMizgGLvYoq9iwlq5UM+N604ydzrJDKvkcptRTC5WL7xoMoVhPV341OdvIO2yJI0niSZX4cYFJs0UWR7Fpp1DbJwsqzY9GAq67DkLTCKF95Ic2x5M0x77Hy6kis4kncw5N1PWeR5At7JO/TYQqKtq5q6liX0JAZSfkWD7dRU7qC8sA5Zfmt+OieasA3GsmXeaFnJrg4nt2jIE2PVjJepDDeP2i5plrIjfgMZqwiwqfa/QLX/RWRpQBwFMm28ky6cCgXB3B5mxP+IKpyRgLy3mp6Zf4+thpGNbgqa7kbP1mNrBWQX/jPCNwMp34tn73dQMvWDRM6Abd+E7k3Tc1FGwBW46ccVuEHMjl7MirKb0WQvljDZ3/04OzvvJ29PYQaQcXBkKFJVigl6lhHwrCDgWYYiD2Qose0sidzrxDMvkcq+MW1ip8vziHjeg644zjKWHSdh/JWU8RwwyfkpIaHYp6FaV/R7W9pSC4byBLa0e4iPxXidR3JGlPbY+XSnTuNIBrqAp46yyAsEvYeOy2kkliyirmUxLZ2zsYUjol49xazyXcwq24OuvTk1s05kYTualkQlG+rXkDGd72xl6DBnzHiViHfk2EPT1tmbvIr2nCOOPqWTBcFHiepDK03EYmfTFH4PQtJR7CQz4n8ilHcyqphaEd0zP4flqQDbINL2P/hjLyHUMNkFt2MHasDK4jnwI9TYFlj8ZSg91xG5Hd+Dzg3Tcj2GwxW46ccVuKPwayWsLL+135rLWUl2dt7PgZ4nscT0plwafY5Nwa8vIOQ9k5D3TDR1IF+fZadJZF+hN72eTH4P0zGM6VVWEvG8C1V2rBnTbieef4iMuWnyxxNa3/zchUg4npyWVIeprKNWn1xWmJwRpT1+Hj3J0xB9Fp1fb6I08gJh397jKxs5swAAZQdJREFUErpc3ktD20LqWxeSN5wHtyybzCzZR03lDoK+sR2EJsPJJGyDyZk629tOY2/nImyhIGEzu3Afy8u34NeHf3ERAjpyi9iXvBxDOEPEFd7XmR14Gq1z4DpklTIOh28kpznJlwvTL1KWfAwZE1v20Vvxf8iFVgDg73macNsfQdHJzb0NK3IaCAv90H+hdb3ghA+Unu84nuz+AbStn94L04crcNOPK3AjUBZYzorSm4h6nXiprBljb/ej7O95Ysq9LSfjPOLVZhP2nUvYtxpNKepfnzfbiKXX05t+GtPuncJeAigE1PMJ6e9E6StP4oQWPETO2jn53QofqrUW1T4Pqa+wpS7vJqw9iq7UTWqXeTNMR3w1XcnTEcLZp1drpzTyIlH/DqQxgpJHw7JlWjtrOdSyhHhq4EWjtKCBuTPfIBqaXK7TozlZhe1o4rkwW5pX0RhzfkuKZDKveDeLSnaMKHSG7eVg6h20ZJ0XTU2kmMN6ytjVb+DbKLQFr6Tbfz4AXqOZGYk/4jVbEEgki64iWXIdAHp6L9GmnyHbKfI1H8csudDZ7+E/ojU/iLTws1BxKQjLCSFoe2b6LkgfrsBNP67AjYKERE3kQhYXv5ug7lguhpWhPv4c+3vWHbfH5dR4RUr49AVEfRcQ8p3TP4wphEkiu5Ge1DrS+eMQn2GP6CGoXUJQv/yo0IIHMezJuezPUdNYdpiEeTlpczVHavF65J2EtEfRlYkXRAXHGaUjfjZdiVXYwgnR0NVuSsMvUhDciixNvmipENAdL+dQ8xLae2ZxZGy1KNLEvKotFIYn5316qgjb0XSkStncvJKOlDO3LEsWtQX7WVy6nbB3GOu33UcvM9jDZWQkJ8F5WDQzl6cJM3BtE/oCmsLvxZKDICxKU3+jOP0sEjbZ4Gn0VnwUofiQjV4Kmn+GltmPMfP9GJVO6RWl60U8B+9Bmvd3MOMKZ6d7fwpNj0zr9XAFbvpxBW4cSMjMCp/LwqJ3EfUOeDp2pHdzqPcZDidexrDHL1bT5e4vSToh71kU+C/B71nYvz5r1NOTepxY5kXEFA6zygQJ6VcdFVqwhXj+z5j2+DwZh5tjM+1CksblpK2zOOI44pG3E9Ien7TQWbaHzsSZdMTPxrKdlwBNiVES3kBRcDPyCJlRxksyE+Zg03KaOub2x9MVRw8zf9YmosGuce3jVBW2wQgBzYkZ7Ghb3i90IJgVqWNx2TaK/F3HJEG2UWhkJfWcjS3pIATlbGc2z6P3ZTcx5CAtwXeR8PbN3xmNzIj/Lx6rA1Mvo6fyk5jeGSAsQh0PEOh+ErPkIvLVt4KsIsd34d1/J1LNjVB1rXPgg7+F+vum7Vq4Ajf9uAI3QUr9S5hbcBkzQmf2J1k27TzNyY3Ux16gNbUFW4yURurNi6XyqLMoCFxKxLcGWfb29TNBT2odPaknsMYRUD5enNCCd+JXz+0LLbDJmK+RyD+MKdqHbTMe5xHTLiZhXE7GOpMjjiMeeQch7bHjEDqN7uQZtMdXY1pO1n9VTlIS2UBxcONxC106G+Rg0zIa2xf0C11ZYR2Lal7F7x0+7u9EEDYhwLAUsoaGZUuoso2i2OiKhapM3sodjfZkKTval9McH6hbWKa3sSi4m0pPyzHzpTmCHGQNbdJiAFSRoYYNVPIGMjYCiHlW0BK6Dlv2IQmDsuSjFGZeRkga8fIPk4mcA4A3/hqRlnsRoXlk534BVD9Sphnv3u8gV1wEtR9yDlr3Bzj0P9Ny/tMhcOf8+DuovokLnJnJ8vJnvuwK3FvBiSRwR/CqBdRG1lIduYCIZ2b/+ryVpinxGocTL9Oa2ootjDdV2I5GlvxE/RdRELgcXXWy/dsiT2/6GbqTj2BYUzNfBKBK5U4MnXYmAEJYpM2XSeQfwRKOFTPRlFoApl1CwriMjLWKoRbdY+jK5IaJbaHQnTyNjti55I8kdFYSlIVfoDC0eYh7+mRIZ0Psa1xBU8ccQEaRDeZVbaamckd/UuK3Uthyhkp9VyF1HUXUdxUSS/uwR6imrqsGAU+egCdH1J8h4s8Q9WUoDKYoCqbQ1eO7Vj1N5exKLqQuU91XlRvCaowFgb3M9tUdE0cXo5J9XExScr7PPtHDHNZTxAEkwJDDNIXeQ8ozHwB//gAz4vej2d2ko2uJl90IkoKaayba9FMURSE7/8sITwkYcbz7vodSsHQgrVfjn2H/L5hq5y1X4KYfV+CmgAJvLdXhNVSFV+PXBhw+LDtNLPU6vckNxNKbsN7kcIOhSIS8Z1EUvAaf7hQpFcIinnmJzuSfyZtTlwRak2cS0q/rj6ETwkS1nkU1/4LE6LXDRmN4i247If0xdHlyQieETE9qGW29a/qFTlN6KY+upyCw7bicUQAS6Sg7Dq6mO+54+4UDnZw/8wUKfG9OrsijEQI21c3iud3zMIek/XJQZBtZsrFseUTBO5qwL0NJKEFpOEFZOEF5NE7IO44yQEcNRSZNP3tS8zmQno3Rl6VGl3LMC+xnQWAfPiU7cB5INLOMOs7FkJx6fwWinjk8S5BOBBLdvnNoC16JkHQkkac88QgF2VcxfHPoqfw7bK0Ayc4RabkXT3YfuXn/hB2cA3Yez4G7UP2lMP8TzgGb18Geu5hKkXMFbvpxBW5KkSj2zWdp9CwKAuegayX9n9jCJJnZQW/qFXqTL5M3p85ymih+fTFFwesIek/rX5fIvEZn8sG+bClTgybXUu55J7ayzFkhDBTraVTzYSR6J73fAYtukNAp2whrj6JNIs8lOPXKupOn0xZb0z906dE6qIw+Rdi/f4zWoyMEHG6fx566s8hbHmTJYkXFJhaW7HhTkjofIZb28tc3lnG42xHygkCK2uIuakq6KA0n8GoGmmL190kIyJsqqZxOKuchkfUQy/iIpX30pPx0JQOk855hj+XXc1RE41RGe6ksiFEejeE5YumNUWjUsFUOpGvZk1pA0nJCBWQsZvvrWBTcTXhQySQTjQbOppGVCEkFYTOTzVSzAY0cebmQpvB7SOuzAQjldlIZfwBJluitvJV8wBnuDHQ9TrDrMfJzPoNVsAqEjd7w32hkYdE/gKRMuci5Ajf9uAI3hRw9FOn3zKMgeA7RwNn4PNVDPktl99GT3EBvcgPZaSihMx68Wi1FwesIec/qz4mZzL5OR+J+ssaB49r34KFIW1qAob0HIS9yVogcivUUqvkIEpNP/+UI3RVkrJUcETqvsomw9iiqPLkXCNtW6Uysoj1+Xr8zSsi3lxkF6/Bok7O6jgxFZg0vrzSex+G446g0p3AvZ1W9NGYdtamgLRbivldWkjV0NMXkosV7OK3q+KsmpPMaXYkg7fEg7fEQbfEwnYngMdafhKDEn6IqGGNmKEZVKI5fGz05gS0kDmdnsCu5kE5jIBxjhqeJRcHdlOod/f3PEOEAF9ApOcOSmkhTywtU4MRTdvnOpz14OUJSUewUlYkHCOV2kii+jlTxVQDoqV1Emn+ONfM9mGWXO/tpfggtfxhp8RcdkWt5Cnb/J3Cc85LtPuJpg8hHH3IFbhpxBW4KGM8cm0crJxo4m2jwHILexUOSLGdyDfQkX6In+QKZ/PTW8BoOXa2kOHg9Yd95g4RuC52J+8kYEytYOtIcmwBseTGm+h6EPL9vZQbFegLVfBSJyccWOkJ3Zd8cHYCFX32ZkPo4ijy5qt2W7aEtdj6d8bMRKEiSQVnkeUrCG8YdWjDcHJsQsLdzEZuazkIgMzNcz/k1Y9dROx4yeZV7X1hNLOOjPBLj2jO2EvVP37ywYcm0x0O09EZo6onS0hUlnj/2oVvqS1Id7qU60ktVKIY2yjVozxWzM7mIptyM/nXFWgdLQruY4WnuF7puqtnPRaQlZ6ogJFqYz1OEaCerlNMUfh9ZzaluUZB5hfLEI+RCpxGr+AhC9qLkO4kevguKVmFUfRAAteMZ9NQupEVfAFmB1mdg1w+ZlMgNsl5dgZt+XIE7DibrPKIqUaKBsygInkvIvxxZGjinTP4wPYkX6Eo8S86YfNLgyaApZRSHrifiW9Nf9TuZ3Upn4k9kjGPrdQ1mvM4jjtCd1id0fbXyRBrVfAzFehyJyT94DbuSeP6d5GzHVVwiT0B9lqD2FLKUHaP18GSNIpq6ryCZdYa4PFoHVUUPj5rQeTzOI4djVTxfd+GE6qhNBiHg/o2nc7C9hKg/zUfOfxmvdnyeouNm0MM8kddpSoZpTERoTETozASGbKrKFrNCvcyJ9jAn0kXYM3w4S9wMsSu5gIPpWuw+h6Oo2svy0DZmeh2L1EammdM4xHlYkgeEoJI3mM3zyFh0BC6l038BSDK62c7M+O9RZeiZ+WksvQzJyhJt/i8UXzH52o+DJKP0bMQTe6VP5FRofhz2/HhS16L/XFyBm3ZcgZsEU+kVqcgBIoEzKQieR8R/BrI8ULE8md1DV/xpuhPPYdlvXp0vTSmjOPguIv41SH2hEMnsFjoS/3vMHN1kvCLhiNCtxFRvQMh9sYUigWr+GcX6G9Jx5NbMWbOJG9di2I4oycQJ64/gU16ZlNOIENCbWkZzz6WYdgCwKY8+Q2n4pSFDfBP1imxJVLD+4CVYQmVu0R7Ornppwn0biy31M1m3fTGKbPHhc1+lLHIcFSHGyxhzbAApQ6MhHqUuHuVQrICkMXQur8yfYH5BF/MLOinyHft7y1hedqfmszc1D7MvU01U7WFZaAdV3sNIEuQIcIALaO8LK9BFgvk8RTEHSWpzaAq/D1OJIAmDisSfieR30TPjk+QDC0DYhNv/iEf0kpv7DyDrKL2b8fRuQFr8BWe4suEBOPCrSV8LV+CmH1fgJsB0u/vLso9o4CwKQ2uJ+M/ot6JsO09PagOdsSdJZLbyZpTyAdCUEoqD1xPxr+3vSyKzkY7EH5nJcVb97kMgYctn9QldZd/KTlTzARTrBaRJznUIATlrKTHjOizhZKHR5ENE9D+iy5Ob8zQtL03dV9CbdpxmQt79zCr+MyW5yX8vmuOVPHPwMkDi3FnrqS2cOiefVE7n58+eR87UeMfi3ayqnVzs4LgZh7ANhxDQmfFzMFbI/t5CmpJhBmfcLvUnWVjYwaLCDiKeoYmtc7bOruQC9qTm9wtdodbFivBWKjxOtpMeqtjLpWQkx7mmVOxmLk8jSxJN4feR7EuKEM28RnniERLl7yMTXQNAoOsJ/Lk95Ob9Eyge5NhWvPFNTmovgIP3Qv0fJ3UtXIGbflyBGwdvRRybqkQpCq2lKHwxfk9t//psvoXO+Do6409iWpObX5ooztDlu/uGLp05Ojv7Ilbq9whrah6aAhlLuQBTfTf0pWWS7CZU83+R7U1M1hdCCIWUuZaEcQUCL2DjV18krD2CLE38vgoB3anTaOq+EiE0PHKcJeE/EtYmX1ppa+sKtrWejibnuXrhQwT0qQkn+duOBWyqq6Y0HOcj570yfeV9JilsI5EyNPb3FrK3p5j6eHSIw8qsUC9Li9uYX9CJPigAPWdr7E4uYHdqQb/QleutnBHZTIEWw0KljnNpZKUzNCmSLOAJCqmn038h7YFLQZLxGoepit1LPrqaROkNAPhiGwgmXyM3/4ugeJFj2/GmdyAdiZPb9R/Q+tSEr4UrcNOPK3Cj8FYGaA/G75lDcfgyCkMXoCqO27RtG3Qnn6Ot5yEy+bpp78McNQ3KDJTAjcieNf0ZS+zceqzk78A+jqrfgxBoWMqlmOq1IPUVHLV3oRm/RRaTd8Cx7DBx4139jiiy1EtU/x1eZfeE91WQlkiaJX31y4qRybM08kcK9cnl4bSFxJP7rqIzXcqsyCHW1D47qf0MJmco/ORvazEslfedtZGaksnHH47IFAvbcGRMlb09xezsKqExEe1f71FMlha3cXppM4XegfnVrOVhe3Ix+1JzsXEqGMwL7Gd5aDseOU+cMnZzZb8TygzxOrN5noxWzeHIB7DkIKoVY1bsNwh/NbGKj4Ck4Em+QTj2DLn5/wSKD6XnNTxmO1LN+5yiqc/+P+iYWM5XV+CmH1fghuFEEbajkSUPBcHzKYleSdC7oH99PP0GbT0PEUsfR+maERhujk1SqlACH0T2ngeAEAZ2Zh1W+n/BnpoAZoEfU70aS7kSJB2EjWI9i2r+CYnJpxnLWXPpzd+IJZwsGH71ecLan5GlsXN0Hj3HZtoedsTfTY8xBwmTxeEHKPGM7owzEr2ZKH/d4yT/vXrBg0R9vZPazxHeaJjBE9uWUBhIcevaF6c23m4UYcubEmlDJmvKZA0ZW0jIkkCWQFMEft3Cr9loysS/p7Gchx1dpWzvLKM3N9CH2ZFuziw/zKxQrP88k2aAzfHTaMg687seOccZ4c3U+uqwJZWDrKFJcioVBEUbS3gYRZZpiN5CTi1DEnmqYr9H01R6ZnwCZB1PYgvh+HpyC74Mso7a/jd0uRCp+nzIJeDJr0Jq+NR0w+EK3PTjCtwgTlRhG46AZz6lBddSGDy/f34sk2ugrfchuhLPIEbIhzlexuM8IqlzUIIfQdZPB0CIHHb6Yaz0/SCmZphNUISh3YitrO5bkUY1H0Sx1iFNsuCqLXQSxjWkzLUAqFIrBZ570UaYmxvNecQWMjvj19OZX4SExeLw/ZMWuecPXUhDrJbq6EHOrzm+mmS/ffEsmnujrF24l7Pn1B3XvvoZJGy2gJa4zqFuLw29XjqSGl1pjUROHdeuPKpNoc8g6jMpChiUh/JUhPJUhPP4tNHnXYWAQ/ECXm+r4GCskCPzdWX+BGdXHGZBQWe/0LXmStkYO4OYGQWg3NPK2ZHXCKopuqhhN1diSH5UkWURjxKVWmiMfIiUPg+ExYzEn/DJWbpnfgZkHW/idYLpzeTn/gNIMtq+R9CrVkLRXIg1wlP/DOb4niOuwE0/rsBxcgnb0ehqCaXRd1IcvhxVcVyv82YXrd330xF/YsLVAybjFSlpy1CCNyFrzmS9sBNYqfuwM48CU+OSbkvzMbSPIOQa55h2I5rxc2Qx+YD0nDWfnvyHsUUUMInq/4tffbn/8/F6RdpCYnfiWtpzy5CwOC3yW6L6xFOH9WQKeHTPuwDBtYvuJ+SZnMdjd9LPz9efjyTZfPri5wiM4HI/bgYJW1tC46X6CJubgiOKmSwJfJqNR7WRJYEtJCcriiWTzsuIMWZUy4J5aosyzC7MMr8kTcQ78otMT9bLxrYZbOss6089VuZPsHZmHTWRXsC5P7uSC9maWIqNgiKZnBnZxBz/IbKE2ME1JCQnldpssZ4qXqc5dAO9vpUAVMTvJ6Ck6J7xGZA1vO0bCaQbMZbfDIBn+3+jLnsf+Auh/gV4+UfjuqyuwE0/b2uBO5mF7Whk2UdJ+DLKotf1pwgzzB5aex6gI/YYtsiN2n6y7v6DkfQzHaFTawAQVgtm8l5E7sXj3jc4HpeWshZTfR9I4b5hy3Wo5h+RGP38RsIWfnryHyJnOZ6RAfUZqs0/I01wqNcWEjvj76YzvwhNSnFGwS/xKRN3Anr6wKW0JGaytGwLp1VsnnB7gE2HqvjbzkVUF3fx/rM3TWofwBBh29Xm52/7CzjQNbBOV2xqC7PUFGYoCxoUB5zFq9ojDonaAnKmTDyr0JNR6clodCQ1WhM6rQmdnsyxv+/KcI6FpWmWlqeoLsgiD7PvtKHxensFG1tnkLcd4a0Nd/OOWQf7wwziZpBXes+iPe8MT8/2HeLMyEZkGfZzIc3SCgBmio3M5jnagu+k2+8Mw1c0PYxfytGz+FaQFYJ1j+HxBTDmvRPMLL7tv0Fe/Q9OIPiG/4CGsb/zrsBNP29LgTuVhO1oJEmlKHQxFYXvxaP1FWk1e/uE7tFjhG4qhG0oMrL3HSiBDyH1VRq3jd1YiV8izIk7dAyHIIihfQhbcVy5Jbsd1fw5ij25wq5CSCTNy0kYTsqmENuYwb0oTMzysYTK5t6bSZoVBJQ2zij4NYo0sXi+up5aXqy/kICW4LrFf5rU3NkDG1ewv62UCxbs5Zy5dRPfwSBha09qPLS9mF3tzuiAhGBJeYrV1XHml6RRx5ePedwkczKHun0c6vZyoMtHY69niMUX8Zosr0iycmaCWdHcMdcnbWhsaK5ic0cFtpCRJZtVZU2srmzEo1gIATuSi9maWIpAJqLGWFPwIhEtTgOrOCg5w9ZlYgfzWUe7fC3dxeeAEMxs/BOaP0xs/gecvuz8NdLcS7GLFyElmvB1bUNacgPkk/D4P0Fm9DqArsBNP1P89TyxmaNmTmlxAydzf2f8CbbXfYJDbf9BNt+CpkapKvkoy2p+TmnkGiRJZY6angZxA7Cxs09hdH0SM/k7hMgiawvRCr+LEv4CyIXHfQSJJLrxU7T8d0B0IuRSDP12DPUmBBN/ASrMwCzjCWbyayQMEiyjjs9hEhi78SAUyWRp+H/RpCQpq4z9ycsm3JeZkQZU2SBlhOhKl4zd4ChsAQ1dTrxXdfEEPSfbfUPE7dWGEN99dha72gMokuDC2T3830vruPWsVhaXTb24AQQ9NssqUly7pIvPX3CYf7n8EDed0coZMxJ4VJtYVuX5Q1F++HwVdz43k9caQ5iDRjD9msHF1Qe5dekm5kS7sIXMq61V/HL7GRxOhJEkWBraycVFz+CTM8TMCE90XkJ7roRZbGSheAyETZu0hF25aylrXUdB10aQJJpmXg/xJgKHnwEgtuCDKLsfRMr2IkIzyMsB6NoHehDO+uTUX5yTkLq6Om699VZqa2vx+XzMmTOHr3/96+Tzo788CiG44447qKysxOfzceGFF7Jjx44JH/9tIXBvB2E7GoFFV/wpdtR/ikOtPySbb0ZTo8wq/TtWVN+NHryM6b39Oez0HzC6PoGVeQIhbBTvhWiFP0H2vYsjdd2OB8Xehif3FRTTiUGy1MvJ61/HlsrG1b4gLQ2ZZ4uwmRr+E4UEWaqo4zMTFjmvkmBx+EFA0JI9na787Am1V2WLGWFn/q4xNmuMrY8lkfGSNzVkyaYsPM45vKOEDeCVhhC/31KGZUssKEnzpYsauG5pF1Hf1KcTG42gx+aMmUluWtnG/7v8IB87q5mVMxJoss3hmJffbS7j//2thhcORTCsgXtZ4M1yw7yd3DBvO1FPhkTey+93L+fllpkIAWWeDq4qeZwSvQND6DzdvZambAXl7YdY2vsYkjDp9M7hQOg8ylseJRTbiZBVGqvei7fhb3i6d4GiE5vzHvQtPwdhY85ag7n3CTDzUH4aVK1+U6/Vicju3buxbZuf/vSn7Nixgx/84Afcc8893H777aO2++53v8udd97JXXfdxWuvvUZ5eTmXXnopicTE5qVP6SHKt5uojcYcNYceugJf9CPIqpOZ3cofItPzS4z01KeIOhpJnYMS+iSy5oQ32GY9VuIehDHxt7LhsOTTMLRP9M3NZdCMX6LYG4bddiznkRyl1PFZTCJ4OUw1P0adYDLofclLacqcjUeOc2bBT1Hl8c8RHhmmDHt6uWbRgxM6bn1nAfe9ciYFgRQfv3CMeaAR3P1fPxzkt6+XIZBYU9vL9Us739SyPuMhmZN5uSHCC4cixLLOnFvEa3LJvG5WV8dRBr275S2ZdXXz2NndN/cW6ebq2XvwqSamUHi++1yaczOQsDlf3sgsuYV2zxx2Rp2KAnMSL1KZ3cmh2beS85bhSx9m1uE/0nX6F7E9EQKHn8Hj9WHOvgwp1YavfRPS0vc6IQOPfh7s4Yep365DlN/73ve4++67OXhw+Kw9QggqKyu57bbb+PKXvwxALpejrKyM73znO3ziE58Y97FOSQvu7WixjcTAUKRFPvFXYoc/Qrr7Z9hWHEWvJVj2r4Qq/gOlL13RdCHMA5g9X8KM/whhx5DVarSCb6GE/qE/oPt4UOw38OS+hmTvAsmHoX8GQ/1If4VoONZiGwkP7dRwFypxssykns9gMbGHxuzAM3jlbnJ2mAOpSybUtjJ8GFmyiOeixLMTe9jE0k6Jn1GrBQxjsR1hf6eX/9nsiNvq6tgJKW7gWHaXzOvhny+u4z3L2ol6DWJZlfu3lXLnc1U0xwZyuuqKzdWz93B5zV5UyeJgrJDf7jqNRF5H7dBZa26iWjqMQOYFexXNdgmluQPMTjgvfgdC59GjVjKr4T5kK0PGP5OugjOJ7P0DAKkZa6F5E1K2BxEowzAMSHdBoBTmXfGWXJ8TmVgsRmHhyFMVhw4dorW1lcsuGxji93g8rF27lpdemtjL+CklcK6wDTDiHJvIkYvdR/zwh8n0/g/CzqB6lxKu/DGBktuR1dJp7JXom5/7FFb6MWfY0ncxWuGPkfRzjnvvEj3o+W+hmA+BsLHUyzC0LxLJ+CecCPmIyDnDlTNp5Nb+7PXjQZFMFoYeBqAlezoxY+a42+qKQVmwFYDGWPUYWw8lazjWjE8fZo5jFGEDZ/7uwe0l2ELijBkJ3rO8Y9rFTQjnuJNFVeC82jhfu7iedy/rIKBbNMc93Pl8FU/vj/bvW5LgtJI2Prz4DcJ6lp6snz/sOI2kpSJLgnPlTdRIjQhkXrRXkRR+qtJbqExvA2BP5B1gZJjR9BcAOotXO9Za26sgySSrL0fbeR8ARu2liJ19lveCq53qAycJ8Xh8yJLLTc47eSQOHDjAf/7nf/LJT448R9na6nz3y8qGTjWUlZX1fzZeTgmBc4VtgPE6jwg7Rbbnl8QO30wu8ThC2OjBiwnP+A3egltBmsY0TCKJlbwbs+fLCLMRSSlAi96OEv6iM8R4HEjYaOaf0Iz/QBI5bGU5XeGvY8oTd9jw0EY1dyOTJcV8WnjfhIIHonoj5V7H1X9f8jImMhkwM+KkJZvwPNxwgjSGsB1hZ5uf5rgHj2rz7mUdw7rjT5bmXonn9qr85iWdf3nYy+d+5+Pjv/Hz4Z/7+eDPAtzySz+f/q2PL/3Rx53rPNz3msZL+xW6kuPrhKrAmtoYX76ogaXlSSxb4uGdxfz6tXKyxqDEzUmbD5TsJazk6DG93Ne2gJSlIktwjryFInrIo/OcdRaWUJibeJGA0Ykh+9gfOp9wfDfB+F6QFFoqriB46BGw8uQjczGzSaT4YdD8GIrfseJ8hTDrvKm7kGOQTMokEsqEl2TSkYKqqioikUj/8q1vfWvY49xxxx1IkjTqsnHjxiFtmpubueKKK3jve9/Lxz72sTHPRTrq7UoIccy6sTh5Xi2GwRW1ASZdtsbqIt35PXLxB/EVfgrNtwJf9IN4gleQ6fk5+eQ6pqt6gTD3YHTfhhL4ALL/ehTvBcj6cmcYM79x7B2MgGOtvY6h/CvdoS9gKjPoCt9BYeK7aNbE8ln6aGImv6GBj9PLOeh0UMJT424/O/AsHblFJM1KWrMrqPBtGVe7qkgDrx1eTVe6lHTej18f3/3t//kLJpwr8pn9jvfleTUxAvrUFGDd3iTz25d16jpHt36zhkTWkOhOQUO3DIPSes6I2pw3z+QdCw2i/tGPF/JYfPTMVjbUh3lgewnbWoP88HmdT8/vItx3ThE1z41le/hd20K6DB/3t8/jQ+W7USSbC5RXecxaSw8RXrOXsVrZwoL4M7xeeAPtvvmUZfdS3vo4B4KzSYXmku4uJ9C0ntSsS0nWXkN038PkV34Ko+YStANPIi27ERZeA3XHl5nmzaKxsXHIHJzH4xl2u89+9rPceOONo+6rpqam///Nzc1cdNFFrF69mp/97GejtisvLwccS66ioqJ/fXt7+zFW3ViclALnCtsAU+Xqb+X3k2z9RzT/ufgKP4GizSRQ8iU8oXeS7voRVn5ilb3Hj4GVuhc79xJK+HPIag1a9P9ipR/GSv4aJlAX7uhhSM2qpzj2dUfk1Fq6QrdTmPx3dHNiqbRC7KSc+2nlvbRzNV5aCDE+5xhdTlHjf54DqUs5mLqQEs9OVHns+DqflqEk0E5HqoxDPbNZUrZ9fMdTncwxmdTE5gxNCw51O23Oqzn+KhWZPPzX8x5e2u88YhRZMLfUprbYpqbYpiJi49cFft35LGtIpPMSsYxEc69EU49MfZfMwU6Zpl6Z/31N58+bNS5bYnDNaQbhUbRbkuDcmjgzIjl+9UolbUmdn+0u4rNLOvH25cCMao7I/bZ1Ea35AK/Fyzgn0opfynK+spGnrPM4KKpZKA5SYHYwM72Vw4EV1AXP5Izu+ynqepnOkvPpLDmPmvrfk648DzNQgZWJISVbEMEKzFQvmpmDyCwoqIWeySXjfjMJh8PjcjIpLi6muLh4XPtsamrioosuYuXKlfzqV79ClkcfOKytraW8vJwnn3yS00930gDm83nWr1/Pd77znXEd8wgn1RBlrTsU2c90xbEZ6ZeIH76VdNc9CDuN6l1MqPIn+ItuQ5Knz7tKmPsxu7+AlX4IAMV/DWrhv4My9tzVaM4jiuilKP5v6MYuhOynK/QlstryCfeviBco4HlA5jA3kWP8Q54zfK/hU7owRJD69Pnjbje70HmpONg9b3zDm+0+igxH4LoyY5g6R9Gd0RBI6IpNge/40qvFM/Cvj3h5ab+KJAkuW2Jw94fTfOO6LLecl+fCBSYLym2qCgVFQUHUD+URwewSm9NnWVy93OTv1ub55ruz/PzmNJ++KMecEoucKfHwGzqf+72fhzZrQ+LfjqHdR7Uh89nFHQQ1i6a0zh8ORIdcx0ItxzsKnJCMl2IV9BqOY0qZ1MUsqRmAbbbj9TsrtRlZmCS0Mnq1Sgq7XkayLTL+KnJaBF/76wBkS1eiHnYcIayy06DFWc/M459jPhlpbm7mwgsvpKqqiu9///t0dHTQ2tp6zFzawoULefBBZ95SkiRuu+02/u3f/o0HH3yQ7du3c8stt+D3+/ngBz84oeOfVALnMn3CNhSTXPyPxA7fQi75FJIk4wlfQ3jmb9CDVzH8RM/UHNdK/hKj9w6E3etYc4V3InsuHHbr8XpFymQpTHwPT34zSB56gp8nq50x4d5V8AB+DmDjo5GPYqOP3QiQJZu5gXUAHM6cTdosGFe76ughFMkknovSlR7lbXnQHFuRz/luxPNe8tb4f95daSf8pshvHJdjSToPX/+zj4MdCiGv4BvXZvno+flRLa7RCHjggvkm/+/6LP90RZaaYousIfGHV3X++UEvvUff/6PmG4u9FrfO70aRBG90+3mudWhc45JAF7M8cUyh8FT3gEPPcnkPIGgUlXSLCLrIUJ5xivw2BM5AM1OE4s7fPQVn4Gt3UqJli09DaXsDAKt4MaJ5i7PDGasmdwFOctatW8f+/ft5+umnmTlzJhUVFf3LYPbs2UMsNjBy8KUvfYnbbruNT3/606xatYqmpibWrVtHKBSa0PFdgTtJeHOEbSjC6iLd8S0SLbdh5g8iK2ECJf9IsOIHyNrEvPsmdNz86xjdn8POb0GSvKiRL6AEP8GREfXxCttgJAwKkv+BN/cySCo9wb8nq62Y4D5sZvJrVOLkqKSZ9497drLIc4BCfT8ChX3JK8ZlkWmKSVW0DoA9nYuP3WAY5xGfahLUHM+3xkRknL2DnCn1HfP45ls31Sm0xGQK/DZ3XJthfvnUzOVJEqystvi3d2f59EU5gh5BXZfCXU97HE/JURxpakJ5rq12Hp5PNoUw7aH7vayoHgnBwWyEHsOZc4pIiX4r7pDtjCJUpR3h6vHMwpA8RHudv5OheWjxQ8i5XoTqxVS8SMkWkFWsfN9vNlLlZDh5m3HLLbcghBh2GYwQgltuuaX/b0mSuOOOO2hpaSGbzbJ+/XqWLl064eO7AneC81YI29GY2W0kmj5BuusnCDuD5l1GeMZP8UZvBmmayhfZvZi9dzhVw4WN4r8ab/ibRHKTT/UlYRFN3T1I5D5HVjttQvvQiDOTXwMWMVbRzQXjbjs38AQSJj3GHDry44s7XFTizPXV99SSyPU9IMfwipxf4ORA3N09/mHUipAzL9iS0I/Lbb+513mkrKy2mFEw9c5JsuRYdN+4LoNHFWxvUvjLC2Obh+eVpYjoFilTYWv30O0LtRzVXqfG4J70gHV9ROBa+moH+qw4PtOpdxjXyvGnG0AIDD2KpfjR444DkxGcidxbB4DtLxmoERepmvyJu0wKV+BOUE4EYRuKTS5+P/Gmj5JPv4wkafgKPkK48r9QPcum7ZhW6vd42/8f2Els7yKyFf+Opc+f9B4lbKKpe/DmXwVJoyf4OXLqkgntI8AByvkzAG1cR5rxWbN+tYdZfmd+Zn/yMkx77CHOQn83FSEnCHln/enj8oxcVOg8UPf2FGHY4/uJlwQNdMXGsGTak5N/aWmOOceriE6N5TYSMwwvtyxzBPRPuyVak6Nvr0hwdolTo/CltmPTry3wO8K1Lx3tX1cudQCCGGHSwnHAiRjO3FFMK0ex83hyHQBk/DPQks58nhGsQo43AGCHq5w6cQDh8cdCukwNkxK4n/zkJ9TW1uL1elm5ciXPP//8qNuvX7+elStX4vV6mT17Nvfcc8+kOvt24MQTtqHYZjuptq+RbPsGttmFolcRqvwhvsLPgDTxFEGjcWQoUs1swtf8RaR8A0ItIlvxTczA+C2no5GwiCZ/gie/ESSdntDnyasTE81C1hNmMwKVRj6KyfjmBmb5X8Ir95C3w+xPXTquNkv0PQAcSM+mxxh72LEymCCiZzFslS3tFWNuD45lVBV1hjY3HZ7YPMdg8n3+KS290/TuPMh6vbAaKoMC05bY1jF201Ulzu/qQMJzjJV6xIJrzQ+In0cyiPZVj+8WznUPGc7LQ0pzRhK8WUfwcp5i1JRj8Zm+UuSk838RKIOE839C5RM6VZfjZ8Lfwvvuu4/bbruNr33ta2zevJk1a9Zw5ZVX0tDQMOz2hw4d4qqrrmLNmjVs3ryZ22+/nc997nPcf//9x935U4kTXdiOxkg/R7zp/5BLPAqAN/JuwjP+C9U7cQ/Foxlujk02W/C1fAkl/TJIOrmSfyQf/cCkI/QkLAqSP8aTfwMheegOfZG8UjuB9lDJ79FpxSRKI/9nXJlOBjKcCFqzp9ORWzDyxn0P8zJPB1VeJ8vGq71njjl/J0mwutL5Pb7UPIu0Mb5ooLWzewFYfzBKLDu5ZNhXLXPCOp7apbHt8BSK3DDDspI0kAWldBxOo2rfV0qRxDFB7JrsWJxHF2NV+wr2Hkn5pgjn7yP3WradoV1bUpGsvqwfsoZkZp12sgZGtu/A43NKcpk6JvwNvPPOO7n11lv52Mc+xqJFi/jhD39IVVUVd99997Db33PPPcyaNYsf/vCHLFq0iI997GN89KMf5fvf//5xd/5U4GQTtsEIO0W6899JtH4Z22xD0SoJVfygz5obPkB0NMZyHpFEBk/7t9FizsuREb2RXMkXEdLkHhwSJgXJH6EbOxGSj+7QlzCU8c+TKOSYxc+RyZBmDq28