{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 02 - Linear Regression\n", "\n", "by [Alejandro Correa Bahnsen](albahnsen.com/)\n", "\n", "version 0.4, Feb 2017\n", "\n", "## Part of the Tutorial [Practical Machine Learning](https://github.com/albahnsen/Tutorial_PracticalMachineLearning_Pycon)\n", "\n", "\n", "This notebook is licensed under a [Creative Commons Attribution-ShareAlike 3.0 Unported License](http://creativecommons.org/licenses/by-sa/3.0/deed.en_US). Special thanks goes to [Kevin Markham](https://github.com/justmarkham)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.mplot3d import Axes3D\n", "from matplotlib import cm\n", "import itertools\n", "plt.style.use('fivethirtyeight')" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "application/javascript": [ "IPython.OutputArea.auto_scroll_threshold = 99999;" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%javascript\n", "IPython.OutputArea.auto_scroll_threshold = 99999;" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
areabedroomprice
021043399900
116003329900
224003369000
314162232000
430004539900
\n", "
" ], "text/plain": [ " area bedroom price\n", "0 2104 3 399900\n", "1 1600 3 329900\n", "2 2400 3 369000\n", "3 1416 2 232000\n", "4 3000 4 539900" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Test Dataset\n", "\n", "data = pd.read_csv('data/houses_portland.csv')\n", "data.head()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "Index(['area', 'bedroom', ' price'], dtype='object')" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.columns" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAegAAAEtCAYAAADDdfMLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nqUD//xsFo2AUjIJRMAoGIQAAtNM78ufYTVEAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "y = data[' price'].values\n", "X = data['area'].values\n", "plt.scatter(X, y)\n", "plt.xlabel('Area')\n", "plt.ylabel('Price')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Normalize data\n", "\n", "## $$ x = \\frac{x -\\overline x}{\\sigma_x} $$ " ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAboAAAEtCAYAAAB+lKV+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "y_mean, y_std = y.mean(), y.std()\n", "X_mean, X_std = X.mean(), X.std()\n", "\n", "y = (y - y_mean)/ y_std\n", "X = (X - X_mean)/ X_std\n", "\n", "plt.scatter(X, y)\n", "plt.xlabel('Area')\n", "plt.ylabel('Price')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Form of linear regression\n", "\n", "## $$h_\\beta(x) = \\beta_0 + \\beta_1x_1 + \\beta_2x_2 + ... + \\beta_nx_n$$\n", "\n", "- $h_\\beta(x)$ is the response\n", "- $\\beta_0$ is the intercept\n", "- $\\beta_1$ is the coefficient for $x_1$ (the first feature)\n", "- $\\beta_n$ is the coefficient for $x_n$ (the nth feature)\n", "\n", "The $\\beta$ values are called the **model coefficients**:\n", "\n", "- These values are estimated (or \"learned\") during the model fitting process using the **least squares criterion**.\n", "- Specifically, we are find the line (mathematically) which minimizes the **sum of squared residuals** (or \"sum of squared errors\").\n", "- And once we've learned these coefficients, we can use the model to predict the response.\n", "\n", "![Estimating coefficients](https://raw.githubusercontent.com/justmarkham/DAT8/master/notebooks/images/estimating_coefficients.png)\n", "\n", "In the diagram above:\n", "\n", "- The black dots are the **observed values** of x and y.\n", "- The blue line is our **least squares line**.\n", "- The red lines are the **residuals**, which are the vertical distances between the observed values and the least squares line." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cost function\n", "\n", "The goal became to estimate the parameters $\\beta$ that minimisse the sum of squared residuals\n", "\n", "## $$J(\\beta_0, \\beta_1)=\\frac{1}{2n}\\sum_{i=1}^n (h_\\beta(x_i)-y_i)^2$$" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# create X and y\n", "n_samples = X.shape[0]\n", "X_ = np.c_[np.ones(n_samples), X]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lets suppose the following betas" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ "beta_ini = np.array([-1, 1])" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# h\n", "def lr_h(beta,x):\n", " return np.dot(beta, x.T)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAboAAAEtCAYAAAB+lKV+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# scatter plot\n", "plt.scatter(X, y)\n", "\n", "# Plot the linear regression\n", "x = np.c_[np.ones(2), [X.min(), X.max()]]\n", "plt.plot(x[:, 1], lr_h(beta_ini, x), 'r', lw=5)\n", "plt.xlabel('Area')\n", "plt.ylabel('Price')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lets calculate the error of such regression" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "0.64501240712187469" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Cost function\n", "def lr_cost_func(beta, x, y):\n", " # Can be vectorized\n", " res = 0\n", " for i in range(x.shape[0]):\n", " res += (lr_h(beta,x[i, :]) - y[i]) ** 2\n", " res *= 1 / (2*x.shape[0])\n", " return res\n", "lr_cost_func(beta_ini, X_, y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Understanding the cost function\n", "\n", "Lets see how the cost function looks like for different values of $\\beta$" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": true }, "outputs": [], "source": [ "beta0 = np.arange(-15, 20, 1)\n", "beta1 = 2" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcQAAAEtCAYAAACWFBBVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cost_func=[]\n", "for beta_0 in beta0:\n", " cost_func.append(lr_cost_func(np.array([beta_0, beta1]), X_, y) )\n", "\n", "plt.plot(beta0, cost_func)\n", "plt.xlabel('beta_0')\n", "plt.ylabel('J(beta)')" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": true }, "outputs": [], "source": [ "beta0 = 0\n", "beta1 = np.arange(-15, 20, 1)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcQAAAEtCAYAAACWFBBVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cost_func=[]\n", "for beta_1 in beta1:\n", " cost_func.append(lr_cost_func(np.array([beta0, beta_1]), X_, y) )\n", "\n", "plt.plot(beta1, cost_func)\n", "plt.xlabel('beta_1')\n", "plt.ylabel('J(beta)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Analyzing both at the same time" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": true }, "outputs": [], "source": [ "beta0 = np.arange(-5, 7, 0.2)\n", "beta1 = np.arange(-5, 7, 0.2)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [], "source": [ "cost_func = pd.DataFrame(index=beta0, columns=beta1)\n", "\n", "for beta_0 in beta0:\n", " for beta_1 in beta1:\n", " cost_func.ix[beta_0, beta_1] = lr_cost_func(np.array([beta_0, beta_1]), X_, y) " ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAoAAAAJkCAYAAACBGJC3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "betas = np.transpose([np.tile(beta0, beta1.shape[0]), np.repeat(beta1, beta0.shape[0])])\n", "fig = plt.figure(figsize=(10, 10))\n", "ax = fig.gca(projection='3d')\n", "ax.plot_trisurf(betas[:, 0], betas[:, 1], cost_func.T.values.flatten(), cmap=cm.jet, linewidth=0.1)\n", "ax.set_xlabel('beta_0')\n", "ax.set_ylabel('beta_1')\n", "ax.set_zlabel('J(beta)')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It can also be seen as a contour plot" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbYAAAEmCAYAAAAOb7UzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIRyKJDYhhBAORRKbEEIIh/L/hjU89Ff72mEAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "contour_levels = [0, 0.1, 0.25, 0.5, 0.75, 1, 1.5, 2, 3, 4, 5, 7, 10, 12, 15, 20]\n", "plt.contour(beta0, beta1, cost_func.T.values, contour_levels)\n", "plt.xlabel('beta_0')\n", "plt.ylabel('beta_1')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lets understand how different values of betas are observed on the contour plot" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": true }, "outputs": [], "source": [ "betas = np.array([[0, 0],\n", " [-1, -1],\n", " [-5, 5],\n", " [3, -2]])" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Linear Regression with betas [0 0]\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAy0AAAGlCAYAAAD3bBmaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIYQQQohyTZIWIYQQQgghRLn2/5+BkPOAnHBpAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Linear Regression with betas [-1 -1]\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAy0AAAGlCAYAAAD3bBmaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xd4VNXWwOHfKdPTSEKHgPQqTRFRAekWBBEsqNh7vdfu\n1c/uvTb02q4NFRULKiIdESkWQJooRXqvIZA2mXbK90cwMCaBJCSZBNb7PHkCe5+yJiTkrNl77a1k\nZmbaCCGEEEIIIUQVpcY6ACGEEEIIIYQ4EklahBBCCCGEEFWaJC1CCCGEEEKIKk2SFiGEEEIIIUSV\nJkmLEEIIIYQQokqTpEUIIYQQQghRpUnSIoQQQgghhKjSqnXSMmrUKGrUqMH9998f61CEEEIIIYQQ\nFaTaJi2LFi1izJgxtGvXLtahCCGEEEIIISpQtUxasrKyuPHGG3njjTdITEyMdThCCCGEEEKIClQt\nk5a7776bCy+8kDPPPDPWoQghhBBCCCEqmB7rAEprzJgxbN68mdGjR8c6FCGEEEIIIUQlqFZJy/r1\n63nqqaeYMWMGqlotB4mEEEIIIYQQpaRkZmbasQ6ipD799FNuv/32qITFNE0URUHTNHbu3InD4Yhh\nhEIIIYQQQojyVq2SluzsbHbu3BnVduutt9KsWTPuueceWrZsGaPIhBBCCCGEEBWlWs2xSkhIoFWr\nVlEfXq+XpKSkEzZhWbduXaxDqHDyGo8P8hqFiJ3j7XvzeHs9IK+pOjjeXg9Ur9dUrZKWoiiKEusQ\nhBBCCCGEEBWoWhXiF2XSpEmxDkEIIYQQQghRgar9SIsQQgghhBDi+CZJixBCCCGEEKJKk6RFCCGE\nEEIIUaVJ0iKEEEIIIYSo0iRpEUIIIYQQQlRpkrQIIYQQQgghqjRJWoQQQgghhBBVmiQtQgghhBBC\niCpNkhYhhBBCCCFElSZJixBCCCGqLCMYZM348aSvWBHrUEQZ7Vm2jHXffosZDsc6FFGN6bEOQAgh\nhBDi79JXrOCPDz9kzZdfEsrKou2VV9LvtddiHZYogyWvvcba8eNxJyfTavhw2l9zDSmtWsU6LFHN\nyEiLEEIIIaoEIxTizy+/ZNzAgYw980x+f+89QllZAKybMIGI3x/jCEVpBTMz2TBlSv6f9+/nt7ff\n5uNu3fjq/PNZO2ECZiQS4whFdSEjLUIIIYSIqZzt2/n9/fdZ8dFHBPbtK/KYcE4O6ydNovWll1Zy\ndOJYrPnqK8xQqFD79p9+YvtPP+GtXZv2I0dy8nXX4atTJwYRiupCRlqEEEIIERN7fvuNaTfcwAcd\nO7Jo1KhiExZPSgqdbrmF2l26VHKE4ljV796dDjfcgCspqcj+vD17WPjCC4xu354Zt9witUuiWDLS\nIoQQQohKY1sWm2bMYMnrr7Pj55+PeGzDHj04+brraHLOOWhOZyVFKMpTaps2nP3CC5z11FOsnzyZ\nP0aPZsf8+YWOsyIRVn/2Gas/+4y0Xr3ofPvtNOrTB0VRYhC1qIokaRFCCCFEhbMti7UTJrDw+efZ\n/+efxR7nTEigzYgRnHzttSS3aFGJEYqKpLvdtBo2jFbDhrFv5Up+/+ADVn/+OZHc3ELHbp0zh61z\n5pDarh3dHniApuefL8mLkKRFCCGEEBXHtizWTZzIwueeI2P16mKPq9GiBZ1vvZVWw4fj8PkqMUJR\n2VLbtqX3iy9y5mOPsfrzz1n2v/+RuXFjoeP2rVjB5CuvpGb79nR78EGanHuuJC8nMElahBBCCFHu\nbNtm/cSJLHjuOTJWrSr2uAZnnUWX22+ncb9+KKqU2p5InPHxdLjhBtpfey0bp01j6RtvsLOIqWPp\nf/zBpMsvp+bJJ3P6Qw9x0sCBkrycgCRpEUIIIUS52jZvHj89/jh7li4tsl9RVVoMHUqXO+6gVocO\nlRydqGpUTaPZ+efT7Pzz2b1kCUtefZV1EyeCbUcdl/7770y87DLqnnYaZz3xBPW6dYtRxCIW5C0N\nIYQQQpSL9D/+4Jthw/j6gguKTFgUVaXVxRdz5cKFnPPee5KwiELqdOnCeWPGcMXPP9N8yJAij9m1\ncCHjBg5k4mWXkXGE+ihxfJGkRQghhBDHJGf7dqbfeCNje/Rgy/ffF+ovSFYWLGDgO++Q3Lx5DKIU\n1Ulqmzac9+GHR0xeNk6bxifduzPz9tvx795dyRGKyiZJixBCCCHKxAiF+HXUKMZ07cqf48YVms4D\n0Hzw4EPJiqwGJkoptW3bguSlycCBhfpty2LlJ58w5tRTWfr665iRSAyiFJVBkhYhhBBClNrmWbP4\npHt3fnnySYy8vEL99c84g0u+/57zxoyRZOVwtg2WAUYAwtkowQyUvN3o4X0oof0Qzs7vs4wik8AT\nVWrbtlzw+ecMnzqVul27FuoP5+Qw75FH+LRHD7b9+GMMIhQVTQrxhRBCCFFi2Vu3Mvfhh9kweXKR\n/alt2nDGE0/QuG/fE2OFJ8tECexE9e9ACexBDe7J/xzYgxJMRwlno0QOfRDJQbGtQpfpCLAsus1W\nNGxHPDjisR0J2M4EbEcitrsmlqc2tqc2lqcWtqcOlrcBtrcuKMf3+9H1u3fn4hkz2DBlCj8/+SQH\n1q6N6s9YvZqvBw2ixUUX0ePpp4mrWzdGkYryJkmLEEIIIY7KMk1+e+stfnnmmSJHVtw1anDGY4/R\n9sorUTUtBhFWLCWwFzVzNVrWKtTsjai5m1FzNqH6t6JY4Yq5p22ihDMhnFmi423VhRXXCCuuMVZ8\nY6z4pphJrbGS2mC7UyskxlhQFIVm559Pk4ED+X30aH555hnC2dlRx6z9+ms2z5zJGY89xsnXXCPL\naR8HJGkRQgghxBGl//EH3995J3uWLSvcqSi0v+Yauj/yCJ7k5MoPrrzZFmr2BrSMxWgZv6FlrkLN\nXI0a2hfryI5KsUJo2WvRstcW6rPctbCSWmMmtcFM6YSZ0gUrvglU49EwVdfpeNNNNL/wQn5+/HFW\nffppVH84O5vZ99zDmi+/pM8rr5DSqlWMIhXlQZIWIYQQQhTJCIVY+PzzLH7lFWzTLNRf55RTOPuF\nF6jdqVMMoisnRgAt/Vf09Plo6YvQMxajhLMq9Ja2ooHqANWBreigOjANA021UCwDrAjYkSKnkZWV\nGtyLunsv+u65BW2WswZm6qmYqadg1Dods2ZX0Fzlds/K4qtVi/5vvkm7q65i9r33kv7HH1H9Oxcs\nYOxZZ3Haffdxyj/+geZwxChScSwkaRFCCCFEIXt//50ZN91ExurVhfqcCQmc9eSTtBs5svpNu7EM\ntIxl6Lvnou+Zh7Z3IYoVOrZLupKxfGn5tSWeOth/1Zm4a2I7kwpqUXAm5NeoqIUfmtetW0fzvy8F\nbYZRIjkHa2Gy8+tjwpmowb0ogd2ogb8+70bJ3YJawmlkf1HDB1B3fodj53cA2JoHo1Y3jDo9MWv3\nwEzuAGr1mepX77TTuGzOHJa/+y6/PPUUEb+/oM+KRJj/7LOsnzyZge+8I6Mu1ZAkLUIIIcRh9uzZ\nw+OPP87MmTPJzc3lpJNO4qWXXqJ79+6xDq1SWKbJ0tdf55enn8YqYvnY5oMH0+u55/DVqROD6MpG\nCR1A3zkTffsMHDtn5icBpWRrbszEVvlTrBJbYsWdlF83EtcYnInlHzSA5sTWUrDdKSU7PpSZX2uT\nuxktZyNq1pr86W1Za0uUmClmAMeu2Th2zQbyR2KMev0wGgwkUq9Pxb3OcqRqGp1uvpmm553H7Hvv\nZdOMGVH96b//zqe9enHm44/T8cYbq1/SfQKrVknLe++9xwcffMC2bdsAaNWqFffeey/9+/ePcWRC\nCCGOB1lZWQwYMIDu3bvz1VdfkZyczObNm6lZs2asQ6sU2Vu3MuPmm9nxyy+F+nx16tD7pZdoet55\nMYis9JTczTi2TsKxfRpa+kIUu/D0tuLYjgSM1C6YKV0wk9tjJbXFijup6o86uJKwXB2xUjpiHN5u\nGag5G1EzV6Ht/x09YwlaxlKUSM4RL6eGD+DcPA7n5nHYio5ZuzuR+gOJpF2A7WtQoS/lWCU0bMgF\nn3/O2m++Yc799xPYd6gmyQwGmfvgg2yaMYP+b74pK4xVE9Uqaalfvz5PPvkkTZs2xbIsPv30Uy6/\n/HLmzp1LmzZtYh2eEEKIau6///0vdevW5c033yxoS0tLi2FElcO2bf4cN47Z991XaBUmgNaXXkrP\n//wHd1JSDKIrOcW/A8eWb3Bs+QY9Y0mJz7N8DTHq9Miv60g9FSuh+fG1dLCqYyW2wEpsgdFoCCEA\ny0TNXoOWvhg9/Rf03fNQ83YWewnFNtB3z0PfPQ/PkocxanYj0uhCImmDsb1Vc9RNURRaDh1KWs+e\n/HDvvaz75puo/q2zZ/NJ9+70eeUVmg8eHKMoRUlVq6TlnHPOifr7I488wujRo1m0aJEkLUIIIY7Z\n1KlT6du3L9deey0//vgjderUYeTIkdxwww2xDq3ChHNz+eGf/8zf0f5v3DVqVP0HunA2zs1f49j0\nBXr6ghKdYrlSMOr0zK/dqNMjf4pXNV5Fq0xUDSupDVZSGyLNR4Jto+ZsyK/12T0PbffcI9bI6OkL\n0NMX4F78IGbtMwifdAmRxkNB91XiiygZT0oK577/PmvOOYcf7r03KjEPHjjAlKuuot3IkfR67jl0\njyeGkYojqVZJy+Esy+Kbb74hLy+PrkXsjCqEEEKU1ubNmxk9ejS33nor//jHP/jjjz+4//77URSF\n66+/PtbhlbuMP/9k8siRhTboA2jUpw/9Xn+9ak6dsW209EU414/BsXk8ill435i/M5PaEKk/EKPB\nQMyULlV/qldlUxSshGaEE5oRbnFd/oIF+37FsX06+vbpRS6jDKBgo+/5CX3PT9hLHibceBjhZldh\npXSs5BdwZIqi0Orii6nXrRszbrmFHT//HNW/4qOP2L10Ked/9BFJTZrEKEpxJEpmZqYd6yBKY9Wq\nVfTv359gMEhcXBzvvvsu/fr1i3VYMVPkaiPHGXmNxwd5jaI6qFWrFl26dGHatGkFbU899RRTpkxh\nwYLi38Vft25dZYRXrnbMmMEfzzyDGQhEtasuF63vvJNGw4dXuR3tVdNPSvoUau4djzew4ajH58R1\n4EBKXzJr9CDsqlcJER6/XMFtJB2YR439s4jL/eOox/u9LUmvNZT9qediae5KiLDkbNNk46efsubN\nN7GNqOofdJ+PDo8/Tp1evWIT3AnuSL9Dq91IS4sWLfjpp5/Iyspi4sSJ3HzzzUyZMoVWsnSdEEKI\nY1S7dm1atGgR1daiRQvefvvtI55X1ZPVwxNqIxTix0ceYfm77xY6LqVNG859//0qtxyskrsZ15p3\nca7/+KgrfxkpXfJrLRoNwfY1IBGo+mteVYc3PZoDvTF5nOzcLTi2TMC5ZTza/uVFHu3LW4Nv879J\n2/k/ws2vJtzi+ipVvN/iySfpfNFFTLvuOg6sX1/Qbvj9LLnvPrrccQdnPPYYqn7oUbnq/xuVXnV6\nTdVupOXvhgwZQlpaGq+++mqxx1THd8CEEKIqqS6/1I7VDTfcwI4dO5g6dWpB29NPP82UKVOYP39+\nDCM7Nn89mPh372byyJHs+vXXQse0vuwyer/0Eg6vNwYRFsG20dLn41r9P/TtU4640aLlrUe46eWE\nm1yOHd+48mIsR9Xp4fFwavYGHBvG4tzwCWpwb7HH2YpGJG0w4Va3YNY8tRIjPLJwTg4z77yzUJE+\nQIMzz+S8MWPwpOQvOV1d/42OpDq9pmo30vJ3lmURCh157fHq8o9RFtXpm62s5DUeH+Q1iurg1ltv\nZcCAAbz00ksMHTqU5cuX88477/D444/HOrRjtnvJEiZdcQX+Xbui2jWXi17PP5+/UWRVmA5m2+g7\nZuBaMQp9X+HkquAwRcOo359ws6sw6vUFtdo/0lRLVkJTQp3+j1CHh9C3T8e5/iP0nd+jEP2euGKb\nOLeMx7llPEatMwi1uwej7tkxXwDBGR/Pue+/z2+nncaPjzyCddh0se0//cRnZ5/NoLFjqdm+fQyj\nFFDNkpYnnniC/v37U79+fXJzc/nyyy/5+eef+fLLL2MdmhBCFMs0YflyjY0bFZo0senY0UT2M6ua\nOnXqxNixY3niiSd48cUXadCgAY8++ijXXnttrEM7JjumTcuvX/nbm3wJaWmc/9FH1OpYBYqmbQt9\n2xTcfzyPdqD4mgnLlcru1MHEnXYPtlfqVKoM1YGRNggjbRCKfxvOte+jr3kf3cgqdKi+92f0H37G\nSOlM6OQHMer1i2nyoigKnW6+mdqdOzP16qvJ3Xlo6efsrVv5YsAABr71FrRuHbMYRTVLWvbs2cNN\nN93E3r17SUhIoG3btnz99df0kmIpIUQVtny5xoABPiIRBYfDZvp0P126lHyjO1G5+vXrd9ws8GJb\nFvOffZbfXnyxUF9a796cO3o07ho1YhDZYWwbfcd03MufQTuwotjDzKS2hFrfQqTxMHZu3Ebz4yBh\nsbEBExsD1FD+ZzQUqsCI1zGwfQ0JdXqMVZ6htNKW4Przf2hZawodp2csRZ99MUZyJ0IdH8Go2zum\nyUu9rl0ZMW8eU666Kmp1MSMvj8kjR9Lyttto9vTTVWNE8gRUrZKWwzf7EkKI6mLjRoVIJP+XXCSi\nsGmTQpcuMQ5KHPeMYJDvbr2VtePHF+rrcued+UXGWmyX/dXSf8W99DH09OLrhSL1+hNqcwdm7TNj\nPpWoODY2lpKNqaRjqOkYyl4MNR1T2Yel5Bz8yMVUsrGUXGwlnJ+gKJGCa2idYVPBBR0oOFBsJ6od\nh2bHox72odupaFZNdLsmulULzaqFSlyVS3YszU2k+dVEml2Fvms2zlWv4tg9p9Bx+v5l6D9chFGn\nJ4FOT8R0uWRvaipDJ0xg3sMPF1qsYs0bb6BlZtLnlVfQHI4YRXjiqlZJixBCVEdNmtg4HHbBSEuT\nJtV6/RNRDQQzM5k0YgQ7fvklql1zOun72mu0vuSSGEWWT81ah/u3J3Fsm1Rkv42CkXYBwXb3YCWf\nXMnRFc/GIKJuJqxtJqJuLfgIa1uxFX/53UiJYBPBVvKwyMQ4+hmodjwOsyEOKw2H1QiHmYbTaozD\nSkOJ9eOeomDU641RrzfaviW4VryIY/u0Qofpu+cSP60X4UYXEez4aMwWVdAcDs5+4QVS27Vj9j33\nRNW5rBo7Fv/u3Zz34Yc44+NjEt+JSpIWIYSoYB07mkyf7mfTpkM1LUJUlJzt2/lm2DD2//lnVLsn\nNZVBY8dS77TTYhQZKMEMXL8/i3Pdhyh24Z8DG4VIoyGE2t+HldQmBhEeHotBWFtHSF1DSFtDWFtD\nWNuArYRjGldxLCWHkL6KEKui2hXbhdNshstsidNsmf/ZahqzRMZM7UJer89Q9y/H/cfzOLZNKXSM\nc8vXOLZNJNzieoInPwDOpBhECu2vuoqkxo2ZPHIkoaxDtTlbZs3iq/PPZ/C4cfhq145JbCciSVqE\nEKKCqSp06WLKlDBR4dJXrGDC8OGFVgjzNW7MxRMmkNi4cWwCswyc697HvfwZlHDhwmzInwYW7PR/\nWDXaVXJw+SyChLSVBPRlBPXfCGkrsJUjr05aLmwVBR3LtlEUE5Til3Yu0+WVECF9JSF9ZUGbYntw\nG+1wmx1xG51wm21RcJbrfY/GSu5AXs+xqBm/4Vn2GPruuVH9ihXB9ef/cGwaR7Dj/xFpdiUolb+C\nScOePbnk++/5dvhwsjZvLmjfu3w5X/Trx5CvvyZZVo2sFJK0CCGEEMeBHb/8wreXXko4O3rzxXrd\nutH26adjlrBo6Yvw/PrPYlcEM1I6E+z0BGadsyo1LhubiLqVPP0X8hw/E9R+j6oxKS3FdqFbtdHs\nmuhW/odm10SzE6PqUfI/XICOgo5Cfl3RX0um238V5mNgKaHDamJyDtbNZGMo6ZhqOoa6F0PZi6nu\nLdUIkK0ECDgWEXAsOhi7E7fREa/RHa/RHYfVsMxfh9KyUjri7zMBfdds3MseK/R9ooYy8C68C2PD\nxwS6voSV3KHSYvtLcvPmXPzdd4wbPJis1asL2rO3bmXcgAFc+PXX1O7UqdLjOtFI0iKEEEJUc5tn\nzWLyFVdgBAJR7c0GDWLgO++wafv2yg8qnIl76eM4148ptGcHgBnfhGDH/8NIG1xpBfY2BkFtGX7H\nT+TpP2NoO0p9Dc1KxWk2w2Gl4TxYO+Kw0tDsmuVSCK+gHUxkXKi2D+zko55jY2Eq6YTVLUS0w2tt\n1mKqB45+vhIm4PiVgONXMngFh5mG1zgDb+RM3GaHgsSqwhysecmt2wvH5q9w//YUqn9b1CH6vsXE\nTTubcIsbCHZ8BByVW0/iq1WLbm+9xZqnn2bzzJkF7cH9+/lq0CAGf/EFDc44o1JjOtFI0iKEEEJU\nYxunT2fKyJGY4eh32jveeCM9/v3vmKwQpm+biufXe1ADuwr12Xocwfb3E251M2gVPyXJxiSo/Uau\n43v8jjlYamaJz9WsVFxmW1xmq4M1IS3Q7ZQKjLZsFFR0uza6WRvMrgXtNjamsq+gJiekrSGkrThq\nIhPRtpKlbSXL9RmalYIvcja+SB/c5skoVOAULUUlctLFRBoOwrX6dVwrRqGYhxJxxbZwrXkbx/ap\nBLq9mr85ZSXSvV4GffopP/zjH6z85JOC9khuLhOGD+eCzz4jrWfPSo3pRCJJixBCCFFNrZ80ianX\nXosViZ7W1P2RRzj1nnsqfT8JJZiBe/GDODcXvelzuPEwgp2fxvbWqdA4bGxC2mpyHVPxO2ZjqvtL\ndJ5u1cVtdMZjdMJtdkC36le5ZYRLQ0HJXxbZqInPOBP4a1rcNoLabwT1ZQT0pZjq3mKvYaoZZLu+\nItv1FZpVE1+kN/Hhc3FZLSoucN1DqP19hJtcimfxQzi2TY7qVv3b8M26kHDTKwh0ebpSC/U1h4O+\nr72Gp2ZNFr/8ckG7kZfHt5dcwqBPPqFx376VFs+JRJIWIYQQohpaM34802+4AduMXoWr1/PP0/HG\nGys3GNvGsXUC7l/vQw3tK9Rtxjcj0PVFzLq9KjQMU8kk1zGdHOdkwtqGo59g63iMzjGp5YgVBQWn\nlYbTSiMhcsHBJGbLwdqeXwhqv4FS9AqHpppOtusLsl1f4DRbEB8eRFy4PxoJFRKr7WtIXs9P0LfP\nwLP4ftTcLVH9zg2foO/8nkDXURgNz62QGIqiKApnPvYYroQEfn7iiYJ2Mxhk0ogRnPvhhzQ9t/Li\nOVFI0iKEEEJUM6u/+ILvbrkF2zpspSlFoc/LL9P+6qsrN5hwFp6F/8C5pfAmlraiEWp7N6H294Hm\nrpDb29gEtd/Ido7H75gDypF3NVHtOLyRHvgiZ+ExTkXFVyFxVRf5SUxjnOHGJIVHYJFLnv4reY4f\n8TvmYSt5RZ4X1taS4XmJ/e7X8EV6kxC+CLdZMSu/GQ0GkFPnLNzLn8G5+s2oGik1sBvf3BGEm1xG\n4NQXwBFXITEU5dR//APN6WTev/5V0GaGw0wZOZJz33+fZhdcUGmxnAgkaRFCCCGqkTVff11kwtLv\n9ddpe/nllRqLlr4I70/Xofq3Fuoza7Qj7/Q3Kmy1JxsDv+MHspyfE9JXH/FYxfbii/TAF+mD1+ha\n6cv7VicqccQZvYkzemMFQgT0BeQ6ZpHn+AlbCRQ63lbC5Dqnk+ucjstoR2JoBD6jR/kX7+tegl2e\nIZI2BM+C29Gy1kR1Ozd+hpa+iLyzRlfqCmOdb7sNzeVi9r33FrRZhsHUa6/lvI8+khGXciRJixBC\nCFFNbJw+nRk33RSVsCiaxoC33qLV8OGVF4ht4Vz1Ku7fnkaxo0c2bNVJqP39hNreBaqj3G9tkYtS\nexrb4mdjqLuPEKOK1zid+PD5eIzTUXGVeyylZWNjEMFQTExMLExMJf9POe5sDqgH0GwNDRUVDd3W\n0dFjVlej4sJn9MRn9MQKBMlz/ESOYwoBfSEohVeEC+kr2Ks/jG7WJzF8Caityj0ms+ap5J47D9cf\nL+Ba+XLUJqVaznripvcj2PkJwi1vrrRV6Tpcfz2a08n3d90Fdv7XxTIMpl5zDYPHjZPi/HIiSYsQ\nQghRDWybN48pV12FZRxKEhRN45zRo2kxZEilxaEE9uD55WYcu2YX6jNrtCfvjHewklqX+31Nssly\nfUG2axxqYi7FTQJzmA3zay0iA9HtmuUeR1EsLHKVXHLUbLLVbHKUHLLVLHLVXIJKkKASOPg5iFlM\nvQjtYDazCjVrtobbduO2PQc/u4m34om3EkiwE/I/WwnE2XEVmtyouImL9CUu0hdD2UOOcyo5zskY\n6s5CxxraDjI8o1BP9nHAuILE0PDynYanuQh1fIRI2iC8P9+ElvVnQZdihfEsfgh91xwCp7+J7a6c\n1d7ajRyJ6nDw3a23FiQuZijEpBEjGDphAnVPPbVS4jieSdIihBBCVHG7Fi9m4ogRmKHDdmhXFAa8\n/XalJiza3l/wzrsGNbinUF+o5U0EOz8JWvmOaJhKFlnOz8lyfYmt+Is9zhs5g8TQJbjNUyrs4d3G\nJlPNZJ+6jwxtHxnqPjK0DA6o+zGOUktTVqZi4lf8+Cn+tQPotk6ylUKKmUKKlUqKmUKqWZNEO7Hc\nvx66XZsaoWtICl1FQP+VLOfnBBwLCx2n6H4O6G+T5fyUxPClJIYuRqX8ak6s5A7knvMD7sUP41r/\nYVSfY8cMtKk9yesxBjO1S7nd80jaXHYZViTC93feWdAW8fuZMGwYw6ZMoWa7iqn5OVFI0iKEEEJU\nYftWrmTCsGFEcnOj2vu8/DKthg2rnCBsG+efb+Je+n9R03EALFcygdPfwGhwTrne0iSHLNfYg8lK\n0cXgiu0kLnwuieFLcFqNy/X+AAElwC5t58GPXezRdhNUg+V+n/JgKAZ7tT3s1aITSrfloa5Zlzpm\nHeqZ9alj1MVN+SyKoKDiNbrhNboRVjeQ6fqMXMd3oEQvwW2pORxwv0uW63MSQ5eQGLq0/EZedC/B\nbq9g1O2Fd8GdKJHsgi41bzu+7wYSPOU5ws2vqZTpYu1GjiSckxNVnB/KyuKboUMZPm0aNZo2rfAY\njleStAhZVwKDAAAgAElEQVQhhBBVVNaWLYwfOpRQZvSGiGc99VTlrRJmBPAsuAvn5nGFu2qdQd6Z\n72J765Xb7WwMcpwT2e96t9iNIG3DR7JxGQnhoWh2jXK7t4HBDm07Wxyb2axvJl0rfv+SstJsDYft\nIL9yRUOz8+tXwuEwulMrqHGxMIkokeKnk5VQUA2wSd3IJsfG/AYbapu1aWScRCOjEfXM+ujl8Djo\ntJpSK/AIycFbyHbm7+tiKdGJtqXkcMD9HtnO8dQI3kR85LxyK9g3Gg0hJ6UT3p+uR9+3qKBdsSJ4\nfv0n2v7fCJz6YqVsaNr5ttsIZWez8LnnCtry9u5l/ODBXDJzJnF161Z4DMcjSVqEEEKIKih44AAT\nhg0jb0/0O+dd772XLnfcUSkxKP4deOdegb5/WeH42t1L6OSHQC2/VaLy9IVkuF8lom0ssl+1EkkK\njyB9VUdqND25XO6ZrWSz3rGWjfpGdujbyzzNy215SLQSiLfza0zirQTirXi8tjeqJsVB0YsTrFu3\njubNm0e15RfuGwSVIAElQFAJEFAD5CjZZKs5B2tosshWsks+AqTAHn0Pe/Q9/MoCdNtBQ6MhJxlN\naBZpTrwdX6bX/xfdTiE5dBOJoRFsyn0Lvd5MLCUn6hhT3c8+77/JNr8iJXA3HrPzMd3zL3ZcI/z9\np+Je9jiu1W9E9TnXf4SatZa8Hh9he2qVy/2OpNuDDxLOzmbZ//5X0JazfTsThg3j4unTccYf29f5\nRCRJixBCCFHFmOEwk664ggPr1kW1d7zxRk4/bNpJRdL2LcU757JC9Su2I4G8M94u1+lgYXUr+93/\nJc/xS5H9qlWDpNAIEsJDUfGSbq0r8riS2q/uZ51jLev0tezRj7ACWRGctpPaZm1SzJqkHFZD4rW9\nxxRTURQUHDhw2I5DyUQRAy82NgEl72CtTQYZagYZWjp7tD1E/jZV6+8MJcImR/5IzA+e76lr1KN5\npAXNIy1Issu+07xGPPauIaTF3UKW60uynJ9hqdHJS1hbx6642/BGepISuBOHXQ4jdqqDYJdnMFJP\nxTv/NhTjUC2Qnr6AuGm98Z/9OVaNiq0vURSFHs8+Szgnh5WffFLQvm/lSqZeey0XfPYZqi6P4aUh\nXy0hhBCiCrFtm+/vuIMdP/8c1d7ioovo+Z//oFTCvHx92xS8P12PYkbvy2EmtiSv56dYCeUzL98i\nRKbrIzJdHxeqgwBQbDdJoStJDF2GiueY7pWr5LLasZJVzlXs09JLdpINNa1a1DPqUdesRx2zLslW\ncsyWIC6OgoLX9pFm+kgzGxW0W1jsV/fn1+To+bU5+7R9R7zWLj3/2HmeOdQya9Em3JbWkTZ47bLV\noKjEUSN0DYmhi8l0fUKW61NsJRx1TJ5jLgF9Pkmha0kKjUApZjSqNIxGQ8hNbIl3zgi03E2H4snb\nTtx355B31hiMer2P+T5HoigKfV55hUBGBhunTSto3zxzJnMeeICzX3yxUn6ejxeStAghhBBVyMLn\nn2f1F19EtdU7/XT6v/kmiqpW+P2df/4P9+KHo3YdB4jUH0jeGe+AM6Fc7pOnL2Sf+wUMbUeR/XHh\n80gO3nRMyxZHiLDesY5VjpVs0TdjF7G3yN/FW/E0MhrT2DiJNKMRHvvYkqVYUlFJtVJJtVJpH8mf\nTpen+Nmib2GLvpkt+mZy1dxiz9+r7WWvZy9z3XM4yWhC23A7mhhNy1QDo+IjOXQTCeHBZLjfxO+c\nGdVvK2EOuN8i1zGd1MB95TJlzEpqjf+cH/D8eA2O3XMK2pVIDt7Zwwl0fZlI85HHfJ8jUXWdc957\nj6/OP589yw5Ns/x99GiSTjqJzrffXqH3P55I0iKEEEJUEX+OG8eCf/87qi2paVMGjR2L7qrgzRFt\nC/eSh3H9+VahrlCbuwh2egyUY0+aTOUA+9wvF3po/Yvb6EhK4C5cVtk3JsxSMlnqWsIK5x+E//au\nflHqGfVpHmlOE6MpNargSEp58to+Wkfa0DrSBhubDDWDjfoG1jnWslvfVeQ5tmKz0bGBjY4NuC03\n7SIn0ynUmQS79AmsbtehduBJguHhZLj/S0hfGdUf0TazK+424sLnkRK4E41jS5JtVw3yen+Fe/FD\nuNa+W9Cu2CbehXcS9G8h1OGRCl1ZzOHzccHnn/N5nz7kbN9e0D7v0UdJaNSIZoMGVdi9jyeStAgh\nhBBVwK7Fi5n5twJ7d3IyQ778Ek9ycsXe3Azj+eUWnFu+jmq2FY1A15eINL+6XG7j1+eR7vl3kauC\naVYyKcG78EX6lSlpsLHZoW1niWsxG/T1RxxVUWyFhmYazSMtaBZpRtwxFp9XVwpK/khMOJWu4dMO\nLkqwjnWOtezQthf5NQyqQRa7fmWJcxEtIi3pEj6Fumbpa1HcZnvq+d8h1zGNDPdrWGpWVH+ucwoB\nfSE1A//Ca3Qr82sEQNUJnvo8Vnxj3EseiRpFdK94CTWwh8Bpr4BacY/Fvtq1GTxuHOMGDiScfXBZ\nZttm+k03cUnjxtRs377C7n28kKRFCCGEiLHcXbuYdPnlUZtHak4ng8aOJalJk4q9uRHAO28kjp1/\nm66jx5HX40OMen2P+RYWeWR4/kuOc2LhTlshIXwhNYI3o1H65MHCYq1jDYudi45aVF/TrEXbcFta\nRdrgK2ONxvEswU6gc7gLncNdyFVyWOVYxSrnCjK0jELH2orNGuefrHH+SV2jHqeGutLMaF6qhFNB\nJT5yHl7jTPa73yDHOSmq31T3sdv3DxJCw0kO3op6LPvLKArh1rdh+dLw/nxjVL2Wc8MnKJFs8s54\nr0KXRE5t04bzxozh2+HDsYz8VeqMvDwmjhjBiDlz8KSkVNi9jweStAghhBAxZIbDTLn66kJLG/d7\n/XXqn356xd48kotvzmXoe36MarY8dfCfPQ4r+diXFQ5qf7DX80SRtStOszmpgQdwm21LfV0LizWO\n1SxwzWe/tr/Y4zyWlzaRNrQJt6OWVfFL3R4v4ux4uoZP49RwV/aqe1jpXMFqx6oil1bepe9koj6B\nVLMm3YKn08JoWarkRbMTqRl4mPjweaR7niOibYrqz3Z9SUBfRK28x3FZLY/pdRlpg/B7J+GdfQlq\n6FAy5tg6Ea9xBXk9xoBecXVMjc4+m7NffJFZd99d0JazbRvTrruOIV9/jaqV3xLixxtJWoQQQogY\nmvevf7Fr4cKoti533UWriy+u2BuHs/DNvhg9PfreZnxT/H3GY8c1KubEkrExOOD6gEzXh6BYf+vU\nqBG6jqTQlSilfBSxsNiWspUf4+ZwQDtQ7HE1zZp0Dp1Cq0jrctk88USloFDbqkPtYB3OCvZktWMV\nS12Lixx92aelM9k3kRQzhW6h7qil3DjSbXagQe6HB79vPor6volom9kRdx01QjeQFLrimDalNFNP\nwT9gBr5ZF6L6txW0O3Z+h2/OJfh7fgqOuDJf/2jaX301+1auZPm7h2psts6Zw/xnnuGM//u/Crtv\ndSc/xUIIIUSMrP7ii6gHF4C03r0r/MFFCe3HO2so+v7fotrNpDb4+0w45s33DGUve72PEdR/K9Tn\nMNOoFXgcl9m6VNe0sVnrWMNPrnlkJhauiTl4EE2MpnQJnUJDM+24LqiPBQcOTo50oH3kZLbom1ni\nXMxmx6ZCx2VoGUzxTiKubTyqpdDUaFbifwsFJ8mhm/Aap7PX82T0CJ1icsD9FkFtCbUCj6PZZa/1\nshKakdt/Gr7vh6DlrC9o13fPw/fDMPxnfwHOxDJf/2h6PPss6StWsHP+/IK2RaNGUbtTJynML0bF\nr50ohBBCiEL2rVwZNUUEICEtjXPee69Cp4goof34Zg4qlLAYyZ3w95t8zAlLQFvKjriri0xYEkIX\nUT93TKkTlt3aLj73fcpk70QytcIJi2IrtA2345rc67gw7yLSzEaSsFQgBYXGxklclDecq3KuoVW4\nNRSx7kGuJ4dvfd/wpe8L0tW9pbqH2zyZBrljiA+fX6gv4FjE9rirCWoriziz5GxfA/z9p2AmtYlq\n19MX4Jt1IYSzijnz2GkOB+d98AG+OnWi2r+79VYOrF9fzFknNklahBBCiEoWzs1lytVXYwQOFQNr\nbjfnf/RRxa4UFs7CN+tCtMzohz2j5mn4+07AdpX93jY2Wc4v2OW7E1ONnralWcnU8b9EavDeUhVT\n5yo5TPdMZWzcx+zUC9fEqLZKu3B7rsm9noGBc0m2pJC5sqVaNTkvMIirc6+jdbgNil04Wdymb+Xj\nuDHMdM8gT/EXcZWiqfioGfgXtf3/RrWiRz1MNZ2dvlvIdkw4pvhtT238fSdhJneIatczluL7YTgY\nJY+3tHx16nDemDGo+qGJT+GcnPz/G4KFa4dOdJK0CCGEEJXItm1++Oc/ObBuXVR7n1GjqNWxY8Xd\n2MjDN/tStP3Lo5trn4W/99fHNBXGIki653EyPK+AYkb1eSJdaZD7MV6jeymuZ7HYuYj3499jpXNF\noX7FVmgfPplrc65nQOAcalg1yhy7KB8pVgrnBs7nmtzraBtuVyh5sRWb313LGR3/LsucS7GwirlS\nYT6jFw1yP8Zt/O3nQ4mwz/tc/jLahIo+uQRsdwq5fb/FSO0a1a7v+xXv3CvALPu1j6beaafR49ln\no9r2rVjBvH/9q8LuWV1J0iKEEEJUolBWFul//BHV1vaKK2gzYkSF3VOxInjnjURPnx/VbtTpkT93\n/xiKjg0l/x3vXOd3hfqSgtdSJ29UqWoPdmu7GBv3EXM9s4kokUL9TSJNOXtFH/oHBpJoJ5U5blEx\naljJDAycy8jcq6mZVXiqYVgJ84Pnez73jS3VlDHdrkld/2skhgr/nOQ4J7LLdwemUvwqckflTMLf\n52uMmqdFNTt2zcb703VgGWW/9lF0uOEGmg8ZEtX2++jRrJ1wbKNIx5tqlbSMGjWK3r17k5aWRrNm\nzbj00ktZvXp1rMMSIqZME5Yu1fjqK52lSzWskr95JYSIAXdSEpfOmkXbK64AIKV1a3o9/3zF3dAy\nOWnDozh2fh/VbNQ8DX+vz0D3lvnSIXUNO+KuI6z/GdWu2D5q+58nOXRDiVd5ChNitnsWn/o+Ya9W\n+GE2xUzlIv9wLsy7iLjQibkZZHWSatWk27ruDPEPpYZZeCRsl76Lj+PGMM89hwiFk9OiKOikBO+g\nVt5TKHb0NMOQ/gc74q4nrG4se9COePxnj8OsEb3Ut2PbZDwL7gC7Yn7BKopC3//+l8STTopqn3XX\nXWRv21bMWSeeapW0/PLLL9xwww189913TJo0CV3XGTJkCJmZxawiIsQJYPlyjQEDfFx/vY8BA3ws\nWyZrvAtR1Tm8Xvq9/joD3nqLcz/4AIe37InDEdk2noV3k7x/VlSzWaNd/giLXvYNFv36j+yMuxlT\nTY9qd5gnUT93ND7jrBJfa5O+kQ/i32epa0mhXdhdtovegb6MzL2axsZJxVxBVEUK+SuHXZV7LT0D\nZ+O0ozdutBWbRa5fGRP/Plu1LSW+blykL/Vz30M3G0S1G+oudsTdSJ7+a9mDdibi7zMeM6FFdPPG\nz2i4ZRTYRaw4UA5ciYmc98EHaM5DX6NQVhYzbrwRyzSPcOaJo1otefzVV19F/f3tt98mLS2NhQsX\nMmDAgBhFJURsbdyoEInkzx2ORBQ2bVLo0iXGQQkhSqT1pZdW6PVdy5/BueHjqDYzvhn+Pt+As+xT\nq7IdE9jneaHQ/iveSHdq5T2JSsmSIQODH91zWepaUmR/q3BregV7V7vd600bdtiwxVbZZ0O6rZBu\nK+yzYZ+tEACCNoRRCAFhG0I1mxMfcOICXNi4FPAANRWbVCX/c/6fbRopNvUVUKvJAmkaGqeET6Vl\npBU/eL5nvSO6nitLzeJL3xd0DXWje+gMtBKMzjmtptTPHc1e378I6IsL2m3Fz27vP6kZeIT4yMAy\nxWu7U/H3+Ya47wZG7eNSe88XBFe2JNTun2W67tHU6tiRMx57LKqeZcf8+Sx9/XVOueuuCrlndVKt\nkpa/y8nJwbIskpJkTqs4cTVpYuNw2EQiCg6HTZMmFfMukBCienGs/xj3ihej2ixfg/xVwtw1y3RN\nG5sDrtFkukcX6ksIXUJK8I4STwfLUPP38kgvYipYopVIn0A/TjKalCnOymLY8KetsMxUWWMpbLAV\nNloKm22FUGmXXHa4KUVtOm5sTlJsmqg2TVWblopNJ82ipWKjVdFkJt6OZ3DehazX1zHL8z25as6h\nTgV+dS9gq76ZcwODSrS4gkYCdfwvs8/9Ijmubw+7lkm69wnMwD6SwleUKVbbVx9/32/xzTgHNbin\noN3925NYcY2JNB5apuseTadbbmHLDz+wZdah0dH5zzxD4759SW3btkLuWV1U66TlwQcfpEOHDnTt\n2vXoBwtxnOrY0WT6dD+bNik0aWLTsaMMIwtxotN2/4hn4T+i2ixXSv7Gkb4GxZx1ZDY2Ge7/ku36\n4m8dKqnBe0gIl+whzsbmd+dy5rh/wFCii5sVW+GU8KmcHjwDB44yxVmRtlvwo6my1FL5zVL5w1II\nxmg/mCAKq22F1SZw2H/7XmxOVm06qBZdNIszVYt6VawYoJnRnLScNH5y/8Qy5xIO/xLu1nfzcdyH\n9An0o02k7VH321HQSQ0+gMNKY7/ntai+/Z43sBQ/NUI3lmnfHiu+Cf4+44n77hyUSHZBu2f+rVhx\naZipp5T6mkejqCr933yTj7t1I3ggf+lwMxxmxi23cOn330dNHzvRVNuk5eGHH+bXX39l+vTpKEoV\nfUtBiEqgqtCliylTwoQQAKjZ6/HOuxLFPpQQWIqLvLO/wEpoVqZr2pjs8zxPjnNiVLtiu6iV91SJ\n61dChJjhncY6x9pCfQlWAufmDaK+Wb9MMVaEdBt+MlXmmirzTJWNdhV7+i9CHgoLLIUFlgoHvwWa\nKxY9tPyPszSL5Crw2OTERe9gH5pFmjHNO4VcNbegL6JEmO6dyubwJvoFBuDkyA/qCgpJ4RHodi32\nep6Ew1ady3R/iKXkkRK8u2yJS422+Ht9im/WhShW/nUVM4h3zmXkDpyFHZdW6mseja92bXqPGsXU\na64paEv//Xd+ffFFTn/44XK/X3WhZGZmVru5JA899BATJkxg8uTJNG3a9KjHr/vbWvhCnEgURWfv\n3vps2eKgUaMItWvvwKrApRvF8al58+axDkGUgBI6gG96X7ScDVHtG5r9h9RuN5fpmjYGez1P4nfO\njGpXrXjq5L2E22xfouukq3uZ6J1Q5I72LcOt6Bvoj7uEG0+uW7euwr4nN1gKEw2VyabGEqvsSUoy\n+VO36hTUolBQkxIHuJSDtSuAU4GtW7ZQJ60RISCEQsiGHPJrYP6qh0m3FXYdnIKWWcYRHgWbU1Wb\n8zWTC3SLxmrFPQaW9N8poAT4zjO9UK0LQIqZwqC8IaSUcOPQgLaE3b77sZW8qPb48CBSAw+UePri\n3zk2jMU7/7aoNjOpDbn9p4MzoUzXPJqp113H2q+/Lvi7omlcMnMmdTp3Lrd7VOTPUnmrdknLAw88\nwLfffsvkyZNp1qxs7xgdT6rTN1tZyWs8NkuX5q8u9lfNy/Tpfrp0qfwpZPLvKEQFsyL4Zg1F3/Nj\nVHOw46OscF1Qpu9NG4M93kfIc8yNatesGtTxv4rLKtnv4bX6GqZ5p2L8bd8Vh+0o8TSgw5X3z9pm\nS2G8ofKNqfFHKROV2opNR9XiZNWmuWrRVMmvMUkqZU5R2te0385PsDZYCuttleVWfm3NvlImM51U\niws1kwt1k4blPJBUmteUP23wN+a4ZxeaNui0nZyXN4gmxtHfqAYIaqvY7b0b6/CaGSAuPICagUfL\nnLjkzbqLurvGRLVF6g8gr9dnoJT/KFxg/34+Pv108vYcqqlJad2aEXPnlts0ser0e6taTQ+79957\nGTduHGPHjiUhIYG9e/OL93w+Hz5f9VpZRIjKcjyvLmaa+Us+b9x4qJ5HrfqzN4SoEO6ljxZKWMJN\nLiPU9p+wfn2pr5efsDxaRMJSi7r+13BaR58WY2Mz3/Uz892/FOqrZdbm/LwLYrabfdiGKabKmIjG\nHKtkD7EObE5Rbc7QLDqrFh1Vi7oKxGKWerICyZrNqZrNXxX89sFVy5ZZKssslZ9NlcWWgnmEROav\nYx+L6PTVLK7STQZoFo5Kfk0KCh3CnWhgNGSydyL7tH0FfWElzDferzkr2JNTw12PmuC6zTbU87/J\nLt9dmOqhDSdznTMAhZqBR8qUuOxoeCupjgM4th6aJunYMQPX8mcJdXyk1Nc7Gk9yMv1efZVvL7mk\noC1j9WqWvP46Xf9ZMSuYVWXVKmkZPXo0iqIwePDgqPYHHniABx54IEZRCVG1Hc+ri/21R02sR5GE\niDXHpi9x/flWVJtR63QCp71SpidqG4t0z9PkOeZEtetmfer6X8Nh1z3qNSKEmeadWmT9SvvwyfQO\n9EWPwWPIekthjKHxWUQr0ahER9Wip2bRQ7Xopln4qkA9SHEUBRoo0EC1GHQwkcmxYf7Bmpy5llrs\nSJKNwkxTY6apUVuxuVw3GambFTp9rCgpViojcq9gpuc7VjtXHepQ4EfPXPZp6fQPDDzq947TakZd\n///Y5bsTUz00UpHrnI5iu0gNPlD6GhdFJa/7W/hyt6HvX1bQ7F7xImZKJ4yG55XueiVw0oABtBkx\nglWfflrQtvD552k5dCiJjRuX+/2qsmqVtBw4uIqCEKLkjufVxY7nUSQhSkrN/BPPgug9HCxvA/J6\nfASaq9TXy18l7KWD70ofopsNqOd/A92uddRr5Cl+vvGOZ7e+KzpWW6VPoC8nRzqWOq5jYdvwi6Xw\nakRnhnnkd9hVbM5QLQbrFudqZpVbeau04hXor1v01/OTmG0WTDE1vjU0FlgKdhEP7ntshVERnZcj\nGudrFnc6jIMjOpXDgZNzAudRx6zDHPfsqA1HVztXkaNmM9g/9Kg1UE4rjXq5b7Ir7jYMdXdBe47r\nW1TiSA7eVvrERfeS1/MT4qb1Qg0e2ljV+8st5Jw7Dzu+cemuVwJnPfUUG6dPJ7g/f9TIDAb54d57\nGfLllyfUYlTV/EdRCHE0f60uNmyYQefOx9f0qb9GkYDjbhRJiBKJ5OL98SoU81DRsa268Pf8pMx7\nsRxwvU22a3xUm27WL3HCckA9wGe+sYUSFo/lYbj/kkpNWEwbvjVU+gadnBd0HTFhOUW1eNEZ4U9v\niEmeCNc7qn/CUpSGKtzsMJnmCbPKE+I/zggd1KI3iLFRmGRq9Au6OCfgZKqhYlXSf7MKCp3DpzA0\nbxguOzr53q5v57O4sWQrWUe9jsOuR93c19Gs6O/dLNdYMl0flSk221efvB5jsJVD7/0rkWx8P14F\nZrBM1zwST0oKZz31VFTblu+/Z9233xZzxvHpOPxxFEKcKP4aRXrvPT8zZviPq1EkIY7KtvEs/Cda\n1pqo5sCpz2OllC0xyHR+QqY7utBYs1Kp63+1RAnLbm0Xn/k+KbRCWKpZk8tzR9LAbFimuErLsuGz\niMopASdXhZzFrgKWgM0NusFPnhDfe8Jc7zCpdeK8cU3dgwnMXE+YOe4Q1+gG8RSdlcy3VEaEnJwW\ncDLeULErKXlpbJzEiNwrqWEmR7Xv1zL4NO4T9qqFNyf9O4ddn7r+/6Ja0ZuRH3C/RZbz62LOOjKz\nVneCnZ+IatP2L8e9+KEyXe9o2owYQf3u3aPa5j74IKGsoyduxwtJWoQQ1dbxPIokxNE4No7FuXlc\nVFu4yaVEmo0s0/VyHNPY73kjqk21EqnrfxWHXe+o52/VtjDO9zkBNRDVnhZpxKW5I0i0E8sUV2nN\nNlV6BJ3cEnayqZh9VTqrFv9zhvnTG+IFl0G7Sq7bqIo6ajYvuwxWe0O85ozQvpjRl3W2yrUhJ32C\nTn42KyfDS7aSucx/OfWM6D18/KqfcXGfsUPbcdRrOK3G1PW/gmJHL9yU4X4Jvz6nTHGFW91KpOGg\nqDbXug/Qt0wo0/WORFEU+rz8Mqrj0Kar/t27WfCf/5T7vaoq+RUvhBBCFGPUqFHUqFGD+++/P9ah\nRFGz1+NZFL0AjZnYmkDXl8pUeB/QFpHueSaqTbG91M17Gad10lHP36CvZ7zvKyJ/W9K4Tbht/vQe\nSl9bU1orLIWLgg4uDDpZUczIygDNZLI7xCx3mMscFt4TaFSlpOIUuNJhMs8d5ht3mLPVokewl1oq\n5wVdXBZ0sNaq+C+kx86fXtg80iKqPaSE+Mo3ji3a5qNew2W1pI7/RZTDp5spNnu9jxHUfi99UIpC\n3umvY8ZF/4x4F96F4t9W+usdRXLLlpxyV3T92vJ332X/mjXFnHF8kaRFCCGEKMKiRYsYM2YM7dq1\ni3Uo0cwwnp+uRzH8BU225iGvx4egl375/7C6hT2+f4Fy2MOp7aCO/wVcZuujnr9BX89E7wRMJfrh\n9rRgNwYGzkUr454YJZVhw50hnbMCTmYVUbPiwOZy3WC+J8QX7ghnanZMliiubhQFztYsvvFEmOcO\ncbFmohUxdWyaqXF6wMl9IZ2K3vlPR2dQ3mA6haJXXDGUCBN840uUuHjMjtTO+zfYh75XbCXMbu+D\nRJRdRzizGM5E8np8iK0e2jdFCWfh/flGsMp/ynLXe+4hvuGhaZaWYTDnoYewK2u+XgxJ0iKEEEUw\nzfyNOb/6SmfpUg2r6JkS4jiVlZXFjTfeyBtvvEFiYuVMayop1+/Pou//LaotcMp/sBJblvpappLF\nHu99WEr0Jny1Av+Hxzz6rtt/JSyWEv0D0jPQizNDPUq/MlMpWDZ8HNE4Nc/FR4Ze5CpYF2kmizxh\n3nAZtJYpYGV2smbzjjvCQk+Y87XCD+ImCu8aOl0DLsZVcL2LgsLZwd50D54R1W4oRokTF69xOqmB\n6JFKSz3Abt+9WPiLOat4VnIHgp0ei2rT987HtXJUqa91NLrHQ4+nn45q2/rDD2yeObPc71XVSNIi\nhJa7iq0AACAASURBVBBF+GsPmOuv9zFggI9lyyr23WJRtdx9991ceOGFnHnmmbEOJYq2dz6ulf+N\naos0HFSmOpb8zSP/RUSLnsaSHLiVuEjfo55fXMLSL68/p4S7ljqe0livuzg36OSOsIP9RSQr3VWL\nH9whRrsjlb7PyPGsmWrziTvCNHeIU4uoedlrK9wYcjI46GBdBU4ZU1A4PXQGvQK9o9oPJS5bjnqN\nhMggkoJXR7VFtI3s9T6GTelHSMKtbiFSt09Um+v351AzfivmjLJrdsEFNDjrrKi2Hx99FMswyv1e\nVUm12qdFCCEqi+wBc+IaM2YMmzdvZvTo0bEOJZrhx/PLrSiHTdGxvPUIdHv1/9k77/AoyrUP3zOz\nszUNEnqvKr0pRQRBBFRsiCh2jiiK+imKFRuKHfVgQcSuqIDYAGk2REUp0nvvnZC2ber3RyTJZLOb\nbLIIeOa+rnMd52Hed97Zkn1/87Ry5bEccf+XkOMviy1JuZBU5bpSx253bIsiWPrQSm0d91rKimrC\nS6qDl6s0QS9hU9xEMHjKqdFXMk6aELBcBfb7RfbmCez3ixzwC+QpAiFdIKhBSBMIaZCb24CqOzy4\nHCYeB7glk2SnSTWfSXWfQc2k/P9PcpZ+zeNNZ8lkrlthmi7yhOJge7GCB/MNibODIkOSqvC0CdJx\nei/aKx0QgJ89PxXY8oXLl/T3D6COXjfm+ErhW1ClHfjlnwtsAfl3Mt3jSQ/dEd9iBJFgl7eQZnRB\nDB/ON5ka3gW3k3fhvHL1TIp6KUGg2zPP8Fn37hxza2Vu2MCqjz6i9c03J+w6Jxu2aLGxOUXR9Xxv\nwNathU0j7epZieNYDxhVFeweMP9DbN68maeffpo5c+YgnmRfKPeKZ5Hytllsgc7jMF2V4p4rV55J\njsta6tWltaJKsPQu4bul3Xzr/fofFyzbDYGbw3J++eJiS/Rgcr+scaes4zwBYsU0YZ9fYN0RibWH\nRdYekVh3RGRLlkSuUtYFpcPe0s9KcZo0rqRzRrrBGek6zdMNzsjQqeb9Z3N1BAEudRj0lhReVR38\nV5VQirwxCgLjUqqzPGQwwaVQ+zh9ndopHTCBeRHC5SsG5l1NNaN69HtApErgMdSkvShSYTJ7tmsi\nLq0ZSVqPuNZieqoS7DQW3y/XFtik7HW4Vr9MuPUjcc1VGlVbtaLZNdew9tNPC2wLX3iBZldfjeyL\nP7ftVEDIyjreaVM2x5NNmzbRpEmTE72M44p9jyWzdGl++NKxTfXs2X7atz95+5Scau+jYcCyZRLb\ntpVdFJ5q92gTyWeffcadd95pESy6riMIApIksXfvXuQiJUePsWnTpuO6Ll/eGk5f8x8ECoXCgWoD\n2VX//vgn82xHPONpBLGw0pcZzsBY9yRoKTGH5rhz+O30+WgOa5WwVtvbUP9w6VXGysssTxovpNbE\nL0aGaXYN5TAiey+1dLWEkccH3YTNOR6WZiazLDOZ5UeTOKpEfi7+SdJdCm0r5dG2ci5tK+fRKDmI\n+A+KmB2SkxfTarLIlRzxbymGxsisPfQM5Ry362+ptpk1dVZZbE7VyTnru+MLJ8UeLGcinvEkgrOw\nv5Cpu/O/E6HSy30Xp/6WUWQcnlFwbAgO1rb4hJC3cdxzxSJ06BDz+vdHDxU2tDxt2DAaDx6c0Ov8\nk8T6DbVFyynO/8Imyb7Hkpk61cGQIYVPU95918+AASdvPKv9PtqcCuTk5LB3r/Vx97Bhw2jcuDH3\n3Xcfp50Wf7J7hdEVkmadi5S1tsBk+OqQ2+8PkEvZjP3Nsc+mQR67k25CK9LXQjCd1MybgMuIfW95\nQi6fJU0kV7Qm7fcInkc75fjETuaacL8iM0mLFCvVBJOXnCoX/0OhYHvzBGZtlZm7zcEfex3klNmD\ncmJIdZl0qaXRt4FK3wYa1XzHf7tnmjBVF3koLHOkBI/dYIfGM07tuJWaXuj6k9/c8y22ND2NQf7r\n8JremGND0ir2+oaBUPg7KusNqJX3HiIeII6/8eEskqd3RAwdKDBpGR3w954DJQjvivD7U0+x+JXC\nhH9XaiqDV6zAnZYWY1Qhp9Lvlh0eZmNzimKHL9nYJJ6UlBRSUqzeBq/XS1pa2okRLIBrzX8tggUg\n2HFsmQXLMUxMDnmeswgWgIzgg6UKljBhvvJ9GSFYuoS6HjfBskIXGByW2VpCg8juwWw+SHdR+Tjq\nBtOE9Zki322RmbnVwdID5dsyOSWT6j6Tmj6D6kkG1X0mqS4Tj8PEJYHHYeJ2wIED+0lNr05QEwhp\n+fku2YrA/jyR/X6BvX//v1rGBPfscL7ImrVVRsDkzBo6FzZUubChRtPKx6ccoiDAlQ6DbmKY2xWZ\nn4qVoP5Ac/CHLvKBWz0u1dw6hjsRFkIsdi0qsGVJWXzj/Yor/VchE90b5tZbkh66myOelwtsqrSN\nI55XqBIcGd9CXGkEz3oR3/wbC0yOw0twbngb5Yxh8c1VCu3/7/9Y+d57hLOzAQhnZ7Nk7Fi6PvFE\nKSNPPWzRYmNzitKmjc7s2X5L+JKNjU3iEU5gRreYvQHX6jEWm9LwarSaPaOMiE6u82v8zp8stpRw\nf5LVC2OO09GZ7v2WQ9JBi711uA2dwp3jXkdZmKyJ3B2WCRV7Wu/GZLRTo9venVTOOD5Ph7PCMHmd\nk49WO1l7pOxPxX2ySbP0wlyTZuk6p6UbZc412eTIpEmT9JjnGCYc8AusPyKx9ojIur9zZ9YdkQho\n0S9iIrBon4NF+xw8+Tu0qqJzUwuFK09XSD4Oif3VRJjqUhm17yDjUqujFnkf15sivYJOxrlULnUk\nXjydE+qOX/Cz1rmmwLbPsZeZ3hlcHLgUMUbh3BTlCsLSGvKcswtsuc4ZuLX2JKt941qHVvdS1Dr9\nkHcVhom5l49GrXMhZlL9uOaKhTstjQ733MPvo0YV2JaPH0/boUPxVY+ez3MqYosWG5tTFFGE9u11\nu6KVjc1xZvr06SfmwqaJZ+FwBEMpMBmuDELtn41/LvcejritpZKdehMqh/6v1KHz3D+xQ95usTVU\nG9Ez1CvhfVgME55VHYxRI7cnZwgG77lVmokmic4gMk1YdkDi/VVOvtwoE4whAI5R2W3QuZZOl5oa\nZ9fSaFHFwHGcazeIAtRIMqmRpNGjXqFd1WHlIYkFeyR+35MfvpYdjn4PKw9J3Puzh8d/c3PlaQqD\nWym0qpJYASEKcJ3/MJdXq8zNYZktRTxmfgRuDDt53FAZLusJDe8TEOgd7EuemMtOx84C+2Z5E7+5\nfqVbuHvMsRnB+wlL61CLlE0+7HkJt9Yy7rUEz3wJx/75CGp+Lo+gB/Asup9Azy/inisWbYYOZdn4\n8QQO5IejacEgi15+mR4vvZTQ65xoTq7SKDY2NjY2NjYAyDu+xnFwgcUWOvNFTFfluOYxUREbvI0p\nFIofwfRSLfAMIrHLsK5wLme5a5nFVk2rTr/AxTGfWJeHoAn/CcslCpb/ODR+8ig0S3BIkWHC9M0O\nzpvso+fkJCaudcYULB2qazzeJcTv1+ay+dZcPu0X4I52Cm2qHX/BEgtZgvbVde5qrzDpkgDbhuYw\n/5pcHukUok3V6LmOearAB6tddPssmT5TfMzZ5kh4Y8g2kskvHoVBjshogKdUmWGKjJLga0pIXOK/\nnAw9w2Jf7F7IOnlNlFH5iHipFhiNYBa6oEwhwEHvU0B8ws701iDYztoIUt77PY49c+OapzRkr5eO\n91uLcqz++GPy9u1L6HVONLZosbGxsbGxOdnQAriXPm4xqTXPR613edxTHXW9j+DbbrFlBO9HNurE\nHLdH2s1P7h8stmQjhcsDVyCT2JiiAwb0Czn5plgOhAuTt5wKr7g0PAl8Gq8ZMHm9TJeJSVz/nS9q\nvookmPSqp/JqzyDrbs7hh6v83HtmmOYZxj9amSteRAFaVTF4oGOYeYP8rP5PDi+dG6R7Hc3S56co\nC/c5uGqaj3M+S+LrjTJ6Ah0vSQKMc6q86lRxFLv+55rEZSEnmQkWLi5cXO4fgM+wlv+d45nNAXF/\nzLFOozHpobsttrBjJUL1mXGvQ218PVpVaxile8kjoCtRRpSPFjfcQHLt2gXHejjM0jffTOg1TjS2\naLGxsbGxsTnJcK19HTGwu+DYFByEOjwXdxPJkLSKLNfHFptPOY8ktU/McX4hj+neby29WGRT5jJ/\nf3xmYntAbDUEzg858/uvFCEDk+luhUFy4nbPqg4frZbp8HESQ+d4WZ9Zcs5KrSSDRzqFWP2fXKZe\nFmBwS4UaSRXfVZsmHM0T2HlYYONekRXbRf7cKDFvtcTCrcks3CixYrvIxr0iuw4LZPlJiOejdrLJ\nLa0Vvu3vZ+XgXO4/K0R1X8mv6+rDEoNneek0MYnP1iZOvAgCDJZ1vnKrpBUTLgsMkd5BJzsTnOKS\nYqZwaeByJLPwfdYFnWm+bwkKwZhjk5XL8ahdLDah5peExY3xLUIQCHZ4AbNIKKWUuxnnxnfim6cU\nJKeTDsOHW2yrPviAYGZmQq9zIrFzWmxsbGxsbE4iBP9uXGv+a7Epp9+GkRJfjweDIAc9o6CI8JCM\nDDJC98fMRTEwmOGdjl/0W+wXBC6iqlE1rjWUxgpdYEDIyaFi6zldMJjkVqmfoHAw04Tvtjp48jc3\nm7OiJ9f3rq8yuKXC+fW1cod7aTps3CuycofExr0iuzNF9maK7M0U2JspElKjvfYlV3DzOE1qVjao\nWcmkVrpBrcoGp9U0aFVfp0kNAynOddZJMRnZOcwDZ4WZvc3B+6uc/LyzhN5DRyWGfe/l9aU6T3UN\n0auelpDck26SwQ8ehYEha2W4zaZI35CLr9wKpycwDLCGXpPewb7M8n5XYMsRs5nl+Y7LA1dE/S4I\nCFQJPsJu6VoMMb8ylyDqHPSOolbe+6WGVhbFqNwKpfGNuDZ/WGBzr3wBtcFATHeV8t1YCTS/9loW\nvvACgYP5RTNUv5/lb79N54cfTtg1TiS2aLGxsbGxsTmJcC8bhaAXPgU2XBmEWsbfRDLTPT6ivHGV\n4EgkMzXmuN9cv7Lbscti6xjqRBOtadxriMViXeCKkJOcYpvGnpLOBy6V1ASFX23IFHlgnodfdpW8\n5REFkwFNVe7pEKZZRvyP+g9mC/y82sGSzRLLt0us3ikRTGAPl6AisGW/xJYSIpq8TpOW9XRa19c5\nq4nOuc01MlLKtuGXJbi4scbFjTVWHhJ5ZbGLbzfJFo8AwLojEld+66N3fZXnu4domFZxd0hj0eQH\nj8J1IScLinjY9poCFwadfO1WaC0lTrg0U5uzP7yfZa6/Cmzb5K0sdP1Bp3CXqOMcZjpVgg9xwFe4\n6VelrWS5PqBy+La41hBuMxLnjq8Kk/LVHFzLnyHU6b+ljCw7DrebdnfeyW+PF4aWLn/7bdrfeSfO\n5Mimn6cadniYjY2NjY3NSYJ4ZDnO7dbKQqE2j4EzttAoTlhaR45zqsWWEr4Cr9Yp5rgd0nYWuxda\nbHW1enQJd43r+qWxSBfoX4JgGeTQmZIgwZKrwGO/ujn706QSBYssmtzYQuGvG/KY0DdYZsGiaPDr\nOoknJ7s459Ekmt6ZwtDxXt75wcXizY6ECpbSCCgCCzc5mPC9iyHjvDS5M5kej/sY/YWLBRsk1DL2\nG25VxeDDC4MsvD6PQWcoSEKkYJi7XabTxCRGL3ARUCu+9soCfO1WuEyyJuhnInBpyMkKPbGvY/fQ\nudTQrN3tF7h+Z08xYV8cn3YuSYq1LHiWayKKuDWu65vuKoRaPmCxObd8jJgdZ7hZKbQaPBhXauHf\ni3BWFms+/TSh1zhR2KLFxsbGxsbmJMG97EnLsV6pBWqj6+Kaw0TnkPtFS1iYGa5C5dAdMccFhIAl\nhAYgyUjiokC/hFYK+/NvwZJbTLDc4dB406niSMBe9ZddEl0mJvP6UhdasWaMopAvVpbflMvY84I0\nKIPnQNPhp1UObnvbQ6PbU7j42ST+O8PNqh3xdzf3uUxqVTZoXF2nZT2dsxprdGum0aF+Dmc11mhR\nV6dxdZ1alQ28zvi8DaYpsGybgzHT3Fw4OolGd6Rw5zseflkjlSk3pWllg7d6B1l6Uy6DzlAikvYV\nXWDMYjddP03iz70V7+zuEuA9l8pgh1VdZf0tXJYnULhISFwcuBSP4S2wmYLJTO8MwoRjjk0P3oNk\nFKlEJugc9ryEGaWoQTSU025FT25UOI1p4F7+VFxzlIYzOZk2t95qsS0fPx5DP/V7udnhYTY2CULX\nYcUKia1bC5s9ivZjARsbmzIi7ZuHvH+exRZqOwrE+DaHOc6vURzrLTZjx42I1TxRx5iYzPHMsuax\nmHBhoB/eBCbe//V3DkteMcHygKzxsFzxnIk8BUb97uadlSXnG5xbR+W57iHOSC99B2+asHybxJQF\nMl/+KXMwu+x/0KumGrSpr9Oirk79qgY1K5vUrGRQK90gxVNyPYVNmzbRpIm1YaZpQnYA9hTJi9l2\nUGTVDokV2yUO58ZeU05AYOJ8JxPnO6lZyeCKzipXdlFoWdeI+VrXSzF5q3eQ29uGeXCehz/2WreL\nW7MlLvjCxx3tFEZ2DuGpwG5SEuAVp4YPeEMrnOiYcPnOo9AiQTkuyWYyfYMX8LXvywJbjpjN9545\nXBS8OGp+i0Qy6cHhHPSNLLCFHMvJk2eSrF5U9gVITkJtHsf3640FJnnXDKRDi9GrnBn/DUWh1S23\nsGTsWHQlv0JZ9vbtbJ01i8b9+iXsGicCW7TY2CSIFSsk+vTxoaoCsmwye7af9u1P/ScbNjY2/wCm\nEeFl0aqdg1ajZ1zTaMJhMt3jLTaf0pOcnFZQLfq4Fc7lbJW3WGwdw52po9eN6/qxWGuULFgeklUe\nclb8b+WCPRLDvvewPTtS5NVOMnimW5BLGpcujEIKfPmnzFtzXKzeWbpgFASTtg10erTQaN9Ip019\nnRqVzIQkrQsCpPkgzWfQvI5VaJkm7MkUWL5NYskWiZ9WyayM4fnZe1Tk9ZkuXp/pom0Djdv7KFzW\nUcUZYyfYqorBzAF+vtgg89ivbg4ECkWSicAbS13M3eZgXO8gHaqX/z0UBHjaqSEK8FqRPj3Z5Hvl\nZrsVGiZIuDTUGtEu3J6lRfJbNjjX00BrSHO1RdRxPq0HZnYrhNSVBbYj7jfwal1LzRMrilb3ErT0\n9jiOFF7fvexJ/OfPiLs6YNS1Vq3KaQMGsPazzwpsy95885QXLfZzYBubBLF1q4D6d1UYVRXYtu0k\nLuJvY2NzUuHYOR1H5nKLLdT2ybg3MUfcr2EKhd4SwfRG9JsozlExk1/c8yy2GlpNOsdIUI6X7Ub+\n5vNoMcHySAIEi6rDo7+6uWiqL0KwCJgMaxtm4Q25XNoktmA5mifwwtcuWg5P5o53vDEFS9VUg0Fd\nFd4dFmDzm7n8NMrPY1eGubCdRs3KiREspSEIUDvdpF8HjSevCjN/dB4b38jh7dsCDDxbISM5ujdp\n2TYHt4730mp4Mq9Od5EdiH2dgaerLL4hlyGtIsOoNh6V6D3Fx+g/XBUqjywIMErWuEe2hoodNPM9\nLnsTWA75nFB3qujWSng/eX4gR8iJvj4EjB03WJpOGmIWme634ru4IBBq+4TF5Dj4O459P8Y3Tym0\nvf12y/GeP/7gwPLlUc4+NbBFi41NgmjY0ESW858EybJJw4YJ7pRlY2Pz78Q0cK96wWJS616CntE+\nrmmC0lL8zu8ttsqhW3GY0csU54eFzUYTCjOrnaaTCwP9kKh4zgLAURMGhGT2m9ad/AhZ44