{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "colab-badge" }, "source": [ "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/seap-udea/multimin/blob/master/examples/multimin_mog_tutorial.ipynb)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

\n", "\n", "# Mixture of Gaussians (MoG): A tutorial\n", "\n", "This notebook gives a short introduction to **MultiMin**: fitting and visualizing **Mixture of Gaussianss (MoG)**." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Installation and importing\n", "\n", "If you're running this in Google Colab or need to install the package, uncomment and run the following cell:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2026-02-15T18:17:42.345252Z", "iopub.status.busy": "2026-02-15T18:17:42.345112Z", "iopub.status.idle": "2026-02-15T18:17:42.892116Z", "shell.execute_reply": "2026-02-15T18:17:42.890834Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Not running in Colab, skipping installation\n" ] } ], "source": [ "try:\n", " from google.colab import drive\n", " %pip install -Uq multimin\n", "except ImportError:\n", " print(\"Not running in Colab, skipping installation\")\n", " %load_ext autoreload\n", " %autoreload 2\n", "!mkdir -p gallery/\n", "\n", "# Uncomment to install from GitHub (development version)\n", "# !pip install git+https://github.com/seap-udea/MultiMin.git" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2026-02-15T18:17:42.909750Z", "iopub.status.busy": "2026-02-15T18:17:42.909605Z", "iopub.status.idle": "2026-02-15T18:17:45.779584Z", "shell.execute_reply": "2026-02-15T18:17:45.778807Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Welcome to MultiMin v0.11.2. \u00a1Al infinito y m\u00e1s all\u00e1!\n" ] } ], "source": [ "import multimin as mn\n", "mn.show_watermark = True\n", "\n", "import matplotlib.pyplot as plt\n", "import plotly.graph_objects as go\n", "from IPython.display import Markdown, display\n", "\n", "import numpy as np\n", "np.random.seed(1)\n", "deg = np.pi/180\n", "\n", "import warnings\n", "warnings.filterwarnings(\"ignore\")\n", "\n", "figprefix = \"mog\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Theoretical background\n", "\n", "The core of `MultiMin` is the **Mixture of Gaussians (MoG)** defined as:\n", "\n", "$$\n", "\\mathcal{C}_{M,k}(\\tilde U; \\{w_k\\}_M, \\{\\mu_k\\}_M, \\{\\Sigma_k\\}_M) \\equiv \\sum_{i=1}^{M} w_i\\mathcal{N}_k(\\tilde U; \\tilde \\mu_i, \\Sigma_i)\n", "$$\n", "\n", "where $\\tilde U:(u_1,u_2,u_3,\\ldots,u_N)$ are random variables and the multivariate normal distribution (MND) $\\mathcal{N}_k(\\tilde U; \\tilde \\mu, \\Sigma)$ with mean vector $\\tilde \\mu$ and covariance matrix $\\Sigma$ is given by:\n", "\n", "$$\n", "\\mathcal{N}_k(\\tilde U; \\tilde \\mu, \\Sigma) = \\frac{1}{\\sqrt{(2\\pi)^{k} \\det \\Sigma}} \\exp\\left[-\\frac{1}{2}(\\tilde U - \\tilde \\mu)^{\\rm T} \\Sigma^{-1} (\\tilde U - \\tilde \\mu)\\right]\n", "$$\n", "\n", "The covariance matrix $\\Sigma_{k\\times k}$ elements are defined as $\\Sigma_{ij} = \\rho_{ij}\\sigma_{i}\\sigma_{j}$, where $\\sigma_i$ is the standard deviation of $u_i$ and $\\rho_{ij}$ is the correlation coefficient between variable $u_i$ and $u_j$ ($-1<\\rho_{ij}<1$, $\\rho_{ii}=1$).\n", "\n", "The normalization condition implies that the set of weights $\\{w_k\\}_M$ are also normalized, i.e., $\\sum_i w_i=1$.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Distribution basics\n", "\n", "Below we define and visualize MoGs before using them for fitting." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Univariate normal distribution" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The simplest case is a mixture of univariate normals. Here we create a MoG with two Gaussian components:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2026-02-15T18:17:45.804387Z", "iopub.status.busy": "2026-02-15T18:17:45.804092Z", "iopub.status.idle": "2026-02-15T18:17:45.833406Z", "shell.execute_reply": "2026-02-15T18:17:45.832910Z" } }, "outputs": [], "source": [ "MoG = mn.MixtureOfGaussians(\n", " mus=[0.0, 2.5],\n", " Sigmas=[1.0, 0.25],\n", " weights=[0.2, 0.8]\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can plot a sample from the distribution:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2026-02-15T18:17:45.835212Z", "iopub.status.busy": "2026-02-15T18:17:45.835105Z", "iopub.status.idle": "2026-02-15T18:17:46.900149Z", "shell.execute_reply": "2026-02-15T18:17:46.899294Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MixtureOfGaussians.rvs executed in 0.8513691425323486 seconds\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "G = MoG.plot_sample(\n", " properties=[\"x\"],\n", " sargs=dict(s=0.5, alpha=0.5),\n", " figsize=3\n", ")\n", "plt.savefig(f'gallery/{figprefix}_univariate_sample_hist.png')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2026-02-15T18:17:47.087225Z", "iopub.status.busy": "2026-02-15T18:17:47.085893Z", "iopub.status.idle": "2026-02-15T18:17:48.248415Z", "shell.execute_reply": "2026-02-15T18:17:48.246838Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MixtureOfGaussians.rvs executed in 0.7406923770904541 seconds\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "MoG.update_params(\n", " weights=[0.5, 0.5],\n", ")\n", "G = MoG.plot_sample(\n", " properties=[\"x\"],\n", " sargs=dict(s=0.5, alpha=0.5),\n", " figsize=3\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or you may specify in a more complex way the features of the properties:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2026-02-15T18:17:48.257278Z", "iopub.status.busy": "2026-02-15T18:17:48.257090Z", "iopub.status.idle": "2026-02-15T18:17:49.310983Z", "shell.execute_reply": "2026-02-15T18:17:49.310511Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MixtureOfGaussians.rvs executed in 0.8093640804290771 seconds\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "G = MoG.plot_sample(\n", " properties=dict(x=dict(label=r\"$\\alpha$\", range=[-3,3])),\n", " sargs=dict(s=0.5, alpha=0.5),\n", " figsize=3\n", ")\n", "plt.savefig(f'gallery/{figprefix}_univariate_sample_hist.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Other methods available for this class:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2026-02-15T18:17:49.321298Z", "iopub.status.busy": "2026-02-15T18:17:49.321191Z", "iopub.status.idle": "2026-02-15T18:17:49.337165Z", "shell.execute_reply": "2026-02-15T18:17:49.336881Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Available methods for this object/class\n", "================================================\n", " copy()\n", " Return a copy of the object.\n", "\n", " drop()\n", " Drop one of the gaussians. Ex. mog.drop(0)\n", "\n", " get_function()\n", " Return the source code of ``mog(X)`` and an executable function (type='python'), or LaTeX code with parameters in \\begin{array} (type='latex'). Ex. code, mog = MoG.get_function()\n", "\n", " pdf()\n", " Compute the PDF. Ex. mog.pdf([1.0, 0.5])\n", "\n", " plot_pdf()\n", " Plot only the PDF of the MoG.\n", "\n", " plot_sample()\n", " Plot a sample of the MoG. Ex. plot_sample(N=1000, sargs=dict(s=0.5))\n", "\n", " rvs()\n", " (sin descripci\u00f3n)\n", "\n", " sample_mog_likelihood()\n", " Compute the negative value of the logarithm of the likelihood of a sample. Ex. mog.sample_mog_likelihood(uparams, data=data, pmap=pmap)\n", "\n", " set_domain()\n", " Set the support domain for each variable (finite or infinite). Ex. set_domain([None, [0, 1], None])\n", "\n", " set_params()\n", " Set the properties of the MoG from flatten params. After setting it generate flattend stdcorr and normalize weights. Ex. set_params(params, nvars=2)\n", "\n", " set_sigmas()\n", " Set the value of list of covariance matrices. After setting Sigmas it update params and stdcorr. Ex. set_sigmas([[[1, 0.2], [0.2, 1]]])\n", "\n", " set_stdcorr()\n", " Set the properties of the MoG from flatten stdcorr. After setting it generate flattened params and normalize weights. Ex. set_stdcorr(stdcorr, nvars=2)\n", "\n", " tabulate()\n", " Build a table of MoG parameters: weights, means (mu_i), standard deviations (sigma_i), and correlations (rho_ij, i < j). Diagonal rho_ii are 1 by definition and omitted. Ex. df = MoG.tabulate(sort_by='weight')\n", "\n", " update_params()\n", " Update MoG parameters in-place using FitMoG-like syntax.\n", "\n" ] } ], "source": [ "MoG.describe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can generate random samples with `rvs`:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2026-02-15T18:17:49.340929Z", "iopub.status.busy": "2026-02-15T18:17:49.340681Z", "iopub.status.idle": "2026-02-15T18:17:49.762840Z", "shell.execute_reply": "2026-02-15T18:17:49.762008Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MixtureOfGaussians.rvs executed in 0.4020729064941406 seconds\n" ] }, { "data": { "text/plain": [ "array([[-0.57475964],\n", " [ 0.51016492],\n", " [-0.96013615],\n", " [ 2.70690677],\n", " [-0.4472173 ],\n", " [-0.13701182],\n", " [-0.45402699],\n", " [ 2.86373214],\n", " [ 1.27706175],\n", " [ 0.37566416]])" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sample = MoG.rvs(5000)\n", "sample[:10]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can evaluate the PDF at any point:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2026-02-15T18:17:49.776988Z", "iopub.status.busy": "2026-02-15T18:17:49.776502Z", "iopub.status.idle": "2026-02-15T18:17:49.803551Z", "shell.execute_reply": "2026-02-15T18:17:49.802845Z" } }, "outputs": [ { "data": { "text/plain": [ "0.10807882631874657" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "MoG.pdf(1.3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Multivariate distributions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The main strength of **MultiMin** is combining multivariate normal distributions. Below we define a MoG with two three-variate normals:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2026-02-15T18:17:49.807254Z", "iopub.status.busy": "2026-02-15T18:17:49.807110Z", "iopub.status.idle": "2026-02-15T18:17:49.825827Z", "shell.execute_reply": "2026-02-15T18:17:49.825331Z" } }, "outputs": [], "source": [ "weights = [0.5,0.5]\n", "mus = [[1.0, 0.5, -0.5], [1.0, -0.5, +0.5],]\n", "sigmas = [[1, 1.2, 2.3], [0.8, 0.2, 3.3]]\n", "angles = [\n", " [10*deg, 30*deg, 20*deg],\n", " [-20*deg, 0*deg, 30*deg],\n", "] \n", "Sigmas = mn.Stats.calc_covariance_from_rotation(sigmas, angles)\n", "MoG = mn.MixtureOfGaussians(mus=mus, weights=weights, Sigmas=Sigmas)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Preview the distribution with a 3D histogram:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2026-02-15T18:17:49.828235Z", "iopub.status.busy": "2026-02-15T18:17:49.828123Z", "iopub.status.idle": "2026-02-15T18:17:50.774144Z", "shell.execute_reply": "2026-02-15T18:17:50.773091Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "properties=dict(\n", " x=dict(label=r\"$x$\",range=None),\n", " y=dict(label=r\"$y$\",range=None),\n", " z=dict(label=r\"$z$\",range=None),\n", ")\n", "\n", "G = MoG.plot_pdf(\n", " properties=properties,\n", " figsize=3,\n", " grid_size=400,\n", " colorbar=False,\n", " cmap=\"Spectral_r\",\n", " marginals=True,\n", ")\n", "plt.savefig(f'gallery/{figprefix}_3d_sample_density.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Another way to visualize the distribution is with **MultiPlot**, which shows pairwise projections. We use a sample of the data:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2026-02-15T18:17:50.783716Z", "iopub.status.busy": "2026-02-15T18:17:50.783491Z", "iopub.status.idle": "2026-02-15T18:17:51.442968Z", "shell.execute_reply": "2026-02-15T18:17:51.442511Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MixtureOfGaussians.rvs executed in 0.6316561698913574 seconds\n" ] } ], "source": [ "sample = MoG.rvs(5000)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot the sample (2D histograms and scatter on the panels):" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "execution": { "iopub.execute_input": "2026-02-15T18:17:51.451610Z", "iopub.status.busy": "2026-02-15T18:17:51.451034Z", "iopub.status.idle": "2026-02-15T18:17:52.198740Z", "shell.execute_reply": "2026-02-15T18:17:52.198189Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "G=mn.MultiPlot(properties,figsize=3, marginals=True)\n", "\n", "G.mog_pdf(MoG)\n", "G.mog_contour(MoG, levels=50, linewidth=0.1,alpha=0.3)\n", "\n", "hargs=dict(bins=30,cmap='Spectral_r')\n", "#hist=G.sample_hist(sample,**hargs)\n", "\n", "sargs=dict(s=0.5,edgecolor='None',color='r')\n", "hist=G.sample_scatter(sample,**sargs)\n", "\n", "plt.savefig(f'gallery/{figprefix}_data_density_scatter.png')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**MultiPlot** can also be used for univariate distributions (single-panel histogram and scatter):" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "execution": { "iopub.execute_input": "2026-02-15T18:17:52.224343Z", "iopub.status.busy": "2026-02-15T18:17:52.224180Z", "iopub.status.idle": "2026-02-15T18:17:52.825971Z", "shell.execute_reply": "2026-02-15T18:17:52.825363Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MixtureOfGaussians.rvs executed in 0.31572604179382324 seconds\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "MoG = mn.MixtureOfGaussians(\n", " mus=[0.0, 2.5],\n", " Sigmas=[1.0, 0.25],\n", " weights=[0.5, 0.5]\n", ")\n", "\n", "sample = MoG.rvs(5000)\n", "\n", "properties=dict(\n", " x=dict(label=r\"$\\mu$\",range=None),\n", ")\n", "\n", "G=mn.MultiPlot(properties,figsize=3)\n", "\n", "G.mog_pdf(MoG, alpha=0.2)\n", "\n", "G.sample_hist(\n", " sample,\n", " **dict(bins=30,cmap='Spectral_r', alpha=0.3),\n", ")\n", "\n", "sargs=dict(s=1.2,edgecolor='None',color='r')\n", "G.sample_scatter(\n", " sample,\n", " **dict(s=1.2,edgecolor='None',color='r',alpha=0.2),\n", ")\n", "plt.savefig(f'gallery/{figprefix}_univariate_density_2gauss.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fitting data with MoG\n", "\n", "We fit by minimizing the **negative normalized log-likelihood**\n", "\n", "$$\n", "-\\frac{\\log \\mathcal{L}}{S} = -\\frac{1}{S} \\sum_{i=1}^{S} \\log \\mathcal{C}_M(\\tilde{U}_i)\n", "$$\n", "\n", "over the MoG parameters. Lower values indicate a better fit.\n", "\n", "This notebook demonstrates how to use the `multimin.multimin` module for handling multidimensional distributions, specifically designed for asteroid population analysis." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Univariate normals" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The goal of **MultiMin** is to fit a MoG to a given dataset. We start with a univariate example by generating data from a MoG and then fitting it:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "execution": { "iopub.execute_input": "2026-02-15T18:17:52.830020Z", "iopub.status.busy": "2026-02-15T18:17:52.829904Z", "iopub.status.idle": "2026-02-15T18:17:53.614493Z", "shell.execute_reply": "2026-02-15T18:17:53.614140Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MixtureOfGaussians.rvs executed in 0.6484818458557129 seconds\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create the distribution\n", "MoG = mn.MixtureOfGaussians(\n", " mus=[0.0, 2.5],\n", " Sigmas=[1.0, 0.25],\n", " weights=[0.5, 0.5]\n", ")\n", "\n", "# Generate data\n", "sample = MoG.rvs(10000)\n", "\n", "# Plot the data\n", "G = mn.MultiPlot(dict(x=dict(label=r\"$\\chi_\\mathrm{min}$\",range=None)),figsize=3)\n", "G.sample_hist(sample,**dict(bins=30))\n", "plt.savefig(f'gallery/{figprefix}_univariate_histogram.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Fit with a single Gaussian component:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "execution": { "iopub.execute_input": "2026-02-15T18:17:53.638178Z", "iopub.status.busy": "2026-02-15T18:17:53.637330Z", "iopub.status.idle": "2026-02-15T18:17:53.661818Z", "shell.execute_reply": "2026-02-15T18:17:53.661307Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loading a FitMoG object.\n", "Number of gaussians: 1\n", "Number of variables: 1\n", "Number of dimensions: 1\n", "Number of samples: 10000\n", "Log-likelihood per point (-log L/N): 2.2970198330802165\n" ] } ], "source": [ "F = mn.FitMoG(data=sample, ngauss=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Run the fitting procedure (use `progress=\"tqdm\"` for better convergence):" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "execution": { "iopub.execute_input": "2026-02-15T18:17:53.665043Z", "iopub.status.busy": "2026-02-15T18:17:53.664940Z", "iopub.status.idle": "2026-02-15T18:17:53.813919Z", "shell.execute_reply": "2026-02-15T18:17:53.813345Z" } }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "7272bc7ed4924128add1e0e534996d08", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Minimizing: 0it [00:00, ?it/s]" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "FitMoG.fit_data executed in 0.13362908363342285 seconds\n" ] } ], "source": [ "F.fit_data(progress=\"tqdm\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot the fit result (histogram of data and fitted PDF):" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "execution": { "iopub.execute_input": "2026-02-15T18:17:53.816267Z", "iopub.status.busy": "2026-02-15T18:17:53.816183Z", "iopub.status.idle": "2026-02-15T18:17:54.071284Z", "shell.execute_reply": "2026-02-15T18:17:54.070827Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Univariate: hargs \u2192 histogram of sample; fit shown as PDF\n", "F.plot_fit(\n", " properties=[\"u\"],\n", " hargs=dict(bins=30),\n", " sargs=dict(s=0.5,edgecolor='None',color='r'),\n", " pargs=dict(color='b'),\n", " figsize=3\n", ")\n", "plt.savefig(f'gallery/{figprefix}_univariate_fit_1gauss.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A single Gaussian cannot capture the bimodal shape. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Fitting with two Gaussians:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "execution": { "iopub.execute_input": "2026-02-15T18:17:54.074808Z", "iopub.status.busy": "2026-02-15T18:17:54.074590Z", "iopub.status.idle": "2026-02-15T18:17:54.353648Z", "shell.execute_reply": "2026-02-15T18:17:54.353170Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loading a FitMoG object.\n", "Number of gaussians: 2\n", "Number of variables: 1\n", "Number of dimensions: 2\n", "Number of samples: 10000\n", "Log-likelihood per point (-log L/N): 2.2970198330802165\n", "FitMoG.fit_data executed in 0.09199881553649902 seconds\n", "Log-likelihood per point (-log L/N) after fit: 1.635612507663419\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "F = mn.FitMoG(data=sample, ngauss=2)\n", "F.fit_data()\n", "print(f\"Log-likelihood per point (-log L/N) after fit: \",F.norm_log_l())\n", "# Univariate: no hargs \u2192 scatter of sample; fit shown as PDF\n", "F.plot_fit(\n", " properties=[\"u\"],\n", " sargs=dict(s=0.5, edgecolor='None', color='r'),\n", " figsize=3\n", ")\n", "plt.savefig(f'gallery/{figprefix}_univariate_fit_2gauss.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Visual inspection shows that the fitted distribution matches the sample well. For a quantitative check we can compare the true and fitted parameters:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "execution": { "iopub.execute_input": "2026-02-15T18:17:54.357463Z", "iopub.status.busy": "2026-02-15T18:17:54.357370Z", "iopub.status.idle": "2026-02-15T18:17:55.100250Z", "shell.execute_reply": "2026-02-15T18:17:55.099570Z" } }, "outputs": [ { "data": { "text/html": [ "
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wmu_1sigma_1
component
10.50.01.00
20.52.50.25
\n", "
" ], "text/plain": [ " w mu_1 sigma_1\n", "component \n", "1 0.5 0.0 1.00\n", "2 0.5 2.5 0.25" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "MoG.tabulate('distance')" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "execution": { "iopub.execute_input": "2026-02-15T18:17:55.115347Z", "iopub.status.busy": "2026-02-15T18:17:55.115227Z", "iopub.status.idle": "2026-02-15T18:17:55.151458Z", "shell.execute_reply": "2026-02-15T18:17:55.151013Z" } }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " w mu_1 sigma_1\n", "component \n", "2 0.500526 0.025683 1.004006\n", "1 0.499474 2.508023 0.244823" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "F.mog.tabulate('distance')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The tables confirm that the fitted parameters are close to the true ones." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can export the fitted MoG as a callable function for use in other code:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "execution": { "iopub.execute_input": "2026-02-15T18:17:55.152756Z", "iopub.status.busy": "2026-02-15T18:17:55.152676Z", "iopub.status.idle": "2026-02-15T18:17:55.167220Z", "shell.execute_reply": "2026-02-15T18:17:55.166266Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "from multimin import Util\n", "\n", "def mog(X):\n", "\n", " mu1_1 = 2.508023\n", " sigma1_1 = 0.494796\n", " n1 = Util.nmd(X, mu1_1, sigma1_1)\n", "\n", " mu2_1 = 0.025683\n", " sigma2_1 = 1.002001\n", " n2 = Util.nmd(X, mu2_1, sigma2_1)\n", "\n", " w1 = 0.499474\n", " w2 = 0.500526\n", "\n", " return (\n", " w1*n1\n", " + w2*n2\n", " )\n" ] } ], "source": [ "code, mog = F.mog.get_function()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Evaluate the fitted PDF at a point:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "execution": { "iopub.execute_input": "2026-02-15T18:17:55.172681Z", "iopub.status.busy": "2026-02-15T18:17:55.172438Z", "iopub.status.idle": "2026-02-15T18:17:55.194990Z", "shell.execute_reply": "2026-02-15T18:17:55.193816Z" } }, "outputs": [ { "data": { "text/plain": [ "np.float64(0.1962968566936807)" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mog(0.2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Multivariate data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can run a similar workflow for multivariate data:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "execution": { "iopub.execute_input": "2026-02-15T18:17:55.200436Z", "iopub.status.busy": "2026-02-15T18:17:55.200340Z", "iopub.status.idle": "2026-02-15T18:17:55.663155Z", "shell.execute_reply": "2026-02-15T18:17:55.662146Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MixtureOfGaussians.rvs executed in 0.43866991996765137 seconds\n" ] } ], "source": [ "weights = [0.5,0.5]\n", "mus = [[1.0, 0.5, -0.5], [1.0, -0.5, +0.5],]\n", "sigmas = [[1, 1.2, 2.3], [0.8, 0.2, 3.3]]\n", "angles = [\n", " [10*deg, 30*deg, 20*deg],\n", " [-20*deg, 0*deg, 30*deg],\n", "] \n", "Sigmas = mn.Stats.calc_covariance_from_rotation(sigmas, angles)\n", "\n", "MoG = mn.MixtureOfGaussians(mus=mus, weights=weights, Sigmas=Sigmas)\n", "\n", "sample = MoG.rvs(5000)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, fit with a single multivariate normal:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "execution": { "iopub.execute_input": "2026-02-15T18:17:55.669284Z", "iopub.status.busy": "2026-02-15T18:17:55.669139Z", "iopub.status.idle": "2026-02-15T18:17:55.816792Z", "shell.execute_reply": "2026-02-15T18:17:55.816419Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loading a FitMoG object.\n", "Number of gaussians: 1\n", "Number of variables: 3\n", "Number of dimensions: 3\n", "Number of samples: 5000\n", "Log-likelihood per point (-log L/N): 11.414133112430706\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "ce72a4be040b4145b3ba30b6baf1c8a0", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Minimizing: 0it [00:00, ?it/s]" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "FitMoG.fit_data executed in 0.1270902156829834 seconds\n" ] } ], "source": [ "F = mn.FitMoG(data=sample, ngauss=1)\n", "F.fit_data(progress=\"tqdm\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Check the fit (one Gaussian cannot capture two modes):" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "execution": { "iopub.execute_input": "2026-02-15T18:17:55.818438Z", "iopub.status.busy": "2026-02-15T18:17:55.818363Z", "iopub.status.idle": "2026-02-15T18:17:56.396828Z", "shell.execute_reply": "2026-02-15T18:17:56.395567Z" } }, "outputs": [ { "data": { "image/png": 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lmbc7GlrMc0UGr7jQbKkg+uiJDB8RERFRBInMtXE0qfzxj3+M2KIrAbNnz4bD4cD+/fvx1FNPhXs4NNpEcRUiIiKiKMEgj8Lu1KlTsuG4aDweyaZPn47SUi7Ni0opieEeAREREdGoYZBHYaXrOmpra7FmzZqI/yTuvfdeXLp0CeXl5eEeCo22xbM5p0RERBQ1uCePwuqtt96Sgd7mzZsj/pN44okn5OWuXbvCPRQiIiIiogExk0fjrqysDA0NDfL6D37wA3m5ZMkSnDx5st/zS0pKECmZPNHL79ixY+EeChERERHRgBjk0bgHeHPnzpVtE4INVllT7NfLyMhAOFksFmRlZeHatWthHQcRERER0e0wyKNxJTJ4IsB75plnZLC3bt06pKen46WXXrrt80SAV1RUhHBbtGgR9uzZE+5h0Gg7cGJ459+zAnC5gePne24TERERRQgGeRQWIsCbOnUq3G437r77bixbtmxCfBL3338/gzwiIiIiimgM8ihsfv/738vLd73rXRPmU/jABz6Av/u7vwv3MGi0jSQT54xlBo+IiIgiEqtrUti88sor8vKxxx6bMJ9CXl6ebIpORERERBSpGORR2Jugx8bGTqhPQQR6RERERESRikEehbUJutibN9EsXrxYXlZXV4d7KEREREREfXBPHoXFuXPnZKC3cePGCfcJbNq0CX/+85+xe/dubN++PdzDodFw9OzQzzUArFnEeSciIqKIxSCPwuK1116Tlx/84Acn3CewZs0aeXnkyJFwD4VGi9vLuSQiIqKowSCPwrYfz2azYf78+RPuExDjFq5evRruodBoWb3w9gFgUytQWQsU5AC5GZx3IiIiimgM8igsysvLUVBQMKFnv6WlRS45tVi4tXXCi425/WMpieZx7iqQnHD784mIiIjCjL+dUlh0dXVh5cqVE3r2DcPA3r17wz0MGi9pyUBiPFBewzknIiKiiMYgj8LmkUcemfCz/9xzz4V7CDSe4mKAdhfnnIiIiCIagzwKm4nUBL0/drsdhw4dCvcwaDy53CKFyzknIiKiiMYgj8IiPj4eTqdzQs9+Tk4OSktLwz0MGg+6DtyqBjpcQHwc55yIiIgiGguvUFhMmTJlws/8ggULsHPnTtTV1SErKyvcw6E7cfrywI9pGuD2AKpm3i7K5VwTERFRRGMmj8bVtWvX5OXixYsn/Mzfe++98vLZZ58N91DoTrW2D3yI7J0I8MR+vHnFQEYK55uIiIgiGjN5NK727NkjLzdu3DjhZ379+vXycvfu3firv/qrcA+H7sTi2QM/ZlGAGId5EBEREU0ADPJoXJ08eVJeLl26dMLPfGxsLBITE3HmzJlwD4XulOiBR0RERBQluFyTxtWNGzfML16UNBCfOXMmqqurwz0MIiIiIqJu0fGbNk0Iuq6jpaUF0eSuu+6Cqqq4fPk2hTuIiIiIiMYRgzwaN2+99RaMKOsx9uijj8pLNkUnIiIiokjBII/GzZ/+9Keom21RQEZRFOzbty/cQyEiIiIikhjk0bg5ePAgrFZrVM242FuYlpaG8+fPh3soREREREQSgzwa1x556enpUTfjc+bMQUNDg9xzSEREREQUbgzyaFx4vV60trbKapTRZsOGDTLAO378eLiHQkRERETEII/GxyuvvCIvV69eHXVT/t73vldePv/88+EeChERERERgzwaHzt27JCXW7dujbopX7JkidybJ/YcUpQQS287XEBDC1DXaB7iemeX+RgRERFRBLOFewA0ORw9ehQxMTHIzMxENMrOzsaVK1fCPQy6U+2dQFkN0NQ6cDBnsQBpyUBRDpAYzzknIiKiiMM9eTQubt68iYKCgqid7YULF6K5uVk2RqcJqrwGOFkCNDSbAZ7dBiQ4geQE8xDXxX3iMXGOOLesOtyjJiIiIuqDmTwacy0tLXC5XFi2bFnUzvbmzZuxe/dueWzbti3cw6HhEpm70grAagEKc4CsdCAupv9zuzzm8k0RFN6oNIM/kdkjIiIiihDM5NGYe+GFF+Tl9u3bo3a23/e+98nLl156KdxDoZGoqAUUBVg0G5iSN3CAJ4jHxDmLZ5vPEc8lIiIiiiAM8mjM7dq1S14+9thjUTvbU6ZMgd1ux+HDh8M9FBrpXryURCBpGHvsxH488RzxXCIiIqIIwiCPxtzJkycRHx+PpKSkqJ7t/Px8XL9+PdzDoJHQDcBmHf7zxHPEc4mIiIgiCIM8GnMVFRWYNm1a1M/00qVL0dnZiY6OjnAPhYZLLMFsaQc0bejPEeeK59xuaScRERFRGDDIozFVVlYGr9cblU3Qe7v//vvl5Z///OdwD4WGKysN8KnAuatmYZXBiHPEueI5mWmcbyIiIoooDPJoTD333HPy8l3velfUz/QTTzwhL1955ZVwD4WGqyDb3I/X2gEcOwecugRcLzeLqlTXm4e4fq3cfEycI84VzynM5nwTERFRRGELBRpTr7/+urx84IEHon6m09LSEBcXhxMnToR7KDRcosG5qJYpWiJU1QFtHeYx4PkKkJcFTMs3n0tEREQUQRjk0Zg6e/YsUlJS4HA4JsVMiyqbovE7TUAiWCsuNNsjNLUA7S7A4wVUrafISmxMT1+8kRRqISIiIhoHDPJoTNXW1kZ1E/TeVq5ciUuXLqGurg5ZWVnhHg6NhAjeRDN0cRARERFNQAzyaEyzeJqmYf369VE5yyUlJX3umz9/vrz89re/3d0gPSAjIwNFRUXjNj4iIiIimpwY5NGYF11597vfHVWzLII1p9OJJ598csBzvvnNb8ojmHiOCAwZ6BERERHRWGKQR6PSJqGhoaHP/aLKpKIoiImJkQ3RB8p+TTQiSBM/R38/s3D33XfLxu/BVTbF+SIoFM9hkBeBahp6lmpmpIZ7NERERER3hEEe3XGAN3fuXLhcrtvuU+ud0RLZsIlMBGoDBWuzZ8/GuXPnJtVexAnvsr9YjjOWQR4RERFNeAzy6I6IzJQI8J555hkZ7AXouo5Vq1bJQOcnP/nJpNqbtnbtWpw6dQpXr17FzJkzwz0cGgpRNRMG4LBzvoiIiGjCY5BHo0IEeMGZq/3798MwDDz88MOTLqP16KOP4n/+53/whz/8AV/+8pfDPRwaitULOU9EREQUNdjFl8bEH//4R3n53ve+d9LN8ObNm+VexH379oV7KEREREQ0CTHIozFx6NAh2Gy2kCWck4XFYkFqairOnz8f7qEQERER0STEII/GhNiPlpubO2lnd86cOaivr5d7E4mIiIiIxhODPBp1brcbbW1tWLx48aSd3XvuuUcGeMePHw/3UGistHUADc2AT+UcExERUURhkEej7qWXXpKX999//6Sd3cBexOeffz7cQ6GhOHACODnMHo61jcCF60BjC+eYiIiIIgqDPBp1L7/88qQtuhKwZMkSWK1WvPnmm+EeCo2VxHjzsr2Tc0xEREQRhUEejTqxRDE2NhZZWVmTenazs7Nx5cqVcA+DxkqC07xkkEdEREQRhn3yaNTdvHkTU6ZMmfQzu2jRIuzatQter3fSz8WEID6nm1VDP98wzMuOrjEbEhEREdFIMMijUVVXVycLr6xatWrSz+yWLVtkkLdz504UFhZO+vmIeB4fcGsYQV7vYI+IiIgoQnC5Jo2qQKGR7du3T/qZDexJ/POf/zzp52JCcNiB/KyRHUREREQRhJk8GlWvvfaavHz44Ycn/cwWFBQgJiYGR48exV/+5V9O+vmIeDEOYEZRuEdBREREdMeYyaNRderUKSQmJsLp9BelmOTEMs0bN26EexhERERENIkwyKNRVV1djZkzZ3JW/VasWIGuri60trZyToiIiIhoXDDIo1FTUlICVVWxbt06zqpfYG/i3r17OSeRbPFsYBYrwhIREVF0YJBHo+a5556Tl48//jhn1S8wF4cOHeKcRLKUxJ6+d0REREQTHIM8GjX79u2DoijYsGEDZ9VP7E1MSEjApUuXOCdERERENC4Y5NGouXDhAtLT02Gx8GsVbMaMGaivr+c3jYiIiIjGBX8bp1Gh6zoaGhowb948zmgvd911l9yrSFGmrQNoaAZ8/GyJiIgosjDIo1FrnWAYBjZu3MgZ7YV7FCeAAyeAkyXDe05tI3DhOtDYMlajIiIiIhoRBnk0avvxhCeeeIIz2gsD3yiVGG9etneGeyREREREIRjk0ahl8mw2G+bPn88Z7UXsUUxOTua8RJtANU4GeURERBRhbOEeAEWH8vJy5ObmhnsYEWv69OkyEBZ7FylCeb3Azaqhn28Y5mVH15gNiYiIiGgkGOTRqOjs7OSyxNtYvny5DPLOnDmDFStW8FsXiTw+4NYwgrzewR4RERFRhGCQR6Nm69atnM0BbNmyBT/72c+wd+9efPKTn+Q8RSKHHchMDfcoiIiIiO4YgzwaNSy6cvteecLp06f5jYtUMQ5gRlG4R0FERER0x1h4hUaFw+FATk4OZ3MQZWVlnCMiIiIiGlMM8mhUMMAb+t5Ft9vNbx0RERERjRkGeXRH6uvr5eWCBQs4k0P08ssvc64izeLZwKwp4R4FERER0ahgkEd3ZOfOnfKSDb+H7qWXXuK3LtKkJPb0vSMiIiKa4Bjk0R05fPiwvNywYQNncghiYmJw5MgRzhURERERjRkGeXRHrl69Ki9tNhZqHYr8/HzcunWL3zoiIiIiGjMM8mjEdF1HS0sLZ3AYlixZAq/Xi+vXr3PeIklNg3k0NId7JERERER3jEEejdiePXtgGAZncJhN0YVnnnmG8xZJLt80jxuV4R4JERER0R1jkEcj9vzzz3P2hmnFihVQFEUGyBRBYmOAWAfgsId7JERERER3jBupaMTefvtt2O12+Hw+zuIQWSwWZGdn4+LFi5yzSLJ6YbhHQERERDRqmMmjEbtx4wZyc3M5gyPYl9fc3Mym6EREREQ0Jhjk0YhUVFTIIGXRokWcwWHavn27vPzzn//MuSMiIiKiUccgj0bkt7/9rbzctGkTZ3CYPvjBD8rLF198kXMXKdwewDvMZcei6BALDxEREVEE4p48GpHXXntNFhBZt24dZ3CY0tLSEB8fj6NHj3LuIsXRc4CiAPOLgfSUoT3nVAnQ7gKWzwMSnGM9QiIiIqIhYyaPRuTcuXNIT09nE/QRmjFjBsrLy/ntiyQiK3fhOtAwxN6Phf79qI2tYzosIiIiouFikEfDpqoqGhoasHAhKxKO1D333CPn8cKFC/wGRooYhxnoXbw+tKbo6cmA1Qq0tI3H6IiIiIiGjEEeDdvu3btlE/StW7dy9kbo/e9/v7z8zW9+wzmMFCmJwKyp/kCvFKgfJNCzWIBEJ9DZNV4jJCIiIhoSBnk04iboTz75JGdvhFavXi175u3du5dzGElyM4DZU83rJSLQa7r9+aJ5uqqNy9CIiIiIhopBHg3b4cOHERMTg4KCAs7eCIkALy8vD5cuXeIcRpqc4EDvBlDTMPC5Hi9g5f+MEhERUWThbyc0oibo06ZN48zdoeXLl6OtrQ0dHR2cy0iTnQ7M9X/HL98Eblb2PUcs02zrZGVNIiIiijgM8mhYbt26BY/Hw9YJo+Dhhx+Wly+88AK/hZEoMw2YVwxYFOBWtdkyQRRkEcFdbSNw9oq5f08EhEREREQRhEEeDcsvfvGLkIbeNHLve9/75OWf//xnTmOkykgBFs4y996JrJ1osXDiAnDphtk8PTWJQR4RERFFHDZDp2HZtWuX3E927733cubuUEJCApKSknDs2DHOZaRX3VwxHyirNjN5IrgT7Ray0oGiHLOJOhEREVEEYZBHw3Lx4kXk5+fLQI/u3IIFC2QhG13XOafhdM+K2z9utwHFheZBREREFOH4mzoNWVNTE9rb22X5fxod27Ztkz0HX3vtNU4pEREREY0KBnk0ZE8//bS8fOKJJzhro+SjH/2ovPz973/POSUiIiKiUcHlmjRkO3bskJePPvooZ22ESkpK+twXGxsrm6KfPHky5P6MjAwUFRVxromIiIhoWBjk0ZCdPn0amZmZcDgcnLVhEgGb0+nEk08+2e/jlZWVsm9eMHG+CAoZ6BERERHRcDDIoyFxu91obGzE/fffzxkbARGoiYCtoaGhz2Pf//738etf/xq//OUvsXDhQnmfOFcEhOJ8BnlERERENBwM8mhI/vCHP8jLRx55hDM2QiJY6y9g+3//7//JIE+0Ugjs0SMiIiIiGikWXqEh+eMf/ygvP/ShD3HGRtncuXPlEth9+/ZxbomIiIjojjHIoyERWSbRuFscNPqmT5+O69evc2qJiIiI6I4xyKNBqaqKmpoaLF68mLM1RjZu3Aiv19tv9U0iIiIiouFgkEeDeuGFF2TD7scff5yzNUY+/vGPy8uf//znnGMiIiIiuiMsvEJ9lJWVhVSB/OEPfygvlyxZ0qeXGzNPo2PlypWw2+3YtWsXvvWtb/FbSUREREQjxiCP+gR4ohCIy+Xqd0lhf0Q/N9EHju5McXExrly5wmkkIiIiojvCII9CiAyeCPCeeeYZGeyJ/njr1q2TmaYf/ehH/c6WCPDYy+3Obd26Ff/5n/8pm84TEREREY0Ugzzqlwjwli1bhl/96lfde8bEbRo7n/rUp2SQ99Of/hSf/OQnOdVERERENCIsvEK39eyzz8rLD3/4w5ypMbZgwQLExMTg9ddf51wTERER0YgxyKPbOn78ONLT05GQkMCZGgdz5sxBaWkp55qIiIiIRoxBHg1I7M0Te/RWrFjBWRon27Ztk30J33nnHc45EREREY0Igzwa0NNPPy0v3/e+93GWxslf/MVfyMsdO3ZwzomIiIhoRBjk0YD+8Ic/yMsPfOADnKVxMmXKFNmSgpk8IiIiIhopBnk0oBMnTiA3NxexsbGcpXE0f/581NTUcM6JiIiIaEQY5FG/qqur0dbWhnvvvZczNM4ef/xx6LrOeSciIiKiEWGQR/16/vnn5eVnPvMZztA445wTERER0Z1gkEf9OnDgAOx2OzZs2MAZGmcpKSlITU3lvBMRERHRiDDIo36VlZXJnm0UHkuWLJGXTU1N/AiIiIiIaFgY5FG/NE3DI488wtkJk8cee0xePvfcc/wMiIiIiGhYGOTRgD772c9ydsJk7dq18nL//v38DIiIiIhoWBjkUb8SEhKQl5fH2QkTi8X8p1laWsrPgIiIiIiGhUEehejq6uru1Ubhp6oq3nrrrXAPg4iIiIgmEAZ5FOKFF16Qlw899BBnJkL88Ic/DPcQiIiIiGgCYZBHIXbu3CkvH3jgAc5MBIiPj8cbb7wR7mEQERER0QTCII+66bqOa9euhewJo/C3UqipqWErBSIiIiIaMv4mT9127dol94BR5Hjve98rL7/3ve+FeyhERERENEEwyKNu//3f/83ZiDB33XUX7HY7++URERER0ZAxyKNub7/9NtLT0zkjEUQsm128eDGuXLnCLCsRERERDQmDPJKuXr2KtrY2rFmzhjMSYT760Y/K/ZK/+tWvwj0UIiIiIpoAGOSR9O1vf1tefvCDH+SMRJinnnoKiqLg5z//ebiHQkREREQTAIM8kl555RVZrn/OnDmckQgTGxuLadOm4Z133gn3UIiIiIhoAmCQR7I8f0VFBZdqRrDHH38cHo8H+/fvD/dQiIiIiCjCMcgjfOtb35Kz8IUvfIGzEaH+5m/+JmRZLRERERHRQBjkEX73u9/JJYEPPvggZyNC5eXlIScnB/v27Qv3UIiIiIgowjHIm+TEUs1bt25h3bp14R4KDeI973kPOjs78dZbb3GuiIiIiGhADPImOS7VnDi++MUvystvfOMb4R4KEREREUUwBnmTHJdqTqwlm/n5+Thw4EC4h0JEREREEYxB3iQWWKp51113hXsoNERPPPEEXC4X9u7dyzkjIiIion4xyJvEuFRz4i7Z/OY3vxnuoRARERFRhGKQN4n95je/kVU1t23bFu6h0BBlZWWhsLAQb775JueMiIiIiPrFIG+SunHjBsrLy7F58+ZwD4WG6QMf+ADcbjdeeuklzh0RERER9cEgb5L6yle+Ii//5V/+JdxDoWH68pe/DEVR+NkRERERUb9s/d9N0U5kgTIzM7FkyZJwD4Vuo6SkpN/7i4uLceLECRw6dEguuRUyMjJQVFTE+SQiIiKa5BjkTUKvvfYaOjo68NRTT4V7KDQAEbA5nU48+eSTt52j4Cb24nwRFDLQIyIiIprcGORNQl//+tflcr9//Md/DPdQaAAiUBMBW0NDQ7+P67ouA7zk5GTs2rVLnisCQnE+gzwiIiKiyY1B3iSjqiqOHj2KuXPnIiUlJdzDodsQwdrtAjZRFfXFF19EfHy8/DyJiIiIiAQGeVGurKwsJBv0i1/8Apqm4fHHH8fJkyeHvAeMIs83vvENGeR96UtfksVYiIiIiIgEBnlRHuCJDI/L5erzmKiqOVBlTbG3S+wJo8gmPtvc3Fy8+uqr3U3SiYiIiIgY5EUxkcETAd4zzzwjA4IzZ87gE5/4BB544AH867/+64DPY5XGieOv/uqvZCbvueeeC/dQiIiIiChCMMibBESAt2zZMvzlX/5l95LNnJyccA+LRsHf//3f45/+6Z/wy1/+kvNJRERERBKboU8SLS0tOHLkiOyLxwAvethsNrzrXe9CXV1duIdCRERERBGCQd4k8f/+3/+DYRj493//93APhUbZ97//fc4pEREREXVjkDdJiH156enpuP/++8M9FBpleXl5mDVrlrze1tbG+SUiIiKa5BjkTQLPPvssOjs78bnPfS7cQ6Ex8td//dfy8rvf/S7nmIiIiGiSY5A3CfzkJz9BbGwsvva1r4V7KDRG1q5dKy937twJr9fLeSYiIiKaxBjkTZKiK0899ZQs0kHRzefz4R/+4R/CPQwiIiIiCiMGeZOACO6+/e1vh3sYNA6SkpLwox/9CKqqcr6JiIiIJikGeVHswIED8lI0P3c4HOEeDo2Dz3zmM3C73fjqV7/K+SYiIiKapBjkRbH/+I//kJdcvjd5vO9970NycrJsq6DreriHQ0RERERhwCAviitqVlVVyetOpzPcw6Fx9OUvfxldXV34yle+wnknIiIimoQY5EUhkcER7RJYaGVy+sIXvoC0tDSZye3o6Aj3cIiIiIhonLHcYhT6xje+gaamJnz84x/HL37xi3APh8ZRSUlJ9xJdcTzyyCP41re+NeD5GRkZKCoqGscREhEREdFYUwzDMMb8XSagiooKFBYWory8HAUFBZgoRI80UWFR9MV7/fXXsXLlSrzzzjtYtmxZuIdGY6isrAxz586Fy+Ua1vPEUl4RGE6WQG+i/rsmIiIiGg5m8qKM6Ifn8Xjw4x//GBYLV+NOFiJIE8FaQ0ND931XrlzBBz7wAcyZMwe/+c1v+jxHnP/kk0/K50yWII+IiIhoMmCQF0XOnj2LZ555BsXFxfjoRz+KkydPhntINI5EoBYcrIns7f/+7//KjG5paSne85738PMgIiIimgSY6oki27Ztk5c7d+4M91AoQrzwwguIiYmRQb/on0dERERE0Y9BXpT44he/iMrKSvzVX/0VZs6cGe7hUIQQ+zN/8IMfyL16jz/+eLiHQ0RERETjgEFeFLh16xa++c1vIisrC9/97nfDPRyKMJ/85CexYsUKmeFllpeIiIgo+jHIi4KeeGvXroUokvrSSy+x2Ar167XXXoPdbscTTzyBtrY2zhIRERFRFGPhlQlYKj+4guLf/d3fobq6WvbEE7/EBxdbCfRMIxLN0X/605/iYx/7GNavXy+L9BARERFRdGKQFyW90ETT8/4an4s+aKLhNZEoviIyer/73e/wf/7P/5HLOImIiIgo+jDIm0BEBk8EeKJNgqIo+PCHPywrJ+7evVsGc/0RAR57oFGA+O4cOXIE//M//4Np06ZxYoiIiIiiEIO8Cbr0LlAp8cCBA1i5cmW4h0QThMVikUHelClT8A//8A/hHg4RERERjQEWXpmA3v/+98ueZ88//zwDPBo2UYX18OHDMhss3Lx5k7NIREREFEUY5E0gHR0d8lJUR/ze976Hxx57LNxDoglqyZIl+M///E95/cknn5T7PYmIiIgoOnC55gRRV1eHd73rXfL6Jz7xCfzf//t/wz0kmuDWrFkjL7u6ujBr1iz88pe/lJe3wz2eRERERJGPQd4EcOPGDSxevBjt7e3ytqiMSHSnRMAmCvaIYj4ejwcf+MAHBn2OOF+05mAxHyIiIqLIxeWaEU6UuxfZFbFU86tf/Wq4h0NRRARqImB755138LOf/Qw2m03u0xN/RBD39T5EZU4REAb3aSQiIiKiyMNMXoQ1Nw/QdR1f//rXsWPHDtkmQZS8H6hNAtGdBHriWLZsmWySvm7dOvzgBz/AuXPnsGfPHjgcDk4uERER0QTDIC9Cm5sHE0vpPv3pT8vrbG5OY2X27NmoqanBgw8+iNdffx3p6elyn9673/1uTjoRERHRBMLlmhHS3Fwsh9u3bx82bNhgfjAWCz72sY/1WTLH/VA0lsSSTZHBE9k8r9eL97znPVi1ahUqKio48UTDJP44J/63XFREDpabm4vp06dzPomIaMwwkxcBpk6dKlsi/Pa3v4WmaViwYAFeeeUVFregsPnc5z6Hj3zkI3j88cdl0CeWdIpgj4iG7t///d/x05/+FP/0T/+E73znO/K+CxcuyIz5t7/9bU4lERGNGWbywujSpUvyUmTvnn76aeTn52PXrl1yPxSrF1K4JSQkYPfu3Th+/Lj8w8PRo0fl/R/60Iewc+fOcA+PKOKlpaVh/vz5crVGwJe+9CWZMf/85z8f1rEREVF0Y5A3zq5evSqXYYry9eKXZWHKlCl48cUXcevWLdx///3jPSSi21qxYgXOnj2LX//61/L25cuXsW3bNiQlJeGxxx7D4cOHOYNEA/jyl7+M+vp6nDhxQt4WfzgRf9gTyziJiIjGimIYhjFmrz6BiT1IhYWFKC8vR0FBwYgrZV67dk3utXv77bdlgOd2u7uzJCI7cuTIEbnXTlQ3JIpkJ0+exPLly3HgwAE899xz+MMf/oC6ujr5mKgAKwq3iD9SiEItK1eujMhfYkfy75roTomCWXfffTc+/OEPy0P87/7q1as5sURENGa4J28QYulk4BfZgYjA7dChQ3IZjs/nG9LEi7534v/oWS2TJhoRIH384x+XR21tLX71q1/JbJ7YayQyft/61rdkvz3xhwyx7HjhwoVyyZoIENeuXYuUlJQRtRUZiMiKc3kzRbJHHnkEL7zwAqqrq2XVWgZ4REQ01pjJG+Qv/iMhMhiJiYlyGebixYvlX3CXLl3ab2aDv6BStLX8GAqxJ0n04IuLi5PBoDhiY2NhtVrlsjbRJ3KoRBZRFLFITU2V/8bEIYJMIXBdHOJ6U1MTPvGJTzCTR+P+b0f8/4Hw13/91/j+97/PT4CIiMYUg7wh/J9ygPglUfwSKn4ZDfxympycLH+5FEu/RKZCLFeLj48f20+NKEwqKytloDQUjY2NsoR8V1cXIo3Y/8rsH42n4uJi3LhxAy0tLXI/KxER0Vjics0BiGVovYnsgjjEksz29vY+yzgDhSmIKPL/fTPIo/HU3Nwsly4zwCMiovHAIG8AYnnlsWPHkJ2dPawCEiL4mzdvHi5evCiXbE5WnAfOQSR+F8QfaUSAJ/59E40Hkb370Y9+JIO83/zmN5x0IiIaF1yuOcra2trkEs7W1tZJ/RdbzgPngN8FInP/qaZp2L59O15++WVOCRERjQtm8oiIiMaIqqqcWyIiGneR18iKiIiIiIiIRoxB3igT5dz/8R//UV5OZpwHzgG/C0REREThwT15REREREREUYSZPCIiIiIioijCII+IiIiIiCiKMMgjIiIiIiKKIgzyiIiIiIiIogiDPCIiIiIioijCII+IiIiIiCiKMMgjIiIiIiKKIgzyiIiIiIiIogiDPCIiIiIioijCII+IiIiIiCiKMMgjIiIiIiKKIgzyiIiIiIiIoogt3AOIVLquo6qqComJiVAUJdzDIaJRYBgG2tvbkZeXB4slvH/jUlUVp06dQnZ2dtjHQkSj+/tDbW0tli5dCpuNv2YRUXjwf30GIAK8wsLC8f00iGhclJeXo6CgIKyzLQK8VatWhXUMRDR2jh07hpUrV3KKiSgsGOQNQGTwhPLyE0hKShjPz4SIxkhbWwcKC1d0//sOJ5HBC/wimJubG+7hENEoqa6uln/ACfwbJyIKBwZ5Awgs0RQBXlJS+H8hJKLREwlLsANLNEWAF+6sIhGNPi7DJqJw4kYQIiIiIiKiKMIgj4iIiIiIKIowyCMiIiIiIooiDPKIiIiIiIiiCIM8in6dLuDytXCPgoiIiIhoXDDIo+jnsANpqeEeBRERERHRuGCQR9HPbgcy08M9CiIiIiKiccEgj4iIiIiIKIqwGToREUWdsrIyNDQ0DPn8jIwMFBUVjemYiIiIxguDPCIiiroAb+7cuXC5XEN+jtPpRElJCQM9IiKKCgzyIsGbR4Al84GkxHCPhIhowhMZPBHgPfPMMzLYG4wI7p588kn5PGbziIgoGjDIiwQb1iBqGAbwyuvAQ1vG5vW9XsDjBRITxub1iShqiABv2bJl4R4GERHRuGPhFRpdijJ2AZ7Q1gHU1I3d6xMRERERTXDM5NHEkpFmHiPNMoogVKhvBJxxQLxzVIdHRERERBRuzOTR5CGWkQZ4PIDPF87REBERERGNCWbyaPIIXkZakBfOkRARERERjRlm8oiIiIiIiKIIgzwaWzt2j/0Mi6WXR0+O/fsQEREREU0ADPJobD28dexnOCYGmDdr7N+HiIiIiGgCYJBH0YF984iIiIiIJAZ5REREREREUYRBHhERERERURRhkEfRraIKOHU+3KMgIiIiIho37JNH0U30w2NPPCIiIiKaRJjJo5F76xjQ1cUZJCIiIiKKIMzk0citWATExnIGiYiIiIgiCDN5NHLjGeDtPcisIRERERHREDDIo/HT0gpcuDyy526+G4iLG+0RERERERFFHQZ5NL4Ny4vyb3+OxzO2Y2htw6R17QZw6Vq4R0FEREREY4xBHvVvx+7Rnxmr1Qz0bufNo2P3iagqcPEKJq0Z04A5M8I9CiIiIiIaYwzyJlugNVQPbw3P+27ZEHr7zSOjl32z2YC1K0bntYiIiIiIIhSDvEg2WKB16DjQ2DSy137jrdClka/uxZgQjcibW0b+/A1rgOSk0RwREREREVFUmzRB3i9+8QsoioIXX3wRUeOulUB62siee89aICam5/amdcDx0yMfy0BB4twZQEoyItLON8I9AiIiIiKiUTcp+uTdvHkTP/3pT7FmzZpwDyVyiP1xvdshzJg68te7/97+74/kPnpb7wn3CIiIiIiIRl3UZ/J0XcdTTz2F//qv/0JMcOYqUoRz311vqSmjFzROBBNxzEREREREkz3I+853voN169Zh+fLltz3P4/Ggra0t5IjqAieRROwPnIhEz7/2jnCPgoiIiIho8gR558+fxwsvvICvfOUrg577b//2b0hOTu4+CgsLEZXGMnN4s3x4RVZ03WxrsOb2AXjEZj/zsgEnG7QTERERUWSJ6iDv4MGDcj/ezJkzMXXqVBw5cgSf/vSn8cMf/rDPuV/84hfR2trafZSXlyPieL1AVU3kZg47OoGLV4d+fk0dcPn68AOlSMl+iuWtXPJJRERERBEmqguvfPazn5VHwL333ovPf/7zePTRR/ucK/brReSevWCaBnS5+wZ+DgciwoI5wzs/L8c8xsrZi8Ds4tAqomNNBLoJ8eP3fkREREREkymTF3Xi4oDiqaFB31vHRvc9Sq4C124gYu0+YAa2Q5GbDdjtGFd30oaCiIiIiGgUTKogb//+/f1m8SYssVRw0/rBzzvyjrn3bSjmzgRmTENEtz0YauYyMx2wWPrv6ScC5LEI0jauu7PnExERERHdoUkV5E1aWRlAc+vovmZt/dADx0izbXPPXjqxx/HkuZ7HivLDNiwiIiIiotHAIG8ySE0GLMrovmZLK+DzDf95L+8BYJjHsZNAXX3P7Ts9ZNXNoZwbROwJXLaw53Z25p3PDRERERFRGDHIi0QyEBrlKpDpaUM//1bF4OfMnmHuERyuh7b0XF+11MwyjpaHg16biIiIiGiSYpAXiYIDoXBobTOXYu57+w5faAiZtLAYRqZv0JeKhJ+HiIiIiKgHgzzqa9E8wGYD7loxwYO5EapvAI6cGPxnEQVt3j4+3qMjIiIiIrotBnk0sPHoL7djlJemBrS1A28eGfjxvW8Brq6Bq3KuWT74e4ilputX4Y6IMYrMKRERERHRKGGQNxHIgiJh1N4BHDjsvzHKGbvb7aN7+fWRv25SIrBhzcCPb14POAfYU3j9Zk9Rme4gtJ+fefoU3DExxuSkO38dIiIiIiI/BnkTwcNbh3beK3cQFA3kaimQGA/cs2ZclmAa0HuOhzaF3h7o8HTB0NU+93dn7IZLLFVVlEGC0ChZmkpEREREUccW7gHQKPd/GyrRDDzQK+625/mDpQCxB23eTLNiZ6S4ehPITDPbH/zhZeC9D/U8dtcQll32JpZxigqjxVOH/9yySiA7Y3yWuhLRqCopKRnyuRkZGSgqKuInQEREEYlBXjQJZJ+G4rX9twkKgzJTc4pDH1q3suf66weB++4e8lt2Z9dG24LZPdez0kPfL04EW7d/X6V3QnvuzBEMwj9nhh6U3Rthb8KaOqCxGZgf9HMR0ZgRAZvT6cSTTz455OeI80VQyECPiIgiEYO8SCXaF2xcN3av3yfAG8GSw/VBAV/wK3m6zIDT4cC4u3ftsJ9yu+CzTwA4mCkFIa8ceJVhEQVd0iIoU0oU5USgJgK2hoaGIZ0vzhUBoTifQR4REUUiBnmRSjQKj2RNzYDXB+TE9n2sus5cClqYN7TXEgVWHrrPrDIpXlNUt5zMLJbwBMhEk5gI1hiwERFRtGCQF6ninePwJndQMEQUJ9GN/rNgUwuH91oPiayiAeg6oGt3XshEVANNiO9n+erwl0/2/vmGndnzv8qdjmPYGpvMYDGS9k4SERER0bhgdc1JaeQVIburVybFw8hIucNm6b3GkZpsFk8RXn8L6HIDR0/1tDMYquu3gI7O4Y3j5DmgqmYIP0nf6p59HDox6KuMeVVO+fKs+klEREQ0GTHImzRGHlj0G9B4PEN4H/8hKk4O5sRZoL7eXyRFB+67C4hzALOnAXZrz/1DOZbMBXS11/2DWLYAyMseUR/APvNT23Cb+RmngC8jDUhLHdlzx6IVBxERERGNGwZ5NHxt7cDpi4DXC+x+E1BVYNf+gc9vbh38NZfO738vXkoSsGOYQYfIYJ27jBF7eW/P9cDPOBwP3zexWygMpxUHEREREUUcBnmTwiBZosDSRtFWofsZt1mOmJQIrF5qFgfZejdgswIP3DPw+yye578SlFlrbQEOHum5bVVCe/iVV4UGTb372IkiLQMtRxR78UThlxqRGQwYLAPYe4+gX+BnHGLGTc6ZzTLw3A3ybDQ0Au6uYT7Pn1ndM8xgdDRacRARERFRxGGQF7WGsQyw5CqMzg4Ym9YOHpxU1wInzgzy2gMEUvuP9ASUyUnA3Sv7Lo1sbwd+v8PsEzfQ/rnD7wDXbgJud+j9nqDb4n2y0wffBzjYmAed2yEEfcMJ+MS4RYXR4S7fFJnDLRuG9xwiIiIiikqsrknAyiVD27cm5GYDuVkjm7V71wx+jljaKQqnPLZ14HM2D9A/8M1jwBZ/c/Yt6zEhDbcyKRERERFRL8zkRaUBskA79gxwtm5mxc5cHHrmqqIaOH3B//hg2a9+Mmn97LMzDANGYR6Mr/4VjLhY8/ZwjvvW3/bxQcfUb2ZuKNm94WX1hm4cqnASERERUdRhkBc1hhAQPLxl4GWEYrlfSPPyQZY2FmSbVSz7BC23D5q6g66HNg0ShPkDKkMDTp27/X460Ux9CPvt7igADCkec7ugb/ClnIMu4dy1zyxm0+/rDuDCZaD01sCPExEREdGkwSBvohPVH0er2EZaGBtnX7nR/88ixpWdcfvnPrQp9LYo3DKUCqFHTvXc7hNUBalrAP68O/QcEfS5h9omYZge2Gg2mx+O+bOB6VPGZjxERERENKEwyJvoRJarrW3w8/a+BaPLNYQlg0MoTLJzf1DAY5jv39ExcNauT8asn2ybyNiJ5aItLf77grJheVlDaKgedLz2Zq/7+nm/pHhguaj6ac6FseetgceblQF85HGzimjgNVvbzSqffX6egeZzhFm9IX8+REREREQmBnnhtGP3Hb6AAaxeZrY0GOzMzaK5eOwA+/OGUnUyyIP3BAU8ANo7YXS4hh7Q9ReYiabnKxcCKYnDC+j6O7YF2jn0cxw/A9TUmdftIltmAG+8DTxwd+gYRTN1T1fPz3PsTOjPNTUfSEseZA/f8AK04e/XIyIiIiLqi0FeOD28NYzv3bM/747l5wy+pFLY81boEkeRDQt4+53Qc198vVefu0EcPDG081YuAnIyQ+9bvbjvefVNwNWgPW7Tb1P18s2j5vLPwRw5iTsi3uPA4Tt7DSIiIiKKegzywmHvQaBrGA2vX907okzOoEsBxThcrn4e6C8bFZQNe/sEjMbmAQqX3CZrt2UdEOvouX32Us/1udPlpQHNPB5cD6OpOeRnkEdjI4ya2r73L5oZenvH3qDbGoxbZcC5S8DFq+b71Tf69+QZQHxc34yfCFoXzOr5OTJTgZtl5kz0/rk3rAKSEvrJ1PWai+Ipg2ZOB21Cf8/a/j8TIiIiIiI/BnnhWHK5+W4gTgQWwyjE0W1ov9SHBAkDVY/cvB5wxpkZovMlg1SLDLyUAaOxJahIyxCWYvY6ugOZu5f1XE9LksFY93kxdmBeca/naoDdAjjEUlEt9Eh2hp778L2ht6fkwVg4A4YIUMX7ZabAWLOoOwjsO85+fh7ZyD305+1/iar//NcPhk6lCBRvW43zTvbrMdAjIiIiIhODvImw5NIyyMc0WPn8V/rLBAaJdwKFuUMfz8ObETYiYyb3wvVS1wgcOzv48z/1xNDe560TQEuvgjYyszcM61YM73wiIiIiolEwzDrtFF7GwOXzQ87qlfl56L7bP9+qAMlJA75P/z3sBhpTr+f2m7kKcvWG2fJgznSgqdUs6CKXPt5mvP3JSjMPmZXrTQm96fMBuw8BednA0nn+d9JCz12/zH9roDEEXjPw81n6zJUiC92Ixu97/YFx/8/pYYSOVfT/EwH+tk1yHpVB/yZj9P/zEhEREdGkwkxexBtk31VrG3DwqP/MgZb29ff83vvuQt/n9lUye4+pn6WYvZdB+kQPPA3YeyjodTRgZhEwZ5r5XK9HHnjhNf/zg//Teg7dF3q73yP4v9D9e7Kq5sKZwDzxvhqw443QMb3+dtDPo/VaNjnQcs6Bm6/3ZD4H2rM3wOf94EYZ4PU8osMQFT9vDtb0nPv0iIiIiCYzBnmR4NoAjcCHQmTg7l492iMCXn7DzEAFE7dFwZKReMMMRLHWX8lSBD9eX8/jZy4DHS6goQVGRiqg978PTdlxAMqutwGPN6Q5ubi/m1hmeeWmeV28psjc9eZTe6p7Lp4NnBFFYPzWmVm8PsT7iazjxWtD+5l7z1+wUxeA2kGqh1rF3sN+msOLYzS1tI7u6xERERFRWHG5ZiSIjRl8390ABm9sHkQETjfKgeLe7QBCC6tI2zf6g4mgTN/Dm4CjZ/wFRHqNodMFnL0MrF0S/IbmhShYkunvKeeMNc9vbAYq64DFM81zUuOBolwz+JtdZJ4rGqT3HulDd/sD4zI5b8qpSzAevse8PzB2ZyyQmWI+v6oGSE0CRODoD47kWcV5/r9xGEBRtnnIJZEKEGfvlWHzfzY3ymHEOIBY/+MHT0C5a3k/wVjguYHiLD2frSLHYACLZgc9r5/36h5pr4DO4QCmFIzu8k1RdXQs/lBARERERGHBTF4kKMgDbP3F28boBXjiXBH0dAdO/S/P7D5XCSxB7FV1cnWgIqX/EK0JxJLR+Bhg6eyeJY/+pZpyjMfPwchO615KKceQngQsmmEGZoYOFGZDeU1k6EQfvV7LM/s5RA89I8UJfd1C4Jcvhj5ut8jH5PWZBTAy/JU7xfuEHFrQnPgDsu6lnsHLM/2Pi6WlRTnA9ALz/qVzYFjFrr0BqoqKoDgwn/7PqnsZbHdQP9Ay2uDPsdfySxGU6UOtutnfe/Qy1gHeSCrQEhEREdGIMcgLxy+uAyxFHNMATxCZoxlTgUMnZCatz747ubyw9x4983r/+9JEj7lYf0sDQ/bAC91LZwZHxr3LgbyMnoAOBpQd+83HT5zz973ToG9dBSPG6n9ef4fafd1YMxdIiAHSEmBsWRH0eODo+/zuILCsEsbZS6FB4wDBn3z88nUYV2/0DfoS4oKC2cBr+c85fxlobhmgLYN/Vnu3XBjSfj0AKUndmd8J0WJhPCrQEhEREVE3Bnnh+MV1pyj0EUZiiWF66JLLflsjlFcDl0tv/1piGaSoIrn3yLCGIJZYyssV84CcjKE9SeyJq/XvCQzKfCo3q3uu7z5q7rfrTdOg/O+L5j5AkY1b5F8mOhSzpwIzA43Me9mxv//7p+YHVQkV570BVNaYy1TvVKFYakpERERE1D8GeeGwPdDSYPiVEW+fuRksGxS6PLPvef0sO2zv6Ju96+wArojgz7xfjumuxfJaYFmo8tIb3Zm7PsstL1yB0dDQnWFT/vg6FFmYRTyu+g8dhiaqaOrASwfMjKPHAKraoBy9DmjxsPz5BBQtAZi9AGhTAC0Ohmg0b431ZyiDlpVaFeibl8FwKH2zfIYK7H67/2WhMrNnhGb2gpdzymA1dP7kOQmx8j17lm5uNPcKiibvAzRTH+5n2N/3YvAML5umExEREUU7BnkRpZ9fwPcfurMlmifO9vnlvm9bhMDze7VCKMyGsWJ+6FLDunrg3BXgwlUY7e3dSzJlMRIZCPkDnYc39ARK3a/rD6rSE6Gcu9IdlOiPb4C+cQnw0ptQ9BhYPAmwNsTB9vMjsLfkwrb1KTg8c+CwLoR97oOwTV0Pu68Q1vufhM1XAFvCfNiP1sPuKYTdNx127wx5vl0cL5fB5imE1ZcDS8F8KJoThqEAh87AaGw0A0rFgLFx6e2XeIYEfb338PmDYLmfsOex3i0YZAGYBGc/Szh7fy7Bn0evz3PAx4MfGWz5JgM9IiIiomjGIC/cRGBw5frAj6/wtxzo7Wa5WYBjMAW5fe8LtA44ehrDlpUOrFoI47HNQGL84OeLZZK/29Vz++INICcdxsYVgGGFoiXC6suFzTsDtq2fgt07HbbjdbB2JcDyyHuhxKaYVSQNf8D06kvQva3QlQ7olvaeY8MS6FY3dMVjBm41NVDeOQVlw0ZYjARYtVTY1BzYfVPg8MyGbdm7YUtcAIuaDkWPhbLzMO7YgRNDP1e0gNgj+vEREREREY0uBnnhJoqhxMcNnF1JGCCQmloILJwzQEYnKDsXtN+te1ngmRLznGkFwO6DgGhAHryUM5CZ2nekJ9vkcgEnzptZKUugtYLez5LMnuuyWmZbm/ncwGP2WChqKqyeItg9M2H3FcDqTYbl5CXZvsCAF9qqmdAuvgVfWgu89ivwOM7Dt/eH8MacgfexAqiVB+FzXIbPfqXnELcdl+BzXIA35iy8RVXwrLXD99Zv4FOuQ7VWQ7M0QVe6ZH5NOfIOLHqSGfh5p8G69ROwevOgqInmPHUvfew/syczerrWvZTTaGmGsXW1f8lqcOayZ6mrIc57RezHNMxlm1vW9czv5Wu3X74pewLqw1q+eXvM5hERERFFKwZ54SYKiOT3k20b0i/ttyu/H7o80wwa/I9vENUoDTMrt3U94LD3Uz1TB1aJpZoa0NYOo60DxizRvy5QfVKHsvfIwEsyRbXM+1fBSI2HkZwARU2GbW81HFl3waZmw2I4oZSVy6BLdTTCN0WFx3EG3phzUO1X4VuVDP3IG9AtLTAUF7TtK7r36+mrZwbt3Qs6KquBUyX+JZji6IL24Hxojmaotkr47KXwiiDQcQreBRao1gpoJw/AqKmEsut1WLRE2NR82EWmz1MEi5psxnCBPYJBQZ/8mV9907zUVKCktHspp1FV3b13L2Sp66WrwPZ7+q9SKgPn0AqcIcs3T1/oVbRlgMqbvb4zhqvztt8qBntERERE0YdBHg1cNTJe7B+T0YZ5GVwtUty9euHAs2cAih4Hq7cAtoc+B9vJBlhypspm4rqlDT5bObyukzIDp9kqoOdaAEWFZYd/D2JKIowlxX1eVimthnK1sv/3zM+AsXTG4J+o2IOXboVmq4O6NhHeonp4HyyA9v/7/6B31EF5dRcsRjxsap4Z8HkLZYEX5Y13Qn/E7et7srFrFvU8UOOvANqbQxRdGcDMqbcf84pF/VdEHczh0DETERERUfRjkBd2g/fDG3oWL/SxPg3O+zy3p8gKXgtethmoGunvd5fsBDQfcOFK0NJMHYZogN6dffJnuEQ2S3PC6p0Cu3cqrHqyXIapL54O32w7vI6z8NmvQrfWwVhc2Ccbpz28qud2vB26oYcc6pQMqNMyoRn6bQ6t1/P8r1dbD8u3f+9/fVG507wfx87BcLih/tV98Gln4Xm0EKq1ErrikmMXyzpFoRfb4u1yqak5pb2XcAZl5xbOgLLzraBqnP7HigtDl28GF23p9Zn0rr4Z+lh/n2nw40E2r+fSTSIiIqJJhkHeePB6/Y2xR6Phuf8X+S43UN84QIXM/lokBD/uDzJe3tsTZEzLA25WBDX3Nv/r3neXkw7MKOzVEDwQ5OjAM6/I4M7mnQa7rwgWI07er1ka4LVflPvlNGstjLZGGF63P8DxL78UgZhY8vjKkZ5ATdeh6poM2AKH2tIGo6QMmkXpOa+5Dcbpa9Bv1YQEeqo433/I5+oa9I4u+Lav6j7H8q/PQPd6oU/LNMeSlwIjK1EuD1Vt1fA6LsJrvwBVjBsqlHhRvCUbds8MWHyZskpn73178ueyiaB2BvDOBX8WNFCJs/eS1qAWFP21r+j+7HoHe8Hfnds0TR/0u9TP94qIiIiIJjwGeePB1QU0NI1+4CgCvaEYqAH39nvNy0ulwKyp5tFbW4d5abF0LzdUDp4KOUVUp7ROWeUP7mJloCMCI7H/TbWXwbB0dZ9r2XMSyvWe5uU9D1igbVsV+rpldbD96OWeO6wW6HlpoU+7UQN9Vj6MoizZBN3x78/C9vLR0NfxL+80puXAmJEHdHTJpujqX2wH7DYgK6X/+RHPsbih2Srlz+Kzlck9hAqssGrpsnCMaM0Ao6cxe7fcDGD5vND7ZPGUCBJp4yEiIiKiURHVQZ7b7cajjz6KWbNmYfHixdiyZQuuXRNVDMdZSjIwc/qwnjLoEs3kJKAouGDLbfrgXbnZJ0MkX1/U+hC3bZagJYTmMsJA82+cFIVMgqpKisuF08zsk6HA4suW1SktK+/2B3c18DrOy8AIijek2qZ4rvae9dDmFMjsncim6RX1MC7c8GfrzOydmcHToRakw/2pB6DKzJwOy/MHoSbFdZ8jDu/iaVBjbOZtqwLX5x+Be9sKGIfOQ9l5DJquQdl3uju7p7W2Qy+tgt7SDuWFg/J9jX2nQt5XjK33MlKxX9A4uh++rhPw2q9Bt3TI1g6yNYNnOiw7zsFQb1OJUxyHT8Po7AjKkgayfEG9Cftk9QJ6irGELt8Mfbzf70rQd6r7e9XWDhwNDdYHeh4RERERTSxRHeQJn/70p3H58mWcOXMGjzzyCJ566qlwD2mES+OCzm/vADr9GbYBBf3Sv3ZJaBAYXEFTHLnpfZdnBgKPe0ST8OAlh7rco2fREmD3TJdBjiCXZTouyuDOUMR+t55AKbA3LhDEYcchcymlrsGXlQhvcbYZyPmDrMC+Opwple9q3XFEBmuGeNztlo8px0qg1zSGLOeUh90iL73zC+HZtFC+Vtcnt8rln3IJaJITvvmF8KUnwv3U/fJ9vUunhyz11MtqoPzPS+ZzgoI+fWWxeWlpgc9+GV77ZdmvTwZ7W94DuzoLipok9yX2rsRpuF0w1i8CnLGhyzd37AtactlTpVQ+X8zVq/sGaZzed2nnYN8z+dpJicC6lYN/14iIiIhowonqIC82Nhbbtm2DosiUFdasWYObN0VWa4ITzczbb1caf5iOnR/yqcorR2Bz58HmK4QCm1y+KHrZiWWZUHwDP7GuBcqFW3KppvrQ6p77rVZYL4m9gCb77ndgOXdDXjdSzWqeYh+d4PnofVC6vLCdug515SwY2b2WWXZ5eiqBJsQBioLYb/8RlmtVsFzueQ8h9p+eATz+8SY6YT10EWg2A2fxuupjoocdYNl1HGhohXKlQi7tlEs/3V7zPG8T1Dd+A/XAb6A3VkI5elJW5BT7EsUSVjlfOw6al4fO9owt2MP+JbP9EUtkt93mcSIiIiKiyRbk9fb9739fZvP64/F40NbWFnJEVjXNIAW5QE5m0OsZsghLSD+8XW8CjU19lmh2Z/H2vCV+aDNrtHFlaHPzkGIgok9eG4xrtwA9BrZNH4JFSZVniOIkPnsJDEt70FJDFYbmMStlin2Df3rLzLClOaFrGpRTV6DsPgGttaM7S6YlOWFU1JsZP68PmtMOVdfhLUiDz1DloXZ1waer8CXGwD0rt3t5pS/owMUy2J5908wItnfKy86ntshMoVc8J1CMRdfh+j/bgZJb0DQVlj+9De/a2dBS/EtBXW4YbZ3m+BQFWlIs1NxUM9O3fAaMWIuZnYuxQJ9fCH1qPHy59fCty5U/t9iXaPNOlcVZ9IdEmwUNxqZlcnlsyPLN3tU3Q/rkGQNU3hygj95ASzcvXgFKb/X7PSMiIiKi6DRpgrxvfOMbcj/ev/3bv/X7uLg/OTm5+ygsFOXux9dtq2kO1vC8O2jzu389UHItdA9e8LK/LWthxNhDl2iKIDFo/1x3pc0YKywJBbB5p0C5Vga9tAQ+u6iWWQ1DCey5CyzNNIBdJ+RSR5y4DM1hM4MjiyKXUPqWz5T76LSEGH/VSx3ewjQY1Y0yAHM9uAzeqVndyzllwNbaAeXsDXNJp3iXWHt3YBe8P69r8RS0v2etvN+4VQetuR3ehBgYt2phnL8BvabJPNfQ4EuLh2dhEbT6ZviKMuQ4xCHGZH3zHHzF2fK6577F0GwWqE5HT7VP3d+aQcxNVgL03BQYLc3QS98xl6xammTrBVmcxTtdBsfBcxrSQL7f6pvGECpv6sCOvQO0WAh8TwDMmwVMLxrh8mAu2yQiIiKaiCZFkPcf//Ef+OMf/4idO3fC6fQ3+O7li1/8IlpbW7uP8vLyMRjJHezDG6wX3qa7ALu1p5CHWKK6foV5jti/JzJHIVmioKyQeP7b78BoagJEK4OgAiBif5lVmQJbyjwZuGizU+Gb44Yus3fiXLMnXWDPm9wP98ByGdh5l0yHnuyEXt/SHRh5CzOgpifIx60vH4Xq9cjgyT0nr1dmTmTwRECmw5cQA9eyafI++ytH5WVwcNff0TU7B57UOHm+Oy8F7tm5MG5Wy9eUr+1/H296Atwzc4KyfBpc25aFBH2BvXlm8ZbQFg1aSydw+hpwvRy6bL/ghmq/IZewGvBCMRwyq2eVLRcCffECQV1QYZbm1u5Ab6CiLD2fu/94eCNQWib7Fw6tvUJo4DakrDEDPSIiIqIJJ+qDvO985zv43e9+hz179iAlZeBS+TExMUhKSgo5JpTsDHMPV8Dxsz3XRXXNZ3eGnK68ehAQ2baTJfK2sW4JkJYM5bUjPScZFpm9s+rm8kyfrQKq7ZbomQBUiR59g4ixQ10zB0a6OZeOV46Z96sa7AfOwbNtBWL2n4fS5oL9fN8lhf1xPbi8z32WpnbEHL0Scl/smxegdLjN80XAa7HAu3Km+dhroVUlY474n+vfa6e0u+B49Xi/7289U9qzl0/ITJZ7AY1F02SQbdlrvrZYwiqzetZAVi9L7tXrt92CcO7q4D/8mUtAea/2EyJLN3/W4M8lIiIiokkjqoO8iooKfOELX0BLSws2btyIJUuWYPXqoKIf4+WV182AagBDy6j0fbxvw/OgTE1hTs/rzp0OyEArqE3CtnVm8JOV1rN0UN6/1nyOP8CzGPHycZ9oG2Ctk8szZV+9mgaz2bm/Eqa4VHYcDq1SGVj++NoJ4GwpXNuWmxkwC9C1aqbMinVuXghvYgxcy6ebyy8DGTKR+WsT++pE1s7M3Nn3ne1pnaCrcLxyXF66U+LQvnK6vC4PrwdGexd8cf7WCuLQfEBZrXytjs0LQrJ+HffOg8/jhnX/GahiH+HlCnRtmNezZFRU+rx4E0ZpJdQUJ3D2OvTmtu6f03ffEmg2K7RYB9RNi4FTl8zlq4oK1XYDPtsNOYcWwwm7ZxqgxQE7DpiBdmBP3t1LuvfpmXv1grN5/uzr4llAYaBtRu/HR95egdk8IiIiougyQFohOhQUFPQKhMJk++YRPMkYwRLOnnOMnPSec2Pt5h684GV8/v13yDfPU147BOP+Nd0Bnt07FYoh9pJ54bNfhd7d0FyDcuAsfJ96UAauMoyUBVQMaNtXykBF7ssT7yLeo9MF18YFsFY1wbhZA7UwwxyHwwLHgXNwryiGLsYXOF885lOR8oOdcM8tQMeWxd2PeZZNg6FpSNx1Cq33L4Fn6yJA02BpdSH2UiV8BWmwNnfKvYatc/PMfYEiMyeqdl6tguN6Lby5KbLaqqKrsCrm3zhErGtr7YR3SiasRy+ha908WDrcMHQVFsUCi2HAfqMG3geWydtaYYbMzokWB4aiQIcFFrPpoDn+rGS5zNWiiHmwQLM2yuWtdt8MGeiJyqTagw9DVxqgyM9EBNnmpyXaMZg3zNcWjde7P7PLt+R9mDXNf17vQM58rvjOmxVlA48rIY/3/60KzFVU/92HiIiIaFLgb3SRSARJqtjvFkQELNf7WdJ46gLQMvxKoMq+XssRLaL0oygEYpPNzWWAp3jgdVyDYXGHnKp+ejuUa1VQ6lrkbdvOEz2ZynYX7DtPwFJWD3S6YbtYDogsV1EmlLZAoGhyr50Nx/kyKO2h94tWBe5l09G1cgbiAkspxbQ4Y8y3eGBp6NQkO+FaMR2+/HS4FxTBMzMXvoJ02MsbYKtuNn88j09W8RyInpYI38w8qHlpiPvzUcTuPwfHqdLuxz3+YLM/lvO92nLoOpTy+pC7DEUEy5dlwCdCN5uaC6uWD3R0QXnjBIZk9jQZ4N2W6KFIRERERJNaVGfyJoJ+l8pV1wKNzcDCOaGZOtEmIPC8QIZyTjEQG9OnVYK8XlcPZKX3KrRiBpH6yjnd5yuHz0BfMVvG/HZvoSwWYsADr/0aoLiBSzcAmwXGjDwZB8rMXW6q3IMmrqsPLDOzd4YOx6/3wi0CIpsC1WmHd/l06P5x6/MLoIsMlX/shhVwzc+HGmNHwqsn0H7/Emj+xzyLp0KLd8C1shj2igbYbtTJJZ52N+DwKbD7xD43A1ZNgUiYOc7fhJqfAS09CZpFtHdQoCpOqJ0ueL0qfIXpcDR0wKtpSH7ttAwUrWLpqYxvFTgq6mSW0drcjo4tC6HExgJeFbayWlga2qEumyF/PpHVE+eLjJ451wqU+FiZuQvcNtIS5BxbdJHNAyyuLijXKqGUN0HdLj6JLhngWV85BmX7OqgbRfCpy3xbINsqM3hiShVz7syMXlC2Tp7fK5snlqSevgDcvToomxcs8F0KPK/348Gv2/cRU9/nEBEREVFkYZA35kZQUTMv2zyCiaIqM6f13Yf3+tvAw5v6f6kblf4gz39u8H6tLrfsf4e8TOiLpgPOGNi8BVAau2AkqPAmlMrm5rIC5BwRnJnl/gNLM3Wnw3ylwP47/2t3fuaB7uuarsnlnEptMwyLAi090VzW6Q+I5HW7Vfaq82xZKJdiBh4zHDbEN2uId1mQ+f0DUB7cCMdhL3CrEljgLzTi9ZkB8ZR8IHem+fNWeM25q2s0G8bLnzMT2h9fhyc/DS0PZaJz1SKoHrHP0HyZ1N1nZRAoqnDauzzwiAIqopLnzWpozlj4Fk+B4vMCVot/+aYCe30L9KxkGfBZqxugJzhgJMfLIMiI7ZkbGV7H2mAtrYK+fTUURYVmq5VVOG2GBoueCJu3EKpDLMU0A73AtyYQ6MnbihYU6Pk/zus3ocyc3vN5Wy3A3Su6g8HAd8WM9ZRRCtz6Dw6JiIiIKHIwyJtIKmuAhmZgkcjC+Q0U4AmrF4XevlYGzCjyL4m0AvZY87ozDjZfntwvZjSVwxfbBvgzVUOmarCW1kBxWGGraoJ3zWwZFMbuOwv30mlQGtuR9PwhtHx664AvYfMBqS0WJLcqSOhUZDAl3bsBSEmTV71LZsJj1+GxGVAVA4bVAV+Gv9plRhasOmDTVdgSU+BQUxHjU+BQAWtONpyOWDhfOmeeu3YpXHEG2hJ1tK9fAreIz0QGcXpPcO2bkSv37YmZiHv9DLruN5eJxu48AWuXCve77zJ/9PlFcJy8Dm1qNiyaAWNGfugPZrFAe3SdDAgDdGsrfI/MgH3X67Bsvk8ukfU5yqG8fADGw3d3n6fsELfv6X/CgqupEhERERH5McgLo+FV1PRn+ESrhD6PoZ9eaoFqm/4lgCKr4/N1n6ecuAj93iXyPKuaDoueLO/3zbXAsFj8FTfNMcrMXXD2TWSo/Fki2ytH4d22HLoIuOLsQHMHfDNz5LJMkcfqXDcbus0KJMTA/eEN8Pm8sN6oQ8zVarRuXSyLoyS1ABlNViTVuKC8eQLYfBcQ44DbrqPVqaEtJwnatUtozotHV57ZBiOQlDRyxVLVXnv6RNx6swFdUzORueec7M1n214EpyMBCR4rUk+VI06c06XAWeNCTnIiPHYDbS2VaMmxoys1vjsgy/zhq+h44i60b1kkl8taFQOda2bCqlhl3zsRAtoPl8C9YYFsGSHv8S9PNRQxj2ZpFXPMiky2dbN0wHdvBuyyn14s7N4i+B4SAZ0KxeuD4YgBHt7gb5oenM3z76EsLuxVMCU4w9a70Io/A1fXAGRl9P/YoEs2iYiIiGgi4G9yY+pOm5/386jV2useA3jjUM8+vKAAr6extv/23Kn+8zQY962U++wULV72cBNUWzkMS5u/SbceEuAFt0YQAV7gete25TJQs751Ad68VKgxVvhSnN2N0X1WRbZGiNl1Em67FT5dh9fQ0bRxIVJrDMy/aENxmR3JHRYo8fFo3boM1wsMXC49jLemdaD9uT+h/Z13UDYzBS1pcehSVXm4NRUu1dd9Wxz2s7eQ/OpJeV1vaZd778o3zUVbgh3ey9dRZm3DuUwXji2x4WBxBy5mdaLjzQNQLYbM+GXG5GBmSyamXlUQ16jB43Kj+i+2wJWRIPfyyUO0VEhywpcU292CoXPTAqh2S3e7hZ658jeKF4fXCyOoKbw4RJsF3anC6xCN0z2y2I0I9CAymM/uln3xuhum+wP1kNt9mqUHNUqX/E3Xg5fp3qwIegxDb+tx/hLQbBbaYYN0IiIiosjGIC8arB648uNtGXbYfObSQtVaD91qVqJU3gxqpD5E3oVT4Th2Re6TE0sbe+vwV8QUGaI0XwIWXrSgsMYGh6rAazVQnuHDsZldOLXAgvJ0HxqW5iP5VClK//J+KLoBLSEWM/57NzIPlGDK028htqJvM/au/FTUbpovr9s6PfIy881LyNx3ARafBs3pgPNWPTzZybDUNKKjthzH/v4eHJ7pQkmBB00pCgyrgqSKDhRf1rH4J6eR3iDaLUC2bbgjHh+U5qDKlzVNUI5fNq8rXngdV2W7ChHo2bxTYTy5HRB98cS+w5Fwmz8/2tqBN/1N6IVVI/yuTC0EkhJH9lwiIiIiGldcrhmRyzSF4KWX/d0fJN6szhj6Hv5Mj2htoIglgz3LN+WjhiYLfojlf7rSCc0qMjxm5k+pagjqdRdaWAXXKmV7B9v1KngeWN79mOPti1CnZkJNjIVr8wLZ501UytTbXLCfL4NutyIxPhU5vjTEXGoFCuLgSlRQlu6D6/IldGRkw2t1QtP81TVjbMi6VouUujaUb56PmFt1uLVpLprnFQDrZsrsVOahy6hdGVR4xGk3K2CqBhqzk+BakQ6LV0WGoaF9RiZUTYXN44VbVeHLTYKCJPmzpO69gMqti1AZ70Hu/ivIcNmQOnUuHNOmorDSityXTqPqkcXwiH2HVh2aYoHNvx9OLN8U+/YM/59LRJ41kDlz7nwH6kOrYRE3nTHwzcyFxb/sVenogrZiluiiZ34qiltm9Bze2bAYsbIIjuooh2XfcX//wt6FWMRC0ODvgyV06eZbx4H71puB2YZVvaptBpZn9q62aT67Xwn+TYtB37Dbnk9EREREYcMgLyIEBXIi89LcCkzJCz2jT1P34GV6gds6UFUHnC4B5k0HpuRAefUtGNvXBy3vM59l0dJhMeLl0j+f/UZ3qX6xlFN93z0he/BC9uRNy4amq9BmZMuAKrA00fvAYhm4qLoBn2a+lgjy1Dg7PPMKMaU2FintZiTknl2Am5k+VCZ2ysBLW2YWg9FUFVmvn0f15vkwLAYqV0xFW04K7M0dcN5qQPXKadB9avfPUDEzGz7V32JA0zH91TNonJsLw2qFV9XQ6UuSMYhvVg58Yp+dqqKzKA1WVTQ5V2BVFOTuvYBbWxYi7ewteFLjUTUvG82dHvimeJGXm4apTTpipk9D0WUvMtJiUJ6nwX70NFxbl8jg2W4x5Fitun//oz/oszR1wLV+rtyfZ1UA+5vnod+zyGxmLtoriP2Rhhi7FRb/3IuKm6LxvN03S342Nl8u1K2rgtorBFopBJqlW80Qq63Dn2ULaq9w3129lm0GV9vsJzDrdJl/EEhM4P48IiIiogmOyzUjjd0uq12OWF4WcN9aIDdT3jS291Rq7KbbYVUD+/Cq5HJBy47D8hCsLx/p+5wuDyCCNxEcXauG9UZtn1PiDl+BEW82LA9IblEw/0acDPB06KgveQfHi7tQm6LKoCLjoH/JoiiO+fYVtM7KEb0XENvQEaj9D19CLGpX9WTsUq7VIr6qRd6ffLMeSbcaYFgtqF9UiPaCdLROy0TzzJzu4C+xvEku33S0uMxx1gT2lkEGlIlXa6D4NHgyE+Fo64JraiZ0C1CR6sPR4i6UZXjhUzQ4PRbMvmFHWt4cpOwwl286D19G7OGen6Gb24PYXSe7b6rLinseUxToswv6Pkd8XhYR6F2XgZoohhP4nG7rzOWg9hi97HgDQyKaqLe2I+yamoFrN8I9CiIiIqIJjZm8iCi4EiTOYR5DWap57RaQlgjcrASy04H8jO4ec2YjtUDmzl+AQ94H2NR8uaRPV9qgWxrNIhsPr+qpnrl9VU+vO3+hlZif7IQ2qwBd9y+Bnp4ANcXZncnTXW7EvHURbZsXQdV1WVxF7GPLFm36Gs3MU3ucjku5brTNngVVFwEeYLjdaMtKlIVShES3F7FnbyHuTBlubp1vZgJFdu9sOaoXmr36xFg6C1Nkbkv3+dCRb1bbFJVDO/KSu68LFv9Sws45OYhr7YJN1eCKd6D41TO49NH1oo25OT/JsYh1WKFUNMJ6vQ7uKemw+pdjqooFV2fEotxQMKXeh/xmG1LaLEiw5sHbqKN51QzEVTXD8HgAu83M7IlJzk2B9p61sPo/A8Q7YDE0kbcL+gDFdTObh5YOubTUyM6AYWmHarsFuzoNVi0dhsUF3drhz+aZYzarX4rPVPTGWzbwoknZYiOQxR2ooqYO5AwcTN6+2uYo980Ty0JDigsRERER0XAxkxf2/XiDVNT0Bzah5/uXamamAAlxwLJ5QL6Zuevb+LznOcqON2HRE+Qh2yXYb4lUlz9YMP/rbnbur68YqKTZ+ZGNMsAT160l5WaNR3+VSMeBC2hfMlUGd/Z3rkOpbMaU60p3gHczzYMTRZ1otvng0VQkHbiAlNfPwgUDLSmxcGuaPK6vm4HqWTm4vHkuOnwqOrwqYi5XIeZ6DVw+FZ0ikBP3azpQ0yyPOb89JO8PHHl7L3Rf7+g+VDTG21GXEidvn980BzEXK+HyLw9tTohBXXYSarMS5fJPcX/g6NLMSp4dhorqSydR9crz6EhzwJaXh+llNuTdBLqyUhCz73x3BU5ZWdR/qEbPEVjaGqiuGdjPKKpwioYT5jdDfB4aNGsjVGuNvMfqy4eiO/yfo/m4GbD7g7eWFhgHT3RX0+xbbbPvdyr0u9T3Wxo2DgeQnBS+9yciIiKKAszkRYLTF4Al8/v2xRus4EpyYmgxlZDnBO/XM4M4PLQeNo/Z7Fuz1sBQzAqMgVYJgTPN4M6/B8//n5oU1525866dhdhXT8D14DIYFQ1ovW8h7Icvo2vVDKhzizCj1Aan1yJbE5QkNKEq3SaHL9sP6Doql0+F7rDJoNCXHAeff5+dvG0FXD4fVBH86AZsFgNXlk+BpaIR7dmJcs+f/NHLGxHb7sah++djxr4SXFg3Q97/zpppsiKl2HOXf7kG1bNz5B40cVu0lhPcKXGwJcXB6vPhwrpiWH0q7P7M3aV1M2APui0up+wvQeOWhWjNT4UnMRZdhR2Y2RSHKY12ZLRYEe/SUbp6HjyaCL7MPYyCw2qFvbEDtitVUFQNvg0LB/gCWIAkp7k81f9csU9Ps1ZCMeJg1ZNh8xXA5ygNrGD1f74aFMNqfg/uXtp3D15ID73g75C5Py90b15wEZa++r5W6KMswEJEREQUORjkRYL01Ns/3tIGpIiCGHfGoqVBgUOW6tesPXvqLG+chr5xaKX1bTfrYPF6ZYAn9tQlvPwO3E9tRueqGXB4gJnPX4N91gx4nDacL3IDJ8uA7KAKmCKckMtJTYX7StCclwJXeoIMYBKqW+CNj4Eaa5ePNxekweb2QRPZOwAxXg3b//sN1Nw9G05HHBa9Uw2nx4p1r12TVSxFuOGzWZD85kXZRP2aaoG3rRPNqXG4NS/XDKREtVHb0JcY1q+cjszjpbC3daFhy0IkldaizlDQVJSPeaUK4uq7MMeXiptFGlxpgL2yEdbmTuiLp0FPjYdn7Rwone7hp80VsWeyDBbvLLO1gi8Pmr26bzwllqeKDBgREREREYO8sTCCpW6XrgO5WbI5eb/OXwHWLwtZXtezHC84w+e/Lptm+x8XGZt3LsJYPgdW1VzSqdpqIDfNyaV/gDa3SPbG0+5eYDbp9mfsHK8ch9ff7DyQnVIL06D7990JDZ/YCPvbl+BbMh3FpQ7Y586GK07B2SI3OqwqfCunwVLTBE9mEjzieZouM3qCuH55/UygvUsWSImrakF1XgqK3r6CqhlZqM9JhqHpmFbbgZmVrSiu6UB2iweWjEwsPlAqAydYLDCKMruLtHQrLkCm1YLik9VQyuphpCWg42wDbmU6UZqTiGv5ieiKtSOtvAm+xFh05KfJpyV0eFB08ibKtphZtxlvXkbVpvlwLy1C1vFS+Jo74PP64Kxqhdvjw8nMVCyo9yDJSEPxLRvKPSq6mjvhmlcAu6bJTKQUZ5eVNmN3nYBv+yoZINtO3oC+anbQoMUuwp6MmsjmKYoXPnsp7L45shCLrrmg21qgBPbyaSqUA+/AuG+NrOwp9LRWGGhv2yD784bSUoGIiIiIIhYzeZGwH2/TXf5iE3r/e6fWr+h/uWbIK/XegyeIHnmAXpgFi5YKBTboige6pUEu9ZNLMkWlx+wUaFlJMiAMtEywnLsJz7q5sO85Bd/mRTLok68szm/rhCqqaFosiBNNwrt8mHUZiIEiA7wThZ2ywXnyG+dRtboY8RVNcKfFy+WMPt2Ql4IIFMUeNl+M+NmtqJ+WjriaVlQUpEK327DlcBmW3GpFgjfQ3gFAYxuaCtJQuTAPtQk2NMba0OGwwG2zQLMAIs6J0QzEezXk1nYgyVCQa8tAzsVKJCTEYX5FuzxwSEWD5sWxNVPRVF+H+iyz0bduBWx1bXJPn5gPt66be/eO3ETFwkJYnXbMePkUOufloykvCZZEB64k1CEn1YeCV8+jcO1SNHhicdP/M4pPwnGpEt45+Uh+7SR8mSnmXIrWDlMzoRiiqIk/LBODDxRqkeGVAct+kWVdIpdu2rQCWW1Tt7TBsMjSM7JdhHHfSnluT4sMESwGmi70VzjFX3Dmdi0VQr5LyhCKsDAoJCIiIooUDPIiwVhXE8xKh9VjVt7UbLXdv7NbDpdAn1sIJPdudA1oU7JkOwTPBrFXMJS9ogm+wnToCbFo27IE00stiOu0wGPXUXb9BLzT5nQvyxSVPpsWFSK2vg2KyOSl9V126mzuRHJVK2Ia29FVmIENFxtRXNYiG4grFQ1om5KBc0XJuJjtRK2ajqTaVpxbmdsdkApLjtzA6TXTYFU1ZFe2oqo4DWmpNqhWC1yp8chdmimDvJn1XZhX60JxgwuZV2qxbWcXtIwklHhu4vC8TNTkJOLke1Zg/t6LuHr3bNzYMBti4Wj16mIU7S9B7eb5uPDXW+Fsd0NNjIPDYkHLimnotHjhfnQeimsNZMRkAxUaqsz2f4g7egWOG3VwbV8BW0N7zw65jCSZa1Ma22CIz8DRK3gSAfVqcy41ax0segosRoKsjqraywdPsomqqx0uYMGswb4hRERERBRFGORFgmulwIypgxRc6W8ZaGDJZuCU/qpwir14iTKLZ9SUw6g9BGOVKFJiQF0713wVsUQzqICLrPiYYPa70+1WM/PU3gV7aQ1cCwvRNTffXK6p6yjcW4bE661Q1y3BuewOaB1OmZ0T6hYUIGPPOVzfMBuqzQqvDrhVFR7//jqR0RNLN33ivTITcX95O2bvu2m+r8uN83nxOD5nOo7PyYDHH9AteascJXOy0eH1Ah4fVLsVia1u1MTZ0ObxQNENKHbIx4tuNMgMV82ifKS63biZGYdbyQr+XJyNhReqsUJPRUFSEqa3q1hQ1ooF15tQmhGHkligNj8JLuiw+XyY+9Y1VGych0vrZiLGp8qCKsllDUh//Tya7pmL5JIqNG9agNJkFV6LgbnVMchotsqG5RVFGho+fI/8meximWpGIqweL+JePQHvY3eZ+ba6ZmgxNsBmldlRQYxbERlVp9hrJzJ/ohrqTTi888wKqVoyDFtbaLbO8Ed9cimuAkzN7f5M+2bg+luyab5z38eIiIiIaCJhkBcJ1KDliLdTVQMjL3PQ6ps9ffHMSiSi15qg5SswpoisjmrW4vQHheKyu7qmbJ/QswdP83qhi6WQTju0qZmyOqZoByCCvNRmBWmWVBhrp+FcbhdanAaMvBR4RbVMiwJ3jBVNG2abrQWcdng0a58gT/epuPdEJe69WA+r3QZNAQ5OTcKlPAtKpqbCbTXQrvrk+4q9gUcXZCO/vAXOikbEubw4vjgP885X4MiKQkAEfqInX6IdSQ2tOFeUhMXna2TAV5Ibj7kXquCJtaI9yY6zRcnweFVcXJyPqR0qPrDzMubcbMb0pgRMz07F9dpq7HTGoG5aBs7dVYzCCxXoTE+AKztJVv6snJWDxvR4zNhzDmXvXwuHP7CtSPQg/uBZFM1YKStv6hYNVQWiiXxP4s1a3wbvlAwZPIv7vLPz5P1i+aV/W538BMVjin9fnSJaXZTegNbVBNvMDbCq2fBZ28z7zVcNCdTE5zvU3XR9K22OdMlm33OJiIiIaPzxz/WRYE7x4OeIzFld07BfWpTgtxix8hdz0XttMI5XjoXcjn2rBBBBmahImRjXc54XmFJpBTJSUZbmgXL0tDzHlxqPpKs1iK1v7/PayWWNIorsvi0ybX/5uzPYfLYGVpcH5/IS8L+FDpQ2NuHYqiloyYhHe3LPe648VoauODuuzcrEpdlZeGdJPiyabgZ4veRXtctzj6zseWz6zQbUZ5jLRd1xdhngCRVJDnzvg4vxxc+vx6kpybILXTHs+IvDVVh/vk5mB+tnZKHT/9yMkir5ebjTE3HtidV93vvGtjm4mOeRgVZWkxU5teY/M1tlExxXqqDlpsLiMgPS27G+fgrwB49ScR60+UnQFZcM/qy+nEFfg4iIiIgmHwZ5o2agxtJm5qNP0ZXKmtu/WsjSS/FJWYAlc/u8cuC/0DEEDl0u6xN0SwvgdUHZfbx7SaYclaYCJWXdTdfd21aGNEN3L5yCuBePdDf0Fhk8VdNRVGGFVVfQFqfheoYP1RvnmYVUdB0NM7PRli4KrZiFVbr8R3xpLWJEERZVRdHNJnzo7Qpkq0BHchx+srUY31+dhYOLc7HvnmLEVregw+uRWTi1tVNe7luSg06PF3kl1XBWt8Dt9mLG+WpYWjrh7vJCaTIv0282osmuoKvLI4+cy7XIvVyDi3mJ6HS70e4xXze2vAFtXg/avR542l1IPl+G/7y/GN9anYWqllbYNQNbT1XjE786DmdtW3eD9MSSKqScvCl/DufpmzAa2robuovspFhaWhHvwdVssw+hCPKSmkTT9CR0ZSYi8b9eRufqGVCqGrsbpPc+xGfgu2chdIvS3aBeFMsRSzFFWwW8uhNWPQXQY/yff+ATC2qSfqnUbL8R1CA9tEl6oHl67++x/MYMWuyHiIiIiCITg7ywMIDauv7vD9HPL9k79vX/WE1D32DSUGDRkuRVzdoAI8YKfevS7qWa8tB1WI9dhuH2QLlRLZdqmss3RWChw+jywFuYLpdKBlopiIAlucMCTTFwIbcLPhGYuNzwqSoyXj9nBjpiiaamYeqfTsBS2wq3quHawnxoXV4sP1mBD75SglgduJLlxJfvzcPb2bGyCbrL54Xa4cLCw6UyEHN5fSi8XAuPywOP2wdvlxcXchNRFWeTt09MSUHB9UZs3HcN0y/XwdPlxY0EB66kxMrHxVGSFY9LaXG4nBmPOedr5H3uzi5Mu1Alg0bxPs2KjiPzstDV6UJHSzu++qGF+NnSDLjsFuRWtuBTPzmEe549DpdPxamt81BenIHcNy6gqjgLLYmxMuATh9bcgcTDl+D1+dD5zkncSjczdtP+eAH2NhXexDg0fnQjVK8PaGjrDujkPkj//Br1rbAcviiXyXY3pw8O0l7ZA+2hVfJ1rb4sf0XOXgG+eJ3cDBgJcaHfq4Mn+v9G+r8PQ9XvHy6CHh1RKxEiIiIiGhUM8sJlUe+s3CCOnDYvs8x+biFUFaiq73O3oifIZX2i+bmhdPT7spbSWqhrZss9dLD33aJppCXCca0n62jRgMIa87yKTBVdDvOX+ayDlxF/ow7uoOqZsU2dKL13jmxu7ujwwOHyYsOBq3jkdK0s8n8izY7n8x1oiQ19X2+MDTsfMKtKCmfmZcOwKEhpc6O4vKXPGM8Xp2PXmiKcnG3uV1x+pR4OX+g+R81mgSvOjkNLzP1vusWCE4vykNzm9v9cOuZcqpOFXEpnZkK3WfF2USK+vrkQN4szYC/MxL1uG+47Wg5F1eGLc8iCMqIwTchHIQqliCmxWlB/z1zcyPCiKVGDsnIxiqtiYVUhq5aKufbO77vMVM55RhLUNT0/f2/6w2uh2qpkkGUx4qHoZvuHnh9WAy5cB5ITAVuvz3RRcF++UbRjz9i8LhERERENG4O8cDlyCuh0DWFJnD8rMqPQzJxMy++VJfEvq1sa/Mu7mfvpyeK1mA3k/K8lEjaB3JA2Kw/azHzZl07NTzezeIHlnCK7FGdDy/vWwXKjBkZTG1LrAIeqoMuu41aqVxZEERUy20RREmcMahfky2Wa4oi71YD2eAc67RaZ1Zt1vQlLlVgZ4OxelosfbSiA0e6G0tqJ+Yeuyd50gSP1ZgOybzbKzJ04RPYtraIFlbFWeNxerDpWLrN2gcenXG/A9r1XgVYXjuUlokNVe54rD5HVE6/jv+32ocGm4L49V+R94vzL2U4sOHTdPwavPCrtwK9mJeKtTAdQ1YQNJyrw0O4rsmhLlyqWaIoMngaPqiHrwCV4FKBy5XS5dDNl3wV4DQ0Xc91wOXQ4fAoKbilmIRpdk8tf9eAlmuLzCFquKZrOBzKqZpN6+Wmah+KVbRUE0TvPzML5C+6If9VJztAllzveMD//GDsMmUUOXdbb9zsX/P0K+h4O5OEtg33jiYiIiGicsLpmuKxf6b8yxH1PGSKDp8uedwGBvXjKG8dgbF4FWIL25hm6LLUv9m7pj8wI2bsXuCYCCdub56B0dEF9YJk5Gv9SzcDSvcAyQjU5HorVjux68+8C1zM88EE3q23qOroSY9GengC1owtxVU1IrGnF1RVT4ahsRmu6E7NLG/DAwVIgKwWvzErBn+amoMun4lp+IhocCt5ckouFR2+gKs2J8rwktIsgVTdQcKMRpXlJ0FQdl9Pj4LIosHR6URYXg/v3V2JKTRfymjyYXtcGn8WB7QdakOzugs+ioC4pFhXpcahMj8WNfCcuT0lEY7IDFqsCxWLB9IZO/HLTdKQ0dqIrOQ5ei4IDC7JliwOfaGcAIMbjhr2xA79aXYgrBUn46OkGzK9sQ/yvj+N/P7AEBuxIrG6FLyMJ11ZOQ0xQpdTyDbMRKwq0WDWcyXNh9a14JLdbkFqnoT5ThxUa4g9ehLp8JoyEWGhGoC26aIxuXg+0RbBevAnDGQcj1gHki56HYodeFazIlIV1xGdtWDvNJ4unFOZ0t9QwFAPKw/f0ZH1dZvZyZJU2iYiIiCjSMci7DbP2YuQztt7l35elhVTVlL3xtm2BoZwPfUJHFyCWDIpnLJ4OLSnO//yBaclOZNcqsOkKOmN01CaqIY+3TzGbrQtqrAMVq4sBnw9x7V1IdVjx0Ll6KFkpODw1GX+al9q9RDKrrgPT69txbXoaNJuC+jSnrGaZ0u7F5XwR3MV2v+67DpUjvlXBpnO18FjM8QfEaAY8NjMAbYuJhdPnRYIbmFPZJQ/lTBOcqhdXcpJwYl4KDi3OkIGUUFDfCV+HBzfzU3DXyUqcXFYge9alN3bClZ2M88sKsPqdcry9cgq6nDH41JtlmFrRjI/uKMH+BZmyqbkIrHLOlqNzVi7iu7zQHDYkdnrhm5OPuLIGdBZl4Hq2FzNrYpBXbYFx7BQQa4VryxI4S+vgm93/t832xhmomxZDnzcFimKBcvo6DBHkNbZCuV4DfVk+rFo2LGomNEvn4N0LEuLlc4mIiIgoejHIu42+u9zG3tCLX/jPG+B8i2bujdMt7f7m2D1BnOX4Zaj3LDRzeslOGP7lgPL87sqb5m3NMMxlhZqBjHorcPkGbm3MlfeJIYgsnqiqKZuji9YEMTa4MhJg6/TAa1dQOSUdn3j1MuJ8OkrTY/HLxWlymaM819Bwbkoylte0IKG+A8dnZ8HnVTHtZiNaLQq8bh90TcOM8g48cqAGK641QRWBjmJBu9OC8/lOXMmJRXmaA22xFtQnOOC1KrCK4jAuFfdcb0Z1khNrS1uR7AIWlvswpc6F/EYPPv7adVwtSMQPtxfjTFECpje6sOrYLRxcnI9t+6/h0JoiLD5RjrfWTUd2g0v2/ptz6DpOrJsB371F+NwhG2aer0JHegJenp2LOJuCG4vyEWu1wdnYjtb0ePiSnYgR++PqWqHYLeg6X4XmuauR2mlF8uxlKC3WESOqlsbZzZ55hgJd1RH7xln47l8OxaLAt3q2/Ix1kY0T2bulM+Rta3oCjPQ5UI06WDoTYLHYodmcMpsn+u2Js3t62YnPxtrzHWhtH6A5uvx2hH6/+kSN7JlHREREFOkY5N3G4J3MxpI+hPv7NkA3rxtQ9HjzDIsouBJoem6eq927qHuPl33nCaj3i4qb/tfx+BB74Cw6NokgULTIM89LaQHsmgJPTjJqEnzyfsHXK8jLf+MCriyfirQrNWicl4u7zlajsMkNT0U9fvTACrjE8kXVhxlX61GZEoPWBAd8mo6aRAe8HhVwe3EjJRZLS+rga3Pj/mONuOtSW3ez8D3zMvDG3CRcyI6VmbJGUegEwLrSJpQkiaIn5k/S4rTh6YWZmFvbgV8sT0NNahyyOjLx4WO1SOqyYtVNL9KbDPzLL0pwbkoCfrZ9Kq7OzIDVp2L/nEwsuFCLTouCba9cRFe8A/u3zUe8y4uCkiqcmpOLH6/Jxed0A0su1iLp2DX89h/uN8eoKKibYi6ptdotsghKc3EW8nafQ+UTa+DyurBqXymSkhKQ0WRH85p82M+VwXB7oc/Kh2a1QrNbYbjc0OPjoDvt8nO17z4FY+sKWF4+Au2h1XIJpsjcKooPWl0JbG9ehvUjj0C1tvsDs6DgX1TOlEHiSIuviM+W23eJiIiIJgr+5haNDHO5prwqlvAFUUrKQm77Hlwhm5h3c9jQdd/iPi+Z0WzuUauZkSA6MyD5bBnSD1/tfnzK/hJ5WbZqOjJu1KNyUSHS2ty497yZD317eooMvAKuzcyE126V1S2PLspFY4o53vRWN7Ja3GiOi8P3fnYW95+uha4At7IVfOITc/Ff9+XgQr5T9o+b0dCJVWUtyG91I6XLh+QuH1aW9yxFXFLZhqLmru5wpyEpBt+9rwj//EgBPvfRmTgyMx4WQ8fMSg+++8PzeN8blXKpaEtiDM7PyMDVwhT87l3zZAVNi66j+Hojbk01q5vqVY3YG6sC8bGYnpKCFcdv9ftRiIxm0qVqtM/IlrfdcQrKt84AEpzIsmfLaqUdDy4Nicnc9y6A4Qxdjqres0BeigCvN21GLIwnPyj35Sl66POIiIiIaPJhJm+M9e0lNpz+YT3n9jSxHvicAMWIkUvxDKiinXn3ebLcSowtqHW6v7iKvzde91mi2IrRs1zT4tGR1GmXj1Unq/KxzsxExPgfF1m8igUFiK1ohM8KWNu65H3bTlTBrhu4mOXEc+vz4FFFRUqf7KEn2FUNhk+DqoiMowKf14cqpx0Pv12Nxw5Uo9WeAFesju/cn4cz+fHQNB2q13yubgBv5SXLVgmxqoY9hclos1pRn50IeM2x19qtuFiQjKwuH9xeHRbRJkL8ZUMBbiTY8PSqdJwqiMG6q24sqnDh/uONmFrVBV+SDycWZON6bpLMLv757mlidyOOz0yHDTqWHLqGCyum4WaeG8nHq7HmWj02WhQ0WoGW3BR4isz9iYqiIcbtg2oY6MxOAkQlUkVD25VrcOUtgNMSg/QaDU0FOtTibNh1MUbz7y6yoqZYcnm9GnpyPPSMZLlcUxzmZ2zAWl4LRQSxi4uhW1plc3SLlgrNUte9ZFOe271U03r7zNyOvcDDm2EYYkksi68QERERTVTM5I2KO238fLvy9P0/FgjQ+p5ndGdzDKVLrtwLVNaU7RGm5fQ0Qg++P9De2n9/oIWC+C+5xfyFv82pw2XT5D68zqwkeBJjZTCn6gZcsTZ0JMQg62wFLi8rQkZtGxYcvCLDid8uSIVHFw3SVXm+CPbE0RJjRW55M+4+eksGeKLoyef+eBnvf6NSBocHZybi4x+agZM5cfB4NXh8Orw+HXdfbpB991aWNqFVB2otVtRbLPD4xDkavr77KowuL4rqO9GgKGjXgPSmLni9mnn4dNxzsR7lsTZkNnXinx7MwX9vykas6sbsik4U3NJRGReDdsWQ4xL7BFWviqUnK2Rz9reX5aPNaqA6JQY/fmAGSu6agRi7DRvLOtGYEd/dDF7z+NCRGIPqJYVoS4tH+u6zcu7q7p6FawVmIJpZb4HhMSuUBvZCyv/8n4mangAt3uH/nMxgvPsoyoS+eLrZCsPaIF/PoiX7l6z2Pnq+B30bmvvPeXjTAN+/2983cFP0gZ5PRERERBMmyPvoRz+KN998czRfMsoNsX3CMCmGWZFStwT68JnvI/Zz9fyi7++XJ3vmITTwMwKtFET7BAPJbebXpD5RNe+TxVgMtBamyQBPBG5esczTGYNLd8+Sj68/WwtjajaOFiXiVrxN7rvzieBHVWHr8OCDz52B6tNwcmoqXluUA82nwee1YukVD1x2B36zOhvfvjcLoozIbLEE06PCJ4I8VcfugmSsvtGCN7IT4RONyeVhyCBQHD+Yn41ZtZ3YnZOI5FY3quwWVFst3Y+LoyrGhkU3W3AgPxEe1cCe6Qn4yAdn4WZGDFJcGv7xFyV414Ey+NyqLAAjAr39C7JlsLfg+C10yaykCreu4SfLM9ARY0VeixuPPnNc9sCzNbUj+XKVGdT6+waWbZyL/N++DbR0otrpRVusBquhIKMO/v54hgz2UN4A2/lbQG0TLFcqoTtssL18zPxc/KFZ4HPq7o2ntMqm96KiqkVPDDTJCJTS6VWgp1fgJfo1vnE45K7A9yH0uzo231ciIiIiiuAgr7W1Fffddx9mzpyJb3zjG6isrBzNl6chEss1BUMJ7YfW336uwYg9YwmdZiavKbGnRUN/HB1uFJ28hVU7z2HeS6fkfTtnm+0SgnlibHj6UXOP2dxbzchodaO4ohMf21Mt7/vzijQ8uzq9e6/gyoo2qP6llvLnsCh4oyhZXp/a6sa8RhceKm2Utz92sQ6xmo7SpFjYNQNOVYfbZu1urxBwMzkW57PicTUjAVOauzCzvhO1SXZ85dECnJoSD9XqwN3nXFh43Sz6Iswob0F2Q6csFpPS0tV9f1usDX9YZu65m2eNRUaLG64UJ+pm5oT+4CJAjo9B5mtnEFvegFsZPnl3RqMF1qCOFGpeKnxzC6BnpcC3fIa8z7s90FdxAIpoet8sr1razWI0g6qoATo6gXgnsGnt0J5DRERERJMryHvxxRdlYPfZz34Wzz77LKZOnYoHH3wQzz//PHw+8xdaulPGoO0TFN3RJ8jrfaqZwevdIN1M6/Xk+gBnJ2CpqoO7oRaOk1dlZk/u2dN1ecTfrAdEpkss4XQ6cH1JIRIzUoFlxSjJdqIi3gqfrslDLGFUVU3urSu61SwzeefzktBis+BLz1yETTdwuDgBv1mZJpdUqpqBzZfqsb8oBR4NMosnsnmOTh9m13bK2yJjF+Pyoc5qQXazG29mxKNTNwu45DR3yexaaqsHWU1dMoOneszlmtU2K1qhyPuuJcTgYmocVl9tRE59J45NseFIcYIMEj/34i3MvtyEhReqUZ7kQGVyDC4VJKEm3ga3zycbum944RTOJlhwNscpf4bHfnUUapcXOe/clBm87gqkhoEb25egrTgLuq6hzumTPQetuoK0BiVoyabIwvqzqd3LaM1lnIEMm2XHEbNCalBuT7c0mZ//kUui4k4/35vgbJwOWC0D9NVjxo6IiIhoIhv1PXmZmZn427/9W5w5cwZHjx7FjBkz8OEPfxh5eXn4m7/5G1y92lORke5cz76qnqIpgD0oyAvekxV8BO3NCooAg/fjiSNeZPGyM9A8JQVt0zOQ9maJXFYYOLwOqyzvYi431KFpGhaXmdmvg1MSu5dpiiP/VhM0VZPBXYdFkZeaquP/+8MVGJoddYk2/NfdmchodmNuZZsM6HZMTcX55Fio/iWZIrBrtijIaPfA8Ol4OT8JDVYLGqxWVNltuOqMQbPFgvQOH5xuDW+lxqPNANw6cM/NFmy+2Sxf19rlk0FgQofHDPy8GnIaOmF3+7BreipenRePk4VxiFENfP3pcyhzxqDFKorDqFhxsgpJtW1YcaxM7jPcs7EYrU47nlmQBp9FQU5yEgpr2nF1WZEZ3Mk5EIGeubS1aXER2gvTZa/B8jQf0OVBZrnXDJz98yr3QwYfgcDcf9v30KruJZuBZZuGpQu60gXl3ntgkS00DEBToew50us74/+8czNlFi9kX94Qi/v0Pjf4e0gUjd544w28//3vx6JFi/DYY4/J+5555hl4veFttkNERDSuhVeqq6uxZ88eeVitVmzbtg3nzp3DvHnz8N3vfnes3pYMu2yDbf7CrcqKjpZXjw04L/aDF6C0ib17oRJ3nYLzxHU4uxTAakVbggE1IwkNG+bIx7NO3JCXndnJssVAQEF1O9Lq22VT8rM58VA0HRbN3BM261o97D5zyWd1ptnHL6fRjSk1mlya+ZN7s+F2WJDT5kF1YgxyOjxYUB/aAiLg5Sk9y0CndXhwNSkWiV4Nd9e0o81uxdk0J4o6vDAUBW6bBfVOO/blJ2FXYYp8jrhfU4C/e6cS+e1mxrM+yYGr6fH41NFy2Vfu2/fl4la6A60xifj7565i0+lq5DV04sjCHNnm4ciyfDy08xIcbhVWVUN9vB03K8wlp/efq0NcSyeSqlv6Hb9F9AQEUJck9hq6EdPqRlJ7T1pN8fgQ98a5YX+fdYv5fpbTlYDbA1yrgJGfOfATLl4Dasw2F0TU16uvvoqcnBxs3rxZrlC5cuUK6uvNfzPi/8ucTic+85nPQFWD1lwTERFFU5AnlmS+8MILeOihhzBlyhQ899xz+PznP4+qqir86le/wuuvv44//OEP+PrXv46JwCxfMlGYWRRReMO84pNL8SyvHIG+zcz6BLNcq5L3ee+eBz0pLiTDJy471s1G54rpiBNBnvhsb5UjpqzRrMRpGGicldO9tDDndBmsLS4kVDRhRkUr0OXFpZx4uK3A0sOlmHKlDmk1bbL3XG5Vu2yboGs6dE3D9kO1sOoG6pMNnMqLg08zcDw3ETUxNlQ4HTiTEgfVn8ETBVbuqmhDfrMbUHXAZ2BuvQsOtw5d1SFipIPpTnh1Ax+6Uo8Ej89/nm62VQgcPg0uA1hQ3YG/X1WE0oRY+b5nUuNlFvDphTnoggJRb+abW3LgsluQ0grkV3lgeDVoXhXni1JkJvL1NUVwuDxwNHfIrN5vHp0Pj1WRexOzG7rQ4XR0L9dUWjrlZcaec0g+fh2aWMYKHfVT44HMNKQ2WbozoqrDBtemBX2Xa4aUzglecmseusXcl6fkFMOw22HMLgLmTe0pvtKdtfVfFhfJ95b2HgZcXUP6no1e9ViiyKTrOh5//HFs374djY2N+PjHP47a2lq43W689dZb8pyvfOUrMgD88Y9/jNzcXJSUmP1CiYiIoirIE/8n96lPfUoGeMeOHcOJEyfkXziTkpK6z9m4cSNSUsxsSqQrHuf3C61mOIJfsK+VA2euma8lsnjiGQ/f1e/7iKbfve/r7pUnlgwmxCHp1dNwiCZ2Isu1IBtdhWnmUkJRPCUhVvaqE0sMK+fmwhPvkFm7whYPoGq4lOWU+/cOr52KK1NT0eK0ozIzHg/vvQpNVeWyzqQWL9ZdaJId/f5jS5Hcg5fQ6YWmiSqThlyimdbphU30xvPp2HqzGW+nx6O4uUsGeCKAa7Uo0OSyRAMbK9ugeMx9es9kp+D3ualmUCcDPS3oMOT9Lxcky8cCVTsXVrfjIyerUGe34UKqCC51zK5uw/MrzCIvjx6pguHW4BFj82lYc7wcLXE23MiKR11yLNDpRmJFM96elgwjOxUb919FR3xPkJd/4BLg9qJi0zwoXV6InKYI6KpTzP2qKW0KDJ9Z0VTMa9yr75ifSZdYmqr2aXvRfTS2QTl0wVxqq7hgwAclPQMK4gf5Humyb6LI1Eqb1wLOuGF+J4mij1iCOX/+fPzpT3/C0qVLZXD385//HFlZWSHniWWbFRUV+Od//mcZCIqlnPv37w/buImIiMYkyBNLV0TW7gc/+AGWLFnS7zkiwLtxw1zqF+kuIEJ1uqDs67UEs8sNpboRyqK5/js0KEdLZIDQHy0/HTHPvw3r1aoB3ybhfKV8L59V9GEDFLX/6ppiuaZhtaCpIBVTxHNS4nE9oydYiPWoSG5zQ7NaUJceB4dmBg5rLjbDoRu4mhWDG1lm3vShS/XI7OzZ4yKqY4piJqKi5u58848FB3J7/mjQbreiwmHHsgtNyDndjE/+qRRP7q3AR165if/842X8/MXLuO9IDbIaQyuNJviXjQY7m+HEkbzEkPv2zkxHRZoN5wqdaIlLwJeeuxTyuMOjYuUps4rsvIu1OLuiCAemJ8No7kCRPRapbT3zX7liGnRR7ARA1aZ53feL4isuhw6LoSCprWfJZueDy+SltbIJ1vqeKp99pCVCv8v/erKxfLu8KvblKUfOA02tQR8W980R3Y5YdikCvEuXLuGTn/wkTp48ibQ0f7Z7ACKjd/DgQSiKIpd1spUQERFFVZAnCqzExk6sRY4RY8feoZ8rimVsXBF6X1wsjLuXAIaZlTEUHcb8qUCc2U5B3ufP/NhfOQYjPgbuR1ZDLcwIWUgXnLhp+/R2+V5ui9kfL/WgP8BRRe4s0DQd3UdymxeOzBT4nDGoSLD7++zpsihJbmUr4FPxzP2z0WW1ILnFja0nquG1WLFnbgo2ltTL83+9MBc1sXaZzRMZrWvxDqyubIXdq+Hh0mYUiqBJM/BAWTNsbh/uOteAj+4tx6bzjUhq9SFJNyBqi/oUBVdgQ7MPKL7VgS/sKcNDr1cird5c6rm8rgPbS5tlRs/mVaGpBq47Y5DX6jF79mmGrNCZ2O7Bsbwk/OquDMSoPsS47HhsXymsXV64LQoWXqjF4UW55nJMr2j2rkFpbEOF3QymFl1t6F6C2ZaZAK+idGf2Ml8/L+dH/NyiB6HYG5d29BYS3irpWYopiqxMz4aamxpUfEV+UiH/mczqmYEgT9HjYKyaA6Ql9SyZPHQaaOvotXxXfpK9CrAEVeJ88xjQZr4mUbRbt24drl27hs997nP42c9+NqznidUrYg+6aCV0+fLlMR0nERFRWAqv0DA9vHno53b0LZTSI5AJ0mEkxMpf35XrVcDFW91n+LavMq/YrECMXe4Vg7enaIAIOuIOX4Y10PXinfPIev0cGu6dJ4OO7IOXeoK7oGqcaa1mtqytpgFilafZEsB8vSNL86BCkUGT1eNDbl0HslpUxGoqylIs6LIo0EXGzjDg8Kq4q6xFBnm5bR68lp+M1TXtqIi14/7yFrFGFJmdPnz0zUpsvNyCSl2BEm/DviXpuLA8Df99XwF+9tAUVCxNxfdW56EtNw7iR8mv68Ljr1dg7uUWHEqJxc04O9I6fXj8ehPixP49TceOgmSoBrD1SiNcigKxQ81QddxMdeCY2DsHIL1ex7KLdThanAaXVYGumtVDm+Pt8Gqa/FlefsDMqC662QzV64Pm9ckG8vIQP9feCyjfOBfZL5+SP3OX2MuTkwlnwTS0rijubo7eHUwHlmgGNUIfKDg3lA7zm2DEAUpPURxp/VIgcaBlnAjN+L2yz7y+YRWQlDCkypussEkTmdheILYaPPLII3JFynCJ5Zq7du2S2cC1a9ey8iYREYUNg7xIdqak/0IYJy4MIcgLKm9fnAfLjZr+++q5vYh75TgsHaHLGW31rbCKaAeAa/1C1N23sPuxqnsCS0JDpfiXWZYvLoLVp2Hq9YY+54js2P+fvfOAb6u81/9zztGWJe89YjtOHCfO3jskgUBIaEvpgHJLaWnpbW+5hd7u9t9ye1u6b/dtKRRoaekAWggQVkgIJIHsvezE8d5LlrV1zv/zvkeyJFu25cTbv28+JxpnvTpHkvWc33isTi9WnWmBR9LAbgBPz2w3aUKZp1oJ8YHuk+lOVWm+nWGBRxLxRGES5rU7UNXqR3qzC/PhwasLUnGuNB7JcSIOpppxY1M3bq/uwM5MK6rTTbCkavD9zbmoyDRBUoB1R1vws71VyLe74RaB1zPj4WSCN4yd05PQbtDiusvtWFmldqx8YmU6LB43Vp9theJXkGhnrzd0TKtYjR/rmJkVj+MZJnhEAUl2LwrKmpFQF0qZ1Dg8cKTH8w6brqwELqgaS9PhExVo/AKMftUCI4hp51EMBUVw85pMASIExQDxm7/DkBFF4Obr1PvM4/LlN4e+DYKYQLzwwgu8gcr06dPx7LPPXvV2Nm7ciB/96Edob2/nqZsEQRAEMRaQyBvP5GUBhlC6ZQ8blsa+DY8XOF8F/9ZlEE9fgVDZBA0zyw5i0MHxkQ3cOzs8hc9ZOg26ikagohp+MdyPLZieqUbvEJZWmHZJbSveYZDg0whoTTEjscWO6RVtfN2Ulm7UJhnQatHDxIzrBAH7CpOwpyAJ6Z0eHslj9Xus0cqOgiTcdLkNx5JMMLIoox84E2/gETltqwezKrrQAhFPzErBuWkWvJ4chwMJJrRrJDySk4DzJh3cbKc+GXuS4mA3aPDq0lQcmqU2/TnZJKPOLqNbErGq0QYevvMpEL0yipodPF00ucuNigQD9uYm8KYwHVrg4LQEGHx+ZDY40RSnxdGiFO79J3W70W7U8Ogji2A6oaCuo4MfrDmHq9CUkxhoqKLAbdCgPS8Z6fsuonXBNJguN0LT5UCnSa0TjLMLIU88KOi+aWFkFC+8+UqE72FgEhQoohrtFWQD/N/5FIS3jkTxsoux66VWC9y4PuyJq63royYuxPjEbrfjAx/4AHQ6Hfbv3w+RXeS4Br7whS/wlE3WhZMJR4IgCIIYbUjkjSNY0X4PTa1ATYMaUYmKOMgPaXVbwjvneNdLhjy3gNeL+Yuy+GPt0XKI9WrLfd3Z6oiteArS4J+WybstymxTAUEX/HnPUi71HQ4Uso6Rgee1gaYeDp2IeQevwGbVoyXZhHLmaacoWHq6QR2hDHTq1MYsdQk6LlZ2FyZyQZTS7UWCk9mrB7zwFGBFY3eo8M8PFJ1Vo2LmTD325Mbz55e3OiCyLpqsqYus4JhV7f7J/rto1OHfqtoxp9OFozPicXRmoFvm0SbMbbDjhcx4vt5NVR1IcHpxa7laH9hg1OJoipmLTzbltTpwPl0Ll0aL4itOyH4FsteHJSfqsPW1i1B4umnAAkFQUJFkABraEJeayFMv2bFi83h3UpMOVetn8Q6btsJ02HOS0WlUj5/ZIfSI6KC47jFKCKur5McywjA9LL1TUCPALJKHynoofS4WyNHvs52xyF34O4o6bBKTnO3bt3NrhMcff7xPB82rZceOHYiLi8N//Md/oKWlb1YDQRAEQYwkJPLGKymJwMyCQRcTduwdUOQp6+apDViCczMSoaSo3Sm9i4ogM5sBlrW5SjU570N6Cr9J3X024mnJ4cG0PedweX1oPX+S2pmSpVWWz85EckukkfmLawvg0qlpmfHdPmj8fiQ41TTRO47VI83uQY1Fj8Y41joFmMWsEgDsybTg6yfreJfNOfXdKLW74JUEvDIjAbc0qF0nLT4ZckAkz7O5MKvLhQyXF4s61W38KScRZ6xqUyAWzatP1sOmCFh0IZRG+XKWFW1GLX4yXxXBvTmRZcWhQgu8koT8RhcsDh8UUeD+f8/c3DeFde/66UBWMnJaHdyyomzdTBS+GdmMQd9sg7G6FRpmSH/wBH/O7FJfh/nNyGPO0O0+yTumem4ORHN7d0/1q9FAJSjydrwJobMbSIzsGtovzW3AmbLYliWIScBzzz3HbQ/WrFmD22+/fdi2y5qQPf3007w+7/3vf/+wbZcgCIIgYmHSi7yysjKsWrUKM2fOxNKlS3HmzLg1RoiERfD0ut5P9llM2b6u1zPBqIwIIfAvPEqoZCXHPARFUAWjrqIehkDEL4gn0YyL713c87jk7TKWJaiuxxpwaiVkV7XBGhBZvaNCBuZ9x2wCdMwlD3h8STYXQh87WR+ITIF3omR32PzjiSbezMXQ5kYdRFRmmJDv9uHh3CQehXshNY5H7VgN3yWDFqluPxp0Ghy1GMKigIFJAeIydbBDhK7eBbPdy+ezfW6s7sSaui5ujcBSK1lXTxbFu66sla/K/P+qktXzUlTVxaOSdr0Ghi43N3hnqZrBqSpOA7ffD4PLhySbC6b6DnRmxPOonqm6FfEX6+GxGOBKNsN8oQ6uQEdOg0fk43HlpwJujxrDC6Rvuq+bB8Wo52PV/eFlaP6+NyLNVnzlSODcqeJP2LoNyrxCoCg3/CwE3ioysPMt9X5ruzqlJQMLQvYOk4qjp8Z6BMQ4NDz/+Mc/Dq1WixdffHHYt79lyxbegIVZKpCtAkEQBDGaTHqRd++99+JTn/oULl68iC9/+cv42Mc+hnHDzuE3zWXWCQwhYKXQgyxDs/NQv+txOchq4g6EIk1y4N2h5GWh5s41rISOv2HEsKzSIBfWzIBfUmewiJvHoMXJxXkoLgulKXED9kBqocC6TEoSKpJMfJ7F5cM0mxuPzM/sWX5xcxfyO9yY0e5CmUVNN0y0efkYuq0avJRmiSwrk2VIMvObU/BWoqln3lybk+/b6JNxXYudP/eXwmQoCRq+rbtPNaHQ5sKMTif2psXhtWwr4ljjF5+MOS3dSOz24K3ceG4vz4RfarcNVqcDpRWdUGQZ8y42Y+2hKmQ22HrSLPXdbsw8UYcWUeadS1PbnehMt6JxZjqf35mdiLYZ6VySZz53GPZpKWjYPJt7EjJ0rsA5O1UJ6UoTf87w0mG+P1UEy3Dfthbef9uonqNAx02ekltWrUby/H4Ix8+CF1yG1+yFX0i4cU3k+6dPvd0499XbvQ+wR0aM+yUQlSaIIN/+9rfR1tbG/zZYrSH/zeGENXFhNX4f/vCH6cATBEEQo8akFnlNTU3ct+jOO+/kj1nKTHV1NfdAGl6iqJ5YuL53FG44CJp8h7pVckSRN18JRvS4qBPUicOMzkURnjm5EAWBT7ImKNr67iW4THBbDLdWfTsxMRXk0BI1gsRE1va3KpDT4uD79GrUZTVsXVavV9OJdwLdKRk3XWnHrqx4VFl1KLE5UWhXI1Nrup2YCy/muD0w+/z4eFUbDH4Zy9odeH+jDbO73Sju9iDF48MCmxMLOxxY1MHaoIBbG+xOMmNbvQ3rW+xYrFE7eJ73irhs1uGSSQcfjx4C8S4/NH4Fh9PicMOlNrz3bBMXXUxIncyyQhFF5DU5UHq5DZcyLNi5thBtFgM++fghLsJKTtejy6JH7bQkwKhDIov0BZupKAryd52BrrkLaXvPw1zGOp+q5XAuXUDkeQB3fipci6fDMy2VizjnloWI++lz6vG0uyCV1/Nx9Mi2LgeEslooeansgENhgjExESyoJ+xWI3zhcGEYfOsmJ6hTYE7MTVnGmutWA3ExWEIwskMXEAjC4XDgBz/4ARITE/Hggw+O2AHJyMjAZz/7WdTX1+P73/8+HXiCIAhiVJjUIo8JuszMTGg0quBh4iIvLw9VVVV9lnW73bDZbBHTiBMY13AgvPA2v1UEVbgISmQb/gHx+GDYd47fla0m/tiy+zT8moDgYHmS/ZB6vr7nvkOv4V5zce6g0Ayx/HgddmyYjvzGLsyu7IDDoEYaZzXYeZfNd1gDlbAGH216Dbp0EmRRwPPTEvFytioAz+m08ELAEbMe3RoJz6ZbuVVBl0bCMxnxeCvBhGq9BmvbHch3eGCWFVwx6rgQvKHZzqN8L6RbeHzqCZbqyVqet3dzmVpqc2FeqwPzW7qxuaYTMzucSO/24GKSCbsLEqEERO2xPCu69AbEO/04VZCILrMO8V1u3ljmreV52P6vk7g8PQXmLhdaTep5mH6woue1TXv7InwGHbTdbnQVpOHcN2+FO02NIrglH/Ducei8ArTVLdCfrkLc82oEVnuhFo6PrIfY0A6xvo37IIYjnqmEkmztSfNVBC9wuQLQmqCsnhf7+4EgpgAf/ehHuY/db3/722vupjkYP/vZzxAfH88jh2yfBEEQBDHSTGqRNxQeeugh/kc4OOXmhtcwjSeY0AiJLu6FBhHKtnWB6JwqsARIgTS9Qbp4ssc6Ddwb5gYie0zVadB1XSm8AZ3IRF4wcsdm5+w5B23AV8+dqEZR2Lo2sw5o7ECKzd1TD5jS6lBF3OIcvtyZwmTEu71ot6obN7tlvs0ZbU7Eef244UoH31a1RQdvuHedIOCGehuqrHqchhambvV1dhg0kBQZXYHIoFsS0WjQ4p/pVvwrIx5vJ5mxP9HERd5Rqx5r27q5mLxo1iHXy+SignJFwvbaTrToNSiLN/Cp0qJHWYIRzUYtDmVZMLupG3Mb7bjxXBMW1LYjzuNCWsD8ndXvWTtduJhrxcX8RJyZnQm9wwO3RoSvywE0dcBTpEaRWDSvoTQH1auK0JWTCFthaqiTJhR4dAKwfAE0XsB4pgbu0jzIViO052qgsC6pTjfEulb4Z2bDPyPUIEa4WAvFqOPm9uqOmEWFF7huPQRFA+giRT9vyPL6O0Cg8U3sTIDoHkEMArvQx9IoWa32Bz/4wRE/XkxE/u///i+/mHj//ffT+SEIgiBGnEkt8phQYykyrLsZg6XJsT/uLJrXm69+9avo7OzsmVgUcDhgAqz3M9GWuqqUz3CxVq3aE/A0vUDKpqDoe7YdbMESXEMI+2d8KZTKF0rjBLyBrvt6nwhJVpdlP1bqN87BjOePQeP1wZERD40owNTlgqG6BchKQqpb7hGFiTYXJFHgkyiJSHB40WbVoyFZjUJZXAHRKQi8Q2abUcP3Pd3mRrLLi1WNdmyqs2FbDTMkF9CQqlov5DY6Eefz45ZGG35wsRlr2rphYSJIELCtuYsvs7K9G0vbHVjY5cJtDV1YZHNhSacLmW4fGo06vGMxQoGALFHG0UQjGvUabKq3waGVkGP3QO/zIyeQJprs9KJdr8HLs1Lxt0VZcGh0PI11VmU7rj9cjesOVWHJ6SZktNghSwLyK1rhMurQkmGF4HDD3NaNzDO10Do9KHjjLPSt3Zj9p319Tqlhh/qcrsmGzi0L+Hu2e/0ceKelQGpsh+DywjsnD0JdKxermpfUKJ88Mxvy/ELIxTlAbQuEl96B4lG98sAEf69OrOyigLJ5BWAMiwa+HGjCMmRI+BETC9ZshX22nnrqqVHb5913383tGX7/+99zuwaCIAiCGEkmtchjf1AXLVqEJ598kj9+5plnkJOTg6Kioj7L6vV6XngfPl0zr77J8kCvfTux0BZKL1UET5jIi07QZ01osQE2B8TmkJWA/mwNdJXN8GvQ0wgkvs4OwR3yTyt7/xLIOg3y96g+eS6rEadXTVeXbbFjWkUrVu25CKchFEEyOzxIsrlxKdOKqgxVrE1vcvEmLE1xOojM3y4jTt2GxwevKMApidiVHY8XchOwJz0Ovngtt09Y3O1CZqsb7yaa8M3iNBxMNEEvKyjtcuGkxYB0ZqquKKgxaJDrdKPOqEGy149mnQSjX8GNjV1IsHkxHT5UmrVY3OaEXxLhEwXcfaEJh1JN+GB5K1K7vVhb1YGyJBNuvNTK6w0X1tqQ19mGdoMBXknEpax4uHUa7NhUhOrsBDSmWXC+JB0Oix6CxwclJwUarx+1s7PgNWhxZfVMLgTPfGxtn/OiONVupMYX34Flzxn1mMsy4n/1Ehd4vpIc6N86w1M2maD1bQ1YKQSQXngHwqHzUK5bAEUvRTTh6duJtRebVgw8nyAmAXV1dXjjjTcwd+5c/vdhNPnRj34Er9eLz3/+86O6X4IgCGLqMalFHuN3v/sdn1haDit6f+yxx0Zv5zesZ+rxGjYgxB7lmz+z525P+3xmhN3PVr03L1OXTYqD630roaTG9+zFMzsH3mlpPHLnMqgiz9rhheRXUyvZm8bc7kDKhXpUXlfCI3Gs46ZPJ6HFogOMeiRqdTiydgbsiaaeBi8Osw4enYTrTjeiKisObo0Aq0tGYYcHuV0uxPv80LBtiQLeyknAJ883oc2k4e08HzxeB0kQwDI4E1O1uAIRCy50oKDbzSN/l+P0PN2SRePi/TK6tSKOJ5jQYtRhS3M3OgTg+QwrdmRY8fHadqS6PSio7wZ7RUlGEeUWPTKdXrA46ObaTpS0OrA3Ox63XG6DwefH/fsr8fc56VhT0Y4Ehw/tRjMsHhfMXhnrj9fhn5uKUFTZjpzaTmx84yKyazvRnmzGtGOVQLsdyXvOYNHzRzF9Xzn8eg1y3r0MTZezx6ieCbn8X70CTXUj4PHA/ZEt6NowB4peC+3lJnjz0+Dcpgo6f346lAQzNAcvQggT5yyy518/D8qG+YCZiWgZOHJUPWPnKoDyXtHpsspAumYgEqeNoY7zld6+jH1hHTr7dukkiPHBJz7xCR7Fe/TRR8ekDjA9PR1/+MMfKJpHEARBjCiTXuQVFxfjwIED3EKBddpkV28nBiLQ2AIcOhk17TPY0TL8meCkiEGRx+wJuOkBF0KRvnmBx6IEwaBT7yuAafdpnmYZ/8pxfus0qQLAmJoBxWxA/JkaGNq64cxORGdJtirKWAWgIPKpzWYH6lpRaPMCeg33gdOIIp9YumZ1pgV7FmXhY7su4lyuWs9316EGJDq9XAAuqe/C+upOOI0auLSS2uxEFPCtpTnY1NiFCqsBR2fEw6HVILXTgy0VnbDrNBBEQAsFLQYNrm/pxvWt3ejSaWBSFBxJMOIjTXb+ejaxsYsicjvdWNBmx2J48OTsVBQ4PLj9Shtmdbrx4KJsrG624xMXmnh0cP2VDp5GKikKXi9OwYV0KzoNRpSnW/Fvr5fB4PJixcl65DZ2oT3RiNZkM2566Sw27DwDj9UIoaUTTRvnoGzlDAiyDHe8CZc3lsBgcyGusgUZu07zzqZX/mML3CXTgN/9FdKZy+p5srugrWtD9/uWq6dZUXgUz/yjZ6BoJUAKe190uyCW1wEJcT2pu8jJAd7YD6Ukv5dXHoA4E7hq7o+KasDVKxK9cWWM71+CGJ8dl1955RXMnj2b+6aOBaw2j0XzPve5z43J/gmCIIipwaQXeRMa5uu1dOhdERXBNWAkr1+YqFs1C4k/fwH260pheeU4ugMiz+pUxYCtJBue5ICI6MXMty7i5KpCIDUexQ19vct0Hh8WXVB987oNWmgkN/e1S+4Emix61LPJasCJ9Disre7Ew3MzkOPwYmmTHTdUtUOSFV4nF+/3Y1aahHz44Wvw4IuHa7GtwYZvXGyCVlbw1+x4dGklLOx0Qu+XcTnOgDdS4vhzdkmE3uvHqis2LIYfb6RZcN+VVj6mU4lG/L0giYtDHbNPSDEjudvNo5R/nZ+JTx+swZ2HqnH92WYYvR6k2+04l2PFa0vzUJtuQXFFO7bvPA/R78dfbl8Mp1kPvdsPRa+DV1aw+LljMLbYUfDmeeS9exn27ER0FabBmRayjuCi63Mfhea82gGWddB0rJsdEmMsRXNGFrp+9HHIealc6AVTbxFn5DYK4jNhtXXpacDKJdHPd2aqGr174c3I59sD0UE2r/e1hFiifQQxTvnkJz/Jo3gPP/zwmI3h9ttv57YKf/zjH3vqxQmCIAhiuCGRN6GIrWmLIgZr8gy866K6VHhHzkAzFrXfifookFLJonr29yyH8Uw1ujfMgSMg8uLcIjR+QO/0qGmTsoK83ecgiSJvqqJ3+9BamIbLWVbuuZfX7kKSS+bRvZWHa/hy8y62oiPJxJu3PHNdEX77nmKI8GF2UxcSXMDMVidW1NvwtbevYBpr5KIA72RZ0GzWoqTTzRumfOt0A26u68Tx3Djsnp6IVPgwp9aO+OpuXNfmwANXWpDp9cElCvh0dSvuaOhEk0Hikb7/rGjBipZuKPUueBQBZXo9Lk6zwCDLvJvmstZuPHSkGl88WY9fz89ArUWPVfVdmNnmxOqqTnQaNfjgiQZktDuR5LDzsbcmmNGSYsKaozU4PisNcy80Q5KBuvwkFJS3QMM6XsYZIdW38Yhk9ukaJFU0o2FhLuY++ias52oRV97Yc26c1y0CTl2AP9kC6yvHoT9Vifgn98L06vGeZaS6Nmj3nuF2CUJHN/wzsnvmyStnQ37/WqCyEXjyXwCzAglvrhLN8Hzb+tB9rxe4FLAYycm4xnRjghg/2O12vPDCC5gxYwZWr149pmP5+te/zq0Uvvvd747pOAiCIIjJC4m8cUaEQXlU1PTL0P1oG/FB4W5yAiDrw1I0hcgp+C9gjcAmqaMbcmYC3Iunw3ihDnA44NTJvHYspV1BXEULF2zZ+8vQsLlUFXwsZZOlDhq10NldaHY6IVQ0YEl9N6wuPy6WZmLJ8VrIOgnTGu1YUNGOWw9Uwm3U4o15qbBrdPj4/jqkub3YOTsVb8xMxqUUM+Z0OlFsd0OUBLyeH4/fzk2HTa/BI7PS0WbU4icNzSi0SsiEjM80dsLX4UFyqwcfrWxFqseD/56VwQ3aWQws3+ZCk01GVZUXrLGdVwSOzUnEqVQzHFoRqQ4PFrY60G6QsLypC5891YhbL7fhNwsy0WjRczeKgnYnKhP0mFvfxavYdizOxryKVnz4lQsoqOlEW4IRb64pgNHpxf0/2Y3z87MQ71UAFqnrckKRRJRdVwKN3Y2Sfx6F22LEtFdOwRdvguSToW+xw3ihFphbDFkEHEunQ9Plgu3f1sOxZSHiv/M39aw3dcJzw0L1fmM75Py00LnXqt6L4slLwO3bAd5ASBXqwl9f4bV5fTu+9orULYklpZkJRaq7IyYO//Vf/wVZlvHTn/50rIeCz3zmMzCbzdw/jyAIgiBGAhJ5kxRZVNvnizPmDLyg0w3d3tM9D5kfm+nFIxBtDrjm58OfGAebRQaOnkGCz4jkt84h8/kjPf54ubvPYtpbF6GIAuypFmRcbMA715dAKcjAlj++g1v+cgjr95Sr3ncsjdKsgyKK+Ne6QuQ12bHqUi3MXjcKGl0oaHZh6/lmpNu9SHL6uABL6/bgjvPNuBxvxIOHa3AgLQ4/OFwDrSzjwdIMVKYY0J1iwKsGI5e1K1u6sLW6E7cfb8Fn9tXhrpMN+PG+Kny0vAXbq9vxSX83lut9+MHqXDxQ3oTPnW/Ea5lWPHC+Gc0mLXZnxaM83gidrPDunPFeP/bkJyKv3YmZzd2oSzDDpregOiEB6y824p9rCpDTZIfF7kF6uwM+rYRzczJwbEEWsqo7kNrhglDZhBM3zkV9SSZkvQbV62Yi68gVVG2cjdP33wRRkVH0f6/Dk2IBSqYD7TbIHhdMhy/BNXcaP86m10+i6zNbuR0D8/Zj6ZvipXrI6Yl9PPD4+d++CsLOYNqmKvKU2zYBWalAK7OjIIipAxN3LD0yJSUF27ZtG+vh8GwGljra0dGBP//5z2M9HIIgCGISQiJv2LhKr7urPgWBfQVyLtXoTKDJCm++EhB5clwvr7xQ1I7fNxrgXT27Z45nxUx41pZCFMQer7tOFgxaOg/JXRJq7tmIppsXomt2Do/g1V9XAhi0SK7p4KmZlzeU4GRRMvyKjPh501G1rAD7NhdjWm0n5pa3IcHpxbniVGR2OLH0chu+/6G5aI8X4BMUvOdoM/ZPT0RxqwPxXh/W1drwtcO12DEjGV87WovvLM2BRZHx+9mpaDbr0GXQ4pm8ROR5vZDyjbiSbkIaZB65y1S8iHf4wOKYiiKDJVdmMKNxkwh3sh5317Vjb6oJDknE796twrkEA95OM+N/DlZhTls3LscbcPOVdng1Itw6Cc8uyMTP1uVjeYUNbkkDp9GP6Q1daE42Yf+iHDSnmGH0+OAy67B95zlUzkiDLdGE1CY74PZCX9fKO5I2F2fA0tyFzrxkpJyvQ8nvd8NelIHL927k50tv9wHVdUBjK3xZSZANWsTtPAbn+jmqwHP74N6yuCc6q2Qnh70jAv+OXwbKaqDceB1QWckjbnx5jQaIjwMusOeulfCI8lAgTz1i9PnlL38Jp9OJBx54YNwc/oceeggajYanbhIEQRDEcEMibxRQ+0+KMQjCgWrugkIutg6bsmhXn5HNAPdJC3TYZL/1XzgI7QsH+X2x0w7duxe5mJPa7NAfuQx/ejyEeDMsr5/itgkOi+qXp/ULSJRN0PgVGGxOnqopSRKcmYmIb7NDK4pIaHPA0OlAI+sMysq9Xj6PzBYHMms74TFq4TRpsfpMA+JkoLimE1uP1eMPmwv4qAvbu/G5fXXYOS8dp3Pj8YGLzfjyxkL8Yvdl5He5cPDp0yjpdIFZmL+nphMfqWzFh6vauX3CP/IT8bPFWfj+0hzY43Twx+uwrzQBtUkGVGaa8MqsZLSm6PDXGcm8k+bS1m6sanNBJyhoMEjIcnmxuMOFny7OQptBg4IuN54qScWMTjcqk414/+kmbL7UjpwON2a2NuBSnhk7l+agM96IhReauQdg6cUWGN0ynr9tIfKrOjCzphOS1YTuVAuqC1P5wc8+U4fKTXNQeX0pZj+5D7WbSpH793ehYQ1ePF4Yy+qAhmY0//tNPIpnfvscum9aCE1dOySW8pmoNr3RnK5U7RdE9T0R/k5QFkznYlBoswNddiiCP/Jtsmp+9DfqhYpQPd6IcTUXQgji2mD2OcwL9ctf/vK4OZQGgwG33HILKisreQdogiAIghhOSORNZHbs6X+e4IECDxeGajQvhH/bcvi2qS35lYQ4eFfNVu8nW+BZOqNnOcf189WujgLQFi8Dbg9y3iiHwPzsnGpzF0bSxQboO5yIq21HzrErsGUm4PDSacC5amSUFPDukpdnZWDuqXrk1XZC65XRlGzGqaIUPLcyDy6DhMs5BnQY47C6zIGFlTaetpno8OCmS20Q/UCDWY9GswaJHh8yuzzo0kmoN2oR5/aiwaTFgycb8P2jNfi3y604Z9Vjd7YVTUl6zHJ68OSMFBxNNuOCVY/31XTCKyjwSCL+38IclFkNkJl9QZwOTSYtVjQ6MKfVicOZcdhc2YmDmRbct6+SWygkOGX4BQlOnRat8TrEufz4xf++jS6LHg/+1wbUpVlwdEkuPvzHgzi2bBrcxdmAxYh2+FGyrxyd2Qm4sroIaadqkH6qGoe/sh0anx+tK4pQ8NibSN19Droj54Hj52B5bCesLx2F/uhlxD/+BhSjDmK7nTdaYfhKp0GsVbuC9jZD5+eytABISQNKWbruAB385LC6upn5QGEvmwWCmODs2rULDQ0N+NCHPsTTJMcTv/71r/ntF77whbEeCkEQBDHJGF9/8YgYTk9YFHD7hrC0uV4REkGELKnRPFFmRue9Gq2wqaED0pFyHsULPif6/DxVMxj1Y01W4k5XoS1RrcuLNyRBYzLBPS1VbcByoByW+jaYnB4UHryEzsI0HtHTtnejPtUMyePD1ko7aorTYXF5MLOiHdlNXchsd6A224qtx2pR0mTHH7bNhNPgR7zTibVlDpzIsXLxleLy4FCuBevqunAw24qd05OQ6vWhLMmI381JR77bB2gEfG9+Bs4nmZDq9aO0y4Wbqjvw5bMNcAoKClx+xEHBJy53cMuGE4lm/N/sNGyt60Sa148Erx+CKOBcahwOZcbhqdlpOJcVjzveP4dH9HJsbrh0GhQ1+vkx+vnWEvx98wy8OysVf3jvbDz64YWY1tyN9A4nPvjMSTz2+Y3QKwJKOjzA4TI4edMVAVq/gtzDV6C1O2FPj4elroOnY7avn43y/9oO7/JSYMs6eG7dBMHng33rIu6D5ylIh9TeDffqEiAxrqcxj++6+fysa/ae6jnt/m0rQm8BRa3V6xPJ4zMFwO+H8Or+Pqm/BDGZYAKKfWaYP914g1kpzJ8/H++88w5srBMuQRAEQQwTJPLGKQN32Ix+6kJpoWpdnix2qUvK8eyXfijt0+6CdPA8hMwkKEtmQrQ5Yf7Rs3wdw5tn+FJi4B+7r5iNcJlZe/8FkJo7kH+yHVm7zkDDfAmY5cLsHFy+dSnq1xajZNc5rH9iPy5sX4gji3Ig1LZi9Z/fQaZTht6noC0tDhpJg08+dQLXHalBcpcHTalmbD1ehz0LU2Hwe5HX1IUHX6yAw6TFlTQL1lV14uUZiTiQn4gf7q3AB8paUZFkxPtqbPjGslw8l5+Ib5+sx+7cBNyzrhAf2lCEFFlBdbwB72RakeLx4MOVbfjS8hwcyLAgv9uFGV1urGuwocpqQJNZixSvHwuYh53DC50o4n0XmvHBiy1I8Mo4kWPB4koHsroccBhEaHV+bDzdgNveqcLN+67g7mdPYv6FZrC+lqeW5GHJOxWY1tSNaU4FSooVu+9chv0fXwtbfio6ijPRuLYYyVdaYK3vgDM/Fem7TnFtlVTTxaOl3QvzAZOBvwc6H7gF7g2l8M7K7mODEXyL+BdM76vRPN4ekQfBG/0tJElQblwz9DcnQUwQ2tvbceLECSxbtgxJSUkYj3zve9/j3n1f+cpXxnooBEEQxCSCRN54weW+9m14vIBdbbjCUMRuKK++yn/jC0pYymacEfLcgtByBi2cn7wRup2H4d7Ut17L8uYZpP32FTj2vQW8vBcZVU40b5qL+BOVsE9LRndWInL2nkfCxUZo7S68+9HVSKxq5XVkZXmJEBRg82Ub3rp+NmzxJrQkmXB4YRYWn2nCjuuKsOZkA/egm9bsQG2SFomObuR2OLCwqht3HqvH9zcW4pYLrbjzZAN25SfhlfxEPPTWFRR0OvGlEw1Y0WRHvMcHk9ePxa0OrGu0od6owxWLESkeP1Y2OdBk1GFpiwNJXhmNZh38ooQvrMzDn0pSUWfS4VK8AcvruvB6fiLsGhFXEgzI7HRhx5w0eEU9FtR0otNgwP13L8BLS3PQZjXApdfg7cXZqE+3YPe66biSn4yUJju6rEbc9o9jEM5WoaYgBdouF2SdBunn6+E1aHkd3bk7V+HSh9SoW9Nm1bLAlJQBpCbBrvfDWRLyvhsUq6nPU8KeUxCY7KyqAk6di207bR2Ava+JPUFM5IYrwZq88crWrVuRmJiIP/3pT2M9FIIgCGISQSJv2Ok/AtfXnyy4rAgcOgW43UPs0hnWL5OFcDrtvCsjp74FwpGzkG9ayr3PJD+7ii0Cbh+kv+/hXTWD64oODzStNvi2LuU1K6JX5n55hncu8I6Z9vcug+29y9E5KwXez/8b9GYrZr14Hq7iLMgZiXAXpMHY5UJ8sw2JNe3IutQEvU9Gd3YCNIfLeCOXmY/uxvtePAsdBJTPz0ZlSSYeuWsJimttODs9CfYEEzoTDOiy6ACjgHqTmRuwT2t34/ZTDXhtRiKO5MXjQoYFe2akwKgo8GlEnEk1YXGLAz9bmI21jV34xtFaWGQFD89Ow9KWbvx1Zioy3D4uAkUBWN5kR4nNDVlScDbTijsq2pHs8aPFasCF9DjoJBFWWcGfVuThyWU5WFtpw12HanhPyIvZeqwva8T7919BW6oZJ4pTsPp0I95anY8PPncaGS3dOLixGJXzcpGysBjK7Dwcn5eJugXT+HGsXFuMuc8egc7tgxxngLmmHRlvnufzdN1eJDR7gJoGeFoaYL9+PkRF6ZtmG3yHBDMsIUA6WQGhJTzVSwQ2r+X3lLxMKPMLY3s7Od3qxYZA0xyCmOi8+uqrSE5OxoYNLLV9/HLPPfdws/annnpqrIdCEARBTBJU52Ri7Fm7rB9z6YAw9HuBE+cgLAo0SemzrMijQHyCH8hMhZKZDNlvg+RPhCgnQGCO3t1uYPFMLhg0e09DsDngvnkppMMXIBdlQ3+oDLqqJtjft5zXf0kOD4wHLsKjEeEqyUFrtx8Zr55GhqTA0/A2FKcbbpMObdkJSDt4GRVb50EnCLz2zFjXhiuL89Api5ifnoCSgxdxuiQNgkGLxScvw+f1Yfq5Bm4e/pfts9GSYEBFZhwOunwQ7H5s398Auy4BxQ1u1CUYYfXJWFrbhjiPD21mPRL8Cg6lmeDRidhW24GjKXF4y+1Dql9Go0ZAnsOD8lQznpyTDrckYkFzN56dmcyTUH16DW6t6sCWy634Z3EqOsxanNHG4cS0BNxzoh4fONuADx1uQG6LD12SDvWpRry6NB3bjtahMice64814HBpGipmpeOO58/i6JoiWG1uaCURt756EfENbnSmxuH4whx+PBiW9m5uiC5KrJmNCF+6FQ6tBpLLg/xnjkBbtAy+vHS4feUQvT6Yj1TAt6QIikkfEniBbYXkHiDPzIHGEDK95/MVg/o+EdxhNZvCwN1Zs9MhePzAxUogPcxgvddagz0nsLem0wWY+0YYCWI0YbYJn/vc58b9Qf/v//5v/OQnP8GDDz6I22+/fayHQxAEQUwCKJI3UerymDDITu+1RNiP97OXVJNrVovV1NFTlwfRGeiyqYEoJwJJ8VCKcnizFWVBEeRtK/gW/Ovm8uf8y2fBt2wmDIcvQYmPQ8IvXoA/Px2umxZBTLLApnXA9/7N0BXPgHZmEQSNBraF+aoH3Lpi2ObloWNuLlrn5sCRZoXPYkKrqMC3/xw0koSVHTK2vXgO2Y02dKVZ8Pz756Mh04L2VDPmXulAssuPfUtyYYGMd0qtiHfYYHYD15+1YU6zE88syuBNUs5kxqHTrEW20wsmJTSyAodZh3azDh6thJurOtFq0uFHb11GutOD09kWNMfr8cbMFLxenIL901Pw1OIsHMxNgGLQwGfQIKvbi3hZxjffVwK33gSLQwuvpMGBmRk4WpKAdKcPXVYDBJ0GXrMGXose9YWp2HVTKTozEnBuUR4WHq3FfL8OwoUa7C/NgKCRkHOhAVoB8KZa4c5JgmjQQiMKEI16ePJSkHTwMozTpgEpibBZFfjyUyDqtHCuKYFgMvbURvKoa5u9bwMdo77HSoG/b9g/xcjvK6J7aFYdR88CGSm93mNDpNMGXB4OLz6CuDZYZsK3vvWtcX8YmZ0CizZeuHABVSzFmiAIgiCuERJ5E4n08B/fvcjPAhKtgNcHdDtDzwuALDHRB0j+0PrirmOARoR45CKEhnZAH2jSwQRTeT23UjA9ewDe3BQY951D8k+eR9wLh+BNMKLjzBEgMw2ZTQocRRkQ3T6Y6jvgTYiDz6zHzGcOYdreC5D1WlQtzkfD9DQcunkuvLNykH+4AtlaAxqzElCdm4D8qnbsWlOA1UdqUZthwfPrCrj5+G/fOxsOsxYH5iThWF4KRL+E68534tZjnaiPN6I81cRTQtdUduCdaYnYXZgCg0+GSxKwstaGxjgdvrcqD0+WpvPUzrxON7dBOJ5phV8ScTbNjM2X2rCovgtpXW4czEtAWaoZN5xvxnf+dRmff7kaMjRot4joTFHg0mvxxoJM/Oiuxdi3MBuH52ehMc0CS5cb8Z1OFJQ3o+hCIwoUCUkVTejYUIp3S1L58ezKsHIRlnyhHtXXzUbclWZYLjch4YT6Y45114zPncnvdxrc8DMvvIDAl+rbI06z5kJNTG8VUQ6IPME1+MI2tQsrZ/4swBHDOgORmADMLbm2bRDENdDSoqYcs86VJtPEiCj/6Ec/4rfUgIUgCIIYDihdc0QIRkpYJddQNXcwDZP3texnu704Uw7BpIdSkAnEmQAz+4HP2uarbfL9jlqI+lSIigWCbAJYQ5ZNiyAoMgSfDFGrgcw6ZbI3xKkKeOcWwPDWWbju2ACvUQOlpRNyUzt8SXEQzQZ0xSuwJJmg39+BNKMZdS4XtB4/cl48BtvH10MnA+2ludzXbeELJ2C36NGal4x3Ey1Y43RjsVOAV5JhPHCFp2iaRQldSWbc+PZlLDjXiOosK4/CXZiegpvrr2DnsgRczjLg7j3l2HquDm06HTZeaMXrM5PwzMJ05HV7kNfmxJm0OEhaEU8uyUaNVY/vvHGZpw6+UZgIZ5wWNgnYfqUdpY125Ll9uJxqxk83FuLuI7X4wNkm5Ld5sabcDtHPjoeAfy1Pw3MbMnHziQZ0JxjxnsO1OLggG/FeP2oz43H9W5dhT7Pi8oI8NGo1SLZ7sOVPJ6BkJ2PnwnQe8dNLErwpVjAJ7U8wQ+/xIb6hE02rZsJY3YaEM7UwTi+EwSfCJypQyisgJU+HIIHX6kkNbfBnJfZE7nwrZ/e8C8ITMDUvvAtl+yrenVPYewLCugXqO1B0BNIye1/PCXt8/CKwbmlgoyz6S9d+iInNz3/+c347EVI1gyxatAjp6el47rnnxnooBEEQxCSAfs2NMv03XxmMyPWEoCVCSyeQnAgU5IR55gX3o9bgCVW1kJ0NQF0dJJlFl9R1WXommGhISegRDJrKJohaCb51pRCdbkisM2ROCoRkKxL/9CbMZfVwz89HTZoX2LIWacULYbV50bR9McwtdmQduQKTw82n+k2zUbeuGIfvXou06jZcKUxGa2cXoNNgxaFqtC0tgmTQQ9RqsfbdSlwoSUd5cRpOLMpBSWUHsro8eGl9AbpSzfjzrUX44W0lqEk0Ic4vQ/DrsfiKDzeeteE9p5txPD8efpMWNclGrKvqwIfPNGJPURIevHkGLjFj9BQjNlW08yhfqsuHxhQTNtZ0ojXZhKN5afjQoXbceqwFeW1daLbq8N2PluCfN+ZBsBiQ5PFD0GtxvjgNtdOTYfXKMGq0OLU0n9/XayRu9P5fvz0AbUYyrmRYcG56MubsK4fJ5YXB4+fegZ7sJIgmPVpXF0MSBOi7XHAXpiGrQ42iMi9Cx9pZPFWTeRAyEa5pd3DfQu5lGGaToNbohf7J21mnThHQG4BN61g7FijwQxE8USw2erFuSei+QQ/kZES+18g7j5iABujBSN5E4hOf+AQcDgc1YCEIgiCuGRJ5E5GaBuDUBfW+Tgvodf0va40D5hZB1rQBsgxxfxmEN08DdieP+ohvnuSLSYcuQmhsh784B8af/guady9Cc+wSdO9egOBww5eXgs77bobhYDk0LTZ0WvzojJMhKgKyK1xQZAXdhWm8scjFDy+HX6dB1oFLqF41A/mHKnB6+0Ik1HXg8Mp8NDS1QLCY8cEqJ6qXFeLKjFS8+J65yGjoRGajHY3pVvzz5lk4Micdby3MxoW8BBg8PmTZHPh/Hy3FHzbl48i0ZMS5vJjR7EaKTcKHD9iw5VQ75tQ5IUPEC7PTcDLbymOhbxcm4PoLrdg9IwlPz0+HU6PFzHovptf58Y/fnME9bzbC5BHRrZHw2rw0/G1zGnLabZhRq3asfHdOBg6VpuNUsZp++c6SXH7Lo3Kt3Zhxug6zZC1SM9Lg1og4YlKgdXpxce1MGDqd0Nsj0x/jz6gpl+70BGi1RiRd7gTKrqA5WYblleOhBUURrs2hH6n6lw7H9PYQZQvQ2ARFscV+DYEgJgl//OMf4eadiice3/zmN3kd4UMPPTTWQyEIgiAmOJSuOc4JRlGYWW4PLNKSw5qwyKqI48ihJFG/H8JbR6FsWBTcChSLCFmXCNEcB7FbD0XnBnQCFBbJEwTIy2bx9eX0RHi3r4B+/xlojl5Cx+Ofh3HvKXSvLoa+vBFdn94Cr9+PxFePw97mRFzBYhjnzUPB+UtwpFrhS7XCqIgwdntQvbQQ6Zea0Ly0EH6jDs1+P1b+4jX89TPX4c4/HUJqeQO+UN+OJ1ZkAl1evHrbIhSerYfGbMB7nj2FXSvysOxKO+pTzHAKIt5YmQ+ty4tkxYenb0hH4st2eBUTTN0S4t0ykhwyNLIMt0aDxZWN0Mse2Ixa1FnjkNnVDdEvQCN3wCNpsLyiGWaPGxq/jEvpBpwssuBSrhFHSlJ598v51Z3QSwK0Og0yuz1oMOr4FRHWGCazsQvdGfHIaXGgYWY6CmUNtpy3AWY9Dut8OLdhFj/qqY026GXAm54APcCjeWzyp1qhYbeZiZjWpIOQYkZ3Sz1Mu4/BsX0pJCa6BaGn4Yp6BgV4b14GKfBMT9OViG6bgLjjAMQtHwPaaiGnmMKa8wDCjjehbF8f5phOCpCYfDBzcSaUZDlat+Lx34Bl+fLlOHDgANra2satgTtBEAQx/qFI3ogS/Ud037S58OqqUMpl3/XDW+HzXothjwPrsC6bNieU5XMhHDnfk7bJlvZrWnhTDElOAmSm7yVAo+P1XOqI1En32jG4P7sNnn/byNMEffMLeMqg+eVjiHvjNBJ2HOEG3LZbl6K98iyQm4mMzGJgWiYSyhthdvvRvH0Rcg9fRvqlZkx/twJz/3UMc185g13fei9mHavGno0zUb6sADpJwsd3VyJX0CC/sRt7b1kAvV6Pv969AksuNMOoAPEyuOhqmZaE5txEHJubhUUNDhwvScHD7yvCxWIt9i+Kw755CThelIAuE+uU2Qm/T4HV6Udmpxfws5RICUlOB7oMQGOKiJpMLT5/30K8vCEVz22ZBpMoYNOFVsxtsqM9w4KK4jTo9FocX5KLZedbUNxghz/ehI7cRPgTzaicnwtzShI+WNYF4UojDhQnY/dti3gdHptkqxGJLXZoRUGdJJGLO19WEr81+yWkd6jXWWq2FgMWAxd3LFWTp2cyocdTNYPpmgL0Lx0KpW6GOSUG7ynb1kBQzEDJLMhGb8R7TNnOvMIiRWGs79kIdrwx+DIEMQY0NTXxDpULFqg1qROR73znO/z261//+lgPhSAIgpjAUCRvspGXCRi0LBTEvfLCUUQ7ZMEBMW8aJMkI+S9/gDI9m9dzifvPQJ6RDcHng/eGRYBWA+/1CwFFhmI1Qeiww7FhLhSPB1JtC0SzDnFvnILN5INk8SMRqchuVfDO3bPgdbp4SuKVD65A/IEyVK8qwoxnD6F+QS40Pj/q5mSjO9GErqpWOPXZmLv7ArYcrMWBWSnQ7jyL3MpWvLxpBjrijajJtCK1zYGzRSlYfrwWs883wy8J8AvA39cVoORSGw7PTIHk9cPs8uKVxdmAV8b795nQatajzWKA3aDFew5X4x8rctFlkJDo8ePGY/X43c1zsfByO04WJnNjdZ8kwOSWcXFaIiQNi6eFaE8yojonAXpRgIdF91rsyLN5ce/ZTuj8Cs6uLsKLi7P4/CCeeBN0DjVtLGf3WbRcPy9imwVNOp7uaouTYY9ToF9Z3OOp1x8smjcQohzPpTr3xxND9XjDyvbNI7NdgrhGvvGNb/DbT3/60/jUpz41IY/npk2bkJCQwOvy/u///m+sh0MQBEFMUCiSN1a0dwBvH4x58diaXwhAnFn11GtpB7JSIbz4FoR3TgGNbdyA269p7rFTUG6/GVjOujWyBixzIKYk8Bb9oqJAW1YHw0uHecog6/LIPN2UWTnwzcuHZ8tC+BYVwrl1MRw3L0Fr3Xm4Xd0wXmrA4hcqIRl0AOsk6ZfRun4WdAYtmq+bDSXZCn9GIjKr2zDrncswu3w4pfHh7ZtmQ8hNwapmDzY2urHzU+vRVpyF8ysKISTGwSJq4E2Ow4JLrTg9LwN/vn0hTs7LwnsP1eLE/EycWJwDR4oZ7yzKgc6gw9wWB9I8PngSDLgwKwWVRYn4w3tKkKwoKLZ50JhtxZ9vLobOqMeZORlYxlIzDTqcWJiDfavzoddqoNVr+bR93xWku2S0FqTCpNXCoNHy25WXOvHvh5th8Ckoy4jDv64rhF6ngdGnQC+JgUlC/aZSftu8eS5P1dQEpiSXBuk29RpLfaasRvD0OvU2kKrJInbB6Koa1esdv2PPB7Mv1agu90JkabeiLSzKF4gcv3WU5f1G+dgLEHbsCYsuByPD/UWbe73nCGKc8I9//IMLpMWLF2Mic8cdd6CzsxOvvfbaWA+FIAiCmKCQyBsrmJfYml5RmV1v9z01b77b64d04Mc3T5lTUzZDaZuB1MzyamD3EcDtVbslrlgApKeqP/glJ2SRGWqL0LQnAO3MI03qEQvK/OlQ5hRAbOuGb9sKVWgIIkxvnIKQlsg7ccqpCYjfcRQaBdwawLluFi6X6iGnJcJaugClu2shJ1tgsrth8ikwsNTFnGTYF+Rj5psXYe104vJ7F6PuutmoWj8Le5bm4nJLK3yKjHyXgm+/dBnvebsSZkkDqyLCIEq4fcc5HF1bhPb8FCyt6EDZ/Gz8831zobEaoTfqIFsMWFXRwe9XzErH37fPwbnSDBR3OKE3auFNMqF8TgbK5qRjeZUNSrwJiQowp6kbh1ZM4+uxiQnSD+66hCyHDyadFsdWT4fWbODdNNkUp9XgljIbbr3QAZ1Gg/PZFjy9eTrviKkTJcw4Uc1TUNkUFHvBWrzEimbEX2mBVhAxq1H1sWtNkuGNE5H4+ilV3AWmYKpmsO5Orc8LM0APTmH/oGh5JI8hS51933MLisPsEXoJue0bh+VtHbV7Z9hcghgp9uzZg46ODnzoQx+a8Af5u9/9Lv98/7//9//GeigEQRDEBIXSNccTK6NcfV5UGn3Z7ZtCPnqNLUB6WIH+jGnAjDygrgEKM0jvhV/TAMEzHZLTBD+0UNTgj4qsQGzugHdlpJm1e2uozb6SGAfbXRugrWjkY/DkJcNhUlC5JhMFlX6kF85Dh9GNynQXfKz5gc/Xs27tqiJ0S0UQFED0+pFe3ojmlDj86Vvbkdhsx+2vlSO13YH31TiRaTTiTyUJcJp06LIaYO72Al4/zs9M7Xntoiwjq9HO0y0VEdB5/Ehpc6Am1Qz4ZTQlqmIqiEcr4dCcdC43Zl9q5amZ4aw4UoN/bivhIo3RHaeHXqPBkkOVqC7JxD2n2zGnyclrEg9MT8SLy3Og14gI9jftSrPCWtMGW07fhgnd09P5dmc0axHnFuGVFNRm+lmsFF03zB80VXMwRJlZYYiQBRdP12Q2ChH0NOkhiMnHt771LX77P//zP6iqqsJEhkUj586di4MHD3JLhYli6E4QBEGMHyiSN+IIsUc9ov0ht8QNnrJZWRe4rQWefL4nnQ9ZacAiJtZCaX68AYfohSy1ASnJ0KQuhKCE2q6IyVZgZk6oEQsz5BZEGFnqJk8lVB9LogR5ehaUwgwewdLKCnw1V9DSWA5crsLMt+qQ3a3nESyDRsOnBY/sgV6nhUmv40IsrdEGW2kukBqPoguNyD9yBY9dPx3vzkmHPycZy2u68eM36rCh1YeTN81FV3YimmZmwGQ0IE6ng0Wvx8IrnXCmWdFUkAKdTgOdSQfFasCGc80osnmQ5gMMJj2sGg3iNJIasTPpoTfpcGppHtxpFhgMOhh0Wiwpa8XpFYV822tPNMAiaRCn0yNO0iArPQU/eOIEF3gelxsvlaZg56o8vp5B0sCokbgvnn1mJrz5qfwxOy4sVTPj8BUYfDJP00xxaZHXovriVWX7IOhCkT4NS4sN/gumavaO7oU1yAlP34QiQPIn8+3KUjtPzRV2vN3r3Affd7GLSfLIIyYCPp8P+/btQ3FxMVJSUjAZYI1XWIdQFtUjCIIgiKFCIm9c07smqve8wI/3ZfNVwZiVDmzbELaeCAgSz8PsMUfv6bTZDAU+iIoRkj8D4tFLPPLDlwx0c9S+eLBHYPi2LQ+IOxHmV46rbf65MJG4eNHqtFCmpUE+eQpt6VoInXaUvNmATLu2p9vklXuuQ/6BcqRWtsKfmwxPUQZMGg2fOublofw9iyBnJmD35pl45OZiVKWYYPAr2NjixY8fO4Z7nz2D/G6/KvCY+NJqUV+aDU2iBWl+AW15yVhW3g4kWnByVSFaC1KQ1+nGtE4PsliXTZefC0yzXgeLRse3Ez5xARnY9sUVhZh7qQ0bL3fiwd21+PDxZl7vx8b0xE0zcbYkgwtXJuYMfNKgZdn0HnGnCjyRR+68ucnQe/wwyxqU1BogVNSiJd6HrkRVNIcLOdb6nU/B5wP/1PPSN1Wz55wqcRAVExTIPFWTd9pkdgkRnVyj19lFdmkdTADSVwYx/vjf//1f+P1+3H///ZgsfPCDH4TRaMRjjz021kMhCIIgJiD0i20y4fIACWpN1qAIfvi1agSQiTykZoTmeX2Azw//tuXRd7NlIaSaVoj17TDtPNLzvD/ZgoavvA+XVySjbdNsLlbmXJCR2qVmBSt6Leo3zQHCOlAGWfKHvdC4Qi3/65NNeCNBwD/mJKHJpIHBbEKxzYf/9/RZfPxQI0qanYhvdyCnqkMdsk4Dm9WAk/Oz4NZrkNTm4M9X5CfCpxXhMGnRkhKKii44UQtBDvMeBOAwq0mXJo8f11XY8LE6Hz72l6PItHnQrZOwc3kOfnfDdNTkJsITx5zvIkm+UB/x2HK5CeaKZshGLQRBRGmtAXqfAFeiHpXZfgwnkl/tpCpLHfzcDhmyRSAmML/5zW+g0+nwyU9+EpOJm2++GfX19Thz5sxYD4UgCIKYYFBN3qjQY1MeZY7Ioy+xLNuvOTrD6QLOlgPL5/dsJ3JL4VEa1VJbFrt4ExZRjoMmfRm8ShlYsZxUXcctGJRp6XxdNmmqWyBnJ0OBCOPOY1DcbihGPbq3LoGGjaVX+VdNPvs/G0mdEubVKbiY6YHz6DHUrS2GpygTBnaFQfBzvccigmf/fTMMLtb2Xx2jJMhoWDkD5pp2vCgBSYUJWKEF0rV6rKi286lTL+FkpgkXr3TB3tUNuH04vjwfsqIgt6sTSoKEBeUdOLSqgKeDXrGa4Q9YI5QtL4RZEGBweFB4uRnNMzN4KubCegfmNDp4+ik/rDOzcFFx44X3LILLoIFRknhqJYtMMma+dRF1G2fziF2c0wtHIGrJj3iyFQlHKuCak4dCMRXxTgk+UUHFikToHA5ISZaebpsMHr0LnCM1wqdG84LnPdhmR102FIUTZD2vx2PIUmsoytthh3D6ErBmUZgBevC9ELi+s+sAsGl1r8YrfbtvRnknRn1/EsRow+rvrly5gi1btvALS5OJ73//+3j66afxta99Dc8999xYD4cgCIKYQJDIG/cEf7TIgR/WSq95AYFoNEJYvpDfVUVj2Dyetinz2rvQfNZOU4RPWw+tuxCiYoYkp8Mv1UM4WwNh+9KgnFDX6XJC8/oxeK5fxCN8fkWNFkmKzL30pIAo0oWJvdoCGXKljJR2EcX1elSWzEer6OMCjq8rCMh54yyubFCbvOQercKVFdP5/Rl7z6Js3Uy4CtP4VC/LOLkkF0t3nERScgLmXulAvNuPtVe6sDawv0aLDmuOtqDOokOLxYLMRid8mYnI9wjwTs/ADe9eweVFebB4ZCS4fEize3mUblqHguTLVUBTBxBnBAw61CcZcWhGEk4VJUPnlbH62aN4567V3NA8WEPH97m5FAZR4MKOCT3WSVQbFHkWA1yzc1HUqEFKnBaypKAi3w/duSswuH3wrilR6/CEoMhT0zeD93VHL0FZMrPncbDTKd82/8f2I/JILHvERLsienqeR4IFypoFYTYKUYTZyjDTaJsdcHsASQshKaGXMBwY6qpJjBVMADG+973vTbqTMH36dOTk5OCVV17h9XmTTcQSBEEQIweJvFGlt0gLPhsuvgZetmeuIPSK5gn9Rgd5fRYXeoHHCtuyoj4UZPg1jdD4siD5MnhkT9m+ilXt8WVFQYaiCPDPyedm6fxHRvgwg7CXoCgwHCoHlhQG1hVQP80Pn9aPjCYJ0zqMMPt9OJfpgp8NhwWbtsxH1skqdJTmoGPDbJj86n6bri+FyS9DK6o788oyn068RxWyb6zwY9Eb55EoanjNXVqnG+ldHj716VF6xhY6Rruqox5PWQBqS7JQnm2Bq6UDx26YjRlvl8HsT0JWRQualhci0emF2ebi/n+OGZl8vYzTNbAtzIdeFNG2uRQ6Ua3DY2iMWuQbE5FSeQnKXAGVeX6440UY8lLhSYuHVgbi3jgBz43qiIP1eerhFKFkpfA0T/VYqmKQz25sB1KSeLRVUPQQbTogjnVNbYmo1ewRXn3EmhiabzKHorxMqPtl4PQ5YNVi1X4jYh2CGH+wCFdqaioWLVqEyci9996Lb37zm/jTn/6Eu+66a6yHQxAEQUwQSOSNBw4dB0qLAWPfOq/RgDXq8MsskhcPrWcaPLqz0eu6dKwrpALta0fhX18KaHu9fQQ1Yhb5nGr27dYryK2RkNKlwSK3CWezXfBo1X24E4y8BjBz73lUrp0Z45hFtOtF7FutRv6MXS4s3nMRvvw0pHS6kNjthcXphckjQ+eTIcoK/KIAryTAqZPQLfvh9HlxZXYWj9rVpZjh1kk8uqgRs/ht2dqZ/LZm0TToZAWKRoI/3sSjeEHLhO7svlYJDKZNZzcYkNalgVKYg4ocHzoTVF9Bf1qgblIS4bxhYUSmq3SxFv6Z2fy+kpkUSrB95TBwo+qrKLR0qrWXkhaSLxPC0eOQN8yHIrpwTSRYVbuLOHMvgUcQ45MXXngBdrt90tXihfOlL32J20P86Ec/IpFHEARBxAyJvPHArCKebtk3RBYezQumX4Yq7dRoXng6Z29C89QtBR+zKJ7Us2VBUHgTFtFjhKDooPEVwKcp79lVRJ8URYbvhsWQetUEBhfxpcRDw7zx2HNsRVmGIEroSgEq7B3I7UqA2SNi8RUjLqVJqNV0IW1fORpunI/2TaUwyWGRO1GN3vHtygq/7w+khfoVGbUb5yDOLyOuuQudqXE49F41ysdq8ti/Xn1Veki91ITWojQuxGbsK0PjgmxoBVWAsWhaxsUGtM7K4ssyQSeJQk96piZwn00CE6bn69CSmci7aTLi6jogZqZiTq0eVqcEWVBQNdsAW4LSs542sCyP3AU6aQYfS5KGd0Rl94OWCUwAK2tKgz02gTmFaidU2QJJToCybg38GtYdNXgWAiYLO/YGOmwGKzRjSL/U6ICl86Kc2Whn+xrY8Sqw/YZr3w4xpfnOd77DPyff/va3MVlhDWWWL1+Od955B21tbUhKin5hiSAIgiDCoRysUUfo1wtv4LqmIVgq9GmLH0zPC7TdD/dX45PEfyj5tLU8zZNF9CR/dqBBi9STKsgsFYI+ecE2/upjVZSwidWYsUYqbLI+ewDWoxU8fVHH9tzZgfICN7rPnoSoCJjRqMeCjkTYPrQeYmo8jAE/PWu7g99n1grxHhlmrZbfT+5ywaSRYNKq89hkkSQkObx8mTitJjBpez2OnKZfaOTzmZVCHROKWo36OLAfIcWCggsN/PnwfYVPbHz5+8rQvrGU1+PxWj1JRGqLF4sv6WEta4bPaUedrQz2JBYdVNM4mcALHism8Hp8BwPHWGEpsUFPvMAkNXZAqmtXUzkdHoi7jnNfPI0vp8cXj3kf9rZBUG7ZEDjXvS0UBrZNGKo33uDv2yiQwCOuEZfLhcOHD6O0tBRWq3VSH88HH3yQp+cHDd8JgiAIYjBI5BFh7wZ3j62Chnnn+dWOjUH821aEHvj6b9OvKa+H8eWj6L5tNVzLA+mXkgjXgnxoL9Xh0roMVGX54RcUJHRLWFph4gbhvPxOUWCsV20RMnedQeLZWh4NZJgbbRC9kftVJBFtM9IHPIu5h69g+t4LPY9PB+r6+sOekQBnohmZhyoins968xwEVrMWoGFTac991kumsFmHGUoWdOcr4TQC5xbo0LJiWtR9hFtP9EZo64J0uCz0GnNSoMxUBR1MBsibFkHyp3GPQ6WlEf7yg4iJzi7g9/+IbVmCmACdJ1kzki9/+cuY7Fx//fVcyP7lL38Z66EQBEEQEwQSeeOegdPsghG1aOvwlL3WTuDA8chTbXMAVfWBhvyRER1FssMvsQYegMaXB0G2BqJ5oe6OLOqkO1EBTZs9LBrFIlRqlErX2g3vTUu5UTp7LmQOLkFeWAgxNwW2dAEXiv2wmWVIioDCC06sfqUFeQ4jPAsKeaSsfct8dK+cyQ3KWUTNNTcPJrOBR9iK95znkb1gBC4YvWNTVn1nxOOueXlckAUfsym7thNJdndPpI4tzyeNyB/L+amwLS3siRwyk3OWTmrQ63rM3dnEIo9pbh2WV5qR36rnqak2fxfOr0+GYpSg0+vUSKYk8Sin5ZXj/Ji5bl4aEcULRfMEbr2gLChUI6NHL0H3pzcCvVMkCE4vRJkZ2KvppP4UN5CXpp7HY2VATXPYOQ0YpQfPr14HvG9zP++k6EbpoXlXC1ktECPDI488AoPBgNtvv31KHOJbb72Vp2seOHBgrIdCEARBTACoJm8c+uapc6LV2PVvqdBvfV5yIoSVi6HwbpkBzzWtForJxC0UQt02g/jh1zTz2jxRtkLrLYBXWwaIqrm4KPj4GOSlswINNWUgrOMmEyOiKPB0TfYcG5dfCexXFnidXlCU+kwCKmfIsLT5kKWJhz45AXPqALtBRlWqF00mL/yBkbEumz5WkxeoBZSnp0Obnggh8Fjf2AlHqoXfN4Olnmp4bR4nQYPebUSUzARo9VpotCwllYlXIOfVU/DHGdCyplhNjdRoeOMV9lqCXS/VxiwiUt66AOeK2Shs0CHVpn6MvBoFNcUa2FeW8g8WE3W9ffDcNy3usUngws7rh6RX1w+3SBB1GvX+kpmQl8wMCHIBwv6z0Kz9MH/MO6FqHRAEk/q+WDgr9P6K5otnMPApUthjiKmaJNqIsefChQuora3Fe9/73iljK/Dd734Xjz/+OL7xjW9g165dYz0cgiAIYpwzNf46TnXaO4GKmtBjowFIHaB4n/X60NZAFhwQoIHWOx1gom/H/ph2510RFBsxIADtiQrOzfKhNs0H+Z2jiHOJmF2tx9IKI7I61DTOuAt10DerVgi6li64UiNrcEyNnTzVM2vPOVgrmSF4/ySfqobPrIeijXRwr7lhLhpXD97d0+gRkJo6HcueucIFHmvy0mx24bK7HJ0JyiCvN1Ik6fae6X/RS3UQzlyJeE5cv417GjLRzmooe2suYec+9XbHm4O+DoKYqExmb7z+yMrKQlFREfbu3Qsf64JLEARBEANAkbxxSm+vu/6N0KNFBcON0AOiTrEM0m0zGEEM7EmQ4dPVQOvJg6AYoPPMhGcbiya5IPayV2AufD2WbD4/hG43FIuRR+1YF0zB7QX0Wu6NxxdVQlExnxwwAJeA1iwZ3SsTkOhtRKIuDWaPhJJGCUUtejRZ81Fn9fHlLM12KB4vlNR4CC4vJJcHzoUFMCkKOjbP5a+cub+F+wj2RPUYuSk8NTMYtZIcbmidXniS4wLNZELRRh7JYxE3CEh0SMju0CK5S43+YUEiOuNk1Gf6Ydh3Fr4lhbCcq4EyLQ1yvLlnXV11K3x5qT1m5yHDcxH+6xeFvPFYuqbNCcSb1bhdEWt+w/trqimz/gRo/Gr9oY/VTnJT+eA5DDRTuWEVF5LK9uuim5/HdK1HiPk60IiZoLvdwJGTwKqlV78NYtLy0ksvcdFTUlKCqcR9993Hp1//+tf4z//8z7EeDkEQBDGOoUjemCIM6/J96/MCKXksRY+33e6v26bUqytnoAW/oMCrq4YieCBAD523CFAMER03eSfN8Jqybg+0NW099XmsLs+473zPfa2ogcQ6TIoSNKxWL6y+jU2+hQVoXpaGC6UyajP9cGsVaP0CshsULN3TjlVXzMjMmgldaTGMogYmn4y4LjdMGi1MrDtmoEOmUdLACIHXzLGpZx4Td5lJ/Dm+jKQBk1QmWVGX02h75mUcrUJGowfFLQasvGzC/Goj9/ljR8lmkXFxug+VRQpkiwbumxZBk5oAY1UbpDgjt0rgNYnsdXa5el5/7/rFYIomnxRAc7qSH312XNUUTbXDKRQjND61iYtfauW1k8Fzxc/XlQb1HDILhvA6vIjz3bsGc6D3Ti+u1KjTaKHTAfPnjN7+iAnDU089xTtrTmZvvP747Gc/C61Wi1/84hdjPRSCIAhinEORvKmO3887X/aL4INXdwVaTz4ERQ+dpwge3UVAcEZfPt4Mv5XViIWQ6togXWmEPC0t5mGxLpydooD6WWmwdglIbtUiUUqD0SMit4VNWnhFBR0mPTot8eh0yLDpffCHZWBaztfDlW6Fp1dqZxBdsw26jm50z8xE0sFyWE/XwLNuIeJdEo/aJSbMhbYzJHx8ooKWBBktKX54jYFIXy+x1L1tcU8NXhBvaajDpvZIOeQlxdFftChCXt1L2Hi8gFYPrZd542l4Cq1fwwRdr3NmV2smR4ysgTuYDjsv7QJu7q9JDDGVeeihh3gd3le+8hVMNdjrXr9+PV5//XXU1NQgJyfQdZcgCIIgekEib8zpnYY5UMpmb8LTMqM1YQmf17upiwjYbMDJixDWLITCo3lspj/SKJ2nbvoDQm9aQOjNgld7EUp7I+D3QkyL7xEdLF1TbO+CkhKvRodkGb73rYJgNUGjKGr6ZmDb7J4siLwNOn81ksDTKjWVzfDHx8GfkQCDosCTCNQmKKiZBlg6fUiwCbB2idDKAlLtWj4FcWtkeE+eQdfKWfBkzeTNUHxdCk8VFRwudYxGAySZNXMxQGdKhqFOB2PRKhg8AsTKwOjqm4DMNC7sWNSuPUFBp0XhY2TROX1P85SAl13gseXlY3BuXaK+nrBupMHHyEkLPb5UD5Edr/QkKMnWnshe8FzxKN6756GZdyNEgwEKvPDpWB1eMFIXjMoBKJ0RvdlK4H4ogtf7/dP3XRd1HousRSw1wkkAJPCIKHR0dOD06dNYtmwZ76w5Ffmf//kfLvK+/vWv44knnhjr4RAEQRDjFBJ545y+3TZ71+D17rapzovebTMkIPj2mIHwGiZIQsKLi72A0AtsSZ3Ha/SqIHlyISoGaL2z4BU8gMQ87VgXSrVOT/DKUFq6oKQm8lo9pmfkeLXrpcD3w4SdujfNm6fgWjsbMmttyUchQlZkNRJmMUEvabgoNBy9DMecXPh1GjhSFDhSgBpZhsGhwGwXYHYIMDkE6LwC9D4R+unFiOsMCT+OxwN0+FWvuLomYP2yqMfbJylwnz8Pp0VC2/QkuOIEmI5XwBeXDINLB63DAyUriYu74NEXmDiTAeOuk3DfvBTabg8Uow6iGLSeCIk8ITO5pxugprlTlV9mM5SUgH1CUCzzFE0J0opbIMoJaqMVXQ0EfpxVA3tVvEkQXtkP5cbVIaEdPJtd3YDFHPVdFS7ihr+jJnXgJEYGZgY+1U3Bly9fjuTkZPzzn/8kkUcQBEH0C9XkEbEjMKFRAVno5uJCa54PMaEgchmTAUpJXkyb8y6cHn0G069SKO/SU5gO6HpdjxAAhwloSpNRke/HqRIfjs324Nx0Ly5PF1Cd7kNbQznavG1oj/Ojq6MBXVYRXVkWdKyfjTarH02JftSm+lCR5cWFfA+Oz3Lj+GwvLq1MQkuWhO44he/Hm5kA/dlqdWgBQcoQW7ugP3JJfSCJ8KfHQ6pthaayCQLzIhwMuwvK3AIo+VFSIVl9ni8X0gsHuCD3aaugiGokss+iG/tpTnKkn86dJ88DVarpPUFMJP785z/DYrHgpptuwlTmIx/5CLq6urBz586xHgpBEAQxTqFI3jj3zRt4nf46avY3L5SEGZkKGlpXCIvmqY/ZcozAY2avoKuE5M2GJMdD62O1ekb4pGq+sijIPVmDzMMuYLEeWFeAqMhQbC5uXyBb43h0j6Vo6ncehvPGRWpMsSBT3avCjNJFICmexfj4csEumex/vyz3vCL2vCIp8OkBb+DJ1oz80HGdrpqHhwgdHxZpY2OWgvGx3FTIeWncW49F7HQsOjm/AAnvlMF102LVC5Ads5QE+FIToQlE6+SFRfz1yrl8LkRZhujyQzSraWU8UseifoHzrWnqhBwf1ydFUxV4BZDkJChbb4RPWw1FcgUidEHxG4j6sXV5KmUwhTN4FkVgw/Ke7fLn3joMrF0KzGMWF+w1907vDH+/9M+Ip2oSRBTeffddtLa24q677pryx+fBBx/EL3/5S3471QUvQRAEER0SeRO6Pq//5fncwI941UogXASqRgl9avTC7RUiavSCQk9dmm3Wz1r4+7yQ/Cm8rb8om+DVVgKCu2dJSVCTPZmQU0cbeAVtdigmPUSjHrLC5irwb13O2opwsSa02yFdqod78XSevml86QgcWxfz+8GBMG86hTUqCZqjh1kkKAPZJ4QRFFfhx4rLo8B93fla1fphehaXUN6tLE0zIAp7tqGKtuD6PD0zcCylTgc0jR2QSwvCth0SecpHbwikfQb3zQSehnfR5BG8rTfCr62FInVD3PE2lO0bIusreRpoeIpmeD1d6Pz2PD+3OAbLhN5QqiYxPmA1aFPNG68/EhISUFpaikOHDvFOo1O1PpEgCILon0l7SZ61mGZ/BOfOnYt58+bhySefxLiE+YHFCP/R3tre59nIH/e9fthH1FwF54dHfMKbcvRjr8BFTXj7fYlHpGRtK7zaGl4vJr74NnSeYghyAu8CySa2XI/NQsBqgdkIiIVZkDKSe6wDWA0enwRJtRlIiocyvxAaQeSWC75ty6Hxyfw+s10ITsyGIHhfJ2mgEzWIO1kNY0Mnt2YITkEbhdQ/vglzQyev9WOPw5fRicFJw8dgqG6DXJILZXpWj92D6chldQyBcQXv8zEExh6ySRAhpCRAKS2IsJiQwo6HKial0PFSdNB6iyCxGrytW7ghvWqVIACJCUCHvdd5UKN3IYEXOr99o20C+2UYEoX91uFRFI8YfzDz7zfffJObgTN/PAL40pe+xJtW/eAHP6DDQRAEQUwdkTdnzhzs27cPp06dwosvvojPf/7zuHQpUD81nnjznaEtf2GIr2HHLgwHwkOP9n3S64NSdgpe3WXINzPzbS1v9S/5slgo8Np2qItsnKLfcxpSReOgq3kWFMCfxTwB+9L1oTXQn6yMafeCy8PCgaH97zsHX346pOoWINANtD+kI2UQGiLFuNDQNvD+ZNVwXlTMgSYrV7jAC6KsWQAkqA1sCGKq8atf/YoLPTIAD3HHHXfwCN7vf//7MTwzBEEQxHhl0oq8TZs2IT6etfYHcnNzkZGRgepqtXnGuOKG9b2e6GtUHTF31bIYaqLConnbN0eJ3PRup9/bKDsU2Qu26lc+d0cgohcw52bLiBKEODMEkYmSy/BLbXx5jT+Dd98UZUtgeTVS1RPFCkS0eORLDDdWlyKjemERMnnLEmhdvlAkjxurq+bqcfsvhpbvmTQREzcfjzPx7pfR5vdEB/n+JaAwC1qNTt0H2//cAojpidA4vdAgFHU07TyqvpbAuPUvHQaWFkPMSg4ZxLOjUNvaY4AePNbqcWGdOZOg9RZzw3lmPO/VVUAR3WE1eFLfiKvAjiurszsKdHRFnLO+76W+xucDR4EHfx9GeWdSV01ixGD1Z8wE/DOf+Qwd5QCsS++NN96I2tpaXLhwgY4LQRAEMTVEXjjMU6i9vR1Lly4dIGvSDZvNFjGNLQP/wI6ajhdB7x/s6o/7yNRNYYDUzfDUPwGwsChSoNFHsHW/pANyssLSN5vgZU1C4IOoGKH1zoTky4WgSGGiJiD2wgRfZJqjmoapzosUfUJpQUDYqYJMTZmUoCyY3vNcz/NMBAYmNb1SXc90uhr6JpuaZimIiHv5WGCZoHBUBZ/p7XOhVEwm/hKt6hhK8qDR6npeg3/bci5Og0JV2b6yV3qmBE15HYSlswJWChKkFw4F0jNZ/V0etN58fjxl0c79CCF6A+dBFXehJitiIH02IPDYxBqp8DTMsPTciHMbOt+R539odXihiwAEMbow0+/Lly9jw4YNPfYjBCLqE7/2ta/RISEIgiAimLB/MVeuXImUlJSoU3jEjqVr3n333fjb3/4GszmaZ5jKQw89xCN/wYlF/4goNLaqUz+wFEOvvhx+UfWA0/jToPPMhuhPgLD3JNAZSkEcLhSrKeZlvXPyIGck9jxm3TKj4dm8AMNGIO1TuFQH4Wwl5G0rIcgmHr1jjWsYfqkZPt64JtDF9I3DQLdz+MZAEBOUoID57ne/O9ZDGXeUlJQgMzMTL7300lgPhSAIghhnTFiRd+DAAbS0tESdggLt7Nmz2LZtG/7whz9gzZo1A27vq1/9Kjo7O3um8ZHaeTXRvN5pmUNpxIJ+GrEEI3EihNYuwGgMRJUim7H0LCcAsq6ed9tU4OFpiFpfITQrb4NoSe+J6EWkcIoidIfLI6JgweYqPZG9sMcsKse6bvY0PAmkcJpePgaNIqjRuJ1HwyJ+gUmri3hs3nksYplgGmh4WqgmLKKojiU4nmDksVdjlbAx8+hdcYEauZueC/FSI49uMoHHTOUVRye82ir4tS0QeIROPabKxmUQzHGh9NhAJ82+jVbCu3OGn4/YLRGuvdkKmZ8TIwcz/U5NTR0wE2Mqc8899/AOm0899dRYD4UgCIIYR0xYkTcY586dw9atW/Hwww/j+uuvH3R5vV4Pq9UaMY0PrqbWqb/UzTBBELVGLzT1FQwBQcj8wS1xocdhdXpqrV7YJLng1bNavSZunsBq9HTeEmi8hRAUU0QKJxdB0zJC6ZE2F7T7zkYRUIE6N5Yeun0FDC8d6RF/bD355uXQaNQ0Tm1TJ3S17RGdL3tP8rYVESKuR8j1CLWQWON1g/1OwXUCHUNfeDfwugLCTWG1dynQ3HAPNP5UfoT9Ygd8R3cAkjMsPTMolgOpmuw88XMV9MHrLfAGTtGM3k2zvzq8aO8dghg7nn76adjtdvLGGyTSydJYv//974/eiSEIgiDGPZPWJ+++++7jEbkvf/nLfGKwVtNbtmwZ66FNbOYUBZ3oYlteUCC/+hz8N62H5Evj9gCSnAjRkwBZbIdfqociBtISLUag1QYkW4F4M+Q1paFUx8v1UDKTAAMz/g7h3bas3127P7y+z/Kjhbx9Zc99QY6DxpfNO2cyWHMVn6aO+99h82KSVQTRD8zsmwkYdjteLybGCislyMvLG/YxsA6bixcvxuHDh9HR0cE99AiCIAhi0oq81157DVOBSEPzyDmRQizcDF2d19csHYFlhAG2r24nuITCo3nB9ZimC+1XtUJnZWYKIMrw6+ohyy1c7ImyFZKcxCdWv8dq0hRXN+DwAckaiALbhh8KvwVgNEDUaKGwzpeBMbN/Qdhuww3Q+by42Gv1Qq+3b6RTiPJ86HFfI3L+mEU8FQs0/kwewQweQ7+mGbLUzsVvT7SOHUOHCzAZIw3Mueu8AuGV/cDWdWERvOCowlMp+0/RjN5sJbYIHqVqEmNFQ0MDTp8+zVPtTaahf5ZHEibY2JjuvPPOmNdhyzNROBJC7zvf+Q7vtPmVr3wFv/3tb4d9+wRBEMTEY9KKvMlHb9HWe67Yj9BD2Hr9CLmw3/eKEhSDvdruR4i9MAHBHyvAjr1Qtm9gYaue3aljApRbrgstK/rg09VCkFsh+ZIDYi+eT3JcDvzxLZCVdgiCN0xKAUp2RmhfXNQFbpUwURdYOCj2pBfe5d0ve+b3e+z6sxiIFHORy/YSdT07lyAqCZB8qRAVU88xY8LOr2mFIDCBHJCN75yBsmKems554DSUTSvCTkZgu0wHRgi8aOIu/FZdt+d1NDYD1fXAkvl95ocfgXFfh1dZA2Sksrzq0d0vMWYEMzDGYxoiE2pMsLEa8FhgyzJByJYfCZHHMlQSExPx5z//mUQeQRAEwSGRRwzMjjeA7RsHPUpc4A0BRXTBp6sGZC0kfxJEfyJvRCL6cqAgC7LYCVls47cs6nU1BAXeaMDMzEU5mb8WZgrfW9yBi1YRqG5SU1IXzIRSFOrgqmwaobGmp6pTrHTZuck9kqIbyo8ZETWFxFSpx0tLS8Pq1asxHmFibSQE29XyiU98Aj/+8Y/x97//HR/84AfHejgEQRDEGDNpG69MTgbvthk9AjOQh17kfDWKFWzIIQLbN4UtE2zIEvJvC/fSU/+pPm7qFL0pS4QZOEvj1DZz2wWfph6y4OLzWN2e1jcdOs983qhFYs1KFH1EoxY28WYoJysgVbdGduV0eiAJQk8XTO2pSmhrWnsZpocM0IOT2tEzssELm3rvV1A0EAO1dlrPbOi8s6Hxs86hWijwwqdphFd/EX5tUyB6p75u5GYBC0rU45CS3MvgPHTsQ9HB4HELHufwc3ytjVaiNPXxeCG4PBh35GVTFG8K8cc//hEOhwP33nvvWA9lwtUvfvvb3x7roRAEQRDjABJ5E47Bu21evdAbpPOmrABHzkSKjYtXgAuVYWIkmuCL7MIZ0YEzzHZB0XTCp6uAV8c6crZwscSWVwXfNOg886D1lHALAsmf2CP6ML8YQl5WpDXD+XoIdm+oc+f8mRBPVKrzXjzcV7TFMikGSM+dhoaNxVuqCrsqGeKxi2rUTmmHV1PFBausaQvU64mstBCoaAg7PmGdSyMMzqUBLBJ6W1vEWoMXLvBY3lhZaJWOTqC5l+dhciKQlTH8qZrvHOm7r1iprQeOnrq6dYkJCfPEkyQJ3/jGN8Z6KBMGVvO3du1anhrKDOQJgiCIqQ2JvMnA2YvqD+GRRmSRqMzI52YWcB+4q6IhSj0LE3uiG36lhkfCvLpL8O96BrK/S5U5iokbrLMon94zFzr3HGi8BZB8GarhumxgG4CyeCZgUWvixDeO8cYmwY6X8tZBUiMVQU2/9LPaugweSdTtc0HfOg2aG+/iBuaColOFXa4FviUpfKy+in1Q6i711UCsRtDfu14ywKUR8mPcsSv681o1lbSHsGY1I8qKxUBq8tWtm50JLJo73CMixilVVVW4ePEi1q9fD51ubLrjTlRYuibjv/7rv8Z6KARBEMQYQzV5k6ERy4wCQJKG0IiFEd5RE/123gw1YwmQlhJYVxig+yYTGbuB7eshXKqG4vEAJYU9XTjVDpwAqpuBjDTehTM4JrW5CiDsOQHlhuXcbsB/82wANVy8ibIZgmyGKJsCkTw9JJk140iMeKUKfFB4HZwPytoiSCyc5pVD3Tp7OoEG0iMV9lFg0TqtGvnrTekCKAY9FMEJReyGLHbz22CtGI++zWb2En2joIJGCxTlh45v8Ng2tgNHz0MonBZ4Lrx7ZnCrIlBVp85nqZ59zmW0CB6A7Zt7jSNA+DgS4sd/wxViyhEUKD/60Y/GeigTjiVLliAzMxP/+te/IMsyT98kCIIgpib0F2BCI4SiM1H+mIdq32JN34xe6zWYcXqfFEQ28WYtIjA9H0JJUWB+r5q9ZXP71O0J5fUQOl1QbmDNFqSwdEmW0qlAkeyQtaze7TI8+gvwaq/Ap2mAX2yHLDi4uFNfgQaiYoSoWALefMmQ5FQeBQxO7LH6PGv6YuHLBwWeAj/fHtsu277X2qBG6/RXIGtbVANzPvbg6w5LQW1oB9q7+esRd7wdVnMXSM0MCsv0FAgfuEl9njU76XZFSc9kwjo5EAXrbYbO9g0IL+1Wz9HOPTGYnUc79wPVc4avQwKPGFmYMHn++eeRlZWFRYsW0eG+So9Yt9tNXTYJgiCmOCTyiPFFSzvQEGPtliBzQ3FZ0wq/rg4+fQW8V16FR38WXl0ZvNoK+LTV3HicC0GpEX7XFfiVevilJj6xBil8vraGC0avrlxd33Ceb49tl22fG7Yze4jBuHAFqG4EpECEc/v62F5LRxdQ0wg4mdAD0NoO7D+q3jfo1SnqMQjUSjKuXzPwPlwuYO+7sY2HIMaAX/ziF1ygfO5zn6Pjfw2RUK1Wix/+8Id0DAmCIKYwlK454enthXctPnq9TdMHM05nRG5TbayiAMfOQjHr1Zq98OWraiHkpgfSE6UIfzu+reWqn5vafCTc3DxyrOqjcM++wLKSJhAx86spm70PRMMVICVBnQY4VtGPU/gxipzXs05xYWj5MM+70NL9NExJTQG0egisiQ3rvpmcDKxKiS09k3dAFQCWFhp1jAEMRmBF3+gIpWgS4wUmTPR6Pb70pS+N9VAmLBqNhvvmvfDCC9xMvrS0dKyHRBAEQYwBFMmbNAyeSjf01M2+6ZtMWPRN3wxfJnA/KQGCVte3I2SXg9fWRXaaDOvGKWrUKawrZ5+UzqhdOtn1CkmtT+zp2hmwWXjjKAQvszEQIcwqhJDCvOxCqZY9dg7BTpxROoBGdgONnMQX9oWlY4a6ZarplKGOmaFjEX581dfNp4QEYAGrPxSAyjrg1MU+6ZkDd9DsfU7Qd5mwRhaDp2gSxOixd+9e1NfX47bbbqNasmGIiDL+4z/+YzhODUEQBDEBoUjepGI4onpDi+z1acwSXHZaTljULdgURgHmzArbdyDqF7auGukKjiEQ6esZnhzp6Rds4BJ13GGsXQJoIxvT9KZH7LjcaupkRrQoWvBh5GNl+3VhS/bnT9d3W5F+d73gxy9y3UhxHW29wSKQ4XNiFXdUh0eMDg888AB/j//sZz+btIec2RsMhZSUlKsyXC8oKOARPCacOzo6kMAuIBEEQRBTChJ545n6RiAzHVOSmgYgZzC/thjhtgEx1NMxmNWB041Rw+0hk29iytPQ0IAjR45g+fLlXNhMNthrYj52d95555DWY+swYXg1Qo/ZKdx44424//778dhjjw15fYIgCGJiQyJvPFN3tSIvsp4t9mhef+v3jtRFRv0GjepF2Xdo7fBlAs+zur82O5ATNAZXl1Qjf8FH4bV80cYVPkRW0TdwJK+HOLM69SEy8hUZsVOf6W/Z6NE7ALZu4NwltQ7x2Flg4Zz+9xeRntn/uKKP52qieBTBI0a3IyTj5z//+aQ87EykMbHW0hLFG7Qf2PJMFLJ1rkbksbq8tLQ0/PWvf8Wjjz5KKbAEQRBTDBJ545nF865h5f7SL2MRW2HrM487tn5PLVe09M3QPqILvnAPvv7H0DMOto15s4Cde4HrV7JOAmFLBHz0+qSmRoq4njTP6LsdlL4iLnJuJDGKut7rWi3A8gXq/dSkAYRdrPvtb7n+xtIfJPCI0cPj8XBft5ycHB7Jm6wwoXY1Yu1aYA1sWLfNn/zkJ/jiF784qvsmCIIgxhbqukAMTG0DUN80NkfppnW9BN7II+wIes2NMjmZY7NfghhjvvKVr8Dr9eK73/3uWA9l0sFSNQ0GAxnLEwRBTEFI5E0JrqHzZkEeMC13kO6bwX1EdnoMdeIMX763mXrk495dL/sarwe7XAa3Fd75sv/txDoxE/eo+61uAk6U9dq3GGW/0iDj732cIo9l8Jj17Z4ZffmBjv+g57afdwJBjKb5+e9+9zskJibiox/9KB34YUYURdx1111obm7G008/TceXIAhiCkHpmlOGwev01KUCJt5D6r6JflI41WUjUzij+exF60gZpTNnL/qOMTxlM8prffFN4Ka17JcPYicwntwsdep5NtZUyWiiabC0zNjW63+5wcYYfWmCGG1YGqHD4cA3vvENOvjD0JEzWjfOn/70p3jkkUd42iazpyAIgiCmBiTyiKnDzevHegQEQYTx/e9/H0ajEV/+8pcHPC5VVVVDbloyFTtyRuvGyZ5j4u5vf/sbdu3ahU2bNo3QiAmCIIjxBIm8KcXgzVgGj+j1txI93g8AAQAASURBVJ3+umr2H9Xr240zfN1YUkx7++z1T9TX4XACJuMwd5682shdbOvGNgaK4hHjnz//+c9oa2vD5z73uQE7PzKBV1JSwiN+Q4GJm4lsxzDUjpwDdeP8zW9+g7///e/cHH0yCGCCIAhicEjkTVmuNX0zfDvqEpzTF4DS4hgEX6yiL2w7XXbAEjfomKOPMoqFwoGTwKZVV7W1/un/x2rsaZkDbYfSM4nJAev2qNFo8MMf/nDA5ZhoYQLvySef5GJvpI3EJ2NHzqSkJNxwww145ZVXcPToUSxatGhYxkcQBEGMX0jkEbHDRBZjIKEVZxq5I3r8HLB68RBr6gbgqgQeQRDXylNPPYX6+nrcc889vPtjLDCBR+JkcPqL1LGIKRN5d9xxB/7yl79MGiFMEARBRIdE3pSmt9fcQEuKgN2pLh1V5AW2lZ8X2t6RU0BWWi9D90Bk79AJYOn8PvvvG9kLSwddG81Dq78I40gz1Ihdz9yr2ialZxKTiQceeABarRa//OUvx3ook4ZYa/guXLiAxYsX91vDRxAEQUwOSOQRsdfqBcRa5NID1OxxM3clupDJze67fB/6pnNGzO3dqfPNd4FFcwaONFZUA34/UJSP4WBgQceXGGDeYBHJ4ay7G3x7BDEa/PGPf0RDQwPuvffemKN4xPDU8DU2NuLmm29GQUEB/vu//7vfGj6CIAhi4kMij4gdnw+wdwMJ8dd+1DLShj8Ktz5apK8XeVlMHWLMePENYOt1TB2O3RgIYoxr8VgU72c/+xmdhzGo4bvxxhuxc+fOITeyIQiCICYWZIZO9CK6oTan2wE0NA/RaLt/k+6+JulR1r1SC7R2RN1GuHH4YFMPkgRoBr62cVXbHdDwPOz13rwZEIKG6kM9XqHjPXQPPAE4dhqoqRvCegQxvDz88MNoamoaUi0eMbw8/vjjvJvpd77zHTq0BEEQkxiK5BGx1+vFW9Up6tIh0TF4J87QkpFEES4JVsCgV+/LcoxNV5SrSKscjKtZ/1rtGMKXuprrMb22vbD0KrZBEMODLMv4whe+wMUdRfHGjrS0NLz3ve/Fs88+O4ajIAiCIEYaiuQRVx/Z63eNWKNNA0W9AiQkAAbmZScCp8uA2qYBIn/9bTeGyeMdZJn+6B2NHCgyGeNrvqaoXfg+CGL8wAzP7XY7HnzwQeh0urEezpTm0UcfhcSyGgiCIIhJC4k8YuIwrwTIzrj69ZtbgdqG6PNY0xaCIEYEJu5Y9C41NRVf+tKX6CiPMQkJCfjQhz7E7z/22GNjPRyCIAhiBCCRR8RIbNGngaJRQ4/sDbavgaJoUaJqRgNg7sfH7/q1V7/dIb0mjFD0LnxfBDG+uOuuu+Dz+fC73/1urIdCBLj//vt76iRdLhcdF4IgiEkGiTxi1ATf0EVf730NTTDxbqD7D6sNY7x+IM6ipn9es3AbvjEO6XiwpimseUq/+yaI8Qdr6//Pf/4TxcXFeN/73jfWwyECsOYrDI/Hg49//ON0XAiCICYZJPKIyQvrojl3FlDXCLR3YlxTXgFU1gy8TE4WNU8hJhy33HILv2VCjxh/5OTk4K9//SvKysrGeigEQRDEMELdNYn+qWsA6psCpuZD6MI5BHpHr/rvzDnQvgfAYlGnIY9vZCJj/UbrpuUM0TuPInfE+OeXv/wlysvL8W//9m8oKSkZ6+EQUfjMZz6Dr33ta9i0aRP+9a9/DXqMUlJSyDydIAhiAkAij+ifrAx1GrLoUIZdBA1N/EXf8mgzpLo6rTby8fEzQEqiGr0L2yJBTKRmK8z4PC4uDn/4wx/GejhEFLFmMpm4wGNUV1dj8eLFgx4ntg5LwR3MdJ0gCIIYW0jkEZOPU+eB4kJgoDbtO14Dtl+PccuCOWM9AoK4Jt7//vfD7Xbjj3/8IzQsdZoYVzCRxsRaS0sLb4qzceNGfr5effVVxMfHR12HLX/nnXfydUjkEQRBjG/oLy8xAgxmej7CEb605L6Rsd5cq8CzdQFWy1V2wYwVitwRE5Onn36ai4Vly5bhgx/84FgPh+gHJtSCYu3vf/87br75Znz961/H/v376ZgRBEFMcKjxCjEKDLEr5pC2LPad0tMhCFL0ecM1HTs7QgJviMfphddGYAwEcfXYbDZeg2cwGPDaa/T+nChs3boVmzdvxoEDB/Cb3/xmrIdDEARBXCMk8gjiali/cniOm9t9betvG8cpp8SU5IYbbuC+a0888QSsVutYD4cYAi+++CI/Z/fddx+qqqro2BEEQUxgSOQRkyqyN+HYe5COBTFp+PnPf453330XN954I6VpTkB0Oh0Xen6/H+vWrRvr4RAEQRDXANXkEeOA/oTetdfyjfvXeT39kCImB0ePHsUDDzyAhIQEPPfccwMuy6JErHlHLLBmH8TosWbNGm6rwFI277nnHjzyyCN0+AmCICYgJPIIgiCIa7ZL2LBhA7//9ttv84jQQAKPeeY5HI6Yt8/a9rOW/8To8Otf/5rXUz766KNYu3Yt7rrrLjr0BEEQEwwSecQEi/BNhOjeFE9BJaYcq1atQldXF37/+99jzpyB7T9YBI8JvCeffDJmg3Qy4B59Dh8+jKysLHz84x/HwoULMW/evDEYBUEQBHG1kMgjJhhDEVAjIQhJwBFEOB/4wAdw6tQpfPjDH+bpfbHCBN6iRYvoYI5TWAOWvXv3YunSpTyFM7wRy1BSaEmgEwRBjA0k8ohJDAkyghhJvvCFL3BPvMWLF+Opp56igz3JYCL84Ycf5uJ99uzZ2LNnD0+dZYboscKWZ6KQzNMJgiBGFxJ5BEEQxFV10vzpT3+KadOm4Z133qEjOEn5xCc+gerqajz44IPcLJ1FbTs6OmJal4k7JghZii6JPIIgiNFl0ou8pqYmzJ07FytXrsS//vWvsR4OMdl4aRewZQMgSWM9EoIYVYH3+c9/HomJiTh9+jQ0mkn/p2RK8+1vfxvNzc284+att97KO6mKIjkwEQRBjGcm/bf0vffei23bto31MIjJytZNJPCIKcV3v/tdLvCSkpJw/vx5xMXFjfWQiFHquHn77bfjxIkTPHXT4/HQcScIghjHTGqRx9o/FxQU8BbQBEEQxLXxxS9+Ed/4xjeQlpaGS5cu8Vti6vCXv/wFn/zkJ3HhwgX+t9Vms431kAiCIIh+mLQ5NhUVFfjtb3/Lu4P97W9/G3R5t9vNpyD0x4sgCEJFlmVs3rwZu3fvRm5uLs6ePRsRwSNz86kDa8SSmpqK733ve/y98Oabb2LBggVjPSyCIAhisog8VmNXVlYWdd6xY8e4t8+vfvUrGI3GmLb30EMP8cJygiAIIkRdXR2WL1+OmpoabNq0Ca+++mpEPRaZm0/NlF3WSOUzn/kM76zKavVYaQRBEAQxfpiwIu/AgQP9zuvs7MTJkyfxoQ99iD+22+3cfJf9QNm1a1fUdb761a/igQceiIjksauUBEEQU5X/+7//w3333Qefz4cvfelL+MEPftBnGTI3n5owUccutrJyiE9/+tN45pln8Pzzz8NgMPRZlnz1CIIgRp8JK/IGIj4+Hq2trT2PH3/8cd5Zc6Dumnq9nk8EETP1jUBmOh0wYlJ2Jb7lllvw7rvvwmKx8B/vGzZsGHAdMjefesybNw/19fXYuHEjXnvtNSQnJ+PJJ5/E+973vh4jdPLVIwiCGBsmpcgjiFGhoRlITwWolTgxiWrv/vM//5NH8Px+P66//nq88MIL0Ol0Yz00YpzCRBzzSXzsscd4RI9ZLMyfPx//+Mc/MGPGDB7FY9HeWCBfPYIYOm+//XbUBoMs4BGrpyUxOZkSIu9jH/sYnwhiWFlYSgeUmDTijnmhMXPz7u5uZGZm8k6Kg0XvCCLI3XffzSN4rEyC1W3OnDkTW7Zs4Y1aFi1aNKQDNZT0zmDEkMzWianKsmXLuLVJ+OeH2Z2wSDsxtZkSIo8gCILoC4uwsHrkP//5z3A6nTw1kz2+7bbb+Hxmej3cP8iJyUtCQgJeeeUVnDlzBh/+8If5/WnTpmHJkiX43//9X6xZs2bA9a8mvZPB1mHvQxJ6xFSEZVoEBR2L3K1atYp3wH3jjTfGemjEGEMijyAIYgrBTKx/97vf8QjL6dOn+XOsloq1xH/ve9+LOXPm8G7DQ/2RzX6gEwSDvYdOnTqF48eP49///d95OidLJ2Mi8AMf+AC+/vWvc/HXGybShpLeyaAUT4IIwexMWKMs1mVeo6Gf+FMdegcQBEFMYpjFAesqzGrrDh8+jOrqaiiKwm0Q2NXfz372szzSwti3bx/vRMyaZ7BGKrFC6XJEfz84WSds1sjnG9/4Bq/T+/3vf8+nxMRErFu3jkeN2RTsysmE3tVE5KiDJzHVYV6m7Pv+9ddfR1ZW1lgPhxgHCAr7a0/0gVkosKLVzs7zsFotdISGi45O4Hw5sGIxHVNi1LHZuhAfP4vbrFit1jE9A8x3jtm0MNGVk5MzbLV1LMXy5Zdf5tETFk1hf/SHAqW+ESMJ69j6s5/9jP8QDY/YMdHHIoCsfo/VgjLLo1g+o1fr0ziS6Z0j8dkmiIH44he/iB//+Mf44Q9/yO8TBINEXj+QyBtBvF5Aq6VPIDHqTFSRx9JvmCl5eXk5jhw5wm+bm5v5j+TGxkZuGcP8QN1ud8R6zBaGPXfzzTfj4x//OPLz8wcdF0XliNH8O/vUU0/hueee4+llLOLHLlQE0Wq1iIuL4+9J1gyIpXiyW/Z5YQKNPS4qKkJbW9uQO3gOJVo91M8EiTxiNPnnP//Ju9qymtdf//rXPc+bzWZMnz6dTsYUhkReP7Afgax+oLr6MKzWuNE9K8TUgwXU3R7AQF6NI4nNZkdu7hJenM4i9WMJi0CwH6nBcbAft0zMMesCNrHHw5FoYTQasXv3bmRnZw/DqAliZKmoqMDevXt5anFZWRkXb0wMulyuQT8PLAWZTZIk8XokNgUfB+exbbALI0OlsLCQb0cQBP44eBt+P3jr9Xr5hZjKykpqBkOMOPfccw8effTRPs+ThQJBIm+QK3EEQUw+xkMa1aFDh3jra4IgJicHDx7E0qVLx3oYBEFMUUjk9QO7is7So1hL8fArdoPBrjgGU7DGOh1sLKHjQMdgPL4X2FX8rq4uXpTOruqPJcEOaOnp6YOOhY159uzZOHv2LP9OmohMhtfAoNcxvhiP54P9fmDRwoULF1KHQ4IgxgzqrtkP7EfXtVzpZz9mx/oH7XiAjgMdg/H2XhjrNM0gLJUs1qv8TCgzWMrleDiGV8NkeA0Meh3ji/F6PsizjyCIsWZsL2UTBEEQBEEQBEEQwwqJPIIgCIIgCIIgiEkEibxhhrUs/9a3vsVvpzJ0HOgY0HuBPk+T8TuBXsf4YrKcD4IgiOGGGq8QBEEQBEEQBEFMIiiSRxAEQRAEQRAEMYkgkUcQBEEQBEEQBDGJIJFHEARBEARBEAQxiSCRRxAEQRAEQRAEMYkgkUcQBEEQBEEQBDGJIJFHEARBEARBEAQxiSCRRxAEQRAEQRAEMYkgkUcQBEEQBEEQBDGJIJFHEARBEARBEAQxiSCRRxAEQRAEQRAEMYkgkUcQBEEQBEEQBDGJIJFHEARBEARBEAQxidCM9QDGK7Iso66uDhaLBYIgjPVwCIIYBhRFQVdXF7KysiCKY3uNi75jCGJyMp6+Z3w+H44dO4b09PQxHwtBEMP3+6GxsRELFy6ERtO/lCOR1w9M4OXm5mKqMQ/AybEeBEGMMNXV1cjJyRnT4zxVv2PGG/SdR0zm7xkm8JYtWzamYyAIYmQ4ePAgli5d2u98Enn9wCJ4jOrqw7Ba40bm7BAEMarYbHbk5i7p+XyPJfQdQxCTk/H0PcMieMEfg5mZmWM9HIIghoH6+np+8Sb4+e4PEnn9EEzRZALPah37L+oJz5sHgPUrx3oUBMEZDynY9B0zRtB3ETGFvmeCKZpM4I11VJEgiOFlsBRsStAmRoeFpXSkCYIYe+i7iCAIgpgCkMgjRgeKhhIEMR6g7yKCIAhiCkAijyAIgiAIgiAIYhJBIo8gCIIgCIIgCGISQSKPIAiCIAiCIAhiEkEijyAIgiAIgiAIYhJBIo8gCIIgCIIgCGISQSKPIAiCIAiCIAhiEkEijyAIgiAIgiAIYhKhGesBEARBEARBEARxbVRVVaGlpSXm5VNSUpCXl0eHfZIy4UXefffdh+effx6VlZU4duwYFixYwJ8vKyvDXXfdxd/s8fHxePzxxzFnzpyxHi5BEARBEARBDLvAKykpgcPhiHkdk8mEc+fOkdCbpEx4kXfbbbfhS1/6EtasWRPx/L333otPfepT+NjHPoann36a3x46dGjMxkkQBEEQBEEQIwELajCB9+STT3KxNxhM3N155518PYrmTU4mvMhbt25dn+eamppw+PBhvPrqq/zx+9//fvzHf/wHysvLUVRUNAajnMIcPw0sKB3rURAEMdU5dhpYSN9FBEFMbpjAW7Ro0VgPgxgHTMrGK9XV1cjMzIRGo2pYQRD4VQoWyu4Pt9sNm80WMRHDQErS6BzGHaqgJ4jxCn3HjDGpQ/guKq8AzpeP5GgIgiAIYkSZlCLvanjooYd47V5wys3NHeshTQ5yskZnP9tvGJ39EMRVQt8xE+i7qKgAmEVZHwRBEMTEZcKna0aDCbT6+nr4fD4ezVMUhUfxBso5/upXv4oHHnig5zGL5JHQG0Ze2wtsWgOIdF2BmJrQd8wYc+ockJwIZGWM9UgIgiCGvVsmq7EjiEkv8tLS0ng+Mis+ZQ1XnnnmGeTk5AxYj6fX6/lEjBAbVpLAI6Y09B0zxsyeSd9BBEFM+m6ZzBaBICaFyGNdNF988UU0NDRgy5YtsFgsvMHK7373Oy7wvve978FqteKxxx4b66FObbRajHuqaoFuB1CUD/h8gNE41iMiCGK4kKShLf/KHmDLBvW+rQuwWuhcEAQxbrtlMsj3jphUIo+JuWgUFxfjwIEDoz4eYgKTkwkoCtDSBnR0AsVUk0MQU5aNq0P3j58B1q0Yy9EQBDFFoW6ZxNVCBVLExMThBA4cHt5tsnpBdrU/PZUEHkFMZhqagDMXYs8+IIFHEARBTDAmfCSPmKKYjMCCOWM9CoIgRgUlhmWE2DeXlgIkJVzLgAiCIAhiXEORPGLi0rtm7tU3x2okBEFctXiLZRrObSmAKAC6sEjd6fNAfSOdQ4IgJgUdHR344he/iAULFmDVqlX4n//5H8iyPNbDIkYZEnnEwOx6S02NnAisp5oZghh/XKt4u0YOHgOa+mtBHhhHcSGQnjK64yIIghgBnnjiCaSnp+PHP/4xzpw5g4MHD+Kb3/wmb0JIvSqmFiTyiIHZtFZNjYyF4a6RGypkgUEQRG+WLVRFnr174Po78vAkCGKC85vf/IZ3lmce0f/4xz/g9Xrh8Xi44HO73VizZg2ef/75sR4mMUqQyCOGjxmFdDQJYsozBtG6wcjOAIyGIawwRlFHgiCIq2Tnzp347Gc/i4SEBFRXV+O2227jz4uiiC984Qs4duwYtFot3v/+96OiooKO8xSARB4xfKQkjcLRVEZoIghieD6X45DEhKH75PWBvjsIghifMD89JuqYiGMpmklJfX+PlZaW4uWXX4bf7+d1elSjN/khkUeMPmWXVT86giCIkYJ9x7DvGoIgiEnO9u3budB75JFHkJWV1e9yGzZs4A1ZGhoa8Mtf/nJUx0iMPiTyiHHEWEbcKOJHEFf/eRnuT6M8TJMS8XhkGMcRTIIgJj2HDx/GG2+8gWXLluGjH/3ooMs/9NBDvDHLk08+OSrjI8YOEnnEKKMAMwoCllYTMWWSUraIqcrwf1b7E2fDgiCo3zUx7G949jsRv88Igpjo3HHHHRAEgTdaiQVWo/f3v/+d0jWnACTyCIIgCIIgCGKCwSJ4ZWVluPXWW5GXlxfzeuvWrUNBgXoRrKWlP4sZYqJDIo+4el7bC7hcgyw0Va5ux5Bauv8Q0NY+FoMjiGtEGb8Ru4HY8dqQFu8zxh2vXMM4p8L3HkEQY8l9993Ho3gPP/zwkNdl3nmM73znOyMwMmI8oBnrARATmOvXhT0Y+x8yg/0YE0bzmobbDcgyYAzzGFy1dPT2TxDXzNV/pocn9XEY2L65/23JCtBlB+KtA6x/fdTXM/Tvkt5j4PnqBEEQV83p06d5J83NmzdH7aY5GPPnz+e3+/fvh8vlgsEwFJsZYiJAkTyCiIW33gU6bZHPDRTFbGkDGikFgiDGLU4XUFHdN+rHLtAQBEGMc+6//35+ezVRvHCYlUIwqkdMLkjkEYOz49UBZo6f7nojsc2e7a5d3veK/1sH+99ZdiaQn9tnBJTCRYxvrj7F8OrSMMeokdGO1wGzEVgwO7TPYNTv5Dmgo3OQUV9r2imlchIEcfV4PB7s3r0bM2bM6Kmtu1rMZjN+//vf0+mYhJDIIwZn+w1hD67yx1iU2piIH0ovvxH9R9PLe4CduwG//9rOVG0DcPTUVa3arwC8fs21jYlEHzGuuDpxFbvQuRoxJw/PdPw08K+dQGeH+nhJqSrmolGUD5y+ALx9EGjviGms1yb6SPARBDE0mA0CMzX/8pe/fM2H7qabbkJnZyd27dpFp2GSQSKPGB0CtS39sml1/8/fdB0gSerj6jrgxNmh7z87A1g0d+jrEQQx8SmdCbx3Sygan5EKzJ4RuQyrz9tzAEiMB9YsVSd2nyAIYpzBUjRZDd3dd999zdv69Kc/zW+//e1vD8PIiPEEiTxiaFeah9itLmIrgU51Ua92a7Wh+y+8Hv15Rm4mML9kCOblI2tyPnI+WwQxmgztPRfbez7Wz9hAUbhhQhPWY8zhBN7Yr27/5d2hfVlMwIblA6Snx/6dcfXfC/T5JwhiYCoqKlBXV4cbbriBe95dK4mJiZg1axYOHDjA00CJyQOJPKIf+vkxM1hEbqB26TGsy/e3bVPsYszWBbz5zjCcxeERgUOqFXxjH0usH2Q8BDGSxP4+i120DFXUDbSNYZiYbcn+w6HHJgOwaRWgkYAb14XGuvddVQDy2rxYBOfVib7YoAs+BEFEJxhx+9a3vjWsTVxY+uevfvUrOuyTCBJ5xOhTWQPYu4dnW1YLsH7F1a379qHhG8fVsG45oNON3f4JYiqQlACsWtz3+bIK9SKLzwfs2qcuYwqzPCEIghiHPPfcc9wyYdGiRcO2zXvuuQeSJOGRRx4Ztm0SYw+JPKIXg1yVPlcG7Dt0bVeq9VpAIw4eMTtfrv4QG4lGDGzKzwLi2I+6q20aEVsUpN9jE55CFtN+CWI4GVqE+urfp0ONiPXdhqIosU/Pvx79+f1HIh7DaABYqhP7HK5fBvh9aqOVMxf6GcdgKaWxfS9cXVSPIAgCOHnyJG+Scssttwzr4WBpn0w0nj9/nnvmEZMDEnnE0IQE+2FUPH2INSe9fvxkpAH9mm6G/XiaVQjMmDYyNToM5mPHfuz13m+0ibVcj/X1DbgkdeEjxgNDS9G8NmE30HqR6/Yn3PrfdpRp+3XRn58Z/l0CKNkZUF7ao+5DkqB0O6G0tkMxGsL2GcuFnVhe53B2JiUIYqry4x//mN9+5StfGfZt33ffffy772c/+9mwb5sYG0jkTWmG/qNByc+GkpIQ43aHWJvjCbt6tP8I0BbevnwEpsWlgBBtvFHGvH1j3/H6vdf4+q/mqn74Pq4ReZhFMzEBGFr0eeDtxCrsYhd1fbczlMhZ2ORx930uOfC9dewMUFOrbmvrutB2Ey3A9FygIDvq2HrGyD830V7TQBHLgb8PhvY9QIKPIKYqr7zyCqxWK4qLi4d923fccQc0Gg2eeOKJYd82MTaQyCMiuXgZuHBpbI7K7gOh+6w+htXSXCsdNrX2rj86bdHr8l57C3CxH4oD8Mre2MbAPLdYHeJ4Y89+wOkc61EQxPCz+93Q/Rd3R17QWDgHyMlUm6y8xRqyBHhqh/oc/84Ie/7wSTXqH2TnHjpjBEGMOk1NTXxat45dnBp+WMpmaWkpysrKINNF4EkBibwpyQBX82cW8nTMoV1lHixyFeMV+S3rBt5WWwcUv39o9TnxFiirl/Q/32aH0u3oO2RmdG7Q9R1PSytw9LS6zNZ+0sKieXRNyx6BqN41XtHfuAYwUqOJqcO1RvAG+4wPvGz/aZjRPj/XEKFndXWbV6r3X34TuHkDIAqB+cF9BLpsblgWWm/1IvWiR4IFWLMotCwzTk9PCr2OrddFeQ3Rjs3QI5tXF9UjCGIq8JOf/KQnrXKkuP3223mXzaeffnrE9kGMHiTypgxDEwRDE3a96fWj7ZU3AW8wtXHg1MgBBVt1PeAOWg7E2Fyl2w60t/c/PycdSEsZVCz2kJIEzCuO/hp66vZiTdsKrMeiB72uml2dvxZB9PfeiE3gDe39NdB7POxRn7q6axN1CvyBKbpVi1JbD8XpUO9vWt7Pcv7QNnfsUm9ZQygW1T9yqp999xo3M0+P8p01eCpnLMc2lnMyTBd7CIKYEDz77LPQ6XS4/vpY7Kiujs985jP8lrpsTg5I5BEjB/vB09wKbFnf19R8IPiPrijMmwXUNgAv7QYuVYaev1zV/7ZYyuXZcuD0RQwbwa6YvcfJ/bWuAvZaWIoYQRDXDoucx5nV+8HvnabW0Hy/H3jpzdDjy9VAbSPQ2QWkJgHPvgbUNQ6+nyOBiD5BEMQIw0zKL126NKy2CdGIi4tDZmYmN0YnJj4k8qYEsV/hjanhwvFoP26iXKlm/lM19UOK2nG2b4rcnuIH/rZDvV+UB9y0Dpiep26P1dTxupp+rvyzZgssDat0xgDRgcEbPUSN8G3b2OsYh00nzkYeG/YafNGMzxVgbjGQFD/g+aAr+sTVEXvkvv/1h56eOXBKJmKI1smDR+CGMlVUq7cnzwOSyO1TlLMXoHhdUAqzoWSnQjHp1Qjg1z4Jxe2Kvh2vJ3Sfp3r2/d7rG7mMJY2T0jcJguifhx9+mH+vfOITnxjxw7RlyxbY7XZcuMDsZIiJDIm8Sc3Q0zMH3k5gWwJvSRlggJRErUZtchB8to+gG0hYhe2TebYU5oQeh3fEjI8D7nrv1f3wi3nqv+6u37TORGvkMWtqCUQTB0vb6v+cKbIPeKmfKGfUbRFTG2UYPvexp2dei7Dray3Sexl/YIr2WfQPPi0vVW+T4tTbtERAKwGt7cD29epzJp1ah2s28g6bfVNC/VB+8bh6YSnieyH698TQ6vZi+x6I7aIPpW4SxGTj8ccf541RPvaxj434vu6//35+S1YKEx8SecTQae8EXn979I4c8+ZbOg8TitwsoKUt9Dg9FVgw+9q2yYybt7IoJ0EQ/bJjgO6XORnqbXmVapfALkQFYdF0s2ngA/uFjwPxFjr4BEGMKqdPn8b06dO5xcFIM2/ePJhMJrz44osjvi9iZBn5dwsxAVO0BtnGhuWBO+FX6KNsIaqJcaz7CXueNSYxGaOPl9XXSBKGCyHm6x7Rj52iBNb3eICqOgisUUuf1yj02ka0fQbXEfo9Z/2OtbpOFZkR+43cDkEM7fM/eHOVwZdVBth3LOv3fraf7w4emRvkO3DFXMDpUmt8k60Q/HLge8QPsG675kBNH2v2lJsZ8RlVU0aFGL4zwiP+kctEJEPwbYW/ZnHQ7wF1jjzI91X/6xIEMXE4f/483G43brzxxlHb59KlS7F37144HA4u+IiJCUXypnB65sDb6UVrK+By9pN61V993QApmEPpnHfyHBRnd/R1Xn27VzpXDNO58kDjlv72fzV1QEECr/VyJff5i57O2Xu9WFI4o8w5dTa6/x43kY/hnBKTlGtJ14s1nTDsUZ/0TAyaktk3FTP694S6fPi/4PeDP1TrerUT++uXyS7CyPx7hG+XpYb//mkoHrc6TiYCf/holDH6o3xnBMc1WMp379TWWL4PKH2TIKZyV03GvffeO2r7vPvuu/n306OPsu8/YqJCIo+IDZsdcA9iDj5SrFigpmyGs2O3esuasARhHfKOhjc86cWZcqCiBiiZrjZuCW6jNzv3qp1Be8O68LFOnbEwIz8QARhB5s4CprFaxV7Mv8a0UIKYCjA7lk478O5JKF3sIhIgvHagJ41T2PmW+t3z+X+Lvn5/3x8EQRDDyLvvvguDwYA5c0I9Dkaaj3zkIxAEAc8888yo7ZMYfihdc4o1WYhp/fPlqk1AUX7ID6ogN+p+Bk/JDJ/fa91B07KijPfEeWDeTGA7E3fsqnkY2Wnq1N+xmBM0eQ+sF7GNsJSmLSsBITKVkl+hL8zqk1oVSpfqlRrFOvj1eQ1ixPFiX6ARY2V3e/Yb2nfU7Q8lfXOQbRBTj+jfBbF/lgf+3EemZ4b21V9KZngaZ3g0q2dn/Y5D2PEmFJ6eOdj3G7tIUwOkJABW1nwFECwmgE2sCcuyUtbZCMq2tT37V25YoX4/6MTA90To8yWwz1DP94fQ67tCjjmNM/idoH4XhL+2/lK6+0/Bji19kz77BDHRqKurw8KFC0d1n6z2LyMjA8eOHRvV/RLDC0Xypkhq1pDSM2cVqlYFwXUizIEH66I3UCpmWJe6wyd6pWv1nw4VsW5KPJQDx9XULdkLpaERyst7oVTVRKRyxTaF/wts32YDfvoE8Pp+dd/cCy/KuF7fx7t+Dt4VMFrKVuCot3dC2XsQeGO/2rFvz4GrTtsKnuPYrRaIycnA57b/98jVCLyBP/eR++qdshi+nBIlBVMJTOqy/X2G5e1rwtaNMp0tg/D8bsDvAWoaAL1adye8dRhKZzsUlwM4dpYbqOPwqdC2nvgX8Pwe4Ng5Nfp/9ByEx55Vx2azQXnz3Yjvjr4p471TzwdO4+w/pTv8fAxeqzj45/9aUnkJghgLZFnGLbfcMur7Xb16NWw2G1paWkZ938TwQCJvKuP1Au1R6re499zB0OMN7Io2gMbm2LbLPKkGMx/PTu9/3t7DA69XnB+oPesEquqBpXOAvNhTI9nV/z6cLgOu1AI+P3DTamB+sfr89g3RN7J5FWDQ92/AfvTM4ANJsAJrl6pTvBW4biVGFVkGdu8b3X0SxGjAGjKx74fZhVCWzlbTMvPSAb0OqKyHkmiFcKIMwt9ehVI6Xc0AqA/9kFEWFAPTMtW/kB4vMCMPmMYi+VAjgeuXqPeZCGT7IQiCGEE+9alPjfrxvfPOO/ntI488Mur7JoYHEnkTmkGuyLIautf29n/l3uGIItxkVXCsXRaxD36VubIutqv4BTncfLx3E5OIq9eZyVEaGASWnc/WDbsSzpquMI+4oKF4kgW4XKUanRdkqWK17ArQ2KJe+R9kUlaUBqIEYU0Y5hQC0zIgsKv57P47x4HX3uaNGPq8hgNHgNa2/iOOeg0UNq6eSOAgTRg0mtBV/LNl0c/t5StqE4gYI3qDo6iWDCsWxbAsMVmieNHXGShi1DeCH1qu9357R/B6v+d7R++UsOjdwJG7yChZpD+eAl9gYhExP/DiW1AcLij1bbyrpZKeDqWpC4rFAkURoORlQGlug5yZBHnbKuDwaXU721dD4HV2PmD+dCil04A9h6D4vVCuVENeUAT8/h/Am4cC3yV+YNY0IDEuIjMgFNWL/H4cuJFTf/56/Z2f6A2wgueZvPQIYvIQFxfHUydHinPnzuHo0aN9puzsbJ5K/tRTT/U8V1VVNWLjIIYfqsmbzD/o9Frg+jX9r8vEHJti7Z7Hveqi1ddE/sDo+/wQ62+sJqCmHshODXlaZSRDYT+sqhqARbMCnT79gFZUG6osKQl4XvWq04uCUF7J0z4jnjtwEsrKecC6RZG1OeevABoJmDEtNPqV83vGzWtzerVUhyByM3T+Y45HAgeq0elVn6PT8mPQp14vKx0Qw+sB+6kFHFKtntK3oQ1BhL8/BrRIiPwO6PvZj3zcf73dUNYNW1+RIMhGiIoeAptkHQRogU2z1Pc8K8EN9orKLwJeeQ3YokbgFH03kF4MRS9CWVkIeAUoohu41ACFfd/ExwFJVgjMML0kD6hpAjo6ody4ArCaQ595gwYCG1uPIAMU/tkVex7z+RGfT3GQz6ccqu+L9l0QUa/Xu273aur0wrdJEMR4wcOsmFgFzaxZI7L9lJQUbo8QjNj1x8mTJ7F48WJ+ny3PRGFeHivpIcY7JPImHNdSfzdY3U1omf59r8Kv2kfbX+/1BhB1ygDbYhHGbNbeHBAam6GUFqjrpQZEKfvhxa64xxuB6ZmAWRfYQqTIE3a8BWV7sJlCYB8rWPdJX+iHjc+nesutnAMlULPTQ1EWb0Lz/9n7DzA5rvS8F/9VVefuyTnPYDDIOQNMAHPCcrV5rdVKlmzL8pXDtXydrv6277Vlyb6SJSdJlixpLe+uNnBXu8yZIEiQyBkzA8wMJufYM527wv85p7p7ugeDRC5JkOwXT6G7K3V1hTPnO9/7va8iMwyLR5kWfLi2Q5cO+uxPuf5atyDIIJT95Gi+vU5GkMHjWtIRu3kHL/t784IMn2a8nwzectuZ76MdsN8vZu6y17Vu8Nynly0NGNOZvGX2ZWmoZgDF9KOafhnY3Qw5x/XIA5knRNlmd1iUq71w+B3YtdMWmzr4y1hFhViOJNaLh7B27sQyFagXzIM0VJSsgR07M6dmPivy2c1q01JthN02LD2PdsC3fKCXPl1Zgi85AZ9yy4GevXZelCWPPD5JePHFF+Xrww8//KHsXwRqImC7Uc3db/7mb8rjeOGFF5iZmZEBoVg/H+R9MpAP8vK4vTqX+QUoyc2CSZy4AA3VUF3+szmj9UIl04bMsF0nYFu67lIsu/5SCLrkVx5adpHy2nGsR/ddu8Dvvfl+88gjjw8GS0U1ilDNQhncLQZKqVBQiWMpUSxV0KrF+yTW6AjK2ATWtrbFeCcUsTPybjcYFuorp7AevRfFN4vyjbtRkhrK/34W5Rd+EcUTsDd78Av2tgkRqCUw1RCmuoClRvOJrzzyyONDx6uvvipfH3/88Q/tO0SwdqOA7Td+4zdkkCdsHD4O8Zc8PhjyQd5ncsRewIS+IVskRKhpZq99PWqWMAoWNEpJRVwyqi/EDYSQx41G8O2dX5u5WwihnOrE2rsR3PYtqfQPY1WKrJ3gBzjtmpuDd8kMnPLMEawnD6BYTjmJ21ixRAZOlZ1Ce8Q61bt7820oCGDNzsDDIuAzsBRdTogOoZJY0mFLUzBTx/fwzlTdzxK61O4NqeyCBbNBKC3KknNPZeHk/9eXWLfXyTrWnFF4e4Q+fS2Wp2wtN4qfvTx7SZ62lUfuHZGLm9Vx3swi4drMW87zv9xzn9nH0jbDRDHdqHoZqlmUk4EylSimOo+l2AGXbTmyuF/lhaMohol5cG8qWy9eDJSRcSxBs6wulX/1rKkJrP7LWFNBrEYNJZ5EaTRRDn8L88n70J45CY89ikohiuVDsVxoRqmcpKqnCPi0IJYaEg9nDiXT/g3K4nGnKakZm4SlWT2RzVvM/t8sq5drt5Br6ZLNKkjvL/uc57N5eeTxyUFnZ6d89Xo/vkHlAwcOoGkazz33XD7I+wQiH+R96kUVsrFkHaEWZ90GPdPvxdrYZi/Xk/D8W1BTDrs22stffBvriezM2fU6d0u+q8CDtX8LylunsWaCWNtWY7WI7JwQRXHIuhvN9KBYHhTdAWsCKC9dtWvf7t4HThHoXQf3PQ49V2Hbvdct17MQwV7czgbI16h8Ff0j5aV3sR6/O9WJS0PBkvRQe4eKEEu5a5tdxyd/rz0/h8opa2usZSmcN/XTCi5gFdnZ05t38Bb3fE2g9+zLcPChfEfvM4RbE+HJ3SLz7gb+dLl1dEsHc1IBXjJuq9VKFdql6y9ZN00pFM+6XoFqFiwJ7GYwtFkQz+cNKOHmI1tA0xYDvIk5lO5hGJzCekKISeko7f1STIVDpzH/5iMoXf0o569ifv4uCMVhZhyjHJQf/2/0r90vB440s1AGnHbQ6UIzi+QkBp/Mo69jbqrCKnGmHjk7iLNyBneUFI2TZQK+7Gf1evV6i0FhLn0z+/rcnL55c+pmvkYvjzzulHq82dnZj/swUFWVpqYm2tvbP+5DyeN9IB/kfZYhegi5vYRbh6hfeeoBWFhYnNewvC2C8voxrH2bbyryYd23DWtqAXXORBnRUANtskMl8cKL8PhjtspmPIm1eztW50VITmG53XZmLjQPBd5rA8nVQpBhxBZqQINUBlBOpCaRETQCi8cisndqFPPhMjAFPcsO+pY97ru23Fi2YHgcpuZg85LiaZn5VGyVyxtRZIUdxV0io/gBcXB5SmoeeXwoEPe8oElKz82bwHTh0KszwZ0MCdU5DG0SS4mkMna3ABngZcHnlvWs5uf2oL52BvPgHpSOfqzmaqwDm2F8Fqus0M78iW37xsDlxLprPcozwrdSRp4ya2dq82ANoliiJrAEzSi2A749j4hWBTMRxdRmMDWRYbzts5VHHnnkkcFPfvKTO+ZsiGzen/3Zn0lT9jw+WcgHeZ9JUYXbUc67kUACUODDEl57JUKpM5CVvbPXlVLeD6QDFANOt9uUqdqKzIi8YjpRxEi5UYA62A+VFSDjQVeq7iaG9dBmrEM/wHxoC9Z6IZnXDftEhiDV6CTFCP1lrH3rM9+cRjb9kukgSt841vZVdoClW6gvn4VHH5SZQtX0oTx/GOXxJ1DMgBR6EBYN1ne+g/krn0vV5KQ6nSOTKKJjWFW++H2GmeloZgQY6ipQTrdjbV6dReHEpssaFlZb8/WpWmJfd22/AX1zqRiLQGofb70HW9dDYYr2mrkqedrWZ0mI6cbrX0f59hqrhNsVWjGz6nOXrp9lkm5ZdubOKE9lv0RwN43uGANBpV6S6VsqyiJdF26QfbR8LpSqYpGMQwtFMETg+eRutKffxozEUPvHMbe24vjvPwXdRIklMPeuw2qrQRmewBK2JXXlMDUP5cXycbMU0QaEMLQhFKsAzRC00mJUy4uq12HpOqY2i+EQmUcjk6lbPM7lsnppindutv/Goix2e3D97P71FXhvLaOXj1TzyOPjwtNPP33HnPyvf/3rMsh7/vnnP+5DyeM2kQ/yPsMB3vsP7rI6VULiV3jWbV1j2xkI+4FlaVn2Z2vbqlQgqKAaxbaogpXimz/9Y6zdO7DKPTKYMtUrWNMjKN0DsuPFI6J2MNu83ZLUK+V4J+YvPYK5T+w7KZcoXcMyU2atbsAyTZSeUWirhzI/VqAe5eogRBNY65sxnhB000W/QOWJchRHu8wqiE6cGjJQPL6smhzRiQti+hK27LrsiKWCr5cFvdOmrNp1NnaHzqZyGrkduhX113TKcjtf1m1Iqy+jvHlfysQ+L63+mcTNqZq3u3xpm3BrNXgZL7xr6u68OJJ1GZVMQw3KwMkWUcltb8ystiq9THrJpSvgJuawygqwsrPiI1OgqWgnuzCe3AXVxdA1hLFrNeb+TahvnMZMGhh1pVhbW3F97xCJf/oVrCabkWD86uMy8FQGJ1DFwNDd9mCJIrOKNgvCUmYx1SCK5UAzKtBksOqW71WjTGb2DMe0HBRapHwvBnw2s8DOFtq/TdA3s8/9jewWUtvkKPFeW9f7/pU384FeHnl8XDh69Ki0K4gIP+M7IJMn2pf33kuxG/L4xCBvhn6n4NXDtnn5Jw3C1217SnRlQhiEpyBoWkthiYFtH45EA874KpueZdn0StHBS97TQKI1SDJ8GvPYK1hCWKGiAGuvnZ1bDta6JsyffyDzWX32qD2/rU4GeBKmhXrkUmYd5WQXVmmBDPCugRjd/89PS6qm4ZhAd14l2fUCiV/YjqFNYc3PoMwsyNF751AAx2gRql4sg1b5vY8LcZgsnL2ce17yyOOzDgtUvRxHokUGeBYJko6r6M7e1KDJ7UMRmbaEnvs1AS+W34MuAjyxzmwYJRiW79UrQzhfPiWp0kowhOPlU8T+869hNS4q9WqvnLLfROKYO1fd5AAMDMc4Cdclko5eTCUiAycR9DnjbWjJSkkXzyOPPPK4GUzTZHh4mBUrckXxPs66PGHG3tPT83EfSh63iU99kNfc3Mzq1avZsmWLnL7//e9zR+Khe2157w8stLI0O5edVUupvIkRcDkynl5u5m4bCtk0y5z5i+vZ/4TipAHxmJ29kwPSJtbgsKQjKu3dEAzCS0ewLB2lYxrtp1dwJptsOXQUzNgk+uEfoL/yx+jOHsxGFUsPoxy7IGv9pKKmEEr4i+ekfYJp6ZiWKSfDMjDkq4nhUNFNA8M0ST6xS77yzHvyVU6qQuKbD8p1rDfPoG9qxijy2ftIJlL7FPvWsXwOjN/4gv3dVhJLePRpoj5vDt3RT0I5R8K6jKHOYLU0oja04dBrcERaUM/NYMlgT2QuUtmL9c1YFYWL50v47Vni1cA6cQ5rcmrJOU5do7MXsYZGllzT3GuWm4m9dXpu9j1082zP7dIB8/jocAvXRnhAvnToFtbPyo5dc19l3YMvvJU1P7dNyHyWGTb7fs/O4sl/FjiStTj0KtkGGOosCVeHpDfaKrZm5rmXGfPUM77sc581JdfWo7sdqc9iHQOlZwRzIYry4gmMoFDjhGRDOcrzx1HfOofeXEmyrYZkcxV6SyWuf/o/sQ6dRXn6MMboFPGtK9Atg+TKanSnJt/LybSn9PfIdiN9zIqOoU2TdHaScHZjKqFUsFeGI74CRS9NnV+7jchtF+y2wZ6XfjbTbUmqXchpk3Pb5sVrd+2ya/8O3A4rJN8G5JHHR4nDhw/LQG/37t13zInfuXMnoVDo4z6MPG4Tn/ogT0AEdmfPnpXTV7/6Ve5s3PiP6vU75jevtcntwGUtf/b13CCwoxvC4axOwmKnI9OZE/sxDJTDpxY7I5tboUHU2pmYu9ZiFfpQHnxUjmQ7lFrUBx6THRhDnSDhbCdZNID+0AqMgzsWO0lC/+TRbegPbpEdNtGZSh7YTHLrSnjrbKajlV622OEy4dn30OMxzEtXiT+xw17XSOZsk7h3A7rPZW8jso2vnpLrpDtsIii0njsq17VeP43y48PSIsEyhKqfjlXuhwtn0K0rJLyX0J3DmEoM5eXX0XwiQ7kSNVmRqhUSv0cVxXlZHd2sTtq2tVBRnAmb7fmpTt2W1VBftUywnX1/ZHfssu+d7Gu89D64nQ7e9e6tPO5k5LQRQiDp0f1ZQj9pXHvNr6VvW9fu95F91w5IZLcJOUFGdhAoAhkFR0IM8ghVSpOkYwDd0Wt722UCHhHYWVh9Y1jnry4b1OUEWXIgR7wamIkE6ssn0E0TPRzFnJhFF+1NkRc94Ca2exXmQoT43lUkVtYSu28DypludIeC6Xai15bC7DzW8CRGIoHpUBcHirKCO10cQ85x2fPTgagd7CWlcExCBntdqcyehkOvxBlvRTH8WDKg03OCvUzAlw7clj2X12sT0vTNpW3Cctf8dtuBfBuQRx4fFb773e/K14MHD94xJz3vkffJxGciyMvjJjh4f+7nnRvB77vpaVOefxvrwd3L07GMQpyJlTj0WqlAZzXXoXsnSZ75IfrsBVl3c0PMR1Cujsq32pvnoLYM415ROweEF7d1PHcs817SshwaVklKfl03cDx7bNl1JfweLCGqkLU/AeNJ+zeZD2zF+DtPYG1syVHANB/ZadNU41HMQy/JUXu93sB0C5EFFe2V85KOalO0sh6x/lHoGlj8fCNVzeVwph2EEEQeebwfvPaOndn7IFiqXrkEwityWVhOnJ0K6tVxGdgkRZZLm7m+Ym1Tlf3c3Q6cDpIPb5Nv1ckgxpoGnCe6SO5eLZ9xWbNX4ke9OIBZV4axqYX4kztxHmkn8eQu9I3NKFMLUBzAqi/H+fZFe7+6YVM73w+EUIs6T9J5haSzX1JThZqvI9mAI9GMYqbUg/PII488sjJ5brebhoZUyckdgDs/QZLHZ1Z45Zvf/KYc2dy1axe/8zu/Q0VFxTXrxONxOaUxPz/PnYZby+Atr4iXM0r/5rt2IBdIB3LZHlY39rHKGPuK0eSDdy/SEtPfJaTQk9WoIeGTFcFKTqPXCPNgIT6gY+1ZmVpft2meohOU3lSOgqeyjl6nkMbDEvMEvVKOetu/w3GsA33/JlvS4YkdNv0xfWgCVcV21kJVUAQt0zRxPn+c+JO7cD73nqR0qp2DaO91kPzC3SixOFbAtncQfU4ptpDqfWqXB9HXNNqiCULsRPxLCy94VBRDeOzpGDtrMKxpFEvHUeBAHRlDq61FNUpkbZ+go6knL4HLgdXWsERlL/Wbc1T20tcxS2WvpkJ65uWKreSKL8i5J87bHohVlbcswJDHh4+Pr41J3S8tDTA5DTVVty/StEQd83pCK9bBe68VWrFUnCKgaVCx1AQJ1xVQoqn92tnr9L5EFs9uB1J7Tr1Pt19psZX0ttnqmvZn+5P7Qi/xx3eAeyX+3/sRiW0r0dtq0Jsq0OIJrOIAjE7jPN9L9J714HHiGJogWVmEsbIG7dXTJKqLZVbPrC1FS+pwtgvHmaskfkl4TSqYMkNvC54IuZT0UauWaCMU1NRyW6TFwlSmSLim0YwaNKMK1fKjJFZgalOYDhHw2s+l+AWZTa+rvpn+3UsVeZczTr+2vVg0Tb9dIZb0fvLII48PC729vaxcKfpKdw4CgYCc8pTNTxbUz8KIyPnz5zl9+jTl5eX84i/+4rLr/fZv/zZFRUWZ6SMbQXnt8AegxCzXQbtRgJdafmBPKsC7Xp3H9alYi3U2i5MM+GbnUZOVOBMrUEVwFl5AD14mOfUOhjaGFQqiHDqdqbMRE88fTdGfDHQ9gfLi8UUKlEuTwZly5CLJzc2LtCzLIH7f+hRFysxMyfR+RDB4rhvtJ0fk+9g96+Rr9PHtcp3IY9vl+olVdUR/6UEMPYk5s4Dy1rkU7SuXmmWOTdv7PHQWPZmA51O1funjFNkBSTUVypkimJ0juSZJsjFi0zhxyGymEJmwfu5hzExgbKCcvJg6l6nznlUnKc/7s2/m0rTKi7Aaq5dcr+xrn7reOzdBVcUy1M3r3zs3r8/L1+Z8UHxsbUwaDTVQXrrsohsbn18PizV4uTTCRYqmWORMNKFYLkynTsLTawd4565gTQlBIkFztLJokaJtsDLPlwz6Us9kNnXTGpyA0105NXIZKqV4bmW7YOA41sncP3wSvdCDNT4rgzfDMIhXBLAGxgndtw7X0++gnO0m9MhWIvesxRqdInL/RqzRacyhcUkbjdy1BmsuRPibB7Lo3wZWZz9We98SOmcunVweb6ZmL4nuGCbhasdQ52SIJpQ4BY0V05mhvt+cvplLAb9em3D9ut33W6N3q/dGHnnk8X7Q0dEhjdD370/R7O8gpIVgRPuaxycDn/ogr7HRNuJ1Op38o3/0j3j77beXXe9f/It/QTAYzEyDg4MfzQH+LEyuf9ZYCIPIOr1+FKI3oVVKYbkCnGfi0l5AQIiSJOqnMFY5sbak1KEKfJj7N9vvg2GUjgGMJ7KonpqG/uiOnP1aJQH0fWuX/U7X8ydk51Ltn4BEUlKq0jDW1BN/eOvieil4/vQl1NFcpUuhsqnoOkZb3bLfY5YX2fvc0WYf42M70X7wlvwNEhVF156PnmFpsSBpnI5h2VETga8jsQItWWErceo6Vt21GeUcHFzSyIv6qpsYyn8gXOiE/qEPb/+fcXxsbUwaHo9oCD+675M1eI2LCprOHlBsixNrdT3Kxb73vWuzvhw93bYsAzGoI18f2477SAdGgRf3scsk1jdglvhxH7qA/ztvoc6E0FfWkNzcgvNCP472AeL3bpDtSezARiyvG6vIh1XgJSEyfuJvyduLSr3SRkEYrt8ulISt3CtqEklKj87F9uF9nJA88sjjU4Fvf/vbGW+6Ow179ti2TCdPnvy4DyWPW8SnOsgLh8PMzS36qv3VX/0VW7fanf+lEPznwsLCnOkjgdd7S1mSa0dWP4DQSlYGb3EEOD1abEjqorW2yTYx9wjapJmVwbPXlduK2rtENc5kPcq+e2TmSv+P/wx95D2U0+dRXjluq2M++86iUp4Ylfc50auLMqPc2QIGmRH9VNYuk61bomwXfmybPWIejuD49uuYQxNyvvbiCTz/7ntSdCFp6iSLvejTc/Y2X72bRFURxsSM3NYcnoJTXSQdCs7vH7L3J8ySj3VmMgdCtU8ej9dlH6Poru5YieFU7dH6hjK53AyFUf7sBbg6iLlndep8JTE0IaveIVUE7VH7crTpMpT3OrFqRFC8eG5zVPauM2p//exr+hovii9ci6VCLEuwcQ2WoHne5E7M4/3hZ9fGXL+9uDVvvGuz/YvLcve2bBvxwls5BuSL9+OiEqQQFdGSNXZWP1WDhyIGjFL3useJKZ6jtHJm+pvSGTwzNV2jpJkrtpRhAshpyefUeq43zhNvqSD49XsI/I+XcL56muiGehae2onn6XeItpTL9fzfeg3//3hReun5/vtzGLpObF098fpSHK+fkUwAMUU3NaG+eQ59PkR8ZTXJhjI5P1u8aVGgJTejl5PVE7Iw2nQqqzez2D7IrJ6aw5TIVd/MFmoyb9omLC/OtPR657N5eeRxJ+DNN9+UlgX79gmRqzsLTz75pHx9+eWXP+5DyeMW8amuyRsfH+eLX/yipOeIP3Ii1fyXf/mX3Fm43eBuKZZffjOj80yHQKTdXzoMGQNvYWZngc+TQ8OSHQ6hpvnyUczH90rBACEeIGhYkpiljWNoo1j//OekKbrVVIE1PIE1H8Z8Ypf8Hhm2CPqVpkCRD+3wefS71+fU4zA9bwskpNYVmbjY40J9c0m30rLQOoektHnsFw/Yy0RQ9vBmHCurpPeVXl+KvmcVrhNdaONBEttWoAmT9HiSZJkfvaoQqgpl3Uri158A00Ap8aFGY+ixmBRXEcvsqhe7DkWxFMymSrvWRayfqsdRj3eQeHIHiteDKoM00F44hvXEXml0LLIYplGCQ29EDZSj7PwC6GMy46dkCnC0xZoYK7seRyB9BOSYJOfWzty6CXLu/XBtXc7yNTl5fPJwG0G5UNVd23rTfdkKm2maZla9XsdVKX5iraxHNYrRzBL51CadfdJ30h4ksteXz7rfk6JuW9A/LhPcZkN5qi4v1SakgpTFz3YgmD4a+T71E2VLlVWzl95m/F9+QT6r+JzEGsuZ+9JenINTLGxtRm2rxvC7Cbx2lqE//z/wXOjH//QRpv/pz1H2r79P+Kmdso4vtHcVitiHgN+Jfu9aPCe6SW5rRXFodhuQelZFLZ78nKqTlb8LFTV1PGpWvZ4q6nsVU3oEmsYsDr1JeocqiWbMl7+L8dQO+XTmmqenzmOqVk+5YZtgn7XcGr302cvX6OWRx51I16yqqpKB3p2Gujqb8XTmzJmP+1DyuEXceXfRzxAiqBM3o6jJu3DhAj/96U+lb94di94s5cUPG7LeK6Xw+Pi9t7aNpmE9tg9VL0kZGbuwFEHD6sZwjNiRidOB+ux7qfWFfYCC0jmI0j9+ze6Eut3iBwPtUv+iol0KetOiOfFS6Gvq0Furc+Y5escxC2wTZOcl+3w6BqeIPrIFo7aUxJYWEruvNTZWJxdFMJLbV8oAz/3CLVASRLD5xlmM/ZtRIkmI2XQ0AVOogYaji5+1IAnXZUx1XnbERK2elqzLGKnn4GJ3zkfllXdzl59uv/mx5ZHHde5ZpoUv3RLcKpXzegqba1tgZYMUX9L0GjnLcIxiqTf3VjKrS7CqSiCWwPFOFh3yNuEYmFpiFQGBF+0OiatzmLmv3y3bJWf/JJZDw315mNL/8jyOoRnc5/sxAx5im5vRBqeY/tdfJrmmDu+RTrzvdFxjtq6vqLbbuJ8RTG3Obh+kt56G9sgvoCWrl28fPixcvPzRfVceeeSRA1GLJ9hnwtP5TsboqK18nsedj091kPeJQzjyPgzP34cZupgn672WGpxniaxk1s0y4xX0TL0Kh14tgxQhHJBwdkiJ8DT9SKyrH9gMb5zGqCxG97vQhZlwfRnqs8J/zhZFkMIIhZ5FapVikSzyklhZI60OhM+VMTlHUoyaZ1GxksmEpGHmiC3ISczTMafmSARcRBtKSQTcJA2d+c/vRNewl08HoWcEPZnMbJsUCpm9ozYdS3zXQgjr8iChR7faFNDXTtuv4rgy4g8p4QUh1e4SRsliNF7FjMYXTZLnQpjz4SzalQ5KnKTjKromavUsNLNQ0rOsLHpWmjKbEWMR2Yn7tuXSsUSH+LqeWfa1vzW/rKXLFu+9Gxsk5/GJRTwBQ/Yf6Zx7ZGVT1kpL6X9L7oVlTLfT2XdHska2D6ayID0xF4VE7HsqraCZzuLJLV2anIRfXXxXWy71MeVLl6Zg5lC6s6jcCfE5EiWhGyQMA/crZzGvDJNwQNzQifpdxC2TuGEQqi/FeaSD4OZmYnWlzNy1ilBjKZFCD47TPbifOwEXBoi6HQS3tTC3fx3G7LzNPtBF26GTKPHZ7YeghQsWQYrOKT/LtkTMF+2S3d4tZ+Iuqd45wixRabegO8bs9sEoQUvUpwK9pYIsWdT5DF12aZtA7jW6WZvgT7U7S5AXYskjjw8fzzzzjHx97LHH7vhgdGRk5OM+jDw+63TNOx9L/phuWHN76y9XU3HsrPSkozJbRS+bdpn+nCVxnt2JSylo5gQLMvATIgr1UvbbpmcOY2gTWNJOYIkEus+JsX9jptbGZi1ZJB/fLi0RMtSr1PvMtjXFmDVFqDVFuJ89SnxnG8nGckm1kuuEYrjP9RHdtxrvy2dI1JeRLC/Ec3kYJWngPtVD8It7SAo6qKETrymSr2lImhQWrpFpDL8Ls7wwM9/Y1oJjYAJ1LoSzYxizpgSz1I/pcRHetxrfc8cJPb4d1TQk1SrNsDTL/Bj71qCK7EGBV/4exTJRJoNYsQRKa5n8zenvkVAsdMcophrCmRRqpB6pSqq7BrBUW2JfaRZG6MJ3L5U1Eb588mympNRng2CY0GjTJ5anbi6haT37Ghx8IGvZUkpnertbwe2un8fHj9Qz7nHD5qWCRtean+diiWVCTsffRHnxCNZD21GpTNXhGZKmKaiI6QBv6XMv9zExi3p1lMSuttQyC8OhZiiZ6SAwQ9HMom4uKnEutj2x1ir5Wvrdw6ihGI6iQqy2NuqevoS1bT3OHgX34bM4Ll3F3LwGRocxy1ZRflVB/YPnSKxpIFHXzPzDm1Dbe0gkDeJlAbRwDNPQpcWCUNlUNA2l0Lag0ST9UhIy5WfxrGmCsplF3xQtoSB12r9BBMD2MWuKaJHEP3uZpHEqqmxfTWU+1T74UOJN6K5BUQSdZaEgmhLBlkhfIUHdNHKX35S6mf0cm9DSeBOK9/Xvj3xbkEceHww/+clPPjGedD/4wQ+kmGEedzbyQd7HgptnQm5daGVxvhyh3bX5xjV4N/S5EnMNaWhsHbwrs6WI0mwZdE+q83YV05wCRQQgdqcr0ynL6pDJAE520rI6bNlBXmrdTIcvFfA5L/Uz/4U9shPnf+EkoUe2yCM1PA7Cu1rRpoKYtcXS4NjZM8bsY1uxognY3mIr3YkazKzzIj3vpG+eKutyojtbBYsUxbBrW0RnTHRnRFCo1hajrG+g8KUzmAthGaApLifJgEtmC0RNnujQiWAzuUV0wOzOnOyceR32e/FdAQ+myyHr8zJXQW6b6siJ368uoL/yZ2iPfBN1IoKjbwp9XzWWtpDpMi12wUQtjniT6qRtWJnx8lt6zyx27BaXi3OryADvevU4yyNfn/fhwi5j/9m0HTev312y/rLiPEvq7JbbZ04Wz4b52F75UYvb9GqpKqukPQFtP7ulgZt8X16IWR6Qz3pmWSrLRVLH/eYFwg9uygnsRGZM1NTF68swkzpmijIpgj0tYVI8r1KwbR8F8xYOzQVTQOsmCKYOZ/s22LIF7chJmAxCaRmUlMJTj+MuLoS+Qcr++G144gDWn54msmUFxpHjjP3yARbqfTgng6guJ5bflQnU0oFe+rMlBoIyQZ4p5y0GdnY4tnjV1PRQTk4bYamzUpTFmVyZUudtxnAK5V6b/pqu1cv11NOynvp0O5iqJ17