e1ztonoDVT4nEfTexFXk7aOezsM8zFdFXkeVDDqNYg6kx65QsLS4jVJfkpyl8lLz+IZQl5anqCnIYFgyj+0uGlebo1k20+ayxY7I/XS9h97j/WqPMt8Yz0Fryvm+1ETH3pVh9znSyMe+IYhh/gf0F74V/X8PFUJJOLEKQlKQ7D4xlFXo+z+KBlZf3KPsCtybzYQELp/Ps2nTpiFJMAEuu+yyEZNgbtiw4ZjtL7/8cjZu3OgkJR2GXC53TE60U42TWdiOxsxsJHb4Y+TijwB91lzlT8edwHkiXpESAr3nXvTOH4EwsQJryJb9K2KSMXoSeQoSd6IZ+xBykO7QVzDkynG399DBTO4FbHo4ny7WjqtdbWA9AaUNQwTYEb8BW8ijPsz9SoblIScv4qb46fQao5+vLMFFs5xs7a+3V7CvZ2znHEmCa5c4DiqvNIR54dDkrukHz8lTGrLpTMr8431+/rJF6x+6HDdjONI0xuFfnne+M8V+QWQc71NNfaEQPuXY+cGs1ReQfpTAmX2eu0e+neKoR2b/35I0sJEk0S+JkjLw/zECnF2mngld8c7OTizLmlASzNbW1mG3N02Tzs7OYdt861vfGpIPrarq1PE+OpWEbQgiTbrrB33WXIczN1fxI7zRWxip9ttk3P2PoCX/hrft62AlsL0LyVR8F1udMal9yeQoTH4f1TyELYfpDn8VUx7/fEmInZThJFZu5V3EGXuYVpYsFocfRJFyxIxq9ndcNWabBYF9lOltmELjue415OzRnUGqwzFOL20GJB45uICO9NjjeLWFWS6d7xRKvX9bKa81Tnw+zqvBP12RZVahRSov8btXdD5/n4+/7VLHFroxhM2y4dH9cPszEocTEmFd8Kkzxh6otgU80Te3eGbJsb+/vX3ek7O8A/XGckKjF2furUhynFCSfaWmApbzd97jWLp6rhvT63ymZLsRXueFQsp2g6/PMzPTO2Y/XaaWSb1STDQJ5nDbD7f+CF/96leJxWL9S2Nj42S6eUJxygrbUZiZjcSbPkY++TckScFXcBOhyh8hawMeZMcjbINRstvxtX4ZyWhFaBVkKr6D5RkmXmwcyCJNUeK7qGY9thylK/xVTHn8lRWKeJoCXuBIppM0NWO2CXSnWGQ/CkLQLK2gidFDFmRJcH7BiwSUFAkrxIs9q7HF6NfxHVUHqQ73YNgq9+9bQsoY20PyygXdrKntBeD3m0vZdHji8VtVhYJv35DlUxfmKAradCVl/us5D5/6rZ//3qCzs1kmPjgp0SjCZgtoSTrCdtuTEvdukzFsiRVlgu9eLFgyjmiITZ0+2jIafsXmwoqhLpdCwI6UI1SLAgNV0NtEMQKJMAn8kjOPltCcg4UMx6sl63Ve3r3ZNiy/831RM+1OeAAgpTvA1xeknx7+hd5l+phQLsri4mIURTnGWhstCWZ5efmw26uqSlHR8OP8Ho9nxCSfJxtvB1E7GmEnSXX8G/n0S/iLbkP1LCRc+VOk1p9Cz8NTeizZaMLX8iWyZV/D9iwgW/4veDr/EzU18eS2skhSmPgO3aHbMdWZdIW/RlH826h2y5htJaCC+zGIkmQp9XyCGn6Cj2FezgZn2uAgs3meg1zAPt6BSpYy9ox4HK+S54LC51nXeQktuUpe6j2Hc6MvI0vDWzGKLLh2zm7+e+cKenM+/mfXabxn/g4KvSOnvJMkeNfSTvKWxCsNEX77ejn7OmNct6QLnzZ+939ZhrULTFbPMXlyp8oT2zXaEzJ/3arx162O0EY8gvIgBDUI6uBVwbAhb0HGgLaUsxyZPwMI64L3LBJcWsu4sq40JDUerIsC8I7KBD516LXamSqkx/SiSRbz+8IFAOqE81JWITmek4bkIaE5IhYy2snrBVhqAISNJ9dBJuBsr6TbEcXOPKmc6oDSec4OXYF705mQBafrOitXruTJJ58csv7JJ5/k3HPPHbbN6tWrj9l+3bp1rFq1Ck2bpiDhE4C3i8U2GkbqWeJNH4PkJiTZC5X/ALP+FZTolB5HsmN4W/8ZJfUSSBq5ki9M2sNSEQkKE99CNQ9jy4V0hf8ZQxlfyRoJmyp+g5+D2Pip49NkGBT7NIKVUsVrVIitIMns4iraGcWzEijUejkvugEZi/pMNc/3nIclRv4p+1ST98zfQVjP0pvz8dudp9EQHz3cQJbgfad1cNGcHiQErzRE+O6zVWxvnViOSwBdhauXm/zwxgz/dEWWs2eblPiduxPLSezpktjUKrG+QeKJgxJP10m80OisO5yQMGwJVRYsLBJ89DSbu64QXDZ7fOK2tdvLj3cWk7FkaoI51hxlvfUYHtb1peg6O9yK3udN2SEKaBSVSAjmyE4A92H/cmxJJWh04Ld66I06Q9GB1CGQFXIFzn3Te/ZilTixoUqiEaJ9Tj7d+yd87VyOjwlXE/jCF77ATTfdxKpVq/pLHzQ0NPQXsPvqV79KU1MT9957LwCf/OQnueuuu/jCF77Axz/+cTZs2MAvfvELfv/730/tmZwgvN1FbTDOMGQXJL4ChddD2ccgtBrm/hc0fQ+Sr07ZsSSRx9PxXQzzJozIDRjRG7HVCjydP0JiYh4OiohTlPgmXaEv9VUh+CqFie+hWwfHbCuTZxb3UM8nyTCbej5Ndfcv8JnNI/cdmM+TCCHTKi1lp7gKEJQyctWDKl8TF0gv8Fz3+RzOzmR99xouKHgBVR4+A3GhN8NNi7fwwL7FtKTC/O/epVxWvZ9lxW0jCoXc53SypDzFHzaX0pnW+cWrlSwtT/KuJZ0UBSZ2XWUZVvp0Vp4GnCbImoKmBHSkIZmHVB6yloQmC3QFPKrj/l8RhGI/E6pPZwt4qinEY4cdR5kFkSy3zO9GH/QeYAmJhztnYwiFmZ4E50QcS10IeN1ygv9nSw0USAlMSaPJ74jWrNQmQKI3ugKAgp4tZIuWgayiplpRNA3DGwUzg6z1jUTFGiA7tEpDT31qQtfPZeJMWODe//7309XVxb/8y7/Q0tLC0qVLefTRR6mudt5SWlpahsTE1dbW8uijj/L5z3+eH//4x1RWVvKjH/2IG264YerO4gTAFbYBjp1fE9D9AKQ2w8zbwVsL1f8GXQ9B289AjF0+Zjwc8bCUjCbyRZ/GCq4lq5bh6fg2stUz9g4GIYskRYlv0x38IoY2j+7wV4km78JrvDFmW4Uc1dxDvfEZMlo1ddG/oyr2W4LGyG/wErCAJ0DQJ3JXkyPETDaNmNp6hreFi4qe49nuNbTkKnii81LOL3iRiJYYdvuAZnDjwm08enA+e3pKeLxuPvt6i7hk1gEinpErN88pyvLFCxtZt7eQZw9E2d4aZGdbgCVlKc6tiTO/JD22+AxjuXpVmFPgLAMcX3ovS8AbXT7+1hyiuc9rck15kuuqYyiD+pi1FB7unE1rPoBXNnln8aH+c9gh5tFJEQomy+XdANQHVmHKXvxmDyW5g/RGV2DoURQzTTC+i95ln3LOqXMLVuVZACgdO5Aq+5J6t27rP3bPIVfY3iwkcXTWyxOQeDxOJBLhmdcvJxg8sYY1XWEbYFyOI5IGZR+Hor6YsWw9NP0bZA9MaV8s72lkS74EShDJ7MTT/i2U/MSHiGw89IRuI68tBWETTt9LIPe30Rv1PcwtyUND5BbSei0Ii8rEgxRkRy/kKpDYyyW0SM7wV7nYznyeQmbk2jAd+SKe615D1vaiSCZnRTYy21838jEEbGip4qXmWdhCRpMtzq2sZ1VZM8owMWKDaYnr/HlHMXs6BoYqi/wGq2YmOH1GgrLQUaE/Eyy6OllSpsTrnX7WtwTpyjnv7R7F5l3VMc4pHfob7cx7eaBjLr2mF1WyeFfJAWb7nFCkvXYNr9mOs88qeSsL5EN06zPZWnAtAEt7/krU6mD/vM9gqX7KWp8kKOL0LPk42AbFW35I/vyvgerFs/WXqGd/CmQV1n2Fnte3DelHPGtQ840nicVi46rBNhpHnpFLv/M9FO/Er7mVzbD9y/80JX05kXAFbpK4wjbApDwig2dC5RdBKwLbgPZfQNf9TGX1cFutIFv6NYReBSKPp/OuSTmfCBRigf9DxuPEuAUyjxLK/KE/CLifYR7mNirN4fcQ864AoDj1DKWpdce2HXI8aOJ09nMhSDJh0cwS/oKHkd/8M5aXF3tW05Z3nL1qfHWcGdmELo9cMLYz42dd3VwOJ535uKgnw0VVB5kb7R5zfqslrrOhPsxrjSGy5kAYyIxwjqUVSRapFjMDBso0hn5lLYkDcQ8bO3xs6/Fh9XmUBlSLC8pTnFeeJDDIoUQI2J0u4PGuGgyhEFZyXF+6nzLdcbips2fwor0SkFgi7WGFspuc7GdT4XvJKwEq09uZn3iOwzPfTSy6DG+mhdqDv6Jz1ZexfCUEGp7E6/VhzL0KubcOb3w/0qLrMBq2kvzdV4/pvytw048rcBPEFbYBjtvVXwlD5T9C+Dzn7+RmaP4e9OX7mwqE5CNX8gUsvzNspMYfQe/+1YTn5QSQ9F5L0v9eADz5LURT9yCL1JhWigDaA5fSGbgYgGBuNzPif0QVow9VdVPNTt6JKXnRRJr5PEUJI1dWt4XEjuRitiWWIJDxyRlWhN+g1lc3omAJAdu7SnnucC2pvoKfpf4kK0ubWVTUjjqGRZc3Jba1Bni9KcTudv+QsAVNtpnhN6jwm1T4DUp9JoUekwLdQp2A8FkCEnmZtqxGW0alNa1Rn9RoSWtDUmtV+g3OLk1xdkkaz1Flf1pyftb3zKQh5zy8qzxxris5iF8xEQJ2iblssRchkJknHeJMeSuG4uON6DWktGL8Zhcru+4nGVnI4aobQNjMPvBzzNLlJGuuQs7HKdp+N7nz/y+oHjybf4ay6u+QvAGSf/oGxv5j55unQ+DmfeL/ongmnhPWymXZ99N/cQXureBEEDhX2AaYihi2oTu8Gso/CbIPrBS0/gR6n5iy3QtkjOgHMaKOOMm5vXg6vodsTlxIM/pqegMfA0lHsTqINv4MPVs/rrY93pW0hN6FkDRUK87M+B8IGKM7rqSJsoNrSEmOe3qJ2M08nkZnZDf/jnwRG3rOIWE5gc2FWjenh9+g3NM2YpucpfBycxWb2isxbcci86kGy4tbWVbSNmpYAQDtPlKmxPZuHzt7veyLeciMUHBVQhDQbPyKjV+18akCWXJygkgS5C2JvC2RsyTihkLSkI/JEXmEQo/JkoIsZ5WkmRkYaq0KAU25IK/Gy9ifcSb6FGzOjrSyOtKCIgkywsNL9hm09pXEmS01cI68mZwS5I2Ca8moUXQrxek9D2J5i2mo/gBCViluf55orp7u5Z8FSSay+16k2e/ALl6M3bQTPdON57TLMdsOkPjVPzDcyIQrcNOPK3Bj4ArbAFMubIPRK2HGl8HfV7om/hI03wlW75QdwvStIlf8D47