EKCpbM\noED/b3y8sdQVUfWqQarOdwP8PNsthC+yom8BWX54/HM3Le5J5rmv3BzKKXlrlOIxubabwrcP5bHu\ntVzeGhpkQGeV9OST52991VSTq85WmXBbkPWv5/Ll/X6uOlvB5yp5jfuzREZNcdPynhRGf+EiJ0br\nkhQXjOkR4pvL86hdTBAZpsCYRW6unuYlK3Z6SEwEAZ6QNW4rluOyyxS4MuwkJ0EvtQMHFwUuxmEW\nenUUQeF7z5zYeSpKVdLCgy2mXOe3hKS1cV1fr94NtcZ5FptrxXOJacrzN1VatqROt24W27Jx4xI2\n/4nAFi02NgmiTRud2bP9vPuunzlz/LRpY4eG2djYlI5j9yykrMJNjymIhFo/GtccJjpHPNbSqU69\nCSnKFTHHrZJXssex22LrETyPNDMtrutHI2zCtSEnm03rduMWh8ZIuYylraKw5rBIj0lJ/Lo7Mr7p\nltZhfrs2jy61ov8dVjQYN9tJm/uSeW2mC3840j0iCCZ92qh8eKefDW/k8OYtQbo31+PujXIicEhw\nXiuNt28LsvGNHN4dFqBXq5LLfuUEBcZMc9PuvmTe+8GJFuPn69y6OguuzeWG5pEd3b/fIXP+5CQ2\nHS3/CyQI8KxT45piwmWNIfKfsIyWoH19upHOOaHuFtt2eRsb5PVRRuSTFr4GuVjY5BH32LiT8kNt\nHrMcO478hbR/flxzlEbbYcMsx5u++YbgkSMJvcY/ySnwtbOxOTUQRWjfXmfAAI127ewkfBsbmzJg\nmrhWv2IxqfX6Y6TG1xMlT56FIm2y2DKCIxBipK76BT/zPfMstgZq7Lj+eDBNuCssW/pwAAyQdF5w\nVizp/uf9afSeksSOYl6R2kkG3/bP46Vzo3tXTBOmLXbQ6aEkHvnUQ5Y/8o91isdkWN8wy8bkMvm+\nAJd11PA4S5jsFMHnhgGdVabeH2DJi7nccn64RO/L4VyR+z7ycPYjScxZ7oj64D/FBa/1CjL1Uj/V\nvFavy6ajEudNSuL77eVPmxYFeM2pcWGxcsg/6BIPKNHXFS9tlXbU1mpbbD+7fyREKOoYASfpwfss\ntrBjJX45vvAuI70Naq2+Fpt7zctxzVEaDXr3JrV+/YJjXVFO6fLHdiK+jY2NjY3NCUI6MN+SkAsQ\nbj48rjkMQmS6J1hsPuV83HqrmON+dv9IWCiM5XGYMucFz49aQSlexqgSU3RriFkX0eBNl4pYzkuY\nJryw0MXzSxtH/FuXWhofXxggwxt9R7t2V/6m/I8NJW9/qqUa3HFBmJt6KqREL7YWN4YBBw4L7Ngt\nsnufSE6ugD8IgYBAICgQCEJ2dh1q1nDh9YDXa+LzQEqSSZ2aBvVqG1TNSEyuTOMaBi/dEGLkFSHe\n/cHFW3OcHClWhWzDXomrXvbRvbnGmBuDNKlRckJJr/oa8wblcd0ML38dKHxNcxSBgd96uev0aoxq\nXL78cocA77hU+oUElhURvu9rDhqLJsPkikczCAj0Cvbhk6QP0YX8+QJigPmeefQO9o06zqufhVc9\nm4D8e4Et0zUen3puzAcFxQm3uA95z+yCY8f++UiHl6BndCjH3UQiiCItBw/mtycKc2jWfPwx7e+6\nC+GfSLxKMLZosbGxsbGxOUG4i3tZavXFqNQ8rjlynF+gi4cKDaZM5dDt0QcA2xxb2eC0hsGcHTqb\n1DiqIMVilibyrGrdYjQWDD51K7jKuVdSdbjzBw+T10e6PP7TMszz3UM4o6ThhFUYM83Fq9NdaCX0\n/kh2mwy/OMztfcMV9qgcOCSwcJnEXysdrNkosmO3yK69IqESws+sxCjvBnjcJnVrGdSrZdDidJ32\nrXTOaqNTJb18boc0H4y4NMxtfcL5VcW+cxEo1hjzlzUOuo5M4oHLwvzfhWHkEnaNNZJMvhvg556f\nPExaV/jimQi8tr4OuY4wY3qEyhVS5xNgkkuhV8jFriI5UY8pDpqLJt2limfnpxvpnBXuyB/uBQW2\nVc6VNFOaU1uvE3Vc5dBdBBx/wt9iR5P2kOP8hlRlQJmvrVc5E63aOTgO/Fpgc61+hcC5n8UYFR/N\nrr2WBaNHY6j5oYFHN29mz++/U7trYhvG/hOccgEsCxYsYNCgQTRr1oxKlSrx+eefn+gl2Zxk6Dos\nXSoxdaqDpUsljARWHLGxsbFJFNLhv3Ds/8ViC7e4L8rZJaML2WS5P7bYUpUByGaNqGNUVH7wWBP2\nq+pVaack5unuFkNgaFi2JMZXxmSKW6VSOQVLSINrZ3gjBItDNHmlR5BXekYXLKt2iJz7WBIvfeOO\nECySaHLzeWGWjsnl3kvKJ1iOZgl89o3M7Q97aNsnidO6pXDD3T7Gvufih19lNm2TyiBYSicYEtiw\nRWLufJlXJri59k4fTbqm0OGCJO4c6WHyNJms6MWvopLkhof7h/lrTC7XdlMQBKsICqsCT3/h5rwn\nk1i/p+Rto9sBb50f5JlzgojFxn+w2sXgWV6UcjpGqokwxa2QUiRnREdgcEhmV4J+388Kd6KSXtli\n+94zF53oi3Ya9UhWLrbYjrrex8AfZUTJhIp95+XdMxGz4kvsj4U3I4NGF1l7yaz++OMoZ5/cnHKi\nxe/307x5c55//nm8Xm/pA2z+5zjWL2XIEB99+vhYtiwxFXBsbGxsEolz7euWY63aOXE3mMt2TsIQ\n8gqORTOZtPCNMUbAYtcicsTsgmPBFDg/2CchXe/DJgwOy+QUESwSJh+61XL32QhqcM10L3O3W5NU\n0j0G3/b3859WkQnhALoBr33npOcTSazbE/k70Lu1yu/P5vHyTSGqpMa3tsOZAh9Nkek/xEuTc5IZ\n9rCXz79xsq0MfV0SzebtEhO/cjL0QS9NuqYwcKiXiV/JHM2KTyjVqGTy5i1B5j+dR/fmkUUSVu6Q\nOPexJN6e6ywxp0QQ4I52ClMvDZBaLF9m2maZm2aWX7icIZq841IRigiXTASGhJ2oCchvceDg/GBv\niy1TOsIy519RRuRTKXwzgukuODbEo+S4vowxIhK9ene0ym0tNte6N+OaozRa3Gj9m7Bp2jTC2dlR\nzj55OeXCw84//3zOP/98AIYVq4pgYwMl90tpH1/l0Jjoer4w2rrV7nxvY2NTPgT/LuRd0y22eHNZ\ndCGbbNcUiy0tdH3MRnd5Qi6LXQsttjZKO6rr0T0z8fCY4mBlscT70U6NbuUM4wmocPU0H/OLvC0c\nhQAAIABJREFUVQir7Q0x/UqVBmklz5uZK3DzOA8/r47Mxq+WavDSjUEuOTO+6mWKAtO+l/l4qpPf\nFkkYRnyiICXZpF7t/PCu9EomXo+Jz2Pi9YLXY3Lw4CF8SVUJBMH/d67LkaMCO/aI7NwtkpNX+vVU\nVWDufJm582XucZh066hx40CFi3pqOMq442tZz+CbB/18+afMg5+4LfkuIVXgwU88/Lzawdu3BUgt\n4dlxz3oacwfmccXXPnbnFY6duVXm+u+8fHxhAFc5dp99HAYjDY3RauF7utAQeU518LizYpXoAOro\ndWmhtGS1c1WB7Q/3ApqpLfCaJT8kd5gZpIavJsv9YYEty/kZKeEBiJTxwbogEG4xHMf8GwpM8rYv\nCLV9EtNdpVz3Upy63buTUrcuOTt3AqCHQmyeNo3m11+fkPn/KU450WKTOP6tm+9j/VKOdaZPdL+U\nY56cY/PPnm13vrexsYkP14Z3EczCvxt66hloNXrENUe2cxKmUNgVUDQqkVJKPP0C9+9oQuEGz2N4\nOTuUmNj2GZrIBM26rbhM0rnNUb6/j3kKXDXNx+97rHOeka7zSpv1NEhrUOK4FdtFrh/rY+fhyB+0\nq7sqPH9dkDRf2dex94DAh1OcfDjFycES5iyOw2HS6oz8fJP2rXSaNtSpV9sgLSX2uE2bDtKkScmC\n0zQhK1tgx578ELElKyUWL5dYtV5CLyFHB0DTBH76Xean32VqVjMYfJXCjVcqVM0o/TdREPKrjfVo\noTHiIzdfL7TGzc1eJtPziSQ+vSfA6bUiheNplQ1mD8zjgklOdgUKPRFztslcO8PLxH4B3OXYgd4r\n6yw0RL4vUuDhVVXiHMmgRwLyW84JdWeTvLGgQIUiKCx0/UGP0HlRx6SGB5Ht+qKgqashZpPj/JI0\npeyCQKt9EUZSPcS8HQAIhoJz4weEWz1QgbspRBBFTh84kEVjxhTY1k2ZcsqJln/BFtWmvPxbw6iO\nd7+Ukjw5NjY2NmVG8+Pc/KHFFD79trhKLOV7Wb6w2NLC1yASveTVYfEwq+VVFtvZ4bNx4SrzdaOx\ny4A7w1avRl3B4L8utVyVo0IaDJoeKViapetM7+8nw1Xyk/XJv8v0eSopQrCk+Qw+usvP+KFlFyxL\nVkjcNNxDy/OSeXGcO6ZgOb2RzojbQkz/KI+di3L4aYqf5x8JcWU/ldbNShcspSEIUCnNpE1zg6su\nUXnp0RDzpvrZsTCHb9/PY/gtIRrVi/5bt/eAyDOvuWneM5lb7vewfE3Ztn/pySbv3xHk7dsCpHis\nYmfLfoleTybx7eKS1UftZJPxnTbQOK1Y2eIdMjd850Utx0+zKMBbLpUaRfJmTARuDckcSEB+i9f0\n0jHUyWJb7lxGlng06hiJFFLDAy22LNdnGASijCgBUSJ82q0Wk3Pje6BXoFNnMU6/6irL8e7ffiN3\n9+4oZ5+c/E94WjZt2lT6Sacw5b2/DRsaWzbfGzdqpKRsTuTSEka895iSAq1b5//3li2JXUvNmvWQ\nZW+Bp6VmzQCbNu2o8Lz/9s8p2Pd4KtOkSZMTvYR/DdKhJaAVbmgMV2XUBgNjjIgk2zm54MkugGik\nldpI8lf3PMwim71KemVaKq3jum5J6CbcGnaSVSSPxYHJBy6VtHIIFs2AwbO8EU0jW1bR+eZyP+ke\nk+JbSE2Hxz5389acSAHWuanGe3cEqFm5bF739ZtFnnjZzZx5URq9/E3z03Qu7a1ySW+V0xufmIov\nST7o3lmne2edx4eHWbtJ5Ns5MtPmyKzfEvkgUlUFvpjh5IsZTi7prfL4PSEaN4i9dkGAq85W6dRU\nY/AbXpZuLXxf8kICN77m496LQzw6IBwRrVHVrfLdAD+XfOVjQ2bheuZul7l9rocJfYNxl7/OEGCC\nS+XSkIzx92fuEALDFJmp5RTJRWmrtGeZaxm5Yn5VA0Mw+M31K/2Cl0Qdk6pcRbZrShFvSxY5zq9I\nU64r83WVRtfhXvEcgpafoyaGDiDv+Bq14dUVuJtCKjdpQrV27TiwdGm+wTRZ/8UXpPXrl5D5/wn+\nJ0TLv/nHdtOmTeW+v9xcyRJGddppjpPytarIPR4PGjWC2bP9bNt2LKzOiShWbH0n2z0eD+x7tLHJ\nR6/RndzLV+Pc+B7Oje+jNLkRHGVvCmKQF5nLUoqX5UjSYbbKWy22bqHuCUm+H69J/FEsj+UJp0Z7\nKf7QXNOEB+e5mbXVKhjaVNX4+vIAldyRcwYVuOl1L3OWR4qMW3qFeebaEM4y7HYOZwo897qLD79w\nRg25SvKaDLpc4earlRMmVKIhCNC8qUHzpmEeuSvM6g0i733uZPI0J4Fg5P1Mmysz8ycHQwYpPDgs\nTKW02O9XvSomM0f6ue8jD5/Ot4aLvTLdzdYDIhNuD0a81tV8JjOu8HPpVz7WHikULlM3OqmZbPJU\n1+iNHKNxjmRwv6zzQpGy2j/qEp9oBjdUsH+LAwddQ+cwy/tdgW2Dcz1nhs+KOkYyU0kNX2nNbXF9\nRooyABF31HEWnKkoja7FteHtQtPGdxMmWgDOuOqqQtECrJ8yhU6nkGixw8P+hzneYVT/VkTR7nxv\nY2NTMUxPNcKtHyG3/2rCze6Oa2yO89tiXpbUUr0sG2qusxzX0mrTSIts0Bgvuwx4VrHuUntJOneU\nM49l/HIn762yekvOSNf56rKSBYs/BFe97IsQLC7Z5M1bArx0Y+mCRdPg9fedtOuTzHuTXCUKltMa\n6Yx5LMi6+Tm89GjopBMsJdHiNINXnwyxdl4Ozz4ULDF8TNMExn/iom3fJN6e6EQv5W1zO+GNIUFe\nvjGIXEyUfrPIyfVjvYTVyHFVvCZfX+6nQar1Aq/95eLjEoollIUHZI0uovV9eExxcDABaaxnqM2o\nqle12Ba4f49ydj6pytUIRRL2DfEoec6ZcV1XOX2o5dhxeAli1rooZ8dP0yuuQCxSkeHIunXkbt0a\nY8TJxSm33fL7/axatYqVK1diGAa7d+9m1apV7D7F4vJOBv4XN992DxcbG5uTCskNzrInPJhoEbks\nqcrAmJWKdkk7OZxy2GLrGuqGQMXiaEwTRigy/iLzpGDyurN8He/nbHMw8lfrU+k6yQZfXeansidy\nJ5obhCvH+Ji/1qpKalU2mP2on2u7lbB7Lsa6TSLnD/Lx2EueEqtzdWyr8fW7fv6cnseQaxSS40jg\nP1lIS4FhNyosnpnH5Lf8tG0RmQ+UlS3y4DMeLrrBx+ZtsTcDggA391KY8YifaqnWH9E5y2WuedVL\nsIQq1NV8Jt/091PNax1z788eftkVf06t9Hd+i7dIGeRsBB4Jl08EFUVA4JxQd4ttq7yFLG+M3BYz\nlRSlv8WW7ZyMSdk3GkZyQ7Tq1us6t3xa5vGl4c3IoE536/z7f/wxYfMfb065beqyZcvo1q0b5557\nLqFQiOeee47u3bvz3HPPneil2ZwC/FuLD9jY2Pxv4Hf8gi4eKDgWTFepXpainb4B6qr1qK3XrvBa\npukic3Tr39BRTo0a5dhZrD4kcvMsL0aRrufJTpPJl/ipkRQpWPJCEle86GPBhmKJ+rV1fngyj7YN\nY7sMNA1emeCi+xVJLFsd6YppWFdn4ut+Zn/qp8fZWoXzJE4GRBH6nKvx0xQ/778coE7NyM30n0sd\ndL08iTc/LN3r0rGpzvdP5tG4uvXEH1fJXPWyD38JUV/1UkwmXRLA4yh8TzVD4IbvfGw6Gv8Hp55o\n8nCxcsdTdYkftIpvb+tp9amh1bTYNtRcH3NMavhKMAu/E6q0k6BjYYwRkSiNrrUcy1sngVG6AC8r\nTS691HK8zxYtx4+uXbty9OhRMjMzLf97883ENuKx+XdiV/6ysbE5lSmey5Kk9I3Zl2WXtJNdjp0W\nW+fw2RVfhwkPKtYn2p1EgxvLERZ2JChw9XQfeWrh32NRMPngggDNMiI31ll+uGNiUxZtLpaoX09n\n+iN+alSKHR90zLvy1KtuFNX6G5CaYvLMg0H+nJ5Hv17/DrFSHEGA/heqLJ6ZyxP3hkj2WV+vUFhg\n5Atl87rUzTCZMdLP6bWs7/v8tQ6uHOPDH44c37aazvje1spa2WGBq6d5yS5HsazbHTqtioWJ3ac4\nCFQwTExAoEux78qBtP0cEPdHHeMwq+JTe1ps2c4pUc4uGbXOxZhyofdVDB/GsWdOXHPEotFFFyFI\nhcIqd8sWMjduTNj8x5NTTrTY2FSEYz1cgOPSw8XGxsbmeBEW1xN2rLTYUpXYVceOl5flacXB/iJe\nERmTV13xh4UZJtwy28PuXOt25PnuIXrVjwxjygnCpc8nsXavNU6rXUON6Q/nkZ4c+2/6x1PlqN6V\nS/uoLJmZyx03KTidJQyuAMEgLF8OkybB00/D8OFw880wcCD07QtdusCgQfW44IJ825AhcO+9MHo0\nTJkCK1dCKP589Zi4XTD8ljCLZubS59zIJ/nHvC5Tv4sdblU9zWT6w36a1bEKlwUbHPzfp01L9Lhc\n2kTj8S7Wf9iSJXHH917MOH+WHQKMdaqIRcLEdpiiJUm/vJTkbSk9t8VaWjgo/4kibi/7RR0elPrW\nfkuJDBHzpKdTp1s3i23Tt98mbP7jyf9E9TAbm2McKz5QWPnLLj5gY2NzapDj+spy7FHPxGk0jHr+\nPmnfcfGyrDYE3tesYWF3yzpniPE/BBq3zMlPO62b4iGtwtzaOjIpQtNh8OteVmy3Xvusxhpf3O8v\nsTv7MQwDRr3iZux7kSWR0ysZjHksxOUXJCYExzRh3Tr48UdYuDD/v7dtA8MoTdG52Byj64AomjRq\nBGecAR07Qq9e0LRpXO19SqRGVZNJ4wJM+lbmoec8ZOcUThgKCwwZ4WXL9hAPDAtHvVaVVJMZD/u5\n7AUfK3cUvj8rdydx29sqH90ViMibHd4hzKajIp+vK1SIM7bIfLRa5qaW8b0XbSWTWx0644s0Nx2n\nStzg0GlUjs/lMY55W750FOaRbZW3cFg8TIaRUeIYt94cl9acsGNNgS3H+TUZoeFlvq7a6Dpcm94v\nOHbsmYsQOoLpTi/HXUTS5NJL2fnzzwXHm6dPp+P99ydk7uOJ7Wmx+Z/if7H4gI2NzamPgZ88+QeL\nLUW5MuaYZc6/LMd1tboV9rKYJowMOwr6YwA0FAzuk0tu9hiL1YdEnlpgTbzvXFPjuW4luxQe/dzN\nj6usAqfzaRpfPhBbsASCcNNwb4mC5ZLeKn9Oz6uwYMnJgWnT4P/+D1q0gC5dBB57TGDGDIEtW4Qy\nCJbSMQyBTZsEpk0TGDlSoGNHgVat8j0yM2dCXl755xYEGHSZyp/Tc+nTPfK1eO4NN0Mf9BAuIcH+\nGJWTTaY9nEe7htbPwvQlMs9+GfnaCwK82jNIm6rW8x+Z72FzOfJbRjo1ahXpQ6Qi8JiSKG9LDYut\n+HerOKnFvpt58mxMYrx4xdDT26KnnlFwLJg68s5pZR5fGo0uusiidg+tXEnevn0Jm/94YW/ZbGxs\nbGxsTnLy5B8xhWDBsWRk4NU6Rz3fL+SxQbYmDXeI0WeirPyoi/xiWD0dzzg1PHHuyUMa3DrHi1Kk\nvHCqy+TdvgHkEuqjfPCTk/HFGke2b6gxdYSf5Bgtbg4cEuh3o49pc61ix+M2eeelAB+PDVAlvXxP\n4k0T/vgDhg7N93jccIPAxx8L7NnzzyXC7Nol8P77AtdcI9C0Kdx5JyxZQtwhVseoUdVk0lsBXh8d\nwClbJ5ky3cll//Fx5Gj0+0vzwdcPRoaKjZnmZvLvkWFmbgd8cEEQX5FrBTSBW+d4UOMMhEgWYJTT\nKrhm6hILovTcKSsCAu2VMy22tc61hIger+dVz0U0kguODTEHvzw/josKqPWtBTbk7VPLPr4UvFWq\nUL19e4ttxw8/RDn75MEWLTY2NjY2Nic5uU7rU9ZkpR9CjAjvFc4VGEJhcrIv5KO+1qBCazBMGFUs\nT6C7qNNXir92/FML3JZGgwD/7RmkVgk5Kb+skRjxkdUjUy0lzGfDA/hi9O1bu1HkvKuSWLrKuuZq\nGQbffeznyn7l865kZsK4cdCpE1xwgcDkyQKhUOyNsSCY1K9vcsEFJvfea/LSSyZvv23y+ecmM2aY\nzJ9vMnHiDmbMMPnsM5Px4/PPuecekz59TOrWLV2FBAICEycK9Ool0LUrTJgAWVnx358gwPVXqHzz\nvp/Kadb39o+/HPS62semGAn6qV6YdK+fKinWsXe962HRpkhF2iDN4PnuQYtt6QEHLy6K9M6UxhWS\nwZnFkvKfUuRyi7hjNFabkGQkFRxrgspq58qo54u4SFIvsNhy5fg8JWp9a/lk6eAChMDeuOaIRf1e\nvSzH277/PmFzHy/snBYbGxsbG5uTGEXcYomPh3zREg0dnRXO5RZbg4ONEFIr9sT5K11klWHdrD7l\njL/C1rydEuOWWTekV52ucHnTSBGxeZ/IDa/50IuEV3mdJi9fvZlqadFD3f5aKdH/Fp8lPwOgWVOd\nyW/5qVMz/l3s4cPw4ovw0UcQDse+aY/HpFs3OO88OPPMfE+Mr5QeLx5PmCZNov97Xp7Jhg2waBH8\n8AP89lv0daxZI/DAA/DEEyY33wwjRkBaWml3aKVLB50fJvkZeJuXzUXyiLbtlLjgOh/fvO+nxWkl\nC9a6GSaf3hOg3zNeFD3/M6NoAtf+18uPo/Kom2F9/a9rpjJnm8qMLYXemJcXu+hVT6NjzbK7XAQB\nnnKqXBAq/Hz9aYjM1kUucJS/MZuERBulLb+5fy2wLXcto53SATHK8/8U5WJyilT7C8qLUYW9yGbN\nEs8vjpHcEK1yWxyZywAQMJF3fINyxrBy30dR6vfuzZ/PP19wvHPePHRVRZIr3ufmeGF7WmxsbGxs\nbE5icpzTLccerQOyWSvq+RvlDQREf8Gx03RS53DdCq1BMyM7318h6bSW4tv85ypwx/fWBJQ6yQYv\nnhuMONcfguvGeskOFG7MBcFkwu0BTqseef4x1mwUSxQsvc5Rmf1pXtyCRVHgzTehXTuYMEGIKhTq\n1DG5/XaTr74y2bYNJk+GW2+Ftm1LFyxlISkJ2reH22+HL7/MT+6fMsXk1ltNaka5p2BQ4I03BNq1\ng3ffze9PEw8N6xl8/7mfrmdZBx7OFLnsP7FLIp/VROfRS7ZbbIdyRK4f6yNcTJ8KAow9L2hpPGmY\nArfN9RCMc82dJZM+klXoPK04MCrobWmptEYsItqzxWy2OaJ3k3cajXFpzS223GLf5dKICBHb8VWU\nM+OnWps2eDIKiwkoOTnsWxhfT5l/Glu02NjY2NjYnKSY6PiLJeAnKxfHHFM8bKW50gLZqNjT0290\nka1m4ZbBgclIZ/zJ9y8tcrMnr3AeAZO3+wRILSES6KGJHtbvsYYTPTEwRL8O0a+7fZfAFUMiBcvN\nV4eZNC5ASlKUgVGYOze/HPHIkQI5OZFixeEwufhiky+/NFmxAp57Dnr2BHeMsLXimKZJXp5BMJj/\n32XF64XevfO9PytXwqRJJn37moglVMvKzBQYMUKgWzeYN6/sawOolGby1Tt+rrncmkh+OFPkspt9\n7Nkf3et0QctMRlxizf1YsV3iicmRL1C6x2Rcb6sY3ZYt8fpf8YeJPebUEIqUQF5riszRK7bl9Zpe\namVavXurYoSIASQrl1iO8+TvMSn7e6zWu9xy7Di8BCGQmIR5QRSpf955FtvOeD8c/zC2aLGxsbGx\nsTlJCUlL0cUjBceC6cWrdot6fraQxc5iZY5bK20qtAbThFeKeVkGOXQaxllKdstRkbeWWRug3NVe\noUutyPCfWUsdfPKL9dyBXRTuvih6BaYDhwQuH+Jj/yHr1ua+oSHGPB7CEUdA/MGDMGgQDBwosHlz\n5Ka8dm2Txx83Wb0aPvkkPwwsWjVKXTfZsEHliy8CPPZYNgMGHKFHj0O0a3eARo32U6XKPmrX3k+3\nbj6qVNlHo0b7ad/+AD17HmLgwCM88UQOX34ZZNMmDSOKu8DhyO/3MmkSrFoFDz9sUqNG5Llr1wpc\ndpnATTfl5+aUFacT3nwmyNDrrd0fd+8TuWKIj8wYyfmPXBGmXwera2X8HBfz10bmt5xXT2NIK+s1\nXl3iYndufDGILUST/sVyrV5RHRXObal/yJoXttWxBb8QvWxbknoegln4OdakPYSltWW+numrhZbR\nwWKTd88q8/jSqNujh+V416+/Rjnz5MAWLTY2NjY2NicpeU5rcqxP7Y5I9Mf4q52rLcc1tJqkR+kn\nUVbm6CJri3hZREzukePvcfXIr27UIrkptZIMHuwYWYHpSK7A3e9bS4I1qaHzyuBg1PyZrBy44lYf\n23ZaN8K3Xhfm0buj9xcpiZkz870rs2ZFDkpJMXn6aZO//sovNVy9euR40zRZulRh1Kgczj//EHXq\n7Kdjx0PccksWr7/u54cfwixbprJ1q86RI4YlZEvT4MgRgy1bdJYuVZk7N8zYsXncfPNRzjzzIHXq\n7KdPn0OMHp3DihVqiZ6ZWrXgwQdh6VJ49FETny/ynG++EejSBX76qeyviyDA8w+HuLa/VTiu3yIx\n8DYvef6Sx4kivDEkQN0Mq4i44x0vOSVE+T3aJUSGp/DcoCbw5G9xuK7+ZngxT+BiQ+Q3o2Lb3jR/\nJdL1wu+TKZislddEPV/Eh0frYrHlyXPjuqZW+0LLsWP3zLjGx6L2OedYjg/89RdKbm7C5k80tmix\nsbGxsbE5CTFR8cvzLLYktXfU8w0M1jhXWWwtlJYVW4OZ/4S6KJdJRtwN+37Y7mDONmuI2qiuIXwl\nRK2N+MjNwezC7Ykkmky4LUhSlH1rKAyDhvlYvd4qWK7sp/D8w6EyC5a8PLj7brjmGoHDh62DBMHk\nxhtNliyBu+4CV7GIJV03+fXXMA88kE2LFgfo2fMwr76ax+LFKoFABR/vF8HvN1m4UGXMmDy6dz9E\n69YHeeSRbP74IxzhhfF48hPwlyyBq6+OXMP+/QL9+ws8+CAEo6cIWRAEGDsqyEXnWT0nS1Y6uP7/\nvKhRCrKl+WD8bQGEIn1Udh0WGflpZL3qNBc81sUqZqdudPLHnhJqYceghRiZ2/KKEt8cxREQIr5T\nq52rYoZ8JSnW76xf/hGTsot+tba1Cplj/3xQK9CUpwjJtWrhq1uY72ZoGnv+/DMhcx8PbNFiY2Nj\nY2NzEhJ0LMIQCp96ikYaHq1D1PN3OnaSKxae7zAdnKaeXqE1/G4ILCr2dHp4nI0kVR0enm9VHJ1q\naFxRQrWwr/6U+XqhNSxsxKVh2jYseZNnmjD8SQ9//GUVVuefozLu2WCZGwivXw/nngsffRSpcM48\n02TePBg7FqpWtf5bOGzyzjt+WrU6wMUXH2HCBD979sRfpcrtBpcrfnGzc6fOuHF+LrjgCG3aHOTD\nD/2oqnWeGjVg/Hj48UeT1q0jr/H22wLnnQdbtpTtmg4HvPdyICI5/+cFMo88H90j0uU0nTv6Wr00\nn/ziZM7yyLi965qptKpifc8f/MWDHudLe2+xz+rPhsSyCvZtaaY2QyziecyUMtknRS9F7NU6I5iF\nxSd08QghaUWZr2ekno6RVK/gWDAUHPt/iXPV0Uk/09qDZvf8OPrJ/MPYosXGxsbGxuYkJE/+2XLs\nU3vE7M2yrliYSlP1NFzEn8RclDeKeVn6SDot46wY9tk6mU1HC59wC5g83z0y1Cs7AA9NtG56W9XT\nGXGJNcehKJO+lfn8G6vI6dRO46OxAcpaufWXX6BXLyJyVxwOk0cfNZk1C1q3to5RFJMPPvDTrt0B\n7r8/u1Shkp4u0qOHi7vvTuK99yrx/fcZLFpUhY0bq7F/fw3276/Jb78F2L+/Bhs2VGPRoirMnZvB\nO++kcdddPrp3d1KpUuzN9s6dOvfck02HDgeZODGAplnfp/bt80sljxgRmay/dq1Az55Q1ofsbhd8\n9qaf1s2swuKdz1xMmxv9M/rogBCnFSthPOIjD4Fib7EkEtG7ZeUhiW82xVdQoqNkcnaxvi1vqhXr\n9uE1fTTUGllssUPE3PiK5aEV96DGRBBQa/WxmBx7E9cIMr1Yk8mTOa/FFi3HC8Mof0tam1LRdVi6\nVGLqVAdLl0oY5S+/bmNjY3PSYWIQdPxhsfnUc6Oer6GxWd5ksTVXWlRoDTsMIaLi0j1xelnCGry0\n0CpErm2m0qZa5B/t57+yhoU5HSbjhwaQo+wxt2wXuf9pa3hR4/o6k8b58UZGHZXId9/BlVdCXp5V\nEDRpYvL99/nhVUUT+DXN5JNPAnTocJDhw6OLFa9X4JJL3EyYkMaaNdXYvLkaX3+dzqhRKVxxhYcz\nz3TStKlM1aoSbnfhtd1ugWrVJJo2lTnrLCdXXunl6adT+fbbDLZurc6qVVUZNy6NCy90R61QtmOH\nzp13ZnHWWQeZPDmArhfuRWQZHn00P2+nXj3rHiU7W6B/f/j55+IzlkxKEkyd4KdOTetr8H+Pe9i9\nr2SB5XbC+KFBJNEaJvbqjEhx3aWWTv+mVs/M8wtdaHH+3hf3DH6rixys4Pas+Hdrk7wRg+gLK/7d\nDTgWxFVFTKt5vuU4oZ6WYqLl0KpVqP4oCUonGFu0HCecr7+O9+qrEQ4dOtFL+VeyYoVEnz4+hgzx\n0aePj2XLKhanamNjY3MyoUgb0MXC8k6C6cWjt416/nbHNhShcIPnNXzU1utUaA0faRImhZvPVqJB\npzhzWT5Z42R3kRLHTsnk4U6RyfdrdolM+N7qMbm7X5hmdUreCKqqwM0jPOQV6eHidpl88lqAtNSy\nrW3KFLjhBlAU6wb7uutMfvklv79KUVauVOnZ8zB33ZXFzp2R4Woej8DAgR4mTqzE5s3V+Pjjygwc\n6KVWLQkh3g6cJSAIAnXqOLjmGi+ffVaZzZur89FHlRgwwIPTGXn+1q06Q4dm0bfvYTZssIbideoE\nv/4KAwZY389AQOCqq2B6GduJVEk3+eQ1P7JcOE9WtsitD3jRo6RttG2oM7S3VYyMneEWNVLrAAAg\nAElEQVRi64HILenITmGkInkwm45KfLEhPm9LT8mgsVD4OVIRmKhWbM9QX2uAyywUWgExwG5pV9Tz\nPdqZYBauW5P2oIo7ynw9rWpnTKFQPUu5WxH80a8XD67KlUltUFgVzdR1DixblpC5E40tWo4D4sqV\nuEePRp4zh6TOnXHMSlx5Opt8tm4VUNX8HwFVFdi2reI/CDY2NjYnCwHHAsuxRzsLgeibtY3yBstx\nU7Vp1E7dZUE14VPNurEb4tDjqsIV0vK7mhflphYKtZKtG2XThPs/8li63tfJMBjeL3pY2FsTa7F8\njdUF89zDIc5oUrbH8B98AEOHgl4sv2H0aJPXX8/vgXKMcNhk9OgcevY8xMqVkXk4LhfcfruP5cur\nMmFCJfr18+D1Hv/tVVKSyKWXenj33UosW1aNm2/2lhgSt3ixyjnnHGLMmFxLvktKCrzzDowcaX0/\nFCW/JPLkyWVbR5vmBo8PtwrRBUscvPx29NDEh/qHqJZa+F4pmsBDn0S6jhpVMrj6DOtr/uJCF2oc\nxetEAQYXq3b3sSZVqNmkAweN1MYWW/HvoGUNePFo7Sy24t/xmMhJ6BnW3BPH/sTlntQ86yzL8b7F\nixM2dyKxRUuiCQbxDh2K8HcJDfHwYXyDBuG+55780iQ2CaFhQ7PgyY4smzRsaIfi2djY/HsIOH63\nHHvVLlHOBB2drbI1i7qpelqFrj9XFzlgFm7okzDp74ivzPGHq53s8xduM9ySyb1nRgqRaUscLNhQ\nTIBcG8QbZc/70+8OPvnaWmv44vNVbhoYvYdLUV57DYYPFzCL3J8gmLz2msmdd2IRZsuWKXTvfogx\nY/Iiusk7nXDLLV6WLavGc8+lUq3aifP416ol8fLLafz1V1VuvNEb0ZNGUWD06Fx69jzEqlWFIkAQ\n4P774YUXrL+hui4wdKjAe++V7fp33KjQ82yruHj+TRcr1pbczTPFA08NsgqduStkfloVGQt4/1kh\nHEU8fNuyJT5fF5+3ZZBDx1kkHGu7KfJrBcsfF/+ObZY3xQz58hYrfRyQ4xAtgFbdWp44kaKlRseO\nluN9CxcmbO5EUrFsJJsI3KNGIa1bF2F3ffghjvnzCU6YgN4hevUXm7LRpo3O7Nl+tm0TaNjQpE2b\n+HsG2NjY2JyMaEImYYf1d6T4hqcouxw7CQuFYsBjeKml1456fln4uJiXZYBDJykOL4uqw2vFOpkP\naa1QvVjPEE2Hp6ZYn7D3aqVyUfuSc2eycmDYw9aElVrVDV57KnoPl6K8+y48/nhkwv2ECdC/f/Fz\n/Tz8cHaJZXwvv9zNU0+lUKdOfNuovXvDLF6cx4EDCocOqRw+XPi/UChEnTrryciQyciQqVJFpnp1\nJ2eemUz16iXEf5VA3boOxo5NY/jwJB5+OIdZs6zCYNUqjV69DvHyy2lcd12hO2noUEhKMrnrLjCK\neLzuu0/A4zG55prY1xVFeOu5IF0vlzh0JF8MGIbA46804ILzQ/i8kWMGdlH58GeNP4oI1icmu+nR\nIs/yXtZPNbmumcKHqws/T/9d4uK65ipiGT+TlQW4RDKYqhd+rj9RJbpL5U+IrafVRzZlVCH/A+IX\n/eyV9lJLr1Xi+V6tM0d4teA4JC3HIA+RkoVdcbTq3WHViwXHjv3z892UCQg9rFHM07J30SJM00xI\nWGMisUVLgtHOOQf5iy8QjxyJ+Ddp61Z8ffoQHjGC8IgRlLm0iU0Eosj/s3fd4VFU6/ud2ZLeG4SS\nhJBAaAkEadK7gBSBe0FFBBX1ol69gogiNrxIF6yogCDKVVA6hCZC6CWA1IQAIQXS+6btzszvj3Uz\ne87MtiQEwm/e58nzZGbPzJw5c2b3e8/3vd+H2FgOlH5MgQIFCmqFpUuXYseOHUhOToZWq0Xnzp3x\n/vvvIyoqqt76UKE+Q2xrDa2hFvwstr+lvklshxvCaxUali8ABygB/mQHvSy7bqpxx0zL4qIW8O9Y\nqZdl6ykNbmSKhqSKFfDJk5Zrq8z/wpmoeM+yAr5dWAYfb9ve9mPHgLffJvc5OwtYuxYYYpacSRAE\nfPxxCZYulUZHBAWxWLLECyNG2Kf0z8yswpEjRYiPL8aRI0W4cUOq5zHHuXPyZeojI13Qs6cnevXy\nQs+enggIsE5iQkPV+PlnH/z+ewXeeqsIeXmicV5ZCbzySiEyMzm8+aZ7tWH61FOAuzvw/PNCdfg1\nALzxBhAVJdX40AgKEPD1/HKMm+ZWve9OthOWfivgvdelz55hjB61vnM9qvddvK3C3gtqDIkhSeub\nj1Tipyva6uKkN4tUOJiqxoAQ+xNDPKPhCNKyi2OhEwC3GtrlaqjRQh+ORO216n231DctkhYN3wwa\nrjn0qlTjDoZDufoc3Ay9ZNvT4Pw7Q1C5gOGMWdXY8rtgSm9D8Ait2Q2YwS8qCloPj+rCkhX5+Si+\nfRteobU/d11CCQ+rYxiGD0fpsWPQD5YvAMZwHJwXLIDb0KFg7U2KrkCBAgUK6gXHjh3DCy+8gL17\n92L79u1Qq9UYPXo0CgsL660P5eoEYtvV8IiFlkakqG8R2y2oWHtHscOggsFMgB/J8IhxUIC/+iLp\nZZkYVYUAV6mWZel2st2Ennq0aiK/+n39FotVG0hj/Y0XKvHoI7YJ1Z07wLPPAgaDeF9ubgI2biQJ\nC8cJ+M9/imQJy1NPueDkyUCbhKWigseGDdkYMOAvtG59Bs8/fx1r12bZJCzWkJRUjtWrszBlShIi\nIs5g6NCL2LQpB1VVlj0FDMNg7FgXnDwZgHHjpH2eN68E775bTBSlHDUK2LCBrBlTWclg0iQgN9d2\nPwf2MuDFSSRB+WKNE1Iz5JlBTBiPMV3JsL6l25wkyVebeQoYE0G6vFb9ZZ/3yYSeLI+mZqL+Mkiz\n4zkKOvUx/S7ScKHe5Qq1A4J3lRM4f3KlVp17yv7jrYBVqRDQoQOxL/uC/bVk6gsKabkHEIKCUPbL\nLyhfuhSCi/yXm/rsWbj36gXtmjVKamQFChQoeECwadMmTJw4Ea1bt0ZUVBRWrlyJ3NxcnKzHGO8K\nFUlanLlOFloCxUwx8lXmWcYYNDc0t9jeHmw2kKbBGDXvUARKcgGLQ2lkIMfU9lK9yd4LalxOM6vf\nwgh43Yr4fs5CZ4J0NG/CY+bLltubUFkJTJ4MZGeTN7FyJdDLbJG7qkrA888XYM2aMqKduzuDtWt9\n8OWXPvD2tmw2paZW4MMPb6Nt2zN4+eVknD1773SsJ06U4Pnnr6Ndu7P4739TcfeuZT2Pv78K33/v\ng2+/9ZakSf7qKx1eeaWQqOkycCDw+edku/R0BlOnQqLrkcOcf1cgyN/Ms1PF4KNllotO0s/85HU1\njiVK9UFTO5D3GHdLjfQS+ycmywCjVSTB/d1QOx1SiCGU2M5SZaKMKZNvDMDZQJKOcvVZh65n8CfD\nuFQ5dSeYD6RIS87Fi3V27rqCQlruFRgGVVOnovTwYRgs+FSZsjK4vPGGMTVydnY9d1CBAgUKFNhC\nSUkJeJ6Ht7d3vVzPwGRDb546VVDB2dDBYnt6ZTeYa1KrgpK5AnCYEig7KsBffZFcAe/a2IB2AaRH\nQBCMK+rmGPWIHhGN5T0Hfx5TYc+fZEj1RzPK4WzHrc6eDZw+TRq3M2YIGDFC3NbpeEycmI/Nm0lv\niK8vi+3b/TBqlGXvyvXr5Zg06RpiYhKwbFkG8vIsW/ZqNYOuXT0wZUoQZs5sioULw7B6dSS2bm2L\nr77ywqpVkViwIAwzZjTF5MlB6NzZHSordnV2th4LF6ajffuzeO65JKSkWPbm/OMfrti82Q+enuRY\n/PxzOSZPLkBFhWDWFnjpJXJB9fBhBh9+aLkvJni4AXNeJ/uxaacWp8/L30h0KI9BHUgvyrLt0gfb\ntTGHNn7iXOQFBusuOeZtoefyPo5FcS3Wjd0ENwRwgeIOBkhVW05lTKctr2Kvg0Ox3dfjAqgMYnXk\naQGAQKqC6oPoaVE0LfcYfEQEdHv3wmnhQjgtWQJGpgqiZs8eqHr0QPmKFTAMG3YfeqlAgQIFCuTw\n9ttvIzo6Gl0ooeq9Ah0a5sS1AQsZFfPfuK1JIbZDqZVfR7HNoAJnFhrWhuHRyoHQsHID8PMVklzQ\nK+QAcCxRhZPXSRPkjcflvSYcB7yzgCQN0VElGDXEtoj6p5+A1atJI33gQAGzZ4vbOh2PJ57Iw8mT\npOHcpAmL33/3Q6tW8vpTg0HAsmXpWLgwnUglTKNzZ3f06uWFXr280KWLB9zdpcZ7eTmHGzfUaNfO\nX/JZcbEBJ06U4MiRIhw+XITz56WF/wwGAb/9losdO/IwZ05zTJ8eDFZGpd69uxN27PDH2LF5yMkR\nx2/nzgr84x95+PVXv+pilx9/DFy8KODoUfE8n3/OIDZWwOjRFm8XAPDkaD2+/YnDxavivb7zqTP2\nbtDJeu3eGFmJfX+J47z/Lw3Op7CICRX7yDDAcx2q8OZBcS6su6zFzC6V0NjpMOnICghheNwWjMS8\nEgx2cyz+qa65ID9UH4YclbjwnKJOQWu9vAZOJXhDy4WjSvW3PIARUKE+DzdDb7uuxVGeFrbgEmDQ\nAWo3C0fYDwlpOX/+gRPjK56W+oBGg8p334UuLg6cWQEfc7C5uXB78km4vPZag0iN/LBWpH9Y70uB\nAgWO45133sGpU6ewbt26evvhrlCfJ7bp2g7mECAgVUWu6oYY5H9j7MU2Q+28LDtvaFBYKZ7D15nH\nqJbS9FtfxZEr6QPa6xEdKv+FuyVOgytJpFX6xnPpNkPWbt8GZs0i94WGCvjuO1R7LwRBwGuvFUkI\nS8uWKsTF+VskLCkpFRg+/BI++SRNlrB4eanwr381RkJCR+zf3wHvvx+CRx/1xKlTBfjooyRMm/YX\nRo48ha5d49G8+X40brwPPXveQkjIfnTrdgSjR5/Giy/+hXnzknDuXBH69fPCRx+F4s8/o3HyZAxe\neKERPDyklnplpYD33ruNUaMuIz1dngR26KBBXJw/mjUjjz98uApvv11Uva3RGOvZBAeT9/f660BW\nluypq6FSAZ/MKif2nb6gxt5D8mvlPVpx6BZJeqjoOQIA/2hdBXezQpaZOhb7btu//s4wxnBHc2yr\nZYgYvVBwW51iNfUxHSLmiK5FcPYD5yHqaBiBgyqvbgpB+kREQG0maSjLyYEuM7NOzl1XUDwt9Qiu\nSxeUxsfD5Z13oF23TraNdt06qOLjUb5yJbh6WtmrCUwV6fV6BhqNgLg4HWJjG37a4Yf1vhQoUOAY\nZs+ejS1btmDHjh1o3ty2RuT69et1cl22TQIYs4iXvNQA5BXLn7vYuRgV7cQwHI1Bg5JrJSiF/MKX\nrT6WMSyONoqCmaMF0ek3cZ2zr/4JAKxLCAfMPENDG2cj7VY60Sa3RIO4BDLkbXzHm7h+vURyPkEA\nPv2iDbFvSJ88tI3UWb0fQQBefbUJSkvFFWgnJx6ffJKK3NyqalH5xo1q/PYbaRy3asVhxQodKiqK\nQV9CEATs2FGJxYtLUVYmNUwjIlQYP94FQ4c6w8XFgNzc29i6VYf4+DKcOFEme4w5iooMKCoqxbVr\n4jNcvPgm3N1ZdO/uil69XNGjhyumTVPhqae8sWtXJTZuLMetW+TvVHx8Mbp3T8Dbb7tj8GB5Pck3\n3zB45RVn3LolkswffihDaGgBhg8XCcQnnzhj2rSm0OuN7QoLGbz4YikWLbpj9V4a+wJ9uobj0Ekf\n8VzLBYQFX5clnP/s5IUTSRHV21tOqDGtx014uZD3NqhRCDanBVRvrz1bgQjOugDeHJ00zkCAeJ2D\neuBKWjI0VoiGOeh5xzEc2I4seNZIhkrZEvx1+y+4VlnwkHoHQWWWK6NQfxb5Dnx/hGkj4QcxkVN+\n0h/ILg6y+3g5mO7JLSwMRVeuVO+/+Mcf8K9nWzQiIsLiZwppqW+4u6N8xQrohwyBy2uvyadGvnUL\nbkOHGlMjz5z5QKZGlqtI/zCkH35Y70uBAgX2Y9asWdi6dSt27NiB8PBw2wfA+g+tveBRjhSXDGJf\ni6BBUAV5yra/oCW9Mk2FZoiMiJRte/36dZt93G1goTfzkoQyPAaGhdgtwi+sAI7HkX2d1s0NEYHk\ndbdtcwJnVtixdRMO/xzYCAxDFowEgD1/qnE9RTT+GEbAvFlawGB9zLdsAU6eJDv+3/8yGD48pHr7\n7NkqLFtGpsSKilIjLq4RvLykgSh6PY/XXruBDRuk5MrfX42FC1tgzBg/MAyDU6cK8PHHN3DgQG6d\neOxLS3ns21eKfftKoVIxGDw4AG+9FY533vHC7NkC/ve/HMyenYLCQpFslJQIePfdEty44YqFC1tA\nrSbHIyICOHCAx8CBObh5UyQGCxY4Y9Agf7Rtq6lul54OvPeeeOyff7ojJSUCgwZZ7/cLE9IJ0vLX\nNXfkFLWWzfgWHg4s3c8jLdc49lUcizN3W+OlISRpft5Vhc1msq8jOb5oEqqGq52mUrgABJYLyP57\nDpaxKuS2iERvO2q2WHqPLvAJSGdFcq5tqUGEXn5+GhgvpELMdMC63UaLiDAwdprkWv2jQN7u6u1G\nqkx41eL7x/yebnboQJAWF52uTr7b6gpKeNh9gmH4cJQePw69ea5FMzA8D+eFC+E2ZAjY5OR67p1t\nPKwV6R/W+1KgQIF9mDFjBjZs2IDvvvsOnp6eyM7ORnZ2NnQ6qY6grlGpSgQY0XDScM2hgjxhAYA7\nKpLgWKoPYS/2U+lfB6kcyxq244amuo4GAIR7c4imBPg8D6w9SIqnJ/erkr2OIABLv6XE+kP0iAiz\nblyWlQFz5pD7evUSMGWKuJ2fz2Py5AKicKSHB4N163xlCUtpKYcJE65hw4YcyWdDhvjg2LEYPPGE\nP86cKcLYsWcwePBJ7NtnP2FRqxmrgntzcJyA3buz0a/fcUyYcBYXLhRj4sRAHD0ajT59vCTtV6/O\nwuTJiSgvlxIFX18Wa9f6ElnFyssFTJ6cj+JisfP/+hfQuTP5ezh7NlBlwwnXKrwcg3pRIvvv5LMn\nsCwwuS95wrUHtZIEq92DOTR2E/um0zPYm2L/GjzLAAMogkLPfUcRbCCLuWZQ76Y5VEIAVLyoXRKY\nKlSx9pfA4Hzbk+cr+MvuY23BJ5Jc9CioIw9yXUEhLfcRQmAgyv73P5QvWwbBVd6NqE5IgHvv3tCu\nXv1ApUY2VaT//nsd9uzRPTQV6R/W+1KgQIF9WLVqFUpLSzFq1Ci0bt26+u+LL76459euVF0mtp24\nNhZaGkEbRk0ow8kRCIIxk5I5BjpYLfz3JHKp+4lIvYSM/HlZjdRc8TpOGgETHpUpOQ/g2BkVTp6j\nxPov2E5x/NlnxhS9JqjVApYsMRrFAMDzAl56qQDp6eT3++efeyMiQmr85ubqMXLkZRw4QNbqcXFh\nsXRpC/zvf62RmVmBcePOYNCgEzhwwHJBk8BALSZNaooVK9pi48ZYxMf3wPXr/ZCdPRhHj7ZAUlI/\nHD7cA7/+Govly9viySebwN/fcoasuLgc9O17HBMnJqC4uAqbN7fBJ5+EQqslB37nznw88cRVwhNj\nQvv2GixeTGbHS07m8NprhRD+tjtUKmDJEqOnS2zDYOVKi12rxhvTyGe2P16D85flzc+neldBZZb4\n4WqGCqeuk2yOZYAxkeSc+T3JsSxig6jUx/sNtTOH6QWDO+p0Cy0BBozk3a5UX7HQWgrehyQtbFEi\n4EAIpzX4Ul6V/MTEOjlvXUEJD7vfYBhUTZkCQ69ecJk2DeqEBGmTsjK4/Oc/UO/Zg/LPP4cQGChz\novrFw1qR/mG9LwUKFNiHgoKC+3btShVpuFgjLTqmFEUq0YhmBRZBnDS8yl4kCwxSBTMyAQG9HCAt\nuWWMpDbL2EgpGdkQTxKbUV308HGXX5Bb/j0l1u+pR3Qb633KyABWrCD3vfQSYL6A/M03OuzdW0m1\nccPo0dK0xsXFBowZcwUXL5KetrAwZ/zyS2tERLjg669vY86caxa9Km3beuCxxwLx2GMB6NjRSzar\nFwCoVAwCA50QGOgEU8mMyZObgeMEnD1biLi4HOzalU3oXUzYvTsb+/blYPHiNpg+vRn69PHChAlX\nkZ4uGrPHjxdj3Lgr2LatLVxdSSLw9NOuOHGiCuvXizVGtmypQP/+ZXjmGaMuKDraWKBzzRrxuAUL\ngCefBPz85O8dAHp05tCtkwEnEsT5sWKVE1YvLZe0bewjYGhHA3aeFefJhiMadI0kScbYSD2+OifO\njz231CiuBDztzPbdT8WDhQD+bwHXFYFFBg80qSF3acwFE9s5bA4qUWkx/bgT1wZlmsPV2xWqy/DE\nGLuuJTj5gndtCrbMSIwYXg+26Bp4X8up0e2Fb6tWxLYjWpv6QIP0tHz//feIjo5Go0aN0LdvXxw/\nfvx+d6nW4Fu2hG7PHlS89RYECz5izZ49cO/eHeqdO+u5d3UDJTOXAgUKFFhGpSqJ2LZGWjJVZFaf\nIC4IGtRc/xhPeVl6sDxcHQgN23dbTehU2vhxaO1HfslXGYC4c2QfJ/WRXyHOzGaw/whJgv4zzbaX\n5YsvgIoKsR8BAQJmzhQ/T0/n8MknpCblkUc0+OgjaRheVRWPSZMSJYQlOtoNe/a0Q3i4C2bNuop3\n3pEnLN27+2Dbtkdw9OijmDMnArGx3hYJizWoVAy6dPHB3LmROH78Ufz2Wyw6d5aGgRkMAl5//TI+\n/DARbdq4Ys+e9oiKIonYmTOlmDIliSgmacKiRV5o25Yc87lzi5GTIxKGOXMALy/x2NJSBt98Y/se\n6Ge3Y78GhRbKk9BzYudZjWR8OwVxCPE0K2DJSUmzNfgwwCNUKu8jfM1NYhfBBX6cGXNjjIUmLcHJ\nQKZErqLefVvgfNoR26rCqw4dbwleYWFgzGxQ3d27qHqAMto2ONLy+++/Y/bs2ZgxYwbi4+PRpUsX\njB8/HhkZluMHGww0GlS+84711Mh5eXB76im4vPpqg0iNbA5TZq7nn3fDkCFuOHfOegCvieScOdNS\nITkKFCioxpUrV7Bhw4b73Y06BY8KGFiz3zGBgZaznAQgW0UWJK6NlwUATlCkxREvCwAcpNLODguX\nelmOJ6pQYkYoAr14PNpKPgR3c5wGvJk+pl1rDj06Ww/XzcsD1q4l982eDXiZ2fdz5hRBpxONVU9P\nBmvW+ErCqQRBwPTpyTh0qIjY37u3F3bsaAc3NxZPP30O336bKulH9+4+2Lr1Eeza1QW9e5MuCJ3O\ngP37M/Hdd8l4770LmDz5OPr124+IiG0YMuQSBgw4gClTjmPu3L/w/ffJ+OOPTEKLwjAMBgwIwL59\n3bBpkzx5WbbsFl544QL8/NTYvbs9unXzID7fs6cAb755szr0ywQXFwY//ugLVzO2Wlgo4IMPRHbh\n5wfMmEFe79tvgWIb9REH9TagRXPxPqr0DLbvkyfZ/dsb4Oki9i2nmEXCTdJeYBhgWAtyjv3hQOpj\nAOhJzfGTtdS10O9gjspy0XAnngzD0rO3IcByUVIavBfpEWEtZBh0FCqNBh5NyTDTkrQ0C63rHw2O\ntHz11Vd4+umnMWnSJERERGDhwoUICgrC6tWr73fX6gzcI4+gND4eVZMnW2yj/fFHuPfqBbe/6k6A\nda8hl5nLGkwk5+WXvS2SHMV7o0DB/z/s2rUL06dPv9/dqFPo2RTATC+g5oPBQj5VLSA1iIiq3DXA\naZ78Pu7qAGnhBeBgKmkwDmguNcB2U16WwdGGap0Jjd92km3HD5cX65vjm2+AsjKxUaNGAp56Svz8\n7NkqbNlCVmr/4ANPNG0q/W1ZuTITGzeS2pTYWHds2NAaZWUGjBhxCrt3k8/Aw0OF9es7YteuLujT\nx6+6tg/PCzhyJAfTp59Gq1bbMW5cPGbOPIfPP0/C1q3pOHeuADk5lcjPN+Ds2Xxs3pyOFSsSMWPG\nOTzxRDxatdqGf//7DE6cyK0mGgzDYOBAI3lZtSoaLi7kQP72WybGjDkDnufxyy9RaNuW1M2uXZuF\n9eulRnWLFmq8/TZJcn7+uRxXrogEYcoUwMdHnKtFRQx++EFyKgIMA4wdTpIM+hmboFUD/duTbePO\nSwnJgBByjh1IdczT2JUl5/jpWnhaACCQegfphQVzqAQfqHgxq5rAVEHP2r/4znm2JLbZ4rpL2OQV\nEkJsF92+baFl/aNBkRa9Xo/z58+jb9++xP7+/fvj5MmT96dT9wru7ihfvhy6n38G7y+tkAsYUyO3\nfuEFOH3yCYgUKA8oHM3MZQ/JcdR7o0CBAgUPIqpUN4ltLd/CavtsljSIAvmak5ZcAbhlpmdRQUBH\n1v7EL1dyWeSUi8d7aAV0bkR6RQQBiKNE9UM6yv9u3UplceYvsu0Tw6z/xpWUGFf8zTF9OuDkZLq+\ngPffJ90BMTEaPPusNAnOhQulmDs3hdjXsqUzfv01ChkZ5Rg06ATOnSPPFRzshF27umLEiKBqspKW\nVob58y8jJmYXRoz4Ez/9lILSUvtX000oLjZg7dpbGDr0IDp3jsOiRVdw965RD8IwDMaObYwdO7og\nIIAUox8/XoDBg0+goKAKmza1QbNmpL5i1qxbSEwsA42XX3ZD69bi+AsC8NFH4v26uwMvvkge8+WX\nQAXJByUYR5GWwyfVyMqRZ6JDO5LjRIcVAsCjTQ1wUonzNLWYRUqR/eF3nSlifplnoKtFviN64cCa\npwUANNQ7XsXetNBSCt6T9NSo6sjTAgCeFGkpVkhLzZCXlweO4xBICdEDAgKQnW19cjRUGIYNQ+mx\nY9ZTIy9aZEyN/IAJpmg4mpnLHpLjqPdGgQIFDybGjx9v998vv/xyv7tb56hSkcXxtJzlyvaVqCRE\n+IzAwI+TX9yyB2eosJh2rOCQnuVwOkkwHm1igIZaP7p+l0VKtrhTqxbQr528Af/bLtJA7R5rQLNg\n69bkDz8YV/xN8PYW8Oyz4ucHDlTiyBFSK/Hhh54SjYlOx+G555JQVWUeQqbCxhSsrVcAACAASURB\nVI1tUF5uwOOPn0ZqKikgb9vWA/v2dUf79kZdjCAI+O67ZHTuvBsLFlxBaqqUGNQUN26U4pNPLqNT\np91Yv16cM7Gx3ti3rxsiItyI9snJZRgx4hRUKgEbN0bB1VV81mVlPKZOTUJFBWm8azQM3nuP9LbE\nxVXi2DFRl/Lii4CbmzhGWVkMfv7Zet9bhfNoHyX+7vM8g81x8t6RQdEGsGaex0upKqTnkc/KRQ10\naUzaEYcd0LX4MkBLsxTjPBic42tuQwRQCwd5bB4MVkK+tBxJWvSqFLuvRZMWtuQmINRNqIknVUz3\nQfK0/L/IHlZXlYrvKz7+GP6dOqHZsmVQySxnqBMS4NqzJ9Jffx05Y8fCoeT69QhPT2MGEgC4YSMt\nuZeXGlu2NEFqqgYhIXp4eWXg+nXyCyA4OAQajWt1Bfvg4DJcv/7gvGCO4KGYpzag3GPDxb0uMLZ/\n/354eHjA29vbZttiWwH0DRB6liQt9CqsOXJUZK0QX963ViL8s1RYzCOsY8bPEYq09GkmNdT2XSDb\n9IoywN1C9NuWPeS90Cv0NHgektS706YBHmZ295IlpAa0Xz8n9Okjzey0bFkGkpPJ39gVK8IREuKE\nUaNOIyuLFJQPGOCPNWti4OlpvL/KSg4zZpzDjz9artDeqJEz+vdvhNBQNzRv7oZmzVzRrJkrUlJS\nwLKBSE3VIS2tDLduleLAgUzk5EgTEJSXc3jllTO4eLEQ8+ZFQ6NhERrqir17u+Lpp8/h6FExC156\negVeffUS/ve/TliwIAyvvir++F6+XIZvvrmD118ndQzDhjmja1cNTp4Ux37p0lL06GEcMx8fYyax\nL78Uj/nmG2PomDXzY/zwKly8KiYH2BKnwUuTpMkY/DwEdIngcCJJnDf7L6jxbH9yLvRuZkC82fyL\nT1fjmXb2R57EqgQkm03XsxyLnqqalTpwEVzgwXuihDV+P/EMjzw2D0G8fLV6LU8uTFSxlucMDcHJ\nF7zWG2yVcfGC4crB6NIhuDe3caRt0OFhD5KnpUGRFj8/P6hUKolXJScnR+J9MceDVM2zVpg1C2Vj\nx8LlxRehPntW8rGqshIhCxYg+Nw5Y2rkIPkXpSEhPBwIDDRVa5WuPIaHA3FxOty6xaBFCwExMVqw\nbMN73vZUq27oUO5RgTU0b94cLVu2xG+//Waz7aJFizB//vx66FX9Qc/eIbY1fDOLbQvYfGK7Nl4W\nALhCrS7HOBAaBgDnski3yqNNpaTF3PgEgAEd5Fegs3MZXLomno9hBIwaYt0IPXaMrMvi4iIQ4UuX\nL+tx/DhpGL//PulJAICMjEp8+SX5HCZPDsLo0f745psUxMeT4/70002wbFlbaDRG0peVVYFnnjmG\nkyfzJOd2cmIxYkQTTJwYir59A6FWSwNdKiu1iIgIABBQvU+v57F/fyY2bEhBXNxdVFWRhHLlymRc\nvVqMH37oBl9fJ/j4aPH774/gX//6C7/9Jmav2rMnB+vXZ+Dpp5vg0KEibNok6nWWLs3A008Hwd9f\nJIsMw+D99z0xbJh4LwcOVCIlxYDQUOOznD4dWLlSgMFgHPukJAYXLgiIiZHcWjXGPKbH3MUiaTl9\nQYXiUsDTXdp2YAcDMW9OXJeSlkebkPOInou20Inl8QvEY64ILICa12fz5/yrSQsAFKjyLZIWDUeS\nAwP1HWAVDAPePQxs/rnqXWxZOrg6IC20EL8003IWtPpGgwoP02g0iImJwZ9//knsP3jwILp163Z/\nOlXP4Fu2hC4uDhWzZllOjbx3L9x79IB6x446u+69ELzXxTlNdVXGjTOgUydOIupUhPoKFDQMxMbG\nIkGmTpUcmAfUk1xTCBBgYO8S+zR8sIXWQAFL1pLx4X1rdf1EirREOeBpydIxuKszq++iEhDlSx4v\nCJAUCOzRSp60HDpBkpuYthz8fa2TqK1bye3hw8m6IWvWkCmLe/bUIiZGWozw449TUV4u9j0wUIN5\n80Jx/XopPviATEnbt68fVqxoV01Yzp3LR//++yWExd1djUWLOiIx8XGsWtUNAwc2kiUslqDRsHjs\nsWCsW9cDiYmP45NPouHiQo7l4cPZ6NfvAC5fNmY6c3JisXJlB3TtSnot33nnKlJTy7FoURi8vMRz\nFBdz+PRTaYaoHj2c0LGjSGQEAVizRgx1Cw4GBg0ij6GfBY1mwQIiW4ikgOMYHD0tv37eLZKcI/Qc\nAoAOARwYmBW8LFSh2HZm7Gq0pgg6/S44Ch8zcT0AFLKW6z6p+cbENv0dYAuCG1nQktU5QHqswK0R\nmQWtLCurTs5bF6gxaSkuLsbBgwfx66+/1queZPr06fj555+xbt06JCUlYdasWcjKysKz5sGrDzs0\nGlTOnm2s69JMfjWOzcuD29NPG1Mjl5TItnEE90LwXh8iekWor0BBw0DPnj3h4eGB9HTLlaRNaNeu\nHSZMmFAPvaof8EwhBEYMSWIEF7CCNJWtCYUqmrT4WGhpGxUCcFMgDbVIBzwt57PJ79S2/pxEz3I7\nh0FWkWhuuGoFtG0mT4wOHiMN2H49rAvXeR6g1+eeeEL8v7SUxy+/kBqU554jdR8AcP58Kf73PzLs\n7t13m8PFhcFLL10kdB+enmp88UW7aj3Mnj138dhjB5GRQV4nLMwN+/b1xwsvtIS3t2MV2+Xg46PF\n9OmRiIvrh6ZNyfort2/rMHjwARw6ZLTH1GoWX3/dnigiWVLCYfr0S/DyUmPmTNJ2WLMmU1aUP3Uq\nOVbr15ehslKcH+ZjDQDbthnJjTX0pZ4p/cxN6NSCg8psLt7MUiGHEtq7a4FIiiRfzLX/d741Qx6b\nxDPgayHG95aQlkILLQG1EAAIYl85Nh88bGQzMAPvSpIWpqxuSn+4UVE6uqwsSXrs+4UakZYlS5Yg\nKioKTzzxBF566SVcvWosapOXl4fGjRvf0/TDY8aMwfz587FkyRL07t0bp06dwsaNG9GUcmf9fwDX\nuTOurF+PSiuEzZQaWXXqVK2udS8E7/UholeE+goUNAxMnToVf/31l13f5UOHDsVXX31VD72qH+ip\nFVY13xgMLH9X0au3tKHkCJIFproqOAA0ZQR4OPA1SZOWmEBpaM2p66RR2imcg0bGThUE4NBxSh/T\n3TppOXMGuHtX7LCbm4D+/cXPN24sR0mJaHAFBbEYPpwU0wiCgDlzUoh9bdq44umnA/HZZ7dw9ixZ\nq2XBgqhq0nD2bD6effa4RMzer18Q/vhjIKKiLJPPmiI62gcHDw5E9+5kWKBOx2HSpKPVHpcWLdzw\n0UdkPY8jR/KxcuVtvPBCI4SGipoejgPmzpVqF8aOdYaXlzi+eXk8tm4VydngwahOmAMAN24wuHLF\nev/7Us+UfuYmuDoBHULI+XQqWUpIoqk5d96BELFABvAx89SUgUGqUHM7gV5AoL2i5mCgNhIXMxhY\n+0OxaNLCltle8LEHGjc3aM0EYbxej4r8fCtH1B8cJi2rV6/GvHnzMG7cOKxZs4ZgX35+fhg2bBi2\nbNlSp52kMXXqVFy4cAGZmZn/r0LD5MC7uqLis8+g27DBcmrklBS4DR0Kp3nzapwa2dF0xffrnPfj\nGgoUKLi/qKiowIYNGxpsFkkDQ4eGWS4UKUCQrN768LaTF1jCtVqEhgH2kZaTVFhPtwh5IpKcwiIj\nUzRLXJwFdO1oXV+wfTu5PXgw4GzGSVavJkPDJk1ylRSS3LevEEeOkMkdPv44BLdulWHBArL+xbBh\ngZgwwRi6V1hYhSefPEoUfwSA6dMjsXFjT/j41N67YgkBAc7YurUPpk4lEzYUFxswYcKR6tTKU6c2\nQ9++ZIHLDz9MQnZ2JT78kNRU7NlTgKNHSYLm6spi4kQyLbR5iJiXF9CvH9m3bdus971nFwNUZqmK\nE2+ocCdLnih0jSTH9mSSlOBEB5BtLmTbT1oYRhoiRr8TjsCbs9/TAtQuREwSHlZWN+FhgIy35QHR\ntThMWlauXInRo0dj+fLl6N27t+TzDh06ICkpSeZIBfcShsceQ+nx49APHSr7OcPzcF68GG6DB9co\nNbKj6Yrv1znvxzUUKFBwf1FcXIzp06dXe/0bGgwsGTOutkJaKpgK6Blx8UkjaOAiSGuN2IsblIEW\nyTi2sHM1jzQjOgRIv2MvpJBG5CMR8t/DJ6nw3W6dDHCWJvgicPAguT1ypPh/SooBFy+KBIllgWef\nlYaG/fgjOf4DBnhjwAAfLF16E3q9+cKsBsuXt63WVH388SVkZZHhPAsXdsQnn0TbrVupquJw5kw2\nvv32Cn799Q4SEnJgMNhHHLVaFkuXxuL999sT+9PSyrBokdHdwbIMvviiXXV2MwCoqOCxYsUtjBzp\nh27dyIQEcgUnp04l59fx41XIzhaf4YgRZPtDh6z329Md6NyB8qBYCN3u0pLyoqRI28UEkW0u5zkW\nBt6KIurJtfC0eAgeYMyOL2N1VtMeS0gLY79+hHcldW9MmWOaGGtwpZJbleXkWGhZv3CYtKSkpKBP\nnz4WP/f29kZBgWV3mIJ7ByEgAGUbNqBs+XIIrvI/Yupz5+Deuze0339vMfBUTrxuS/BeEzhyzpoK\n6u9Fv+uiXwoUKKhbPCgx1zUBR4WQqATL2cB0DOk5cOfdrYaS2UI6ZaCFOKBn0XNAWjH5pdrSRyrC\nT7pLGpHtmsuTlovXyHado60vMpWUQBKKZF57+sABUpHdo4cWTZuS19DpOOzfT66Gv/12M2RkVODX\nX8mV6/nzoxAQYGRR587lY/VqMm//K69EYto0slI5DY7jcfBgBubNO4sRI3YhJORHDBy4HW+9dRyL\nFiWjf/9tCAn5EaNG7cb8+Qk4dOgOeBsii9dfbyXxuHz5ZRKuXTN6j5o2dZGEif34Yzry8vR4+21S\n27JrV74kQ1lkpAYxMWQa6j/+EMeW9rScOwdUSbMYE4ilSMula/JEg54ryXelP+IR3mR/U4pYm7oa\nc4RQRD2jFp4WFVRwpRYRyqh3lmjPk14w+rvAGgRnMrSMqay7EC5nXzK5R0WhdY9RfcFhE87b2xs5\nVhjX1atXEfQQpNptsGAY6CdPRml8PAydO8s3KS+Hy4wZcP3HP8DIZIV4EMXrD2KfgAe3XwoUKGg4\n4BiKtFjRqOgYst6ImyD1HDiCDIq0NHHA05JewoIzOz7QlYc7FRGVVcSguMxMc+IkINhH/hq04dqu\ntXXSkpBgLFBoQmSkAB+zodu3j/SCDBokddvs319AZAxr2lSLzp3d8eOP6TAYxH6Gh7ti7FjjqjjH\nCXjzzQTCMA4Lc8OcOe2s9vfSpXz06rUFY8bEYfHi8zhy5K4ktAwAdDoDDh26gwULzmHUqN3o128r\nEhMtG40Mw+Cjj6LRpIkozjcYBMyYkVBN5p98sgmaNBHj5ioqeGzYkIGePb3g5yd6YYqKOMTHkyFi\nADBwIDl2+/eLpKVpUyDYrPhnZSWDixetjYT02V5MlP/tDAvkoTYLJbtTwKKYzHeAAFcBbma6Gp2e\nQU6Z/cSjCUXUaSLvKOh3spS1QloE8l2nvwusQXAiiQVbl6SFqpdV2VBJy+DBg7F27VpZb8qlS5ew\nbt06DBs2rE46p6Dm4MPDjamR337bcmrkffvg3r071FRQ8IMoXn8Q+wQ8uP1SoEBBw4GEtAiWUxjr\nKAPIjZcpcOEA0qlV5aYOkJZbRaQJEeYldTUn3SHbRARzssUHBQG4RBmu7VtZd13T+WUeeUT8v7JS\nQHw8udw/YIC0muW2baShN3KkHwQB+OknUtT88suhUKmMHV+37iYSEshntmhRJzg7y//W8ryAL764\niP79t+LKFccjUS5cyEPfvlvw/fdXLHoU3d3V+O9/yQIpR47kYNMmYypjrZbFtGlkDY+ffsqASgUM\nH07ON3pMAClp+eOPSnCcsS8MQ449IH02NNq1okK6LJAWjdpIXMyRTHnuGAYIpeYePTetgZ7zNJF3\nFPQ7SXtHzVEr0qLxgsCI98noiwHOhovLTjj7kP1qsJ6WOXPmAAC6d++ODz74AAzD4KeffsLUqVMx\nYMAABAUF4a233qrzjiqoAdRqVL79NnR79oALD5dtwubnw23SJLhMn16dGvlBFK8/iH0CHtx+KVCg\noOGAl5AWa54WirTUwtMiCFIDrakD4WG0YUgbjgBw/Q5pYEYGyxOR9LsMiorFvri7Cgi1kBbZhNOn\nye0uXcT/z56tgk4n3kvjxizatiVF3BUVPPbskZKWw4fzkJYmemmcnVmMG2f0suTmVuLDD0k3wuOP\nN8HAgfI6pPJyA/75z72YM+eUJOxK7JsrxowJw4AB/ggMdJFtU17OYcaM43jmmT9QVSXvgRo5sgn6\n9ycjXebMuYCiIqMGauLEJlCrxTG+dq0UZ84UYdQoMkRpx448wssEAJ07a4ksYvn5PC5dErUaNGmh\nnw2N1uE8kXUs/S6LgkJ5skDPGZoIA1LC7AhpaUJdtq49LWVsqYWWMqTFgfAwsCoIWvJ4pqpu5BlO\nD4unJSgoCH/++SeGDBmC7du3QxAEbNy4Efv378f48eOxb98++PrWrtCVgtqB1lnoO3VG6eHDqJwy\nxeIx2p9+gkfPnlCdOHFPxev2akDM2+XkhKBDhwdTUC83VorORYECBY5AqmmxQlooT4trLUhLEQCd\nmR7GGQIc+fVOscfTQmkQIhvLfyHSK+1tW9nWIJ45Q26bG87Hj5Mrzr16OUmKksbHF6G0VOxPo0Ya\ndOnigY0bSUHzyJGN4O1t1HR8910yCgvFRAiurirMny9fAl4QBLz55jHs2ydNRTtyZCi++aY3zp//\nB65cmYA1a/rj00/bIDFxIhISxuPLL3th6FBpdfPt21MwZ468G4NhGCxa1BFarThwWVkVWLfuJgAg\nMNAJQ4aQOohff72DXr28iGKTeXkGnD5N1ndTqxn07El6W44dE0PEzAkjYJu0aLVAZAtyLlxKkn/g\nkY3J3/vrMrqW2pCWYEYgClRmCwwqa7H+6MaT76RVTwtPe1ocC/ESnEjCyVTmWWjpGGjSUvGAaNXl\nk2PbgL+/P5YvX47ly5cjNzcXPM/D398fbF2rnBXIguOMWoqbNxkEB4cgPBzEl7tJZ6HXM9BoBMTF\n6RAb64aKZctgGDIELq++ClZGl8Tevg23YcNQ+Z//IHbWLMTGaiRtagv5vslkmyHauVa3i42t8y7V\nCiahv3m/EhLsu0cFChQoAACOIQ1EVvCw0BKoZEidhgsvvzJvD/KoFeVARpAN3bKELEo30NRDSkju\nFlDemEB50pJGrZ7TBi2NkhIW+flmhMtZQCszrXliIpmxqUsXafrhCxdIY3LIEF+wLINTp8hVZVOK\nY0EQsHkzWTl+5sw2aNpUPvHN2rWJ+PlnMlunl5cWy5f3xOjRYbLHMAyDFi080aKFJ558MgK//JKM\nmTOPo6REJErffnsFjzwSiPHjpREU4eEeeO21Vli8WMyk99tvaXj1VePg/POfwdi5U8wQdvp0IbRa\nFoMG+WDTptzq/Rcu6NC9uydx7q5dtdi5U5x/ycniGHfoQPYjPR2otFGZvlULjiCrxjkg/a2k58yd\nfKmtSc89RzQtGgbwA5Brtq9AABrV0OHiLJDvZAVjeSBUAjnGPGPZKyMHQUvWAWL0tS8mDgBOHuR3\nkF5nmXjVJ2rNMvz9/REYGKgQlnqEufh71Ch/ifjbms7CMHQoSo8ds50aedAgsPcgdbW9GpCGrBVp\nyH1XoEBB/UKAAAGkspi14j2pAulB0KLmtUCKqNVkbwe/qgrKyQP8XKTL0znFZJsAT3kykplDtmsc\nZJ203LlDLqo1awaYyzdTUkjS0rKldI328mXSEIuOdkNhoR7Xr4v7WRbo0sX773PqkJQkGoUaDYMp\nU8isXeK58/HWW8epPnjh6NExFgkLDYZhMGFCBOLjx6BZM1In8e9/H8GNG1LBPAA891w4QT7Pny+o\nTs3cowfpS7t0qQQVFRyio8k5R48NAISF0baGSDCcnYHGjcXnLwgMMmwUaG8cRM6XzGx5OzLAi2yX\nWyydqPTcy69wbDJ7UbqWolpk5NMK5DtZxVjWmTBUpjGBKbfQ0gLUJEFiDGUWGjp6WvK8hnIH+3WP\n4DDTmD17Njp16mTx89jYWLz33nu16pQC67BlFNvSWRCpkd3kfxzV58/DvU8faL/7zmJq5JrAXg1I\nQ9aKNOS+K1DQEOHp6Ykvv/wSUVFR97srDkNAJcCIBjojaMFYCYKgDSDaQHIEtGHmDce+q/Iow9DX\nWXo8bWAGeMpf4y5lsDYOtN6XzExyjJqRmXtx6xa5Yh8aKhV6X75MGnht27ri3DmSCLRu7Q53d+O1\nDh0ia5h06+YPb2/58Z8/P4HQsLi5qfHjjwPQtKnjiRNCQz3w448D4OQk3kNZmQELF56Xbd+4sQs6\ndSLJyeHDxr77+2sREkJmGfvrr2K0bUuTFqnx26IFOea3bpHEkH4GaaRTSoJGlAeFJq4m0HMmp0Ta\njp57eeWOmbc0YacJvSOgFxKqrHhaWJDkgEc5BAfeQ0FFefkMdeMRoUmLvqGSlr179+KJJ56w+PmY\nMWMQFxdXq04psA5bRrFdmhR7UyPPnAnX8ePB1FE1VHv1Mubttm7NfWA0LPZAKWipQEHdQK/X4/Ll\nyzh+/DiOHj0q+TPB2dkZTz75JAKpgmgNAfTKKiNYD/eqS9JSSNlGXg4uLtOr2fZ5WuQNssxssh1t\n0NKQ87SYUFLCIydHPF6thqQ+S3k5h+Rkcuyjolxx9ixJWmJjxdh+k+FvQp8+8uUdkpIKsXPnbWLf\nZ5/1RFSUZa2SLcTE+OPTT7sR+zZtuoHUVPlwoN69yXfBvO+xsWRI0dmzRWjbljR+r14tq84OZgJN\n/NLSOKL4ZnNKgnObHAIJaGJq0dNCeedyi6XtfJ3JNrX2tNRCjO8kkNof2jtqDgYaQDCbywxnXMiw\nE4KaJJv3ytPCPSCkxWFNS0ZGBprTM9MMzZs3R4Ytn6CCWsFkFN+6xSA4uAwxMeSPlpzOwhL4Fi2g\ni4uD05IlcFq4EAwnNbA1+/dD1aMHypcvh+Hxxx3ur7kGp0ULAR072u6b+T1cv34bLBvh0DViYuq+\nkKS9cGT8FShQIIUgCPj444/x3XffQWclljo/v+7qEtwv8HRoGOqPtNCGGW242UI+tZpNr3ZXGYBC\nnVlKVkaAr4cl0kJ7WqyTlsxMkrSYmyW0lyUkREVkzQKAxMRyIklKSIgTPD3VEtLSubPRwBcEQYa0\nyJPkL7+8RAQoREf7Ydw4+TAyRzB5cit89dUlXL9u7CPHCfj668uYP7+bpG3v3oFYtuxa9fahQ2JN\ntk6dvPD77+JCZEJCEV56KQT+/mrk5hq9J+XlPG7dqkDLluJ8dHNjERTEIiuL//v6QHo6h7Awoykp\n52np3t3y/TQKoDwt2fJEwZ/2tBQzEAQQIXA+FGEucJS0UNvygXf2QeNAeBgAsIILeEbULAlMOSBI\n03PLQk17Wu4NaWmwnhYPDw/ctkKfU1JS4Oxs52ArqBHMq7wHBNyuvXGuVqNy1izo9u51KDWyvaiP\nAoxKkUcFCh4efPbZZ1i2bBnGjh2Lb775BoIg4IMPPsCyZcsQFRWF9u3bY/Pmzfe7m3UCqafF+u+n\nnjKANLXQtNDf5Jbl/1LwAlBcRZEeJ9JwLNSRn/u4CVBZ+L3KySfbBvpbJ1A5OeR3fJMm4v937tCk\nRbo+e/MmmdAgKspo/CUlkULomBijOZuZWYHcXHEF3N1djY4d5T0nf/55h9h+441oSeaymoBlGbz2\nGql4P3Tojmzbrl39oNGI10xNLUNxsdEw7tSJNNGvXSsFwzDVY2DCjRtSQzUkhBz39HRxrJs2Jdva\nCtAICiCfcXae/Bi5OQHOZumRK/UMyihnhA899xwkLZ4UYS+phaeFXkjQmxESObAgx51HhYWWUgj3\nStNC2fGcrawK9QSHzd3evXtjzZo1SJMJVrx9+zbWrFmD3r1710nnFNQvuNhYY2rkqVMttjFPjWwv\n6kOYrojfFSh4eLB+/XqMHDkSn332GQYOHAgAiI6OxuTJk/HHH3+A4zgcOXLkPveybiCAXG1mYH3B\nhafi3VVCzVetqFIc0DrwtWmgHCFqVkpI9JTj3tlKQsoqPXlxF2nxerJ9FXkxVzO7r5LKV+vuLr0x\nnY7snI+PWnZ/YKDRADXP3gUAjRo5Q62Wjr0gCMjOJg3H/v2bSNrVFAMHkufKzpZfAXd1VcPPjxxE\n0z0EBJBGdVmZ8Z5NY2BCebnU2+XuTt6z+Vi7Uov+tuxcJy35nPR6+QnIMICWmjv03NJSr43ewVID\n9NQ0yLayDyxlWtPvuNwRBBgHQsoZ6saFuqmxwFJFyYUHpHaDw99277zzDgwGA3r06IFZs2bhhx9+\nwA8//IC33noLPXv2BM/zePfdd+9FXxXUB9zcULF0KXS//AI+IEC2iSk1stPHHwNVtquv1ocwXRG/\nK1Dw8CA9PR19+vQBgOrMlJV/W0BOTk745z//iQ0bNty3/tUtaGPA+s+yVKRb8wUa2jRyxD9NyR2g\nlumGgbqAysoFDJSVqNZY/w6nDVytmR1OkxatDBurrCTH3cXFOO4mA17cb+y0Tkd20M1NPrpepzOg\nvNw8q5YKHh51Vz7Az49cAc/LqwDHyRuUdB9N92C6JxNM/XV2JudeRYX0vBrqVsxNAC3l9NNbdzBI\nzkXPAXOoqaKnHM9Qn5Pt6flpC/RbVxslKkO9kzaF9ZKFBwc6z9TiWGugQngeFNLisKYlPDwce/bs\nwYwZM/Dtt98Snz366KNYuHAhIiKs6w8UPPgwDBmC0uPH4fLaa9Ds2iX5nOF5OC9ZAs3+/Sj79lvw\n5gnyKZhrcEx6k7pGfVxDgQIF9QNvb29UVBhDJDw9PaHVagmtpJOT00OhZwFAZA4zwhZpoT0zdUda\nHFnFlHpaZM4vMSwtG1S0gauxYZ3QBq65wUyvpdHGNABUVJB9cXIy3oA5Ap+AHgAAIABJREFU4QCM\nxSMBoLTUPtKSm0t6Pvz9neskNMwErVYFb28tCguNNykIQH5+JQICpFooU9YzE0ykxXRPJpSVGR+m\nPaTFyYm8l6oqcRxpEmKTtFBDqLdGWijCKyHE1BDzglT3Yg00n64daSFhi7QwDntmzEG9eHXkaaHn\nbIMlLQAQFRWFnTt3Ii8vDykpKQCAsLAw+Po6UktXwYMOwd8fZT/9BM2PP8Jl9mwwMoJY1YULcO/T\nBxUffYSqF16Q/YaoD2G6In5XoODhQVRUFC5evAjA6Gnp1KkTVq1ahcGDB4Pnefzwww8PzeKYhITY\nCPeizR+2VqSFPLY2nhbWDk8LbXjWtC0g9bSYG8zmGa0AeU8LbZC7uLDQ63niWJZFtS6E9rTQhMCE\nnBxSjyBHJmqLgACXatJivGa57HVoYmUiXpY8LSbiZgJN7IxtLJMWRz0tajV5foPB8lymSTFNmhkG\nYBkBvJkWhRPkPYByoKdbbUx0KQmx5f2Q0hz7L3ZvPC3MA+ppqZWE28/PD7GxsYiNjVUIy8MKhoH+\nmWdQeuQIDF26yDepqIDLW2/Bddw4MHfv1nMHFShQ8LBh/PjxSExMrPa2zJ07F8nJyWjfvj2io6Nx\n48YNzJ079z73sq7gWLgXbQDVxtNCmyEqBwwe2ouikvGiSIiIBYuD5wGePp8N0kIbuOakhQ4PMxek\nm0CTFicnVqLhcHFRVa842xselpNDelp8fW2Ic2oAf38yRIwmSibQxMpEWpydWWJ9sbKSB8cJ1SFy\nJlRUyGQTpbwp5roVmrTY0rTUpacFsE1srIH21DgaXmYOhhLxCzaz8tEvhv0dFyjSwtSVp+UBJS02\nPS2mXPiPPvoosW0LpvYKHg7wYWHQ7doFp2XL4PTpp/KpkQ8cMKZG/uwzGEaNug+9VKBAwcOAp556\nCk899VT1dvfu3XHixAns3r0bKpUKAwYMQLiFTIcND3T8u3XjgCYptDDfEdC8wOAAAaJJCk1iAKmh\nSYunTWAYgGUFgrjo9fJhXdXnplbpSeOZ7Is9HgOdjpMcV17OoaqKh1bLwtmZvJm8PHk9p7s7adVf\nu1YIQRDqLESM43gkJhYS+yxpZug+mjwsxcUGIiWzRsOAYYDSUvIBabVSlkmPpfkzqqC4k7XnB0g9\nMda8a/TcoZM+CIJMG0cSS9CeQ/sPlUBgaO+prY7QL4b9HZeSlLqZZzxl49VliGNtYJO0jBgxAgzD\nIDMzE1qttnrbEkwv50MTb9xAUC91StRqVM6cCcOAAXCZNg2q5GRJE7agAG6TJ6Nq4kSUL1gAeHo6\ndAm5+1CgQMH/L6SlpcHf3x8uZrUCQkND8fLLLwMAysvLkZaWhmZ0YYgGCIYqRCfYqOmgpn62uVrk\nOXKlCI8jlRhoR0OpHhINgQdVO6Ok3HJ2KC8PAQVF4udFJQwC/CwTMm9v8rfB3OTw9yd//HJypL8j\nwcHkuKenV8LZWYXGjZ1w966RAfE8kJZWjvBwN0RGkr9liYnFsv3q0iUQrq5qlJUZn0tGhg6XLxeg\nXbu6iUY5cyYH+fkiQ/P21qJDBz9JO0EQJH003UNKCvmkQ0JcwLIMMjLIudekidRLZF60EwACA8Wx\nzssj29oKwCmkCo96WSg8CkjnjqcrNXcNgGBmsDupBGgciHek575rLWx0A0VC6HeWhkClRKa/E6yC\nJ91ZgqrmKdCJ01LCMJVT3XsMawKbpGX79u0AAO3flHnbtm0PDONSIMJUp0SvZ6DRCIiL0yE29t4Y\n/FynTig9dAjOc+fCadUq2TbaDRugPnoUZd98A65HD7vPLXcfDvIeBQoUNHBER0dj5cqVGD9+vOzn\nu3fvxvPPP/9QLI4xVJ0VwUr1bABQC6QlZmC4Goexu1A/5eUOnEejMhqGlZzxJLzAoIIDXMysCntJ\nCwB4ewkoMKvoV1TsGGkxN5gDAkjSkpsr9V41bUqOu8lgDw11rSYtAJCSUobwcDeEhblBo2GqNS9Z\nWRUoKKiCjw95HmdnNXr3DkZcXGr1vj17UuuMtOzZQ5abGDiwqWzq5YyMciJ5gKenGo0bO1ffkznC\nwoy5itPTSQOYHiNAOpb+/uJ8pF9HPymXIkCTFm8v+efN8UApVXfFnbKhdZTGyc1G9jkaOspDURsl\nkoEhFxJUgg3SQr3zjCQBsxVw1PcFWzfkgqNIC0vHBd4n2CQtPXv2JLZ79ep1zzqjoOaQq1NyT0Xp\nbm6oWLIEhiFD4PLKK2CzsyVN2NRUuA0fjsrXX0fl7NkSX7GcV0XuPqKj7+F9KFCg4IGDIFg3OAwG\nw0OzeMZShehseVpU1M+2ATbUzlZAG2aOlqVz1wqoNCMipVUMXMzCttycAIYRIPwdHlNWxcDAyYcB\neXlQxQGLrT9f66SFvEB2tpS00F6EjAyjwR4a6oLjxwuq95u8Emo1i4gID1y5InovEhOL0a2bv+Tc\nQ4c2o0hLGt58M8bq/dgL8/MCwJAhzWXb0V6WVq08q9+Z27dJv0JoqJG01MTTYk4QaU+LLdJSRHta\nPOTf+1Iq7MzdWZBEkuio18DdQYcDTdhdbepQLIP2ftr2tNCkxf7OM/fI08JRsXsqW7F+9QSHAojK\nysrg6+uLxYsX36v+KIDRmE9IUGHTJjUSElSwR//kaJ2SmlxDDobBg1F67Bj0w4bJfs4IApyXLYPb\nwIFgExOJz+Sq2Cv1VhQoUABYjqEuKirC/v37EWChjlTDA+1psU5C1NSqrcGRQnQU3CjDrNzBKuBu\n1OIrbTgyDOBBasYlBqgJ3lRoUFFJzUkLHR4m52kJDibH/e7dKnCcUG3Am3DrlkjlWrWyL0Rs8GAy\nbPH06WxcvJgn29YRnDqVhStXRELFsgwGDmwq2/baNSlpMcH8ngBjeJhOx6GwUDS2NRoGgYHkAzYY\nBOTlkWPp51dz0lJIPWN6DphAe+hoDx5gJMzmcHfQ0yIJD3PoaBK0p4V+Z2lIPC2OhIdx1EvH3qPw\nsIZIWlxdXeHv7w9PJV7nnkLOmLcFU52S77/XYc8enU0tSE2uYQmm1MhlK1ZAcHOTbaP+6y+49+kD\n7cqVMCkA5bwqjt6HAgUKHg58+umn8PX1ha+vLxiGwbRp06q3zf/CwsKwceNGjB079n53uU7ASjQt\nFqz6v6G5h56WUgePpw3Dwkop0aC1BwWl8mYHHRqUk+cYaTFPXOnlxcA8BL+sTEB+Pmlsu7qq4Ocn\njiXHAcnJ5dWhUiacOyfGrNGk5eDBLNm+BQe7oX17MRxMEICRI3fjxAn59vbg0KE7GDt2D7Gva9dA\n+PjIG7iHDpHXMu/7+fNFxGdhYa5ITCSJTOPGWrBUHus7dzhCwO/ryxKZ2ejkobY0LXn55FywpGkp\nKLVNWoqrahceVkoRdjp00hHoqXdSZSWZuAC+VuFhDE99X6ge7vAwh6Xao0ePxubNm8E/IOnPHkbI\nGfO2YKpTMm6cAZ062Rbh1+QaVmFvauRZs+A6diyYu3dlvSqO3ocCBQoeDsTGxuK5557Dc889B0EQ\n0Ldv3+pt09/zzz+Pf//73/jhhx8wb968+93lOgEDF6IitsCUQ7AirncSSNdFBWud5FiDP+VpyXHQ\n0xLkRtoBmTKEpLEP2SbNAhlpHkz25Waq9S//Zs1Iw/DqVfF/hmEQEUGSuwsXpGF3MTHuxPbhw0Xo\n0sWb2HfiRCEKCozH9ukTRHy2fXsGUlLkqd5TT0US2wUFlRg9eje2b0+RbW8NGzfewLhxe1BSQt7z\nxInytYquXi3C3r2ZxL7evQMBAHfuVODcOdELwzBA587eOHyYJDIxMdIFyAsXyOu3akWOsfkzAICW\nLWW7V40bt8lnHNJE3q5MyyPbBftI292l5l6Qm2OkJYdqTr8bjqCCWnhwESwrZHjoALNrMYIrGEcq\nJlWRHjVBUzdOhaqSEmJb6+5uoWX9wuHikiNGjEB8fDyGDh2KZ555BqGhoUSGFxNilSp/NYbJmDeJ\n0e9FiBR9jbAwAQkJlrOP2ZudzJQaOW/mcjRbMx8amR9fzR9/QNWjBx5Z+hni4p5QqtgrUKAAgwYN\nwqBBgwAAOp0OU6dORefOne9zr+49GLBgBXfwjGh88EwxVIL8MrULT/7eljOO5PwiEUDxh2wHSUtj\nyjC8I0NaQgJ4nDZLNJmay0Ku3nh4CLnv5m3rpCU8nIzlv3kTKCsDXP92lMTEaHHpkvj7c/68Hv36\nkYSvTx8vHDggpg8+dKgIL7zQGG3auOPKFSMZ4TgBe/bkYMKEJujWzQ+tWnkgMbGk+rPlyxOxbJnU\n3pk2rQ2uXMnHunVJ1fsqKjg888wBLFjQHdOmtbF6f4BR27VixUW8//5pyWcvvtgGkyZFyhwFLF16\njdju2NEHHToYydju3aT+tHNnLwQFOeHQIZK09OlDkjfAOIbmiI4WV9/z84G7d8X5o9EIaNkS+Lv+\nuCxo0hIeKk9aUnMochMgtYnuUN6YYHfHFtbpuR9YC9JCv5PO1EKDOczfewBQCY6RDqaKfG6C1suh\n4y1BQlo8POrkvLWFw6RllFn9jdOnT0vijpWUx7WHKUTKkjFvTiCCg0MQHg6HPRL0NdRqAQMGuFvM\nPuZQdjK1Gj5L3sT5RwYi4qPn4Z15XdKELSiA+5TJ6DkxDrELFoBz88T58/c4ZbMCBQoaBL766qv7\n3YV6BSt4godovHBWSIuzUHekhTbMcgSAF+Sr28sh2IM0DGnDEQCa+5NtaAPUBNpgTU6x/gPg6iog\nNFRASsrf2ct4BomJAjp2NH4eE6PB+vVie9rgBoDevUkD78iRYnCcgGHDAqtJC2A09CdMaAKGYfDG\nG1F46aVT1Z/99FMKZsyIQpMmZFgZyzJYvrwngoPd8Omn56r3CwLw1lvHcetWMf71r3Zo1kx+BTsl\npRgrVlzE6tXXJJ99/HEXvPJKO1nd182bpfjtN1Ks/+abUdVtd+0iScuwYUGorORx4gRppPbpIzV+\n6TGMiRFJy+XLZNtWraSFKGncoJ5xy1B5m8JIdEU0D5ASkgyKMDdxgLRUCECxWfYwFQTUJtdbOUu+\nk1Y9LSxJWljBMXLA6CnSoqkj0lJKehAbLGn58ssv70U/FJjBFCJlyVlFEgjXGqU3pq+xaZPaavYx\nR7OTsSwQ+WQ0MPoQKufOhdP338u2M6VGPv+fbzFk5uB6SdmsQIGCBx/JyclYuHAh4uPjkZubi02b\nNqFPnz7Iy8vD3LlzMWXKlIfGE6MSPAmfNM+UWGzrQoeH1YK0uDKABwSU/G2w6cGgELDbYGvibtvT\nIiEtufaRlhspKkndFxpt25Ir+ZcugSAt5khIkJKW9u3d4O2trhagFxYacPGiDsOGBWHx4pvV7Q4c\nyEVlJQ8nJxbjxjXD/PmXcfu2DgBQVcXj88+T8Omn0uxgDMPg7bc7ITjYDW+8cRScWZn1r7++jK+/\nvoyWLb0QHe0HLy8tiouLwHFpuHAhDzdvSkX+Gg2Lr7/ujXHjLBdWXbbsGpFYJyrKE8OGBQMwFpU8\nfJhUyw8bFohTp0pQXi4eFBysRXg4Oc8EQcC5c5Y9LTRpaWPDkWQwALfSyLnQIsSCp4UmLf62w8OC\n3e33lGRTTQMY+4m7HOh3kl5oMAdHveusw54WKjxMe4/CwxoaaamoqMCuXbuQlZUFX19fDBkyBI0a\nNbqXfVNgAbVJb2wpzMtWSFqNQ9ZcXVGxeLGYGjlLKkRkU1PR8Y3H8KEwC+/jQ+j12nufslmBAgUP\nLC5evIhhw4bB2dkZ3bt3x44dO6o/8/Pzw9WrV7Fq1aqHhrTQq6scU2ShJeAikCv6tfG0AEAAI6DE\nLDQmS2Dga2doDB2CQ692A0BzKpTndrY8aWkUIMDNVYCuzNiXEh2DrBwGjQIt96VNG2DnTnH70iXx\n/3btNNBoxKrraWkc0tIMaNZMNHtUKga9enli+3YxMmTfvgK8+WZTNGrkhMxMYwhaaSmHuLhsjBrV\nCGo1izfeaI3XXz9bfcyqVcn4xz+ao1Mnebr3zDOt0KiRK5599o/qopMmJCcXITnZ8vM2wdNTg/Xr\nB6J372CLbY4ezcHPP6cQ+958M6paUL99e2Z1nRkAaNHCFZGRbtiwgfTM9O7tJfHiJCUZiGQG7u4M\nIiPFsTQfewBo1876/aRmsDAYxGsE+vPwtCCbuJ1jm7Rk0OFhHvZ7WmgtV0AtQsMA6TtJh3Sao1bh\nYYIg9bQ85OFhdgXg3L17F927d8fzzz+Pjz76CK+//jo6d+6M+Pj4e90/AmvXrsXjjz+OkJAQ+Pj4\nIC0tzfZBDyFoAXtgoGB36mJLWcNsZe2qbVYvw6BBxtTII0bIfs4IAmbjU5xAN3RQX1ZSHStQ8P8Y\nH374IRo1aoQzZ85g2bJlkrotAwYMwMmTJ+9T7+oeKoHUD3CM5fBqV4q06FhHc36RaEytKKfx9i8x\nN6MMw+QCqUkRFki2uZKuglwZHoYBIluQvysJl6wLkjt0ILfNTRJnZwadOpHeli1bpEkL+vUjx379\nemP41PDhgcT+Dz9MQmWl8V4mTgxBcLBoiOr1Ap599jgKCy3X2Bk8uBl27hyGgADL+gZLCA52xe7d\nI6wSlpycCjz33AnCm9OihTvGjDGmX9bpDPjvf5OJY4YPD4TBIODnn8mQsb59pYbv5s3k2HXpooVK\nZZwrggAcPky2b9/e+j2dvUg+28gW8saL3gAk3SHnVVgQ2VYQgOsF5PmaOkBaUinSElxL0qJjyHeS\nfmfNwTGk54vlHSAd+mIwvOj9ElQugMrx+SWHioICYtvpAckabBdpmTdvHv6PvfMOj6Jq+/A9O1uy\naaQBoYTee1E6UqKAAgIKKCqiKMWOgAVBQUARET8RRQEVRF8bAjaadKSIdJCeQKghCYEkpG6Z+f5Y\nYfdsSXZJEHjfua+LS8/smZ0zW7LP7zzt1KlTPP3003z//fdMmTIFk8nEK6+8cr3XJ5Cbm0t8fDxj\nxoz5r2ksdi24Cogff7zM88+b/S5d7KtqWFFVu0qiqpcaHU3uV1+R+9FHqD4qUTRjN7t0t9Fy28dc\nc/MYDQ2NW5o///yTQYMGUaqU544vQFxcHOfPn/dy5q2JrIgGsl2X5nNumCIaD1mS914h/lJN5xaW\nFUAyfo1IBb3OaeCdzdaRKebHU7m0QrhLidrMXImTad6vcbvbZti2XYUHg7RvDzqX6x88KHH2rPPx\ne+8Vd7h//NHTK9W7dzQmk3M9J08W8Pvvl3jyyUrC79zx47l88kkSACaTzJQpYjjYqVO5PP309kIb\nozZtWppt2+5nwoTbaN26rFBSuH79KMqXdxqcsizRtm0skya1YOvW+6lf33fQnt2uMmTINs6fF4XF\nu+82vSos/u//TnD2rPNxg0HiiScq8fPP6aSmOg3fsDCZ7t3FBiuqqvLjj2JJ5N69nWtNSIBTp5z3\nYjKptGzpc7kAbNsl2iotmnivmHfknI4Cl273sREKZdzKYyfnSGS6lNsONajE+WhU6Y1EN6FetZii\nJUsneinCFd8Gv83tu65Xy/iY6YkuT4xcUcxlfcwMnLwLF4Sx+Sbpi+WX6bl+/XoGDBjA5MmT6dKl\nC8OHD2fatGkcPnyYs65/Ia4zTz31FCNGjKBVq1b/2jVvRlwFxLlzCklJji+/P6WLb3jzRknC+sgj\nXN60CZuP91G25BM85lVHaeRz5/7d9WloaNwUmEy++w2kpqYW+vithl4VDQJ3Q8aVMEUM07isu4zK\ntf8dr+5moB0PwNNilKFGhCh6DqeLxqhOBw3dKoPtTfK+udbSXbQUsQkXEQHuEYJr1zr//777zEJO\nzN69Vo4eFfMyoqIM9O4tdrV///2z1KkTymOPiU0ip01L5Nw5h+Hfq1dFhg4Va/ouW3aOjz46SmFE\nRQUxYkRjli/vwcmTj7BiRQ+mTWvN8OH1GTiwItOnt+H333tw6tRAli7tznPPNaRUqcIb+02bdpD1\n60VvyahRdbjzTkcIf1JSLjNnnhAef+qpKlSqZOb990Ubrn//GMLCxNd9zx4rCQnO98ZgEAXhmjXi\netq0cVZx88Wfu0VB2sJH9Ib7Z6Wxl2R9989c7Sh7QDkpiapoClfXXfv3yYaNXF3O1bGkSoSovssF\n2yTxfdMr/osWKU/cuFFLULTkuomW4JgYHzP/XfwSLSkpKbR0k82tWrVCVVXOnDlzXRam4R+VK1sD\nEiE3S/NGtUoVcpYuJf/111H13nfTDOvWEdqmDZGrV//Lq9PQ0LiRNG7cmJUrV3p9zGq1smjRIm6/\n/fZ/eVXXD73iJlok36LFhAmTS0NKu2QnV8rxOb8oqroZaMcDLHtcN1r8DTmU7mlWuBuaPkVLM3G3\nffffMgW+I64AiI8Xx66ipVw5mfbtRYN/4UJPb8vTT5cTxn/9dZk//shi3LiaREQ4Q8xycuxMmHDk\n6njSpEY0axYpnPv66/uYO1cMw/JFWJiRVq3KMmSIo3xx377leeKJurRoUZaQEP+a+c2YcZh33jko\nHGvbtjRjxtS/On7ttcNXQ9sAypY1MXp0dVasuMTBg04PiiTB8OGeIWjur9lddwUREeF8n11fc/B8\nT9zJyoaDR8XPScum1y5aDrp95upGBxalccJNqFcrhqflspuXJUQNLbS5pLtXVVb992i4e1pKUrR4\neFpuJdFit9sJChLj5K6M8/OvvbGVRvEpW/ZsQCLkpmreKMsUjBpFzqpV2Gt6b5Kly8ig+pgxmIcP\nh8yikxU1NDRufUaNGsXatWt5/vnn2b9/PwDnz59n9erV3HvvvSQkJDBy5MgbvMqSw91QsetSfcx0\n4B5u4h6OEgjuu8ruoTJFUcfNQDx00dNA81e0VCynUrGc8/kKLBJ7DhTubXE3kNetcxScuUK/fuKW\n/8KFeR4hXI0bh9Kli5jbMnXqaSIjDYwbJ/42/fBDMuvXOww6k0lm3rzWlColCoyXXtrNCy/sIDvb\nd5PQ4pKZaWXYsL8YP36/cDwmxsRnn7VEr3f8uC9dmuJR5vjNN2sRGiozbZqYF9y7dzQ1a4ohdXa7\nyuLFomjp1885p6AANm0S11aUaNmxV4/i8jmrXd1OZIR3obDvZNGi5ZCbp8VdSBeF+2e+OJ4W93DN\nwkLDwHODIjBPy/ULD8tNE9cVfCuFhwEkJSWxc+fOq//27t0LwLFjx4TjV/75y+TJk4mMjPT5Lyoq\nis2bNwd+Z/8jKIrt5hEh14i9aVOyN2ygYMgQn3OM331HWLt2yFu2/Isr09DQuBF07tyZ2bNn8+uv\nv9KnTx/AER7cr18/Dh06xJw5c657mPBnn31G48aNiY2NpWPHjmzduvW6XcvdULHpPKssuuKe15Kh\nu+RjZtG47yqfUiXyArDZ3A3EfalFi5YdiXrsPjbDWzYVDf31WwrPa2naFCIjnQvOyJDYsMH5eM+e\nQRhdnC1JSXZWrHBLvAFGjaoojDdvzuKbb9J4/PE4GjQQQ/KeeGIvp045DPnKlUP47LOWGAyi4fvl\nlydo1+53tm0Td6xLgo0bU2nbdiXff39SOB4UpGPevFaUK+cQFQkJOTz1lChqWrSIoH//8nz22Xl2\n7xY9dCNHiq8BwJIleZw/L1YN69rV6en7/XfIzXXee/nyKnXqFL7+DVvF99SXlyXf4p+nZV+au2jx\n39OSoUKaS48WAyoVi+FpyXT7LhYmWlTs2HTu4WGBeFqSxecLKhnRYisowJLlFF+STkdQZGQhZ/x7\n+F3yeMqUKUyZMsXj+MsvvyyMA20u+cwzz/Dggw8WOqdiRc8vUiAcO+bZ3PC/CX/uT5L0pKZW4ORJ\nA5UrWylb9iyKcv12ga6JoUMJb9CAKhMnYkxP93hYd/o0Id27c37gQM4NH45aVOeqW4z/9s8paPd4\nK1PThzf0etGvXz+6d+/OunXrSExMRFEUqlatSufOnQm7zuU3Fy9ezJgxY3j//fdp1aoVc+fOpV+/\nfmzbto0KFSqU+PVkNRpJNaJKjlgoRbqMXcpEVr1XEopSojhO4tXxRZ3n30t/CZagiqSQ9E9cv4LE\nQUWiueyf4da0jGhE7k6RKbCBycW6qFlOITJU4dI/JZEzcyX2Jsk0q+ZpgHZoZWPRMqfKWLbWwCvP\neIqMK8gydO0K333nPDZ/PnTu7Pj/iAgdPXuaWbTI6S2YPv0y3bqZhCIPLVuG06lTKdatc3r0X3vt\nBPHxEbz7bl26d//ratWz9HQrjzyym5UrW2I2y9x1Vzm+/bYdAwduIS/PeU9JSTncffc6hgypwVNP\n1aRKFd+5Df6QkHCZWbOO8sUXxz0eCwvT8+237WjXzmH0ZmXZePjhXWRlOX/nZVni3Xfrcvp0AW++\nKQqe7t2jaNgwRDimKCrvvy9WwrrvPjPBwc7d0fnzxXXcc0/hvXVUFX5bLZqeHVp5t0X+SpDJszif\nrEKUQoUo8XOZVQAH3Pq4NC7jv6dlryKeW0unoi9Gnad0WfwuRiq+CyjYpFSQnDlWOiUCHSE+57uj\nyxbfQyUkzsfMwMh2yyUOiY1Fukl2xP0SLdezoeQVj8r15N/+sf03OXbsmF/3t2uXTK9erh3tzTdn\n88aaNcnv0QNpxAgMv/7q8bCkqpRbsIAyu3eTO2cOSt26N2CRJY+/7+OtjHaPGoGyfft2Nm/ezKlT\njj4SqampRERE0KFDh+t63VmzZvHII48wcOBAAN59913WrFnDF198weuvv17i15PQYVDisMhOIWLV\nnUK2e68bG20X48svyMXbzW+sU0ly+TnYq+hoLvv3+xAXrlIhVLnaoyXfLrE3TaZFOef5sg7uqGvn\n5+1Ow2f933qvoqVbJxuSpKL+k1uz96DM6XMSceV9i6hHHhFFy9KlcOYMXNnvfOGFUEG07NhhZeNG\nCx06iMUc3nuvGm3b7iU/37FTn5lpZ/To43z1VW3GjKkhlAzety+LJ57Yy/z5TTAaddx5ZyzLl3di\nyJBtHDvmDNdTFJg9O4E5cxK4665YnniiBnfeGXu1qldR2GwKK1bstPIAAAAgAElEQVQk8/nniaxb\n590DV69eKebObUn9+g6Rm5dnZ9Cg3Rw5InpSJk6sTePG4dx330FycpzeiLAwmalTq3o874oVBRw8\n6BQUOp3jtbxCQgKsWSPexyOPFH4/R4/rSHQJ+TIYVO68w7PxJ8CGA6KJ2rGBzUMQ7TivR3HJw6oV\naSfa7L+nZJ9baFhjXfGqll7Qid/FaHu0j5lglcX+OAYlMNHhIVpCKwd0vi8uu7UTCb0OGzXXil+i\n5aGHHrre6/CL1NRUUlJSOHbsGKqqcvjwYTIyMoiLiyMiIqLoJ/gfpjgNKf9t1OhochcswPDNN5hf\neQUp27MPgbx/P6EdO5I/YQKWYcO4JePiNDQ0vJKTk8PgwYNZtWoVqqpe/fu+dOlSPv30U+Lj45k3\nbx6hPkqnFwer1cqePXt47rnnhOOdO3e+rr1h9F5ES5Av0aKIoiVdVzzR0kin8LPdaUjuDTCvpVV5\nG4uOOr0j286JogUcBufP253e8XV/6xl5r6cHpUyMSqtmdrbudJony9YaGPaI74z8tm2hXj2Vgwcd\n67bbJebNU7miLxs1MtC1q4mVK53Xmz79sodoqV7dzNixcbz+utMY/O23i/z8czqjR1dn794sli51\nhvMsW5bKwIG7+fLLJgQFyTRpEsmGDXcyfvx+j2R8VYXffz/P77+fp3LlEHr1qkiNGqFUrRpKtWqh\nlCtnRlFUTp/O5fjxbJKSsjl27DI//XSaM2e8NxCVJHj22VqMHduAoCDH+5eTY2PAgF1s3ChGu/Tv\nX46nn67M11+nCt4kgIkTK1OxovhaqKrK9OlirlSfPmaqV3e+L3Pniuu5/XaVJmIlaA+WrhEjJDq0\nslHKh+N03d9uoqW+p0fmz3NiaFir8oFtxu61u3lpipHPApDutoEQo/hOYLfqRHEQkGhR1esnWtyq\nAofdRKLllrL0vvjiC+644w6GDRuGJEk88MADdOjQgeXLl9/opd303PBSx4EiSVgffpjLmzZxuXFj\n71MKCjCPGaOVRtbQ+C9j3Lhx/P7774wePZrExEROnDjBiRMnSExMZNSoUaxevfq6eDwA0tPTsdvt\nlCkj5pmULl2a1NTCE+SLg9EuGizuBo0r7ru3GboMbFx7uK+7oeYeMlMULd0Mxa3nPPdD3Q3Obcdk\ncn1Efd0TL+68/7a68FBgSQL3lMj588G1TtCoUaJlvHGjhe3bPYXQ00+Xp3lzUQyPHn2cixdtfPJJ\nI2rXFsN3Vq5MY8CAXWRmOtYcHKxn2rSmLFrUXmhA6crJkzl8+OERnn9+Jz17bqB+/aVERf1Iy5Z7\nadhwKb16beCFF3by0UdHfQqWuLhgfvmlA5MmNb4qWC5dstC3704PwdKoUTgffNCAkycLGDs2SXis\nXbtwBg3yzIXYuNHCzp3i+/Dii87X5fJl+PZb8ZxC0lKv4h4a1j3e++c2Iwd2nxAFSQcvomVbslt+\nTPnAvgfuAr1RMTwt+eST41LuWKfqiFB8RxIVR7RIBReRrM68E1U2o5pjA1itb7I10VIyvPrqq1y6\ndImLFy8K/wYMGHCjl3ZDsNshLa0yP/6oZ9cuudBejK6ljlesyEGvV/0670ajVqnCkdmz/SqNbFiy\n5F9enYaGxvVgyZIlDBo0iNdee42oKGdMeFRUFGPHjuXRRx9lyX/Z992gVBLG7qEjrhgxCgm+qqRy\nUedfHqk3GsluXesVCUsA+1qt3AzFbckyitv5VcsqVC7tvI7FJrH5sPe/6d07i8+3ZYdMWnrh3p9+\n/SA83HnR9HRJCBlr0cLoUf74zTezUNwWKssSH31UQ0isv3DBRp8+B7HZVJYsuZ0aNcSKZOvWpdOp\n01b+/tvpmYiPj2Xnzrv56KPbaNKk5ELgW7SIZvbsFuzY0Y327Z3CevfuTO64Ywtbt4qJ4PXqhbJo\nUXOys+106bKfrCynwDSbdcycWUNocglgs6lMnChWwerWzUSDBk7xuGABZGU5zytdWqVXr8LXfvqc\nxK794nt+dyffoWGqS9hXvTi7R1NJix12nBeFTesAPC2XVUhwuYaESoNieFrcwzQjlahCyx1bdW7h\nYXb/RYsuW+y7o4RWKTyZKAA8PC3FzCsvSfxOxNe4+di7V6ZXrxiXPJUcn3kqV0odN2/uyG+Jjw/1\n67ybgn9KI1vj4wkeOhT5qGfzLl1GBsGPP45l+XLypk2DUt4TWDU0NG5+FEWhYUPvoVEADRs25Kef\nfrou146OjkaWZQ+vSlpamof3xZViF2AI0SG7pOhl2w+SVchzmmuYyYpwGpb7L+ylUnqVQi9R2BrL\nlK1DquwwSi1I/HLqLI0tuT7nu2JUIUTfhBybw6RIz9OxZPs5GkWKORXN4ipzMs1ZHenrNblUCRZD\nXK5QvXI9Ek86xIHdLjHz80wG9hFzOtzvp3v30nz7rVMgvPWWnebNTxAU5DBEH3xQxx9/OL0fmzZZ\neOutJB58UBRJej0MHmxm9mzn/e/fn0PXrruYNSuCmTNL8/TT5zhxwmlwHz+eS3z8Fp59Noq+fUuh\n/yebu2VLaNmyMgcOxLBw4QVWrcrA4kURhoToKChQsdk8HzOZJLp1i6Rv3xjq1AkGLJw65UjGt1hU\nvv8+g08+uYjVzf6vU8fIjBkxJCSc4KmnMklNFX/nH388CJvtNO4fiy++MLBzpyjwHnggg2PHHMI4\nO1vHu+9WBReDvGfPi5w65b0gxJX3ac435QGn2G5YO5vLmUe57KWbwX/WVgWXpPQm5dM4dkzsC/hn\nWjg5VudvfZTRii31CMd8tzkS2GoKRY125vJUthZwPuEY5ws5x/V+3DleJhFcnHSmTBPHjvv+zuka\nHcZVZiQnSZDn39+R6LSNrpciS1eGxGL8DXK9p+QDB4THsmX5Xy0wU1heqCZabmGuNU/lVspvcUVp\n0oTs9esJGj8ek3sw7T8Yf/gB/ZYt5M6ejb1t2395hRoaGiVBly5dWLlyJU888YTXx1euXEmXLl2u\ny7UNBgNNmjRh/fr19HLZOl63bh29e/f2eV5xCzAoVCRJnQz/lFuVglKoXrO8z2pCaaZUUnAa8Up5\nhZpRvtdQVJGIDvk6FrrYtMfLVaKv0f/NrK6JCotd9pP2Wqpxf02xj9sj8XqW7HKONx6LpkpVIwYv\nlsigfhJvvOccL1tXngmjw6+mL3q7n3HjYPFilYICx+9bWpqeNWtqMGKE4/EaNVQWLbrI2rXOuLSP\nPzbRt29F6tYVQ9AmT1Y4dOgQGzc6Lepjx+y88EIev/xSn1WrqtO37w727HEKx4IClenT0/nppzzG\nj69Fz55lr1Yoq1kTeveG9PQCVq8+z7Fjl0lKyub4cce/8uXNZGTkk58P1ao5cl2qVg2lZs0w7ror\nlogIUUQoisrixclMnHjsavllV1q2jOD775uTl6fSs+ffJCWJ72W3bpFMmlTHoyDA7t0W5s4VPQY9\negTRp4+z6eTkyZCZ6TwvNFRlzJgoSpf2rJR15X2y2WDZejFE77EHZK+fydwC2Jwglgp+tEuox9xP\nT4v9A7vXVKlVy//v4VcWPbgIvY5mfZHf48K+R8fMR4RxTXNNn3NtUjqnjBlXx5JqpEbFO5D8NMuD\nskTPqrnC7df8N8j9njYmi6WU67ZrR8xNUmDmlgoP0xC51jyVWy6/xZXgYPKnTSNn0SKUWO/xm7oz\nZwjp0YOg8eMdna80NDRuatLS0oR/L730EmfPnuWBBx5g9erVHD9+nOPHj7Nq1Sr69+9PcnIyo0eP\nvm7reeaZZ/jmm29YsGABR48e5ZVXXiElJYXHHnvsul1Th9kjRKxA9r27Wc4udnE/r0/2MdM/7nAL\nEdtgL7ypozvdq4neit8S9Lj1cOSOejaiQp3XuZStY/0B70bagN7Wq79TAAlJMuuK6NlSoQIMGyYe\n+7//g4x/bENJkpgxoxTh4U6DOz8fhg695OH9MBh0fPttHdq3F43ngwdzuffeA6gqrFjRkkGDPENn\nEhNzefTRPXTrto1t28RwrehoEw88UJlx4xrw2WetWLv2TpKSerNqVTzffVeb48d7sXp1PHPntuS1\n1+rTr18lD8GyadNF4uO38uST+7wKlmHDKvPrry3IzVXo0eNvEhJE8dilSwTz59f2ECy5uQpDh2Zg\nc3kro6N1TJ/u9GakpMCsWeL1nnsOiuo9uHSNnrPnnSZnsFmlbw/vxRVW7dWTU+DS+yVSoUUNUXQp\nKiw7LgrN7tW8h5r5YoNbEn4HuXix8udl8TsY6/YddcUiixEjRnt1vwULgC7zsDBWIkqmkqotP5/L\nZ0SPVkRVz8pyNwrN03IL06SJnZ9+ukBycjDVqqk0aeLfrtiV/JYTJ6SAzruZsMXHk71lC+YRIzD8\n8ovH45KqYpoxA/2aNeTOnftfUxpZQ+O/kVq1agk9M8BRvejgwYOsWrXK4zhAmzZtSPfSz6kk6NOn\nD5cuXWL69OmkpKRQt25dFi5cWOyeYUVhstfGKjvDpSzyUcx27+WY3A2iNF0aVqwYuLb+Ve6iZbsi\nkas6+rj4w11VrBh0KtZ/EpuPZ8ocuaijjkujP4Meet5m48v1TiP8x60G7mrsmTxdOlrl3rusQs+W\nTxcYiW9XeKL1iy/Cl1+qVz0BmZkS//d/Km++6Xg8Lk7Pe++VYuhQ5y73/v023n77MhMmiAIlJETm\n++/rMmDAYTZscHpcDh7MpWfPA/z0U31mzGhAy5aRvPTSQXJyxN/Sbdsy6Np1Gx06RNOnTyxdupSm\nfHnRO+C8lh6z2bdQPH06j5Ur01i8OJktW7w3Ew0P1/PBB/W5775ynD5dwL33HuDECVGwdOsWyZdf\n1sZk8tyzHj8+i2PHxNd3xoxSlC3rXNe0aWIzydKlVZ55xueyr/LpV2J1sr7drT6rhi3cKoq03i2t\nHgVCd6XIJOc4D4YYVDpW8j8J/5LqWe64fTFES56UxyXZ+b5IqkRZu+9mjwWy6JUx2msFdD0545Aw\ntpeQaMlMSsJ1tyGsYkX0Zu8FJW4Emmi5hdHpoEyZk7RtG5jbzjW/5VZGjYoi98svMXz7raM08uXL\nHnPkv/92lEYePx7L8OFaaWQNjZuQl19+2UO03GgGDx7M4MGD/9VrOgyX36+O3Q0bV8yqmQh7BBmy\nw/hWJZVUOZUK9mur9FNZpwpNJi1I/GnX0VnvnyEXboIOcTZWn3SKpt8SDdSJFr3d97WyCKLltx0G\nsvPzCPViyw8faBFEy6o/DBw9rqNWNd9rioyEESO4KlIAZs+GJ5+EuH/ynPv1M7NiRT6LFzsN+hkz\nsunQwUinTuJCgoNlvvuuDg89dFgoFXz4cB5t2+5hypSqDBhQns6do3nnnQQWLDjjUdxmw4Z0Nmxw\nCOw6dUK57bZS1K0bRp06IZQpY6JMGRMxMUZsNpXz5/NJTbWQmlpAaqqFPXsyWbcunWPHxPwgV/R6\nicGD43j55RpERxtYsCCF119PIjNTFFH33BPF/Pm1MBo9fweXLs1j7lwxh2ngwGB69HAarImJns0k\nX3oJiqo8vueATihhDTBsoPcoiIuXJVbuFufe19LTg7I0UZxzZ2UbQQFYtH/YdaguGSX1dQoxxfgT\nlCKLmTAxSmkMGH3M9vS0mJTa/l/MkoEu15ksr0p6lLAa/p9fCBmJicI4olq1EnnekkITLSWM3e5I\nkD9+3OnF0Ozk64gkYX3oIWxt2hA8fDj6P//0nFJQgPm11zCsXEnurFmoN1H5Pg0NDRgzZsyNXsJN\ngckuGi4F8iEfMx3E2stdFS0A5+Qz1yxawOFtSbI5f7BWByBaALpXF0XLoqMGRt1eIBQ1alfXTvlI\nhXOXHNfJKZD4YbORwfGeoUK3N7HTvJGNnfucpsp7n5qY8673MsBXGDYM5sxRSU52XDg/X+L551UW\nLXLsW0mSxPvvR/Dnn6mcO+e4P1WFQYMusXp1DLVqid4qs1nmm2/q8MgjR1izxvl6p6fbGDr0GD/8\nkMb06dX44IMGPPVUFcaPP8KKFd6zwQ8fzubwYc/eY1deI1X17HZfGL16leWNN2pRvXoIiYl5PPbY\nUTZtyvKY16NHFF984V2w7NtnFTxPAFWqyLz9ttPzZLPBs8+CzSa5zFHxJ2Ly3U9EIXhHKxv1a3n/\nXH290YDV7rxG9Vg7zat7hoa59gUC6F49sNCwNW6hYXcUs6nkOVmsuBVrL7z8sPt322j3X7TIGQeF\nsRJeE2TfAikQLrmLlurVS+R5SwrNnC5h9u6V6do1hCefDKFr1xB27w4sLljj2lCrVCFn6VLy33jD\nZ2lk/YYNhLZtq5VG1tDQuCkx2euASwlWq3wCu+SltNI/lHcTKKf1vnu7+EO8W3jMUrvOIy+lMLpX\nsyJLzhMOpcvsThF/A2UdPNReFCifrDT6LL3/zCBx7sLfDBw4WrjpEhwM7jp43TqJmTOd44gIHZ98\nEikIqqwslf79L5Kc7BkybTbL/Oc/deja1bN88erVGbRuvYePPjpH9eohfPddc377rQW33+5/FUtV\nJaDXunXrSH7/vSVfftmUSpXMvP/+Gdq02eNVsPTqFc28ed4Fy8mTNgYMSCcnx3lxWYbZsyMJC3PO\nnzoVtm4VXRHjxoGxCFt5/+EQlrk1lHz6Ue9eFpsd5qwSw8gebm/1qOS76YzMqSzn2oJklS5V/Rct\ndhWW2cTPpftnP1BO6cXyxeVtvjcPbFIKNp2LZ0Y1YLT7Lw7kC7uEsT3Sd6XFQEl3qxwWVSuwsLXr\njSZaShhvlbk0/iVkmYKRI8levRp7be+7FldKI5uHDoVM38aAhoaGxr+NjlCMihjmkS/v9zm/kk1M\n3D+jP42da89RjJcVTDiN15Oqjr8V/3/DyoSo3FVFzCv4z0HPHJvB8Rb0svM6x5JlVu/zvtnUu5uV\nerWc96SqEpNneM8LceWRR6BtW1EFTJoE27c7xx06mJgwQUysSEqy06PHBa/CJShIx3/+U4dx4yph\nNHomsY8bl8Rtt+1i7txkmjYtxapVrdm2rR1jx9akZcuIq4nvdeoUEU/lBb1eonXrSN54oyY7d7Zn\n+fKW1K0bzscfn6Np011MnHiKggLxfs1mHZMmVWbevFoYDN4FS48e6Zw9KxrsU6eWomVLpxrZuBHe\ne0889667VO6/v+h1z/paNN5va2Sja0fvuSe/7jBwJt1FjBhUHuvk6YH7+qColHpUtxJh8pjmk+2K\nRJpLaFg4qkdOVyBYsZIsiw2uK9l8d6fP1+8TxkH2eujw/wbkdDfREtPU73OL4sJB0YsTU69eiT13\nSaCJlhLG38pcdrujX8qt0ODxVuNKaeSCoUN9zjH+8ANhbdsib9r0L65MQ0NDo3CCbI2Ecb68z8dM\niFKiCVacJZGtktUjtj4QQiXo6MXbEggP1xONzB+PGsl3s1HLR6n0aSHujH+y0vuWvU4H414Qk8mX\nrzWw/7D3UtCu582ZA5GRzt9gm03iiSec1cQAnn8+lEceEZtFJib6Fi56vcTo0RXZvLkJbdqEezye\nlFTASy+doEGDnUyefIrISCMvvVSdlStbkZjYma++asrTT1fh/vtjadcuitq1Q4iMdAq7qCgDdeqE\ncscdUfTtW47nnqvCN9804/jxeJYvb8nIkdUxm/VMmHCS+vV3MHZsEmfOeBr2nTtHsHVrE557roJH\n80hwCpbTp8V7HDbMESlyhQsXYOhQhEaPZcuqzJpVdC/DDVtlduwTX6PXX8z3ed6sFeJn4MF2FqLC\nRBsqswB+TRCF8MP1AgsNW+pWGe8uWcFYjP3ls/qzKJLzexNhjyBc9fxsXCFf3iuMTW7f+aLwEC3R\nzQI63xeKzcbFI2IeXXT9+iXy3CWFltNSwvhbmetKGNkt0+DxVsNsJv/dd7F17Yr5mWfQnff8Ided\nOUNIz55YnnuO/LFjwRTAVo2GhobGdSDI3pgsFl0d5+v3go/K7RIScbY4jhid5U9P6U95hI0FQndZ\nYaWLUfebXebVALw3XavaiDYrpOc5xE5mgcTSRAP31xYNy6e7WYQqUev+NnDwtI56cZ47eHd3snFb\nIxs7XLwxs76uwH09C4+nqlDBUZ53wADnsVOnJF54QWX+fIfR7chvKcXFiwrLljnF0RXh8ssvMVSo\n4BnmXbOmmd9+q8/XX6d6TXq/dMnGe++dYebMs8THR9K6dRgtW4bTpUtpTCYdjz4qVqKzWhUSEhKo\nW9czHCc/X2HPnmz+/DOLrVsvs3ZtBlar93uPjtbz9ttV6d8/xmdxi6QkGz17egqWvn3NvPWW09hW\nFHj6aTh/3qVrvKQyZ07RJY5VFSZ+IHrEOra20qGV98/S9gSZ7QmiSfpUV08x9tMxA3kueTUVwxTu\niPO/apiqwm82UYj30BfP9jrtUvEPIM5eycdMB56eFv9Fi1RwETk76epYleQSCw+7lJCA3eJ8zUNi\nYwmOiSmR5y4pNNFSwvhbmetWbfB4q3G1NPKLL2L4+WePxyVVxfThh+jXriV3zhyUm8wVqqGh8b9F\nkK2xMC6QD6GQjw7vIVGVbJUE0XJaf5JWBa2v+fr36O2MsOhR/gmf+VvRcUKRqKrzL+HCKEP/2lY+\n2ePcBPryb6OHaGlazU7rWja2HnWaIR8uM/HpMM8ke0ly7ND3etwZVrVjXzgr1uXQrVPhBuvdd8Pw\n4Sqffuo0dH/+2VEGeeTIf9ZslJg/P5LHHrvkIVzuvDONb7+NokkTT0+QTifx6KNl6do1ksmTT/H9\n92ke/V4KClSWLbvIsmWOZoAmk0T58iaaNAmhWrUgIiMNREfriY42cPashd27U7l40cbFi1bS020c\nOZLLrl3ZHs/rTlCQjocfLs1rr1UiOtp32ett2yw8/PBFLlwQxWHfvmY+/TQCvd75Or31Fvz+uyh8\nRo2CDh0KXQoAS5YbhAIKAK+P8N037cOl4qbhnY2s1K4grlFVYcHf4vswoK4FOQBn4AFV4oTqPMGI\nWuL5LHE236LFzmUsugThWJDdf9Hh7mVRIuqCPtjH7MBI+/tvYRxzk3lZQBMtN4wrYWRXPC23VIPH\nWww1Korc+fMxfPcd5pdf9l0auVMn8t94A8tTT2mlkTU0NG4IerUMeiXWmagrWcnX7yPY1sLr/Di7\nGDt/Rj5DAQWYAoiRdyVGgpY6la0uuSw/2HS8YvR/N/rhehZBtGw8o+fvNB0NSovG4VPdCgTR8sNm\nAyN7FlCrvKcR2aGVnQ6tbGz40zn/5bfMtG95mZAibLY334QtW1T27XPe08SJEpUrO/MyfAmX5GSF\ne+5J5+23wxk0KNir96JsWSMzZ9Zg7NhKzJ2bzOefp5CR4V1MFRSonDiR79E/xYlnIn1hREfrGTKk\nHE8+GUtMjG+xoigqc+bkMH58lkfPZW+CZcECmD5dvNeWLVVefbXoNWVehtfecetWH2+leSPvn6E9\nSTp+3eGWrN/N08vyV7LMzhTRbHUPRyyKH9wS8DvKCuHFCA3LlXI8mkoWJlry9TvBpViFwV4NWfW/\nYIOcKlZItUeX3G536u7dwvhmFC2aZXaDuBJG9tlnOaxcmXNLNni8pZAkrAMGcHnTJmytve9CSgUF\nmMeOJaRPH6SzZ73O0dDQ0LjemG23C+M8/TafcyOVSCLtzopWiqSQpD9RrOv3cwuX+c4mB1TZqkFp\nhdblRaN91m5PEdW9uY3a5Z3XUlSJdxb7FlsTX8pD5+LxOXVWx4T3i07KN5lg3jwoVUq8iWHDYOlS\n5/iKcOnZU3zO3FyVESMyefDBi6Sm+v6tjo018vrrlfn77+ZMnVqVSpW834vBUPwCPdWqBfH++9XY\nv785r74aV6hgOXfOzv33X+TVVz0FS//+noLlxx8dvW5ciYlRmTsXfBTnFBgzxcz5NKd5aTCojB/p\nS6TBlEXi692kqo1ODTxFn/tn6K7KVqqU8v+DaVM9RUvfYoaGHdcfxyWnnzL2MoSqvgst5Or/EsZm\n220BXU+fulkY28pcu1fVnfO7RC9O7E0Y/qOJlhvElTCyvn1tNGum9XL5t1ArVybnt9/IHz8e1eD9\nj7x+wwbC2rTBsGiR18c1NDQ0ridma0thnOdm6LhTzSaWSz1uSPQx0z/u09sxulQRO6Hq2BZAFTGA\nZ5qJ1vHCIwaSs8XnkHXw2v2iMbt4m5G/T3n/QWxcT2HYI+LO+tz/mNiwtejWAtWrw9dfc7VQDjgS\n8x97DJYtc867IlyefdYz0X/lygLatEkTPDHeCA2VGTasHHv2NGPDhka8+25V7rsvmvLlHaFNNWsG\n3mE8Ls5Ev34xTJ9ejU2bGrNjR1MGD44lOLjwe1+8OI82bVJZt84zNOvll0OZPVsULIsWORLvFZf3\nOyhI5dtvoVLhqRoALFur55slYgjXC4MLfDYE/euYzMo94m/xuL4FHsn6SZkSv7o1lHT/jBXFBruO\n8y4FBUJR6VHM0LBEgxjqVc1aeJNH9+9ysK2V/xez5yNf2CkcspVt6//5haDYbKTu2SMcK9usZBL8\nSxItPEzjfw9ZpuDFF7F27kzw0KHIRzy7TkuZmQQ/8QSWFSvImzYNIiJuwEI1NDT+FzHbbwNVB/9U\nJLLICdikC+hV70mx1a012GnacXV8Qn8cBQXdNe5LRkhwt6zws0tC/rc2mVay/wnPd1e1UbWUnROZ\njuewKhKzdpuY1F40+HveZqNhZTv7TzqvNWlhEN+PEruzX2Hs8/msWK/nxCnn/GfGBrP558uUCvN6\nylXat4ePPnLkuFyphmW1SgwapLJggSP/BUCWJSZPLkXdugZefjlT6GFy4YLCQw9dZODAYCZNCici\nwvdrrNNJNG4cSuPGoQwdWg5VVTl9uoCzZy0cOJBDerqN9HQrly7ZSE+3kZubQ1xcKaKinHkupUsb\naN48lAoVAgv3S0+3M2ZMFj/84JkjFB4u8X//F8H994viafFiGDJEFCw6nSPx/vbb3Z/FyzUvSYwY\nLz5ntUp5jH7KewiXqsKbP4hella1bMQ39PycfbjThOIiOJlRQ2gAACAASURBVOpF2+kQF5iX5Fs3\nL0svvZ3gYji9bNg4qU8SjtUoRLRYdWewuTahVA0E2Zr4fT35wg4kxflaKiFxqCFxfp9fGOmHDmHL\nc35WgsuUIaxixULOuDFo+/sa/7MojRs7SiMPG+ZzjnHhQsLatUPeuPFfXJmGhsb/MrJaCpO9rnCs\nMG9LeXsFTKrTqM3T5Xn0jQiUAW5hM0tsMnkBhIjJOnimqWisfrHfyMU80UrU6WCsm7dl5R4D6/Z7\n31MNDYFZb+chueQFnEnW8erb/nkvHngAPvxQPGa1Sjz6qMNod+Xhh4PZtKk0LVp4euW/+iqXhg1T\nGD8+i5QU/4xnSZKoVCmI1q3DefLJcrzyShzvvluNuXNrsXhxPWbOjGDu3FpMnVqVl1+O44knYrn3\n3uiABMvZs3bGjMmkYcNUr4KlXTsjmzeX9hAs//mPd8Eydy7ce2/R11VVeHGCmdQLTrNSr1eZMOIE\nQT6Wv3Snns2Hxfd5bF/PksjJ2ZJHb5Znm3l6YwojS4Xf3Mp3P6gvnpfltP4UVslZYCJUCaWMUtbn\n/Fy3ME+zvTE6/Pe66VO2CGNbmTZ+n1sU3kLDfFWfu5FookXjfxuzmfypU8lZsgSlXDmvU3RnzhDS\nqxdBr7+OR0CwhoaGxnXA7JZ4n6vf4mMmyMhUtVYTjh01eHqQAyFeVijtEiKWhcRiW9FhWK48XN9C\nmWCnYZhjlZi+3dOC7drERuta4u76yPlB5Pr4c9u6uZ2He6cIx779yciChb7zOlwZOBA+/FBUYFar\nxODBEjNmiJ3pq1bVs2xZDOPGhXnkc1y+rDJjRjaNGqXw4osZJCX574kqaRISbDz7bAZNmqTwySc5\n5OaK92c0wuTJ4fzySzRxcc4bURSYMgWeeUbCbhcFy+zZ+NVAEmDWl0Z++V18/UcPL6BuDe8es6w8\neOUr0WCPb2ilfV1PATh1mwmLy9oqhSv0qx1Yb5bvbTL5LskncZJKW13xRIv7d6yatToSvg39PLfv\nsHsYaFHoU8TN05IKDQNI/kvcFLkZ81lAEy0aGgDYOnUie8sWrL16eX1cUlVMM2cS2rkzugMH/uXV\naWho/K8RbBMTbHMNW1HxXSmphrWmMD5sOIzCtRtlBgn6u3lbPrYGlpBv1sNzbnkHc/cZScoUDTtJ\ngrcezhe8JydSZaYu8Z1kP/zhs9SpLq5v9CQzu/b7J6wefRRmzPC8mfHjJR5+GC5dch5zNJQMY/Xq\nGGrV8vQAFRTAvHm5NGmSSp8+6SxYkMOlS9e/Y3R6up3583Po1esCt9+eytdf52L1YsvXr69n3brS\nPPtsqNBoMi0N+vWDqVPdvV8qn37qeMwfNm+XeeM9t2T6+jZGDfW9yTfx+yDOXnSaoLJOZdIAz1yh\nw+k6FhwQvSwjmhdgCEA/21WYZRVPGKC346Xnpt9YsXqIlhq2mj5mg0IOufrtwjFzIPks1mzkNNFT\nYyt7h//nF8HZLaKgivUnHvAGoIkWDY1/UCMjyZ0/n9xPPkEN8x4cLR84QGinThg/+sixRaWhoaFx\nHTDZ6yMr0VfHqpRLnn6Hz/nVbNUxqk7jLleX4xFvHyhDDHZ0Lt6Wg6qO9UpgZsOTjS1UDHX+rbTY\nJSZv8RQjzarZeTJeFGUfLTeyJ8n79UxGlXn/l0uw2bk+i1Xi0ReCuXDRP2t00CD49FMVvV4UL8uW\nSbRvD26bzzRpYmTDhtJMmBBGTIz3da1bV8Dzz2dSs+Z5+vVL55tvcjl3zo4aiNrzgSMnxsaCBTnc\nd186tWqlMGJEJhs2WLyKydhYHZMnh7N2bWnq1xe9IH/84cjxWbNGfK1MJpV586B/f//WlJwqMXhk\nsOClCQ9Tmfd+Hj5q3bD1iMxna0SP23P3FHhtLDphc5CQy1I9ws7A+oGVOV5m13n0ZhmsL55X7Lg+\nEYvkXEewEkxlWxWf83MNW8EllExvr4BRqe5zvjv6lD+QFOf59rDqqGG+rxcI+ampZJ5wVhzUGQyU\n00SLhsYtgD+lkS0WzOPGEdK7N9KZM//yAjU0NP4XkNARbG0vHMsxbPA534CBWtbawrGDhuJ5havo\nPKsrfWQNLETMrIexbcQd9B+PGtmd4vk8b/TPp2K083p2ReK5z4Kx+rAv69ZUmDlJzNs4k6zjoWeC\nySu8wNdVHnzQUTErPFy0+s+ckbj7bpgxQ9yfMpslRowIY9++MkybVoq4OMd9hIdLQhVQmw1WrSrg\n6aczqFcvhTp1UnjggXSmTMli+fJ8Dh2ycv68nfx8T7WRl6eSnGzn4EErS5fm8dZbWfTrl07Nmik0\nbJjK889nsnZtAXYfqTRVq8p88EEp9u4ty7PPhmIyOY1+ux3eeQd69RI73QNERan89JPjMX/IzoEH\nhoeQckE0JedMzaVqJe+bevkWeP5zMSyseqydV/p4emU2nZFZcUJUPuPb5gfkZQH42Cp6x/rq7cQW\n0/o9aBS/W3WsdQstfJGjF0O7Qmx3FBpK5o7+3BphbCvf2e9zi+Kil6phhuCSaVhZ0miiRUPDC1dK\nI+dNmOC7NPLGjYS1bauVRtbQ0LguhNjE1uM5+j9Q8Z30Xc8iNoNLMBzDQvHy8J41iIphjV3mYIDl\nj/vXttIgRlz3uD+CPLwDYWZ4/zFRhOw/KfPRct+J6Pd3t/LUo+I9/rVHz/BXg30a9e506AAbN0Kz\nZuKC7HaJ8eMl+vWDRLcq0sHBOoYMCWHXrjJ8+mkE8fGmQp3vKSkKK1cWMHVqNgMGXKR16zTq1Ekh\nNjaZcuWSqVv3PHffbSY29tw/4xTatEnj4YcvMW1aNqtWFXh0sXenaVMDX3wRyY4dZXjssRBBrAAc\nPuwQJO+8IwkJ9wCtW6v88Qf42KvzwGaDwSOD2XdIVBCjh+fTrZNvL8Z7P5s4liyeM2NwHmYxAgxF\nhdf/ED1yLcvZ6Fk9MA/JDrvEn27ewWcMxevNkivlevRCcv/uuaJQQK5B7K8SYu3gY7Z39OdWC2Nb\nuTsDOr8w0t2S8Cu0KbkE/5JGEy0aGr6QZSwjRpC9ejX2OnW8TrlSGtk8ZAhkZPzLC9TQ0Phvxmxr\njs6lUZ2iu0S+vNvn/Ir2OMIUZ2irTbJx1HC0WGtoIau0cEtYnmENrFuCrINJ7UTXx+azeo++GwBd\nmtjo11oM/3lniYn9J32bKxNH53NHK9GY/XmlgRfeMPsdxVulCqxYAc884+n5WLNGokULGDUKUsT8\nfwwGiQcfDGbevCj+/LM0r7wS6jXvpTAcnhWFCxd05PvpIbpCvXp6xo4NY8eOMqxbV5r77jMjy6Ig\nOXsWnn0W2rSBTZvc84lURo9W+fVXqFDBv2vabDDsFTO/bxQ39Lp2sDLmWd8ieUeCzAdLRQH6WKcC\n2nlJvv/hsIHdqeLrOLGdZ2WxonD/rHaW7dTXFS9U77DhEIrk/GBF2aMKrRqWp/8LVXIWJJCVKEz2\nBn5fT5eViJyddHWs6ozYYtsFtuhCuKiJFg2N/x6Uxo3JXreOguHDfc7RSiNraGiUNBIGjxCxy8YV\nhcyXqGupJxzbZ9xb7HW4e1sW2nQkBOht6VTZRnxlMUv81Q1mLntJT5jySD5RLnkwBVaJxz8KJtN7\nISoMBlgwI4e6NUTj9+vFRka+GeS3cDEa4a234NtvVSIjPb0un38u0bQpTJ4MWVme59epY2DMmHC2\nbSvN5s2lGT06lNtvNxDku55AwAQHS7RqZeSVV0LZtq00W7aU4aWXwqhRw1MoZWTA+PHQvDl8/bWn\nd6V0aZXFi2HcOP863YMjvOzp18wsWia6RhrXs/P59FxkH6FbFy9LPP5xMDaX3JfYCIUJD3iqtEv5\nEuPcvCz31rDSsnxgHpJ9dolf7eKCntUXz8uiorLf7TtVz1q/0FCvbONyYRxi7YiE/zFu+tO/CmN7\nmdag92x+ei1kJyeT7ZLPIul0lG/RopAzbiyaaNHQ8Aezmfx33vGvNPK4cVppZA0NjRIh1NpFGOcY\n1qHg2X/jCg2sDYVxsv4cqboUH7P9o7usUNtlZ1lB4l1L4L2pJ7XLR++yy30uW8ebmz0t+phwlfcG\nicZswnmZ4bODfQqQiHD4/tMcypcVJ8z/wcTLkz1D0Qrj7rv5J1TK86TcXIn33pNo0gQmToTTpz3P\nlySJ+vUNjBsXzqpVpTlzphybNpVm5swInnwymFatjNSoIRMTo/MqFvR6KF1aR82aelq3NjJkSAiz\nZkWwdWtpTp+OZcWKGMaMCad2be+hy0lJ8Prr0LgxzJghkZ/vaVB37KiyaRN06uT/62K3wzNjzfzw\nqyhYKldU+P6THEJ92NE2Ozz+cTCn3XJfPhicR4SXc17dEMSFPOdck6zyZtsAXVDAVDcvS2OdQie5\neAV0Loamc0G+cHUsqRL1LL69JnYpkxz9JuGY+3e6KAwnfxbG1rieAZ1fGKfWrRPGZZs3x1SqVIk9\nf0mjiRYNjQC4UhrZ0qeP18clVcX00UeEduqklUbW0NAoNmbb7chKzNWxKuWSY1jvc36kEkUla2Xh\n2F7jHh+z/UOW4BWj6G350a7jSIDelnoxikfDyc/2mdhw2nPX+b5WVh65Q5y7fJeBaT/7zm+pVEHl\nl3k5xJYWDdPPvjUxYrwZWwDpEBUrwtKl8MUXKlWreoqXixcl3n9fonFjePhhWL8en8JIr5do0MDA\nwIHBvPdeBCtWxLBjR1kSEmJJSyvH6dOx7N9fhl9/zeXMGcexY8di2b69DMuXxzBtWikeeiiYunUN\nHqFfV1AUWLXK0TyzaVOYOVMiM9Nzbs2aKl99pbJkCZT1HdHkgcUCw181893PomCJK6/w6/xsYsv4\nVoUTfwhiwwFRQAzrUkC3pp5vyPLjer4/LF5jdIsCqkYEJjb22CWWunlZXjPYAg4vcyepdJIwrm6r\nQZjqvdooQLZhtVvVsIqY7I38vp6UfRL9RWdIqIqENa6H/wsugpNuoqVy55JL8L8eaKJFQyNA1MhI\n8r74gtzZs1HDw73OkQ8edJRGnjlTK42soaFxzUjIhFq7CceyjcsKPaexpYkwPmQ8iE0XWDM+d3rL\nCnVLwNvySst8qpYSQ3SeWx1MtpcwsWmD8mhSVTRs31liYsVu39etUVXhl/k5lIkR/+5+udDIwBeC\nyfXtpPLg0CEdhw6ZiIkJJj5eJjLSc46iSCxdKtG7tyPv5a23YOdO/C4CIEkSYWE64uL0xMaqhIbq\n/O5EbrM5yjJPmuQIAevXT2LlSglV9Ty/XDmVDz9U2boVevYkIOP9cg70Hx7Mwt9EMVGxnEOwVKrg\nW7CsOhDJh8tEodm6ls1rT5ZL+RIj1oiVxepF23m+WeCRC1PcvCzNdQpdiullyZVySY48Kxxz/665\nk20Qv6th1rsDqhpmOPWLMLaXaYUaHOv3+YWhKoqHp0UTLRoa/41IEtYHHnCURm7rvSutZLFgfv11\nQnr10koja2hoXDNhlnuEcZ68E5t03uf86rYahCjOuBurZOV0tJc4pgDQSfCqm7dlsV3HoQC9LcEG\n+PiuPCSX/i+nsnQelaIAzEb46vlcosOcxqaqSgz9JJgTab4TRWpVU/hlXg4xUaKRunytgZ6PhZCc\nWvSaDxzQcc89oUybFsT27QbWrAnBbg/liSc8yyNf4dgxiWnTJOLjJWrUcPSBmTEDdu+G7OwiL1kk\nly87BNFnnzm8O9WqQZcuEtOnS5w44f2eIiNVxo9X2bnT0VDT39yVK5w6K3HPwFDWbxVD0cqXdbzG\nVeJ8C5a9STom/lJFOFYuUmH+c7kYvazj5fVBpOS6NJyUVGbdlYspwDXvskusdPOyjCkBL8sBw34U\nl6IUEfaIQnuzWHRJFOgPCsdCLXcHdE130WKtdG9A5xdG2r595F1whroZw8OJbd68xJ7/ehD4NomG\nhsZV1EqVyPnlF4wff0zQpElIXtoR6//4g7A2bcibPh2rvy2GNTQ0NP7BqFTFZKtLgf6Q44CkkmX8\nlaiCIV7ny8g0tDTiz6CtV4+dKJOIalED2uV1p6esUF+ncOCfErIqEmMtehaZrAEZhG0q2BnexMIn\ne5w78PP+NtGxko1eNUVhFBejMu/ZXPpMDcH+j0DKypN44ZuarKtXQGyEd6O5Tg2FZV/lcN+TIZxJ\ndhrCO/fp6Xh/KF99mEuLpr7dIT/9ZPAIr8rK0hEVZeTQoQIWLlSZOxcOHPB+45cuSfz8M/zsko5Q\nsaJK7dpQqxaUKwdhYRAa6vhvWBicPm0mMdEhTi5fdgidc+fgyBE4ehTOnvX/RW7SROXJJ+H++8Fs\nLnq+N/74S+axEcGkXxL3t6tVsrNoru9eLAAn0yT6vxdCvtWlqaNeZcHzuZT18p7956CBhUdET86L\ntxfQpGxg3hFVhdcsosBqoVOIL6aXRUFhj0ms3NfI0rjQ79Nloyg4gmzNMajec2K9IWUnob+wXThW\nkvksSavFMspxd9yBLlBV+y9zc69OQ+NWQJaxPP88to4dCR42DPnQIY8pUlYWwUOGYFmxgrzp0yEi\n4gYsVEND41Yl1NrdKVpwGESRBY8j+fgZb2RpwjbTn6iSw0DMNmdzXEmkuq3GNa9BJzl2rB8pcBqX\na+0yv9rt3KsPzCh8vU0+vyfpScxw7og/tzqYxmUuU6WUaNTeUc/OpAH5vPYfp/WdnGmi7zQ9v72W\n7TWZGxwel1XfZXP/kBAOHnVeJ+WCju6DQpjyaj5PDLB4CC6bDTZu9P66/vGHnldfLeCxxxyelD//\nVPnsM4c4sdkKFxVnzkicOQNr1viaEVfo+UVhNKr06QNDhjjCxa7Vs6Ao8PGXRiZMDxI63QM0a2jj\n+09yKR3t28OSlinR770QUjJFsfPeoDxur+EpFA+n63hpnWdY2MstAg8L+86m8+jL8pqx+F6Wo4Yj\nZOmcJeNkVaa+W9ELVxTyuWz4TTjm7jEtCuPxH4SxLaYFakjFgJ6jMI6vECsRVo6PL7Hnvl7cMuFh\nGRkZvPzyy7Ro0YJy5crRoEEDRo0axaVLl2700jQ0AFAaNXKURn7qKZ9zjIsWEda2LfIG352tNTQ0\nNNwJs3RDUp1dqu26Cx5dtoX5ahi1rWJ/qe2mv4q9ju6yQjudaHi+ZjGQE2Dri2ADfN4tF4NLNbEs\ni8Tjy4Ip8JIw/1RXC491Eo3Yv0/J3PduiM9SyADlyqgs+yqbO9uLXnCrVWL0JDP9hwWTkiZatHo9\n3HGH96z99u1tV8v6SpKjGePnnzsaN86apdKrl0qEiyehdOni9QQpiqgolfvvV5kzR+XIEZg9G267\n7doFy5lkid5PhPD6u2YPwdI93sov83IKFSzplyV6TQ3h6DkxPOvpbgU82tEzEiHXCo8vDybXRfCZ\n9Sqf352L0f+qwABkqPCGm5elq2ynYzG9LCoqf5m2CcfqWxoQrPruGp9jWIOiu3x1rFPCCbEGkC+i\nqhhOfCccslZ70P/ziyDn/HnO79ghHKvWrZuP2TcPt4xoSU5O5vz580yaNImtW7cyZ84ctmzZwpNP\nPnmjl6ah4SQoiPwpU8j+6SeU8uW9TtGdPUtor14EjR1LwJ3ENDQ0/ifREUKYRTQqskyLCz3ntgKx\n38JZ/RnOyMXLbZEkmGayoXfJSTmjSkwPsOEkQJOyCpPai38Dd6fqGeslv0WS4L1B+XRtIhq+u47r\n6TsthKxCEuwjwuH7T3J5cYjn39tVfxhofW8ov64S19+7t5VSbh6fiAiF3r29FzSIiYGHHoIvv4TE\nRFi7VmXCBJUePaB6dRVdMRsaAsiySs2aKt27O557/XqVhASHaOrfH6+FAgLhx6UG2vYOY+Ofnu/l\na8/l89WHuT7LGgNcypboPTWEg27V4O5raWGyl8R7VYVR68wcShfnv9sxj7rRgQuNty160lzCtUyo\nTDUGUDLOByf0x0mTU50HVGhuua3Qc7KMi4RxmLUnOvxv2CNf2IF8+bjzkjoj1sreq5ZeC4nLxAIB\nZZs1I9RHO4ebiVsmPKxu3bosWLDg6rhKlSpMnDiRBx98kOzsbEJDQws5W0Pj38XesSPZmzcTNHIk\nxiVLvM4xffwx+nXryJ0zB0y+y3hqaGhoAIRb+ghCJV+/E4suCaNSxev8skpZqlirkmRwNo/bZvqT\nirnFC0Oqq1N5ymBnpotQmWmVGaC3UzNA43xYYwubzuj5LdG5Q/7ZPhONStt5tIEoEPQyfPFMLv3e\nC2HLEee1tyfo6f9eCAtH5xDmI39DlmH8yAIa1VV4/nUzl3Ocxu3FDB0Dnw/hoT4W3n41j4hwqF9f\nYdmybH76ycAff+hp395G795W6tcv2piWZWjWzPHvCvn5kJiocvQoJCQ4Gj9eyVu5ksOSl5dP2bJB\nQp5LRATUrOnIg6le3dEAs6RJvyTx8uQgj4aRAKXCVT6Zkss9nQs3/jNyoM+7wew/KQqQVtUz+WQY\n6LxskX+6x8i3h8Rr9q9j4ZF6gVe622eX+MwmXvtFg40qxRSLKirbTH8Kx2rZahOlRPs8J18+KIRy\nokqEW3oHdF13L4utQldUUzFVqQsJv4mha9V7lFwZ5evJLSNavJGVlYXJZCI42LeLTkPjRnGlNLKt\nWzfML72E5KWFsnzwIKGdO1N2+HCYMMH7X3YNDQ0NwKjUIMjWhHy9s+9KlvFHYvJH+zynZUErQbQk\nGU6QLCdTzl68XdWXDTZ+tMkk/1Ne14rEyAI9PwdZ0QUQmiRJ8NGduexLC+NUlvPv38h1ZuLCVDpV\nFo3lkCD4flQOPSbp2Hva2R/jz6N6er8TwsLRuUSF+TZU+9xtpWlDG0+9GszWnaIJ9M0SIyvW6Rk9\nvIAnBlioX1+hfv0C7PYCn53e/SUoCOrXd/zzxbFjp6lZs2bxLhQAefkw+ysj//dZEJlZnm9ah1Y2\nZk3JpUJs4YZ/SobEfe+GcMDNw9KxvpVJ9yZgMnjmUS077ulRqxlp5/1OeQGHttlVGGkxoLh4WSpL\nCi8Y/Kw7XQin5VOc04tljlvktyz0HHcvi9nWCoMSQC6KvQBDkuhFtZRgaFh+RgZnNoqhpTVuEdFy\ny1pIGRkZvP322wwaNAidZuhp3Kz4WRo57sMPCbn3XiRv7ZU1NDQ0/iHccp8wvmxcil3K8Dm/oj2O\nCjbRYNpk8p0L4y9hEkw2ijvifygy822BW/cRQfB1jxzMeqdxbFMkBi4NZm+q5+97mBk+eOgYt9cQ\nBc3O43runhzCybTCrd4qFVV++zKH8SPzMRhEg/xiho7X3jFz291hfPuTAbudYguWmw2bDb78wUCz\nrmFMeN/sIVhMRpW3X81jyec5RQqWxPM6uk3yFCzt6tr45sVcggye5/+VLPPE8mAUl34y4UaV//TI\nJfQaPEmzbDI73JLvpxptmIuZfK+isinoD+FYmcyylFV890mxSalkG34Xjrl/Z4vCcOoXdBZnvrZi\njMRW/q6AnqMwEn/9FcWl02pI5cpE1apVYs9/Pbnh1v7kyZOJjIz0+S8qKorNmzcL5+Tk5DBgwAAq\nVKjAm2++eYNWrqHhP1dKI+dNnIhqMHido9+0ibC2bTEsXPgvr05DQ+NWIcTaEVkpfXWsSvlkGn8o\n5Axond9GGJ8ynOSUfLLYa7lPVujklpT/hkXPqWvIe25UWuGTLmJGfbZVov/PISR56ewealL48aUc\nmlcThcuRczKdx4ey9UjhSkOW4cUhBaz+Lps61T135E+f0/HUmGDa9wll6Rr9f0WPYLsdfl6pp/W9\nobwwPphkL4KwQR076xZm8/QgS5GO//V/O17rE6nia926to3vRuYQ7CXq+ehF3f+zd97hUZRrH76n\n7My2FEKHUKQIIk2xAFIFERUUEEFQsaMi6tFzrMeK6Kcee+OIBQs2sCCIoEhVwHJQFAEp0kMPpGyd\n2Zn5/ogkGbKbZMOGonNfVy7YZ+Ytu5vdvL/3fQrDp3sJlwq8FwWLV/uHOD4r+Rd5nSkw/qAip+dJ\nBv2TzGYXjz/k9eyQt9tsx29vVW6bfPV9EEp+J2WjId5Yl6TGVdZNsj3Wm10MUur8Atd8bD8Jqt+3\nb8r6rm6EvLy86k1tUQH79+8nNze33Huys7Nxu4uOEYPBIEOHDkUURaZOnVop17B169alZK4ODqnA\ns3Ytze67D8+GDQnvye3Xjy133omRnn4YZ+bgkJjD6bbytyIWBlMDJaPSTfKU99jneaH4sWil0bjg\nU0TiR0lbWLwtTGJvekkhufqx+owIXnpIdVsAtpjQNawSKNVPD9FgWpJuYgd48SeFe7+xB6a0yDT4\ncliQmp6S5cq6deto2bIlhWG45Fkfi1bZF64uyeKpK8JxM1YdTCQKz7+u8vzrKoFQ/Ek3b2Jw/WUa\nIwZp5QajHwoHnlOqKQjA5I8VXpmssnlbfCWSnmbxz9ERxlyukWBfrRjLgle/Vrh7sru4ds4B+nXQ\nefOmULFgKf2cdgYFzvrQz9ZC+xyePTPEFe2Sj2OJWXBuROGHUqcsmVh874lS9xC35E1M3vG/yV6p\n5DPTTG9O21/aJ3yPDCGPLWmDsYSSpAO1wneQrlU+gF7MX0PaDLv7WeHA7zEzyhdLlSW4axevnXAC\nVikV3mPKFE7u1y8l/Vc3Rzym5cCJSmUIBAJc9GdxvsoKFvhr/7Gtri+5o4m/3HNs2RKtTx/EceNQ\nX3457i01v/qKGitXEnr5ZYyePQ/zBKuHv9z7GIe/w3N0SA1C4SbUta/j+mMyWssriZ50f6XbpmuD\nyFPfwvyzboQpFFKgfEKmdln8sRBonXMi36aXpFrfIe/gD3k9LWKH9vvaWIRxSozbSqWaXWRKvBwz\nGVuFmIKxJ2tsD4i8/HPJNv36PImLPvPy6eAgGQft3qd5YMo/g1z3Xy+f/VgyB90QuPl1L7/nRBl3\ncQS5nIMXtwp3jIly5XCNJ19ReeMDBV23L8b/2Cxx+3gP4593c/lQjatGRGmafUT3fCtk4xaRVyYr\nvPuJYks8UBpVsbjuUo1br41SI0GhztLoMbjjHTeT3sUQMAAAIABJREFU5pU9Rrm4m8YLV4dxxVlZ\n7gsLDPnUV0aw3HFapEqCBeApXbIJFoDHVf2QBQvAGtdqm2DBgm6RHuSR2BUzX/nQJlgksxZp2nlJ\njausfd32OFana8oEC8DaTz+1CZba7dqRdtxxKeu/ujni7mGVJRAIMHjwYPLz83n55ZcJBALs3r2b\n3bt3o8epQu7gcFTjdhN59FECn31WcWrke+5xUiM7OPyFkHPmkPbZSairX0DU9qOsfxuMyhfSE/GS\noQ2z2fLV9zFJ/D2RFcyiuW4PiP7W/Q0mh+5Gc4Vs0OMgN7FxmsyvRtVOccZ3jzDkeM1m+2mXzNBp\nPvLiPEW3ApPGhrhzcNmLL89WuehJL7vyKp5L7ZoWj98T4ccvChk2UEMQyi7i8wsEnn9DpeNZ6fQd\n7uPZVxXWbTw6llKWBavXiTz5X5XeF/k46ew0/vuOGlewiKLFZRdq/PRlIeNuj1RKsOTsE7jgMV8Z\nwSIIFuMuDjNhdHzBsjckMOhTH6sOSm182Ykad3dOvoAkwA+GwBMHpdnuLxkMO8SaLAAGBotVe1jC\nCXobapdyyzwYkyAF6kc2W0Z0JAJJuHXpAZQN9qxhWsurKt++EhzsGtZq6NCU9l/dHB2ftEqwfPly\nli1bxu+//06nTp1o3bo1rVq1onXr1vzww6EXzHJwOBIYPXtSuGQJueUczaovv4z/zDMRV6w4jDNz\ncHCoLmJ1u4KrJPOVGN2La1NysWzp2tCDik3up0Apv25Lt0h3SpVXIVfay2+uQ/9eEQV4WdXJKNW5\nhsDlURdVcUAXBZhwVpju2fZ4lR93ypz3sZ/dcRfhcPeQKJPGhvAo9kHn/+ai891+pi5xYVViPk2z\nLSY+EeabTwMMP18rE6x/gP/9KvPg0x5OPTeN087z88CTbr5aKLO/EgIpVezdJzBrvsy9T7jp1N9P\nl/PTGP+cm59/i+9IoyoWlw7RWDo9wAvjwxUG2kORGHpnoYsud6XZUk0D+N0W798a4ubztLhZv3aF\nXZz7kY9f99gFS7+mOs+cmXymMIC9FlwZVTBKuSTWxuIFVa9yUc3SLFd+Il8qOVERLZGu0fiJdA6Q\nr36AKQRK2pjppGsXJDWu8sdkBL0ky6jproPe+Pyk+iiPvA0b2Pnjjzbb8UOSSxJwpDlmREu3bt3Y\nt2+f7Wf//v3s27ePMxJkZXJwOCbIzGTjI48QevVVrAQxLNKqVfj79EF5/vmiaEoHB4djF9mH1vwS\nm0ld9SJYld8llqyMMr7yeerbmAQTtqll1qaNbs+5+617EWGhnMqMlSRbhGdVu9fDRkvkhqgLswrC\nRZXhvYFBTqtvFy4r90qc85GPHeH4O9iDT9eZdW+ABjXsr+X+gMi1E7xc+pyX3XEC++PRtpXJK4+H\nWfF1If+6PkLNP/tM95d9Qms3SDz3usqw630c1yWdU87xc8PdHiZ9qLD4R4ntu4RDCuY3zaJq9d/+\nIPHaewrX3enh5LP9tDgjnRFjfLw4SWXDlsQ+cHVqmdxzU4Tf5hXy4iNhWjWv3GRy9gkMe9LLTa95\nKQjbX7fGtUy+uj9A/5Pi13D5Y7/Itd+1Zu1++7x6ZMd489wQchVWoIYF10Rc5Fj2ubyo6tROgWAJ\nCAGWuO2nLO209mSaicMYDCGfPPU9my1DG45IEuU4zBjqaru7uNby8pQG4K98913b4wZdupDe6NBq\nNh1ujnhMi4ODQxH6RRcR69wZ7w03IH/7bZnrgqbhuf9+XF9+Sei//8U6xr5sHBwcSoi2vh5lzUQE\nq2gTQsr/HTlnDrHssyvdR2b0UgqUT7GEoqxbpphPvvoBNaJXJ2xzRqQ7a11riP2Z4SgshvlWXcRZ\nkcqPm4jBsskiI8akWMnSYpYh8bxu8g8l+c2WNAWmXhDk4uk+lm4v6fOPPIlrlrbm8+xo3IxTHY8z\nmTcuwJUveFm61r7MmbnMxZI1Ev8ZFeHCzpXbma9Xx+LeW6L887ooUz93MWu+i1nzyo9WX79JYv0m\nifenldjcqkWTbJOm2SZZNSz8XguvB7weC5/PYs/uunh9KsGQQCgMwbDA3lyBTdtENm8T0fTkVuWC\nYHFqB4Mrh2sMOVdHTWL9a1nw7jcu7nnXQ0Gc5AS9TtR5bUyYWunxFelve0SGTPOxO2xXJr0b60we\nEMJbQbB/Iv5Pl1lg2kXQWDnG2SnIFgawyL0ATShxTVQspcJTljz1neLPIIBoZpARHZ7UuK4tnyEG\ntxQ/tkQV7fhrk+qjPEzDYPX779tsJ44cmbL+DxeOaHFwOIqwGjUiOH06yksv4X74YQRNK3OPvHgx\naWecQfjJJ9EvuoiUnIc7ODgcVix/E/Qmg1E2lfjBq6ueS0q0SFYmGdGLyXO/UWzLU98nXRuKZMXP\nRpZupXN6tAuLS9Wf+FX5hXZ6e+odYsFJgMeUGMtNkZ9LBUiP02VOlix6VCHeIEOFjwcFGTXTy9eb\nS1a6uyMK/afKTB4QomvDsoKoXqbFjHuCvDRL4dFP3ERLLfj3B0SuednLlMU6j14SoUX9ys3L44ZR\nQ3VGDdXJ2Skwa56LL+bJLPpeJhar+Hs4EhVY84fEmj8SnYgc+kaU4rLo2TnGeX11+veKUa9O8sdc\nq7eJ3DXZw8KVZZeIHsXigWERRp+VOCXygi0So2b6KNDsr8nA5jqv9Q+hVnHlOTsm8uRBcSxdRZMH\nlfgnPcmyVdrCamWVzXZGpBteK3G6uJiwhwLFHsuSGb0sYSa/uFgW6qrnbSa92cVYnjqV76MCtixY\nQGB7Sfpml89Hy0GDUtb/4eKYcQ9zcPjbIIpoN91EYN48jDZt4t4iFBTgHT0az9VXQ17ibCYODg5H\nL9E2N9key7uXIO1dllQfmdERiGaJW6klBMlTJ5fb5pToqdQwSrm7CPC1+6uUBOWrArylatQoFd9i\nInBVxFWl+i0AXhe8NzDEoJb2TZx9EZFBn/p4f3WC2lcS3DJAY+HDgTL1XAC++sVFl7v9/Ps9N/sD\nyW3+NKxncc1IjU9eC7F+cQGvPxni6oujtDvBQBQPX1YxSbLo0Mbg2pFRJj0dYv2SAqZODHHFMD1p\nwbK3QOD2t910+7c/rmDp0irG4kcDXH92YsEyaYXChdPKCpaRJ2hMOrfqgmW9KXBd1P4+1xUs3lA1\n5BTs2xkYfO2ZY7PVNurQUTu53HZ56ptYQkkyAcmsRbp2YVJjS7sWIe37pfixhUD0hLFJ9VERKyfb\nvxNaXnABSlpagruPXhzR4uBwlGK2bUtg3jyiN96Y8B7lk09I69oVaeHChPc4ODgcnZhZHdDr9bLZ\n1JXPJtWHiJ/MqD3VcYEylZiwO2EbGZkzI/YK27vkXSxXfk5q7EQ0FuFVVUcoJVz2IjAsolQpMB9A\nkeD1/mFGnWgXLpohcMNXXu5Y4EZL4IHWuqHJl/cHeWBYBEW2T0A3BF6apdLxn2k8M0MlVIVkVpnp\ncOF5Ok89EOGbTwJs+aGA6W8GuO8fEQb11+h4YozMjEMXhDUyTE5uF2PIORoP3hbm87eKxlr4cYD/\n3Bdh8Dk66f7k+y0Mw2OfFL0Gr85Ry9Re8SgW/3dpmJn3BGlWN/7ziMTgpq893DrPg3FQvMn1HaO8\neFa4SjEsAHssGBZxkV8q8F6iSLDUS9Eq9n/qD+yT7DUD+4bPQixnmayL2yhQpttsNaJXIuJOamx1\n5XO2x7FG52JmpC51fmT/fjbMnGmztbnkkgR3H9047mEODkczbjeRRx5B79cP75gxiDk5ZW4Rt2/H\nf8EFRG+4gcgDD4A7uS9MBweHI4fW5mZcOxcUP3ZtnYG4fyVmjRMTNzqIdG0o+eoHGGLRossSouS6\nX6RueFzCNk1jTTlea8VaZU2x7Rv3IprrzcmwMpN/IgfRVza504zxmF6yO/67JTIiovCJW8NThd1x\nSYTn+oRp4Dd57Hv799zEX1R+2S3x5rkh6scJlJcluHVglHNO1rn1DU+ZWJf8kMBDU9y8OEvhmr4a\n1/TRqJ1RNYXl90GP0w16nG5XUXn5FMenFAQEQmGhKH4lBIGQQH5+Hg0bZODz/hnn4rVI9xfFwTTJ\nNslMca3hnXkCE79SeGOeQl4w/uK854kxnr4iTPN6iUXXlgKBUTO9LN9tf00FLG5qvY2HeqRX2Yu5\n0IKLIgobLPv8HlRinCGl5kQrV9zLUnWJzdZWa0cDo2H57dzPglBygiebDUjTBiY1trTnR1w75tls\n0TY3J9VHRfz2zjsYpVzNM5s1o2HXrikd43DhiBYHh2MAo2dPChcvxvOvf6F89FHce9QJE5AXLCA0\ncSJmu3aHeYYODg5VIVa/N0ZWB5t7iLriP4R7vFnpPkTc1IhezV7PE8W2oDKHsDYIj5HYvaVX5Ew2\nuTYWBx7HBJ2vvLMZGhyOwKH73NzhMlhtinxmlMRwLDVFro66eFvVq+TWIwhwV+co/uh2Hl5xHNFS\ntWC+3yHT4z0/L50Vpt9x8eMcWjc0+eLeIJ9+7+L+D9xsy7UvhnMLRR7/1M2zn6uM6KZx4zkaLSsZ\n81IRmRnQMcOk44nx+1u3bistW1b/ptOqrSIvzVaZstiFnqCWTpPaJo+MDHNep1i5gmP6eplb5nrY\nH7G/jl7ZYmL/EK3MXQhC1dSWZsGoiIvlBxWQvFg2GCunJoumicmXnlkYQkl/HtND90j5RZ2D8reE\nXPYsYzUioxFILsOAuuJx2+NYnS4YtU9Pqo/yMA2DX1591WY78bLLEI7RWFjHPczB4VghM5Pwa6+V\nnxp59Wr8Z56J8txzTmpkB4djAUEg0u4Om8m15TPEvFUJGsQnTTsfxTjeZtvreQqLxEHKaVYaPcO9\nbbYt8hZWuH5J0CI5RAFeUXW6iPZF+heGxL80uVI1UxJxdoN9fHlRgEZp9r73hEWGTfdx2zw3wQR1\npwUBhnTW+eHxQh4cHibDW3YiUV3gzfkqp96RxrAnvUz7XiZSNi/KMUMoCh8tdTH4cS9d70nj3UVK\nXMGS5S8SK98/VsiAUxILloIo3PCVh1EzfWUES/NMg6+HBxjQvOoB8qYFN0ZdzD8oU9iZksHzSmrq\nsQD8pCxjh7zDPkakL14rcbpik2jRKUsp3LEO+PXE9dbiIe1dhmv71zZbpN1dSfVRERtmzaJw69aS\nMd1u2o4aldIxDieOaHFwOMbQL7qIwsWLiXXvHve6oOt4HngA38CBCFu2xL3HwcHh6CGWfS5GjZLT\nUQEL96+Pl9OiLAIStcK32Wy6tIEC5eMELYpop7ensd7EZlvoWUC+kJ/U+IlwC/C+W6ONYBcXb8Zk\nHtMPzdmjY12ThSMC9GlSVp28sUKlx3t+lu1MXLvEq8I/Bmgsf6qQWwdESI8jXqAoYP+KF320uimd\n2ya5+WGddEiC63BhWbBkjcRNr3lofVM617zsZf5v8U8CavhN7hgU4eenCrnxHA13OemRl+RInPFu\nGu+vLnvTuc105l0coE2tQzuduk+TmWrY37uTRJO3VR0lRYIlV8y1ZdEDaKG3pJXeutx2+er7xKRS\nrtqWSM3wbUmfTqq/PGp7HKvdBaNej6T6qIhfJk60PW49dCiemjVTOsbhxBEtDg7HIFajRgQ/+4zw\nww9jKfH/ushLlpDWrRuuDz7gmPgL6+Dwd0UQiLS/02ZybfkMMXd5Ut24jQ74tXNstn3uV4kJ+xIP\njUC/cH9cVsliVhM0ZnlnpiSbGECmAB+5NbIF+/fQ47rMC3piUVEZsjwWU84PcdfpEaSD+v8jT6Lf\nFB8PL1EJJTh1Aajht3hgeJSVzxbw6CVhsmvGf975IYE35qn0G+en7lXp3PK6h2nfy+wrPHpcbfbk\nC3y81MXYVz20/Uca5473885CpUxhyAMcV8fgP6PC/PZMIfdcGCWjnHqIAQ3+vcjNeR/52FpoXz66\nRItx3cJMHhAiQ636/C0LHtMkXorZBW0zwWSKW8OfopfawGCWZ2ZxvSIAt+mmT/is8sWHspc89U2b\nKV0bjGoeH//+BEi7l+DaMddmi7S/M6UlDPauWsXWRYtstg6jR6es/yOBE9Pi4HCs8mdq5Fjv3nhH\nj0ZaVdadRCgowHv99WizZxN55hmsGomr+jo4OBw5YtnnlYltcf/8IKE+nya1kMmK3EjQtbC42J0l\nBP90ZbksYZsMK4MekV7MLZXyNUfexlJ1CWdEuyX/ZOLQQISP3Rr9wwr7Sy0K79NchKyi+Jeqrtck\nsSjOpW/TGKNne9iQXyKEDEvgqR/dfLha4cFuES48PrFrUZoHxvTXGH2Wxmc/uHhxlsLPG+Mvk7SY\nwFsLFN5aoCAIFu2bmPRsE+PkZjHaNTE5ro6ZMC1wqjBN+GOXyK+bJH7eKLFgpcxvWyonAk9rEWPs\nuVHO6xRDqmCepgUfrHYxbombnXEC9ltnGbxydogOdQ5N5FoWPKDLPH/QCVwdweITd2oq3h/gG/dC\ndsk7bbZekTPxW4nTr1lYiI3ftqU4Fs1MakSTLAJpWbh/esBmitXpilGv/DiaZPl5wgTb4wZdulCn\nffuUjnG4cUSLg8MxzoHUyO7x41FeegkhzqmKMm0a8vffE5owAaNXr8M/SQeHY4C8vDweffRRFixY\nwNatW6lZsyZnn3029957LzWqW/ALApEO9+Kbf1GxybVzAfL2OcQaVt5XXrZqUiNyDfs8JcXqgsoc\nyGgLJE6j2kHryB/yeja5NhbbvlOXkB3LponRNKmnkohWosWHbo0LIgrhUsLl/3QXAQTGucoP+q6I\nU+oZfHNJgHsXuZn0m327f1tA5JrZXib+EuP/ekToVC9xzJ8swYVddIZ01vlls8j73yh8tNRF7p+n\nC26XRaRUsUrLEvhlk8QvmySgaFy/26JtY4N2TQya1jbJrmWSnWXRsKZJnXSr0oLGMGF3vsC2XJGc\nXIFt+0Q27RL5dbPEyq0SwWjlX7A6GSbDuupc3E2jbePKCYylORJ3L3KXyQx2gBs6RnngjAjuQ1xN\nmhbcrsm8ftAJSxoWU1WNpimsfbNeXscy9X82W0v9eNro5WfsC7rmInjtp59ZkesTFnJNhGvLNOS9\nP9pskY73pvSUJbBjB79/+KHN1vG661LW/5HCES0ODn8F3G4i48eXpEbetq3MLeKOHfgHDSJ6/fVF\nqZE9niMwUQeHo5cdO3awc+dOHn74YVq1asX27dv55z//yTXXXMPHH5cfG5IKYg36EqvXA3lniUuH\n+6f7CNQ/E8TK/7nO0C4ioMxGk9YW28Qmb2GGz0tYqVtAoH/4HN6W3iIkBg8Y+cL7OZcFrih3BzoZ\nTpMsPnTrjIi4CJYSLi/oMkELnlRiiIewdvO54Jk+Efo3i/GPuR52HHQy8MMOmT4f+hneWuPfXSI0\nTk+8GBYE6NjUpGPTCONHRJjzq8wH3yr8ullk0+7yTzQCEYHv1sp8t7bs++aSLDK8Fm4FvKqFRwGv\nYhEKt8ISvUR0CEUFwlqRS1osQYavyuBRLM45SWdEd53ebWPIlfTG25gnMm6Jyqfr4rsfZ6eZvNg3\nRK/Gh57wJWbBWM3FBzH75NKx+Mit0SFFqY0B8oV8Znu/sNnSzHTOCp9drluYIeSz1/20zabG2pOm\nJ5fiGCOK++cHbSY9+1yMOqlNQbz8lVdsaY4zmjalxYABKR3jSCDk5VW11JPD0cC6deto2TJ1RYiO\nRpznmCR5eXhuvx1l6tSEtxitWxelRj6MR8XO++hwLDJnzhwuvvhiNm/ejN+fmoV7eYj7fsX/RU9b\nYcbwaU+jHX9VUv1ExTXk+K+GUqlc06KDqR25o5xWsEXazFTfh5RevzWKNWJocHi5hfaS5QdDYGhE\noeCgheJw2eAlpeJ0yJX5rOVH4T8/uHlluYJulu3QJVqMbKNz26kRmpQjXg4mFIWla2QWrCz6WbH5\n0OJyUokgWHRoatD7xBi92sY4vaVRblD9wfyxX+TJH1Wm/O4qUyQSQJUsxp4c5dZTovgr0W9F75Nm\nwbVRly0tNkAWFp+4NTqmULAYGHzoe8+WLUy0RIYHR1RYk2W35yECyuwSg+UiO/A2itk0qTkoq17A\n89N9Jd0IMoGB32Gmt0iqn/KIFhTwetu2aAUFxbbeTz5Jh2uuiXv/sfR3yzlpcXD4q5GZSfjVV4n1\n74/nttsQ8stmAZJ+/x1/nz5E7r0XbexYkI6eP7oODkcTBQUFqKqK11tOhHIKMbPaozcbgbLhvWKb\n+sujaE2HglL5eheq2YoMbQT56uRiW6H6KT69F17jtITtGhtN6BI9g6XukhoUW+WtKY1vgaITlxlu\njSERhdxSwuXDmESeBa+r+iEHXWeoML57hCvbatz7rZtZG+yZs3RT4K3fFN5d5WLECTq3dIrSokbF\nblNeFfq0j9GnfVEQ994CgUWrZJZtkPh1k8SKLWLCYo2pJstv0r6JQbsmJqc0j9H9BIOstOQX+r/n\nijzzP5Wpa1yYccQKwKCWGg+eEaFpFYtuHky+BZdHXCw4KK1xPcFimlujdQpdwqAojuXg9MbdIz0q\nFCxBeZFdsAA1olckLViESC7uFf+x2bTjr0ypYAH47a23bILFU7MmbUaOTOkYRwpHtDg4/EXRL7yQ\n2Omn4x0zBvmgDCJQkhrZ9eWXhP77X6zGjY/ALB0cjl4OxLhcfvnliNUdVV2KSMd7cW2ehmAUBdOL\n0b2oK58metKDSfVTI3I1IXkhulRSp2GP91GyC99GIrEA6hztQo68lS1yScr079Ql1DXq0iKWuh3Z\nDpLFTI/GoIjCzlIL5S8NibMjAu+pOk1SsHBtXsPk/YEh5m+W+fc3blbl2hfJMVPgnZUKk1e66Nc0\nxqi2GmcfF0Ou5FteK91iSOeiGBgoCijfmiuwYrPE7zkSObkCOftEtuUW/eSHklNjNfwmDbMsGmaZ\nNKpp0rCmReuGRfEyDbOsKodCaAbM2iDz9kqFuZsTF0XsUMfg/3qE6dowdbW/1psCIyMu1h5U6b6R\nYDHdrXFcigXL767VZeJYmunN6aSdWm67mLCPvZ7HbDbFaE5mNHFii0Sovz6GoJeICcuVTjTFdVli\n0WiZAPwOo0fjOkybLtWN4x52jHMsHetVFec5HiKmiTJhAu6HHkLQ4ldHs9LTCT/xBPrw4SkNBiyN\n8z46HCnGjx/PU089lfC6IAjMmDGDM844o9gWDAYZOnQoLpeLjz76CCVBavEDrFu3LmXzBWiw7RUa\n5LxW/NgUZFa2e5+op2lyHfnXIrZ6BKFUOmBr36mYG8ZCOT78ETnCwhPnEXWVZEqSDIkz1vQgM5SZ\n3BwqYJukMKbmceyQ7a9xphHjsf1b6KQFUzZWzIQvcmryxh/1yQklrj5fS9UYkJ3LBdl7yfZFE95X\nFcKaSEgTiegi0VjRv2FNRBRAdZm4S/14laJ/U8mmgJvPttZiZk5N9muJxUoTX5irWuygf4N9hxRn\ndDBLVT//rtGYQtEuHhvHoryUu5F6Rjn5qavAPl8uS1p9i1mqyKkn6qHnqjNRjPI+1yZiy6cRMn4t\ntlimhLn6AQg3TWoOnuAa2vw2CqFUGvGtjW5mV4PkxU95bP74Y357rERkSW43Z86YgZKZ2s9sdVLe\n31BHtBzj/B0WSc5zTA3iypV4r702bmrkA2iDBlVbamTnfXQ4Uuzfv5/c3Nxy78nOzsbtLlrEHhAs\noigyderUw+YaZkMPkDbjNMTQ9mJTrF5Pgn2mJb2xkOt+kXz1XZutVuhu0vXzy223RdrMR74pWKUE\nj9/0MzJwGWlWWlJzqIgdJgyLKqww7TvvMhZPKDGuctl3+Q/1s6YbMHWNiyd/UG0pkuPRpUGM81vo\nDGiu0yiJ2Jdkqc7vj035AjP+cDFjvYsfdpTvZNMqy+D206IMbqlXmA65Iko/J8uCl2IS92sy5kGC\n+RTR5AO3Rq0U75nlCXm853+HsBgutlU2jiVf+YBcz3M2m5kzhBb+25ObhGXi+/JsW8Yww9+UwMDv\nQEosnJMlFonw5sknE9he8p3R8brr6PV4+YVqj6W/W457mIPD3wTzxBMJzJ9flBr5xRfLTY0cfvll\nYr17H4FZOjiknho1alQ6ZXEgEOCii4rSDh8xwQLg8hM5eTzeb0sC8OWdC3FtnILebHhSXWVFriMv\nthjBt6nYlut5BrfRvly//MZGE86M9LXVbwmIAab5PmZ4YCQKSUR4V0B9EWa5NcZEXUwvFZQdQ+A2\nzcXPpsDjSgxviha1LglGttEZ1lpn2joXzy9T+XVPfPGydLvM0u0ydy/y0LFOjIHNY5zbXKd1llld\nB9OHjGnByr0iX2woEiq/7a04brFT3Rg3d4oyoHnFtVuSpdCC26KuMlXuAYZJBs+pOp4Uv5YRInzq\n+8gmWADODp9ToWCJimvIdb9ss6mx9oR2DCwvc3hclHVvlk1xfMrjKRUsACvefNMmWCS3m1P+8Y+U\njnGkOXxOug4ODkceVSXy8MMEp0/HzM6Oe4u4Ywe+wYNx33knhMNx73Fw+CsSCAQYPHgw+fn5vPzy\nywQCAXbv3s3u3bvR9dS6rFQGvclg9Hq9bDb3snsQookr3MdDwIW54QYEq2SRZAkRdnvvxyK+y+gB\nOmon0Sl6is22W9rNTO8MTFLrtuQX4E1V525X2df6nZhM37DCmjhZwA4FWYShrXQWjggwb3iAK9pG\n8bsSn6Ys3y3z8FI3XSancfyraVzxhYfXflFYnSsSZx/osHFApLyyXOGyz720mJhG9/fS+L/v3OUK\nlnTF4tr2URaOKGTuxUEuaJl6wbLCEOgdVsoIFhGLhxWdV6pBsBgYzPB9xj7J/lnpHOlSYT0WkzC7\nvfeDUPJ7KFp+6oQeBJJLWiOEdsZNcRzLPjupfipCD4X48Wl7Sub2V12Fv379lI5zpHFOWhwc/oYY\n3btT+O23eO64A2XKlLj3qK+8grxwIaFXXsHs0OEwz9DB4fCzfPlyli1bBkCnTp0AsCwrbszLYUEQ\niJz2FPLnXRHMorgKMZqL+6f7CXd5Mbm+ovXxwLo/AAAgAElEQVSpGb6Nvd5Hi02atI5c90vUitxa\nbtMekV7kiXn84VpfbNvg+oOF7vn0ipxZbn2LZBEFuFMxaCNaXB+113JZZYn0Dis8psTonLIRixAE\nOLmewcn1DMZ3jzBtnYu3VyrlulLtCYtMW6cwrVQ4U5cGMU6oadC6pkmrLIPWWSZ1vFUPlj8Yy4Jd\nIYE1uSKr90n8niuyZp/Eyr0SBVrlBzmjYVHCgfNb6HiqaSVoWvChryYvRBSiB/2OpGPxhqrTV06t\n8IWiyvVfe75ii7zZZm+ltaZrJTLg5XqeQZe22Gy1QnfhsuoDycWuuZfdbQ++l32ET30iqT4qwy+v\nvUZo9+7ix7LXy6m3lv+5PhZxRIuDw9+VzEzCEycWpUa+9dbEqZH79iV6zz1Eb77ZSY3s8JemW7du\n7NuX3ClGdWOmNyfa7l+4f3mk2Kb8MRm9yRBiDc5Mqq80fQBh7XuCytxiW4E6BdVoTZp+TsJ2IiLn\nhgbwof89dkslC6Of1GV4LA+do6ktjAcwUDZpJmpcHnGxvlSGqRACN2suetRowusW1K4G9yy/Apee\nqHPpiTqb8gU+/8PF5+tdfL9DwqpAoB1wJSuNIlnU9VrU85nU8xX9m65aqBJ4ZAtVBrdksWt3LTJC\nCpEYRGICkRgUaAI7gyI7g0X/7goKcWvOVIQoWHRpYDCwhc55zao3NgeKYpRu1FzMy2hQ5lobweQt\nt07LFGcIgyLB8o26iN+UFTZ7/VgD+ofPrVBgFyifUKjMsNnStIH4Y32Snou8ZQbK5k9ttkiHf2P5\n4ns5VJVIXh7/e+YZm63j6NF4a9dO6ThHA45ocXD4m6MPGVKUGvmGGxKmRnY/9BDyV18VpUZu0uQI\nzNLB4e9LtM3NuDZ9hJS/ptjm+e5mCgcsSap2i4BArfCdROWVxMSdxfa9nsdwmU1wG20StlVQGBS8\nkPf87xAQA8X2xe5vkSyZU7XEtV+qyomixXyPxj+jLqYc5Fq0yJPO6SGLRxSdi+Xqiy1pmmEx9mSN\nsSdr7AoKfLHBxRd/FAmTgG4f1CVacQWFZghsLRTYWliR31XT1E2cItevLg1jnNdM59xmMWp5q99/\nzbTg7T+D7Q8uHAowSo7xWApjkw5mqbqYH93f22wZZgaDQkOQK1jyhqWfy1S9dxmNqRlO/sRCiO7D\n88NtNpuR1QGt1eik+6qI/z37LJH9+4sfK2lpdLr55pSPczTgxLQ4ODhgNWxIcNo0wo88gqWqce+R\nly4lrVs3XO+9xxF13nZw+LshqYQ7v2Db5RdD22yVtSvdFWnUDT2KYJUE0VuCxi7vncSEveW2TbPS\nGBwcimLZA/AXeRbws/JT0nOpDGkCvKLqPK/oeLF/7+xD4AZNYVDExYYUx7rEo67P4sp2GlMHhdh0\nfQFzhwcY1y1Mv6Y6LTKNKp2ApJIM1aL/cToPdw+z4OJCNl5XwIfnhxjVVj8sgmWNKXBeROEfmquM\nYEnHYqKq8bxafYLle/U7lrqX2Gxu08Pg4FC8VvkJNXRhB7u8/wahJEudYHmoG3oEEU/Sc3H/eAdi\nZE/xY0uQCXV+AcTUnhUUbN1api7LKbfcgicrK6XjHC04Jy0ODg5FiCLajTcS6927KDXyypVlbhEK\nC/GOGYM+ezbhZ5/F+ot+MTo4HG0YtU9DO+FG1NUlsSzK+rfQG1+QtJuYapxArfBd7PGOK+lf3Msu\n7900CL6EUE5WsDpmHYYEh/Kxbyp6qUDleZ6vkSyJ9nrq498EAUa5DLpJJqOjLv53UFrkhaZE17DI\nna4YY10GrsOgHWQROtUz6FTP4OZOGqYFWwoEVudKrNknsjpX4vd9EhvyRAqTiDWpDOmKRfPMoriZ\n1lkl8TON062U1lOpLFELntZlntYl9DinK2eIJhNUjcbVuE2+TPmRb912TwHVUhkavIiaZs1y25qE\n2eW7E1Pcb7PXCd2PYiZfrV7eMgNl00c2W7TdvzCz2ifdV0UsffRRjGhJHSFf/fqcNGZMysc5WnBE\ni4ODgw2zTRsC8+bhfuQRlBdeiJsa2TV9OtIPPxSlRj4zuQWTg4ND1Yh0+DdyzpdIBSXBwJ7vbqJw\nwGJQkisel6afgxZdR776frEtKv/GXs+T1ArfXa7vf0Mjm0HBIXzq+5iYECu2z/F8iYTEiXrbpOZS\nWZqJFrPdGs/rEo9pEppQsgqOIPCQ7mJqTOIRNUZvKfUB3uUhCkWuZE0zYpzTzH4toMGuoMiOoMCu\nP+NTQjGBaAzCMYGoUfRvYUE+dbLScf8Z4+KWweuyiuNg6vks6vpMfInrQR5WLAu+NETu02TWWWUV\niReL6/J3cG/9LKRqFFPLlZ9Z4Jlvs7ksF0OCF1HXrFduWwuLPZ5H0CR7gH2NyDX4Yr2SnosQ2VPW\nLaxGO6Jt/5l0XxWxZ8UKVn/wgc3W5e67cR2pNO2HAUe0ODg4lEVViYwbh96vH97rr0fctq3MLeLO\nnfiGDCE6ejSRhx4CT/JH6A4ODkkgewh3eQnfV/0RrKJFuRjKwfP9rYS7vZF00cmsyBg0cQNhV0kM\nQKEyA5dxHJnaiHLbNjaacEFoMNO8n2AccKkRYLbnC0xM2ump31UGkAW4TTHouG0Dz9VvwULTHuuy\nyhIZHFHoIRo8oMToJB15V1a/An7FpHkNACPhfevWbT5mivwtNQTGaS6WmvGPT/pJBk8qOtHtuUhC\n9Z3I/6z8xDzP1zabbLkYEhxKA6NsEoCDyVPfsCWmAPDqPcmMXpn8ZCwLz9KxZd3Cur4MYmqVpmVZ\nfHPffTZX7azWrWkzcmRKxznacGJaHBwcEmJ060bh4sVow4YlvEedOBF/r16Iy5cfxpk5OPw9KXIT\nG2uzKZs/xbX+raT7EpCpExqHbNizGe3zPE/A9WWF7ZvGjmNg6ALE0rvsAnzlnc336ndYVJ9gaGRo\nTHPrTFA0suKMs8iU6BNRuSziSnltl78zK02B4REX50TUuIKljmAxSdX4UNWr1R3MwmKx+k0cwSIz\nODiEbKNRhX0UuKaz3/2azeYymlEndB9CFZbHyuqXcOXYPzfRdndg1miXdF8VsX76dLYsWGCzdXvw\nQUT5r30W4YgWBweH8snIIDxxIqFJkzAz47ugSGvW4D/rLNSnnwYj8U6ig4PDoRPp8G+MGnYXLM//\n7kLc/1vSfUmkUy/0BMJBgcq7PQ8TkpdW2L55rAUDQucjWHZh8K17EQvc86pVuAgCjHCZ/OiNMkKO\n/70zw5DoEla4KuLiF8MRL1VlmSFwacRFt7DCl3Gq2gtYXCHH+METZXA1ZnMDMDGZ4/mS79z230/J\nkjg/NIjGRsUZLoPyAvZ6HrfZRDOdesEnEPElPSdp77IyRSRjtU4j2va2+A0OAS0QYOE999hsjXr0\n4LizU1uw8mjEES0ODg6VQh88mMCSJei9esW9Lug67nHj8A0YgLBp02Gdm4PD3wpJJdRtEpZcsrgS\njAjeb64EPVBOw/go5nHUDT0KVqnFqGCwy3sPEalsQo6DaRk7noGhQUiWfTH7k7qMLzyfY5TjEpUK\nagowQdWZ747SUyw7lonAJ4ZEz4jKhREX3xhHtnr9sYJlwXxD5Pywiz4Rlc+N+HVq+kkGi9waz6ox\nMqtZF+rozPB+xgrlV5tdtlxcEBrMcbFmCVqWEJZ+Yrf3ARBK4p4ES6Fe6AlcVsPkJ6Xl4f3mSgSr\nJL7LUjIIdXst5dnCAL7/z38I5OQUPxZlmd7/+Q9CdSrFo4RjSrTccsstnHTSSdSvX58WLVowcuRI\n1q5de6Sn5eDwt8Fq0IDQJ58QfvTR8lMjd+/upEZ2cKhGzIyWhE+3F5STCtbh+fFfVerPGzudOuH7\nbTZLiLDTexuauKnC9i1jLbkweFGZdMi/K6v51PsxGlqV5pUMJ0kWn3l0prk1ThLjB+LPNSQGRhT6\nRRQ+iolEna+oMoQteF8X6RVRGBxRWGTGLyp8umgy0x1lilun3WGIHYoQ4WPfVNa77EHzbtPNRcHh\nlRIsUXENO323Ywmlfh8tiTqh8biNKmS+syy8S29CDG6xmUNdXsLyN06+vwrYt2YNP7/0ks120o03\nktWqVcrHOho5pkTLySefzIQJE/jhhx/45JNPsCyLwYMHYzjuKA4Ohw9RRBszhsD8+Rht42cJOpAa\n2Xv55QhHWYVxB4e/Cvpxw9CaX2qzKRs+wPXHu1Xqz6/3K1NIzxQL2OG7hZiwM0GrEhoZjRkeGInP\ntLvXbHZtYorvfQqEgirNK1l6SSbz3BpvqRpthPji5UdT5JqoQpuQyj1RmVVO3Au/GgK3R2VOCKnc\noCn8kiDIvr1o8r6qMdutccZhSnSQJ+Txof89cmR7Upg0M42Lg5dUKuheF7ey03cblhCy2WuH78IX\n616leSlrX8W1dYbNFm19PbFGA6rUX3lYlsX822/HjJWc6PgbNuT0229P+VhHK8eUaLn88svp3Lkz\njRo1on379tx7771s376dTY4rioPDYcds04bA3LlEb7kFK8GxtGv6dPxduyLPnRv3uoODw6ERPvUJ\njIzWNpvnh38i5lYtMUaGNozMyBU2myHuZrtvLDFhd4Xt65h1GBG4hEzDHv+2S97FZP/bbJW2JGiZ\nWgQBLpBNFns0PlQ1Oic4eclF4OWYTNewSp+wwn91iZzDmy35iLLFhBd1iR5hhR4RlVdjMnkJ0l33\nEA0+dWssdGucU81xK6XZJG/kXf/b7JXsxU9rGrUYEbi0wjosALqQw3bfTRiifRMtKzyGNL1qAkPa\nvRT3sn/bbLGsjkROeqhK/VXE6g8+YOsiey2ano8+iuL3V8t4RyPHlGgpTTAYZPLkyTRu3JjGjVN/\nBOfg4FAJVJXIQw8RnDEDMzs77i3izp34LryQRv/5D4RCce9xcHCoIrKXUPdJWFJJynHBiOBbOBIh\nVPHpSDxqREeTpl1gs8WkHLb7xqALOypsn2FlMiJ4CXVj9hoZYTHEVN+H/KQsq9YA/dIIApwtm8z2\naMxyRzlbSuyZscwUuUtzcWLYTd+wwvOaxKa/4AnMelPgaU2iV1ihfdjNvZqLXxOcqgAMkAy+dkeZ\n7tHpLR0+sWJh8b36HR97pxIRI7ZrDWINuTgwkjQrrcJ+NHEL2/03YIi7bPaM6AgytEsTtCofIbAF\n78LLEMySAquWK51w90kgxXedPhRCe/ey6N92gdS4d29anH9+ysc6mjnmRMvrr79OdnY22dnZzJs3\nj88++wyX6yiptOTg8DelODXy8OEJ76k7ZYqTGtnBoRowM08gfPrTNpsY2o530aVgRBK0SoyAQK3w\n7fg0e+HYmJTDDv8YdLFs3aaD8Vo+hgWH00xvbrNbgsV8z1xme75AR0/QunroIll86Nb5zhPlOjlG\nRjnC6X+myP26i45hla4hhbujMl/FRALHYAxMgQVfxETuiMqcFlI4JawyTnexvByhkoXFWDnG/zxR\nJrt1TjnM9W40ND73Ti+qcn+QSDpea8XQ4DDcuCvuR9zIDt8YDHGPze7XziMrMrbcIqoJ0QP4FoxA\njNpPfkJdXsBMOy75/irBonvuIVLK1Vpyuznzqaf+FsH3pTniomX8+PHUqFEj4U9WVhaLFy8uvn/Y\nsGF88803fPHFFzRv3pxRo0YRiST/pezg4JBiMjIIv/IKwTffTJwaee1a/H37oj71lJMa2cEhhejN\nRhBtPcZmk/f+D893N1cpIYaARJ3wQ3j1XjZ7TNzJdt8YNHFzhX0oqAwKDaFL5Iwy11YpK/nA/y77\nxf1Jz+1QaS1aPK7GWOON8rqq0Us0EMoRMKsskQkxmWFRhaYhlXPCCo9qMrNjIruPQhGz0ywSKeM1\nmbPDCseFVEZGFSbGZNbGqVx/ABGLsySDt1SN1d4o49UYLcTD/wRzxb2855/MWtcam12wBLqHezIg\nfD4uKt6sjorr2e67EUPMtdn9Wn9qh++uUi0WLBPvkuuR8uxZ9SLt7iDW+IIEjQ6NDbNm8fuUKTZb\n57vuIrNZxYkH/moIeXl5R/Qjt3//fnJzc8u9Jzs7G7e7rKLWdZ2mTZvyzDPPMKyc4nfr1q1LeM3B\nwSH1uHbvpum4cWR8/33Cewo7dGDjQw+hNaxCikmHw86xUqn7b40Zw7vgYlzb7QX3wic9xErl3Cq9\nhxYxdnvGEVTm2OySmUX94IsoZuV2ltfL65jlnYkm2LOIKZZC33A/TtDbJDWvdevWpfR3cosJnxkS\n02MSP5ZzAhGPbMHiJNGkpWjRXjQ5TrA4TrRIT3ITPNnnlG/BRlNgoyWw3hRYbor8bIpstyo/sIBF\nZ9FioGxwgWTQMMVb2ck8JwuL31wrmOf5mpgQs11zm27OCw+kaaxyv29RcQ07fDdjivbkD2naAGqF\n70Igfka0igjOu40G29+w2fTG5xPq/iYIqT8HiOzfz9udOxPaVeLaVqttW0bMn4+UIi+jVH+WqpMj\nXjrzwIlKVTBNE8uyiEaj5d53rLwZVeFY+mWrKs5zPAZp2RJmzSI8cSLuBx5AiPMZTfvlF9pdeinh\nxx9HHzmSw+YoXY385d5Hh2MLUSbU7TX8s89CKijZrHP//CCZLT1A8r+bAjJ1wg+wB4mAMrvYboj7\n2O67gXqhJ3Eb8bMIlqZFrCWXBC7jM++n7JNK3Fw0QeML7+ds1DbQJ3wWKqmPB6gMjUW4STS4yWWQ\nY8LnfwqYpaaAWYEL0TZLYJshcXA5mtoUiZc6gkVtwaKmALUFi1qChQ9QBVCwUAEV2Cy7yTcEooCG\nQNSCALDXEv78gT2WwC5LYKMpkFsV1yZAwqKbaHK+bHKeZFDviPvcQFgIM8fzJetcZctY1DZqc35w\nMJlW/BP8Mn1JP7HLdyemYK9ZlB4dQs3IP6t2wgK4Nk4pI1iMGm0JdZ1QLYIFYMGdd9oEiyBJ9Hvx\nxZQJlmONIy5aKsvGjRuZPn06PXv2pFatWuTk5PDMM8+gqir9+/c/0tNzcHA4GFFEu/56Yj174h09\nGmnFijK3CIEA3htvRJ89m/Czz2LVrDgLjIODQzkomYR6fYBvdh9ELQ8o2k1vtv4+Qs06YtQ+Leku\nBSRqh+9FwEWhUpLe1RTz2eG7kTqhh/DFelXYT5ZZk5GBy/jSO6vM4nS1sopt8jbOCZ1LI+PIJtdp\nKMJ1osF1LoM8C74xRBYaIgsMkfXluFcdzB4E9iQTyF+nJVSTt3srwaSnZNJLMukmmUmfAlUnm+SN\nzPZ8QVAMlrl2gtaGs8L9cKHEaVmWQteX7PGMh4NOatKjw6gZ+UfVYlgAaeciPEtvtNlMd22Cvd4H\n2Zeg1aGx5pNPyriFnXbbbdTp2LFaxjsWOAr0deVQFIVvv/2WYcOG0alTJ66++mrS09OZM2cOtWvX\nPtLTc3BwSIB5wgkE5s5lx6hRiVMjz5hRlBr566/jXndwcKg8ZnpzQt3fxBJKXGBEK4p3/jDEvNVV\n6lNAolb4LtKjQ2x2S9DY5b2HPOX9SmUEU1EZGLqAPuGzkCy7i06hWMAU3wfMdX+NRvkeFIeLTAEG\nyiZPqjH+59VY4YnwkqJztRzjJNHE9edzVrCK/3+kUbDoJJpcK8f4r6KxyhPhe6/GE2qMc+WjR7BE\niPCVZzYf+6aWESyyJXN26BzOCZ9XKcFiYbFfncQe74NlBEtG9JJDEixi7nJ8Cy+xZwoTFUI93sHy\nNapSnxVRmJPDvFvtNZNqtWnDaX+jmizxOGZOWho2bMjUqVOP9DQcHByqgqKQc9NNpA0fjvf66xG3\nbi1zi7hrF76hQ4leey2Rhx4Cr/cITNTB4a+BUb8X4dOfwfvdzcU2UcvDN+9CAv1mV6lat4BIzci/\nEK108txvlrpgsc/zPDEx58/FYflLCwGBjtpJNIw15AvvTPZKe0pfZLn6E3+41tE33I9mseaJOzoC\nNBLhEtHgkj8fRy1YaQqsMQV+NkU2/um6tdkS0Ku4SK4sChZNBItmosVxgkUrsSi2po1ooRwlwiQR\n6+S1zPXMiXu6UjdWl3PCAypVfwWK4q72eB4joMwsc61G5Hoyo6OqLlgK1uObNxRBL7TZw10nYNTp\nXKU+K8IyTb664Qai+fnFNklR6P/qq0hK5U6c/qocM6LFwcHh2Mc44wwKv/0Wz513onzwQdx71Fdf\nRV64kNDEiZh/42NwB4dDRW8xikgwB/eKx4ttYmg7vrlDCJ49G8tdK+k+BQSyotchm/XZ63kChJJA\njgL1Y2LiTuqExiFS8aZDbbMOlwQu41v3NyxTfrSlti0UC/nU9zGttRPoHemD1zo6NzFUAU6WLE6W\nLEZQUpUyZhXFumyxBHL/jEU5EJey1xKIUCR4NEr+r2tR0tSiqB4FC1UAD1BLsKglFP17IDamiWDS\nUADpKBcnBxMQAszzfB03dkWwBE6PdqZztCtSJQPlTQLs8t5D2PWj/YLlok74Xvx6vyrPVQhtxzd3\ncJnUxuGTH0ZvemGV+62InydMKFNE8oz776fWiSdW25jHCo5ocXBwOLxkZBD+73/R+/fH849/IObl\nlbnlQGrk6F13Eb31VpCqlunFweFoZ91nn1GzTRuyqimBQ7T9XQjRfahrXy22SYXr8c4bSrDvZ6Bk\nVKnfdP18ZKsuu7z3YAklRWNDrsVs919H3dCjuMyKXWdkZHpFetNcb86XntnkS/bvg9+V1WySN9E9\n0p22envEY8SrXRagqWDRNAmXsXU56/+yiTwMDH5RlrPE/S1RoazrX5aRxdnhc2hgVD6bpCZuYpf3\nLnTJnn5bNNOpG3ocj1H1TS8hug/f3AsRg3avgB31R+Ftc1OV+62IPb/9xuKHHrLZGvXowUljxiRo\n8ffi2Pj0Ozg4/OWIDRpEYMkS9N69414XYjHc48fjO/dchE2bDu/kHByqmVg4zNxbb2Xm5ZfzxeWX\no4dCFTeqCoJA5NTH2Zd1ls0s71uOb/5w0AMJGlaMN3Y6DQOvIJl1bHZNWk+O/yqC8qIELcvSyGjM\n5YErOSV6KsJBKXsjYpg53q942/8mG+UNlYqdcTg6sLBYJ6/jLf8bzPfMLSNYREukc6QLlwWuSEqw\nBFxzyPFfVUawyEZDGgQnHpJgQcvDO3cIUr49/ktrfik5jcZWvd8KiObnM/PyyzG0krTgakYG/SZM\nQBCd5To4osXBweEIYjVoQOjjjwk/9hhWnFpMAPL335PWrRuuyZOrVCTPweFoI7J/P++feSYrJk0C\nYO+qVcy77Tas6vr9FkQ2Nn8Ivb59g0De8x2++cMOSbgoZgsaBl5DMY632U0hwC7fneS6X8IilqC1\nHRcuekZ6c0ngMmobdcpcz5X28onvIz7yTiHfkx+nB4ejiZ3SDpa0+obpvk/ZL5UtIlovVp9LA5dz\nRrQ7ciUdfyx09rqfYrf3fiwhbLumxtrSMPgqitmk6pPW8vDNvRB533KbWc8+l/Dpz1Zban7Lspgz\ndix5f/xhs5/59NOkObXMinFEi4ODw5Hlz9TIgQULMNq1i3uLEAjgHTsW72WXIVRQjNbB4WhHzcyk\nZht7McXVH3zAb2+9VW1jWqKLUI93iNU61WaXdy/BN28oHBRonAyyVZsGgQn4tDPLXMtXJ7PDdzMx\nofKf27pmPS4JXEa3SA9kq+xidotrMwvbzGOWZyb7xbKLYYcjS66Yy+ee6bzrf4fctLLvu8ty0Svc\nmxHBS6htVj77a0zYxXbfGArUj8pc82v9qR98AcmqWt0/ACG6H9/Xg5Bzl9nHrdudULfXQay+iIqf\nX3qJ9TNm2GxtR42i1YXVFztzLOKIFgcHh6MCs3VrAnPnErn11sSpkT//vCg18pw5ca87OBwLCIJA\n3+eeI6tVK5t9wR13sGv58gStUoDLT/DMqcSy7K4z8p7v8M0dAlrVTy9EvNQJj6dm+BY4KJVxRP6Z\nHP9lhOSlle5PQuL0aGeuKryWE7W2lPEIE2CVspJJ/teY7ZlFnlA2Ns7h8LJPzGWmZwZv+l9njfJ7\nmeuCJdA+2oGrC6+lk3ZqUvFJQXkB2/yjiMq/2S9YLmqF76B2+H5E4p/WVwYhug/f1+eXOWGJ1e78\nZy0WT5X7roicpUv55oEHbLba7dvT64knqm3MYxVHtDg4OBw9KArRBx4gOHMmZqP4Qbzirl34LroI\n97/+BdUVB+DgUM0ofj8D3n4bl6+kMJ2hacwcNYrI/mo8PVAyCfaZRizrJJtZ3vsjvrmDQav64l9A\nIEO7mAbBl5BMe2YyQ9zPTt9t7HU/g5lEDZY0K43+4XO5NHA5jWNl0zRbgsVKZQWT0l7jS0e8HBH2\nibnM8szkTf8b/K6sJl524eP0ZowKXMlZkbPxWf5K920SYY/7cXb57sYUC2zXZLMeDYOvkK4NrnJK\nYwAhshffnAFI++0FkGO1uxA8cyq4Kj/fZAnu3s0XV16JZZRk4VMzMhjw9tvICVym/844osXBweGo\nw+jalcLFi9FGjEh4j/raa/h79kT6+efDODMHh9SR1aoVfZ9/3mYr2LKF2aNHY5ZaxKQcNZNg30+J\n1TrFZpZzf8I/ZyBCZE+ChpXDbXQgO/AWntgpZa4VqFPI8V9JVCy7E18edc26DA0OZ3DwQmoaZet3\nmILJb8oKXk+byDTvJ2yRNjsB+9WIhcUmeSOfeD9iUtrrrFJWYgllX+//b+/O42yq/weOv845d5uV\nWYxhxpZ9i5BsRWNLIkJSCKWUX6slKiUppa98v0pFVCoJUSiyhRRJRJbUIPtuFrPd9ZzfH8PoNjOa\nMcudO97PHvOYfD7n3vO+xpxz3/fz+bw/oemh9Eq7m7vSexOp56/Etl3bxfHggaRYv8rWF+hqRUzq\nR1g9da/6NcDFssaru6Il7fVqd0e1vpiwhBTo+a/E43KxYsgQ0k6d8mrv/N57lKlatcjO68+0MWPG\njPd1EOLqJSQkEBGRtw2Y/JW8xtIh36/RasV9xx146tbFtGEDit2e7RA1IQHz3LmgqniaNwcfV1i5\nFn6OonBF1qtHxvnznN6+Past6eBB3GqDgesAACAASURBVHY7VXKprHc1sv3b1Gy4KvfAdGYTavrx\nrGbVfgbT0eW4YjqDtexVn08lgGBXZxRU7NpO+NsbWl1NIsXyNQY6Nk8DlDzuyaGgEKaHc72zMc4T\nTuyhduxqxj8PIlFLYK9lD3+a/0Q1FML18Dzv++FL/nD9cOLgN8tvrAj4hu3WbSTlsMAeIMITSYeM\njlT9/Tqqh+Vvg1AdOwnWmZwLmISu/mPKomEi3P4IEfYRqBRsypaa/AfBa7qjpRz0andH30LarfNz\nHGEprJ+RYRisHz2a+CVLvNqbPfUUjR58sMDPnx/+8O/uEhlpEUKUaO4778wsjdy+fY79WaWRu3aV\n0sjCL93yyitEN/Meldg2bRp7PvmkaE9sCSUt7gvcUS29mrWUAwSv7Ih2bnsuD8wbBY0wxwNUTHsH\nk17hH50ekmyzORZ8f2ZSkw8qKrEJlRiUOoQu6V0p68k5uTqvnWN14CpmhL7LGtsqTmknZfTlKhgY\nHNeOsyrgW2aEvst3AWtyrAYGEOGJ4I707tyfOpha7tr5nraVoW3lWPAAkm2fgKJ79Zk9lYlJfZ+y\nzv4oBXz7qp3ZRNDKztn2YXFViCOt3XwwBeXyyMKxc+ZMfps926sttk0bWj33XJGe199J0iKEKPGM\nChVI/+ILMiZP/vfSyJ98IqWRhV/RLBbu+PhjgqKjvdrXPvUUx374oWhPbg4hLe4LXBU7eDWr9rME\nrb4D07GVBT6FzXM9sSkfE+zsmq3PpR3iRPAwztpew0P+KpipqNRz1Wdw6oN0Se+aY5lkAIfiYKd1\nB3ODP2FO8If8YvmZNCXtql7LtSRVSWGL9Sc+DJ7N58Fz2WX5DafizPHYaHc0XdO7MTB1MLVddfKd\nrHiUJM4EvMzJ4Mdxa8ey9Yc67iIm9UOsep2rei1/Zzq8hKA1PVH/sX7LVakr6e0+K9JF9wB/rV7N\nhrFjvdpCKlXi9o8+QjXJnu9XIkmLEMI/KArOhx4idcMGPNdfn/MhqakEPvYYgf37o5w7V8wBCnH1\ngitWpNtnn6H9LSnX3W6+HjCApIMHr/DIQmAKIr3tZzir3e3VrHjSCdzQD3P8RwU+hUowURnPUz5t\nMpoenq0/xbqEYyH9SDWvyfdoyKXkZUDq/fRNvZdaztrZNqi85Lx2jg0B65kR8g5fBC7gN/MO0iWB\nyZKqpLLD8isLgj5nZsh7/GD7nkQtIcdjVUOljrMu96b25760gdRx1c1XRTDIHMVJMa/gaPA9pFqW\nZ+vX9HJEp/2XSPsoVAKv6jX9neX3dwjcOAhF9y4G4axxP+k3zwGtaBe/n9u7lxVDhmDol0eRzMHB\n3Pn55wRG5m/Nz7VIUjohhF/Ra9cmdc0arK+9hvW//0XR9WzHmL/5Bm3rVjLefht3p04+iFKI/Itu\n0oTO773H8kGDstrsiYks6duXvqtXYyt79WtM/pVmIaPVDPTAWGx73sxqVgydwC1PYk87iqPRc6AU\n7LPOIPfN2FKvJ8E2nRSL974UHvU8ZwLHYXN/RUTG41j1Wrk8S84UFGI9scRmxHLBfoGdlh3ssuwk\n45/rXsisOnbYfIjD5kOsMVYT44mlmus6arhrEqaHFagalT8xMEhQE/jLdID95v0c147lWP3r7wL1\nIK53NqKRsxHBxtUvVLdrezhvm4bD9FsOgSmEOnsSbn8ElUKo3qW7sW0fh3Xfu9njaPQ8jgYjimzj\nyEvSz55l6T334Ey5PKKoqCq3z55NZP36RXru0kKSFiGE/7FYcLzwAu6OHQl8+GHUI0eyHaKeOUPQ\n3XfjeOAB7C+/DIEF/5ROiKJWq0cPEp97js2vvJLVlhgfz7J776Xn4sVFWwZVUXDc8AJGUAy2raNQ\njMsfCNh2T0FL3EN66xlgKVOg02hGGcplPEuw8zbOBbyOS/P+/bWbtnE8eBDBrtsItz+MySif73OE\nGqHc7LiFVo7WHDQdZI9lFwdNB3KscGUoBsdMRzlmOspGNhCih1DZXZUq7spUdlfJV4lef5CipHDE\ndDjrK1VN/dfHqIZKdXcN6jsbUM19Xb5HVP7OpZwgwfYeaZac99sye66jXMYYbJ6cNxvOL8WRQMDG\nIZhPrfdqNxQTGS2m4ap+b6Gc50pcaWks6duXC/+4V93yyitU69y5yM9fWkjSIoTwW56WLUn54QcC\nxozB8tlnOR5jnT0b04YNZMyciadJk2KOUIj8az5yJInx8exbsCCr7fimTXz70EPc/uGHqFrRVsJy\n1noAPSCawB8eRPFcHqUwH/+W4BXtSW/7KXrZgq8tCPA0ISb1Y5KsmV8o7sudikGqZQVp5rWUcfSj\nrKP/VX3irqFR012Tmu6apClp/G7ewx7LHs5puZd1TlFT2GPZxR5L5r4dYZ5wKnoqEu2pQAV3Rcrp\n5Qr0pr04efBwVjvDSe0kJ7UTnNJO5rqIPidRnijqOxtQx1WPQKNgH/x4lGSSrB+TbFkIiitbv2JY\nKOsYTFnHfSiYC3SuS9SEnQRtGICa5p0sGKZg0m/5GHfFuEI5z5V4XC6+GTzYq0IgQMPBg2k8bFiR\nn780kaRFCOHfQkPJeOcdXJ07E/Dkk6g5bMyn7d9PUKdOOEaPxvH00yCLHUUJpigKHaZN48LRo5zY\nfHkX+f1Ll/LdiBG0nzoVpYinsrgrdSWtw1IC1/dDdVxeH6al7Cf42w6kt5qOu/KdBT6PipVwx1CC\nXR04b5tKhnmrV7+hOEmyzeGCdTFlHPdSxtEHlaur7BRkBNHM2ZxmzuacV88Tb/6TP81/cFY7A4DJ\nMOH+e+J0UaKWQKKWwB52Zx0X5SlPhB5BpKccEZ5IIvUIAo0gn00rMzBIU1I5p53nvHqOc9pZzqvn\nOKOdwaPkb8+f8u7y1HLVoaa7FmF6WIFj83CBZOvnJFvnYyg5bwgc6GpFhP1JzHrOmwpfDfPB+QRs\neQLF410uXw+oQNqtn6OHNyq0c+XG0HVWDx/OoVWrvNor33or7SZPLvLf49JG7txCiFLBfeedpDZv\nTsD//R/mtWuz9StuN7ZXX8W0Zg0ZM2agV6vmgyiFyBuTzUb3zz5jfufOJP75Z1b77o8+IiAigtbj\nxhV5DJ5yN5J6+3oCNwzAlHB5E1fFnUrQ9/djr/905joXteAjPxa9GtHp/yPD9BPnbW/h0v7y6teV\nFBJtM0i2zKOs8z5QbyjQ+SL0CCIcLWnhaEmSksRh8yHiTX9y3HQsx8Tl79yKmxOm45zguFe7TbcR\naoQSqpchRA8l9OJXgBFAgBGAzbBhMwIw5fOtlxs3GUoGdsWOXckgXUknRb3ABa+vZByK49+fLAcm\nw0ysO5Zq7mrUcNUk1CjY9L9LdFJRKnzF0dBV6ErOU9AsnppEZDxGgOfGQjln5old2La/kOP6FXe5\nlqTf8hFGQP6nHOaXYRhsGDPGa8QUoFzDhnSdMwfNXDijSdcSSVqEEKXGpdLIlvffx/bCCzluSGn6\n+WeC27QhY9IkXAMGFPniSyGuli0sjJ6LFrHgtttIPX75DfLWKVMICA+nyfDhRR6DERRLWucVBPw8\nAsuBud7x7XkT07mtpLd+HyMwOpdnyDsFhUB3SwJSbyTF/A2Jtpl4VO/KVbp6gQTbu6gNQ0j03Eeo\nswdaAd9klzXKUtbZmEbOxrhxc0I7zhHTYQ6bDnNaO5XjOpic2FU7duycuThykxuzYcZkmNFQ0dBQ\nDQ0NDUc9BxutG9AVD5f+cylu3DlMpSoIxVCI9lSgirsKVdxVqeCpWKibb3qURC5YFpNsmY9aJoXs\npVJA06MItz9MsOu2Au+58ndK2lECNz6A6dzP2foctYdib/IKaJZCO9+V/PzGG+yYOdOrrUy1avT4\n4gusoaHFEkNpI0mLEKJ0uVga2d22LYEPPYS2M/vGdUpaGoGPP47r22/JmDYNQ0pNihIqtFIl7lq8\nmAVdumBPuPwG/vvnnsMaGkr9AQOKPgjNRkaLt/FENMG29RkU4/JIhOn0RoK/aUNGy+m4YwtnQbGC\niVDXnQS7OpJsnU+ydR664r2Hi2JOIdH8HknWjwhx3k6osw8WvWqBz23CRGVPFSp7qtDGkbkD/Cnt\nFCdNl9eEpKkFK5HsUly4ckpEiqhWSLAeTAVPRaLdFajoqUh5T3nMFP4bd6d6gGTrAlLN32Lksp+L\nqpehrKM/oc7eqBRuUQnT4SUEbHki2/4rhmol46Y3cVW/r1DPdyU7Zsxg86uverUFRUdz15dfElS+\n6Ed5SitJWoQQpZJeuzapq1djff11rFOn5lwaeflytF9+kdLIokQLr12bHl98waJu3XClXX7DvPrx\nx9GsVurcffcVHl1IFAVnrQfwlK1H4PeDUO2ns7pUxzmC1vfFUWso9iYTCm1zPpVAwhyDCXX05oJ1\nAUnWeRj/2FPFUOxcsC7mgnUxAa6WlHH2IcDdHKWQRg4sWLOSGLi4r4iSkrVm5Jx2jvPqOc5rCYU+\nIpJfZsNMhCeCCD2SSE/kxe/lCClAWeJ/Y+Am3bSZC5aF2dYj/Z2qh1LGeS9lHL2vek1SrlypBPwy\nBsuBT7N16YGxpLf9BE9EwaYT5seujz5i/TPPeLVZy5Sh56JFlKlatdjiKI0kaRFClF4WC45x4y6X\nRj58ONshWaWRhwzJLI0cVMg3VCEKQXSTJnT77DOW9OmDx3nxU2zDYOXF6kPFkrgAnqiWpN6+gcAf\nh2I6vdGrz/rn+5hObyS99Uz08Jw3gL0aGiGEOR4g1NHnigu6M8ybyTBvxqRHE+K8gxBnV0xGwaet\n/Z2CkrluxR3KdVTPajcwSFVSs9aXXFAvkKJcIEVNyVqLknHxe16nm12iGmrWehibYSPACCBYD8lc\nM3NxDU2oHkpQMRYCcCnHSbF8TYrlazxq7hv5Gu5Awt39KeO4u/CTFUA79wsBPz6ElpJ9A1ZXxY5k\ntHoXw1Z8I+m7PvqItU8+6dVmCgjgzgULZC+WQiBJixCi1PO0aEHKxo0EjB2LZe7cHI+xfvABpu+/\nl9LIosSq3LYtt3/4Id/cfz+6O3OKlqHrrBw2DEPXqXvPPcUShxEYTVr7r7DumYr1t0koxuXqVFry\nPoJXxOFoMCJzw75CXD+gEUq44yHKOO7hr5TZmCuuw6NmL13sVk+RaJtFonU2Ae6bCHF2I9DdGhVr\nocXyTwoKIUYIIZ4QYjwxuR5nYODEiUdx40HPXLlycQ3LkSNHqFa5GtrFNS4aKpphwoKlRGx2qWMn\n3byRFMtSMky/XPFYkx5NqONuzv5en7DqhZfAZvHYse2chOX3t7z2EwIwVAv2xi/grPtogTdDzY/f\nPviA755+2qtNs1rp9tlnVLzppmKLozSTpEUIcW0IDSVj+vTLpZETErIdou3fT1DHjjieeUZKI4sS\nqXrXrtw2axYrHngAw5OZLBi6zspHHsHQderdW/Qb5QGgajgajsRdoR0BPzyIlnooq0sx3Nh2vY75\n2Dekt3oXPaxwNgm8RCMU49QdVA55jDTzepItn+Mw7cl+oGKQYf6JDPNPKEYgQa62BLs6EuC+EcVH\nb38UFKxYwfhbAnVx4CU5I5kIPcInceXGwEW66SdSzatJN/+AoWRc8XibuzFlHH0JdLdBwcRZPb7Q\nY9LObSNg86NoyX9k6/OE1iK9zaxCHenLi52zZrFu5EivNtVspuucOVS59dZijaU0kzuyEOKa4u7e\n/XJp5DVrsvUrHk9maeTVq8mYOVNKI4sSp1aPHgBeiQuGwarhwzE8nuJZnH+RJ7IZqV03ErB1NJaD\n87z6tMTdBC+/9eKoy9OgFe5Ih4KJYFcHgl0dsGu7uWD5kjTzWowcSv8aSjqplhWkWlag6mUIcrcj\n0NWaAHdT1KJaAe+ndNLIMG0lzfwD6abv0dWUKx6vGAEEuzoS6uiJVS/4pqO5cmdg3fU61r3Tso2u\nADhqDsbe9BUwFe/Pc8fMmawfPdqrTbNY6Prxx1x3223FGktpJ0mLEOKaY0RHk75wIZbZs7GNG4eS\nkf3TQ9PWrVIaWZRYtXr0QFEUVjzwQNZUMQyD1Y89hisjg8YPPVR8wZhDyGj1Lq5KXQnY8jSq/XLJ\n36xRl8OLsd84GXeFovnU2eZpgC2jAXrGU6RaVnHBshSnlv2TeABdTSbFsoQUyxIwzAS4GxPgbkmg\nuyVmvUqJmIpVnAwMXOpB0k2bSTdvxq7thDxsSGl11yfE2Z1gV/siWa/yd6Zj32L7ZYzXiN4lemAM\nGS3+h7tihyKNISdb//tffhw/3qtNs1i449NPqSbFXQqdJC1CiGuTouB88EHct9xCwEMPYdqxI/sh\nl0ojr1iRWRq5XDkfBCp8pXfv3qxdu5Y5c+bQvXt3X4eTTc0770RRFJYPGXI5cQHWjx5NxrlztBg7\ntlh33HZXuoPUqFbYto7GcugLrz7tQjxBa3viqtSNjKavYARXLpIYVIIJdd5FqPMuHOofpFiWk2Ze\ni0c9n/MDFBcZ5q1kmLeSwDQ0PRKb+wYCPI2xuRtj1qsW6j4iJYGBjlM9iN30K3ZtB3bTjmz74eRG\n08sR7OpAiPN2LHqNIo4U1JS/sP0yBvPxlTn2O6v3J6PpK2ApnA0x88rQdTa+8ALb337bq12zWuk2\ndy5VOxR/AnUtkKRFCHFN02vVIm3VKqyTJ2N9882cSyOvWIHWqlVmaeTOhbMXhSjZ3nrrLTRNK9Y3\n/VejRvfudJ0zh+WDB1+uKgZsmTyZtDNniJsyBVUrvI0D/41hDSejzSxcle8k4OcRXqMuAOajyzCd\nWIOjwdM46j0GWuHu1fF3Vr02VnttIuyPY9d+JdWyhjTTd1ec7uRRz5FmWU0aq4HMfUVsnvpYPHWw\neupg9dRGM8r5zWiMgYFHOYND23fx6w8c2u5/nfL1d6pelmBXHEGuDtg8jYoniXOnY939ZuZUMD37\nni96YEUybvof7piORR/LP3hcLlYPH55tp3vNZstMWNq3L/aYrhWStAghhMWC4/nncXfokHtp5LNn\nCerbF8fgwdgnTpTSyKXY9u3bmTFjBhs2bKBGjaL/NLmgqnftSrd58/i6f3/cf5vquPujj8g4d44u\ns2YVe0zuyt1IKX8ztl/HY9k/B4XLZX4VTwa2na9gOfAp9hvG46rco0inXypoBHiaEZDRjEhGkGH6\nhXTTJtJNm3Frx6/4WF1NJl3dRLp5U1abpodj8dTErFfBolfB7KmCWa+MZkT6LJnJTE7O4lIP49QO\n41KP4FIP49Di0dXEfD+f2VM5c8qcqxUBnibFV7jA0DH/tQDbjomo6ceydysqzloPYm/0PFiKf1d5\nd3o6S/v14/A/1kNaQkLoPm8esW3aFHtM1xJJWoQQ4iJPixak/PBDZmnkT7NvVAZg/fDDy6WRmzYt\n5ghFUUtJSWHo0KFMmzaNiIiSVcnpSqq2b89dS5awtG9f7ImX36Qe+PprvuzZk/qvvFL8QVnLYm/x\nX1w1BmLbOgrT+W1e3WrqYQI3DsYdOR17k5fxRLUs8pAUzAReXL8C4FKPZiUwdtOOHBfx/5NHTSBD\n3UIGW7yf2wjApEdh0sujGeUw6VFoRlk0PRLNCEE1QlAJRjVCUAzrxURAy5boGBiABwM3huJAVy6g\nK6l4lBR0UtDVZNzKWdzqWTzqadzKGdzqGQzFfvV/L0YANvcNmX83rpaYjdzLNhcV7dQGAraNQ0v8\nLcd+d7mWZDSfXOjV6PIq4/x5tjz6KEl7vCvVBZYrR4+FC4lq3NgncV1L/DZpKelzjYUQfiokhIy3\n384sjfzEEzmXRj5wgKBOnXCMGoVj5EgpjVyKjBgxgo4dOxIXF+frUPKtYvPm3P3tt3zZqxcpxy5/\nSn1882aSH3yQmC+/pEyVKsUelyeyCWm3rcZ84FNsv76E6vBeX2I69wvBq7rgiumMvfEL6GHFtwmf\nWa9EGWdfyjj7YuDCof2BXdtBhulX7KadGEpanp/LUDJwaYdxadlHaq/8QBMKZtQbPBxUdVDc//6Y\nAlL1EGwX1+3YPI2xemr5rAy0en4Hth0TMJ/8Lsd+3VYee5MJuKrd7bOCKIn797Okb1+SDhzwai9T\nrRo9Fy+mrFSZLBZ+eaf1l7nGQgj/5e7WjdQbbyTgsccwr16drV/xeLC99hqmNWvImDEDvXr1HJ5F\nlAQTJ05kypQpufYrisKyZcs4evQou3fvZv369cUXXCELr12bu1eu5KvevTn/++9Z7akHD/J5XBx3\nfPIJMa1aFX9gioqrxkDclbph3fkqlvgPvDalBDAfX4np+CrclbthbzCy2PfaUDBnViHzNKCssz8G\nHpzqXzj/th7EqcXnaTQmfyd2Y+BGKaKlR4phw+KplbUmx+qpjVmv5vMCA9q5bVh3vYH5+Lc59huq\nGWfth7A3fMYnU8EuObxuHcsHDcKRnOzVHtWoEXcuXEhQVJSPIrv2KElJSca/H1ZybN++nYEDB2bN\nNb7WR1ri4+OpWbOmr8MoUvIaSwe/fY2GccXSyABGYCAZkyaxt2VLataqVcwBin+TmJjI+fO5VI+6\nKCYmhhEjRjB//nyvD8Q8Hg+qqtK8eXNWrFiR6+Pj4wt/E72CcF24wNannyZx506vdsVkosGYMVS+\n804fRZbJmnGI2KPTCUtcn+sxSWVv5mTMA6QFF9/Iy7/zgO0kBJxAsZ0E28nL37Xs07MM3Yyiuool\nMsMdAI4KGBkVwF4Bw14B7BXBXgFKUAW04JQdVDg+mzLJP+V6TEJ4B45XGo7DFluMkXkzDIND8+fz\n+3//e3k/pIsimzen6eTJmGRtY6G70vsEv0paUlJSaNeuHW+88QZxcXGEhYVJ0uKvbwTzQV5j6eDv\nr1GNj88sjfzrr7kek3jLLWizZ0tpZD916tQpkpKSvNpatmzJpEmT6NKlC1V8MLWqINwZGawcNoz4\nJUuy9TUeNoxbJk5E9fHURu3MJmy/voTp7JZcj3FViMNR/wk85W/Jmh5U0q4nBga6kpy1vsSjnsGt\nnEFXUnGrZ9GVVHQl5eL3VAwcGHhy3w/F0FAwoWBBNTLXwWR+BaMZIWh6JCajXOb6GT0KkxGFaoSW\nuKpmWT8nw8B0ci3WPf/FdPqHXI93R7XG3uQlPJHNijHK7DxOJ+tGjWL3nDnZ+ur27Uv7adMwWQt3\ns1RfKWm/S1fiV9PD/HmusRDCv+k1a2aWRn799VxLI4d9/z16q1ZkvPUWbtkJ2e9ER0cTHR2drb1i\nxYp+l7AAmAICuP3DD/np9dfZ8vrrXn073nuPhD//5PYPPsBWtqyPIgRPVCvSOn2L6fi32HZOynER\ntvnkd5hPfoenbH0cdYfjqtrLB5FemYKSuejeKItVz/toq4EOuDFwceDAQWpUrw2YfD51q7Aouh1z\n/MdY972Dlrwv1+PcEU1xNHoWd4U4n2/km37uHN8MHMjxTZu8OxSFOv/3f3SaMEGWJ/iIz38rJk6c\nSFhYWK5f4eHh/Pjjj3z++efs3r2bCRMm+DpkIcS1ymzG8fzzpK1Ygadq1RwPUc+eJeiee7A9+SSk\n5X0RryiZ/P3NiaKqtBw7liaTJmEKCPDqO/Ldd8y79VbO7trlo+guUhTcsV1IvX0Dae3m487lU3Yt\naQ+Bmx8l5MvrqXDsfZT0U8UcaOFTUDNHUwgC3YaCpVQkLEracaw7JnL9r90J3PJ4rgmLO6olae2/\nJO22Nbgrtvd5wnJq2zbmtWuXLWExBwfTfd48qg8c6PfXBH/m8+lh1+JcYyGE/1PT0qg0dSrlcph6\nc4m9UiX+mjCBtAYNijGyouEv0wdEzuLj4ymTlsbS++4j9bj33iSa1Uq711+nwf33l4w3ZIaBdmoD\ntl2TMZ3ZlPthioa7YkecNQbgjukEqrkYgyx8/jRNJ0ceJ6bjK7Ds/xTTybUoRvbR6Etc0e1wNByF\np3zrYgwwd4ZhsOO999j4wgvoLu81SGWqVqX7vHlE1K3r/z+jHPjTa/J50pJXpW2ucWHxp39sV0te\nY+lQWl+j6euvM0sj5/Lhi6FpOEaOxDFqlJRGFj5z6fcv7fRplvXvz6mtW7MdU7tPH9pPnYolONgH\nEeZMO/MT1n3vYDr69RXfBOu28riuuwdn9fvQy/hnMQx/vUaqSXuxHJiL+eB8VMe5XI8zFA1X5R44\n6z6KJ7Lk7HFlT0pizWOPsX/Zsmx9sW3a0HXOHAIu7tnkrz+jK/Gn1+Q3d9DSNtdYCFE6uO+443Jp\n5FWrsvUrHg+211/PLI08c6aURhY+FVS+PL2//poNY8aw68MPvfr+WLiQMzt20PWjj4isXzIqdnmi\nWpAe1QIl9RDWfTOw7P8ExZ2a7TjVfhrr3v9h3fs/PGENcVbtjatKT4zgyj6IuvRTU/7CfGgR5sOL\n0ZL2XvFYwxyKs+YgHLWHYgRVKqYI8+b0jh0sHzSI5EOHsvXd8MgjtJkwAc3s3yN4pYlfT5wsEcPY\nQohrnlG+POnz53N4zBiMf6wbuMS0bRvBN9+Mae3aYo5OCG8mq5X2U6dy28yZmP9RsjUxPp55cXHs\nmDEDwyg5EzGM4KrYm03iwl17yGg2ifSA3JN/LXEXAb++SOhX1xO0sjOWfe+hpB4pxmhLJzXlLyx7\n3yZoRXtCltyAbefEKyYsnrCGHK46mgt37cXeZEKJSlgMXeeX//2P+R07ZktYLKGh3PHxx7SdNEkS\nlhLGb0ZacpKQw07VQgjhE4rC2V69CO/VK9fSyEZQEJ7ri3fDPCFyU+fuu4lq3JhvBg3i/N7Lbz49\nDgfrn3mGv1avptM775SszfMsZXDWeYR4tT11wlMw7/8Ey+FFKK6UHA83nd2C6ewWAn4ZgyesAa7Y\nLrhjuuCJaAyKX39uW/R0D9r57ZiOrcB8bAVa8u//+hDDUgZn1btx1uiPHt6Is/HxlDWXnOmGACnH\nj7Ny2DCObdyYrS+qUSO6zplDmVwKrQjf8uukRQghSpqs0siTJ2OdMsWrNHLGW2/JHi6iRAmvVYt7\n1qxh3ahR7J0716vv8Jo1fNqyEBA4FwAAHMFJREFUJe2nTqVGSdsPTVHwRDbFE9kUe7NXMB9egvmv\nBZhOf5/r2hctcTda4m7Y9Qa6rRzu8rfgjr4ZT/mb0UOu83nlKp8zDNQL8ZhOb0Q7tRHT6Y2ojisX\nSoKLBREq3IqrWl9cle4AU86jzb5mGAZ/fPEF60aNwvGPNdIAjYYO5eaJE0vN/iulkSQtQghR2Mxm\nHM89h7tjRwIefhjtr79wDBoke7eIEskcGEin6dOp3K4d340YgfPChay+jPPn+XrgQOrcfTdtX3uN\ngPBwH0aaC1MQrur34qp+L0rGacyHv8J8aBGmcz/n+hDVfhbL4UVYDi8CQA+MwV2+NZ5yLXBHNkMv\nWw/UUv4WSXehJu7BdO4XtLNbMpOUjLyXkXZHtcJVtReuyndi2CKLMNCCSztzhvWjRuW40aotLIwO\n//tfyUvMRTal/DdSCCF8x9O8OakbN2J9800cTz/t63CEuKI6ffpQoXlzVg4bxonNm7369i1YwJF1\n62g3eTI1e/QosWtKjYDyOOs8jLPOwyiphzEfWYr52HK0s1uuWH1MTT+O5a8F8NeCzOfRAvFENMIT\n0QxPRGM8Zeuhh9bw37LKHifqhXi0pL1oCTvQzm1DS9iB4rHn+SkMRcMT1QpXbJfMRCUopggDLhyG\nYfD755/z/bPPYk9MzNZfqW1bOr/7LsEVK/ogOpFfkrQIIURRCg7G8cILvo5CiDwpU6UKvZct45f/\n/pefXnsN3e3O6ks/e5blgwdz3YIFxE2ZUuLf6BnBVXDWewxnvcdQ7OcxnViF+dgKTCfX5boG5hLF\nk47pzGZMZy4nb4ZqQQ+tiadsffSyddBDquEJroYeUhUsZYv41eSN4khETfkLNfWvzO/J+9CS9qIm\n/4liuP/9Cf7BsJTBVSEOd2wXXBU7gbVkvM68uHDkCGufeorDORQ/0axWWj3/PE2GD0dRZW2Tv5Ck\nRQghhBBZVJOJ5iNHUrVjR1Y+8ojXIn2AgytWcOzHH7l5wgQaDBzoF2/6DFsEruv64bquH+gutPO/\nXl67cfanPI04KLoTLWkPWtKebH26JQw9uApGQDR6QDRGQPmL/18ew1oWwxya+WUJBXNo3osA6B5w\np6A4L6C4kjO/O5NQM06jZJz62/dTqKmHUJzJ+f2r8WJogbijWmat9fGEN/K7aXK6x8Nvs2bx44QJ\nuNLSsvVHNWpE5/feI6JuXR9EJwrCv/4lCiGEEKJYRDVqxL3r17N16lR+/s9/vHYKd164wNonn2Tv\nvHncOnkyUY0a+TDSfFLNeMo1x1OuOTQYAR4H2rlfMJ3dgnZuK9q5baj2M/l7SmciakL26Ue5MVQr\nqGYM1ZQ55Uw1c73LhWmHgWK4QHeD7kLRnfl9dfmiB1TAE9kUd2QzPOVa4IloApqlSM9ZlE7+8gvr\nR43idA7VGzWbjZZjx9Jk+HBU2ejXL8lPTQghhBA50iwWWjzzDDW7d2f1449zautWr/6TW7bwWbt2\nNBw0iFbPP5+1c7hf0ax4yrfGU7515p8NAyXtKKbz29DObUdN2ouWtCdfi9T/jaI7QHfw95VBRZ0q\n6IEVL05tq4c7ogmeyGZ+sS4lL9JOn+bHl15i72ef5dgf07o1HaZNI0w29/VrkrQIIYQQ4ooi6tbl\n7m+/Zef77/PjhAm409MvdxoGuz78kD8XL6bls89y/QMP+Pcn2YqCEVwZV3BlXFV6Xm52JKAm7slc\nI5JyEDX10MXvh4t8RCSvDNWKHlIVPbgqekg19JDqeMrWw1O2vl+tR8krj9PJjhkz2DJ5Ms6U7OuU\nLKGhtHnpJRref79fTGMUV+bHVxUhhBBCFBdV07hh2DCu69KFDWPGcHDFCq9+R3Iy6595hp2zZtFm\n/Hiuu/32Eltl7GoY1nA80Tfjib7Zu0P3oGScQE07hpJxGjXj1OXv9rMX16Nc/HJeQHGn5u+85hCv\nNTGGORTDVi5r7UzW96BYjMCK18SmmYZhEP/VV/z40kvZdrS/pGaPHrR99dUSXzBC5J0kLUIIIYTI\nszJVqtB93jz+WrWKDWPHknTggFd/Ynw8y+67j5iWLWnz8stUaNbMR5EWE1XDCKqEJ6hS3o7XPWC4\nLq5ZcYPuBN3FX38dolr1Wv9Y62K5JpKQ/Di+aRPfjxvH6W3bcuyPqFuXdq+9RqW2bYs5MlHU5DdB\nCCGEEPlWrVMnBmzeTJsJEzAHB2frP755M/M7dOCbQYNI/Edic01TNdBsYA7BsIZlVhoLisVlLY8R\nEIVhDQNzSOYxkrBkOb9vH0v79WPh7bfnmLBYy5Sh3euvc9/GjZKwlFLy2yCEEEKIq6JZLDR7/HEG\n/fIL9QcMyHHdQPxXX/HxjTey8uGHSYiP90GUwp+d27uX5UOG8EnLltmmJAIomsb1DzzA/du20fjh\nh/17PZW4IklahBBCCFEgQdHRdHzrLe774QeqduqUrd/QdX6fP5+PmzdnxYMPcn7fPh9EKfzJ2V27\n+HrgQD5t1Yo/Fy8Gw8h2TPU77mDATz8RN2UKgZGRPohSFCdJWoQQQghRKCLr1aPHggX0WrIk571b\nDIM/vviCT1q25OuBAzn5yy/FH6QosQzD4PjmzSzt14+5N9/M/qVLczyuQvPm3P3tt3T79FPCa9Ys\n5iiFr8gYmhBCCCEKVaW2bem3bh1/fvklWyZPJuGPP7wPMAz2L13K/qVLiWnZkqaPP061zp2lLO01\nSvd4OPD112x7++1sewH9XWT9+rR45hmqd+tWqirTibyRpEUIIYQQhU5RVWr36kWtnj2JX7qULZMn\nc37v3mzHHd+8meObNxNWqxZNhg+nTp8+mAMDfRCxKG7O1FR+//xzfn3nHZIOHsz1uKhGjbhp9Giu\n69JFEttrmPzkhRBCCFFkFFWlVo8e9P/hB+745BPKNWyY43GJf/7J2ieeYFa9etlHZkSpc3rHDmbV\nq8e6kSNzTVjKN23KnfPn02/9eqp37SoJyzVORlqEEEIIUeQUVaVGt25Uv+MOjqxbx7Zp0ziyfn22\n4ywhIZStUaP4AxTFKqJuXUxWK84c+qp26kTTxx4jtk0bmQYmskjKKoQQQohioygKVeLiuOurr7j3\n+++pc/fdKJqW1X/9Aw+g/u3PonQyWa00uP/+rD+rZjP17ruPAZs302PBAirdfLMkLMKLJC1CCCGE\n8Imo66/ntpkzGbxjB02feILgihVpMGCAr8MSxaThoEEEVahA85EjGfLbb3SaPp2IunV9HZYooWR6\nmBBCCCF8KrRSJW5+6SVav/CCjLJcQ0JiY3lg9275mYs8kZEWIYQQQpQI8ub12iM/c5FXkrQIIYQQ\nQgghSjRJWoQQQgghhBAlmiQtQgghhBBCiBJNkhYhhBBCCCFEiSZJixBCCCGEEKJEk6RFCCGEEEII\nUaJJ0iKEEEIIIYQo0fwqaenatSthYWFZX+Hh4Tz44IO+DksIIYQQQghRhEy+DiA/FEWhf//+vPji\nixiGAYDNZvNxVEIIIYQQQoii5FdJC0BAQACRkZG+DkMIIYQQQghRTPxqehjA4sWLqV69Oi1btmTc\nuHGkpqb6OiQhhBBCCCFEEfKrkZa7776bSpUqER0dzb59+xg/fjx79+5l0aJFvg5NCCGEEEIIUUSU\npKQkw5cBTJw4kSlTpuTarygKy5Yto3Xr1tn6fv31V+Li4tiwYQPXX399UYYphBBCCCGE8BGfJy2J\niYmcP3/+isfExsbmuODeMAzKlSvHrFmz6NGjR1GFKIQQQgghhPAhn08Pu1S++Grs3r0bj8dD+fLl\nCzkqIYQQQgghREnh85GWvDp06BALFiygU6dOhIeHs2/fPsaNG0dgYCDfffcdiqL4OkQhhBBCCCFE\nEfD5SEtemc1mNmzYwIwZM0hLSyMmJobOnTszevRoSViEEEIIIYQoxfxmpEUIIYQQQghxbfK7fVry\nKykpidGjR9O8eXMqVKhAgwYNGDFiBImJib4OrVDNmTOHbt26UaVKFcLCwjh69KivQyqwWbNm0ahR\nI6Kjo2nXrh2bN2/2dUiFatOmTfTr14969eoRFhbGvHnzfB1SoXrzzTeJi4ujcuXK1KhRg3vuuYff\nf//d12EVqlmzZtG6dWsqV65M5cqV6dSpE6tWrfJ1WEXqzTffJCwsjNGjR/s6FFFAvXv3JiwsjKVL\nl/o6lKtWGu7xpeleV9qv+6Xl+nf69GkeeeQRatSoQXR0NC1btmTTpk2+Dutflfqk5eTJk5w6dYqX\nX36ZzZs3M3PmTDZt2sSDDz7o69AKVXp6Ou3bt2fs2LGlYrrc4sWLGTt2LCNHjmTjxo00b96cPn36\ncPz4cV+HVmjS0tKoX78+r732GoGBgb4Op9Bt2rSJoUOHsmrVKpYtW4bJZKJHjx4kJSX5OrRCExMT\nw4QJE/j+++9Zv349t9xyC/fddx979+71dWhFYuvWrcyZM4cGDRr4OhRRQG+99Raapvn9/cLf7/Gl\n7V5Xmq/7peX6l5ycTOfOnVEUhS+++IKff/6Z119/nXLlyvk6tH91TU4PW716Nffccw+HDx8mODjY\n1+EUqh07dhAXF8fOnTupVKmSr8O5ah06dKBhw4ZMnTo1q61p06b06NGDcePG+TCyohEbG8sbb7xB\nv379fB1KkUlLS6Ny5cp89tlndO7c2dfhFJlq1aoxfvx47r//fl+HUqiSk5Np164db731Fq+99hr1\n6tVj8uTJvg5LXIXt27czcOBANmzYQI0aNZgzZw7du3f3dViFxp/u8aX9Xldarvul6fo3YcIENm/e\nzIoVK3wdSr6V+pGWnFy4cAGr1VoqP90uDVwuFzt27KBdu3Ze7XFxcWzZssU3QYkCS0lJQdd1ypYt\n6+tQioSu6yxatIj09HSaN2/u63AK3ZNPPknPnj1p06aNr0MRBZCSksLQoUOZNm0aERERvg6nSPjL\nPf5auNeVlut+abr+LV++nKZNmzJkyBBq1qzJzTffzPvvv+/rsPLEb6qHFZakpCReffVV7r//flT1\nmszZSrzz58/j8XiIioryai9XrhwbNmzwUVSioMaMGUOjRo1K3Rv6vXv30qlTJ+x2O8HBwXz66afU\nrVvX12EVqjlz5nDo0CFmz57t61BEAY0YMYKOHTsSFxfn61CKhD/d46+Fe11puO6Xtuvfpdfy6KOP\n8tRTT7Fr166sSrwlfVql3yYtEydOZMqUKbn2K4rCsmXLaN26dVZbWloa/fr1IyYmhpdeeqk4wiyQ\nq3mNQpREzz77LD///DPffvut38+h/6datWrxww8/kJyczNKlSxk2bBjffPMNderU8XVohWL//v28\n/PLLrFy5ssS/CbxW5fVecfToUXbv3s369euLL7irdC3c40u70nDdL43XP13Xadq0adb0w4YNG3Lg\nwAFmzZolSUtRGT58OPfcc88Vj4mNjc36/7S0NHr37o2qqnz++edYLJaiDrHA8vsaS4uIiAg0TePM\nmTNe7WfPns32iZQo+caOHctXX33F119/TeXKlX0dTqEzmUxUrVoVgEaNGrFt2zbeeecdpk2b5tvA\nCsnPP/9MQkICN910U1abx+Nh06ZNfPjhh5w4cQKz2ezDCEVe7hUxMTHMnTuXP/74g4oVK3r1DR48\nmObNm5eoOe7Xwj2+NN/rSst1vzRe/8qXL0+tWrW82mrVqsWMGTN8FFHe+W3SEhYWRlhYWJ6OTU1N\npU+fPgAsXLiwxM9zvSQ/r7E0MZvNNG7cmPXr13PnnXdmta9bt44ePXr4MDKRX8888wxLlizh66+/\npnr16r4Op1jouo7D4fB1GIXmjjvuoEmTJl5tjz76KDVq1GDEiBF+d8MujfJ6r3jhhRd4/PHHvdpa\ntmzJK6+8QpcuXYoqvKtyLdzjS+u9rjRd90vj9a9FixbEx8d7tcXHx/tF8Sa/TVryKjU1lZ49e5KW\nlsbcuXNJTU0lNTUVyLwo+uM/uJycOXOG06dPEx8fj2EY7Nu3j6SkJCpVquSXC+CGDx/OsGHDuOGG\nG2jRogWzZ8/m9OnTDBo0yNehFZq0tDQOHjyIYRjous6xY8fYtWsXYWFhpWIEbeTIkSxYsIC5c+cS\nGhqa9WliUFAQQUFBPo6ucLz00kt06tSJmJgYUlNTWbhwIT/++CMLFy70dWiFJjQ0lNDQUK+2wMBA\nypYtS+3atX0Ulbga0dHRREdHZ2uvWLEiVapU8UFEBefv9/jSdq8rbdf90nj9e/TRR+ncuTNTpkzh\nrrvuYufOncycOZPx48f7OrR/VeqTlh07drBt2zYgs4wggGEYpW49yAcffMDrr7+OoigoikLfvn0B\nmD59ul+W0e3ZsyeJiYlMmTKF06dPU7duXRYuXFgq3sxf8uuvv9KtW7esub6TJk1i0qRJ9OvXj+nT\np/s4uoKbPXs2iqJ4fYIImZ/CPfPMMz6KqnCdPn2ahx9+mDNnzhAaGkr9+vVZtGhRtmpApY2/zk8X\n2fn7z9Lf7/Gl7V53LVz3/f135oYbbmDu3Lm89NJL/Oc//yE2NpZx48YxZMgQX4f2r67JfVqEEEII\nIYQQ/qN0lEIQQgghhBBClFqStAghhBBCCCFKNElahBBCCCGEECWaJC1CCCGEEEKIEk2SFiGEEEII\nIUSJJkmLEEIIIYQQokSTpEUIIYQQQghRoknSIoQQQgjhA5MmTSIsLIyzZ8/6OhQhSjxJWoQoBJ98\n8glhYWE0b97c16EIIYTwE4qiFOoO66tXr+a1114rtOe7kk8++YQWLVoQHR1NkyZNePfdd4vlvOLa\nJUmLEIVg4cKFVKlShf3797Njxw5fhyOEEOIatGrVKiZPnlzk5/nwww95/PHHqVOnDm+88QYtWrTg\n2Wef5c033yzyc4trlyQtQhTQiRMn+PHHHxk/fjwVK1Zk/vz5eXqc3W4v4siEEEKIwmW325k4cSKd\nOnXio48+YsCAAbzzzjv06dOHKVOmkJiY6OsQRSklSYsQBbRw4UKCgoLo0qULPXv25Msvv8QwDK9j\nwsLCGDFiBF9++SWtWrUiKiqKL7/80us54uLiqFChAlWrVmXQoEEcPnzY6zk2b97MkCFDaNiwIeXL\nl6dOnTo88cQTJCUlFcvrFEIIUTQSEhJ48MEHqVy5MlWrVuWpp54iLS3N65jvvvuOrl27EhsbS2xs\nLL1792bXrl1Z/Y8++iizZs0CMu85YWFhhIeHc/ToUQDmzp1Ljx49qF27NuXLl6dp06ZMnTo12/3q\n32zcuJHExESGDBni1T506FDS09P59ttvr+avQIh/ZfJ1AEL4uwULFtClSxesViu9evXi7bffZt26\ndcTFxXkd9+OPP7JkyRKGDh1K+fLlqVWrFgBTp07l5ZdfpmfPnvTv35+kpCTef/99unTpwg8//EB4\neDgAX331FSkpKQwePJjIyEj27NnDxx9/zL59+1i5cmWxv24hhBAFZxgGQ4YMISYmhhdffJFdu3bx\n0UcfceLEiayR+4ULF/Lwww8TFxfHiy++iMPhYM6cOdx+++2sW7eOGjVqMGTIEE6dOsX69et5//33\ns5KRyMhIAGbPnk3t2rXp1KkTNpuNDRs2MGHCBFJSUnjhhRfyHO9vv/0GQOPGjb3aGzdujKqq/Pbb\nb/Tr168w/mqE8CJJixAFsHv3bvbu3cv48eOBzIt29erVmT9/frakJT4+nu+//5769etntR07doxX\nX32VZ599lpEjR2a133XXXbRo0YJ33nmH559/HoCXXnoJm83m9Zw33ngjDz30EFu2bOGmm24qolcp\nhBCiKMXGxnpNLY6KiuI///kPGzZs4MYbb2T06NH079+fadOmZR0zYMAAmjVrxuTJk5k5cybNmjWj\nevXqrF+/nt69e2c7x/Lly73uIUOGDOHJJ5/k/fffZ+zYsZjN5jzFeurUKQDKly/v1W42mwkPD8/q\nF6KwyfQwIQpgwYIFhIeHeyUovXr1Yvny5WRkZHgd27x5c6+EBWDp0qV4PB569uxJQkJC1ldISAj1\n6tVj48aNWcf+/WaTkpJCQkICN954I4ZhyOJ/IYTwU4qiMHToUK+2YcOGYRgGK1euZN26dSQnJ9Or\nVy+v+4Tb7aZly5Ze94kruXQP0XWdpKQkEhISaNWqFWlpafz55595jtdut+ea4Fit1mz3PiEKi4y0\nCHGVDMNg8eLFtG7dmiNHjmS1N2nShNTUVL755huvT7uqVauW7TkOHjyIYRg0a9YsW5+iKFStWjXr\nz8ePH2fcuHGsWbOGlJQUr+MuXLhQSK9KCCFEcbvuuuu8/hweHk7ZsmU5cuQI0dHRGIZBjx49sj1O\nURQ0TcvTOTZv3syECRPYvn07TqfT6znycw+x2Wy4XK4c+xwOBwEBAXl+LiHyQ5IWIa7Sxo0bOX78\nOCdOnGDZsmVefYqisGDBAq+kJacLua7rKIrCokWLUNXsA5+XHqPretZozIgRI6hZsyZBQUHous5d\nd92FruuF/OqEEEKUBJfuE++++y7R0dFX9RyHDh2iZ8+e1KhRg9dee42YmBisVis7d+5k/Pjx+bqH\nXIrh9OnTXlPEXC4XCQkJVx2jEP9GkhYhrtL8+fOJjIzkzTffzFZ9Ze3atcybN4/z588TERGR63Nc\nGn2JiYnJWpifkz179hAfH897771H3759s9oPHjxYwFchhBDC1w4cOOA12pKQkEBSUhKVK1emWrVq\nGIZBREQEbdu2veLz5LZR5YoVK3A6ncyfP5+YmJis9kOHDuU71oYNG2IYBr/++iu33XZbVvv27dvR\ndZ2GDRvm+zmFyAtZ0yLEVXA4HCxbtoxOnTrRrVs3unfv7vX1f//3f7hcLhYtWnTF5+nWrRuqqua6\nGVhCQgJA1vD/Pz8NmzZtWqHupiyEEKJ4GYbB+++/79X27rvvoigKnTt3Ji4ujjJlyjBlypQcp2Wd\nP38+6/+DgoIASE5O9jomp3uIw+Fg5syZ+Y73lltuISwsjA8++MCrffbs2QQEBHglMkIUJhlpEeIq\nLF++nJSUFLp06ZJjf82aNalevToLFizgoYceyvV5qlatyosvvsiLL77IkSNH6Nq1K2XKlOHw4cMs\nX76cu+66i2eeeYZatWpRvXp1nnvuOY4fP05YWBirV6/m5MmT+a6xL4QQomQ5ceIEffr0oXPnzuza\ntYuPP/6YDh06ZI2sTJ06lYceeohbbrmFXr16ERUVxdGjR1m7di1169Zl+vTpQGYFS8MwGDVqFB06\ndMBkMtGlSxfat2+P2Wymb9++DBo0CIfDwfz58zGZ8v820Gaz8dxzzzFq1CgGDhxIhw4d2LRpE198\n8QXPPvtsVpl+IQqbJC1CXIUFCxZgs9m49dZbcz3m9ttvZ/r06Rw4cABFUXIdEXnssceoUaMG06dP\nZ8qUKei6TsWKFWnbtm3WwkuTycT8+fMZM2YMb731Fpqm0aFDB95++21q1aoloy1CCOGnVFVl9uzZ\n/Oc//+Hll19GURQGDRrEyy+/nHVMz549qVChAm+++SbTp0/H4XAQHR3NTTfdxODBg7OO6969O48+\n+iiLFi1i0aJFGIbBzp07qV69Op999hkTJkxg/PjxhIeH069fP9q0aUPPnj3zHfMDDzyAxWJh+vTp\nrFq1iooVK/LKK6/wyCOPFMrfiRA5UZKSkuRjWiGEEEIIIUSJJWtahBBCCCGEECWaTA8TQgghhLjG\n2e32f92vJTQ01GujYyGKkyQtQgghhBDXuMWLFzN8+PBc+xVFYfr06fTr168YoxLiMlnTIoQQQghx\njTtz5gy///77FY+pW7cuUVFRxRSREN4kaRFCCCGEEEKUaLIQXwghhBBCCFGiSdIihBBCCCGEKNEk\naRFCCCGEEEKUaJK0CCGEEEIIIUo0SVqEEEIIIYQQJdr/A+dUzvdpOH29AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Linear Regression with betas [-5 5]\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAzYAAAGlCAYAAAAoImOFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nVVlFBwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Linear Regression with betas [ 3 -2]\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAy0AAAGlCAYAAAD3bBmaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAgAAZE1oAQAAsvYAWIekC93dqJQAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for beta in betas:\n", " print('\\n\\nLinear Regression with betas ', beta)\n", " f, (ax1, ax2) = plt.subplots(1,2, figsize=(12, 6))\n", " ax2.contour(beta0, beta1, cost_func.T.values, contour_levels)\n", " ax2.set_xlabel('beta_0')\n", " ax2.set_ylabel('beta_1')\n", " ax2.scatter(beta[0], beta[1], s=50)\n", "\n", " # scatter plot\n", " ax1.scatter(X, y)\n", "\n", " # Plot the linear regression\n", " x = np.c_[np.ones(2), [X.min(), X.max()]]\n", " ax1.plot(x[:, 1], lr_h(beta, x), 'r', lw=5)\n", " ax1.set_xlabel('Area')\n", " ax1.set_ylabel('Price')\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Gradient descent\n", "\n", "Have some function $J(\\beta_0, \\beta_1)$\n", "\n", "Want $\\min_{\\beta_0, \\beta_1}J(\\beta_0, \\beta_1)$\n", "\n", "Process:\n", "\n", "* Start with some $\\beta_0, \\beta_1$\n", "\n", "* Keep changing $\\beta_0, \\beta_1$ to reduce $J(\\beta_0, \\beta_1)$\n", "until hopefully end up at a minimum" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Gradient descent algorithm\n", "\n", "Repeat until convergence{\n", "\n", "## $$ \\beta_j := \\beta_j - \\alpha \\frac{\\partial }{\\partial \\beta_j} J(\\beta_0, \\beta_1)$$\n", "\n", "\n", "}\n", "\n", "while simuntaneously update j=0 and j=1\n", "\n", "$\\alpha$ is refered as the learning rate" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For the particular case of linear regression with one variable and one intercept the gradient is calculated as:\n", "\n", "\n", "### $$\\frac{\\partial }{\\partial \\beta_j} J(\\beta_0, \\beta_1) = \\frac{\\partial }{\\partial \\beta_j} \\frac{1}{2n}\\sum_{i=1}^n (h_\\beta(x_i)-y_i)^2$$\n", "\n", "### $$\\frac{\\partial }{\\partial \\beta_j} J(\\beta_0, \\beta_1) = \\frac{\\partial }{\\partial \\beta_j} \\frac{1}{2n}\\sum_{i=1}^n (\\beta_0 + \\beta_1x_i-y_i)^2$$\n", "\n", "### $ j = 0: \\frac{\\partial }{\\partial \\beta_0} = \\frac{1}{n}\\sum_{i=1}^n (\\beta_0 + \\beta_1x_i-y_i)$\n", "\n", "### $ j = 1: \\frac{\\partial }{\\partial \\beta_1} = \\frac{1}{n}\\sum_{i=1}^n (\\beta_0 + \\beta_1x_i-y_i) \\cdot x_i$\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Gradient descent algorithm\n", "\n", "Repeat until convergence{\n", "\n", "### $ \\beta_0 := \\beta_0- \\alpha \\frac{1}{n}\\sum_{i=1}^n (\\beta_0 + \\beta_1x_i-y_i)$\n", "\n", "### $ \\beta_1 := \\beta_1- \\alpha \\frac{1}{n}\\sum_{i=1}^n (\\beta_0 + \\beta_1x_i-y_i) \\cdot x_i$\n", "}\n", "\n", "simultaneously!