ip3e7NXo39tDLI488PiiOHTuG1+ulsvL6ZSp3CoT4Sj7Iu/ORb63zuAbC0DgD04UzviIV4In6uy6syDjKezeuCXM8d1wakL8fxPautm/OmQVCD26SdX3ZcF8ekSPqWjROvKEcZwLK3umhaA5KZxTKpxRa/80zVEyqlE+qVHTOU/neEIGQQs1/e4WiF89e851KQifwxgX53nusi+juNnQhAlESkNRJ4bfne+4EnjfOy3UMYbh+I7idkBrpl4gnJe1zKcyDu+yaxionys5dUsxGNa61ZcjBO2cgsljrl8cnF8/x6YGmV8rBCFOJYKoisvqAcDqIPnRtbYqrewzXFZsqVHjokoxFiucU2q5qbO500TzipGTawJE0MVSLoM8gePgNgt/+Dp3lC5xvjNJ35V2m208zPnWVsaOvc6EuQuc6N72VCSZLIOoBXROBmobfU0zhAw+zqt/J1g4XzdFyipRCtBRJIPCa3SZ8GLBrnq+kPPVUu33Qy/OM6Tzy+BRiYGAg40V3J0OYogutizzufOQzeXcYbk9Nc0kWb8merj8qn1V/Z2+cUb6z17NHgBXTjVP4XOHAlLUiV6UMuhVwYd2zHvX596RvnJ2RW8zOiexX4okdKTqVAVdHcb9+lth9G2VGTW+zxVKknHgW/UoeRXrE3jRxTAQl9VKIIXjfvUxyVR1uhx8/hZSfXsBVuxZXQkFtV6BiA0ymfkJnD9y9n8IBy/aWoxTGQ/DeHKzbC2UlJC5YxDwWETH5TCJ+mLpvLZphkNjRIkfepZqo1I+xR+rnH9+GaloyU2dWFUkaqcjcuS4N4TzdQ/QX7pefBVtUwB6tV+yrIGqOHtiCahmo334T40v3oHqFv5YYTRf0zW7Qm9HMspQYywimQwi0LF6VTDZv53oYGMVqa0HJGXlX4Lk34ckHlqm3UTP3yOLofe7y7G+6deRpWncufna1kzntRaZNyWIMmBqq8MkcGkJviabkYU0pwqQ/uTtVd0ZOG2G/XzQ9F0hbKixm9uxlIntnL7fQm8qhuRxTN/DPGNR0aLiTi/ds0Gswp8wz59HRp6cJl5VjfXk9yeIdqWxiAtMP3f/+S6jxJAWXhin44Wu4pxbo+b8Owq4iKoIu4pF2nHcV4a6IURzVKAlreJMqhX1zFMbimPVVzBeYTG1cQzSWoOStSyw8tBlNMXHINsN+ptJZPJHBk2cri8pppbN2GbVN8ZQv0jdFWyJtNR1XsYxaHEY1Dr0Cw9IwHONy/Cs322/IbJ79OffZvjYrb2fz5LoZ6uZShd5radnXz+7nKdx55PF+0dvbK2vd7kTrhKUQAobt7Xnxt08C8kHeHd/xuvH6N7ZKuN4erWsomovbpAM8h21kLAO8sMzgodgF/2nRBCMT4OXW2zhePkVi7xqsWBy1e0SKqST+5gOYolROdPZSUuTOM1eJbG5a3DYSx3P8CqF712GYFpGWSjwRi9Jhi6LSNfgHbTsDXDVQLvtq9naKRdxMoEfCJCoLsVoFlTOC48wV4vfvwPveJcwta/Eea0fbvkne9C5dwfXuZQpbm0TPSpqMx1wmwYBFbLCPmU3VFL7TzsKjW3GPzqDGdBItlTYty9RzOnCxtXUk1tRS8Ac/JfqL92OVpmr9ZLdLSKenTu34HOrwFPqe1SjnurEaqqCuPNOH0h19sBBBCwdwlNZJKQbTsZBevBjouRx2PZ683ks6ZU/ct0wnzLoNW4Vrl+Upm5903MgP7UaDSkvq9Jb1WrPbE82okM+mOTeEpboydXjGwd0pynZ2XV12EGcP8qQ/ZzzyUse16JOZWm5aUqSpaF6hYUTDs2qHfK4SRT5GKmG4KIH/0FkmHtyIZbkxaj0ZGxJT1zPtpTEfoeC180RrS/CduUq4NMDwU9tRO4cI9E2REE3C2V4Ml4OR+zVCPeNc3NuGL6FSXeymas5LAQrFC5qc4uMWkxs2kowLT0AFh6XiSLUR6YAvHciZqrVYnyeS/ie6MZuqsCQ7QNToCTOV9Cm30EQDoqjojgFJgRU2LJpRimJp6M5RFCVtTbHUYiFN3VyGlv3SW/DgXeBw3rhG7zqDPzduE/IDP3nkcbv47ne/K1+//OUv3/Enb9u2bVy8eFGaou/YsePjPpw8boB8kPdZwOgEjEzA9qViC9eB6cQhavBkgBdJGRmn6teeO2r73t0AiYe3oQTDEI2T2L06U39jm3wvwnVpkKjI6nnt2hbL65IBnisGRdMqJbNKzgi93PeJ08w9uImQxyTkNgi7LBIOCyUSwzW5QKzBhdkg9udC2V6ApUXgS624gkFKCuaJKD0k2urwLxj4a1rwx1RK3u3Cs3YtnoSK51AnNNdRf9XL3LrtWAsWcb+HZFGubLyQYzc9TqyWlIWDqrLwa4/gGp7NBHkCytgs2sS8tIuwqkswakplh08Jx1OBWhZEoKf3YQ3qOKYb0NpaQRE1OHagl4PV17ECuSZLl0ceS/Ds6ykBnp8RLEeGYqxvKwOWuV/fB3wvnmb+kVy6pqBINgxplAXt51E8+6MFIYZaTJI+l8z0hR/cSOVrFxh/YGPO8yCydiJoC/SMM7+2jrjfTeu336Hz79zPht97QVLAJ+5bQ7ixXAY8gaEZuY1zPkq0wR6MiTgNQpc7GLpvHf5khOo5B1VzTty6Qv2Yg5pxi+lyk1h3B+ED62/pdyZ3tmUGjW4GU5tCF5nCZBOqWYQjqck6vazCvFvDo4KSn28r8sjjTsFrr70m250HHvgZts0fEh566CHpOf3DH/4wH+Td4cgHeZ8Cqua1y+zlmf3VVECN6HwtFVqx4OoQrBCeVqnRXyGykhQZPGeKotmFpSQzy40ndmVUM+VnEbgNTsiAxWwUNCI7y0ehB6PAlaFeFf7+MwT/0UH5Xr08RPG33mT0330d71uXiNyzVh6Kf86iYkqlMLzY4TEUi5mAwbSYfEliq4UKnzBWtrCSOiVHuvHEk4zdv45QXRHoiz51gZ4xORJe0DOJpSkMPCFEaUC1dCq+9wZDP383RqUb5fMNOMwQxRGNCncdZYYfdxzKOqYpczlJTIwzuaeBeX0Ed8+YtFYwV1UTeOkMkabylPCCCrqwghCxrH2u5Oh9RQFa+wBGOIoq5cnFChbGunpUh1NSP7OttpRSH8YWHSXiQozDa8laLPqxtBjqc+9gPWnXS6apm+nswNIR+9yR9uxs341G7e1tl8ONRRfyI/efKCwb4C2nwJuNpVTNxXU0vThlmRDCUsKL+0or0C6hZWebnWfbCchlKasBkbkLPrIlk8kT83xhheZ+m5opjnSoLElfaYK4ag+qGEba3sRi8MA6DMPO3Omp76p98xLxgIdoVSGhhlIMTaNgZRXN33qLzi/spOjyKG2/9RP8I7PMt1TQ+X88RPXRbumnN7WvDe/4LEWXhtBjSdxHLzO7ayWzZUm6SuPUhJw0zLoIxFQqJzUMdytTgybjlSa6y87qiYyegEOeK/u9eHVEkygLMdsrULEpmunHzJKiUTbZQEC8muoMSWcSZ7IV1QxAol4q84qMXiabJze2qZuLodwiZTazTo7lynJCLEvvEXvr7Psg3ybkkccHh8iMlZeX35Em6Euxbt06eZyHDx/+uA8lj5vgzr+bPlX4IFTNpX53N6rDW87jKssLLxXgSUpVPJblcYW0SZAm58RzA7yXTthKdkt8nqTfXVmARLk/4yFn+1ot+lsJv6vgL+4nYerSrypcX8rEL+0nEYkxvW81/kmTtg6F1me6KByLyGOZ9utcqInyZus8Z2rC9AdiBJUkMSFjPh8mkkwSeKud4S0N9N23moiuE01Ndf/zDRJT84w3l8NEkJ4H17FQ4JHbFL10loiepP2bd7PgUin73hFKnjmB2t7PRGKWC40mb68Icd47yuyVC+g+N641q6mb87Gq3aJwBvS4Ib22ph/aJF8Lf/ev5e8s/E8/Jd5YuujpJSYsoveuQ/c6FjuzgxPSIF6eP3EVUr5fdt2SgeVS0IsmMdTZlNhCI4rpxHxScPVtmqYM4p49ZFOzRGduiWdZ+h7IvQ9upqy43L10O/fqz64GLI8PFze//qn1clR4s6/xoi+eatgiRMJSxZ5v349pWrd9R9rrpoO9RZ+8JROpdiNN0zRNkqZJwQy09dgBXsRlcro5xkRvO4nggnwG47rdtoj3sfSk67JdiCTtacHnYmhNDcVHumj7r6/IZcECDyd+YR/O/gkqjnahTsxBOE7f7lZCKvTsa6N3ezPalVHi81EScZ2xNbVMtpRLy5b4QoSwmaQvEONoY4gzdRGCHgPN46VqUmNdp4OicYu4brcZYhIefjken7qOIXw7s/wAbQ/AdNC66MuZ9tQz1Vm7fcaQtjaOREOqzjHLR0+29fa1WGwfFtuP5QL5XB89e97NfDVvV9U1jzzyWPLkmSbT09Ns2LDhE3Nqqqqq6Ozs/LgPI4+bIJ/J+6xjbUsqs4fMGtkeV6KupBvljeNYm5pRL/agP7JjWcqlgDIfwdk7RnLXKvnZ0TMmM3tGSmBF0K4ij22ToiuCpmj5XFguJ4XzKjVTDjyiAEZ0Twq9jLsWGG40CftUvIISuSpFh8xC8fkBpjc1EKkrlZTJbGz+dz9hamszyWJb2XJi90oqTlxlbmOD/Dy3phYtmsAUVgvA4Bd24glG5RC54XVR/doFph/exNSKQua+up6Cvj6qz0xR3Lwa7+QcpYaTogswUa8wVSFOGsz8nYfluPjMv/hCzqiJ94VTmLVlMosqfPfSMBsq7PN2o+sia/QGUJJOVCsgA72kS/iOZdVCHbzvJhc3jzw+XChmQGb9LZKY6lzOMvV8L1aRD5py5cCV2RDOq8Mkt62Un91HOohubZF07eUgsvuNI3bmabrAoKMmhqGBvrNVBoFKMkndM6cZfmAdRsCTombqGM7cMczxbU1s/sM3MB0q41ttuvP45kbu+ffPsVBVyOm/dR/VF4YIVxQQbKti6395lbP/4GEsTSXYKupxVWLlBZRdGZXZwfm2airf7WLiwVTHTIHpgM5swKAi4mTFhAt/XBy7g4oZi9EGi0jg2t9nFXgxCv23fe4tVdRK99gZvVQbYVM3b3tXeeSRx0eknjk1da3y8PHjx+Xgypo1azh9elGFu6Oj4469Lps3b+all16SYjEu1/Jtdx4fP/JB3h2A5UdCb1Vwxbx9Nc1Mpm/R1Fg1StDMQvle+uCpUXhA1MMY6Ps3YyaT4NAwR6dhag5NBHVP7LLplwMTxLa3yiDO9fwJQo9tRRuezoxEq92jGMEwQnG86NtvMfele6iNllEwZXfC9FPnGNpdS/8jZWhDUzCbIO4uxjs6g6ZBuKlcUrDSxsfhHc1YukG0wEU0maTiTD+TW5so6hzl0sGthJrKSIrjTSG2rpby8wMstJTjP9PL5O5WSk73kSjxyaxi3CeokVB+oof+A2spPdtLaH09+F1EN9Ti6BnhyhYHZRtaaR5VCZhOakah/LmzDO+pIRmbJ77T7rD6OodRnU6Sq2olrVNQGiSVM0VZE0qdaUhBFimKmeZmLd4HgpYlmFNJZy+uLg/KQgJHdArj7qpUJy5NzUrvL8so/QZ32uI9cz0RlqXLlu7hRoILefxMceIsNNRC9cflmbSc6Ep6fko9842LsK0UozAsByDU597DeHKnXN3Y1JxF11wUUzFKfBjrG+U+xTMd3bkSwyF5zjkZPIGiSTIB3nhoiH5HnIhQXTIWRVmseJKJjfV4Lw0xu70Z3bRY+50jLFQVUNQzzqlfupfy9hEm11Rz9BfvYs2zZzBice76lz/g3Be389K/fIK2Fy+w8gdH6X5ovbSiNCbnmawrJhaKYLidksbokH6aJuH1dVKAyZ3QmaoqkOwB8dmZpmOqKqNek8nmJLVBJ62TbrwxhRVdCpOlBuN1BobTPp9O1W6b0/RNQa8UFGwrpdYklDbt9nrxmVtU3tRBXVgM9AR1M1mbCfSuL8Qir8IyZulLfDXlx1trF258/+SjzjzyEAHe2rVriUQi1z0Zf/RHfySnbPh8PknjvBPr8kSQ9+KLL/LUU0993IeTx3WQD/I+ElgfgzJeqmMmjMEdaipbtxjU2TV2qXouw4umVy2aGKtCOMFAudiH6XdjNlWivHYa/ZHtGEK9UnTS1tbL/QkKkV5bIghEcnfxx7ZI2wRtco5kdaHshE18bR/adJB4TSnWEw+wZkBDtRRZbzdQmmChbIHY9BCRlhb0aru+RteTzO9dKWmMCDqTlFFftFiQAV+BR1JIrXI/Fa9eYHxdHU2HL+O7PErP/WvRszIDCxtqZUetQFOZLvAwu60R33SIOBZNr11kamsTg6urcY/PMlPmt79X1supJC2TiEsl4ooztlKl5dQQ9fEC3Nu30HzoFAsFCsEr7xC8bw1JmRF0ShqW6Khppi2P7hiYlHYORn1FVl/Jyu07ido+0Ul+YjfK0CTK1AJsXU1ypaiTXIM6OYulWxjOiVRNzWINlTBpzxilS13P5aTTsztbJtbAGFSVo7jdt6yql8dHiJ3XesT9bHGjwSXz5oNRwrj7nodlKGKqgzYB/Mk9Np0wyzJBhilplni6Jk8oxKYJxcImJbUwm6JZHFRoHLYDvL6yOFdXF9kqm9MLBHonmNjSJNdLOlTCjWWy7UgkddmynfvSDuKainHfapl123yoncHGEumHGdEULuxr5fLaGla/dZmrq6rpXV9Lxdk+zMkQ697sZK6xlGB1EYELQ0w1l9N0po/JDQ1s/v4xBu5uY3zHCmIKxEr9sg1yqotBnngVkwj2rgZ0xgIJVk16ZcBXMaNRuGAx0GAQKhDtmYrL0sgkHUVwJgI/08Lz4imSj+3AUh3IJnzJFUoHepY6T8LZhSu5CtUswErWYDiHMvYKS2v0Ul+T235kDRbZsC1XFnVrbm6UnlfbzCOP60Nk8ESA9+1vf1sGe9n4xje+wZUrV2RGbylEgNfY2HjHndqvfe1r/MZv/AY/+clP8kHeHYx8kPdpxvg0jE/BZptGuSwsDUeyTsqfG9oMpja9uGhDs50xFCPsj2y3Z4q/+k4HjtNdmFVCLdJW1dNGZ6RypHw/Nktic7MMkuR+vC5cU1Eaux34onbHYKbAoKs8SthtoT+8MfWFFoGrE5hOjfn6Umpfv4Q2H6X/sU3Uv32ZhJAzFxm7vimmVi/SOMPVxRSMzxMr8tLxxR00vXU5J8Bb8Xo7fQ+uk+/79q/JdGei5QU0HepgbE8r3pkwSZ+bxhcucvVre0mTQAW1M15eSOm7VzDdTsI7WxncWcUoCo2TCerv2ial1L16HN9fvcbYr+5HK/IvyXyAUV6IpWkZuQMB14sn0R/fnbveE/Znq75CWixIeRQ1hu4YxFnRjGpYmGoYNFFL+QGR1EWPm48ER09BazNUCAGgPD4NUEy/DCAsK46l2KPTwhfPOLjztvbjffMiobtW29YgKXhi0DwoMk8K48YUV8vdGR+RZImf2ZIWii4OYohau/ICopWFFPdMsFDiI1QWsIPILPXaUGUhvvko/pE5zn9uK1Wdw4yuqqGqc5RvPH+O9gfX0XP3amaay+lUYK6plPUvt9P55BYckQTz1UV45qO88/cfQlOF7rCtqBsv9mXaiutB1+BKTZzpEpOVI068CZWVVzUmKkwm6q6/Xeyx7TJDeCuw1JDM+juTK9BMIUClYzom8+MzeeRxh0EEeMKCIBsjIyNUV1dfM/9ORm1tLW63m2PHjn3ch5LHDZAP8u44qubt+OJlr79UGc+E6jJ7EmPb0vA8l9ppWUYqwLOVNHVtMFO4n+17lxYISX+/FALY0ixra4SCnfNsD/HdbTguD0qeoTkXknLkYkRe1OOpVbXUDVtotaD399Oz0s1obYDiNy4ws3+tTc0StKtoAmcwQqLQi+9kD8EiL6GGEiLxJJ33rKLhjXai0Ri+YJjKNy7RdXcbK97qpOfe1XStrckELiPVBYSy6Johp0IoqWcU6gS2/PVpScNqf3Izre90M3R3m1TgFB1A79QCmhjxryrC6VCJ7mqhcCwoPbUciQQOTcOpaVwpNxgv0Fk75iEQc1N610Mk5zRmgpNoc2ESG5sofOcSif0bwOtAVVQ8zx+Xo/PuV84QfXwnqshMmKB1DmK5XZgrU70+y5TxtPLCMazdazHLhBJhAM0ol9csqfam/LGyVPJy2FHWDdQ2UyutsEcH7RH7G3Umfwaj9ntSgwR5fARYpg05fAw2r4Giwuusm90+ZGP5edIbT9ADFxYwzx+G+8Wgi4kpffHs5dm+eOl/9ufFZeI1fGCDzHyLNkBk6kzDpK1fQzMVZr1JBucn8J43iVUWkawISOESuZ9CD7OVBSTFQIVhsLCykqRhkkzq7Phf7zDSVsnQ+loiPjezxT7KTvVy/oG1bHirk1WnB1Hf6aXA5cZXXsy+I70kq4tx/OAUM/tW4325g64ntrD64igb/+eb/NVvfxHDpUEyIenXIlMngr3szN3STJ47JZsr2jfRXky4LaaaEqye8lA765TCLP6wyWCzQdxjXweR/XOKwDmjrpl7GaQ5+pJHT6pxSv+9WXRHP069Gc0ok6JZlmNuiaLmzbL93AalO6+2mUceHxSipi0YDH4iTNCXQmQY+/r6Pu7DyOMGyAd5n2iq5vX2vaimaW+arbxoL5dVHkaxTe8RinYTx6C+IGNinOmEpSlVomOlKFlKbyaujgGc0TjRba0U/LcXCH1+F9HVtSQMEZEY6IZJ6brNVA8ZMD/EbEOUi/eXEtJEh05n4d7VUlmu7K0OZtfWUvf8WS7+/F6UpAEBF2G/KyN/LmrsLm9rpKR7jJH6YkLFtbS+cYlzd6+SgZ0IStMBsBOThjfb5fvOu9u4sKNJtKRoIgvmUFl19CqjNUUUzISJByNc3NOCQ3YyDdmBS2Lg0RSpzld3po/Krgl6vnEXjc+dJrS6BicK/mCM+XV1zBT6ONFksHLSQ8ORQao8rfj8ZfS0FclzML+1Bc00Cbx4hvgT2+16RcVCf2QLmmlIGpYkQq0RdT4qSrouT763UMoKsMqEWoMlg3AhdKFaHrRkFYZrJNVRs6XWZSctGhMk/lQn7lbvr6zOnKFDQpfm8Ncsy+OOxC2pG967+7bbokVVTfvTUrVf1fSDoEzfJ7LkM1k1wYtajvKzBc7nTpB83B6llu2JGNhRBE0zrR6ZslQwLapHFLxxVXrgtdfFCTfUkdRF/ZkqAzyhUCkwX1FAzWuXSKgWA3evltTNuBB8skyOfmk7FZeGpGNf9Zk+5lsreejPjvDI5Vn8V0ZQXA6sqhKUhSiE4uBywpVRmdku7JuRwXBVu50JUwKF/PPvnGOkzEt3VYDuukLGij1YAVu8STy3vphOosCzGOSJNstp5/hEsOcWga1m/8aLFRFmfC5Wj3oIRFRWXrbobzIlfVMoe/rO9NoDQ6k6OvEI5ly567idiGDP0KZQLCcOo05S8HUlAcIrNB2mZcVlucMxyw0E2bYKcvVrLFfe7yBQHnnkkQ1R1ybwSfDHW4pdu3bR1dUlqah3Yt1gHvkg75OJwRGYnoEtt2BuPhOEviFZ25UDy4Gm25RHwzEK46MyyLsenC/Z9SHZSOxdk7FRCP6tB6Uwi4D/7Q7MIj/lvkaKFlSZxRq6p5Ge8gSB4z2EtjQizOF8QzNylHvsntUE+iYZvUt44IHl1FCzqFaOaIKk24Hu0Gg83U97WQDFtGjonqIUDb/bQ8lCjKJwEn9Mx5MwcJ3vw6otRR+IEXeqRNwOjJEphrY2MRMI4O0aoXddDYZmB0POSIKaS8MM72rlsX/2A479/YeIFfvQ/R46/4ZN31xoLideXkBh+wgz99rnXlYWKTB//iTD0QRV6goKwiprup1cXWFg+e2OoFnoxdkxhLGyFtwuHJ3DWGsbcJzvQyktxKwqAlkbt+Qy7V6z+EEEh84BnIk2SckyjflMB05iIQydfbArRX99P5gNwtgUbFgN8wsQKJCd6zzyyEEogXK+A7ZtxVRDy5+cRNIOnsTbJ3ZmBEAEvC+fIfrotdQkbwSqhBODBl21CZIOKD7Zy8yqaoyUIm4a7rkwY9ua8QzkqtUFJu1MvOF28eChbjZ1jFM4OodVEpB+dMnWGkZqChkt9eJtHyRW5cUZimIVlzDRVo03kmDFqX6u7ttHXd80dYkk3v4J6ntM6lfWsL9jitjMPO3bGjizvorxcj/VHSNM7FqROYbGd7qY3NeGZyaMXm/T2LMxVWAQckfYMOKV3norv3OOwS9tZqHKTeTedR9o9NXQJqUNjmZW4EjWoyv9Qm70A+wxjzzy+LDw3HPPydcvf/nLn7iTfPDgQb7zne/wgx/8gL/39/7ex304eSyDfCbvk0jVFIp7DdXXUdRM7ylF1ysJgK/lGjVNR7JG0ndMJYyhjmNtb8tQtqQwAhaO546RfGKnDOKSokOWlcVLmxdLjzfLJFnql+bg8XX1hDc2seLYLL7oKEZzLZ01MSYLDRKmIamWRiiKHvDgnAiiRuNEKgNE6ksk1SouskhA3bl+9JoixhtLaT7dR3hVFTWXx7Aqi3n0zR6a3u3CEfDCVAIKvOBx2SmDNO1wnTB0B5dhyqkgJjIBTmo7J1FOdWPtXMVdJ8aYfvUyF+5u40pzCe1bGtASCV7/tQOEa4pIJJMMtlbgCUWpPDvIXEsFJe1D+NpHCJcHiBf7Kbk0zNRDGxl9YD2jglufjLJx0IMnYtLWpTHRf4bZg1tI7GnDPzyDJTISLgeKMEi+0Et84wop7uJ67SzGQ9sWyZdzIRiawdxkdxy1lNExSghDG8dhVONIVqOrvRAJg98npdjZuVZmAG0RFi2HXmUZSRgaQ2lqWFZNT84pL4XyVN2cGBxoaYKCa3Xfb26EnLv/PO5giKxaNpf5prBQPCXQVob1o++hFs1gPLErk/lLe61phy6gP7Q13apk7jGRvYs8sjWjrplR07SgYVhFuXiZ8V3NTPnt+dNra4mJlHcqiyeydQIlPRNMbaxncnWVXCbaD9HGOBei1IYNHrg4RdGFAVhZS8ShMd89zPmNdcT1BN3VDqYqPSSaV7P5aC/h+gr2vXaZ/nVVDG2pZuf8Asd9Bm1KnOGDbQRXVLF6Osq68QgbxiIESgvZ1heU00iJh2NrK6h99SKd963GrWm0720lEIlJVWIhBiOyjO5UjbJL0zA0i6gGJxpM1k14qdq7jYZhmEgYTNRZYgzORlozK52CuxGjMk3dVJSU/Yob1SqU3qdJt6B3i1bdvs5yd8uoZy4+17awU+ZvRo5R+nW+/BbuGxv5diGPPNI4evQoTqfzjhRXuRnSqppCYTMf5N2ZyAd5dyyy6+euN3+ZOrzsbVKdKsttK9ktqmn6UKVdgiUFPSwZENij7NlGxWL0fWk9TcacN9VhkQGeaaBcGWbm4U24z/bTslCGr7uLZGstF0ummfA75e5FB0wo0yUFDTEWp0DIlLdWUHCqF+9chKRucvnulbjDcTq3NaLORwh0jKAWB3jq3UFax0KL3Yp1TcQjUYbLA/Q2lzAecOIemEQJRzl1TxtKLEHJxAKGyyFFGVZeHqds3kApK6S6ahNNC0mKYwZVhYVUP3OeB5urGC1yMxwO8eoXtqC7NXyTQUpGghQEo3TtX0tgPIhD0LxaK5hpKJU1fEWIwDSJldJ5mXVYnKo32PZML96Nm6iq30xkYA7tQjf6qjrKfu+nBP/vL5ForkC5PGIbGJsQvX8TmqjDE2HT1VGMxkqs5go5T14zMV9eJwVj8DSasRqloRU1WYL1vR9j/crnF6/72U4oL8ESgwGZLpXoKVp2dmXZe22Z+ptN2ZnifAftjkH7FZkNlkI2N8UtUDnfOg67N0FOpiy3DVkK4adJQQFmUwVWwI5E0qtKumYoIu/fjJ16auBIQNTyarML6M2VGVuUwEunsfZupSAilDoVuuqEUbhlUzCdGskURVMEeOmavIGN9cRN21w8vcwRjvPIlVnWjoSgc4iQz8FPtpRzrK6Riu5Kutoq+NxfncIMxdhwaUTuW8zrayxiqMiFYpiYwTCXG4t57Lsn6FlVyUihi7WHO+heUc6UHuFPH2ni7kvjbB+NsCauUjsb4+feHSTodeC6OMrZ1RXEnQ4aTvVxdd9K3MkkhuXIUFLF78oEvJrFhaoIEZeHlkkXlZMajoTJSFNSti9WSnkzbalwzaO6bKCny8dXWOFIVV7LgyNRh+4ayIyB2dRNBUvW9WbX62XV+C4JxjIDQZngMK+2mUceHxS9vb3U1d1AgekOhsfjobCwkHPnzn3ch5LHdZAP8j5UWB88g/fs63DwgWUEV270remAz4LJWagoytThCW6hM03T1Maloa4UTEgHhKnR9UXhFQsuD8rskN5Wa38em0GJJtAby3G9epbIgfWopomZNGk8NYdnm0pi3yYuBiaYUXXihkLj08eZXFtLtLqQws4RAiOzdN6/jqhTxalYRNbV2CP04ZhUz6zpn2L11RlWqC4CnnR9GPSUuDlX4+NCuZd+j8L2Iz28u7bIzizWN1AxNs+W1y/hjSa4tLaakFd4VkHH1mrWtI8x0uAhXOiT/aKamMn6ySj7kjGasagJxhEVd5t/1M7JFSW8tbacy2uqbREFXSdS5me+yEvLmQHpjVXUM83Vu1fhsixK371MqKmceG2pHIV/96kmto8aFL9xnlZL58rd1Riawsg/fUquH3jhNK5gmITTaVM4U50uI33dRB/K77GzcrJLZQuxSNQWohtxSSFVzXKS9+9NVeWlRt23tC0jsqDYdNrZ4PIiLOl756YiLLeDn5H9wvgkzMzBWpvO+6nEs6/AQWFHcAtYdwO13PeDA3tsaq4I9u5bXhkzlwlgoVh2QGjtWYM1eFa+V7qGUa4MYghBofYBOcCStk6wbRRSdXceR6aONj3NPLSZ9T/qhrpGhrdVE5Z1u7ZoiV1rZwcj6bo7ARHgxfTFGr3yiRC/8hfH8FWVos8uyHbiz7+4kTmPxvajfQxX+lh/pJveugL6agtor/bzuRc7iKgW3rE5aeVQMbHAmu4ZXj3Qyre+sJ75Yi+PvnqZKyvLuFLpo1IxmUvGeXFNKa+tq8CfMHhwKMJDV+cpiep87uQod7dP8crWas7vaBTFxCRNTdYW+/qCtqDT6poME8KTqtW7UhxlQdXZMO6ltC+E68IEVx5vFAXGuUhl9jLvBRbLeOXTJp916bWZQHd040yuRbX8aHo5htOmtqYr7BTLDupEpjBtq/DRCLHkkUcewlIhFArx4IMPfmJPRltbWz7Iu4ORD/LudBy8hWLc3iEQ1MWK4muX9QymgjwbQmxFdNAsIS+iCYLhzWGsqstk7gTMQh+GsChI6oRTtWmJFdW09mp4tm0jKUanmxMEnQF7BN4wiNYUybq7ojO9DG1pQosmZa1d04khuvesoPXwFdr3tWI4NZoNlbsnDXymS9aDBVWLI2vK4XQ3h9esZKq6SAo0iA5g7fBczrFOVhdyens9SYfGhoujTFcEeOy5i7x370rpf1cQjMkgT0RMk34nh/xO4gPjXN63gm0jYR44MUh1UGevYbHz/Cgnt9Ty9pYaqnsmGVlfKzuuQztXIBJ3sWJ/5ntdc2GSG+oz4+BCNv1cfYSt92+iMKqxQrW4UitG2BUCz58i9MR2W6FPybVVkOe7pdo2UE8jHEM72QX3b7U/CxVOYhjJeWlg76jbgs6IvSyeQHnrHFRXwPpW6c2XgyY7oPxEQVBIi65fL/qpwK0GeLeDuaBtS+Dz3nzdwgDct+uWxVnSQZ6pCK+DagiHYHoec69tVWLsWm2LqywDy+PCORvGJmbb8EcUvKvWYArvzCZxDNlLb46V/bN85e0B3IrKhBO+f38zF1YUS+XNHe90M15dwOr2MRRdl8MhvnI/T73cyf/66hb+r//6DkM1hUyU+zi7vprnH17N5o4JDFVhocDDq/evxBvTWdMxRvPAHK8IL89UnWrYpfFiWzGH2kq4dzDMo+3TlEaSfO3IIP1XZnhuTz3BcpvuHGywa/MWh6xyMWXOcXWyh5aqDQRKCmnrNRlotT6Q9pGlxtGdgziTQnGzAlONYWnXqaHMI488PlI8++yz8vXhhz+E9v8jwt69ezl16pQUYBEBXx53FvJDbHccFkfMr6+omUXVfO0IlBXZdWmZZTY1TxKk9myAC10ZiX1tUIfTZ9AdI5KqY5Op7Cxf+p38lKqrkcIqqVfX8ydsqqbHQdLvwnmqB0OIohgGdYMqBSEVXbU4Ux8h0T+M73gX/jN9xAyDwT0rGV9VRcShSqVMIW+uTc0zW+QlkkxyYd8KqoaD/OpPO3jk6TP4r44zVl3A8+Uaf7TKz/dXFvDXj65h/eEuas4PYk3OEUok+Isvb2IhEZfvI6EIvv4pdr/aiWd0jhf2NNBX6OT7D7Ux5FG5Wuyi6vIY5ZdHqewcYePr7TSc7mPOqTKmGLxQ5+H5gMHvP7KCjkofzsvD7Lk8zT/83TcpjxlEhLH89ALlx3pQR+eICPXNZ87I3ze+uoZkLIE5NS9pqWIq/947nC+bI+w2cekKK65qMtupuzQZoJpzYVzvXFqkwKZosmLS3rmUobgJQ/rk/k12FjUSRX3jjLxKhjZiq6SaRShmytDc7cR6eDdUltgd0UwGOHVfVJXewn2XXn+5Dr91+8qOHxSaJnghH/73fNowH7LVVm8LS+6D9P0zPo1y5BzKq8dSt4bNT7aUlKCHx4nZVotVKhR6U5tm/5PtUUp304LozlbbPD2VySuftv8UTRTqxLTF50Fm8oQtgmmx7o/foPDCoJQcT9M0RRavemyer3/7JG7d4EpbOX+wo5zIfIiobhBOJgipUDgSpGhinnmHQtCtsfL8MKUTIb70wzNcbiziJ/c24w1Gufvtq7ReHOXQ+irc0yG++efHcE0vsO7MEI1XJnhtaw1zehI9GKblVJ9se1xDU3j7J7mYDPNPHqjlJ+tKiWsKTZNh/u53z7D75CDRWFy2F2IKJ5NEdMOekrpkBcQNnVCBm559jbL9FO2oEHBq7FFIJAxJiReTGGzTLcOeTPs1u+1YVD8WNjii9TAw1Rl0TajZIGuxbQ+GbMVlu21YZICk1Zlz/96kl90Oq+T6uF77kkcenx08//zzn1jRlTQ+97nPydenn3764z6UPJZBPsi7w5EOtq6Lu7bZo/AekZ3Lsk3I/uNc6E1ZJpSg1NRjbl+LqQrajqA5GbIflw4uZMdgSdBhCGNdwyD8+Db5OS2UsLCzlYTPRf0Pz1Mxp8nvuFAXZdqVZK6lnIktTYytr02JJRiYC1GSJgy2lDNd5GGooZTBuiKa3r7Cg0f6+ZVXe6i6OEQo4ObpvXX83toAI6EwZ1tLqewYxgqGObmqnFMtxYx6VBbicTa/18um93p58LlLNLeP8st/cYzLdYWcryvAMzbP7re6iccSRKNx/uafvCfnlw1MM+LTeGVHHXokxnDAgX9oGmYXqOyd4kS5i9/ZU8kP99QxUOTC1VDBYxen+IWXu/CNztG7poqiyyPMFroYWF1J4elepioLiCUNKg61y6BPTKP72gh7HZyvjxLXTHxxlYYBhbn9whfMJBFwE963OiegTk+JDQ0psQp7ylwfrxt9l1BKNSXVVnhjCWh6Zdb1N7GqS3P88nLk8GXnb2kHLguvH5HB5CI+gkAuj589GuugrOT9bx+Lorxx3H5fVYZ112ash4QVg0NS8Ox7KmG/ikC8zPbgS9/P6X/K6EyOrUI6uEsHeKZhUTqvwrkOwidOZtqX8lcvSHpmejr5t+4jVOSRAV/l6X7UmRD+YJRvHurHqShcqgnwu/sb6KvwMVAVYMO73ZT1T9NX6mbCr3GutZT+Mh+Xq/3cc6QXfyjGM/ua+LPHVuGdifDDu5q5WFdA1eAcbRdHWHdxnNNNRVQOBjm8poLuCj8jPieJWJLS/mmulnqIRWMM+VS6S9xMOGBaT/K9Fh///P46ztT40RIGD1yY4O/+/iHcUwuEY3FcfZMyuJOTnjt5zlxlfm6KMw0RdAw70OtVSCTtNjQd6KUFr7KDOjlwtKTtTg/bCfsVIbIlbNyFz6bwSE17oopJtAm5g4g3suhJU29zbXmyluaum28/8shjWZw4cULWtX2S7QcOHDggXw8dOvRxH0oeyyAf5H3SkfEzW4LRSZSTtlccTWL0VpE1GQKGNnbrpVKmiaNvAsfgFIW/91O00Vm0sUWKpD8E5RUrQNe5Wp1k1m8suw+BwsEZJjbkFhgXxw0emTbY2zUDg1Nc9in81lfXc7ouwERNEdNVNtVpvKqAycoAY5WLFEmB97bXc2xLLeMlXmmT8O9/dQ+TpT4KQwk2Xpmkt66IL750marJEAO1hVI6/b5jAwQDLixVYWPHODOlPqZLfTK4/F+/vEfud+vRPp59eDW/dX89f722hEQ0TtvJfn75xS4e/vYx5qsKaH23B3cohjscQ9VNytuH6f3ctszv1Qu9NP7lYYxImIv1MUlFK5nXKJ9MKdyllESXg1WU+zuzoR7vzLzXHeOpbJ6wlci9F5SX371248kZOH6eG+KBu26N4pfHpxti4OgBEdTlQslIPyZz2xFBFR6avGZ9dVR46F0fRTMG2nvnie1YzeDBRfuPcEMZzmCWRYhpSlVbS1MZ3txAPODh6+8MyLq4/k31vCHUODWFwrkooUI3J3Y1MVxXxFBdERWTIU5tqsFpmGzvmOC/fmObVOz8ude7+a0/fI/W4SCl81EePj6EocKagSDffWQV72yrZ6jcz7reGY5uqrGPw7LoaSphotxPzXiIstkYhkNlKkXLFCgYmeP7rQH+9LGVhF0qZeUl/OrzV9jYO4uCxYrDl68Rtal7o13+Zu/QDAtek97ekxiqRVFIpaHLEAWKmbZF1ESrU/P2hokkjjNXb3iOpf2Kow/LTKK+8C6q8DLNI488Plb09/fT0JBWu/5kwuFwUFxczMWLFz/uQ8ljGeSDvA8FqRHO7l5Zj5a7JDXiefhY1rrX2we3kE3JHoFNb2ph1ZRh7bDrY6T0hqjFw4GpxCV9hyt9WPMhWb9lZ4kWRRBsCwX7n+/3fkJiRSWJxnKCv/wA2sV+rIkgrhNdWAmTpgEN5d0zjPti9BfFJbXKd74fbXhaZrO04Rl8HaMymzZf4GG4oUTSqMTUen6IX/vd16maiRDtHuFPHm7hzx9eybDfSW9VgPLOYd7dXCPpnHe/3EFyIUo0oXPvK50kI3ES0YTM1j36Qgd1/dOYkQRzWPzKd0+jBiMUToWY0RS+c28LY4JiKkbDY0k66goI6SbbjvbzJwfX0XJxFO/oHOF4QtI+Y+EoJUPTrDvSxYIwYY+HeVWNcnVjHZ6SArYYTtZ2TtG1phozmuTyzhaMUIyw2yF/V8l7XRS/d4UFvwszkcSIxJh2J+mutKltwuzZETLxvN2O54VT9sh7PIG1EMmcfzFSn309HM8dX8yCHNicodiiRO3rKbN5pTmj8daBlIiG6EwK6p6YX1ECuzcvfyuNTUJP/23TsW48Up+nZH2keOe47XX4YSIj1qFDOCqDO5mpE6qRSeOa657cuiIjvJIWdsp+X3pyCM5cYrrQpPS18xlz9IXaYmI+t3wv2hXn5AIFvVO0vNUpM+8H3r5Kw3SUsFPlT/bU0NlaKoVV1FAUI5bg7lc6UYJhHnuhg5LxBZ58oYPWK5N85/5WztUXoSZNlLhBRFN5YXMNdYNBiufjXC3zcaouwN4Tg/iFQm88ScwwueudXh54s4etJwdZdW6Y5HyUniI3/QUuqi+Psf+Fizgmg7INudRQwECxi6N+i9/eUcblCi9u3eSL7w6yfjDEhd0thHQd/8XBVEbPkGqhsViC8S2NMms31lJEu29SDg4Vd05Rc2EBx7EujNl5dHHOw1GbsulQSTSUZextMm1ISgXZQkd59h1MNYruGoVHH5aZf0TNc5qCmaH4pzJ7GQbAcln/WxEOu9XnPt8+5PHZxNzcHNFolO3bt/NJh6jFGx8f/7gPI49lkA/yPkwICtP1sCUdgHEbtLgl9XjL+eLlzE/9AZ8PoU1pGUVNMaqrHO2Ac1cx2ursP+PRWKYWLzu4mP+7jyzWxxR6iGxpJlnoZm5rM9VD4JoOE/m5/VxoMCSdsuDoFUI+F+WvX5IdlZnyAMMrK4goMF5TxLY/f0vSktZ0jPOlY8M4CnyMTM/xXFshStcIrWcGZB3NxsNXqLo6SSSe4EvfOcXTB1aw+eQgQcuidnCO2q5JEuEYqzsn+PGOOg6tquBclZ+/+92z/O7BNXz1xcv81e56qgZnqBieYyGpM1jg4u4jvby3okwGnUYsiTYXwT8dpmBigforE3K+Hory9sZq3txSQyIcpfzqJMlYnD9rcHO0WEMNeNnbM8tTz17kyvoafD0TBH0OBtsqpdpf2OVgweMkoet0fvNuQhUFkm42UJRgskBHNS1aLoSZuWedlJcQHTUrGEIdm8mca+3c1UzwLc6rvqFxCaU2fX0tOzMrBuvNQjAdi5RNl6DQmlLhj0tdS+6zxQrMzH1VWgjVZT/DDlweHwUEdTKjYHj3Ligp+lCb+EW1RAPGZ2E2hHLuKspkEKu5KssvDxzvtMtPrsMXYSGyWPubal/c5/rwNbXCI/cS6eli4sENcn2hRhn3ufAOTslnRzwTC2V+RleUc+mulbJt3d09gzI0xV+tL2bMBXNuB+9ur6e/1MuDz16U1O7a3mlCmkLQ46Cpfxb/Qpx9R/u5+70+qVzbX+4jpir8nb9u55uv9JBIwL/9i7P87Z8M8MXXhviN/93Jl17sZ2XnHGbE5LW2Ms5U+YmYlgwAY5EEsUgc11yUi3WFjDtVAkMzMtATUzwaZ8LS+e09lbxVokEswT0vXuRLr3WjR+PMBFyYY3My0AtbFhFVke9jus5sdSFDlQ7aa2JSMKlCKcXZ3EqswEMs4CJe5MXQkzIsEz6lS+t65fvUudafFBlZUZ83iaHOyWuoJWtsOrgM8EzovJqSQr2W9r9coHdtKcHSut5F5AeC8sgjFz/60Y/k62OPPfaJPzVCfMUwDDo6Oj7uQ8ljCfJB3oeJlsbrB3qFH51aoBJxokRFV0DP1HCZ33wI8+4NWDW2EIfj3WUezlgCy59LARTeda7+SYrmFcrmNHjxEF3uCXwdQ6gJHedchArhD/VlodS3CKGkmfQ4US2LXVem+dILHTLLd2ZFCS+2FjLvd9G5voY377fVmd7b0ywzfwJ/+aWNJJ32eRSj1udXlROIJlk9MMfFpmIqZqPsPzfGxq4gQY+X9VejRBQ3v/m/L3HgxARPHBlh18UZ2oYXEHZT7U0l7Ls4ztubawj7XDxz3wqibo0tl21xAqGAGQrYwhKF83Fibgc//voO+leU8ef3N/NijUeKpqyPq/zce4OU9U/JbQzpRygGyDWqT/ex8ukTi+bscr8wGOonEQ3hHZ2nZkJl4eHN9rblhSRbbWsLuY8sRVTLqWEJNdMUtOfSWeDUcjWGqc5L6XTNWEZYxemEvZslhfeGONMhTdXzyOOGkMIdIpNnwIpaqC7F2rwCq0H44uVCX98kX+P3rMeS4lBLUFSIO6lgttThPHclM7vyWLd8VVN2CUtxT+e0NBDu2NbIWCKON5KQ82uHg1RNLHBmSx0xt8Z0iY/xMh9dDUWULMQon4ty/5kRfHGdoysr2NExx8buKDs6wyQNP63TMZKWm1Vj81TPJlg3EmJXT5DHz0zxay8N8N/+Wwf/5i+vsL47hGIsPtvnVlXQ2WI/ewUh+1gE1lyeYK7Eh6UozA+M8a0dVcRbq1k9ssCvff8cLtOS9X0CiQJPpg2pef2SrWCsqVKMpq/K9rdsGNEIpFiajuEZ1IXs2tlbgCLa0H75t0C1vLm0TeG9mEceeXwkeOmll+Tr5z8vPG4/2UiboqcD1zzuHOQtFO5gLEubE/NyfMxyaZoSXQNgJGGNzfXWSlvBDKRq8dKKmoujsFYoin7/Zrl9xvrcMnG/205i/wa5nvuti0R3tBJrLMd3aZCGQfsYBn/tESbLIyTKq1CSOm4hgf7wekT/J67bnlYiu7X3L4/w9td2Em+u4vPHh6VIw5s76vnLjaVSKU8YjsusYDJJ1cgcPdUBOmsKKBmYQXdoNA/O8daqUknRtMIJHIpCYULla8/1UTWbpDwU477jQZzCR0tz4DBNSiMhIpoDl2nw5HsjTBQUkdTmWdcepqO5gMLRBaZK3NzdMUnc4+D19VXsOjZAT3MpE9UFNPdM4jMs3t1SQ9zU2XZikM4dzfxwdw1RDZ4ajrHtyhSNp7t4uqGUqRa7k6vORbj01Fa0Qj8ew6T2rYvMbKij+MIwoZ0r6anUWJsopmpSZa7EQPfb51JTbDkLAVPXURJJFLcCXieGzyMDZFV00p7cjS1zY6K+cALz8d0Y6pQ0uBfiOoZjUmZrF+8N29PKGp2QmTpFuc7AQ0v9De7GpeZcedzReOENePz+3HkLIShYrBu7LQRD9l8Lv3eJQdtiEJYj7pOeJ2xGpMgHclDHLA2AW9y9NlxFJTAHYY9J/999UIo8CYrh5DrbtmWmpQIjqctsXtpIvHRsnk1HuqG2jB+tL2UiFqWqa4JEuY9Zj0Zt9zRxt5MnjvZyZkUZVeML1E+F+f0n1/L3n2lnoCzAN17px7Q8UpFzyl/ARECjOhxkwWPx5qpC3llZTkkkiS9hEIia+OOwdThIQVinZN7Jo8em5dRZ7+O1HRWcW1uM6nZIqwXCCWLRBIbL5NCmaupGZglVF9HRVsG55gKGy7z8g6PjVC0k+dLhft5sCBCLxjGdGpWXx4murOLqfWtANzKelX3FcdwxqAk6aehT6VipE2qrxq1peK+OoteW4nvjIskndqGIRiLllyeyeem/FuKzKgJzRVA8h3DqzbJO21TnhOEmVku1rBdcvLZLDc+Xh+2taX/D4rZ537w88rgRzpw5g8/nk2bin3Ts379ftlVvvfUWv/mbv/lxH04eWcj32H7muIEi2S3XMixHgUkFZM+/kUWdyd5fVmdLZIGK/ak6GYcU5RAwtMnUdkJeO0XWE2IJF3sXa2TiCZyvnJHLo/s3ZiiDoU2N6Koi37s2bcZjOIg7TLrLYiREYKVA85+8Qd99a4m4HDK4K3u3i4ZXL1DSMcxIazkH/9OrPHykD6VvnNdXFvOm32Dnq+0EBqb5xh++zTy2TUHU0EnGkzT1TFEwHaale4oZxWLn6RG+/HI3Gy7N8ys/HeJXXhyietrClYTxQICeCh9HVxTy8voiXtpQxEvryjjdUsB7rSUMlHlxGAka5ubZc3mKn39jiN//rxf5t398kZChMe51QCTBu01F7D41iHsqxJ73+ukt9aEFI5T2TfH2pmpCpkFF9wRX3BZ/ur0Cay5CeWkRO4/1pyTdTbq3NTLvFufAtlLov2cVEa+LucYy/Cd7GAskmYtOo1oKNSNqjly8HWAbWAn9mtoleQeJ6yGotSnKpvnINtvMXhXViElZd6mYgRz6brrehm3rUgMEy9XViPRJ2a2ruuZxB0OBR/ZfO/vUDQrjn33jxrtcCEMkbceQ7szfSH0xy0JBDBK9egYllpCbiHvZeWUEx9Vx3FEF3jtDyG3T/6Tov2WR8Lnx9U/LoE5QN+WraUl1221XJlFqy+io9NLvVTnw/EXZ/vhmw4QxKZ4OY8WTHF1TyfG2Mmmb8EcPt/G3XuikbCbB/lMzFEZMyiMLfGtvHS9t8lKcmGGg2MFP11bw/zzYwryi01Xk4OXWQjrLNX73vir+z6ea+eO7S/jju8s41ejDVGDNUIR/9oMr/NYfXmTj2SlWdE8x6NWIR+IocxHi0QSu6ZCkbh7ZXE0omeBSgcZv3VPDVJGHiqjBY29fRQnHJI29b3UVC24Hpe9clmJPgrop1YlNgwvlEeY9Bg5DYUW/hq4baBf65YCagUno0a05Cr3GMkrJaYq2GBQylQVJ23Togra5pAYvQ9lc/Ht0bX3erdqu3Arylgp5fLYwNDREc3MznwaoqirFVy5duvRxH0oeS5DP5H3S8KQtV3tDiI58ajRXZHcExB90lEUaUQZuJ8buNRnVNlxOEntWo/VNYDRXZlZzTM5jlAbQfD5qUvV9vZUJNDHCX2jTKoNr63AFI6jhGN7pEIO7VhAzhA+UQby6mNbBGOp8lKOryvjRpnKihsGVxmI8Uwv8l79/D/Oqxe5j/bKuhqTozFhcaimlKJSgtXuWz789RumchSo8+wyTq+VOBipczAVgxqfx4621PHlujKmAi/dW2NSpu3tmeKe11D4llkXdbILt/SF29oZoHUtQM2Pwz5/u5kpNIe9sKWa8MsGR9VWsvzrDsY3VJFwaO44PYHicjFYGaLs6x+C6aiYFBRIo3d/CV35wmu2nBhmrLeTcfaspHpxhrqEUz1yEysEZGSBXnOpl7r510qtLnOuOuyvYfdWieEFlZsEgnGbvJnS873SQeGALDnX5jJvjSDvWgyK4A2VgQpqls6ENQ5vBYVShGcXoWvhW76g8Po2QNPElHe79tnLssjh4/41rguurUpYr2cjdv3q0A2tlLY5jnRiP5ooJxB7aIjNzEkYSvaxAticeIQq5dyux0CSFZ8aIblpUmlOT16rPmg6VLYML8v3xGh8NfdN8/xd24g/FmfJoKLMhpkr9UvlSidhCR3MFbnZ2TuINq1TMmoTdbk41F9BR6+aHO0q4t9vkXE2hDJYmAm6ZvUs6NPb3zHBoZRnvNZWwZWSeE03FrJsIEXXD7zxWK70zH7owxyOXglQGDX79J/1crvfznScKuOviONFCD53NJVKJ024thE+dwaYLY1zZ1cLv3FPLPzsyRkVVGd98pZtv399Cstxur6dXV6MJ9V2ve/Fsq3CpLsaOPh/+MNSNqMwJe5zG9yG/rkDSOYjrlQlUMQpvFkC+zcgjj48EY2NjxONxdu3KLWv5JGPVqlWcPHny4z6MPJYgn8m7I3D9gvXrdqqefTM1ZxlvPCG/L8ywBZ3PsDsNhjZ7rTlxdqYo9U/qqzkUDL8L12tn5TLdMolXFJIo9lM2DpqpEB4dIHHyHM7BacyUIfrAgbU0PHOKYKGHkdXVcvRZZLaE0t3X/+w9vAmDiek5hjv7IBghqifZ+F4vowGnDPD8kyFpQix8qMQ0q1jsODnMr32nnf/ze12Uz5qoGMwUGvzeIzX89mM1/PHuCv7n1iqeXlPJPRfGGfQ6aRgPcc/Fcf7BK9281lBELGEQixtEkxbdASdPbyzhO7tKeHutk/dWepjyu6mdjvOV18c5cGRaevadaihizO2gaHyeH927gufvaaGtYxxtPiyDViGMIKaXWgu4uKIMAl4eOD2KJxjFjCVkVk9Ip1vhOHGHyuimBptyFkvI+sIFh8Foid2JrRxV8L9wWmYwRM1hePsK2VnNVj1Ni1WIK5x8YEtGDkFQrKwNYjTQyqhsikyeTDNcc+8sP/IuR+e7euHK1eur5/UN2dOSbRc/pUf5r3ff3gFZwUPLWErk8T6QvpaL9DyZVd6zFqu8CH1JgLe4Vepf0sAlfCnFGFNq3GmhOoBjeoHiU1epONQB0TizKyrkM9H0ZmfGV684aVFgQNil0VnokC59ou2596V2WZ9WPBNhXHjpWRaPvd3HvtPDzDg19p+YoXEyiaVaXGpwEIiHKVmI8/kTw7xXXcAf7GmgvczH+TIve7um+NzZUUY9Di4UedjWO8t7VQGMuMHzLaVYcTFwZdIsDNbD8/zbxyt5Z5WXuAarh8L8qz+9TGA8yWmh4iuycLGknCKJBPOWwbsbqiQtfchp8fvbypjxOSifCPE3nj4vxVhERi8uFD2lqqfd1gizdDEtaDodtXHoHaSiawHNXyrbGjFJNkCWOfpyapvp9zJgV6IYexrl+XckK5d434lU7CK1P0e1N/s5F23aC28sk/XP++blkcf18MMf/lC+PvHEE5+ak7Rv3z4pvpK3UrizkM/k3aG4KVXu4IHFkfXjF2Dnums72aYLNa5izY5hNgjBFfMaKlX6u9JfJzsBbid6eQH6PWvRekZxxBKok3PE1jdT+VofbFlPfzVMN68k4lTxne0jXC2CQB8Xv7iDmOj7CeNew6Ty3ABtYZPSokIWXCrPbijjYmMhQQdEdZ1DW6rZ9V4fEa+TgilRQ2fXchxaW8nes+Ps7AyiCWqoy0VfhcaFGi/na/wy8JzQVH7l+BDrx8N8b2MVbzYUy85fv9tBf7GHgvkEB9oneKm1jL9zapihEg+vtpbxQM8Mh1tLOXOX3cF5qGeGxlmLx84H2TAQprxznrP15ZxcU4TD5aBudJ5guZ+TLSW0TEdwzIakSEHU5xKlLPzXr2zgX74xRHPHKF/+yXl+/MBKGdxqDgc9u1qovzRMSe8EgXCSoW/chds0KbowSO+GFdTMOQiEVSbLy21VTUuRtDbP6xeI/vwBKZ8ur0s4iup0YnnskX1NWCoc3Is1NQslBeDQQI1iKlEpqKA9dxLzczvSd1PuvSUMqpcaJeoGrG213wcXoChboVEoWlQuqbf5BGL7pmu8yT5bSFN1b4Qs5cxbDvLENqm2J6njeOMsxoNbcD1/gsQTKRuPLGjzESLrhF+mhTNpf1/MYbLwwEaZ+Y/Ph+VAyJrvvksMhZNPbSYwMistD+59+gz4C2ivDzBZ5qN+eIb1Z4d5894V7Dvax/N7miAUo3UwyNvrqjjZWMQf/NEpaqZMnEaCf/lUG/5knBmHSlUwxpoxkdH3smswKNutpG7xdmMRx0r9/MaxQf7hTJTf3L+C5qkoX+kc54drKymdi3H/pXHeWFnGiTKfbAfa7/XzhfJJDlwOsad3mq+9HmP91QVe2VFM98pSNo0sMNJUIj08s29Bb98k/3FfLf/6ry5QWVHCl5/v4HtPrWemxBap8em6JGWoioIWSeBwOpgoUOjbWU3zEVEbXUSX8Ad0inVEDR+yHUlfHUW0J6nrJGpmzMwyuz7PKAyiJRIouFCNUizHTFYVr8gGp/+mZNfnZWWJxcE9vpQabG/9/vBBts0jj08GXnvtNfn65JNP8mmBEJD5/d//fSm+smHDho/7cPJI4RPaW8sjB821y54QVVBwkknMsLBNuH6nzfn88eUXuBy4Lo8QX11LwVvtlEU9qFvWE/KYjK4uwfTYamyzG+plgCdgOu1xA0U3WPFuN26Pi3suT8NUkCNWlCP3rWS0vgRXQqel1x7Nf3dbHWfXVDBe7pN1b8fWVrLr0izbOqMEogYaCX7/kWr+1eda+OtNlZRGdfZ3TcvalaDHya8/uZqXV5bxt08Ny/1948IYdw3McaYmwLqxEPsGZhks8nKsvojfeq2buKawc2h+8ffrOj/eXsKJlRrdlS7mnR7++Q+v8EsvDbB6cI6vvdGNL2ar27UMBfHGkjiEMTGw+dQAhqrwrXsaSPhdNAwF2XrJVun0TYeoujAkFQJ7HtnI6J6Vcn7lm+3EKgpIOC0miu3rUhbzQ0pJUChthv7GvTmXQpsMok7bNDUBWxIdFDEvbh+bPP9CREHM37LH9micXfydyyKVERY0XXvHOrR3L3MvuOxJbmP/gfrE4f2KjuSxBBacOQuvvn3NmdFePoWxtRXH8cvLBnhynekFCl8+K829HalmqeDQ+cxyw+em+mg3/Q9uoP3LO1FMC1ckyXx1Ee6WaklP7vM7WHV+hKarUxiaQtl0hPNrKvmbP74gn7/pYg9F4QQrhsMUBh0kVY1jKwvwJROyTRABz4bxMCMFbraMzjPmc3CitpCvdEzy6yeHKYnrvNlczO/sbeRA/xx9xR6ebavg7sF5nl5XSUeZH11TCaXUMAWe3VTJP/5SC//t/mYUzWLVUJj/8ye91I9HmQ24WdU3y92ns7PhcGlTLRMBJ3/yubUkNIWVneM8dMJux5ai4cVzGXP4nvI44ZYKnO+ep25IzcRcvhdP397dKkzSddtIXdPLMh6IeeSRx4eHs2fPUlBQgMeTq17+Scbdd9+dEV/J485BPsi7o7Ec/W2pIa2ZombmbieyNapRABOTmCuLc2g4jn/9rZySetEZy1bVTPvlWcLI2yGEQSyG/unnKZuyb5eBkoTMpAmhEEFBrHztIsxFaPrxSZnBEvMSqsLlXc3c3zGNGgxzek0lZ1YUExiegXCcoEOlv8SNGdf5xg/P8sRLl4mZoCd0fuGZLv72T/pxmhZXq3z8yb3VFIci7LoyhRkzeKa1jD/aUU8iafJ8cwnfPDlCPGnyH3bUURiMEtQ0Xqsp4lyRVy6vnYnx06YixjSN764sp9/rojgY4+ePDfBzp0coCCUpm4rQUeLirVVuXt1QQsjl5r7zQbafmeM/PbmGiDBkTuhcqi+San/TLgUjHOXo1lriusGIR+Xp/SvA72FX7xyOcJzZYi9D62uZqyxAhmGRGHU/PMro/rVEqooofeUcQ+4FONNOQUEFRc+fw3PoIr6XbeEbW3DFvibJxgr0mpK0jRVcHkR544ykvlk+T4ZOlQnyhuakWTIjQmwnRaUcm4JjF7LuIxMO3gfRWMosXeT2HbJGKnO3LZf5OvjgB7+183ifUD7+Pw+KCeVlKA8+kFknLfhrPLlbCj/pu1bnbJJ9FyVW1xHe3Yaqm6jvnpXzxh5an6POabg0IhUF9jOgqTSd7EVXoHY8JOtQL7UU07Gxlp4VZZxZW8lQhZ/xEi8/ONBK09g8o4VuEorF33htGLdhcHRlAf/iqVV4oknerQmgGybPt5Zy/9VZzpT7iaLw5QvjXCjzUhKK84tnR/jSpXEaJiOcKfJwX9cU54s8/PmaCqIJk2+cGWVz3xy/dGyI0ukwu7umiCVMYkmLv9xazt/6hdX0VXhQDY1//peX2XdyhDfWVvD62kqKhucIDM+y4WivFGQR1M1zVV7+ZHsF1JSy+9IEd33/hKRtirplQQ8XU8dT25gXg0OCAmoZXFzjwNy1gaKggn/WbnfnH9mCKQScUt6CGXpm3zjqxd5rRVgSccxT72IqYZm5U/XyRZ/NlACL8syhJSIs78c3bymb4Eb07jzy+HRjdHSU1tYUc+ZTAiG+UlJSkvfKu8OQD/I+Alz7By31h/GajMiSDvWr7yzzhzV77ez1l9ZTiEFaHwSDmGowpx4v8W++mfqDbKuvZdfouV84iWWk1DcdmqRQifeFQXDpCgnNYqwgaQd5osNgmvTtXyM9qfr3tMqOhgj0CrrG2PX2VeomQiQHJ3m3UKF9VSViHHrTu1eJJxK0XZkioRv8+QNtHF5XycWaAPe/O8qjx8blL/rJ1nL+8VPN/HBDFZdKfIQUaJoIEzUshoWCZ9KkbWyBV+oK0eMG5TNRDnZM8q3WMn7l1JDM9tXORPnzVRU82DXNrx8d5MHeGUacGq/XFspgb0ZT+db6KtqLvfQVePjJqnKONbn5owNV+BJxHjw7za8+3cXf+fEFGYAOF7q59+0+abBeMrFgK98ZOvUXhxmanWNCMfEYlvTtE+dCUFbLzw/Yga+mMl9ZSMGZPhkgjz6wgVg8zEKZS2Yrii+NY81HmN/TJgNrO9xevPoycBdKqPEExqo6jPu3YG5osuc/+559hyhhW2Vz2w6UQDnW+hXyXCrPHoaqMtglaBRLOlciI3uNfcKt1onm8anC6XakI/h1oLx6zG6HGhqER8ot79bVOSTVNNPQFmKoIjueGlAwVVjxBy/KtkZ4xE1ss1XnTKnGCVd2r2DVqX6cDpXYhiYmfA4sw6RjVYXc5nPPt8uBlDm/i+/sX8GX3ughmdRYNSIUKZ388f5qkropKZm/dnSIPb1zJAyLN+sKOdA1Ret0VJqKz2sqv7uljvPFXv5sdQWtkwv8+8N9fLN9Aiuq8wvnRmmeDPNP9zQSNuH7LaUMOxxMqwr3d0yQSBhy8Knfq/HMZh9HVhTgTyTZfSbEnmNjUjV40qVKAarLVX5iiaQM8sT0ToWLZ1cXSwrktohCYDos7WfElK67EzV6os0pPHKZGVeSgXI7Fdow4sBIGhnj+NzJINlYRmJdg92uB8Mob1+wgz9RN3zvevR4l9yPahSDmaZjplqeg/fCfDYj4Dbrx28bn2VKdR6fdgwPD5NMJqWB+KcNq1evZmIi5Tecxx2BfJD3M8P7EJeQGZEb/MG8d+ctfG06tZMLxfTJugvr3cOCh5MRR8iVNl/cPH300ce243nlbGYdGWzEE5SN252J8aIkyVRwJyZdelhZxFWVYFlAdjJWvNWJf2SOHeMRMbzDq/tXcGZTjQyGxopc6IrF4y910lvqRU8aUv58pNDNxkvTfOP1YVzJJK+vCfA/dpcx4XLIdcrn4jRPROjzOqmcifKV82MyyPvr+mJOFHshpuOL6PzRqkp2jcxzJeDmxdpCQqIOJWHgjhk8X1eEN25SNRdl0O2QwaHIX23vn+NLZ0ZlBu7+zilOVhagJaP8dEuRrEza3hWhu6SEmpF52Un74X3NxC2LkokQK9pHZadrpMLHhbWV/K/HV4FTY9+PTuKfj0kRlit77eB3sqUc3eVkclNDShbeJFZZyNDeenme3PvvI1FbStLvwXnmKqrwFRM1NFNBnMeu2CI4FUVSYVBexSzhHOPg7kyix1QXMvdAOsNnHbwnc48qz74lg/tM9k5RsIoDS0bnr7nR7Gl6dpn52Z/ygeEnAmOTcPJCunJrcX5TLUjl2OUzhta9WwUXWwpuKD98DvpGM8vs6q9rt1PmIyjhOPoKodBpI9FSiRVYNEcvf/0ivb9mZ4hH7l+XCe5KeyYouzLGipN9OASleDbEZMApn8sNx/vkOqId+ssvbqCtZ5qS6TCuuM7z22u599wUxdEIE0UmW/tmaR0JUh6M8ifb6/iPuxu4r38Of9zgaqGH5xuK+LO2Ck6U+fkbHZPMi1Kz/iAlYZ0/XFXOMzWFFIQT/NnKctoLPLJNOVbiZcipsWNgjjGHg582lsg2SUwi0Bt3OfjBxgK+v62KkliUX3phiD0nJwibJoMFLsTQm2AHRBJJ4vEE64/28v2VBbRXenEZFl95u59kPGErFEtrGVvISrQ3Y2trpOBMV0mUiMuUA3BVo0qKXSGCPTFQl5vNy1iyFHhJ3i3OcWqATzzDJ05gzg/J66ctyebJZ/pMZ1Yd9+Kg43KWCtcXYbm2bcm3F3l8VuvxDh48yKcNgrIpWASCjprHnYF8kHcnY24BTizWqtwOVNMvX82/+dRtbxt9ZKsU4vC9Yj+orvF5ivuC0s9qvChr9N40qT5ijwCXX17s7F2+ZxX+yhLK2ocJT85y2atQOhWicnReBhSH9zTx14+upmbari8RKnf7Lk3wj396lbJolLdWl9FVrWU4YJ+/NEHYofL02grchslwwEVpTOeL3dOURxJ8s3OCr3ZP01nilfVxcU3l1YZiymJJFpwa/+TcKMcqA7SXePlWWxkV0SR/+lo3//WNHqY9DilEKewVpvwOWdsXcWm8uL6SP7q7jlMrnDTMTvH1Q4P82++ep3V0gc1Xpoh4nJxdV0VBKE5b1yRxtwPdqXG5wsuVukKUdU08+EYXe75zFN+s/TsFxrfbGYqSC4PyVQvFmA7o6KqF2+3H6fbjO9NLfE0dRq1tA+E5foXE7lXyvVUpRvpv/Niaqh28qTLIuxaWoGgKKmePfQwZ+4xbwZVePhI8+8pH8z2fVVRXwI6N184vK17kXi4HtwtLBHniHvzqV6HeFuRRnz2K9tyxZTexCn0k1i9aI3hOdOMYn8P/Zpo6DFMH1mO57brQ2jfaM/PjAQ9Jt4Or25to7BiRdOhZv4vN713l7PYG7jncQ2vfLJ6YzuWWUqaLvbQNB9nbMckDHWNM+/z8f/c30lfi4evnxukt8XGmuoA/fOkK804Vv25QHjf4xc5JnuifIaoqHK0KcKi+hH+yu4FHRuc5ODDL3qkwjw4HeXLApkNn41B9EX1FHr5wZYoH+2ZYN2nblwhj8fbqAC+uD/DaOptS/yuvjPI3X+oh7nKwdiCY2ceOU0Oc3NGAK6bzF9sqCEei1J8d4MC5xexnWfe4pHkK6AEPJef6cc4s0F1tW0VUP3deGqbfDpTuEZTDFzDv34rRc0zWcKtmiSiuzl3x3uUVU/PII4/bw4kTJ+TrQw899Kk7dU89Zfc3f/zjH3/ch5JHCvkg705GVTns3HSdhcuNiKbNry0U0x4lt23ysgl/luyMZc+RtMCMlUJqnrBFKPbLkWC3vxT15SNE7tvMvCst0W1hKApD96yi6lg3CVm7Z48cixHm3YLe1FDBqaYizq2tou1kH/U9UyR1ndWd4+w92k+noFkmDaka99SbI5img9MNJfzR/lpOVxdwf/sEXzs5TEhV5Ci6WFcRo+SGxQ+aS3AkdO4aXqA4qtM0G2HVeIinX7xMr8cBCZNpVeNoiY8er5MHBmb5q1cuS0Pls0Ve/sPGan7YUkogqnOh0MP/XlXBX6yponguyhfPjPDQhQn2t0/y5zsq6a3wURYJE8SPK5ygaWCOdZ3jMosZcmgMF7uZd2uSTtV8fohXW2y1y/URi/e+vpu5Uj/VJ3pt+qZpUvb2ZUKFHgouDFJ44ipmNM60X5ed66LhCLEVlZguh62SZ0Hk0e0ZO4XsLKx6vBMu9qKcElk+Fq+/kupkintguaTc+SswE4Sta+3PL14roHFd7LX9+d4fbiPTffDhD/A9n00IY+sMXjl8Q9qlDRWefT2zdc72mZ0qcrKXpSdBbDRRHE7QUu3MwT2yHi+9J7lZ+p/4kBJpEohtW4FeJYLJxa9Z8d9fQRVm6alMnkDlmX7ihR7mGsuo6JtiVgSKHhdhj4Nze1fgjuv0NpcwXBkg4nZimXYb5kzozLi9zHj9jBY7mPBp+CIJwk6Vx7tmiCkWg34n28cW6Am45PoXiz08MDRPy2yUA4Nz7B0OUryQ5FvNJXQUeOj2u4kbFlEL1kyEaZ0M8x+O9EvF3G9cHMcRSch25nB5gC6vk3/wdj/HywPsvTzN2sEgC64kb64pwGka7DoXpqE3yPnaAjacG8EzG+HwpkqMhQibD3cxq+v8aFs1VkmAe968Qtn4gmxbRlvKmaoqSGXzTMY2NhAu9TPp1Qm2n4UNq6keVtAu9st2RmT1xKi6UDlN1+Et1l6nbBVaa7D8oqbXwNzTjOEW1YkKmlF2bQlADoX7VimbeXP0PPLIRnd3tzQOd4j6908ZBAVVtPeHDx/+uA8ljxTyQd4dhmuL15fiFv7Qyno8u/NlIWq0cveXfGKX/T2iluvyIEzNZ4g56fmm342S1FGCEWnYzS99gVl9joKzonhfeOfZk2NinsmWCprf6swEMbWTYWpmYyREZsunyE7VQH0xw5V+rIROb7mfQ5trCAo/Pl1nc+ccO3onKExE+O/3VtJf6GbE52LK5aCn0MNPV5Qx7nEw4nJyosSHkTSZ1hQaZ2Nc8bq47HdTFtO56nHyo/pChp0O7h0OUhBJgqBPoVAfjPOtljJKIzrrJ8NcDng4Um7TSyuCcZqmIxgJnZ2D8xyqLeTgxTGO1AQoiOj8s6dW0l1WSN18nP0nJ+moKaBqPETp+AKeSILJQo/shN3zaqfs7J0vdzNS4MStm6y7OoMajjPSVoVhWijhGIYGRVdGmV5Tzfi9q0l6XUwG7Aypp6GFRKEX/4uncZ3qoeC/P486OrMkTLf/CXELc0Mzxva2DI1KOX0FS4nYnXAhdW457aD/2cOL9KqNbdBYs9gJe+K+27xL85TMOx4P3wuutJF2OjhbhAy8BHZvgVMXl91Fhnop2qNkMndbxf6sWO6cYE690HfdfWX+aap8XXhwU8YiJLhvLcWn+zIKsy5hZK4p6Cn1yuKxIP6ZEIzNEneIHJlFW+cYUZdG1OPAUhbbTn9EZ3P3HH4R5KoJWqYi3Ht1ju4yHxfL/ZSHdM5UBPj26kqGfG7erS6kJ+DmR00lfL+5lCGPgxlN4++3j7J/LMQb5X7+88py/mHnBEnDYsyhMOR28ocrywmh8EJ1EY9enaUokuQrl6eYURT+YHM1By5P8kp9IT9uq+D39jXxlztL6ah2Syrmrz3dy96zo7hDceqvTrHuwhhhBd7YXc+cE95cXcplTUepLOaJdweIJYQ3n03XTNfnicndPYare4zZgR5Mp0bRjIkDjx3gpep6w49vk09+NnUzPaAnAj9964rMAJKhjcELL6IaRVhSadPMEWER062KsOQi75uXRx4CMzMzrFxpK21/2iDEV0pLS/PiK3cQ8kHepwzKs2+D5ZIj75YYcVdsKs/1YNSVyRF19zs2RcrZPpiR4Y7sXY1Z4KMwZN8mYX2BpN/uOPpGZql5o13W3hkuB+c/v43KzlEazg2y88KY9Mu6WOLk+N5mqY53ZU0VlVNhdpwfZcHvYn3PtLQWKJmP8/njk4wUlPDH9zVxpcqmGO7tn2PtREhmC52GKQMmU1WoD8XZPBWmMZRk1u3gq73TnC/x8kZ1Ib/eNclLdcWsm49RHNdZcKh88+o0b1X6OV7h51SZn/pwnKaQnTGojCbxJ0weHA5SE0nyr44PUb+QYOt4iB9sqCapaWwRdXgOlR/vqiCpqjx4YZK+ygJ+eGAFrSPzKCJzkDRoGJxjIeDi/PYGeT7O+O0O8pbeWXZ/7xiJgH3edJ+bsV2tDB1YhyOapPDiEFrYzuSJOjnfm+dxJEVspuGYDKKNB1FDUXw/eEcapIv6psy1HphAPXd18fPFPjucFx1eJSrnqZYt0SzFE26GQ8chYm+Xx2cElWWw1c6ccbYDBhdp1xlMzkJ7Lk1Xtiv9/SiCph0MScqfRNHyFOE0fC+eyrwvfOksuojhTJOC7nGUaEIqbgqUXxomUmNTk1e8183F/Wvks0NVsaSBC5zf1kBhKE7jcJB7jg/wyBE7wHxrYzUl8zozPj8vrqvkUnWA37+niZXTUS5W+LlraI5Zj4OChMmIx8lvnBnmN8+O4jIt/sOJQZ4cDrIqHOf/2VRLRFX4v0+P8O/eHuAtp5uZoIE3qNO4EKc+lGDlfIyCpMFfN5fyckMxwz4nX+maJqapHGosoiCu8+BV23su6HPy/zzRyIxfoXw+wd0X5hko93N+VYW0fGgYmZe0b4HNx/v471/cILOPtX0z/NwfLi9Lrvvdsq2Y2N3C7OXzcKmLiikN3+llaNWpAPpGsNQI5hP3yL8fmr5UtTmPPPL4oBCG4cI4/JOMjo4OTp8+vexUX1/P5ORkzryBgYGP+5A/s/j05Ys/1bieIEbWp4P3oBjOxY5YejA+laXL3k5+VFSs0gJid621R2n9biKPbsUUHmviBolbOHUFc2qasb2lxBQTS9cpbB9m6P51GFPzRP1uGl+/xHRTmaQUfaGjC6V/goHSaloujXJqbYXc17GNVay8NIphmJhJg19+thPBfyoNJekv9XGqwc3+zilebSvjveoA6/vnuFDopnE6wq7hBV6qKqB5LiZ/ccCw+IuWMg4OzTHu0IiaEJs3+Dev9TEQg+a4TguT/JySoPzyPKMlbsIFPn5cU8ivdU9Jj66vXZniXKlPZvo8cYP/384GVi9EqY+bjJd4qJmNUj8bZUFVmPWpHGspZm/vHL/6TDf//pc3Mel3sXY8xL/5/96kv7Wcb/38dnyGwYbLkwwmE1jT84gKvB99Zdei6p18tYPmhEsj6dJwiXPYVE5kbhJ/dRmBsML8A5soe/U8M//v1+S6xqp6HIaF42QPybuE8b2F2VCB2bToa2WtaQBpJi+ufQwsP4rpQXnhJdsqQZoYLwfR+dPg3h2gXtskiPsmk/n5Wdbc/SwomWcuwupW8C2KeHz6ofxsVQhljacFWwR9d5lAoLIUKoQNy6LXpqUkpMKmqnow3UNY924EIeTRVIUiacY2ZVMerfBx1OwPkce2g2lnrecf3UJZp4UrqRJ6ci8zPjG6Ycqs4diuFbjm7QGHvh0thDDxnBpCuTxEdGdj5jiEV13TwAyjgrJZ6s1k86pm41iKQsvUAge6dTTTYsLrZMVMmLcaimmYjlAdilExH5P1vT/34CpagjHWTkcQw2IbJiPsmjZ5pG+Wt3AxiIM2dB4Ym5IG7a2awVSZm3PNRewJR/l/N9eiGKItS/CDtjJ+/dQwL6wsY+/oAoebitg4EMRwa6yfCPGfD1TzOz/ppWHM4qlDA5yejnB6W520qykMxYgVqpzYWkf9wDSv1Lj5uaTJysuDrHnlIj2PbsKZqsn1BRcIFfkwVY1gXTHxHS72XfXjF+e+wo0xMYdeVYKauqbO967YarwlBdJcXRilm6aB889fxvrqASgukPeWyOap+kpUowTTMQ0Xu2Dj6qz7LdVeiNeFMAQKbuLskTc4zyOPbHzuc5/7RJ6Q8vJyfD4f3/jGN2667vbti3W8YhsRGDY2LrbdeXw0yGfy7lgstUswYWgMznSkPi/t4C3SZQSFSs6R2ZxFemc21S8N5/HL9qdUAKg32pLk6b35RHlXOEJkZgJLBigW5Yc6GLx7Fb6ecQJXJ+26vWBEUn/WnhqgMGYQWV3HjGbStbKM0tGgDHLqBuYwdUNSNqumwry4rZrGUZ2Iy80zW0t49MIYYx4HnkiSe67O4IolaJ2NUrmQQNMNvnRlStbPfa17Wnao/kHnOD+pKmTzxRkajk7zcM8sajBJLG7RjMFDxOmwVHbMRdjRG+S3n+1h38kptk1H+GLPFM/XFDLgcXC01M9z9UUy8Ltc6GXA52DEo3GpxMv/e08Lk14nr6ws5Qdbi4k4XawYjrPlyiSeWJK3NtXw6t5mnn50NU/99IKkZHasqeLU5mr6G+2R8NbBORnctRzqlBTXtHJg89PHZZYz3Fgmz3mwpVQajvsjClrvOIm6Unw/PornrXZ5zTyvn7evSyZYz1XYtByqTVvTdayTKYP7YBxr03LUkGU68zcRdPmZ4mdVc9fSAN5Pj6Hsh48laprXhXqd7ezJUmPyflEUf2ZetrqmGBRwXOiXnx0dQ3gOt6ONzshVRYCRnhIpfQ//dIyKQ+32nmQNoEJp14RwEwCXQ84LVhZKD77q9hG53BVLUjQf4+3djXS3lNJbVyT35dBNKuajlEbCeJK6VP59pa2cP91Wy/GaQv7h8UHKQnHWT4ZoCMf5/COr+dudk2yfCDPtdvCd2lK0kShf7Zvlx7hocJmM13n4cUsJHdV+oi6VHkNjz0SYNccnORHT2DwR5sneaYbdDhKWwn9aX01nwM1ftJWzY2SBcadKe7GHv1pbyekqL398bx0FyQSr+5LStsFM6Ow9OcQXn21HXYhS2TNJV00hz6wtYTIWxe3zUOVwkTAN4qnJ3ztJ1KHaok+mSUjVGS22abT13z2O9/AlHKd67JrrhTBmOIrWMYjnf78hrVocQignGMasKsYs9C4qKqtzmEoc5S++jRLzwolLuUqbGcom0NUPYVEScG17cnPfvFsZpMjbKeTx6cOBAwf4JEIEaSJYO3Xq1HWnb33rW3LdX/7lX5afv/3tbxOJRJiamvq4D/8ziXwm76PAxBT0DcGuLR9sP/XVGTW7G0GxbJGDm1E1BZL7N4Fl4DrRhd5aAyU+6eFEwI3v3cv4qoXPmsL8ygpJC/J3jcigpGBgWgYUkxvr5ej7ya/usg9RMCH7I/QUODh6/wrph1cQtTseqmnROLLAseYSvHEdT1SheTrCrMfJbIGCFvfwOy938Q+fXMOligAvNJaQSNG3nuyZpivgIqGq/ElbGd0BL6d9bv7xq/0yCBxF47TXxXiFlzfqCviLQje/ODRDXTjJ97xe/o+rM1yOW3yhb5Y5l4ZSYfHkfJB3KgOMOTWqIklimsL28SiFhkmPotBT6uVXTw7TXVPAsbZSFjwQc+l4Eg6KghZv7izH6RaWDhEZhD795Dr2XBilb3sTrV2TXGwopLlzlpaxEKfbyui6dzVpMlvjmx30fHkXVf0zeHrGpdDKQrEHLlzG17qH6PA4sQc3Y222fe7EuHns4S04tFt4ZB0aVlutfS84fCDN0j+lKLY79nl8tJCZYtnWpMR9poNQVpC7TpGt8KtvbpGemu7njxGpEcqNJoE3LxI6sIG42+7EF/RNM3RXroG6VKLNqgVcKPRCgZfwmirqeqfpKfdwblMtxBNoSYPdF8Y41lTEgqbgMJHm6U9vqcERTbBzcI5fPD7E7+ysl+3Nyvk4YZcDzYD7h4JSEKVaNzhd6OXBC1MU6wZ/VVDAg36dVyoD6F6nrN2zf7NF3VSMqSuzbJ6K4u0Jsmt8ge/uraFARqW5EN8nWrFHuqfl+77qAC9sKObJi1NUzFscOD1Hz6oyzqwsQ/W6iLkdTFS4sFQF3eng+e01/NKZKXYPh5l5/f/P3n+ASXJd5934r6pzDpNz3tnZnAM2YLFYZCxIgEEklUgFkhIt0bL+tE1ZlE3bnyVL1ifZsvSJoiyREkmZAUyIi7gANue8O7OTc+zumc6p6v/cWz1psYtAEomYd556eqa6urqnqvrWPee8532vymqePD7ragmIPsWygPQWDN+zloFglsqwBYcrQHrPCrQiG+Lb7zh0ldT9m7GoJvIVQVRho/DAFkyqii6qtLEkeN3SP09f04DmmkTdvQtVKSH3qYdQYgmYSUGlwcqYwwZB9V3KFS9hCW8UXq9X9q69VyECvdeqyK1bt45PfepTXL9+nQ0bfhqhtiX8LPDevdLeSzhzCTbdSiXztbCwmf11kMvdJMibV9dblFCNJTG9dHGBUqNOeksL+SLhlaZL42ItkyW+tg67aJrpG0Lr6MIUjqImM8TLvHg7x4hWBcibVLzd47ISterJ8zRen5BvMZnPyuzylpeuUzw6w4rzQwQmY5RPxPFMpxkOOPil53uwZ7NcL7dyrNZH5Uyaf1hXiS+eIa4qsiqWz+uomTxf3FTN2lCCPzg7iD2rUzKd4qHnB1GjOSwmhcc2lPDXu6t5sTlA1mnGpev0OW1kLCqryfHl7dV8a2ulFHPpzCisPx/ivMOKqHU2zKTle/1S+wRRUVlT4XdPDrFiNMZfrytn0mqS7SyN43FeXC5oa/DQkQE8kaRUr/vn+1pZ1jWFKZOjvSnIsouDjJa68By9BlMzLHv6gpzk5Wc97aQogsaqvzxAzmzCdbGfoucuEbPm4a4dOHIWpveuknQzy9UBTL2GjLr4W5xG8/F2iBgKmsb50zA9cXxOyl6uDxqBnWL3QsmCQGgycvPrKScm00tZ8/c6bqqQ+QZfeXPMi7YI8Z5Z6Ep2TtxHMAfUHxyGUMGfsbCNVmsEBEZlTnhwbsLSP4X1+iiJ21rlumxsWgZ91sYGqZwpxVvEO8qKn/Fa43eFmMcKVgvBmRQ1XRO0XhuXNMxtZwbZdGmU46vKaByZwZ3KEbdasOXzbO4PM+yzs2E4yn/aVc+G0RjnSt2Y8jrXfXbuHJ5m82ScHAqTFhP39IRZlk3TYTKhNNo5WO7hlYCTx0s8WDN58SXmw4MR6vQsP95WTm+Lh2GrmZEYbHllnGgyz9+/0k3rRJyWqQS/cXGUAauJR65N8EyNn4OVHsoiKW5vn+QP760jqypsvzbJrqNDfPDFLl5pKyGX1wjbVekrKip2h1oCDLpMWLvHCHjcuLvGpOiKPh3HPhSRHoMDu5bJ8TZuzjPpy8OqZRSHTYZIllTZNMYe23cOwURkXmkzm5M+nMKzUDI4dq0An4O8aQK9/RpqJG2I6zx1uHBiFyptLvx94XML170xzHvuLWEJP9/4eacsigBW0DqvXbv2Tn+UJSwFeW+j0t1c5uY1jKZvROr1K3GzUJ47sSDIM6o9eofhYfeqd3M7yO5eddNPYDt5nUxTuazaaU4rNuFUXlXG6N2ryDptRJtKsU5E6du7QmaZRcAiqJqO8RnatzZSKpwALvTQXh+QgVPKYuLwpmp6K70EppMcXVWOK5mRflDlU1nyqspjKwLs7Jjk6eYiHhMVL7+DunCS+lBS8hrL4xlKY1lOFLn4emMxgzYTf/ViLx+Ix6m36vxgYwlFDgirKsunU/QLw3GTia2hBB12CyFBlXJZyTlUKkpNDPhtjOcV7JdjHPe5+HGVj5iqEraYWD0RZ/1Egr9eU445r2HO6XzyzDDmbJ5+v50frRbS4oLGqtLWF2H36SE5eequ9LH3YDfN7eNcbi2lbDDC4W2iI0/BUV2CLZkpKNsZ05+ePW2c/df34O6dILK6hvDGeuIiyDOZpLExwm9a10ktryJTV4LzydMGRUpIo7dUyirJXOCuKOQe2DInZW/YKMxeO+bCpVWg8nbeogH62SOF6+DGidbSxOu9jYXB280UNhcqbxpWCfOB4oLXim3375m3UlAWVvPcaL/5IEqRZ4F1wg2KmgX1zXx9KbnlVSh2qwzctGRMenK60qb5d19A55S9Y4VAb9pj0NCDGZ1Tdy7n6rpqKkdjaCYTxzdUs/P8KNfqg8QcFnJmhYjdSXu5l0cuj1EZTvHJC2OMOUysG4uxeTzK8VIPv72tjhGHlVdK3TITNhPVEFyJZhf8ylCEf6nwSfVeIa70e52T8rHTZiWkmlkZTvIPLcXE2zxMeSy4Unl2HRnjrNsuBVeuO208XeHjqs/Bf1tfJWmZIll0usTFU01FOFJpekp0cqrKJ5/t4cCqEmnLIqxiMoLWnsxI43OhqPnjTZWyirmlfUrSygX9PXB1mJG2CvpvX05GJMUyWWzd4ww6EzAZIjCRh7ShqCn6H6XS5kdukxVChqfQxyKSspm5f7NhjL7QokXJoT24DS5fQc370T5yp+GtuQByu2wGRJXvdRNEP00CaSn5tIT3Prq6uuTjmjU/ScL/vYXly5dLeqZIgi/hncVSJe9tOco/4WEWancxo2LzetDvXaDWVAjyEKbFt4DlxfM3XZ/eLCp6HswTMzhPdWF7+Sz4PDhfvkDwyHVZVRN0pYWIB1w0nO5Fc9rwRtMQ9BC2qjS0j2HO5vjYDy4RDjgYrPAS8VgZKnaxfGAaJWciZVYZ85mJW1WCohevP8KY28pD16dYNWn875sm4lQnMqwTAixTcTZ1zpBNazyr2jnT7KVE0wlkjcHk8VI3X24fI5DJ8ZWqAP+3OsiI3cryaJq42cRvr69hj1/HY1fwJbP8p8P9PNwfZv1UnP0DEZy5PJ1eO/0eGy3CBsKs8m/uXca/e7GbO65PMemxMOK3oOoiqW+mIpSQSqFDZW7suTw5Fdlnd3ZjDROlHmKZNLgd0qZhIcrP9FJyuofRPW0kGkqZXlVDziSEJIxja51nqc0LVohTmsxgGpxa9JxQ2TQdulEGP2dYJ8jp9jzFU992EwNsgfvegPrmEpYwe81d7kaPj8vfVc2gZb4p5AwRl5k1VehWM9a8gk0kN26C2uPdWFJZZlwWMpKKqbPlaC9rT4ieP50T6wxq8uH1xqOAI5eicibCfZfHeakuQNhlYcRjZc9QlKNVXmasFnaNRblU5CKvQNqk4k/lac3lOIWFP1pfxafX1fCFrkl+dSAslXWH7GZ+r3tSJo3WRFNMWYVFic6jNT4e31FOvUNnVS7H6ECa814H9wxNUxXPcNvIDOsn4qyYjFMWN9gVd1+fxJbV6C6xMumyE7V4qB7PySqlQHNPiDVXjeMrcKnCxUhdEY6uUWpTxlg3uLGe2/7kcdb8rwMUn+oxKv/hGOaL15lZUYVqsxMMzx9TdTqB9y8fI7OmHq08YNi5bLi1lHs+PQSZrLRTkNx8UfW7ETNxGJo3bP+Z4LFnf7b7W8IS3gV44YUX5OOePXv4eceuXbtk0mjW+H0J7xx+7oM8wQsWcrXLli1j8+bNXL4smsjfGJp+Bu//U1FQtq0D92tMoG7mpyc88tI5eP5F9NZ5LzRZBRqaRC9QqrJblxvrpqaxf+OFBS83aD3ZYi+2kag0vxZEmuG7VxLa1izFVqJCKMRkeFUJRCoDDKysYs0L11BGwoSby8goOrueucrxTbV89/7lNHdNcm5ZCU39EbZeGaN+JC6rAwk73NYVoqPIzeEaH4+1FMt/60u31fJYnV9W8s4HHBQlsoTNKh/qDbO/K8QhrJxcEeDvm4p5tMIrPfLuH5thYyTB39aIvh/YFYnzqf4pRs0q1x1WPjIUkXSrL6ys4FKjhzKh2DeRQhwRUSX8s7YyGQiKrHh5LEOX1yrN0jcOTnOh3M3fbqmWtKdAKopJ0yiezvKtO5owZ/K44hme3V7LtpP9VPWFuO2lTsr7wwytNagZrce7C45Shk/VxLJy0j4n/nN9i05f2mwcU0t8XslQQvTMiLqa00Z2dd0i8Ry1f4L8zlWzNlYGxNwun4EDz6JIv6ubXSqLRXhedSEtZdDf5VDe8n0vFFNZhKpSNLc2V8kzPXZ0UcVuzhB9trJXoGzOVvjcL10xKokmSNiNa9CbFEIu4AjH8fZMztmzD25tQldVai8MMeqzyZ2ayvzoJpWRav/8+6jG++y5PM6Uz86I18uUw85Q0M6hxgB7ekI82RAkZVbo9lh5rC7A1vGYVMT919fG+F7Aw/exMWIz8Zu9ITaF4pzwOzjvsfM7PRPS8kX447lymhxv7hqL8rmeSTnWpCwq31tXwoDJxGciUdZcCUkBmPWTMS56HZwOOvHFs9JMXXjtic9xrsTF32yr4ak1fuyZDL/9RDvWRI5cLk/IYWYoYKe8b0rSNjO6xvONHvRSP1tf7CCdy0vK/KHfvYvrD6xjfGUlWUEAEFW6RJpBvxFMBq9HMXWMGLRNr4PI5x+QY7fMsEfj5GqK5s3RC4rLugzANXRXFv2O7ZKSKwP5trrFnnniXH73gLwWFlMuF5unv2nPvP13/ewu4yUs4V0CIUIisH79en7e8fDDD8vHH/7wh+/0R3nf4+c+yPvMZz7Dpz/9aTo6Ovh3/+7f8clPfvINv9Yorr/bcOvJd8HeHGw2Q7BATPILUHrH0B02qVQnITynpC+SKumbs0poolKkxNN4D5wjsXed9M3Sn3gBd/sQFT84SaQQtMwqRFac6MGUzBCqDjDdUi4z9GExQakN8vgja6VNgDBFN2XybDszxJjfzrFlxRwW2wLDPhs/WlFKUgSNOlgzOUlHEkIotw1HsWfyfLJ9gpNFLmqSWb5f5Mae0bCqOma/hdpYmv1D04xZTFxx2TnnsjNiM7N2Jkmnw4olb3QOlaSy/M+6InnoWqJpdKeJOpuodMGHOkP80YVhOUF8usLL47V+Bl1m2dvzqUsjdAQcHKv2sWIsLv/nH6ytwplJs0Nk2nWdK7V+YnYLUaeNs6sr6K/xc7mtjKreKXksBNxxQdeExpcMnrrwG4w0lTG5tna+k0VUB+NROH4e55XBuRBM0mjPGn54tufOvepqyO1cefNLRbz1PXf9BF/zJXrU+zZAvNIJXbOU3sJ189jBQj/eAoVNvxfdkjZGHN2O9qDITi8gaUoqaOFvGegtoG8qCqm71mIqBINxl3G9BZJmTIpKzuskW+bFrCqyD672bB9N5/oJtZQyKGiVwuLg8ggWdCrGolI8RCxqIchLOswcXV4qrQXuvD7Bw5fGpP3Iv79nGZ1FDumRd6rMw/rJOJ1eGxGzmSs+B+WpLFvJUIXOk6Ue/m3nBI3RNI2JNH9dW8RzxW6eLnbRFE+zI5LghNfBk8UeYyDM66xKZLjc4uExbKy7Os1Bn5O/bS7hN9rHKY2maQ4l8CYy5IWYVDZPTvYcazzV6iFvUvAkFUxJDXc4wajPzqTLiiuSJJvX5PJKpYu0x07A5aJiLIZrOCzp8FO1RaTMJrm/yVXVRJaXM+JKk1d07BNR8PvJ5XJzPcHSCF2F7Op6rN89hPnlS5iPXJGqvIK2qTxzyqB2X+gkP2QkRWU17wYTdBnAPbIXbEIi9TWSmQU7nqXE0RLez+juNu7h72XRlTcKIbgi/s9XXnnlnf4o73v8XF9t4+PjnDp1as7T40Mf+hADAwN0dnbyrsACsZTXxJuiwxiTN/3efVJlcQ7xFATckjo4+7f14EW5LvXBbTiev4Djxyewn7iO65UrzNyzDpO4b9dUkNm4HN/pHoY+fturDHUnW8vJFAzSa88XJoeDhlRucGreuHu8xE13lY+U3SJ7Qlb3heX6E/VCtdLMbX0RKbzy8Svj7BWUTadF2rnvHI3x/fogIy4rKyIpOjUzR7Dg8ZnJmhQ+JoQTIglKMjk+PDrDn3SM8YnhCM68RshiotNpxZvTKMrm8WQ1SeNcHk3izmn8Q22QPAoVsSxfbyzClcuzZ8yodIqKXnE6xzeXlxF2WNjVG5EiCa3jMTxp4aynE7Hb2X1xFFcqR6BAsxJCEMUTMbzRFM9+YI2koQrEWg0qWaQmyIrvnWTZY2cxxxdTONVUlqw4R1vXkltRv/i5WArbsXZJtbKcuj5Hd3vV2T98CaVjEPWxI/NV5IIv3xKWcEscNIR7WNFs+OItxP496PtvQjGKRdEPGSwAVfOiPnb0TR1g+9F2aYgedRtBni+m4uidkENYzm0IB+XtFuyRBEOrqii9Pk5fqcFsqEzkiRS5eOCxy9JKYdupgbn9bumYYLDYgjuVImV28C/rKzlR56c4nuV3Tg9TEcvwoR7DhuWzV8fYNRHjH5qKWZtIE0Ehm9NZHsvwZw1FbIgmmTabuG8iJo3TQ1YzfQ4r3xNKm0Jd2GrCoun4Mzm+XhtgsNRJX5FdUko/e3JYUtv/YmU5404LX11ZJmneW0ajLBP9xuL/iKYpSWQ42BYk4nCy82KYTx7owJHKknBYcCaNRN2Kc4Po+Tznqowgd+crXYRqjf7guoOGrY6Ap2OEyh+cIo/OlCcPNiu+GRX3oZuLIKQ/vJPsrlXkVtXJfmB5zPeuQz1wCn1tE1qDoQesaKJnsSDA88pZiBjjJEMT8K0nX/tEv3hskUrqEpbwfkQ4bMx53g+YFV9pb29/pz/K+x4/17M/EdBVVFRgNhvVFJHlFcpG/f2vFp9Ip9PMzMwsWt5SRKbh9EXj96cOvnbANzb5xlXJRO9E4ZlF262sMzhNsz5rLjuZPfP9Wck715B8cJPcRngmCSiF3ebryhl5YL2k9DT9/YuoM/PBW7BrfG6f4bYq9MZyQo0GfSdtM7HjcA/bTw8yGXQS8dq4VuPDmsoz4TYmD9WRmLRWUAqlrG+tKOO5+oCsvr1Y6aMoneVDPSGWRxI8WenlzokYO8jyo3IP9YkMPXYLX6kNsjye4QclLjqcVplhP++2sSGSYPlMitpklrpkhg+PRtg3EcOqwQWfg/2JJJ2Y+ZrNJRX2xHs+Xunj7v4IXzgzzLebimUP0KfODNI0EeMjF0b4wMUx6b01Y3diy8FLq8pIWU1S9lxU65zxDCXjUcpHoqw/1osynZAKm4Feo49Oyea5/PAG0m4buUJwLFDx+Bnc14YkdYqeAXlMBOxnulFSGRL3bSC1rVXStXKN5YsD+IUoC6BXBND2ix5NHZ58CuXxl4znugcL6ppLeCfwdo0xi8VTXgcdPRCeLqj/Fqpvp68s2tstq34eD/rthoiAmnagbTXk9OcqdwXRFPFjf/LUvJCK8M4bicjxJX7fekwnLsDRMzgzKvVff4Wik934uydkpU8sfftWkvM4Gd5QT3+5YdNQarVz26Ee/vmzOyWF+dSWOiw6bLg+yYGN1awciUhbhIapBG1jccy6TnuZix81B4nZzIw4rXJsqUtk+N9tZTTF0qxJptlEjtX5NIf8dkadNg4Ue3i+2M0TxS6aYxm2huJcddnYMxWnRNDiNWiKZ7hvLIoiqNyZPNNVDu4mhT6WxpfM8RvXJlg7GkPJ6TRMpzle4mbGrGJN51gxEmXIbUERFuu6zuZrEf5xbxNaTmPNlTGOry4nq+U5v6aCmFXleLUL5dg1Vhy4SNRlRU+k6dnaKIVYtGSaRNBNx+fukvYR454suJz4T/YTXVtniGS9ckV65BkiUAWFTXEP8TjnRVesZvL3bCz8lURLTKEIhoVW2GbXWnS/y6AerGtF/9VZY+fZ1oAbqnr7dqAX7sG39sx7PSzRx5fw3sW5c+fedyIkbW1tTE1Nve/+73cbfq6DvDeDP/7jP8bn880tNTU1b72/19YCN/u+PfCqm+ACbLgFHe+n7NNRZhKohaqbhKqS2txMtjIohVfmwkUFyp88hyUSp/PTe8l5jCBQzeQwJ41qlLAPcIQMoRQ1nmL3ExfpaSlltNTNUJmHYCTJ/Yd6qB2L8fDxASoiiflbvapwrNrDZ08OctuQMfFtDSdpiaQIWU2MOC3sHI/xXIWXU1YrReQQZg+Pl3s5EnDKSl5K+Nq57fygzEtFKstvDoYJ5PIU5zW6HWYuuu38Y01QmgcPOixM2sy8UOxiDVm2JVNYdR2TrsugbtJu4bkaH8WpLBGbWVJaR902KQjzvTXlcpI4G6DaMnmSNrPMuldMxLGlc1QOTzNR4uTs1jqcwseqyItmN17jEBU/QS1L56hakIEfeXADM+vqMZ+7DgOjRl8lkGmpQLcblhiz0IML/MgyWSzfPzL/XHMVeBb3ceqSSgcU+8Ez69S3hJ+PMeaNfN8XBmoL1TRBKStGEQmXhb2/e7YWgsT5fcuOukLz26zCplz30guQSKCm7KiR5CI1TSPUNAK77ANin8aP88WLOM73ktnZJmmWM3euYmaf4SGavXs7+bIAiqB4q6qkbIrHoqEQJlUh47QwEDTGn6mdrZLeufn8sEzcKCaVtd1TOHR4bFc9JxtLCTlcbB+I8eVnO9HNKv1BJ2GXlf/bVkJNIsv/s76KmmSaGZuZR+sD/MjmIIKZf90xyc5QjF3hhPyflyeyslf3v3dOsHE6wVG/kyN+pxw3itNZOl02GfMc8zuJ+Cx0W6wE8nnu7InIgG5VJElxIsvT1T5ETSslKoYaPNVYREU4xVNtRcSsCjWhKOvaQ8SsJk43F8ltAuNR1hzrkbYJF4vtJG5bjqW+QgrFrHj8HJVHOyk72Y05FJMV/+DLV2VAN+HMkfe7sbQ0470wLNU3Yztayblt6JmsDApFcs7y0kUZ6CnHr8F4BOVKP3rXsDE6KxraeBeEI6h5UUUs9GH+6KD0J5zHjYHa69gp/PCAVAq+Gd4RK4WnXnjjzJolLOFN4vvf//777pjt3r1bji8XLxaKGUt4R/BzHeSJSdTIyIjsRxAQF5yo4t3Mp+SLX/wi09PTc4uoAr7rcX2xaAeD43DlFp2Emob5yXmbBesTJ9BFNcgq+inANDSFEkuhO6zkir1oFhPO543+LzHVG/rIVrIie1uAYyJKsH1EmhALFA2GscwkZe+fI5zg4uY66jsnGC/z4J9JEfI7OLu8VPbY/N9d9Uy5bVhyWdRCU37cYeXLe4Txt05ZLEN7wMG0VWXcYeFbjUG+2VDEly+MkBWiCVhkVv3BkRmSJpV2t52TPofs2WuLp7lvMs6OcIJuh00GgWtiaW4PxVkzk+LlgJMV0TRfujrKrskYIqSMmRXpnyey33aRjU/n8GTyrAwlqJtOMeCxcb7CzT9tqOJjZ4el6IroyTPpGneeH2HH+WF8Mym2XhjmhV2NvLh3GV3NJWw/eJ14qRfl6gBmUdET1eVNBg0zFXBRfrqH1r8/SM13DG87gXxTFezejGY3zovmceA8NB8M3ghlYmbOj+wmz8L9981PwLxuSd96TYQicNhoEH9X4ZXjMP0WV9ffYrwrxxi/F6yvc028BrQ716I7LSguL0pT29z6Wd9G0+nrUghkITIra9EWjCWiKh32GBN7b3UT8eYyWdWyTcyf7+oz/agFdcf2oBWlZ4w14wZFuq8mQN6sSs/Ob9/TSl+Zi5V9Yc42e7Dms+y/NEHZTFpWzb54pJ97ukIEUnmCqSy/c2mMR3pCPNgflv27Hq+JcSE1Es9xz3iMmMm4RX5wbIZxi8r/qgkIZ0AaEhn+7vKwHGsOBV2UZXKUpnOsmUly3u9kymdlEDN1oRTfqQ/wzaZiSdmcxYjbKpV7A8ksAz47Vys99JZYSFms7L5oeI0+dKhHJscEQ0AkkVyxNHlVodNnBY+dZcNRrtyzkp7drQxtaiBR7ideEyR4thdTIiP77qaFOM7l63gHY5imoriePIOSSGOamMY0FELtGiHXWo31iZPoggVQ6kdbUYveWGGoaYqKX4sPykpRJWWz8A/4bjGWTEfh6hvoZl/eDEOjvGtw397XTrQuYQk/BV5++eVCn/L7B4888oh8PHjw4Dv9Ud7X+LkO8kpLS2UD6De+8Q3596OPPkp1dTXNza+WjbbZbHi93kXL24bHnn9j24nMqaDczaJA6ZtDVQksnw1gbxhQVJXc/YaXmkBG+Ko5bWilBaNsMZkRymzSR8+O48og8e2txks1RQaErusjc6+3h+Okgm56bzcmdqacRu1L19DrSslWF1EnTNFlg7/CSLFTUplEQHjPCWNim7SZ0BSFOmEMLCZdiazs1QtbTfzh4V4+e26Yr7zUQ10sQ9aksmI6yZ+2lVKnaFSSZ3M4gVkEhOkcW6aTPDA+w6pYmleCLv6gtYz/2FyGXdd5LuhiZSzNRZcNs67hy+Y55rdzPOgkpKm40MnbTXS7rXyid4qUqvAr1yd5sdpHh8/BHQNhORk7VeNn9ViMr2+qlLROfzpF2GmVan+nW0uIuq08etcy6gcjNF+fkPTT7mWlqE47us/JpFQ6hY3fOoZjKiaN5Lse2kD7b+whsmY+6WAJx6XYjToZxv9to0KXXNcgH83DIUl7Wwi9qmiBsMEC9I7CtetvXkgl6IcdG40s+9mFtL13GLu2gu9t/E6+BXhHx5ib4o1MOhZX/mZfp5y8YvimKcIyxOjPUrXAXNVQeKyJSY3WWg0OmywCztI1RTCR3r58TrdTrJv2G0GeP6Hi0FT87SPkA24sqiqXnrtWUntpWP4+4LWilwdYPp6gKKtTFMvI9WaTyrarE6RddlJO4YupE0wkKI5qfG9DNbsGpjlU66cummLtVJyirMaZUpc0RRff8byisVrP4hN1rZTGaaeN/9paKv+lM147vzY8zaDDSq2o8FtM/HFDMd+q8HL/RJQzHjtVySw7Qgn2jUV5qdhFNXmCsQz2rCYFpGbVqj5xbZyVYzFZ+RO9dy1jMdb2R+gKWihORNFzJklxenllGf5wkojdRH+ljxmnVXqPXqzzokTirHypnbjThiWSwDoVo+6pc1J85crv3EPGaUUNRZly5aQxujOpYOmfRI2nUUMxcpVBrCfbZXJPc9tJ378ZZSY+J8wiRbiu9ELPMDpRdGkXb0Z98SK096JXFt+kUqeBoKBX3CrpNAsdljdBzbzlxU1x+CSEXqOPaXgUkou9+5awhHcjrl69Ktkb7yesW7dO9uadPXv2nf4o72v8XAd5Al/5ylfkIiwU/uRP/oR//Md/5F0B0QczKy29/8439hqx/aEz83+31s/333QOoCiqpCwJyHW3mNur4xHMpxeLz2gVQdmnNwsR5FnPGtsIARYxEXP1TxE81YO/a5zp1nIS1WJSZzw32lrO4c/didI3TnAozLntDfS2lFI7NMP2c8OUheL8wvOdfPWhNhy5PM58lrxQ0kPlcEOAiMvKslACd17nL7ZWk7Go/OeNVXR7bcStZi77nbLnJhS0EULleNJQ09wxnSClwtaZlFBj50tdk1hEcGmCU147f3FtlP/cWEx9OkOnw0Z1Osv6WJoLfgdDM5pU0jte5aXd7+Dfbqjh31wd51f3NtEaSTLssTLptPFKXUBOWE9X+xgNOlk9EmfY6WbUbyPsdbC5Y5J17ROYNY2aoRkaekPSSL22ewpPOo8yMEkmK/5THV0YxBd7iFUHiRQURqPLK6VCaeDYdZSqMkPspthD9K61xjTcbcf51BlM49Ok7t+06LyJ57Wty199kuvKUFqWFTb6CehPQgGsXEzklvBexRvuy5vDLEXzZn14i43T9bYGcArapLIgyPODtOtQC713oHic8kYvfmZ79GYNzpW8huf5i7LvTrOpxJ2Gr2Nl1MrEAxsw2SzyuXqRPPI45HdC0DN7V1UxUOPHNBbhziuTDLWU0jQQ4cEXOjm2pYaSeIaLy0uZLHZwsrGYrGpib3uYrlIX5eksf3jPMnqDTv7X+kqerfaSNZkYdlv5fGeI/7GqTI45DnTKJ9KyQhfMiSpdln+o8VOezfF4iYcJm4nmlJGYakxmiZtVzvodfKUuiDuflzmzQUxctNj4VNckt03E5DGqj6Y5W+yiRij8ahoxi5nbu0OURJIkbApDHj/NI1G84QQt/dPYE2nMGQ01m8WUynDfd07TZ1dhYIJg0C/tDoQjplDOjPtd5GdNzXN5bH0TmB9/GRJJ7BmF+IYmIg9uIF0ZkJ1z8Y/tJrVrBXmnVf6dW1U/35cnSJNrG6FjAI5dQlONz8/GreittbBsAdX4Shd6Z4FVIqph/gV08jeKm1E3d2yGoHGPmceCm5oQn1oSAl7CuxwiYSOMwevqhAXJ+wui0NLXdwPjbAnv/iBv7969fPnLX76pepB47t2E1tZWjh49Ki0UhNLm6tW3MIN+O3HyPHR0Q2oxjel1YbfBr3zg5hn4WALlOUHHXHiznBXnWOx1JTLpuY2FaqamYTnVKQVCbAVaoJiATf3mnSTWG9RCi+Ax6jC5bzXhzY3MNJfN7atQ/JMTNykEUFuKdybNB75xkk0n+vDE0zy/p0kag3/n3lbW9IRJ28xMeywUpRLYMyp3dIXY2zVFR6mbIzU++gJOOgNOzlV4DLlhVeEPLw7zpUsjvFzjkeIqy/NZqobiUu3Ol9c547fLit5/aSnBpOg8OBFj3GnlnN/Bn3eMUZvO84nRaX55ZJqcqlI3lmBnPMmIorJKy/HBgQj3Ds9I/6z/eGYIl6axLJqmYSbF/3juOr94YVRKtN/RFWbS5ZZHNqdq9FZ4iPjsnFtZTtZmJmcxM1bhx5PIMlIflAbv+toGAleHaH3lOh33ribYO1moasxPq21TMeljJY+12LfDjBY0lPSsHcMk79soBRFuhNo+KClXr4IonTz38k/Y41KY5FfMn+clvJvxGuIor9ru5kP/zahE8315N3jmiQDN7RZNcMZ+lCQ6WaPSo3vne/IUEewZvXvSEm86iZrVCusVVIuZ1F3rZM+dJZ5iRpmW71M+bZGUSBHgiQrd6N6VNL7Sgcmk0nK0S667sKwYhGdcKItVURltLOXFe9owm01UTKeojqSI+uycXuGTlPDNvTEu1/jRzCYevjZBT5GDL54a4p8PdnOlxEmX+O7lNamqWelQmEBheybJfz85wK8MTpO0mvn4aBR/TuNTQyHKMzkeLxMKmwqv+B1MW4yx9uvnhzjjd0rLhgbypC0q/9hYxEtlHjaNx+h1W2Xl8InGIP5Ujs+dGqS92EncaqIvYMORy6DqJmrG4ky5rVxsKmaoxEl99xQrLw3T3VjEkN9GXPTl6VAUTlB5po+oz0H/pgYqX7hCTtcxT0ZJlPmIljjJWhSUbRuwJ0GzCeMJ5oRXxO/mi70ogxOLLFtmc4qKyBVuakFTC4H8YWGpoC0W/WprhGbBRii8+uVTN/jlFewWChXCxSiMTU+/uCiAe5Wg2M1QW1VINCxhCe9enDlzRgZ67wd/vBuxcuXKt17EcAk/+yBPcGz/9//+33zwgx8kHjfENgQymQwvvVRQ8lvCrdHaaIiuOOYrZ6+Lx8RN8DUgVM72bZHzMR2Dvqfot+4xUCam5yo2+bpSSSlM7zSol+6nzuJ57gLpcg96KoWaTGPNv3oSWPPCFbwDobm/wx6rbNz3jM/w7Cc2c2ZrPefWVbH8+iTbhcS5ouAoCIo8s6GckN1JdThFn9/BuqEZGqcS3NcdYu1YjIe6plg7GSdmEbMMnaerfAQzOSIOK4+uLWUjWZq6ouQyOkeCTlx5nSmzik3T+f3uSVRd45HRaa65bfz+igq+U+mVXnz2nM6YqnJvR5heTPRUu6hJZThc6qYknZVHTlA3LwedbByPc7bMw3P1Qe5tn+CTp4bIKLBsJIEjl6Wz2kPJdJqWfkOxsnQqwcu7Gri8poLV54cZrglQEs2C3cqJ/WsZaynDGY5TfqYP94jxmornDR+qZHWQ2IpqrMLRWHyXzDq+H57AcaQdxytXMPdNYBqeP9ZzMJtQukdRBow+njnoCopIuDx9AJSb2y0s4eccgsZ7zri+3lJIyqYxnqj54E0/h+XAadTRMJYXLtx8F5rOjCuPpui40yq+lEkqOlqFcJFg5m1uIOu00rdV9O3CpYaANCAvjWVZMz5P2dv3UpekiI8VOaVCbVeVE9WUQ83Dbxwa5kqpizUjM+zum+Fa0CG/73f1RfjFzgl+WOMnYrcSyGmsdSl0YiEwk0OJZmXl/2s1fsZtZpImE2XpPBsixvumTCbqkllqkxn+sLWUB8ajeKYz9GBi0GdlcyhOy0yKAZeVHaNRVk8l2DYSpSqe4W/XV7B8IkHcbuFIQ4CsWSNtMtM8HGM0YKdqdIbf+8eTnFlbRd5k4sL6asoHI4w4jaCyPJxiunyeBjZwhzGGC+VesUS2NhMNWODURVwJY2xRo0lcj8/TvoVfnla9uGpvevQVTH/9I7S7N6H0jKIPGn12yo69r109e/kUNFbzpnH/uys5vIQl/KxFV95tBZC3A3fcccc7/RHe9/iJ6ZrPPfcco6OjbNu2jd7e3vf9gXzjlCkFvJ7X78kTYjHxeasC9t/kyzKbfZ8MQyK1YP2sSpj1BoW8+b9M/RNyYmV74hR6yfwkwdo5iv1sN9E7VsmNM5kkRONUHLhUyM4rWKNCG04h3FpJtCZoVKQUZCUr6ndAXQlbTg9iFkbrZhMJlw1XMos7kSHlssks/USxk3G/FV86Rd1Mnm9trmbcZ5f7EVTNr6yvJGY386HuKR7oj3CkwsOX11YRyOaJlDt4IeiiRNe478oUraGkpJTmTUhVzZDdwmmfU3rjefN5aVS+IZbhdNDFaZeND1+YoFsz0RVw8GJrkD9aW8mEy8rRMi8bwklWh5PoFhPfXV7C8RofZpPCNzdWMeKzcUdnhLpwjIzZxIFNFUwVOXh8TxOKqrDxypg8PiLwGq4NEMxoUsBFE35aPjtRQZMym0kWucg7rLjGo6TLfXM0NnsGTKeuSD8s1ysXSOxsI99QSvzhbeTqSkjvW7dIll68ldZUQX73KmmdIKsljwsRF3HNWSR1Sr9nn5hlw5AQ5THMWOevh8UV3ptfr0t4z0L4npUV/4yqgOpr0DoV8qaITMYIvzx0ITCyQGfTbCZ372b05TVoW1sLVexCla9gk6BYLVjCUcJ+I4JY9lw31pyGI5rGYlKxqiZZsbPaLNhMJlS7lU4lK8VBHro8hc1s4rbTg3QuKyNc4qJqOkXjRJyOuiAH1pdLC4U1g1l6S90cagmycipGkajGNQe5VuKUIiWdAQePNgR4strP1RIHj9f4OY4V70CS1r6otIkryeb5alMxP670kbSKL5zC8mQGr64x6LLSksxw3W7hw6PTFKORDNq45HfKAG/MZaXPY+N0qZtrQljKZmbcbeNPd9dzrdglK2dXygP40knGPQ4eOD6AfybN//upzay5NII9maG6e5Jtz1yhr9oYsyv6woYgTT6PY2KG4tO9lB5qlwFx1mXDNjhFzKFBMm1U8nQd94FzZGqKZLAmKmt2cQ8QVTbxI6qAB06RW9+MXiTuU7q0xdGrhH1CHsXmRNHtxj2nb/jVfXm7N0G1YaFzU1Gnhfe014Lot3stbz1Z+VvCEt79OHTokGQkCUuB9xs+/OEPv9Mf4X2Pn3hGJ/znRNVO0B83b968pKDz02D/vldPtCIz0D9cCAINw+FbirEIG4PM/A1RNMkLKLoF5diVRVLXpidOSOW6/MYWWcXLPLDZ2LawCA+26V++HcUkQjGFdKUPSovI7VyHms/jbR+h5EwvVUc6SFYHaHi5XfbJLDvUiarBhNsqhRZsxX5qeqfwxzJMF7mIu+3sPDssL7g7L46wtjdExK8y5vaxeiRF7XRSBneaSeXOvjCaScGT13mhLkDOonL3SJQvXximKJfns12TnG0LkPKYZbFi06UQF3IKX6st4kSRYRFgVxSeqPTjEKl6kxEQ5aZzZLuTuLIa/S4rz+wup8tn5/7RGEXZLJ/rGOcPbqvj/6wul3LtYrGh8+yyYtaORsmJz5TSmbY7MZnTaDaTHLw1m5m11yZ4flejpJ6J4xGYTrHrmMFFH/fbwWLCHk8z3VyKezJm2FWU+ZheXUv5c5dkZ6Urq4qompRDYfquNWjFHjzfegVNTLYKl8fseVILlTsZeMfTmH5oiLRo+7cVzn3Bg++pJwzO1VhYKH9Ah/CIfDMqX0tB33sZSkXF69gpLHhGWdh3Z2y32HNvwWsLVgqzdgqoWbQDj8lXmPLF8355kpI8L7CiOKxynJi1VxDfFbm47Gj1pYRKCsbo9a3YHC7STWWSnumdjJGtCMjfi0Zn5OPzD60hZ7PQ0j7OilCGS7c1k/HZuetoPyaTie6mYopyGmMlVvIWjfKZBF96po+WUIrTdQGeaCvlapmXhMXMiWofRXkNrCZWzaSYspk5udxPuMbJZjJ8qXuCXzgxTnkyh1vTEPHdftFnZ1Loc1vZKASkphIcLnZxV0eEE1jp89pYpmUJ2818pmOC3SPTeHKapIBP280Memzc12VU52dtWVIWBVtWJMSynFhWTL5AA1VyGrZkltYro1xdU0UqagRLxaPTpJw29LxOrNjN2JoaJldXy2BOBGxpn53kTAh2bcKRVGQgl6kKYD/agTIaRhmPkLh/gxGqyUOvk71jDbrfTe7OAr3MYpaJK1013lPR7Eb/9pvtvRMB3ty96HV870RLw0Dh/vcq6LDLuG8tYQnvdly7do2ioiKj9eR9BtEuJcbiJbxz+Imuutn+DaEW961vfYvPf/7z3HvvvfzN3/zNz/rzvX/w9A001+IgtBX65vbfosyfz6McPgc15cYNdyYOY1PoSmZuoq+valgkdZ0XqpqvJeUrVDhr5rP/SbtxI3anxU3emCT4Lw1QdahDGnv37TGyU9d3tsjnE5GoFAVomUgwVukj7rJSNhHjalsp33mwTfrKDRW7GCl2cabJiyOb4cELY9K0WNCsnm8KcrXUzaDPzpUiJ2dKXDxT65diLY/VBuRk8brXxqDbRrbewRPCogH42PUwX3quj6buKJEMTObg318Z5UvXxvj0yRFaz0yx99wEtfk8L/qd/PjOKuIuCzsnYlwMONg+keAzO+uleEowleMz50bY3zkl5db/9ZF+/uL2BhJWM43jGZlpP7iqVFZCZ3FhRRmWnEZ9b4iWa2OMVvjwFIlPBv0lLppO9lB5ZUj+fe0jW8j4HFhiKSqevsD4vtVYJ6N4h2KwfT25q+2YhOWCopD3u1AjcdRJg9duO2AI76jhGKbLffIaEL552tomY/1jhh2D+pgR9OkPFK6dDcuh6SegUS1hCW8Q2oMb5KMpb1SJbgbb155FCRdEPBZCiK/4XCSdEHVqqDYbVSEj8Kn5wSlMBT9OAWvMYC1E3TZONQWkwuyDlyZllCKSSU/tbWGk3CMVLbddGqOz2sc/7Wsgq6rs6ghxodJPzGaS1OuXav2SPfBLV8ZZPRmXfXPPVfk4XurhwwMRzjR7yQdsfFVx8JsTESo6ZviD44O44zn+tNlQkTznc/B0uUf28T1yfJzS6bT037TX2rkYMJJOz1Z66PQ5uBpw0OOdp+lH7GZ++ewIH7owgj2bp3I6wZjHR8Rto2oyLgWdtp8Z5Pimak6ur2Sy2M3ZnU301Ru0WM9Mipkyw/JGYO3fv0TNE/NqdukSH7ZD5+XvQnxFnJf4tmVM/8oe1EwG25Fri8+DEDMRQV3ADcWL1QA1JSEZJoruMFoNhI3CjXjsNeTShZqmUO8VOHEexm6gmM9iZAw+cA801i0WZLnWCVMFtc1TF2RCbAlLeC+Irrwfq3izKC5eEnB7zwV5NzZP/+Ef/iHf/OY3+fM///Of1ed6/2HfjpusVOCZwzetvMjcuMmEvnfeFkFCEwqOCfizPzeqOW7HfFZdmJc/cwbz4yeMvws/9hcuoKSEcEKhZ6OggCeWlHAWFv5VKVG1MqGaLSRri+n86FZZkRJUKzFJEqbFwfEZjj2wCiqCtIwnsKFKg/DhalF1c8iKXjCWJum0YlZUjq4pIepUcGWyFMUU2kIJGqZTDPnsNETTbJyMU5fISpuElaL/RYUtU0nSZhPtQQeqScXU4uT5FUVcdFjpzptoG4pz3/UQ9Zem6RjKcT4B24ejkrr5sJJhusrO0JoADbkcotb1RF2QjqBD0kErkjk2TsWJuCxMuSxsHY3iy+X5q111fOLcCL95dBBfSmPM7eCxnTV8+rku+Rn+4Ksn8KZz3H5S6OlBz4oKQlV+Vo8ame+eSi99mxuZaKui9NooTmFY3D8p6VfpSr9Bu3RYcGOICES2t8gJr0D8Q9tlT5+1Z0ImV9L71sr1+bUNaGKSNZsdXF4jz5++fzvK6Q544G65WldvoDwtq/spaXtLePdCeQtfO1/lm6f4iihJeCoa44hmmilI7dswaSIhY9TrBC1TKMMqwyHSn30Qir1z44tQjZ2lbIpFULxHS42JfWXYgiuRJ11XRHxVjUHbNJmItlViM6mStnlobTlZVaG5Y5y9lyf5xW+fY/ngNDazmYkKDysGIrQ3FTFW4aSzyk7SbOHXD09ytcrL7x0f4FuPXcWW1/lBazHtQSdfuDRCdSLD9SIHT9b6OVrp4+N3NZFa48VqUagnS9FUmo8cHObXnxngcy8P8sCxMfYcHmPH0QmcU2mOYuFvN1XwL8uL6PTZJZd9YyjJsNsmg1lvTpujXfvTObqKnGwYmGZPd4hJlzEGCEuHl1aX8417lnFkvZGcmfE6uLi2UlbcrBOGEIpgB6TtFkrbR3COTnPxl28j43Mbbg3i+281M9NSgh6exqQp2K+PE/w/L0gfzmxtCYkPbkUdi8zRNc3PnTMEV671ywBrVmlTefYUugjyXjgoK3miV1t51vBClJile+6/fXbF4sunbwhi8fn5w5a1UDZrtbBQYEVf7J+3kJZZXQG+QvXw9u0/lb/jEpbwduDkyZPyehfG4O9XtLS0zGl2LOE9EuT19PRQUrLYC+dDH/oQx48f5x/+4R9+Vp/t/YVXGbGqcLEdbjeCOCWvw3EjI7sI8ZRRwZO9fm7pUaQL2bXf+ZzsnTB9+etGdlbAaiF/90byD2419inixP5x8s0VKNLLSjTW5TCNTeM6fA3v02dJFDyLPTN53N3jJFrKGP7gJjKVQemzJyZqgm5lFV5QyRwJVWHGBI72IfacHGDtuWHSPge3nRpgy4URclYTv/3Dy6zpmSLhdfDS2mKmnG5+9Wi/pFH+4sVRHuyYlBLmlamspEbtHo2im1XceY3zZU42hZNSoTPisCBi0AtNPr5/Vw1P7S7nmeYAhwJuKu06TVadx4Nenqry0dnq5ZsbS/mz2+tkr9/t4zEakmnuHZ0BIeCQzfP7l0dRzUJUIce5Ki+jPjvTTqukbQrj5BVjSfKKwkSJgm5RCfntfOZHV/gfv7VdZu/Pb6hiuLlUbt8YSlL63AVysSSWnjEZDJb2TpINOsk5bKSDHlLlfhSrGXffFBbRv2c2MuMpLYGze4ziv30Gx/EOcFjJbGmRU2v7gbNzPXmmcAxFNfqaFqGy2Mi2S/2V1LxVx43X101/fzXebyauP29YTLn8WdopAOuF311hW1GNE715sppXNh8UiqdcjkV2CrM9eZn7NxtBYGERQV7SpxC3azIoqY1YyVUXy4DOVvDME4GeWESgl/E4ONxWDEEP9/ZGiZZ42HlygJahGT74QhdHttRQmsyxcmiGzgYn3myKxtFpvvD8IF/dUUfSYcZkUbhzYIZ1oTiaqmLXNX738ii7JmM8MhThg8NRhoocfPKeJo4uC/KjSj8+RWNVJs2q6SSrJxKsjKekRcpImYOju8v4vfEIH++PSLq38FP4Wlspn742TkMszcpwAnteBHpwoLmI0zVenl5RwrNtJVSHDTGXmnCMX3mhi10XRhYRLzJWE4HxKJXthqKu3mAo4M6Uemk9cIniy0NMrqlmzV8+bTyvQ3j7MvLXu+D8NVxn+5j41OL+btPgVEFXE7L3bDRW2q1CuwmlY1BSLLXdq9GzUSgtQcmZJfVb374S5eBJ9HwW5clXjNclU/D80XmFTNlvrhvK0CYFom9AaW+TkciS+7h/wWd1u964YflUyOjrW8IS3gWiKw8//PD79jxs2bJlrjdxCe+RIE/4fdxs4ifkUn/1V3/1Z/G53j947LlbP+dxzVMtBa+55SZVmFhCBnnKY4ZcvoSSBrtdBnn5P/oUynXDQN30+ILMawFaRYB8xbwXkRpLYb02RK7IQ/Te9aSthtKjqOL5xuZV7IS3UiZoRIANL11j+XOXUfMaabeNoVQSvamCWoud6YCdFZdHObmljs76INMeG0MlbimIIHC6xUvYZSKj2vjksVH+5446KcyybiTGbQNCsU/hSrGTy0Uuvt1SzG2jM/xLo/F5/6m5mB9X+6X0eVUqR3+li0ObSvi7u2spLbfwR/fXo7e5mWlw8fjyIsaEUS/QFE3zS90hmiNJnq7xzeWST5R5CKRzxC0mBnx2vrqhkuvFBt2qN+Ano4rAKceju6ulN56gnV5uDFIcSkhjd0dyVvAGHjpwXfrbdZe7cYTjOKYTJAJOLPEMVUeuk/E68HWMMLOimsCRdixWO3bRk/e17xELmskVuYl+cAuJ+zbIascs0oUeSvmZBaVq9pR3DKK0G0bzVBQZ4ggyyEujPCGqwUtYwlsAkVhagLw5LAMGVXejaMZ3R0IwCrwL/n4tKDBcmofeQSo7E2ilr1bsFB577nEjYBiZmWHGaqJkZJqmNHz/oxuwp8R3Uaj55tl0ZZy1HZNS/fcHWyux6horhhLs6pqR9gWliRx/fluNpIg/W++n2++QypzLImlZoT8fdJA2q9w5Fqe32MF2n85j+6o4sL6Eg60BUo1OXDV2/vnBOtrXBgmo8G/XV/FchQfzAkr33y8vpc9tI2Q3Uyd8PTWdLYPT7O0KkbBZpO2CP5HHks8TdlskzfvQOsMwvCiUoKVrijUXhvFMJ2nfUFvwJjT2HxwIceYXtzO6qYHAtREG7l5F4EwvFT88haN7nOTutbB2Ocm962WFzjwybzKe2WhQvQX123RF9OyCVl8mg3bdZUd96iRkcnDmInp5GYpJ3JPM4Hai79loMEru32XsQ9A47zT6ghcJhgkBINFAff0t9Mx67Jn530WVb0GbAi8enqskLmEJb7foyoYNBpX9/Yi77zZYRUtB3juD918n6LtSdOUWqL+hh+pVxrAqlBVBdRn6/TtgYEyuFT15IouqiHApb0Y51WHQqfZvm6MJzZE1rVYUmxXHk6dQE2lMiQzpPSvJtVUbVTqTQlTKPprwaA5sYnIiqke6TuVL16g93kX/HW1ce3AdodZy7FmNngq3rB6uPztE95ZGhpqKZeZ9dXeYnuYSDm6ro2U0Smk8Q8xrJ+bLy36Zugmd2kSev9tdR20szf9dU45TgWBeZ8xnoySvc67Mw+cvj0tZ8rvGo2gWlb0TMZqSaapTWUl4bEpmGHXZ+MBYjEcGpzlQ56chnZfVQHHbF9TNrywvZsYhFChVLIouqwKjPpuUNd80EefPnu/CbFZlINc4neGzB4dIm80cXl1EV42fg1trObO6goTXjjeVJVzmZaihWFYjmrpDNBUFobWGAbtKx74VbHjsvKxYRJvLGL2jTdJbxQTKNRhCc9goyhmVt+jnHsH70mW0gId8ZVCeI+GRJ89YKou5Z2yOZqvXlMzXWZbVGCbF0kPDNC+8cuw43LbGqKicvPr6FZ32bpg2qGBLeC/ijVZdF4qvzAurzI8Pr++ZN6esImEINSlKHk017BTM+cpFlM3FippG5W6WCTD7vrOUzZgf4isqMZWX0hyyy3ViEd9TVypLafcEzlSOkrEZQsvKeWFzpfTN22TzUGqx4c7DWF2Q8kgSd17nxe31fPjYIDN+C0dXFJFXTdzREaEhnCFpN/HRjikiThvny93krGZOVvsY9FjoKHLyn88OUZ3J8dW2Ur7bXMyXNlazLJVlotTFtzdWSCuVf7OznpjXytVip1TtFZ5+q6IZaY2wYyLG718coTqZ4Tfbx6URe2exi7ZIknUTcXSTyvkaH21jSRy5HDMOM0dWlXJwfdXc8Q/77EwUOaVPXnAqzkyxQVvUC8df9EOLRJIQXJlcXUNoRRWVBy4wdkcbvmMdZFVdmqK7znSDqCJG4iiTUYOmWRDtEvvQvIJDMVvXA72ymPwHdoDHjn5bG5QH5u15LlyHS4a1wiIMjNzE8kc3KnEbVr6xy/Mlo7f4TWG/MZmU8LhBjMGzuGOH8f5LWMLbiPb29lex3t5vmP3/L1269E5/lPclloK8dxluNcmax8JJ2QKIjG5ScJ6NCZOk6Yn9qR70X7hjsaT57Pss+Enfv1n2dykmo+dmtmdG/GQvGSbpvop6io53UfP9k1hRmNy7kqn19ZJCNbu4Eln6W0oZE4Jsw1N8/PFrVEwmuf1gF2e31FIRSmAyK5zYWM3GrhBrBqd5dnMFPVUO3Jksf/TEAC5d4Yk15ayIpPDn84Q8NjZOxIl4LJyr9nG53M2ZKi89fjtZh5m/WlfJsQo3H+8PUaRpRJwWvt0SJG4z8a2WYpYlMiQcJo5VetBtKqWZHH1FTkbFZMyictdYjJ4SJ6dq/dQmcxxsKeKKqMCh89FLo3z1G5ew5XT6S+xcbvZSPZMmkM5L4+Wk104gnsOdzcueISHlvrVjEu/VIaKKxpH7VspjMt1YIqtzFZeH5o5VuqaITG0x8fUNlExqEJ4h1dtJ9O61uM72SBNnx8tX5s+VSQWLxfg9m0UdnjKuiBPXUCYiklaldA6h6C4jCCSDvmW5IZAgVO1EQsC4yIzHniG4fMMkrbQInPa3aNhYon2+k/jZUTZn188rccpg7tglmIiQNxvXpUnzF6p5BmVzVlFzYc+vSTEtVtksUDbNIulSZYQaVRELgZxljqZpdtok+yDZXI4nncdksdDRVMz1Sg8WTefT56cojaS4uKOZ7hUVpDw2dl0Y5tv3L8ef0nApWaY9SKGT6kmFrnI//+2eJswWhb3DUfm9z9hMkqp9vczFl3bVSxN1bIXFqpK0m6XSr0gS1aay1Aj/T7PKL/aFaEpkCDnNPN4QALPC4Wovf7WugpTDzNNNQmVPYXkkKZ7iB6vLOFvt40MXRvnQ+XGiNjthn8LWjin5vRfb7jg7jDWv84ED7aQdVq5srJF0TwFRYRSYrCvC1x+i9lAHrlEjyJ7c3kzO52RSKPXORKVxuDmSwPPKVUO1dGASJZXB9cPjqF2jBt12gV/ezUjeghkgryXNaiSDxPgxPIHynAjKxGcSdg0pqVIqnz9/g7CLEFwRn+VmED07otonsGHVm7xWl7CEd5/oSigUYsWKFe/0R3lXYHj4Vmq5S3grsRTkvRvw4tE37h90KwhFNCGqMToJFzvn5K5VzSV78V61+eMnMB+8AIl51TrRhyGqR0IkYSFGHlgpTYodaYVcay2u9mGCZwxvRDn5ARpfMm7mdSe6UTM5Lpc50dc0sEKxseVQJ0f3tFAzEOEXv3uBonCSB17s4oWtNdSOxaTAwAsbiukLuimO5vnccyOY8xphpxmzBlGbiW+sKiNnUnmgJ8Tfrq2QGex1kwnWTCXwpXPsHo1RHc9Rksryj6/0sDaU5Me1AQ5U+5ixqDIoi9jM8vFLW2rYPhplz6Dxf/Z7bDRFjKD46eYg//H5bvpFAKkqbOlOoGMnYrfwFx+o5WxjkN5KLyG/g4bBCFlB7azx443OTn40bjvSC7UlvLKpWiqGTlcH6NrdKimasSojE1754tW5XjnFbiPw8mUIeJnY1YjjUj+Oi32YB6ZIbzWalq3HO1BnkvOTME1HkUE9aCKQK/XLIF132IxzfvAltOQU9I7A4LiciC2ctilCBa+hGlYWFFxnEfDJQHIJS3iz0LethpIAqJm5ap7Rm/cGIOiANyDhhrBXMBIUlo3b5y5f4b05SxX3DkeYrvTLdT/aVk3SotI4nmD1ZFpauOx5qUt6dD5/Wz1H11ZSPRXneFspL6wvpr3cS9vUFP/+yS62i34+m5kL5W7OVXhomE4z4rKyfViIycCEqPoL1mkmz+6RKFZNZ+uEQf8bsZtxC6864JtNxbxc7qU6nqVlOsVDfSFaw0lWCP/NqQQjbiurJ+KSphlIZvnglXHCTotMLHkSJkriUY62FnFkpXHcdp4b5siGKoqn4hzZWistFbKijzdjBHlJMfwKqwS3HWs8RdGVIaKVhoLl2I5lxvGymCTjQSC1Zx0zu9vk/SK9rgHHgbPkqorIVxcSQAtgfvw4lv/4dZSuYdQ//b8op9rRn3yq8KwF1rSguJ1Q5EPfWbBbmAhBOAr37DTaDZoNWukc1ix/tU/sLHoG4J8ena/EvZsh+v2El+0SlnALHDly5H0vurIQyWSSWOwmyspLeEuxFOS9Bja9Xafgju3geoP9KgJXu6Cz0H9VoEwJ+o2EqNYsr0ebC/LEDVXIN2qQmlc30lbUYm4fQBHm5O1D2J87P1cxsvSOE/g/z6Nm89j7JlDMChGPkaGt/9FFen73XmzTSezRFCXXhiX1sH9PG2ZFYWhrIzmfgwmXmSm/A4/waFvfxAe+d5aaiTj/7xf2cnJrHQfuamHZaIxv7F+ByWzm7gsjnFjjQld1NvfE+V+PdpBwWTndGCDltmK2qrTOpJjw2LAI2qVZZdJvYyhgJ+ax8s2VZXz+jkZ+sSfEH22pxqvrbJ5O8shgRFbqmuIZVLNCbTors/GdJS7ayzxUZXLy/7u3L8yWyTh5u5lDzX4evjbB7x6dYEf3NFGLhf/vkUY2DM9QO5Nm55UxdlweY/O1Cfa/0Mna65Mkg25sJjP3XpiUAjLJXJYhkyYrdqI6IXqEAoNhyi4OSEra2N4VmE0m+VyRvRh2bpamxTm7QnptA/lSP5aRiBQakNXUba3oxd55hpzdht5UudjQ3GxBSeWMc77ndnRPQSWvrtII6GorXt0r8ypxjlupbL7W+sX7WcI7jTeqlHpjdW7BM7egbM5fI/PcAOOCFItpjraZNxvy+EJlUyQdXk3ZNBZZzVNVHBf6MEdTmENx7H2TUn1XLCOVGvqxMxQlzLQ+dtUwRS9U9OwmE6M7W6gYClMkfDZ9Th7fUi393zZZnGzpjvB/P7MTJ6pU3Lz98pi0V9jSNcX6wRme3FXOC601WDT4/WeHseoKX/vRVdpm0rKSd6IxyEN9ESrSOQaLHPzZiX62hBMM+e20xNL8l601lGgaz9YH6BK9u1Z1bhH0zkGfjeJMXo5ZV8o9nKj0cm9/hJDHSnu5h2MNQf55UzWufJ57r4VpnMow6nbz0vpinLkcVl3n8PoqKdok/EbjLkPo6pGvH6N4OiXH81w4ij1mJJgGNzcy3VBCoH0Ey0xSBr7BE10yIaYIaxtJswTXuV5MBUuW+IObcDxxEuu5bpShSfS0oPobHnu5B7eS+fKvyDFE+7cfk0Jb+oOGSqCimVBeOWfcV2wWmSCUKAnC1jVzdjyvuq8JAZZeo0f8VT3prU3wqY8u3n5iCo7P9yQvxmv47L3ViMbmq45LWMJN8IMf/EA+PvLII0vHp4Af/vCBBmE2AACnVklEQVSHS8fibcbSjOw1cOpNHco3I0H/xibMt0Rbk8yQzk3uRUbxWk9B4c6g9Olq3JC+Fr1ZYgnFUa8Pzlkn6I0Vhpy5mH7pOtm7189RqDJblpH44Ba8PzqB82y3VIsMBTRJ93G1rsDkdZEt8aL5nETX11PUO4VFUWRAM728EtVhp3dPGy+uK4epGe66Ps3Yiiqub6hDcdqkvLlDMVESzeBQVQKZPN/e18yjdzbyF480kVfAk1C570qCsmwem0XFrSr81vkRBkuc8u8/OjHAPQPT3DYV5/fPj/CN5zvZPRnnn1aW0ZzK8i8ry7hveJrHWouZ9NlwoWOzmLhU6ZWvf7kxyB1D0/z7k0M0JLNcrfQyHnAwWOJivNjNoD/AvqsxQg4Xp1a7ubbcz/Pb68i67QzVBzm1uYYfPbSSpx5aTSLgkhNOr65wd9c0+tZWXtxSgzueoXwwLI/L6sfPidw3Y3eukpPa1X95QPY3NvzNs1Sen4DxKaaC+tw5SDywEb3IgymZwTI0hXl8xpgcz/4oNyyC8vb4MZScOOdGlUM/eRx9+2qUJ2eFV+as1G9+3R07B9Mz8Kd/d2ta8BLee5gMzU2UX19p82bUzJvRNhcYpgvRp0Xm6MJTM0tenVXaFMkI0zxNc27L2b9VcltaUXxuFLcDJeDBks1L2qbmUBn+gKG2WLZiCw5UrEJhs9CfZ7OYMbkcFI9HsQtrlZZizm6qlYIkd4+lKc8pHL53BZ3raji7tU5aKjx1z3Ke21nPVLGb681Wog6VymiCP3iuh+daSjjVHKQ6kcWn63SXulmWyLK/L8wPWoukqu5gsZMDzUGZNFozk5R+m1m7GcWicu/wDP/24ginqjxUZfM82VIsnzcLZUmbmbjTwpTXTsJhxqHrcn3WbqFpLI89k+FCk5v7LoywpneaxrEYbf0ReWwD0Qx3HO5l65Eenv74ZhrE+ukEo40lkiFQcX0M/2CIeGWASFslmtVQoQxtaSLvdaCKSuPgqFTM1Jw2FEEvlSdHJfaLt5NrqcJ24OxiX7oC8g8INWYd3W6Bl4SASUykAtEf3Im+vyC4shCpNDx39NaG59EFAij773zta7ekCLa+CdGKl47C06/h1fdm0Td4c3Xi1mapMLqEJdwKhw8flkbga9YUkh5L4Mknn1w6Cm8zlmZx70Xc2NQuZKW33TCQKJrhazQ8bFR2in3oK1+tzqlEYiihG3okxMQrHCf20R3EPnSbXDXt1aXKpsXppupiCNt0AiWXxzYZRSv0hQiUXBuRapIClxoCDNQXyUDurjMj0jy88foE2473kbGZOb22gsqJGB979jq/9Mx1KaQwHjBzbLWLkNPO/ZfG+dPv98ieN+GN9x/ubmHGbsGTzvHtlSV8c0WJpFR1Bhx8dU0F/W4L66bidPoNNbxDVT4e6A1Lmubfr6lgzUScR65Pys+2fCrB/9xWw99sqWLdWIxjdX4m3FbuvTbJHVcT/NKJIbzJBF+/o4KvPNDEtivj3H+0nzWdk/Jz1gxP88Bz19lxuAdfJMGup6/wmX85i/9oB9GpaY6sKGW4tRxLMoM5mWGmOkjJxUIGW9eZ2NyIfTTCzCfvw543ox09Tcg3nxlW0lnMQtrc60TzOtHdr9cnB9r+21CaV8rps+zH29YKxX70e7cbG0yG4V9m6VY3QVMt+Lzwhd9cvP7lE7fuo1nCux/Forry1qm76fv3GL8cPrdofd48LhNNJs2Hor1B+p3diuZ34TjSPrdqrEQjYdOw5hWWjS3+HohqVbzcx/jqGvm3mssTbR9gIp/FrZj4VyfGEZojqgb1fWGKIkmmfHY+9lQ7/+qHFzm4uowDm8voLnWRVc1s7MvywXNhLpZ7ZAibMqlM2UysH43ykfZJWoRfJ7B6MkFNLCMFoxbibLGTwxVeSc28sz+CEMwVIlX/87lOaqdTdPrt7OqLUB7NUBNOsqs7xJ6rEe6+MoI3k+S59UEe3VnPuZZikjYz7Q3BOVGU731oDXGPneVnB6kU9PJSH8OVhjrwRGMJ9miSlN9JOuAiLwKyQt+egFZbaVgh5HIkWyvJVRq0cecPj5NtKkcdDZP81D5wLAhc8nmU2b5fobBZV4a+ZwO43a89dRDVun2FMWchRDJSKFyubuUtw66tcFvBBqK7D7I3+IS+WSRvZUGzhCW8Nq5fv/6+F11ZCJvNxqlTb650soSfHktB3rvWp4pXZdDnqFL7997kJnRjFVBFM8VgbBxVTLJELv2Zs/LR/MRxaYxu6p9AHZpC29CCkshgffnynOiKZSiErWPEIGEJWpWqMFmsSWGOuufaCe1dJUUOHLE06foSGl/poLx9VHq/+cMJlh3rYvXBdn68s072pTX5/Xzi+xdo65jEn8pz2/kRdp8bYbQ2wNc/vIY/+t2dfODkIKuHojy7vYq//mA9MzYLwZjKV77Zyd6eGPd1T2G1qOh2M2vCKUZLXawLJ8nbTfSXOPm19knSTgvl2Tz7RmcYDtoxmUXGX8FqNaHZzTy+qoz7B6fZMTqDxWZmvNjFV3fWy+re7x4b4sPn4tzeEZKWCX9zfx1DdQ52XQ+Rt1s5sqWWp/Yto6+xmMm6YgabSuhtK+fC7lYSrVWsjuTRty/nxx9chWoxU39lhGSFH7PDSrS1gv6H1huiK8LQeWM9WtBDXcgKVWVMfOpOTFZB3zQUBlW7jdSda4zzkc6Dy465axTz2a6CIM78VbHwL1Uz+nE0U3SuwocqKJ8qFAdg6+obrq8F16WgWskLVllM29u95dZ9NEt4j+PG6tz8+lsJQM1TNm8wR1/RtHisUrNoppAcg8y5GqHaYby6QNM0lnnBlTnFTVUle+daLAVqpsWi0ludkwFj+YyFqoQN/0CI4q4J7GazrKKLxSG88+xWDn5+H0/uqicedNMYTvOHP2jHm9dpHZzhyupKvvi3x/nRva2EAy4mqwO4Nfjm/XU8tqkGXVX5xKkJNg1plOQ0esqcOEwK/+H+Vr61oYrvbqiiPKfRKPzuYmnCXhv16bys9n3u6jgf7Y9wqcIj/ffCbiuNySzluTxfuHcZI0EHUY+Nc3U+jjcF6Sv30FXm5deOTDLu9PC12+vBpqKaVXyZHMuHZ6RKpyeTx5HOUTkRZ7QmQP/ycoTDhPieDhU7MefyuMNxTDmNWE0RllgaayxNzdMXsM6k5Hk0Cyqt6M1Op7GOTWO/2C97ekUPNmYTWpHx/ba8fAnb9w4Z95R0FuVcF2SyaPdtNmx8KCSidKMXW/nGq5NG89qcorGyYLvzxIuGEItQ3iwYoktT9DkURFsKe3jDuNIh/6c5iKB71jpB/P7Tenwubzb2s4QlvEnRlXA4LG3FlmCgoqKCgYFCm9ES3jYsjV7vUry+AbVqBHgXuiCWuiGYNCZeuhqFNauNSp5uQrtPmFIqaA9ux3yiHb08gL6qHsuxayhOO7ldq6TXnZh4pfeulUGIOZMvBB4qYWF1JOwGSiqo7pzB0x8iKVTaROCiqORKvOg+J2Vdk4xtbpKKlGo8yYkiQ7Rgo8VFx742jt69gmvrazm/vQHVYWPXtQlUt42k386WnhDhMg/nV5fw/b3ljAXM2NMan39ulM8fHOb+62F+5/iAtGmwWM08tr6CkWInLfEM/+v2Bp5vK5U9d2frfPzq1QleXlZEazSD3aKAw4zdauJoSxFn6v3c2xOSwd3OwRm++MwwHzo7TX0oxoxL5e8eriHrNdNXH0RzWOlqLSHjc2C2mvnY0+24xYTVacNks1IZz/ILT15DqSnmfKmDRF6Tk9N0qVfSz0p6J/FEkjK4E8dK9BopHhdOX5DAK9fkpGi8RBx3BfvgFOZEZm4CLB6tfePyUW+uRJ1JYHny1ALa5uw8RhXp/vkgT5z7V19U0FTzUypdLg0Z7x0ob5nS5uLXFwK+oG+OtmmMQSY0cwh9qB9Vd2LSSg3a5kjolpYKgsosFTbDCfncbG9exq0yXmpM/leMOXBqJkx2izRIl7RNk4pD9L6aRNBnpvrSED/aXEl+NEyzx8s6m4cTD6xm64URDt7dSnEqxzd/YR02h5Wn9rWQ9Tg4tS7I1+6uYcLt4I6OUf7229dYOaVRk8yiOS30V3qwWlUSfht/t7NO9uyNFzmZ8dvYPhnjybYS2YPXmMqwLpIi6rQiuhFjbht2k8Ld/REZsObsZqxmhY1jcf6fH/UTTGQYKrHy6J5K2uuDkuIVDbo4vqGKX/nhZVmVO7+5ToquBGfSrB2YwRpOSMGWpNVEw5l+0kEPscogNUc7Wfbto5iyOSZ3LCPvM6xZbH3jUqwpU+QiWxkktaYO01hEMgUUkwmtzBg3cmsbyOxahTIcQu0eRV/XhDI276mnK0YgJgP7s+2GbYuo0E0Z1Fz6Rwwl36Ex4/HYeWnnw/17oCgAbTcIPQmcuwLDhv3PzSBffyuIfd5okH70tPGZ6mveuHn6EpbwM8TBgweXRFdugFAZTaVSTE4abKolvD1YmrG9k3jqRi+hQqP5ecOy4HXRMwwNlYaK2WxQOBlGOXZR3oaF3LX+3NOG6IEm6Dkq6pMnMV0fQt/cKqtFYiKV27vOCCrEhOmFC1gv9eP5xkHMsRTuJ8/K50R/jPeF80yJat7m1dRfT5Av98/5VyXriym9Okz9iW66Ht6AT1A2Ra9IX5gRRWOwyInTZOEzZybxKSrrr44RTGpsvTzOpXVVWK0WDu5p5i9/cytf+uZZPvliF10NPtqX2bja4iJrVtFw8kdP9nFn+zSfPD3KvV1T2C0qJZpOqMjBtvEoFbkcMZ+ddeEUr7QWUSoM2p1mPnVhlG1jUX7/aD8V2TzTAYfsC/yjp4b4D48Ps6knQcRu53s7azixLojmMhMpcbFqJConaJmAE0FS8ioqR+5ajsVuY6K5jLHlFfyb/30Yh83KhMvC0/e2yp4YmwjyKoOodgvZMj+pumKanjhH07eOyuPlbx+hcdIGK1uIBHR0hzpXwRNUWPvprkLPktGvJPqWrE+cJH/HOnIPbJHBuPnA6UU2GIouKGZmdHLoqsigKxBLQkiILCyozt1ULOVmUvnzW9x83S2CCEHtbO/6CftVl/Be8M2bf40R4BnX1E369xSN/BYjsWDOVYFuRRmJLOrPE0Gd9eVLqPGUvM7F37aO4bmgzzERxXehn6lKhYRDx5JXaLDWkGuskGJHsppnNtN0rBOnxYzTbObaJ25jaHk5l1wKyqlObu+Z4WPnJ3Fnddp6wlRMZ9h+cZRP//ASTZMJfJpGy3iUgUYP59c4pOm56C385NFh7rqS4Pb+BPf3hHCYVSpyeRpjGX7j4ij39YfYOhmXli9Rv52+UjHOGRYwnTVeJoscfPj6pLSAOdxazJ7+iOz1WzaR4gsHhqiOpBkocvIXH29BsVswW0xyERW8vMPKdx9exb0vdtF2fZKdx/pJee3UaybpQ9pR6SHvtEr1TFUB32gE23ScZGUQZzghz0DdV57Hd7QdmzA/r6ska5mvkomeaqWQIBSwPXmqIOQFelUR2qp69MoilAlDpMXA7OtVqCqBjW2o/+XvoX2Bybmo0PUMwrVu2FswRl90Dd0QtK1tg8o3qMJ6I8pK4Okb7qN7blsK7pbwrhBd+fjHP750JgrYsWOHfPzud7+7dEzeRiylud5J3LXr5v0zvtehxonG9u7+Aj3qhhtmcUCqMMr1osn+/s2YTpzB1FSMUDPX7t0sRT6k5UIBphPtWK4Pkv7EHWTu2UBe00itNIzY0/WloOUktSe5oRGeO0J+xU6cza0ETCliGFQZ0eg/01xGNp4iXlboEyn3kszlSeRyDEzG+a0/PkCtuYFfPz3OV9dXUn11lMFqH95YmuYLI6R1jSMryvjvv7GFNeeHGSlxEbNb+B8fa8ITzvB732vHlzJhTZlY35nl9qv9rO9Jc6TFx8aeCbqDdqma2V3klEGQZlIJxjNE7SacaUWamXcFvXz+uUG29Yp+GUHrUciqJi7UO3liazGdjX5uux5iVU+Y0SInE+UeTi4vkl8UYf2AS2fdlXHKwkn6mkrYN5mh2GojVVPMN+9oIGMxMds1lChyS2sFX98U0doi2ZM48JEtUoDFbXIRiJvQbCpj5fPnMF/IqOu1pfI91ckZNHk+Id9Ws+Cba5LncmGWxpQ36JaaaXpuzq48e9ygyT2ywCj4rYbDbvjtLWEJ8noMoed9KLodc66c7EYxZiyWn8/dXqARF4Q/MtuXzz0nkknWM10yruity9HaYcYXN9EwaeVaMDmvan97mwx+BDxDYRJlHl76wFp0/Rzruoa5Z8jGs9uW8Uyzj5LOccp7Jji8uYb1l8d4ZXU5+5/tpL/EzdPbaugqc1Lfn2BVZ4qK6QR/+FgvEacqBjoul1mJW0280Bxk0mVFFx6lus5dnSGeXlbMzt4I10vc1ERSXClzSUuG/iIHX3ixm8dWlPLJw2PcdSmCXfQPOlX+5GONqEL28gaI8cKTynJuXRWrukIc2L+Ke164zoZJHb2+jKmZKJZUlsH1tTgiCSZay6n88TkpShNeXY1rbJqc206+ohiT37AyyKoanpeukl/XiFbiJ+P3YH/lCvkNzeTLA7LPWhd2LAugbWiWuqkGZn0shKdmYbz58mdRjl9BefxlQ33zxGVoqYOSYjhwCO7YClajonhT/LSUyvsWtC8sYQnvAhw6dAiz2UxLi2GBtAS4/fbb5WF45pln+K3f+q2lQ/I2YSnI+5lDeeM9BWZLYdvZqboIzFQQctdC5bC5/ob9FqouFiu66K9aUJUpOK4t2lbsN2+awTQ6ihIOY9I60PZvQS8vQtE1FN2YEGnrm8huajYy67qKpuVQcxpqNIkmKlinuogtq8CUyZFpLmW0JE/V4SFaXhxg8jPrsA9NEQu6pfFuKp/HVvAPCl4ZI+K1oxe7UMwqR7bUsCOps/HCKGmbhX9cW0UuliKfz3HhNj8rTvWx58IIRzZVUxHPcNLn5Im7lsmjEzOrHNhVzuM5+PQznZiE325O44OXxtjWa0z0EtYsD11K4cik8KTTXKoskpTR3V0jhG0u3OkIZiFNrmlMur1YtDS9ZXaOrCmiejqJDx2nqnJ2fRXWjknSFoWBlhKsZpNUBA3XBLn3YBexUh+nNzVw7/UIGy4Pkve5OGPNMeN3sPJIF8N3GOangkKmeuyUn+0lsrmRiX2rMTlsktpar5RB7zCTG8vQE3FUq1NW+MQ5kGeuQNW0dI+SLfEZCfZsfu58K+EY6uAUrDW8sOibQj3SD/feg+afnqus6DvWo4wVqFSz19mLJwzbjltWed58gX8RfU/47AUWTxTfNEQ1YCpsJD2W8JbAEOi5FRVOnM/550Q1T9cXjFMLzrmxj/n6sJTs18W+C6OSopMzj2DJNqBqxajaFJpqVIdEBUpK9hf2JUQopSrwZAQ1FMMkVFMay0jdt0EmR9IOE33VeRr7zdRNWZmx5xl0LqhO6RC8NCB70fIqNL94jSmXheO1JWwdTbCvJ0rD+QH+5F/tIOW28auPnuXrn9zK5nMDRAN2povdPHJ0gEMrSokk8vzVhlI+9+PrVI1ncKdMfPHpPiJ2K2GPxg/WlXHaaWHMY8WuwysrS9nbOUXNTIqjFlXSOG8bjVIdTtESzZIzOfgPT48TSGTRFBNnG9z8z480kfbYWN8foWUiwUSFB4eoblrNjJW4KInnmKgvIj6dxWo2Y26pwhEdJ+S0cPzuNlac6mdyQx3umRTJiiDtn9ot+xPVTB7dZaf8XD92uxv++SnSH7oTNZ2WwZwecBmxlaqS2rVC9j+KPm0j1iyMQRd6oDwIgtI5HML03UNov/2LyCzWjUNHQxW6sE4Q39uNK+D5E3B3KXQPwro2SIeg1kgc/syx1DO3hHcZOjs7qaqqeqc/xrsKDocDt9vN2bNn3+mP8r7CUpD3rplU3WBI7ZrNfC6eWEmIBvhSYYot7sj5BdvlF7yPjvrYy1LiWtt/u+FVZRLBh2h8F30wGuaDF8nfvkb65JkvdJP5yC7Z9C8881LbWqXCphADsfROoG5uRve5yFQXEcvmKW6rxVZXReOkTo/NQu2T5xi9dx15v0N6WQlEV9WQFUFVPo9/OsnFO5YzMxDhwaenuO3lTqpezvFPD7TSV+bGmdFpHInygwdW8MAL1zm0vQGbw4J/LIo/mqa9ysu1tjL8U3H+4QOtnGgp4QMv99E4EKNxJE4gmsOVUWicShOx2vHmMjjThspnTreh6mZUPUdPuZeYR+HH26u51uRjdV+YzroAx2xmnOkcJpcd1WriwoZq7jzUw4iMu81YLBYauiZx56Hh/BB1VyZZYXGhWM08sX8lV9rKELp0tZeHmdpnVCXqj3Uxvb2F/l/eRd1zlwnft14eGyG24sqZyHptTFSA5+wYppkElPjIr6xDd1jnqJr5rW0FEpyK3lY7FwQqfre0tJidWpt89Sj31aA5xSQ7PU/BFBU1YZy8MFu+efXrX6sLtxdB+6UOWGcEr28LhCrewPBSkPczwVz49Qa203/C1y4MCoXgheHJNvdKU5p8XiSaAphzdWQtV+UGooIlArzZvYs40qTpmAanyK1rkEVoVdewFGpJYrt4kc5kUqN4QmXFiJ1EnUbcZry3Op3AkdOZWVnNXf/+27z0+X3kk1kqLw3ySr2PXX0zNA/N8NkTY3SMzxAq83H/wS7a6/zEfQ72nR3mmb1NUrykZjpJdtzM4/saOF0b4LYz49x+LkRZOENVKM+/fm6IhNlKX4mDgSIbgUSCYZ8Ne1bnkYsRvGmN2skkVaEsbaMjTNvtZE0WYk6Vb95Vw9FVQXZfm6SzPkBdKMHV+iDhEjdhpw27xUxDX5iJaj9bzw5zdWczdmELcX5Mjv89yZj09+vf0SKtIyIeB85Cb6MjmsLdP0VyfQNDv7Kb+ohN0hdTmSi6zy+N04MHL5O5a92i73luQxOOw9fI3mmst3znJXL/9VOyOioCxvwXf9FQSZWClTfcxwpVvbn706y65p3bwOuGnNh+9iz/lJW7x56F/Xf9dPtYwhLeIgjDb7HcddfSNXojGhoauHbt2tK19zZiKch7N0JUQgSd8o1INwtZfJ97Ef1yFrMeRoIuJYI8U76YvGl07h6r+Qw/NW11A/lVdZifPUvmzjVk7t2IrmnkvU6sL10g/tGdUKj6yf2q0FeZY1mfhcqQznBtkKFHtpCX3kyv/sz1Rzrpva2ZVC7PyRI3tvEZ9p0fpa6inIcGkvzvMg93/+g8Y0UO1lwYZqTUTdlYlFyxi8mgk23nhlh5bZzv7mmkaiiCJa9TGknyw53V8nM2jUSZtpj5+Cu9HG9uII9KybTI5CuEhHm6ppFwqHhTGV5cW0H5dJJAMkfWauJMSzHl0bRU+3x8V4P0BBSwZnI8v7OBptEoJTNhOtfXMO2zc/juFfyb712iVbOAw8oPH17LuWXFVPZNSan0Y5/ZgzOVxT6dIFHmkzTWvBA2EEqhRzvwz+SpadoKF9sZuLcBzQzJrS1YesZQXU4UR0EZTp4YDeszZ8nct+nm2WtH4ZwLiXhnnfRD1EzDr55DVd/Q7+K+waD49SDECypKeFthtcL6VW/vey7hLUXeMoqa9qDqDkz5cvJmQ2nxZshtLAh0aDc3nB6p0rEmNLxxlTUDDq4mrzO+rJiiC/30bWtGyWs89+cfxzIcxjs0jm8oTNcaF9/Z08CHh6ckm6A2Ms3hEjuH9rQw4TJzdF0ldx24hoZK3GlltNjFmeWl0kd00/UJxkrN/IfPLqe+P8aucxPccXkCDRPVoYxcBFYORMkrKrcVrFpmMerxcKnOzSur/KRcCqGgw7Cq0WEy4OTkijLSVhOOVI6k07AxCAcc5MwmzmytR6T8dvXMSBuW6IYGTq2skHR0AWHRsv3/e4HT/7/75d9Zj53w6po52njR4euwchmx8sL3XteJ37lGVkZnYf/hUXKP7CR7+2rUnlFoqiL9Xz8p+4QX3ltEhVbu4rWC/vPt0FADXi8sq7+5N+fXHoVEAj73K7xpLAV4S3gX4/vf/758vP9+4/u4hHls27aNixcv0tfXR13dqy29lvCzx1KQ9y6GQZEq3EzzeTh1EQQlZiGEqIbdjiIM0GezsnOUG+NvTY2hk0XJ6KgJK1pANNurqEJq+tog+vIqQZBCu3uDzJoLTym9kIYXN31FE2GTsa/Ad44SbyqVimuhto0EwyqrRhwcq8uTN4lYMI8lksDbNUbp0xfouHslodZy2g53kktliNvMXFpXjW6zcGdfjLWhDF86MckPNjYQMkNXQ4A9B65inU5ib9FZmchQOZPmHz6yFlsuT0lGI+G1Ear2URJOUjaRwJfKSxXMH+5rwpzXmRYeUcMKzcPTHFtezozbys7Lo0wIdTyHhRXdYY6vLsduMdE4OE1vXYDoZILGcJKRaj9WRWHX2WG6G4ooTmvM1BThtFiw+z38229doDzgRwvNcNRupbvYQW3XBGanTXpZ+XtDlAyH6btzJUUHrzG5ssZQ1VQgsaKGyulS1LRCeFMtMyUmrEI9UNA0fS4Un8cQnThyjfyKWmzXhsjdb/TdiWth1kBawKjoFSTpkw5Ukw2dvOzHmxfBmLuSFkvdF9YpokyyYD8Swscqq0Fwlm5ZWF/2EwojLOFdjcWUS2ONAf2mlE35jH7D+jmGgrEvZWAEvabshsqNUdoTgZ45W40pXyEVYIUCsKBoCqgn2qG2GL3EK+zUjfeSlb758ciiCul9o6o32JinsV3HkVFZlggStViZvn0FDjFWmk3oJhXdlyZT5WdE+E3aTHgv9NFFhsZrU5SUBdhj89H0zTP8r9/bw5rj3ZRH0iybjHO90kdQjJdOK3tPDPDdvU3ksnkZGKWKc5xbF+TxPZXkTCY2X52irW8abzzLqN+POaeRMynEHGamvFYyNp3xIhsd9QEZYAk1S2Htsvf8iKSxC5XgmVKr7N81m02Uj8cojWVpX14mBamWdU1KRcyHT4+ir6nnkhOGVlfLCl7z0U6cOZ3rD66n4eV2pu5eQ+UrHYzdvtwYL3QF57IV0D1C3CFGeUX25GXuXofrqbMyuZevK5WJQmN8WBy8mR8/Tv7BbZh+cATt1x+Qx9WAZtyTRqegqsJYNTwOYyFY1gAd/bDhNZI0n9h/a5plKgX21+jhW4Sb2QctYQnvvOH3hz/84aXTcAMeeughvvrVr/Kd73yHL3zhC0vH523Akrrmuwo3TsxZTIFpqX+1Z57IlBYqM8pjL89PtOaU7gyJ8rw5JCfwphHR9FIIAtpqUDwOSQu0HL0m6ZnKnIdVQeK8oH43+3fi47vIbWomsXc10c6LpC06jpTOlj9/CYtiWAQoRR6iW5q5/AcPUXp9nJKRGUb3tGG2Whjd2YqoH164vYV/fqCV1MgUtdNpPvtSPzUejwymrm1vYmBNDfliL9c21XFqdwtbr09RnNFkb9xYfZGUPk+WuCjKQ+1MRqrqjdcGqUrkWDkR5+qaCo5uq+P+CyOsH42RKPYQrfCzbjRGd2spVpeNPVfGWds/zYPH+jm3vYFNXSH2H+7j4YPdXNvSgOJ14lbNrG2f4EPPd/GfDg7LAC9pUXlmUzV9dX5ypT5ypV6SzeWkGstIN5Qweu9abBYzk/etkyIIgqIZuXMN6//qFVxplaxZZ7DFgtlUCPBEMC/67mwWeYyzO1agBr1oKxvmlDMX+opJ2XnD+VCWVU0v98rJo2YKFy6b+f5NeR3MUbLm1RAlTl+CsQUVh8kQjEzOe1vdEjdT53xj2y7hncRPcy6UN26pEJ4xAoaCv4fxnMkIBtU4mmokIiw/akeRAZtQh1Rg63LUsuAizzyzajJsFMSjKnwkxRhjLIJK3tukkTXpuH0lrBly4lDn1TbFqGizWVHKAlR0i0SMncE9y3npt/YybFVIZDMEOsdY4fHx4XPjKD4n/nSecGMZ0boi2ReXLfFwbU0F2zsnsTutrB6PM1Ph4/rKcuIVPpZF03S1BvnO/U38+K46vv7hRv7+o8187UNNPPpgHQd3V3Bka6VMKLVMJdnRHWbVaEwGdsc213B+XRVbrk9Ka5ZEkYt0kVsyKHJeof6ryv9jpiLAL58exzE+TX+xk+u1fqr6pigam2FwVysD+1aSCzhJNJbKytvk3pXShkH45/nDWalGmm+owP/3T8jjHN+3BtfLV0jdvgo1bghnZfasRu0fRzGb0Rsq5s6sCPAE8r/9kDiYIsw2zvGTTxsNkNHE/HmvKoMNbcb9SASDR8/d+nL6y3+8tQLmN38EPW+zn5YY+46dfnvfcwk/lzh58iROpxO//6fsS/85xN13GwJwzz///Dv9Ud43WAry3kuYq67chB4zE0Pfv+e1Fe6CXtSmFXNeaiKTqtcYNLz8bSsg6JHeSKQM6tHNYOkaxXp9RFbiZvatoqc2j37qIq479lIVXnzTdoq+GqdFqksuzNoKAZO8zUx/mZuvf2AlAw4Vm6Lym//jeT7/4w58qSwNnRMMV/slJckZz3C1tZSoEHFRFVq7Q3I/286NcGJNBeNBJ7aMQesKeW3UjUbZfmFE0q066/xcbQzKJeyzc62xSD7O4sk7m5l2WmjunGSk3EN/bYCkw0JL+zjrTvVTOTJDm8PNA1EV77Uhhv02vr2mhFQ0jmsyLjPpJZ1jlF4YkFSqumcvyf0WnevDGorNvU/luI77Fz4iaU59NXm0VJLAvxx+zdOt+w067a2gXOhC0d2od9wnKx0ykH8z2LQaykRv5wIIoZOq8je3nyUsYSHWtN76eCiQs4wYzIL7H8Kc++nEODI26GzISf9OoVa7ctguewHVVBY1k8MxFZP9dYM7l1F8fUTSI9M+By9+Zg9/8Z8eoKchiHk0wj1jGT5+eJDzO5pRs3k+9O0zRN02qoem2XZ6kPEiYaCCND9fiP5SN0MlLkJ+O2OB+XGlVCjxinFgOkXtmPDetLKuc5KcqlI8k2L36UEeeLmH1R0TTPkXV61Kx2MM1BdJXzyBe/pitITT0kbm0e3VTDQU45mIUtQzn6CJl/uZaSyl4vnLmGeSNP7d89ICp/bbp6SfasStMfzFh1ESaRngJW9fibl3nGxb4fiLCmMqizKTwHzosnGqukdQLvcuPn26Bf7ha+ipuFTNUa4vCMZ6hhZfA9vX3frE/cYv3Pq5X/8FGB6F0Kxg1NsAMe5t2/j2vd8Sfm4xODhIY2PjO/0x3pWwWq34fD4uXTLmSUt467FE13xLcGuxgleLr7y2GuetKFLzUGEysrjvSrxG0jwXVHAUUemZwpQvlVQp/foFtOYymXFV0OY/sagmCZpT4X2FT5WQCDeJ98lr4BWqbJrMrgtkPBoDD6+idthM05hO8L99g0u/u5dUVRACHibvWUuiYCswum8VdqG+mUjjHQxhCsWZ8dr4hweXSwGC3VYTq6dSLHthkGupFEdUM3GTGQ8qLouFX/2nExzaXk8gkpK+dGdva8CmaZzZVkdegY1Xx0k4rJzeUkvNSBSH3UqkKsDO9knyJpWKiRjP7W4gb7NQPRrj/G2NBNI5HFarPC/F0Sxxi5W+9XWUhhK0Khm2J024OgbIl/i4tKyIH9/bIg3cw6uqCPZPMbNMeHWZpCKeoIdlNjbI7Ht8U5NRxTOZKE6ZWf5cJ5jMjOyqI+m3YY6qJPetlsdRVObksS5UL+RZLVRUZ8//XPVultr25Cn0FQ1Ynu+G3c2yiifOizzXgm4pJ4hvxBtvAaSSpVH5XcL7C7celxYKPykLhhf9dbz25umbsyIs82qbeXKWISzZekxTFjS/m7z95mqbAoJ4MCfMIuibIlJbgLQb+ho16rtVSmMW1o+54M++wtk//hill4cY2lAnP3NsVQ12mwVPJCktTUxuO4c2VDFe6mH9YJSKihI+PaHzvDnHkw+vh3iGqYCNV4Ju2R8naKAtUyEi5V40YdGS10jZLVJZU/xeOxQlXmr01JZOxJmxW0mazWSFCbnNzHNVftZeHaejpZh4wGBf1IxGWX91gkhjCc5klrTdTEk0w7jZzIZDXSwzO9g3mkbpHePbv7yZmaALm6Iw6rBJirddVbEUevNEFW/8rtVUHu8iUV+KJZHFdddeOH2d7FAU76AdezRF9KHNWFCwHWtHEZTw5dXYz/diSubI/frd5HetlEdfb6xAV+bNE+aCvEc+iO6JgimOfv9t80++LgNARMXDhnr00Djcd+ukJDs285bisWdg/9toK7OE9wVEr1kmk2H79oLw0BJeBWErsaSw+fZhqZL3rsNCM+Kb4UaKlAJ33gZF/jlq3yyVao6uV+jHypunpFG2ED5Q7JWgmlAfO76YBlhdgmKzSTXH2Z9Zuqbvr55AsVuxjM/MmaAHnjlPKKgRf/JJlGQa36/+Eq7iMklRFMFQxbl+HGaTXIS0d/35AUpGZ2g+0cPUpgaaLg9jcTvgUh///MFVjHqs2PI666bS/Ok3L/HRcxNky/043E5++OldjLdW0L2hFq/NRvNUitapNG6HnYbpLJNNpUwsK8dltRKpDvBrP75CoiogTZH9ms5wazm7rk7htlrlUqSpNE8m8SomhtbVcv6uFYyur+f+qyE+e2WGO+MmnBpMlLo5paRor/BicdplL4zVbiO2rFIaLzvF/2azGP+j2VygaBoBXiBrYeWAHWXjamJqklh+Sh4bd9e4QTlbQE2TptCnuzCPTy+gZxqLMhfoGYt+7xbU2jbUzbvk5Fyc27nr4oWTxnaPv1ygas4GdAvNqhfgsRduct0tNDB/DRrxEt5juLUx/WvTbhc/ZyQCFpufz4838z2gC8ej+cWE8EDJm6ZgfBxztAxFjEmStim+B/PfC+NvFbMiaJsGZXP2d5GAEt8hkWTJ+k1MdJ1BU3TKohZMX/gsdtWEVu7DF8tQ2jVBcCKOVwQyVUXUdoyx4kQvo9taeOljmzlt15iYCOHoHuOBi5P8529focVkY/fZYfKVQXafGZZjRv/qKjn2uOw2msJpmiJpbHYLNqcV1SXGpCSf+fEVpmqDklJu9tjBa8fqsFIZy7C6Z4pgHuxWi1x2nR/l5QdWSlppy1AUl8UqlTSdJjNrFTt3X56A4RAHHlnP9YagtGVxZ/KsfeYyDk2X9Pgbl8iOVtnzVzKRw5YzyQRVaFU5yc3NZKuLCgb3kHxoK/m2WtmXl/rlvaQ/ex9YDTrm7LkrMG7n2wB0GwgamsjadQ6g/pu/hGzB83BlQSznRjwmzMrFG6bh/DUITb92gPd24I0EeCKRkbk1q2UJS7gR3/72t+XjBz/4waWDcwvs3LmTfD6/VM17m7AU5L0TEBLQ7wQUEQwYFB9zxTpQzGj733jGKfbLd6D5Xa+eIppUrn1uB7HRfky9o1LtruqJSxQfuka0uRz/xf65Tcc21hNqreD8p3ZjyuWZaCih6ZUOdLNJiqf81a9s5HCJlemqAG63iwd6Y/y7xzr47Ucvc+8L11l3so9f+NoxWq+MMlrpY7jKMF7feKqftitj8vehKh/lozOc3FjNhrODWLI5rqyoIOaxcXpjNSsvj8oqhaBkFo/HOLWjkY2Xx/ns4+386T9dYN/5MXyoTDvMPLqlkn98YDkHPr2blNf+xg5zNk/weBdFVydYcziCWVNIXL5IxydWo1vNuJ85Jylilv7CuegcwdwxLH8X/Y5awRBd+NuZTnW8+g1GpkBMdHOVwnwGzTQJygL103uMc6rvN8xHXxf77+SnxoQIMpewhDcOzTyBtrwaxRvAkm0s9ArfAkLQ6eWbU3zcTxu+S2OPrKPfNIrWO0Bx1MzaS1nS9eWYE2nGdrXi7pvAMxii5PKg9Pwcb6vgoT98FO9QmLIrQ/zdb2znew+vJl7moziV5/e+fYF9OTstkynCQYM6LSpy8j1jaSaKnWgKWNM51l4eZajcw0CNn8mgi9XXjLFIYPsZg8Y4UeTk0NZa2trH2XhmkId/dJnzayvZfKJPPn9tpUGT9qTz/M7jHey6NCZp7gf2LePo8qI5teWS62Oc/8hmtAKds/qFKzccK42c1UxJ3iODlGh4mOSyckzRlKSiCijJDLroJ15Ve3Mz8oIpvdz2QrfxeOIqylAITp9BVzLQXIP2P3//psrOi7D/DuPRYTfGmj1beU9AjGnXOn+ilyr9C6irS3jf4Nlnn13Ue7aEV+OjH/2ofPzWt761dHjeBizRNd8JvEoC+lb0zhupnLeibBae6+qFTBbaGowb9+A4VJUuEtzQTBH09ghK03LM+QopY64cPIu+x/BO03VFKm3O9dAJpU10rO2DWE51Ev/EbnKr6vG8dJHU7pWSbijIjlldIRIZwBK1YZuJUb96HRfqs5Q8f5Lp5jLZV4fLipo3aEX2qRiOznF8nRNc3bucyS1Nsipmzebpayrh6L5iGkIp7nzsIv7yItZFE5JSNVlXRMfaJtZNpomldCbdVja/0sXl3cuwJtIU5RXuOHCVK23lxGoCTDit0ii4YShCf2Mxv/CjCzz58U3s/85ZBm9vY8VojH/1xaewrW4Al8hSW5moDnJ4ZQlnm4KoJhPeWJqVz14l5XPgT+dkNbP+dA/evin6H94oJ3z56iJ5uISSpjsUw+l0s9zSgKVCJZGOcn1/IxaLil4WwHy2l8yqWpxne8lvbUVvMUxT5XF54rQ8VdoDW1DKg+gVxaiZLKrNXFDUVFGGw5hPhFDu3SB7m0QVb7Gi5mKBlRupmq+FN0vVnKv+dPdBSdGrnl3CuxWvTRN/7W1ee1yap37OCgDNGqTPet2JQEOUiCBnHcKSbkDVXZjzdeTMvXPeeca2BeVPRUXb0mrQmRcySFVI378JzytXMNWXEF1dSmeNRlOvTsBVymq1iHOrPTgVndAdK4nUGdeoNjnDL3z8r3nhDx+i5dKgpKlvO3BFijr93T3NbLvsZuuz11gxmWLFoRF6rTrDx/r50f6VjAadBNNJZixmbC4nLoeVmaogqt8lRaVeeHAlm04P4jabZU+xoIW7REXepmC3Z+hb6WKiys/VrUg2RKTVhDen4Y0kWJ1SeeTSFJ6eELlYgn5yHNm0k53fO82VfSvIl/mINpXhm07ReKKb0PYWxvatknIoooonxgjvwBTFAzH81UKXKcfEhjI5tujlfjJVRZjjKewX+sntWIH9uXOk71yL/cApzJMx8nvWoDttmEYjKBuWoYRj4DGopXpZKUp5LVTWoitXUb/2JPodG6FucV/lovHmei/UVYG10Hc4OgEDI7C50K938BhsWgPu1+4/fk1c7zZ8Y31efqYQ+5R+tG8eysx8P/YSfn7R39/P5OR8b6ygIXq9Xi5cuPCqba9evfo2f7p3J7Zu3YqqqrzwgmAQLeGtxlKQ95bi5pOkV8uWv0k7hbl937CvptrCusIkaTwkgzy5zWMvwf4dxsRKH8XCckz5MvjLvyb/4W1z+ynYxEEqDTYLTExjKhE3T5X8XRvkJEv0xWQ3tkgqVerutfheucL0rjbi96+XfnV1E27cSZW1IzYu79tKxpWn+HgnkyurKDvby9iKSnJlfqaLPUxuaURNpKlqHyVc5iWXzxNeX8+6x89x4kMbubSsmPrhKHf942GK3W6K+0MUaeLGq/KBF4aJXR9kYE01qzqjDFd42fw/XuTxf3UHVfEM217ppXtLA46sgtfj48HHO/DoVnY9P0QZLpT/+hT6neukql/GonKtxse5liL6qrzs/sYxfLV+ai4OM7GqisjKKvz9IUpHo+RKvIR3LycejmNxWHGPTON99jLj966V/TGN3zlJadsWLJNjJFrKCXVfwrTBOHaOmSRaWy3aynq0cBJTgbIpIGhqYiKrjoaxPnkabf82Q9304EW4d/OcQiEb1qCuapOvyVvGFyhqLrgmFgVrCylzC/vxbkbHnL+2bv7cLbB1wxvbbgnvcUsFASOAk5dYPo+eTIHLvrgH9LGD85XkoRGUiRD6uhbjOX3e/NzozxvGnK3BlC9CUxJopnFMSoECKLbpm0DL5dFaKjEvqDAtbP0TAlJCPbPqj3/I0Bc/SG+LRl2X8MY0sTlfxGDHCaYDVsz5PPFllVQ/cZ6JLQ1M39ZK/V8/S7KmiGu/djtpLU/NqR76XCamttdSl9Roi2vUZ6A+UMKqU1OcqM1yrMqNNzxD2m4l5XZSOpYgMJpguDaAputc294o1T1nsfF4H+e2NRBpKpWBmFtVWHesh0u3NSF83LcOx3ng8SsEKktgNMzIqiq+t6OWUJELh0nl4i9up+mldpKxDEWj0/TtbmX47tVYbBacmbwUsjILA3NVJdNYTsmxCJSXMBXUcb7UTmpFhaS3ive2jIQxRRLokzEy+9ahqCrZB7aiZfNGf7DNglZRjPWpE6iZPNqyaoOM2yeEUMbQK/zyVOuP7IHLPYUgT0F57KVXswfsNhR1wTTD44JykXgEjpyGPdsWjzc/ftZIMD64741ftEUBo0r4LoK26jXEh5bwcxPgtbW1kRB+jzdg48abi/gI1c3i4p8scfDzAhHglZeXL5miv01YCvJ+nrF++dyv+v7dYkYG0zH0lSVo2RlUzYv6u/+evKXdeG4BzC9fhExOBjR5sdSXFsQ8DNhfuUzyvo2SqpPYs0rSe/yPHmNmYwMdG5po6TXjiausPpfmyioHo1ub8Zzulia9Obtx2Sm5vDQQ9/dMMF1bRNGVQQZWVJF12Tj7kc1ynxUdY5jCcZ58cCVqMoNS5qd1OErrtXGKR6ZxlwZoS0KbmGiOplBUK59/tgdF+P+VByBj0CBJZ1DO9KM3VcLMmFSRG79vA13VXvrdZiKKjimTZaRgUnz0V3cYxyGdpbhrgmSlX/4+WelDcdkR8gqZgEtOqmZWVOMdnsZ/pgdXayvltWswWW1EK9z0OyextpRJmqbt6qDMimfW1GMai6DJifFiCCuFvN+FeXCe/pi/e6PoYipsAJZsjexf0hQhR28IVixhCe8IpqMwPPbqfqz9e+fHFCGtLxkFNzc2101x8voY5ly5VNvMKkl0NTz/fGMFmv7aCbFcYxmapjHxHz4kDdQTLugojdI4YMERhwZXIxdXuil69AVybjv+iwMMbW+m9pmL0grg+O/dQ9Mzl5ioDTCwqYHKI9eJBJ3MxFJcKjZT6nSypTOEN5VnX0dYLpNOM5fKdK7kVXp9TvKpNBuO93Jqy7zJ79pT/VxcXy0NzWdD5LKhCLEyL/mGMj5xdoKNQ3E8mTxKKkfCZuLgnS0cW18pxaLcsRSl41HyPiddt7dSPBqlb0+l3I9Q33TOJHGFEgaVM+hGqyqi4UeXcK3fiobGZHoUh0zSzSPbUom2rMboeVRVbE+eIv/AVkNYy2HBdKEHVtWTv2eTFIuahXLbDvjN/4z2d//NWOF1o/QOoy9vhCt98wFeLgfmgtVCjfDQMy3u/1VNUFMJrTdRIHxoActFKGyKgPBWfnqzCAZe+/klLOEtgKjgiQDvG9/4hgz2zp8/z6/92q/x67/+6/z2b//2TV8jArzaWiMZ/37G+vXreeKJJ0ilUtjt764Ezc8bloK8dy1m09Q3UjkLN7xMSkpjCxPbxa8RMNQyX2WOntFQ2gdhy3JyllEsaReqkODXytCf/IHszxNUKVm1u9vIROnCHF3X0B22ub/F5CBz/2bcT54mdt/6ubdNfOQ29GwOz5UBxhNZGNbw6C5WjQbxZ8wy+HMPTeEeCJFz23B0jjG4s4WN/3yEE1/cT7qhjLLxKKFlLrJ5jbyuUdMfwjs4xeFP7pYGw2Jd1GHmZJ0PRzSJyeuidDpNUTSNN57B62jCd3kAvbFUigzkdI20zYIyGCe1tpqpUi+DLSVMmxXskQSd2+sxq4YXoEDZcISMoIYV7AtsqolETREuHcLbmikfjOCaSTJ5x0rs4zNo5X5JuZq5dz31E1bqXh6B5U2EPXl66zRsCTt6iUeKreir6tCFkIRQLK0Ikq8sNiZaySw4bQU1TZFJt6LXlqBquqSLGmfPELIwPX4F9W5B09TkOVQ0DeXAcfT7dy0QzriZ+TkoQoVVeFvdhIL0+jTNN+ONt4T3OmXz1Wqb3JyeGfSjBP0FloH2ptQ2BQTnQGwllH/zmh2T5pf9eRnLNfRUBNNUGKoXXK8qmLWbfxT7qU4SmxvxPH1Ojku6lmGy4yze1dvwZu2sG3LQ8+Bd/P/bew/wNs4r3/s/M2gEe28Si0T13nu33OWS2HHsOM3Z9HXizXfv3s219yZ7U7zJbnI3Xie7qY6dZL2O47jIkiXbsmQVq/cuUmIRq0ixdwAz33PeGVQCJCiRAgmen54RUQaDwQzm4D3vOed/Mg8cROXnViPuZLmIfslxNkw4USHUce0mM1K6XWibOQ7px8pQMyNXTEqVJMdi75wsTK5qw8zSRkytakP6+Wqs7czA2tI2SFXXRQuDmng7Fp9uQovNBK2zG22Z6civ6oHFpSGh14XkTifGVzQhTW4y0q9ptNiKlnHJKJ6eiW0PTofDahKTR0nX25FZ3YJr8wvE/dxLtejJSRaCTuN3nce1DTMgpSWgK1N3cmid8e+eReb0pYATqHfUw1JVj66Nc0Vafdzuc3AsmgQt1iaud7egU+/dC2GSAPOBC1BaO+GcM0E4fxI5Y77RWS0O+M+fQ5Nr9AecTmgPbQDMVmDFXO/5fX8fcOeq4Onan7zXux5F4IgDx/U+dQXjgLg4oGC8/nhzq674a9EVS/2gWrnC8Ubvvn6g9aZMDF53yDBDADl48+fPF84e8dRTT2HmzJl8bPvh7rvvFk7e66+/jkcffZSP1TDCTt6IGkgN3E7Bk7LZ3qmrlCXGB9mWbMyaGz+ml8sgORzQpuZDW0zGxyWEOlwmmj3PEYvjnvWQ0CPeXZKcQlUTofZGc4kneu9ZBNupK+jNShI1Y1pGEpL/YxuaPr4ELllGZaEDmQfrQML84/ZVIMXZjnMrM9E8KwWxF2vQvGEmcvdfwsnvPQST3QpHShwcqirSnGgWmxy98vt1ZzNW1RBT1wxrQxvMnb2izYG9rAF1eSlwSxxQmhSx/MV2FK8owrWiTKRfqUd3oh3tqdNg7XYg5Woj6qdkCQdo0auHkbXlFHpjbdBiLLiyZgqklHjkXm1EzPlaVK6YhLYFhZDjbbC2dCH1aiOalxTBUtaA1IpGxF65hqbcNMS39GLG7irETp4uZrevWVpQVWgX9XlKcrxw6ghSBKTBkzc9U4aiAbZDl+BYN8ejJCjOp80CWTFBvloP5GUYjc9joGz8pHjeZboGSXZQ5xnh4PmlX4rBW2A6pqQ3H+7s9vmuycCxM3qvvJ5eo55z0hBoMvGAKhravfRdTwv5Wt02+aZzBqZ+yv7v5P6qitYK9JVVoJrrIPVaIGt2WByT0Isz0OR2zzXhwbhLzp74nhv3KUpPKc+99ywUkfaYD8+jdfU0OE6fAa5LSEiajwkNVnQ0mHE5y4y4xk5UPrUaSlcvrJdqEF/bivTtpyE7nLh820zUbJwN0/U2LPndbly4bQaqpuegssiG0gmpeNvhxLI3T8Kam4b8unZkSalIuFiN+IJMTKYSHZcLIGGlwkygxwE0tgHZZAnpwtejXI2xZpRkx6MzVsOh24rgJFGXGAvsRluErPp2NCws1NskyDJiHC64Yi1QFFk4eKQqSg4fPWetaULstTakz1wES5uELsWBJnMXnItmwmI0He9ZO9NQ6NXPhltRWT8dEpzr50IqrgFSEsRkk6+qJoniyKo+8aXJnfpxr27UMyQmFfqfnztXhmc/KPW2vQNYOg9oagGSE/1fZ7Xozl9OlrdFw4FjwPoV+u9eqGbqvtA22MFjbgF79uyBoijs4IXBJz/5SXz961/Hm2++yU7eMMNO3ojGV9AgYJCVkmI0Rw81OPPGcbSiAuGYUa2ed/ac+ua1QKWUTTUOJmchHJYS+qkX7ytLKuSPzgE5KZBo8D8xC6a3D4kBlFJ6DS6TDFdBphgQxG0/gfZ7FkC1WOBYOwumxFgxW6ypKqofSEFzoxMF+5pgX7EQ805W4LI9GbWTc5BQ14SemXnIvFSN1ik5iCmuQfqu87jw5O3C2XPKGhwuF8btvihqUEjKvCMnBelnqxBPtSdFWYgnUZj2bkx9+yROfHyhmI0/9TfrYG9oQ7zZgu4puqgJxTtlkwJHXhpSupx6CuaEDNTOHo+8/ZcRe70D3ZXN6KCamfYedGclwW6xIL26Dq0LUpC9rwSd41JEiwTRRqG9B2pOCsa3WTChzARTlwSXrKFyUTKUfUdgnblIbzPh2/vOcPDc9237L8JU3QjnJ9aIM61LxutnjUQQUNcE6VQZtLxsGlmJvmISKaJSmib1xQuss/MMZoyBklPVU7CsVv35pETgUpkucpCgTw5g/kyO4jGDmITSLUi/timkEIvbofDtg0e2SPE4fi5LFaTePCHVbzZNgyPHDA29UILNGwToULkykmDSKANAX7nn/iWQE2zozktHfXENOpqrkdlkRWyzA9NrY1FdVICCN4+hadkk5G4+jtaJGah5ZBk0RcKM3+xEfGsnStdMQ93a6cgpu46WOXqaFdmmzNOVOPwJvZfbh5RK2utCWnMnUlt6kNjWi/TL1xAjJ6M7X1fKdZgy0GU1ozXWjMYEK+pS7Wi3m41rvlD8NWsaJn1UgqtrpopsATUtQU/jjDMLR85ZkI4YTYKkKGKyS8tMQlx9G+z1bUjbcQb47INIu0b2QUNZgQZziRNJ/70PHZ/W2xWIhjj0PmfKoc0q9DS+EM+527WoKpQ9Z6Hdv1xvoUBqnGYTJC1eP0/vbIH2QIE+6ZRnOF/i3AXWABu8tw/odvRR8BWZA+S0lVcBsxMNBy+A3Cz/VE17jO7gEdk+fWFD0dQMtHA6O3NruHTpErKzKT2ZGYiUlBRRn3j48GE+WMMMO3k3yvVGINWYmR0J7NgPLJut/xAGIEQQ7qVoT+ATgNNcA3NtMuTzxTCtmgR1+5/humu+GECpy6aJ6I7WphcWO+9dDNAgalKuSJskXOPS0Pv4WlEzYz5bAUdOsnDwfGlJ0nD+C3OQV6EiPsaOyTVW5L51EiUL04RcecuM8VCtJrRMzUHr+IBjKkmoXDPVIx9O1M/IFQ6ke1zpiLHg/N2zhYNHkEz4A0/9Fw5/ZgV6420oX1aE8YdLUbW4UNynAUbNvHx94ChJKL19ppBBL9x+GpLNDHtti1D7JK7PyxfKdfUrpkA16/HN7nEpMPcqmL71CuJNVsDkQpfsQMkkB7QYBbFFPoOffnAsnwaVBnlBnlNXzhQRBW39PHFfaU2GbLMLZUKnpTK8YFltg57S6zvTvngOR9qYkYvkgsNcAXMvKW7aYXYUotd8aVDB4ZitR9F19wKoiXaYqhqA1k70TspGp6ai6XoPChLnwy7bkacUov7qRcj7S1D2pQ2wXL0OS2Mb0o6W4eh3PoYeisapGmqXTIRjUaFfW4H4Oq/zkHuqEvXjklGTFisWyohWZ/d1QtwTOLLT5Vul5sHe1IlOo1WD02YWtinr1FXUL9ej692pccg9dAVNyycjprYZnekJ6MlMhCs7GbaCCZhZrUcIK7NVdMZKsMwvhDY5F7F7zqNrlS7URKgJdkguFdbtR+G8l4RPKGfTAdPus9Cm5UO9Z5GwPVQ7J+04qffkVPW6PvXuZUBXqWjhghh/RUzpl3+GtmaRSFf3sHoRYLUBW3cBd6wGjPRz/SDGAbO9+9WHm63VoUmtESbIwkQnVFvW2tqK1atJ+4AJh6KiIlYcvQVwYc2NcvHykJyAvrVNQZoVb37f+6yo2wqcNdUbokt26mHn0/j60Bm9AS31KaLXbd7tbVy87aAufELqdhkd0JYvheJKA+68F5JsFtuR956DbLVASU0UM8CWrUc8KYXU401EpURTdEX0qqJWAFJaoqdZMTUqpnQiq2KCua0dde1XUJPUA1dlNWKTMzGrIRHT6+2ItcaICJmVmqefvCpux5hMmLj7IuLMJkx99wwKT1Qg1mwWjcdpidOAaXvoeTPyLzcgqdeFBA2YergUdrsV+77zAMxxNiAjQWyjbW6eeP30fSXiNXEWE+xieybxPNXk1D60GFpBBtpXT0NsjFU8Ts+nlV1HYnMnso9XIEEzYWp9DBaV2hFfMFnMmteaGlG5MBGwK0h59yS0STlI/PCcmH1XfBYTiaY0dujNndu6Yd1/0UiZ8m18rs+2iwGhxQbJbheqg6YDei8tUiKkfofeJvf+Dai9tXgSMC4LmFQQ4pvX3/eOUzXHHqEbpAe3UfBphq4/5m+b/Bug+yu6elpt686CXm2qR4for0wTGeViQkPW4mF2FgGaCWjqhOmj855ouNf+uBeyO6QUuUj8NVFELysF0oRsYYNoUVNtqEMNWk4fhtbSivRfbsXkt4sx/S8n4SzKRowLqPr8GmRdqtPthNnkWch+JHc4MOF0NSo3zfc83rygEKaMRPE8LfRYgsWM6SerjG3oC9kSWjKbu5F1vdOwZybPgoxEtM7OQwylYMbGiNTxxhWTYVMUz9K6YopI0+yaU4CMw6XIeeckMjvMmFFjE0fxWqoLzelA6nunkPbHPbBUNcIxf6I4VnRuLBeroXT0wnKhCq65Ez12h+reXBsXAOMzIFGaeNk1oOq6OH7kJFOtJKGa2iFt/giorO/zW6V9+RNAXAxw4oJ/uiRBWSeUkhkOPr93NwV9LhZ1YG4Bb731lvh7xx138PEOE3KIHQ4HO3rDDDt5N8pyPVUnPII4br4cPUVTQUFeQ8jAJndjTZ8ieKNnWrD38QyophcBMW4hbxnafWuNei0F2p0rIB04CzS3A0oXXFo1cOQoTNVWyIeu6gOuWUW6syfpwiTaPUs8TojlRKnurEh6CwDHPYuhxNhgP1bq59iYjUUioZGFE9GtteHibRlomT8ecnoqxjWZseI/T2DG3muIl8xouX2OGMSQk9dLKZwmE2Lbe8QAKLW5E3GygqRuF5IdmlCnowFV99x8IYhScKoS7fMLkX21CXZJFn2x5HR98DVl50XEKTKub5ylD85kBUX7ij2Dt/ZFE5F/4DISOh3CyXQvOR+VQB2fhux9l5GZVoglV2IxrtEshr4d506h1FaLxvlp0GYViEFkzz0LYYqxwbFhjqgPouNjqW6CjRowO1RxWxyzxHioS6fqA1WXBtvP3hC9qbzpnHq7BBI7MDnzgbVr4KKm50oH5Hf2Ay49zc3z3TLq8Ly1eHLIAbbvd4gFV5i+Nmew+Pdn7Pud8n4P9e+i93vr6+i5nT3xvOyAy1wl0jwVNRFm5wRIScnQls2EiQRC3LanowdKfatn8kk4erIC2/FSxP31AGIu1cJks4rHSPyIbIuttgn1txWifIILriQ75Kx0ZMxfifknupDapsKuyUi7WIP4XlXYhqSOXuSdrBS2wpKegI4lEz12I7FXRdGJq+J2grG4nb222eP9nET3oualobcwQ3fuzCYx8UR/9cUs/iZ0O7Dwtx967BBNltGSu/O853bHiqkwrV6CaZVWyDsPorX0AmrHASZFRudd89H+2XVQqdl5fIxHaMV6pgKKU4U6qwAYT+JOKmL+Y4sh+uSzTB4H5GdDm5ADyZ4q0mfpXGhyB/CJ2yBdqPA/v70O/WyOywbmelWdPSydq4uo9PsdMr5HmwbRPuHwCb8sD+zj9C/m1kMCIu5aMyY8Hn74YfH35Zdf5kM2jLCTNxKgmrmBVMJuhAEazGor5wJJem2WamuG+safIVXXwjTlNkCzQN5zCvLWQ5CKq/QX+AzeXPN8UnJ8cOZnhN6d906iJzcZzt4u1Necx8VCBzpsKuR1y5CZNhGLi+2YUmtFbLchVEI1LgeKhchA+8RMZH1wDqb2Ltirm9CbZEfLFG/+e92yItQtmwRHfAza8lLROHMcsvddQmeWPgPdPC0HGUdKvZ9dkVG71psq5IqziRTNjJ3n/Pa5d84kzP+/25A3ezVy5XSYVEns86VCJy58ehasxy4CzuDS8G7M5yvhnJwD2CxwztZTJ5Wz5XrqEqVJvfCuqMsjxU3/E2QRaWs0MKZWCS4TzZ4D2l3L/dOeQlFzrf/nKR1t686Bt8MwEUBTOuE0XzUcvWR9soMmm6Ya6osE1ZwGuf6c8yei+xOroMYb6eu9Tth2n0XMwWLEbzkKqaUTamUNzj37AKq+dS/wh9cRN24CJubOxexXzqF7ah5cdt0mO5JicX1hgLgIiUOeqYS5swe1i7ytAMwdPSjYdR6W1i7kHi5F8uVr/k5IEMp97JBn/+NsKH5sGWx1Lcjecdbz+LXbDNU+DULNd2qVFbJLQ2dDDYrvLUTsgUsh38d8/iq6Ny2Gc7ZPdF9RoCb7KjQHkBALRUsXN9W2SqCjXfwO6C15vEi7BuFcvT2ETZBJidN3UmG6WziKYW4dBw8eRGxs7JjvgTcYVq5cKXQKduzYMWznheGavBGBlJgURnP0AVoqiOdCDCbaOiHFUz2XW8Jc9WtITGqbpG7n+vHngboEyDv3wnLXOvTeS7PsPZDOXfHKfRvbUAuyxC3zloPouXuhPiPf44B8uRZqhl5ET4+R3AtdyETPnQsQe/CiaA/gWDVdtDe4LHUiobQV6bYsxO45h9ziUuTesQpdFaWovGM6auMdiD9fIfo/Xb93PkwJMehNTUSMRuINXkXNzPfPoIFm2Evr0ZWdhKSTFajZMFModdK7O2eOR097j5hhd0uHuyMOIsGRbppM6FxUhATNjIw2EzJbTEjoUoA1qwHZLJy72kwVHUn6Z7LCgp7b5iLuXCVc83Wn11exTogqkJTN7fP1+IS4r6dNUfNokfZ66DzUR9ZCSoz1RPDEsdPMMDsokmqGKnXBaa4y9tft3HkjeN7z4nP7Qimk86XAg9R3KjCyYuwDOYp3rwt4/kbnfVhRM5oZWAk4QGwliNqmr0iQfvX6tnsxvtdCIMoQYiGULjhxVW+WriYDTVlwJtN2NcjUMD0pAcqeM3Dlpnui2Hp0kK4hFa6CLCHGolTXwzmrEK7kWHR2OpD04Tm03jUf9s5etEyzoPOfNiFVUpHSbEViTiHm/9cB1PxtAUrTneiyaDDLKpxGTZ5F0+DSNPTMKxBXY5ymCTtEjyHJJLIJ4mUJ9ZQ1UNWIWIvFELvyXiOycZNsUcaxcrRNSBd9N0XDcvrYlH5qNsPs1GAyKUi7UINuqndOjYfdqWBKtRXJnfoxq8vQ0LJxIqy9LljrW4SyMUEprH6KvXF2odqrny39Hx0ox6Pr3HkDPvto3NZMkFV98kntqgE0BxDnVXR2o92+sk+TFf+WLj7P3kM2x+DMJX0ysiBI77Ade4FlC7x15m3teh2f+y+RHtAOJln/LWWYW8nVq1dZVXOQ0BgqIyOD0zWHGY7k3VKCDIQ7OoGd+8JbnyIvbpxO0RYBHx3VxTV6e0PXwJy8JGa7vel8cvD0KVmCM6sD2p1rIcEKs2OiiCYhPQXygYve1M3LNbDsPiMGD+q9S0W6lKiosVmhzp/kSZkyt3bDfqDYm75J6ULNnUjadxG2HpdIb0w8UwH56lWUTgEuf3Iamr5yD7SURMR0qpj0fhlWlsRiSuIUFDXZkGRPgl2hOhaznsakmJBa1SLut945Fxlnq9E9Jx9SVjJa7pjjqXWhdSkNyhIfg5zDpeJ16RdqkHStDTGKvp2MLhNWfP2/MNOZjeUldkyqtSLhQh20uno0zcnB5akSLk/R0JOqwGpSkHDmKmKvtSKmshGmmBhYyxo86ZmiHsi9yHo6q3txK2xKE0juXQZWz4GSFB+QokkO3iTImk0oCzotFT4Onk9am6fOMrAnngRkpwP3rg34LvnWULkfC1ZfFfhcqNosJvoInVre9zsQal0pIB3YdwIi8LXygDV6wtFzR/SOlcHkJLtkggSTPqGyabm49rx1eopY/GqDe10wmcy6bXKoUGdPgDRlHDAzX6RwKoqG6kKg/t030dVcDxRNQHa7DcsumLHgwwZk9Fo8toeW5Lo2ZBZfE3bFXVvnTtM0ZSVDSU8UqZkoyBDpl2IdT0qmtw6PFkrfNKUn6rZKUZB1thoxZD8T46DkpKJl42w4puRCSUlAQaMFC486hIPnIhXN8U5cGw+oRVmwVzSg64ElnhR5+me63o74Fz+ATDpV+ZmQqWXLtmOe9EzLa/tg2XXKc99To2ecF0VNhbT1XWidjZB+/TKQkdr3vHsmmozHq6mHRDAMG+MbeZs5Re+PF+T7gw0rhYPn+c5RWQM1Wj/pn20REvpt3X8EN8Tmd2/sdcyYVNV0Op1Yt85n8oIJi7lz56KpqQm9YvzKDAc8aos0sXZgnSEL3R/04/bBR977tfVAWaWuZEZpeQ1NoV+7ckF4PYUIyQmHlQZUDshajGhMTLUU2lJvSpGkanAt8KbFyDWN3pQpo2k6oSXFone5Xp9B6VFSZw8675yPrjUzodmton0ApU223r1A/10/dREVqe04n9WM6qW56Ewm6X8JCZ0KCmoUzC82Y+VFO+aU21BUZ0V2iwkpV5pg7dKVNhWS6jZmsVM+uoT401eR+7L3mGmKAntDBxK6ZMSOK8Q4ORNzKmxY+VIx5n5Qj9ivfRGJvVZIxeXoaL+O8kVpOLkmAWUFLnTEAwnvnvBsq2dOAUw1TUBHN9SUODgLMxHj87yH7kEaL9EqoUgoC2pwwmEpF+ck5OqbfB05H+oa9F6KF68Al7xpqgwzGtGUdjjNFdBWLddr9MQEVBgpywbO6XlC/ZfonVeIrlXTvU+6VCT9+j2k/G4HzJcqULomC80lp9Ac54JUfQ1JWizmlsVgYVmMqMc1OyURVWubrrdnCSTzQx/hEYMcn5TLQCxNHX73u3KT/Rwh6iWY3m3Dwit2TKhWYKpvRluMirOTHGhK0WOejnGp6Jkx3r/lAEXfEu3ovH8p4n/6ht4Hk1rP3LXQe1weWgnnOlLc9SKV1UI6U6rbVGe6yGRwnfkI6ve+jAF57yOgwmiWPtSsXa7/jq1c7H3snQ/6/22dd4NNqT118AzTP++88474y029B8+dd97pJ1zDDD3s5I0g+o2U0I/bxjXe++NygMkTIKUmQ7pwGcjK7EfoIFCII1DswB3FMdaXnYa6nROyFguzYwokzSJSPEU0r7UTcnysVwVybpFQ4aQold4bTp9B18UR9Pvmjl7YqltgP3wZpl4n4nadRUxdK6RJObBazGI23blqOsxJ8bBXNaBxVjIaWspwtqADV3NdaL9wBq6T56BoEpJe3Y28Jgum18Zg6plOrDyjYP2leEwvXIqVZfFYVhGHSePnY4aSh4K4fKwoj8eqy3FinWmTV2PRK5fEa8c3WZBc1SliBs4p+Wjpvo6azgqcuS8Xl1cmoSVHgSnGLCJ9FA2kHoHuBsQW2YSY8gY4188RTY4pQqB/fgWx7xwzIngKrCfKoHQ5xW136pTtJ3+F+VSp9/i5VQVFBG+yOOZ07J2WMqE06Ilo+J5TY7a9r9iKkZo1eaKeujRlovie+F7qgxVbCeeby0Qboc9puGqbnmf9onmDtU3GtSEiet0iqq2rbsYZdinGkyLtVvrto7ypAvZX90GxmoU9in3joEeMRSyUwp0cDzkrBV13zYcyKQeV//YZNF8+gdqq02iMcwgV3bgeBUXXrFh1ORaLq+MwsdWGJFW3D26l3pwTFbA7VXE/f/dF5H1UglhZRrORWZBVfA1xKoSgFC1kV7pn5XnUPzMu1SLGqQk7k6CaUNRow7LLsZhWbYPdIcNhU1C+JheXilxCzVdEKY3FrTLqUeilrAGLBXJKAjr/vwehWK1+Sr565E5fV5yRjm7Iv38XWkYyMHMCZDUNEizQ9u6GuiwP8rYDPpkg7nPsTsE1zvfG5YC9/7YFA9ufEGx+r+9jt68BLpeFfg2pa3JUjhlGqNcbNUFftGgwYnyMr2PsFq5hhh7uk3fLCaxlCXxWFj9mmqd5bH81eBLQ0gKkpwbM4AargfE2I/bWwRjb1kRijudd5INnoE7IhjNVhqk3z+hXNQWud1+Ceu8iaOOzvXUe4h9tT/N5Zw3y+QooFhOcEzL1urnxGaKXHvXXUzQNjg1zSatN9N2zkHiCLEOlf1TbsnQKLE4XTEmxMHd1w1VxFWWPz0L8tuPomuxEYs9EmEwtSHhtL6SFc2B2OsSQ0eqUgFMXgNlTgfYOgFQ5J08DenxkvilGuXoueqwqpK0fouljS9G1dCZ6YlRAShOz5kIV1F2vZyiL0l25pROx20+ga9NiSLE2dN+7GOZeFVKMXufnWjdbrOu6d6m4sOgxbcUMMUR1b4sGVOqn1sG0/SjUuZNFyplorCVZjQhejOHglUPavhva7W6RFcMZN467X6sEz/fCe76DpdL1bb0R3lwPp2mOVULbqv5r9PrWDwev0evPNoWo0ZN7xLVh6h0vrhVL71Q4zCXQ5C7xWkVyiawB+dAFOPPT4SrKAUySqEfTlkxH/D//N3oeWYPEn72Ftq/dA6XXCeVKLXo2zoPpUhXaHlouJnFsFQ1wLCpCT4wVjWtyUONQkdAIpDTKiO2SkNyhiAV1QKdVRbPdhRa7C12FuWhZHAu6iltvmyUOScapCrTNGg+VruPMJFipLs7HXus1wdR4XEWiy4KYmGyklJsQ3yUDbR1AeRkceem4NjkB19M0SGZyvSThsLrT4AlTZy+Ulk5gnC6U4p5UEhNJJkptFVN0+nE36oVp8az70TmoG6gGzi7SYU1Ovd+n6565pIIF7c7lnrMmbEJxBTApD9K7B4DbKRvF+ExJCT42aIh490Pg9iA9yOiY9gyQLcFROWYYKS8vR25u8Kg+0z9UkxcTEyOEa5jhgZ28kcgmEsvoT4TFh8QEYG4/DWVvAG0JpbiQC9YDh6UM5t58MaCSNn4eDrVEpPKoidO8qZnUOFcIl3jTp9RpedA0DZatB6EcuoSO7zwW8v1i3juJrjv0pt8eFBlt9y0C6lvQuWyKR6GuOwboXpyjCzfMuF3U/FnLLqNl+TKRRmVOz4Fmd1AZD2J3X0brkiSR1eWSAYdJg1P3voTwQVJ+DOTDx9D94FJPdpSpoQ2WuhYgORaO8WmI3XYc3Xct0I+LxYSuDbNFqqmIvzW3w/6X/XCunqmrjVrMsGw5DNe9S/o9vsoru6GumeVJyZLfOQHTbZ/RZ83hgOvIm9CWTgJIRTNo2+QwKCkH8nJE/6tBU39dnzhgmBGIJvfAYS0zHD2biH47TeVwKY36ComxUNfMBhpbRIqi5ZdbRA0e4Vw0BWpBJlxFuUBXL0wXK6Fcb0Pv+FQodc2I2XMe3YuKYCmpQdyhEtT9f5sQ98FptKybgfaWGrSbJLimZCCxWUJSq4y4Lgn2Hhn2ax3IqaoTbWucTRo6LSq6zCq6zRqcyTmIbbfCJZGKcQos5a2wXb0Ox8wJsDhlxDhk2Htl2LtpIinFc82SjWvLikHDtEL0lpWhIyNOOHTJ206IGuQ+iJmo8JNzpNomyFXXoS6cLO6rty/02BvFlWHYo16o4rgG2a6uXgVt7SJ/d47sDtHZpYumHDyp/0ZZDQEVPzsTIJxSWQN0dOkZCIERO3FQNOB6k387hun6/jNMJOjs7OQo3k0wceJEUdfIDA+crhkRBuibF/I1IbBYAqI0AbOo+45Con54fcQOjDQo8drA9ChjnlemurBSaKSyCYuI6GH9eqP/ngLlWAnMz70J6x92+DcpNtKFXPcsQfd3HzceMwRZ3IsQRTCh964FYkY6btsJJGw/IdZJ/OAMLBoQV3FdpC7RQj3o0nafBwXdbEZ6k2P5VLQ/tgpKjAmqTYPlUil6UmR05trQcP9scbs3UYYaryDufAWsZj1NKu290+i5cx6k1ETEl9Ujrpzex4R46mnX0gVpXBrSfrNDpGOKffvgLJRYOxSbTew7paDaTl9Fz9fvgWwxw+TSxH6TEI23obn/8SAHkGbT1U/dBiyYKo617EqC6bbP6wMqiZzqcqizC7wpmkcveGfO953U+xr6RfHcKXIBKXDUksMz4DPUNPt8lwLFVoznrlQMIorHqZpjlf6FWOQwhFiCiEQFE2IR6YQ+zdLF91kVET1VbhOPUx8985uXoGw+pF97lJqYlQaFGnsnxgFLp8H+o1eh3TZPpDSqi6bAVlYPk1MV9cWxbx6Ea+k0OG6bh5jiOtEoHLkpiC+ugeM26t1pAiblAEXZIk2yOUfC5ckqzsxwoTTfiboJdnQsmCDSOqnNSkK3gsw2M/IbLZjYnYpptTGYWROD2dUxmNqTiYKM6Zh0zSaeJyXfuB7dXjiyktGYqKI814nT05y4XORCe5oM56KJfnaQ9kekjXf0eNLjpdgYICdVtzdOFdYLVf72mP5ROqeqwbL9mOhdSo6tb9q4svkAJM0GxaWn/7vMdbpSaWA6+ObdkC7oaZKScEoD7MCHh4DdRluFaRP7OnjCzlzt+13JzgAKfVpkBEICDVW1wVM3CRIxoywOhrmFPPjgg3y8b6KVAgmvFBcX8zEcBiSNwi1MH1pbW5GYmIiWlgtISNAlo4ee/g9935YKgeurQZ/znlL385r/8552C8bzrW3QTpwDVi8wImY0h+x+LQmqaOJhfeY8FlpTE1xpnXAp9YDkEjUynu0fvgjnlFwgLkbEAmlfRFqm2C89HdPd9sC88yS618703Bfv6nNbb5Fg7AdldnoeBSyHimG+UoeOjbMRs/8i2ki8hWrttx1Hxx1zheNqO3pZpDm50hPEc4l/PYC2jy8Tt8UQUuSFaVDqW6CmJ+lqle6m4pTaVE+psEn6bYdLRACth4rhXDEdEg2iXt8PxydWQaluEnV55FSJdQPSM93tJ/SBkj5IFaIGlQoURyqk3HFQpQ44LdQmQf+80jsHoN21ElLNdV0pU6Rp+qpo+qsW9k2P8q2dcadqBjpkfQfigYR28kanc9fa2obExKloaWlBQkLCGLAxw2+rgrd+8V3f1w4Fs1HB7JNbSdhjCYy7qr9t0jTIznQoLj3y7JJb4DSVeuyS1tIGnLwMddUsaGU10Jraoc6ZAOw/J1QtzS+8C9eMPDhT4iG1daLrjvmQr7XAmZEgbI/HHgk7pr8vPWY+ehld8/TeedQ6gR4T+6kBlm7A0gVYegGzAzA5JShkPtwflSJ6MuBUANNHx9F2G6WPA902DS6LJC5193Wup4t7G8zTJFjX+lmI2XsB3RtmI2bfBfSumuHXskXYG1WFqa4VyNWdPk+KJom8JMf1sU3K5oPQNq0UYjYkaiNr8VDldrjMlcal7q4dNmyCYY/0+74OuvEI2UuzJUxb1L8d6n+iaWTaoZFkZyorKzF+/Hgh8z9uXKCSKXOjHDt2DAsW6OOOrq4u2Kj+kwl5nI4ePYr58+f3eX7Xrl1CmfSZZ57B9773PT6CQ3xdcyRvtLFvEE1nQ/HRceB6s/d+Qpzu4BG1DXpLBh+kzXvEoIlmzl1KE6TzF2By5cLkLPRTuJNKqkSaJvWAC4feJVOgVNSLQVW4xHxwWvTj61k0CW2PrICprgWd62bBduSyUMnruHOeNw2ynVpLOGG5UAVz2TWPg+eHS4VS0+wv621gLq5GzNajxh2TqP/oXa6nxkod3XDO0psKazn+NZGWH/859AegVhZ/eB8m5wSYYotEj0RKM6NjS8fYjXaXobhKDt5I4Eo5z5AzIw+Jok21cJqqjKbpibB82AZJtXtTN1fN0m+7VJjeOwbTq7shV1wDLCZoJGhFDovVgp475kNq7oCpuLr/96Q6vobWkPvTYwNakjRcy1BRlaui6fJJlBS6cGmiSwim0F+6X5bnwpVHZ6M+XUVbggaHERCTehyIOR5cEVfYN6sZXRv0z9S9sm+qPtkmpewa1JwUyGV1fs8p58r7bvR6K9RNum1UXOnCwaNj6TTVBPWhpPcODFwHZzZjWKmqAY6dHt73YJgwiI+PZwfvJli9erXIMNi+fTt/34YBdvIiSv+zkEFV7HzrD86VAC2tIdTsAt/H57Hl84DUZP9Uv6oGsaDXRVPTekrUgTNi9pZk+kW6FImKmGrhXJ3vHVD1ToesUvNzBahphhxnF0pTlOJo2XLIP11I1fT+VSRs0tQOU6xdKL8piXEibZPSHZOe3wKzQ/X0m6PH3c/FfnQJzsVTRF86up+w/STUGflQ4uzA5FxYzBaheklLxo/egK2yEfbqZmB6vuhL51HT8ywmmCxWqPOKYD9VAWtti3hfS1MnYs5WwlrdAse9i8V+2N/V00g9yqEkLjAtX1fNNHrfudVEXV+9z5OeKkRbPBIHJsiueJhn3QlFTYIWGwNnUquREuVOW/NV0tRT1fyjeIFpbb4qhb7neyA1zYFnz/2+f9SwmBxdZowyGLXNwPWDqDGGSN30pm+6rwPFP1UwIHXTo7z5zlZdEVjqhTR1FsxVKTCd6oT82n4ozZ0wfXQBpl4X1L9/BLhjEZS4GMjpKVCXTYO5pAZYPBUmxQRzrwtSSrxHFZiuebILMecqdXtBi80K5/JperokibSI1HFKpdRTyN1plUKVVzFBSbDDTo3KjcdpcatrBr6GFrPNCm1Stti2uC/S2/Xed7pqsUKJ3kh8cZdfX063oqhsscB85ZqYADN1OYTddgutaCtn+kXxhBTLxSr9mKpxUFzZwOEjws6TyrKvvZGut+pCORuXCae4r7JvsPRb/9+lPrZo8/sDfOtCDFFys4H5hvMeCP0mnuMaH2Z4UVU9sl9YqEf0mRuDxk8kXHP+/Hk+hMNA1Dp53/3ud5Geni6aLdLyqU99CiOTQaabkCy++zW5WUBcfMhBVF9Jc58fYd/m6Zqk9xQixyU/l6am9PqvSfk+P9jGgIrUIU0tcPrV6U2GqXcclGNXjAGY3qhYNCl2O0CqButOvYE6DVLMJbW6c9TWA2tJjaf1gvOuRbA0d3qdO4cLthOlsNS1Ql09C5YeVXfI6tvguGexWMdW1Qxzp8PPgWt/+hE4506Ea9k0xG87gdi952Hpdnm2a73eAfvhEjE4in/nOLT5k2Bp6YatpBbWqkZgUi6kuBjPQE+9fYFxW6+dMdU2wXKqVHfsOntheXWP17FLitMHW54G5ybRHkFx5sGC6ZDKqqGB5ODLoZn0gZN7YOsewHprJeV+a/D8B1L+aVP+g6qbVNPMSNPr/G7kO8tEfS3xwLWbwScV+jp6CDJ54VMj7L4uhIPidfZEv8iuFjjPbYeaKkM6fQ4mVxbMWQsgJaUDK2YD0yfq12tFPaQFU2E+dBG2tw5AbmyH0t4N29ajkDNTIE3JEzYi9p3jiDlVDgtd65VNwk6464iVpHiv00ctDKhGzmhlkHD4smiN4Hbg1DmFsMTbdcfOaJ/g69T5OoiiJYLJBFNygt4WgeyJaI2gv5fHnkqySBv3axnhXqxWaAsmwVxeD2Qkw3z4kieN01sv7D7GCrB8NqCRum+heEwtTIaqtATU4UnARYoC6se+Xxuy2ehd52lwHKrlxs0qX4awQzQhRb+NDDOM7N+/31NTxtwcS5cuRXt7OxoaGvhQDjFR6+QR5NidOHFCLH/6058QdZCyppDXvwF2+aR91jcCpVW6o0dUXwOmTwC6evT7bR2Qdhlpiwaa3A2H5YqevklujJYF+av/CEk1aouo8a6BdLES8sELUHO9SmokciC2My4NLqqRMVBzUqHFeYv0LbvPwjlvItTsZJFKRXVyjunjoVQ3ereVngBXWt+6B+ccfYat6+4F6Fk1A9bd3obEanoCZCPlqvtuvTmwc0Ye1OQ4KBerREpU7z0+fW8CjjOlaApxBiM9Sl2h18UEg44JRTxNLj310nXvYjjU89CuVYV8DcMwg8RugzYhC87Kg3Ce/wjauCzIC1fr2QbOZJFmKa7dORPF9SuX1qHnX74Ix1MPwnTwAhwb54m0a+VSlUhzpOvfOTNfT+W8e4GwE0pA+qPU3g2pjdo3eOmd6i+nrrnT1x1OxBwYogiTRL09Q8u2a6kJcC6dCvlSJVxTBqjD0iTDwdPFn5y5PcH9p+VBFD2DsWk94HIBe47ghqGSgff36LcrqoDq2vBfS7aafhtvJhX0BGWxMExotm3bJv7ed999fJhukkceeUT8femll/hYDjFR7eRFp4Kd95n+XtU3Jcp4fMsufab89lXebVOUZt4Mb4So9rr+I9naqadHxScAaxcbs+beGXXatrrtVTjM1Di9F7JmhcUxGWbHBMi7znkievKU8ZCWToc8dbzfjLM7xcjbzFiBnBAnFndkT7t9oRF9U6AkxEIqyIKJIkoLJhsqlzJMMTaY7TFe1U5jiXvnGGzlDfp9xQTnHfONFFA9Okf97NypoJ40zMwUkd4Zs+044v/vy2I/PCmZ1Y0wnyzzmz0XTdAzUyGPz4B5i67sZ3p+sxG9o/6CRbA4JlEXP9EegY6VSM9UVUg9NOj0STs7VwZcqfKbLQ+ZElVyNUSKpjeKN7Ca5hCrvDJjBOkG1DYRIrMgMOsgWOpmYATbHelWAu6bICVSNkIOMDEFDvtVqFKnuBbNtQkw/2K/aJ6uvE0qtzK0x9bDZLLAcqQE0oRcWC5Ww3y6DEpnD6TCbMRsOwqT2QI51u6xGaZup2FfTCKqZ6Eofmcv4raf9GQRkP2Kf/903/RwqxWOtbOCpI3r0Tp3M3c9YkePGVE8n5RMd2aB53WGDfK1SUJBU2QSSNCWTYeSGO9R91VOl/pH8TQFJicJrcSK/pwOcwXJsQWkhrvPg/c8Dpg6TmqkG5bfeAP0GBtw2yr9NrVMuHYdtwxKBZ0TetKOYQgKHhCUMcbcHPfff7+wEW+//TYfyiEmqp28V199FXPmzMH69euxc+fOftft6ekRane+S1hQL6CbJshg+3zxDda99H3Oz9G7e23fWonDZ/TeRO4f7PkzICkmSDMmGXUwElB5DdhzHNLeU16n5P0jwG1LoCmdcFgvw6VcFwpziiMR5jWfh+IcB0kzQZLMkBQrJJPVUzei1+wd9jhYlsPFMNe3+gxYFJhqmryDHbpvNkMhB9BwyGjxrdkLXFz3LIZJ1WBuaBNKm2aTRV/X5/X6NvQ0TLdDh7lFUDctRe8/fQbWLUf0upx956DE2yHNm9RnYEUDRhpIkjqdvPss1LWLYXKOFxEEUXtHOn/KdTisV0AN/MRgKC4OoNRY30HqjCJgYj7w0SlIbd0hpOWNgZTTLdISqGznO6DyPc/9pEwN+D1jhoIbtjGjvkZvYFXXoBNSQWu8fGu/vC0W3LV6wjYpFsBkgRRnESnRTlMdtPQUKF/9O1hKEiCNmy7skvL+KchdvZDoWibnJzsN8txJkJbOgGX/BagrZuo1xGSHoDtY0oxCH5uh6K/JTYfrLvdklAlmswWOOxb4TDiZgtqdQBvmnXCS9bRQ9zq+k0ouDfb3Thq1eQEta9yL24Wjx01mz+Pa3YuBxHgfB48anheI2mohtGK5Ckl2QbraAJyg3x9vPbFn4snPtvg65sF+D4O0aKmrB86X9P3SNDTpS7DWCPNmAnOHwOmi6OLWHeGtO1inlBlz1NYOIrrM9IvJZBLO8smTJ/lIDTGjdkS3bNkypKWlBV1IUvQrX/kKysrKxJeGZFkpHFxeHkRZzODZZ58VcubuhaRJw2L/TaSk9MHnhyWIyEV4dS/BZ9I9Aygx++37HIm5TIIUGxcwa+4dSIkBwfgcYPUiYNUC3Sn58ASweDYQE2v0rZKgmuvheutXUPfvhLR1O0yuTFh6Z0JxUXNcKtTXnSH3olHNnuH0iUhfZqru7rj7yr13TPy1bj8Gk0oS4d4Zb33RHUDLiVKY61oNoRMFilPT/ypmYHKe2K62eJrP7Lh3llyvcTFe554ld8+YUyRx0zJdgnzVHCjJifr6Da1+n8OzaBbIK+6EZdI94rOL+haZWiOUiWOjjxv8BSN8a4w8kbulc4D4OOM8+Aqx+Ax2p04MGr0LrwYvDKGVoN9NHvjcDDdsY6KiRi9QiCMwqocgUT1/MY/A+mBvrZ73OvLc3rTOU0OsmZrgbD8JVW2DlFcAUyLV4zlFv0/JHgdJk6E9sBpKMfWVk3R7tHI2TCmJerZBcoK4wv3sjuHouXtmkmhLqIknd8ZBYKaB9/XuKJ03y8Bv8YneKRYLXHcs9Dp35GgG6ckpHMIPT0Pu7DFq8STI24+LKKfu4JmFOrI+CaXCab4KyJSeLwHjs4C5eh9PzzmjY/veQaDH6dPGJeB8U3uIAzRI83/ezyalpRp98AJ+qxRZVyjetNGzvT7foYZGYL9/2cCgoDTOuzfc+OsZxmDfvn0e4RVmaKA2C42NjaK5PDN0yKO56JWKNIMtNHjKysqC2ZBxXrFiBebNm4cjR0I7ZN/+9rdFTxv3Qo5iWGwwUkqGmqJbqNjkrsUbDGsW6K0XAlA/sRrOtRlw3D8DmkTRKJotzoalZxoUZ7aYPQ5JZzfk3V5ZbOcDerqP886FgCmg9tDHwLrmF0GjPnXkG287AvOuU5Ca2oE2f2MhNbRAOXF5wI+mvH0QyoengPbgUVrpco3ffXnzQfHZLL0zxGelz6xK3SI100npT2LwNAhupM7S4Qg+Q86MGG7YxjA3T3ExXDtf0Vst5GRAnrsYFkcRTG9cgbZxFVB9HdKxEv1vSTWkUu8svTq7MOg1SenZIxl17RxPOxt58wGody/Rn9DMIo1cURMMB68CmtI+4PbcqpohIWdufZA2Nb7QcSyr1O1VoKBYComK9UNaCrDMaPXDMBHkxRdf5OM/xDzwwAPi7yuvvMLHdggZtU5eOI0C3RQXF4v86VmzQkgug4QDraJpqe8SGfqPmAxc9xI6cuOfEhVcmbFvDYw7iuSuDTPSN/3W95lZb2yDfPQSQCmcSgmczacMFU4TTOUuWI7oRf6ymqCncvpEwqj2RVo71xPdM6UmwbLvPEyt3T51fEZ653sn/GbA3SmU2p2LoN2xCKYep96KwWdGXE5LgmXHSb/6FstHF6C0dPqlX5IqKNbNFTWA5uNX9Jo8n7RMLJ0lZv9lNR4mRyFMt3/ZiNwpwrF1mquE+qhIzTQUNgOjd972CHqd40B1Ln1lyQNSNKnfV3zsDdXgDRwh5gjeUDBybEykavSCrR+qRs/3eV9741Xa7Jt1oARP36TXtHRBPngOmqkNTusVb2r5XQ/B3FUEc3sGtL99DHJuNqSEeCg7TvRJyxap2+76OFLcvZei/D7p5B5b47VTniVYhC5YbZ5hl/zsnW+2Adkxo+ZOCZGy6c1Q8LZuoVRyqbYZkpoAS+80yJpd1OBRloGmdPhE7dy2yLgfmGUQNG3WJ2Xz8KmA8xoEannj01d08PYljKwCFk9hhpEPP/wQFks/Ex7MoHnsscfE37/+9a989IaQqG189fTTT+Po0aMi15f6tv385z/H5Mk+PeaiDvrRo3wZN/QjqgZ9ngZRmka33T+0qs9r9R9tmuENti39p5WcGff6KiSn6pnp1lJSoC2hHnyA5OiBdr0KjkyzUJhUxqdAHjcOCq2upopol6o0wiU30cr++1HTAGSnQoq3i957+sCNnjWev3sJFPcudHZDqmyANnmcd8Y9N0Pf8+1HoN6hq2fK7x2B+sg6MThyjyNlUuxMSfQ7TlJxFbTCbEoUB3IydAd080dQyfnTrFDUFCiuFEiau6UAhMCDy3QdkDt8et7516v41bYYx9U7aHIfZ5/9GFDEwmdATH/H5QCnzgOzp4Wdojkwt9jBq70GVNYAC+fc2vdlhtj++D4TaE/c6xNuO+R+3u3oGc967JTaz3a9dkzfC+PaeHsncO9q/T3uXAX1zhX6bdUF1dwg2gQozjTIew9DcTogT7gdqtYEZ7IZmDMJkkophIbFk1SgIFM4T5qqia4zbltEeyHui3019lvyWCqfzxHmkfRxcr1TcD4TdT6P6fclKG8fEHXEgfZEv0/pmYCypxLKbcsg2c3C9jrNlZBkp5+Dp9823tmnRtKz3c27dPXMoHaBUj1zgn4Oz/pUF2e16XaaFDRLK4DpUwK2Ig+NeEoOt1FghofS0lLk5+ejpISzZ8IlnD54cXFxIkuvoqICeXl5N3mWmKh28jicfou41ghU1AAL9JYIfRTSZlB7BA2a0gan3AJJs0F2pkCu7oaclQ3ZmQMF2dCkDqhys1g0uUc0ZteyU4FuB9DdA7jbKnT3AjaLkCMnJ0y6eBXahGxoSX1TRwl1vVf2W103F9K1Zr/Blz4w8iIduQSkxEPeegjqfcuBrFRI13shJeTB3DtFqNC50eCCqrQKR1WT9Z5QwepVwsIzeLpJkkZ5dCgrQ18YJhwuXAEmjgOM1HxftE1ryLvyf/B6M6T3D0G7fxVQWwVnQRekewqhdCVDpsknVxLk05VQe9LhomiXsx3y+0ehUsq4YWPkdw7BRSImtwj5VCm0qeMBS9/P6IaUgkNZHkmNEUJQ8tJcwGIVk2ouc7U+cTZYe0X9CEnpklIn/aJxBlkDKA1Sax16fXqq/nloO8MFi6cwwwBlhTkcDixevJidvDAgnQy73Y7HH388rONL/fKmTJmCixcvsqM3BEStkxfNM+PhzY4jIFLn/7w3mudeTw05m+o/W65vz7Mlar9AizvSd/gckJsOZKfTu+jv5d62iMY54LLUQq2/CGncYsiuROE4SVoc5CvXAS0OmmaGOucOqK52qPkFkMxUV2ISffukY1egrZgJ6dAFSNeaoM3Ih0ZpE9T6wA0phbZ0Ajk0kLAAtY1AVorYRWpboEn+X3s/xywnA8jOgZQ/F2ZHHORzNZCmLgCW6oeV5uc1uVN3SJVWfcLbL+rmHTh5H/OJtnlm133PmdxndtwvBcrv3AVrkeDzfB4pdsrAtQbjvPi+Nvj5HfYI3vVGIHUYB3PMCCHQ/gxkr9yv8c0qINQgET1fW+ZznZBKLalpiu0H2Bu6v+sgtHVGJP/3m6GNzwQ2Loe09zS0rBQ9/Vp2wBVbB1fpOSgdcZDnzoFyrR6KMx2q1A7XxgxIWrO4tiRVhXbPCijCmOifU9gEsg3u+4Zd9Y3lUaQP/UT2QrUYENYhO023cUYUT75YpTt9xvHxje352RfNCpMrGzJlHUCClmGBy1yj260+WQSK6Pkn7ovMiUBb5ZMeXncdcKmQsjKBK1d1ReB+hZ58oOhdTqbxlgqQwfLzzOgMIGzatAn/9V//FendGfFQRI6ieOE0Oqfj+ZOf/ATd3d1ifY7m3Tzs5EWdoxfsdcGcPd3RI/qmbgaoo/Wbvqlvy50ihUUzva/T3M/5bs8YhGUmQ7tyBq7JeXBqCuSeGMgVFyAtWQPpchkUNU0sOFEGrSgdakEaNHMXtKU50NQeaMvnQ6MUKh+H04uJurVD+vAstDVzIFU2QaPokM0ETMzzOjiaIhQxJdggqTbRQ0s+fA3Snd7PAGub+Oy6Y9cGVWmHJFH7goEcu1ApT+7j73teQry2v/RMv+34ryMgcYMQA6hb3ibh4mVgOTt5Y91uub93wSenQqWaB9qqAGdwXLZ3K+/t18VBfL/fi2Z7UxCpZYnh8CEhAVJRAVXlGStqQGEaXN3dUA/9FZI5HXJaCmQ5DrIzTvS4dClN0LZvhnrPgoAUd7JpLuBqPZCX4Z9WLvbZvZYW9hyK70SQRBNU7tsaINmoabm3Nq6vI2YWDqriSvMcc5fcDJf5GiRJDai/87E9rXqquV7b208q+awpkPafBDIzATXY70w/fTpd9AHc7V9uBK4PZiLL+++/L0T9orv8Z2ghZy0ch62oqEg4eczQwU5etFBSBqQm6Splt4Kaer2+YtwN1j1QtM+tkCk5odraoC5PBeylkGbbIasNkFQ7pOVLIJVcEUpwQALQ3Q3YbJ50SU2iNEmKzlFjcRo8qNCsGpCpAfaJgDMe0pxxgEMXQCGxFxoESZrZp/7Ehzvv0p06qRua3AF1MvmLFwJSf0bBQGOxN0014ixfFOk9YMYCqwwHzheKShnOlbZ4JlBSrvf8nDERsFFNbYDDabNCWzwRqs0Cl1YCxZkM2ZUMCWaYXBnAbV+A2tsFVW6EKjeJ1HJ94xqkts5+puSGCMrAKMwKmZapuDIgq7S/srdW2FwnJqn69LQLhLIYwk1xXDZP39akgsHtP6VpMswo5tKlS5g4kVoYMUONW5BsdPeQHVmwkzeKU6D8ZsfJwbPHBHmd72sDo3VeIRbPmn5pUX3fR9+aCiQmGk6aPuvuO5vsmbEWD6lGRM+7HyKyR6k6hnKKiOw1tepT3rH0XBdcitH+wKJBmh8DSa0RQifS6bOQps6EFE8DGXLaYkIfHhrfuSeNDx8B8vOBDF0UBj09gFURCnOk/kmDNd2x69YdRyP1ypuKKQGXKvTXTi4InlpJnyE5IYiwiu85GUhcJfD2QLPjboZKaCX4axlmKIVY3HijelLYtipkmrnNJqyP/7Z9sg5iY4H0NKDLCa28Dkgn8STjfXt6oFnp51CD9N4RYNNKYQNc5utwlZ2ANGGqqNeT1DjIFPF35QKuXF08Sm6FKrdAm2413t+9GJ9MZBz4Eo4rGDz9sY890WxQKOVdTRaKmf5CUPXAlu3Afav9BVU82/S1PyGEVtzPN7V4JhCDp5IHs1P92ZFQ6alRK/jNRAHUhqu3txd33nlnpHclapk+fToOHDiArq7gLayYwcFOXrSkbianhEjdDPZa98DH54d28/vApg0hlDf7pm/CHisEUfRUTBpA+Kht+gzYRBqn5+XGYCuY0+cSOU7GttwvoboXuuMQwibi6VWUglgHTasT/Z7cbRgo9VI4VR4n1fc9NGjLKFXACUhVwrHD7r3QNi4QA7lAsZTgaUoSMLkw+CDHPag5dwVYuWBAx87vOAZ17MKovQtYr/912MFjRt4EVfBU8IFtle8l0Sd9M+i2fVIybTFAbhak85f9bJO0+xggUj01o5G6no4pJqCEerAx8URp4K440T5Fd/hskF02wJVhZABQWnenISRFgxSaMLpZJ899HOilJr2Gmd5bjRfv792qqjucpmZoErVvkYSDF+jYuY+N17HzvkfQGjzi7GVIK90R+eBO3OAmoQI/LbdxYUY+v/nNb8Tfr3zlK+jo6Ij07kQlGzduFE7etm3bRI9r5ubgabORwO4DQGtbZPdh04bBv2bv0aF7/7QkID0Z0vsH9eL8gaBIGylabt2uK1yamqCarsNlrhfpSS5zrbHQ7WviORr80Lqa0gnt9vmQf/g7wOn0bnLznsHtMzX0bWzx3l9JKUwMw4w4dh0CXvgrcJrUcxOBFfM8dXxisoqu3bYOSJs/9LxEeveAfmOaPrmjP6hCNbXAaamAw3peNBIXtXroFY6KrMWJtE6zsxDW3umw9M4SqrwmRwEUJ4mgpEJ2Jeip6KpVTFSJCSqx0GQVtZuhGuFYyK4kKM4MmBzjYO6dCEvPDFh7Z4o+oyZXunDwaBpNldtFk3eH9SJclipo5FwOdTB+5RhuQr59F9CrqyczY5v33nsPMTExQv2RGR7cUVI61szNw5G8kcBqkm4cGiEWN4MTN3A/r78ynPRNwW0rPOlR3vfzjeoZqZie+5QeSYX3oSJ7tM3lvnsS8Ia+2zVev2mNdy2S5xYy4+HNXWiP3QPpVBkwf6p+n+TBg0Utfd5Rvyl52zk0tEBKTR0gzSowehe4rgQcOgkUjPMTSxn8zPjNpEBxiiYzXEg3EM1zE1p5MzyVYMMerV0Kbe1ifxvi7AWobxxdZ7UNwDu7oX3+fq9NWrtY1OLp7+S1Y7pNoyggtYbphKp0wCUyPU2QyXnTKL08Rk8vFynlsYBP6xUP5Dh8uAfYGP4Em1DyFOnlFCnshCa3+5smj6gKhkAUanBZB6EZOJV8RHMH/S4wYx1VVVFWVob58+dHeleiGpuhuRBOXz1mYDiSN+rwTSXsb60QToDTV9nM3bBb1tM1g2zf62j4rOtZx7vQ+7kX/+d0wROxOKjxrp4SZLTwNQZLirHQwEP2LGKA1O9i9m6b7u887nc/5FJRD6mlG1LheEjzZ/T7Ht79ce+jIiJ+4vmEREhTJgT5vDJA6V+kVtfvsfF5zeJ5wsETzY2NxXM+Nu8Ics4Cvw/BUzTZwWNGBv3brNDf1f4mNwzb43fNBLFTwua5r0MF0qWrwNkS4EI5UNOo2wTq77ZpHaS9JyBdrNCvdatVt0Nv7/G3CQELpYtLtJ7sgmZqg2q+Bqe1TETWHJbLcJgr4TTVwaWQWEsbVKlLRP40iwJto39vTJHyadQJi7o6uQUupUGP1FmuiG06raUiOwFKh9EM3de+BO6b4m97fO2Zjy3uY798HMP+27n0p/obylb1Pff9M0incNtOPcuCYYYQSh8kR+/++/WJIGZ4IfGV5uZmPsw3CTt5YwkSSvngo+DPbbpt+N9/56G+zYkHQNq2b+B13tbTLLU7lvk/vnUvpDd39X2B3dZvY2E/jp7r+5iI+Bn86wtAcxAlqNULgYTgDdoHzXCfm4slw7t9hokk//wroOYa8O8v6fc7OoXoCmZO0hUlN+/UH7dagBlFwJRCoLUd+PAIpP98VW+qHswODASVGVMtsdIG1dQgetRRmqfTegUOWzEctgtw2M6i13rGszhs5+CwXYTDWqI7c5ZKkXIu6uxEGuaw63eOfu5cB5jDtO8MEya///3vxd8vfelLfMxu8TFnbhx28kYt4UXz/GZJZRm43V2IH2yGPPisa9/o0g1G9ei9xQyye5H6RPa8s+X6bLN227KgUT6xuKOBqxdC+vB43yjc3WuA+zf0jdClUasGe9/tBUTsxJKTabxOEvU6fT7TU58DkpICPpPvDLo7fSpEBI/WcbkCjq//8Q9+fvr/DoQfwZP07wXDjIAshNDRPN/X+tof/+36X0PGOv/wZYD6ZH7tcX29yjpIFDV3X5ubKJomAzF2XUGSrnPqo7dmCbQNlEovC7GW/jIM9GvfZCxGdM/HDur3g2ULUBTQZ+lvvYBtBstS8I3ceT5fQPRu4Aie14b7H/fAcxBMTXOUpWIyTJjs3bsXiYmJyMjI4GN2CyC78tprr/Gxvkl4dDeqCe8HNfSAf3DOnrjXxxkx1j9/OYTD5zvoCHQK3YMOf8fPz1E0W/o4gH3SPKmdw9olQG0jcPSCN62SIny+Dhs939LhN9jRBzy+23b/M94/O9O7r0Kcxv06Y39Ner+9gVMyAwdTPmlO7+0NONYDOXfBz73/PvT/jfB7/SRKOWWYW0XoFOOBv8eDTN88dgb48DDgcAG/e81w6jYEmZBSABJh8bvOFUiTCg07kOGTwu1eBkotNweklHudwKFYpAGdOimoY+d17pR+nDsMWIPXJ6085HlBv+e6f9hpZCIPtU2oqanherxbSGZmJo4fpxIc5mZgJ2+s1Ojt+AhSV0/fH9WaOqEuF9q5CJwtDxHds1j7je4Fdfo279IHJh0kNe478PAdfPR1AAOjhVJFHaSTl4RDJi2c5YkO0gy933qKCZJiDphhD+Z4+juBfd97ME5d32PZ59jdtS4MZ7vvObjhyB3DjBhuJrI3gK3avANSYjyk21ZCovq6ogJ/G/XhIU/drLiu71ob5JruawO82QdBJpx8nT8/ezH0i79DF8ypc09a+X4mX/vW156GMzkVPOvAF+M8HDsNVNf1OyE1JFDPUx+VZIYZav70pz+Jv4888ggf3FvEkiVLRJsKFmC5OdjJGytsWAnE+DZL91GkdIXqrzcIMtP0WXM/kZABEGlSAA6dvrH3pFYLHxwE8rKBObpCplDJOxxiexmpQHwQlbtA6huBAyf9H9vqlVb34/ApoK4Bt5zKmsi33WCYkQzVsgrHjmprT+tOkMsF7DuiP7ZmiV43e+IcUFXrfV1Dox79o7YLxJni0Nc/E5r5s0S6+02x7zDQ2NT/OuWVQF09nwlm2J28T3/603yUbxGf+MQnxN/nn3+ej/lNwC0UogaaLQ2vKN9Psjx/XBjbobmA0BLnYlY3LlY0C9fmzwzyjv07kdI6f8EU75YDXnelGpgw3vOsqKFZRzUzEvDuPmDOFCAjTa+/uZkoQnqqvvhGEu6gWsZAlTkAi+Z4ogbeXoP+cyd9G5obNDTpTrZnIBReWqbArEclw5+n4QgeMzptV+jWMO7v9ECtYTSg+hok9/U5e6reCJ1oagLKqoCpRcZrNSAtFdKqZKCJlN0UoL4F2prF/k3VfVvA9NkPfT2tj0iKOkTXYvBrvm8bhGDr+6Teh3jc/36w2jsMc4qmz2tXuBuw98PkiWFsj2FunEOHDiEnJwd2quVnbglTp04VPQlJ1ZS5cTiSN4ZqXQZX9zJQSlTAujQAiI/zS0UMLtTST0oQzZy3dYRMi5S6HX71J2IRYgUKcPtKoK4R6PJNPe0vZVTxbrOxtU8Kp19KFC2Kqf9Upk0b+xyf0GIqxkJqfuSoDqLuzvNMZiYQG+4PDjt4zEgnfLsV+rXB06O9jxt/E+K912ZyMjBvFuBy9+MztiMrwKVy/fb0IqM2OKD2LWRqeZCU8gHSNvvayGD1woF1w6FErvpLNQ+VZh54HPvasr7HfPAOXnj081oqLxikQjPD3AzFxcVoa2vDxo30G8/cSubMmYPS0lI4OR37hmEnjxk5kHhKfD9tB6bTbHs/zJ6iOz6VPqlX/fH+R0Bjsy6XfiMMJjU1GPRZkxNvbhsMw4SXuunpBRqkpcqZS30fXzbPm4pusfBRvtG08qGk/rreCohhbhHPPfec+PuNb3yDj/kt5pOf/CQ0TcN///d/87G/QdjJi1rCn0ntP30m2Ax7sKhecNGRsCJ7JIBgNCwOurR3AsfOhRmdUyA1tAwsWEDLbSuAnCygYHyQWeyBBQi80bu+n7OvrHg4UdFQ63vP0+AanIcXHWGYkcPA39nBq28aC6VFN7f1tU8ZaZCWGg5dyIyD4EIlwdukhBJv6isgFXx7A4k6KcHfY/8pwKH2u93+o3e+nz9Y65yBIqZBzgE5ZQHn7aaYPR1Q3GmzDDP8bNmyRaQNzp8/nw/3LeYLX/iC+Pviiy/ysb9B2MmLasIf5A/sQIRyGgJTjEK9ph+nb/E8wGQJkbIkAbGxwKSCfp08v2XujPDX9V0oC2j73pCpUwM7dME/c99jFe6x9T8/4cOOHTM2bFf46eYAZkzR2634pXEG2KaDJyC1tBnXtDwIp08ZOOU7qJMWOlVzME6i2IcZUyCZrYNQ/g32GW80PTPEOZs3c5D2i20XM7JaJ5SVlWHePPckEHMriYuLQ3Z2tqiJZG4MdvKY4YdqKEgJMxQxttDP7aY6vfb+0zh9KavEDUMDmw3BRWAYhhnlUD9KusY7u0LbioWzgKQEjEpIKZRhmCHjD3/4g0gXfPzxx/moRoj169ejtbUV5eVUI80MFlbXHBO4Z0cDCtabW4CkxEGo2QVuL8g2+8wbqLrUf0k5sGBWwHOGMmcIyLhiNalnDoL2rpubuxARxX4UMfvQ33pyeK/t7tZTUtNSAp4d7OfgWXBmjNiusO2V5F+X55blX77QsBUGLW2ALPtMJvnbJmGLgtm2sD4BRd9uhViINAib0Ne2DBy9C/3am89CYNvFRJ6Kigo0NHhbIv3iF7/wCIAcO3bMb13u33Zr+PrXvy5aWPzbv/0b/t//+3+36F2jB3byxhQBztnpC8CqJQO8Qu7H2fPdpgaUVuitFIz2AzoykJgELEgy7odqxeCzXwQ1Mva0JBgEs6YaAzKfdwnbYQtFOK+/iYFMT68erUxLYceOYfq9dvp3lkI6fG+/D9yzQY/kTcgHdh8E7lrnfb6zR7+EPU6e//sF2pCbcfqGj8E4ZaHs4tA4dvqznKLJjC4Hb9q0aejs7Ozz3IoVK4K+hloqpKWl3YK9G7ssW7YMNpsNr7/+Ojt5NwA7eWOZARy8QUORKPMQfaXCdfA+PAisWqTPwo9WEhP0hWGY4eFeI4pH5OUCqe5JJ4PsTOCDvUBmOp8BhhmDUASPHLw//vGPwtm7dOkSHn30UTz44IN45plngr6GHLy8vLxbvq9jAd9I6fTp00Ukde/evUF7FfJ5CA07eWMWaVApRGGlcMbHBzwWbPv9zH67XHo7g7DaCmjeGpoAB2/wkbvBrj+0M9Q3pjjH6U3MWKS/VHGhlKBHxqlnZ6gsBLMZSErqu40lpJ7ney26lSoRVpq5pvV3Hd+qKF/ofejfLgZ7biDV5f6e5SgeMzohB4+UNH/yk5+I+88++yymTJkS6d0aM5DDRo5csDrIVatWBX0NrU9OITvcfWEnb0wzwIDphh2+YNsP9R4+gwFKk6i6pjcoFoSxbVLeHBaGrx7Oc/y27gDuHmxKKjt3DOO9FgJsCk0SUa2xj1BT/ynnPtcT9dj0I9Dho2t2J3C3T5qnseX+nKjgqZ3DR3iTXINL7ez/Ne5nWQGYiR62b9+O5ORkdvBuMeSokcPmWxupqiqWLl2KgoIC/PnPf/Zbn9Ylh5DWZyevL+zkMSMHGpjNjNIZs8tlei/AKRO9j92xNpJ7xDDRB6WMBwgYhcW2XcDtqwZO+75j9Q3vGsMwo4PS0lJcv34dDz/8cKR3ZUxCzlqgwzZr1iycOnUKs2fPhsnErku4jOJCJmZoGbhXW/BXBTbbDfc9wnkveXDL5g8G/5p++uEN3eeAEHuQJhf5H6NBNfUd/LlhmOgn/GswqJ06cRaorAFuXw3IgT3ofDHsgmIOox+o/+uD9dXsbwm67zf1+nDs1UB2j6N4zNjhRz/6kfj793//95HeFcbgs5/9rIjokdImEz7s5DFD5vAN3ukLfK9BOk6BuCXSh4Sb3y+/YyEpurLfDe8DwzDhXS+DuDbnzoI0LjdEBC8cp6i/iaGBGpGH79CF97kHY68Gu+/B1hiMnffdJsOMbN566y3RiHvhwoWR3hXG4Ctf+Yqwhb/61a/4mAwCdvIYhmEYhmGYMU9jYyNqamqwZs2aMX8sRhLURmHChAk4evRopHdlVMFOHjOss6+Dj+wFe+9ILDf+GW/sswb7zAzD3IpraOBrdjApj4NJ/x5uWzWY/Qn/uN2YLWeYkc/vf/978fdb3/pWpHeFCeATn/gEenp6RKSVCQ928phb43wcOalv5XJF+M7Q8TNA7bXw3+PoKaC6FsPJ0Dlz3i2yY8cwQ0xPD3D6fF+7VVUDnDznvy6tV3ZViCPdXI1xfwxVPfBgtzlU+38j6Zm+78Mwo4MdO3aIqNH69esjvStMAP/wD/8g/v7Lv/wLH5swYYka5gYI/NEOo/3CuGz9L/Ww6rO1EIOGOTM9tTL9t2owWDDb/77TCQxShenmnbbw3oVhmGGEeuH1aWwuAbk5QHqa/8Ozpul/z126iXYxxvZDokVw7vXmMjFu9XsyTCSpra1lB2+EkpCQgMmTJ+PAgQNChEUeSA2Z4Ugec4vIytD/Tp8c/mtu5gKmmfw9h3DT1F8Hrnn7tTAMMwog25ER4My5J352H/B/7NIV/fHB2CaGYaKWf/zHf4z0LjAh+Ju/+Rs4nU688MILfIzCgN1gZggY/pTDUHVvIRdrDKR1Kwf9uj6YFMA8yID35vdu/PioKtDdPbj3YxgmPCiyf9tq/2vRagEqqoBT54COzmGqvR36WuDwtz2YLQ1VXTHDjE7sdjvWruUetiOVb37zmyKC9/zzz0d6V0YFnK7JjIx0zpFKctIgXyABm26/8fdrbNbrCmdPv/FtMAwTJhKQP964rQEf7APWrxjU0Qt0hsJKLe9vf24hQ5eezo4dM7opKSkRf1euXBnpXWH6wWKxYM6cOTh58iR6e/uW/zD+cCSPYUYSaSns4DFMpBikg8cwTHTwy1/+0tOPjRnZPPnkk6Im72c/+1mkd2XEw04ecwsYytSkkUI0fiaGGcsMzbU8tC1VRosyMMOMbj766CPxNz8/P9K7wgzAZz/7WZhMJvz617/mYzUAkf/lYcYwQ12bEiYXSoCm5pvcxwH4YO/N7iXDMLeS/Ue8t3fuG3J7NOi64hCO2FBt52Y+CTt2TDSxdetWdHMt/KiBavIorba4uBj19fWR3p0RDTt5zNgjJxOIjxve91gyf3i3zzDM0DJ5gvf24nl8dBlmjPCDH/wg0rvADJIf/vCH4u9zzz3Hx64f2MljRijSjS0kXDLQOgkJgMk8jGp3AGLtQ3kwGIYZLiiqr2lAako/12/k0rJHRtonp2Yy0UlnZ6fouzZhgs8kDzPiWbZsGdLT07Fz585I78qIhp08Jro4rytkMQzDhEXpVb2v5qCI9nrcaP5sDOPlmWeeESIeLLgyOnvmdXV1RXo3RjTs5DHRxYpFkd4DhmFGE/NnATZbpPeCYZgI8Pvf/x7x8fHYsGEDH/9Rxv/5P/9H1OcxoeGjwzAMwzBjUnF3NO4zwwwN77zzDpqamvD444/zIR2F2Gw2zJo1S9xubGyM9O6MSNjJYxiGYZhhY5jqfofk/Rlm7PL0009DkiT88z//c6R3hblBvv71r4u/LMASHHbyGIZhGIZhmDFDQ0MDTpw4gUWLFiGBxNiYUcmCBQvE3+3bt4vaSsYfdvIYhmEYZrQpCYe9MAwTyFNPPQVN0/Dss8/ywYkCent7+VwGgZ08hmEYhmEYZkxAjc9feeUV5ObmYv369ZHeHWaI6vN++tOf8rGMJidvy5YtIlRrtVrFrIwvFLZ98sknMXHiRBQVFeH555+P2H4yDMMwDMMwked//a//BafTybV4UcSDDz4oxFfIeWe8mDCKmTRpEn73u9/h1VdfRXt7u99zf/zjH3Hu3DlcunQJLS0tmDdvHtatW4cZM2ZEbH8ZhmEYhmGYyEABgF/96ldISUlhVc0oYuPGjfjzn/+Mb33rW8I3GIi0tDTk5eUh2hnVTt7kyZPF39dff73Pc+TNf/GLX4SiKOJifuSRR/Dyyy/j+9//fgT2lGEYhmEYhokkP/zhD0W6Jo8FowNy1ux2O5544glxv7q62iPG0h/0mvPnz0e9ozeqnbz+qKioQH5+vud+QUEBDhw4EHL9np4esbhpbW0d9n1kGGbswDaGYRgmsvzrv/4rYmNj8Xd/93d8KqIActLIWSO1VErXvP322zFu3Di88cYbIV9D61NvRHoNO3kRZNmyZSguLg763PHjxzF+/Pghey9SWPqnf/qnIdseMwI5fR6YWADYYyK9J8wYhG1MBKmqATQNGJcTyb1gGCbCNpjKd7797W9Dlke1JAXjAzlqbmeNavP++te/ora2FnffffeYP04j+lu+f/9+4WkHWwZy8OiEl5eXe+6XlZX167HTRU8Xv3u5evXqkH4WZgSQmwXYrJHeC2aMwjYmgiQn6QvDMGMSElr53ve+h/j4eE7VjGJeeOEFUab1pS99KdK7MiIY0U7ezfDwww/j17/+NVwul0dxh+ryQkEKndQQ03dhooyUZIBn75gIwTYmglD0PtYeyT1gGCaCkNp6V1cX/uVf/oWjeFEMjd0/97nPoaqqSggwjnVGtZO3Y8cOkXtLvTF++9vfittvvfWWeO7Tn/40pk6dKlR2Fi1aJBR3Zs2aFeldZhiGYRiGYW4Rzc3NYtI/OzsbX/7yl/m4Rzm/+MUvYLFY8M1vflOoqY5lRrXwyoYNG1BZWRn0OQrX/vznP7/l+8QwDMMwDMNEVnyPSnsIGuxTVhelzB87diykGAcTHZCD9z/+x/8QSqr/8A//gB//+McYq4xqJ49hGIZhGIZhfB28adOmobOz0++gfOMb3xhQVp8k+ZnRD9Vf/va3v8VPfvITPPXUU8jJGZuiW+zkMQzDMAzDMFEBRfDIwXvppZdEFI/E9KiUh9I1+2OsNMgeC5B66muvvYaVK1di06ZNOHr0KMYi7OQxDMMwDMMwUcXbb7+NpqYm/O///b9xzz33RHp3mFvMihUrcNddd+Gdd97Byy+/jEcffXTMnYNRLbzCMAzDMAzDMIG8+uqrQpDvBz/4AR+cMcpf/vIXoWz9xBNPCAGesQY7eQzDMAzDMExU4FZU1DRNRHGYsYvdbseLL76I7u5urFmzBmMNdvIYhmEYhmGYqODv/u7vxN8vfOELmDlzZqR3h4kwjzzyCD7+8Y/j1KlTePrppzGW4Jo8hmEYhmEYJip6pO3du1fc/trXvhbp3WFGCH/+85+Rm5uLZ599FpMnT8ZYgSN5DMMwDMMwzKjmxIkTePLJJxEbGxvpXWFGoNrm7t27xd8vf/nLGCuwk8cwDMMwDMOMWsrLy7Fs2TJx+1e/+lWkd4cZgUyaNEmI8fT09Ij7XV1diHbYyWMYhmEYhmFGJY2NjZg9e7YYvL/++uuYOnVqpHeJGaE8+OCDonci8dhjj3lEeqIVrsljGIZhGIZhRh0kiz9t2jS0trbil7/8Je677z4cO3Ys0rvFjGA+85nP4Gc/+xkqKiowceJE0UPPYrH0+5q0tDTk5eVhtMFOHsMwDMMwDDPqUjQpgkcO3ve//3186UtfivQuMaOAtLQ00Vqhs7MTZWVlnjTf/qD1z58/P+ocPXbyGIZhGIZhmBELRV0aGho898+dOydaJDgcDiGLf9ddd3kieDQYZ5hQkKNG3xH6Pv30pz/Fn/70JyQnJ+Oll15CTk5On/Vp3ccff1ysz04ewzAMwzAMwwyRg0cpmRR5CcYPfvADsQRGXihiwzDBIGeNlj/+8Y+YMWOGmCigej26T331ogUWXmGY/vhA77fDMEwUc+g40BF8AMkwTGShCAo5eL/5zW8wa9Ys8VhiYiJeeeUVHD16NOgyGlPrmMjw7W9/G7t27YLZbMYnP/lJsTidzqg4HZyuyTD9sWQ+Hx+GiXZmTgXsMZHeC4Zh+uGrX/2qSM+k1My33noLJhMPYZmhYfXq1aisrMSqVavE5MGWLVtE+iZF90YzHMljmP6ItfPxYZhohx08hhmRvPnmm8KpI0gBkQbgW7duZQePGXJSUlJw9uxZPPfcc+jt7cXHPvYxkSZ88uTJUXu0eRqEYRiGYRiGGRFQ7zJKzfzud7+LmpoayLIej6CUuoULF0Z695go58knn8RnP/tZ0UePJhSeeOIJ8fgLL7wQ9jZGSssFdvIYhmEYhmGYiLJ3714hoPLBBx+ISArVSH3+858Xg2xKo3M7ewwz3CQkJODtt99GbW0tHn30UTHB8Pzzz4slHEZKywV28hiGYRiGYZhbqph5+PBhbNu2DQcOHMClS5eEY0dkZ2fj4YcfFoNrStHklghMpMjKysLOnTtx4cIFPPvssyJ9uKWlxePIUTrnmjVrcO+99woxIN+WC3v27BHPRzL6J2mapg3pFqMEaq5JJ6yl5QISEuIjvTsMwwwBra1tSEycKow0zdRFErYxDBOdjCQ7Q2IS48ePx9WrVzFu3LiI7ANFQ2igfOjQIZw5c0YMgquqqga1jZESGWGY4uJi/PjHPxbiLPTddrtRNpsNmZmZKCwsFFHpwSp0DuY7Hu51zZE8hmEYhmGYKIYGnRQpoHo3GpTSX/ftwPtJSUlisEq3Ozo60N7eLhZqY0D3aaHbtDQ3N4uo3PXr19HW1uZZh9bv7u4Wapi+SJIEq9Uqbt9+++146KGHMG/evAFTMUdKjRPDTJo0Cb/+9a/FgSBH7o033sBrr72GU6dOCaervLy8z3eeItL0vSdHjhaa/KFAEv2NiYkR1w2lhz7zzDOYOHEiYmNjxeOKoojXkZKs722aJA4HjuSFgGbgyNBdvXoECQlx/K0eYUiVNZCaW6HOnBLpXWFGEa2t7Rg/fqEYmLhTKyIF25iRiWn7LjjvWBvp3WBGMSPJzpADlp+fj5EGDWApupebmxvpXWGYIYUmS44fP47Tp0+LNGRy+khAiCZBurq6PJMftN7NQtvub/KDI3khoJNBkKFmGCb6ru9ID77YxjBMdDMS7ExdXR1GIjTYXbp0aaR3g2FGNXR99+fkcSQvBORhV1dXIz4+XoRaw4VCqO482Ujn4kcSPg58DEbid4HSj2jglZOTE3GltsHYmJF0DG+UaPgMBH+OkcVIPB8jyc5QOhlFFSj9cjj3hT7v9OnTce7cOWHTRjP8WUYmfF78xw/k4FGqM6VvhoIjeSEgY3gzRcr0YzNSfnAiCR8HPgYj7bsQ6Zn1m7ExI+UY3gzR8BkI/hwji5F2PkaKnaEB4KJFi4b9fdw1QpR+OZLOw43An2VkwufFn3BqVLnpCMMwDMMwDMMwTBTBTh7DMAzDMAzDMEwUwU7eEEPypt/5znc8EsFjFT4OfAz4u8DXUzTaBP4cI4toOR+jnWg6D/xZRiZ8XgYPC68wDMMwDMMwDMNEERzJYxiGYRiGYRiGiSLYyWMYhmEYhmEYhoki2MkbJp577jnMnDkTs2bNwuzZs/HHP/4RY4Xi4mIsX74ckydPFtLNZ8+exViiu7sbDzzwgPj8c+bMwcaNG1FSUoKxzAsvvCB6wb3xxhuR3pVRz7Vr10TPK/qOjUZGs22MBtsWjfaJ7Uvk2LJlCxYsWCDqpZ566qk+vbyefPJJTJw4EUVFRXj++ecxmvjud7+L9PR0zJ07Vyyf+tSnMJqIBnvlpqCgAFOmTPGci1deeQWjhW984xti/2kMdOLEiVt7fjRmWHj//fe15uZmcbuiokJLTU3VSkpKxsTRXrdunfbCCy+I26+++qq2cOFCbSzR1dWlbdmyRVNVVdz/93//d23NmjXaWKW0tFRbtmyZtnTpUu3111+P9O6Meh544AHtiSee0O6//35tNDKabWM02LZos09sXyLLxYsXtRMnTmhPP/209s1vftPvuRdffFFbv3695nQ6tevXr2t5eXnamTNntNHCd77znT6faTQRDfbKTX5+vnb8+HFtNPLhhx9qV69e7fMZbsX54UjeMLFhwwZPM9Tx48cjKysLV69exViIMhw5cgSPP/64uP/xj39cfO7RPlM8GGw2G+6++24xa0MsXboUZWVlGIvQTO7f/M3f4N///d+jQnUt0vz2t79FYWEhVq1ahdHKaLWN0WLbosk+sX2JPO6IMDVdD4SiLV/84hehKApSUlLwyCOP4OWXX47Ifo41osVeRQOrV6/GuHHjInJ+2Mm7Bbz//vtoamoS4dhoh76k2dnZHoNPA4m8vDxUVFRgrPKzn/0M999/P8YiP/3pT7FixQqRzsPcHKWlpfjP//xP/OAHP4iaQzmabGO02rbRbJ/Yvoxs6NrIz8/33KeUtdF2vbz66qvCiV2/fj127tyJ0UI02qvPfOYzIs3/C1/4Aurr6zGauXqLzk/fqRcmLJYtWybyaYNx/PhxMUNNnD59Gp///OfFjFZsbCwf3THGD3/4QzEzs2PHDow1zpw5g9deew27d++O9K5EhU154oknRE1LTEwMRjJsG0cPo9k+sX0ZWddzNH62r3zlK3j66adhNpuxb98+PPjggzh8+LCf48rcGmgcQU6Qw+HAM888g89+9rPYunUrH/4BYCfvBtm/f/+A65w7dw733nsvfve732HlypUYC5DBr6mpgdPpFDMUmqaJmQm6OMca//qv/4q//vWvIlpht9sx1tizZ49IA5s0aZK4X1tbiy996Uvi+/HVr3410rs3qmxKS0sLTp06JdKdiPb2dnR2dorUx5E2QI9W2xhttm202ye2LyPneg4FXRvl5eXCmSLo92AkXS+D+WyUkTJv3jyRYjcanLxos1fu/SaHmwR+KE14NDP+Vp2fIa/yYwTnzp0TRZbbtm0bc0eEivh9i0kXLFigjTV+8pOfaPPnz9caGxsjvSsj6nvBwitDA11fo1V4ZTTbxmixbdFon9i+jDyRErpWAoVXTp06pY0WSCzDzaVLl7SMjAwhNDNaiBZ71d7erjU1NfnZr1WrVmmjjfwA4ZVbcX4k+m9o3UaGIFnqwBmfH/3oR7jjjjui/gBdvHgRn/vc53D9+nUkJCQIeWvKox4rVFZWilmaCRMmID4+XjxGoiMHDx7EWGbt2rViBm60Sv+PJH7/+9+LdhSjsSXFaLaN0WDbotU+sX2JDJRJQKlzra2tIhpBokq/+MUvcN9998Hlcgn5+HfeeUfUHNHtb37zmxgt0Oc6evSoiLSQeMy3v/1tPPTQQxgtRIO9Iq5cuSKESej7RN8xsl1US0w1nqOBL3/5y6LVCGUzpaamCrtLafK34vywk8cwDMMwDMMwDBNFsLomwzAMwzAMwzBMFMFOHsMwDMMwDMMwTBTBTh7DMAzDMAzDMEwUwU4ewzAMwzAMwzBMFMFOHsMwDMMwDMMwTBTBTh7DMAzDMAzDMEwUwU4ewzAMwzAMwzBMFMFOHsMwDMMwDMMwTBTBTh7DMAzDMAzDMEwUwU4ewzAMwzAMwzBMFMFOHjMmqa+vR1ZWFn74wx96Hvvoo49gsViwY8eOiO4bwzDRwUsvvYTU1FT09PT4Pf7AAw/g05/+dMT2i2GY6KGsrAySJPVZ1q5dG+ldYyIMO3nMmCQ9PR2/+93v8N3vfhdHjhxBW1ubGHT97d/+LTZs2BDp3WMYJgp4+OGH4XK58NZbb3keu3btGrZs2YInnngiovvGMEx0MH78eNTU1HiW48ePi8ml1atXR3rXmAgjaZqmRXonGCZSfP3rX8f777+PhQsX4vTp0zh8+DCsViufEIZhhoSvfe1rYqZ969at4v5Pf/pT/PznP0dJSYmYbWcYhhkquru7RQSPJrLffPNNyDLHcsYy7OQxY5quri7MnDkTV69exdGjRzFr1qxI7xLDMFEEzaovWrQI5eXlyM3NxezZs0WE7x//8R8jvWsMw0QZjz32GE6ePIkDBw4gPj4+0rvDRBh28ZkxzeXLl1FdXQ1VVcVsO8MwzFAyb948zJkzR9Tn0UTS2bNn8bnPfY4PMsMwQ8r3v/99bN++XaSHs4PHEBzJY8Ysvb29WLx4MebOnYspU6bg3/7t30TKZkZGRqR3jWGYKOI//uM/hH3ZuHEjiouLxUCMYRhmqHjttdfw6KOP4p133mFdAcYDO3nMmOV//s//ib/85S8itSEuLg5r1qxBYmIi3n777UjvGsMwUURLSwtycnLgdDpFRO+RRx6J9C4xDBMlnDlzBkuWLMG3vvUtoTPghtTCU1JSIrpvTGThdE1mTLJr1y4xs/6HP/wBCQkJojiZbu/Zs0fMujMMwwwVNHn08Y9/XEwmUfsEhmGYoYIUwjs7O0W6ZnZ2tmf52Mc+xgd5jMORPIZhGIYZZqg1y4wZM/Dcc8/xsWYYhmGGHXbyGIZhGGaYaGpqEpkDDz30EM6dOyfqfxmGYRhmuDEN+zswDMMwzBhW1yRH70c/+hE7eAzDMMwtgyN5DMMwDMMwDMMwUQQLrzAMwzAMwzAMw0QR7OQxDMMwDMMwDMNEEezkMQzDMAzDMAzDRBHs5DEMwzAMwzAMw0QR7OQxDMMwDMMwDMNEEezkMQzDMAzDMAzDRBHs5DEMwzAMwzAMw0QR7OQxDMMwDMMwDMNEEezkMQzDMAzDMAzDIHr4/wHzjsC66FcSfwAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "G=F.plot_fit(\n", " properties=[\"x\",\"y\",\"z\"],\n", " sargs=dict(s=0.2,edgecolor='None',color='r'),\n", " pargs=dict(cmap='YlGn'),\n", " cargs=dict(),\n", " figsize=3,\n", " marginals=True,\n", ")\n", "\n", "plt.savefig(f'gallery/{figprefix}_fit_2gauss_3d.png')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Although we can evaluate visually that the fit is not good, we can better check the goodness of fit using a Kolmogorov-Smirnov test. " ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "execution": { "iopub.execute_input": "2026-02-15T18:17:56.405303Z", "iopub.status.busy": "2026-02-15T18:17:56.405183Z", "iopub.status.idle": "2026-02-15T18:17:59.206902Z", "shell.execute_reply": "2026-02-15T18:17:59.206178Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MixtureOfGaussians.rvs executed in 2.660444974899292 seconds\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ks, R2 = F.quality_of_fit(plot_qq=True)\n", "plt.savefig(f\"gallery/{figprefix}_plot_qq_mog.png\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "the **Kolmogorov-Smirnov Statistic ($D_{KS}$)** Measures the maximum absolute distance between the Cumulative Distribution Function (CDF) of the data and that of the model. It represents the \"worst point\" of local deviation.\n", "\n", "$$D_{KS} = \\sup_{x} | F_{obs}(x) - F_{model}(x) |$$\n", "\n", "The range of the statistics is $D_{KS}\\in[0, 1]$, where an acceptable value is $D_{KS}\\approx 0$ (Ideally $< 0.05$).\n", "\n", "The Q-Q plot is a non-parametric visual diagnostic tool used to assess whether a set of observed data follows a specific theoretical distribution (or a model simulation). For making it we compare the distribution of the **Negative Log-Likelihood** ($-\\ln \\mathcal{L}$) of the real data against the model's prediction. The plot confronts the **quantiles** of the empirical distribution (data) against the quantiles of the reference distribution (model).\n", "\n", "If two distributions $F_{obs}$ and $F_{model}$ are identical, then for any probability $p$, their inverses (the quantiles) must match. Therefore, the points $(x, y) = (Q_{model}, Q_{obs})$ should align on the identity line $y = x$. Since visualizing an $N$-dimensional space is impossible for humans, we use the **Log-Likelihood** as a dimensionality reduction technique. We collapse the vector $\\vec{x}$ into a scalar $S = -2 \\ln \\mathcal{L}(\\vec{x})$. If the Q-Q plot of $S$ is correct, we have strong assurance that the model correctly captures the internal correlations and structure of the n-tuples.\n", "\n", "* **Ideal Fit (On the $y=x$ line):** The distribution of \"rarity\" in the observed events perfectly matches the model's prediction. The fit is statistically valid.\n", "* **Tail Deviation (Curved ends):** Points diverging at the extremes (top right or bottom left) indicate \"Heavy Tails\" (more outliers than predicted) or \"Light Tails\" (fewer outliers than predicted).\n", "* **Shift or Wrong Slope:** Indicates systematic errors in the mean (displacement) or variance (scale) of the model.\n", "\n", "The **Coefficient of Determination on Identity ($R^2$)** measures the variance explained by the model with respect to the ideal line $y=x$. It penalizes both dispersion and bias (displacement) of the prediction.\n", "\n", "$$R^2 = 1 - \\frac{\\sum (y_{obs} - x_{model})^2}{\\sum (y_{obs} - \\bar{y}_{obs})^2}$$\n", "\n", "The range of the statistics is $R^2\\in(-\\infty, 1]$, where an acceptable value is $R^2\\approx 1$ (Ideally $> 0.9$)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In all the metrics, the fit to a single gaussian is poor for the considered data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Fitting with two Gaussians gives a much better result:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "execution": { "iopub.execute_input": "2026-02-15T18:17:59.212161Z", "iopub.status.busy": "2026-02-15T18:17:59.212038Z", "iopub.status.idle": "2026-02-15T18:18:00.400977Z", "shell.execute_reply": "2026-02-15T18:18:00.400495Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loading a FitMoG object.\n", "Number of gaussians: 2\n", "Number of variables: 3\n", "Number of dimensions: 6\n", "Number of samples: 5000\n", "Log-likelihood per point (-log L/N): 11.414133112430706\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "8fa7e25e4fc640f6a4bfd0464175d75a", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Minimizing: 0it [00:00, ?it/s]" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "FitMoG.fit_data executed in 0.5385608673095703 seconds\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "F = mn.FitMoG(data=sample, ngauss=2)\n", "F.fit_data(progress=\"tqdm\")\n", "G=F.plot_fit(\n", " properties=[\"x\",\"y\",\"z\"],\n", " pargs=dict(cmap='Spectral_r'),\n", " sargs=dict(s=0.2,edgecolor='None',color='w',nbins=30),\n", " cargs=dict(levels=50,zorder=+300,alpha=0.3),\n", " figsize=3,\n", " marginals=True\n", ")\n", "\n", "plt.savefig(f'gallery/{figprefix}_fit_result_3d.png')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Much better! At least visually. Let's evaluate the quality of fit quantitatively." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "execution": { "iopub.execute_input": "2026-02-15T18:18:00.405238Z", "iopub.status.busy": "2026-02-15T18:18:00.405137Z", "iopub.status.idle": "2026-02-15T18:18:03.927447Z", "shell.execute_reply": "2026-02-15T18:18:03.925392Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MixtureOfGaussians.rvs executed in 3.3428080081939697 seconds\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ks, R2 = F.quality_of_fit(plot_qq=True)\n", "plt.savefig(f\"gallery/{figprefix}_plot_qq_mog_full.png\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Wonderful!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Check the initial and final distributions:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare the true and fitted MoG parameters (e.g. means and weights):" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "execution": { "iopub.execute_input": "2026-02-15T18:18:03.949088Z", "iopub.status.busy": "2026-02-15T18:18:03.948950Z", "iopub.status.idle": "2026-02-15T18:18:03.973800Z", "shell.execute_reply": "2026-02-15T18:18:03.973410Z" } }, "outputs": [ { "data": { "text/html": [ "
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wmu_1mu_2mu_3sigma_1sigma_2sigma_3rho_12rho_13rho_23
component
10.51.00.5-0.51.0643921.5107732.077169-0.2111370.101191-0.534075
20.51.0-0.50.50.7886110.2410233.3000000.5398220.0000000.000000
\n", "
" ], "text/plain": [ " w mu_1 mu_2 mu_3 sigma_1 sigma_2 sigma_3 rho_12 \\\n", "component \n", "1 0.5 1.0 0.5 -0.5 1.064392 1.510773 2.077169 -0.211137 \n", "2 0.5 1.0 -0.5 0.5 0.788611 0.241023 3.300000 0.539822 \n", "\n", " rho_13 rho_23 \n", "component \n", "1 0.101191 -0.534075 \n", "2 0.000000 0.000000 " ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "MoG.tabulate('distance')" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "execution": { "iopub.execute_input": "2026-02-15T18:18:03.976309Z", "iopub.status.busy": "2026-02-15T18:18:03.976071Z", "iopub.status.idle": "2026-02-15T18:18:03.993742Z", "shell.execute_reply": "2026-02-15T18:18:03.992936Z" } }, "outputs": [ { "data": { "text/html": [ "
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wmu_1mu_2mu_3sigma_1sigma_2sigma_3rho_12rho_13rho_23
component
20.5032371.001685-0.5040550.5349490.7885320.2415553.3493630.529687-0.0080640.046706
10.4967630.9770290.528189-0.5582621.0592481.5174442.067635-0.2056070.090194-0.530379
\n", "
" ], "text/plain": [ " w mu_1 mu_2 mu_3 sigma_1 sigma_2 \\\n", "component \n", "2 0.503237 1.001685 -0.504055 0.534949 0.788532 0.241555 \n", "1 0.496763 0.977029 0.528189 -0.558262 1.059248 1.517444 \n", "\n", " sigma_3 rho_12 rho_13 rho_23 \n", "component \n", "2 3.349363 0.529687 -0.008064 0.046706 \n", "1 2.067635 -0.205607 0.090194 -0.530379 " ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "F.mog.tabulate('distance')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The agreement is as expected for a good fit." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can obtain the fitted PDF as explicit code or a callable:" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "execution": { "iopub.execute_input": "2026-02-15T18:18:03.996320Z", "iopub.status.busy": "2026-02-15T18:18:03.996045Z", "iopub.status.idle": "2026-02-15T18:18:04.012403Z", "shell.execute_reply": "2026-02-15T18:18:04.010731Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "from multimin import Util\n", "\n", "def mog(X):\n", "\n", " mu1_1 = 0.977029\n", " mu1_2 = 0.528189\n", " mu1_3 = -0.558262\n", " mu1 = [mu1_1, mu1_2, mu1_3]\n", " Sigma1 = [[1.122005, -0.330481, 0.197538], [-0.330481, 2.302636, -1.664074], [0.197538, -1.664074, 4.275116]]\n", " n1 = Util.nmd(X, mu1, Sigma1)\n", "\n", " mu2_1 = 1.001685\n", " mu2_2 = -0.504055\n", " mu2_3 = 0.534949\n", " mu2 = [mu2_1, mu2_2, mu2_3]\n", " Sigma2 = [[0.621782, 0.100891, -0.021299], [0.100891, 0.058349, 0.037788], [-0.021299, 0.037788, 11.218229]]\n", " n2 = Util.nmd(X, mu2, Sigma2)\n", "\n", " w1 = 0.496763\n", " w2 = 0.503237\n", "\n", " return (\n", " w1*n1\n", " + w2*n2\n", " )\n" ] } ], "source": [ "code, pymog = F.mog.get_function(cmog=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## LaTeX outputs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For papers or reports you can export the fitted function in LaTeX:" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "execution": { "iopub.execute_input": "2026-02-15T18:18:04.018728Z", "iopub.status.busy": "2026-02-15T18:18:04.018504Z", "iopub.status.idle": "2026-02-15T18:18:04.037191Z", "shell.execute_reply": "2026-02-15T18:18:04.036786Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "$$f(\\mathbf{x}) = w_1 \\, \\mathcal{N}(\\mathbf{x}; \\boldsymbol{\\mu}_1, \\mathbf{\\Sigma}_1) + w_2 \\, \\mathcal{N}(\\mathbf{x}; \\boldsymbol{\\mu}_2, \\mathbf{\\Sigma}_2)$$\n", "\n", "where\n", "\n", "$$w_1 = 0.496763$$\n", "$$\\boldsymbol{\\mu}_1 = \\left( \\begin{array}{c} 0.977029 \\\\ 0.528189 \\\\ -0.558262 \\end{array}\\right)$$\n", "$$\\mathbf{\\Sigma}_1 = \\left( \\begin{array}{ccc} 1.122005 & -0.330481 & 0.197538 \\\\ -0.330481 & 2.302636 & -1.664074 \\\\ 0.197538 & -1.664074 & 4.275116 \\end{array}\\right)$$\n", "\n", "$$w_2 = 0.503237$$\n", "$$\\boldsymbol{\\mu}_2 = \\left( \\begin{array}{c} 1.001685 \\\\ -0.504055 \\\\ 0.534949 \\end{array}\\right)$$\n", "$$\\mathbf{\\Sigma}_2 = \\left( \\begin{array}{ccc} 0.621782 & 0.100891 & -0.021299 \\\\ 0.100891 & 0.058349 & 0.037788 \\\\ -0.021299 & 0.037788 & 11.218229 \\end{array}\\right)$$\n", "\n", "Here the normal distribution is defined as:\n", "\n", "$$\\mathcal{N}(\\mathbf{x}; \\boldsymbol{\\mu}, \\mathbf{\\Sigma}) = \\frac{1}{\\sqrt{(2\\pi)^{{k}} \\det \\mathbf{\\Sigma}}} \\exp\\left[-\\frac{1}{2}(\\mathbf{x}-\\boldsymbol{\\mu})^{\\top} \\mathbf{\\Sigma}^{{-1}} (\\mathbf{x}-\\boldsymbol{\\mu})\\right]$$\n" ] }, { "data": { "text/markdown": [ "$$f(\\mathbf{x}) = w_1 \\, \\mathcal{N}(\\mathbf{x}; \\boldsymbol{\\mu}_1, \\mathbf{\\Sigma}_1) + w_2 \\, \\mathcal{N}(\\mathbf{x}; \\boldsymbol{\\mu}_2, \\mathbf{\\Sigma}_2)$$\n", "\n", "where\n", "\n", "$$w_1 = 0.496763$$\n", "$$\\boldsymbol{\\mu}_1 = \\left( \\begin{array}{c} 0.977029 \\\\ 0.528189 \\\\ -0.558262 \\end{array}\\right)$$\n", "$$\\mathbf{\\Sigma}_1 = \\left( \\begin{array}{ccc} 1.122005 & -0.330481 & 0.197538 \\\\ -0.330481 & 2.302636 & -1.664074 \\\\ 0.197538 & -1.664074 & 4.275116 \\end{array}\\right)$$\n", "\n", "$$w_2 = 0.503237$$\n", "$$\\boldsymbol{\\mu}_2 = \\left( \\begin{array}{c} 1.001685 \\\\ -0.504055 \\\\ 0.534949 \\end{array}\\right)$$\n", "$$\\mathbf{\\Sigma}_2 = \\left( \\begin{array}{ccc} 0.621782 & 0.100891 & -0.021299 \\\\ 0.100891 & 0.058349 & 0.037788 \\\\ -0.021299 & 0.037788 & 11.218229 \\end{array}\\right)$$\n", "\n", "Here the normal distribution is defined as:\n", "\n", "$$\\mathcal{N}(\\mathbf{x}; \\boldsymbol{\\mu}, \\mathbf{\\Sigma}) = \\frac{1}{\\sqrt{(2\\pi)^{{k}} \\det \\mathbf{\\Sigma}}} \\exp\\left[-\\frac{1}{2}(\\mathbf{x}-\\boldsymbol{\\mu})^{\\top} \\mathbf{\\Sigma}^{{-1}} (\\mathbf{x}-\\boldsymbol{\\mu})\\right]$$" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "function, _ = F.mog.get_function(type='latex')\n", "display(Markdown(function))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can also output the parameter table in LaTeX:" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "execution": { "iopub.execute_input": "2026-02-15T18:18:04.040385Z", "iopub.status.busy": "2026-02-15T18:18:04.040156Z", "iopub.status.idle": "2026-02-15T18:18:04.058357Z", "shell.execute_reply": "2026-02-15T18:18:04.057494Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\\begin{table*}\n", "\\begin{tabular}{lrrrrrrrrrr}\n", "\\hline\n", "$k$ & $w$ & $\\mu_{1}$ & $\\mu_{2}$ & $\\mu_{3}$ & $\\sigma_{1}$ & $\\sigma_{2}$ & $\\sigma_{3}$ & $\\rho_{12}$ & $\\rho_{13}$ & $\\rho_{23}$ \\\\\n", "\\hline\n", "2 & 0.5032 & 1.002 & -0.5041 & 0.5349 & 0.7885 & 0.2416 & 3.349 & 0.5297 & -0.008064 & 0.04671 \\\\\n", "1 & 0.4968 & 0.977 & 0.5282 & -0.5583 & 1.059 & 1.517 & 2.068 & -0.2056 & 0.09019 & -0.5304 \\\\\n", "\\hline\n", "\\end{tabular}\n", "\\end{table*}\n" ] } ], "source": [ "latex_table = F.mog.tabulate(type='latex')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "\n", "**MultiMin** - Multivariate Gaussian fitting\n", "\n", "\u00a9 2026 Jorge I. Zuluaga" ] } ], "metadata": { "kernelspec": { "display_name": ".multimin", "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": "3.12.5" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": { "0888332133a547f8a207311628d99782": { "model_module": "@jupyter-widgets/controls", "model_module_version": "2.0.0", "model_name": "HTMLStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "2.0.0", "_model_name": "HTMLStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "2.0.0", "_view_name": "StyleView", "background": null, "description_width": "", "font_size": null, "text_color": null } }, "14e11bc877d34581b5245d8f7536c36e": { "model_module": "@jupyter-widgets/controls", 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