laCXxdP0INf3KhPdjKLPo8X0OSy8DYRJu/xP+nqfHVec8q5RzOPIBcmoZCJvi9HpKUqPPsdnI1HMO9ZwNkowqMsxhPeXsGPGYlpDZnZzP9uQSTOH8Zio8LawIv0Gh1jvisTKmytaOcja3VxDPDzwoZwRjLC1uZ35BJz51kPU7SnB2R1alKeVYWi0Zlc6sSk9OIT/OEj6DkREUeU3KfM5SFchTE8oT0Y+NyzOFxL50lI3xMlryR4LUBUsDXZwXbSai5hECGkUFr9qnkcODgskqeRtzpAZSWhHboleRU0J4rDin9fwF9DB1tTchZJ1wbCcV7U/RdfoXsPUwvtZXCORayC/7CMLIYf/tJ4Rv+GcA4v/9RaymXcOekytw048rcCPgCtsA0ypsQ5Ch+H1QcjPIGpgxaLkL4s9M2RFspZhcyT9he508mWr8MfSeXyOJ7Ph20PdAt2UfsYqbyYYcLzlPciuR1v9GMWOjtXbaotESupZe35lOW6OFysQD+M3RM/YkKGUPl5Pss+bCoonZPE+UphHbZC0P25NL2Jua2583sdzTysLAHio9LSMOXdoC9vcWsbWjnEOxgoHkwggqg3FqlSRV3gQVnhTqCEHmwyEEJE2ZRF4mbcqkLZmsKWP3HVMICU0R6LKNRxaEdJuwZhHU7FE9NVOWSn02zP50hIOZKHnhWKEKNkuCXZwZbqWor9J5pyhgi72INuFkGykgxnnKRsJSkhbfYvYHz8OWNfxmD8t7/oLlK6Zh1o3YipdgYj8zWh6hZ9mnMAMVqMnDqC/fh3bt15BUHfOF3xJceSVK8SxyW58k/egPR+yzK3DTjytwR+EK2wBvnrAdhafWseZ8c52/4y9Cy4/A7JqS3QsUjIKbMCLXAyAZLXg6f4SS2zlyo2EsFQGkC95BvOQGp0SKlSbc/kd8sRfHZc3FPUtpDl2PJTs1yKKZ1yhLPj7q3JyNzGFWUsdq7L5q6oXiELW8QIiRh1wTZpA3Esuoz8ziSFbgoJJkjv8gs/0H8SsjC3wyr7Gjq4ydXaV0ZIYWC1WwqfCkqPCkKNdTlOlpCtTcuIKwJ4sQ0G16aM0FaMkHaMiG6DSGBqCHlBzLgl2cHmon0DfP1iaK2Snm0iIcRxwZiyXSPpbI+zAUH3vDa+n21ABQkGtkUWwdyYJltJZfgZAV/Kk6Zjb9md5ln8QMVEC6F++Lv0S76h+RfCHsgxvxeHT0+auxE13Ef/lZRGbkRPGuwE0/rsD14QrbAG+ZsA1GUqH4Rij+kGPNWUlovQd6H5+yQ1je5eSK/x6hloKwUeN/Qe/9H6TBcXnjcHM39ApiFbdg+Jx6cnpqF5HW/0Y1xk7NZEp+2oJX0etbBYBsZyhNPUVhZkN/aZbhyBGgnnNoYRlCcqyVInGAal4mzPCJzwGSZoC9qXnsT8/GEI5TiYRNhaeFWl89M71NwweL912HmKlzKBOmPhvmcDZEapiEz6pkU6hmKdSyRNUcITVPWMkTUAx8iolXNtEle0QRNIVE1lbI2SoJUyNp6cRNnR7TQ5fho9vw9ltogynV0tT4Ysz391Khp5AkMIVCg6hkjz2bbqJ95yuolRpZJu/GL+U47F9OXeBMbFlDEiazk69QmdlBS+U7iRU4IQPh2HbKO56nZ+nHsPxlkOpGf/7neK68DSlUjN26F7VtL75z348wDRL/82WslpFTroErcG8Gb3uBc4VtgBNC2I7GUwszvgi+vvRVydeh5T8hPzUJuIXkI194K2bIqa4tGU14un6K0jByFpFh94NMqvBiEsXXOXW/7DzBrscJdq8bKpgjkFZn0RK6lmxfUmrd7KAk9Tciua2jCl2GCHWcSxsLQXKGICOikUreoIT9I87tmbZCQ7aK/ek5dOQHshUrkkmFp5VKTwsVnhaC3aOEMwjoMT0czgVpywVozfvpMPyYo6QNG9QaBYEi2QgkJAQCCUtI2OPIIKhKNmV6mnI9xQxPklneBH7FmRs0hUybKKZBzKBRVGDgPDMUTOZIDSyUDxCQMnR451AfWEVadTL/h/MtLIg/i6T7aZ5xDTmvM09a1voUIbOd7vk3gy8CyS48L/0a/eJPIBVUIroPI21fR+DKvwcg9cid5LePESuJK3BvBm9bgXOFbYATUtiGIEPRDVB6C8geJ26u64/Q8TsY79zZGJi+leSLPovoe9gpXS+hN/w3sjGxDCimVkKs/CbyAWeOTzZ6CHU8iC/+yqixb+AEefd6V9EWvBxLdpwjdLODkvQzhLNvjOqIkqaABs6ilcX9QqeJNOXsoJztBOgesW3MCFGXqaEuU03SGlo5IESSMqmTUqmLUqkLP5lRhx9tATHTQ7fhpcv0Ejcd6ytu6aQtjYylYh0lYEfE7eir4ZEtgopBSMkTVAwKtCxFWpZCNUuBlkPpm/sTAmKEaBPFtIhSWkUx1qAkTUFSzJEbmCvVoUkWrb6FNPpXkFWd+D/VzjAnsYFio56OsovpKVwJgGImmdn4JzJiFuYZ14OsIHU34Nn6MNoln0byRxDxDqSdT+J/x61Ikkz2tYfI/O2/Rr5Ag3AFbvp52wmcK2wDnPjCdhRaBVR8BkLnOH/n26H1bkg8f/z7bvchFB/5Ge/DLLvcEQkri9b8AFrro0hi/HFzAsiGVpIovQFLc0qlqNlGQh0P4kltH3N+zpJ0un2r6fJf0D8/p1q9FKVfoCD7KsooFmGWEC0so4Wl5KWBWm5B0UY5OyhhDx6G/w0IAd3t5TSLMlrsUjopPEZ4vGQpknopknqIEicqJQiQmlCeSMOWyQkZW8iYQuq34GSccAGPbI04hCkEZPHQLSJ0E6VbROkQheQYWn3ET4YZUis18mFK6Cajhmn2LaXVtxBTdgRAtTPMTG+lMrODRHQ5HaVrsVRnLi/asxl9+/PYZ92IXdH3snJgA5723agXfwpJ1bHbD6LUb8J/4S0A5LY8TvrxuxhvsgJX4Kaft43AucI2wEknbEcTWg3lnwa9wvk7ucmZn8sdmvi+hpljs/w15Ks/ih2aD4CUbUU/fB9K98tjWmGDEZJKquASkkVXIhTnOHp6L4Gux/CkRnbx7+9Hn9B1+87DVJyHjmxniGZfpyDzKl5r5Lg2G4luZtPCMrqp6Z+nQwgiNFHEQQo5SIAupx/DXIe8UGkXxbSLItpFEd1EjqloDc7QX5A0QSlFkAw+KYOPHF6yeKQ8OgY6Bo7tNrxw2QIsFExU8mjk0MkJnQxe0sJHCh8JESBBkDz6sH0okbopkzqZIbURJU5e8dPhmU2Hdw4xfaAYrseKU5V6g/LsHhKRxXSUrsHQHcvdk20jsOkB1OIqzJXvAd0PRg514x/RS6tQT7/G6e+hTag9DfjWfBhgQpbbEVyBm35OeYFzhW2Ak17YBiPpUPwBKH6/M+clbCc4vP3X4/O2HEf2EavofPJVH0T0Pfzk1CG0w/ehxLaMy0vyCLYcIFl0BamCdzgOMzgWXbDrcbyJTaPOsYGT7ivmPZ1O/wXk1YH5Mp/RQDS7iXB2K6oYORA7j492FtDOIuJS5ZDPdCtFQb6RgnwTkXwzXjsx4rmZQqGHMF2igG4RJSZCxAhhjVCxfSRkLGRE/6uCQMKe0D4EYZIUSr0USr0USz0U0ossQUItoctTTbdnFgltUI1KISjMNzAjvZ2w1UFv4Rl0F56JqTkPc9VIENi1Dq+RxFz5HkRhFQBS+3707Y+hnf9h5GInoby19TG8hRXoC5wMPJmX7iP73L0TugbgCtybwSkrcK6wDXBKCdvRaBVQditELnT+trPQ9SB0/gHsYdztJ5j8V8hejPKrMCreCYozfCUndqM3/Qk5PvZw42AsNUqq8FLS0TWIvmEyxejC3/Ms/t7nke3Rv7MCiaQ+jx7vWSQ8i6DPKpOESTC/h0j2DYL53WMOYXYxh678XHr1yv5QgyPoVpKI0ULYaCdktBM0O1BHGZ61BSQJkBR+kgRICT8ZPGTxkhEecugYaJjjLlwi0DHw4Fh+fimDjyx+KUuIJCEpRYgkqmRjoZLUiolp5fTqlcS18v7hxyOE862U5A5QnD2A7S2kp+B04pEliCMvGkYC/971eOON2MvfiV3VV1U9l0Ld+gh6KIqy8l1IioZIx7Bf/ROBs69HKa5CWAbpJ39Kfstj4zy3obgCN/2ccgLnCtsAp7SwHY1vEZR/AvxLnb/NOHTdB91/dkTvOLPaCzVEvuI6zLLLHIsRkBN70Fr+gtL7+oSGLm3ZT6rgItIFF2GrfQ8TO48v/gr+3hfRsgfHFE5DDhLzrCDmPYOsNmCVScIgmN9LKLebYH4Pmn1UHNag62ChENfL6dariGmVJLSSgaHM/hMX+KwYAbMbv9mDz+rFZ8XxWTF0Oz1ugbeFhIWChYyFgt0fOE6f/Waj9m1x9BCmKalk5TAZNUpaiZJWC0hoxaSVgn6HmiModo7CfCOFuUYK8g2gBYiHFxGLLiXvKe7fzptpxrtrPZ5cDGvZFdiz+sra2CbK7mfROvejnftBpELHq9U+tAm5fR/+8z+EpHux450kH/o3rObRQwFGwxW46eeUEThX2AZ4Wwnb0YRWQ+mt4K1x/s7HofFBaPorWGPkUxwHtlaAUXENZukl/UInZVvQWh9F7VyPZI+/tp2QVDLhs0gVXIzprepfr+Ra8Mc24I2/imqO7P14hKxSTsx7GnHPMvJq8ZDPPEYLQWM/gfZG/Ol6lFH6Z6ES10qJa+UktFLiWil5JTji9pKw8NgpPFYSzc6g2xk0O4Mqcqi2gSJyKMJCwkIW1pChWIGMLSmOtEkapqxjSjqm7CEv+/sWH1klhCmP/HKiWylCRhtRo5lovgWf1UPWP4tkaA6J0ALynqL+bWUrTzi2HWXXyyjhEqyFFyHK5vd1yEY+9Bpawya05Zch1ziCJ1K92BsfwLd4DVrNCgCMui2k/vI9RLp3xH6NB1fgpp+TXuBcYRvgbS1sQ5BBugJq3g/+PucCI+GI3OGHwRg5u8R4sbUoZtmVGKUXg9onAmYSteNZtPYnkXMjO4AcjQAM31zS0fPJhlYi5AGPQC29D1/8NbzJzWOmARNAVq0goS8m6VlARp051MIRNt5sK/5UI/50I77MYTQjNqoVlpd8JLUi0koBabWAjBIho4TJKqFjrKfpRLFz+K1e/GYvfquXgNlFyGhHEzmyvkpS/mrSgWpSger+4UcAyTYJJvcTju/GPNSIXbsKa+554I86G9gm8sFX0Ro2oS68AHnBeUiSjLAt7O1PoppZfGffgKR7EUaWzPp7yW38C1NR1skVuOnnpBU4V9gGcIVtEIOHIiUZSi+A6vdDwBlqwspByzpo/AtkR874MV6E7MEsuQij7EqEd8CpQYm9gdrxDErPJiQxck22o7FlL9nQSjLhs8n75w8RES29H2/yDTzJbaj55tGHB9t9mIqPVHAOqUANqUAteU/hMZspZtoZrsu24c2148m248l1Io8RFmEjkZcD5JQgOTlAXvZh9C2OJaZjSTqWpCJQsCVlSMiBhI0snAFLWZiodh5V5FFFDt3OoFtpNDuN107itRKoIo8la+Q8JeQ8pWR8lWR9lWS9ZQh56PyeaiQIJvcTTOzHl28jZs/Bmn02onTuwEbpXpS9z6F1HUJdegnS3LOR+q61tfdFpKbt+Fe/F6XIsayNhm2kH/0P7N6WUa/LRHAFbvo56QTutOj4HxanOq6wDWLUOTYZSs6BWe+B8DxnlbCh81XHouvdetyHF0hYkRWYZZdiRVYMCJOZRO16CbXrBeTk3gk7pWRCq8iGVmL45ww9I6Mbb3I7enoXenoPipV0PhjlOuS1MBl/Fem+JecpQ8jDey+qRhw914We70EzYuhGDNWIoZlJVCOJbGcndC7jwZZUTDWAqYUxtDCGFiGvF5DXC8nrhRh6dNh2ipkikKrHn6rHn6pDUVXyBYtIBhcPFTXbRm7ahnLwZVTdg7LsUuTKRQMfH3wNDm3Eu/yS/uFIO9lD5plfkN8xdQm/j/B2ELi6ujr+9V//laeffprW1lYqKyv58Ic/zNe+9jV0/dhwjyPccsst/OY3vxmy7uyzz+bll1+e0PHH69p0QlCrZDjJujwtuMI2iHE5j9jQ8ZKzFKyAquugaJUjeiXnQKoBmh6HtqfBHL0I6UhICNTYZtTYZmxPKWbJRZhFFyA8RZhll2GWXYaU60Dtegml5xXk1NiOJIrZS7DnKYI9T2GpUbLB08kFl5LzL8DWCkkXXEC64AIA1GQzevwAujiIHj+EnOs5Zv+6EUeP7SAS2+FcFUkZsIa8ZeS8jnVkqX5MLYyphUlTO/z52iaKlUGxsihWBtnOI9l5ZNtAElbfYuMM5Ukg9SXnkhWEpGLLGpbswVY8WIoPSwlgKyM/8I6gGgk8uQ68mVZ82WZ8mWZkSZCPzCVfPI/4vKuxPdGhfW3fj1L/Omp3PUrtGcjv+BhSwKkPJ2wLe+9LSA2b8Sx9B/q1X3TWmwa51x8h8+LvIOeOFk2W3bt3Y9s2P/3pT5k7dy7bt2/n4x//OKlUiu9///ujtr3iiiv41a9+1f/3aII4EieVBVf3xgWEQ29fgXOFbRDH6RWJfybMvAbKLgK1b19WDtqfh5YnITZKZYFxIpCwwsuwis/HLDgTlIE+S7kOlJ5XUXs2ISf3IImR03Ads19JJ+efTz6wmJy+GDNYecw2ci6GlmhASzagJZvQkoeR86PPtx3BVHz9VlNeL8DQIhh6BEOLYKoBbOU4r/0oSLaJasbRDGfR8z2OFZnv7hs6tTADlRjhavKhaoxwDZa3aOhOzBxy6x7kw1tROg+izFiMvOB85PL5/ZuIVA/2jqeQYi14V1zZb7EJ2yK/7SkyL/4eEe+YtvOEt4cFNxzf+973uPvuuzl4cORiv7fccgu9vb089NBDx3Wst69anES4wjaI4xW2I6QPw9674cCvHZGbcRUEq6HiEmdJN0PbM9C2HjKTm3eREKjxrajxreiyjhU5HbNoNVZkBcJTgll+NWb51WCmUWJvoMS2osS3IudHD1SXRB7voQN4OQA8jKUFyUfmYIRnk4/MxgjOwPZEyHmWkSteNtDOSKGlW1DTbajpNpRMB2qmEyXbNURgVSuDmmnCnxm+zpwtKf1C51hfXmxZ71+EpCAkGYHixAEIAIEkbCRhIgsTyTZQrByyneuzAlOoZhrZziEBtqxj+Yox/WWYkQryvhWkgjOwfCXHOrfYFlJXHXLrXuTW3ciZXpTqFchLL0Kq+GT/3JqwLUT9Fqy9L6IFwgROvxqltMb5zDLJ73iG7Mt/xO4eub6ey/ETi8UoLDx2Pvhonn32WUpLS4lGo6xdu5ZvfvOblJaWTuhYrgV3AuMK2yCmSthGI7IIKi6DkvMGrDqA2G7Hsut4EXLHX5NOSBpWZDlWwVmY0RWgRYZ8LmWaURI7UOK7kBO7hiZ8Hsd1ELKGEZzpWDihKszADEx/aX9g+LENbOR8HCXXg5LrRcn1IufjyEYCOZ9ENlPIRgrZzCBZ2b6hx0mcNxJC9WIrPoTmx9aCWFoQWw9h6VFsTwTLU4DlLcLWQyPuR87H0RINWA37kDoOIsdakEtrkWcuR65ZgVQwY8j2dsse7H0bkHqb0eefg77kImSv4/kq8llyW58g++qD026xHc2JaME1NjYO6YvH48Hj8YzScmIcOHCAM844g3//93/nYx/72Ijb3XfffQSDQaqrqzl06BD/3//3/2GaJps2bZpQf1yBOwFxhW0Qb4awHY3iheLVULYWClcMFYbYzr75vFemxgsTCTswGyt6OlZ4OXZwzjFCJGXbkLsOovQcQO45iJxoRLLHn/wZnJg701+G6S/HDJRh+soxfcVYvmKEMsEHmG0iWTkk23D6IUwkIZxMyNggyQhJBmSErCEUDWRtwseRjBRquh0141icWqoZNdlEvCGJVLEAuWIhUuVCpNI5SMrAc0FYJqJ5J/ahTYi2/eizlqEvvQi1dHb/NlZ3E7nXHyG/7W+I3OTmXY+X6RC4msu+gKxNXJBsI0fdujuPWf/1r3+dO+6445j1d9xxB9/4xjdG3edrr73GqlWr+v9ubm5m7dq1rF27lp///OcT6l9LSwvV1dX84Q9/4N3vfve42536anES4QrbIN4KYTuCle0bnnwG9CiUrIHS8xwLL7LYWeZ+DJL10PUqdG2E+G7HM3OCSAiU1AGU1AFo+hNC8WGFlmCFF2GHFmH7axDeMqwZZVgzVjuNbBM50YQcq0eONyDHDyMnDiMZIz+oJWGipZrQUk0wyFAR4FhSnkIsbwG2J4qlR/qsqjC2FkSofmzVj1D7LANZRcjq5CPBrDyymUE2kn1LAiUX67McY33Dpt3IVgahBbHDVdjhKjIl52MsmYN+efkxuxSxVuzGbdgNW6H7MHrtCrxL1qJd+dmBbcw8xt4N5LY+iVm3hamIZTvVGM6CG47Pfvaz3HjjjaPuq6ampv//zc3NXHTRRaxevZqf/exnE+5XRUUF1dXV7Nu3b0LtXIE7AXCFbRBvpbANR74Xmh52Fr0QSs51PC8jS505u2A1VL8XjCT0bIGeN6B7y6StO8nKoPZuRN3reDoK1YcdrcUqmIddMAcrWgN6CDtSjR2pHto4F0NOtiAnW5FSbcjpduRUO1KmC8kcPouLBChGEsVIQrJh1L4JSUYoHoTidTwepT6hk1VnT5JM/6SbsByrzjaQ7Lxj7Vk5ZDN7jEONkBSErwg7UIoIlGKXLcUMViBClQhvQf92g+1a0X0Yu2UPonk3dvMuFF8Ybc5KtPPej1q5YMj+jYZt5Heux9j1PCKXHPUc3+6Ew+FxWZPFxcUUFxePuR1AU1MTF110EStXruRXv/oVsjzxBAFdXV00NjZSUVExoXauwL2FuMI2iBNN2IYj3w1NjziLGoSilVC4CgrPAD0Mpec7C0CmDXq3O0tsx/gdVY66DpKZQencidLpeHUKcMQgUoMdntVn3cxE+EvAE8H2RLCLFh67XyONlOlCzvYi5XqRsr1I+QRSLgFG0vm/kUYy0jCMCAGOk4iZATMzau5/AU4aM9WL0PwITwihBbA9YSxPGOGJIDxRhK8A4S1EeKOjZkURsVZEZz12+0FE235E+0FkbwC1+jTUuavQLv04cmBACIWwsQ7vIr9vA/ldzyMSnaP01mU6aW5u5sILL2TWrFl8//vfp6NjYPigvHzAEl+4cCHf+ta3uP7660kmk9xxxx3ccMMNVFRUUFdXx+23305xcTHXX3/9hI7vCtxbgCtsgzgZhG04zKTjYdm2HpCdAPKCFc6cXXgB+MqcpeJiZ/t8r+OsEt8N8T2QODA0N+Y4r4MEjlBluqB1U/96oXixg+WIYAV2sALbX+JYQ/4S0EOg+RGaHytcNfLOB2MZYOWQrDzYprMcscqODO1JTplSZAVktW+eTQfF46ybCFYOKdWBnO4g39SA6Glylq5GMHLIhTNQZy5GXX4J6swlKAVD3+RFLo1RvwXjwCaM/a8gUhOrxO4yPaxbt479+/ezf/9+Zs6cOeSzwe4fe/bsIRZzUtEpisK2bdu499576e3tpaKigosuuoj77ruPUGhk56PhcJ1M3kRcYRvEySps40H2OPN10aXOEp7fXweuH2E7oQqd9dBTB711EGuA7Oj5JieDUDwIXyG2r8ixnLx9FpQnjNBDoAUQehCh+UGduAfeqORTSEbfkk8g5WJIubjzb6YbKdvt/JuL0XsoBUjIBRUopbNRymajVsxHqZjX7/XYf062hdW8B6N+K2b9G5iHdzoifBJxIjqZnGqpuk5etTiJcIVtEKeysB3BzvXNx21x/pZUCM1xRC+80LH2vKUQmOUs1WsG2uYSEGuERBMkWiDeDMlWSLVP+gEuWTmkZAtycuxhUiEpztCi4gHV41hkkuIItNyXT1JyitwgbCdkQNhgG2AZSLYBVhbJyDpW2UiOHLICgXIIlZPW5qMUzyK0ZhZK8Swk/djviDBymC17MQ/vxDy8wxG0/PFXh3A5tXEFbhpxhW0QbwdhGwlhOsOS8T0D18ETgcLZEK1xloJq54HvCUHpYmcZsg8b0l2QbIN056ClG7I9kOmBfKLPVX/ySMKCPovruNB84CsHfyH4i8BXBIESCJRCsBT8Jf3DmP6jmgojh9VRh9V+CLNlH1bLXqzOerDHn+3FxQVcgZsWXGEbxNtZ2AZz9HXIxaBls7McQdEgVAmRKuffI0uwzBGMQImzjIRtQy7uLPkE5JOQT4GRBsNxDsHMOSnJzLxjdfXPr9l94nhkfq3PI7J/fs2ZY0P19C1e0PwDix50xNkTAk8U1LHzBopcGqunGbu7CaurEauzAauzwckkMslgcheXwbgCN4W4wjYIV9gcJnIdLAN6653laDwRCJU7AucvAX9xn2VU4CzeKMgy+KLOciJgZCDT7Vie6S4yzc3YvW3Yva1YvS2I5NjFXE9Veg+lSeRPrjnDkxFX4KYAV9gG4Qqbw1Rfh1zMWTr3DP+5pDjWkzcCnrBjUR1ZNJ+zqH7HslI8oOigqAPWWV/mEWd+jQGLTlgDlp5lDrIAc32WYd+STzjzh/kkZHsdZxnLqR7ec+ityRRyItJ7yK1M8GbiCtxx4ArbIFxhc3irroOw+oSl9605/jC4wjaAK2xvDa7ATQJX2AbhCpuDex36cYVtAFfY3lpcgZsArrANwn2gO7jXoR9X2AZwhe3EwBW4ceAK2yDcB7qDex36cYVtAFfYTixcgRsFV9gG4T7QHdzr0I8rbAO4wnZi4grcMLjCNgj3ge7gXod+XGEbwBW2ExtX4AbhCtsg3Ae6g3sd+nGFbQBX2E4OXIHDFbYhuA90B/c69OMK2wCusJ1cnBQCd6TgQSI5tZH/BRlH2OJTuteTlI4jWeSNt7QbbzkdR4TtbX4dgJ56V9iOEKuf+sTOyb5MJlNZ0MU2c29quxOdk0LgEokEAMvOe+kt7omLi4vL1JJIJIhEIse1D13XKS8vp+HpH096H+Xl5ej62DlETyZOinpwtm3T3NxMKBRCkt7c4cR4PE5VVRWNjY2nRJ2kU+l8TqVzAfd8TmSm41yEECQSCSorK5HlkSuaj5dsNks+n590e13X8XqnuB7gW8xJYcHJsnxMNdg3m3A4fNL/SAdzKp3PqXQu4J7PicxUn8vxWm6D8Xq9p5xAHS/H/9rg4uLi4uJyAuIKnIuLi4vLKYkrcGPg8Xj4+te/jsfjeau7MiWcSudzKp0LuOdzInMqncvbiZPCycTFxcXFxWWiuBaci4uLi8spiStwLi4uLi6nJK7Aubi4uLickrgC5+Li4uJySuIK3FF885vf5Nxzz8Xv9xONRsfV5pZbbkGSpCHLOeecM70dHSeTOR8hBHfccQeVlZX4fD4uvPBCduzYMb0dHSc9PT3cdNNNRCIRIpEIN910E729vaO2OZHuz09+8hNqa2vxer2sXLmS559/ftTt169fz8qVK/F6vcyePZt77rnnTerp2EzkXJ599tlj7oEkSezevftN7PHIPPfcc1xzzTVUVlYiSRIPPfTQmG1O5Hvj4uAK3FHk83ne+9738qlPfWpC7a644gpaWlr6l0cffXSaejgxJnM+3/3ud7nzzju56667eO211ygvL+fSSy/tzwn6VvLBD36QLVu28Pjjj/P444+zZcsWbrrppjHbnQj357777uO2227ja1/7Gps3b2bNmjVceeWVNDQ0DLv9oUOHuOqqq1izZg2bN2/m9ttv53Of+xz333//m9zzY5nouRxhz549Q+7DvHnz3qQej04qleK0007jrrvuGtf2J/K9cRmEcBmWX/3qVyISiYxr25tvvllcd91109qf42W852PbtigvLxff/va3+9dls1kRiUTEPffcM409HJudO3cKQLz88sv96zZs2CAAsXv37hHbnSj356yzzhKf/OQnh6xbuHCh+MpXvjLs9l/60pfEwoULh6z7xCc+Ic4555xp6+N4mei5PPPMMwIQPT09b0Lvjg9APPjgg6NucyLfG5cBXAtuinj22WcpLS1l/vz5fPzjH6e9vf2t7tKkOHToEK2trVx22WX96zweD2vXruWll97aag4bNmwgEolw9tln968755xziEQiY/btrb4/+XyeTZs2DbmuAJdddtmIfd+wYcMx219++eVs3LgRw3jryvlM5lyOcPrpp1NRUcHFF1/MM888M53dnFZO1HvjMhRX4KaAK6+8kv/5n//h6aef5t///d957bXXeMc73kEud/LVWGptbQWgrKxsyPqysrL+z94qWltbKS0tPWZ9aWnpqH07Ee5PZ2cnlmVN6Lq2trYOu71pmnR2dk5bX8diMudSUVHBz372M+6//34eeOABFixYwMUXX8xzzz33ZnR5yjlR743LUN4WAnfHHXcMO8E9eNm4ceOk9//+97+fq6++mqVLl3LNNdfw2GOPsXfvXv76179O4VkMMN3nAxxTlkgIMW2liiZyPsP1Yay+vdn3ZzQmel2H23649W8FEzmXBQsW8PGPf5wzzjiD1atX85Of/ISrr76a73//+29GV6eFE/neuDicFOVyjpfPfvaz3HjjjaNuU1NTM2XHq6iooLq6mn379k3ZPgcznedTXl4OOG+oFRUV/evb29uPeWOdKsZ7Plu3bqWtre2Yzzo6OibUt+m+P8NRXFyMoijHWDijXdfy8vJht1dVlaKiomnr61hM5lyG45xzzuG3v/3tVHfvTeFEvTcuQ3lbCFxxcTHFxcVv2vG6urpobGwcIhBTyXSeT21tLeXl5Tz55JOcfvrpgDPnsn79er7zne9MyzHHez6rV68mFovx6quvctZZZwHwyiuvEIvFOPfcc8d9vOm+P8Oh6zorV67kySef5Prrr+9f/+STT3LdddcN22b16tU8/PDDQ9atW7eOVatWoWnatPZ3NCZzLsOxefPmN/UeTCUn6r1xOYq30sPlRKS+vl5s3rxZfOMb3xDBYFBs3rxZbN68WSQSif5tFixYIB544AEhhBCJREL84z/+o3jppZfEoUOHxDPPPCNWr14tZsyYIeLx+Ft1Gv1M9HyEEOLb3/62iEQi4oEHHhDbtm0TH/jAB0RFRcUJcT5XXHGFWL58udiwYYPYsGGDWLZsmXjnO985ZJsT9f784Q9/EJqmiV/84hdi586d4rbbbhOBQEDU1dUJIYT4yle+Im666ab+7Q8ePCj8fr/4/Oc/L3bu3Cl+8YtfCE3TxJ/+9Kc3td/DMdFz+cEPfiAefPBBsXfvXrF9+3bxla98RQDi/vvvf6tOYQiJRKL/twGIO++8U2zevFnU19cLIU6ue+MygCtwR3HzzTcL4JjlmWee6d8GEL/61a+EEEKk02lx2WWXiZKSEqFpmpg1a5a4+eabRUNDw1tzAkcx0fMRwgkV+PrXvy7Ky8uFx+MRF1xwgdi2bdub3/lh6OrqEh/60IdEKBQSoVBIfOhDHzrG9fxEvj8//vGPRXV1tdB1XZxxxhli/fr1/Z/dfPPNYu3atUO2f/bZZ8Xpp58udF0XNTU14u67736TezwyEzmX73znO2LOnDnC6/WKgoICcf7554u//vWvb0Gvh+dIGMPRy8033yyEOPnujYuDWy7HxcXFxeWU5G3hReni4uLi8vbDFTgXFxcXl1MSV+BcXFxcXE5JXIFzcXFxcTklcQXOxcXFxeWUxBU4FxcXF5dTElfgXFxcXFxOSVyBc3FxcXE5JXEFzsXFxcXllMQVOBcXFxeXUxJX4FxcXFxcTklcgXNxcXFxOSX5/wF6qmDqknPXBQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Inspect linear combination vs potential\n", "n_components=n_states-1\n", "fig,axs = plt.subplots( 1, n_components, figsize=(5*n_components,4) )\n", "if n_components == 1:\n", " axs = [axs]\n", "for i in range(n_components):\n", " ax = axs[i]\n", " plot_isolines_2D(muller_brown_potential,levels=np.linspace(0,24,12),mode='contour',ax=ax)\n", " plot_isolines_2D(lda, component=i, levels=15, ax=ax)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### HLDA (harmonic variant)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "To use the harmonic variant (in which the within-scatter matrix is calculated with an harmonic mean), we just need to select the `mode=harmonic` when initializing the CV." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# define HLDA object \n", "hlda = LDA(in_features=X.shape[1], n_states=n_states, mode='harmonic')\n", "\n", "# compute vectors that most discriminate the states\n", "eigvals, eigvecs = hlda.compute(X,labels)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Inspect linear combination vs potential\n", "n_components=n_states-1\n", "fig,axs = plt.subplots( 1, n_components, figsize=(5*n_components,4) )\n", "if n_components == 1:\n", " axs = [axs]\n", "for i in range(n_components):\n", " ax = axs[i]\n", " plot_isolines_2D(muller_brown_potential,levels=np.linspace(0,24,12),mode='contour',ax=ax)\n", " plot_isolines_2D(hlda, component=i, levels=15, ax=ax)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Deep-LDA: maximizing LDA eigenvalues" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "To optimize a NN to maximize the discriminative power of LDA we need to wrap the dataset inside a datamodule and define the corresponding DeepLDA CV. " ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "#### Create datamodule" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DictModule(dataset -> DictDataset( \"data\": [4002, 2], \"labels\": [4002] ),\n", "\t\t train_loader -> DictLoader(length=0.8, batch_size=0, shuffle=True),\n", "\t\t valid_loader -> DictLoader(length=0.2, batch_size=0, shuffle=True))" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# create datamodule for trainere\n", "datamodule = DictModule(dataset,lengths=[0.8,0.2])\n", "datamodule" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "#### Define model" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "from mlcolvar.cvs import DeepLDA\n", "\n", "n_components = n_states-1\n", "nn_layers = [2,30,30,5]\n", "nn_args = {'activation': 'relu'}\n", "options= {'nn': nn_args}\n", "# MODEL\n", "model = DeepLDA(nn_layers,n_states=n_states, options=options)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "#### Define Trainer & Fit" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "GPU available: True (cuda), used: True\n", "TPU available: False, using: 0 TPU cores\n", "IPU available: False, using: 0 IPUs\n", "HPU available: False, using: 0 HPUs\n", "/home/lbonati@iit.local/software/anaconda3/envs/pytorch/lib/python3.10/site-packages/lightning/pytorch/trainer/connectors/logger_connector/logger_connector.py:67: UserWarning: Starting from v1.9.0, `tensorboardX` has been removed as a dependency of the `lightning.pytorch` package, due to potential conflicts with other packages in the ML ecosystem. For this reason, `logger=True` will use `CSVLogger` as the default logger, unless the `tensorboard` or `tensorboardX` packages are found. Please `pip install lightning[extra]` or one of them to enable TensorBoard support by default\n", " warning_cache.warn(\n", "You are using a CUDA device ('NVIDIA GeForce RTX 3090') that has Tensor Cores. To properly utilize them, you should set `torch.set_float32_matmul_precision('medium' | 'high')` which will trade-off precision for performance. For more details, read https://pytorch.org/docs/stable/generated/torch.set_float32_matmul_precision.html#torch.set_float32_matmul_precision\n", "LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n", "\n", " | Name | Type | Params | In sizes | Out sizes\n", "-------------------------------------------------------------------------\n", "0 | loss_fn | ReduceEigenvaluesLoss | 0 | ? | ? \n", "1 | norm_in | Normalization | 0 | [2] | [2] \n", "2 | nn | FeedForward | 1.2 K | [2] | [5] \n", "3 | lda | LDA | 0 | [5] | [1] \n", "-------------------------------------------------------------------------\n", "1.2 K Trainable params\n", "0 Non-trainable params\n", "1.2 K Total params\n", "0.005 Total estimated model params size (MB)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " " ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/lbonati@iit.local/software/anaconda3/envs/pytorch/lib/python3.10/site-packages/lightning/pytorch/loops/fit_loop.py:280: PossibleUserWarning: The number of training batches (1) is smaller than the logging interval Trainer(log_every_n_steps=50). Set a lower value for log_every_n_steps if you want to see logs for the training epoch.\n", " rank_zero_warn(\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 249: 100%|██████████| 1/1 [00:00<00:00, 15.34it/s, v_num=74] " ] }, { "name": "stderr", "output_type": "stream", "text": [ "`Trainer.fit` stopped: `max_epochs=250` reached.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 249: 100%|██████████| 1/1 [00:00<00:00, 13.85it/s, v_num=74]\n" ] } ], "source": [ "from lightning.pytorch.callbacks.early_stopping import EarlyStopping\n", "from mlcolvar.utils.trainer import MetricsCallback\n", "\n", "# define callbacks\n", "metrics = MetricsCallback()\n", "early_stopping = EarlyStopping(monitor=\"valid_eigval_1_epoch\", mode='max', min_delta=1e-3, patience=50)\n", "\n", "# define trainer\n", "trainer = lightning.Trainer(callbacks=[metrics, early_stopping],\n", " max_epochs=250, logger=None, enable_checkpointing=False)\n", "\n", "# fit\n", "trainer.fit( model, datamodule )" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "After the training we can monitor the evolution of the LDA eigenvalue over the epochs." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = plot_metrics(metrics.metrics, \n", " keys=[x for x in metrics.metrics.keys() if 'valid' in x],#['train_loss_epoch','valid_loss'],\n", " #linestyles=['-.','-'], colors=['fessa1','fessa5'],\n", " yscale='linear')" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "#### Analysis of the CV" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Here we compare the LDA vs DeepLDA CVs through their isolines as well as the histograms of the CVs. The latter is able to maximize the discriminative power of the CVs." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'DeepLDA')" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,axs = plt.subplots( 1, 2, figsize=(5*2,4) )\n", "\n", "# LDA\n", "ax = axs[0]\n", "plot_isolines_2D(muller_brown_potential,levels=np.linspace(0,24,12),mode='contour',ax=ax)\n", "plot_isolines_2D(lda, component=i, levels=15, ax=ax)\n", "ax.set_title('LDA')\n", "\n", "# Deep-LDA\n", "ax = axs[1]\n", "plot_isolines_2D(muller_brown_potential,levels=np.linspace(0,24,12),mode='contour',ax=ax)\n", "plot_isolines_2D(model, component=i, levels=15, vmin=-1.2,vmax=1.2, ax=ax)\n", "ax.set_title('DeepLDA')" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,axs = plt.subplots( 1, 2, figsize=(5*2,4) )\n", "\n", "titles = ['LDA','DeepLDA']\n", "\n", "for (m, ax, title) in zip([lda,model],axs,titles):\n", "\n", " X = dataset[:]['data']\n", " with torch.no_grad():\n", " s = m(torch.Tensor(X)).numpy()\n", "\n", " ax.hist(s[:,0],bins=100)\n", " ax.set_xlabel(f'CV {i}')\n", " ax.set_ylabel('Histogram')\n", " ax.set_title(title)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "pytorch", "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": "3.10.10" }, "orig_nbformat": 4, "vscode": { "interpreter": { "hash": "1cbeac1d7079eaeba64f3210ccac5ee24400128e300a45ae35eee837885b08b3" } } }, "nbformat": 4, "nbformat_minor": 2 }