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Calculate gradient" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([-1.5 , -0.85498759])" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# gradient calculation\n", "beta_ini = np.array([-1.5, 0.])\n", "\n", "def gradient(beta, x, y):\n", " # Not vectorized\n", " gradient_0 = 1 / x.shape[0] * ((lr_h(beta, x) - y).sum())\n", " gradient_1 = 1 / x.shape[0] * ((lr_h(beta, x) - y)* x[:, 1]).sum()\n", "\n", " return np.array([gradient_0, gradient_1])\n", "\n", "gradient(beta_ini, X_, y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Gradient descent algorithm" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def gradient_descent(x, y, beta_ini, alpha, iters): \n", " betas = np.zeros((iters, beta_ini.shape[0] + 1))\n", "\n", " beta = beta_ini\n", " for iter_ in range(iters):\n", "\n", " betas[iter_, :-1] = beta\n", " betas[iter_, -1] = lr_cost_func(beta, x, y)\n", " beta -= alpha * gradient(beta, x, y)\n", " \n", " return betas" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": true }, "outputs": [], "source": [ "iters = 100\n", "alpha = 0.05\n", "beta_ini = np.array([-4., -4.])\n", "\n", "betas = gradient_descent(X_, y, beta_ini, alpha, iters)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lets see the evolution of the cost per iteration" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcAAAAEtCAYAAACf/7AvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nfuemyQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(range(iters), betas[:, -1])\n", "plt.xlabel('iteration')\n", "plt.ylabel('J(beta)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Understanding what it is doing in each iteration" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Linear Regression with betas [-4. -4.]\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAzYAAAGlCAYAAAAoImOFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nhN/7f5gjF7b+q7qsAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Linear Regression with betas [-2.39494776 -2.05187282]\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAzYAAAGlCAYAAAAoImOFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n7IkNAACwJzYAAMCe2AAAAHsBmfk+4y21tAMAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Linear Regression with betas [-1.43394369 -0.88545711]\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAy0AAAGlCAYAAAD3bBmaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Linear Regression with betas [-0.85855506 -0.18708094]\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAy0AAAGlCAYAAAD3bBmaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xd4VVXWwOHfKbenQAqd0HsHQUSlgyhix4KKvY9lxjIz\njo7dz95FR0VFERVFEUFAVBBBRJpKkx56CYG0m9tO+f4IBq9JSCHJTWC9z5MnuPYp64ZE7srZa28l\nKyvLRgghhBBCCCFqKDXWCQghhBBCCCHEkUjRIoQQQgghhKjRpGgRQgghhBBC1GhStAghhBBCCCFq\nNClahBBCCCGEEDWaFC1CCCGEEEKIGk2KFiGEEEIIIUSNVquLlueee466detyzz33xDoVIYQQQggh\nRBWptUXLkiVLmDBhAp07d451KkIIIYQQQogqVCuLluzsbK6//npeffVVEhMTY52OEEIIIYQQogrV\nyqLljjvu4Nxzz+WUU06JdSpCCCGEEEKIKqbHOoHymjBhAunp6YwfPz7WqQghhBBCCCGqQa0qWjZu\n3MgjjzzC7NmzUdVa+ZBICCGEEEIIUU5KVlaWHeskymrSpEn87W9/iypYTNNEURQ0TWPXrl04HI4Y\nZiiEEEIIIYSobLWqaMnJyWHXrl1RsZtvvpnWrVtz55130q5duxhlJoQQQgghhKgqtWqOVUJCAu3b\nt4/68Hq91KlT57gtWDZs2BDrFKqcvMZjg7xGIWLnWPvePNZeD8hrqg2OtdcDtes11aqipTiKosQ6\nBSGEEEIIIUQVqlWN+MX58ssvY52CEEIIIYQQogrV+ictQgghhBBCiGObFC1CCCGEEEKIGk2KFiGE\nEEIIIUSNJkWLEEIIIYQQokaTokUIIYQQQghRo0nRIoQQQgghhKjRpGgRQgghhBBC1GhStAghhBBC\nCCFqNClahBBCCCGEEDWaFC1CCCGEqLGMYJB1n31GxqpVsU5FVNDeFSvY8MUXmOFwrFMRtZge6wSE\nEEIIIf4qY9UqVr77Lus++YRQdjadLr+cYS+/HOu0RAUse/ll1n/2Ge6kJNqPHk2Xq64iuX37WKcl\nahl50iKEEEKIGsEIhfj9k0+YPGIEH5xyCr+99Rah7GwANkydSsTvj3GGoryCWVlsmjGj4M8HDvDL\n//7H+3378umZZ7J+6lTMSCTGGYraQp60CCGEECKmcnfs4Le332bVe+8R2L+/2GPCubls/PJLOlx8\ncTVnJ47Guk8/xQyFisR3LFjAjgUL8NavT5exY+l6zTX4GjSIQYaitpAnLUIIIYSIib2//MLM667j\nne7dWfLccyUWLJ7kZHrcdBP1e/Wq5gzF0Wrcrx/drrsOV506xY7n793L4qefZnyXLsy+6SbpXRIl\nkictQgghhKg2tmWxZfZslr3yCjsXLjzisU3796frNdfQ8vTT0ZzOaspQVKaUjh0Z9PTTnPrII2yc\nPp2V48ezc9GiIsdZkQhrP/yQtR9+SNrAgfT8299oNmQIiqLEIGtRE0nRIoQQQogqZ1sW66dOZfFT\nT3Hg999LPM6ZkEDHMWPoevXVJLVtW40Ziqqku920v+AC2l9wAftXr+a3d95h7UcfEcnLK3Lstnnz\n2DZvHimdO9P3n/+k1ZlnSvEipGgRQgghRNWxLYsN06ax+MknyVy7tsTj6rZtS8+bb6b96NE4fL5q\nzFBUt5ROnRj8zDOc8sADrP3oI1a89hpZmzcXOW7/qlVMv/xyUrt0oe+//kXLM86Q4uU4JkWLEEII\nISqdbdtsnDaNn558ksw1a0o8rsmpp9Lrb3+j+bBhKKq02h5PnPHxdLvuOrpcfTWbZ85k+auvsquY\nqWMZK1fy5aWXktq1Kyf9+9+0GDFCipfjkBQtQgghhKhU2+fPZ8GDD7J3+fJixxVVpe1559Hr1lup\n161bNWcnahpV02h95pm0PvNM9ixbxrKXXmLDtGlg21HHZfz2G9MuuYSGJ57IqQ89RKO+fWOUsYgF\n+ZWGEEIIISpFxsqVfH7BBUw566xiCxZFVWl/4YVcvngxp7/1lhQsoogGvXoxcsIELlu4kDbnnFPs\nMbsXL2byiBFMu+QSMo/QHyWOLVK0CCGEEOKo5O7Ywazrr+eD/v3Z+s03RcYLi5WffmLEG2+Q1KZN\nDLIUtUlKx46MfPfdIxYvm2fOZGK/fsz529/w79lTzRmK6iZFixBCCCEqxAiF+Pm555jQpw+/T55c\nZDoPQJuzzz5crMhqYKKcUjp1KixeWo4YUWTctixWT5zIhN69Wf7KK5iRSAyyFNVBihYhhBBClFv6\nt98ysV8/fnz4YYz8/CLjjU8+mYu++YaREyZIsfJntg2WAUYAwjkowUyU/D3o4f0ooQMQzikYs4xi\ni8DjVUqnTpz10UeM/uorGvbpU2Q8nJvL/PvuY1L//mz/4YcYZCiqmjTiCyGEEKLMcrZt4/t772XT\n9OnFjqd07MjJDz1E86FDj48VniwTJbAL1b8TJbAXNbi34HNgL0owAyWcgxI5/EEkF8W2ilymO8CK\n6JitaNiOeHDEYzsSsJ0J2I5EbHcqlqc+tqc+lqcetqcBlrcJtrchKMf276Mb9+vHhbNns2nGDBY+\n/DAH16+PGs9cu5Ypo0bR9vzz6f/oo8Q1bBijTEVlk6JFCCGEEKWyTJNfXn+dHx97rNgnK+66dTn5\ngQfodPnlqJoWgwyrlhLYh5q1Fi17DWrOZtS8dNTcLaj+bShWuGruaZso4SwIZ5XpeFt1YcU1w4pr\njhXfHCu+FWadDlh1OmK7U6okx1hQFIXWZ55JyxEj+G38eH587DHCOTlRx6yfMoX0OXM4+YEH6HrV\nVbKc9jFAihYhhBBCHFHGypV8c9tt7F2xouigotDlqqvod999eJKSqj+5ymZbqDmb0DKXomX+gpa1\nBjVrLWpof6wzK5VihdBy1qPlrC8yZrnrYdXpgFmnI2ZyD8zkXljxLaEWPw1TdZ3uN9xAm3PPZeGD\nD7Jm0qSo8XBODnPvvJN1n3zCkBdeILl9+xhlKiqDFC1CCCGEKJYRCrH4qadY+sIL2KZZZLzBCScw\n6Omnqd+jRwyyqyRGAC3jZ/SMRWgZS9Azl6KEs6v0lraigeoA1YGt6KA6MA0DTbVQLAOsCNiRYqeR\nVZQa3Ie6Zx/6nu8LY5azLmZKb8yUEzDqnYSZ2gc0V6Xds7r46tVj+LhxdL7iCubedRcZK1dGje/6\n6Sc+OPVUTrz7bk74+9/RHI4YZSqOhhQtQgghhChi32+/MfuGG8hcu7bImDMhgVMffpjOY8fWvmk3\nloGWuQJ9z/foe+ej7VuMYoWO7pKuJCxfWkFviacB9h99Ju5UbGedwl4UnAkFPSpq0TfNGzZsoM1f\nl4I2wyiR3EO9MDkF/THhLNTgPpTAHtTAH5/3oORtRS3jNLI/qOGDqLu+xrHrawBszYNRry9GgwGY\n9ftjJnUDtfZM9Wt04olcMm8ev775Jj8+8ggRv79wzIpEWPT442ycPp0Rb7whT11qISlahBBCiD/Z\nu3cvDz74IHPmzCEvL48WLVrw7LPP0q9fv1inVi0s02T5K6/w46OPYhWzfGybs89m4JNP4mvQIAbZ\nVYwSOoi+aw76jtk4ds0pKALKydbcmIntC6ZYJbbDimtR0DcS1xyciZWfNIDmxNaSsd3JZTs+lFXQ\na5OXjpa7GTV7XcH0tuz1ZSrMFDOAY/dcHLvnAgVPYoxGwzCajCDSaEjVvc5KpGoaPW68kVYjRzL3\nrrvYMnt21HjGb78xaeBATnnwQbpff33tK7qPY1K0CCGEEIdkZ2dz2mmn0a9fPz799FOSkpJIT08n\nNTU11qlVi5xt25h9443s/PHHImO+Bg0Y/OyztBo5MgaZlZ+Sl45j25c4dsxEy1iMYhed3lYS25GA\nkdILM7kXZlIXrDqdsOJa1PynDq46WK7uWMndMf4ctwzU3M2oWWvQDvyGnrkMLXM5SiT3iJdTwwdx\npk/GmT4ZW9Ex6/cj0ngEkbSzsH1NqvSlHK2Epk0566OPWP/558y75x4C+w/3JJnBIN//619smT2b\n4ePGyQpjtYQULUIIIcQhL774Ig0bNmTcuHGFsbS0tBhmVD1s2+b3yZOZe/fdRVZhAuhw8cUMeOIJ\n3HXqxCC7slP8O3Fs/RzH1s/RM5eV+TzL1xSjQf+Cvo6U3lgJbY6tpYNVHSuxLVZiW4xm5xACsEzU\nnHVoGUvRM35E3zMfNX9XiZdQbAN9z3z0PfPxLLsXI7UvkWbnEkk7G9tbM5+6KYpCu/POI23AAL67\n6y42fP551Pi2uXOZ2K8fQ154gTZnnx2jLEVZSdEihBBCHPLVV18xdOhQrr76an744QcaNGjA2LFj\nue6662KdWpUJ5+Xx3T/+UbCj/V+469at+W/owjk406fg2PIxesZPZTrFciVjNBhQ0LvRoH/BFK9a\nvIpWhagaVp2OWHU6EmkzFmwbNXdTQa/Pnvloe74/Yo+MnvETesZPuJf+C7P+yYRbXESk+Xmg+6rx\nRZSNJzmZM95+m3Wnn853d90VVZgHDx5kxhVX0HnsWAY++SS6xxPDTMWRSNEihBBCHJKens748eO5\n+eab+fvf/87KlSu55557UBSFa6+9NtbpVbrM339n+tixRTboA2g2ZAjDXnmlZk6dsW20jCU4N07A\nkf4Zill035i/Mut0JNJ4BEaTEZjJvWr+VK/qpihYCa0JJ7Qm3PaaggUL9v+MY8cs9B2zil1GGUDB\nRt+7AH3vAuxl9xJufgHh1ldgJXev5hdwZIqi0P7CC2nUty+zb7qJnQsXRo2veu899ixfzpnvvUed\nli1jlKU4EiUrK8uOdRKi4opdbeQYI6/x2CCvUdQG9erVo1evXsycObMw9sgjjzBjxgx++qnk3+Jv\n2LChOtKrVDtnz2blY49hBgJRcdXlosNtt9Fs9Ogat6O9avpJzphB6r7P8AY2lXp8blw3DiYPJatu\nf8KuRtWQ4bHLFdxOnYPzqXvgW+LyVpZ6vN/bjox653Eg5QwszV0NGZadbZpsnjSJdePGYRtR3T/o\nPh/dHnyQBgMHxia549yR/g2VJy1CCCHEIfXr16dt27ZRsbZt2/K///3viOfV9GL1zwW1EQrxw333\n8eubbxY5LrljR854++0atxyskpeOa92bODe+X+rKX0Zyr4Jei2bnYPuakAjU/DWvasMvPdoAgzF5\nkJy8rTi2TsW59TO0A78We7Qvfx2+9P8jbddrhNtcSbjttTWqeb/tww/T8/zzmXnNNRzcuLEwbvj9\nLLv7bnrdeisnP/AAqn74rXLN/zsqv9r0mqRoEUIIIQ7p27dvkacmGzZsoGnTpjHKqHL59+xh+tix\n7P755yJjHS65hMHPPovD641BZsWwbbSMRbjWvoa+Y8YRN1q0vI0It7qUcMtLseObV1+Oxyk7rhnh\nTrcT7nQ7as4mHJs+wLlpImpwX5Fj1XAW7tUv4FrzMpG0swm3vwkztXcMsi6qXrduXDJ3LnNuu61I\nk/6yl19m74oVjJwwAU9yGZecFlXqGFoaQwghhDg6N998M0uXLuXZZ59ly5YtTJ06lTfeeOOYaMTf\ns2wZkwYNKlKwaC4XQ158keHjxtWMgsW20XfMwjf7NOK+PgPH9i+LLVhsRSPS5HT8Az8i95zfCHX7\njxQsMWAltCLU47/knrcaf//3iTQahk3RaYWKbeLc+hlxs4fh+3ok+q7vwI59h4IzPp4z3n6bAU88\nEfVUBWDHggV8OGgQGStLnw4nqp48aRFCCCEO6dGjBx988AEPPfQQzzzzDE2aNOH+++/n6quvjnVq\nR2XnzJkF/Suh6A0GE9LSOPO996jXvQY0TdsW+vYZuFc+hXaw5DeJliuFPSlnE3findhe6VOpMVQH\nRtoojLRRKP7tONe/jb7ubXQju8ih+r6F6N8txEjuSajrvzAaDYvp6m2KotDjxhup37MnX115JXm7\nDi/9nLNtGx+fdhojXn8dOnSIWY5CihYhhBAiyrBhwxg2bFis06gUtmWx6PHH+eWZZ4qMpQ0ezBnj\nx+OuWzcGmf2JbaPvnIX718fQDq4q8TCzTidCHW4i0vwCdm3eTptjoGCxsQETGwPUUMFnNJRinlTU\nJravKaEeD7DGcx7ttWW4fn8NLXtdkeP0zOXocy/ESOpBqPt9GA0Hx7R4adSnD2Pmz2fGFVdErS5m\n5OczfexY2t1yC60ffbTGLVBxvJCiRQghhDgGGcEgX998M+s/+6zIWK/bbitoMtZiu+yvlvEz7uUP\noGcsKvGYSKPhhDreiln/lBq7l4qNjaXkYCoZGGoGhrIPQ83AVPZjKbmHPvIwlRwsJQ9bCRcUKEqk\n8BpaT9hSeEEHCg4U24lqx6HZ8ah/+tDtFDQrFd1ORbfqoVn1UImrccWOpbmJtLmSSOsr0HfPxbnm\nJRx75hU5Tj+wAv278zEaDCDQ46GYLpfsTUnhvKlTmX/vvUUWq1j36qtoWVkMeeEFNIcjRhkev6Ro\nEUIIIY4xwawsvhwzhp0//hgV15xOhr78Mh0uuihGmRVQszfg/uVhHNu/LHbcRsFIO4tg5zuxkrpW\nc3YlszGIqOmEtXQi6rbCj7C2DVvxV96NlAg2EWwlH4ssjNLPQLXjcZhNcVhpOKxmOMw0nFZzHFYa\nSqzf7ikKRqPBGI0Go+1fhmvVMzh2zCxymL7ne+JnDiTc7HyC3e+PWY+S5nAw6OmnSencmbl33on1\np2WR13zwAf49exj57rs44+Njkt/xSooWIYQQ4hiSu2MHn19wAQd+/z0q7klJYdQHH9DoxBNjlBko\nwUxcvz2Oc8O7KLZZZNxGIdLsHEJd7saq0zEGGf45F4OwtoGQuo6Qto6wto6wtglbCcc0r5JYSi4h\nfQ0h1kTFFduF02yNy2yH02xX8NlqFbNCxkzpRf7AD1EP/Ip75VM4ts8ocoxz6xQc26cRbnstwa7/\nBGedGGQKXa64gjrNmzN97FhC2Yd7c7Z++y2fnnkmZ0+ejK9+/ZjkdjySokUIIYQ4RmSsWsXU0aPx\n794dFfc1b86FU6eS2Lx5bBKzDJwb3sb962Mo4aKN2VAwDSzY479YdTtXc3IFLIKEtNUE9BUE9V8I\naauwlVDpJx4tW0VBx7JtFMUEpeSlnSt0eSVESF9NSF9dGFNsD26jM26zO26jB26zEwrOSr1vaayk\nbuQP+AA18xc8Kx5A3/N91LhiRXD9/hqOLZMJdv8vkdaXg1L9i942HTCAi775hi9GjyY7Pb0wvu/X\nX/l42DDOmTKFpFqyz0ltJ0WLEEIIcQzY+eOPfHHxxYRzojdfbNS3L50efTRmBYuWsQTPz/8ocUUw\nI7knwR4PYTY4tVrzsrGJqNvI138k37GQoPZbVI9JeSm2C92qj2anolsFH5qdimYnRvWjFHy4AB0F\nHYWCvqI/Nvmz/2jMx8BSQn/qick91DeTg6FkYKoZGOo+DGUfprqvXE+AbCVAwLGEgGPJodyduI3u\neI1+eI1+OKzq25fISu6Of8hU9N1zca94oMj3iRrKxLv4doxN7xPo8yxWUrdqy+0PSW3acOHXXzP5\n7LPJXru2MJ6zbRuTTzuNc6dMoX6PHtWe1/FGihYhhBCilkv/9lumX3YZRiAQFW89ahQj3niDLTt2\nVH9S4Szcyx/EuXECCkX34zDjWxLs/l+MtLOrrcHexiCorcDvWEC+vhBD21nua2hWCk6zNQ4rDeeh\n3hGHlYZmp1ZKI7yCdqiQcaHaPrCTSj3HxsJUMgirW4lof+61WY+pHiz9fCVMwPEzAcfPZPICDjMN\nr3Ey3sgpuM1uhYVVlTnU85LXcCCO9E9x//IIqn971CH6/qXEzRxEuO11BLvfB47q7Sfx1atH39df\nZ92jj5I+Z05hPHjgAJ+OGsXZH39Mk5NPrtacjjdStAghhBC12OZZs5gxdixmOPo37d2vv57+//d/\nMVkhTN/+FZ6f70QN7C4yZutxBLvcQ7j9jaBV/ZQkG5Og9gt5jm/wO+ZhqVllPlezUnCZnXCZ7Q/1\nhLRFt2ve7ugKKrpdH92sD2afwriNjansL+zJCWnrCGmrSi1kIto2srVtZLs+RLOS8UUG4YsMwW12\nRanKfckVlUiLC4k0HYVr7Su4Vj2HYh4uxBXbwrXufzh2fEWg70sYDQdVXS7F0L1eRk2axHd//zur\nJ04sjEfy8pg6ejRnffghaQMGVGtOxxMpWoQQQohaauOXX/LV1VdjRaKnNfW77z5633lnte8noQQz\ncS/9F870T4odDze/gGDPR7G9Dao0DxubkLaWPMdX+B1zMdUDZTpPtxriNnriMXrgNruhW41r3DLC\n5aGgFCyLbKTiM04B/pgWt52g9gtBfQUBfTmmuq/Ea5hqJjmuT8lxfYpmpeKLDCY+fAYuq23VJa57\nCHW5m3DLi/Es/TeO7dOjhlX/dnzfnku41WUEej1arY36msPB0JdfxpOaytLnny+MG/n5fHHRRYya\nOJHmQ4dWWz7HEylahBBCiFpo3WefMeu667DN6FW4Bj71FN2vv756k7FtHNum4v75btTQ/iLDZnxr\nAn2ewWw4sErTMJUs8hyzyHVOJ6xtKv0EW8dj9IxJL0esKCg4rTScVhoJkbMOFTFbD/X2/EhQ+wWU\noiu7AZhqBjmuj8lxfYzTbEt8eBRx4eFoJFRJrravKfkDJqLvmI1n6T2oeVujxp2bJqLv+oZAn+cw\nmp5RJTkUR1EUTnngAVwJCSx86KHCuBkM8uWYMZzx7ru0OqP68jleSNEihBBC1DJrP/6Yr2+6Cdv6\n00pTisKQ55+ny5VXVm8y4Ww8i/+Oc2vRTSxtRSPU6Q5CXe4GzV0lt7exCWq/kOP8DL9jHihH3tVE\ntePwRvrji5yKx+iNiq9K8qotCoqY5jjDzakTHoNFHvn6z+Q7fsDvmI+t5Bd7XlhbT6bnWQ64X8YX\nGUxC+HzcZtWs/GY0OY3cBqfi/vUxnGvHRfVIqYE9+L4fQ7jlJQR6Pw2OuCrJoTi9//53NKeT+f/5\nT2HMDIeZMXYsZ7z9Nq3POqvacjke1Kqi5a233uKdd95h+/aC5qz27dtz1113MXz48BhnJoQQQlSP\ndVOmFFuwDHvlFTpdemm15qJlLMG74BpU/7YiY2bdzuSf9GqVrfZkY+B3fEe28yNC+tojHqvYXnyR\n/vgiQ/Aafap9ed/aRCWOOGMwccZgrECIgP4TeY5vyXcswFYCRY63lTB5zlnkOWfhMjqTGBqDz+hf\n+c37updgr8eIpJ2D56e/oWWvixp2bv4QLWMJ+aeOr9YVxnrecguay8Xcu+4qjFmGwVdXX83I996T\nJy6VqFYVLY0bN+bhhx+mVatWWJbFpEmTuPTSS/n+++/p2DG2m1AJIYQQVW3zrFnMvuGGqIJF0TRO\ne/112o8eXX2J2BbONS/h/uVRFDv6yYatOgl1uYdQp9tBdVT6rS3yUOrPZHv8XAx1zxFyVPEaJxEf\nPhOPcRIqrkrPpbxsbAwiGIqJiYmFiakU/CnXncNB9SCaraGhoqKh2zo6esz6alRc+IwB+IwBWIEg\n+Y4F5DpmENAXg1J0RbiQvop9+r3oZmMSwxeB2r7SczJTe5N3xnxcK5/Gtfr5qE1KtdyNxM0aRrDn\nQ4Tb3Vhtq9J1u/ZaNKeTb26/HeyCr4tlGHx11VWcPXmyNOdXklpVtJx++ulR/33fffcxfvx4lixZ\nIkWLEEKIY9r2+fOZccUVWMbhIkHRNE4fP56255xTbXkogb14frwRx+65RcbMul3IP/kNrDodKv2+\nJjlkuz4mxzUZNTGPkiaBOcymBb0WkRHodmql51EcC4s8JY9cNYccNYdcJZccNZs8NY+gEiSoBA59\nDmKW0C9CZ5jLt0XCmq3htt24bc+hz27irXjirQQS7ISCz1YCcXZclRY3Km7iIkOJiwzFUPaS6/yK\nXOd0DHVXkWMNbSeZnudQu/o4aFxGYmh05U7D01yEut9HJG0U3oU3oGX/XjikWGE8S/+NvnsegZPG\nYburZ7W3zmPHojocfH3zzYWFixkK8eWYMZw3dSoNe/euljyOZbWqaPkzy7L4/PPPyc/Pp0+fPqWf\nIIQQQtRSu5cuZdqYMZihP+3Qriic9r//VWvBou37Ee/8q1CDe4uMhdrdQLDnw6BV7hMNU8km2/kR\n2a5PsBV/icd5IyeTGLoIt3lClb15t7HJUrPYr+4nU9tPprqfTC2Tg+oBjFJ6aSrKVEz8ih8/Jb92\nAN3WSbKSSTaTSbZSSDaTSTFTSbQTK/3rodv1qRu6ijqhKwjoP5Pt/IiAY3GR4xTdz0H9f2Q7J5EY\nvpjE0IWoVF7PiZXUjbzTv8O99F5cG9+NGnPsnI321QDy+0/ATOlVafc8ko6XXIIVifDNbbcVxiJ+\nP1MvuIALZswgtXPV9PwcL2pd0bJmzRqGDx9OMBgkLi6OiRMn0qFD5f9GRwghhKgJ9q9ezdQLLiCS\nlxcVH/L887S/4ILqScK2cf4+Dvfy/0ZNxwGwXEkETnoVo8npJZxcMSa5ZLs+OFSsFN8MrthO4sJn\nkBi+CKfVvFLvDxBQAuzWdh362M1ebQ9BNVjp96kMhmKwT9vLPi26oHRbHhqaDWlgNqCR2ZgGRkPc\nVM6iCAoqXqMvXqMvYXUTWa4PyXN8DUr0EtyWmstB95tkuz4iMXQRiaGLK+/Ji+4l2PcFjIYD8f50\nG0okp3BIzd+B7+sRBE94knCbq6pluljnsWMJ5+ZGNeeHsrP5/LzzGD1zJnVbtaryHI5Vta5oadu2\nLQsWLCA7O5tp06Zx4403MmPGDNq3r/x5k0IIIUQsZW/dymfnnUcoK3pDxFMfeaT6VgkzAnh+uh1n\n+uSiQ/VOJv+UN7G9jSrtdjYGuc5pHHC9WeJGkLbhI8m4hITweWh23Uq7t4HBTm0HWx3ppOvpZGgl\n719SUZqt4bAdFHSuaGh2Qf9KOBxGd2qFPS4WJhElUvJ0sjIKqgG2qJvZ4thcELChvlmfZkYLmhnN\naGQ2Rq+Et4NOqxX1AveRFLyJHGfBvi6WEl1oW0ouB91vkeP8jLrBG4iPjKy0hn2j2TnkJvfAu+Ba\n9P1LCuOsvWNeAAAgAElEQVSKFcHz8z/QDvxCoPcz1bKhac9bbiGUk8PiJ58sjOXv28dnZ5/NRXPm\nENewYZXncCxSsrKyinZS1SLnnHMOaWlpvPTSSyUes2HDhmrMSAghjj1t2rSJdQrHneDBg3w8fDgH\n//JvWJ+77qLfffeV61obNmyo0N+h4t+J9/vL0A+sKJpf57sIdf03qJW3SlS+vphM90tEtM3FjqtW\nInXCY8hY0502rbpWyj1zlBw2OtazWd/MTn1Hhad5uS0PiVYC8XZBj0m8lUC8FY/X9kb1pDgofnGC\n4v6OChr3DYJKkIASIKgECKgBcpUcctTcQz002eQoORV+AqTbDpoaTWlhtKR1pA3xdnyFrvNXJrls\nyXsdvdEcLCW32GOcZhuSA3fgMXtWyj0BsCK4VzyIa+2rRYaM1L7k938P21OvQpcuz8+RbdvMv/de\nVrz2WlQ8pVMnLpw1C2d85Xydj1ZF/98QC7XuSctfWZZF6M9zfItRW/4yKqI2fbNVlLzGY4O8RiHK\nzgyH+fKyy4oULN2vv56T/jTtpCpp+5fjnXdJkf4V25FA/sn/q9TpYGF1GwfcL5Lv+LHYcdWqS53Q\nGBLC56HiJcM6ul9GHlAPsMGxng36evbqR1iBrBhO20l9sz7JZirJf+oh8dreo8qpOAoKDhw4bMfh\nYqKYBy82NgEl/1CvTSaZaiaZWgZ7tb1E/jJV668MJcIWR8GTmO8839DQaESbSFvaRNpSx674TvMa\n8di7zyEt7iayXZ+Q7fwQS40uXsLaBnbH3YI3MoDkwG047Ep4Yqc6CPZ6DCOlN95Ft6AYh3uB9Iyf\niJs5GP+gj7DqVm1/iaIo9H/8ccK5uayeOLEwvn/1ar66+mrO+vBDVL3Wvw2vVrXqq/XQQw8xfPhw\nGjduTF5eHp988gkLFy7kk08+iXVqQgghRKWwbZtvbr2VnQsXRsXbnn8+A554AqUa5uXr22fgXXAt\nihm9L4eZ2I78AZOwEipnXr5FiCzXe2S53i/SBwGg2G7qhC4nMXQJKp6juleeksdax2rWONewX8so\n20k2pFr1aGQ0oqHZiAZmQ5KspJgtQVwSBQWv7SPN9JFmNiuMW1gcUA8U9OToBb05+7X9R7zWbr3g\n2PmeedQz69Ex3IkOkY547Yr1oKjEUTd0FYmhC8lyTSTbNQlbCUcdk+/4noC+iDqhq6kTGoNSwtOo\n8jCanUNeYju888ag5W05nE/+DuK+Pp38UydgNBp81Pc5EkVRGPLCCwQyM9k8c2ZhPH3OHOb9858M\neuaZavl5PlbUqqJl79693HDDDezbt4+EhAQ6derElClTGDhwYKxTE0KIEpkm/PqrxubNCi1b2nTv\nbqKqsc5K1FSLn3qKtR9/HBVrdNJJDB83DqUavnGcv7+Ge+m9UbuOA0QajyD/5DfAmVAp98nXF7Pf\n/TSGtrPY8bjwSJKCNxzVssURImx0bGCNYzVb9XTsYvYW+at4K55mRnOaGy1IM5rhsY+uWIolFZUU\nK4UUK4UukYLpdPmKn636Vrbq6WzV08lT80o8f5+2j32efXzvnkcLoyWdwp1pabSqUA+Mio+k0A0k\nhM8m0z0Ov3NO1LithDnofp08xyxSAndXypQxq04H/Kd/h+eHq3DsmVcYVyK5eOeOJtDneSJtxh71\nfY5E1XVOf+stPj3zTPauODzN8rfx46nTogU9//a3Kr3/saRWFS3jxo2LdQpCCFFuv/6qcdppPiIR\nBYfDZtYsP716HV1zrTg2/T55Mj/93/9Fxeq0asWoDz5Ad1Xx5oi2hXvZvbh+f73IUKjj7QR7PADK\n0RdNpnKQ/e7ni7xp/YPb6E5y4HZcVsUX2MlWsljuWsYq50rCf/mtfnEaGY1pE2lDS6MVdWvgk5TK\n5LV9dIh0pEOkIzY2mWomm/VNbHCsZ4++u9hzbMVms2MTmx2bcFtuOke60iPUkwS7/AWsbjegfuBh\nguHRZLpfJKSvjhqPaOnsjruFuPBIkgO3oXF0RbLtqkv+4E9xL/03rvVvFsYV28S7+DaC/q2Eut1X\npSuLOXw+zvroIz4aMoTcHTsK4/Pvv5+EZs1oPWpUld37WFKrihYhhKiNNm9WiEQK/kGMRBS2bFHo\nVT3bBohaZPfSpcy59daomDspiXM++QRPUlLV3twM4/nxJpxbp0SFbUUj0OdZIm2urJTb+PX5ZHj+\nr9hVwTQrieTg7fgiwypUNNjY7NR2sMy1lE36xiM+VVFshaZmGm0ibWkdaU1cJTWf1zYKSsGTmHAK\nfcInHlqUYAMbHOvZqe0o9msYVIMsdf3MMucS2kba0St8Ag3N8veiuM0uNPK/QZ5jJpnul7HU7Kjx\nPOcMAvpiUgP/wWv0rfBrBEDVCfZ+Ciu+Oe5l90U9RXSvehY1sJfAiS+AWnVvi33163P25MlMHjGC\ncM6hZZltm1k33MBFzZuT2qVLld37WCFFixBCVLGWLW0cDrvwSUvLlrV60UZRBfJ27+bLSy+N2jxS\nczoZ9cEH1GnZsmpvbgTwzh+LY9dfpuvoceT3fxej0dCjvoVFPpmeF8l1Tis6aCskhM+lbvBGNMpf\nPFhYrHesY6lzSalN9almPTqFO9E+0hFfBXs0jmUJdgI9w73oGe5FnpLLGsca1jhXkallFjnWVmzW\nOX9nnfN3GhqN6B3qQ2ujTbkKTgWV+MhIvMYpHHC/Sq7zy6hxU93PHt/fSQiNJil4M+rR7C+jKIQ7\n3ILlS8O78Pqofi3npokokRzyT36rSpdETunYkZETJvDF6NFYRsEqdUZ+PtPGjGHMvHl4kpOr7N7H\nAilahBCiinXvbjJrlp8tWw73tAjxBzMcZsaVV5K/N3qVrmGvvELjk06q2ptH8vDNuwR97w9RYcvT\nAP+gyVhJR7+scFBbyT7PQ8X2rjjNNqQE/onb7FTu61pYrHOs5SfXIg5oB0o8zmN56RjpSMdwZ+pZ\nFVvq9ngUZ8fTJ3wivcN92KfuZbVzFWsda4pdWnm3votp+lRSzFT6Bk+irdGuXMWLZieSGriX+PBI\nMjxPEtG2RI3nuD4hoC+hXv6DuKx2R/W6jLRR+L1f4p17EWrocDHm2DYNr3EZ+f0ngF51fUzNBg1i\n0DPP8O0ddxTGcrdvZ+Y113DOlCmoWuUtIX6skaJFCCGqmKpCr16mTAkTxZr/n/+we/HiqFiv22+n\n/YUXVu2Nw9n45l6InhF9bzO+Ff4hn2HHNSvhxLKxMTjoeocs17ugWH8Z1KgbuoY6octRyvlWxMJi\ne/I2foibx0HtYInHpZqp9AydQPtIh0rZPPF4paBQ32pA/WADTg0OYK1jDctdS4t9+rJfy2C6bxrJ\nZjJ9Q/1Qy7lxpNvsRpO8dw9937wX9X0T0dLZGXcNdUPXUSd02VFtSmmmnID/tNn4vj0X1b+9MO7Y\n9TW+eRfhHzAJHHEVvn5pulx5JftXr+bXNw/32GybN49Fjz3Gyf/9b5Xdt7aTn2IhhBAiRtZ+/HHU\nGxeAtMGDq/yNixI6gPfb89AP/BIVN+t0xD9kaoU33/uDoexjn/cBgvovRcYcZhr1Ag/iMjuU65o2\nNusd61jgmk9WYtGemEMH0dJoRa/QCTQ1047phvpYcOCga6QbXSJd2aqns8y5lHTHliLHZWqZzPB+\nSVyneFRLoZXRusx/FwpOkkI34DVOYp/n4egndIrJQffrBLVl1As8iGZXvNfLSmhN3vCZ+L45By13\nY2Fc3zMf33cX4B/0MTgTK3z90vR//HEyVq1i16JFhbElzz1H/R49pDG/BLLophBCCBED+1evjpoi\nApCQlsbpb71VpVNElNABfHNGFSlYjKQe+IdNP+qCJaAtZ2fclcUWLAmh82mcN6HcBcsebTcf+SYx\n3TuNLK1owaLYCp3Cnbkq7xrOzT+fNLOZFCxVSEGhudGC8/NHc0XuVbQPd4BiWvXyPLl84fucT3wf\nk6HuK9c93GZXmuRNID58ZpGxgGMJO+KuJKitLubMsrN9TfAPn4FZp2NUXM/4Cd+350I4u4Qzj57m\ncDDynXfwNWgQFf/65ps5uHFjCWcd36RoEUIIIapZOC+PGVdeiRE43Aysud2c+d57VbtSWDgb37fn\nomVFv9kzUk/EP3Qqtqvi97axyXZ+zG7fbZhq9LQtzUqigf9ZUoJ3lauZOk/JZZbnKz6Ie59detGe\nGNVW6RzuwlV51zIicAZJljQyV7cUK5WRgVFcmXcNHcIdUeyixeJ2fRvvx01gjns2+Yq/mKsUT8VH\nauA/1Pf/H6oV/dTDVDPY5buJHMfUo8rf9tTHP/RLzKRuUXE9czm+70aDUfZ8y8vXoAEjJ0xA1Q9P\nfArn5hb8vyFYtHfoeCdFixBCCFGNbNvmu3/8g4MbNkTFhzz3HPW6d6+6Gxv5+OZejHbg1+hw/VPx\nD55yVFNhLIJkeB4k0/MCKNELTXgifWiS9z5eo185rmex1LmEt+PfYrVzVZFxxVboEu7K1bnXclrg\ndOpadSucu6gcyVYyZwTO5Kq8a+gU7lykeLEVm99cvzI+/k1WOJdjYZVwpaJ8xkCa5L2P2/jLz4cS\nYb/3yYJltAkVf3IZ2O5k8oZ+gZHSJyqu7/8Z7/eXgVnxa5em0Ykn0v/xx6Ni+1etYv5//lNl96yt\npGgRQgghqlEoO5uMlSujYp0uu4yOY8ZU2T0VK4J3/lj0jEVRcaNB/4K5+0fRdGwoBb/xznN+XWSs\nTvBqGuQ/V67egz3abj6Ie4/vPXOJKJEi4y0jrRi0agjDAyNItOtUOG9RNepaSYwInMHYvCtJzS46\n1TCshPnO8w0f+T4o15Qx3U6lof9lEkNFf05yndPY7bsVUyl5FblSOevgHzIFI/XEqLBj91y8C64B\ny6j4tUvR7brraHPOOVGx38aPZ/3Uo3uKdKyRokUIIYSoRu46dbj422/pdNllACR36MDAp56quhta\nJi023Y9j1zdRYSP1RPwDPwTdW+FLh9R17Iy7hrD+e1RcsX3U9z9FUui6Mq/yFCbEXPe3TPJNZJ9W\n9M1sspnC+f7RnJt/PnGh43MzyNokxUql74Z+nOM/j7pm0Sdhu/XdvB83gfnueUQoWpwWR0EnOXgr\n9fIfQbGjpxmG9JXsjLuWsLq54kk74vEPmoxZN3qpb8f26Xh+uhXssj8dKg9FURj64osktmgRFf/2\n9tvJ2b69hLOOP1K0CCGEENXM4fUy7JVXOO311znjnXdweCteOByRbeNZfAdJB76NCpt1Oxc8YdEr\nvsGiX/+BXXE3YqoZUXGH2YLGeePxGaeW+Vpb9M28E/82y13LiuzC7rJdDA4MZWzelTQ3WpRwBVET\nKRSsHHZF3tUMCAzCaUdv3GgrNktcPzMh/m22aVvLfN24yFAa572FbjaJihvqbnbGXU++/nPFk3Ym\n4h/yGWZC2+jw5g9puvU5sKtmc2BXYiIj33kHzXn4axTKzmb29ddjmbK3F8iSx0IIIUTMdLj44iq9\nvuvXx3Buej8qZsa3xj/kc3BWfGpVjmMq+z1PF9l/xRvpR738h1EpWzFkYPCD+3uWu5YVO94+3IGB\nwcG1bvd604adNmy1VfbbkGErZNgK+23YbysEgKANYRRCQNiGUGob4gNOXIALG5cCHiBVsUlRCj4X\n/NmmmWLTWAG1liyQpqFxQrg37SLt+c7zDRsd0f1c2Wo2n/g+pk+oL/1CJ6OV4emc02pF47zx7PP9\nh4C+tDBuK372eP9BauA+4iMjKpSv7U7BP+Rz4r4eEbWPS/29HxNc3Y5Q539U6Lqlqde9Oyc/8EBU\nP8vORYtY/sornHD77VVyz9pEihYhhBDiGOTY+D7uVc9ExSxfk4JVwtypFbqmjc1B13iy3OOLjCWE\nLiI5eGuZp4NlqgV7eWQUMxUs0UpkSGAYLYyWFcqzuhg2/G4rrDBV1lkKm2yFzZZCuq0QKu+Syw43\n5ehNx41NC8WmpWrTSrVpp9j00CzaKTZaDS1m4u14zs4/l436Br71fEOemnt4UIGf3T+xTU/njMCo\nMi2uoJFAA//z7Hc/Q67riz9dyyTD+xBmYD91wpdVKFfb1xj/0C/wzT4dNbi3MO7+5WGsuOZEmp9X\noeuWpsdNN7H1u+/Y+u3hp6OLHnuM5kOHktKpU5Xcs7aQokUIIYQ4xmh7fsCz+O9RMcuVXLBxpK9J\nCWcdmY1NpvtFclwf/2VAJSV4Jwnhsr2Js7H5zfkr89zfYSjRzc2KrXBCuDcnBU/GgaNCeValHRb8\nYKost1R+sVRWWgrBGO0HE0Rhra2w1gT+NHvIi01X1aabatFLszhFtWhUw5oBWhttSMtNY4F7ASuc\ny/jzl3CPvof3495lSGAYHSOdSt1vR0EnJfhPHFYaBzwvR40d8LyKpfipG7q+Qvv2WPEt8Q/5jLiv\nT0eJ5BTGPYtuxopLw0w5odzXLI2iqgwfN473+/YleLBg6XAzHGb2TTdx8TffRE0fO97UsG9jIYQQ\nQhwNNWcj3vmXo9iHCwJLcZE/6GOshNYVuqaNyX7PE0UKFsV2UT//iTIXLCFCfOn9gm88XxcpWBKs\nBC7yj6F/cGCNKVgybPjcULkjpNMz30nngJubwk7eNHSWWGrMCpYjyUfhJ0vlf4bO9SEnHQNueuc7\nuTOk84WhcqBqWjLKzYmLwcEhjPZfRJwVvXpdRIkwy/sVX3mmEyZc6rUUFOqEx1Av/xGwo793stzv\nkul+Abu43S/LwKrbCf/ASdjq4esqZhDvvEtQ8rZV6Jql8dWvz+DnnouKZfz2Gz8/80wJZxwf5EmL\nEEIIcYxQQgfxzr0INRy9a/yWVg+RUsHfCtsY7PM8jN85JyquWvE0yH8Wt9mlTNfJUPcxzTu12B3t\n24XbMzQwHHc5Np6sKpsshWmGynRTY5lV8d/tJlEwdatBYS8KhT0pcYBLOdS7AjgV2LZ1Kw3SmhEC\nQiiEbMiloAfmj36YDFth96EpaFnlKJg22CobDJXxBijY9FZtztRMztItmquxrWLSzGaMzbuKrz2z\nivS6/O5cS4a2j1H555Bcho1D4yJD0ay67PHdg63kF8ZzXJOxlQApgX+Wefrin5n1TyFw4gt4F91S\nGFODGfjmXUze8FngTCj3NUvT9txz2Th9OuunTCmM/fzss7QYMYIGPXtW+v1qAylahBBCiGPBob1Y\ntNxNUeFg9/s56BpCSgUuaWOw13sf+Y7vo+KaVZcG/pdwWWV7crNeX8dM71cYf9l3xWE7yjwNqCql\nWwqfGSqfmxory1mo1FdsuqsWXVWbNqpFK6Wgx6ROOV+O0wjRRvujgCi9kDhgFxRYmyyFjbbKr1ZB\nb83+Ur6ONgo/Wwo/Wyr/jUAP1eJczeRc3aRpjObfeGwPZ+Wfw2/OX5jnnhv1FC5Ty2RS3PuMzB9F\nS6NV6dcye9HQ/zJ7vHdg/alnJtf5JTZhUgP3V6hwibS6lN3pP9Nw94TCmJa1Bu/C68gf+CEolf/F\nG/T00+xYsID8vQU9NbZpMueWWxjz/ffH5TQxKVqEEEKIY4B7+f3oe3+IioVbXkKo0z9g48ZyX6+g\nYLm/mIKlHg39L+O00spwDZtFroUscv9YZKyeWZ8z88+K2W72YRtmmCoTIhrzrLK9iXVgc4Jqc7Jm\n0VO16K5aNFRAiUG9laRAkmbTW7P5o4PfPrRq2QpLZYWlstBUWWopmEcoZP449oGIzlDN4grd5DTN\nwlHNr0lBoVu4B02Mpkz3TmO/tr9wLKyE+dw7hVODA+gd7lNqges2O9LIP47dvtsx1cMbTuY5ZwMK\nqYH7KlS47Gx6MymOgzi2TSuMOXbOxvXr44S631fu65XGk5TEsJde4ouLLiqMZa5dy7JXXqHPP6pm\nBbOaTIoWIYQQopZzbPkE1++vR8WMeicROPGFCr2jtrHI8DxKvmNeVFw3G9PQ/zIOu2Gp14gQZqb3\nKzY41hcZ6xLuyuDAUPQYvA3ZaClMMDQ+jGilPpUA6K5aDNAs+qsWfTULX81rYymkKNBEgSaqxahD\nhUyuDYtMlfmmyveWWuKTJBuFOabGHFOjvmJzqW4yVjerffpYspXCmLzLmOP5mrXONYcHFPjB8z37\ntQyGB0aU+r3jtFrT0P8au323YaqHV//Kc85CsV2kBP9Z/qd7ikp+v9fx5W1HP7CiMOxe9Qxmcg+M\npiPLd70yaHHaaXQcM4Y1kyYVxhY/9RTtzjuPxObNK/1+NZk04gshhBC1mJr1O56fovdwsLxNyO//\nHmiucl+vYJWwZw/9Vvow3WxCI/+4MhUs+Yqfyb6PixQsqq0yLH94md50VibbhoWmwkVBBycEXLwc\n0UssWFRsTlVNnnFGWOMJMs8T5iGnwRC9ZhcsJYlXYLhu8ajL4AdPmJWeIE84I5ykWiglTEPbays8\nF9HpEXByedDBErN6X7gDJ6cHRjIoMBjFjr73WucapvgmEyRY6nWcVhqN8sahWw2i4rmuLzjgfrVi\nzfm6l/wBE7H+smy498ebUHLTy3+9Mjj1kUdwJyUV/rcZDPLdXXdhV9FGlzWVFC1CCCFEbRXJw/vD\nFSjm4aZjW3XhHzCxwnuxHHT9jxzXZ1Ex3WxMI/+r6Ha90s9XD/Kh7wP26Luj4h7Lw2j/RXSNdK9Q\nXhVh2vCFoTI06GRk0MVss+QpQSeoFs84I/zuDfGlJ8K1DrPGLRVcGZqqcKPDZKYnzBpPiCecEbqp\nxW8QY6PwpakxLOji9ICTrwwVq5reJyso9AyfwHn5F+Cyo4vvHfoOPoz7gBwlu9TrOOxGNMx7Bc2K\n/t7Ndn1Aluu9CuVm+xqT338CtnK48FYiOfh+uALM0oup8vIkJ3PqI49ExbZ+8w0bvviihDOOTcfg\nj6MQQghxHLBtPIv/gZa9Lioc6P0UVnLFCoMs50Sy3BOiYpqVQkP/S2UqWPZou/nQN7HICmEpZiqX\n5o2lidm0QnmVl2XDhxGVEwJOrgg5S1wFLAGb63SDBZ4Q33jCXOswqVcLn6ZUVMNDBcz3njDz3CGu\n0g3iS3j6sMhSGRNycmLAyWeGSnX9kr+50YIxeZdT10yKih/QMpkUN5F9atHNSf/KYTemof9FVKtO\nVPyg+3WynVNKOOvIzHr9CPZ8KCqmHfgV99J/V+h6pek4ZgyN+/WLin3/r38Ryi69cDtWSNEihBBC\n1EKOzR/gTJ8cFQu3vJhI67EVul6uYyYHPK9GxVQrkYb+l3DYjUo9f5u2lcm+jwiogah4WqQZF+eN\nIdFOrFBe5TXXVOkfdHJT2MkWu/i3OT1Vi9ecYX73hnjaZdA5xsv+1gTdNZvnXQZrvSFedkboUsLT\nlw22ytUhJ0OCThZW07SxJCuJS/yX0shoHBX3q34mx33ITm1nqddwWs1p6H8BxfZFxTPdz+LX51Uo\nr3D7m4k0HRUVc214B33r1Apd70gURWHI88+jOg7vF+Pfs4efnnii0u9VU0nRIoQQQpTgueeeo27d\nutxzzz2xTiWKmrMRz5J/RsXMxA4E+jxbocb7gLaEDM9jUTHF9tIw/3mcVotSz9+kb+Qz36dE/rKk\nccdwp4LpPZS/t6a8VlkK5wcdnBt0sqqEJyunaSbT3SG+dYe5xGHhPY6eqpRVnAKXO0zmu8N87g4z\nSDWLPW65pTIy6OKSoIP1VtV/IT12wfTCNpG2UfGQEuJT32S2aumlXsNltaOB/xmUP083U2z2eR8g\nqP1W/qQUhfyTXsGMi/4Z8S6+HcW/vfzXK0VSu3accHt0/9qvb77JgXXrSjjj2CJFixBCCFGMJUuW\nMGHCBDp37hzrVKKZYTwLrkUx/IUhW/OQ3/9d0H0ln1eCsLqVvb7/gPKnN6e2gwb+p3GZHUo9f5O+\nkWneqZhK9JvbE4N9GRE4A60CS8uWR6YNt4V0Tg04+baYnhUHNpfqBos8IT52RzhFs2OyRHFtoygw\nSLP43BNhvjvEhZqJVszUsZmmxkkBJ3eHdLKq+IGVjs6o/LPpEeoVFTeUCFN9n5WpcPGY3amf/39g\nH/5esZUwe7z/IqLsPsKZJXAmkt//XWz18L4pSjgb78LrwSq+4Dsafe68k/imh6dZWobBvH//+7ho\nypeiRQghhPiL7Oxsrr/+el599VUSE6tnWlNZuX57HP3AL1GxwAlPYCW2K/e1TCWbvd67sZTcqHi9\nwH/xmKXvuv1HwWIp0VOJBgQGckqof5VuGGnZ8H5Eo3e+i/cMHbuYe52vmSzxhHnVZdBBpoBVWFfN\n5g13hMWeMGdqRd+Imyi8aej0CbiYXMX9LgoKg4KD6Rc8OSpuKEaZCxevcRIpgegnlZZ6kD2+u7Dw\nl3BWyaykbgR7PBAV0/ctwrX6uXJfqzS6x0P/Rx+Nim377jvS58yp9HvVNFK0CCGEEH9xxx13cO65\n53LKKafEOpUo2r5FuFa/GBWLNB1VoT6Wgs0j/0NEi57GkhS4mbjI0FLPL6lgGZY/nBPCfcqdT3ls\n1F2cEXRya9jBgWKKlX6qxXfuEOPdkWrfZ+RY1lq1meiOMNMdoncxPS/7bIXrQ07ODjrYUIVTxhQU\nTgqdzMDA4Kj44cJla6nXSIiMok7wyqhYRNvMPu8D2JT/CUm4/U1EGg6Jirl+exI185cSzqi41med\nRZNTT42K/XD//ViGUen3qklkc0khhBDiTyZMmEB6ejrjx4+PdSrRDD+eH2+O2lvD8jYi0PelCvWx\nZLpfIKgvi4rFhc8gMXxZqeem61tKKFhOo2ukW7lzKauIDU9HdJ5NbYNZzJviNorFw06DEZpVY6aA\n5YZhj19lV57CHr/KXr9CXlghaCoEDAgaCkEDcnNbUG+rB5du49HBrdnEO23q+2wa+CwaxRV8jnOW\nfs+qdpJm87U7zDRT5YGwTvpfFjyYb2mcHFC5Ni6VR2zQqujvolf4BBRgrue7wlhB4TKF8/wX0NRM\nO+L5dUPXEdG24nfMLYzlOxZywP06ycFbypeMohLo9xra9H6oof0FIdvA++NN5J0xr0J7JpV4K0Wh\n/81aY4QAACAASURBVGOPMWnAAP54rHVg3TpWTphAt2uuqbT71DRStAghhBCHbNy4kUceeYTZs2ej\nqjVrMoL718fR8rZExfJPGoftqlvua+U6viLHFb3Uq8voSmqg9F3Cd2g7+ML7/+ydd3QV1dqHn5k5\n/aRBQu9Vei+KFCkCKooCYkFFriLWq1xRROzitSFerIhdUQEREZBqQVSUIr333glpp077/ogmmdOS\nkxwE/OZZi6XzZvaePack+zdv+/pvFyx7NYHbAtb88sUhS3Si85BV4V6riu0siBVdhyMegS2nJDaf\nFNl8SmLLKZFdWRK5wZIuKB0OF39Wik2nfjmVxukajdNVmqZrNM5QqeT6e3N1BAH6WzR6S0FelS38\nT5YIFnljggi8lVKZtX6NyfYg1c/Q16lNsB06sCRMuMxkcN71VAppLGm4B0QqeB9HTjpMUCpMZs+2\nT8GuNCFJ6R7XWnRnRXwXTsT905ACm5S9BfvGVwi0fDSuuYqjYosWNLnxRjZ/9lmBbfmLL9Lk+uux\nuuPPbTsfELKyznTalMmZZMeOHTRo0OBsL+OMYt7jPwPzHk3OBz7//HPuvfdeg2BRVRVBEJAkicOH\nD2MtUnL0L3bs2HFG1+XO20SjTf9CoFAoHKs0mAO1H4p/MudexMbPIoiFlb70QAbalqdASYk5NMeR\nwy+NlqJYjFXCWuxtRe2TxVcZKy3znWm8mFoVjxieaN/Zn8Oo7MNUU+UII88Mqg47c5yszkxmTWYy\na08ncToY/rn4O0m3B2ldLo/W5XNpXT6Pesk+xL9RxOyTbLyUVpUV9uSwn6VoCmOzDtHDn3PGrr+r\n0k421dhgsNlkG122dsMdSIo92JqJ2PgpBFthfyFddeR/J/zFl/sOpfaup8k4ObfgWBMsbG72KX5X\n/bjnioX/xAmWDBiA6i9saHnB3XdTf9iwhF7n7yTW31BTtJzn/H/YJJn3+M/AvEeT84GcnBwOHzY+\n7r777rupX78+Dz74IBdcEH+ye5lRgyTNvwQpa3OBSXPXILffb2AtZjP2J399NjXyOJh0K0qRvhaC\nbqNq3mTsWux7yxNy+TxpCrmiMWm/u68nbYJto4wqG7k6PBS0MlUJFyuVBJ2XbTJX/k2hYIfzBObv\ntrJoj4XfDlvIKbEH5eyQatfpVE2hbx2ZvnUUKrnP/HZP12GGKvJIwMqpCB67YRaF52zKGSs1vdz+\nO784lhpsaWoaN3huwqW7Yo71Sxs47L4bhMK8EKtah2p57yPiBOL4HR/IInlOR0T/sQKTktEOT++F\nEEF4l4Vfn3mGlRMKE/7tqakMW7cOR1pajFGFnE9/t8zwMBMTExMTkz9JSUkhJcXobXC5XKSlpZ0d\nwQLYN/3PIFgAfB0nlliw/IWOzgnn8wbBApDhG12sYAkQYKb7qzDB0snf+YwJlnWqwLCAld0RGkR2\n82XzYbqd8mdQN+g6bM0U+XaXlXm7Law+Vrotk03SqezWqerWqJykUdmtk2rXcVp07BI4LToOCxw7\ndpTU9Mr4FAG/kp/vkh0UOJonctQjcPjP/8olTHDPDuSLrPm7rQjotK+icnldmcvrKjQsH7lxZFkR\nBLjWotFVDHBX0MoPISWoP1Qs/KaKfOiQz0g1t46BCwkIflbaVxTYsqQsZrlmcq3nOqxE94Y51Oak\n++/nlPOVApss7eGUcwIVfGPjW4g9DV+Hl3AvHVpgspxchW3bOwQb3x3fXMXQ9t//Zv377xPIzgYg\nkJ3NqokT6fzkk8WMPP8wRYuJiYmJiUkMhLOY0S1mb8O+cbzBFqx7PUrVHlFGRCfX9jUe2w8GW0pg\nAMny5THHqajMcX3DCem4wd4y0IoLAxfFvY6SME0RuT9gxR/ytN6BzjibQtfD+ymfcWaeDmcFYNoW\nGx9vtLH5VMmfirutOk3SC3NNmqSrXJCulTjXZIclkwYN0mOeo+lwzCOw9ZTE5lMiW/7MndlySsKr\nRL+IjsCKIxZWHLHw1K/QooLKrc2CXNsoSPIZSOyvJMIMu8zTR47zVmpl5CLv41ZdpJfPxlt2mf6W\nxIunLv5ueAQPm22bCmxHLIeZ55rLld7+iDEK56YEBxKQNpFnW1Bgy7XNxaG0JVnuG9c6lJr9kWv0\nw3qgMEzMsXYcco3L0ZNqxzVXLBxpabR74AF+ffrpAtvaSZNoPWIE7srR83nOR0zRYmJiYmJiEoM5\nc+acnQvrOs7lIxG0YIFJs2fgb/vf+OdyHOKUw1gq2aY2oLz/38UOXeL4gX3WvQZbXbkePfy9Et6H\nRdPhv7KF8XL49qSxoPG+Q6aJqJPoDCJdhzXHJD7YYOOr7VZ8MQTAX5R3aFxUTaVTVYWLqyk0q6Bh\nOcO1G0QBqiTpVElS6F6r0C6rsP6ExLJDEr8eyg9fyw5Ev4f1JyT+86OTJ35xcO0FQYa1CNKiQmIF\nhCjATZ6TXFOpPLcFrOwq4jHzIDA0YOMJTWakVU1oeJ+AQG9fX/LEXPZb9hfYd1p38Iv9Z7oGusUc\nm+F7iIC0BblI2eSTzpdxKM3jXouv/ctYji5FkPNzeQTVi3PFQ3h7fBn3XLFoNWIEayZNwnssPxxN\n8flY8cordH/55YRe52xzbpVGMTExMTExMQHAuu9rLMeXGWz+9i+h28vHNY+OjFjnHXShUPwIuotK\n3ucQiV2GdZ1tLWvtawy2Skpl+nmvjPnEujT4dPhXwBpRsPzLovCDM0iTBIcUaTrM2Wmh5zQ3PaYl\nMWWzLaZgaVdZ4YlOfn4dksvOO3L5rJ+Xe9oEaVXpzAuWWFglaFtZ5b62QaZe5WXPiByW3pjLoxf6\naVUxeu+OPFngw412un6eTJ/pbhbusSS8MWQrSecnZ5AbLOG9T56RrdwdtBJM8DUlJK7yXEOGmmGw\nr3QsZ4t1U5RR+Yi4qOQdh6AXuqB0wctx1zNAfMJOd1XB18bYCNJ6eDGWQ4vimqc4rC4XHR8yFuXY\n+Mkn5B05ktDrnG1M0WJiYmJiYnKuoXhxrH7CYJKrXopc65q4pzpt/wDBvddgy/A9hFWrEXPcIekg\nPzi+M9iStRSu8Q7ESmJjio5p0M9vY1ZIDoQdnbdtQSbYFZwJfBqvaDBtq5VOU5K4+Vt31HwVSdDp\nVUvm1R4+ttyWw3fXefhP+wBNM7S/tTJXvIgCtKig8XDHAEtu8LDxXzm8fImPbjUUQ5+foiw/YuG6\n2W66fJ7E19utqAl0vCQJ8JZN5lWbjCXk+l8oElf7bWQmWLjYsXONZxBuzVj+d6FzAcfEozHH2rT6\npPvvN9gClvUIlefFvQ65/s0oFY1hlI5Vj4IajDKidDS75RaSq1cvOFYDAVa/+WZCr3G2MUWLiYmJ\niYnJOYZ98+uI3oMFx7pgwd/u+bibSPqlDWTZPzHY3MGeJMl9Yo7zCHnMcX1j6MVi1a1c7RmAW09s\nD4jdmsClflt+/5UiZKAzxxHkBmvids+yCh9vtNLukyRGLHSxNTNyzkq1JI1HL/Sz8V+5zLjay7Dm\nQaoklX1XretwOk9g/0mB7YdF1u0V+X27xJKNEst3J7N8u8S6vSLbD4scOCmQ5SEhno/qyTrDWwb5\nZoCH9cNyeaiDn8ruyK/rxpMSw+a7uHBKEp9vTpx4EQQYZlWZ6ZBJCxEuyzSR3j4b+xOc4pKip9Df\new2SXvg+q4LKbPc3+ARfzLHJwWtwyp0MNqHqVwTE7fEtQhDwtXsRvUgopZS7E9v2d+Obpxgkm412\nI0cabBs+/BBfZmZCr3M2MXNaTExMTExMziEEz0Hsm/5nsAUb3YmWEl+PBw0fx51PQxHhIWkZZPgf\nipmLoqEx1zUHj+gx2C/zXkFFrWJcayiOdarAIL+NEyHraSRoTHXI1E5QOJiuw7e7LTz1i4OdWdGT\n63vXlhnWPMiltZVSh3spKmw/LLJ+n8T2wyIHM0UOZ4oczhQ4nCnil6O99pEruDltOlXLa1Qtp1Mt\nXaNaeY0Lqmq0qK3SoIqGFOc6a6TojL0owMMdAizYY+GDDTZ+3B+h99BpibsXu3h9tcoznf30qqUk\nJPekq6TxnTPIYL+xMtxOXaSv385MR5BGCQwDrKJWpbevL/Nd3xbYcsRs5ju/5RrvwKjfBQGBCr5H\nOSgNQRPzK3MJospx19NUy/ug2NDKomjlWxCsPxT7zo8KbI71LyLXGYzuqFC6G4tA0yFDWP7ii3iP\n5xfNkD0e1r7zDheNGZOwa5xNTNFiYmJiYmJyDuFY8zSCWvgUWLNn4G8efxPJTMeksPLGFXxjkfTU\nmON+sf/MQcsBg62j/0IaKA3jXkMsVqoCA/02ckI2jT0klQ/tMqkJCr/aliny8BInPx2IvOURBZ1B\nDWUeaBegSUb8j/qPZwv8uNHCqp0Sa/dKbNwv4UtgDxdfUGDXUYldESKaXDad5rVUWtZW6dBA5ZKm\nChkpJdvwWyW4sr7ClfUV1p8QmbDSzjc7rAaPAMCWUxLXfuOmd22ZF7r5qZtWdndIfVHnO2eQm/w2\nlhXxsB3WBS732fjaEaSllDjh0kRuytHAUdbY/yiw7bHuZrn9Ny4MdIo6zqKnU8H3CMfchZt+WdpN\nlv1DygfujGsNgVZjse2bWZiUL+dgX/sc/gv/V8zIkmNxOGhz77388kRhaOnad96h7b33YksOb/p5\nvmGGh5mYmJiYmJwjiKfWYttrrCzkb/U42GILjVAC0hZybDMMtpTAQFzKhTHH7ZP2stKx3GCrqdSi\nU6BzXNcvjhWqwIAIguUGi8r0BAmW3CA8/rODiz9LiihYrKLO0GZB/rglj8l9fSUWLEEFft4i8dQ0\nO10eS6LhvSmMmOTi3e/srNxpSahgKQ5vUGD5DguTF9u5/S0XDe5NpvsTbsZ9aWfZNgk5eg6+gRYV\nND663Mfym/O4oXEQSQgXDIv2WrlwShLjltnxymVfe3kBvnYEuVoyJuhnItDfb2OdmtjXsZv/Eqoo\nxu72y+y/cihE2IfiVi4hKWgsC55ln0JQ3B3X9XVHBfzNHzbYbLs+QcyOM9ysGFoMG4Y9tfD3RSAr\ni02ffZbQa5wtTNFiYmJiYmJyjuBY85ThWC3XDLneTXHNoaNywvGSISxMD1SgvP+emOO8gtcQQgOQ\npCVxhbdfQiuF/f6nYMkNESz3WBTetMlYErBX/emARKcpyby+2o4S0oxRFPLFytpbc5nY00edEngO\nFBV+2GDhznec1LsrhSv/m8T/5jrYsC/+7uZuu0618hr1K6s0r6XSob5C1yYK7Wrn0KG+QrOaKvUr\nq1Qrr+Gyxedt0HWBNXssjJ/t4PJxSdS7J4V733Xy0yapRLkpDctrvN3bx+pbc7mhcTAsaT+oCoxf\n6aDzZ0n8frjsnd3tArxvlxlmMaqrrD+Fy9oEChcJiSu9/XFqrgKbLujMc80lQCDm2HTfA0hakUpk\ngspJ58voUYoaRCN4wR2oyfUKp9E1HGufiWuO4rAlJ9PqjjsMtrWTJqGp4dXbzjfM8DATExMTE5Nz\nAOnIEqxHlxhs/tZPgxjf5jDH9jVBy1aDTds3FLGSM+oYHZ2FzvnGPBYdLvf2w5XAxPs//sxhyQsR\nLA9bFcZYy54zkReEp3918O76yPkGl9SQeb6bn8bpxe/gdR3W7pGYvszKV79bOZ5dcuFWMVWjVW2V\nZjVValfUqFpep2o5jWrpGinOyPUUduzYQYMGxoaZug7ZXjhUJC9mz3GRDfsk1u2VOJkbe005XoEp\nS21MWWqjajmNgRfJXNspSPOaWszXulaKztu9fdzVOsDoJU5+O2zcLu7OlrjsSzf3tAky9iI/zjLs\nJiUBJtgU3MAbSuFEfwmXb51BmiUoxyVZT6av7zK+dn9VYMsRs1nsXMgVviuj5rdIJJPuG8lx99gC\nm9+yljzrPJLlK0q+AMmGv9UTuH8eWmCyHpiLdGIlaoX28d9QFFoMH86qiRNRg/kVyrL37mX3/PnU\n79cvYdc4G5iixcTExMTE5Gyja2FeFqVSF5QqPeKaRhFOkumYZLC5gz3IyWkBlaKPW2dby27rLoOt\nY+Aiaqg147p+LDZrkQXLI1aZR2xlfwq87JDE3Yud7M0OF3nVkzSe6+rjqvrFCyN/EL763crbC+1s\n3F+8YBQEndZ1VLo3U2hbT6VVbZUq5fSEJK0LAqS5Ic2t0bSGUWjpOhzKFFi7R2LVLokfNlhZH8Pz\nc/i0yOvz7Lw+z07rOgp39QlydUcZW4ydYIsKGvMGefhym5XHf3ZwzFsoknQE3lhtZ9EeC2/19tGu\ncunfQ0GAZ20KogCvFenTk02+V26BI0jdBAmXuko92gTasrpIfss221bqKHVpKjeLOs6tdEfPboGQ\nur7AdsrxBi6lc7F5YkVRal6Fkt4Wy6nC6zvWPIXn0rlxVweMutaKFblg0CA2f/55gW3Nm2+e96LF\nDA8zMTExMTE5y1j2z8GSudZg87d+Ku5NzCnHa+hCobdE0F1h/SZCOS1m8pNjicFWRanKRTESlONl\nr5a/+TwdIlgeTYBgkVV47GcHV8xwhwkWAZ27WwdYfksu/RvEFiyn8wRe/NpO85HJ3POuK6ZgqZiq\ncUPnIO/d7WXnm7n88LSHx68NcHkbharlEyNYikMQoHq6Tr92Ck9dF2DpuDy2v5HDO3d6GXxxkIzk\n6N6kNXss3DHJRYuRybw6x062N/Z1BjeSWXlLLre3CA+j2n5aovd0N+N+s5epPLIgwNNWhQesxlCx\n43q+x+VwAsshd/F3o4JqrIT3g/M7coSc6OtDQNt3i6HppCZmkel4O76LCwL+1k8aTJbjv2I58n18\n8xRD67vuMhwf+u03jq1dG+Xs8wNTtJiYmJiYmJxNdA3HhhcNJrnmVagZbeOaxietxmNbbLCV99+B\nRY9epjg/LGwBilCYWW3TbVzu7YdE2XMWAE7rMMhv5ahu3MmPsio8XEbBkukTGDDLzRur7WFVr+qk\nqnw7yMN/u/pxh1f0LSDLA0984aDZA8k8P9PBiZzIW6MUp86QrkG+eSSPLa/l8vYIH4MukklPTnBX\nxDJQMVXnuotlJt/pY+vruXz1kIfrLg7itkde49EskaenO2j+QArjvrSTE6N1SYodxnf3M+uaPKqH\nCCJNFxi/wsH1s11kxU4PiYkgwJNWhTtDclwO6ALXBmzkJOiltmDhCu+VWPRCr05QCLLYuTB2nkqw\nImmBYQZTru0b/NLmuK6vVu6KXKWnwWZf93ximvL8SYXmzanRtavBtuattxI2/9nAFC0mJiYmJiZn\nEcvB+UhZhZseXRDxt3wsrjl0VE45jaVTbWoDUoIDY47bYF3PIctBg627rydpelpc149GQIchfhs7\ndeN2Y7hFYay1hKWtorDppEj3qUn8fDA8vml4ywC/DMmjU7XooiiowFsLbLR6MJnX5tnxBMLdI4Kg\n06eVzEf3etj2Rg5vDvfRrakad2+Us4FFgp4tFN6508f2N3J4724vvVpELvuV4xMYP9tBmweTef87\nG0oMLXlJTZVlQ3K5pWl4R/fF+6xcOi2JHadL/wIJAvzXpnBjiHDZpIn8K2BFSdC+Pl1Lp4u/m8G2\n17qHbdatUUbkkxa4EWtI2OQpx8S4k/L9rR43HFtO/YF0dGlccxRH67vvNhzvmDUL36lTCb3G38l5\n8LUzMTExMTH5h6Lr2DdOMJjkWgPQUuPriZJnnU9Q2mGwZfhGIcRIXfUIHpY6lxhsdeTYcf3xoOtw\nX8Bq6MMBMEhSedFWtqT7H4+m0Xt6EvtCvCLVkzS+GZDHy5dE967oOsxeaeHCR5J49DMnWZ7wrVCK\nU+fuvgHWjM9l2oNeru6o4LRFmOw8we2AQRfJzHjIy6qXchl+aSCi9+VkrsiDHzu5+NEkFq61RH3w\nn2KH13r5mNHfQyWX0euy47REz6lJLN5b+rRpUYDXbAqXh5RD/k6VeDgYfV3x0jrYhupKdYPtR8f3\n+PFHHSNgI933oMEWsKzHY40vvEtLb4Vcra/B5tj0SlxzFEed3r1JrV274FgNBs/r8sdmIr6JyXmO\nqsK6dRK7dwvUravTqpWKaD6OMDE5L5COLTUk5AIEmo6Maw4NP5mOyQabO3gpDrVFzHE/Or4nIBTG\n8lh0Kz19l0atoBQv42WJ6aoxxKyTqPGmXUYs5SV0HV5cbueF1fXDftapmsInl3vJcEXf0W4+kL8p\n/21b5O1PpVSNey4LcGuPICnRi63FjabBsZMC+w6KHDwikpMr4PGB1yvg9Ql4fZCdXYOqVey4nOBy\n6bidkJKkU6OqRq3qGhUzEpMrU7+Kxsu3+Bk70M9739l5e6GNUyFVyLYdlrjuFTfdmiqMH+qjQZXI\nCSW9aissuSGPm+a6+ONY4WuaExQY/I2L+xpV4un6pcsvtwjwrl2mn19gTRHh+4Fiob6oc7e17MUb\nBAR6+frwadJHqEL+fF7Ry1LnEnr7+kYd51I74JIvxmv9tcCWaZ+EW74k5oOCUALNHsR6aEHBseXo\nUqSTq1Az2pXibsIRRJHmw4bxy5OFOTSbPvmEtvfdh/B3JF4lGFO0mJic56xbJ9GnjxtZFrBadRYs\n8NC27flfj93E5P8DjlAvS7W+aOWaxjVHju1LVPFEoUG3Ut5/V/QBwB7LbrbZjGEwF/svJjWOKkix\nmK+I/Fc2bjHqCxqfOYLYS7lXklW49zsn07aGuzz+1TzAC9382KKk4QRkGD/bzqtz7CgRen8kO3RG\nXhngrr6BMntUjp0QWL5G4o/1FjZtF9l3UOTAYRF/hPAzIzHKuwFOh07Nahq1qmk0a6TStoVKh1Yq\nFdJL53ZIc8Oo/gHu7BPIryr2rR1vSGPMnzZZ6Dw2iYevDvDvywNYI+waqyTpfDvIwwM/OJm6pfDF\n0xF4bWsNci0Bxnf3lyqkzi3AVHuQXn47B4rkRD0etNBU1OkmlT07P11Lp0OgI785lhXYNtjW0yTY\nlOpqjajjyvvvw2v5Hf4UO4p0iBzbLFKDg0p8bbVCe5RKXbAc+7nAZt84Ae8ln8cYFR9Nhgxh2bhx\naHJ+aODpnTs59OuvVO+c2Iaxfwfn1fPYCRMm0KNHD2rWrEn9+vW5/vrr2bJly9lelonJWWX3bgFZ\nzv9lLssCe/acf09PTEz+PyKd/APL0Z8MtkCzB6OcHRlVyCbL8YnBlhochFWvEnWMjMx3TmPCfkW1\nIm2CiXm6u0sTGBGwGhLjy6Mz3SFTrpS/nvwKDJnrChMsFlFnQncfE3pEFywb9olc8ngSL89yhAkW\nSdS5rWeA1eNz+c9VpRMsp7MEPp9l5a4xTlr3SeKCrinccr+bie/b+e5nKzv2SCUQLMXj8wts2yWx\naKmVCZMdDLnXTYPOKbS7LIl7xzqZNttKVvTiV1FJcsCYAQH+GJ/LkK5BBMEoggKywLNfOuj5VBJb\nD0XeNjos8PalPp7r4kMMGf/hRjvD5rsIlvJZWiURpjuCpBTJGVERGOa3ciBBFcU6BC6knFreYFvs\nXIRK9EXbtFokB6802E7bP0DDE2VEZPwh33nrwXmIWfEl9sfClZFBvSuMvWQ2fvJJlLPPbc4r0bJs\n2TKGDx/OokWLmDNnDhaLhauvvpqsrKyzvTQTk7NG3bo6Vmv+L3OrVadu3XOnko2JiUl0bJtfNxwr\nlbrE3WAu2zYVTcgrOBb1ZNICQ2OMgJX2FeSI2QXHgi5wqa9PQrreB3QYFrCSU0SwSOh85JBL3WfD\np8CNc1ws2mtMUkl3anwzwMO/WoQnhAOoGrz2rY0eTyax5VC4oundUubX/+bxyq1+KqTGt7aTmQIf\nT7cy4HYXDbokc/cYF1/MsrGnBH1dEs3OvRJTZtoYMdpFg84pDB7hYspMK6ez4hNKVcrpvDncx9Jn\n8+jWNLxIwvp9Epc8nsQ7i2wRc0oEAe5pE2RGfy+pIfkys3dauXVe6YVLY1HnXbuMUES4ZCJwe8CG\nnIA/eRYsXOrrbbBlSqdYY/sjyoh8ygVuQ9AdBceaeJoc+1cxRoSjVu6GUr61wWbf8mZccxRHs6HG\n3wk7Zs8mkJ0d5exzl/MqPGzGjBmG43feeYeaNWuyfPly+vTpc5ZWZWJydmnVSmXBAg979hTmtJiY\nmJzbCJ4DWA/MMdjizWVRhWyy7dMNtjT/zTEb3eUJuay0LzfYWgXbUFmN7pmJh8eDFtaHJN6Psyl0\nLWUYj1eG62e7WRpSIay6y8+ca2XqpEWeNzNX4La3nPy4MTwbv1KqxstDfVzVPr7qZcEgzF5s5ZMZ\nNn5ZIaFp8YmClGSdWtXzw7vSy+m4nDpup47LBS6nzvHjJ3AnVcTrA8+fuS6nTgvsOySy/6BITl7x\n15NlgUVLrSxaauUBi07XjgpDBwe5ooeCpYQ7vua1NGaN9vDV71ZGf+ow5Lv4ZYHRnzr5caOFd+70\nkuoKH9+jlsKiwXkM/NrNwbzCsfN2W7n5WxefXO7FXordZx+LxlhNYZxc+J4u10Sely08YStbJTqA\nGmpNmgWbs9G2ocD2m2MZTeRmuPQINwpY9AxSA9eT5fiowJZl+5yUwCBEIo8JQxAINBuJZektBSbr\nni/xt34K3VGhVPcSSs1u3UipWZOc/fsBUP1+ds6eTdObb07I/H8X55VoCSU3NxdN00hLS0xpRhOT\n8xFRhLZtVdrG19LBxMTkLGLf9h6CXviAQU1tjFKle1xzZNumoguFXQFFrRwpxcTTL3P8iiIUbvCc\nmouL/YmJbZ+riExWjNuKqyWVOy2le5CSF4TrZrv59ZBxzsbpKhNabaVOWp2I49btFbl5opv9J8M9\nR9d3DvLCTT7S3CVfx+FjAh9Nt/HRdBvHI8wZisWi06Jxfr5J2xYqDeuq1KqukZYSe9yOHcdp0CCy\n4NR1yMoW2HcoP0Rs1XqJlWslNmyVUCPk6AAoisAPv1r54VcrVStpDLsuyNBrg1TMKN41IQj51ca6\nN1MY9bGDr5cb4+YWrLHS48kkPnvAS6Nq4cLxgvIaCwbncdlUGwe8hZ6IhXusDJnrYko/L45SsWiZ\neAAAIABJREFU7ED/Y1VZroksLlLg4VVZoouk0T0B+S1d/N3YYd1eUKAiKARZbv+N7v6eUcekBm4g\n2/5lQVNXTcwmx/YVacGSCwKl+hVoSbUQ8/YBIGhBbNs/JNDi4TLcTSGCKNJo8GBWjB9fYNsyffp5\nJ1rOq/CwUB555BFatmxJhw4dzvZSTExMTExMSobiwbbzI4Mp0OjOuEos5XtZvjTY0gI3IhK95NVJ\n8SQbrRsMtosDF2PHXuLrRuOABvcGjF6NmoLG/+xyqSpH+RW4YU64YGmSrjJngIcMe+Qn69N+tdLn\nmaQwwZLm1vj4Pg+TRpRcsKxaJ3HrSCfNeybz0luOmIKlUT2VUXf6mfNxHvtX5PDDdA8vPOrn2n4y\nLZsUL1iKQxCgXJpOq6Ya110l8/JjfpbM8LBveQ7ffJDHyOF+6tWKLg4PHxN57jUHTXskM/whJ2s3\nlWz7l56s88E9Pt6500uK0yh2dh2V6PVUEt+sjKw+qifrTLpwG/XTQsoW77Nyy7cu5FJoWVGAt+0y\nVYrkzegI3OG3ciwB+S0u3UVH/4UG21rbGrLE01HHSKSQGhhssGXZP0fDG2VEBESJwAV3GEy27e+D\nWoZOnSE0uu46w/HBX34h9+DBKGefmwhZWVnnZQD8o48+yqxZs1iwYAE1a9aMee6OHTti/tzExMTE\nJDYNGjQ420v4xyAd+Qn3j4MQtPxqPpq9PLnXbAJLyWvsZtonk+X4sOBY1NKomTszqmjZsWMHG1uu\nY7d1d4GtnFqeW/P+VeZcFlWHfn4bvxUJC7Ogs9ARpK0U/xZD0eDmb13M320UQc0rqMy6xkO6U2fH\njh2Gz6SiwuNfOHh7YbgAu6ihwvv3eKlavmRr2bpT5MlXHCxcEqXRy580vUClf2+Zq3rLNKpf9h1z\n6D3Fi67D5h0i3yy0Mnuhla27YufXXNVb5okH/NSvU7K17zshMOwNF6t3h4uU/1zp57FBgbBy+zt2\n7CClakOumulmW6ZxPYMaBpnc11eq8tc/qyL9/Va0IrlTPSWVGaUUyUVRUPgg+T1yxcKqBhcEG9HP\nd1XU90gVstmfPLDA2wJQ3ncPacGbSn7hYDYpM5siKIU5at5Ok5DrXl+6G4nAFz16cGz16oLji598\nkrR+/c6b3+/nZXjYmDFjmDVrFnPnzi1WsMA/+49tWX/JnQ+Y9/jPwLxHE5N81CrdyL1mI7bt72Pb\n/gHBBkPjEiwaeeG5LMV4WU4lnTQIFoCu/m4JSb6fpEgGwQLwpE0plWDRdRi9xBEmWFpVVPj6Gi/l\nHOFz+oJw6+suFq4NFxnDewV4bogfWwl2OyczBZ5/3c5HX9qihlwluXRuuCbIbdcHEyJUEokgQNOG\nGk0bBnj0vgAbt4m8/4WNabNteH3h9zN7kZV5P1i4/YYgo+8OUC4t9vtVq4LOvLEeHvzYyWdLjeFi\nE+Y42H1MZPJdvrDXupJbZ+5AD/1nutl8qlC4zNhuo2qyzjOdozdyjEYXSeMhq8qLRcpqf69KfKpo\n3FLG/i0WLHT2d2G+69sC2zbbVtoHokf1SHoqqYFrjbkt9s9JCQ5CxBF1nAFbKsF6Q7Bve6fQtP29\nhIqWxtddZxAtW6dP58J+/RI2/5nmvAsPGz16NF9//TVz5syhXr16Z3s5JibnPKoKq1dLzJhhYfVq\nCe3c+jtrYvL/Et1ZiUDLR8kdsJFAk/vjGptj+8bwRFfUUkkJDow5ZltVY3uAakp16inhDRrj5YAG\n/w0ad6m9JJV7SpnHMmmtjfc3GL0ljdNVZl4dWbB4/HDdK+4wwWK36rw53MvLQ4sXLIoCr39go02f\nZN6fao8oWC6opzL+cR9blubw8mP+c06wRKLZBRqvPuVn85Ic/vuIL2L4mKIITPrUTuu+SbwzxYZa\nzNvmsMEbt/t4ZagPa4gonbXCxs0TXQTk8HEVXDpfX+OhTqrxAq/9YeeTCMUSSsLDVoVOovF9eDxo\n4XgC4ocay02oqFY02JY5fo1ydj6pwesRiiTsa+Jp8mzz4rpusNEIw7Hl5CrErMS19mg4cCBikYoM\np7ZsIXf37hgjzi3OK9EyatQovvjiC959911SUlI4fvw4x48fx+OJrya2icn/J/5qPnn77W769HGz\nZs3fX5LTxMQkCpIDbCVPeNBRwnJZUoODY1YqOiDt52TKSYOts78rAmWLo9F1GBW04ikyTwo6r9tK\n1/F+4R4LY382PpWukawx82oP5Z3hO9FcH1w73s3SzUZVUq28xoLHPAzpGmH3HMKWHSKX3uDm8Zed\nEatzdWyt8PV7Hn6fk8ftNwZJjiOB/1whLQXuHhpk5bw8pr3toXWz8HygrGyR0c85ueIWNzv3xN4a\nCgLc1ivI3Ec9VEo1ioaFa63c+KoLX4Qq1JXcOrMGeKjkMo75z49OfjoQ/98l6c/8FleRMsjZCDwa\nKJ0IKoqAQBd/N4Ntt3UXWa4YuS16KinBAQZbtm0aOiUXuFpyXZTKxuvadn1W4vHF4crIoEY34/xH\nv/8+YfOfac4r0fL++++Tl5dH//79adSoUcG/N95442wvzcTknMVsPmli8s/BY/kJVTxWcCzo9mK9\nLEU7fQPUlGtRXa1e5rXMVkUWqsbN5tM2hSql2FlsPCFy23wXWpGu58k2nWlXeaiSFC5Y8vwSA19y\ns2xbSKJ+dZXvnsqjdd3YLgNFgQmT7XQbmMSajeGumLo1Vaa87mHBZx66X6yUOU/iXEAUoc8lCj9M\n9/DBK15qVA3fTP++2kLna5J486PivS4dG6osfiqP+pWNJ36/wcp1r7jxRIj6qpWiM/UqL05L4Xuq\naAK3fOtmx+n4Pzi1RJ0xIeWOZ6gS3yll397WUmpTRalqsG2rujXmmNTAtaAXfidkaT8+y/IYI8IJ\n1htiOLbungpa8QK8pDTo399wfMQULWeG06dPk5mZGfZv9OjRZ3tpJibnLP/k5pNm6JvJ/zdCc1mS\ngn1j9mU5IO3ngGW/wXZR4OKyr0OH0UHjE+0LRY2hpQgLO+UTuH6Omzy5UBmIgs6Hl3lpkhH+pc7y\nwD1TGrJip1FsNK+lMudRD1XKxf4d95d35ZlXHQRloxpJTdF5brSP3+fk0a/XP0OshCIIMOBymZXz\ncnnyP36S3cbXyx8QGPtiybwuNTN05o710Kia8X1futnCtePdeALh41tXUpnU21hZKzsgcP1sF9ml\nKJZ1l0WlRUiY2INBC94y/qkTEOgU8l05lnaUY+LRqGMsekXccg+DLds2PcrZkZFrXIluLfS+ioGT\nWA4tjGuOWNS74goEqVBY5e7aReb27Qmb/0xyXokWExOT+Pmr+eR773lYuNDzj2o+aYa+mfx/IiBu\nJWBZb7ClBgdHOTufM+VleTZo4WgRr4gVnVft8YeFaToMX+DkYK5xO/JCNz+9aoeHMeX4oP8LSWw+\nbIzTalNXYc6YPNKTY+9UP5lhjepd6d9HZtW8XO65NYjNFmFwGfD5YO1amDoVnn0WRo6E226DwYOh\nb1/o1AluuKEWl12Wb7v9dvjPf2DcOJg+HdavB3/8+eoxcdhh5PAAK+bl0ueS8Cf5f3ldZnwbO9yq\ncprOnDEemtQw/m1Zts3Cvz9rGNHj0r+BwhOdjD/YlSVxz2IXepxiwyLARJuMWCRMbJ8uGpL0S0sk\nb0vxuS3G0sI+6+8Exb0lv6jFSbC2sd9SIkPEnOnp1Oja1WDb8c03CZv/THJeVg8zMTEpOf/k5pOR\nQt/+ifdpYgKQY59pOHbK7bFpdaOef0Q6cka8LBs1gQ8U4wOC+60qjcX4H22/tcbGD/uNm+LbWwS4\no2V4UoSiwrDXXazba7x2h/oKXz7kidid/S80DZ6e4GDi++ElkdPLaYx/3M81lyUmBEfXYcsW+P57\nWL48///37AFNK07R2dm5M/pPRVGnXj1o3Bg6doRevaBhw7ja+0SkSkWdqW95mfqNlUeed5KdUzih\nPyBw+ygXu/b6efjuQNRrVUjVmTvGw9Uvulm/r/D9WX8wiTvfkfn4Pm9YOeSR7QLsOC3yxZZChTh3\nl5WPN1q5tXl870VrSecOi8qkIs1N35IlbrGo1CvF5/Iv/vK2fGUpzCPbbd3FSfEkGVpGxDEOtSl2\npSkBy6YCW47tazL8I0t8XbneTdh3fFBwbDm0CMF/Ct2RXoq7CKdB//7s//HHguOdc+bQ8aGHEjL3\nmcT0tJiYmJy3/JND30xMiqLhIc/6ncGWErw25pg1tj8MxzWVmmX2sug6jA1YDP0x6goaD1ojN3uM\nxcYTIs8sMybeX1RV4fmukV0Kj33h4PsNRoFz0QUKXz0cW7B4fXDrSFdEwXJVb5nf5+SVWbDk5MDs\n2fDvf0OzZtCpk8DjjwvMnSuwa5dQAsFSPJomsGOHwOzZAmPHCnTsKNCiRb5HZt48yMsrfo5oCALc\ncLXM73Ny6dMt/LV4/g0HI0Y7CURIsP+L8sk6s8fk0aau8bMwZ5WV/34V/toLArzaw0erisbzH13q\nZGcp8lvG2hSqFWk6KSPweDBR3pYqBlvodyuU1JDvZp51AToxXrwQ1PTWqKmNC44FXcW6f3aJxxdH\nvSuuMKjdE+vXk3fkSMLmP1OYosXExOS85Z8c+mZiUpQ86/fogq/gWNIycCkXRT3fI+SxzWpMGm4X\no89ESfleFflJM3o6nrMpOOPck/sVuGOhi2CR8sKpdp33+nqxRojy/PAHG5NCGke2raswY5SH5Bgt\nbo6dEOg31M3sRUax43TovPuyl08meqmQXrqHHboOv/0GI0bkezxuuUXgk08EDh36+xJhDhwQ+OAD\ngRtvFGjYEO69F1atIu4Qq7+oUlFn6tteXh/nxWY1TjJ9jo2r/+Xm1Ono95fmhq9Hh4eKjZ/tYNqv\n4WFmDgt8eJkPd5FreRWBOxY6keP8dZ4swNM2o+Cap0osi9Jzp6QICLQNtjfYNts24yd6vJ5LvgRR\nSy441sQcPNalcVxUQK5tLLBh3Tuj5OOLwVWhApVDwhL2ffddlLPPHczwMBMTk/OWf3Lom4lJUXJt\nxqesycF+CDH+hK+zrUMTCpOT3X43tZU6ZVqDpsPTIXkC3USVvlL8FTCeWeYwNBoE+F8PH9Ui5KT8\ntEli1MdGj0yllACfjwzgjtG3b/N2kcF3ujl4xPh8tlKGxhdveWnTvHQPOTIz83NTPv4Ytm0r2YZY\nEHRq1coP7WrcGKpUgZSU/H/Jyfn/3b9/P2lpNcnJyffc5ObCoUP54WVbtsD+/bGv5fUKTJkCU6ZA\n06Y6Q4fm58ekpcV3f4IANw+UqVdL46b7XGRmFb5+v/1hodf1bqZP8tKgTuT3PdUFU//joeeTSZzI\nKRx733tO6lTU6NDA+LrXSdN4oZuP+74rdJetPmbhpRV2xl4UX2b+QEnjHVFjZZFmp88Ercx3BMsU\nRldfbkCSlkSemO/OUgSZjbb1tAtGfhAgYidJvoycIoUzcq2zSZJ7lfiacu0BONaNKziWji9D8B5G\nd1WNMark1O7Vi6OrVhUc71m8mKY335yQuc8UpmgxMTExMTE5hwmKuwzx8ZAvWqKhorLOttZgq3O8\nHkJq2Z44z1RFNmhGAfCMLf4KW0v2S7y1xug1ua5RkGsahocl7TwicstrbtQi4VUum84r1++kUlr0\nULc/1ksMGO425GcANGmoMu1tDzWqxu+KOHkSXnopX6wEArFv2unU6doVevaE9u3zPTHuYnq8OJ0B\nGjSI/vO8PJ1t22DFCvjuO/jll+jr2LRJ4OGH4ckndW67DUaNil+8dGqn8t1UD4PvdLGzSB7Rnv0S\nl93kZtYHHppdEFm41MzQ+ewBL/2ecxFU8z8zQUVgyP9cfP90HjUzjK//TU1kFu6Rmbur0Bvzyko7\nvWopdKxacnEpCPCMTeYyf+Hn63dNZIEqcpml9OUlJSRaBVvzi+PnAtta+xraBNshRglaSgleaRAt\nPutKZOEwVr1kokNLrotSvjWWzDUACOhY980i2PjuUt9HUWr37s3vL7xQcLx/yRJUWUaylr3PzZnC\nDA8zMTExMTE5h8mxzTEcO5V2WPVqUc/fbt2GVyxsumzTbdQ4WbNMa1D08M73AyWVllJ8m//cINyz\n2JiAUiNZ46VLfGHnevxw00QX2d7Cjbkg6Ey+y8sFlcPP/4tN28WIgqVXF5kFn+XFLViCQXjzTWjT\nBiZPFqIKhRo1dO66S2fmTJ09e2DaNLjjDmjdunjBUhKSkqBtW7jrLvjqq/zk/unTde64Q6dqlHvy\n+QTeeEOgTRt47738/jTxULeWxuIvPHTuYBx4MlPk6n/FLoncoYHKY1ftNdhO5IjcPNFNIESfCgJM\n7OkzNJ7UdIE7FznxxbnmiySdPpJR6DwbtKCVMeWxebAlYhHRni1ms8cSvZu8TauPXWlqsOWGfJeL\nIyxEbN/MKGfGT6VWrXBmFBYTCObkcGR5fD1l/m5M0WJiYmJiYnKOoqPiCUnATw5eGXPMRpuxLHLT\nYDOsWtmens5SRXbrhVsGCzpjbfEn37+8wsGhvMJ5BHTe6eMlNTxPm0emONl6yBhC9uRgP/3aRb/u\n3gMCA28PFyy3XR9g6lteUpLiW++iRfnliMeOFcjJCRcrFovOlVfqfPWVzrp18Pzz0KMHOGKErYWi\n6zp5eRo+X/7/lxSXC3r3zvf+rF8PU6fq9O2rI0aolpWZKTBqlEDXrrBkScnXBlAuTWfmux5uvMaY\nSH4yU+Tq29wcOhrd63RZ80xGXWXM/Vi3V+LJaeEvULpT563eRjG6J1vi9T8ifDiK4XGbglCkBPJm\nXWShWrYtr0t3US3T6N3bEPJdCyU5eJXhOM+6GJ2Sv8dyrWsMx5aTqxC8iUmYF0SR2j17Gmz74/1w\n/M2YosXExMTExOQcxS+tRhVPFRwLuguX3DXq+dlCFvtDyhy3DLYq0xp0HSaEeFlusKjUjbOU7K7T\nIm+vMTZAua9tkE7VwsN/5q+28OlPxnMHdwpy/xXRKzAdOyFwze1ujp4wbm0eHOFn/BN+LHEExB8/\nDjfcAIMHC+zcGb4pr15d54kndDZuhE8/zQ8DCy3p+xeqqrNtm8yXX3p5/PFsBg06RffuJ2jT5hj1\n6h2lQoUjVK9+lK5d3VSocIR69Y7Stu0xevQ4weDBp3jyyRy++srHjh0KWhR3gcWS3+9l6lTYsAHG\njNGpUiX83M2bBa6+WuDWW/Nzc0qKzQZvPudjxM3GHJODR0QG3u4mM0Zy/qMDA/RrZ3StTFpoZ+nm\n8IoLPWsp3N7CeI1XV9k5mBtfDGIzUWdASK7VBNlS6gIFf1H7hDEvbLdlFx4hetm2JLkngl74OVak\nQwSkzSW+nu6uhpLRzmCzHpxf4vHFUbN7d8PxgZ9/jnLmuYEpWkxMTExMTM5R8myLDcduuRsi0R/j\nb7RtNBxXUaqSHqWfRElZqIpsLuJlEdF5wBp/EvujPzuQi+SmVEvSGN0xvALTqVyB+z8wlgRrUEVl\nwjBf1PyZrBwYeIebPfuNG+E7bgrw2P3R+4tEYt68fO/K/Pnhg1JSdJ59VuePP/JLDVeuHD5e13VW\nrw7y9NM5XHrpCWrUOErHjicYPjyL11/38N13Adaskdm9W+XUKc0QsqUocOqUxq5dKqtXyyxaFGDi\nxDxuu+007dsfp0aNo/Tpc4Jx43JYt06O6JmpVg1Gj4bVq+Gxx3Tc7vBzZs0S6NQJfvih5K+LIMAL\nY/wMGWAUjlt3SQy+00WeJ/I4UYQ3bvdSM8MoIu5510VOhCi/xzr5yXAWnutTBJ76JQ7X1Z+MDPEE\nrtREftHKtu1N85QjXS38PumCzmbrpqjni7hxKp0MtjzroriuqVS/3HBsOTgvrvGxqN6li+H42B9/\nEMzNTdj8icYULSYmJiYmJucgOjIe6xKDLUnuHfV8DY1Ntg0GW7Ng87KtQc9/Ql2UqyUt7oZ93+21\nsHCPMUTt6c5+3BGi1kZ97OB4duH2RBJ1Jt/pIynKvtUfgBvudrNxq1GwXNsvyAtj/CUWLHl5cP/9\ncOONAidPGgcJgs7QoTqrVsF994E9JGJJVXV+/jnAww9n06zZMXr0OMmrr+axcqWM15u4/lEej87y\n5TLjx+fRrdsJWrY8zqOPZvPbb4EwL4zTmZ+Av2oVXH99+BqOHhUYMEBg9GjwRU8RMiAIMPFpH1f0\nNHpOVq23cPO/XchR2t2kuWHSnV6EIn1UDpwUGftZeL3qNDs83skoZmdst/HboQi1sGPQTAzPbZkQ\njG+OUASEsO/URtuGmCFfSUHjd9Zj/R6dkot+ufplhmPL0aUgl6EpTxGSq1XDXbMw301TFA79/ntC\n5j4TmKLFxMTEJAKqCqtXS8yYYWH1agmt9IVnTExKhc+yAk0ofOopamk4lXZRz99v2U+uWHi+Rbdw\ngdyoTGv4VRNYEfJ0emScjSRlFcYsNSqOC6soDIxQLWzm71a+Xm4MCxvVP0DrupE3eboOI59y8tsf\nRmF1aReZt/7rixqyFcrWrXDJJfDxx+EKp317nSVLYOJEqFjR+LNAQOfddz20aHGMK688xeTJHg4d\niv+XhcMBdnv84mb/fpW33vJw2WWnaNXqOB995EGWjfNUqQKTJsH33+u0bBl+jXfeEejZE3btKtk1\nLRZ4/xVvWHL+j8usPPpCdI9IpwtU7ulr9NJ8+pONhWvD4/ZuaiLTooLxPR/9kxM1zpf2PyGf1R81\niTVl7NvSRG6CWMTzmCllckQ6HPV8l3IRgl5YfEIVT+GX1pX4elpqI7SkWgXHghbEcvSnOFcdnfT2\nxh40B5fG0U/mb8YULSYmJiYRWLdOok8fN7ff7qZPHzdr1pTtCZ2JSbzkWX80HLvl7jF7s2wJCVNp\nKF+AnfiTmIvyRoiXpY+k0jzOimGfb7Gy43Th90dA54Vu4aFe2V54ZIpx09uilsqoq6L36pj6jZUv\nZhlFzoVtFD6e6KWklVt/+gl69SIsd8Vi0XnsMZ3586FlS+OYYFDnww89tGlzjIceyi5WqKSni3Tv\nbuf++5N4//1yLF6cwYoVFdi+vRJHj1bh6NGq/PKLl6NHq7BtWyVWrKjAokUZvPtuGvfd56ZbNxvl\nysXebO/fr/LAA9m0a3ecKVO8KIrxfWrbNr9U8qhR4cn6mzcL9OgBJX3I7rDD5296aNnEKCze/dzO\n7EXRP6OPDfJzQUgJ41EfO/GGvMWSCC90M7p/1p+QmLUjvoISHSWdi0Xje/OmXLZuHy7dTV2lnsEW\nO0TMgTskDy3UgxoTQUCu1sdgshxOXCPI9JBGZ+dyXospWkxMTEwisHu3gCznbxJkWWDPnr+vy7WJ\niY6Gz/KbweaWL4l6voLCTusOg61psFmZ1rBPE8IqLj0Qp5cloMDLy41CZEgTmVaVwjf5L8w0hoXZ\nLDqTRnixRtlj7tor8tCzxvCi+rVVpr7lwRUedRSRb7+Fa6+FvDzj97tBA53Fi/PDq4om8CuKzqef\nemnX7jgjR0YXKy6XwFVXOZg8OY1Nmyqxc2clvv46naefTmHgQCft29to2NBKxYoSDkfhtR0OgUqV\nJBo2tNKhg41rr3Xx7LOpfPNNBrt3V2bDhoq89VYal1/uiFqhbN8+lXvvzaJDh+NMm+ZFVQsFitUK\njz2Wn7dTq5ZRuGRnCwwYAD/+GDpjZFKSYMZkDzWqGl+Dfz/h5OCRyL8vHTaYNMKHJBrDxF6dGy6u\nO1VTGdDQ6Jl5YbkdJU5vS6hn8BtV5HgZI/ZCv1s7rNvRiL6w0O+u17IsripiStVLDccJ9bSEiJYT\nGzYge6IkKJ1lTNFiYmJiEoG6dXWs1vw/KlarTt26iYtLNzEpjqC0DVUsLO8k6C6cauuo5++17CEo\nFG7wXJqb6mqNMq3hY0VCp3Dz2ULUuDDOXJZPN9k4WKTEsU3SGXNhePL9pgMikxcbPSb39wvQpEbk\njaAsC9w2yklekR4uDrvOp695SUst2dqmT4dbboFg0LjBvukmnZ9+yu+vUpT162V69DjJffdlsX9/\neLia0ykweLCTKVPKsXNnJT75pDyDB7uoVk1CKEs79j8RBIEaNSzceKOLzz8vz86dlfn443IMGuTE\nZgs/f/dulREjsujb9yTbthlD8S68EH7+GQYNMr6fXq/AddfBnBK2E6mQrvPpa56C35UAWdkidzzs\nQo2SttG6rsqI3kYxMnGund3HwrekYy8MIBXJg9lxWuLLbfF5W3pIGvWFws+RjMAUuWye89pKHex6\nodDyil4OSgeinu9U2oNeuG5FOoQs7ivx9ZSKF6ELhepZyt2N4Il+vXiwly9Pap3Cqmi6qnJszZqE\nzJ1oTNFiYmJiEoFWrVQWLPDw3nseFi700KpV/NWSTExKi9eyzHDsVDogEH2ztt26zXDcUG4YtVN3\nSZB1+Ewxbuxut6hxVeHyK/ldzYtya7Mg1ZKNG2Vdh4c+dhq63tfI0BjZL3pY2NtTqrF2k9EF8/wY\nP40blOwx/IcfwogRoIbkN4wbp/P66/k9UP4iENAZNy6HHj1OsH59eB6O3Q533eVm7dqKTJ5cjn79\nnLhcZ357lZQk0r+/k/feK8eaNZW47TZXxJC4lStlunQ5wfjxuYZ8l5QUePddGDvW+H4Eg/klkadN\nK9k6WjXVeGKkUYguW2XhlXeihyY+MsBPpdTC9yqoCDzyabjrqF45jesbG1/zl5bbkeP4dSwKMCyk\n2t0nilSmZpMWLNST6xtsod9Bwxpw4VTaGGyh3/GYWJNQM4y5J5ajics9qdqhg+H4yMqVCZs7kZii\nxcTkPMVMFD+ziCK0basyaJBCmzZqiRN6TUwSgdfyq+HYJXeKciaoqOy2GrOoG8oXlOn6i1SRY3rh\nhj4JnQGW+IT7RxttHPEUfnEcks5/2ocLkdmrLCzbFiJAhvhwRdnz/vCrhU+/NtYavvJSmVsHR+/h\nUpTXXoORIwX0IvcnCDqvvaZz770YhNmaNUG6dTvB+PF5Yd3kbTYYPtzFmjWVeP75VCoJYQh1AAAg\nAElEQVRVOnt5b9WqSbzyShp//FGRoUNdYT1pgkEYNy6XHj1OsGFDoQgQBHjoIXjxReMOXlUFRowQ\neP/9kl3/nqFBelxsFBcvvGln3ebI3TxTnPDMDUahs2idlR82hMcCPtTBj6WIh29PtsQXW+Lzttxg\nUbEVCcfaq4v8XMbyx6HfsZ3WHTFDvlwhpY+91jhEC6BUNpYnTqRoqdKxo+H4yPLlCZs7kZQtG8nE\nxOSs8VeiuCwLWK06CxZ4aNvW9AaYmJzvKEImAcsWgy10w1OUA5b9BIRCMeDUXFRTq0c9vyR8EuJl\nGWRRSYrDyyKr8FpIJ/PbWwapHNIzRFHhmenGJ+y9Wshc0TZy7kxWDtw9xpiwUq2yxmvPRO/hUpT3\n3oMnnghPuJ88GQYMCD3Xw5gx2RHL+F5zjYNnnkmhRo34tlGHDwdYuTKPY8eCnDghc/Jk4T+/30+N\nGlvJyLCSkWGlQgUrlSvbaN8+mcqVI8R/RaBmTQsTJ6YxcmQSY8bkMH++URhs2KDQq9cJXnkljZtu\nKnQnjRgBSUk6990HWhGP14MPCjidOjfeGPu6oghvP++j8zUSJ07liwFNE3hiQh0uu9SP2xU+ZnAn\nmY9+VPitiGB9cpqD7s3yDO9l7VSdm5oE+Whj4efpf6vs3NRURizhZ7K8AFdJGjPUws/1p7JEN6n0\nT/tqKbWx6lZkIf8D4hE9HJYOU02tFvF8l3IRp3i14NgvrUUjD5HIwi4UpXI32PBSwbHl6NJ8N2UC\nQg+rhHhaDq9Yga7rCQlrTCSmaDExOU+JlCgekk9nYmISJxMmTGDu3Lns3LkTm81Gu3btePLJJ2nc\nuPHftga/ZZXh2KY0wqKnRz1/j2W34bieUq9MoWGZOnwfkoA/NE4vy7zdFg4XyWVxWnTubxvuZflm\nhZVdRws3kpKo89yN0XurPP+Gw9DxXhR1Jr/kpVxa8bE+y5bBI48YbQ6HzscfQ58ixZl0XefZZ3OZ\nMCG8F0alSiKvvJJKv34ly/Q/ejTIL79k8/PPOfzySza7doXn8xRlzZrIbeobNnTSuXMKXbqk0rlz\nChUqxBYxtWtb+Pzzcsyc6efhh7M5dapwcx4IwL33ZnH0qMqDDyYVbEyHDIGkJLj9dr3gbwvAyJHQ\nuHF4jk8olSrovP28j0F3uAtsh4/bmTBZ5/EHwt97Qcj3qF3yRHKBbcM+iUXrLPRpZRStD7YP8Nlm\nW0Fz0t3ZEj/ut9CzVskLQ9xiVQ2iZZ4q4tHBXcp9uQULdeV6bLNtLbDtseyOKlqsWg2sak1kaX++\nQVDxWdbgVrpEPD8UNaMduuREUPOrqom+Iwh5+9CTa5fuBoqQ3rgxtuTkgsaS/sxMcvbtI7V22edO\nJGbAg4nJeYqZKG5ikniWLVvG8OHDWbRoEXPmzMFisXD11VeTlZX1t63BZ1ltOHYp7aOcmc9eyx7D\ncd2QWPt4matIKEUS8BsKGq3iTMD/YIPRy3JD4yAVXOG5LBPmGM+7vrPMBdX+j73zDo+iWv/4d2Z3\ns+m9kBBII0AIkFCk96qAdBRsKCIW7vXqBQteLKBeFBTsgoKIjZ8CitQgvUknhEAghSSkQHrftN2Z\n+f2xZGfPmdnNLklodz7Pw/Mwu2d2z7TN+z1vk1/9Ts1gsWY9aay//Ewd+t/XuKC6dg148knAYBCP\ny8VFwIYNpGDhOAH//ne5rGB59FEnnDjh36hgqa3lsX59AYYPP4+OHU9j9uxUrFuX36hgsUZKSg2+\n+y4fTz2VgsjI07j//kRs3FiI+nrLngKGYTBlihNOnPDD1KnSOb/3XiX+858KoinlhAnA+vVkz5i6\nOgaPPw4UFTU+zxEDDXj2cVKgfLFWi6xceWUQG8ZjUm8yrG/5Fi0E6nZr4y5gUiTp8lpz3jbvUwMD\nWB7BZkn91ZBWx7MXuvQx/SzSOFHPcq3ajoR3lRacL7kyqS46afv+VmBVKvh17Uq8VpBgey+ZW4Ui\nWhQU7lKURHEFheZn48aNmDFjBjp27IioqCisWrUKRUVFOHELY7xrVaRoceS6WxgJVDAVKFGZVxlj\n0NbQ1uJ4W/jDQJoGk9S8XREoaaUsDmaTgRyzukjzTf5KUONitln/FkbAS1aS7xcudSRER9vWPF55\n3vL4BurqgJkzgYIC8iBWrQIGmi1y19cLmD27FGvXVhPjXF0ZrFvnhS+/9IKnp2WzKSurFosWXUV0\n9Gk8/3wazpxpnq7lchw/XonZs1PRufMZ/Pe/Wbh+3XI+j6+vCqtXe+GbbzwlZZK/+kqHf/yjjOjp\nMmIE8Pnn5LicHAazZkGS1yPHwn/VIsDXzLNTz2DxCstNJ+lrfiJVjb+TpflBs7qSxxiXoUZOpe03\nJssAE1Xk38nfDU3LQwoxhBLb+ao8VDPV8oMBOBpI0VGjPmPX9xl8yTAuVWHzJcz7U6KlMDGx2T67\nuVDCwxQU7lIaEsWVkDAFhZajsrISPM/D09PzlnyfgSmA3rx0qqCCo6GrxfH0ym4Q17pJDSWLBOAQ\nlaBsbwL+d4nkCnjvQAM6+5EeAUEwrqibM+E+PSID5T0HB/5WYdcBMvl68fwaONpwqAsWAKdOkcbt\n/PkCxo0Tt3U6Hk88UYq9e0kD2tubxaZN3ujWzfKqfmpqDRYvvort20saLYiiVjPo0cMVnTo5m/JW\nfH018PHRIDc3B1ptAIqK9CgsNP67eFGH+Pgqi+WDCwr0WLo0B8uX52LCBB+8+WZbhIbKC4SHHnJG\nmzYqPPxwCSoqRJHyyy81KC8XsGaNl6lnzEMPAWfPCli5Ujxvhw4xWLRIwLvvWj9GNxdg4Uu1+OdC\nMZFl43YHPPtYPe6TWVyLCeUxsqseu8+L13fFVi36dySN/96BHDr5cEgqNgoNXmDwwwUHvNG3ceHa\nwGQ1hy8Moum7m2NRIQDuNxki5iK4wI/zR6GqwPgCA2Spr6KjXj6clC5bXs+mgkMFVHC36fs4P6qC\nWDN5WgDAn+qgeid6WhTRoqCgoKCgYIHXX38dMTEx6EUlqrYUdGiYlusEFjJZzDe4qskktkOplV97\n2WJQgTMLDevE8OhgR2hYjQH4JYkUF/QKOQD8nazCiVTSBHn5QXnjk+OANz4kw5tioioxYXTjSdQ/\n/wx89x1pkY4YIWDBAnFbp+MxeXIxTpwgw49at2bx++8+6NBBvlKVwSBgxYocLF2aQ5QSpunZ0xUD\nB3pg4EAP9OrlBldX6ep+TQ2HK1fU6NzZV/JeRYUBx49X4siRchw6VI5z56SN/wwGAZs2FWHbtmIs\nXNgWc+cGgZXJUu/bV4tt23wxZUoxCgvF87d9ey0eeqgYv/3mYxIu774LJCYKOHpU/JzPP2fQo4eA\niRMtHi4A4JGJenzzM4fES+KxvvGBI/5ar5P12r08vo4QLXvOa3Auk0VsqDhHhgGe7lqPefvFe+GH\niw54pVcdNDY6TLqxAkIYHlcFozCvA4OdHIuH1TefkB+qDxNFC4BMdaZF0aISPOHARaBedaPaHyOg\nVn0OLoZBNn0XR3la2NILgEEHqF0s7GE7EtFy7twdl4yvhIcpKCgoKCjI8MYbb+DkyZP44Ycfbtkf\n7lr1OWKb7u1gjgABWSqyQV2IIczCaNvYYmial2X7FQ3K6sTP8HbkMaGdtPzWV3Gki2R4Fz1iQuUN\nx81xGiSlkFbpy0/nNBqydvUq8Npr5GuhoQK+/RZQ3fg4QRDw4ovlEsHSrp0KcXG+FgVLZmYtxo69\ngPffz5YVLB4eKrzwQiDOnu2GPXu64u23Q9C/vztOnizF4sUpmDPnPMaPP4nevQ+jbds9CAzcjQED\nMhASsgd9+hzBxImn8Oyz5/HeeymIjy/H0KEeWLw4FAcOxODEiVg880wruLlJLfW6OgFvvnkVEyZc\nRE6OvAjs2lWDuDhftGlD7n/oUD1ef73ctK3RGPvZBAWRx/fSS0B+vuxHm1CpgPdfqyFeO5Wgxl8H\n5dfK+3Xg0Kc9GXtG3yMA8FDHeriaNbLM07HYfdX29XeGMYY7mrOliSFi9ELBVXWm1dLHdIiYPXkt\ngqMPODcxj4YROKiKm6cRpFdkJNROoiCsLiyELi+vWT67uVA8LQoKCgoKChQLFizA5s2bsW3bNrRt\n23iOSGpqarN8L9vpLBizSKTiLD8UV8h/doVjBWo7i8ndGoMGlZcrUQX5XIrG5ljNsDjaKgpmjhbE\n5KQjlbOt/wkA/HA2AjDzDN0fWIDsjBxiTFGlBnFnyZC3ad3SkZpaKfk8QQA++KIT8drowcWIbq+z\nejyCAPzzn61RVSWuQGu1PN5/PwtFRfWmpPING9TYtIk0jjt04PDZZzrU1laA/gpBELBtWx0++qgK\n1dVSwzQyUoVp05xw//2OcHIyoKjoKv78U4fDh6tx/Hi17D7mlJcbUF5ehcuXxWv40UfpcHVl0bev\nMwYOdEa/fs6YM0eFRx/1xI4dddiwoQYZGaS4PHy4An37nsXrr7ti1Cj5cLGVKxn84x+OyMgQReb3\n31cjNLQUY8eKAuL99x0xZ04w9HrjuLIyBs8+W4Vly65ZPZZAb2Bw7wgcPOElftanAsKCUmUF58Pd\nPXA8JdK0vfm4GnP6pcPDiTy2ka1C8Ee2n2l73ZlaRHLWE+DN6a5xBPzE79mvB5Ky06CxIjTMoe87\njuHAdmPBs0YxVMVW4vzV83Cut+Ah9QyAyqxWRpn+DErs+P0Ic2gPH4h9mUpS9qGgIsDm/eVoOCaX\nsDCUJyWZXk/ctw++t8jL3EBkZKTF9xTRoqCgoKCgYMZrr72GP//8E9u2bUNERETjO8D6H1pb4VGD\nTKdc4rXwgJFQBcjHuyc4kF6ZYKEN2ke2lx2bmpra6Bx3GljozbwkoQyPEWEhNifhl9UCx+LIuc7p\n44JIf/J7t2zRgjNr7NixNYeHR7QCw5ANIwFg1wE1UjNF449hBLz3mgNgsH7ON28GTpwgJ/7f/zIY\nOzbEtH3mTD1WrCBLYkVFqREX1woeHtJAFL2ex4svXsH69VJx5eurxtKl4Zg0yQcMw+DkyVK8++4V\n7N1b1CyNf6uqeOzeXYXdu6ugUjEYNcoPr74agTfe8MCCBQL+7/8KsWBBJsrKRLFRWSngP/+pxJUr\nzli6NBxqNXk+IiOBvXt5jBhRiPR0URh8+KEjRo70RXS0xjQuJwd4801x3wMHXJGZGYmRI63P+5np\nOYRoOX/ZFYXlHWUrvkVEAMv38MguMp77eo7F6esd8dxoUjTPdlbhD7O0ryOF3mgdqoazjf0mIwTA\nv0ZAwY17sJpVoSi8PQbZ0LPF0nOUwJ9FDiuKc4d2GkTq5e9PA+OBLIiVDliXqwiPDANjo0nuoO8P\nFO80bbdS5cGjCb8/5seU3rUrIVqcdLpm+W1rLpTwMAUFBQUFhRvMnz8f69evx7fffgt3d3cUFBSg\noKAAOp00j6C5qVMlA4xoOGm4tlYTdK+pSIFjqT+Ereyhyr+OVNlXNWzbFY2pjwYARHhyiKES8Hke\nWLefTGqfObRe9nsEAVj+DZWsP1qPyDDrxmV1NbBwIfnawIECnnpK3C4p4TFzZinRONLNjcEPP3jL\nCpaqKg7Tp1/G+vWFkvdGj/bC33/HYvJkX5w+XY4pU05j1KgT2L3bdsGiVjOmkLXG4DgBO3cWYOjQ\nY5g+/QwSEiowY4Y/jh6NweDBHpLx332Xj5kzk1FTIxUK3t4s1q3zJqqK1dQImDmzBBUV4uRfeAHo\n2ZP0RCxYANQ34oTrEFGDkQPJ0LsV38pXT2BZYOYQ8gPX7XeQlD/uG8Qh0EWcm07P4K9M29fgWQYY\nTgkU+t63lyAD2cw1l3o2zVEJflDxYu6SwNSjnr1icTwN592F/LzS8zbv2xhe7clFj9Jm8iA3F4po\nUVBQUFBQuMGaNWtQVVWFCRMmoGPHjqZ/X3zxRYt/d53qIrGt5TpZGGmENoxaU4aTPQiCsZKSOSPs\n7Bb+ewq51D25vV4iRg5cVCOrSPwerUbA9P4yLecB/H1ahRPxVLL+M41XivrkE2OJ3gbUagEff2w0\nigGA5wU891wpcnJII/7zzz0RGSk1fouK9Bg//iL27iV79Tg5sVi+PBz/938dkZdXi6lTT2PkyOPY\nu9dyQxN/fwc8/ngwPvssGhs29MDhw/2QmjoUBQWjcPRoOFJShuLQoX747bce+PTTaDzySGv4+lqu\nXBYXV4ghQ45hxoyzqKioxx9/dML774fCwYE88du3l2Dy5EuEJ6aBLl00+OgjsjpeWhqHF18sg3BD\nMahUwMcfGz1d4hgGq1ZZnJqJl+eQ12zPYQ3OXZQ3Px8dVA+VWeGHS7kqnEwl1RzLAJPak/fM7yn2\n9WwZSZU+3mNomjlMLxhcU+dYGAkwYCTPdp06ycJoKbwXKVrY8mTAjhBOa3hTXpWS5ORm+dzmQgkP\nU1BQUFBQuEFpaelt++46FWm4WBMtOqYK5SrRiGYFFgGcNLzKVtIEBlmCmZiAgIF2iJaiakbSm2VK\ne6kYWX+YFDYTeunh5SqfS/DpaipZf4AeMZ2szyk3F/jsM/K1554DzBeQV67U4a+/6qgxLpg4UdqA\nsaLCgEmTkpCYSHrawsIc8euvHREZ6YSvv76KhQsvW/SqREe74YEH/PHAA37o1s1DtqoXAKhUDPz9\ntfD316KhZcbMmW3AcQLOnClDXFwhduwoIPJdGti5swC7dxfio486Ye7cNhg82APTp19CTo5ozB47\nVoGpU5OwZUs0nJ1JIfDYY844frweP/0klhnevLkWw4ZV44knjHlBMTHGBp1r14r7ffgh8MgjgI+P\n/LEDQL+eHPp0N+D4WfH++GyNFt8tr5GMDfQScH83A7afEe+T9Uc06N2eFBlT2uvxVbx4f+zKUKOi\nDnC3sdr3UBUPFgL4GwlcSQKLXB5ofZPaJZALIrYL2ULUoc5i+XEt1wnVmkOm7VrVRbhjkk3fJWi9\nwTsHg602CiOG14Mtvwze23JpdFvx7tCB2LYn1+ZWoHhaFBQUFBQU7gDqVCnEtjXRkqciq/oEcAHQ\nwMagfhkOU16WfiwPZztCw3ZfVRN5Kp18OHT0Ia34egMQF0/O8fHB8ivEeQUM9hwhRdC/5zTuZfni\nC6C2VpyHn5+AV14R38/J4fD++2ROyn33abB4sTQMr76ex+OPJ0sES0yMC3bt6oyICCe89tolvPGG\nvGDp29cLW7bch6NH+2Phwkj06OFpUbBYQ6Vi0KuXF956qz2OHeuPTZt6oGdPaRiYwSDgpZcuYtGi\nZHTq5Ixdu7ogKooUYqdPV+Gpp1KIZpINLFvmgeho8py/9VYFCgtFwbBwIeDhIe5bVcVg5crGj4G+\ndtv2aFBWIT+Wvie2n9FIzm/3AA4h7mYNLDmpaLaGFwPcR5XyPsLfvEnsJDjBhzNTboyx0aQltAay\nJHI99ew3BufVmdhWlV2ya39LeISFgTGLU9Rdv476qpZrkmovimhRUFBQULirSEpKwvr162/3NJoV\nHrUwsGbhXgIDB85yEYACs74QAJrkZQGA45RoscfLAgD7qbKzYyKkXpZjySpUmgkKfw8e/TvIl1T+\nI04D3iw/pnNHDv16Wi+/XFwMrFtHvrZgAeBhZt8vXFgOnU40Vt3dGaxd6y0JpxIEAXPnpuHgwXLi\n9UGDPLBtW2e4uLB47LF4fPNNlmQefft64c8/78OOHb0waBDpgtDpDNizJw/ffpuGN99MwMyZxzB0\n6B5ERm7B6NEXMHz4Xjz11DG89dZ5rF6dhn378ohcFIZhMHy4H3bv7oONG+XFy4oVGXjmmQT4+Kix\nc2cX9OnjRry/a1cp5s1LN4V+NeDkxODHH73hbKZWy8oEvPOOqC58fID588nv++YboMKCAGlg5CAD\nwtuKx1GvZ7B1t7zIHtbFAHcncW6FFSzOppOeIYYBxoST99g+O0ofA8AA6h4/0cS8FvoZLKSeUXO0\nPBmGpWevQoA0dM8SvAfpEWEtVBi0F5VGA7dgMsy0MjvbwuhbjyJaFBQUFBTuKnbs2IG5c+fe7mk0\nK3o2EzDLF1DzQWAhX6oWkBpEfpx/k77/FE8a7b3tEC28AOzPIg3G4W2lBthOyssyKsZgyjOh2bSd\nHDttrHyyvjkrVwLV1eKgVq0EPPqo+P6ZM/XYvLmW2Oedd9wRHCzNgF+1Kg8bNpC5KT16uGL9+o6o\nrjZg3LiT2LmTvAZubir89FM37NjRC4MH+5h6+/C8gCNHCjF37il06LAVU6cexiuvxOPzz1Pw5585\niI8vRWFhHUpKDDhzpgR//JGDzz5Lxvz58Zg8+TA6dNiCf/3rNI4fLzIJDYZhMGKEUbysWRMDJyfy\nRG7alIdJk06D53n8+msUoqPJ8rvr1uXjp5+kRnV4uBqvv06KnF9+qUFSkigQnnoK8PIS79Xycgbf\nfy/5KAKGAaaMJUUGfY0bcFADw7qQY+POSQXJ8BDyHtubZZ+nsTdL3uOnmuBpAQB/6hmkFxbMUQle\nUPFiVTWBqYeetZy8T8O5tyO22Yo0m/dtDI+QEGK7/OpVCyNvPYpoUVBQUFBQuM3Uq9KJbQc+3Or4\nApY0iPz5mxctRQKQYZbPooKAbqxtPSsAIKmIRWGNuL+bg4CerUiviCAAcVRS/ehu8gn4GVksTp8n\nx04eIz+2gcpK44q/OXPnAlptw/cLePtt0h0QG6vBk09Ke2kkJFThrbcyidfatXPEb79FITe3BiNH\nHkd8PPlZQUFa7NjRG+PGBZjESnZ2NZYsuYjY2B0YN+4Afv45E1VVtq+mN1BRYcC6dRm4//796Nkz\nDsuWJeH6dWM+CMMwmDIlENu29YKfH5mMfuxYKUaNOo7S0nps3NgJbdqQ+RWvvZaB5ORq0Dz/vAs6\ndhTPvyAAixeLx+vqCjz7LLnPl18CtaQelDCVEi2HTqiRXyivRO/vRp4nOqwQAPoHG6BVifdpVgWL\nzHLbw+96UsL8Is9AZ/ttL4FeOLDmaQEADfWM17PpFkZK4d1JT42qmTwtAOBOiZaKO0i0KIn4CgoK\nCgq3nWnTptk8NjMzs+UmcpuoV5HN8Rw4y53t61BHJOEzAgMfztfi+MY4TYXFdGYFu/JZDuWQpkT/\n1gZoKOdF6nUWmQXiiw5qAUM7yxvwm3aQBmrfHga0CbJuTX7/vXHFvwFPTwFPPim+v3dvHY4cIXMl\nFi1yl+SY6HQcnn46BfX15iFkKmzY0Ak1NQY8+OAp5OeT+RnR0W747bceaN3a6BkTBAGrV1/BwoUJ\nqKtrhiYtZly5UoX337+I5csvY9mybnjsMeN90qOHJ3bv7oNp084gNVXMwUlLq8a4cSexb19fbNgQ\nhWHDzqO62jin6moes2alYO/ernB0FO8BjYbBm2+64dFHxaIUcXF1+PvvOvTrZxQ+zz4LfP65AJ3O\neP7y8xn88ouAWbMsz71DBI8uURwSLxnvA55n8EecBs89Ls1rGhljAMsI4G/kSV3IUiGnmEGwj3hd\nnNRAr0AOh83uv0PZaoR6WBe4DXgzQDuGR9oNwc6DQTzPYIDq5pSLH7VwUMwWwwAD1BZMbQcuHLXq\nM6ZtvSoTtkaI0aKFrUwHBB5gmu6LcKea6SqeFgUFBQUFBTP27NmDEydOIDk5udF/hYXSXhl3O3qW\nFC30Kqw5hSry+L157yYl4Z+hwmLuY+0ztI9QomVwG6nltTuBHDMwygBXC9Fvm3eRx0Kv0NPwPCSl\nd+fMAdzMopw+/phMJh46VIvBg6WVnVasyEVaGuky+OyzCISEaPH884kSwTJ8uC927uxtEix1dRxe\nfPEMXnkl3qJgadXKEY88Eoo33ojGypW9sH37EJw/PwZbtnTCtm1D8NVX92HBgmhMnx4CPz/56lM1\nNRz+8Y/TeO21eOj1xu8JDXXGX3/1Rv/+XsTYnJxa/POfF9ChgxM+/JAUwxcvVmPlSmln+zFjHNG7\nN3kdli8Xz6GXFwhRCBjD8+ieKjTTxpICZXOc/H3r4yagVyRVljhBavwPou61wzn2rcX3oATKmSbk\ntTgJTnDjxYIOPMOjmC22ON6BJ69FPfUbYA1B6w3eQSxTzXA1YHSWyyzbAx0epnhaFBTuQTgOSEhQ\nIT2dQXi4gNhYzmK8toKCAknbtm3Rrl07bNq0qdGxy5Ytw5IlS27BrG4depY0HDV8G4tjS9kSYrsp\nXhYASKLyWWLtCA0DgPh80q3SP1gqWo6nUDkvXeWXlAuKGFy4LH4ewwiYMNq6aPn7b7Ivi5OTQIQv\nXbyox7FjpLH89ttk3gYA5ObW4csvyeswc2YAJk70xcqVmTh8mDzvjz3WGitWREOjMf7Q5+fX4okn\n/saJE1JDVatlMW5ca8yYEYohQ/yhVkv/ONTVOSAy0g+An+k1vZ7Hnj15WL8+E3Fx11FfTwqhVavS\ncOlSBb7/vg+8vbXw8nLA77/fhxdeOI9Nm8TqVbt2FeKnn3Lx2GOtcfBgOTZuFPN1li/PxWOPBcDX\nVxQQDMPg7bfdMWaMeCx799YhM9OA0FDjtZw7F1i1SoDBYDz3KSkMEhIExMZKDs3EpAf0eOsjsaLZ\nqQQVKqoAd1fp2BFdDcR9czxVjSeHkfdC/9bkfUTfi43RneXxK8R9kgQWgPWCD9bw5XxRyYqhdKWq\nEgTwAbJjNRwpDgysVDxahGHAu4aBLYk3vcRW54BzbWtlJ9ugE/Gr8ixXQbvVKCaVgkIzkZCgwujR\nLpg92wWjR7sgPt6+H08Fhf9levTogbNnz9o0lrGnTftdgAABBvY68ZqGD7IwGihlyV4yXrx3k74/\nmRItUXZ4WvJ1DK7rzPq7qAREeZP7CwIkDQL7dZAXLQePk+ImNpqDr7d1EfXnn+T22LFk35C1a8mS\nxQMGOCA2VtqM8N13s1BTI87d31+D994LRWpqFd55hyxJO2SIDz77rLNJsMTHl2DYsD0SweLqqsay\nZd2QnPwg1qzpgxEjWskKFktoNCweeCAIP/zQD8nJD+L992Pg5ESey0OHCjB06JQLTwMAACAASURB\nVF5cvGisdKbVsli1qit69yYbRr7xxiVkZdVg2bIweHiIn1FRweGDD6QVovr106JbN1HICAKwdq2Y\nAxMUBIwcSe5DXwuaNkEC2oeLooDjGBw9Jb9+3qc9eY/Q9xAAdPXjwMCs4WWZChWNV8Y20ZES6PSz\nYC9ePOnlKmMt931S84HENv0b0BiCC9nQktXZIXqs4NKKrIJWnZ/fLJ/bHNy0aKmoqMD+/fvx22+/\noaDAerKRgsL/AunpDPR64w+eXs8gI+PeMqwUFFqSAQMGwM3NDTk5jYc4dO7cGdOnT78Fs7o18EwZ\nBEYMSWIEJ7CCtJRtA2UqWrR4WRjZOLUCkC6Qv1Xt7fC0nCsgDcloX06Sz3K1kEF+uWhuODsIiG4j\nL4z2/00asEP7WQ/y53lg2zbytcmTxf9XVfH49VeyieHTT7tIPufcuSr83/+RYXf/+U9bODkxeO65\nRNTWivN1d1fjiy86m/Jhdu26jgce2I/cXPJ7wsJcsHv3MDzzTDt4etrXsV0OLy8HzJ3bHnFxQxEc\nTPZfuXpVh1Gj9uLgQaM9plaz+PrrLkQTycpKDnPnXoCHhxqvvEJ68tauzZNNyp81izxXP/1Ujbo6\n8f4wP9cAsGVL4yFiQ6hrSl/zBrqHc1CZ3Yvp+SoUUon2rg5Ae0okJxbZvmDYkSH3TeEZ8E1IxveU\niJYyCyMBteAHCOJcObYEPBqpZmAG70yKFqba9upj1nAJID1Duvx8SXns28VNiZaPP/4YUVFRmDx5\nMp577jlcumRsalNcXIzAwEB89913zTpJBYW7gfBwARqN8cHWaASEh98ZD7mCwt3ArFmzcP78eQRT\noQly3H///fjqq69uwaxuDXpqhVXNB4KB5UUPevWWNpTsIU1gTF3BASCYEeBmx3oLLVpi/aWhNSdT\nSaO0ewQHjYydKgjAwWNUfkxf66Ll9Gng+nVxwi4uAoYNE9/fsKEGlZXib3FAAIuxY8lkGkEQsHBh\nJvFap07OeOwxf3zySQbOnCF7tXz4YZRJNJw5U4InnzxGiBoAGDo0APv2jUBUlGXxebPExHhh//4R\n6NuXDAvU6Tg8/vhRk8clPNwFixeT/TyOHCnBqlVX8cwzrRAaKubLcBzw1lvS3IUpUxzh4SGe3+Ji\nHn/+KYqzUaNg+rsHAFeuMEhKsj7/IdQ1pa95A85aoGsIeT+dTJMKkhjqnjtnR4iYPwN4mXlqqsEg\nS7j5BUd6AYH2iprDQG0ULmYYWNtDsWjRwlY3T06LxsUFDmYJYbxej9qSEit73DrsFi3fffcd3nvv\nPUydOhVr164l1JePjw/GjBmDzZs3N+skFRTuBmJjOcTF6bB6tQ67dukQG3vzcbEKCgq2U1tbi/Xr\n19+1Xn8DQ4eGWW4UKUCQrN568Z4WRjfO5SaEhgG2iZYTVFhPn0h5IZKWySI3TzRLnBwF9O5m/Xd0\n61Zye9QowNFMk3z3HRka9vjjzpJGkrt3l+HIEbKE8bvvhiAjoxoffkj2vxgzxh/TpxtD98rK6vHI\nI0eJ5o8AMHdue2zYMABeXk33rljCz88Rf/45GLNmkQUbKioMmD79iKm08qxZbTBkCNngctGiFBQU\n1GHRIjKnYteuUhw9Sgo0Z2cWM2aQZaHNQ8Q8PIChQ8m5bdlife4DehmgMkuAT76iwrV8eaHQuz15\nbk+kSAVOjB85JqHAdtHCMNIQMfqZsAdPznZPC9C0EDFJeFh184SHATLeljskr8Vu0bJq1SpMnDgR\nn376KQYNGiR5v2vXrkhJSZHZU0Hh3oZlgR49OEydakD37koSvoLCraKiogJz5841ef3vNgwsGTOu\ntiJaapla6BkxGVkjaOAkSHuN2MoVykBrz9jnIb5UTP7QdfWTioyETNKIvC9SXoicoPIA+3Q3wFG+\neJaJ/fvJ7fHjxf9nZhqQmCgKJJYFnnxSGhr244/k+R8+3BPDh3th+fJ06PXmC7MafPpptCmn6t13\nLyA/nwznWbq0G95/P8bmvJX6eg6nTxfgm2+S8Ntv13D2bCEMBtuEo4MDi+XLe+Dtt7sQr2dnV2PZ\nMqO7g2UZfPFFZ7i7i8Z+bS2Pzz7LwPjxPujThyxIINdwctYs8v46dqweBQXiNRw3jhx/8KD1ebu7\nAj27Uh4UCzmgvdpRXpRM6bjYAHLMxWL78kk7UEI9rQmeFjfBDYzZ/tWsDgYrdYwlooWxPX+Edybz\n3phq+3JirOHsT5Zvrr5DKjbabVZlZmZi8ODBFt/39PREaalld5iCgoKCgkJzc6fEXN8MHBVCohIs\nVwPTMaTnwJV3tRpK1hg5lIEWYkc+i54DsitIM6KdlzQJP+U6aUR2bisvWhIvk+N6xlj3slRWQhKK\nNGSI+P+9e8mM7H79HBAcTH6HTsdhzx5yNfz119sgN7cWv/1GrlwvWRJlKkEcH1+C7767Qrz/j3+0\nx5w5ZKdyGo7jsX9/Lt577wzGjduBkJAfMWLEVrz66jEsW5aGYcO2ICTkR0yYsBNLlpzFwYPXwDeS\nZPHSSx0kHpcvv0zB5ctG71FwsJMkTOzHH3NQXKzH66+TuS07dpRIKpS1b69BbCxZmnjfPvHc0p6W\n+HigXtp6haAHJVouXJYXGvS9knZdarZGepLzzSxnG82rMSeEEuq5TfC0qKCCM7WIUE09s8R4nvSC\n0b8F1hAcydAypq75QrgcvcniHrVl1j1Gtwq7RYunp6fVGvmXLl1CQIB8eTcFBQUFBQUFEo6hRIuV\nHBUdQ/YbcRGkngN7yKVES2s7PC05lSw4s/39nXm4UhFR+eUMKqrNck60AoK85L+DNlw7d7QuWs6e\nNTYobKB9ewFeZqdu927SCzJypNRts2dPKVExLDjYAT17uuLHH3NgMIjzjIhwxpQpxlVxjhMwb95Z\nwjAOC3PBwoWdrc73woUSDBy4GZMmxeGjj87hyJHrktAyANDpDDh48Bo+/DAeEybsxNChfyI52bLR\nyDAMFi+OQevWYnK+wSBg/vyzJjH/yCOtTb1kAKO3Zf36XAwY4AEfH9ELU17O4fBhMkQMAEaMIM/d\nnj2iaAkOBoLMmn/W1TFITLR2JqTXNjFZXrSE+fNQm4WSXStlUUHWO4CfswAXs7wanZ5BYbXtwqM1\nJdRpIW8v9DNZxVoRLQL5rNO/BdYQtKSwYJtTtHiSIad1d6toGTVqFNatWyfrTblw4QJ++OEHjBkz\nplkmp6CgoKCgcK8jES2C5RLGOsoAcuFlGlzYQQ61qhxsh2jJKCdNiDAPaVhTyjVyTGQQB7mK1YIA\nXKAM1y4drIdJnTxJbt93n/j/ujoBhw+Ty/3Dh0u7WW7ZQhp648f7QBCAn38mk5qffz4UKpVx4j/8\nkI6zZ8lrtmxZdzg6yhvePC/giy8SMWzYn0hKsj8SJSGhGEOGbMbq1UkWPYqurmr8979kg5QjRwqx\ncaOxlLGDA4s5c8geHj//nAuVChg7lrzf6HMCSEXLvn114DjjXBiGPPeA9NrQdO5AhXRZEC0atVG4\nmJNGee4YBgil7j363rQGfc/TQt5e6GeS9o6a0yTRovGAwIjHyegrAK4RF5eNOHqR87prPS0LFy4E\nAPTt2xfvvPMOGIbBzz//jFmzZmH48OEICAjAq6++2uwTVVBQUFBQuBfhJaLFmqeFEi1N8LQIgtRA\nC7YjPIw2DGnDEQBSr5EGZvsgeSGSc51BeYU4F1dnAaEWyiI3cOoUud2rl/j/M2fqodOJxxIYyCI6\nmkzirq3lsWuXVLQcOlSM7GzRS+PoyGLqVKOXpaioDosWkW6EBx9sjREj5POQamoMePjhv7Bw4UlJ\n2JU4N2dMmhSG4cN94e/vJDumpobD/PnH8MQT+1BfL++BGj++NYYNIyNdFi5MQHm5MQdqxozWUKvF\nc3z5chVOny7HhAlkiNK2bcWElwkAevZ0IKqIlZTwuHBBzNWgRQt9bWg6RvBE1bGc6yxKy+TFAn3P\n0EIYkApme0RLa+prm9vTUs1WWRgpI1rsCA8Dq4LgQO7P1DdPeob2XvG0BAQE4MCBAxg9ejS2bt0K\nQRCwYcMG7NmzB9OmTcPu3bvh7d20RlcKCgoKCgr/K0hzWqyIFsrT4twE0VIOQGeWD+MIAfb89c60\nxdNC5SC0D5Q33OmV9ugOjRczOX2a3DY3nI8dI1ecBw7USpqSHj5cjqoqcT6tWmnQq5cbNmwgE5rH\nj28FT09jTse336ahrEwshODsrMKSJfIt4AVBwLx5f2P3bmkp2vHjQ7Fy5SCcO/cQkpKmY+3aYfjg\ng05ITp6Bs2en4csvB+L++6XdzbduzcTChfJuDIZhsGxZNzg4iCcuP78WP/yQDgDw99di9GgyD+K3\n365h4EAPotlkcbEBp05VEuPUagYDBpDelr//FkPEzAUj0LhocXAA2oeT98KFFPkL3j6QFGmpMnkt\nTREtQYxANKgsEBjUNSFFzoUnn0mrnhae9rTYF+IlaEnBydQVWxhpH7Roqb1DctVvqr6Rr68vPv30\nU2RkZCA1NRXJycnIzMzEF198AV9fywmECgoKCgoKCiQcQxqIrOBmYSRQx5B5Gk68/Mq8LRRTK8r+\njCAbumWJfCpvINhNKkiul1LeGH950ZJNrZ7TBi1NZSWLkhIzweUooINZrnlyMlmxqVcvafnhhATS\nmBw92hssy+DkSXJVuaHEsSAI+OMPsnP8K690QnCwfPW2deuS8csvqcRrHh4O+P77Yfjhh+GYPj0S\noaFuhJhiGAbh4e549NH2WL9+BFauHAQ3NzIJ/ptvkrBhA1kEoIGICDe8+CKZdL9pkzjnhx8mK06d\nOlUGBwcWI0eSxjN9bgCgd2/yHKaliee4a1dybE4OUNdIZ/oO4aQYoe+BBuh75lqJdBx979mT06Jh\nAB/qtdImiBZHgXwmaxnLJ0IluBPbPGPZKyOH4ED2AWL0lRZG2ofWjfwN0ussC69bSZOLsvr6+sLf\n3x+sUt9V4Q6B44CzZ1XYuFGNs2dV4O1rO6CgoKBwyxAgQACZWcxa8Z7Ug/QgOODme4GUU4aZp51R\nMaU15A4+TlJLr7CCHOPnLv+DnFdIjgsMsP7Dfe0aaci3aQOozJw1mZmkaGnXTtrf4+JF0hCLiXFB\nWZkeqani6ywL9OrleeMzdUhJEY1CjYbBU0+RVbvEzy7Bq68eo+bggaNHJ2HixDArRybCMAymT4/E\n4cOT0KYNmSfxr38dwZUr0oR5AHj66QhCfJ47V2oqzdyvH+lLu3ChErW1HGJiyHuOPjcAEBZGesPS\n00XR4egIBAaK118QGOQ20qA9MIC8X/IK5O1IPw9yXFGF9Eal772SWvtuZg8qr6W8CRX5HATymaxn\nLOeZMFSlMYGpsTDSAmpSIDGGagsD7f1Y8nMNNXbOq4WwW2ksWLAA3bt3t/h+jx498OabbzZpUtb4\n+++/MWPGDHTq1AleXl5Yv359i32Xwt1JQoIKo0e7YPZsF4we7YJ4C/XfFRQU7g3c3d3x5ZdfIioq\n6nZPxW4E1AGMaKAzggMYyHcIB6QGEG0g2QNtmHnCvuXlYsow9HaU7k8bmH7u8t9xnTJYA/2tzyUv\njzxHbcjKvcjIIFfxQ0OlfwcuXiQNvOhoZ8THk0KgY0dXuLoav+vgQbKHSZ8+vvD0lD//S5acJXJY\nXFzU+PHH4QgOtr9wQmioG378cTi0WvEYqqsNWLr0nOz4wEAndO9OipNDh4xz9/V1QEgIWWXs/PkK\nREfTokVq/IaHk+c8I4MUhvQ1yCadUhJaUR4UWrg2QN8zhZXScfS9V1xjn3lLC3Za0NsDvZBQb8XT\nwoIUBzxqINjxHAoqystnaB6PCC1a9HeraPnrr78wefJki+9PmjQJcXFxTZqUNXQ6HaKjo/HBBx/A\n2fnmG2op3LukpzPQ642/QHo9g4yMpiXVKSgo3B70ej0uXryIY8eO4ejRo5J/DTg6OuKRRx6BP9UQ\n7W6AXlllBOvhXs0pWsoo28jDzp9KejXbNk+LvEGWV0COow1aGjlPSwOVlTwKC8X91WpI+rPU1HBI\nSyPPfVSUM86cIUVLjx5ibH+D4d/A4MHy7R1SUsqwfftV4rVPPhmAqCjLuUqNERvriw8+6EO8tnHj\nFWRlyYcDDRpEPgvmc+/RgwwpOnOmHNHRpD116VK1qTpYA7Twy87miOabbakUnKvkKZBAC1OLnhbK\nO1dUIR3n7UiOabKnpQnJ+FqBzP2hvaPmMNAAgtm9zHDGhQwbEdSk2GwpTwt3t4qW3NxctKXvTDPa\ntm2L3MZ8gk1g5MiRWLhwIcaPHy9JqlNQAIDwcMFUlUSjERAe3rxN55TwMwWFlkUQBCxevBjh4eEY\nOHAgxo4diwcffFDy716Ap0PDcOtEC22Y0YZbY5RQq9n0ane9ASjTmZVkZQR4u1kSLbSnxfoPa14e\nKVrMzRLayxISoiKqZgFAcnIN8dsdEqKFu7taIlp69jQa+IIgyIgWeZH85ZcXiB4uMTE+mDpVPozM\nHmbO7IDISFFwcJyAr7++KDuWFi0HD4qd1rt3J0XL2bPl8PfXwNdX9KTU1PDIyCDzp1xcWAQEiNeJ\n44CcHPFc2+1p8aM8LQXyNp0v7WmpYCTNI70owVxqr2ihtuUD72xDY0d4GACw1EKFXSFiatrT0jKi\n5a71tLi5ueGqFfmcmZkJR0dpLXQFhVtFbCyHuDgdVq/WYdcuHWJjrTcosxcl/ExBoWX55JNPsGLF\nCkyZMgUrV66EIAh45513sGLFCkRFRaFLly74448/bvc0mwWpp8X63089ZQBpmpDTQq/RW07/l8IL\nQEU9JXq0pOFYpiPf93IRoLJgdRSWkGP9fa0LqMJC8ne3dWvx/9eu0aJFGm6Xnk4a5FFRRuMvJYVM\nhI6NNZqzeXm1KCoSV8BdXdXo1k3ec3LgwDVi++WXY5plkZVlGbz4IpnxfvDgNdmxvXv7QKMRvzMr\nqxoVFcaqZ7RouXy5CgzDmM5BA1euSA3VkBDyvJuLluBgcmxenoUDuUGAH3mNC4rlz5GLFnA0K49c\np2dQTTkjvOh7z07R4k4J9someFrohQQ9o7cw0ggL8rzzqLUwUorQUjktlB3PNVZV4RZht2gZNGgQ\n1q5di2wZCX316lWsXbsWgwYNapbJKbQs96rHgGWBHj04TJ1qQPfujZfNtBcl/ExBoWX56aefMH78\neHzyyScYMWIEACAmJgYzZ87Evn37wHEcjhw5cptn2TwIIH94GVhfBOGpeHeVcPM/cFQrDjjY8VNm\noP5eqFmpINFT60WOpHOEoF5PfrmTtHk9Ob6e/DLzaPE6ql6tq6v0wHQ6cnJeXmrZ1/39jQZoZSVp\neLZq5Qi1WnruBUFAQQFpOA4b1loy7mYZMYL8rIIC+RVwZ2c1fHzIk9hwDH5+pFFdXW085oZz0EBN\njdQocHUlj9n8XNMR+43ZuVoH8jrp9fI3IMMADtS9Q99bDtRjo7fTnqFvTYPsKNtgKdOafsbl9iBg\n7FhoZagDF5rHkGNV5OcKd4iBaDnbzwJvvPEGdu/ejX79+uGRRx4xJT4mJSVh/fr1YFkW//nPf5p9\nogrNT4PHQK9noNEIiIvToUeP5vVK3Is0hJ81nLfmDj9TUPhfJycnB3PnzgUAU2XKuhsWkFarxcMP\nP4xVq1bdI39raGPAugiRJune/KIJ/Wtvj8+YSneAWmYaBuoLVFa+wEBZiWqN9d9V2sB1MLPDadHi\nIKPG6urI8+7kZDzvDQa8+Lpx0jodOUEXF3nzSaczoKbGvKqWSlKyuCn4+JAr4MXFteA4HioZFxY9\nx4ZjaDimBhrm6+hIfkZtrdRQ1VCHUm/m+HOgnH566w4GyWfR94A5alaA+b3O8Qxg9izQ+pG+PxuD\nPntNsYQY6plsNLFesvBgx+SZJuxrDWq1964VLREREdi1axfmz5+Pb775hnivf//+WLp0KSIjI5tt\ngs1Bampq44PuYm72+JKT2xEeg5QUA9zd05pzas3GnXQNPTzU2Ly5NbKyNAgJ0cPDIxepqU1ZlzFy\nJx1jS6Ec493Lrfxd9/T0RG2tMUTC3d0dDg4ORK6kVqtFSYl9TdjuWBh7RQvtmWk+0WKPz0bqaZH5\nfJ6hxlg2qGgDV9OIdUIbuOYGc3295fcaqK0l56LVGg/AXHAAxuaRAFBVZZtoKSoiPR++vo7Nmn/r\n4KCCp6cDysqMBykIQElJHfz8pLlQDVXPGmgQLQ3H1EB1tfFi2iJatFryWOrrxfNIi5BGRQt1CvXW\nRAsleCWCmDrFvGDMe7H11NN6ummihaQx0cLY7Zkxh3rwmsnTQt+zd61oAYCoqChs374dxcXFyMzM\nBACEhYXB29ueXrq3jjtNRDUnqampN318lZUqwmPQoYP6jjxXTTnGliIiAujfHwAcANhWc98ad+Ix\nNjfKMSrYSlRUFBITEwEYPS3du3fHmjVrMGrUKPA8j++///6eOc8SEdJIuBdt/rBNEi3kvk3xtLA2\neFpow/NmxwJST4u5wWxe0QqQ97TQBrmTEwu9nif2ZVmY8kJoTwstCBooLCTzEeTERFPx83MyiRbj\nd9bIfg8trBqElyVPS4Nwa4AWdsYxlkWLvZ4WtZr8fIPB8r1Mi2JaNDMMwDICeLNcFE6Q9wDKQd9u\nTTHRpSKkMe+HVObY/mUt42lh7hVPizk+Pj7w8aH7iLYsOp0O6enpEAQBPM8jJycHiYmJ8PLyQjCd\nBaZglYaE9YwMBuHhQrMnrCsoKCjcDNOmTcOaNWtQW1sLR0dHvPXWW5g0aRK6dOkCANBoNPjll19u\n8yybC/vCvWgDqCmeFtoMUdlh8NBeFJWMF0UiRCzoMZ4HePrzGhEttIFrLlro8DDzhPQGaNGi1bKS\nHA4nJ5VpxdnW8LDCQtLT4u3dSHLOTeDr64jUVLG+FS2UGqCFVYNocXRkwTAwVeCqq+PBcYIpRK6B\n2lqpTUB7U8zzVmjR0lhOS3N6WgDj/VVv9rqBt3zP0dCeGnvDy8xhqCR+odGqfPQkbRcIAiVamOby\ntNytoqWhFn5/47IyURvfGg3jm5v4+Hg8+OCDph+SJUuWYMmSJZgxYwa+/PLLFvnOe5WGhPUePW73\nTBQUFBREHn30UTz66KOm7b59++L48ePYuXMnVCoVhg8fjoiIiNs4w+aEjn+3bhzQIoVOzLcHWhcY\n7BBAtEihRQwgNTTp5OkGGAZgWYEQLnq9fFiX6bOpVXrSeCbnYovHQKfjJPvV1HCor+fh4MDC0ZE8\nmOJi+TK2rq6kVX/5chkEQWi2EDGO45GcXEa8Zilnhp5jg4elosJAlAzWaBgwDFBVRV4gBwepxU+f\nS/NrVEtpJ2vXD5B6Yqx51+h7h07hEQSZMfYUlqA9h7bvKkFgaO9pYxOhHwzbJy4VKc1zn/EcOac7\npcVIo6Jl3LhxYBgGeXl5cHBwMG1bouHhbKl44wEDBqC0tLRFPltBQUFB4faTnZ0NX19fOJn1CggN\nDcXzzz8PAKipqUF2djba0I0h7kIYqhGd0EhPBzX1Z5trQp0jZ0rw2NOJgXY0VOkhySFwo3pnVNZY\nrg7l4SagtFx8v7ySgZ+PZUHm6UkaVeYmh68vaXIWFkrVUlAQed5zcurg6KhCYKAW168bFRDPA9nZ\nNYiIcEH79u7E+OTkCtl59erlD2dnNaqrjdclN1eHixdL0blz84TPnz5diJISUaF5ejqga1dpxIsg\nCJI5NhxDZiZ5pUNCnMCyDHJzyXuvdWupl8i8aScA+PuL57q4mBzbWMZAGdV41MNC41FAeu+4O1P3\nrgEQzAx2rUqAxo54R/red26CjW6gRAj9zNIIVElk+jfBKjzpzhJUN18CnfhYKjFMpW1+j+HN0Kho\n2bp1KwDA4YZk3rJlyx2juBQU7IXjjFXT0tPFkLjmLomsoKDQNGJiYrBq1SpMmzZN9v2dO3di9uzZ\n90QyPkP1WRGsdM8GALVAWmIGhrvpMHYn6k95jR2fo1EZDcM6zvghvMCglgOczKwKW0ULAHh6CCg1\n6+hXXmGfaDE3mP38yB/1oiKp9yo4mDzvDQZ7aKizSbQAQGZmNSIiXBAW5gKNhjHlvOTn16K0tB5e\nXuTnODqqMWhQEOLiskyv7dqV1WyiZdcust3EiBHBsqWXc3NriOIB7u5qBAY6mo7JnLAwY63inBzS\nAKbPESA9l76+4v1IP46NZQ/QosXTQ/56czxQRfVdcaVsaB2V4+TSSPU5Gh3loWhKJpKBIRcSVEIj\nooV65hlJAWYrcNTvBds84oKjRAtLxwXeJhoVLQMGDCC2Bw4c2GKTUVBoaZQyzwoKdz4C3e6awmAw\n3DOLZyzViK4xT4uK+rNtQCPZzlagDTN729K5OgioMxMiVfUMnMzCtly0AMMIEG6Ex1TXMzBw8mFA\nHm5Uc8AK69fXumghv6CgQCpaaC9Cbq7RYA8NdcKxY2I0R4NXQq1mERnphqQk0XuRnFyBPn18JZ99\n//1tKNGSjXnzYq0ej62Yfy4AjB7dVnYc7WXp0MHd9MxcvUr6FUJDjaLlZjwt5gKR9rQ0JlrKaU+L\nm/xzX0WFnbk6CpLFRh31GLja6XCgBbtzo3kolqG9n417WmjRYvvkmRbytHBU7J6qsVi/W4Rda8zV\n1dXw9vbGRx991FLzUVBoUZTGkAoKdweWREl5eTn27NkDPz+/WzyjloL2tFgXIWpq1dZgTyM6ChfK\nMKuxswu4C7X4ShuODAO4kW1FJAZoA55UaFB55c2LFjo8TM7TEhREnvfr1+vBcYLJgG8gI0OUch06\n2BYiNmoUGbZ46lQBEhOLZcfaw8mT+UhKEgUVyzIYMUK+ANHly1LR0oD5MQHG8DCdjkNZmWhsazQM\n/P3JC2wwCCguJs+lj8/Ni5Yy6hrT90ADtIeO9uABRsFsjqudnhZJeJhde5PQnhb6maWReFrsCQ/j\nqIeObaHwsLtRtDg7O8PX1xfu7u6ND1ZQuANpaAwJQGkMqaBwB/HBBx/AGnschQAAIABJREFU29sb\n3t7eYBgGc+bMMW2b/wsLC8OGDRswZcqU2z3lZoGV5LRYsOpvoGlBT0uVnfvThmFZnVRo0LkHpVXy\nZgcdGlRYbJ9ouX5d/L+HBwPzEPzqagElJaSx7eysgo+PeC45DkhLqzGFSjUQHy/GrNGiZf/+fNm5\nBQW5oEsXMRxMEIDx43fi+HH58bZw8OA1TJmyi3itd29/eHnJG7gHD5LfZT73c+fKiffCwpyRnEwK\nmcBAB7BUHetr1zgigd/bmyUqs5lfA+P78sfSQHEJeS9YymkprWpctFTUNy08rIoS7HTopD3oqWdS\nZaWYuAC+SeFhDE/9Xqj+x8PDaCZOnIg//vgDs2fPNnUqVlC4W1DKPCso3Jn06NEDTz/9NABg9erV\nGDp0qKRCGMMwcHFxQWxsLMaPH387ptnsMHAydsS+UXFIYGogwADGwp9nrUC6LmrZ2pvuhOdLeVoK\n7fS0BLjwSCoWDbK8KhbwJ8VBoBePnGLRVsguZhAWIP2stkHkXNKzrNsXbdqQhuGlS+L/GYZBZKQa\nFy6IK94JCfUYOpQ8d7Gxrti7V6zEdehQOUaO9CTGHD9eZspdGTw4AB98kGR6b+vWXGRmViE01FUy\nv0cfbY/XXz9u2i4trcPEiTvx7bdD8OCDoVaPjWbDhit44YVD0OvJcztjhnyvokuXyvHXX3nEa4MG\n+QMArl2rRXy86IVhGKBnT0+sX19IjI+NdZF8bkICec47dCDvUfNrAADt2slOz8SVq+Q1DmktXzkv\nu5gcF+QlHXedEsMBLvaJlkJqOP1s2EMttfDgJFjOkOGhA8y+ixGcwdjTMame9KgJmuZxKtRXVhLb\nDq7Se/x2YLdoGTduHA4fPoz7778fTzzxBEJDQ4kKLw30UOroKtyBKGWeFRTuTEaOHImRI0cCMPbj\nmjVrFnr27HmbZ9XyMGDBCq7gGdH44JkKqAT5ZWonnvx7W8PYU/OLxI/SKAV2ipZAyjC8JuNFCfHj\ncSpN3M4qYiGnsiJCyNfSr1oXLRERZCx/ejpQXQ0433CUxMY6EKLl3Dm9RLQMHuxBiJaDB8vxzDOB\n6NTJFUlJRr8TxwnYtasQ06e3Rp8+PujQwQ3JyZWm9z79NBkrVkj/oMyZ0wlJSSX44YcU02u1tRye\neGIvPvywL+bM6WT1+ABjbtdnnyXi7bdPSd579tlOePzx9rL7LV9+mdju1s0LXbsaxdjOnQXEez17\neiAgQIuDB0nvy+DBpHgDjOfQnJgYcfW9pAS4fl28fzQaAe3aATf6j8tCi5aIUHnRklVIiRs/qaC4\nRnljglzt6ytC3/v+TRAt9DPpSC00mGP+3AOASrBPdDD15HUTHDzs2t8SEtHi5tYsn9tU7BYtEyZM\nMP3/1KlTkrjjli55rKCgoKBwb/PVV1/d7incUljBHTxE44WzIlocheYTLbRhVigAvCDf3V6OIDfS\nMKQNRwBo60uOoQ3QBmiDNS3TumhxdhYQGiogM/NG9TKeQXKygG7djO/Hxmrw00/ieNrgBoBBg0gD\n78iRCnCcgDFj/E2iBTAa+tOntwbDMHj55Sg899xJ03s//5yJ+fOj0Lo1GVbGsgw+/XQAgoJc8MEH\n8abXBQF49dVjyMiowAsvdEabNvIr2JmZFfjss0R8991lyXvvvtsL//hHZ9m8r/T0KmzaRCbrz5sX\nZRq7YwcpWsaMCUBdHY/jx0kjdfBgqfFLn8PYWFG0XLxIju3QQdqIkuYKdY3bhcq7DI1CV6Stn1SQ\n5FKCubUdoqVWACrMqoepIKAptd5qWPKZtOppYUnRwgr2iQNGT4kWTTOJlioyWPSuFS1KA0cFBQUF\nhZYmLS0NS5cuxeHDh1FUVISNGzdi8ODBKC4uxltvvYWnnnrqnvHEqAR3ot4Qz1RaHOtEh4c1QbQ4\nM4AbBFTeMNj0YFAG2GywtXZt3NMiES1FtomWK5kqSd8XmuhociX/wgUQosWcs2eloqVLFxd4eqpN\nCehlZQYkJuowZkwAPvoo3TRu794i1NXx0GpZTJ3aBkuWXMTVqzoAQH09j88/T8EHH0irgzEMg9df\n746gIBe8/PJRcGZt1r/++iK+/voi2rXzQEyMDzw8HFBRUQ6Oy0ZCQjHS06VJ/hoNi6+/HoSpUy03\nVl2x4jLMm5dHRbljzJggAMamkocOkdnyY8b44+TJStTUiDsFBTkgIoK8zwRBQHy8ZU8LLVo6NeJI\nMhiAjGzyXggPseBpoUWLb+PhYUGutntKCqihfoztwl0O+pmkFxrM4ahnnbXb00KFhzm0UHjY3SZa\namtrsWPHDuTn58Pb2xujR49Gq1atWnJuCgoKCgr/gyQmJmLMmDFwdHRE3759sW3bNtN7Pj4+uHTp\nEtasWXPPiBZ6dZVjyi2MBJwEckW/KZ4WAPBjBFSahcbkCwy8bQyNoUNw6NVuAGhLhfJcLZAXLa38\nBLg4C9BVG+dSqWOQX8iglb/luXTqBGzfLm5fuCD+v3NnDTQaset6djaH7GwD2rQRzR6VisHAge7Y\nulWMDNm9uxTz5gWjVSst8vKMIWhVVRzi4gowYUIrqNUsXn65I1566YxpnzVr0vDQQ23Rvbu83Hvi\niQ5o1coZTz65z9R0soG0tHKkpVm+3g24u2vw008jMGhQkMUxR48W4pdfMonX5s2LMiXUb92aZ+oz\nAwDh4c5o394F69eTnplBgzwkXpyUFANRzMDVlUH79uK5ND/3ANC5s/XjycplYTCI3+Hvy8PdQtrE\n1cLGRUsuHR7mZrunhc7l8mtCaBggfSbpkE5zmhQeJghST8s9Hh5mUyb99evX0bdvX8yePRuLFy/G\nSy+9hJ49e+Lw4cMtPT8FBQUFhf8xFi1ahFatWuH06dNYsWKFpG/L8OHDceLEids0u+ZHJZD5Axxj\nObzamRItOtbeml8kgdSKcjZv+xJzG8owTCuVmhRhVGJ+Uo4Kcm14GAZoH06GB529YD0huWtXctvc\nJHF0ZNC9O+lt2bxZWplt6FDy3P/0kzF8auxYf+L1RYtSUFdnPJYZM0IQFCQaonq9gCefPIayMss9\ndkaNaoPt28fAz89yfoMlgoKcsXPnOKuCpbCwFk8/fZzw5oSHu2LSJGP5ZZ3OgP/+N43YZ+xYfxgM\nAn75hQwZGzJEavj+8Qd57nr1coBKZbxXBAE4dIgc36WL9WM6k0he2/bh8iJDbwBSrpH3VVgAOVYQ\ngNRS8vOC7RAtWZRoCWqiaNEx5DNJP7PmcAzp+WJ5O0SHvgIML3q/BJUToLL//pKjtrSU2NbeIVWD\nbRIt7733HrKysvDCCy/g119/xZIlS6DVavHaa6+19PwUFBQUFP7HOH78OGbOnAkPD+mKLwC0adMG\neXl5Mnvenah40kDm2EILIwE3njQeKhj5XiG2Es5SYVl2JOO38+KhZkUDL7eKRTmZH48QPx7uZiVq\ny6sZXC2U/477qGqOJ85aDwYZOBBgzb4/KYlBbq74/vjx5Ar3xo1Sr9TEiT7QasX5XL1ah7/+KsXs\n2W2JBobp6dX4+utMAIBWq8KSJWQ4WFZWNV544ZTVxqjduvnhxIkpeOednujbN4AoKRwd7Y2gINHg\nVKkY9O/fCu++2wvHjk1BdLTloD2OE/DMMyeQl0cKi6VLu5mExYoVGcjNFd/XaBg8/XRb/PlnMQoK\nRMPXzU2FsWPJBiuCIGDjRrIk8sSJ4lzT0oCsLPFYtFoBvXtbnC4A4MRZUmT0ijXIjku+xqLOrNt9\nK08e/lR57Os6BuVm5bZdNQLaWGhUKccVSqiHNVG0VLCkl8Kdt2zwG6hnXS34Wxgpha0hy1rzTjJl\n+W6SmqIiYtvpDumLZZNoOXDgAGbMmIH33nsPo0aNwnPPPYdly5bh8uXLyDX/hVBQUFBQUGgGtFrL\n/QYKCgqsvn+3oRZIg4A2ZMxx48kwjUq2EgJu3siKoAy0dDs8LQ4qoJ0nKXouF5PGKMsCXajKYAmZ\n8h6U3rRoibfuafH0BOgIwX37xP9PnuxE5MQkJOiRkkLmZXh7azBxItnVfvnyXHTs6IonnySbRC5b\ndgXXrhkN/wkTgjFnDlnTd8eOa/jiixRYw9vbES+9FIOdO8fh6tXHEBc3DsuW9cVzz0Xj8ceD8fHH\n/fDXX+OQlfU4tm8fi3/+sws8PKw39lu2LAkHDpDeknnzOmLECGMIf2ZmNT7/PIN4//nnQ9G2rROW\nLydtuIce8oWbG3nez53TIy1NvDYaDSkI9+4l59Ovn1jFzRLH40lB2stC+wH6XomRSdan77kO3pxd\nOSlXBKqKGXvzz5MBBlSzOtM2IzBwESyXCzYw5HVT87aLFqaGXLgRmlG0VFOixdnX18LIW4tNoiU/\nPx+9Kdncp08fCIKAnJycFpmYgoKCgsL/JjExMdi1a5fse3q9Hps2bcJ99913i2fVcqh5SrQwlkWL\nFlpozRpScgyHakZncXxjhFEGWrqdZY+jfEgj8lKx1KygDU2LoqU7udoef0GFOssRVwCA4cPJbXPR\nEhiowsCBpMG/YYPU2/LCC4HE9smTlTh8uAILF0bC01MMMdPpOLzzTrJp+913u6J7dy9i3zffPI9v\nvyXDsCzh5uaAPn0C8MwzxvLFU6cG4emno9CrVwBcXGxr5vfpp5eJ3jEA0L+/HxYsiDZtv/HGZVNo\nGwAEBGgxf34E4uJKkZQkelAYBnjuOWkIGn3ORo50hKeneJ3NzzkgvSY0FVVAUgp5n/TudvOiJYm6\n56J87Ct3nEEJ9fAmeFoqKS+Li+Bqtbkk7VVVCbZ7NGhPS3OKFomn5W4SLRzHwdGRjJNr2K6ttd69\nV0FBQUFBwR7mzZuHffv24cUXX0RiYiIAIC8vD3v27MH48eORlpaGf//737d5ls0HbahwbIGFkUbo\ncBM6HMUe6FVlOlSmMTpSBuKlEqmBZqtoCQ4UEBwofl5dPYNzF617W2gDef9+Y3f7BqZNI5f8N2yo\nkYRwxcS4YtQoMrflww+z4eWlwcKFZAPH3367jgMHjAadVqvC2rV94eFBCoxXXonHv/51GlVV8iFP\nzUF5uR7PPnsSb7+dSLzu66vF6tW9oVYbzbvt2/MlZY4XLWoPV1cVli3LJl6fONEHkZFkSB3HCfj9\nd1K0TJsmjqmrA44cIefWmGg5naAGb3afdYjg4OUpLxTOX21ctFyiPC20kG4M+p5viqeFDte0FhoG\nSBco7PO0tFx4WHUhOS/nuyk8DAAyMzNx5swZ07+EhAQAQGpqKvF6wz8FBQUFBYWbYdiwYVi1ahW2\nbt2KSZMmAQCef/55TJs2DZcuXcI333yDPn36tOgcVq9ejZiYGLRq1QpDhgzBsWPHWuy7aEPFwOZb\nGGmEzmspY0stjGwcelU5S2BQY4fNRhuI5wsaFy2nr6jBWVgM792NNPQP/G09r6VbN8DLS5xwWRmD\ngwfF9x980BEOZs6WzEwOcXFU4g2AefOCie2jRyvwyy+FeOqpNujcmQzJe/rpBGRlGQ35kBAXrF7d\nGxoNafiuW5eBAQP+wokT5Ip1c3DoUAH699+FX3+9Srzu6Mhi7do+CAw0ioq0NB2ef54UNb16eeKh\nh4KwenUe4uNJD92//02eAwD4448a5OWRVcNGjxY9fX/9BVRXi8ceFCSgY0fr8z94jLymlrwstfW2\neVrOF9KixXZPS5kAFJr1aNFAQHATPC3l1LNoTbQI4GBg6fAwezwt18nPc2we0WKoq0N9hSi+GJaF\no5eXlT1uHTaLliVLlpg6Fo8cORJTpkwBALz66qvE6yNGjDB1NVZQUFBQULgZpk2bhosXL+LHH3/E\nokWL8NZbb+H7779HYmKiSci0FL///jsWLFiA+fPn4/Dhw+jVqxemTZvWYjmcKsEHjCBa1jxTabXs\nsTdPJmWXsMUWRjaOMwOEMqKRx4NBkh3elm7+pBEZn69CHeVgiAzk4WVWHrm8mrHobRnch9x5xz7r\nYVIqFTB6NPna99+L//f0ZPHgg6T34OOPKyXelt693TF0KFm56Y03MlBYqMfSpVFEbkxxsR6PPRaP\nmhrjsY8cGYj16wfAyYk8psxMHR54YD9eey0emZlNq/IGAGlplfj3v89g/PiDyMkhvR9ubmps3DgI\nAwcaBXBFhQGPPnoWFRXi+VSpGCxdGoXs7DosWkQKnrFjvdGliwvxGs8LWL6cnPfkyU5wdhZNR/Nz\nDQBjxljvrSMIwLY9pGihr3kDJ9NUqKkXP6y1N4/W3uR1q6gDLlJ9XGL8bfe0JPDkvu1ZAeom9Ggp\nVpHPohdvuYCCgSkAGDHHiuU9wcLF4ngatoq8hrxLGwsj7aPq2jVi26VVKzCszXKhRbGpT4vSUFJB\nQUFB4VZz6tQpHD36/+ydZ3wU1d7HvzOzJZ2E0DsJHYQgSrOgooACUgQsiCAWvApWrOjFC9jBKxZQ\nUVHEijQVBAEpFkR6LyEhdBIIJCFtd6c8Lxaye7YkuyRewGe+n09enJMzc2Y2u9n/b/7tdw4ccPeR\nyMrKIj4+ni5duvyt+06ZMoU777yTIUOGAPD666+zbNkyPvnkE1544YUK309CxqrXxamklcy55AMo\nWuC6sYmaGF9+Qinf0/w2skGGl523WZdpp4Rm+NWNM6gdo5f0aCnWJDYfV2hf03O8IsPVzTXmr/UY\nPiu2Wbg0yX+PHteqSJKBcSa3ZvMOhYNHJOrWCv70+8474euvPeMFC+DQIahzxnHwyCMxzJ7tMfLX\nrXOxapWTLl3EYg4TJyZxxRWbKS52C6zcXI3Ro9P5/POmPPtsI6Fk8JYtedxzz2Y+/TQFm03m+utr\n8NNP13LffWtITfWE6+k6fPDBXj78cC833FCDe+5pxPXX1yip6lUWqqqzaNFRPv44jeXLA3vgWrSo\nxLRpHWjZ0i26ioo0hg7dyO7doidl3LimtGkTR//+Oygo8IjI2FiF115r6HfeRYsc7NjhERSy7H4t\nz7J3LyxbJt7HnXeWfj970mXSvEK+rFaD66/2b/wJsHK7aKJe00r1E0TrjlnQvfKwmiRoJEaG7inZ\n4iPQ28jh5cP4ckIWP4uJWmKQleBSxP44Vj080eEnWmLqh3V8ME4fFMMGY2rXrpDzVgQhiZY77rjj\n774OExMTExMTAAoKChg+fDhLlizBMAzi4935BgsWLOD999+na9euTJ8+nZiY4FV5zhWXy8WmTZsY\nNWqUMH/dddf9rb1hLAFES0Qw0aKLoiVbLp9oaS3rzNc8huTmMPNaOtZSmb3H4ylac0QULeA2OOev\n9XhNlm+z8PjN/mFa1aoYdLxUY/V6j3my8BcrI+4MnpF/xRXQooXBjh3u69Y0ienTDc7qy9atrXTv\nbmfxYs9+kyad9hMtycmRjBlTlxde8BiDP/54kvnzsxk9OpnNm/NYsMATzrNwYRZDhmzks89SiIhQ\nSElJYOXK6xk7dqtfMr5hwM8/H+Pnn49Rv340ffrUoVGjGBo2jCEpKYaaNSPRdYODBwtJT88nIyOf\n1NTTzJt30M+rchZJgpEjmzBmTCsiItx/v4ICldtv38CqVWKvn0GDavLgg/WZOTOL5ctFL964cfWp\nU0d8LQzDYNIkMVeqX79IkpM9f5dp08TrufxygxSxErQfC5aJnrMuHVUqBelbuHybj2hp6e+R+fOI\n6N3qWCu8fJbNmo+Xphz5LADZPg8QqujBE9hdsigOwhIthvH3iRYfj3LsBSRaLgx/j4mJiYmJyRme\nf/55fv75Z0aPHk1aWhr79u1j3759pKWl8cQTT7B06dK/xeMBkJ2djaZpVKsm5plUrVqVrKzSE+TL\ng00TDRZfg8Yb36e3OXIOKuee9O1rqPmGzJRFBx9DcfUR/+ehvgbnmlSFQn/NAsBNXcUn7z8uLT1E\nTJLgvvvEuU8/Be86QU88IVrGq1Y5WbvWXwg9+GAt2rUTxfDo0emcPKkydWprmjYVw3cWLz7O7bdv\nIDfXfc1RURbeeKMts2dfJTSg9Gb//gLefns3Dz+8nt69V9Ky5QIqV/6ODh02c8klC+jTZyWPPLKe\nd9/dE1Sw1K0bxfffd2H8+DYlguXUKScDBqz3EyytW8fx1lut2L/fwZgxGcLvrrwyjqFD/XMhVq1y\nsn69+Hd47DHP63L6NHz1lXiM798gEL6hYT27Bn7f5hTAxn2iIOkSQLSsOeqTH1MrvM+Br0BvXQ5P\nSzHFFHiVO5YNmXg9eC5IeUSL5DiJ5PLknRhKJEZkjTCuNjj5pmgxMTExMTEJjblz5zJ06FCee+45\nKlf2xIRXrlyZMWPGcNdddzF37tzzeIUVj1WvJ4x9Q0e8sWETEnwNyeCkfDLo+rJorfh0rdclnGE8\ncO7oYyiuOaqg+xzfsLpO/aqefZyqxO+7Agd79LxOPN8f6xSOZ5fu/Rk4EOLiPJtmZ0tCyFj79ja/\n8sf/+U8eus+FKorEu+82EhLrT5xQ6ddvB6pqMHfu5TRqJFYkW748m2uvXc22bR7PRNeuNVi//kbe\nffcyUlIqLom5fftEPvigPevW9SjJXwHYuDGXq6/+g9WrxUTwFi1imD27Hfn5Gt26bSUvzyMwIyNl\n3nmnkdDkEkBVDcaNE6tg9ehhp1Urj3icMQPy8jzHVa1q0KdP6dd+8IjEhq3i3/zGa4OHhhleYV8t\n6mp+TSWdGqw7JgqbTmF4Wk4bsNdrDwmDVuXwtPiGaSbolUstd+ySfcLDtNBFi5wv9t3RYxqUnkwU\nBn6eljr+BRrOFyGFh5mYmJiYmPyv0HWdSy4JHBoFcMkllzBv3ry/Ze/ExEQURfHzqhw/ftzP++JN\nampq+TaOllGae4b52g7ySjlnZKNI8uI9huXWE5upl92g1C1Ku8Zq1ZuRpbiNUicS3x84TBtnYdD1\n3tgMiLakUKC6TYrsIpm5a4/QOkHMqbi0bn32H/dUR5q5rJAGUWKIy1mS67cgbb9bHGiaxDsf5zKk\nn5jT4Xs/PXtW5auvPALhpZc02rXbR0SE2xC97TaZX3/1eD9++83JSy9lcNttokiyWGD48Eg++MBz\n/1u3FtC9+wamTInnnXeq8uCDR9i3z2Nwp6cX0rXrH4wcWZkBAyphOZPN3aEDdOhQn+3bqzBr1gmW\nLMnBGUARRkfLOBwGqur/O7tdokePBAYMqEKzZlGAkwMH0gFwOg2++SaHqVNP4vKx/5s1szF5chX2\n7t3Hv/6VS1aWaNDffXcEqnoQ37fFJ59YWb9eFHi33ppDaqpbGOfny7z+ekPwMsh79z7JgQOBC0Kc\n/Tt9+GUtwCO2L2maz+ncPZwOUHPii18agldSekqt46Smin0B/zweR4HLUzyhss2FmrWb1OBtjgRW\n22MwEj25PPVdDo7tTeVYKcd4348v6dXSwMtJZ8+1k5oe/DMnt96Ft8w4miFBUWj/RxKPr/Leijy5\nGmnl+B/kfU9Ht28XfpevKOX//xYGjRs3Dvo7U7SYmJiYmFxQdOvWjcWLF3PPPfcE/P3ixYvp1q3b\n37K31WolJSWFFStW0Mfr0fHy5cvp27dv0ONK+6INBZ06ZBgT4Ey5VSkik+TGtYJWEzpuzyITjxGv\n19JpXDn4NaSmppZ6jV2KZWZ52bTpNesxwBb6U+vuaTpzvJrBb3YmcUtjsY/bnV0tzN3gGa9KTaRB\nQxvWAJbI0IES/57oGS9cXosXR8dxtohRoPt5/nmYM8fA4XCbgsePW1i2rBGPPur+faNGBrNnn+SX\nXzxxae+9Z2fAgDo0by6GoE2YoLNz505WrfJY1KmpGo88Usj337diyZJkBgxYx6ZNHuHocBhMmpTN\nvHlFjB3bhN69qyOdefrduDH07QvZ2Q6WLj1GauppMjLySU93/9SqFUlOTjHFxZCU5M51adgwhsaN\nY7nhhhrEx4siQtcN5sw5yrhxqSXll73p0CGeb75pR1GRQe/e28jIEP+WPXokMH58M7+CABs3Opk2\nTfQY9OoVQb9+nqaTEyZAbq7nuJgYg2efrUzVqv6Vss7+nVQVFq4QQ/SG3aoEfE8WOuD3vWKp4Lu6\nxfitff+g2D+wZ2ODJk1C/xx+7rSAl9C7JtJS5ue4tM9RauRuYdw4snHQtaqUzQFbTslYMmw0qnM1\nUohmeUSe6FmNrH35Of8P8r2nVUfFUsrNr7ySKuX8/1ZRmOFhJiYmJibnlePHjws/Tz75JIcPH+bW\nW29l6dKlpKenk56ezpIlSxg0aBBHjx5l9OjRf9v1PPTQQ3z55ZfMmDGDPXv28PTTT5OZmcmwYcP+\ntj1lIv1CxBxK8KebNTWxi/sxy9EgK0Pjap8QsZVa6U0dfemZJHorftxrwaeqMFe3UKnsVfr4VL7M\niu2BjbTb+7qwWj0n2JuhsLyMni21a8OIEeLcf/8LOWdsQ0mSmDy5EnFxHoO7uBjuv/+Un/fDapX5\n6qtmXHWVaDzv2FFEn47LkXbtZtGiDgwd6h86k5ZWyF13baJHjzWsWSOGayUm2rn11vo8/3wrPvqo\nI7/8cj0ZGX1ZsqQrX3/dlPT0Pixd2pVp0zrw3HMtGTiwnp9g+e23k3Ttupp7790SULCMGFGfH35o\nT2GhTq9e29i7VxSP3brF8+mnTf0ES2Ghzv3356B6/SkTE2UmTfJ4MzIzYcoUcb9Ro6Cs3oMLllk4\nfMxjckZFGgzoFbi4wpLNFgocXr1fEnTaNxJFl27AwnRRaPZMChxqFoyVPkn4XZTyVQ47poifwRo+\nn1FvnMoeYWzTkkMWLABy7i5hrMc3D7IyPNTiYk4fEj1a8Q39K8udL0xPi4mJiYnJeaVJkyYlT6TP\nYhgGO3bsYMmSJX7zAJ07dyY7+9z7k5RGv379OHXqFJMmTSIzM5PmzZsza9Ys6vzNsd12rSkuxRMu\n5VT2EKkFLsfkaxAdl4/jwoWV0pPWg+ErWtbqEoWGu49LKNzQwIVVNnCdSWxOz1XYfVKmmVejP6sF\nel+m8tkKjxH+3WorN7TxT56ummhw8w0uZi/0rH1/ho2uV5aeaP1SwVQ9AAAgAElEQVTYY/DZZ0aJ\nJyA3V+K//zX4z3/cv69b18LEiZW4/37PU+6tW1Vefvk0L74oCpToaIVvvmnOHTevY8U6j9G8/UQM\nvW/eyby5MHnyJXTokMCTT+6goEA0rNesyaF79zV06ZJIv3416NatKrVqid4Bz14Wvz4v3hw8WMTi\nxceZM+cof/wRuJloXJyFt95qSf/+NTl40MHNN29n3z5RsPTokcBnnzXFbvd/Zj12bB6pqeLrO3ly\nJapX91zXG2+IzSSrVjV46KGgl13C+5+L1ckG9HQFrRo2a7Uo0vp2cOHbJmRDpsLRAs9ktNXgmnqh\nJ+GfMvzLHV9VDtFSJBVxSvH8XSRDoroWvNmjQxG9MjatSVj7KTk7hbFWQaIlNyMD76cNsXXqYIkM\nXFDifGCKFpOLEk2DzZsV0tMlkpIMUlI0v39qJiYmFwdPPfWUn2g53wwfPpzhw4f/T/d0Gy4/l4x9\nDRtvIo1I4rV4chS38W1IBllKFrW1c6v0U182aCDpZBjuf6ROJP7UZK6zhGbIxdmhS12Vpfs9ounH\nNCvNEsUSYf07OgXR8uM6K/nFRcQEsOUfGOIURMuSX63sSZdpkhT8mhIS4NFHKREpAB98APfeC3XP\n5DkPHBjJokXFzJnjMegnT86nSxcb114rXkhUlMKcK3/h1nWxLOHSkvkdeh0635bNy5OPc/vttbju\nukRefXUvM2YcQve5vJUrs1m50i2wmzWL4bLLKtG8eSzNmkVTrZqdatXsVKliQ1UNjh0rJivLSVaW\ng6wsJ5s25bJ8eTapqWJ+kDcWi8Tw4XV56qlGJCZamTEjkxdeyCA3VxRRN91UmU8/bYLN5v9luWBB\nEdOmiTlMQ4ZE0auXx2BNS/NvJvnkk1BW5fFN22WhhDXAiCGBS8edPC2xeKO4tn8Hfw/KgjRxzfX1\nVSLCsGh/1WQMr4ySlrJOlXL8C8pUxEyYKnpVrNiCrPb3tNj1pqFv5sxBLvQkyxuSBT22UejHl0JO\nWpowjk9KqpDzVhSmaDG5KNm8WaF792hcLgmr1WDRogLatQuvPruJicmFwbPPPnu+L+GCwK6JhotD\n2RlkpZsaWs0S0QJwRDl0zqIF3N6WDNVj0C4NQ7QA9EwWRcvsPVaeuNwhFDW6srlGrQSdI6fc+xQ4\nJL793cbwrv6hQpenaLRrrbJ+i8dUmfi+nQ9fD1wG+CwjRsCHHxocPereuLhY4uGHDWbPdjdIlCSJ\nN9+M588/szhyxH1/hgFDh55i6dIqNGni5a1SVWJXr2A+G+nH8yzmspJfnSiycf/9qXz77XEmTUri\nrbda8a9/NWDs2N0sWhQ4G3zXrnx27cr3mz/7GhlGeqn35kufPtX597+bkJwcTVpaEcOG7eG33/L8\n1vXqVZlPPgksWLZscQmeJ4AGDRReftnjeVJVGDkSVFXyWmMQSsTk61NFIXh1R5WWTQK/r2ausuLS\nPHsk19Bol+wfGubdFwigZ3J4oWHLfELDri5nU8kjilhxq4ZWevlh38+2TQtdtCg5O4SxHtcYlOAC\nKRxO+YqW5OQKOW9FYT6bNrkoSU+XcLnc/9hcLol9+y6sp7QmJiYm4WLXmoFXCVaXsg9NClBa6Qy1\nfATKQUvw3i6h0NUnPGaBJvvlpZRGzyQXiuQ5YGe2wsZMMeRJkeGOq0SBMnWxzc87cZaHhoprZ/1o\nZfue0k2XqCjw1cHLl0u8845nHB8vM3VqgiCo8vIMBg06ydGjXkayxYJ69dVE4mQe4+nJX377LV2a\nQ6dOm3j33SMkJ0fz9dft+PHH9lx+eSW/tcEwDMJ6rTt1SuDnnzvw2WdtqVcvkjffPETnzpsCCpY+\nfRKZPj2wYNm/X+X227MpKPBsrijwwQcJxMZ61r/2GqxeLX7PPv882MqwlbfuimahT0PJB+8K7GVR\nNfhwiRhGNvgql18l398OKRzI81xbhGLQrWHookUzYKEqvi993/vhcsAili+upQZ/eKBKmaiyl2fG\nsGLTQhcHyokNwlhLCF5pMVyyfSqHVW4SXtja340pWkwuSpKSjJIkTavVICmpfF1sTUxMTM43MjHY\ndDHMo1jZGnR9PVVM3D9kOYjGuXucuyo6djz/S/cbMtv00B8IVYs2uKGBmFfwxQ7/HJvhXZ1YFM8+\nqUcVlm4JHPjRt4eLFk0892QYEhMmB84L8ebOO+GKK8TvhfHjYe1az7hLFzsvvigmVmRkaPTqdUIQ\nLq6+fTEqVSICF/MYxwQ+w4ZoJBcW6jz/fAaXXbaBadOO0rZtJZYs6cSaNVcyZkxjOnSIL0l8b9as\njHiqAFgsEp06JfDvfzdm/fqr+OmnDjRvHsd77x2hbdsNjBt3AIdDvN/ISJnx4+szfXoTrNbAgqVX\nr2wOHxYN9tdeq0SHDh41smoVTJwoHnvDDQa33FL2dU+ZKRrvl7VW6X5N4NyTH9ZZOZTtJUasBsOu\n9ffAzdwhKqVeyS7i7X7LgrJWlzjuFRoWh+GX0xUOLlwcVY4Ic/XU4N3piy1bhHGE1gKZ0G9AyfYR\nLVXahnxsWZzYIXpxqrRoUWHnrghM0WJyUZKSorFoUQEffVTA4sUFpKSYoWEmJiYXPxFqa2FcrGwJ\nshIq64lE6Z6SyC7J5RdbHw4xElwTwNsSDoNbiEbmd3tsFPvYqLUqG/RrLxr9UxcHfmQvy/D8I2Iy\n+U+/WNm6K3ApaO/jPvwQEhI8hryqStxzj6eaGMDDD8dw551is8i0NFG46C1bkr9wIcVPPgkd2/PE\nk/VY/WUCnTuLifsAGRkOnnxyH61arWfChAMkJNh48slkFi/uSFradXz+eVsefLABt9xSgyuvrEzT\nptEkJHiEXeXKVpo1i+HqqyszYEBNRo1qwJdfXkp6eld++qkDjz+eTGSkhRdf3E/LlusYMyaDQ4f8\nDfvrrotn9eoURo2q7dc8EjyC5eBB8btzxIho7r3X89qeOAH334/Q6LF6dYMpU8ruZbhytcK6LeJr\n9MJjxUGPm7JIfA/cdqWTyrGiEMt1wA97RSE8uEV4oWELfCrj3aDo2MoRrHHYchhd8nxu4rV44gz/\n98ZZipXNwtju85kvCz/RknhpkJXhoasqJ3eLeXSJLVtWyLkrCjOnxeSiRJahXTuNdu3O95WYmJiY\nVBwRWhvymF0yLrZshsDRNEhI1FXrstvmKX96wHLAL2wsHHoqOou9jLofNYVnwvDedG+okhipk13k\nFju5DokFaVZuaSoalg/2cApVopZvs7LjoEyLuv5PvG+8VuWy1irrvLwxU2bWpn/v0j3stWu7y/Pe\nfrtn7sABiUceMfj0U7fR7c5vqcTJkzoLF3rE0Vnh8v33VahdW0Fv2RJHy5Y4NA0UhWTgxx4GM2dm\nBUx6P3VKZeLEQ7zzzmG6dk2gU6dYOnSIo1u3qtjtMnfdJVaic7l09u7dS/Pm/uE4xcU6mzbl8+ef\neaxefZpffsnB5Qp874mJFl5+uSGDBlUJWtwiI0Old29/wTJgQCQvveQxtnUdHnwQjh3z6hovGXz4\nYdkljg0Dxr0lesSu6eSiS8fA76W1exXW7hVN0n919xdj81KtFHnl1dSJ1bm6buhVwwwDflRFId7L\nUr6Hnge9Kv4B1NXqBVnpxt/TErpokRwnUfIzSsaGpFRYeNipvXvRnJ7XPLpGDaKqVKmQc1cUpmgx\nMTExMTG5QIhQ2whjh7ITnWJkAodE1VPrCaLloGU/HR2dznn/mywajzot6GfCZ7bpMvt0iYZyaCG4\nNgUGNXUxdZMn3OWzbTY/0dI2SaNTE5XVezxmyNsL7bw/wj/JXpLcT+j73O0Jq1q3JY5FywvocW3p\nBuuNN8IDDxi8/77H0J0/310G+fHHz1yzTeLTTxMYNuyUn3C5/vrjfPVVZVJSzggsxSPoZFnirruq\n0717AhMmHOCbb4779XtxOAwWLjzJwoXuZoB2u0StWnZSUqJJSoogIcFKYqKFxEQrhw872bgxi5Mn\nVU6edJGdrbJ7dyEbNuT7ndeXiAiZwYOr8txz9UhMDF72es0aJ4MHn+TECVEcDhgQyfvvx2OxeF6n\nl16Cn38Whc8TT0CXLqVeCgBzf7IKBRQAXng0iPoG3l4ghkdd39pF09riNRoGzNgmemNub+5ECcMZ\nuN2Q2Gd4DrBhVHg+S101uGjROI1T3ivMRWihiw5fL4se3xwsUUFWh8fxbduEcZULzMsCpmgxMTEx\nMTG5YLAY1bDoNTyJupKLYssWotT2AdfX1cTY+UPKIRw4sIcRI+9NFQk6yAarvXJZvlVlnraF/jR6\ncAunIFpWHbKw7bhMq6qicfivHg5BtHz7u5XHeztoUsvfiOzSUaNLR5WVf3rWP/VSJFd1OE10GTbb\nf/4Df/xhsGWL557GjZOoX9+TlxFMuBw9qnPTTdm8/HIcQ4dGBfReVK9u4513GjFmTD2mTTvKxx9n\nkpMTWEw5HAb79hX79U/x4J9IXxqJiRbuu68m995bgypVgosVXTf48MMCxo7Nw+GjHQIJlhkzYNIk\n8V47dDB45pmyryn3NDz3qk+3+q4u2rUO/B7alCHzwzqfZP0e/l6Wv44qrM8UzVbfcMSy+NYnAf8a\nRSeuHKFhhVKBX1PJ0kRLsWU9eBWrsGpJKEboBRuUrD+FsZZYceEmWRs3CuMLUbSYOS0mJiYmJiYX\nEJHq5cK4yLIm6NoEPYEELaFkrEs6GZZ95dp/oE+4zNeqElZlq1ZVdTrVEo32KRv9RVTPdipNa3n2\n0g2JV+cEF1vjnixC9vL4HDgs8+KbZSfl2+0wfTpUqiTexIgRsGCBZ3xWuPTuLZ6zsNDg0Udzue22\nk2RlBRdvNWrYeOGF+mzb1o7XXmtIvXqB78VqLX+1y6SkCN58M4mtW9vxzDN1SxUsR45o3HLLSZ55\nxl+wDBrkL1i++87d68abKlUMpk0DSwiPup99JZJjxz3mpdVqMPbxYCINXpktvt4pDVWubeUv+nzf\nQzfUd9GgUuhvTNXwFy0Dyhkalm5Jxyunn2paNWKM4IUWCi1i9blI9bIgKwNjyfpdGKvVzt2r6sux\nDaIXp8YFGH9vihYTExMTE5MLiEhXB2FcZPEvs+tNkiqWS023pgVZGRr9LRo2rypi+wyZNWFUEQN4\n6FLROp6128rRfPEcigzP3SIas3PW2Nh2ILBp0qaFzog7xSfr076ws3J18E7yZ0lOhpkzKak6Ce7E\n/GHDYOFCz7qzwmXkSP9E/8WLHXTufFzwxAQiJkZhxIiabNp0KStXtub11xvSv38itWq5Q5saNw6/\nw3jdunYGDqzCpElJ/PZbG9ata8vw4TWIiir93ufMKaJz5yyWL/cPzXrqqRg++EAULLNnuxPvda+/\nd0SEwVdfQb3SUzUAWPiLhS/niiFcjwx3BG0I+leqwuJNouB6foDDL1k/I1fiB5+Gkr7vsbJYqckc\n8yooEINBr3KGhqVZxVCvJFfpTR59P8tRasfQN9OKUU6sF6bU6leEfnwp6KpK1qZNwlz1Sysmwb8i\nMcPDTExMTExMLiAitcvAkOFMRSKnshdVOoHFCJwUm+xqxHr7upLxPks6OjryOT6XjJfgRkVnvldC\n/leqQkcl9ITnGxuqNKyksS/XfQ6XLjFlo53xV4kGf+/LVC6pr7F1v2ev8bMi+OYJsTv7WcY8XMyi\nFRb2HfCsf2hMFL/PP02l2ICHlHDVVfDuu+4cl7PVsFwuiaFDDWbMcOe/ACiKxIQJlWje3MpTT+UK\nPUxOnNC5446TDBkSxfjxccTHB3+NZVmiTZsY2rSJ4f77a2IYBgcPOjh82Mn27QVkZ6tkZ7s4dUol\nO1ulsLCAunUrUbmyJ8+lalUr7drFULt2eOF+2dkazz6bx7ff+ucIxcVJ/Pe/8dxyiyie5syB++4T\nBYssuxPvL7/c9ywB9jwl8ehY8ZxJ9YoY/a/AIVyGAf/5VvSydGyi0vUS//fZ2+vt6F6Co0WiRpe6\n4XlJvvLxsvSxaESVw+mlorLfkiHMNSpFtLjkQ6jeTSgNKxFqSsj7KSfWIeme11KProsRXTfk40sj\ne+dO1CLPeyWqWjVi69Qp5YjzgylaTExMTExMLiAUoxJ2rTkOi6fRW5HlL2JdNwVcX0urjd2w45Dc\nT56L5CKOKkeorZ270XG7RRNEy1xV4VWbSmSIRp4iw0NtnYxe4TFiP9lq47HLHFSO9IgAWYYxtxRz\n25sez8biTVaWb7VwbQDjNSYaprxcxE1DokuEx6GjMs+8HMnUV/wNdF9uvRWcThg1yjPnckncdZfB\nBx9A//6e+cGDo+jc2caIEaf46y+xkMDnnxcyb14Rw4dH8+CD0VSvXra3R5Ik6tWLoF69CDp18i+J\nm5qaSuPGjcs8T2kcPqzx7rv5fPZZIYWF/qFTV15pY+rUeOrWFc2/L76Ahx/2FyzTpsHNN5e9r2HA\nYy9GknXCI+IsFoMXH91HhD1wNbsF6y38vku8jjED/EsiH82X/HqzjLzU3xtTGnkG/OhTvvs2S/m8\nLActB3BJnvdFjB5DNb160PWFPmGekVobZEL3ulky/xDGarXOIR9bFoFCw4JVnzufmOFhJiYmJiYm\nFxiRPon3hZY/gqwEBYWGriRhbo91d5DVodFV0anqFSKWh8QctWzD3JvBLZ1Ui/IYhgUuiUlr/T0G\n3VNUOjURBcrjn0ZQGCT6p1M7jcF9M4W5r+bZmDEreF6HN0OGwNtviwa9yyUxfLjE5MliZ/qGDS0s\nXFiF55+P9cvnOH3aYPLkfFq3zuSxx3LIyAjdE1XR7N2rMnJkDikpmUydWuAnWGw2mDAhju+/TxQE\ni67DK6/AQw9JaJooWD74gJAaSAJM+czG9z+Lr//oBxw0bxTYY5ZXBE9/LhrsXS9xcVVzf+/Ja2vs\nOL2urV6czsCm4fVm+UZVKPZKPqkrGVwhl0+0+H7GklzJSAQ39It8PsO+YaBlYclcJYwrKjQM4Ohf\nYtjahZjPAqZoMTExMTExueCIUsUE20LragyCV0pq5BKf0O+y7kLn3I0yqwSDfJKU33OFl5AfaYFR\nPnkH07bYyMgVDTtJgpcGFyN5VVXal6Xw2tzgSfYPDD5Ms2Tx+kaPj2TD1tCE1V13weTJ/jczdqzE\n4MFw6pRnzmKRGD06lqVLq9CkiX+AisMB06cXkpKSRb9+2cyYUcCpU+UziEMhO1vj008L6NPnBJdf\nnsXMmYW4AtjyLVtaWL68KiNHxgiNJo8fh4ED4bXXxL+HLBu8/777d6Hw+1qFf0/0SaZvqfLE/cFz\nTsZ9E8Hhkx4TVJENxt/unyu0K1tmxnbRy/JoOwfWMPSzZsAUl3jA7RaNAD03Q8aFy0+0NFKDe8l0\nCii0rBXmIsPJZ3HloxwXPTVq9atDP74MDv8hCqoaocQDngdM0WJiYmJiYnKBYddaouiJJWNDKqTI\nsi7o+iQ1GZvhMe4K5QK/ePtwuc+qIXt5W3YYMiv08MyGe9s4qRPjMeCdmsSEP/zFyKVJGvd2FUXZ\nuz/Z2JQReD+7zWD6fwuJ8go1c7ok7nokihMnQ7NGhw6F9983sFhE8bJwocRVV4HPw2dSUmysXFmV\nF1+MpUqVwNe1fLmDhx/OpXHjYwwcmM2XXxZy5IiGEY7aC4I7J0ZlxowC+vfPpkmTTB59NJeVK50B\nxWSNGjITJsTxyy9VadlS9IL8+qs7x2fZMvG1stsNpk+HQYNCu6ajWRLDH48SvDRxsQbT3yzCGsTx\ntXq3wkfLRI/bqJscARuLvvh7hJDLkhyvMaRleGWOF2qyX2+W4ZbyecXSLWk4Jc91ROlR1FcbBF1f\naF0NXqFkFq02Nj056HpfLJm/Iume47XYZIzY4PuFQ3FWFrn7PBUHZauVmqZoMfknoWmwYYPCd99Z\n2LBBQf/7Hyr9T/in3peJicnFhYRMlOsqYa7AujLoeitWmriaCnM7rNuDrA6NBrJ/daV3XeGFiEVa\nYExn8Qn6d3tsbMz0P8+/BxVTJ9Gzn6ZLjPooClcQ+7J5Y513xot5LIeOytzxUBRFpRf4KuG229wV\ns+LiRKv/0CGJG2+EyZMRvgciIyUefTSWLVuq8cYblahb130fcXESspdFpaqwZImDBx/MoUWLTJo1\ny+TWW7N55ZU8fvqpmJ07XRw7plFc7K82iooMjh7V2LHDxYIFRbz0Uh4DB2bTuHEml1ySxcMP5/LL\nLw60IHnoDRsqvPVWJTZvrs7IkTHY7R6jX9Pg1VehTx+x0z1A5coG8+a5fxcK+QVw6wPRZJ4QTckP\nXyukYb3AX57FTnj4YzEsLLmGxtP9/L0yvx1SWLRPVD5jrygOy8sC8J5L9I4NsGjUKKf1u8Mmfraa\nuZqXWviiwCKGdkWrV5caSuaL5cgyYazWui7kY8viZICqYdaoimlYWdGYifgm58TmzQrdu0fjcklY\nrQaLFhXQrl356p1fCPxT78vExOTiI1rtwmn7vJJxgeVXqvAUEoGtthbOlmyzbS0Z77Wm4ixyYDvH\nRpMAI60q33sl5C/TFHboKi3k0D0Hg5q6eG+DxrYTnvM8/2sEP95SICRTx0bCm8OKGDTJk5S/db/C\nuz/Zeax34FCjW3q6WLfFwdQZnnv8a5OFB56J4pNJhd4N7IPSpQusWgXDhxts2OBt4EuMHQurVhm8\n/rq7bPJZoqJk7rsvmmHDopg9u4jFi4uZOze4UsrM1Fm82MHixf73ERkpER8v4XJFkp9/hOIQBZcv\nbdtaGTUqhj59IlAUf4N41y4YPRp++83/d506GXz0EdQOnDPvh6rC8Mej2LJTfIFHP1BMj2uDezEm\nzreTelQ8ZvLwIiLFCDB0A174VfTIdaip0js5PA/JOk3iTx/v4EPW8n2nF0qFfr2QWjiDN2LUcVBo\nFfurRLu6hLWn5chSYazWvD6s40sj2ycJv3bnikvwr2hMT4vJOZGeLuFyeUpG7tt34VWZOBf+qfdl\nYmJy8RGptkP2alSny6coVjYGXV9Hq0us7qn7q0oqe6x7ynUN7RWD9j4Jy5Nd4T3vVGQYf6Voif9+\n2OLXdwOgW4rKwE5i+M+rc+1s3R/cXBk3upirO4rG7PzFVh75d2RAb7kawO5t0AAWLYKHHvIXY8uW\nSbRvD088AZli/j9Wq8Rtt0UxfXpl/vyzKk8/HRMw76U03J4VnRMn5LAFS4sWFsaMiWXdumosX16V\n/v0j/QTL4cMwciR07uwvWCTJYPRogx9+CE+wjHg6kp9XiV6Q7l1cPDsyeB7Lur0Kby0QBfSwax1c\nGSD5/ttdVjZmia/juCv9K4uVhe979TpFo2UYgjsQu6w70SXPG6uyVrnUqmFFlr8wJE9BAkWvjF1r\nFfJ+cl4aSn5GydiQbag1rgzvokvhpClaTP7pJCUZJU26rFaDpKTyx+teCPxT78vExOTiQ8LqFyJ2\n2raolPUSzZ0thLktts3lvo6RVtHKn6XK7A2z2eS19VW61hezxJ9ZGcnpAOkJr9xZTGWvPBiHS+Lu\nd6PIDVyICqsVZkwuoHkj0fidOcfG4/+JKBEu27fLvPSSnZ49o3npJTvbt4smkM0GL70EX31lkJAg\n/u/XNImPP5Zo2xYmTIC8PP/raNbMyrPPxrFmTVV+/70qo0fHcPnlViKC1xMIm6goiY4dbTz9dAxr\n1lTljz+q8eSTsTRq5C+UcnJg7Fho1w5mzpSEcsYAVasazJkDzz8fWqd7cIeXPfhcJLMXiq6RNi00\nPi7Fs3XytMTd70WheuW+1IjXefFWf5V2qljieR8vy82NXHSoFZ6HZIsm8YMmXtBIS/m8LAYGW30+\nUy1cLUsN9cq3/SSMo13XBPWWBsJy8AdhrFXrBBb/5qfnQv7Ro+R75bNIskyt9u1LOeL8YoaHmZwT\nKSkaixYVsG+fRFKSQUrKPyOE6p96XyYmJhcnMa5ugtFTYF2OXvRE0P4OrVyX8FeEp8rQUcsRsuTM\ngGtDpaei01TS2X0mmVlH4nWnhQ8jwis7O/7KYlYetKCeMZ6P5Mv85/cIJl4rGq5V4gwmDi1m+Hue\nuPq9xxQe+CCKLx4pFHJHzhIfB9+8X0CPwTEcyfQs+PRbOxYFhvV30rNnDLlnKpetWWPhww/tLFyY\nT8uWojvmxhvdier33WewerVojBYWSkycCJ98YjBsGNx9N9T16e8nSRItW1pp2dLK88+Dqhrs2qWy\ncaOLzZudbNumcuKERk6OQU6O7uf5sVggIUEmPl6mShWZVq2stG3r/mnSxBIw9MubjAz4+GOYMYOS\n+/XlmmvcJY2rB3cQ+KFp8NCYSL79QRQs9evofDO1gJggdrSqwd3vRXHQJ/flreFFxAc45pmVEZwo\n8qy1Kwb/uSL8mLnXfLwsbWSda5XyJaqejMnmhHKiZCwZEi2cwb0mmpRLgeU3YS7G1S2sPa375wtj\nV93eYR1fGgeWLxfG1du1w16pUoWdv6IxRYvJOSHL0K6dxgVayvuc+afel4mJycVJpHo5il4FTXYb\nSoZUSIF1BbGuGwOuT9ArU89VnwPW/SVzm22baEBSwPWhoEjwtE1luMNjrH6nyTyhSzQNI9SmRRWd\nh9o6mbzeEyL00RY7vRu5/Lqb9+/o4petTmau8uz50wYrb8y3B0zaBqhX2+D76QX0GhrNseMeo/ej\nr+z8tVbxM+BzcyXmzbPSsqX/+erUgQULYN48g/Hj8QsVPnlS4s034a23DG680d1JvksXAoYvWSwS\nrVpZadXKypAhYoKzYRjk57vFS0ZGBm3bJhEdLYXd2E/XYdky+Ogj+PlnShpv+tK4scG//w29egW+\n1mA4nW7BMutHUbDUraXzw6f51KgW/H0w7tsIVm4Xzc0R3Rz0aOsfp/dTuoVvdol7jG7voGF8eGJj\nkyaxwMfL8pxVDTu8zJeMqhnCOFltRKwRG3gxkG9d6lM1rA52rXXI+0n5+7Gc9ISEGki46vYK/YLL\nYL+PaKl/XcUl+P8dmOFhJiYmJiYmFygSCjGuHsJcvm1hqVSidNoAACAASURBVMe0caYI4522Hahy\neF4RX/oqOs294vjPelvC5ekOxTSsJAqUUUujyA8QJvbG0CJSGoqG7atz7SzaGHzfRg11vv+0gGpV\nRCN3y14LJPiv//VXS9AqXLIM/fvDmjXwxhsGVav6G+a6LrFggUTfvu68l5degvXrCXpOXyRJIjZW\npm5dCzVqGMTEyCELFlV1l2UeP94dAjZwoMTixVJAwVKzpsHbbxusXg29e4cnWE4XwKAHovwES52a\nbsFSr3ZwwbJkewJvLxTzWDo1UQP2ZDlVLPHoMtGD2CJR4+FLg+fJBOMVHy9LO1mnWzm9LIVSIUcT\nDgtzvp81X/Kt4mc11nVjWFXDrAe+F8ZatY4YUTVCPr40DF3387SYosXExMTExMTknIl13iSMi5T1\nqNKxoOuT1UZE6564G5fk4mDiwXJdgyzBMzZRQMzRZHaGmdsSZYX3bihC8ur/ciBP9qsUBRBpg88f\nLiQx1mNsGobE/VOj2Hc8eKJIkySd76cXUKWyj5EaASQiWD5XXaWWWWHMZnN7UjZuhGefNfzKI58l\nNVXijTckunaVaNTI3Qdm8mT3cfn5pe8RCqdPuwXRRx/B4MGQlATduklMmhS8aExCgsHYsQbr17sb\naoaau3KWA4clbhoSw4rVYtJ9reru17hB3eCCZXOGzLjvGwhzNRN0Ph1ViC3AdTy1IoLMQq+Gk5LB\nlBsKsYd5zRs0icU+XpZnK8DLst26Fd2rKEW8Fl9qbxannIHDskOYi3EG9pAGw1e0uOrdHNbxpXF8\nyxaKTnhC3WxxcdS4wMNMzPAwExMTExOTCxib3hC72hyHZad7QjLIs/1AZcd9AdcrKFzibM2fEatL\n5vZVS8NwGmE95fWlt6LTUtbZfqaErIHEGKeF2XZXWAZh59oaD6Q4mbrJ8wR++jY719RT6dNYFEZ1\nqxhMH1lIv9ei0c4IpLwiiUe+bMzyFg5qxAc2mps10ln4eQH9743m0FEvlWIDqgCnID5ap2/f0D1Q\nMTHw9NPuSlyzZhlMmwbbtwe+8VOnJObPh/le6Qh16hg0bQpNmkDNmhAb6z5nbKz75+DBSNLS3OLk\n9Gm30DlyBHbvhj174PDh0F/klBSDe++FW26ByMDpT2Xy618Kwx6NIvuU+Hw7qZ7G7GnBe7EA7D8u\nMWhiNMUur6aOFoMZDxdSPcDf7IsdVmbtFj05j13uIKV6eN4Rw4DnnKLAai/rdC2nl0VHZ5NdrNzX\n2tmm1M/TaZsoOCLUdliNmiHvKeVnYDmxVpiryHyWjKViGeW6V1+NHK6q/R9zYV+dyT8KTXP3QUlP\n9yS5B0qoNDExMTERiXH19IgW3AZRguNupCBf462dKayx/4khuQ3E/Mh80vU0ktVG53wNsuR+Yn2n\nV27LL5rCD5rGzZbwjMIXOhfzc4aFtBzPE/FRS6NoU+00DSqJRu3VLTTG317Mc194rO+juXYGvGHh\nx+fyAyZzg9vjsuTrfG65L5ode7yevCsgVzO4Z7iTFi3CN2ajo2HYMLcn5c8/3f1N5s8HVS1dVBw6\nJHHokDv3JDB1g/0iJGw2g3793F6hdu3CCwHzRtfhvc9svDgpQuh0D3DpJSrfTC2kamJwD8vxXImB\nE6PJzBW/4CcOLeLyRv5xc7uyZZ5c7h8W9lT78MPCvlZlv74sz9nK72XZY91NnuwpGacYCi1dlwRd\nr1PMaeuPwpyvx7QsbOnfCmO1SnuM6DphnaM00heJlQjrd+1aYef+u7goTcaPPvqINm3aUKNGDa65\n5hpWr15d9kEm552zjRvvvTea7t2j2bgxzLa2JiYmJv9PiXX2QDI8SdyafMKvy7aw3oilqauZMLfW\n/le5r6OnonOlLBqezzmtFIRZHT7KCh/3KMTqlcif55S4e2EUjgB9VP7V3cmwa0UjdtsBhf6vRwct\nhQxQs5rBws/zuf4q0aOi6xKTPopg0IgoMo+fm0UrSdCpk7tS165dMGWKQZ8+BvFenoRAeTAVSeXK\nBrfcYvDhhwa7d8MHH8Bll527YDl0VKLvPdG88Hqkn2Dp2dXF99MLShUs2acl+rwWzZ4j4vf7gz0c\n3HWNv1er0AV3/xRFoZfgi7QYfHxjIbYwTYQcA/7t42XprmhcU04vi4HBX/Y1wlxLZyuijOBd4wus\ny9Dl0yVjWY8j2hVGvohhYN33tTDlSrot9OPLoODYMY6tWyfMJfXoEWT1hcNFJ1rmzJnDs88+y+jR\no/n1119p3749AwcO5PDhw2UfbHJeCbdxo6bBhg0K69Y1YsMGJWCTMBMTE5P/D8hEE+sUjYo8+5xS\nj7nMIfZbOGw5xCGlfLktkgRv2FUsXjkphwyJSWE2nARIqa4z/ioxIXtjloUxAfJbJAkmDi2me4po\n+G5ItzDgjWjyioLvEx8H30wt5LH7/JO/l/xqpdPNMfywpHyBJ1WqwB13wGefQVoa/PKLwYsvGvTq\nBcnJBnI5GxoCKIpB48YGPXu6z71ihcHevW7RNGgQJAQoNBAO3y2wckXfWFb96f9aPDeqmM/fLgxa\n1hjgVL5E39ei2XFQVBv9OziZECDx3jDgieWR7MwW179+TRHNE8P/wn/ZaeG4V7iWHYPXbAEUcJjs\ns6RzXMnyTBjQznlZqcfk2WYL41hXb2RCb9ijnFiHcjrds6Vsw1W/X8jHl0XaQrFAQPVLLyWmZuih\na+eLiy48bMqUKdx5550MGTIEgNdff51ly5bxySef8MILL5znqzMpjbONG10uKaTGjWc9M2fXL1pU\nQLt24hM+M+TMxMTk/wtxzn6CUCm2rMcpZ2DTGwRcX12vTgNXQzKsnuZxa+x/UqewfGFIzWWDf1k1\n3vESKu+4FG63aDQO0zgf0cbJb4cs/JjmeUL+0RY7ratq3NVKFCgWBT55qJCBE6P5Y7dn77V7LQya\nGM2s0QXEBsnfUBQY+7iD1s11Hn4hktMFHuP2ZI7MkIejuaOfk5efKSI+LqxbCLjXpZe6f85SXAxp\naQZ79sDeve7Gj2fzVs7msBQVFVO9eoSQ5xIfD40bu/NgkpPdRQEqmuxTEk9NiPBrGAlQKc5g6iuF\n3HRd6cZ/TgH0ez2KrftFAdIxOZepIwj4vfz+Jhtf7RT3HNTMyZ0twq90t0WT+EgV937MqtKgnGLR\nwGCN/U9hronalMp6YtBjipUdQignhkScs29Y+/p6WdTa3THs5VSlXuz9UQxdS+5VcWWU/04uKtHi\ncrnYtGkTo0aNEuavu+461qxZE+QokwuFcBs3BvLM+Ba2CEXYmJiYmPwTsOmNiFBTKLZsKpnLs31H\nleLRQY/p4OgoiJYM6z6OKkepqZXvqepTVpXvVIWjZ8rrupB43GFhfoQLOYzQJEmCd68vZMvxWA7k\neSzbx5dHUjfW4Nr6orEcHQHfPFFAr/Eymw96+mP8ucdC31ejmTW6kMqxwQ3Vfje6aHuJyr+eiWL1\netEE+nKujUXLLYx+wME9tzuxV6BAiIiAli3dP8FITT1I48aNK27TMigqhg8+t/HfjyLIzfP/o3Xp\nqDLllUJq1yjd8M/Mkej/ejTbfTws17R0Mf7mvdit/nlUC9P9PWqNEzTevLYo7NA2zYDHnVZ0Ly9L\nfUnnEWv5bYGDygGOWMRInvbFHUo9xtfLEql2xKqHkYuiObBmiF5UZwWGhhXn5HBolRha2ugiES0X\n1TPp7OxsNE2jWrVqwnzVqlXJysoKcpTJhcLZxo0DBqhcemnZHpGznhkgqGcm3JAzExMTk4uZOGd/\nYXzatgBNygm6vo5Wl9qqaDD9Zg+eCxMqsRJMsIlPxH/VFT5Vw89VjI+Amb0KiLR4/serusSQBVFs\nzvL/ooiNhLfuSOXyRqKgWZ9u4cYJ0ewvI0elQR2DHz8rYOzjxSXfMWc5mSPz3KuRXHZjLF/Ns4bc\nb+ViQlXhs2+tXNo9lhffjPQTLHabwcvPFDH344IyBUvaMZke4/0Fy5XNVb58rJAIq//xfx1VuOen\nKHSvfjJxNoMvehUScw5CcYqqsM4n+f41m0pkOc0BA4PfIn4V5qrlVqe6HrxPiiplkW/9WZjz/cyW\nhfXA98jOUyVj3ZaAWuuGsM5RGmk//ICuej470fXrU7lJkwo7/9/JRSVaTP5/cdYzM3VqDosXFwT0\nzIQibExMTEz+KUS7rkHRq5aMDamYXNu3pRwBnYo7C+MD1v0cUPaX+1r6KzrX+iTl/9tp4cA55B+2\nrqoztZuYUZ/vkhg0P5qMXH/rM8au892TBbRLEoXL7iMK142NYfXu0sWTosBj9zlY+nU+zZL9v1sO\nHpH517NRXNUvhgXLLP+InEpNg/mLLXS6OYZHxkZxNIAgbNVMY/msfB4c6izzweKKbe7Xel+W+Fp3\naqry9eMFRNn9j9lzUubW76Mo8kq8lyWDaT0KaeLbVycEUnWJCT5NTnsqGj3CrGYXiDTLXo5ajghz\nTY40LfWYXPtXIHnekxatNlFqp7D2taVOF8aupNtAqTi33+7Zoieo5vXXV9i5/24uqvCwxMREFEXx\n86ocP37cz/viTWpq6t99aeeVf/L9xcW5K6GAO7nRl0qVLMybV5sDB6zUr++iUqXDpKaWP/HufPBP\n/juexbzHi5f/ZdjK/yvUItCdYKsU0nIJK5Uct3Ey8p2SuTz7d8Q7BiMTOEu6nlafKnlVOBHnaST3\nW8Qqbi+4s1x9WyQJJttddC6SyT9znnwkRjqszAszTAygb2OVCVcV8fyvnsSUzEKZAfOiWTyogMRI\n8aFUpSiY90wBg9+KZtUOjzmTfVrm5leimTSsKGDFKm/atNBZMTuftz+28/bHdvILxYvekaoweGQ0\nyfU1Hhji5Pa+zlKT0S9E8vJh5mwbH8y0s/9QYCUSF2vwxP3FPDjUidUacEkJhgHTltp4dmZESe+c\ns3Rr4+LTUYUBBcuxAolb5kVzqli8hjevLaJ7w/C/t1UDHnJYcXi9h+MxeNMWfk6MLzo6v/t4WZJc\nyVQuCJ7Lokk55NnmCXPxzsFIhO59lHN3Y8n6Q5hzNh4W8vFlUZCZyUGf0LBa3btX2Pn/bi4q0WK1\nWklJSWHFihX06dOnZH758uX07Rs8yemf/GWbmpr6j74/KPsek5PhiivA3TWs4f/qsioU8+/4z+D/\nwz2aVAzS6Qzsez7GmjYTZ+O7cbT9d8jHxjn7kmP/DP1M3whdOk2ebQ7xziGB90Ki2eGW/Ba3smTu\nqOUoaZa9NFLL936tJ8M4m8rjXqVmV+kKU1SdkeeQUzDyUidH8mWmbPRYvXtzFAbOj2JuvwIq+RjD\nsZHw7RMFjHg/ivlrPdfg0iQe/jiKXYcdjLutGEspdmOEHZ560MHdtzqZ+IGdT762lYQdnyVtv8KT\nEyKZ8HYEQwc4GX67gwZ1LmzP/r4DMh/MtPHFHJtQeMAbu81gxJ1OHrvPQUKQRp3euFR46vMIpv/i\nr0puu9LJO/cUYQ1gWZ4skug/N5qDp0XB8lT7YoZdcm4iY5JL4S/fsDC7i+oVEEO027qTE4pH5GPA\nlcVXk0PwUMxc2zcYkqdKmqJXIdbZM6x9bXs+FsZqtc7olUr37oTDnrlzMbzchlUvuYTYhheP3XTR\nhYc99NBDfPnll8yYMYM9e/bw9NNPk5mZybBhw873pZmYmJiYmJSJ5fASYue3xb7zHWTnKWx7Z4AW\neiM9mSgqOQcJc7n2r9DxLyt7lsoFlUl2iQnRv0X8ik75w2iGWTSu9gkTG+e0sEU7Ny/OhKuK6d/E\nKcxtyLQwYF40OQFuMcIG00cW8nQ//19OWWRn4MQoMnPKvpaqiQavPVfM2oWnGdTbiST5G/G5eRJv\nf2In5YY4rr81mrem2Ujdd2GYUoYBO1NlJr5v59qB0bTtHsv7n9sDChZZNhhyi5MNi08z7snikATL\n4ZMSfV6N9hMskmQw7rYipt4fWLCcKJToOzeaHT6ljYe0dPJsx/AbSAL8pUm87lNmu4eiMaicPVkA\nNDR+t/8uzDV3taCqV1imLzoF5Nm/E+YqOe5AIoywLlc+tnSxapiz8fDQjw8B39CwpgMGVOj5/24u\nKk8LQL9+/Th16hSTJk0iMzOT5s2bM2vWLOrUqbguoSb+/B2lhf8X5YrNksgmJiYXGmr1zmCNBZfb\nUyI7TmDNmIUr+c6QzxHnHECO/UsMyZ0Hosmnznhb7gh6zJXFV5Fm2cvZaJps5QTbrFtp7Wpz7jcD\nyBJMsbu4okgm98zJnUgMdVhZHukkPkztIksw9YYijhfK/HrIq7TxMQs9Z8cwt2+B/zEyPNvfQbPa\nOg9+GEmR07Pp8m1WOj6r8PqQYgZ0cpVZnapBHYMPXy/i4XscvPOJnTk/Wf08LwDrtlhYt8XCi29C\nkySNG69VueJylcvbaCGJgIrgxEmJtZsVfl9rYeEyC+kHSg9FstsMBvZyMWq4g6bJoRn4hgEzV1kZ\n80UkeUXi6xATYfDRg4X0aBs4vCuzyMrg76LZc0q8rm4NXPz3uvArhQGcMOBuhw3NKyysKgbv2Mv+\n24bCJtsGchWPR0U2ZDo7rij1mFz71+hSvucYPY44Z59SjvDHljYT6cz/BAA9ohquejeHdY7SyElP\n59jatcJck/79ySwO/rDjQuOiEy0Aw4cPZ/jwilWfJqXzd5QW/l+UKzZLIpuYmFxwWKJxJg/Gvmtq\nyZR9x7u4ku4AKbSnKopRiThnP3LtX5TM5dhnEOfsEzS3pYpelRauluywbS+Z+y1iFY3VJkQaQRqc\nhEgdGd6yu7jb4XmyvM+Q+ZfDyhf28PNb7Bb4sncBt8yL5q+jHlNl+wmFG7+L5r9tbQQKbOvXwUXD\nahp3/DeaI6c8r+WpfJn7pkYx7y8X/727iGqVyhYVrZrqfPBaEf95opiPvrIx/Rsb2adk4mIM8vLF\nG9qTrrAnXWHyx24vRKMGGpenaLRP0WiSpNGwnk6NqsY5PzTTdTiSKZFxUGbXXoW1mxXWblLKFCln\nqVZF597bndx9q7PUjva+HD4p8ejHkSzZ4p/oUq+KztePF9CibmDxk3ZK5r4/m3G0SLzGq+uofHpT\nIZZzeC00A+4ttnLYEF//d+0uqlaAYMmX8vkjQvSyXOJsTbwevEeKJuWSY/9SmKvkvBWZqNA31lXs\nO6cIU87GQys0AX/7F18I41qdOhFXty6ZF1Ee5kUpWkz+94TSM+VCOOf52MPExMQkXBzNHsC2+0Mk\nw/0QRcndheXwEtQ6oSfFxjvuJM82t8Tbosu55Nq/JsFxT9Bjrii+ij3W3ahnKhwVyUX8Zl/FDcXl\nT8btZ9FZpalMVz2mxU+awtsunUdt4T8sirXBrD4F3PZ9NKuPeM6ZlqNw7+pm/FjHEbDiVEpDnV/G\n5XP3O1Gs3iOaOQvWW/ljt8IbdxVzS8fQnszXqGbw/CMOnhjhYNaPVn5abuWnX0rPVt+bobA3Q+Er\nr7zsCLtB/To6DeroVE4wiIkyiIqEqEiD6GiD41nViYq2U1AoUVgEBUUSJ7IlMg7J7D8k4wzg7SkN\nSTK4vI3G3bc66X+TK6y+M4YBX/xq5bkvIskr9N/3mpYuPnqwiCpxgQXQtuMy/edFk1UkKpNr67mY\n2auQqDKS/YPxisvCCl0UQSMtKt0roFoYwKqIFTglT2iizbCV6WXJsX9e8hkEkPVKVHLcGta+1gPz\nkQsOlIwN2Y6zyX1hnaM0dE1j51dfCXMt7wjulb1QMUWLSUiE283+fJ3zfOxhYmJiEi5GTH1c9fth\ny/DEwdt3TA5LtChGPJUct5ET8UnJXI79K+KcA1CMwNXI4ow4Ojg6CZWRttg2c4mrNTXK2XAS4FWb\nyiZdZqNXgvQ4l4VLFYOrzyHfoJIdZvct4K4FUSzd77F0s4pt9JhlYWavQjrX9hdENeINfniugPd+\nsvHynAgcXgb/qXyZe6dE8e3vLl4eXEyjmqFdV2QE3DXAxV0DXBw+JvHTL1YW/mJh1RoLqlq2oCh2\nSOxOU9idFsw7Ujek6ygNm9WgS0eVnte76HGNSo1q4X/n7Twk88zMSFZu9zcRI20GYwcVc/8NwUsi\nrzigcNeCaPKc4mvSO9nFRz0KsZ+j5blIlZnok8fSWdZ50VYxFUMPKgfYadshzF1RfCVRRvBycap0\nnDybmMsS7xgS1NsZEMPAvuNtYcqVdBtGZPCquOFyYMUK8o94yjdbo6NpXEoBqwsVU7SYhES43ezP\n1znPxx4mJiYm54KjxShBtFiy/kA5sR6tSuju4HjH7eTZviupJGZIBeTYZ5JY/FDQYy5zXM4O6zZO\nKWca2EmwNOJn7igYglzO+jx2CT6zO+lSZOfUmZwDHYnhxVZ+iXRQ7xxOH2WFL3sXcv/iSOaletwF\nJ4tl+s6NZnLXIm5v7l+ByqLAI72cdG+r8tCHkaxPF02enzdbWb7Nwv3dnIy+2UFCTOgGfu0aBvfe\n4eTeO5zk5MGyX638sU7hr80Wtu+W0fUKiFUKAUUxaNVUp32KSufLNLpe5SIu5tzOdSJP4rV5dj5Z\nZvMrZQzu/ivv3VdEUvXgIm/6Vhujl0eg+YRv3dHcydvXF51TSBjAXl1ihEN0z1SXDD6xO7FUwEut\nobE0cokwV1WrRorz0lKPy7F/iiF5igkoehXinLeEtbeSuQrl5OaSsYGEo/nIsM5RFttnzhTGjfv0\nwRYbW6F7/C8wRYtJSJztZl+RoVV/xznPxx4mJiYm54JeuQ2uGtdgPbaiZM6+/S0Ku3we8jlkYoh3\nDPk/9s47vooq/f/vqbelQBIChN47ibAWOoIKIhZs2MuuP/u66ha7q666uruurqvrd4uNdRURsaAC\nIgiooCIlIDX0HkhC2u0zc35/BG4ypN4USHDer1decJ+585wzuTf3ns+cp1DgeTlmK9bfIzl8Gaqo\n+k6tisq40Nm87ytvSpmr5rJaX8WQSMM/LDvL8G9XlMvCGuKIcMlD4vKQztx6JOYD6Aq8OjFIkg7T\n1pULl4gpcdvnXlblhnlyVAi9ik2Mvh0s5j3q5++fufjjLBeRCrsiUVPi5Tku3lqsc/fkMLecE66y\nx0hNtEqCS86Lcsl5ZcKp1A8rf1RYvlpl7UaZHbtlduyRKSxqmCBsnWzRrXNZeNngfiY/yzQ5ZaCJ\nL47UiaooCcLLc1y8NMdFaajyi+PRBY9eHuKWGnZXQgb8dpGH/66rHIN2a1aYp0eH4s5rOsohAZeH\ntFiRBwCFMsHSrpEK6/zg+p4CJd9mOyt4do0iPirvoVj/2GZrHb4RGXdcY7vW/c322Og0CSu58Urn\nhw4fZtunn9ps/a++utH8H08c0eLg4ODg4HCCiPS/yyZatN2zkQ+vw2o9oM4+kiKXUuSajimXLbqE\nFCbf/RJtg09Ue05Xoyu9I33YrG+K2b5yL6FHtAfJolX8F3IMZ6kW91kGz0TL745vFDJXhnRmuSN4\n6rGAVWT42/ggGQkWz3xnXxj+K9tF9kGFNyYFaF/FjomqwD3nhzl3SJR7XvNUynUpCkg8PsPNS3N0\nbjorwk3jI7SpQ7J+VST4YPTpJqNPt+/sFxYRy08pLpUIBKWy/JUAlAYkiooK6ZCRjM97JM/FK0hK\nKMuD6dLRolVSvaZTLQcKJf71uc5rC3UK/VUvzscMMPjrDUF6tKt+d2VXscR1n3pZfdD+O5UQ/LLv\nHh4fnVTvql4lAi4L6WwT9vk9phuMUBon3DtfzmOZy97QcWBkEBlmh5rPc78AUnlommplkBg5P66x\nlUPL0fYvtNnC/e+Ky0dt/Pjf/2JGyvN0WnXvTofhwxt1jOOFI1ocKtEcywQ3xzk5ODg4NBSj/ZmY\nKZm28BDX2j8THP1GnX3IuGkd/gV5nj/FbH59PsHIRXjM6sNbxobGsUPbHks8NqQon3vncql/KhIN\nj7n5nWaywZL5yCzf/lhmyfwirDHNFa1XWI8kwf1nhEkI7+MPa7sRrtAL5rv9KqPfTuDls4OcU02H\n9b4dLD572M8H32k8Ot3Nnnz7F0l+icyzH7h54RMXV46McMe5EXrVMeelNlolQ1ayRdaAqv3l5Oym\nV6/47tLXh/W7ZV6e62LGNxrRanrpdGlj8dRVQc4batQoOD7eovKrBZ5KXe69quBfEwP0sXKRpPqp\nrYiA60Iaq49pIHmFanKn2jih3hYW8zxzMKVyfx7Lw6jQmBrP86tfE9DsVcZah25GIr4KA661z9oe\nG+nDMNucHpePmrBMk+x//9tmG3DttUiNURv6BOAs+xwqcbRM8E03+ZgwwceqVXUrqfhTmxOUiamV\nKxVmzlRZuVLBapzvNgcHh58KkkRo0O9sJm3XR8iF66s5oWoSIxegm71ttjzPcwiqT1JOFImMCZ5p\ns+1Sd7FWy67mjPiQJfinK8ow2f7B+Jmp8JuIimjAjfIJGQXMu6yUTol234eCMpd/7OPehW781TRa\nlyS4+Iwo3z9bwmNTgyR7K08kHJV440sXp/4ukcv/4uXD71RCkSqctRACYZi5TGPKs16GP5jI/5bo\nVQqWlIQysfLdMyVM/ln1gqU4DLd97uG6T32VBEuPViZfTC1lco/6J8hbAu4Ia3x5TKWwcYrJi3rj\n9GMBWKmvYL+63z5G6Cy8ovqYO4tw2S5LBdxGJgnRc+IaW8lbgbbvC5stNOj+uHzUxrY5cyjZvbt8\nTLebgddd16hjHE8c0eJQiarKBJ9omuOcoPmKKQcHh5aD0XESZutBsccSAveaZ2s4ozISCmnBe222\nqLKNYv39as4oY1B0MJ2jXWy2xZ5FFElFcY1fHW4J3nFH6C/ZxcUbhsoz0YYFe2S1tVh8ZSnju1RW\nJ6+tdTH67QRWHKj+M9nrgrsnR1j9XAn3TA6RVIV4gbKE/Rte8tHnl0nc+7qb73OUBgmu44UQsHST\nwi//46HvL5O46R9evvyx6p2A1gkWv7soxKrnSrjj3AjuGsojL92rMOJ/ibyzofKTJnWPsvCKUvqn\nNewO3iMRlfdM+2t3imwxzRVFb6Sv/3w531ZFD6Bnt6APhwAAIABJREFUtBd9on1rPK/I9Q6Gsrfc\nIGRSg/fGvTvpyn7a9thoMwyz3ei4fNRG9r/+ZXvc99JL8aSmNuoYxxNHtDhU4miZYKDZlAlujnOC\n5iumHBwcWhCSRGjwfTaTtusj5PzVcblxm5kkRM612Qrc/8aQCqofGolzghPRRPliNiJFmOP9FItG\nCouSYKY7QkfJ/rn9bFTl79GG3ehJ8QhmXBDg/tNDKMf431qocM4MH39Y6iJQza4LQOsEwe+nhln3\nQjFPXx2kY2rV110UkHhtoYtznkig7c+T+NWrHj78TqWgpPl87h8qknh/mcad//Yw8O5EJj2ZwH8X\n65U62R+lW7rJn68L8uPzJTx4SZjkGpL6SyPw0BI35830sbvEvnzUZMETI4O8NTlAcpyFDCoiBDwT\nUXjZsAva7pLFDHeEhEb6VZuYzPF8GutXBOC23IwPnl2z+NDzKHS9YTMlRabgsnpX/fxqUA4uRdu/\nwGYLDb6PRttCAvLWr2f3kiU2W+bNNzea/xOBk9PiUInmWCa4Oc4JnD4wDg4OjYPR8bxKuS3uVY8R\nGP9BXAuZlNAd+LXFsWZ3QvIfCWW5ttpzkkUyo0NjWVCh5OtedQ/LXEsZER4Z/8VUQYYM77sjTAzq\nsVLIAI9ENAKiLP+lvus1RS7Lczmrq8HNcz1sKyoXQqaQeG65m3c36Dw2MsQlvasPLUr0wO0TI9x8\ndoSPvtd4aY7Oqu1VL5MihsSbi3TeXKQjSYLBXSzG9DcY0t1gUBeLbulWk+ddWhZszZVZs0Nh1XaF\nRetUftxVNxF4Wk+DOyeFOW+ogVLLPC0B0zdoPLHUzYEqEvb7ppj8c0KAzPSGiVwh4PdRlReP2YFL\nlwSz3I3T8f4oX7kXk6sesNnGhsaRIKqvFy0QyJ2n2Uocy1YrWofjbAIpBO6Vv7eZjPThmO1qzqOJ\nl1WvvGJ7nDFsGOmDBzfqGMcbR7Q4VKI5lglujnOC5iumHBwc4qewsJCnn36aRYsWsXv3blJTU5kw\nYQIPP/wwrVu3btrBJYlQ5sP4vrwsZtIOLELdNx+jQ91j5VWRSuvQTRR4ypvV+fX5kDwQqL6MamYk\ni63qFnZo22O2b11L6Wh0pIvZNa5LqY4+suBdd4QLQzrBCsLlj1GNUiSe0GpO+q6Nn7Uz+erqUh5e\n4ub1H+23+/eUytw018u/sg3+ODrE0HbVf1arClwyLMrFZ0TJ3inzzlc6M5dp5B/ZXXBrglCFZpVC\nSGTvUMjeoQBl4ya4BQM7mwzqYtK1jUXHNIuOKYIOqRbpSaLOgsa04GCRxJ58mb35EnsKZHbkyqzZ\nqbBut4I/XPdfWHqyxeXDo1wxMsLAznUTGMv2KjywxF2pMthRbssK8/sRIdwNXE1aAn4bUXn1mB2W\nRATvuSJ0lRvvhuAWNYcVrh9stl7R3vSP1lyxz68tQPLadz9TQrdW28i1OrRdH6LmLbfZQlkPN+ou\nS+n+/Wx8912bLeuWWxrN/4nCES0ODg2guYopBweH+Nm/fz8HDhzgD3/4A3369GHfvn38+te/5qab\nbuL992vODWkMjIyzMNqNRj1QHtLhXvkIpe3HgVz3r+vkyGWU6nOJKJtjNrnLm1jB86rt1C0hMTF4\nLtOUNwnI/qNGPvN+wrWlN9R4BzoeTlME77qjXBnS8FcQLn+PqvgF/EU36t3PA8CnwfPjQ0zsbnD3\nAg/7j9kZ+H6/yvh3E5jaN8JDw0J0Tqp+MSxJkNXVIqtriCevDDF/jcr0r3XW7JTZcbDmHY3SkMS3\nm1W+3Vz5ddMUQbJX4NbB6xJ4dPDqgkCwD0L2EopCICwRjJSFpBnVVPiqCx5dcO4pUa4cFeXMgQZq\nHaPxthfKPLHUxQc5VSe3dEy0eOmsAGM7N/xGnSHgzojGdMM+uSQEM90RMhuptDFAkVTEXO9nNlui\nlcTZwQk1hoWZUhF57r/abC5jMInR+EocY4Zxr3rMZop2nISZ3rgliFf/85+2MsfJXbvSc/LkRh3j\nROCIFgcHBwcHB6Bfv35MmzYt9rhr16488cQTXHHFFZSWlpKQ0DgL92qRJIJDniThszFIlC3UlKJN\n6FumEen987q7QaVN4EH2JvwCjpRylfQC8sXLtAn9rtrzfCKB8wKTec/3LkfXbwE5wGfe2Vzqn1pj\no714GK1YfOCOcGlIp7jCQvE1Q8WPxMt6/cohV2RCN4Nvry3hz9+7+edqnegxHd7f3agza7PGVf2j\n3HtqiC41iBcATYVJQwwmDTEIhGHZJpVF68p+1u6MLy8nakrkVZkH0/AO5ZIkyOxqcuYAg7EDDU7v\nZdaYVH8sWw/L/GW5ixkbtUpd7QFciuDOIWHu+VmYhDj8VkdEwP8La7ay2AApCGa5I2Q1omAxMfnU\n+zHhiuFdQmZy4Hw8wlPjufnuF7Dkw+UGodEm+ABSnH8T+qZ/IZfuLHcjqYSGVN9PqT6Ei4tZ89pr\nNtuQO+9EVlv+kr/lX8FPkIo9SzIyutCjB7at5ubc06Suc6vtGpszzfn37+DgEB/FxcW4XC683ga2\nHa8jVspgot2vRN/2dszmyn6aSNdLQa97vwuX1YfkyJUUud6K2UpcH+CLjsVrnlbteZ3NLgwLj2CZ\nu7wHxW51d6Pmt0DZjstsd4SLQzr5FYTLu4ZCoYBXXdEGJ10nu+DJUSFuHBjh4a/dzNlmr5wVtSTe\n/FHnf+s1ruwX5VdDw/RsXXvYlNcF4wcbjB9clsSdVyyxZL3Kim0Ka3YorN0lV9ussbFJSbAY3MVk\nUBeLn/UwGNXPJCUx/oX+xnyZ539w8d4mDasKsQJwUa8Ij40I0bWeTTePpUjA9SGNRceUNW4nCT50\nR+jbiCFhUJbHcmx541Gh0bU2kfSrSyjV59psrcM3oFtd4xpfCuXjXvtnmy3S+0aspJ5x+amNH998\nk0hxceyxJzWV/ldd1ahjnCgc0dICOVpmtyz528vcuX6GDjWrOS4qHT+R1HVutV1jc6Y5//4dHBzq\nztEcl+uvvx75ON55CGU9jLbzQySzLJleDufhWvdXwqc8Fpef1qFfEFAXE1XK+zQc8j5Nx5JpKFQv\ngM4ID2Ovuptd6q6Y7VvXUtqabelpVJ8XEy+ZiuBTT4SLQjoHKiyU55kKYwsl3k+O0qURFq49Wlu8\nc36AL3eqPPSVm/X59kWyYUn8d53OW+s0zulqcN3ACBO6Gah1fMnTkgQXn1GWAwNlCeW78yXW7lTY\nuFdhb77E3gKZPfllP0WB+NRY6wSLDimCDikWnVItOqQK+nYoy5fpkCLqnQoRMWHONpVp63QW7Ky+\nKWJmuskfRwcZ3qHxvse2WBJXhTQ2H9PpvpMk+NgdoVsjC5aN2oZKeSzdoz0YGjm1xvMMqYA8zzM2\nm272oFW4+sIW1eFa8wxStFxMCC2JcCP3ZTHC4UoJ+Jk334x2nG66NDWOaGmBVFVmt2JORW3HTyR1\nnVtzvobaaMlzd3A4GXnyySd57rnnqj0uSRKzZ89mxIgRMZvf7+fKK6+kQ4cOPP7447WOkZOT0yhz\nPUpGu6vI2Puf2GN9/UvkKCMIe7rG5yjheuQ+TyEdKQdsyrnsMB/G2nYn1BDD31cdQO6AXMLakVAa\nCT5xf8yITaNpFWgV59VUjwI86+/MDd5kRIUb3lt0mdElGs8W7mBoxF/lufH+zjsCr54Kn+1N5bWt\n7dkbsHefF0jM26Exb4dGmivC5I75XNgxj46+cNUOa6F3UtnPsQQjMoGITCgqEzbK/g1GZGQJXJqF\nu8KPVy/7tyqCBbCl+mrW1bKj1M1Hu9P4dG8qhyPVi5UuviA/77mfiRkFyAGo71v82NdpmSuBh1p3\npuSYGwGdjTAv52/HMKM05l9TgS+fpX2+ttk8YQ+91/dli7mlhjMt5F5/RaoQFiYsheDG69kS3BHX\nHDz+TfTf/KrNtqfdDeTuLgDq8SJWw87336d0377YY8XtJnHcuFr/Vhr786sh9OpV/Y0RR7S0QGor\ns9ucy/DWdW7N+RpqoyXP3cHhZOSOO+7giiuuqPE5HTt2jP3f7/dz6aWXIssy06dPR9drD96v6Yu2\nXnR9DGv2Z8iBsgWILAz6HXwJ//gP46wy1Iv8yHaKXP+LWaSU5bR1byQpekGNZyaHk5ipzkAcFTyK\nycq+y7mq9FoSRcPzL44y4ykXYpoO06IwsPzzskiVuTOtG3/SDX6u2e/y5+Tk1Pt33q8P3DUmzHub\nLP7yvctWIvkoeWGdN7a2542t7RmWYXBBzyiTe0TpVEvuS0NoyDXVxo4iidlbNWZv0fh+f81Lvz4p\nJr89LcyUXlEUORWofzPCitckBLxsKDwaUbGOEcw/ky2mJwnSkrvWe6yqKJQKmZ8wF0suF36ykLko\nejEZ3WsOCyvSp5PvWWOzif0X0qvj2fFNQlj45t2OVKHvkZnQlaSRD5KkuGs4MT6MUIjFFXLyAAZd\nfz0DTq15N6kp33eNjSNaWiAVy+xmZATIytKrPd7cyvDWdW61XWNzpjn//h0cfoq0bt26ziWLS0tL\nueyysrLD77333nHLZamElkBoyJN4vy5PwFcPLEbbPoNo96lxuUoJ3UKh8Q2Sb0fMlu95Hrc5uMa4\n/M5mF8aFzrL1bymVS/nQ9z5TS69Cp+Gfy4YBS5aokCvBFA1eMOC88sWdgcS9EY1VlsSzuoG3karC\nagpc1T/K5X2jfJij8eIKF2sOVZ1Qv2yfyrJ9Kg8s8ZCVbnB+D4NJPaL0TbEas0pto2IJWJcn89m2\nMqHyY17txQKGtjW4a2iYyT1q790SLyUC7g1rlbrcA1yumPzNFcXTyL/LECE+8M0kKAdt9gnBc2vN\nYwnLm8h3/8NmcxmDCew/v6bK4VWi57xRucTxz56FRhQsAGvfeKPSLsvP7r67Ucc40UiFhYXObeAW\nTEtSyPXFucaTA+caHZo7paWlTJkyBb/fz//+9z98vvLywK1bt0bTqg+laRKEwLtgCtqBRTGT5Uql\n9ILlCFdKXK5ydi1BHfh7hBSK2XSzFx1K/4NUi/hY5F5YZT7AhYEpjVJR7KmnXPz5z0cWcJKAX5nw\n28o3e/pLFq+7o/SRRaP/rQkBq3IVpq3TmLlJpzRa+wq6jcdiREeDkR1MRnQ0GixiGnJNloAN+TJf\n71H5eo/KN3sVCkK1vzZJumBq3wjXDIg0uDlkVeTk5BDq3psbwxpbjslfkRE8rhvcqda/sWh1mJjM\n8s1kl7rTZj8jNIwR4VE1nmsRZG/CDUSV8pwuWSTQoWQaOzaXxvUaSYEDJM4+zZbLEu04icDYt2s4\nK36igQCvZ2UROHgwZjvl9tsZ8/TTtZ7bkr63nJ0WhybneFTTcip2OTg4NJTVq1ezYsUKAIYeSUQT\nQlSZ83JckCRCpz2H+slwJKssr0IO5+Ne+SjBYS/F5yvcntTgveR5yxcxESWHfPfLpIXuqfHU0aGx\nFMqFbNXK4/+3aVtZ7P6SsaFxNfa3qAsXXRTlX/9yUVQkgZDgBRXvbhAvGAQrNG1ZL2TODOo8oxuc\n0aARKyNJMKSdyZB2Jk+OCvFhjsa0dXqNoVSHgjIf5uh8WCEdYFiGQb9Uk76pFn1STPqmWKR7658s\nfyxCQG5AYlO+zIYChY35MpsKFNblKRRH6j7IiA5lBQcu6BnF00QrQUvAu75U/h7SCR/zHklC8Jor\nyllq4wslgeALz+eVBEufSF+G16ECXr7neZtgAUgL3I8m2kOc2TbuFQ/Yk+9VH8FT/xSXj7qQ/Z//\n2ASL6vVy6j01/123RBzR4tDkHI9qWk7FLgcHh4YycuRICgoaLym2MbCSehAe9Bvc2U/FbPrWt4h2\nuRgjY1xcvhKjkwlGvsOvL4jZil0zcJl9SYyeW+15MjKTApN5N+FtDirlC6OVrhV4hIczwg1rjDdg\ngMVnn5Xy4YcaX32lMmqUwUUXRcEnuD5kv0MfQOKuiMbo1l14VUCbJgjPStDhmgFRrhkQZUeRxCdb\nNT7ZovHdfgVRi0A7GkpWEV0RtPUK2vks2vnK/k1yCVwKeFSBSwW3Isg9mEZyQCdkQMiQCBlQHJE4\n4Jc54C/7N9cvVeo5UxdkSTAsw+T8nlHO6960uTkA+y24I6KxMDmj0rH+ksWb7ii9GrlCGJQJlq9c\nS/hRX2uztzcymBicVKvALtZnUaLPttkSI+eTYIyPey7qrtnoOz+w2UKZDyF8Has5o36ECgv54fnn\nbbasm2/G26ZNo47THHBEi0OTczyqaTkVuxwcHE5Wwv3vQtsxE6VoU8zm+fYuSiYvjat3i4REWvA+\nwuo6DPlAzJ7neQbN6oLb7F/tuTo6F/kv4e2E/1Iql8bs37i/RhEqp0aq7/1SFwYMsBgwIIxphlEq\npD186Ynw67DGjGNyIZZ4kjg9IHhKj3KF2nS5JV2TBXcOiXDnkAi5fonPtml8trVMmBwbQqbJokpB\nETEldpdI7C6pbfu/a+NNnLLQr2EdDM7rHmVSd4M0b9NnA1gCph1Jti+uQiBcpxo804i5SceyzPUN\ny93f2WzJVjIXBS5GrWXJG1RWVep6r5mdSQ3Gv2MhhQvwfH+vzWamZBLpc3PcvmrjhxdeIHS4vMKZ\nnpjI0LvuavRxmgOOaHFoco5HNS2nYpeDg8NJi+IieMbf8c2bgETZZ5sc2INn5SMEz/hbfK5IpG3g\nafb5bkVIEQCEFCHXex8dSl9HFWnVnpsoEpniv5R3E94mcuRcgCWeRaionBIZUo+LO2Z+x+RpJ0rw\nT1eUkYbF/RGVQIWFcAESt0V0phsmz7sMujfBnfuKtPUJbhwU4cZBEQwLsg8qfLNX4es9KtsKZbYU\n1p7s3pQkuwTDMgxGdDQY1cFgUBur0RPqa2KTJXF3WGOZVXnQJAR/cUW5vAnCwY7ynetblrmX2mxu\ny8MU/6V4Rc0FNaLSfnK9D4FUHqEhCQ9tA08h44l7Lu7lv0MOHYo9FpJK4Iy/g9y4y+7i3bsr9WX5\n2a9+hSclvpy3loIjWhyanONRTcup2OXg4HAyY7Y5jUi/O3BtKM9l0be8SbTzhXGHibnMfqQF7+eQ\n94ly/3Ieud4HyPC/XGNifrqVzsX+S3nf9x5RKRqzL/R8gSIUBkcz45pLXZAkuE4zGalY3BzW+OGY\nRfFiS2F4UOY+zeBOzUQ7DhW9VBmGtjMZ2s7krqERLAG7iiU25CtsKpDZkK+wsUBhW6FMSRy5JnUh\nSRf0aFWWN9M3pTx/pnOSQD4B1czCAv4aVflrVCFaxe7KCNniFVeEzk0ooFboy/navcRmcwkXl/ov\nI9WquWSzRZBc331YFfqxAKQHHkW34u9Wr+6ajb5jps0WHvQbrJTBcfuqjWVPP40ZLu8j5GvfnlNu\nv73Rx2kuOKLFocmRZRg61GzScK3jMYaDg4PDiSSU+RDq3nkoxeXJwJ5vf0nJ5G9Aj6/hY2L0XCLh\nHIpc78RsYfVH8jx/IS34QI2x/x3Mjlzkv5gPfO9jSEbMPt8zDwWFAdGBcc2lrnSXBXPdEV6MKjwT\nUYhI5avgEBKPRzXeMxSechmcqTTdHf2qkKWyULKuyQbndrcfK41Arl9mv18i90h+SsCQCBsQNCTC\nZtm/JcVFpKck4T6S4+JWwauJWB5MO5+grc/Cd5yL2FWHEDDPlHkkopIjKisSL4JbivbzcPsUlCYU\nU6v1VSzyfGmzaULjYv9ltLXa1XiuQHDI8xQRxZ5g3zp0Ez5jbNxzkUKHKoeFtR5EeOCv4/ZVG4fW\nrmXD9Ok227AHHkA7UWXajwOOaHFwcHBwcGgJqB6Cw17G9/lEJFG2KJcDe/F8dw/Bka/F2XQSUkK3\nE5G3EdTKcwBK9NloZjdaRa6s8dzOZhcuDEzhQ+8szKMhNRLM9XyGhcWgaOPfVQZQJbhXN8nas42/\nte/JYssekrVeyEwJ6YyWTX6vGwxVTnyocIIOCbpFj9YA1UcB5OTsbDGlZ5eZEk9Eqg4FAzhHMfmL\nHiW8Lx9FarpQpVX6ShZ6vrDZVKFxsf9SMszKRQCOpdD1mq0wBYA3OoZW4Rvjn4wQeJbdWTksbPg/\nQG5cpSmE4KtHHilTjkdI6duX/ldd1ajjNDecorAODg4ODg4thLIwsTttNn3nB2hb3ozbl4RKeuAJ\nVNNezajA8yKl2rxaz+9qdOP8wIXIFe+yS/C5dy7fub5F0HSCoZMZ4UN3lFf0CClVjLPEUhgfcnFt\nSGNTPaptOVTNOktiakjj3JCrSsGSLgled0V41xVt0nAwgeAb11dVCBaVKf6L6Wh2qtVHsfYxh93/\nsdk0szvpgUeQ6rE81je8jLbX/ncTHvQ7rNaD4vZVG1s+/phdixbZbCMfewxZPbn3IhzR0hSEw2jv\nvIO8fn1Zu18HBwcHB4dGIpT5EGZrewiW54f7kQ//GLcvhSTaBf6EdEyi8kHPHwioy2o9v4fRk8mB\nC5CEXRh87V7CIvfCJhUukgRXahbLvWGuVKvewZhtKgwL6vw8pJFtOuKlvqwwJa4JaYwM6syroqu9\nhOAG1eB7T5gpTVjNDcDCYr5nHt+67e9PRShcELiIzmaXWn341UXkeZ612WQriXb+PyHjq+as6lHy\nVuBe9ZjNZqSdRnjgvVWf0AAipaUsfvBBm63T6NF0mzCh0cdqbjiipQmQN2zAe9ttJA4fTlKnTvjO\nPhv3b36DNm0acnY2RCK1O3FwcHBwcKgKxUVg5OsItXxxJZkhvF/dCNHSGk6sGt3qRtvA0yAqLEYl\nk1zvg4SUdbWe38vozfmBi1CEfTG70rWCzzyfYNYQEtUYpErwiivKl+4wY+TKY1lIzDIVxoRcXBLS\n+MqUK0bVOFSDEPClKXNBUGN8yMUnZtV9as5RTJa4I7zgMmjVxLowSpTZ3o9Yq6+x2VWhcWFgCt2M\n7tWcWU5QWclB7+9BKs97koROu8Cf0ESH+CcVKcT71Y1IovwmtdCTCYz8T6NXCwP47s9/pnTv3thj\nWVU5889/RmpKpdhMcERLE6CsKf9jkoJB1OXLcf3nP3jvuovEMWNI6tgR39ixeH71K/TXXkNZuRJC\noRM4YwcHBweHloSV3Ivg6faGckpxDp7lv6mXP69xOunBR202IYU44L2XiLyj1vN7Gb24xH8ZurBX\nHtuob+AD7/tEaPqbdacogo88UT50RzhFrjoRf4GpcH5I55yQzkxDJuyIl0oEBbwTlRkb0pkS0lli\nVV3K+XTZ4lN3mBnuKIOOQ+5QiBDv+95ji2ZPmndbbi7zT62TYAnLmzjg+22s3DcAQiE98CRusx6V\n74TAu+yXyP5dNnNg2MuIhM7x+6uFgk2bWPXyyzbbKXfcQUqfPo0+VnPk5A5+O0Eo2dk1HpciEdTV\nq2H16phNKApW376YmZmYWVll/w4cCL74tykdHBwcHE5+ot0uJ3JgCfrWt2I2fdt0jLajiPa4Om5/\nCdFzMIOF5HvKxZAlF7Pf9ys6lP4TVdRciamT2ZmppVcxy/ceftkfs+/UdjDD9w4XBKaQJOreDLO+\njFUsxrgjfGzKPBtRWV9FZavllszysE4qgqmqyTWaSf8m7vPS3FljSvzXUHjPUCisoXrcYNniAc1g\notK0YWAVKZQK+cg3izwlz2ZPtBK5xH95rWWNAaLybg747kVIAZu9TfB+fMaoes1L3/xvtN2zbbZw\n31sxOk2ul7+aEELw5W9/i1Uh7SChQwdO/+1vG32s5oojWpqA2kRLVUimibJuHcq6dfD22wAIWcbq\n3Rtz8OAyEZOZiTl4MCQ1/Ye+g4ODg0PzJ3jqn1DyfkAp2hizeb7/NWarAVipWXH7S45cjikdptD9\nRsxmygfZ57uTDP8/UEV6jeenW+lcWXo1M30zKFQKY/ZcNZe3EqZxfuACOpmNfwf6WCQJLlQtLlAi\nfG7KPB9V+baKxPF8JP5hqPzDUBkqW1ymmpyvmHT4icSh7LLgY1NhhqGwpppKYEcZLZvco5uMlY+f\nWAHYoW7nU89sQrI9IiXVTOMS/2UkisRafUSlvezz/RJTLrDZU4K3kxitn8BQDi7DveIhm81IySJ0\nyuP18lcbG6ZPZ/cSey+aMU8/jZ6Q0CTjNUcc0dIEGOPHIxITUVavRj58uPYTqkGyLJSNG1E2boQZ\nM2J2s0ePmIhJTEtDSkvDSGpNdrbCtm3lzRXlFviha5pUug4HBwcHh2pQvQRGvU7CnHFIZhAoy2/x\nLb6K0okLEd6ad0eqonX4Zkz5MCX6RzGboexln+922vv/jiba13h+smjFlf6rmeV9n1z1QMwelAO8\n53uXsaFxnBIZUmMvmMZCkmCCajFBjbDMlHghqlaZSA6wwpJZEZG5H42fyRYXKCYXqBZdT7IdmC2W\nxMeGzMemwupahArAZMXkbs3gZ8e5fLRA8L3rO752LeHYt0qG0YEp/ktw467VT0TexX7fnZjyIZs9\nOXwlyZFr6jU3qXQX3sXXIlnlDVaFlkRw1OuguOrlsyYCeXksecgukDqfeSY9L7ig0cdqzjiipQkI\nP/BA2X+EQNq9GyU7u/xn9WrkQ4dqdlALytatKFu3wqxZHI1iDLbrQmHuULaKoXygnMJ97/Zl8FlN\nVxu9qcjOVpgwwUc0KqFpgrlz/c7GkoODg0MNWK36ETz9r3iX3hazyYF9eJdcg//sT0CpfWFXEQmJ\ntOBvsSjBry+M2Q1lL/sTjggXq2MNHsArfFzun8qn3k/Ypm2N2YUk+NKzgFzlAGcFz0Hj+HVKHKYI\nhilRNloGr0cVphsKRdUIpx8smR8smUej0F+yGKNYnKlYDFcsElpYvnOxgK9NmUVHfjZXES53LCkI\nrlJNbtBMep4A0RYhwjzvHDZrmyod6x3pw8TgpDq9dyLydvb7fokp59vsCZHzSAndWT/hHC3Ft+hK\n5LA9VC0w7O9Yid3i91cHljz4IKGC8l0ixe1m3HPP/SSS7yviiJamRJIQnTtjdO6Mcf75ZTYhkA4c\niAkYJTsbZc0a5AqVIOqD58BOprCTKcwq61066QvbAAAgAElEQVR1KVgZGeVhZUd+RPv2cTcgayqq\n2lXZtk0iGi2bXzQqsX27RGY9cuMcHBwcfkpEu19JuGAtro3/iNnUvB/wfHsXweH/jNufhEJ68HFy\nJYuAtihmN+QDsR0X3aq5tKyOi4sCF7PMtZRl7m9sx9br68hTDjE5cCGtrdZxz68h9JUFz7oMHtcN\nPjVl/htVWGzJVVbGgrKGlesNmVcMUBGcKgtGKRZDZIshikV68/hKjXHAgpWWzEpL5itT5gdLwqzD\n4lxGMF6xuEY1mahYuE7QdeXLecz2fkz+MfkrkpAYGRrNqZHT6iQ2wvIW9vvuwpLtES8JkYm0CT5Q\nr14sCAvv0ltRCu1V9UKDfofR+cL4/dWBbXPmsLFCtA3AGfffT6vutRceONlwRMvxRpIQ7dtjtG+P\nMXFiufnQIfuOTHY28s6dDRpK3rcPed8+tDlzYjYrPd2WH2NmZSE6dWp0IVOVIDk2XK2qXZXu3QWa\nJmK27t1Prm15BwcHh6YiNOQJ5OLNaPvKG+7p22dgthoA+qS4/UmotA38gYOeJ/Dr82N2Uz7Eft/t\ntPe/hG7VfGdZQmJ4eATpZjpzvJ8SqVC16aBykLcS3uSs4Dn0i/aPe34NxS3BJarFJarFLgs+MhU+\nNhSW1xAyZSCxzJJsjRU7SoJTZItesmCwbNFNEnSTBUlNvOgvErDdktguJLZYEqstmVWWzD5R94El\nBGfIgvNVkwtPcC6PQPCjtpaFni8wJHuPO7fl5rzg+XQ16raTEZY3HREsxTZ7YmQyacH7kag6RLA2\nMvb8E23fJzZbtPMFhAffXy9/tRE6fJgv7r7bZksbOJAhd9zRJOM1dxzR0kwQbdpgnHUWxllnxWzS\n4cPIa9bYQsuUrVtr8FI78sGDyPPno80v/wKyWreOVS2zjggaq2tXGpIUU5UgGTrUnp9S1a7KxRcb\nzJ3rZ/v2crHTwEt2cHBw+GkgqwRG/oeEuWejFJeXhXWveoxWvTxAr7hdSqikB3/PIRRK9bkxuykX\nsM93G+0Cf8FtDqzBQxk9jV5cXXotH3k/oEApD3OJSBE+837C9sg2xgfPxkXj5wPUhc4y/FI2+aVm\nsteCT44ImGWWhFXLXf09QmKPqXBsO5o2lImXdEnQRhKkStBGEqRJAh/gkkBH4AJcwE7VTZEpEQYi\nSIQFlAJ5QjryA4eERK6Q2G5J5NczJ0hBMFK2uEC1OE8xadcM8l+DUpD5nnnkaJsrHWtjtuEC/xRa\niVZ186WsJNd3H5Zk71mUFL6Y1NCv67fDAmjbZ5Cx7zWbzWw9kMDwV0Bqml/iovvuI5CbG3ssKQrn\nvPQSinb8wiqbE45oaYaU71K0oXv3cWTdOaZcPxQXo6xdGwstM5cvx71zJ5JVdU36uiAfPoy8aBHa\nokUxm0hKslcty8zE6tkTlLrdnahKkAwdan9OVbsqsgxDh5qVnuvg4ODgUAf0VgTGTsc3dzxypKx6\nl4Sg+5ZHCHTPwmxzWtwuJRTaBB9GQqNELy/vaslF7PfdQXrgcXzG2Fr9pFipXFV6LfO8cyotTjfo\n69mj7uHcwKTjUl2sJjrIcItscotmUijgK1Nm8ZF8kC11yAc5yiEkDllxCIv0XtBELdv6HMnLGatY\njFSsJt8Fiocd6nbmej6zlck+Sr9If84OnoOGXsWZlSnR5nHI8yQcs1OTFL6c1NDd9S7+oBxYgmeZ\nfXfDcrfBP/YdUJumNcWmWbMqhYWddu+9pGfFXxXwZMERLc2QGncpkpIwR4zAHDECgJycHHplZKD8\n+KM9tGzjRiTDqGGUmpGKi1G//hr1669jNuHzYQ4aVC5msrKw+vQBtfLbqC5hXllZZqVdFQcHBweH\nhmEl9SAw6g18Cy9BEmWfq7II4/3ycvznzMFq1S9unxJKWViN0Ch2zYrZhRQh1/sgKaFfkhy5otZF\noQsX5wcuJFtfzSL3Qkyp/HO/RC5mhm86WZEhjAqNQj9Buy4VaSXB+arF+WrZjcHdFiwxFVZaEist\nmR8tiSgSOgIBRI9DRbTa0BEMkgVDZIuhssVoxSKjGeymHEuIEEs8iyp1twdQhcr44NkMiA6sk9AQ\nCApdb3DY/a9Kx5LDV5MSuqPegkXOX41v8dX2SmGyTmD0fxG+TvXyWRsle/ey8J57bLa0/v057SfU\nk6UqHNHSDKnLLoUNnw/z9NMxTz+93BYKoaxfX16xLDsbZf16pEj9uxJLfj/qt9+ifvttzCbcbswB\nA8qbYg4ejNWvH1lZrloFibOr4uDg4NA0mO3HEjz9ebzf3hWzyZFCfAsvofScufXq1i0hkxr6DbJI\nsvVxQRIUeF7EkPceuZtd89JCQiIrcgodjA585v2UPOVQxYOsdq1kq5bDWcFz6G70iHueTUknGa6W\nTY627gwLWGdJbLIkVlky24+Ebu0UUpMLGB1BF0nQXRZ0kwR95LLcmv6yQD/x2qlGctTNLPDMr3J3\npa3RlnODk+vUMBJAYHDI8wyl+qeVjrUO3Uqr8HX1FyzFW/AtvBQpWmKzB4e/gpl+Rr181oawLD6/\n7TbCRUUxm6LrTPz3v1H0uu04naw4oqUZ0ijJ6G435pAhmEOGlNsiEeSNG1FWr6ZgwVr2fLyWwSIb\nL8F6z1UKhVBXrEBdsSJmE5qG1a8fI7OyGJaZiWllYoYHgMdT73EcHBwcHOIj2vM6Qv69uNc+G7PJ\ngX34FlyMf8JchDstbp8SEinhW1Ct9uR5/gQVdkqKXe9jyAdIDzyBjLdWX22sdK4uvZav3V+xQl9u\n68VRIpfwge99+kb6cWZoPF5Ru78TgUuCIYpgiCK4kvIwbUOU5brsEhL5R3JRjual5AmJEGWCJ0L5\n/6ORMImusqweHYFLAg+QJgnSpLJ/j+bGdJEsOkigNHNxciylUikLPV9UmbsiCYnTw2dwRng4Sh0T\n5S1KyfU+SFBbbj8gNNKDD5MQPafec5UC+/AtmFKptHFwyB+Idr2k3n5rY9Urr1RqIjni0UdJGzCg\nycZsKTiipRnSZGFTuo41eDDW4MH4roHAKoXpW0wGqptI3rqKec+sJ8taxSmsIpHS2v1VgxSNoqxZ\ng7KmfMtXKApWnz72EsyDBsFPqJOrg4ODw7HkfPQRqf37k9Ir/iT5uhAefD9SuADX5n/HbErJFrwL\nL8V/1kegJ9fLb1L0AlTRllzvgwgpELMHtG/Yl3ALbQNPo1m1h86oqIwNnUmPaA/meeZSpBTajm/U\nN7BD3cGo0CgGRgcj1zOJ+nijStBVEnSl7jcdc/ZuoVcTvQ9ONCYm2fpqlrq/JiyFKx1PMVOYEDyX\nDLNDnX1G5B3keu8nqtgrrcpWEm0Dz+Ix65/7IYUL8C24BNm/22bf3/46vP1/WW+/tXHoxx/55vHH\nbbZOo0dzyu23N9mYLQlHtDRDagubqlhOOCOjCz16xF/oyz5GH2bOHMCvrLJkMgmLGU9mM6ndylh4\nmfnDGlzBohp91oRkmmXhauvXwzvvACAkCatXL8zMTIzBmWzyDWGtmkmngUlVlkh2cHBwOFkwgkEW\nP/gga19/nbT+/Zn6xRdo3ibYTZAkQqc+iz9vBykF5VUj1YLV+L6cin/cTNDqd/PIa5xOh9J/st/3\na0z5YMweUbawN+HntAk8gs8YXSdfnczOXF96I0vdX7NC/wEhlS/2Q3KQ+d7PWWmuZExobJ3L3jqc\neASCHDWHr9yLOKwcrnRcFjKnhU/n9PAw1DiWpKXafA55/oiQ7JEiqtmBdoHnau0hVCORQrwLLkYp\n2mA397iGval31qMGX90IFxXx6fXXY1YI43clJ3POK68gOQsiwBEtLRJ7or63ynLC8VIxJE3VJFKH\n9yI6pDvRSy8FYOUKmVsnHGSQsYrT5B+4acgPtNq2CrlCh9Z4kYRA2bwZZfNm9Pfe4xTgFGALPYiM\nzSRp7GCszEwUZzfGwcHhJCJ0+DDvTZpE/oayRVHe+vUsvPfessVJUzT/lWS293icRJeBtv/LmFk9\n9C2+Ly/Hf+aMegsX3epJh9L/cMD3GyJKeciPJZWS67uP5PA1pIRuqTXPBUBDY0zoTPpG+jHPO5dD\nykHb8Xwlj1m+mXSOdqGbp3nlujhU5oCyn6V9viLfl1/l8XZGe84JTqSN1abOPgVR8t0vUuyaWemY\nyxhIu8CfUEQDmpVGCvEtuAS1YLXNHO04ieDpL8DW7fX3XQNCCObfeSeFx/R4GPfXv5LYoe67Tyc7\njmhpgcSdqF8HagtJyzrF4pV5bdm+/Vy6d5+IlGVSIgmkvXtj5ZeVNWvKkv4r1BSvDz3ZCou2wqKy\nCjWnAFanTvbQsqwsRHp6g8ZxcHBwOBG4WrUitX//mGgB2DB9OhlnnMGgG25okjGFrBEY/V98C6ag\n5pXH/6sHl+JbeCn+ce+Bllgv36poQ0bpKxzyPIVfX2g7VuR6i7CyjvTAH1BF3RKr21rtuLr0Wn5w\nLedb19JKjQZ3aTvZ1X8nh6K5nBEeTmurAYtUh0YnX85nmesbNukbqzyuCY0RoZGcEhkaV7ifIeWS\n632YsPpjpWMJkYmkBe9Dxl3veUvhw3gXTKkkWIy2owiMfBXkplsyr3r5ZbbMnm2zDbzuOvpc0nS5\nMy0RqbCw0Gk53sJYudJeEnnePD9DhtRtp6UuneobinTggL0h5po1yHv2NO4ggNW+va38spmZicjI\ngKa4U9nE5OTknLSxzEdxrtHBoZxIaSnTx4+nYNOmmE3RdS7//HPaNkEfhth7M1KI74uLKi/M0k4t\nCxWrZ44LlIUCFevvku9+yZagD6BYrWkTfASvMSwunyVSCd+4v2Kd9iNVFYCShET/6EDOCA2rc/PB\n5kpL//wokPNZ5lrKRm1Dta/VoMhghodH4BPx7ez51UUc8vyxUod7hEZa6B4SIxfVu0IYHMlh+eJC\nlMNrbXajzRm2EMqmeI32LlvGzMmTEWb530ybwYOZ+vnnqO76i7C60pLed45oaYFYFqxapbB9u0RG\nRpCEBBebN8t1EiHHCp7GCC2rC1JeXmwnRsnOLivBvGNHo49jpaXZyi+bmZmILl2avZBpSR8a9cW5\nRgcHOwWbNvHOuHFE/eVlX5M6d+aqxYtxt27c3QPbezNcWLbjUrDK9hwjdQj+8bNAb9jiP6Rkk+t9\nGFPOq3QsKXw5KaHbkePswZIr57LE8yW71F1VHpeFTP/oAE5vweKlpX5+FMj5fOf6lg3aelsuUkW6\nRbszOjSWNCu+inUWIfLdf6PE9WGlY6rVjraBp3GZ8fcdqogUysP3xQUohettdqPNMPzjZth2IBv7\nNfIfPMjbo0fjP3AgZnMlJ3PV4sUkd+3aaOPUREt63znhYS2Qikn0S5cKxo9PqLMIaYrQsrog0tIw\nxo3DGDeu3FhYWB5WdrQp5pYtSKL+OlrOy0NesABtwYKYzWrVCqtiaFlmJlb37vFXL3BwcHBoRFL6\n9OGsF19kzi9+EbMV79rF3Jtv5oLp05GVupV9jRtXK/xnfYBv4aWoeT/EzGr+ShLmn49//CyEu+55\nBsfiNjPpWPomB72/J6j+YDtW7JpBUF1OeuBRXFbfOvtsa7XlUv9UtqvbWOJeRL5iz5OwJIsf9bX8\nqK2lh9GTIeGhdDI7N+juu0P1CAQ71R2s1FewXdtW7fOSAkmcLSbS1ega9xghZS2HPH8gquyudMwb\nHU6b4KMoov47g1Be1lgp2mSzG+kj8J/5br1zveqCGY0y5+c/twkWgAn/93/HTbC0NBzR0sLZuVOL\nS4Q0Sg+YxqJVK8wxYzDHjCm3lZSgrF1bHl6WnY28aROSZVXvpxbkwkLkxYtRFy+O2URiIuagQbYc\nGatXL2iqRYKDg4NDFfS55BL2ffst2f8uL0m8Y/58vnn8cUY98UTTDay3wj9uFr4vL0M99F3MrBxe\ni2/eRPzj3kckdq23e0Wk0M7/QlmXctfrtnCxqLKdvQk30Sp8A63D1yFRt4Z5EhLdjR50Le3G4vxF\nbO+yjcNKwbFPYqu2ha3aFlLNNIaEh9Av2h+tjmM41EyEMOv0dazSV1RZDewoqWYaw0MjYINE115d\n4xrDIsRh12sUuf4H0jHf/UIlJXQLyZGrkBpY/lou2oRv4aWVyhob7UbjH/sOqL4G+a8JIQSL77+f\nPV9/bbP/7J576H7uuU02bkunRYmWN998k5kzZ7JmzRqKi4tZs2YNnTrVXgf+ZKZLl2hcIqTJesA0\nFomJmMOHYw4fHjNtXbuW3qFQeY5Mdjbyhg1IhlGDo5qRSkpQly5FXbo0ZhNeL+bAgfYdmb59QdMa\ndEkODg4ONTH6qafIXbWKAz+U70qsePFFUnr1YsC11zbdwHoS/nEz8X15OerBZTGzUrKVhHlnExj7\nLmbakBoc1IyEQuvwL/AYp3LQ+xiGvL/CQZNC96v4tQW0Cd6P28yss18ZmY4FnRiTOpaN2gaWub6h\n8Jj+LlBWbWy+93OWiMX0jfRjYHQQbc12zu5LnAgE+5R9rNPXsknbSESKVPvcVDOVYeER9I72QUIi\nh5y4xgoqyznk+ROGUjkPVjM7kx54PK4duupQDi7Fu+gq5Ij9fRNtP47AmP+B2rTNsLP/9S/WvPqq\nzdZx5EiGP/RQk47b0mlRoiUQCDB+/HjOO+88HnzwwRM9nWZB27Z7mTvXU2cRUlsPmOaI5XaX7Yqc\nemq5MRxG3rChvHJZdjbKunVI4cpNq+qKFAigfv896vffx2zC5cIcMKBcxGRmYvbvD6744rEdHBwc\nqkPRdSZPm8Y748bZQkUW3HMPyd260XHkyKYbXEvEP24m3iXXo+37ImaWQ4fwzZ9MYNTrGB0nNGgI\ntzmYjiXTyPO8QKn+qe1YVNnBvoRbSQxfSEroDhTqXsFMpiyPpW+0Hxu1DfzgWl6pTDJAWAqT7VpN\ntms1qWYaAyMD6RcdgE803Z30k4FSqYR1+jrWaT9W3tE6hnZGO4ZGTqV3tE+9GoCaUiH57r9Tqn9W\n5fGk8MWkhO5ApuG9jNSdH+H95mYky75eiHY6r6xKmNK0ye/b589n8QMP2GyJnTox6Y03kNUWtSw/\n7rSo385tt90GwOrVq2t55k8HyzJanAhpFFwurKwsrKwsokdt0Sjyxo220DJl7VqkYLAmTzUihcOo\nK1eirlwZswlVxerXzxZaZg4YAE3RGM7BweEnQUJGBue//TbvTZqEGQoBYBkGn1x7LVcsWECr7t2b\nbnDVR2DM23i+vRN9+4yYWTIDeBdfSfC0vxLtdUODhpBJID34ML7oGPI8z2DK9kVwiesjAtrXpIbu\nxhcdH9duyFHx0i/an73KXlbpK8jRNleZFJ6v5LHYs4gl7sV0NrrQO9qbnkYvvI6AAaBUKmWLlsNm\nbRN7lN3VJtZDWfGD3tE+DIkMpb2ZUa/xBIJSbS757r9hyZUbWCtWG9oEH8JrnF4v/8eib/gH7hUP\nIWG/rkjP6wme9lyTljWGsp5Mc37+c0SFkHctIYELp0/HmxZfkYKfIi1KtDg41IimYQ0ahDVoENFr\nrimzmSZyTo4ttExZuxappKTew0iGUZZ3s3YtvPUWAEKWsfr0sfeSGTQIEuvX98DBweGnR7shQ5jw\nf//HZxV6tYQOH+ajqVOZOn8+7lZNWBVL0QkO/yeWtyPudX+NmSVh4f3ubkL+3YQzHwKpYXkEPmMU\n7tLBFLhfpkS396Uw5XwOeh/BbXxIavAuXFbvuHxLSHQ0O9Ix2JHiUDHZ+mrW6tkE5co3roQk2Knt\nYKe2gy/EfDqYHekW7U5PoxetrdY/mRAygaBALmC7upUt2hb2KnuqLFdcEa/lY3Akk8xIJgmi/t9x\nIWUd+e4XCatrqpiYRFJkCimh25BphGR4y8C98hFcG1+pPI/MhwkP/HWTVxkNHDrEx1dcQaTC+kOS\nZSa9+ippAwY06dgnC45ocTi5URSsvn2x+vYlOnVqmc2ykLdvt4WWydnZyIWVY6LrimRZKBs2oGzY\nANOnAyAkCatnz3IRc6QEM0258HBwcGjR9L7oIg4/9BDLnnoqZjuck8Psq65iyqxZTdu3QZIIn/Io\nwtcB9/LfIonyu8HuH59DObyOwIh/NqiXC4AikmkTfJCEyETyPM8SVexljEPqCvYm3EBCdCIpoVtQ\nRdu4x0gSSYwKj2Z4eATb1G2s09eyTd1a5c6BkAR71N3sUXfzFYtJtBLpbHSli9GZzkaXuHuKNHdK\npBJ2qTtjP6Vyaa3nyEKmh9GTAZGBdDO61ysE7ChRaR8F7v/Dr8+v8rhmdj+S5zSo3mNURAoX4Pnq\n52gHFtnsQlIJnvEi0R5XNco4NRH1+/lo6lSKd9nf66OfeopuExoWfvlT4oSLlieffJLnnnuu2uOS\nJDF79mxGjBhxHGflcFIjy1g9emD16EH0aLdZIZB27iwvwbx6Ncrq1cj5+TX7qgFJCJScHJScHJg5\nM2Y3u3YtL8F8pCmmg4ODw1FO+81vOJyTw8YZ5aFae5cuZe7NNzPp9debrhTyESK9f4HlaYf365uQ\nzPJdCm3vXBLmjCcw5i2sVg1PhvaYQ+hQOo1CV9kPFTvfS4JSfQ5+bQHJ4StpFb6mXnfcFRR6Gb3o\nZfTCL/nZoK1jnb6OPOVQteeUyCWs09eyTi9rNNjaTCHDzKCd2Z72RgZtrDYNWrQfT0xMDikH2a/s\nZ7+yjwPK/hqrfh1LupnOgMhA+kb74xUNC4E2pSIKXdMo0t8DKVrpuCR0WoVvpFX4aiQapwCOXJCN\nb/G1yH67WBBqAoHR0zAyxlVzZuNhRqN8euON5FYIMwcYdOONZN16a5OPfzJxwptLHj58mPxaFoYd\nO3bEXeHu0urVqxk3bhzZ2dl1qh6WkxNf9YqTEUlSOXiwAzt3anTpEqVt271YVv2rb/0kEALt4EG8\nGzfi27gR78aNeDdtQj9U/ZddfQm3bUugb1/bT9SJb3VoRrSU5mMnC0YoxKwpU9i3bJnNPvCGGxj/\n/PNIcYay1KeBnHJoOd5FVyKH7U0ihZpAYPjLGJ0vjMtfTUTk7eS7nyeoLa/yuCwSSQ5fRXL4MmR8\nDW6Ily/nk6NtZrO2KZa8rwoVQ6r9e1EVKulmW1KtVNLMNqSaaaRZqXiFr0FhZQ25JoHAL5WSp+ST\nL+eRpxwiX87joHIQU4qvSmhboy29o33pZfSmtdWwJqc5OTl079WWItd0ilzvIqRAlc/zRoeTGrob\nzWq8irDatnfxfPcrJDNks1ue9vjPnI6VEv8Nw3hfI2FZzLv1VtsNCIDOZ57JhTNmoDSD6qQtqbnk\nCRct9SFe0XIyU9c328qVChMm+OrchLI50dz+oKTcXHuyf3Y28u7Kza8aitW2bdlOzJGwMjMrC9Gh\nQ5PH3TYVze11bAp+CtfocPwIHT7MuxMmcHjzZpv91F//mhGPPBKXr/q+NyX/HryLr0UtWFV5fv+/\nvTuPi6peHzj+OefMhiKKCyIoorgvYWrkVpmaZqZJauWtzCxb9Fe3rqXVvZVLi1nmvZYtppWVmZpm\naq6ZmqVZmeBepLmh4sIiOzPnnN8fKDoBijAwDDzvXrwmvt8zc57jMOfMc75b63/ljnNRPdPyY2KS\nafmJM463cGp/FbiNagRQI+duTu25mqYRnuk+lKwkc8h6kDjLH8RbjhYpcSmIw3AQYAYQYFSnmhFA\nwLkfP9MPP9MPh+nAYfphKaSTS2HvkQsXmUomWUoWWUomGUoGqepZzrr9pJCtFG/2TItppb6rPo1c\njWjibEpACRdsPM8gjQNp72IJWYOhFNwFzaY3pVbmY/jp1xRYX7wdO3H89kKB41dcdTqTcf3HmH5X\n3uUQruxzZJomG8eNI2bmTLfyOm3bMvibb7AHBBQrBk/zpeuW17uHXYmTJ0+SkJBAXFwcpmmyb98+\nkpOTadCgATVknMAlHTigXNEilKJwZt26uHr3xtW7d16ZcuYM2o4dqOcTmZgYtL8KvugWlZqQgLp6\nNdbVq/PKjFq13Gcti4zEbNjQZxMZIUThHIGBRC9axIKbbyYtPj6v/JepU/GrWZP2o0eXegxm1fqk\n91mJ389jsO2f6x7f7jexnP6FjK4fYFYJLvG+FBSquDrjl3YNqdZvSHLMzDfLmKGeJdHxLmrbaiTp\ndxOQM7DEq6LXMGtQI6cdkTntcOHimBbPYcshDlkOkaCduOQMWhfLUrPIIouTBUy7fDGracViWtFQ\n0dBQTQ0NjexW2Wyyb8RQdM7/51RcuAroSlUSiqkQrNejoashDV3h1NND0PBcl0NdSeKsbTEptvmo\n1VMpaGlozQiiZtbD+DtvLvEikRdT0o9QZdMDWE7/nK8uu/lIstq/DFrZLDT68+uv50tYqjdqxMAv\nvyw3CYuv8amWlsmTJ/Paa6/laxafMWMGQ4cO9VJU3lXclpbVq9Np315aWkpVcnLuLGMXt8jExaGY\nnv3ImdWr57bGnEti9MhIjIiI3EV5yhGffR+vQGU4RlH2En//nQV9+5KV6P4F/qa33iry4pMl/ts0\nTWxxH+L4ZRyK6d4SYdhrk9l5RonXc/k7gwxS7PNJsc/DUAqe8VExHVTLuYWAnCHYjHCP7h9yV4A/\noZ3guOXCmJB0Nd3j+ylN/oY/9fQQgl31CNFDqKvXxYrnv7jnqPtJsS8gzboKs5AFKFWjOjWy7yEg\nZzAqnp1UwnLoa/y2/jPfgpGmaifz2jdxRtxd4n0U9XMU8/77bBg3zq2sanAwd6xaRfXw8BLH4Um+\ndN3yqaRF5FfUPzbDgO3bNbdFKMvZd9pC+dIH6rLS0vInMr//jqJ7NoE0/f1zF+S8aApmo1kz8OLC\nVRXqfSxEZThG4R0nfvuNRf3740y/6AuzonDz++/T4o47Lvt8T/1taie3UOX74ahZCfnqspuNJKv9\nRI+vJq6Tyln7ApLt8zCVwhMGP2dnqucMwc8VheLBloOLmZikKql5Y0ZOa6c5o57mjJbo8RaRK2U1\nrdTSa1HLqE1tvfa5xzpUK8G0xJdj4rzR2YgAACAASURBVCLDsoWztoWFjkeC3G591XP+QfXswah4\neE0cZxp+vz6Dbf9n+aqMKvXJuOFT9FpXe2RXRfkc7fz4Y9Y98YRbmb16dYasWFEupzb2peuWJC0+\nzpf+2Iqrwh9jZibHVq0iPDExr2uZuncvitOzF0DTzw+9TZsL0y+3a4fRogXYyqapvMK/j1SOYxTe\nc3jjRr4eMgQ958JdbEVV6fPee5dNXDz5t6lknKDKjyOxJGzKV6dXb0FG15kYNa/yyL7cXpuzlx3Q\nDWAxgqmWcyvVcvphMUveba0oTEzSlLS88SVn1bOkKmdJVVPzxqJknnssanez81RTzRsP4zAd+Jl+\n+BvVcsfMnBtDE2AEULWEEwFcCacST6ptOam25ejq6UK3M11VqOm6h+rZd3g+WQG007/i9+NDaKkH\n8scYchOZXd7FdHhuUpvLfY4KSlgsfn7cvmQJIdd6ZoFMT/Ol65YkLT5M12Hr1hyOHatyRa0nug6x\nsRoHDvhGq4svfaCKK98xZmej7t17Yfrl2Fi0XbtQsos30LIwps2G3qpV7hTM57uXtWoFpbAWRKV8\nH4XwsP3ffMM3992H4brQRUtRVXq/8w4t77qr0Od5/G/T0LHvnoZ9x6sopntLsalYyG4zJnfBvlIY\nP6Bzlr9SZ2MNWY+uXmI2R1PBz3Ut1XL6U8XVFRW7x2O5UiYmOeSgKy50jNyRK+fGsBw+fJhGYY3Q\nzo1x0VDRTAs2bOVisUuDLDKsm0i1LSXT8uslt7UYwQRk38Gpva1pGuH5BBY9C0fsq9j2vuW2nhCA\nqdrIavcCOS1HlXgx1L+71Odox4cf8t2//uVWptntDPjiCxreeKNH4/AkX7pu+dRAfOEuNlbjtttq\nX/GMYLGxvjuTWKVht2O0a4fRrh3OYcNyy5xO1D/+uJDE7NiBtmMHSkbhdxwvR8nJwRITAzExMGcO\nAKbFgtG8udsYGb1NG6jq+btkQogrE9GvHzfPmsXKBx7APNet1DQMVj/6KKZh0Oofpb9QHgCqRnbb\np3DV647fDw+ipR3Mq1JMF46dr2E9+g0ZXd7FCPTMLF/naQRgnriVsGqPkW7dQIrtC7Itu/NvqJhk\nWn8i0/oTilmFqs4b8HfehJ/rGhQvff1RULBjB/OiBOrcreOUzBRqGbW8EldhTJxkWH4izbqWDOsP\nmErmJbd3uNpRPftOqri6oWDhlOH5JSe009vw2zIKLeX3fHV6QDMyus0qlZa+S4mdNYv1Tz3lVqZa\nrfSbM6dcJyy+RpIWH1bcGcFkJjEfZbVitG6N0bo1zrvPDSjUddQ//3SfgnnHDpSzZ4u9G8XlQtu9\nG233bpibO1uQqaoYzZq5Tb+st20LMgOKEGWu2cCBAG6JC6bJmtGjMXW9yIPzPUGv3ZG0fpvw+2Us\ntgPz3Oq0pF34r7jxXKvLv0DzbEuHggV/Zy/8nb3I0nZx1vYV6dZ1mAVM/WsqGaTZVpJmW4lqVKeq\nqztVnF3xc3VApWSLJlY0BulkWn4h3foDGZbvMdSCJ0E4TzH98HfeREB2NHaj5IuOFsqViX3na9j3\nTM/XugKQ3fR+sjq8DJayfT9jZs5kw9ixbmWazUa/Tz6h8c03l2ksFZ0kLT6scWMTq9XMazFp3Lho\nPf2K+zxRDmkaRvPmGM2b4zzfp90wUA8ezB3kf3765dhY1KSir4L8d4phoO3bh7ZvH1y0SJYeEeE2\n/bJx1VWYgSVbjEwIcXnNBg5EURRWPvDAha5ipsnaxx7DmZlJu4ceKrtgrNXI7PIuzgb98Nv6L9Ss\nC1P+5rW6HFpM1jVTcNUrnbvODr0Njsw2GJlPkmZbw1nbUnK0/HfiAQw1hVTb16TavgbTip+rHX6u\nzlRxdcZqNCwXXbHKkomJUz1AhmULGdYtZGmxUIQFKe2u1lTLGYC/s2epjFe5mOXoKhy/PuPWonee\nUSWUzE7/wxXSq1RjKMgv//0vP44f71am2Wzc+tlnNLpoWQThGZK0+LB27XSWLDnN8eMXxrQU9Xmr\nVqW7zSQmKhBVxWjcGKNxY4iOzi0zTZQjR9xbZGJiUE9doj94EWj796Pt3w+LF+eVGWFh7l3LIiMx\n69Qp0X6E8IbBgwezbt065syZw4ABA7wdTj5Nb7sNRVFYMWKE2xiXDWPHknn6NJ2efTbfEgGlydXg\nVtKCuuD4ZSy2g1+61Wln46i6Lhpng/5kdngZ0z+sVGJQ8Scg53YCcm4nW/2dVNsK0q3r0NUzBT9B\ncZJp/YVM6y8kMh3NqI3DdTV+ejscrnZYjXCPriNSHpgY5KgHyLJsJ0uLIcsSk289nMJoRh38nb2o\nlnMLNqNJKUcKaupfOH59Bmv86gLrcyLuIbPDy2DzzIKYRWUaBpteeIHf3n7brVyz2+k/dy7hvco+\ngaoMJGnxYaoKQUGH6Nr1ygZQqSp06KBLl7DKRFEww8JwhYXh6t8/t8w0UY4fd09kYmNRjx0r0a7U\nw4dRDx/GunRpXpkRGkpERAT2Ll3yWmbM4GBZFFOUW2+99RaappXpl/7iaDJgAP3mzGHF/fe7zSq2\ndcoU0k+epMfUqaha6Uz/WxDTXpPMbrNwht2G389j3FpdAKxHlmE59i3Zbf5FdqvHQPP8pB/n2Y3m\n2LOaUyvrcbK07aTZviXd8t0luzvp6mnSbWtJZy2Qu66IQ2+NTW+BXW+BXW+OZtbxmdYYExNdOUm2\ntu/cz+9ka7su2+XrYqpRA39nD6o6e+HQI8smiXNlYN/1Zm5XMCP/mi9GlRAyr/0frtCbSj+Wv9Gd\nTtaOHs2+i3odAGgOR27C0rNnmcdUWUjSIkRlpSiYISG4QkJw9e17ofjkydxB/hd3LTt8uES7UuPj\nCYyPh++/zyszgoLcWmP0yEjMBg0kkRFe99tvv/H++++zceNGmjQp/bvJJRXRrx/9581j+T334Mq8\nMFB618cfk3n6NH1nzcJuL9t+/q6w/qTWvQ7H9vHY/pyDwoVuyIqeiSP2ZWz7PyPr6vE4wwaW6ude\nQcNP74hfZkdqM4ZMy69kWDaTYdmCS4u/5HMNNYUMdTMZ1s15ZZpRE5veFKvREJvREKveEKsRhmbW\n9loyk5ucnMKpHiJHO4RTPYxTPUS2FoehXnnXYKselttlztkFP7192U1cYBpY/1qAI+Yl1Iyj+asV\nlZxmD5IV+R+wlf2YSldGBkuHDuXQt9+6lduqVWPAvHnU79atzGOqTCRpEUK4MYOCcPXqheui5m0l\nKSl3fMzFP/v3l2g/6smTqGvXYl27Nq/MCAzMa4kxzi+KGR5OuZ6TW1QoqampjBw5kunTp1OrVvma\nyelSwnv25Pavv2bpnXeSddH4tf3Ll/O/joP4ru4SuvSwM3Cgk9at8w9iLhX2GmR1+i/OJsNw/PI0\nljPb3KrVtENU2XQ/rtozyGo/CT2oc6mHpGClyrnxKwBO9UheApNliSlwEP/f6WoimepWMtnq/tqm\nHxYjCItRF82sg8UIQjNroBm10cxqqGY1VPxRzWoopv1cIqDlS3RMTEDHxIWpZGMoZzGUNHQlFYNU\nDDUFl3IKl3oKXU3ApZzEpZ7EVLKK/+9i+uFwXZ37b+PsjNUMLfZrFZd2YiN+255HS9pRYL2rTmcy\no6Z4fDa6oso8c4ato0aRvNt9proqdeowcOFCgtq180pclYms0+LjfGl+7eKSYyynUlLQdu5071r2\nxx8opmdPKWZAwIVZy84nNBERUIZdXorKJ99H4eahhx6iZs2aTJ48GYDAwMByO6alIIm//85XgwaR\netT9LvVJWvM5yzGrN2TFirSyS1zOMw2s+z/DsX0CanbB40ucoX3IavcCRuDlVw0vjc+aiZNs7Xey\ntBgyLdvJssRiKuke3UfBO7agYMUwdBTVAMV1+eeUkGpUw3Fu3I5Db4ddb1YqrSlFeZ/UMzE4YiZi\nPf5dgfWGoy5Z7SfibHSH11rik/78k6/vvJPkv92sq96oEdGLF1OjUSOvxOUJvnTdkpYWIUTxVK+O\n3q0b+sXN4enpaLt2uXct27cPRS/+ZA/K2bNYfvgByw8/5JWZVauit22bm8ycn7mseXOwyClN5PfS\nSy8xderUQusVRWHZsmUcOXKEXbt2sWHDhrILzsNqNm/OHatXs2TwYM7s3ZtXHsRuRnIN81MWs2TJ\nNbRu7dmFai9LUXE2GYarQX/ssa9gi/sw36KU1vjVWOLX4ArrT1abp8p8rQ0Fa+4sZHobauTcg4lO\njvoXOReNB8nR4orUGnNlO3Zh4kIppfswiunApjfLG5Nj15tjNRp5fYIB7fQ27Dtfxxq/qsB6U7WS\n0/whstqO80pXsPMOrV/PiuHDyU5JcSsPiozktoULqRoU5KXIKh9pafGwsl5t3pcy5OKSY/RxWVlo\ne/ZwZs0a6h0/ntvNbM8elJz8gytLwnQ40Fu3vjBz2VVXYbRsCfayWwW7Qr+PPiwpKYkzZwqZPeqc\n0NBQxowZw/z5890G3+u6jqqqREVFsXLlykKfHxfn+UX0SkLJdvLJzU9RM22zW7mOlT2N3+bFJd3I\nzi7+wrQlZc88SP0jMwhM2lDoNsk1ruN46AOk+1++5aXs6OA4Dn7HUBzHwXH8wqOWv3uWaVhRVGeZ\nRGa6/CC7HmZmPciqh5lVD7JCIKselKMZ0PxTY6gXP5vqKT8Vuk1izV7ENxhNtqN+GUbmzjRNDs6f\nz97//vfCekjn1I6KosOUKVhk0WWPu9Q1VJIWD/vtt7Jdbb4yfEmSY6wY3I4xJwd17968xTC12Fi0\nnTtRsorfJ7sgptWK0aqVW9cyvVUr8PPz6H7OqwzvY0V24sQJkpOT3co6d+7Mq6++St++fWnYsKGX\nIiuel8cbHPzvQ7Tmy3x17R55hOtfegnVy62T2snNOLZPwHJqa6HbOOv1ILv1P9HrXp/XPai8fdZM\nTAwlJW98ia6exKWcxFDScKmnMJQ0DCX13GMaJtmY6IWvh2JqKFhQsKGaueNgcn/80cxqaEZtLGad\n3PEzRhAWMwjVDCh3s5rlvU+mieX4Ouy7/4sl4YdCt3cFdSWr/QT02h3LMMr89Jwc1j/9NLvmzMlX\n1/LOO+k5fTqWMrwhVprK22fpUqQvhYfJavNCFIHNhhEZiREZSd49SJcL9Y8/LnQt27EDbccOlPTi\n9ylXnM688TbnmecW5Lx4UUy9TRvw9y/ZMQmfFxwcTHBwcL7ykJAQn0tYAAYOsXDLh19w6uwkujPB\nrS7mvfdI/OMPbvnwQxw1angpQtCDupDeexWW+FU4Yl8tcBC29fh3WI9/h16jNdktR+MMH+SFSC9N\nQckddG/WwG40K/LzTAzAhYmT/fsP0CSiOWDxetctT1GMLKxxn2Df9w5ayr5Ct3PV6kB25HO46vXw\n+gySGadP882wYcRvdm+lRFFo8X//R++JE8v9VOgVlSQtHiarzQtRTBYLRqtWGK1a4Rw6NLdM11EP\nHMgbH3P+Rzl7tti7UXQdbc8etD17YN48AExFwWjaNDeJOT/o/6qroHrZLlgmyh9f/nLSurXBipUZ\nLFnyDNuXtKDdXyNQXBemRD783XfMu/FGbv3kE+q09c6MTAAoCq76fUkLvRlL/Brsu17HcvrXfJtp\nybupsmUUxvYJ1Kt1G0rovzCr5E8yfUlucmJDwQaGI/exAlDS47HFfcRV+2ZjdRU+5bIrqDPZbcfi\nCu7u9WQF4MS2bXxz3335JrKw+vvTd9Ys9IgInz4n+DrpHuZhhgHbt2tuq80XNKbFU2NffKlZr7jk\nGCsGjx2jaaIePOg+BXNMDGpi0VZ0vhJ648Z5XcvOT8Fs1qxZ6PaV4X0Uvunw4XgciadYevfdpMW7\nr02i2e10f+012tx3X/n4QmaaaCc24tg5BcvJzYVvpmi4Qm4ip8m9uEJ7g2otwyA9z+fPH3oOlviV\n2P78DMvxdShm4TPUOYO7k932afS6XcswwMKZpknMe++x6YUXMJzuY5Cqh4czYN48arVs6fvvUQF8\n6ZikpcXDirrafGxs2Y59EaLCUBSMRo0wGjXCNXBgbplpohw96r6OTEwM6smTl36ty9AOHEA7cAC+\n+iqvzGjQwH2MTGQkpsweI8q57OwMwtq1Y+h337Hsnns48csveXV6djbrnniCoz/+SM9p07B5u6uk\noqDX6056ve5oJ3/Cvu8dLEeW5/sSrJg61vhVWONXYTjq4mx8FzkRd2NUL3r3LFFyavIebPvnYj0w\nHzX7dKHbmYqGM2wgOS1HodcuP/3ms5KT+faxx/hz2bJ8dfW7daPfnDn4+dCaTRWZJC1eImNfhPAg\nRcFs0ABXgwa4br31QvGJE27TL2s7dqAezb/K8pVQjxxBPXIE6/LleWVGvXrokZGENGiA5cYbcxOZ\nkJBy0d1BiItVrVuXwcuXs/GZZ9j50Ududb8vXMjJmBj6ffwxtVuXjxm79KBOZAR1Qkk7iH3f+9j+\n/BTFlZZvOzUrAfue/2Hf8z/0wLbkhA/G2TAa0z/MC1FXfGrqX1gPLsJ6aDFa8p5LbmtaA8hpOpzs\n5iMxqzYoowiLJiEmhhXDh5Ny8GC+uqsffZRuEyeiWX27Ba8ikaTFS2TsixClzwwOxhUcjKtPn7wy\n5fRp9wUxY2PRCrhgXQn1+HHU48cJAfjgAwCMOnUutMicW0/GDAuTREZ4ncVup+e0aYR27sy6J5/E\nedFkF0lxcczr0YPrJk4k8qGHykd3McD0Dyer46tkXfUMtgOfY+6eRZXM/QVuqyXtxC9pJ37bX8RV\n51qcDaNx1r9FEpgSUlP/wnLkG6yHvsJyZttlt9cD23K0el9qXPs4WMvXRCemYbDtrbfY/NJL+bqD\n2QIC6P322zTxkQVlKxNJWrykXTudVavS3ca+CCFKn1m7Nq6ePXH17HmhMDn5wvTL51tl/vyzRPtR\nT51C/fZbrN9+m1eW9eSTZL/4YoleVwhPaXHHHQS1a8c3w4dzZs+Fu+V6djYbxo3jr7Vr6f3OO+Vr\n8TxbdXJaPEqc2pMWNVOx/vkptkOLUJypBW5uObUVy6mt+P36DHpgG5z1++IK7Yteqx0oFWOGrlJj\n6GhnfsNydCXWoyvRUvZe9immrTo54XeQ0+QejJqRnIqLo0Y5S1hS4+NZ/cgjHN20KV9dUGQk/ebM\noXp4eNkHJi5LkhYvKerYFyFEGahRA/2GG9BvuOFC2dmzaLt2uXct+/13FKPwwaWXY7Rs6YFghfCc\nms2acde337L+6afZM3euW92hb7/ls86d6TltWvm766wo6LU7oNfuQFbHl7Ee+hrrXwuwJHxf6ABw\nLWkXWtIu2Pk6hqMOrrrX4wq+Dr3udRjVGksrqGmino3DkrAJ7cQmLAmbULMvvSgrnJsQod6NOBvd\nibPBrWApnXWwSso0TX7/8kvWP/002X9bjwkgcuRIrnvppQqz/kpFJEmLEEIUJCAAvUsX9C5dLpRl\nZOQmMhd3L9u7F8XlKtJL6pGRpRSsEMVnrVKF3jNmENa9O9+NGUPORVOKZ545w/Jhw2hxxx3cMHky\nfpeYPc9rLFVxRvwDZ8Q/UDITsB5agvXgIiynfy70KWrWKWyHFmE7tAgAo0oorrpd0et0wlW7I0aN\nVqBW8K9IhhM1aTeW07+indqam6Rknijy011BXXCGD8IZdhumo3YpBlpy6SdPsuHpp4n7+ut8dY7A\nQHr973/lLzEX+VTwT6QQQnhQlSroUVHoUVEXyrKy0PbuRY2NJX3jRgIPHkTbvRslJ8ftqWbVqhhN\nmpRxwEIUXYshQ6gXFcXqRx7h2JYtbnX7Fizg8Pr1dJ8yhaYDB5absS5/Z/rVJafFw+S0eBgl7RDW\nw0uxHl2BdmrrJafgVTPisf21AP5akPs6WhX0WpHotTqi12qHXqMVRkAT351WWc9BPRuHlrwHLTEG\n7fQ2tMQYFD2ryC9hKhp6UBec9fvmJipVQ0sxYM8wTZO9X3zB9889R1ZS/vViGtxwA33efRf/kBAv\nRCeulCQtQghREg4H+tVXo199NYe6dsXWtCk4naj79uV2LduxAy02FrNqVdA0b0crxCVVb9iQwcuW\n8et//8tPkydjXNSKmHHqFCvuv5/GCxbQY+rUcv9Fz/RvSE6rx8hp9RhK1hksx9ZgPboSy/H1hY6B\nOU/RM7Cc3ILl5IXkzVRtGAFN0Wu0xqjRAqNaI3T/RhjVwsFWo5SPpmiU7CTU1L9Q0/7KfUzZh5a8\nBzXlDxSzaC3CFzNt1XHW64Grfl+cIb3BXj6OsyjOHj7Muief5NC6dfnqNLudLv/5D+1Hj0YpziJ5\nwiskaRFCCE+zWjHatsVo25a8eWlMmSFQ+AbVYiHqqacIv+kmVj/6qNsgfYADK1dy9McfuW7iRNoM\nG+YTX/pMRy2cjYfibDwUDCfame0Xxm6c+qlILQ6KkYOWvBsteXe+OsMWiOHfENMvGMMvGNOv7rn/\nr4tpr4FpDcj9sQWANaDokwAYOrhSUXLOojhTch9zklEzE1AyT1z0eAI17SBKTsqV/tO4MbUquII6\n54310WtG+lw3OUPX2TFrFj9OnOg2M955QZGR9HnvPWrJGEOf41t/iUII4avKaXcaIQoTFBnJPzZs\n4Jdp0/j5jTfcpobNOXuWdU88wZ5587hxyhSCfGm8lmpFrxOFXicK2owBPRvt9K9YTm1FO/0L2ult\nqFlXtjCtmpOEmpi/+1FhTNUOqhVTteR2OVOtXOV0YokxUUwnGC4wnChGzuVfrAQMv3rotTvgqt0R\nvU4n9FrtQbOV6j5L0/Fff2XD00+TsH17vjrN4aDzs8/SfvRoVIt8/fVF8q4JIYQQokCazUanceNo\nOmAAax9/nBO//OJWf3zrVj7v3p22w4fT5T//8c2VwzU7et2u6HW75v5umijpR7Cc2YZ2+jfU5D1o\nybuvaJD65ShGNhjZXHwro7RTBaNKyLmuba1w1WqPXrujT4xLKYr0hAR+nDCBPZ9/XmB9aNeu9Jo+\nncCIiDKOTHiSJC1CCCGEuKRaLVtyx6pVxH7wAT9OnIgrI+NCpWmy86OP+GPxYjo/9xxXPfCAb9/J\nVhRM/zCc/mE4G0ZfKM5ORE3anTtGJPUAatrBc4+HSr1FpKhM1Y5RLRzDPxyjWiOMahHoNVqh12jt\nU+NRikrPySHm/ffZOmUKOan5xynZAgLoNmECbe+7zye6MYpL8+GzihBCCCHKiqppXP3IIzTu25eN\nzzzDgZUr3eqzU1LYMG4csbNm0W38eBrfcku5nWWsOEx7TfTg69CDr3OvMHSUzGOo6UdRMhNQM09c\neMw6dW48yrmfnLMorrQr26+1mtuYGNMagOmokzd2Ju+xan3MKiGVYtFM0zSJW7KEHydMIOXgwQK3\naTpwIDe88kq5nzBCFJ0kLUIIIYQosuoNGzJg3jz+WrOGjc8+S/L+/W71SXFxLLv7bkI7d6bbpEnU\n69jRS5GWEVXDrNoAvWqDom1v6GA6z41ZcYGRA4aTv/46SKOIZn8b62KrFEnIlYjfvJnvn3+ehG3b\nCqyv1bIl3SdPpsHFiwWLCkE+CUIIIYS4Yo169+beLVvoNnEiVn//fPXxW7Ywv1cvvhk+nKS/JTaV\nmqqB5gBrNUx7YO5MY1Xr47TXxfQLwrQHgrVa7jaSsOQ5s28fS4cOZeEttxSYsNirV6f7a69x96ZN\nkrBUUPJpEEIIIUSxaDYbHR9/nOG//krre+8tcNxA3JIlfHLNNax++GES4+K8EKXwZaf37GHFiBF8\n2rlzvi6JAIqmcdUDD3Dftm20e/hh3x5PJS5JkhYhhBBClEjV4GBueust7v7hB8J7985XbxoGe+fP\n55OoKFY++CBn9u3zQpTCl5zauZPlw4bxWZcu/LF4cYFrXUXceiv3/vQTPaZOpUrt2l6IUpQlSVqE\nEEII4RG1W7Vi4IIFDPr664LXbjFNfv/ySz7t3Jnlw4Zx/Ndfyz5IUW6Zpkn8li0sHTqUudddx59L\nlxa4Xb2oKO5YtYr+n31GzaZNyzhK4S3ShiaEEEIIj2pwww0MXb+eP776iq1TppD4++/uG5gmfy5d\nyp9LlxLauTMdHn+cRn36yLS0lZSh6+xfvpxtb7+dby2gi9Vu3ZpO48YR0b9/hZqZThSNJC1CCCGE\n8DhFVWk+aBDNoqOJW7qUrVOmcGbPnnzbxW/ZQvyWLQQ2a0b70aNpMWQI1ipVvBCxKGs5aWns/eIL\ntr/zDskHDhS6XVBkJNeOHUvjvn0lsa3E5J0XQgghRKlRVJVmAwdyzw8/cOunn1KnbdsCt0v64w/W\n/fOfzGrVKn/LjKhwEmJimNWqFeufeqrQhKVuhw7cNn8+QzdsIKJfP0lYKjlpaRFCCCFEqVNUlSb9\n+xNx660cXr+ebdOnc3jDhnzb2apVo0aTJmUfoChTtVq2xGK3k1NAXXjv3nR47DHqd+sm3cBEHklZ\nhRBCCFFmFEWhYY8e3L5kCf/4/nta3HEHiqbl1V/1wAOoF/0uKiaL3U6b++7L+121Wml1993cu2UL\nAxcsoMF110nCItxI0iKEEEIIrwi66ipunjmT+2Ni6PDPf+IfEkKbe+/1dliijLQdPpyq9eoR9dRT\njNixg94zZlCrZUtvhyXKKekeJoQQQgivCmjQgOsmTKDrCy9IK0slUq1+fR7YtUvec1Ek0tIihBBC\niHJBvrxWPvKei6KSpEUIIYQQQghRrknSIoQQQgghhCjXJGkRQgghhBBClGuStAghhBBCCCHKNUla\nhBBCCCGEEOWaJC1CCCGEEEKIck2SFiGEEEIIIUS55jNJS3JyMmPHjiUqKop69erRpk0bxowZQ1JS\nkrdDE0IIIYQQQpQin0lajh8/zokTJ5g0aRJbtmxh5syZbN68mQcffNDboQkhhBBCCCFKkcXbARRV\ny5Yt+eSTT/J+Dw8PZ+LEidx1112kpaXh7+/vxeiEEEIIIYQQpcVnWloKcvbsWex2O1WqVPF2KEII\nIYQQQohS4rNJS3JyMq+88gr3ET6xcAAAEhlJREFU3XcfquqzhyGEEEIIIYS4DCU5Odn0ZgAvvfQS\nU6dOLbReURSWLVtG165d88rS09MZPHgwVquVL7/8EpvNVhahCiGEEEIIIbzA60lLUlISZ86cueQ2\n9evXx+FwABcSFlVVWbhwoXQNE0IIIYQQooLzetJyJdLS0hgyZAgAixYtkoRFCCGEEEKISsBnZg9L\nS0sjOjqa9PR05s6dS1paGmlpaQAEBgZitVq9HKEQQgghhBCiNPhM0hITE8O2bdsA6NChAwCmaRY4\n5kUIIYQQQghRcfhU9zAhhBBCCCFE5VPh5wpOTk5m7NixREVFUa9ePdq0acOYMWNISkrydmgeNWfO\nHPr370/Dhg0JDAzkyJEj3g6pxGbNmkVkZCTBwcF0796dLVu2eDskj9q8eTNDhw6lVatWBAYGMm/e\nPG+H5FFvvvkmPXr0ICwsjCZNmnDXXXexd+9eb4flUbNmzaJr166EhYURFhZG7969WbNmjbfDKlVv\nvvkmgYGBjB071tuhiBIaPHgwgYGBLF261NuhFFtFuMZXpGtdRT/vV5TzX0JCAo8++ihNmjQhODiY\nzp07s3nzZm+HdVkVPmk5fvw4J06cYNKkSWzZsoWZM2eyefNmHnzwQW+H5lEZGRn07NmTZ599FkVR\nvB1OiS1evJhnn32Wp556ik2bNhEVFcWQIUOIj4/3dmgek56eTuvWrZk8eXKFnFRi8+bNjBw5kjVr\n1rBs2TIsFgsDBw4kOTnZ26F5TGhoKBMnTuT7779nw4YNXH/99dx9993s2bPH26GVil9++YU5c+bQ\npk0bb4ciSuitt95C0zSfv174+jW+ol3rKvJ5v6Kc/1JSUujTpw+KovDll1/y888/89prr1GnTh1v\nh3ZZlbJ72Nq1a7nrrrs4dOgQ/v7+3g7Ho2JiYujRowexsbE0aNDA2+EUW69evWjbti3Tpk3LK+vQ\noQMDBw7k+eef92JkpaN+/fq8/vrrDB061NuhlJr09HTCwsL4/PPP6dOnj7fDKTWNGjVi/Pjx3Hff\nfd4OxaNSUlLo3r07b731FpMnT6ZVq1ZMmTLF22GJYvjtt98YNmwYGzdupEmTJsyZM4cBAwZ4OyyP\n8aVrfEW/1lWU835FOv9NnDiRLVu2sHLlSm+HcsUqfEtLQc6ePYvdbq+Qd7crAqfTSUxMDN27d3cr\n79GjB1u3bvVOUKLEUlNTMQyDGjVqeDuUUmEYBosWLSIjI4OoqChvh+NxTzzxBNHR0XTr1s3boYgS\nSE1NZeTIkUyfPp1atWp5O5xS4SvX+Mpwraso5/2KdP5bsWIFHTp0YMSIETRt2pTrrruODz74wNth\nFYnPzB7mKcnJybzyyivcd999qGqlzNnKvTNnzqDrOkFBQW7lderUYePGjV6KSpTUM888Q2RkZIX7\nQr9nzx569+5NVlYW/v7+fPbZZ7Rs2dLbYXnUnDlzOHjwILNnz/Z2KKKExowZw0033USPHj28HUqp\n8KVrfGW41lWE835FO/+dP5ZRo0bx5JNPsnPnTsaOHYuiKOW+W6XPJi0vvfQSU6dOLbS+oKmQ09PT\nGTp0KKGhoUyYMKEswiyR4hyjEOXRc889x88//8yqVat8vg/93zVr1owffviBlJQUli5dyiOPPMI3\n33xDixYtvB2aR/z5559MmjSJ1atXl/svgZVVUa8VR44cYdeuXWzYsKHsgiumynCNr+gqwnm/Ip7/\nDMOgQ4cOed0P27Zty/79+5k1a5YkLaVl9OjR3HXXXZfcpn79+nn/n56ezuDBg1FVlS+++AKbzVba\nIZbYlR5jRVGrVi00TePkyZNu5adOncp3R0qUf88++yxLlixh+fLlhIWFeTscj7NYLISHhwMQGRnJ\ntm3beOedd5g+fbp3A/OQn3/+mcTERK699tq8Ml3X2bx5Mx999BHHjh2TxX29rCjXitDQUObOncvv\nv/9OSEiIW939999PVFRUuerjXhmu8RX5WldRzvsV8fxXt25dmjVr5lbWrFkz3n//fS9FVHQ+m7QE\nBgYSGBhYpG3T0tIYMmQIAAsXLiz3/VzPu5JjrEisVivt2rVjw4YN3HbbbXnl69evZ+DAgV6MTFyp\ncePG8fXXX7N8+XIiIiK8HU6ZMAyD7Oxsb4fhMbfeeivt27d3Kxs1ahRNmjRhzJgxPnfBroiKeq14\n4YUXePzxx93KOnfuzMsvv0zfvn1LK7xiqQzX+Ip6ratI5/2KeP7r1KkTcXFxbmVxcXE+MXmTzyYt\nRZWWlkZ0dDTp6enMnTuXtLQ00tLSgNyToi/+wRXk5MmTJCQkEBcXh2ma7Nu3j+TkZBo0aOCTA+BG\njx7NI488wtVXX02nTp2YPXs2CQkJDB8+3NuheUx6ejoHDhzANE0Mw+Do0aPs3LmTwMDACtGC9tRT\nT7FgwQLmzp1LQEBA3t3EqlWrUrVqVS9H5xkTJkygd+/ehIaGkpaWxsKFC/nxxx9ZuHCht0PzmICA\nAAICAtzKqlSpQo0aNWjevLmXohLFERwcTHBwcL7ykJAQGjZs6IWISs7Xr/EV7VpX0c77FfH8N2rU\nKPr06cPUqVO5/fbbiY2NZebMmYwfP97boV1WhU9aYmJi2LZtG5A7jSCAaZoVbjzIhx9+yGuvvYai\nKCiKwp133gnAjBkzfHIa3ejoaJKSkpg6dSoJCQm0bNmShQsXVogv8+dt376d/v375/X1ffXVV3n1\n1VcZOnQoM2bM8HJ0JTd79mwURXG7gwi5d+HGjRvnpag8KyEhgYcffpiTJ08SEBBA69atWbRoUb7Z\ngCoaX+2fLvLz9ffS16/xFe1aVxnO+77+mbn66quZO3cuEyZM4I033qB+/fo8//zzjBgxwtuhXVal\nXKdFCCGEEEII4TsqxlQIQgghhBBCiApLkhYhhBBCCCFEuSZJixBCCCGEEKJck6RFCCGEEEIIUa5J\n0iKEEEIIIYQo1yRpEUIIIYQQQpRrkrQIIYQQQgghyjVJWoQQQgghvODVV18lMDCQU6dOeTsUIco9\nSVqE8IBPP/2UwMBAoqKivB2KEEIIH6EoikdXWF+7di2TJ0/22OtdyqeffkqnTp0IDg6mffv2vPvu\nu2WyX1F5SdIihAcsXLiQhg0b8ueffxITE+PtcIQQQlRCa9asYcqUKaW+n48++ojHH3+cFi1a8Prr\nr9OpUyeee+453nzzzVLft6i8JGkRooSOHTvGjz/+yPjx4wkJCWH+/PlFel5WVlYpRyaEEEJ4VlZW\nFi+99BK9e/fm448/5t577+Wdd95hyJAhTJ06laSkJG+HKCooSVqEKKGFCxdStWpV+vbtS3R0NF99\n9RWmabptExgYyJgxY/jqq6/o0qULQUFBfPXVV26v0aNHD+rVq0d4eDjDhw/n0KFDbq+xZcsWRowY\nQdu2balbty4tWrTgn//8J8nJyWVynEIIIUpHYmIiDz74IGFhYYSHh/Pkk0+Snp7uts13331Hv379\nqF+/PvXr12fw4MHs3Lkzr37UqFHMmjULyL3mBAYGUrNmTY4cOQLA3LlzGThwIM2bN6du3bp06NCB\nadOm5bteXc6mTZtISkpixIgRbuUjR44kIyODVatWFeefQIjLsng7ACF83YIFC+jbty92u51Bgwbx\n9ttvs379enr06OG23Y8//sjXX3/NyJEjqVu3Ls2aNQNg2rRpTJo0iejoaO655x6Sk5P54IMP6Nu3\nLz/88AM1a9YEYMmSJaSmpnL//fdTu3Ztdu/ezSeffMK+fftYvXp1mR+3EEKIkjNNkxEjRhAaGsqL\nL77Izp07+fjjjzl27Fhey/3ChQt5+OGH6dGjBy+++CLZ2dnMmTOHW265hfXr19OkSRNGjBjBiRMn\n2LBhAx988EFeMlK7dm0AZs+eTfPmzenduzcOh4ONGzcyceJEUlNTeeGFF4oc744dOwBo166dW3m7\ndu1QVZUdO3YwdOhQT/zTCOFGkhYhSmDXrl3s2bOH8ePHA7kn7YiICObPn58vaYmLi+P777+ndevW\neWVHjx7llVde4bnnnuOpp57KK7/99tvp1KkT77zzDv/5z38AmDBhAg6Hw+01r7nmGh566CG2bt3K\ntddeW0pHKYQQojTVr1/frWtxUFAQb7zxBhs3buSaa65h7Nix3HPPPUyfPj1vm3vvvZeOHTsyZcoU\nZs6cSceOHYmIiGDDhg0MHjw43z5WrFjhdg0ZMWIETzzxBB988AHPPvssVqu1SLGeOHECgLp167qV\nW61WatasmVcvhKdJ9zAhSmDBggXUrFnTLUEZNGgQK1asIDMz023bqKgot4QFYOnSpei6TnR0NImJ\niXk/1apVo1WrVmzatClv24svNqmpqSQmJnLNNddgmqYM/hdCCB+lKAojR450K3vkkUcwTZPVq1ez\nfv16UlJSGDRokNt1wuVy0blzZ7frxKWcv4YYhkFycjKJiYl06dKF9PR0/vjjjyLHm5WVVWiCY7fb\n8137hPAUaWkRophM02Tx4sV07dqVw4cP55W3b9+etLQ0vvnmG7e7XY0aNcr3GgcOHMA0TTp27Jiv\nTlEUwsPD836Pj4/n+eef59tvvyU1NdVtu7Nnz3roqIQQQpS1xo0bu/1es2ZNatSoweHDhwkODsY0\nTQYOHJjveYqioGlakfaxZcsWJk6cyG+//UZOTo7ba1zJNcThcOB0Ogusy87Oxs/Pr8ivJcSVkKRF\niGLatGkT8fHxHDt2jGXLlrnVKYrCggUL3JKWgk7khmGgKAqLFi1CVfM3fJ5/jmEYea0xY8aMoWnT\nplStWhXDMLj99tsxDMPDRyeEEKI8OH+dePfddwkODi7Waxw8eJDo6GiaNGnC5MmTCQ0NxW63Exsb\ny/jx46/oGnI+hoSEBLcuYk6nk8TExGLHKMTlSNIiRDHNnz+f2rVr8+abb+abfWXdunXMmzePM2fO\nUKtWrUJf43zrS2hoaN7A/ILs3r2buLg43nvvPe6888688gMHDpTwKIQQQnjb/v373VpbEhMTSU5O\nJiwsjEaNGmGaJrVq1eKGG2645OsUtlDlypUrycnJYf78+YSGhuaVHzx48Ipjbdu2LaZpsn37dm6+\n+ea88t9++w3DMGjbtu0Vv6YQRSFjWoQohuzsbJYtW0bv3r3p378/AwYMcPv5v//7P5xOJ4sWLbrk\n6/Tv3x9VVQtdDCwxMREgr/n/73fDpk+f7tHVlIUQQpQt0zT54IMP3MreffddFEWhT58+9OjRg+rV\nqzN16tQCu2WdOXMm7/+rVq0KQEpKits2BV1DsrOzmTlz5hXHe/311xMYGMiHH37oVj579mz8/Pzc\nEhkhPElaWoQohhUrVpCamkrfvn0LrG/atCkREREsWLCAhx56qNDXCQ8P58UXX+TFF1/k8OHD9OvX\nj+rVq3Po0CFWrFjB7bffzrhx42jWrBkRERH8+9//Jj4+nsDAQNauXcvx48eveI59IYQQ5cuxY8cY\nMmQIffr0YefOnXzyySf06tUrr2Vl2rRpPPTQQ1x//fUMGjSIoKAgjhw5wrp162jZsiUzZswAcmew\nNE2Tp59+ml69emGxWOjbty89e/bEarVy5513Mnz4cLKzs5k/fz4Wy5V/DXQ4HPz73//m6aefZtiw\nYfTq1YvNmzfz5Zdf8txzz+VN0y+Ep0nSIkQxLFiwAIfDwY033ljoNrfccgszZsxg//79KIpSaIvI\nY489RpMmTZgxYwZTp07FMAxCQkK44YYb8gZeWiwW5s+fzzPPPMNbb72Fpmn06tWLt99+m2bNmklr\nixBC+ChVVZk9ezZvvPEGkyZNQlEUhg8fzqRJk/K2iY6Opl69erz55pvMmDGD7OxsgoODufbaa7n/\n/vvzthswYACjRo1i0aJFLFq0CNM0iY2NJSIigs8//5yJEycyfvx4atasydChQ+nWrRvR0dFXHPMD\nDzyAzWZjxowZrFmzhpCQEF5++WUeffRRj/ybCFEQJTk5WW7TCiGEEEIIIcotGdMihBBCCCGEKNek\ne5gQQgghRCWXlZV12fVaAgIC3BY6FqIsSdIihBBCCFHJLV68mNGjRxdarygKM2bMYOjQoWUYlRAX\nyJgWIYQQQohK7uTJk+zdu/eS27Rs2ZKgoKAyikgId5K0CCGEEEIIIco1GYgvhBBCCCGEKNckaRFC\nCCGEEEKUa5K0CCGEEEIIIco1SVqEEEIIIYQQ5ZokLUIIIYQQQohy7f8BAGYevKedXSYAAAAASUVO\nRK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Linear Regression with betas [-0.51404863 0.23106267]\n" ] } ], "source": [ "betas_ = betas[range(0, iters, 10), :-1]\n", "for i, beta in enumerate(betas_):\n", " print('\\n\\nLinear Regression with betas ', beta)\n", " f, (ax1, ax2) = plt.subplots(1,2, figsize=(12, 6))\n", " ax2.contour(beta0, beta1, cost_func.T.values, contour_levels)\n", " ax2.set_xlabel('beta_0')\n", " ax2.set_ylabel('beta_1')\n", " ax2.scatter(beta[0], beta[1], c='r', s=50)\n", " \n", " if i > 0:\n", " for beta_ in betas_[:i]:\n", " ax2.scatter(beta_[0], beta_[1], s=50)\n", "\n", " # scatter plot\n", " ax1.scatter(X, y)\n", "\n", " # Plot the linear regression\n", " x = np.c_[np.ones(2), [X.min(), X.max()]]\n", " ax1.plot(x[:, 1], lr_h(beta, x), 'r', lw=5)\n", " ax1.set_xlabel('Area')\n", " ax1.set_ylabel('Price')\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Estimated Betas" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "betas[-1, :-1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Normal equations (aka OLS)\n", "\n", "## $$ \\beta = (X^T X)^{-1} X^T Y $$\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "beta = np.dot(np.linalg.inv(np.dot(X_.T, X_)),np.dot(X_.T, y))" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [], "source": [ "beta" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Estimating the regression using sklearn" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Using OLS" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# import\n", "from sklearn.linear_model import LinearRegression" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Initialize\n", "linreg = LinearRegression(fit_intercept=False)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Fit\n", "linreg.fit(X_, y)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "linreg.coef_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Using (Stochastic) Gradient Descent*\n", "\n", "*Differs from normal gradient descent by updating the weights with each example. This converges faster for large datasets" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# import\n", "from sklearn.linear_model import SGDRegressor" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Initialize\n", "linreg2 = SGDRegressor(fit_intercept=False, n_iter=100)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Fit\n", "linreg2.fit(X_, y)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "linreg2.coef_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Comparing OLS and GD" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "|Gradient Descent|Normal Equation|\n", "| :------------- | :------------- |\n", "| Need to choose $\\alpha$| No need to choose $\\alpha$|\n", "|Needs many iterations | Don't need to iterate|\n", "|Works weel even when $k$ is large |Slow if $k$ is very large |\n", "||Need to compute $(X^TX)^{-1}$|" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Linear regression with multiple variables" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lets create a new freature $ area^2 $" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "data['area2'] = data['area'] ** 2\n", "data.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Notation review" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " * n = n_samples = number of examples\n", " * k = number of features\n", " * y = price\n", " * $x^{(i)}$ = features of the $i$ example" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "i = 2\n", "data.ix[2, ['area', 'area2']]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* $x_j^{(i)}$ = value of the $j$ feature of the $i$ example" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "i = 2\n", "j = 2\n", "data.ix[2, 'area2']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Hypothesis:\n", "\n", "* Previously:\n", "\n", "### $$ h_\\beta(x) = \\beta_0 + \\beta_1 x_1 $$\n", "\n", "where $x_1$ = area\n", "\n", "* New:\n", "\n", "### $$ h_\\beta(x) = \\beta_0 + \\beta_1 x_1 + \\beta_2 x_2$$\n", "where $x_2$ = $area^2$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Create new matrix X and scale" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "X = data[['area', 'area2']].values\n", "X[0:5]" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from sklearn.preprocessing import StandardScaler\n", "ss = StandardScaler(with_mean=True, with_std=True)\n", "ss.fit(X.astype(np.float))\n", "X = ss.transform(X.astype(np.float))\n", "ss.mean_, ss.scale_" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "X[0:5]" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "X_ = np.c_[np.ones(n_samples), X]\n", "X_[0:5]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cost function\n", "\n", "The goal became to estimate the parameters $\\beta$ that minimize the sum of squared residuals\n", "\n", "### $$J(\\beta)=\\frac{1}{2n}\\sum_{i=1}^n (h_\\beta(x^{(i)})-y_i)^2$$\n", "\n", "\n", "### $$h_\\beta(x^{(i)}) = \\sum_{j=0}^k \\beta_j x_j^{(i)}$$\n", "\n", "\n", "### $$J(\\beta)=\\frac{1}{2n}\\sum_{i=1}^n \\left( \\left( \\sum_{j=0}^k \\beta_j x_j^{(i)}\\right) -y_i \\right)^2$$\n", "\n", "Note that $x^0$ is refering to the column of ones" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Gradient descent algorithm\n", "\n", "Repeat until convergence{\n", "\n", "### $$ \\beta_j := \\beta_j - \\alpha \\frac{\\partial }{\\partial \\beta_j} J(\\beta)$$\n", "\n", "\n", "}\n", "\n", "while simuntaneously update j=0..k\n", "\n", "$\\alpha$ is refered as the learning rate" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "beta_ini = np.array([0., 0., 0.])\n", "\n", "# gradient calculation\n", "def gradient(beta, x, y):\n", " return 1 / x.shape[0] * np.dot((lr_h(beta, x) - y).T, x)\n", "\n", "gradient(beta_ini, X_, y)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "beta_ini = np.array([0., 0., 0.])\n", "alpha = 0.005\n", "iters = 100\n", "betas = gradient_descent(X_, y, beta_ini, alpha, iters)\n", "\n", "# Print iteration vs J\n", "plt.plot(range(iters), betas[:, -1])\n", "plt.xlabel('iteration')\n", "plt.ylabel('J(beta)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Aparently the cost function is not converging \n", "\n", "Lets change alpha and increase the number of iterations" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [], "source": [ "beta_ini = np.array([0., 0., 0.])\n", "alpha = 0.5\n", "iters = 1000\n", "betas = gradient_descent(X_, y, beta_ini, alpha, iters)\n", "\n", "# Print iteration vs J\n", "plt.plot(range(iters), betas[:, -1])\n", "plt.xlabel('iteration')\n", "plt.ylabel('J(beta)')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "print('betas using gradient descent\\n', betas[-1, :-1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Using the normal equations" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "betas_ols = np.dot(np.linalg.inv(np.dot(X_.T, X_)),np.dot(X_.T, y))\n", "betas_ols" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Difference" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "betas_ols - betas[-1, :-1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Making predictions\n", "\n", "Predict the price when the area is 3000\n", "\n", "Note: remeber the matrix X is scaled" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "x = np.array([3000., 3000.**2])\n", "\n", "# scale\n", "x_scaled = ss.transform(x.reshape(1, -1))\n", "x_ = np.c_[1, x_scaled]\n", "x_" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "y_pred = lr_h(betas_ols, x_)\n", "y_pred" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "y_pred = y_pred * y_std + y_mean\n", "y_pred" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Using sklearn" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from sklearn.linear_model import SGDRegressor\n", "from sklearn.linear_model import LinearRegression\n", "\n", "clf1 = LinearRegression()\n", "clf2 = SGDRegressor(n_iter=10000)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When using sklearn there is no need to create the intercept\n", "\n", "Also sklearn works with pandas" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "clf1.fit(data[['area', 'area2']], data[' price'])" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "clf2.fit(X, y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Making predictions" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "clf1.predict(x.reshape(1, -1))" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "clf2.predict(x_scaled.reshape(1, -1)) * y_std + y_mean" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Evaluation metrics for regression problems\n", "\n", "Evaluation metrics for classification problems, such as **accuracy**, are not useful for regression problems. We need evaluation metrics designed for comparing **continuous values**.\n", "\n", "Here are three common evaluation metrics for regression problems:\n", "\n", "**Mean Absolute Error** (MAE) is the mean of the absolute value of the errors:\n", "\n", "$$\\frac 1n\\sum_{i=1}^n|y_i-\\hat{y}_i|$$\n", "\n", "**Mean Squared Error** (MSE) is the mean of the squared errors:\n", "\n", "$$\\frac 1n\\sum_{i=1}^n(y_i-\\hat{y}_i)^2$$\n", "\n", "**Root Mean Squared Error** (RMSE) is the square root of the mean of the squared errors:\n", "\n", "$$\\sqrt{\\frac 1n\\sum_{i=1}^n(y_i-\\hat{y}_i)^2}$$" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "y_pred = clf1.predict(data[['area', 'area2']])" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from sklearn import metrics\n", "import numpy as np\n", "print('MAE:', metrics.mean_absolute_error(data[' price'], y_pred))\n", "print('MSE:', metrics.mean_squared_error(data[' price'], y_pred))\n", "print('RMSE:', np.sqrt(metrics.mean_squared_error(data[' price'], y_pred)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Comparing these metrics:\n", "\n", "- **MAE** is the easiest to understand, because it's the average error.\n", "- **MSE** is more popular than MAE, because MSE \"punishes\" larger errors, which tends to be useful in the real world.\n", "- **RMSE** is even more popular than MSE, because RMSE is interpretable in the \"y\" units.\n", "\n", "All of these are **loss functions**, because we want to minimize them.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Comparing linear regression with other models\n", "\n", "Advantages of linear regression:\n", "\n", "- Simple to explain\n", "- Highly interpretable\n", "- Model training and prediction are fast\n", "- No tuning is required (excluding regularization)\n", "- Features don't need scaling\n", "- Can perform well with a small number of observations\n", "- Well-understood\n", "\n", "Disadvantages of linear regression:\n", "\n", "- Presumes a linear relationship between the features and the response\n", "- Performance is (generally) not competitive with the best supervised learning methods due to high bias\n", "- Can't automatically learn feature interactions" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.5.1" } }, "nbformat": 4, "nbformat_minor": 0 }